From cfb0fe03d42cadf26959c4b547ef5fbbb01f85a8 Mon Sep 17 00:00:00 2001 From: Alessandro Zocca Date: Mon, 23 Oct 2023 12:28:57 +0200 Subject: [PATCH] Add mincost flow notebook --- _toc.yml | 1 + notebooks/04/04.00.md | 1 + notebooks/04/flow.pdf | Bin 108432 -> 0 bytes notebooks/04/mincost-flow.ipynb | 340 ++++++++++++++++++++++++++++++++ notebooks/04/net_flow.pdf | Bin 210794 -> 0 bytes 5 files changed, 342 insertions(+) delete mode 100644 notebooks/04/flow.pdf create mode 100644 notebooks/04/mincost-flow.ipynb delete mode 100644 notebooks/04/net_flow.pdf diff --git a/_toc.yml b/_toc.yml index 0370b2fa..992da8f3 100644 --- a/_toc.yml +++ b/_toc.yml @@ -38,6 +38,7 @@ chapters: - file: notebooks/04/04.00.md sections: - file: notebooks/04/dinner-seat-allocation.ipynb + - file: notebooks/04/mincost-flow.ipynb - file: notebooks/04/gasoline-distribution.ipynb - file: notebooks/04/cryptocurrency-arbitrage.ipynb - file: notebooks/04/power-network.ipynb diff --git a/notebooks/04/04.00.md b/notebooks/04/04.00.md index a24260ce..85e6d561 100644 --- a/notebooks/04/04.00.md +++ b/notebooks/04/04.00.md @@ -5,6 +5,7 @@ In the previous chapters, we dealt with general problems by first formulating al This chapter includes several examples with companion Pyomo implementation that explore various modeling and implementation aspects of network optimization: * [A dinner seating arrangement problem](dinner-seat-allocation.ipynb) +* [A transportation problem](mincost-flow.ipynb), using the minimum-cost flow formulation. * [A franchise gasoline distribution problem](gasoline-distribution.ipynb) * [A cryptocurrency arbitrage problem](cryptocurrency-arbitrage.ipynb) * [Extra material: Energy dispatch problem](power-network.ipynb) diff --git a/notebooks/04/flow.pdf b/notebooks/04/flow.pdf deleted file mode 100644 index 31bfbff6948ece46a8fe2a71909f29cbcd3c4216..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 108432 zcmZsB1ymf{wk;3{!6h`V3GVI^Ah>JejT7A6l3>Bz-QC^Y-Q8*2-TB;e-nsAI|NrPQ zde!o|X6>p`y}QWdzl+i_(X+ynm8=jKH^DOzGZI_to5Az)5;G{f+87Zt2)J8Q*zLA zFd}CC+aRy!;9z8DMa=du6`n!qhn}ISl?gHX|9I`J4U~)=h&A8aeiwa*V&vjL%phU; z4ngRDr11Yp31aR4fW!3v4)8DB|3YtP^p5Ut_za3h_STMe2JiFy3;%n686!heJt1qC z_l}J3A68a&dRAg)4i0+e_wo$F?}NQ(+Y@vB4NuU@%KBYn`d8?GlJPJ1KkP{xS(!Ne zAZGfXj-sX(@ADEfh+4dp@ZHG3+R*4s5_R5L7TOX0xj622)r4M;zA0YGIpFw# z_GHkGPH?HQyAL9!+V?h%^21s*@s-O`7DpvnDNz#V2**R- zh`Mn+W+5fX5z)V|d}Jq3g2k(pTdeX~n#OB~;Ud9)x-w|q75`w8DiFBERLh$DF_m}s z;(npG?afc=nw22s_FT<=lD{S=e{OyYxShXU$;VKn98!$W}@sTDOq?=jXTLuBmX31B}3`#Z(TuvuKD!wAPs>C&5Sxldo^p}ULhM(Ay{c`YvR1eQL2`oF#ZTr z%#GLMXsZp(ohO#M6=h)d5PzyU_IP}4vu>v88u-GuFcr)rh0Ef6z8?%3)NP-{v?yI zoB}O(-3lnFCmVPscbT1F;Nikz&*6@UTr3eNQ|^LGD2Z=Jz)vSifWjX*n8NK69!Hm` z(ho?%U2JI@E2K#pDYGAL%96n6X|OBtCrq3@2CF}6F`eM>P>{#>)cKeT42BD9u_gF; z$E)`$DkI?9p3YUNo1!0;nX|u@x;USZ9m(}JZ?}+M?2+zj|2`0SbhACvEgRn!h}ELg zObhhvr}|WuEw<~MqU~iUOCnJ;pGBKK&FT5r_IQtt6`ZT=Ikdedi=^W?vMn5sReqQP zI#73fkPOLpO-hZ&lpe``xb;J&zBy%Z-tQP;YG*}biEgYNRXH|Dp+uBLF_HU&5W#OTfJ0(v#qCF6VhUEJ1qy+ZOD z3CW38fM-PPM8D_E!c68h;<+Q(v%`aTQkn9@g?0V)WCfO^pP7>9VW%%v*{X?X5~9-S z0PZ1qwTs96uO8;=NjlbCiE;^>^$pKyWn5n3QG9LcUISX=W3=sYDRFO${bhcK**=DO z>6#X)dFEwA<+%r&0XIP#^si5*wO^65*7x%GY0Kuk_?i^Pw-M@cmPYDY08+r(>z#Ft zrXnpZOJ7cJt)m?l@;RaX^Jncc`lXtr;<^zLZAufo=rNrqk}k6`{B z%%Hb%LapU+bqiYPFb5g9pEo_L7wxK7EsX)_3Jx`&H( zdi$+RsYp5qRgYHxDhM@O-Rml{j!$}}k#vw|Ov__&5OT$X;ajy&P9{eOm7Pn`w2+Jq zA+JC>6;queT1Zs0?AZZY$cb$tNA7CqZ`f#_#YdXT>~fM&#JlIm?KdC!HGSeCC`mR+ zr>da85w50iNOZ%0LSN8r9+wP#7OAY*t zQ&(#`WFe=Uo%Z!DVwWoK_wUny@g}ffLF(XD^|wE@3FupkP?`OgPep3PzU<1mfhJPE z8^7qD)>~UM5oE*9PC}Otc`PI4`wSu@p5}}V_-^<-i>v7#-09GN*Csz02K!E61=X*A zA-NZe6CV^d))d4)QlPe6fa13h=C)*<>Gv*iM*}X18SU#J#?bOfmZo0xFD2@=)>&aP z=VJQ}nX|Y`Rw8MS4f8u{8cdS)2v={=2PCb&luub~Teytovo0^_gPy4f(fg-UEF`Ou zc;-1gWvfRHxuibz98mM~qeE5Bt`;+pR0ut>J8RTEaO`Q+Jt{QZsMS}Q-BRPAcICQi zu`EZ84v<1|X17J7Lz3kBmv3CA_?HgrqoIzdlDCq58`0rWB!%o^tbJ8@7ZCLc)a;N# zN^uR8Q4l1tm)F@lipOiO1YD3B9;I(iNn~*rSiW@(%J8YhU*I6DXPIcDATB7BP}GCW zhX&tNN9gICgYE^KBI&iz-omH(z$4wfw zScm$fw@71AXajC`_^pktpTg+vY31lR`UlR$_HFP%Y@LyEVpF%#GBo9j*KOU$tC$fQ zOsLwuoF^4p=&f@NBnC_?9*k9-$*^DEd?q}WCLN#H55CJ*4v(`yi(ec4Ub?Nj9~?;U{Ucp-@;c6W zIc<2}U7SdAf7~sG9|LR2o4bcIO-<;f@cy*}&B!|gaZ6s*bJQPcOIO?rBLE5RN8Z;q zqN1&9v%s_RiuEcGCI_BvK5Nyz*M6e0r;&yut&<+c#S3S*T-DdAW3fiZA=Y3^_vL(b zivsK=KU2cxW{mJJZS6udmuAve3;kxQOzRBn@WG2-j55_ol`nzlMFN23^iC*J=Aipm z#B2?C9kg|^@|ahpo;#n^2ltZ4{<+5_wVUwLc)0>vYf#k-==h9s<;RahnDtux>#K5=w-wcvbsjf+b4)S+9M|1cU`>%jT{n6xpf5mN+s|Ch{ z=Kf_&H!bSshVai$j^WPI4$VYnYg%=f)=F!K$I|+ij>A9IR$f{jj+Goe%($+qt(1oK zYE<$|H9n5Wci-5@L4NH4-BrUV*HwY&K5R{e@3!A=!Q@Z%tAFglG1c#$70U1{qF2zS zgVvWB2`Kjawh}<*S)c(Aovx{4A@z%MRG(>9k=SAMu(sf(+>HcVPtH?mE6soKMd~TC z^EY4m-8N#M3e_G}Oi|zG<^I3RA`sNtYA9|bmy>?hyIj2b=ydI<(tlU@fK=gN9(mNN!H~a!@r;1j0 zTn6%cUg;F*Ea5z_-+;r;ZkC%5!zON-{{5EEv3p)?8>BHT?S#KsoJv=~!bn!_cDn&` z+^-MP*1oS8#h|6tWawf_6Sor2XQxIUJkYYYG5fK*810(}A18|~rGD;_J+fNtl*0Hg z8khPl>D13yL;WGCC3_>ip<;)#_WOt5iJoTdk9Eg8za4Qo^TmYRW3m*xgbmWI30x&V z3$}RgVr5zNpjn%E**2zOm!v*q-u3G(>eZl`iF6@fc{9l*2$MvxL?7heAv7;($lOYkM6&$Y8&aP(K(;xgc zPCBWd5pZs{ihgDul2nRnzp4G)NttI zZ1b>yMqQX=*LIAp3#STam%0&Q&2D;&{fFT!tsCEH>g+x<`KvECPL+$e$y3xn~U2P78@;e`gG(DN z*LTSAy~DCK&fp`hRjxlfZ*$-wTRZ)|`Ayod*d`TlzjXstY&fUv)e&~77_`>V>pqt} zagF5qC7pLHqqxKE@?dW|M4updQ4h4ZnSwdYiIev@eM1)SHSW z$^>mnO96lOtw$JDI`EF{cF3I=v$|#@RL_eXeHE2>*ATKN`bhK%n+3>q?f$mRae8oJ3~FFIfKQU2yx7mBG3{#T7>_P15Omx= zS{@$R9$@Ml9`#ATpovc{uOL$h-R1d+&(wNJeoNf<9NjW_{^uG##l#MIDweZT7q9<0 z2;bwCwm+83wjMYBRgwUMp5D+Kh*20(wg7hoYssPAc;yQyC!sg7&V|XB+qUrh(>O*# z=zO%D?Xt;ymtYcL2GR-)hMG+`wdgrEqu7ZqOJ z+|`1^s5WkK5RunUyTAf|@;mrRpR(I{-RX$u&ODwALJrBvp8IUjg)Mib<3<~z*5OM3 zq9$VDm?kCQ)>R+z9%<{uh%?Q*LN&wQMpN3I%8hoE@W_2!*o)`!!p&j{Xa5jC2hPq! z`pB`|mzubh&7s53eLv{nhwhGwMWJ1YQSuS=qe-6%<52AJ9(*s?wK6h3d@-5n{ou;w z)zvTtWK=OUc>~iVP(x-;WR>f}nCv>9FLB*)wSIB116-z;B+H^wffjuq;)q*ly>06+V`W%!y7WV6_Jv1-+#|{@ zx@g9Frc|Z_SF8Fdzp0H1(*I3w_hP)7<|{+#_Vm|pp>v))iDIVBjAd8x9QpSl#YYJcW?nhW%27* zCzY5t)P0>{TYYz%UCHr6kUEWkiJwpf}!0mP))^RI~|NZ7V|tr)-$Dafdp2-MVzjrcHCwmCWRfBQGFH?ip<5h1%LvT(2yy1uF5~_nZO#8e~1!$95 ze{u#zp^$|Qw8fc5H#uNOrpcIn1t7Flu@{bw5)SiXUgxJ1Di zF6CA?759`bZj98Ztw`Il-em91j+(Q}<4T%JaUsiZG~DQ60t&AGvOXBzUv`mnx-(z! zdgwq-l;?6~mg~G3|4T`aCH2JB_zq6OT= z?ir1X@7+(!PGym2B1U~k5_;fr&TUWe+8|71a%yk`?wI7Zhqc{2pXZJS-K!8lb4R1l zUHF|czY|ms9Um`^9uPy3?)xV}vPLlU-vd5H+*opUqNe>0ER*_6!&;&rc zEN>R>Mg38D!5HVxVJp#qMrq1nOJ2uiI9L>{@shCQ<`-BZcxCFM=^0A}GOaQ19H+ie z_U(l8JXLL48m%k}n2%pezb1YSCm`X?X;}&+A)NXks+40}pU?AUZag#b^KrfS$*F^y zd6?|n9dAN*zY0$dBTI|GOG;7&#huxWz1cab``r^48YzdTgM1y!({F}Fk~Nkmd0IkiZ=PzDr!Mi3sdvtGYd~ZR6RqXpFQl1+X_^F1dG#f! zivnQV4C4hv~5JPn#xMvJS44x-9!NFy;BeBGned55nPL$T#_ z*-wEEviG20MqP2+wC3@>F(Mz3Tlz3j@m&Mg52}9TkDL(2U_#+jNhZ%w`%$D zqP5CgP71l%b;?|jV7eN$z(ez)C1b#*zK@UmU>fZ~RdI4{{={m&kq627jUjgM)%(oS zF^2-Y(yv^F0CsCQ$l!H!_%YgpJF?6Q6*paBcsnJj_HiMi*WOHM{;-cMu6eebO3*b$nB|Ce zG&^0G1%l7=2Uz9L)XI-BdkgLj`26QogU`&vK~`;BY-PpO_?NNeOvU;xdfwsBhod#Wb;(ukATdYfXSZLa(?v_$^69>fyiYQ zzwNV-B`YAWpPmVZLvslEacY0N3s}h#4{^E7BS__($t*zXBUbTRm(!x5<@ClWjb?X5 zVOuA#Zp;4sqOA&G5?Fr&Kd+lG3UNfEwVfe=H|^o-0aDGe^F-<}Mj)P__aEw2YMla* zYOJ{&Nd;AJ9#6irhxA0}T?KLU(G3Kbn?HYVK5TOjtjaT7QS~A-r{Co**Dd{u5`Ef& zV*CUsVXDCy0F-1hVM};`%?65)#@g)I5M8(DFJp^II-c!;CH{7{6SsS$5fS_Gr>?GJ zBUeXs3FCx^BOXx>`WCN=ZYkTNG?#qGdJe$7i!}Gg>(md4(~bFh0kw72D9BX40h5mh zD@y2F z*lKaYQx-u@9@T&+RuY#Bk(QXRui9~#E-8dSng&e*X%i0 z2b|yV=xQ z8q?|GVc$uu#QH}2Z#P_0Z@{#A{&TT?g0OARIhU| zb2R4ByhUZ@8!pq{rzFlPS4(8fGU1mZ2#L!$B82iYUc7A!<)7qUYIpCiE zs(o-hk}ADWeuI%TaV=f$;KnY_puLETSr}<|Fr=zAEnC!D#iqPnWsk)WO*G88>R?1O z#+F`BqZ!FFMrB_9Fq0x4w`9&gTdPC|dNMT;$iH2Z8{ckec$Cb)HQWo(Iq+>BP*3%) zN>AZb2VI#ia-{1_;!?+;+yhGWUPfe^c0V(@myQBTjWFE_r_CGuceiK8=WSrX$E=IR z*r=pVaVNFuW=s8-L34x%XT0MyAXv#731F#U-7&^0@L|#23C5ygp()zF9FlE%EQ9`T zMgT7{Y3Sy{59-J#x;&hLe6u*d91`$lynF9x8-Z#{rst-%yk&99odb)pI^kNeRFKh5Jc>_DI5R#BEufUj36FqW7Q82cgQm$04PLo(J#}LC3>)k+q zuS?H;4b14vbXc2jku*GUY*g)S+`qDYw!$A{zUuQ2=WswZ?*xU?giGFOgaGlmDp-(} zOi5jjVmWpr@fC3ba%bwAzQ1zf=f)Yb_T01Z%uEsi4N#sG0v_QfTL$iY?QmSzf1d?S zs3BzcltUwZ=m(&dK_F3CMGOEkNUXKc_lD#e5|1)kp!S&*Gu|X#d7JiL00O;6G)pv| zO`dH)2V>^Ohg%vhmMLX#$Gw#Rdk39H9LyB<^Po}mkM(s&lA}V47=Repc~?x&gY@G` z{hUrfVrWHh7n{jg=n@b7^N4di$B*5hl!-z_`37{@@XDi|l&_fErxUN4CB~bIXSRJ- zwh5>B4>f`Wz`1KP$D+2ZJl=30)&Rx2USL^9V7Ec|TkFrx*i?X1FCvxYZNmFD-=q^p zIv%#hX0QOopfO1}pBdu2H6UygK5tIB4J-!Qd_Pz4pFkS-pMr0-7)XJlM=CcPq=Y^_#KK{Ns`%VK{RA^0lMnV5HhvXG*r^`a}@I7Y7tP%J`G|DNEdz zs?M>2>miJZ4tbr(s<5hiMW@6P0WNUL&?S7g`bp+}H7#q)9>8x0R+D-4>=6AHm~cI6 zP;P^xWZcu-^P9hqjNf+&@vX_uFtVZVfyXz^S#*^Iy1brc8`VZ$f;a60T2d?NX0@NR zolQD#tkBZRS%dg%))e(mso(vCzxC=|AUXVKTf`OugyCMIe}0thka4YO&CHR4bAmyq zaiNX5&raZ|DAKJ=mWTZGdwRiF*Hzd$L|9G66rXg{|9V-#l*A z`xohNN6?Q`S0uh^G%n)YzNm3H%0r2!37j$PU7PiAKfE_g$E3w(!)sU+f`Whfa$O;s zC+twHcqGf`G;Z!J`-;p#pr*=viWRy~W*PO{4kH<3#kxW0SWhwa=O=Rj@=Yr*fgq(E z;ELfhSm_}Z5D5>^2TVUyI=}*Gy3?J#FeyJ2Lg^c$BEQ&Z|xGD%*at zUu;b$5SN?Grv7~l(NA&C2fyX$zjN(vatqZL~=R7P2fpuLP@`0PJj6hY|WAn>ZQBq}^`6gbG7` zAKa9QhxN_LTEnwy65jmz!GsrjsKIt_DwP@V@!`}VpO?}_p+iPTQmR6Q*CC(^zVZvc zLo)gyySmN&9Zo>PS%n{;wjqD^yXDfs!hSmnRt)W_-WxKl<;Oyk0und2Gk?R28@=LA_ z!-lBEeoss6$CwZoNb+EZdDD-FA`F7$$05&N1in!EIL}@K|4#_pF73!mUEwVs9%uc* z!4QN~`K=771VZPrC>5CVyG9Ly&4j*2_d<$G?rBcv@Shc4dyIiXWjOa2-K2*fgjhm{ zzq%|G)*(C|4ZMB)UQPd%SNfGDx{s5WOJxW@Xv3KG3jkI6*g`4IfXp&&y7Q!EKC&B zu||~{zV1`8MzI5VQHEn^*=x!ap}VMCu!9c`Rfvp8RPew!w4@#La@y`-@uHqsBe_o; zWJfKyz)uSNc`fnOz7dMir@29?XQX30?uAu$pOxC2sg>xz4N9Da#v$;4<55WUJQckj zzI{&OZe^yMgOQeTGt!{c(2p*cMkqy-7kSqP3<&Chd5(u)B6c0~@o{P5tly1{97c$( z%%Rv!DVwpTE*yiSu6{}I8xi)mmzvUguZQ4zgm8B^BV4y+@_YC{6;UZCPE^{Bw+FGN z`(~eqXhXfiZrsKV_dJt14^@vLE1?voa0;tR?z0qIABw_o{U%O?j1L zAdCrZCIkQQX&tzpX{?-21nla;+g@rMuk!MeH~_Skw=1Bb`d>JZg(=mzw>gjn3KD%> zj8u`}Fw9nB)#;RmHl0N<*Y-DHfckzq(oNR@wah@j+=phU;3g!}owP+iMMT5npkiz~ z=^l``KWJP0-$mve62XJO-Mv_383ua@7D5W_ZFmo5kzIN^6Z{F zqsSEw6o&&{JVl2jec#qWV?$@00}A!x1S;LY7w8IgcIYSt4+!&u1cTPgp359?i^^<_ zl+ud^JVcaiNQGkF_ol4aqGrcWdv1cSTzVCAWnl(SO|FDfk4d}JtI^y*1<^qA&a7<< z?MMt<)VPUQ@xb3f7anJ_&=#{ynmP4qkfkl!k545yj}cL4rTN2&i`Gsl<^&fGh|e` zXd43bJE(s{F?M;c`|sqx&EC)dB=aA?du1NYcHaI1^)KuI=67&-Qt$R*^uLXCs{eKZ zzj`bEhw_H{pGtA0b>#n#i@&LAPx+U;OnGndR`AZ+3DM2}Z;*d8+y4*E<^Mixict89#nez=B)6hTpXa7E7?dkuf9hQE&C{um81+w|n2qweQ`HU$nPB9fG}YF5BH6 zK&{W~K!!JlcUi9U`hHX#|Mvdh`CslE;eV{@d;jfx1OF8^zy03{FVFv^j$i%d@h-c3 zm*C02>k$1@?tMx8)%m}RuA6-YwR&KEeK-U+t4;hzWo!St+2Q|9{u^QcKgnm^ud~DJ zIq&M(KiEMeSF^+QmDjVw?X>T|@!kho*Z&*w--B`dr}BQS{O`!`j9^mz8|HsI-p#`g z?*RP+v{(y^XqT7Ps!eqR5|HhZ}!h;0?&tM>DzB_ z&FkyW!|iY5Z?EgmFYS-b?JqCMZ`b`qlJSy~oQYex7use|HP<*^8ay&m1bEhEqAX)FR6>zK;*&`qu7mB!BxFEa4Lk}Qsl9xdeUh;%18qRPDfoc+Bg5PsG z1?vI`nutrX^fSJ2*g1QJ#qwh7k>?wU@e9U^_4a|!yQmzq7{Xf| z@46~?rB}t#pTIZLhIj-l>IwWWOKsdk5$+LGt&0rvsPgau0YTr2fAtF+j4@yKAdYHt zdDy1rG2a0U5Xd*#WG*#^-#5`fRJRdKw9XHA?Z4S9FH!wJF5$C>$RXl+F4=Mx-eidD zbpxT32$=U-kupgcTxD>F9vmDDqX3LC$;%D925@Vb)M^V;c9yoIHgGh|*y#xv;&H{y zCFYS>MR;RSkqT6oVIFoWwr4#69TF9Mv(cGu$<-Y}TsRiN*dBHBaubwNm3ZV>`@GBh z6V>9%{erxV)}(U-*Q-$SkV zC~6=4fPqMkg9Tf^A`p>dJyaw+;SjG?d&XS}H)I&dWTET;Al@iE2SXtd1p;_QNU^t~ z&nShlT<2p~{u=$(%G-{tI_MZ%Ngox&`Hcc#gCYkB9RwkS%v60uZ&2}bh3XRLYZT&j zR}GwMM8H18rj|FKMB~SNC_Y38tmqCcC>{T+TJ#zI^XLexO15v|nXo)-jJ2pfow!5i zXLb>{PdDXI8K2^DFYSDYmO$GpncK!j?N0N&J&zv>MqwO9i_N9=De_REmT1s5_xi#} zVZ5fQ`F1MJ-BWIWQS;I3uy;llvVF^%;(mkl5fv>7nUXmT)T`~qP^DpHz4LvQDX$tu z^f)FMLvX}JTkA-Um$u3@H3=J5_y;9ToaXhI10D?CdXLI|6(qES?CtyJK+fJc6gPou zr7_%WfjN_d=8W=Cm0^!F2Wpn<87D{2Hs?B%@qp{`^j}<+>cnDqM`caF%)jg_=L1r) zs{$r>p&0!M^SbGYbPl}*&%&0sF(jna4~t$|`pf3!y4<@jcI&4_#Q;tP>k8tZt}OB( zG**Kd3(pT1ZDKzA!QbA~L(##?QPw^gY&)DJ`)v_u=44AGxN@V?$4_Q!0mt)C-EJr^ zGi~>p`U`nN{&bZ~9>%XBVwiWNoNk6rD8BDnOtaG%W(wtNUpzDv;zJ}YE?g59tI?=|1PVHBEogtLl zI#-J4iJ@;lI_PJCy>?|q_E*0_xaJmlwMKnHZc8Y@5+m4RxF2$Y1-0WPYT_ZJ#$&nS9Y>#{sXv%POG($)K8+yiozbH zBR;4p-bm+-iD^Gl`(V!!tILP1sX3KKL43!@ulW?hC!0b#{~-#*_5J(Rq=$I^?L9vD zH=Fo#n0sw9DzBu7#FuCtaL41u+AS%h7*eB|A#0j-5aEF@2jIMMLwSL!DR;<_H(ADS z4r4@|33pbFnqDG!nlH4)C(wYCi(uZv1DgwZ;$J&AZs8EhSl=Cy8!d+zdp!MPD`{gBk#`Ark$ZLzVAOJYiMVyd` zLnfr*;b0|{El%ueY9bpyL1r9*6$k@h>Y|I^F@Ct*D8mp9rD4;qs0-Q;IHsiD9t5te zG93wVa^EJ5nvA375WTQ7GCVmLidV^mp)2+8qRK`1ZagpILg8)&$s8i|`NI?xyAToVjl%qX=S@QTFZp_P8-##E*8Z zn5G@VTT{5ICBAtu@o@BOZ=2#EjY6GlEbNmd^^80S?sY~x=M&A;his}mnRLQ=18>Ut zI%DS&%^O*yqjkpPFWfN8j}lxROVmYFLOdy{!k9}j$E6nB1+e+-Ka;TImIDh)j>OUA z$)wz;ZEHA%zZ&BQw7Mr12!6cwWrkr^KcOSI=aajoxiAMpB3cAYq&B&WYy;KU1{!9ul=7toOEjaDIX;&`8-L zfJppD#63k8V`(O*;P(IqV1YRMH!6lIgj;a(mLByrsZl`1!TBU9Z8(ZHbs2nQGd2Ci z)BPy5%G@ZPlNqAAHJ!xG>{IiTR$3NNEKirC!!HWZfS5F9jOLuac46JJFs&hvt>N*1!GJv7{#LO^z&J| z>St`O3-6`Z6-O)9I6^odcWx5IM~N(iCirIMSU2ZZ67`jmC4OInhKH;aq(sp`XRQ9g zt!!`6_2yWoDvJUo%DL5U#Ho`M)SPvscDOibuK+3Wd@7Z(A1WSBNNx0W!>g1$~c->FvGu$k;lA6AmqP%yPnuZ zT!%%+LX@>S&gc#pmdH%?6^Z*MSF@T-vFH>~nCVQtcgp_dLJ>`uexLQnH5}HABP!ZY zLNVJDY0aNMXZ~RDL0?Hcq@EM&UBNGmI6X#fsF)r{oO-zKT46w0M}cr2i4&E!eYpWe z=pPvziVk>~SY`@;#b*S{-e7GD3#SIr*+m+uXeKtBOBl&p(Ci!K4@U^gXyelVQ0Ro? zkRe`mV;vOS*Q2m(WBkRXYW_q!3r>Zudt?B7 zwG==Plhu9G`zmP;M-gXI5wqh>UCWAH6;JF?$a$?~-$T3L%41j&@Qo^b9R+D2l|bBy z!tp!Vq_W&xugG9re|nK_3N3fP ztTk%P186UN!6b5K8@^_%Z(lOXrhdq%BQ!G$<`D)e*Z!_WU704{hSJX9+_%K?hm#4C zjQ5OAkCPJsh>9%;qTpGdPC-N2?zJ2=e@4nh?h48LQ9O{1gCwN@%@1GC?eHb5OtPbY zSLOEoWvNH1TGZe;WIhKfEOv2Dt6z{wI?Jb(s7*5vK%TLuvQf#>fCxIvIIDQ2CfDU%$jtXZ~u>diEiik)BfixfW+fKm~Z zd+z!K1!plYp90R@07tA-&M4qJcsaK zwK{yZ9_^>Qb58Q-V83xXfPP?%viN3`Ll^qgk~^(~6n$ng3k6wO5H! zgKP?apgpz&z-Z~EnOyF4o~bhJT&xl0W@Q}Z^z^g;lDuV<<;w9I%8++z5~E93r1AME zaA09+t4EgVwDLQP#&9Q#rlKJ6PPI0bShf&LL(VPE_xh?3j%AKFewq~d1!8lIi>YU*M>$*0x*9ej;JFANR|HgOeFAiM$4WsTdTT>OHy-Y1Vf+j0M+ zMD!Dg#pktN4W!*t=p7{H$PIbX;-?(>kkU0YKh8{|ZTbWCktr2fe2^`CB!{%LNRiWN zl%zo!eY%j;=cI}uR7(B_?JuuT(FPjgLe!BNINF)(hywOypf zK`tU6yg(#7Z}x|jTh5e&75{^nt83R2myyG-IEe~S&0HE3uyn{72RNMfg@Jy1Sk0dv zuTr>Gg0ocYim)`dJ?obOdAh-v&u&p>$00bqBT)*A2A0DqhuW21*$+1ncwwCi`^5@` zlZF^3SWjKO)r62e0ITAs8**Zy+w+?md|K)Z!M5!EZ@o^C%nk{jNJfaw3QXW(4MwO^ zSw(G{y-QzQm;};5X_sMud!9T`5Hdip246qR1NSC?o$q>X_1JXlT0H*sc#Z|(;jDPqrF5USPxd5%Hf@#nXSbu}qEmpnJ8d3N z-p@w@Q)lTgs_%OPH_k+t8^VMh13oCO=Oifn?~DAuv;f|F&;RwkYZ0*R|3vT z7~fznI|_W>?osODyGWihK`3-3K@XxIsLTMS#y>^Ep$IIo1XzG2+2))Ww&f+UAcN<{gYR^D}-*qGGz19Ts2qY=7jw zkeVDLZe1G}hGgLSh9VxLaJ0`sgI&U6uYnv@ad`KH_Ti;m0*>U*M9JlZMiLeW4Vf@% zB?{#cx*RJ68JE*fzyzu-34#ilwMhYZdF=s2$FDMB)u%!G-;7sA#eU(!D;Ilk%FIyN z@BWmgXSZ^9)>_~32bUN1B=kBW2WWRiIJIu`=dK?&^lI4JHInxH+=?0q)~JkJQS+-( zYQ#g4f1_S6t)Q0hoZT5IQQj?|y8Q!T)B*~V@uiJ_W%-0&)0houi*P)PYnQ~)SQ|(X z;?}`x4*aS@OPpVM)W?A9xkM&s;;*fvbNabGMT5g%gwA`%J|=*VU+}f+*RS&t?X|is zEC8_>Dyj-nmoUMUE3hLU(T*o61Ut+lnT(NhZ?S@7+ge^o*K)S2@(b{>1%c=@JZF7d@Uwh@1MnrkAB$gJi%0mT$2Tu9w$qOS1sOLaPX>P< zr#CF-2HTh!E@X%GWbX&bL2j=MuQ7%pfU727tlqd#C-RGvNTuGkwv7s(ez2XU+Gck$ z8n@k|6%5oSo*qjYYI&XU&((odf|BIdkmZJ~&|jyJP%etP%c?@O(XyW|njUOQm7m*`szz!bH|(3;Qjb0%0MN4V^)G z1Qy=1Ch+=UES8BZtByz>NK58+dRvz4P*a!%<% zc-+}~s)f{xT3W12Bx|tO(phr87&Q}n1hGBsXyl-^Bt;r4=1=G33kEc*`-El( zM=#$aN66w!M|O-ki93>IrOK$>ka8D)HTBdBbZ!2+-T0CsO4@lt8U^=bg8LQ1x*&f* zV#wym;yHFH83Ils%jd`S`Jtb7lE|*oG$W}m`bFSGtR!1M-{D71(hl1UlJ6*E`*j4w z*1iHq^e6btUBhuIl_!gUG%UX5l@UKq)oc)+LoEW^6q!#K)LH?(Rcpg!#i9Pk0N+5U zH1%rB9z>E8-s|SdY|pQ+zAdKEN+LvDH=)NQ15)OKlQg*|@9ReA*{q0122QbER>jSX zvgr95*I?Tple3{{esh&7)tGz6N<>S3BYmR|jS)Vl3Z9+1c}?f(jAvt6kB^{SP562VPwlB+yzU$eN`=4g*q&^at7t zdj?68MG3*q@AN2Vf>Yqq$_8QwKEtV28F~6!R9{mZxJ$USmn^@eB6uXipr%rlgllYs+pdC zmL*xc_Xhc2t2=DBP!H$qDh)*9lU)jJ?|xE2)Y1%2ed0u(d@7>evkffK75X?>;WN5=H!5^qcK*IJA~WflGz?e)iqGl(}tlA8vrIJ8tw8T<<> zHw1c9g%3qI5rqd#gOwL-?~mBZTYNqX%=%a<$WjI1?|g7lZ`U~=N?5f{`3B)0mpN0J z0K^@wp}(${83`O`P!og7{Oyn`@YU&Ue!>)ecw~{M2(uPc+~Okw+g`CbVkuII-nfuD z9H!^?KPpvRLeN{lQrxHF;A;Wa;)|r3@HQfRK8qZw|DIQiK(lsB(~|aP);JnJPpz2t zbM?T$TE@clql*h#gl?Ugc0rPp5T#KWeB{jb?EX0-XnW1;@KHKkQ#-R7rv0ank6&p_ z_$yA^XV{L}i&b39?w=n^1Ab_I;H!zMb*KD2dYGGpj5rd2b1xg+03jo^?7(8%={yqv z=VoqRZ~LMBbAWwfn99ZlP;vFNEa|bvVZnxo*E5!#Z9;e}9BGCM-oOs{4PFT_%lCyw zVK>(lQ=KF3Dq&4VNSp@7*Ld>o zkUk%*OeR`>EarZMI%nwTRae9AL+8T|vV^c)iS8{WGV>^g{bS2lNf-#Ve?fA!$mfwx zCD4eAKs&{rrwMECC01ZMstte1Dy>uhL0(a%8Y-z2=MCyxX2CgoX3O67ATqa?B6ZF* zGTm1rZ~rG~Ywv>Kw*8Q+g-iswK&fwCpPGfyW<$#b(-_>gf6NQ%kWNSLk<7~Uo3taB zQPeD0yW zahseMeOpaJ#u8`0O&4E=9Gk1UnayG11(&czu4}ZYtSDvv!(F7H^7nA_XA4#Z{PRhs zuZnHr>uSYy|xkwJ=ghG!aFG;7l@aZJ>ba0_alm912% z%o<-%K)N%Ze{8$mknBFG;{TGu=-?Fw!Bc>>-;;0Q~ zZ#v*ENhieK#Y{g6D>M_1jqX@GNR)Ac;BcGMTS;wV*=S8G>uP^OF63 zad2p7U1cWmqnT13QfkD1Pw$kZ6~R9UI5`nW_$V}VlVh4PxI))RIHS#%{59>Z%^WG$ zN0U1?Y3}fK>`0VOX_-T}PXAmqcGyQqfAJSvK3~l~VORIqiMT(XPDMLC z(V(RX)R|p9cN#8~1}IQe;UbtR9>!T!2)%EY?Z{n&McM&*w&|%~8#?LDYp)o&7IM45 ztE5`_Or(vqV8D!qqcJ)|B0rZ8_56b2j(0JeBdUJpm4r>yp#Gc~qFmo4!;pf}F&949ToSx^MnZxst!oVb% zM&wnEK1_&ciJLZ#IMsFOtGviSbGImHV4@0qW)zU7_cjgerwJ^xbiauqD+lm(+9Unc zB2@uI=Njl0Cnp!Q(=DUHeOCfGBKlZhd6oxNW0m;Ukt{K$ul&TJ6k^o<1tf16kRfjz ze7RtFplnEGB*@Um3(wu+^fqr+xu@_sT|hh=@TCE;m+cV9PIQTgi=oA+9$LuD@IJgW z_#_uxGd?6+YFjk9QiKjgiQTZgQV(Muf<#t*(g^qQog+8lD#go0p+Rl0Ou^1Np8SrQ zR4o}4&r#=hShO?{MDegeXxRiupa-@iMI z?3di9&s9LPKQ`q`XWQ?R^o$N+hS*^lgwLfb*ei#nQ9-h%qsh_|Xiv6s=rYnCt^laV zzhd!r+=Vd)NKpve#FZ$)N$KVW*=U%oe7ZlPv6M?*6(2X+veC-yR3xb9F@rIXuF1tp zh!B~6H$)}{@|1xTiYRbYcS1vS@!1E^S5$g#yWz@W>&)^BmsT0Wu)-Q5V7jK3k2DY4?22gmKSU$)stY>jX3YKZ%s$Oqx>_@bBC`V9g4b{))F|OyXX10G=@*UUCU;m_GH zqw}K%+IAh>4LI%USQ43`F@8ABE;GIk-Jv>X7&Nd9?`edyLAVOayS;G9Nh#)=M^pMS zTS(q;Ob*f#2X|TG5^tTcQWY)4dXpSrv);+?;)F?`C80~7vTTxe?@UPEc-~lK`cB3x zGg2O{&TI(c34&mL$&WjsV_Ss_SLj#(L9#*FROLckkG5qCq+|)eNK>|U0h^y40e-Db z2E4PANChf-#5wn70NY3Ni2+RVLeE>?;7_!jdV$%bP9e@7xv(g9S+80pb`Aip+s-2dd^!RJXpxa%IVi10s{+TNO zpvw-&)7g4o*VRPWhLTH9r`z}|PBVH92tx?Fe0MU!E{7q}9taBR&e#tn`CGqJL7&eF=qj`7 zx9CMT)4=;Y*pX_r9P3`;M0+k=5l+_oxH(ozPk+7e%Ia(w=^<4-x9o5(7M)8&<};qc zzi&iG@S;>Xc4G7hL%ZXl8TBjYc6*DReV>WY9r7>F^w)54%62J6jK&U&n}>*gn_4{o z5g)ky)N_wdrX}{DHp<@8`E^>0)c8?g(dOXC<>S|%i?SfSR8+(Vb8!)-i5Td&1~O8d zqv7!XS8(_LO!@eK9|%!nnh0t3Q2wY^m<^1RNU%EmH`#A|FK=Im7+ig`>vB2x0pNIc z=GI*w=H&vtU3TJ3tDZ>3RRZ{*;wxTykXeR3%XRknwEf+{DC_A06wXf4Ln_^-XavAh zdL`(V<aqoJ3@n&82 z_d6)-cCI1c=`Wk?$WbFaK5j#n->P9hXDt}AweJlv783~R?vkn8xNUHr2sHg830@L5ADh4aBd4s0mndvMiii}*m~tLh#T^8LZ=j?5G3(W^ ze^@+kYr$5MX0})6=v}jM|B$YcIE&*>>^f*>u)#gDGKCwx$kZY`fE|oMwivL)6d1Lf zkPKLLVaA>g8@7?e3uwEKMHEqv0CP+5kJ9DORkq#57+WccJh1!@X zuFFdaFX4UOEvkKH!VrpTX7-{bp@f!!`}5nqkYvYt%Q^mpb!x@|E>{-s4|oqu&}g(e za~vfEKZEZzje0tnsl!Lc-O-pT2Gh)yxNWvP1D%PgGu z&QYUg!~u(p!2)t56h0F@LzpLsH?vT6{zEeodqXdE7px9!k*isRXD(2=>@)I zeo)~VVKXUV2OlDyia?uHO8{6#f4W_i2C!o?k46{UcJy@wlSIn|a*$xdy9N)FM%F4Y z)XQrk+PF1n+rtq)c$HE-HWGb_&_y6`mm8C_R9&%1*YBU+kY|oE(lww8A4&d2@H7up zx6I;Wz~r3cV=BfQ4Kv@8bl+CG<#Sm{-8a{EkNr$+uNoS^zT*y?DgxJyA{YgVK62d! zWzJG3m1`D222M?h62?4WUMd z$`g2bzd097k`)iM8pje%(yi*yHb|3hMu|-={g-xt-hHFsJmL68(yW!JPrwCLnCkeN zaO+vsa@Ejm2HV40D7ysFA`!M8a`{L$-SUJUftCZ_t3loZKx2%QeqK>}Kk2np?!E@) zW(lLJ!=KtDrp~1xIr!wj;De8QsLeMhXH}#6%Ea(-QcIKDA}s=kV@x5+1NVaOd2HzZ z7tb#yuW48`0}Z66rLz*(fNZ>YU(CGx8>IMB`>~9G=2{mzEXq=m*fCN?KV(zbJE*Tsp3+3A=!JiG3-b@Y?tEeq^J+1e zfA9ymv9}Z)>2=3iy#ZXkScskQ=}TPUugDTP6}zu)Nt|4I=q=)Xe>k)}m0V>>N37@u z-G4Q&l6dkcpL9|-NIDex06sGC?9|RN19S-=y*Q#YD_E%i98_HXq=ZLborCqup~|5& zquKLTss2FCrJxtV7&~7ZXrdW}ewL&$b*c!#K2r@Lg2iuL*Amx=)R82K5jfrlyWg6e zkk=OH>LjR=&Hytn7Zk$CT)x={Ct_U2;+eNooyLp%Q=)}@mT?6uZMH4WO)r-o3vQr8 zekIwn0LDQ-Q-Kw;z5RFEoXD-qzfi}ldd)Rfx?sh3S&Ut8nu|DaM-7EQFH*Rrlz{UQ zHwHlJEsG9?h$js#_{OP$R7MtrmFV=jBOR}Oj(vBmf{BV;WEX&Rv^JQa?~HAIUMj2| zLrHgel{9H~NGSTE&o~D9Be(J5cn$; z?icOT@yy%(2O?o9qaHg|u1_E*81}Hy^V0QX1}I+0EBKWMg10`UVt?lUstp~FI*i89LfHb2<$`e5r2tp2 zsq=(99i(KCYA9UtcelTk)7^fW;ibK&p%7p3nn8zAn_Y-X{;{e5Q50Fk!8?K?#eys# z1$*8@?vD_*7!CQZX>vyJiwy^#HEVgg2;hi)*&LVbIiANMmu3i(>VOF?F}X5;<9r*>Xf`=HK|9LJ;ljgx^s}wS}D6cihtG!i3FIW~wopxaT(3@*mL_)XDa)(o2aY zUWhcr4X(SH7w$k{5jO*UFHzyF3cI4kLjMF-0hpMZXwA*ANRYHn-##TdGMI!o-yyqD~_0LS_sBk0h#g%c~= zVs%S~amkX*A~WtJQ!T>n9*2{+@VS@b^z3(7a*4SdhFE*q38o)OR4_wcpUxj;a_!Kv z7|75($u~AXHuS}nTg=SBHU2XyqOM6P5I`8wH!K2+|KRSa)JidDpHD^CClRU4(Ee%R zBjY8BkvxSu5oT>jlIUCh#&WnFiTxNhkLehBJkJ43b{Vymzi*|3Dd-nZF{#C}=S$mA zGrq$x2XXsi^k~@gga_ehKB9bCL9t z???~)otSk|KjG)r(1`E_V=G+hzTp=>1}*~}JqBNoM1dPE{jZfXxuzdn5rB%=Fu&IY z%Vw$Mywe+TstsW)LFTZ1pGcBqtx--f!xFXbPJHw%DL<7TU+Y^#vN>^VrbGrg2C$-# zM-1-akCb}|dupO`P1K;I?3P9jkwkqCA1+XAd~2Mddav|;luK-zL6f<(?*w@yaydEq zGr8m;ZNraUId*xT`H<8IWCAU+4x<`1HjLsIvp5tJ7HV;Y0gY6@9A5v?10O7LkEG_; zBO=`>iS$AkfNH^0{eoiYo9v96k-A`Sg>tH@(-rd_m#z7aCE>EPa8gumvAa9>tPY4NIix(xiLV}yP zL!ykXZQWtM8tK8t4gvUr9{^5xbg1H^03rI#fY4J3h0yX$+giR=2p<$#i$wBZM_v%s zPi)F6iB)}`Xk=eIic(@zT=+;>HQWpSoo|4Z^+(*!CSsCLSZOY@>w zS2PmD5E0=`4p`baA^|6OrO?$VxGZiFQInS65nn9u7a}@ryTp&1c26Fd?W>TRAG$Lp ze5QCNh#V>*q^;~nJjvBDyiCBO!tjx;L(IGhFMFPRWp>{cs6l*~v7O=$S$Io#@Gi`= zq+-g-d-2kX_(VNn7(HAh$l%g`{3< zhHyi!iK_6P%+>+4cC44lXZ|Vl)$8bScKFXA>s(SW*scQg`Vmkd(y|oe^FFUax^e#U zzwQ3Vl>a-}|3BaI4|hT3-^`R{tl37!*GPW&hn4o?!MFE&-JVWqq4&0^kdYkXtv*5B zQ*FF{6qxYQX}a~FpcAM`a8=};4%|dVC06_it>WFMdYGf5cKd$|a~LB@v@|t*nVUXX zqnigDug7a?#vY2^r)cE46NO$(Z)65_t+m!!q0+=dl4`Fb4GJ}2n5e(KoXmuW8bD30 z-__C+eHkAiT^|3wo+gZVmc9h&zzU(}^GX&!;XL$UF<`Ocki4r1am1v~*0TkF3vgea zL1kXOmm8y&W2a5p?Ke_Thpm2-$a(1 zf5?4EW7d87_&UNcMAR94{K$ET77e?cy0DGBlBlY>>5KFV)GFRgY8AL+bDnHp?Z% z@N=?iJm2}DUu^s?AduayM;!vO1ik_I_S(pPAC>WF7_}7)v#o(abWAAq{Is#G(ktGS zq)$XrY#_=gP89oK$qL@z`fh6UHqOyp=nl;#(5K&#jHC?tWUORWo$wLCCf#{NGi~Iw z3pZx}!Hs(CS!PnU`rjrB&hUc|?PA%Q2R4OKx>&1m>OzwD%1ula-2#r~BF$@up{7-- zv!D7<{SaVjM$6tBo&JwES%(elMG17tp7Xwrd1{UqGF<>WZ{IfhJB0lKkgdV{*lOg^ ziAT$;2N+B?)3}Ie+~`CUyM_!iR>)Axg1r^*AiU+!JB)?zqOa7ExVS&ya(-YdL4_`# z$Lp~ny_;b~vaV?{(taB5VOzFB6_x?oApv=kg4V#^NzD*N`|e(fZjNa#-GD>`PO$q@ z#g6rI;17q1Ib;wGG459%M6`ovjBe>t-H|Pr;Y6^xpILr-seAc=S3439_b_pB2kZrdv&f~S32{DNm`e)H7}zE`gPlGR{z8@%FW6$ zjqc11&GOh4ZmP^Fwy~Pk!Bzpay*H2bc(tqg7VUWNef!wTkHpfUq-*Kn6$~QIw_szJ z(n*r@0sF)10}9tO{4p<;?fyJg85mw~qUrPcnPnZ`CS+p+IP-=59htBNXGuNPvq4T` zSZ&wgoD-AQY?}v{h0WB>Wz z{35|klM|_F#^J6=6A@v+ff-ACD#a1TZsGF>D&BCBxy^hvDx`Ymc1XiF?xVm7iRp}m z!OoHG%LfA%o~|kBQc^zSV$Tg3ALSPh?VEqsAF$WN!Nkzt2R=34GVSh4S}fm}{KQor zJH{|+1S;1N^2Qd2a8&_i=_1c;!7oBwQX+qZ6+(oj8KNsrTJv0jNJp0s`SQ)(lmdwA zoK5{h7@s?BCtHdAodecvMELn+_`(Bc6gYQjzVqDOTZCs?2p`mQ@&>kZ=C(kkGR0*( z<*Ya{QmtWXMMcVj-?a03Zd2~K|Dcngd%LP}h0TN%SB!28h35~=)m$W%N2ed>jhb7h-4$A$W+iW#bV{6)0Qj5Myvvc)Xcw6xt?IBMabUk^b(gHq` zX~6##6OWSgwA*?LFxl$m#@OGNo0zZfa?1CjM=y$LNH{?CeN|?FDq_qn?O&J$x^_tl zlY+-cfJa?qNN-+>2aZz9j}$_6-;@$- z=|Wst@7chuBBv5|N3CE4qqV&7ahYP{;(&4SEWgqkw1e(C^7k)WxT*G7KMggkD7Cl? zXj(fa5j-dSlnJdA6Y_Yp)JcB(#Y&h~&F9!j6-S$6?%jDrh!91$7;z_iX)x_1fv>iUazCWUVWhTLJNKANYiyD z*dZnFSD7i##O>7)3+=8b%)z9eebo$F=eCiP=N|a@-l0PyL;`n~)J2CBk`w2Zz1vsR zM2F-BDHjNHX9g{Wy^8V1X4+Z^zt9oW-u8hWDJxQ7`g3lQ9A?&&KREXrEhbuh>iI*H zMGx!3*}G+l;KI*~lS#4%*%;cP#+NDno;S7(_nr)41^W<6Nt7j+jLpOLW^A#mLGMF* z51l0YJAp8-oL5}1ScUC~xn-CE{^=p@2dF|5j1be?y;pRqx0xa`CT|KLY|W)AdD+=$ zro-FypU<+r)OHJHsP*=Ieu!+s*CKYvW%DvD=o=8tjZ#Gw=Ai_r2t0J}U<7878bQui z3Qr$^=8e|t*$8jv0NLMo;Mk^w8fD#>qy%cB#4wUFgS}Fy#DTsTRNM-c|K2#Q`SQd!f!wUG{FA#jm7^%4Na+G~QT`e|7Qrb|4#D5m?6ffHBYe1!b8K7_0`LHDercz zmhj@@4XT{aBHLvR-|~mhS^0bqG-5aj!F=JVmS~@Y0J8EnSaT=o^Pzt@E7xCeAXbe1 zKbB7BXjVLO!KM)1BsU~niV%0sc7#tC%L9RHHGLmjC9d&OF?!|X{>izuf=hAws0<6B zl*8sm!M)sWeo80g+2B==0pO=hHrbDmmd(1<&5z&XwE~l@o|tWY`O!84O-Am`S=U9p8}0P_(X0Lg$39gq+4(YH+4z!nv5X8umMAf+_oeb8?3_%@(SlPbP$iyz_Mj5IthKHD|l#X z@J>VsSQgV+GEedCmgiOS-a(zYmB9Rad4a*>gR1HG;Hf6X7sahehA@~Ugp#^)u~Q@S zw@VuU6$F7s9gyo%m+*|4MJ@{jetIUk#O^9I@E0>T% zLi4!%mcJU>5%$bR#L7XO~yf){SiNbh7{h zeVjSu0XXz%Nx3BI===mhE;SE9RRR-I&KZ>fz0%pA>Omg|u5w$X)eu(xTR#Bf(eMecy2L$6y{on$RC@51oV8J*Uo8 zy0Kt`n84cH098r3?R<@6JdI6VxT_+;iUkoytl#6)n6OKgTj7_>Dx&shg9T&X#?L&n z2`@ZL#dBWz_H!mMM&ik`I%-wUH|}R8*ViS)h7B<{B)`odkdO5bk}cRIuCKlI&VW7IEtLCVi_);S#(ijRa0@aOi|@jJ`6pJgy)(qs1Dq)8A0CB(U{~l=w?@VnY?;$Y9m{myTyhzL;h$B zDP_Oo`!2K2FyMNP#Vr|Zfe+{;+bnIW= zrTiC9lbNe4^>-tN%&;~Mi13}Fth1&~(-$?lb3=q``wHFfD4t;zOY0DcF%)?#$Al_h zPgP#Nkj*H;vG(@0f3li_kHppK{e^B()f85K_D9OUD;9cEWb0x7j*DGZyQYfWaddqP ztgB^~-{5XaB{M<-g8U%!yHHP7BD#ic#H7aD^R%rdPvH4v*{JtOxg@WL%yk&Ixo%CU z@bmA7iQEoVhoq*tlQdV1kV7?J6WAmf(~!&5nY*v?j!gyR&p$U}q=9#hu>b$ipCbIa z7V$s9Kg{Pn)8~s~aQ&>|$ri&6=x<3Mkt85xtVBpHN&04GK$rCQNV7DHN%cB;Z_P1_ zlrCd}!34X;P1O@OA^juk-{u8Fzuq6Hi5$uT5acaP5A|cJxzP&ay&{E1y3AB(`!zJ{ z)-4}b?6zAwTeYj(H;5nj7nIduBqG|%AI1N9W#i~AaqE2BCnVoSeW9{m?Jnd*oHS0- zIhFL-2mw1wQ^6wEdRiVd;7SUNxy{ftmFlAf)GF@V!6W#uL#vRqm|WPk?dE+X@MB#( z<1pr(Rczu-x6Wxyyt_Z zOL7RNioN8&=+&6B@q?8+h%@swbzTAobwxpX5eUb0QJ$>i8!-8Mb$8qN$h zk)P>OuetH@1Jv3W|5ET*I-*+9&$jCS;-mMJcBF=cXD_T}Cg2mfYQ)p)D7tpYl(NakM%}yH->tHjuYpV*pimdwAevQG-pv%?F z-YUsL4@wT< zQqIt+)m(SQu|t(Y9`TyD$>lN33%SIPUVc8B#Jf?e4nbGyx?MVGL>7ZOB5)!9w(r7> znO2)+so_)ZwT_E?sb0N&Q>AHIx|jAGUx7{ES6EuTj%m)1s={tczHkSLpA$X1bDR(BVNEjUYdbAoeyj_lqiD}!HSve#-6{+Jr4jopF?;uUqI?XEoED7R2_6r zNb$DF>4~EbVwGsR@8f$7kGeokYlF)w<73&i;;iWyiSHtA1p!?iQFCqn_~#zpHfj(> z*GQ{NC(-r26nd!e-G0^J*82MPW*99efnPg8<_MOm5;tj0<>^p$>dZh@m^Y>_r)n{g z1WB4H8fBWlt%U@rH&Q(x@C8QG+APPCeBS4FL0-pF7Hq{-h$CCBsiay)I-sqwObVlA zryV_drw%$@+}95To$Sekl0g*ge=v~+z?cIw_mEmpeXlMlHF;EFHn8SSHKXIVhXw&h zJSyQlF*qL0o8E+{U76r&nBu6;Xvd2S!1Y{3>4J3!n3L-|(PEoMmiKqAFlE6RW@d7! z>5cVYspL(yDsYP%Jx3VQhD&-PoF=AraC-g>MnZ*C_bTp}WI2xIz&G(i+<5PK5 zRY;Lkd3{8d?HXd$3B$CU9=gk;k_yZf>LA1VpCBPjtrl&HY+tncrTSLe81&>0T zDWIDhWegA}YBjjVs)L%-D+4Wk_BxQM$xCv@Z6merMoxS~8~fJ4$KZ&NLSR|tU4ffv zUck7pUm7ksN9(xoa)AeQPP|#(QYJoH-HTy2LK0~E)aMmVSUOj<(mdO6flcYE15e|0 ze3FJ^@na-c&OI-)n*HtJcJWqyLtmn{C}?Q`qwn*wsXI+zb`8Z1dPj2ve^k<_OR?oN zLpa*P8MRGZAGo$N93cX9cy%)rLB`WmLQO#@ibR=XcCOnjx}u6&U7N>$UuAH+pSqE^f1NAn-7j_Sl`H=YqkFGe zlq%qmx$*i-NT!lSp)X^lve{LUIbo!V9yh-tdR@Rqw?wW>U~jTmS$$x%_PJDkxmIj` zjmT3=C>nk)*yh!1%e0R~Sr3W|4pREn8Q;hC^z;UZQ0|X&66{|!*3J?EHR{2BE~LYN z$-CPRijYrEr(q%bHePLs-y2SmoLRpcTlIlml>#j~8~O!vMQ|7@ujwL0ws=#P&Id2L z7d~D*g*Xlot?OQC?Z3A~^fe+{0myGnvqZVs9{Fa@d>P`v0xSO-pP83o32J$bs|b&{ zZfqvV}gw|tcvN*b?v(PbOLPPIVS&yFJbJiQ1QY2pCil!{%BGKu&-(&vsh z6HW1A);2JDu<+hi|Rfe#d>N#G=NWr&*1#0 zpRM1BcN8Y4sYeHQkB?X?-XS$`Rdi{U#bL2_*zAM4Mvcw5WpD*4JND}D06L}jwBwkksr{KtSMI51F_&6wr8h#g*3{{q zd4^`T73`_-VUmx_w90Jj=qpK~FlDyhYukY@H6VzxJt7Iiv#CE`Q(32#C!FuB1i*xF z7O>-lMsO9DqoCsid?vm2xyTP^*S_5Iva>0+myz>>r5s5L1wlbQyv;R8I)TZe&~XWd zL-92G*n|Iqu;^g9hDW@H>vN}D!R%WDV1-0%4gL(qs1^REF@ZIJU(@_pZ<2Vj<0$=b zCwcPBF3_Ed5`z{#?JL<}=t|)@^Jk&qfe**scne1$y zVt-1he#bijl5b4W21gz&dLzW@n2#=DnzlH*EY0_%_8Lo)12w|8e*zd5J)kHvWwQ$!(xr_~V(uHE=7LO;xyrCu|KqUi% zJduV%%qnC=|2frdt^c})8ty01_OlY@?{s|o9`Aj)meUa(V!X(h0UTOA1ydDaBOgsB zWDAel?Ju8`ea7#^-H|gYMVO7a__#`Z6kZp3!-XB;&+6~UV1kFLw)!>L-yB?1x=WJa z|9G?;0Ip)gDZlqePG%a^F4q`O{331{WTz+iv`VwWeJV~SsK78>6FX${ z`gDOu27avQvbPo`yHDW=7$QVW3s_PP&Oz8f$wtSIKaEq5RvvsF;QGvgvTe8UFX^7G zsVZJl<^~})t_b$6Eb8h5&i&A3fzhptd)gL^UfL!cSxdv(Pa&-8Ypmm?pMei*Bu`+o z(`LsoI`^==do_`vMrDqs7*w!Lg#l0oKsf)`2ifeJ%#t-9-cz;^ z8xOsA_cF7BkANXwY1**$?dWCG8UPKAti0pzh=5ztU!3*c60Msb$2eptO#v_OYFu(Ee!6+CQMduN zC~m(DJtuyW*4%Z|bV-z3C!Az9U6_2yKaN~xk26%oSgN5;0!~Ud^;1zrs$hR{l3nIq z<$npIPKviCWBaR_$;pyX(UR!fX#|~OCM1apOxEhz)UW6r)^1Bhf;vDA5ya86x|J183te3I5JvKW?6-DEy2G1|;}D&- zcnvGhGJxS_CE3C@CsSB+;iX2a|5$qqfva15Q|e8DRw|wSpl+&+W+*Zy#?9Feoh3;G z`E=ayb|n4kM>jL^1IjhQsbv)E8U$*-J{IMFbPm$ksR?(!I~%@;&3oN>OQ zQcI0_gWq4j%GS(=!!&&fb0kL5Ycv^4%owbaRK%WkSxJhmFi>tS($lEvTm-bML2Fsm{e&)$r+fl$wDMtu#}(GRm>(t;Y?7rUH_AByoUx@@j=8wczBtl(xby zxG*W-TkrX@%Og@l_nHU?s9-I)MU&q;M1wAzv>dEE52|pgyfq>On8qfNGT)H7;Hl7y)y7q`xrYI$@i zL$0|t29_${1)3ftUXdMH49%6K2;6XaQF5W!-(2m;H*_N9SZZ7SoBf`u>=UEAbccCI zunP$|WL?pteWJ)eym;+#hA?k+h2OWP?d*#y>3`9YYFkz*RKx* zwmw<0ZtW*8UiaPqCvP!o)y5f=#0}|1)!6;RLK5}t_NBss+47fwM{%C^qigJQwZ@!N zrg*HM<%m6Mci#5DiFKQG&qo0h1us|e3V!6TFf?ZQPJaICf*3cPApbv3$nsShf5oVQ zclKK)>@X+yq*QtOTS+SR=>XQ^D_CbEWO6)lqq^jAI$m?gbxxPear%gE0ho2oN}8Xve{f=IQRIRnFVSW6)QYnf=11Gcxw1iiOE&GBQer z4mq8{)JrUpu=)KH&LAnDd*O$rbtfJm#mB{1g$3arut6cBgn z#2A2QyLpnbdho<#=%>)~9S|mpe0>4Zb0x<@i!sshs@At&KOW-1KWlo{{pp4s`pL5? zS?GMP8!1ujD{-m)vj0v;q0aUdP zY@*$xjCnO;4&gaACqqEQF$g3L?bZEBiD5TnJCRIa{iaEii?drJ;ci7ERk;MBzXx1^Tvd!T z?>}P}Px9oY;u5u$(MTQ&>-V;3bUJ8NSq$N$NQz>yTR*OpHdk1rXoB(_2K6g0wFL9& z=Tu*ZN^G)MI7;{_-J(HY9SAbd+m0Prv7v6-zVQodpT6~FqhqbY-<4&{YTDEL#~j*` zXgduoLg_-BCp$OJz-6^8FiCfQhH%7cJh?51LF#{nYh#WyWZcL@F$}`)S?4%=pm8qI zI@YKd?+wbxma#4lEwzMuZ#Z@;jBcEvTQ_`L?jno#29Zl_Dcbb22kFB9V(lEFD`DDb9jl`g z+h)hMZQHhO`^2_RY<%h1w$Wk7b~?%J`Mv9o{>ff7tWni^YuA3Z>c(^f-7C~h_+ooY z_F93bpkhF`I0mzZUh!hsv?oVEyV z6=h1WdyGJ0H6*LVG$PT%3tn2KzdM8!kVq=m${|!ICs`HvA(5jwp>(5Y=C+PShf9hq zS<8viceqQmAS|slNZU_`IJazxL+dA!EtD9I{7~h`Ci^X*SnJ zWEP+Hb-k6Vn=u=LEOsC8CShrG0kN0UeNiu$5#f_q)fv;3=;yER=QF*|&4YsPil*R9 zB%;SQems0CB)8CtlRU(D9jQ1m;w_npGCv{yRZhdf4Ff(f7JT|Z_7&(cvqM1dkgz)lVCQjJfE1vnM=qQ-KP*XtvS>xm8!k@OX2JX z2Z)i1Zvk5t5$rh{V^@t)a{nzd`5JT^2EcjVhjyTQj?CVXltl+pB~X~TSris|p>V|J zCXYg{IL)@|kjjYq(@^pKjr-#-twO1_X;Ek`{(b}WKoGi}+*PiBy1DxohLfXMUG=z( z&L4e$?@GY~fdWPR)}3@UB>EeE=#Qm2ug zIn~^ES^=!4LJ?zCpd7lzeICwm7+m+Ad!t4G+Ul2&Ro(rSeR<72E4wh4^r#E^xWn3}GSy#Q9Xm+IV4`*2uE=vEfm9CXBaNsi~;>phhE>P6ygpNud@z5z#7 zX@*h>%Ks!+Ub%_Fx#*hO8r?W(X|!jMcHsa@J(H5ApU)WjqRPDovBuP^+(}{(PvmZE zsQkp5j1gk7C|XNIOQR`B1VCE|gJ)d5;M_y(aBm93M1f}yE41IqgV@*vtI`>Saj=7= zgvNkfltW%6wtiB=-TidJ{kV7TvRiIr%%&H{W7aTfKTPN+1^73&@8THtBMp}`qJ1q+98>vcj_t3Mjy4nB@X~Kmrd*h7a`I$AF-|{ z!Us8mrpO5xe3X@XO>;b{6Q}X6iDnbCDSCYoyX8a*KtPjHYa3Dd@Nzk-jtO6FIc%Bx zfK~nUCG3hfKuV*%*^5_6rf%O#8eT@%GefolghJ1r>^Zb^-aO<~(XQ(6P6oA0wHU=Q zL%|f+sxkfqA%*k9ltYjV&g0Qo*BDJUCSAE>X@A1ePgf>-17N&XU%NZUfOg=q)mIlb@6r1WRezbKWw0_zpNw5E4ONL10xgN@ zM&~L~57MN|Tw}3K*I^q4pV#E6ufXS@v#V$&!Us5Pn0+blkYWSzuW_Ks_THv=lffyAM@8D7=$H zkw20LH!i$l@h7~3G^5TJ0l$fEEqfBiAod#*xi%1PjMja=JWG^f>NJWZ;hJ#Av*E4<~jS_z3^ zby+)1V=eB@)HcSt&c#zZ^mvH_{dXC{HE*ESBB+bkh5v=Ao#$w*di_nZp2F`?PS%2- z4NK#(%ENs{M3L=Svmrq+i&AfA z`=a#W$4bDmZIJuw^%;ek5=^_l{A#F{<2KxfGG#KqwCoMlE*>8S#+Q+Ad*1*I3c`5W zgMoy`-Q74Izd~{Q0-QR2N1c~vu5RNr%jK0O3tBY}uhPF97jjm;?Jf%W$$h^F*hn)t zh>2M(x$dwpmV7xN)2yoPanQ2kVdD_42cNxJ{m_YO!K*<{cpEHSAk!`B!w zt(a9OwAIukW07T?T@=nO(wIiQc&oLWl4sqLN3ZKTTe04y-YspHX`V<}U+YKFj;f!* zrvj#T=@H1DynYLLFcSL2;bfSc@UO4Mtw z{=HD_9`3W?!Ougv`*cnFg8rYBt87y&i05S_;MeS)vR#b9xi++PSKyr-q){Ek20Fc_ zQ#EJA$pB{ndP-3P=`n1qqv|c~NQc7MZZwwKI`v;va^1AyQy%Yx^KdP)plq1w@YbCY zeuqvGL4y)zlJPl-*fvX$vI=G`r`qWe-uc6?$l>(c3b`e(%0*m3MV3Hxm5i6ux{Nmk zGFH`lT3Kyd`rV-t?zv*$3F_FQ@_p&O1!JcO!b?Row3Jq`bv4cx z7JT5uCM(86Qo5Gfg1Bl*+40z9X=NW5WmQsN-JcN`7J~;`FecQROso>A(|Ctf3H8Cp zHn;&5XK0Rz&QBTrgpk#@57*CRHztV_)V*94XQIY+Q&+kF-#9d2Q zYNo@Fonpnmi}$Ug(9qOc$R6Whp$?3xKVK7;OzgpA>=oNbHbiEG zubE-z#1Ix0`gPG8RQtk$m*Mh{7`9kk;#dS28H)qho1TMZ!+*y#2<9=4QU1$SrxS(l z=l=Iay&r!2BQph!ET38jv;N;L!esDW=O2NM8{)6FV`#091y%>M2CWvZhQs3VC1|)^ zpYuaicE~`^&->Oj>W*>Eod_dSUpUr+3=I99cv<{=n4E^3zcE`?M^C54Oq;x&2i82+ z3C(D0aWCswMrVY(HGY&L^P~i7Uz49~#Bi;8PNFyGYP$im6aZk<)(zddBap2o%JubMi1qnRxs&xg9a%t0kL=I4K2J`%f zze#*8U%KB0;W^~*&Vs0z>_dARi<`_HkQ;8@`N|a%C6=TipsA(Oqy92d*#II9CYsx= z!Si6IGjM-a{7Bfkp(54Bn}jSt-Zk*7Px2V^O?vT+6z2ADt2pF86WYpMKepuy)jVOSDy@r7+@T8`A!sbXkzno9ZOa(z zU?-0F89Oe_o%`#=w-bFaY3yj2PCalD*_(SuRFHFcn9q35Y?y)+pfaT}z#!8___V;x za8y8(=F#!ws=P7`$(aoGM7gLREDr7ci5sr_TSm>Z8DQvb-A8a|1VqKw?B~bC%aQ6* z!Fx$OQ*F}KbV~Ex4i8Yhd!>YvAewbp?9gkkY4aBMKcM178a61zg2U7kc16Nw+S1Al z&w3|ihG{l2*wdNYJv-jE=%W4G8|~dv$MyKvmtdKS*s;C%E@cLrc7k5qds1t11Q|_| zp}W8lnX4h4E@O$h2g$rno+HLJ0~LZ9zHnt31ETK4cZ8O?BRy2)#=kXD40(M^B17KK0fuK%lPRY!j0_Y1jQLS+ATFP(>i8vt%CtOA()iQtGu-~a}9t z_*aS)ao8~7fSf)uAHmQ6Yy;}GGaCd&@*grpRgII(D+r)^~m62`ZchazY1WswXM8eFZX+V%?(aBDYv zg@b?k4JNe5UQD}u7_JUfV_CtpU)Br){>H0~U~Obxti(pei>NsDpzI%WogU*I{Qxj!~YUW2-@@V6QV;MR$d0qPqmp8m<0lM}VPY5F{y7I3kC zrPaN*SBG#eXO)Fy+$R^f~oPv{dCuqM6sWf`-o|AEylpH8jvRh*-C!ZqJf)_hAPZ7RvmellZLrC!2I)?r#$d#d1fO=c?IOk^Xh$7LsqNuW=15n6~!!NQ{>MG zF`7s+evl0$o@4YzWBzm#*p-S^jhDy48;AWi=>Kos@xODwnwyi4;^Z~Pj6`D8uyMS9 zu33pYTFfBvLeBM{MpjxAdaw_QmmD8fgWa*hzwmRnG9d~M$fnaZzgRt&jaX2C_b4OX zc|dha6qBw`<=QNk+U_)cOC&vb;es42ifDs>2j>7Gl#0Q=QX4e$S{!Vz8+aN2DDxD)s`o`cn`3Ip z;!}-tThXnBbkC3l9mN&dN^yU+tcFB{Nf_^s>YsBm6znpnCtiYaY4OSr-H2lg0eXCX)({9>xwyWfIAFrJu9;)s@X<#%0bopCIRGGb1@UbQjCF@4G?-SkZ^LZ={w6&nrUI1r)O*wTjHET(yS}fVDEFtp* zvv44R%&&ZkE@5b!X;-Pg`K?%xd_?}n73*vP zfIB!ud)swNC7U5bm8SC#FZcFA-|QGe74)MJ8?>|a0Im=&J+fx9^i;^CU{~YR;V zG~#DFf_6}0&`tdx(OjipkV53za6MzwN9&f=i2)>arlf~eXBm^~cV1Ba2lm?|1b)M6 zsQA3dxIxkK?*xnu3VBhlq$jVeOOrwds@dYS;;(t#t+#6#J<_#|x%_}XcY%=&lF$Ml zDbysS^&*vo0j>zX|~ zc5y3X&n#~mst%wW@a0OtBD#iwaj5Mj7M<+w-AQzOr%iwq!veB@RZ!_GuBC&g0q&a% z6DME>VI`%o*;?t1HOZ;Rm8$kJwo^VebH@O}yu79%Ng31>tv%@DBqsSdv%aPQvC7z< zqSkmCA)r6{j|2K%Z9ovl(80*aTF66oH9j-y1u~}{0RkAnNZg#0X=V_=@Md#Ke}07D zkBABo89}u*7+;ny1nD#2+-ABPnijQXF+o8qRN@oQQ_q6-**!kosKgzRF-}f9?;XZs zn)zy=B_rI3Q2CSj#5+@vFC2IO;cMsxg8nHf_ksZFA=)Ne==uQ8EHSy&F+1^MRlc0N zuXX(5cE^g}|p^k^HkdTH6f1z{v4|Iq0 zgVU|1DS4He0Be^5j^NA|W7C6L4tX(mmC$2*_z1^{f%JqwdN|ako?vuRUi2j&)HlAo&A$G~;guv@nKF=~? zW*C2)%9lDSkq7HRDw7suMrZ+cNv%4*Kb94JXKo&CX7_|FHQ{obmZe3h{f0ZFYp79q zbe>p=`@^&IbDy{fZE~Og8*g0s{UYyG`?W{NOq(UU=v?KqR!J=h8BRFt&MvF$;3pa) zJq+rfG@Q?l3hBe*R%tL+kJVA56MYTHgDGcU<{liO(q~82>nyWTs(eH=jh25}TI4WeD94gADZu*%=Nzs;-{sc8!yTWBX%_ zuubjlG~9hAYGd5X6Ezkf;mS&ZWy1t=&YymaO>vTqVm0TTDffnC2CIi$WqTL1fks*i z_gNl2V6PEY1!4jFHpo(!O%I#=H}hV(?DmI}U%84BdwlQTeWl+Yf)b9|RvIC!G-!~P z3xW=6HR;~MeN0`-oFOE44SI7GZ~QLX3^vH;kzRhe;RCvhdV>VS)m0)TIc@*xaZT|Q zB}{L^0zH@{x_yIwy;X=4Je$fn4o?U$` z7_r&5?To+^rOkX#X0^EaM!g7Pp)#oW6~I?4)yCMv$oh|m}EEFbgSF? zWBGi(k*kgRByH#~M!K)qzsF&w6w}+YCM-$TJ8~ z3J=mRb55eGpxEw`msH8pLVSHpttrHu3_n`$q?8E7eav@sO2`YguDud@Bu5X+4pQr` zjK;24jtBtGk<@g9p_0}c(n$hOdBB?_RBvkPmE=R+w@ZqhK#1}|7P=cHwC(a+9W%rp zt;KFZ+@j@lWysYGB=T~2E%o|Ag6qm2_C+E}&YQo;}#F*S_<=EIMOQVSV?ZeoekAFBkBtBOfS z8@dFX4HeQ`5AV&bRD_uH;;z4jKKkm(=7JmK8V&{*I#>;~1_@`WezBjDY8GS^3#mc} zHd?e3Rl~-O-U=Gzo2xV3?7SRb@d6_?PFq!SmwnZ!>OSjaI+V%t6|bY-=$Bw`s-f|V z{48ZoRM;|>yqO<=?rJF`!j$c@4D%SBDiA8ld~uq)5#KGfcs0pf58QUgxSEEEjlSov z=J-{tF4SMVE~z6JmnlDLpD98IBd(L2VgaBYdUeQ9(k}tGwn7t88UiW4x0BrZHJsgX zPx!1Hz2UR56YVA01D&+T*=1$zqo$tg?v{_+3({m>O<{EzR#S_Z8)0p%N+OLr0)tws zb>_)RrSaOPZuYH|%!ivc%IVZWSu3tS7+dXdTP)L9V`k!xhxpQqCnrky)Q(N4N{daV z%C%>)s1MK@^YcD!iGd6O&Rp!D@dm+I3d`2rWW-!UCyGPo6tFM4#CJ2J8s@_okn4b9ei*-*x!n;`%R8l9NzIlI zrbP<~jvYQ7ZPS6KSQ(^ra1gsdVf0hh&4RcLV1So;oG5~}ZRJKU zIBtN;QGo2%OmusNl5rcK<{6>ck~37HeEz!2>}h+u*W= zVakWEuf=};(r~YA`%^qcLL^kcqI|%|M0z?Le?tSr#0{p7vFeH`#T)yCD^(Uos$`Dy zBBL}C1I$|2Y6kti_OI?}`92OOtI=Rq$Qr4xma>5Q;l^<#!u_Y_y%YWV;5oBRXxh71T4lX-ZLa(%zqs|Bw~SRN+MOgSdJt z{-n1uO-{ey)_X%l2M-6G_yDanU_26Du$-A6GwOtBX~}nv&oYimG9C*r54-hA7o#c1 zEjQ~o<(s?U*ca!<6nbq~e`+YL-6+Khi56;6U@ZzF0kzMUp`F?q1;@&WL_sVOIZ-5W zoQ25SQ0X7XR__alhAO zJLknTqVWDoO^HPX-`{+cvbTQW5+eM^uYb85oq*v`2gh;sQFcvqOirQ0Uo?1}Q*gAL zLcIv4^;0WT98-;g#b0(^2VkHqjI-L(5x{=GJ=OI zhs<<@&7b%ND@$n3B$Y>Ky)1caJf3D6z-7u1cKaPR>3sux@?wb7O4}cqJrGR`gMx(< zyVAWS3SToxlxqoA`cR_ij-Bwd{j~=CQ_)ajf+b4JfwW{)UV}YN8q7z8HP$;RQg*XaKG;~zaR%lAA{rnx--2if|F!rDI)`P z*A{71Q4G!6?OGf-5KA~ratjb&+2Jt|y`taH)x-E$& zjXfd-klq5zk^2Lg*sU@-AQ=1;=}w)ca%nB5SUEmO~ZGC)g`%>F{nrpK=58>KPPKkffkI6WExY%{D5#|GZZ&9MDAC9j+*QS&U2@en&M&J zN%ZLB5h*5>8qXQ=-AY+#=EfbTi6}k~kgq+Xk+V;m$OyjCm(z5#d?My_@9%azhk!iB zO9e9$TH`}e&Qol_*&C>5w3O-CV3=ej%2<;+7`mW@Z@~%Jc|ji{O_8eZT{U=k@1Tw< zjt@=~0DMjyy=Qj%l8C+b`Vy77?}r0*nQYQp=Funi#srm#K|@V32Oqd_CvPvN z;^D5QHy#4&unr?vQ;6=X)1&GOA=QcTmQf2hy$%ymB}|vqk)F=A5T8A{`o~G*wAQIx zy^bGCKf>mz7KaSM&4Q?0xkc8cdRq_8(W+OLK&-0kJd+1|& zcBAsig7a>ZBm=j+tL?rgLZ9d?FcKnmdz@8-l5+LlW~5xOP|5y0x{Gz@+v*@i=Y=7= z&U}bC-&#GN{Cv6BI}_ev-p_?|9>pgo=RhlV;#Jh{EpUjrt~m7FVq&lgbj(ib6LCLJ zfX>24ruDFEufePwmIa-XLrrs*n%`3BN3iAcr;hE!PQ61e8KZZ9wG?t^+S z&C&?}!@?*WtRI9R+!ZpR+74(+j~eQCr21WZfWn`6sO{T}f6oI=I5c2U34QMVeB5NT zCzvSs#HwPNwtBnvCXU=?ehv+MKSGeeLWQW@Zg81IcI?x5{=00t!ivMtIi1nnbI#{l zpoTiB59WiHTzeSDrzzg|K9QYUH8u1vJS+}QU2YLZF-KogsEp*%;%!l-ukgKT)tb=% zn%-b=UpJ>>Hikf$She8TS1b5iErPGTYvbpwdnj0Dsqk!wCgi}2WtwGL<@ZnHhiKr>&+4v8498%puSaIs?De}A}XPZ)d&p~2@+2LsB z9nA5g&*g3V`Z9wPx>#rCU#ddc&7cn-qrRuwc$crd@AqXpGB|;aHL;u0Pj-iD;Yh-K z+Fwx1Cb^5cmFGvFPcvYhisku@D9^Qpw0K7>9fdXryjhvxe~l2Rn)XzSu{ck=# zQzyt)g?RDeLEOz7?OLCKZ@hOt*MZZB*^|ea{cnEEwyFk^F3_Q_tI#P}4`?pYcJG<-E?zlM@I1w5tEgn2s$pHIC61+(pAf=s}lvjnKpjX5F_ z<(osBDFOsqS{Rkjn!d- zsn7`)Q;GF~o_sIu7W#GFv|a%itx$b&EKOk|n0`#Os1J(xkNl zN9<=V97+2LlpGPRmtV8lcck8kQ!0YjWM>y2Ypg5xEza-HR{T`g%|~)u(V2Kc)et84 zlr7#qQK%&3l`s#1G_b+b&pMufXq4al{PyXijL&)n2Cj~ixnc6#Zl8I0z8U$v2ZzMwP)c zPaJe^h^cbn>>jgt1uec8&HWAw+6XB<{CVd+TrS&2?VStz0kaHGn78{ zv%C`6X6D|u)Q!5^?6sFxmE*F%*Ka63FI2qEC;zoDiusuf^Am7CYKWcpf5ETMj{tA) z$(TDLJe1oHr%e}s=F1>&lkdb`0*p0h@(McM*4k8CG=;Ck+NP5AHvBQ9CJRE1>6jv1 zy3{R&Yn%MK52{i?@3HdIyPP+Da|D(ChE5PYv;7^ZL`e6&=9K?0pp1W?24%4?I$!I| zIc9kodcciM1{FcnSEiaSHO0@(My&y%u>=dgzaqAp+=<)Lb$=e$l5Xl862=nx2IDK` z1b6bD?0V=PnX7o3wtsjPFaNB@Hp^!ZKSHaCE#&!f*&fwk%KdsZ5R};t5|?F?=>NUl z*Z#&nnEoFvuZ89>H4n_|O$Qprj#Az&b+u|z>Xb=_72%ilzNcq($@A6Hf$nHYRb2RT zFkA0)5xqKJa?=V>I4j3_lq)MpF=a|4D4-qJLQ95W>BMWQw!nCinJnGEq1UnWh&xS| zN)1 z#GG=|HPiLPRfJ>k*WV;J#i%1&OkHsmjzRcRmPO%`Z%U4J9KYTRNSpbia+JYU+b`H; zOL<+O2~#U@wLzzg3jWRi@VxVwEFX&S;gcn*n_v!;#}733KvYmZkk_SUM|QGxHyw%a%ZE zr2#dfxbQ6}T1`q8Y?$U{62#dKD0iZVOj}g-lor!P$F~Vy$^!zoRoX0}O*CtXnU<^V zob(5u;Udp{nk7%62<%{ng(_kpuPzT0YevA8t=%FLD8@Y84(n$_6x{}Q=8gTg43)p{ zZe(25S5kP9gkIPmg@Iv`k7K3~9@O-z)mXda3t+L#8`MO%k{VuApmZgNw7qSwrZ(e<#{s(kJSsGif<-->NDRBaxhjEXkT=IVIdZ!u*M{g@Xpax za9X3Os*cDnHQ;f;B+>6S_7{9dTJkTYr_Z{e zOC$j%wfZ6!slbWdpK%$NRUEixMP0NciC2%b@&l!}ng=@CH{B;?AeVJBXrZf(!%$E_i2}wzxCua324H>u zlAvBJCj(?BX)#U@&wA_7W{tl7r3g79w1~8Re8;4N?XB{)G(=g)Ka9|HMjtIe70UPX z9G~NrcpC7_@)yo$Oy|t`lsYS6uYx#!Jy37kg=efZp;+KItwmDfKv<>RvO_ZsDB;4{ zN@-@gljT!~Gh9cYDw52b*8a9+)+NrOjxH=Cqo${P&@T zjzon)E;PQWJi!uii2$aVbQ7tjnh>K;irEaI>`}7dkMhZ zE<*TOfq^Qcv_!HRlo9HZq8`sq)Snhe<-Kn8UyxF+L#nlTEOkeJJu34VK?@Tqjf4b) zu!24^8>a?Ov#CP#y4Z9RJs2OwBIUjCX172&*=Fy>JL2&L(JNYb8C%r|G1;T`E`sy+ zd~#>=(%;Q+RMJv9o~&F-zW7_PwAtnG(;1vbbJn;VHru86j>9IzLAIKEB#+LKUKebe z)tyvR0OLT}4}k+-M!)8?h(#hfoDy3as(?(SWzQ$P!fv_6)}axH7__EgUDr@nl~`)R-}LFrwhM;p zMB8FQr#3F|+zhFtK!9>Bl!*SU^{5%09eJWz*J6u;Z6rE@YVh#vrjr9nyXwH!K`QyV zJ8A9dZRk0;iPaM;p&G{KMD@TPg4K#gPjh%+vudewlcxd%yg_~GJrw_(qh})2OQSWX zj7o3=qEVqx1q$6U0tBWR=iS5yhA^1dPV)~|ca&G7ryDb`>zJka*dXmPQHyJ8K1HW`T;}DH>&={z26UVOMi%F%qP-&81#FH%+KZYJUi{lXaWgKB8yz zZ}%r1?+A-ZPqeKrMW=D0dK61hHxY+1mr5?Q+EFLr`N;MELj8E|=VbHH>}5QG9khbt zr1!x?2lYmijwklK5hD&Wh>Oh`_9dDTElUTS*!F6)Z_S+7MX-Rfv zWue#X_l-O|o5e+GVdYIRI2m1^u%bOPa4GUtDk@Wv7K<)N(yQXmo-!6xob_t8g?wkj zuK?PidlzA$AD>B#5{ceb4iL31I5fO;<|lF`GTaSYuo>JsV2vNkQO@7F5dx;#7BNEn zZ93(sq$Wu`gp81%h|6vnmo>$gA8e09jw%dLi!Y25R6ANmLy7!tf7k|8FUd4wiSH&N zouafEAOg(Elv`rQ7Y~H(b0TJEGBG4u(#Xb@UPu1^*a04r>faE_PJ$1SLoKSnec`@} zU^r;Qg}1K-A&41g!m?c}O_EfzE4WjoTpV~q9#Hd>Dl#o}@Qi-7g8)H6zaL440Y)QE zajiPurZnk|)T4&vY&#+8%*xkYWtIpwsXV9DObJO2Mitd}jf(3pM$uC<>KbdXMB(G)Q6Lrn3|`VZyS#f;H_DgpjOqHWr!U;OxWi;_ouB?!w@0DNiqF&!Rmmy#<;wWLI z<`*s3SXPH(z(noJgiX&}+0Lkvb4-OSO(nyej3M9? zvh1>6t9FLSfN9LuNjrqO@e4$3(aaC0#RA;ig=eLZeur|t<6u6#;v@Z~!YW$tjnFAo z{bIvx<$jEG9bZtjq=>flNS_`z-e~fn2iGt^p%4$1SOoko!Y?mw-X9s;LmvO0%$Bz5sT03-x`?r0{dziBK+Dy3rWjjWDF3ZgHd zm`To0KalZ$qHah~3XWY-3YQ~u&tf(oA0c=#iN$1))-PRFKj(9Y#vB$wo{s)E6WI%k zaEG(ZjN?`INQlVX)p{EX7k4vgtHc!f*79lN^Hs^C#enGRqa^+}sR?9<6+#h(poT8xB8N}0+ zwO4+iU^Dvd5{Q;S*f&-&)6_xmHgHIZ3ZIwRwd$C5oZI2o(ww>3pA1R?1qga z8@qEuT{kepPim7l)n|)v-71OIfK0C!2if1nfNY-h$hG3~7aby-@RSFUuT$52={`8U zs_n3LO8X>e_FzSFyeyZy^fS}L3xT|K&UUikGA~K#v1(jRUs=&40IWo<9;w-lB3_$N z*a`>fND26@3}cjJY?B2gtJ2F(ILJYx%qn>i{js3CSbY&!D6UHFM>GU$GV^to!#|W2 zYHb-K3C?s#i>q14`X5vR5dVqTjEpN|qqaWTsmi^u2oq=~{QLeApcDiPFZZa!K)0l( zF4;WP#6=i03Fa&W5iKT6vs84SJ;vM3PY)u^QlXWXJ-h85ORGYZVh@T8oi98_V<|?p zVbM@?2Xgd+!w#Zo&&^4rHb%9YF~MRdoUr%fxTX4-gusTBtXR`L?ZnC0q95OKtB!mq{) zBl=gqAyGk98o`{*%(JPH-y*k%pSv(58`27gcJte-ChUt)&@Q7&T81P`S}F}tt`@w; z15-`%(xM>$RdhC$Y^FCR%6^&O)1pyF&_?6eDmPTTchl9?z;?bRBJuJwz;Dg`gjdm+;j%9}ktC7ODI%Je!^e9ic0=$L%3wt`) zFUx(fCfkG4K#?K2tTq32sPNgsNkMFN=YsWr%LjK{Qp@ZATlU6u{PRZsKk^rS_Q1$f zzu4yw_@^e_I9rDw;0o@aX)&{}5*RbZGwge9p>;@m_L z&E=BCugo|+;UzvNO^$xLGu((|cPf+Pg!VSM)OHM8X&uWLksV{g|_CpN@eF zDq1@^opU`%HssUvJ=_XSv}gDpg!YDr?A05FXCHwUi5!bEt<`fQmijBi&i@TCeq2=9 z5^h<;7}b&wR2<5xT`ue|PKsEu)tthN`;U7@Ptels0gLVZv)MEpjn4ltOv6-qb^Vtl zp05qGC?`IafrIP9#XK=RPRRN3h1OM(EvhZg@fX`|#jS!wfkYQ@PB#iCs!C#GB?(PBb>H} z-LI%w)GAYf<4ua&yt|SoNLk3lKfv?mNFRlXQ`6R9W#$q9aIX92)(tBNyb+srA9V9= zLT|&yG_3c4;vO%nVind6rBpb=U#VfrG#T30qT@Se7|dOvbRH*FQ~qO1>dq%P7r)+2 z^vOR+>}A+5qwSt93-JvVbZ030IiK?5Vilw7x5|-zW8y6fCO{u^hBhWTA#00ijM7-O zLqZLH1f2NHV!hoYv~;#o6T>kYq0_{ir2|93hHkl8eV!q8v%w-vyP&=C2V9$pk@9hr zMio{JRZJxpr5aTzW`%h)l;y*mSwOd3k4B}Trz%~EJ@3z&^;K|`xFrfYvWOeSyV@n8 zPNXn6jB0BZJ8ziY1rJ?WVa0TgoO|M7>u&x-k+qSaUOZm-|+)s#U?3AK;?_gK>~3nWNYq_j*R1~mgX zFqug6@$}y3!js(iAWBWssD;boYc@eq`5tX}c_O~Wt56MikRwO&gTAu-gCfcwi&s@d zP70L$_1fo)$d@9wwy5!_v%>SnXKHHh`{YY5y_&mlBN2@pt1B3{)>Dd=)va0Mfn(;Z z)`x56d)Ljj{jivk6#J&8NHrVM!`7g53KnlDS6bO{kkY;p)bfbdLkDHyg2HV7UY*~! zcsxS!H%I*%MZQIHWi;VP&#w^Uc-l$xa!Jwd<4pTGlgvz>k}dI};pga7j~ZWCA5%Y5 zl4dmNdn=2GY^vt)afN4Em+rz1qIXhF^7y;67E=PFY+X$b;+T?Di{x=TR3yC0_|Jn^ zq||lcMZ1_@hFZ7PA7ppD5d}q^+;JC}zI9EgTBZ3v(&pEwlWjGEOLRbwXs^VVCL3XnUQJblUPBOkp8jji zj8{uGk;BPI``p_a#jx?#lC$aZ8EKQ;%NY(&>Su*eYt*KoI^0=UCvKnoQDS{R-mj`9 zHz#L=n;i9|q*Y)DElgqjV&+!{qiT{dsljuWr-cwEMH<z>NpXW zcOf20`E?h3ETLmlu$zzmT9~2v+zM#?Pm;$527^U>`_Vw@p7B$wxZlC^#+Jwc@{E6w zq#u?vSGTSNSS3Hhd;#X3R8Hi550Jd{k9|D3O~k(M2$SgtMuMt+ls6}b+xX6yx75iG zyuhv_lr6~h89!}}8ar10TYYGE48C`Xzz+=Is(CYl!o?CdyS-Ap>QgwS)>sVq5=->f zbeb_CYQlTVGEj44aVjnGLi(h#@A&~}Zy-Y@Bi{^45=;dfn+n3L8=y^0DTSwo)W#{G zf@i&R29~_y?(fgWQlh5>$OuqQGHFQz+|Dk=v&+NSN88oO+h*=i3qt2*&&>{kaucf; zN7G9vm_~Ii!Nd6&TCK`L#|7t?h#a}L>$!Vg3(H)KN>z>1Wqs=EXRsr*GgP6QomSGd z-rq|>$-W`t`@Mn>tcFQf{<>>(vA~B6T5&v30fuo2FMsUvW?If87UB-N;F@52sa^~5 zPK!4+R&yNV0O?N*B?jhmQn{0YN01Gk>Xhw$E$^f4SIhn{B-@PDw78WEDhl>A)BziP zVa2Ix6p{i(xr>}lcaKhxE@`l*0urMtY<)yjVI+l=tqV^u+mM=pMRTX7QT@ak{ksr! zFz+Hb zG^HrPwccJ|OYm;l2TeA55XigXdF$HnRR*nSwWQPt#Ra7lGS^l`?pN7?ziPDa{wnTO z+G_rRu+5OYCdoZzuAACs%;*Bs$H=~@3|N~PSrZ>JZCvewu258)GjgxWARD*1jqY(O zB@y~Yb0V_@tyu|{e8#SPdtEG?MU?@AB-1`dR`uESNj-7QJT@68%q=1bKJE<#C27Sw*oCck4` z^%?#-$!EB8r^D|f2K#7b{_`;rqCP-)U?gC1yDPpuw@fV_OsD!XOXB(+p`;02-o5mX zpNrIBigH_CcY88>PXClT?a~_M6*UZ**yhNKN~ozF`4ejVI?3q*&(@s9$e6rq$yi3c z`WCTI0m_X_YMKAv&&~k(+6Hy`HLWYJX^zE=Gv$|$t#*9hsYR=P?%WkiZ0O#Gp<}wJ zbCe2;DJ=N<>+@a_-+RLdX%fm*L|g>o~jwMn@sN&NVJzDg+G35M=(S z4k^sw=8CTyie3RoK@i^Y4EXzIq0t~2``_S#%C=?&9m}mezc>PUzAPN2ODl>OoQheG zZODBC$nyaIjO%Yyq$sQH^&p=2QV@7#5*Wp&88#ifOYlo3L@8bjc+WrA!D=H$CS5b+mr4xiy{fjZCA%#WV zD*2x0*BI1Qj4pc5Z#G{im{P>_@|Ieb(oNFJdJm`rB8Ju&9X41?9Cn%_ z;iK&*#14@Ehp&81_fR>1=Lq^UA*i?-0nFl92|FH;1m*J5b$YTQu*i zCWEgnzc(D8CMab16s9(9;!vz!)T|35^RE+$obt^>9M`bk&Ennlz7h)AKTFde2Ab$k$MV_(+P1!P1`8oOwSAa+p;Pq676Dxx)uz$lg}X&dr-(5 zxJ13G8mvZDzp6O}_aY055B;M!)3O`(cbErd8cb9xE-Xsun>MmF{+^&n;)&$JqyXPS zr=!0z^^ebhJz3B;Vk8%~vY!$ZTX%XenxxK5yVJR#;5SzCCc%SHhF|2i90Ztg^2z*x zIl&1qj3L(C5NJ8+t9D<(ROH7Y-Lip#p&6)CsniAJb*saSX;{dcIs0k#>R7AsH1p*L z4Ezova`cJk5F#IF4WTUO>S3soH!!lS+&PP<3qLceFgVgLWGeBJz|6@O?D*ftJ=Bya zgK#NQ_3jjSJIgT`G_L}$yD0rYgHcKMis5eFeoP^3X6D#NR?e4WdNSx#2NKL=lu;Un zfVp3$Y`}(*b?vu<2$_sJAI)3am9qeYcCfhgQDWx1TWcMM%DR_spGAG56(b7Rb926r zyX&d;KV)D<9_?wH~tli(gu`fZKZwz1Q)=nh4L@ zD^YuAH9tCTPBupKb%60hE0`}y)V%Mfhvmp6K^IzoK)s}iFjH`Sjd_-UUeM+B@aB!! ztJ1d@`85i-heT8$#UQX`@$K9l&km@1q$qnX8g~lIM zmODD|X&CQ{q#axgcza%)ag^9?6c_syLn6shGm^viY2FL>ghc0cF7JLlLSi3u&-_Mu ze6xyvcJ$ha4sbXqprr*4%}Za3P9%${um#7|A%=LdOsKt{_hrl$j=)V z@7a7z3O2HAN>SBCha_Q<hTpSwEUhDA zJ#Sy$qyA+^pVU~DlwT-$lkuKwuf*|Jcf26*xAcmfXBj45tJ{zsvygPg+SzUjsC&Kf z)$g|7J@}tB1$}J4tV0ax@xO0B|BA}{vf<9WviOKjf4Dl455|GD>QjpWBI=_vRJ_j1 zzfx?9DGIM&WAX`ET|E_!g^$l*gBJjPN&MhOE0%Nbk;omd!^P+>wnp#RbP#$J{Bow{*$T zGh+sXO&0&I)^&}5%yPu+KXiQvEk*Em`9kMuK5CPtCUT@V)2iBI8Y^Bk)(F**?BcKb zp0r+AY>`{hzS?3PazUAJ2$^OFIxAQKK@CTdJh@eX$vsgY45?+y&Bb8o4EOSwPa%&}7I1JAV!aVFO3AGe(;sGa=z>Us+hDjgCQNX! z88;#liZa1_9YmD6TT(b$|Cm5qGtgv1*r04!F=P$!5Q0SWOj8`N&i>9@l44W$ymQF! zaS*)dG;I4&%6maJ+UTJnl+(A8aTCXsiURv0@U(!x=p5!mi`0nWi79(I^h+l$xLIi% z-6XDJHHWH;>dyRkENelU(JX9e>}bLv?63=#NsNyi_9De|`nP8w3jD!Eb{7ON^SX9Sw~J56T`C}d1kQ`|D9>Q@LNM=)9`x+FMd6vdh(zs z&(IC(tSX}f=sQ)|>Q7uLwUNeUCfHzvNEZK;HknkQBh(Z}6tAA5g-c7oA1h6LX<@}c zx6q?AOMh#sS{HkD=RLc}!le7PC%rMLLcDmMLh`jAG<9ev?#SXhl@4_s77J5A2dqR0ZFee$Yj$;xefzAKLHNE>gnteMb&bEC1=* zptilFi7}1j%~(liHk7M=FWY7c)%(^bxrZXNUhub??+8sFbEbNtE;p_!-+jq^L;Ws_ zleBrw(JoHDX4k{qc_VFID4z}z{D{G>|7qatpDfmLWmsQ3?%Y)tak^m^ zA%o*?*PQwqlCJ@P#7zwOF0Z8BugV6D_a}B=PX1;aVzwe258a0lhaMM2t8oR;ijp7M z$YUc1bS@ycoC^{^-iz29WHY^!UUk75zD(If^h9UEA8+ zk4(H0?p%Du_f>@d7@|I*a%M9$jkJfsr1N=p%dclBhlYn?<`spBM34#eC+Qo!{TqT7 z@f#~VOtr(^6z?0T9z^BYhEcZ^o%VJs3_g&>sbBHX)=G|fFn92gB8^)QX7HCfY-Km7 zpyHH`hf4i4aIYCZ$-2C=dA2k0A|(_Z4S)yCz9B6~v%oeRRe1CJ%B-%zP%{(SyFOfM z{e$-5tmPKJHud_GHsMM=C#Fab@ovt-q1a+-Pi9rkn;v&JrocG2bpD&0qI#y8FlX1w zy}zDygTM<5J%~{1`pT?RV8M;5j;a;w5#zEf9MCMwVWen-Ug8-;_&|E;^~3|Ze67jc zStmwVe5l+(8tPcJEU69pR5(*(JEz?oCzdZ!-@zP-TPiHp$1$;%6Vh}Yz@C%Y*=ar+ zh=`lUGZu>Y_(VhtbZrO{Pl}s7{thR1rm*_g7oZi=8xSWY`zB*grtOa%iqGVIGt2dJ z&S5Cs2rMg}d>wlXLdKQfT3jMa%_{kWoTUJO?TVG6&~l=V{=4R!JdhpSoXJ8jj7UU| zgu|1hMDswgWEnwBM1^rGs?4<{TVqpPA?wcsOL3ULRH!NB8jSgX6aO-Rj=njO&TLEy ze#%SSqLQipleWQQq8a(m^|9fUUJX%QpIgI~X0uO12$vcngj(6nC+p95RSF(BCTx6c zGvT)%>E{NPYS4*?&u0#z${ilRLPo|LkQ#oUshFFKrubnOUa*T&w$v0PAkC-w1pEvK z2Il?+$_D<)+oB`@bt_zcAPT35T^2l~e$atPQuYb2=>W=Lc&SXXy2GRy!ye`09kf&J zB!KK5M1%R*r`i54940tzy^(<~^De3+1GY)bcPifS}o*yyR)(7`jkG8 z1A)fyt5qjQ1WyMQ4AYtlZ5H}CnpP{L8;PioY(w(T2OGuA+rTH0E`vg{lEC67uPQ$u z+$iA%k+-TGpR3I+@`_oJvd#NNt(qnJnOTv&_M${aI?Kb7$-jt!Q}CZ|i(r#~6!hM? zRZH@d7vi`$P$BJg!0=0J1@Pg17(GRPUThASszrHBa7=7ehge_IY>o>heT0Gm(u;EM zyLCZ)`k|PR_~R_mBLN>o8T8?Ak!-Nk=;hf?M4;ytz z>Ow+gJ=pDAxZN;8#rihb1b?!VD2Kq-ft3WGvAA=FjMpgHZ)^-*`)^*DNuVg+s$O|6 z$BvRk4)cl~$owT2BD80kcXzgP4?(N;!T4aw{2le~u1<#L)x6c#*0p`;d0XESQDzTU zBcb<8!VpvcVeB)+5l!VY-g-DJd%|B8aYMXAp9*tKe0(Exad~rjKuYw=kU!XXckHj? zFpNvv1LC&+=O|dJU4}q2Ybpj2)pO=?^F)Y)<#+Ee+w>6*Xc6KW)xlgjG(E6beT>k7 zK60D|iz5`QB1t%SPDR(%Uuv!Ywx|7cbZQ~nvI}@eCW=sKTwR2h)tU#6b+eE4O}gA;D|w&%I2@NG!7HTh*UI;+D%}oG6soWc`bNG-3=hj_Nte~B zA!qbAQ8;_>M$%ZNyH7O1Nu-a5>#cg^Llmyex;~8I+fPQ#V(e&-o#Fa{=A17Q@1JRQ z@-gOXihpAAfA?f0+kW;oG`HSZis8iu$blz~3j+>9Lyd&DXJzfM?Qx7K6R&qk&yiRb zk4)VP3qPLVaD*F-N0W@&Fm^i7=k5Wck3bC8Al*M%G9#NB4FBCSQU>7RC^eP-C)+ITDgyKdE&^bmM0Y)>Tp6m49n0A-@u=<9mhNN9OVi= zpPlMzTpZy{=rs}Uq&#%wZOcvKZ*BsJmRTBYQ+}@PUh{}bW+aZ>u+>Kr*_4k2b0rXE*r3c8So(twNLP(Z}zd@k_D2H z3<|psOiDDwdC#iyI9`l96Ip14G7*|6-lVEW?-4<2Y#4>Z-g1+Dw+UNjaTb52V`>Mj zGVSJCP;`(|oywMQqGbyMG0bRAvrS;UCzRIT`viP{lnX*6$7_^V&>=KWC5@O{4Hnv7 zg)^h?{Ni<`NVAGy?2ltCvP;1NVbc|3P!E6cN}^0)dz0`w4QuHZvZ}B~;dUo9 zTr;_x=-mXrt$Y@|=VMPrUKRXfrJkXF>2OC)IKb13btYA-`J6Sq#oN0&q%or@i@Oct zjG2@#;}TmV8rM{ z`R$0gDfTe);LR~m#~a|S{6^cFF_J*Zr&K8F;o^$;#X1o^(%*wd0mvx=^p+`!dCji~ z4+vlyK(#bt#tsgLjY>rl4op#GpDch)WU13o``X%xpX|{OpAVS*N-JXUGL5fb^FF%| z^En)eIDq`MHS#ZRL&U5wt^i7$C=EXBDDs$+L{jI|pr!;_tmIb{k+Dqg^a}f4&&|HY zPx-6>g^NM*Dn0sw|AJhB@e5Pt0F4$^Z z6b@^9;FDzazu4qopLH9NX$)zw_j34A9j4+HyW(ge&-r~?Q+_3_`ttTD^yKdCU@aC! zWG*VP_>U_u4wpPq4FXg@Q}X(?=g?<_V3hU;Ok&LrJxCz4BEKAo4y`i`>H1S+?7`hi zsKxEQb;=i|{UP#w@~F~!QxW79_nW7B$6L;YO~ZZPC!?*68-})zO~`Bu*URm$`2UJK z!@+SL{DY_p;S_O2uci@!t)hu=Jr|ixZ)l)3YWef2py}I{HgmwQaNe}cdGG@ceyuD* zn#qeR^euI=f~5!s6Y3c+mT-HMwubFI&$Y0c?0t`%*CfeUz!K&2Zc%4Osp2c?|2u`< z-{|XAcLs_AVOC6!E+hm|&#`!i)J;IbvRWa;E%^!k1Ft(GH{xChrR4Hcd6pC<^>lIY zv0=I*u>vt*Sar_pt$8!Se+OdgY`@o2NA|WL;1g!-gv*~lkoq&?0kivg!?a~Qc_oSY!xM~YasG)uSZWpJ#`ewjv>g2R2?7eQMUWus!r z_{4f#uHH6jvRvTPfro5DCL=1E=$Ec0MVClDz+(*;GA`&vNc$= z?z<*AS~|y)ga)n>V~8;n&?!RcjDigVdq9!9usBIf=Ar@(r`ZO3vor(~!%>;8BC2Cf z8B>YTD6`k`$*iw+82zQlBW)OXGFJ)pM=hVUHU)}N(McVFPV8k|U$Lmh(VsCpL}3;? zHpo+2gcgrtUi*>)nH-B`Nr9{|ipzaq`qDQ?V)qOiK~6%eVK^l` zOCzqSZ=8Skud6n09j1}ORn4c8+TXSh{FQCPIXmbn2MN=Q>3m5nwrc#7gk~y4WWULh zbx!gN>MiHvLJqmCN{*e_kQJ0#=tMsh(?kzYm@p@_8#0xIcV^3_nh_5q5r%iVTp-@z zUrtXVbjIgrRZ#bD2#-O?Q&45uq%dm8xWG<{+2>*hnR>>8FUJ-Knm)TR3pPMwJ$JN9 zM(;CIl*qy`>q{J{xWr1nmK{yGmp(J6Zo{jY-8oK-O?Yfkk;q1d>R=*;K9CncBO~Xj zEKt}3_m_vK(kXZpX_Z3G(KY8Q36Z0jrzq_zJ(K1?LTBkKI%Lk0PcVIwVjDm);wsUi z**Y~pePL^%h@#$o^XBwjL5pAJ0%Kt$v)vcU(%IlzPn_OlP?^u3WzPk#R4P2N!#YuKCGsUNdnH zRIweR7tl5R=$#>EFYmSd_dO7EI5}0DP01@%9J#DBvq|=SG?o&8_ylX<* z3EOr47Z;Ha@vvTMdy!tM8AKh>k{3=IY2hy<7dkNF-oVG)Rb8+~Hc^ob|Uir!ubp5|GBG~&>jNRSQHu_E|dsC8z`Q=zAq z8jZfzvkJzeX#m$b|C0mQ%3xA+u3$;>--XHx*V?dFct?GfqGrLp1-UK(0g444+PKue z3xf;>C6wdKOO!_2>yr&UNJ9gaTQ)o0f7dE8cw$0lAdN4_b(p;PJbjEV$mnfVdpV?v zC-)Grd=zm9{fy%a(z+0@S{U9oN^XDkD4A1ou8b-aevY9IRqr^wy;g27yzvSRC(^e- zo1Rl2UmaCM=`p0c-ra2GIF##ArS~LjvoKhx!({d{>E%bL6fG! z5jQbscmwD6mzD!pjijweU62qKi%((P&-&r0WO_^ib|EB)7-5Zf8Ju=p;+w+C9Dd z(ZUP#E6Ar3R8^I47ldp(irGYStWG~)urtgNVcUH~$L08r!LmGXN}tjbUoFbFfhshH zN1;q=#-tfcCZsPa?eiTXM5jFE88cmTju;v4l5ZkPAc96W5!2ZJ4+4x92F42z=6&s8 zUlo2rf_(j-lx3lrr7crEWn$!j`MjVmXUX-->^I3??4T#@)>H;y_y%edu2Z(RPQD6d zrrZ6hI-qimhj8R^L(4Zx3@x3`*t`gAv-u+8hdz_g>ZzwgWIlOk**(OIxs$+e{QXV= z;YHu5=iO$*!4wOtyJbi_u7kG{1KTKSJ1%<6o?P7mD1U0Z>nv{vedE%Y+VD5mb2`C@ zME3Q0Y1Uuj1DkXd;W`AqIljE#2$#c+vT^rtR`=W{^D)oCJQ`41qTUsj6L_vQ3!l;o z1r!aXh!u_PuS5T7GOs#ELjW3e{QVJiGkOB@>YIfGoko{!$OV~avJ>Y55h6~2$jLJs zbjgJ7_}7$RmDb#rX;;L2`=DizQ#{e$F%6+h6Fx{OkK|i7ECo1~S6ixU|6MGCG(=@x(TquHa1L%i~Dn2w)El zxo}fmB_k2Tsdp^XPO^{tSH~YgQfu-|rk8{@2F_d&l~qapQ&5vWpJ`)R)|(dc7NHJ-SWFcO_K_z{lQ-FVV(N0{Dg9z#bNa4TfTfkJ=tk_c;$Y}A z2Mt~Em(uta=@8maCU@*uo#5&;l~PQNa+3R!@%A-L4z?IZGwB2y0nYr`w1^9ue(7|! zF$mNlHpwYWP44Ed{X&{sz9J`w~;2###6F3YLTM@-UjnPjtNbVP+mD5)|R2=y3_U z)?z4>$qDAnQe$xe!KgGFc`QJ|>IA|@p+zS8cNMW8TbzdwX@aR9XKEs=WBWf;88+OT z57uLY!6%wPj%tsojL6<|@lRx?HL?i`7L*&0Lq*zW+TR!;_m36^z4k7w{;6H`{on$I za~A_Fez(o{j4MWj70XSyyJ9!r81)0#(tGkQh8$Sx6m;yeJiVHV{YotMi3(>g?s!nZ znHzsoZl7AoOC946->UHJ@p^2FUV4=EhrFanNTNRBiQ`$Wtu#_7(uo@7Sqjt>!~9a8 z{^spE=7w~kHRBY}A5$)V=t%=1^>T8>8BKv;d+4}TCbmJ`Dt9)G18?$E0iKqnf9kJv zBT>HVMS=9}vh)>ZS!gPmJ>XYL_4Z1U#eRNfu-{&A)-RjY_Ma%ipb~`%$9DoH@q^8# z$wD=tws1I(m32mFm0Rv{$tTS3>Ftl$;55L|EZ|#6Yqtqk^;bhYbz#?9#Osu|_(a_s z)6QshCskhmh2AB~n^?)Yl|D7G_=vQxJU*;oGI#H;Mbfua z{ju3HQd@F{62B}fKYw@<^CqyLZ0j%_^Jf}M$q}!P3ZS!kH7)sBM@K6rLn1savx-(Q z=BRz^9w~G*U||Xt5T|`avTZG#9%d?g7d$Iqp#j?)T^TBzI4MdZ6D|dz(hb$*{ z&pMN&gY4e+X+69e8V!};ob2zI(=}-PAPCn~qW($&O`Ko5BgcKpY4Y#!>p?!deXzv; zo$@Ypy$gx*`7;RitA=7E(pWJ#+ z&t^!hx1fV}E?X4@Y7L;A{pgxjl;SvU*`YW{mAzEKU|YC9MLHX%e*izvdm~k!osux4Uy~vsa6hR6Xy!@&G{~R>+1?bMu!oDyRUkhu zE9Sq^8i-^~j$WSdoy4w2^L=RZ6&iU8*wJ!&*$ZlPW5gEd%vu;&brKi-ihq}xM0?TG zr#S)uM*rn%HM*be&!X!#dx=&3O;jkiDzA5-Qrb9hV)JMzq@D%GciUO)RvL!~nzeW6 z?b6<1dSQ)C1}yWJzHNZaDkgKf#LoUCc;J|eT$WRw0Y<+U@IazEUea@WW)L_t$O{-$ zMm|Wc3_>YmtxLzNhS!?QH${LdW|LU6l9L)mQjSLT<(!;(ju}&0$S~g*iW6%R_sKH( zr9_H03OJP{P<@ig@uJ>tiS$gdy>v~P(IQUn@=cV?M8U)IqdN*A(^mPHK4WvYQVaW) z+a}3T)-9y&W&KW65d#P@EFU13=Qw1yd&WEvJ&gJE^cRdhLCS5`F?pQMubK-id-!`- z)Xd`5p+D&+sbZqO%}z#E{<)(XCO&Joo+6CGGB|<@E6K%N(59eF%Q$TjFbqRcTLvhp zJ0de<+@KSa8_an2K^Su+%TX1pOjKRQ!7;0!FGR>?Tpsw7<<&@7A#{^e26oApeut<3 z-7>f)&@*i?ipYZCvrRS8-%*EuhvdE3HkTwsr8mt1|Vd>|(7a{_4lscqfNryg5U zhFPsy#L-+od52MtgvL~MP3pdTcUPQ6V)jO2N;!Ej%g^mIN5&73ozh2{)K9075uy^H zUD@V{s3l(&gG;v9V;zAlJw;F?g~BA35vLg4UucrD`$x0J*REp2$)wS{q;_BvBU;vI z;AfN4$Fh8^H6{X%skd<%mZQkajMz%oUvDU41;f1K!^(`eTL4|LGNKeuf6ZF1Yu|AnD(Xr2^ z=cPuOy)v6|5-5Iqu7}Bn_k%(dlFl_j-5!_s9pAWx%CY*hJy2lpM6+e3lQSYR97ZR* z&s3Asfo)GZ1+|DJv~E=Y78xrYcP0QdNrhZtCeoh>6^KjJx_B&mvCc58fM`h(Snb!0 z*Qb{Ga5e_ROz}#KQg}T5SjYE8iT2i!ky&r1;c=>}mIn&sGP*8kh#Oj`QfnS!~Ai)!?sL#GWg(7#9Q&2|0T9iWs8CRSnTERALS6wd@NabyY)x@IOagC6w6?;TUVJ3k6>%`{B;|T+Tu3}r zDz*c3#v|O(21f6xb22Zf?IvCW_~2mDK%4PU)=vk$eKx1STArqm(EM-~gJ!k``Ar0h z*@2VT!6I^YAGLb9DL1DtR*L99x~>b@2|n~kaID$4j>&6cFc14KYzOZO{kvzZ^f}E> zWt+R`p;Aj#f6c{_x^@wgWT4{&T`7meQQj5LuJ(_r-MJ^-^Gk$n3G8Qz^`b(uO*hd> zM-t?xfI(*{fh&QDEECz=iL*HK$&S&JA?CoOSzt-c; zVl}HMSw0?6e4rXxCGuL@bwVH(wcm)S@Pz;yGGYp>aaWHS*tiE+ zzeyGcwhxY6awebdmXSTH63=b<1)9Lg^xOYdEzY%W2}N;T;QnHL)NZh?VnVgmIWYLC ztWp)RM-U<|*Z3xB`o{{{lF`HnHowvv7}ysBgnNt%e$g>NyRMFtdgc}7^Za#{ikyQhsIZTBGqv|06C`8i{qWD^zx7+h z%&a0;PmjOMtnZjiW?7Ry_(XIuJpuA})DKZVl@{?ka$xc41bB-6a33QaaQo+K4_W4w}v?xx55AG~5zOIm6cH82M41tc~b(%qj`gpeJmoOZ$lPnC5bPQXL(Jt}}y{}Nr zLo$1mk;ZqxZp-}#|2|1{Eh@daWWd@$84;U%E3op(KF86qwWNM48btyDYKQnqbrVLT zCJK+#K9e~VdGfTE4RbLOC9UkW8<{aJd8-u7F`{yd|!GhP&P zvd*rzpJ)PcrbPTc+CeR`8TeH{**5cZT7mTmXa&okP}T_ywtReP|JVkRjN?bqSfjpcIOngk~c zjXtUvO>O)j!|3VoWK0zR!gJ3_$1N=)OoQ9_8y0^d^HCse^$W)OD@&5dBp=&Eb$De$ zaD7HnR3PM|vTDwp?09obj*F#Ad4lTX%}lWz&Bn)fboz#3jBGjgfYuNeJ@HPvW6b?4 z;EKmAeB1~XP*l56Y2k{Mo+xKKEJIL#gH~?AK_rL#v#QOpOi+D(gNzO({@mI6Cj~m? zkC}vtC-z)1$3cdl^WL)SAw=26>82PYtN9md!4iBHZU{PDBo|Tp_MDql|JGhy@~%y8 zaFO2oO96C9JX)5NA-)_E8VWD+$2I0iQ~KUkp&f z-LHiY7<;7Xz;hA>P1#?S!AR2`=J6dVDNaf^sth&~3P)a~nef0ME$Vz6#9+jpW;?Ln z{q;4DOHa6m<;#=T&k32i1ni;Ks0egjbFqdu=H$GG%a5?(zDKcyXqx;!Z@}qH$+TrI^rcW6A*}ygup;voNfb?~PBjx%Hzf^%JjiF{ zrKMJPq-;layxM#~1d5gXI3*0-XwZF!SkgFrFN1vMD{H`UV^<(MUz$YLkz@SWqp92S zxzvE&o2E1f;9XwONFk@-fOSAa2yIuB6)33~4#klQR6z;pbEVHBO^_rUG!~|yTNG?d z5Ea_XE+xd+qp?PP!h$78HPwppj@0Fxgo`W9pmS@$(03hZE0ZpE$?oNmr7<#gz#s*Q zkN=oFcjN9ax;VVaVV-pQ&c23wVJl%DVetN^SOSAt?7g=ld9<&I5AlI(tiR7D?_tnn z^$*V6TtA}QWqqu7^Qw3tuhvyAI=i^(HDWn6@9V7!W)Hw2cU&}tONg6S-sU1O=3rD$ zTB=!;*!Yj8)eS+quv8dI82=9xaXKDazK+Bx_F+{@tX^{|b$qWmgSBW!%Ewa43e)U_15*<(%Y5N#5~_J14$t6 zJ7_+iZ&}IRnM}J&E7BrH+Oe`oWipw*%uv;5mcP?$R?gN2Zf_Nvd+0Shhq|ZqK0bH; z%gZ0Wc?3@))!ey1`Z+Iw_6BLLz{d{Yw(=%=LgZel0<@9t;Ud|eX9V>KoXwgdS}*}7 z6cX4V>F5BG)-DaK7;qr#z=c6PvV>cRdRiQ&a+7X#D)J;aN`9)rdCjd;C5b^uKrO&p zNQ^Ix5Vo>vT7Cq#!bB(X>yRqK4w_dIW(0P0SU6M(Gr$JIra>Y+fei-^9Ze%Q}}ahYKtdGml}~F6G&0)7;jnYtNfnhl}1m6+u-H!nHU#Z z>>_V3g?Qpd~4gG+q|-rO*MM4FM|;6Q{1 z_ajqr-(r++hz)@zNF&%-EnK0lu*rD z=TR^i+{-Gdu2^M%st?9I2^{Vwx#d&UBNVWw`F6wEKA|P3hEZ3XIOrm#p*LE1Ol$m1 zQ~{KVYWXCZf*AGj9D9q^Mi<=Zr=f+08|W6XBN5 zIrvwa7=py#ebktpHJbx8j-Tr=D%(hzWGogMzIihSZ8ZDSVnt>BQKC;I#m2aq;;hxM8L@kopyz_}D$GTOTAQho z^8qbVO({+N0l2A$C{rW6wJ9r?uvN};skw17_1FkE&9EbKmEEp0-&PoGD0dQ{UA7r2 z-P%@(z_*DcDT3j2e?BW!&WO8h#@gBN?{t3G>uU(vsLb7tiH?xh7o}+w{W(W@ZK{xw zQjpg)Zv`x+MD{z<-4%w`8VmPNkn8GnWtuHknma16w#HvrYRKsPrJBZv;#8b5g3M@4 z9E$ZrE;59xI$GwyYE{xzgrZ2M>)F9ZVTIBVj0pd)xf=Ii3|bUbyxhldX{2Xo423GG zUe-3_D*XeRlMRM(G~%r9V>D1S-B+%5kZ`hn2|`_O20cDdT%z~S$O$OXdc6K*K9gfw zgI<_8sOXL;A*Drc&bmYlW}OUEl5_Q+@C^x{8YVq8B>))><}D-K^MvLSM6e)FKn-JN zE0qca-7!Ykwz<;q{n(4v^(5=!Y#`<^!r8#GsBMKYqDU&5h!0o`NHVYe!stEO8H^in72IB2qgG^`0 zSu7DO=f-B%Av|I!T;r&1dYq%Feo0AF99h|xZ1c{?70cRgfJs+X=H42dp4_zIdAZBa zhxiN(%#7v}jhifk$lS~RwedBHZ%UFGhX-jr;alqPVTOsyD%1|$>6sn)P6sIECQKPx zJ`trxYSvO)I!kd`kDVvWf@PMjsv&7QW$e6oQc|6C^&%znDYNL8ZY381YJTt0XLjl+ zQszk4rT#~@rs(AhuMmUhxr5x>O4?7~ZO7Vp{LQDd{4L-SCG;;_BVddW-ML?{1fT~1 z3WMK$D4LIv5%1W)Q*05mPO!Ki>QK{LJ6tKre|ZRhtjP+?)a}dd&p=3~$WcVBJIEPk zY?8P;>xeW8ew=%@a-<3EN1awHYX6Y$soN&o->+F+iz4U`yUK6h;b5o@C$$&+wv>Oa z?5l4bS`QCtP@hSAlt1=vm5GJFK^|b# zl+Pik1N?dZJNQP?l~tR5QEvvKPSoW4)uUMk7);4B6Y#mK9t9F++P&oV1hB=_TpOc4}NvHK22A1$7ifx3C* zabsQ8EtR%}#ilPtPdbG}5|03C+39{T7~V&Vw`sdX!0=sUQggIWpn0h*)Z5z`Ya9t$ zMY;ro9Gnnrh>s|rnhP00&1(%Q=qF})TaTZEkC*6&4o07sVT8MhbNrJwsiBrc-hs|- z9uGNh@izT@($MC;esd9TYf)1Sgm+S57r{roAyU_eNk`g@=I=qWq3?DbDfHvc2{ zgqGdTNGgXIO|^@#s=n?Hxd(Y6_#Ikt)`C^o#?OXd--2qz(MXTj4bigHuwT9@1%IE- zimtIv8-8uFIO2bj+=u5-d)3^q+q5LOi@gfK$}`{T()tZ?0e)Ay#se>P{I3xPc6G$; z4NNb#7brex@t@IM(NB~y(so;GFdS!ogk=>E{XWytJjnTXmn2v5N%WCF^s(-~YHSOn zYee@} z2mST|N%UOB64WE?1NV#d6Q4A=Y~OIri3cejvH8X_JX!NpZkpj{PtgUg^1P|G^%_cv z4Bx1w=;Rc@tF$L^Bu(yyc6bUpz;Jl=m|(m>b(VWh?ry+6n@Gt--|+wfbgHzV3MDT?G*>x2pKDf9BqzFqpjwK3}e~tuzjC3Gf?-q*sUR z$BwP$)QEC5aR%F+tirpxm!SNANIR$KOkhXb*S2kawQbvWzZx@jr&HUuZQJeCwr$() z^v=EaJe+f0|1WzbS;<>gRO)`@Uq(! zs}ew2q#;}wvIou?A5*pl6w`vB$utI86JP6V;Nof0aN;A^a$b4!_ERoX#j4Z>-aB{z zhPAus8zO&;_v$seu72}aiC{=P0c5WH?f#(rOY6$~^k1VgCcdc`cX3=9l&%&m^Vy0E zbmiHE7J;)g^l!3>Z(jrZfQ;*Gm>HB5PVBe#qwS9ZCigLp+VMkPM@0B!!lJOi5_Nf9 z&i8q{piLtta-S`Qbyn>UAcg8@I`qfSHQON3ZsGSsF!85QoV0-^m6@Q|?q=t5Db%k~ zLJ@t4k0s^q{qSBjHC6{h>3a4dfR#264W=LxQg?R70(S|A`kb`kemEV*eKWztHj4fl z2AWA=pHkXO^iSp9sbo}&yu4XCLq6l9PcI8{!8*DRyOhq10eRuP|=-Qk6`cA;HJ7r5}s2+Ieo zQZhnH$NOwyQ>+uqHJneLzg2Vk z66E{%L!VyR?*>N(Ca%KMJEQvh0Rw)X#H$TYG$o=3D9Mb!(j<{qgyuF||E3Ip=+U02 z$%^xwWV3!?gtp!gmlt7-wTaX>ndAk(#$0g{&_HT!*)jJZ)Q!j>$=%0PNLPM{#-o=&`PT4(>ThOF@7N8!BxZW#@hLt-!!nAup#s#W9Qn~ zQwLn1% zRj{63p(b~*pW}=UklRppXA&#IXK~%qINCL4infGS%m~l0a_BrKXUqHiBY>z#OrYzxxcoN<*9KE7tJu*ym3#6);z&ZF|C`3wq4jc?Bv91> zkxpcP<@8kGRSgQ88w|3e-H@AN01nc``GIWOtLY_kgPlmFyd;P>2{G!^d}#xq(DadI zFN3&aD-8D9O~z&2o*}9|0x|qf@=se@YGu3$BIv#xq`KJC-dhL`yeEeg`AJ6^+TrfG zt&vC%jL5BbMy?nfk;3`sL{C~>Ge`depC2#7mux!iv^7S&w5PRs-356!LdG30+mJUL@UPBXeK; zpKe1FWceU~7sPD+{`xis8H4meI>3GMMT z*?j1C{;?1=BRr5ahd#gU9#R^9tSh-0@zsrDapP#<4 z^AUwf~sgg#tP3Z{CBJF3}P|( z;<=rwVqq#1KWOND_z!GdogYFd5`yZGV?7$+z^0WC*hAg=pPVnmHSNc$s6|G%eICQl zEXWCM9y1X03dfcAjD!-$NB$9B2J zU|S72M>B97snw>;`$d#c%+gp=j7L(T`(#m!WMt8h+NnV;;$}IaC#k%#;si~O6R<{x z5$)vXWy5h#i6|!Z#G7>&v&0)h6ohZEhKhuOr6C^Cp6dajL)O`^2diXNX3h`a#b1p> zU4M929Kb&XM1&3*EaAe{Y>UciTUOrCse0vtI~+a4Q1&C|U~A2yj&7XG>c@-k=o1j} zirySi5m?&_T?)!F%hP=*ET@V=7?geU6m_fj7n;+J_DTS4g$uexuU?AdjYkuXdN;3U zEQUJu8EL@tWztG&+%pLCAcq_ezPq_?MkONQF8l|CZPEP} zG%#lH%Y}TBWROS=&XCO4ceg^=(7#eu3@LS?saF`$qA+7rNiO4A&xLm`;BtjaHs0r*O#=vdhf!JUzh>Jg|1K(qG~65{NYY?Ga^o?!P@}5 z#<-4>*3d0YBrBkH75^SihVh^u2R(mQk3zZb*f=Ci1{6v;2<;KLlqbhcF%OGu&QVH& zm11LO1n9Vg8FF8A1;U_Jw~L)cLwN%4{p!$`0@}-_lnwdeUzkIRVOMTTo@KpOj$+5o zodQSAf@XRqCFe-Ej=knQin?1-={Ro8C_8QX&M3Hx8eUISR_2+eBWER zx~hWb^Rl5u^rz>He?H@mcndh&%$PDQ5z~FXs)l}23Z16dbhu^h&oKa?i1n&JqBHE< z;*kmLHs~k=FR0MHfPKV8$>%h5?hHXbfjq~rSj&%CQ#@npTy-c)OIfJDKwyQx3rI#xK6TjqgGd;Yooc7ZwTCypUkePVR%Sw5j+h{T|%^FoUv0zX3wjebwnaN^2JyDFuX`>Y6xzXOqCJ zHEb>jD3Ntl$ckWxb3kh_b>MtKDIG>Irb`y`>ose-CBh3dAokrfY0yqW9OIdo=9AaA z!S_q+2i>?fY%Bv?K+xdcG7i3gVzp|(Z4_tI3`5ErYs@d2qu4P@o2X59G*Ktt6M+-` ztMOT!)Jjo_irgs>5rLJf5JdtI{*wTxiw^)ix2vkhHrRS8qh;#Hgxg8s$|o?-`)mT# z;tC83Skk%`tDHO%gl~UQ`?tM)=Gv`<8O?)BX5aS=FwG-{qRGc!>KEv_tQp$c%K;gS zUhJSj2=*-^atsp^*eQ@_g4J^&xKgPZ*DD*t(uA{$n=sA_)VvJ4WtZM2Q`Vysuj8n! zvbJ_`tx@!Ea(*%iq3!uqoRQre_JONu?J zLgGLx(#~#KhGhB;al8t^lyhMi7^12nB=7B$TT~H#?Why;^~IV};gZ;uTF)1nq&8f`2R#Z9io;Z|)4 zcD^ZhE*oFD#IwxoA1utey(GejP|7;4cI`;}TeQ*R$heqC6N3X+to)o-mWDaPiGios zHDIZ_A|Y3LI^!;_=|X|2z@d*ephZ^XtFA8cN6JEW6bpgu;L?N(u%QMLhal|zCF z3@SScBmIHu9Sbcy2c1>GWZi&M_XX?M=PbX0eAz8SJvz-$zB3#{pzh>Dm4{d1I5B%B ze>#I_97VJ?@aBjZBu_4F#ikz-qx8E@O(f1^T(N*LoU|Y+hNLKOA)VnOGiPbp*1kfD zkz63}4t!brd5cvj;A?n^!l1&NF*Z+JAg_9Gsef*Mxu#@{k15m^7H;4IfrIcbK-f zfk`7(D6Sx*tP=TYts^5UgCF#FdtdJ2tXynZwghV33Ci?L`mJ^>NSIdG@2o;VhK{pX zy?)jBbuV5|3GPtFRq9ri!Ye0Co8Np&3Z#Suh6QFJm8XlVir6rCU;tOy6|V_6y( z&0t3p_5C=_;ViGSc%!hoCr4$6@(%b(TJ0TQ-QxIp?7>>7bpg8KEy0-Xj`5Fr47y}SY zDe+fY?t;bg0#I4@$VeD(`EkCY+48ZSDPu9$>)xwY*6k_6jZ5kG52QX5NCv|usI4P- z#S3d)+ILah5ZR$cY>6(Uk!a&j!K(;rP%2kBM0wYm%@1_LNi_ME{7pYtt1=Ht1G9zm zwayvL9Uu~E3jd}ufq2B1fG^ZdlC_{^1huP<4nYE}V!lJqpf5TNHVlaB)mu z-iB10|G7^4q5qN%eI{AHX}zK7om&Q>d&3PCJ4eR=<$bH&>4v9LD%CnAt|V`l$*l7n zdD-EgKiqQymNK@9{WqO2z;xeVc6fOIq;(WkLZ>0&J8cl?G4O5H?2!ai8)Rg-j&56`5%?5S08$y-R&h4|K zrxM*j+e@n`mKx?i4g&?>f7N)Bgz-Pv#9Or-FhWo@yaRB z^qi0saz&OlTP$yc;Y&c`;^WkUu`1RztpMaD`@?YAIS zI1b7mgtM{w6L@Sg%)^!cGm6|a^TN4(*^_Uu?5}Tu?@We zzZhwv3l@~(R+A$J!BTD|;7(@|JNm3j6-DDK|DD)hWsuJU?}nQwEF>}bP9HC68NZ$>jaYYc&GL12I4ujG`Hzz8n+uO;l@*`~`{KL!ZsLu=WID zu-eGd+Ey}6@9}QQdsoXvM59HS$x-?o&C(^k zhs3NBVVma%e+Lbff_hJd`maO^V^cCm=~UdQCXe_E)T^h{*&Cuet1=Z$!&~+_k?6vklh=313-| zLuXJI-oAq{ZP;5Ak{Js#YzTUqw5JDTFX$A$&NU5SX57^5d6%kZFC#cy!{tR4D=F#4 zTL2~Yt{y*rGAMGRu&sWTkJWEm@ z6&RM*9uJ%Fye8iTXH1il)`KXeK&i7E+#f5Nq)=e^lLLym$y)bs<9+gnbz=cjMs@j& z&Y*C=>#0h$gIOl$0{O|8D+~57AS2* z%OqHRzgGJDa4hR5MRyDPdB}9H2i~+9y;7b&gDo$8X+0WtwuwFb#%yVGx%TKfrb#>& zwyYLv97_sg`*TfkK)(jJD+*9c0D|GBd1=x<;?AbKV<00!6Ft3CA+l+bp8&4-1P3jU zZ{eWZh6EOSs9I^z-KQY1t^Q|T)RD3s^41b|^}cl(e&e|;Z&>DuoT=nSN+kFi_jy<7 zlM5ZW0Z60_Lz>}8{j_c)oup$xsqk?Su)u_KFHo$gkAxG z77f=!1+a_CDsXo=AhZ`yp%elOVKRRvr|Zsu4tOq445x zE>#=4^s-F5Ygo*m7NVH_Z$({0u1cOZWzp}_L9@GR^30`Ao53V10^!u&+mRY}NK^LL zl;(-*g3LQXtku1PN9~feM+|u(re-D{WLSm= zfM`%+k-YZ{jak-7Y+`uCS)+D3_ApVciR8 zo8k6vvPHGD@mZ=`kC9Sia4^WZgWwALIDvIg1tiz^$oJM^1GtBgcXsa#{P-DNVzWA8 z^*T8b#clZ_Vv2kv$$v{Nnkja`cd;dXJ=I)E@g&Hb(!8*|T;vh-Mq)AvrDY0+)JG)d z+?cy;58MuCrwz8)Nq}$`KD_KxF)E>Aa;4gALSdyte`|1sCRZs+HD zTw=7BO76tgXEnQ+CLe(>FQ6-GNxwf0b!3U`@zLwI23F8R=^l=asAVuW*j z@WJ-eI6G81kF(l;g#}&+0EQCUIw;CWMxQWJl@!SC7oejL#!7CUx?GiOeD0;QESW}f*sV4viRsG zZkv0vBxgg?MGgaap9owqLr^u&{$+U|sr^9b-%GMKyWsq}qW1HJ`KgH=1}XL?KI^ zf~4)Y7e}7@7MdSOD#3nr?I{(yfzt~bj*T9Wp9=JEOY_BhwQXG|$D{Bh?dOCyhm^`l z;#zZ)mmKTHf2j;FuPlsB7dxOpeVqq>Q1wNX@*jLEvCtl)NQR}Y2`~Ui%*)8Dh2z#> z@}nVU?{a&`2I&j(kJWEC@M#O3+E$(d5WE|+>Ep&31iTnd7yZy%nKc?381~qTL`}mY zA+WAk^xvdtA9dkj(ozgpj*UxPa{Pzs9ZXVj-b3n3Q01Q4_+AIr@)}Anikw<4=Y`<} zBPGG-tbe=p)DO@5e<{N>3!|%Kgn62@+%0}W%9LG2_>oxTRW?(mE}r!;95kWJk5VAi zPsX_SFeGT zS6#uJI5ynCh4qu6=I7i817Ad!rpkab86A*vV@;KXpazQj^_?Gu!6L~a2dJUl(#ZWA zV_$&buvs21v{KirtL0D{12Wj+P~H2hS0W>gAu03S5F=v$7TCZIr64O%-+5#sNk$+M z^QgknMVo1A#w!e75kB^zDqFMMwh>zaX!=tF80fUM5mqQ?Rt^=%a9CdSP=i7km3Ld_ zs>F(~&KM6#*Asl;SD~KwaW2iOJ(gAD2B6xX0$iGLa(o;Xh4&1E^!`F1KBoedWbw{jL zJ{&5U>1|0uZv>{vZ4}*2$K=SnW^;rWVonVk`%{!-s1@3^)|sdr4;_g~)o$lBR1>FX z#wmQ`oeEQ|+%MGhv*2{N z8(}G|Y4~-u%W0p6F(S`@LrB6_u)8hDz?Gps8o_(^PeqY+|NH9)Hp_C$N})cS1(gLR z^9Ygpz8X3Pi5+S_=th$99uu242ATM8zeRfcniTmI=e|9Ffh4Xad%U8PGBtTw|u{I zLHC5BKNVGN`vTF!b^R>NS($sE7wYGkyK>UKiqu~fayBYg6=$~RB}9KNd;g?u)yXOV z4IxX^1(^d|s|LKX8qi{6Yi1K+rxc=|8Xx|FRYo@6nhSy`@dw;xT#70RK;*1N;njcY z79x>F=umjF7GZ3aInFzfJT})#IeapZ(!O^2AKF7pA71ZiA2qqOHHceoJ>J1%6`}Ej zGa;s+D3mJ9hU;_i;etaWL0t)3a!tKU4h-Tkkz=ihS2eVJdhj@-ID(|egToAt6P+k` zu(4H~v-zn zh2yi~W)XUSinID_??s(?h>Vf`z&c}2f@17vi(z?7O_FhSHD_n&g+6#(b9tnC&^Ty((@O?OTt z<+4ZX!6= zZxP~h7V%&V!fq-)4$#OVY1zhfiqczDq-p@>eU&j^Lv2nF;m{yu9FDWRo{UL<*rd}o zXULM1mzs%~M~{uE=w$hZOS-HM^%UWV8kgJ<&1b{8H*)X9F|xIiAKqh9_EenDk<>>W z#Ix&>pp-9$e5ws5;8FWkzx1+#Q=g?v8eUBNJBVgG2i;k;&ljgFo7^ z+Qn5*TEL>^xKhO<)eiF50ivr>N*(lzs>5|9|F^vOZR;M5;Z2or=ZsJ#n#@Y05qCAu zwag3QUGus&i@j%tl=~eX$vapI8p(H=)|eEYS5e=8$*17_E;-_VD7o=a-z6KvM5!{t zvSORy48ohjWES*-4wzKeyynM4HMTDSk}-EZ_c_={QyQD2ERuJdwUE*psYlbYcn>GG z=zWLUt|Luh>9z2X42>KWR!01r0;&ddr?g&=VEye^zw!P?Vlg3xI!9<(ZtC%BzssQK zEyq9qR+>V}sCW_b)F5Xx@RBD~D16Rk-+cZ5Rscc)E}%^~lRKMSA_*tVf;F^Dy(GUQ zdrLX;k7RigDqu~^Hlo7n8Ev%d!q*cu64f$!g(tf)+1}_u3C9ivZZtt)!tK_b;TKbdZ%0L9#&}weBS5aR^z9Q!P(MdT=hbSirGL^6Dw|cCg(YDw%lgTCysC^k$fYD7_jEKc_!nQ99>iaW znamaKk~CDxXiJUC4UP>dA;1#DpJ1R76pWq%+#YF}rsdrSmtOd)X9GYcf*EBi@yRQ8 z+arm<-hK(_HTyG-f}YOqLvU6H?2|@cya=m4Q}0qPzhCJ2$;^gI0_Y4i3?!FJq=b?S zDr8G$j1|Mt6h1ZYj>tI7M1zzRnt_A_6V+2Tq4L%vC)&T+nMa2>8a%X9hT$2frc&io zsV>Mdcm&9y*BLcuXwbK>{ziuhtyA_a?5Cn0tUifZrFPWX$HlZg#kz%a&={Rgy<^wO zX^iWYZOe{<8mHn2bcBVmMpTBHnMcdJ5(r7H!FJmDLWJeCwaK{ES9}y?t?j+1HaOq8 zR~JjNol;noj6d{rz!Vby>1U8#wVPF zJkGM|=aFT9dMAu=aa4hEp(uE0%T1b%NGZAg`NFl$XZJ1!$F9#!b%ji;OoS6AVubRC z&SiI-t^$(R>KgxzY97p}u@ntxXxD2Ch!Ck)9y}mg@>9@CWo`)1fJ_(kh0=?|+pWx{ z#h^W@U_9RABgi(J<(QQpAFMB-B~$3=j+l}I8IAMXA|pP{h0s^k`=hYE*GFgo;1%Xe z-BAF5wZv(0soN|$oWWF!_BMSF}SMp`@{53pAhEa!-e21ym_x+2$5`Y0wi zCiuUh&xPlU{Sifx$6Ln_*eh?gHDvR0DwU=v2;>h9e%POSC9*E=l2zh%Huscmmdr`i z?A%T7)H4UEfdmEsVobIlC{VhDrO4Q2-f{ZU3XWQ=re#jw>QZd%#w)xu2{Pn?dTKWA z`I(UWmQ|FJ^cu0%$9rrdnClbRxCenWL>6l5;KU5L?+$VTBPs>?*xi$u$s)OLR@DT< z{QiADV@(*YP22CrN=~$p*GDD4*;>DemQ*>iidxy`Hy7o8!ailO-#yBt0q1~mZ^JmO zEC=gRRbF_2u0UQ{x#+&^04+HnScaYz*Si&01#4>@X((BB?1V1bUs8KN+}Rlm42qvm z=Dp)3H3)?GObi^LqQKQyAq4`9c$4Y@jf+ApI9g}5V~3FQf2AueZ-7@-& zV(3SNVeQQqRWjrv?%yZ7p3}A!sapO<-8EeXbdO-g0qd)0!iu~>u)kHnG++M`)+#iH%zJ_323bGh!rcfN?>Lx9`MeH z9+29ml=ZygDkz}x5xZ`)>nZ#>lFF7$ zd(v&8bjm5dpOE&GH%8(u6jn>uuG4M}M5;2>em{EoJj7~(hH$2BNh*f)(%u;yD8jrE z>F5^c@@RO$=ck-k1V~uZ^co9Hy><&H7n7tQ<(@WJLwjpw~ z3&}!u8OtiWvd`>IxuRi#=Zwh*u;|`IhNmF_qJvf`)oR9P8K@)aB#cuDVqiWM}8>XKq&<`yv=DtGK z$**N`_czzKS2E8a&lk*vm>dKWCuFRl=@)l7Mh=lv9E$L&ZN3_WCm`C`p#x!IP+Yz( zX(%^wYSQPuuh~Il!ZXn>wu`+tyevHCYjGqB#zr3dVdBu3RKP>8ug9$NG3Jza!B~WD z-GvrtLajCZezQ2kMK~!J475$D2IgnM9fl-pPWbr3fM_-&mW&GC75juJ?@I`GWs#09 za$LXy=5+33s1i)%L6gBF#DQ}M*3>KPfX1OJYNu>3u>dCb3}@YxmPUft%{sqq1`&1- zNs4g`R=3+1)|v1}qXU))3bu*DNwPZ{nN%<>8Bi!8amhP$kbNoHG6 z9oRPE^_{tdMsO?;?CC&p6G&gngXP_+Zt^)e&&Z{HYm&nhZRkM^yR+O4!qHEK{y0ST z%TfUJq#`z1od>RjjawP!?C>}u6>A%@f24awly9+Y?f3J+OUF^wI|UrbI=4{@1ln#a zz7w(GdJ-!HI#M}z`yWU&S^HqU^y+m5Q3{Dsm8R~kNOR2Lu}|WLX+?RR923MiX|xG> zoR}8RMm3aEhk{k;2|^PCEybc4%~q(9op)n?o>QOTtq@{$<_EhY0&gD zmk8GUMaU20U0ABohO1CLgBt zVIcrrXfHKzS+TXkg*Ij&W>5|%C5|dF@t#Iw>o}IPu*m`$&jErIolb7RiTBH(V|TP< zisozDZr#Xbr1|W$-nOv?1kO9+oI=+dMej8oPvj|W%)TP$YCXPe(0{Ubj%3DgSt1N! zA%UyIYz#vq^_I3xhNf~|tt(jOgc- z99G?+D1-SG6={d{WvX&%!C+{GYQ`MPXqJ0^+l3Dg^y(8zK38stT<1~cmMX2b{6UZ{ zfnqT%hN8QU$3LJ2i4Vdy zS9uwI&-v|>1^&K+6p^n?e3a#!LZ7C4L)MKdT^saINNM&(@@9ftRwcW!$C#i$TsV_I z(f)>+hy4y!Dllute=YnMZta|tgMKP?0AeRE2_>3>^H5%`>{9mfyY)7*S})x4up6#G z5ano#bEI2$@W{z=9pqPWa26h&-+k#112)gv^F+fvD{Y^_Qp+A(RAM~rwBM_oznT|r zI77u!31DoYG#qrwum2`IpThLMEl%}N*FnR}Co+5bH?{tjs|NsevWxV{(bvJ>Ml(+o z2|0|Bi;_*B2jq|BRzgYU^4!R5<;Fq#l35(G%mim9uboys(hs6by&^DNWRR`tbX*5P zPf=sey9H&|7?XQ{_fFV%OIrm0WsVI#50W^m#ExZr!mW4fdeZioLDz+K{)5MLNjYP5 z=qzrjehl!|ASYVSyxha+sW(ag!dA8#fp7lIg^guq`##;gbo<1;-907XOJbk&-W{`Z zzdo=!;qM}!+@cQGDWbG%Fq?icR8_+3AouY(29MHe^hzjPJ9_UPxpFt3Uq0BnXV}zB z7^49awHlfa!f#Dv_LpcYJ#CwgHA+&MNlh+@K}*pbUUKV0qifC4EpYPXW@JVUiKG$+ z-lvzMRT15jr)VN;X{IrIyb#ls5yPUpdtFNX8VIZ9Ox)?b{nT0vX}B8sNa4j{@_@@GIX^8*spYAH$~_1M~)RF-R0 zB=}Y_+?9@!H6GohHha)kEM;QZ+A2v0ir>!h0Ii)X-iez-UnBO7R6buYhyE12YGHi; zzZzYHuf$y~&ENmk_}%m0yZq1Ee;e@46tVwZlL+dl|4EJLaA0Jw_qWg0gz2L~G5*5F zf?B?0UGnPCUdX$Onw_=Sak=d1#))%`j{_2kX_#$8<2genH1bC0_?V)8wmg(ZL};k^ zb4+A_nL|7V`q0fxpCtLZnpAMcR-rddk9;=f5)L8( zHW(Kub6Y*?#*-PB5Z(E+*>j7mSzIpUDCi#vhZU^6-sS4EgC-!AgZ;n0UPc73=1Zp= z0y&PQ+C?kJ&L3DIICdC1(lxM*s%q*+BFc~~-#ukHJmMp3W;uvO+I)Y?cUXZCGZ|=R z_>FNyJfYYweH4VbCQcc{>2|Ca&`v1XNq*`^Ic8|j*i!poa|9lt^+#Mx28(p+>vA*j zawx2r>`5*5V%k>es?|y+AIfHkcaU&Fa=M#5&Zaig!-FY%QEb$hnj$(W3So&rsm@W7 zq?_yq8j>ZN`}WP=3j2_;0r7Hpo0@U{8KtEe;ODg|;^fY4dtsZk3G0T*&PA~SlJl;P zCYg#B=B1)ir8D<`0r9G_2@K<9@tcDeZ9`YLNe<^-fOY2VBM*91vz7O0d{`sdn@M00S4|kMOa)2NP}}ML<>rYJv#5 zxZNa!Q(ll6&5R^AKor12nAE8hsS$RE5&1`u!lD>lDhSigoHB84zufK1gWq~&)do&* z;Nguyb*R4WysL?!-?D#vq6uj<-%Wud%S`i0xMYAm`N7{Y82><3owSbuD(o)S(;}mw zzdbHV-{yu3Jw9*Dn)Kftrno6tA|496s;{=}Qs)D+G*q_f@Ng8yh_}3Cz-+uvT`W)#4jt+m+n}?&3`7C~V_*5q{u$U~<5S^K68CC6?bw*`)|d36!@y@*v7@e@E|;b}qds%|O`NJCgBB96ImSq? zR!_n`->p1E8#@jHzL!|YbuLXG5;2r-nKgMAI2KCav0E@v*TL^1L=Efg0_TvXH|2!O z5xFpiKql*wqYC?l5?kbz;_->th>~=Fw)Lduv?y3%#-m8;8{zuzsFH-5BV@OmARJbT zmlwqit-xizt#fF*c>p4&V{?{8Mzl%xK(VYH*8x8kt*5{8B5Fu#F4iXD#K1~!ZXV{Z z$3K{prsXK9V=#9bZ1i9?B5O&4YAJv{L{UNSU`LF#%=V39Opz*4#Vb*ngp zyFh72WP8lj@lMZEr)C14)agGUvIPAXTY^Y;X@>Uni1BE9`$E-8|+bLk+9-pq3SCKjDisTRK#M2^OUhTFi zD_&9DH0t%#Gc>2pJ5_U=`8P8qf1AX(miECSK)a8y!h)RNrQHJj-z2sAqt6K6AWExujTK8-opI3k63jC28lNWgbhv7|c$t z>|9C6UpYL}3MvsGC6vc+G<>tPP{n|V&^ag*vApWuUTl*0RDP&^d)7pghXub8nAXtX zcw|@JYI33hR!eyGVucwIsYoz@9}e{$52tS!7^|^8%RfrDLsD3jVsxsLcD9V4aF%`! zQ#-jBj*M9nsZjZ;#XE7lh}_s)qFlBtx<-1Wztor?Wq_wRlpl>V%BWZ~8ZPI4INRxcY2JkG%Ef@2ScZ}?!00(4bBCNa2p)JV1?pNzsB z0|RvNBEJf~)b^yz)X3m<70UYaY?|rD^IMskz~fr5a2bx)qOhgF%AZ@p88l4_0dxGVBIxiqu9m> zrW(ev$6S*1Fdi@UxQF*e(DxTOt%Q@&aq@X^9A1{$`lhM^v}R!8LEs<(X_xJ_!h3QjkSiJl^S|{C2_x7y;kmMel$ITWANe@t-B=kn)T>yj zL08tGjEhgCzUt+;?_BneouS6rkd!%y^SFMA>tc}kU?eeTErN0%t8(8%Fiqygg&K<7 zu;k4#XX@&}Pvp|YcY{yCm;LFNd* zOMljX_(u_~oEHLq*f8YEQWf)p@0X(h-p77gV+`Q#(P{dYnb%KMjKM{d;Y@^U5xPZq4N7 z3F8fHY5&auFyIFY-jhZrAS{w#qAnNr_1Dj|8q8 zx4-8Q6hc;bxUt4>5}|?X?66pnP&Z8p%lKTDSy8@3f&l*G(HUk9zp5rUmq1b!11c+w zk2#12$JpFo7RziqOQTls2H28N%-|AGhs9>Fs_cFtYr>K>ZM(v01%189yUueohJhsK z0&!7d%eM%QC00QJ{3Q{q9_L6a{wT!Gz)ETn7$Y#18^xtisCfm3i1k&>Y79J~&65(2{%1S1xHho9Yw zfY5D_F#RTb%j^$9nEq`Lw@#dc3q}u|9r|o_KWLi+)IpF@E3kGFL|FiOZ=moO{^;7P z2rX)w7p}}-Y$kl26<0Is)mnt98Hi5H<2tUN{tB=-X1yt}nPB=Tj>P?dR+*XP;yKXP z4Pheh8g=9_Zk$3Aa3yJZ$X$3dEsKOJ2E&JchKC4Khqz^a3i(ThDddvh6E?!gvysAQ z8Gn_ZKkcQutk{cEaR%*?VFEoNp0 zi)=B2#ai8O_r{HV@qWFC_v7?rovg0znaPNXuFg8yAf{rFSCk0;3|BkWR8%@P2dGG> z$Ze0$D@>fz*E8E?Fvu$mlI0BG!&ZV9G4$WXPu2@xXwE3?*AYpwy$2DnvCpCD<Bje}16@nSO>A3+d{jG=T3(oSzA zPb{7X(`Rl;*3L6Iv?6I?vnKBfP#`N4yHWb7_6&Qxh|*<#(Rpo>P&f}(u>Y!6mJAlC zxr(x3xC~_gwt7!PCN&EwOl{-SAw|5&g%(?VCQr60$$JgWTLQtUci4U{7^tTL_YX24 zWcw16QG(t9Ju!z^wfShIwq7@w8@@`*2e1Y&&hnfHv}kuGzfNR^l^MYlKS3VCy-YSV zjnG;Tl%5Arpv_2$-<)4JBiK<)nu@e`U2DcJaI@U8rs5`NIcs>GjxYM zTyPKY`qo=0TU1v61NEgSamJEsDy28`yl}>H?Yg0ljGjP8Gi(cf{En=8SUx3kbdO}C zR>w_)ymI5Loh68gJPRU(qN2=wf)a2dZDuA|=)#I(Lw1vhBTiB!h=(b-Lu6)jQXW8T zap6XMByWr7i=?_fY6XWE4p!;71&4Z%uJSM`D}g5sz62s0%GXm{Dp6xJ)tDoa3}?Yc zEkqQKS(ihtE6@m4oI)4le%$glE{Xj-W-kGAo1cT-=nZxww)u3S$<#)^G&^`B`@ok> z0%FbFqLoYpZn==GDexCB5BJ+QRd!`GQr7vr6t_e#%4Rk&>3v?ppRk!VRF^R2FmFnw zUg|G))a5W{_)u9e2!Eq`hHDa__<~+dB^9B@u1!wu0irCqaf)lFLed4IX7BYnb+mTD zh)Cq*-|@|sSZTuTe`}G2>YmgL{Cn~Q$3p;@AW3IpCWE|7EFSa9NI@{Bw8FuK_9?t8 z;(L-X*U4f5Tz;P*(k$2+3+x16&!DWS@4;Pe7sS$6_WbkFW8aUD9dNM!L+>p%y4UH3 zi|J!z_;>r$|94VILhtPxA9lf_E)g#o$S^}oO0rYb#;WWi^ zFcvt~w~PKEXIkddoS2pFM1&Cc2K(giDJY6x%YU_0Xm+sMPbaOIOG<|BOrF>$(GoA8 zI~@guY~66l2uQ7bI%A|#gUIQ%vlN&H%p)x%_2*c|9&@3}&Kkr_HTAe=nd+fA9aVE+ zW!@Lth_iM{d~+kF7>%}>r%s0j&*DdsIXzsbS8YF4Z>z5yMhjqY8=H8 zBOc}fF6dmDK_UGd;m#aT_L6+w!VMZw%uAM14l@Amn;_iO z<6EY~xl*Cnt6B`cD$kRnFGca~4VwYAUgrp&?kgmJSW$***p^^vnG#^B<|zD}e{oUF z9JOM1_!V}yGFKsWk(9uYB>zJyPrJ+EM4#fdPrdZ9ksh6kNCj)r(Nq>wZnSvaRy11; z4-yUsx(LsM90D8~wo~wC8*(N{6TA#5=VEGi?A$YaIX6&2h1|tmfZ>=34j+q~YziRK z+pVbSE=-&^FAy=r;LbZ>r03pxDGEPswkf4m+m5b3K_X)%AkWsJ*g{GCrsw^Y``_H` zvrbpZ)$0QN+>B~JKK*kUvhDgF4V@Yk+y9I@RkRDRs{mn^wvoeALK49xhu_|Z{zbZ{ z>I!7FQ8_pLHHx{+9!H-m;odp+Mpc8rtL^q&7_0{uIw0++&^K)UV?j`)+RA;aT&;Gj zNAi9cawfqA#jmuff@&7PrkYyW=&TsN&aTbmLvqMm0|6sp&gTL`=6i1LO>kLYb)u!) z+@#&bn&ND5q81aY&$^T45ot^*5*Ty7VF}a_e(i$F5`bST_W3IP3p1H;P|#+)Lb5Yh zL3m3To($8OsWAe#d7L*hfbdNxpNx6E@u;UjPQMQdAxN1|624F(`G#nqU+0Ey zzDUfB1fhaFW3!;b61!cPUD66MU1S7Gs(>Ud5daGQnP|T0>8w>RkI{=+l2Gl`(Yo(fLRH%CY-jIi1S94#-&XFBxwLS5SLSL z$t($FnhlP5fqyE{H7y4?jtwjQ^W!!&F@cv<%$tRB`eE#RoD&eOw*Iq|K^*zXnR*<8 zTQLWAgQszvt$;FaCbuCUBSr3n7^?+vIs!q1G>2@l65tR&j*mqBl_RuK~bhreAoMEBzjyytLV)1IHxA z6RN%f!aCzhnk3_@h@{1LqqfDA5@>QhLu?~9B)s)OORjlh3@#PO$Gzjd%y2?0yV$fW zP+J&3R)tgpeNC39iC7q{SeuEkFrNM8xw#BBO+w5yfsYTTyV&n_K1I8pBeICbo+?TT_Ub-H9EFgBu-pqfeS!kBx#YyPy_h_F%GCK;ZyDfYa&eZkenA6#}Tb>jIZ#4Pzr^r`Gh*q(;e zOjbS;IrMCJaE1vc?7YTerh&4Xz45C%#cGynLa>bSlu?QBBW%`3)qic5*JR9K2wh~Y zLO97PR495>m;q5|j(L?#7zt?9x9U`NQzBHXs(RxEe_5mV7MM zM=KZ#3H6Cyx5Qg4qPHvwiJSE80bB-3M^itcI*wpj8F^v^{PNYX!VOfm0a~3 zN0fFo286#MtZ6MmqIc%Y+j#s2euKPN(Z3f^up>$3h8?aH5617_lUq1Sm?*e%{loJQYH8Zw@(0CQ*3K-Kc;3R8yOpMg0MMfJIsFnj)A0_Q}BUQ zx)S+_)Hb8YCXnT2Jip3h!|rbfV0}&f3s87GenXCwwvI(p18ol^ajSX-!rXkZ7eBsA zvMG@nvo=k0zK{)Q+DgzCgeuY369`K^Evp42_&}|D0AH%HW>uil(XnG)51s9KO(<|+ zT4UEK7uZ2RFd?UeCByR}R|(`}Aj>5}zpZ)e@(3K~+XTb8HfbbVPVa`!ks?*YT!KU4 zfe9~+b2EnnTANU%X)uiuzPk#YE4IK5ZUwSn+=@OK-P4mpqwp?NXFEGPx{1y#4~rXg zbyt$})~}wYe7$& zp1d(We1b3m!K{k(J3}|4+GS@k32udOjnsm|HXRH0x^PWu{V+>%HD{lpULJC2TJ58@ zG*(&zG#x5I{eVo+V9!G6xlVMbv1r~O+RXS+628*FN&sOY#_UGF8@Ls1{k(jf;$EwG zNz>v3L1r>~lruiruO!?WWcpeLae*@U_1O_w-lEdejrfEO>1(?|f41)jk%GW9nLxTA zs0d08*0@@v#w6($pXNqiFi#WeSW7x5kH%IyTKoAK+GEV~s>7lf_o2)y^50B8vcg3H zP_cd@KaRa>oz~t2cP*W?oz`Rzv2j;Prl2}wSD{FPJNnry2Fd^6rpqD4Z^VGPK)ZsB zSf~h8-64V~M48wLJYIC(aBdl-r9d@O<%4;goWajl7ID|O89w5u@H(lOGud+EQiO^I zZw#z*a#-x(ypft%zXJ^ddq!s`9Pv>gNkm|la!8D)o|+*L&7t|0mKuxr#)KOuQ8s>r zAh)F?x$lxpAZ`L#>&W9DRFTozQx5ue@bXHM64_vgeq|JF&+~uijLX!c%d}ylAS1FR z5(mjruhrQt`_uBl%`alegtzJCM{67yl_>o@+c^;Ly#R)fu&o4Uh3@2X`s6`KGq;;kwjTk>SU*Zgm zHsr` z;jPP>NEhBwDQSzcKIf_8>0QXy3WMzQQ=O*owI+dv;|*^fth$MuF^iV_%H}hab*yrq z92_@+EulZb$5kA;D$9`mIknN9vLBka)sU=6pgr#d1mhimdL`~xQ%GJW&FzJ!qI9fE z%Bc^7lH=Eo|Nb-eb*M39OaVVnO6*68dlgzetqj#7PHf;hnBQS)PPq3sVT?6y#62n) z<$-tnfCL$-fBuW;+@tZNST00PRfE*54QP}2fq>zzBo zRa`TImaO1NoRy`H0tzHf&s7x@xX(04y^&`)5!*;lOR&?PqF&NPrx4w-drfelgLdk; zL?ldyXNjGpvd+S}gHTk{+A?NMKP9NKf|0a!K+;XylK~61LIaU#5>4S`PF#4o@WGxO zcgji$0TwjjPH59u<+(VoUtpJbtk@~TI~xljtTs??*#6W<6wOx%-=Z&M80w| zxz?!NB&(fqw4zqx)s?#*{-o~-ME|=AKstt%oG?dUZMPs4cW%4$Q(3v98as9dJ=gn(97?^M1cBQh#FeZ2lWQn#<6QoTKvrJ4%o+moRE+=g_-I}IvM zN}cGe;gETa3=<87={lUmJi{?yd!5M$J2SV*@d$QOARto&3v*{Q z6Yf2+B9;C`x%8Br7CgHiw$Wa7`!#ZVFg#Jxy2kLzYl=7J!L%XR)smha(G9XpZPcsg%1kwbL>fvnVk_` zAH_A$0P9b@f+DycY~S);ovE1%W|4Nt6a#kR`X><_pj|tQks6i#(1mh`JJ3`)G0lTE zmma(UEt$aa6%HTiS&wuAyws%{wvFIEGHFQm1rl;<;+}OFfkJglNd>J|o}|oso*Id_ zu`7%MJ<%{Pkw3(To+&DiC7eD0HiKG~-ZXhbvK8B*FN2!jkomqn!y+pyC>oq??#zg= z{iQn6O{D#X?~rjsbT-7CR+zBRw$9 zv}h5wSOYzJHm+=h8KinEwA{?o&gQUH ze#bGDBNZ2;SX6n`UuI^CPIwD=A|ls0N@mW0T8)eSnlmv$o}GeF0?s3K1m-X|WI~|# zPbH5YKo__RsLV1`E3ppQU29Vqa}1r2B=w?AMT}fbHA}grt&Fv>?k7y00RyDc-^Dbb zw-1VNMeZKKxTE3BVF4=6u0@!5orQJ_0R`Cg&>YBULW$Cd`C!hJZu0Oy+A568z8Nbj zY1M{)SiP;+Arv+Ckd?tBK5+(7t6IBmA7E^GZB@&&HuEKgCM*a z+uikKMQmwE+eDr$<fyd2MQmSne76*!mm+eG*nTx*(PgeD_LV}jUtZ1ktJdnplbPU zayp}PG4+)hUbR0z*I63)h{r0r=Woe>EhUOM_g{f|1hHbz8E)0;SVZa;|u za-|>oox(w97ItEtC*xHYWSmN)I{iw){$Oafx!1IPJz(24z-`*Z-xj@Ki>M#yMi~fg z)negAMRBfOgOwyK=;(r^Jm^Fz!D!ciU6+{5vr&pXSbT^mSf+uf6x}0L&R}H!)WN;_ zn$R3a7km?fHQE`k+t(QB>fYKA&2&w!hmj8P;OhQm<2t(2q5f7LPlLcA zgF;?o&7p$Wr8|Qply=g0&5ov*7}Cet`O&2$KF0SlhFEDq_(p1|#C?vBe@H zCD1HRmzbdp@7xb#w&7ITPHLXM98{nQA|@?Et(c&|&=ae;bv?)03E7hY5KfRY1!5j5 zNX@IvGe9!KE-1!~ivQGl)RzkFpSqNBmI5y__%W6f_5h)TCW?*BY+AJ9NiDyiD>H2g zcb41E>d2Dm{*@lM=pxE?g7nO~Hat6RwWD6nwS1!B=B<|d|CjjzRLlLKe;P|Cnp`x&G**vTHr>bxMlBN#!5dxJVnXisrC-x~BJ#*|C}d0edFD5xe(SYiYKFdpDE9ncx`XsY~eE zpVg~Bg?+d(h!+m+uPXX-9XPRg58U1;ZdT_jKrl29r;Pk1PWX#zUR{P-|SH|HbJ zS5iK(pg{~cWsdw=No^$){_*C7IzjPbmcR=Sv1w`QOZBr&h|}||?)Z-70>oZ<%+_cw zvSV^jn<*Krg5#&?zA?`u^io2#aeGj-8($V?Mf+mP1()EfSms6w_Ga7|?=tZU+%G@> zN{mZBB^u&Bkrm8`3ka@lnjJ+nKMXA4ASUrxlNQV`-1U2W?rZqLHsMq|h|_BBRg31! z^LXqcs)K!}_0GaFPqo^zJ7zN>NbBhj->AH*0c2$Unag%IMdH-Ojv%Z zG$m>?oqs&_!%v`JY;MFK9gyP9+_ltR0P`6XbvNfnm-Qba75SLCe;VjXf1~$6Qxgxu$^N7gSyr zthgkdKCd1qX?$zqP)Er*cOPQ*PXRC{FC;xu-ae!xBva{Xwl~!?ME;G`CATCr`tm+R z{Zw9FTuT(S<7$fZ#!~dxaKZ|lg{&c>93ojXoD9Ak^54K_CF2QY9Z2uZfuztr5NNFG z`bgFetmQn-N?fr(8G$s~1i`WI8?L}QtN;_PKw|vZFQ@>ASc4|Y(%6PQ|2QYP;mEi; zr*Z2pXBu;3xDi^BZi*IxAi@KzWhx6)(e1{p?MdL7VXzwwbN64%Gy?uvIkRkK(wC0LjMp^>eXM zaX;@&`#NCcqh<1&;|s%$y-DhPCuQ#i^04%o2_JifW#4MP0@9#Jt9UzYYVh*-pf+Ca z8PLyIqixH*-B)bgk~`MsAEYj%nzkNP09w&Z+rV zc;3n$1G+Zkd@1*vgqA<{!5FdSwG3NT6C3P7(yu>bz9?TiwHN}#W%bhr%fp|UjN=fg z#M|^-CD_kP`BZ-Hqg^i75h8ZAL&k@w#5cR5 zni8&;ayG)C?q9pX#RPPOUM(J?LSXlRAQGaT#y#Bvxlne$J1W2aO`S>9 zpMmgBRrEcIq$qD`QX`C+=_pacJjvB`RY5^P*y?9G57A$tBi!*8cSn9-nYpV$?p(Uh zv7~@};YlxLrArXs*OQv73w>(nh$B(_nq6Oq_FYFQpQo{G-(EW@0Pp!u;~(MYTR%{3qP=E|s(m6ig^wna~_bizb6%$jJKmK-fQ(0s?CU_Gs>&!G_^JW=jD8=Co@cxuFfXpk8-c!0T7; zG#wWh8ZOAnU1F|Kco@VYJHd+q3gglvaiwGB&DdO9SAtSCw?AFKAlAaqHB@h_XhCB)n% z>OB@`K_e@tzf;+v?kF(5T2ft$I`92};D|d{trcsa#Qs3f_S&wIr+khKs zUCBs~g$vMhhBDgE7Qxm80D+XR`kDZ$Z}oQY_Vexvt~US7C$ol86i+8JID(?0W_vt$ z6seyIzvW%k7j2Q37R?LMb^CvAp2>I$!0BACCSQA_87K|>rzyA6lNb6wjMnT=>b(bw zU;o89dZO_Q?TwF`27P z`fTMsSWg7JXvU@wmL&B}Hf91`+G4iu6$lc9LsXa|PBZSXVj z$lsIXn%{vKk{IP1WZuzU#O~c*Bn_lfw;wR3)CtE4(?u*Prgr- zQGK@CY(eF|PgGC7p44B=7d&b1eP6%eL;L3SO1tuUS-E?#S3Nhoy#p^u{P6`M1i{~e z2!5LvEnnAY`$EUu#&!>aAn^`@!}MP77tz0~K_rMMNNj-EIIuVRMU0bBZ}%Vy673+e z?(EHe5%VO)M1n}Hw|mQ9jnyx#&-K#?59HZ;mvO4taIM}eHwr}L;Pbm<(nj1mNNZ4Q zjk*x)YKYBHs#~a3im%<`JPzGDCK!S9bVZAqKv02RxoIqSA5Je1NeZV2dVsoAgZ$E$ ze@O~gwaZ_5q-h8Rf)9@!Sri5Z>^kfiP&CIi2;2{kH`j`A?Pc*?TPBp#}QJ8gAxqJ9ZKh6$)AlQ~6DQ_?86DM6##YMjgN@pOsi*3D_W%R41{|oW? z0SzQXwJkGR-v2603rLAzTBKFQ=HuOcyBRBz&zkC~< z&~Gnu5~@vIkrRhXm^g?jI&gxxN6NQNNPjA`_~Q8Z8a}8km>F@)+RXeYL4+m_(=S6Idp9V6{2uOBNh$LlSQ96wp<&90SI2(zXNRqo$6beM4`AGAa!vI!EtiETRGu{ z3Gy$0I05_hGv!#=( zOVC(H&PYx=&FR|)qyzXdlK&lW4Rjc|}A=+0{2 zVg`d}pSYkQH+=~CCa%lKp>BxrZ^#i_Ihb<`lU!hDZic2*>?`eAuO==Z*4mpI>Z-}Qv0|sY16vE=HYHQX+6tDi$$56Kz`SY3l{OtTK0Wa1R@W@KBp~HLCqfR7-S zy5r^NSzwR&Ce?Xz{Wrn!#f2gOB|dKIeXzV(Lg*JSMUFpVdT*Phl#kz&`w&uuN5q@+ zi-*|?F%i-FLqvRpo|m_mH1|6{+I&R0RI6_UX2uKWrC7)v>4W`t@vyvyCCaQ4aSh)2 ztMK}yH25>C)1lkbFXa5yy}N_|V>HEGoLzen3ikZ_Ie7HnPF`QEz5lU4D0zI{{o_wV z_gfIc{6D2v>(F1`A^a?U$&Zb6x~I-v5nJgMlNJ6J+Gw#2_5VCxWdgpuo9cCm9{-E? zx&S9Fz|ij!h6M<$)}esgOt(yi1g<(?oRSoz>UD9$!V<04A%Ry6x5$MA-Z)-NkOboC zbuq(kzyH+74)uRrWkL{z_%~S{JooeMwuprNqQ_kU)mziBngUiJ=jV4|sKLl86Rha# zj_oQ$q3%V?WYAph!^X1kv5NPF2?_hzFLy>%Zw-Sk4A@-!pZaj2{$Z<3kfI(vwyR); zxZ5ogfpbY08{dVkgxxR5NScK^-H{S5*vs}Qg&#vJJ)sf=N^LO#>kt-2FT~dyEt3J~ zl?Fl{@9_ehf)muH@r3aPU}o_LFCB7$=T7_cwt<1tp6_}R!hK|i$y+P{(qI0UtR%aL zw<Rs? z$n(c46B60XW($1??6v#F010@PeisvH%>FBy$V@g{s)IpG?iWQQWX<|rRG>M#RVFyH z$Bh>HVAxLgi(rzXTKz5}5RL6B6Aam}jh5;l*lPE$VA?O!@4^CkTCdVUk;#Ac4uXw$ zzYrxEDAMmj2DMwR(m{}It+!MM!n*udEDdDqcR_>dE%wzqMM0KSoHMF&j(%@j=E6gC z2c!wap(N(M1{+P+*Oh3XdNW?b@gR80*={Tl$do_FH3-!vCf;SQ$jQL~S=^2#*XKnD zmTttdLkL7A$wGPsV?0D5QO1l_G}O5Y2_%b|b@oFgkRQm(Lm3E`(ShOlEHdj_g#yCL zgU^=J@6}C^fCtEEU=@0cr(fNAp`OZt`$G%JrhQe5!TBcO5uu?+X7H%7MdrU3*%5OU zEDw?!({!VZk(*jv6|rNQ4zEKFc9uz5Tol=5)KoyjNxCx3#3txJv#18gn{JlP`=#mfJ)OTv!DQ(TQ;pEC9@m{im_a`t$e1QLs~ zEeAie2Q57fs&d&}6R|}m7VXV|L!6=778?mTaJs=EHdNQ?K8{LSU8m0?UQ%U?jR-6_ z-FOfkD(!UdKs7F}(`WozC$Pmv0Ggj}w1`5cce+=ivXs{8(~8r4(eOZq(+xM#AyB7# zCTd|}oj#?wc!e!C91!+vY*9$>PWMREo7_5mQgN+vTWnb1^vTA92&7Y|yBDfTR-Hbf zxMP{^*Y`+1*=P|7HR;r_Mg?Zn>EntAmfB)N12s=J+(bgvI^DHVjZ^CMF~y%sY_Xw$ z948wbB9IcD?lPzi33d8Fal|hg68Lhw@gOYD-|5bS8WdNjk0ee|Y>N#6>;>u3azQ#p zKQVlRyonkcb{0h~mxgvw@zLWZ^uLTE*+(1SFNF#A6z64k6-JE!MaX`@>?7W2U&8Do z+$c}H3LB9Us`3)U(v*ntmue)t25CYAg+Zbsc`)EGGFE1UVHEbe!y=II&bZ__kze*7 z5lFy(Qw}oZN1}Zdjc^k0H9YD5TRSWUo$;5AN4o!VocRF_{vu7Wuq{kO3}@zz54%@< zGPf=aA{zfkL2%c+1g4J^dbrobk2JKOh-l|rL`@6%4U6nCE{%&fF9{a9t5*-ff;Bt{g8oa94Wd_RN;1)LpvvFH*8I~9;FotXw5m=~?bxgQR zEMLab2T6sbF$z;Z{A{+_Pq;vV~4{4${yCof%=h={; zI(XpW@~Ik}{E+nXvzmv0x}I9w2NjA%)^P0iNX=7#8q@cKFVzb#XY}s?Pj$;AIwNpo z#c#HX`fZa8n9O|N1hw%BAYt|kpaF5+I+2eky?ft3ikCHB-7^(}bgayrqUrTujJ=FE>d z1$QxjG6lMYN-58VE6>*-|77A9zmK|FO8fD^DebcGcu(L#m2yo zR2dBSr2gJzrakUd7}oy0vdqTUDVN!jH?!ebG!8TYy#J6d=xJLACb{px-a#N#Ve z3Qgs3>Fqw4rj_sMJ}Tizf@lqf-Wc~t$~ad%XsNCV&$`@5A7oUP{;|zCT7cu4hF0%} zMJ)@%&i9Vt-O(90fqZk|0gm(Tz0#U>T{1JN3J$Qt5>HG4>{5pIkW&ImAR|_-(6Y35 zrWh!V%12N#Q-p^Ac!vKfS0ItHOCiAv|31sNRYuZ2AL6~6K%px7E_q2uy^`!e(Q}Ry zOvRQ-#dZRZRw%^H4|a=`NO>O$?b{108Gm&8C=y;N`p{T}*#~AI;%EZCybiJ#gd+dx$&4B>oK1OMy!V zz5heH$ifGJ`O|abh^nzP_Cd3jND9>T+l&ymLt`~1N@|Gvl}7uII`HT7vluJq*wjSQ zt9JSTL&FczMIZ`|sd4D7676F|B%sh=`4Xi|eX(yc<+Yx^TSdV9oZy8h^P{zemx}dW zEUB1J$v)ro-ond&;$ACPPYCe403kJ4XmGnw3SOIJ>o`%~Jg4Fb0M%=sUeApH)w`|V zA{G`b)E7~m&Qh%$yh{xa)k}zkQvM~DuLV{}6Efhbu$PCk-6suyHged;nt4rW!KHl2 z5PUhbJ~iE{P-ggx}w`VR2HwVj(adbNpZLaRV)!4hhT8uyzv>k89U)D=Z?9ohadOfMrv7C_lHNpGjlHbH4Dzg% zGoexR*({S~NPU=`!CkVw+AUhM1km6FARhMYvH(UX{oOk)SeErM+7&RzhUt}zT<;U3 z3RVI^m(Ykwwg9y)?>37F@?V7|l2_`CCV>l`-O%lN@#OCWVJDRnskd>+t-)Diq)=5_ zBLysHUdD3k{}?*)CRhAA{%<>$yBk=}wSO;}vjbYhclvMF|3$t$|Hu3ApX2O*I)C7k zD@uhWpXQ;u><4VCPz&xjQS<-hyB!+kdkh_IELQTY@_37k_ke_tzlamLxdDmpbr3tz z2ofjK@W+#5g&lc`7eDz9eL=irO7w%AfQ43&Smg^&wEUywtiwm-oWn$L7mFG!%*+1kL+?e_C(qGW}f)%Ev|4{YU7&XnT9#c`XQcF?vK0~!%L|rpFpZoAA zxp!&ouLDhAK{73~5b|(|Jf0#glS;x-vd`^A2B#y!$$=(D4HbnVD(nkL&UlNxb&PTk z=Dzbe6C=)>tHY*oY`7Y{r!AjoqWS&eaiprUtfwt`VaHpV`yrRxS3`3F(x{qcjsgwA z?D{_=t7W4$nz(`<0-FnWwpA9E8zqZhTP(W}VNxPmpAe_x^M7RJ;ePlo9G)ZNy1ub@ zn3ci&kyt#832_t8qO$bRm5A55JEAZYKKme058fH^PSaoc`~ERZf=z6idV4V+P**|I z@_H}3JnNC4cSBmf>E~Tci>UFw8FksD-_*nxJm93?#3t9_j^b{8A^Z1Fp{=_`&6zU` zyFhYX*38_!9cu{Hzw25KF?}bx-#W?L{G4KoP1GIW;eS^zI ziAkA>y2xRvjQt||J?-L!aq?%Cac19f5y|&pBV-&1z*yk3*eE0ia50iAcn3@mrL% z82Gj0Q_7*ke)inkhSmmkp%MKHHIo}tA`R4v`2dbP^U_6aaKdhj+^MSJ)L z`&_jw6Gyp|8pppYyd$-5$+aF?5dmrYEU#LuCe}n<{?@a44}HdEq)}%{Jon~u&oQ(I z?46GdlbLcrO(91tYu)sZ2GaZ5x{^FlyO=u}fe0Tku0Hp^AK0EO$SvxT^#c5L zFiN<`$MtXpAi_RJ+>`l3B*MR)9mh=Mv4?ml6Hi>ouX*pmtfU!8o>M+81nzAX&sI{N zy$@Xaim$Vdy#ScUufXv!d+2Cg`6?E#A2*famPfVWL$^^5!C`}>Q*aJLH&x}S?cOxg zod3wnC6ugfudKQV=|sF8@-sWERQf!BeI#i`7%VK?1w1_E}-UO|6RM>*r?XDAwKMNG~mO z#r)~KJ%n8RhOw#uqHe~#K_{&~GpLd~&Yn?6oDK7rRK8c8Q@Wdwk(zTu=iT$pa6Bn1 zkQUbItW83mYLYV*rJ#FIJL>r6IchPy0CP3 zpZd|wGj{mnS<4EQww`+{*~;7FK0a;BkqSGTR}Ej?&6G|1$KM@0Y;Jzi!@oY4{)>T- z6(>#<&b*UiNH{u*f$seFHxA|&F%Kw``6MNu5XweJlj%1ECBsb~f`M#lr_A~aLY9Rj zyb&2cCl{rmbsvJ&xA?6h+IDiqUHB?~DP0)zLaspr^pirMbcpxdYh3dfnzMf)WLtuj zT2l7j1L2=a#g7&K^%_EU8fG9ip zdx|3|a&E*~M{!kBpn6TC8h^)E6iuG-)wMI_@HNuR?h)#yxH&{<_n!3Nc0q8xgYrvR zh5~pxJuET`REK_aSgzdN&O&zlaMo#isw1l8c`lSP{k^|Qf=7V!?=#;~-zdrT)cj>=qDd~kjPlPG1JpK`s>6P6O$!M@1 zR;p+Ru!^!V#CtN&HgNz-I7^T!@;$lqN$V3~SqhF2ccA z+F9V(5%Y3&MdioMl{xrGIWGEf zczCMm`9N}yuUdlCpeKQc6nls+6FEZQxpl~gCmyMgztcJyJ7rnLWSJCO1D5`@dDg2Q z?Qr_rOdbFAtKNy^c{X@p^+HuUYB}4v8&LcPcK4Ln^B$v)$N_I zuzh>I=>lpdK$X!oTu6Ex?S1Hcn@) z{m*?^lVOnc;RWqL~YQ1fBXt=nu=UqpIUPC7~%TSZeo5Oa4( z|J!$rcq>T5Ii3Uf5ZSzJXDuh??RxL)k=nYyU1y>DQPykItGeMYGg4eyQ7}=#+M7|O z8b@DxLHFQAg&3f zuDX>nPiBiwCCN6Oj5df}QG9NAA;L`|I^dPP{t3tj;;v1B|28dVcsK?ypj!&w`#n`z zBqK+3Y>EDD0;yg7Ohkwwlh9X4(HC$5je2NtNpr&{PeSZgc0KvHNPEnV63>WAjf`Rk z#{_?$U|w6beKUMqeI;#(sZAF-asvY9v%20bvjrdCb00mfd-zw(=6%2Wyve96_O5xgQg zDb`TRo?1JZA(c?Sfgo8(<+9FS7(KJ{MNZ)b1W{E(N!oNWIwqPUo$P~AsIlaCTm8kf zq)tWt7@TmLdmIOpwrB){(a{dtE(!Uzu5W|1wvTJ0ncd|#+`Io`ei%CjtkZHKr+I-g zAu+Dig`{!o?H2{N56H-s4g|~ke)Y#MmfDv3Cosc2bf9v*>$M47cZ~R;#b2x~3UE3E ztTpuKYl$$RWkNy+5b)I6`Ec(CLO1n1p|HIO437=^7sw~BlCm^v=Q|}H861KjQ|kWN zZ>;yuja6d5+lixyQfIZ#De)$XksO@JP|chD$yhwPI3s}Zp?l?*-9{j!Hu+fpjdJ#e zyB?!DGss!sOBE+%mt`BOAmC6KnE>l3>?aitq}yj1S`{ZTXE2GOeafbdeRpg4R`ovq zajg2!qt0#KeOD z|NlyU8cGcXJRSX2>RSzj?03pE5%#%fj=9NSGHN5F`YY;JGQQOS(_zDe!Wt89aL?3e zcL6X=q5L3o-UYlpBLw8VlyR!x?@wE${aU>3YgW{`13s_9ENfNNRDz=cPC&mC=`X1V z?zl&ul60tMx&rJ)zT*p>)uuvzL7YOHJ?J6rpZa*K_`(kEFN944;{79Sv1&V=wUWaYU(o!=k8{@K8S6 zn`{q-xIPkUmrOsKq3AtNCRjro5L^oPvKDzN5-Z!Ait^=@5b{ihuyZE!jM~{QrXm?K zZi$22onRX_AJq$*hd6y!8Dd7W5BMy4e=#m^Us})mA&Oz26`zsdTGQJTuvxJz|0gX@ z8*ln>Gh&t}atE9aXo80PzS>Tkl5`DIg(O8J**ZwcXzRZCjKA2d*^~?1g zr1=_t6BWE3((jcA2`WO0skr#x?2SuS#1%$k?b@>B3vC{3QJ?OT?mzGDvdk?i*Gw=z zbCNytB0_$ppAfj#9zEavo5)Ak|C%!98Zr&--+rR>+-bsf%N~Ch{fXwCI#(U~@k&?N zd$5DSc4qSzCKod{-bF>NO3YGVtZk-qJYt5`q-L7)pSljvV>-||IbtO$v9#b%VNr}U z;!wOe@k3!dSznvC&YeEqDZX=tmXs9OFPP^zJ^Aa}_@3`09)~Uox^jME{_@vEhkUGC z-|_<%#@s>eZ*8{&dGd^(wcRmmw>lrXez;z(Sw~_4+c{1&_1RBnwoJkBrXZFCQ?V9_ zeH7KOR63wzazMV>YXYauV^pos+zCZ=j*bS;t&HOF{?f$%s_VL=np(C#2ue}9(xilr zA|#>rBB4oBKt)=l1PBm9uL+#UixX4v!d*B6^+G$W?kHf0uZdh|QjvxNNO`jk|fwytl1J3dM; z1d_~>9dI?Di&1PK`;*JPA^P_?_VA%D3#mNsc<0d;S&L{3x-GPY8st0F8Rvcx9P{jw zDBk^|9DfDpl)E@W)yuebIFmSF#nNhc@iL8bQ;--|z`xmlkb^cqUXw`fS8(B!Q2l)Pc~Ht?;N`;$u20D zQf!WmS+p*^*dR6IALrF4Ph^~U3ux}HA5l9y1!U=VSn)}E6;vD zPH4Z>tS6?jjwpy?y+^!r_NJk59iso9b@ zbUB5ZCpC9O+{W3$-11IdU$f~QCXrSe<^ft{f6KE*2buV&rR3bu=!4H#^ z{>)4JT4uvl*g5188ot3WfYUh8`4Z8$TVNg4m9y*7=1yN*U5g5k$(hpK++}~wNT0mT zIy(7k5qE7O!I{K`_93Z*(0V~92F1@SKf6ytAt(3T!4W%ep%7{xH_~X*DnH85xgtjC z;gpfm<71~{K*f3Iq`qq$Ul`%snOz<0&soG#UTr}J1#(2UWqYGt$ny`ZTH`WOsphS! zF2gw$n?;?GSVpzkKzXRt!JAJHX_}li?uVAKpN!>PI*+Nhy$!kW{IEol=>mJ6A9oQ( zl6%n{KC`F}f11+FQ8Xx-i@>~YFB;VA7$#T}#9-Hi21h_uLIYZ8;U34WfuP_XUpS7? z+5XCMEr%-(gQ9XMkU=& z(A55UN0w5tiuz*+C12;Ixe|=nkxiJ{ry9*wwXLa$HiH8So1Cf-mt;F~XoEkJbJnE{ z5c99<3H1jl|LZ`IG=c)ht$UwpsI^VD>(IHGO% z)Y!j=BsEkNL%P*pI$$?Gl*WGTHOszXRRZb~#l$PytGnN;d5reys$rQHntat6V}rkm zqiuK)Hl+hX()xk~QX@-l@Vc*Yac6R2_i16oaLthS_@*nwY2WXR)$?G_u03`x$nDe2Gnkt8%q0J1RGWJc>-avdDI5h=FR26z4GIZdcf| zrhb>$u!cxG!Sr1U@tT2Hm5BR_%J)P&;qyhBlM2?kh(16<^!D85FM)Px{7b0Nsz%^|9eVa&Ec%)WOGX(X<YOCZ!vsz~ zl)jSB=|N0c367FYsTYTXDikx-S|Kp4MZh!V5rR?$Ar;-Xsqzt)36|XM?rY*0zxooHkDJ1Q*MhTX_F> zO!B&iytAow?F&q9%37K0lRJF6zVSimHjd1kbnh>q50TVZB1%tnP<#55^G)#NmP`aJvG$NobUr3G%ix) zc!(XvpVq@OSwSaSqv@4%m!D^Dex3aDEzK!;q^u2BB64MHhDC2ug{jFYlE%Z0G zQ~kH^bXv)C^7ps8Ae!AA&QaX2_Q_m}yQD1GuANv*dd_*xId10W&*84D^egs_>(ue~ z?0yX5KiU{d2pBI!j7V9?C5EAteG5U#3Y;BXV^vDm0aTY)7u#53YjM2wNIyQdR$7)r0_5}2A zJH)ShY`p0!`!*M+wBGlAC{r1=&f8h>s)4dM((z&*ik@%c=haTnhm03%&#u;LT7A7p z+ZtF?7^owl=#etZBX+Yi;dS&;68&M+oy3Q7ja@(Q8irLxgnS6Cvd!%ZU;V1p@>YO68PRJ`>Xjw}Y7Mv!=i3@3h(prS)EV8x)%nhg;6@@8c`S z@0slejz0dpyLTF69l0M~)L!@cdd`USjV%MuGz^f}QzJJ^l)><;hMHPawZM~A1!%&xYFFUC_V z`o6f(y66l&8J?6EDlS+{&ucd;i7w7OpmHd8S`0lhElHTfCai#=L z^9lpuOB0G8n))G;FJCEp^b&2;q5jFosR+-tbDw3G^BScG22E~Ls#1>JkhLeer121r zo>xO>=7$EA&49Pc2XTsA#~$5B<82F<`#8^Es3;feHp&x5{L6X+y=UHTTfN>_sp>se za1HZ0rikwC{#nAaplaO8pcQa4lJIjWj`Q}Kq1>Sor#GT8sPJ=GqAFI3Kcb&Ihnt-d zQeTJfCqC^Ik^+34wT;xr-kVo&4nzB5CwAz#Z%8u#9(S~JM`)0i7oB2)xh)cllNriOhJahs~g~6-<=*cEO!3Zu4APN_eE6nVd$Z{ zFU@B(q0z3#z=N&8X*mJXZ_v`Du$q;@{}L2{u&0lSL*E z;{7vsD6VtN9&?_u;?1w`DdiBT(1uGY?Nq1cl44!#x$j-L?4E1N)*fCri-Z7?9($7vh z8o&Zvc^t#Xl)z>85V*;q*1={E3C)(_`19nH(6kk_S%_1@520nNcKifd>=>&;atR&fSgEn@Ps66>?4nSO+lx@q1E){HG-exw8oAyxT*{vALWx9CoXUcqQ!JrF8{duiQKWquJK#ZhmW%^VPNYhh^4L2SXby|%w7XZN=jt=F*W z>qxmfT%UIj)z=DHGK7p%1%_xyWA6V5_~^qW`@XOL=9Gm4-akDeA+E^cM&}cCx`(7> zMgZpC(Fk}&#Ghp68G2e3a9ft5vR!QSNJqjjwna_xir?xbEpuDJ+1Cj zS2K$1skn(*uiVS(C1nei)V&kjDw>IW@3NN7fCz)liCo-cC}A>222pzhzB#6kdXLkQ zR<~|6M>ob9*G+sL$H_71bM6VHe46Wax${9bFn=H;)qJG5A0tldn#){XK({zc=ONc7 z*sWMj{I=Gs-&+_PjV_N{(cAmLBGfS|`E7OEsw1NWBbYX_t^sUHx+YJMaF6j6%J>=w zpF;KAosYeDy}xL5IXv4C6ewHjty(+6KDuaMUg5-M4C9=7Hx z_P1_wXF)JmI;V26t4=eNnN#0bF#Pn!1~*KW|POyB&ZSvW=f7fiGUKFu&H zq$M=jkHC$XGAyVxL&y=7wg8=5Z>=h+4!H?sR-!V8SOcPn?+z>o>EVt6N=sQ z%NiVlQWr~1r(ZBG2+}GwNr1+!IX*$9>lZXPXp0gr4pQ6BbUZ%;rBmMtD4O|dpUB|c z!|q|OD6?rTJ-vu8QVVZef}-fQ0LY4;#H$>crW+6gcG91Y*>x0p1oLv6d@6@-w=n9R zho{#hZ&*t!v7n~3X5+HbYl%xb4Q$`{$4)AYX6je-oQleM{4=9R?$O08*hf$P*nl<7 zo`s|6K4=0X&2n1m($rm|^7u(n#3h?W{1TgYUKZXXQRIS76A2D58)s-BtGq;90MrI? ziVqfLDRwlsnO@%?!JTWomu-H>b;JjQ^QR|_zR#c^?CQGRLB8vTCwvVxEu9Y+GquU6JcJyM*UjHc*c(qZfV~JJ##FEK_ zy_&~y2E~Xu=66w9*P&N&kyX-%($*6kpxx9ta;W%K`Qm~plTEGOg`ufyl(w)&%l&r! z`i;nx1j0S)!0|;WX$}_GZ5;gaM+}Q+#~_26Lwi9d82TB1*oi4INFw(2BE? z@oORvmIN(qTD_F9EW>^oa|x9!t1?_;V*7OhC<3fAzV8ji*vQOv3qSVi4clhy1 zY@-V8@76?)w9lHr$w()|jly1DC(0;O=JFgYjdFX$f?y$}eOZ-Wn0T)B^=*Q6PY<2R zm3tk-+e1_KL+c+Ya2I7~f+T36{j?Q;b-9p>2sXW?Qkkk(ua(mFPFU)*7MI}U^dDTv$d%&Bb<(1G zzHXdBPsi{*`8GtC@9pRH2Cz`+9+IBDabmof3k$#8b4azso~E81+!a|K2CzZwK92ah z^5K*p(0p~%O5@>o)6`O1597A0cZ0cStIY?74?lOnjn_uYeK0Xfmr8kToSqsSOvT;) z##)(=agNfzBM*L6@U_VdkTNDMVg52r%POEb*_C{8rR^j;l-j#!yaLGM*h zuZ+NWujHGp-$RC8NHT1EN45Hqr&mS_ZqdrMN15(__t3!{KMOmjzJqBJEIfgIS1x{U z9*b33YPyKUPKYDy+r2fJQg!*y5Az9EW^e~k^#eC|h7oa*iGzTIJdk z*oIuHr`zOTDDVLa8o}2&XERD%%jGD28MZ^;yo4d9x7U;>+?%nWdhkpSEBA5zRF^#Y zbo-3?R7-$@-g!&)v*yrA!p99ZZc$t7*yMH4)4HJ)V zh>>SfV6Ud;F2QomdOj#nTzY<0NmH&kS~Vu|1rQE@&^z(PNcBtMhdM{A+a16H6i(<_C6(_Ul0 z=Vj^Z-b0P9bz}Pbbw92CsQM>(PA@YZe6VS#at5uq&wG;^=4$8Z3bB@du=+2vAo3Hz@fR2vh?Dh;={{e>WHasNv_OW$b0` zMJ%eT5ru%Z)&TIYhCns(|5ptBr`X?ANd2YaFTK+L3zYc_1nPqT;9nLS{jI0pfnS6D z%S=;48z-2p7XWDNZR7R3;hIPf1U2yXZKNN-93Tpo5R;Y$iAza>BxGd&`TC!g|M_M~ z4b+3VI(Rt}&5!~BHQ_E^Fc0F>h3FCp%ob?}`(@Z4!SKsK+y&E;fhni_HIyI!mPaM& zj5}@@9nsl8uS$JqVjUSlBYhzJaoD2^weeuzsWC}Q58;;rd^{u_9{YfvT{L(9Tfn%8 z%k6h!JeLjbk_`)(;3-w|Z``Jlzx9BBBJ*cO1OFyY>}mJq<2&Q~?X#BJv|0&tgMfJc zm|?0fkD&5pkucGubg<_Q4m!tFeX{sDu3cd;cg$VhKjuYX1O z-_-g$H`Ixw^Fn$6g!Qex++2`eE^r%wkA#?v80Z$j(aX!tQyvIJ{8=T2^l-RA4ZQ1t zwDYzly6x|+-0bWDHrBSzL@j^xK$QHwdpOb+@{4f75P5NsxCBTNEDe?smlT&21xX5l zKtebEMg>0)m_0R-B2v_#KNCP&N{SdOd%&L|Nu!g(9Jbs@)#_#|b(SHD-5fb?;@V}-SP{-9C3HW8fzvi8%m$ir2@2&=eWI/dev/null 2>/dev/null\n", + " !pip install highspy >/dev/null 2>/dev/null\n", + " \n", + "solver = 'appsi_highs'\n", + " \n", + "import pyomo.environ as pyo\n", + "SOLVER = pyo.SolverFactory(solver)\n", + " \n", + "assert SOLVER.available(), f\"Solver {solver} is not available.\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uRtp1E6mSnM2" + }, + "source": [ + "## Problem description\n", + "\n", + "In the context of logistics optimization, a company aims to identify the most cost-effective strategy for transporting goods from its production facilities to its retail locations across an entire continent. \n", + "\n", + "This problem can be naturally formulated using a graph. Each node $j \\in V$ of this network represents a manufacturing facility, a distribution center, or a retail outlet. Correspondingly, node $j$ is characterized by having a supply $b_j>0$, a demand $b_j<0$, or just serving as a transshipment point with $b_j=0$. Each directed arc $(i,j) \\in E$ represents a possible mode of transport (rail, airway, road) between locations $i$ and $j$, with an associated maximum capacity $u_{ij} \\geq 0$ and cost $c_{ij} \\geq 0$ per unit of good sent using edge $(i,j)$. Note that multiple edges are possible between the same pair of nodes $(i,j)$, modeling different means of transport available between those locations, each with a specific cost and maximum capacity. The goal is to identify the cheapest way of transporting goods from the supply nodes to the demand nodes, while respecting the capacity constraints of the arcs and the supply/demand constraints of the nodes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Mathematical formulation \n", + "\n", + "For every edge $(i,j) \\in E$, we introduce a decision variable $x_{ij} \\geq 0$ describing the non-negative amount of goods sent from node $i$ to node $j$ via edge $(i,j) \\in E$. These quantities are usually referred to as *flows*. The **Minimum-Cost Flow (MCF)** problem aims to find the set of flows $\\{x_{ij}\\}_{(i,j)\\in E}$ with the minimum cost through the network such that the available supply is used to satisfy the demand. It can be formulated as follows:\n", + "\n", + "$$\n", + "\\begin{align*}\n", + "\\min & \\sum_{(i, j) \\in E} c_{i j} x_{i j} \\\\\n", + "\\text {s.t. } & \\sum_{i:(j, i) \\in E} x_{j i}-\\sum_{i:(i, j) \\in E} x_{i j}=b_{j}, & \\forall j \\in V \\\\\n", + "& 0 \\leq x_{i j} \\leq u_{i j}, & \\forall(i, j) \\in E\n", + "\\end{align*}\n", + "$$\n", + "\n", + "The first set of constraints, usually referred to as *flow conservation* or *balance* constraints, expressing the fact that the net balance of the goods arriving at node $j$ minus those departing from node $j$ should be exactly equal to the supply/demand $b_j$ set for that node.\n", + "\n", + "Let us now solve the MCF problem for the following small network instance, specified using dictionaries. " + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "network = {\n", + " \"nodes\": {\n", + " 0: {\"b\": 15},\n", + " 1: {\"b\": 0},\n", + " 2: {\"b\": 0},\n", + " 3: {\"b\": 0},\n", + " 4: {\"b\": -1},\n", + " 5: {\"b\": -1},\n", + " 6: {\"b\": -2},\n", + " 7: {\"b\": -2},\n", + " 8: {\"b\": -2},\n", + " 9: {\"b\": -2},\n", + " 10: {\"b\": -5},\n", + " },\n", + " \"edges\": {\n", + " (0, 1): {\"u\": 15, \"c\": 1},\n", + " (1, 2): {\"u\": 15, \"c\": 1},\n", + " (2, 9): {\"u\": 10, \"c\": 1},\n", + " (2, 3): {\"u\": 15, \"c\": 1},\n", + " (3, 4): {\"u\": 15, \"c\": 1},\n", + " (3, 5): {\"u\": 10, \"c\": 2},\n", + " (3, 4): {\"u\": 10, \"c\": 3},\n", + " (4, 7): {\"u\": 4, \"c\": 1},\n", + " (4, 8): {\"u\": 5, \"c\": 4},\n", + " (5, 8): {\"u\": 5, \"c\": 3},\n", + " (5, 9): {\"u\": 6, \"c\": 2},\n", + " (5, 10): {\"u\": 5, \"c\": 1},\n", + " (8, 6): {\"u\": 8, \"c\": 3},\n", + " (6, 10): {\"u\": 1, \"c\": 3},\n", + " (7, 8): {\"u\": 4, \"c\": 2},\n", + " (7, 10): {\"u\": 2, \"c\": 2},\n", + " (8, 10): {\"u\": 5, \"c\": 3},\n", + " (9, 10): {\"u\": 3, \"c\": 1},\n", + " },\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We first introduce an auxiliary function to draw the network and its features." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from networkx import (\n", + " DiGraph,\n", + " layout,\n", + " draw,\n", + " draw_networkx_labels as draw_labels,\n", + " draw_networkx_edge_labels as draw_edge_labels,\n", + ")\n", + "from IPython.display import HTML, Markdown\n", + "\n", + "\n", + "def draw_network(network, ax=None, edge_flows=None):\n", + " g = DiGraph(network[\"edges\"].keys())\n", + " pos = layout.kamada_kawai_layout(g, weight=None)\n", + " draw(g, pos=pos, ax=ax, with_labels=True, font_color=\"white\")\n", + "\n", + " shifted_pos = {k: (x, y - 0.08) for k, (x, y) in pos.items()}\n", + " for i, data in network[\"nodes\"].items():\n", + " label = \",\".join(f\"{k}={v}\" for k, v in data.items())\n", + " value = data.get(\"b\", 0)\n", + " if value < 0:\n", + " color = \"red\"\n", + " elif value == 0:\n", + " color = \"gray\"\n", + " else:\n", + " color = \"green\"\n", + " draw_labels(\n", + " g,\n", + " ax=ax,\n", + " pos={i: shifted_pos[i]},\n", + " labels={i: label},\n", + " font_color=color,\n", + " font_weight=\"bold\",\n", + " )\n", + " if edge_flows is None:\n", + " draw_edge_labels(\n", + " g,\n", + " pos=pos,\n", + " ax=ax,\n", + " font_size=9,\n", + " edge_labels={\n", + " i: \",\".join(f\"{k}={v}\" for k, v in data.items())\n", + " for i, data in network[\"edges\"].items()\n", + " },\n", + " )\n", + " else:\n", + " draw_edge_labels(\n", + " g, pos=pos, ax=ax, font_size=11, font_weight=\"bold\", edge_labels=edge_flows\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(11, 11))\n", + "draw_network(network, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the next cell, we formulate the MCF problem using Pyomo, solve it, and visualize the solution." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Optimal solution:\n" + ] + }, + { + "data": { + "text/markdown": [ + "$x_{(0, 1)} = 15$, $x_{(1, 2)} = 15$, $x_{(2, 9)} = 5$, $x_{(2, 3)} = 10$, $x_{(3, 4)} = 3$, $x_{(3, 5)} = 7$, $x_{(4, 7)} = 2$, $x_{(4, 8)} = 0$, $x_{(5, 8)} = 4$, $x_{(5, 9)} = 0$, $x_{(5, 10)} = 2$, $x_{(8, 6)} = 2$, $x_{(6, 10)} = 0$, $x_{(7, 8)} = 0$, $x_{(7, 10)} = 0$, $x_{(8, 10)} = 0$, $x_{(9, 10)} = 3$" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Objective value: 93\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxoAAAMWCAYAAAB2gvApAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAADPK0lEQVR4nOzdd1jVdf/H8ec5TBmi4FZQy22Wac7URHPnQC3NLFf1a5d32/ayvK20snVXak4sxZnmSFTc5spcQKm4kaEyFDjj9wd5ykQZHjiHc16P6+K6Dt/x+b4xpfM6n2WwWq1WRERERERE7Mjo6AJERERERMT1KGiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdeTq6ABERERERZ5aRZeJwcgbZJgvenkZqhfjj76O30fnRn5CIiIiIyL/EnU5j5pYEog8mkpCSifUf5wxAWLAf4fUrcV+rMOpWDnRUmU7NYLVarflfJiIiIiLi+o6mZDJm/h5i4pPwMBowW67+VvnS+fZ1KjA2ogmhwX4lWKnzU9AQEREREQEityXwxqK9mCzWawaMf/MwGvA0GnirT2MGtwgrxgpLFwUNEREREXF7k6Lj+HBF7HW381zXejwRXtcOFZV+mqMhIiIiIm4tclvCVUOGt4eR/3SpR8St1Qkq48WBU+f5cEUs6+OT8rz+wxWxVAzwYZB6NrS8rYiIiIi4r6MpmbyxaO9Vz394982MalebBbuO89bivZgtMGV4C26rWf6q97y+aC9HUzKLo9xSRUFDRERERNzWmPl7MF1lPsYtNYLoc0t1/rv8IO8vO8DsbUcZ8u1mjp+9wMs9Gl61TZPFypj5e4qr5FJDQUNERERE3FLc6TRi4pOuOvG7x01VMZktzN6aYDuWZbLww7ajNK9ZnqpBvnneZ7ZYiYlPIj4xrVjqLi0UNERERETELc3ckoCH0XDV842rleVQUgbpWabLju86dhaARlXLXvVeD6OBGZsTrnreHShoiIiIiIhbij6YeM1lbCsF+pKYlnXF8UvHKpfNu0cDcns1omMTr7/IUkxBQ0RERETcTnqWiYR8Jmz7ehnJNluuOJ6VY7adv5aE5Ewy/tUb4k4UNERERETE7RxJziC/zeQu5ljw9rjy7bKPl4ft/LVYgcPJGUWssPRT0BARERERt5NtunZIAEhMu0ilQJ8rjl86dvr8Rbs8x1UpaIiIiIiI2/H2zP9t8L6T56ldwZ8An8v3uG4aWs523h7PcVXu+5OLiIiIiNuqFeLP1debyrXs91N4ehi5t+Xfu3x7exi5u3koOxNSOXnu2j0ahr+e4648879ERERERMS1+Pt4Ehbsx5FrTAjfdfQsS347wQvd6hPi782R5AwGNKtBjfJleHHeb/k+IyzED38f93277b4/uYiIiIi4tfD6lZi+5cg1l7h99sfdHD97gf63VieojBf7T6Ux6vttbD2ccs22PYwGwutVsnfJpYrBarXmN+FeRERERMTlxJ1Oo8vEdcXW/qrRHahTKbDY2nd2mqMhIiIiIm6pbuVAWtcK4hqbgxeJh9FA+zoV3DpkgIKGiIiIiLip33//nW2f/wdLTrZd2/U0Ghgb0cSubZZGChoiIiIi4nZ++OEHWrVqRYAhi2fDw/K/oRDe7tOY0GA/u7ZZGiloiIiIiIjbMJvNvPjiiwwaNIg+ffqwceNGnuzZnOe61rNL+893rc+gFvYNLqWVJoOLiIiIiFtITk7m3nvv5ZdffmH8+PGMHj0ag+HvCRqR2xJ4Y9FeTBbrNVei+jcPowFPo4G3+zRWyPgHBQ0RERERcXm7du0iIiKC9PR05syZQ6dOnfK87mhKJmPm7yEmPgkPo+GagePS+fZ1KjA2oomGS/2LgoaIiIiIuLSZM2fy0EMP0bBhQ6KioqhZs2a+98SdTmPmlgSiYxNJSM7kn2+YDeRuxhderxJDW4e5/epSV6OgISIiIiIuKScnhxdeeIGJEyfywAMP8NVXX1GmTJlCt5ORZeJwcgbZJgvenkZqhfi79Y7fBaWgISIiIiIuJzExkUGDBrF+/Xo+/vhjnnjiicvmY0jxUxQTEREREZfy66+/0r9/f7Kysvjll1/o0KGDo0tyS1reVkRERERcxtSpU2nXrh1Vq1Zl+/btChkOpKAhIiIiIqVednY2jz/+OCNGjGDo0KGsXbuWGjVqOLost6ahUyIiIiJSqp06dYqBAweydetWvvrqKx5++GHNx3ACChoiIiIiUmpt3ryZAQMGYLVaWbt2LW3atHF0SfIXDZ0SERERkVLpf//7Hx06dKBWrVps375dIcPJKGiIiIiISKmSlZXFww8/zP/93//x4IMPEh0dTdWqVQEYvmA4hrcMGN4ysObwGscW6uY0dEpERERESo3jx48zYMAAdu7cyXfffcfIkSNLvIbdp3bz9fav2Xh0I78n/o7ZagZgSt8pDG86/IrrDW9dfb7IHTXvYM3wNcVUqWMpaIiIiIhIqbB+/XoGDhyIl5cXMTExtGzZ0iF1RB+O5stfv3TIs0sTBQ0RERERcWpWq5UvvviCZ555hrZt2/Ljjz9SqVIlh9VTzrccvev1pk2NNvwU9xMbjm4o0H0jmo5g5K2X98AE+QQVR4lOQUFDRERERJzWhQsXePTRR/n+++95+umnGT9+PF5eXgW612Qx8daat/h257ckZSbRoloLJnafSLOqzQBIzEgkNjm2QG21C2tnez286XDbEKndp3cX+GcJCwq7rB1Xp6AhIiIiIk4pISGB/v37s3fvXqZPn87QoUMLdf+zK57lt9O/2b6PSYgh/Ptwtj20jXoh9Vgat5QRC0cUqC3rG9ZCPTsvX2z7gvEbxwPQoEIDHrz1QR657RGX3fNDq06JiIiIiNOJjo6mefPmJCUlsWHDhkKHDID4lHg+6f4JCwYt4LZqtwFwPus8L//ysr3LLZAzmWfIzMkkMyeTHSd38NjSxxi5qOQns5cU9WiIiIiIiNOwWq1MnDiR559/no4dOxIZGUmFChWK1Nbo1qN5qtVTADSq2Ih6k+oBsDRuKTnmnMuGQBWnRhUbce9N99KkUhM8jB7M2jOL2b/PBmDqrqmMunWUSw6pUtAQEREREaeQmZnJQw89xKxZs3j++ecZO3Ysnp5Ff7vaqnor2+u6IXUp71ue1IupXDRd5ETaCcp4lSnSHI3C2vvY3su+v6veXRxPO866I+sAWBa3TEFDRERERKQ4HDp0iIiICOLi4pg9ezaDBw+2+zP+PReipOdo/FPLai1tQeNM5hm7tu0sNEdDRERERBxq5cqV3HbbbaSlpbFp0ya7hYytx7faXsenxJNyIQUAX09fqgVWs8sz8rM3cS8XTRevrO3E37VV9q9cIrWUNPVoiIiIiIhDWK1Wxo8fz8svv0zXrl2ZOXMmwcHBdmt/wuYJVA6oTFhQGO/FvGc73qNOD7w8vIo8R+PI2SNsO7ENgGPnj9mO/3riVwK8AwDoWbcnfl5+/LjvR/63/X+MaDqC28Nux2K1MGvPLFtvBkCf+n2K+BM6NwUNERERESlx6enpjBw5kh9//JExY8bw9ttv4+HhYddnVAusxpPLnrzsWIB3AGM7j72udqMPR+c55OrzbZ/z+bbPATj09CFqlasFwMn0k4xdn/czn2vzHC2qt7iuepyVgoaIiIiIlKj4+Hj69evHkSNHmDdvHv379y+W50zqOYnVh1Yzbfc0Ui6k0KJ6CyZ0m0CDCg2K5Xl5GXnrSLw9vPkp7icOpR4iKTOJAO8AmldrzqO3PUr/hsXzszsDg9Vqte/MFhERERGRq1i6dClDhgyhUqVKLFiwgEaNGjm6JCkmmgwuIiIiIsXOYrHw7rvvctddd9GhQwe2bdumkOHiFDREREREpFidP3+eAQMG8Nprr/HGG2+wYMECgoKCHF2WFDPN0RARERGRYnPgwAEiIiI4ceIECxcupE8f11xhSa6koCEiIiIixcJqtTJ37lwMBgNbt26lfv36ji5JSpAmg4uIiIhIgW3cuJHVq1czevRo/P39873earVy4cIF/Pz8SqA6cSbq0RARERGRApkyZQqjRo0C4LbbbqN79+4Fuk8hwz1pMriIiIiI5Ovpp5+2hYwnnniiwCHDYDAUZ1nixNSjISIiIiJXdebMGQYMGMD69esBmDp1Kg888ACQu2St0fj359ZWq1XBQmw0R0NERERErmC1WklNTaVp06YcO3aM8uXLM336dHr27GnbEyMxMZHMzEw6derE0KFDbfcpbAioR0NERERE8mAwGAgODmbkyJG888475OTkkJaWxs6dO3nooYfYsWOH7dqZM2eydu1avvnmG4UMsVGPhoiIiIhcISsrCx8fHwAefPBBJk+eTI0aNTCbzZw8eZJq1arh7+9PXFyc7Z7PP/+cRx991FEli5PRZHARERERAeD48eNERESQmpqKj48PWVlZAHz66ae0a9eOY8eOcfLkSe655x62b9/OunXreP311wEwGo3Mnz+fzMxMR/4I4kTUoyEiIiIiREdHc88995CcnEzv3r1ZuHAhANnZ2Xh7e7N37166dOlC+/btmT59Ot7e3rZ7GzVqxIEDB7jpppv49ddfLzsn7ks9GiIiIiJubsmSJfTt25fk5GR8fX1ZvHgxr7zyCgDe3t6YzWYaN27MrFmzGDp0KN7e3phMJgBOnjwJgIeHB507d1bIEBsFDRERERE3duLECSZOnEh6ejodO3akcuXKALz//vvMmTMHyF1JCqBjx4707t0bAE9PT0wmE++99x4HDhygTJkydOzY0SE/gzgnBQ0RERERNxYcHMwtt9xChw4d+Oabbxg2bBghISEAPPDAA+zZs8cWKi5ZtmwZjz32GG3atOGLL77AaDTy7bff0rdvX0f9GOKENEdDRERExM2dPHmSY8eO0aJFC8xmMyNGjGDhwoWkpaVRv359tm3bRkBAAFarlZycHKZOncrzzz9PWloanTt3ZuLEiTRu3NjRP4Y4GQUNEREREblMQkICw4cPZ/PmzVy8eJF+/foRFRUFwNKlS7FarQQFBZGUlESPHj1sy+CK/JOChoiIiIjYWCwWjEYj69at4/HHH+fAgQOYzWZeeOEFkpKSmDx5Mvfeey+TJk2ifPnyji5XnJiChoiIiIjkacqUKbz11lskJCRgNBqxWCwAREVF0a9fP8cWJ05Pk8FFRERE5DJmsxmAESNG0KZNGzw9PbFYLNSuXZs9e/YoZEiBKGiIiIiIyGU8PDywWCy89957zJkzB5PJRK9evdi7d68mfUuBKWiIiIiIuKnMzMzLlq39p1OnTvH1118D8Oabb7J48WJ8fX1Lsjwp5TRHQ0RERMTNWK1WvvzySz777DO2b99OmTJlMBgMV1yzatUqTCYTPXr0cFClUpp5OroAERERESk5Fy9e5LHHHmPKlCk8+eSTeHt7XxEyAAwGA126dHFAheIqFDRERERE3MTRo0fp378/v//+O99//z0PPPCAo0sSF6agISIiIuIG1qxZwz333EOZMmVYv349zZs3d3RJ4uI0GVxERETEhVmtVj755BPuvPNOmjRpwq+//qqQISVCQUNERETERWVmZnL//ffzzDPP8Mwzz7B8+XIqVqzo6LLETWjolIiIiIgLOnz4MBERERw8eJBZs2Zx7733OrokcTMKGiIiIiIuZuXKlQwePJigoCA2bdrELbfc4uiSxA1p6JSIiIiIi7BarYwfP57u3btz22238euvvypkiMMoaIiIiIi4gIyMDAYPHswLL7zAiy++yNKlSwkODnZ0WeLGNHRKREREpJSLj48nIiKCQ4cO8eOPPzJw4EBHlySiHg0RERGR0mzZsmW0aNGCrKwstmzZopAhTkNBQ0RERKQUslqtvPfee/Tq1Yvbb7+drVu30rhxY0eXJWKjoCEiIiJSyqSlpTFgwABeffVVXnvtNRYtWkS5cuUcXZbIZTRHQ0RERKQUOXjwIBERERw7doyFCxfSp08fR5ckkif1aIiIiIiUEosWLaJly5ZYrVa2bt2qkCFOTUFDRERExMlZLBbeeOMN+vbtS6dOndiyZQsNGjRwdFki16ShUyIiIiJO7OzZs9x///389NNPvPvuu7z88ssYjfqsWJyfgoaIiIiIk9q3bx/9+vXjzJkz/PTTT/To0cPRJYkUmOKwiIiIiBOaN28erVq1wsfHh23btilkSKmjoCEiIiLiRMxmM2PGjGHgwIH06NGDTZs2UadOHUeXJVJoGjolIiIi4iRSUlIYMmQIK1eu5L///S/PPfccBoPB0WWJFImChoiIiIgT+O2334iIiODs2bP8/PPPdOnSxdEliVwXDZ0SERERcbDIyEjatGlD2bJl+fXXXxUyxCUoaIiIiIg4iMlk4rnnnuPee+8lIiKCDRs2ULt2bUeXJWIXGjolIiIiUgI2bdqE0WikVatWACQlJTFo0CDWrl3LhAkTePrppzUfQ1yKwWq1Wh1dhIiIiIgru3jxIqGhoaSnp7Nt2zays7OJiIjgwoUL/PDDD3Ts2NHRJYrYnXo0RERERAohI8vE4eQMsk0WvD2N1Arxx9/n2m+ppk+fTlJSEkajkY4dO5Kenk6TJk2IiooiNDS0hCoXKVnq0RARERHJR9zpNGZuSSD6YCIJKZn8882TAQgL9iO8fiXuaxVG3cqBl91rNpupW7cuhw8f5tLbrmrVqhEbG4u/v3/J/RAiJUxBQ0REROQqjqZkMmb+HmLik/AwGjBbrv626dL59nUqMDaiCaHBfkDuDt8DBw684vpXXnmFd999t9hqF3E0BQ0RERGRPERuS+CNRXsxWazXDBj/5mE04Gk08Fafxgy6LZSGDRty8ODBv897eGCxWDAajaSlpVGmTJniKF/E4RQ0RERERP5lUnQcH66Ive52etYw8+UTfW3fh4aG0rZtW1q3bk3Hjh1p2rTpdT9DxFkpaIiIiIj8Q+S2BF6K2nPFcT9vD/6vww00DS3HLTXKUc7Pm+d+3M3cHceu2V6d5M08dVcL2rZtS4UKFYqrbBGnow37RERERP5yNCWTNxbtzfNcsJ83T3eux40VA9h/Mq3gbVZuy63t7lTIELejoCEiIiLylzHz92C6ynyMxLQsWry3inb/jWbssv0FbtNksTJm/pU9JCKuTkFDREREhNwlbGPik6468TvbbOFMelah2zVbrMTEJxGfWPBeEBFXoKAhIiIiAszckoCH0VAsbXsYDczYnFAsbYs4KwUNERERESD6YGKhlrEtDLPFSnRsYrG0LeKsFDRERETE7aVnmUhIySzWZyQkZ5KRZSrWZ4g4EwUNERERcXtHkjMo7vX+rcDh5IxifoqI81DQEBEREbeXbbK41HNEnIGChoiIiLg9b8+SeUtUUs8RcQb62y4iIiJur1aIP8Wz3tTfDH89R8RdeDq6ABERERFH8/fxJCzYjyP5TAh/oE1Nyvp6UbmsLwCdG1aiSlDu6+83HibtGpO9w0L88PfRWy9xH/rbLiIiIgKE16/E9C1HrrnE7cPtb6BGeT/b9z1uqkqPm6oCsGDn8asGDQ+jgfB6lexbsIiTM1it1uJeZEFERETE6cWdTqPLxHXF1v6q0R2oUymw2NoXcTaaoyEiIiIC1K0cSMvQQDzsPFnDw2igfZ0KChnidhQ0RERERICZM2ey/N3hWC1mu7braTQwNqKJXdsUKQ0UNERERMStpaenM2LECIYOHUrvTm15vVcDu7b/dp/GhAb75X+hiIvRZHARERFxW7t27WLw4MEcPXqUqVOn8sADD2AwGEg3GfhwRex1t/981/oMahFmh0pFSh/1aIiIiIjbsVqtTJo0iVatWuHr68uOHTsYNmwYBkPuBI0nwuvyQf8m+Hga8TAWbtKGh9GAj6eRcf2b8Hh4neIoX6RU0KpTIiIi4laSk5MZNWoUCxcu5Mknn+S///0vvr6+eV57NCWTMfP3EBOfhIfRcM2lby+db1+nAmMjmmi4lLg9BQ0RERFxGzExMQwZMoSMjAymTJlC3759C3Rf3Ok0Zm5JIDo2kYTkTP755slA7mZ84fUqMbR1mFaXEvmLgoaIiIi4PLPZzNixY3nzzTe5/fbbmTlzJqGhoUVqKyPLxOHkDLJNFrw9jdQK8deO3yJ5UNAQERERl3b8+HGGDh3K2rVree2113jttdfw9FQwEClu+lcmIiIiLuunn35i2LBh+Pj4sHr1ajp27OjokkTchladEhEREZeTlZXF6NGjueuuu2jdujW7d+9WyBApYerREBEREZcSFxfH4MGD2bNnDxMmTODpp5+2LVsrIiVHPRoiIiLiMmbMmEGzZs04f/48mzZt4plnnlHIEHEQBQ0REREp9dLT0xk+fDj3338//fr1Y8eOHTRv3tzRZYm4NQ2dEhERkVJt165dDBo0iOPHj/P999/zwAMPOLokEUFBQ0REREopq9XK559/zrPPPkujRo3Yvn079evXz/e+BQsWsHv3bgCGDRtGrVq1irlSEfekoCEiIiKlTnJyMqNGjWLhwoU8+eST/Pe//8XX19fRZV0mPT2dNWvWEBcXR3p6OgEBAdStW5eOHTsSEBDg6PJEip2ChoiIiJQq69at47777iMzM5MFCxbQt29fR5d0hXPnzjF58mTOnz9vO3b+/Hm2b99OfHw8I0eOpGzZsg6sUKT4aTK4iIiIlApms5m3336b8PBwateuza5du5wyZAD8/PPPtpDRsGFDBg8eTMOGDYHcELJ8+XJHlidSItSjISIiIk7v+PHj3HfffcTExPDaa6/x6quv4ul5/W9jLBYLa9asYefOnWRmZlKtWjW6d+9O1apVAcjIyCA5OblAbYWFhQG5Q6YOHjwIgI+PD/3798fT05Mbb7yRDz/8kKysLPbv328bTiXiqhQ0RERExKktWbKE4cOH4+Pjwy+//GLXHb5XrFjB6dOnbd8nJCTw/fff89BDDxESEkJcXBwLFy4sUFtvvPEGAEePHsVqtQJQtWpVWyDy9PSkatWqHD58GKvVyrFjx2jQoIHdfhYRZ6OhUyIiIuKUsrKyeOaZZ+jduzdt2rRh9+7ddg0ZACkpKXTv3p1BgwZRrVo123N/+eWXIrd59uxZ2+t/91j4+/vbXqemphb5GSKlgXo0RERExOnExcUxaNAgfv/9dyZOnMhTTz1VLDt8t27dmlatWgFQsWJFJk2aZHu+2WymadOmNG3atFBtZmdn2157eHhcdu6f3+fk5BSxapHSQUFDREREnMqMGTN49NFHqVKlCps2bSrWHb6rV69uex0SEoKvry8XL17EZDKRlpaGl5dXoedoeHt7246ZTKbLrjGbzbbXXl5e11O6iNNT0BARERGnkJ6ezuOPP860adO4//77+fzzzwkMDCzRGv7da1KUORrlypWzHcvIyLjsmvT0dNvr8uXLF7FKkdJBczRERETE4Xbu3Enz5s2ZN28e33//PdOmTSuRkHH8+HHb65SUFC5cuADkTtwu6vNDQ0NtgeXkyZO2Xg2TycSpU6eA3EBTo0aN6yldxOmpR0NEREQcxmq1MmnSJJ577jkaNWrEjh07qFevXok9f/PmzQQEBBAUFERMTIzteJ06dfDw8CjSHI2AgADq16/PgQMHyMrKYt68eTRt2pRdu3aRlZUF5O6toaVtxdUpaIiIiIhDJCcnM3LkSBYtWsRTTz3Ff//7X3x8fEq0hsDAQJYtW3bZMW9vbzp37nxd7Xbv3p0TJ05w/vx5Dhw4wIEDB2zngoKC6Nat23W1L1IaKGiIiIhIiVu3bh1DhgzhwoULLFy4kD59+jikjp49e3Lo0CF2797NhQsXqF69Ot26daNChQrX1W5QUBAPPfQQa9asITY2loyMDPz9/alXrx4dO3ZUb4a4BYP10o4yIiIiIsXMbDbz7rvv8vbbb3P77bcza9YszVUQcVHq0RAREZEScezYMYYOHUpMTAyvvfYar776qm3XbBFxPfrXLSIiIsVuyZIlDB8+HF9fX1avXs0dd9zh6JJEpJhpeVsREREpNllZWTzzzDP07t2bNm3asGvXLoUMETehoCEiIiKFsm/fPjZs2FCga7/44gu+/PJLPvnkExYtWnTdk6xFpPTQZHAREREpsG+++Yb/+7//o0yZMhw8eDDfidxms5m4uDgaNGhQQhWKiLPQHA0RERHJ18WLFxk5ciSRkZEA3HvvvQVaLcpoNCpkiLgpBQ0RERG5ppiYGIYOHcrRo0fx9/fnu+++45577inQvQaDoZirExFnpaAhIiIiV7Vs2TJ69eoFwE033cSiRYuoVasWWVlZLFq0CKPRSFhYGHXq1KF8+fJYLBaMRk0BFREFDREREbmGO+64g2bNmrFjxw7CwsIIDAxk27ZtPPjgg8TGxpKVlUVQUBAtW7Zk4cKF+Pr6YrVa1ZMhIpoMLiIiInnLysrCx8eHX3/9lS5dunDu3Dm6du3K6tWrMZlMBAUFkZaWhsViAWDw4MHMmjXLwVWLiLNQ0BARERGbhx9+GC8vLz7//HOsVitWqxWj0ciXX37J448/brvuueeeo2PHjuzfv5/nn38eyJ2PsWzZMrp27eqo8kXEiWjolIiIiHD06FEGDhzItm3bAOjRowd33XUXOTk5eHt78+ijj7JmzRrmzp3LF198wf/93/8B0LNnT06dOsVHH32E0WjEbDY78scQESei2VoiIiJubvfu3baQ4e/vD8Dw4cM5deoU3t7eZGVlAfDll1/y6quv0rt3bwAyMjIACAkJwcPDA7PZjI+Pj2N+CBFxOgoaIiIibsxsNrN27Vq2bdvG7bffTps2bfD39yclJYXhw4cD4OPjQ05ODsHBwbz44otUq1YNAH9/f9LT01m2bBlms5nw8HBuu+02B/40IuJMFDRERETcmIeHB61ataJfv368+eabjBs3jnr16uHp6cmKFSsYO3as7ToAPz8/Lly4wOzZs/nmm29o2LAhMTExVKpUiVdeeYWyZcs68scRESeiyeAiIiJuzmKxcOTIEWrVqoXBYGDGjBm88sorHD16FIDo6GjuuOMOcnJy8PLyYtWqVTzxxBPExsYC0LdvX7788kuqVKniyB9DRJyMgoaIiIhc4YUXXuDbb7/l7NmzhIWFsXv3boKCgjhx4gT79u3j/PnzrFu3jjZt2jBo0CBHlysiTkhBQ0RERGwu7eydmprK0KFDWbNmDRcuXGDw4MEMGDCAUaNG0axZM77++mtq1qyJt7e3o0sWESeloCEiIiKXMZvNeHh4sHHjRh599FH27t1r25QP4N5772Xy5MlaYUpErkmTwUVEROQylyZ+t23blt69e+Pr62s79/HHHzNz5kyFDBHJl3o0REREJE9fffUVTz31FCaTidq1azN79mxatmzp6LJEpJRQj4aIiIgbslgslw2H+rezZ88yefJkTCYTw4cP5+DBgwoZIlIo6tEQERFxM8eOHePBBx/kyy+/pGbNmhiNeX/uuGnTJo4fP87AgQNLuEIRcQWeji5ARERESs6iRYsYMWIEZcqUITU1ldq1a1/12jZt2pRgZSLiajR0SkRExA1kZWXx9NNP07dvX9q1a8fu3btp1qyZo8sSERemHg0REREXFxsby+DBg9m7dy+ffvopTzzxBAaDwdFliYiLU4+GiIiIC5s2bRrNmjUjIyODzZs38+STTypkiEiJUNAQERFxQWlpaTzwwAMMGzaMgQMHsn37dm699VZHlyUibkRDp0RERFzMjh07GDx4MCdOnGDatGncf//9ji5JRNyQejRERERchNVq5ZNPPqFNmzYEBgayc+dOhQwRcRgFDREREReQlJREnz59eOaZZ3jsscfYuHEjdevWdXRZIuLGNHRKRESklFu7di1DhgwhKyuLxYsXc9dddzm6JBER9WiIiIiUViaTiTfffJNOnTpRt25ddu/erZAhIk5DPRoiIiKl0LFjx7jvvvtYv349b7zxBq+88goeHh6OLktExEZBQ0REpJRZtGgRI0aMwM/Pj+joaDp06ODokkRErqChUyIiIqVEVlYWTz/9NH379qVdu3bs2rVLIUNEnJZ6NETErjKyTBxOziDbZMHb00itEH/8ffSrRuR6HTx4kMGDB7Nv3z4+/fRTnnjiCe3wLSJOTf/3F5HrFnc6jZlbEog+mEhCSibWf5wzAGHBfoTXr8R9rcKoWznQUWWKlFrTpk3jscceo3r16mzZsoWmTZs6uiQRkXwZrFarNf/LRESudDQlkzHz9xATn4SH0YDZcvVfJ5fOt69TgbERTQgN9ivBSkVKp7S0NB577DFmzJjBsGHDmDRpEgEBAY4uS0SkQBQ0RKRIIrcl8MaivZgs1msGjH/zMBrwNBp4q09jBrcIK8YKRUq3HTt2MGjQIE6dOsWXX37J0KFDHV2SiEihaDK4iBTapOg4XoraQ5bJUqiQAWC2WMkyWXgpag+TouOKqUKR0stqtfLJJ5/QunVrypYty44dOxQyRKRU0hwNESmUyG0JfLgi9orjdSsF8Myd9WhSPYiKAT5cyDETl5jG/9b9yS8HEvNs68MVsVQM8GGQejZEAEhKSmLEiBEsWbKEZ555hg8++AAfHx9HlyUiUiQaOiUiBXY0JZM7J6wly2S54lzH+hUZ0bYWOxLOcvr8Rcp4edD9piq0qh3Cy1G/MXvb0Tzb9PE0smr0HZqzIW5v7dq1DBkyhKysLKZOnaodvkWk1FPQEJECu/+7LWz8M7nAw6WMBljyRDt8PD3oPGFtntd4GA20vSGE6aNa2bNUkVLDZDLx7rvv8s4779ChQwdmzJhB9erVHV2WiMh10xwNESmQuNNpxMQnFWpOhsUKJ85dpGyZq4/SNFusxMQnEZ+YZo8yRUqVo0eP0qlTJ9555x3efPNNVq1apZAhIi5DQUNECmTmlgQ8jPlvDlbGy4Pyfl6EBfsx6vbadKxXkQ1/JF/zHg+jgRmbE+xVqkipsGjRIpo2bcqhQ4dYs2YNr732Gh4eHo4uS0TEbjQZXEQKJPpgYoF6M17t1ZD7WtUEcnsrft57itcX/n7Ne8wWK9GxibxJ4yvOmUwmtmzZQvPmzfH19S1a8SJO5OLFi7zwwgt89tln9O3bl++++46QkBBHlyUiYncKGiKSr/QsEwkpmQW6dvKGQyzdc5LKZX3pdXNVPAwGvD3z7zxNSM4kI8uEv0/ur6Vjx47x7bff8uWXX5KYmMi8efPo37//df0cpVF8fDxTp07ljz/+IDU1leDgYEJDQxk3btwV15rNZgwGA0ajOqudgcViwWAwYDD83RN48OBBBg8ezL59+/jss894/PHHLzsvIuJKFDREJF9HkjMo6MyMP85k8MeZDACidh5n2siWfPtAC/p9seGa91mBQ2fSObFvK59//jlLliwBct+sAW7bmxEdHc3YsWMvO2Y0Ghk3bhxWq9X2JjU5OZmvvvqKadOmkZSURGhoKP3792fMmDF4eupXfUmzWq3cddddeHt7ExUVhdFoZNq0aTz22GPUqFGDLVu20LRpU0eXKSJSrPR/HxHJV3Yey9kW1LI9J3m//83cUMGfP5Myrnnt4PuGsnfdT3meW7BgAYcOHSIkJMT2VaFCBUJCQvDz83PJT4WtVisVK1bk//7v/6hRowbffPMNCQkJNG6cO8TMYrHg4eFBUlISDz30EAsXLsTT0xOTyURqaipxcXHExcUxffp0B/8kpVdGlonDyRlkmyx4exqpFeJv63W7ltWrV7Ns2TIAPvjgA/bv38+MGTMYPnw4n332GQEBAcVduoiIwyloiEi+CjL06Wp8vXIntwb65v/rZsSw+3l/72aSk6+cPD5//nymTJmCyWS64pyPj89lwePfQSSv74OCgpx+iJHBYKBXr17069ePPXv2MHnyZADKlSsHYKt/4cKFLFy4ED8/P+69914++OADPv74Y95//30WLVrErFmzGDJkyGU9IHJ1cafTmLklgeiDiSSkZF7Wm2cAwoL9CK9fiftahVG3cuAV91utVl5++WU8PDwwm8288sorlClThhkzZnDfffeV2M8hIuJoChoikq9aIf4Y4JrDp0L8vUnOyL7smKfRQP9mNbiQbSYuMf2azzAAj9w3gCeHRjBx4kTeeOMNcnJyMJvNAMTFxREUFERaWhrJycm2r6SkpDy//+OPP2zfZ2ZeOb/EaDReFkIKEk6Cg4Px8vIq5J/e9bn0vPT0dLKysgCoUKECkBtEDh06xMKFCwFo2LAhTz/9NCEhIfTp04fJkydz+vRp5s+fr6BRAEdTMhkzfw8x8Ul4GA15Ln5gBY6kZDJ9yxGmbjpM+zoVGBvR5LINJ5ctW8a2bdsuu69cuXL07t27uH8EERGnoqAhIvny9/EkLNiPI9eYED42ogkBPp5sPZzCqXMXqRjoQ7+m1alTKYB3ftpHZrb5ms8IC/GzDUl54YUXGDJkCP/5z3/48ccfMRqNBAUFYTAYKFu2LGXLlqV27doFrv/ixYsFCif79u2zfX/27Nk82woKCrpmMMnrmJ9f0Xc9t1gsGI1Gzp49S05ODgAVK1a0nT927BgHDx4EIDQ0lDp16gBQpkwZwsLCOH36NBkZGWRnZ+Pt7V3kOlxd5LYE3li0F9Nf4SK/FdYund/4ZzJ3TljLW30aM7hFGFarlRdeeOGK60+ePMkTTzzBtGnT7F+8iIiTUtAQkQIJr1+J6VuOXPUN2JLfTnDPbaEMbRVGOT9vMrJM7Dl+jg9+3s+q/YnXbNvDaCC8XqXLjtWoUYMffviB6OhoDh06dF2fxPv6+lK9evVCbYR2aZ5DXsHkn8eOHDnCjh07bN9f6oH5pzJlylw1iHTr1o22bdvmO4zr7Nmztrb/GTQSExNtoahKlSq2SfNms9m2J4PRaCQpKYlq1aoV+Od3J5Oi4/hwRWyR7jVbrJgtVl6K2kNSehbm35ayd+9eIPfP/Z+LGTj7UD0REXtT0BCRArmvVRhTNx2+6vnFv51k8W8ni9S22WJlaOuwPM+Fh4cTHh5epHavh6enJxUrVrzsTX1+rFYr58+fv2avyaWv2NhYkpKSKF++PC1btrxqb4PVmhvsUlNTbUGjUqW/Q1l6errtmuDgYNvxzMxMLly4AOQGHQ2ZylvktoQ8Q8bNNYIY0KwGbW4IoUb5MqRm5rAzIZWPVsZy6CqLGny4IpYWFgtBQUF06tSJli1bctNNN3HTTTcRFhamoCEibkdBQ0QKpG7lQNrXqcDGP5MLtHFfQXkYDbS9IYQ6la6cVFvaGAwGgoKCCAoK4oYbbijwfZeCwrXOpaSk2ILGpTkakDuHw8fHB8gNFJd6MpKSkkhLSwOgcuXK+Pv759l+VlaW7X53czQlkzcW7c3z3CMdbuS2muX56feTHDiZRsVAH4a1qcmSJ9oR8eUGYk/nPefoN+8G7PnzxGVzNkRE3JWChogU2NiIJtw5Ya1dg4an0cDYiCZ2a680ulpvg9VqxWQy4enpSXp6um0YTq1atWzX3HTTTbbhUklJSaSnpxMUFMTBgwdJTU0F4JZbbqFs2bJ5PqNGjRpkZmYWeL7Jpe8DAwNLfS/JmPl7bHMy/u3b9Yd4es5Ocsx/n1/y2wmWP92BR++ow+gfduV5n8liZcz8PUwf1ao4ShYRKVUUNESkwEKD/Xi9V0NeWZj3p8BF8Xafxvr09yqOHj1K7969bStOXQoaX3/9NevWraNFixZ06tSJ2rVr88cffzBr1izuvfdeQkNDiYyMJDU1laCgIFq3bn3VZ3z88cdXDOtKTExk//79tiFfl1a7+icvLy+Cg4PzXVL4n8fKly9vmzfiaHGn04iJT7rq+R0JqVccO5ycSWxiOnUqXX0PDLPFSkx8EvGJaS7RSycicj0UNESkwKxWK7/8723OxV4gqP3Q627v+a71GdQi77kZAmlpaezZs+eK45dWLurbty/t2rXj1VdfJTY2loSEBNq2bYu/vz/p6blDe8aOHUujRo2u+oz777//mjVYrVYyMzMLtGrX0aNHbd9fGrb1TwaDgXLlyhVqv5OQkJBiGdo1c0vCVZewvZYKAd7EXWXY1CUeRgMzNifwZp/G11OiiEipp6AhIgVitVp5/vnnmTJlCtOnT8ezfhPbcqCFebPmYTTgaTTwdp/GChn5aNy4McnJyaSmppKUlMSZM2c4ffo0KSkpnD59mpYtW+Lh4UGHDh2YMmUK77//Phs2bCAjI4NmzZoxevRo7r777uvqRTAYDPj7++Pv709YWMH/e2VnZ5OSkpJvOImPj2fLli0kJSWRmppq67X5J39//0KHk4CAgGsO7Yo+mFjokNGvaXWqBpXh45XXXqHKbLESHZvImyhoiIh7M1ivNQtRROQv48aN46WXXuKTTz7hqaeeAi7f4MxqMWMwXv0N7aVPj/Pa4Eyuz7834ktPTycnJ4fy5cs7sKrCs1gsnD17Nt8lhf/9fXZ29hVteXt7X3UIV2D5inydUq9Qtd1Y0Z/5j91O3Ol07v56I/llFAPw+5vdbHvDiIi4IwUNEcnXN998w8MPP8zrr7/OW2+9dcX5F979mO83/kn9jv05mnrhsh3EDeRuxhderxJDW4dp3LrYldVqJSMjo0BLCts2YzQEUG7wuAI/o2KAD3MfaYOnh5GILzaQmHblnJW8/PRkOxpXCyrqjyYiUuopaIjINc2dO5dBgwbx6KOP8tlnn+U5HOW2227jhhtu4IcffiAjy8Th5AyyTRa8PY3UCvHXp7riVHYmpBLx5cYCXRvo40nkw62pVq4Md3+9ifjEa8/P+Kf5j7bl1rDS1askImJP+r+/iFzVqlWruO+++xg0aBCffvppniHjyJEjbN++neeffx4Afx9PfYorTs3bs2Ab5/l4Gvl22G3UruDP0O+2FCpkFOY5IiKuSr8FRSRPW7dupV+/fnTq1ImpU6dedVfjqKgofHx86NmzZwlXKFI0tUL8yW8HEKMBJt17K83CyvPYrB3sSDhbqGcY/nqOiIg7U4+GiFxh37599OjRg1tuuYV58+bh7e191WujoqLo2rUrgYGaeyGlg7+PJ2HBfhxJybzqNa/2akSXRlVYue805cp4069p9cvOL9h1/JrPCAvx05BBEXF7+i0oIpc5cuQIXbt2pXr16ixZsgQ/v6uvDnXq1Ck2bNjA5MmTS7BCkesXXr8S07ccueoSt42q5u6k3qVRZbo0qnzF+WsFDQ+jgfB6lexTqIhIKaagISI2iYmJdOnSBW9vb5YvX57v8qgLFizAaDTSp0+fEqpQxD7uaxXG1E2Hr3p+8Debi9y22WJlaGvtESMiojkaIgLA+fPn6d69O2lpaaxcuZKqVavme8+8efMIDw8nODi4BCoUsZ+6lQNpX6cCHsb8ZmsUjofRQPs6FbSMs4gIChoiAly4cIE+ffrw559/snz5cm688cZ870lOTiY6OpoBAwaUQIUi9jc2ogmedg4ankYDYyOa2LVNEZHSSkOnRNycyWRi8ODBbN26lZUrV3LzzTezYMECdu/eDcCwYcOoVavWFfctXrwYi8VCv379SrZgETsJDfbjrT6NeSlqj93afLtPY+16LyLyFwUNETdmsVh48MEHWbp0KQsXLuT2228v8L3z5s3j9ttvp0qVKkV+fnp6OmvWrCEuLo709HQCAgKoW7cuHTt2JCAgoMjtihTU4BZhJKVn8eGK2Otu6/mu9RnUQnMzREQu0dApETdltVp57rnnmDZtGt9//32h9sFIS0tjxYoV9O/fv8jPP3fuHN988w3bt2/n/PnzWCwWzp8/z/bt2/n22285f/58kdsWKYwnwuvyQf8m+HgaCz1nw8NowMfTyLj+TXg8vE4xVSgiUjopaIi4qQ8++IAJEybw6aefMmTIkELd+9NPP5GdnX1dQePnn3+2hYmGDRsyePBgGjZsCOSGkOXLlxe5bZHCGtwijFWj76DtDSG5Byzma15/KZC0vSGEVaPvUE+GiEgeNHRKxA19/fXXjBkzhjfffJMnnnjimtdaLBbWrFnDzp07yczMpFq1akRHR3PbbbdRs2ZNMjIySE5OLtBzw8Jy34ylp6dz8OBBAHx8fOjfvz+enp7ceOONfPjhh2RlZbF//37bcCqRkhAa7Mf0Ua24tWNPPBt0xK9OCxKSM/nnThsGcjfjC69XiaGtw7S6lIjINShoiLiZH3/8kUcffZQnn3yS119/Pd/rV6xYwenTp23fJyQkUKNGDRo0aABAXFwcCxcuLNCz33jjDQCOHj2K1Zr79q1q1ap4eub+KvL09KRq1aocPnwYq9XKsWPHbM8RKQl//PEHu9Yu44fHR3D33eFkZJk4nJxBtsmCt6eRWiH+2vFbRKSA9NtSxI2sWLGC++67jyFDhjBx4kQMhvzHo6ekpNC9e3eCgoKIiYnhxIkT+Pj4ULnylbslF9TZs2dtr//dY+Hv7297nZqaWuRniBTFnDlz8Pf3p1evXgD4+3jSuFqQg6sSESmdFDRE3MTmzZuJiIiga9euTJkyBaOxYFO0WrduTatWrQCoWLEikyZNAuDUqVOYzWaaNm1K06ZNC1VLdna27bWHh8dl5/75fU5OTqHaFblekZGR9O3bFz8/LVErInK9FDRE3MDevXvp2bMnzZo144cffsDLy6vA91avXt32OjAwkIsXL+Lr64vJZCItLQ0vL69Cz9Hw9va2HTOZTJddYzb/PQm3MHWKXK+9e/eyZ88e3n33XUeXIiLiEhQ0RFzc4cOH6dq1K6GhoSxevPi6PqmNjo7GYrFcdqwoczTKlStnO5aRkXHZNenp6bbX5cuXL2KlIoU3Z84cgoKC6Natm6NLERFxCVreVsSFnT59mi5dulCmTBmWL19+2Rv8gjp+/Ljt9cKFC21BxdPTk8DAoq24ExoaapsfcvLkSVuvhslk4tSpUwAYDAZq1KhRpPZFCstqtRIZGUn//v3x8fFxdDkiIi5BPRoiLurcuXN0796djIwM1q9fX+QdvDdv3kxAQMAVoaJOnTp4eHgUaY5GQEAA9evX58CBA2RlZTFv3jyaNm3Krl27yMrKAnL31tDStlJSdu7cSVxcnG0OkoiIXD8FDREXdOHCBXr37s3hw4dZt24dN9xwQ5HbCgwMZNmyZQC2laa8vb3p3LnzddXYvXt3Tpw4wfnz5zlw4AAHDhywndPwFSlpkZGRVKhQgU6dOjm6FBERl6GgIeJicnJyGDRoEL/++iurVq2iSZMm19Vez549OXToEDExMVgsFmrXrk337t2pUKHCdbUbFBTEQw89xJo1a4iNjSUjIwN/f3/q1atHx44d1ZshdrNgwQJ2794NwLBhw6hVq9Zl5y0WC3PmzOHuu++27ekiIiLXT79RRVyIxWJh1KhRLFu2jMWLF9O2bdsitdOvXz/69etn+/6GG25gxIgRREREMHLkSDtVmzuE6q677rJbeyJFsXnzZhISEhg8ePB1tZOens6aNWuIi4uz7Wpft25dBWcRcVsKGiIuwmq18uyzzzJjxgxmzZpF9+7d7db2tm3bOHbsGP3797dbmyLOIjIykmrVqtGuXbsit3Hu3DkmT57M+fPnbcfOnz/P9u3biY+PZ+TIkZQtW9Ye5YqIlBpadUrERYwdO5aJEyfy+eefX/cns/8WFRVFxYoVad++vV3bFXE0s9nMDz/8wKBBgwq8iWVefv75Z1vIaNiwIYMHD6Zhw4ZAbghZvny5XeoVESlN1KMh4gK+/PJLXn31Vd5++20effRRu7ZttVqZN28effv2vWIXb5HSxmKxsGbNGnbu3ElmZiZ+fn4YjUZbOM/IyCj0BpTp6ekcPHgQAB8fH/r374+npyc33ngjH374IVlZWezfv982nEpExF0oaIiUcnPmzOHxxx/n6aef5tVXX7V7+3v27CE+Pp7PPvvM7m2LlLQVK1Zw+vRp2/fnz59nxIgRtpXZirIB5dGjR7FarQBUrVrVNqHc09OTqlWrcvjwYaxWK8eOHaNBgwb2/HFERJyahk6JlGLLly/n/vvv57777uPjjz+2bYJnT1FRUQQFBWnZT3EJKSkpdO/enUGDBtn2lvH29mb16tVFbvPs2bO21//usfD397e9Tk1NLfIzRERKI/VoiJRSmzZton///nTr1o3Jkydf1/jya5k3bx69e/fG29u7WNoXKUmtW7emVatWAOzbt8+2E31cXBxms7lIG1BmZ2fbXv97eOE/v8/JySli1SIipZOChkgp9Pvvv9OrVy+aN2/ODz/8gJeXV7E8JzY2lt9//5233367WNoXKWnVq1e3vV6wYAE1atTAx8cHk8lEWloaXl5ehZ6j8c8QbjKZLrvGbDbbXhfXv1MREWeloCFSyhw6dIiuXbsSFhbG4sWLKVOmTLE9KyoqCj8/P+3SLS7nwoULLFiwgGefffay40WZo1GuXDnbsYyMjMuuSU9Pt70uX758EasVESmdNEdDpBQ5deoUXbp0wd/fn+XLlxMUFFSsz4uKiqJHjx74+fkV63NESsrx48cBWLZs2WU9DJ6engQGBhapzdDQUNv8qJMnT9p6NUwmk21olsFgoEaNGtdTuohIqaMeDZFS4uzZs3Tv3p0LFy6wYcMGKleuXKzPS0hIYNu2bYwePbpYnyNSkjZv3kxAQAA//fQT999/v+14nTp18PDwKNIcjYCAAOrXr8+BAwfIyspi3rx5NG3alF27dpGVlQXk7q2hpW1FxN0oaIiUApmZmfTu3ZuEhATWrVtHrVq1iv2Z8+fPx9vbm169ehX7s0RKSmBgIMuWLbPNr4DcORadO3e+rna7d+/OiRMnOH/+PAcOHODAgQO2c0FBQRp+KCJuSUOnRJxcTk4O99xzDzt27GDp0qXcdNNNJfLcefPm0aVLF8qWLVsizxMpCT179qR8+fKkpaVhNBoJCwtj2LBhVKhQ4braDQoK4qGHHqJ58+YEBgZiNBoJDAykefPmPPjgg/p3JCJuyWC9tMuQiDgdi8XCsGHDmDNnDkuWLKFr164l8tzTp09TtWpVvvvuO0aMGFEizxQpKX379uXMmTNs3LjR0aWIiLg09WiIOCmr1cro0aOZOXMmM2bMKLGQAbnLfhqNRvr06VNizxQpCampqSxbtozBgwc7uhQREZenORoiTurdd9/l008/5auvvuKee+4p0WdHRUXRsWNHQkJCSvS5IsVtwYIFmEwm7r77bkeXIiLi8jR0SsQJHTlyhIYNG/Lqq68yZsyYEn12amoqlSpV4pNPPuGxxx4r0WeLFLdu3bqRk5PD6tWrHV2KiIjLU4+GSAmzWq22NfevpkaNGuzdu7dEVpf6t8WLF2M2m4mIiCjxZ4sUp8TERH755Re++OILR5ciIuIWNEdDpIRdChnX6kz08PCgVq1a+QaS4jBv3jzatGlD1apVS/zZIsVp3rx5GAwG+vfv7+hSRETcgoKGSAmJjY1l9uzZvPTSS8TExOQbIhwRMtLT01m+fDkDBgwo8WeLFLfIyEjuvPPO617KVkRECkZDp0RKwO7duxk6dCh//vknFy5c4L///S+zZs1yupVvli5dSlZWloZNics5duwYMTExTJkyxdGliIi4DfVoiBSzP/74g65du7J3715ycnJsx1944QVOnz59zSFUJS0qKopmzZpRu3ZtR5ciYlc//vgjXl5e9OvXz9GliIi4DQUNkWKUnJzMoEGDOHPmDD169OC7777jrrvuAiAkJARvb28OHTrk4CpzXbx4kZ9++knj18UlRUZG0rNnT4KCghxdioiI29DQKZFiYrFY+OKLL9ixYwft2rVj8eLFGI1G2rdvz6+//srp06fp0KEDR44coU+fPjzyyCPcfvvtDpmbAbBy5UrS09M1P0Nczp9//snWrVuJjIx0dCkiIm5FQUOkGFWoUIFbbrmF1157DaMxtwMxKSmJjIwM0tLSOHXqFACzZs0iOTmZmTNnEhwc7JBa582bR8OGDWnQoIFDni9SXObMmYOfn5+tN1FEREqGNuwTKUYmk4mVK1fSqlUrgoODSUlJoUGDBiQlJdGiRQtCQ0M5deoUmzdvtvWAPPLIIyVeZ05ODpUrV+bxxx/nnXfeKfHnixSnW265hUaNGjF79mxHlyIi4lY0R0OkGHl6etKjRw9bL0VsbCxJSUnccsstrFy5krlz5/LAAw9gsVgAHDZ+fM2aNaSmpmp+hricffv28dtvvzndCm8iIu5AQ6dESojVaqV169bs2rWLunXrUqZMGQBq166Nn58f5cuXp0qVKg6pbd68edSuXZumTZs65PkixWXOnDkEBQXRvXt3R5ciIuJ21KMhUkIMBgNWq5Wbb77ZFjJOnz7N008/TWZmJp07dyY8PLzE6zKbzSxYsID+/fs7bCK6SHGwWq1ERkYSERGBj4+Po8sREXE7ChoiJejSG/kTJ06wbt06evXqxYEDB2jbti3ffvutQ2rauHEjp0+f1mpT4nJ27dpFbGyshk2JiDiIhk6JOMCuXbtsK+CEh4czf/58PD0d888xKiqKatWq0apVK4c8X6S4REZGUqFCBTp16uToUkRE3JKChkgxMpvNWK3WK0JEz549+fHHH1m7di1vvPEGZcuWdUh9VquVqKgoIiIibMvviriCS8OmBg4ciJeXl6PLERFxS3pnIVJM1q9fz5133kl2djZ5rSI9YMAAPv74Y0JCQhxQXa7t27eTkJCgYVPicjZv3kxCQoKGTYmIOJCChkgx2L17t21olIeHx1UnWTtquNQl8fHx1KpVi/bt2zu0DhF7i4yMpFq1arRr187RpYiIuC1t2CdiZ3/88Qe33347NWrUYPXq1Q4bFpUfq9WKwWDAbDbj4eHh6HJE7MZsNlOjRg0GDx7MhAkTHF2OiIjbUo+GiB2dOHGCLl26EBQUxLJly5w2ZMDfK2ApZIirWbduHadOndKwKRERB9NkcBE7SU1NpVu3buTk5LBmzRoqVqzo6JJE3NKcOXOoVasWLVu2dHQpIiJuTT0aInaQkZFBr169OHnyJCtWrCAsLMzRJYm4pZycHObOncvgwYO1AaWIiIMpaIhcp+zsbAYOHMhvv/3GsmXLaNiwoaNLAiApKYkLFy4AYLFYHFyNSMn45ZdfSE5O1rApEREnoKAhch3MZjPDhg1j9erVLFy4kBYtWji6JJvHH3+cSZMmAWiPDHEbkZGRNGjQgJtvvtnRpYiIuD29+xApIqvVylNPPcUPP/zA7Nmz6dy5s6NLslm9ejU//vgjL774Ip07d+bXX38FyHM/DxFXcfHiRebPn69hUyIiTkJBQ6SI3nzzTb744gu+/vpr+vfv7+hyLjNnzhwAfHx8iImJ4f333+fAgQO2N18KHOKKfv75Z86fP8+gQYMcXYqIiKCgIVIkn376KW+//Tbjxo3jwQcfdHQ5V1iwYAEAN954IyaTifnz53PnnXcSGRkJoE97xSVFRkbStGlTGjRo4OhSREQEBQ2RQpsxYwZPP/00zz//PC+88IKjy7nCtm3bOHPmDA0aNOD333/nhRdeICQkhBMnTvD666/zzTffcPHiRUCTxMV1ZGRksHjxYk0CFxFxIgoaIoWwZMkShg8fzqhRoxg3bpyjy8nTpWFTl4ZzPfbYY9x///0AxMfH8+STT9p2S9YkcXEVixcvJjMzk3vuucfRpYiIyF8MVg3WFimQmJgYunbtSo8ePfjhhx/w9HTO/S5vvPFGDh06xO7du2nSpInt+Ny5c3nuuedISEgAYODAgbzzzjvUr1/fUaWK2E2/fv04deoUmzdvdnQpIiLyF32cKVIAu3bt4q677qJt27bMmjXLaUPG/v37OXToEH5+fraQYbFYsFqt9O3bl08//ZTmzZsDsHTpUl5//XWSkpIcWbLIdTt79izLli3TsCkRESejHg2RfMTFxdGuXTvCwsJYvXo1gYGBji7pmk6dOkVCQgItW7bEZDJdEYq2bNnC6NGjbZ/8pqSkUK5cOQdUKmIfU6dOZeTIkRw9epTq1as7uhwREfmLgobINRw/fpx27drh4+PD+vXrqVChgqNLsouUlBSefvppUlNTWbJkiaPLEbku3bt35+LFi6xZs8bRpYiIyD845/gPESeQkpJCt27dMJvNrFy50mVChtVqJTg4mNdee4309HRHlyNyXc6cOcOqVauYNGmSo0sREZF/UdAQyUNGRga9evXi9OnTxMTEEBoa6uiS7ObSHhr16tVzcCUi12/evHkADBgwwMGViIjIvyloiPxLdnY2/fv35/fffyc6Olqbf4k4sXr16vHaa69RsWJFR5ciIiL/ojkaIv9gNpsZMmQICxYs4OeffyY8PNzRJYnINeTk5ODl5eXoMkREJA9a3lbkL1arlccff5y5c+cyZ84clwkZZrOZjIwMR5chUiwUMkREnJeChshfXnvtNb7++mu+/fZb+vXr5+hy7GbZsmUEBwfbNuoTERERKQkKGiLAhAkTeO+99xg/fjwjRoxwdDl2FRUVxQ033EBYWJijSxEpNI3uFREpvRQ0xO1NmzaN//znP7z44os899xzji7HrnJycli4cCH9+/d3dCkiRXJplTQRESl9FDTErS1atIiRI0fy4IMP8v777zu6HLtbt24dKSkpWvpTSqWpU6cSHR1t+169GyIipYtWnRK3tXbtWrp168Zdd93FnDlz8PDwcHRJdvfYY4+xbNky/vzzT30yLKXK0aNHqVmzJjfffDO7du267FxaWhrp6elUrlwZo1Gfl4mIOCvtoyFuaefOnfTu3Zt27doxc+ZMlwwZFouF+fPnM2TIEIUMKXVmz54NwM033wzkhovNmzfz2muvAVCrVi1atGjBAw88oD00RESclIKGuJ3Y2Fi6detGgwYNmD9/Pj4+Po4uqVhs2rSJU6dOaX6GlEozZswA4P777wdgypQpfPjhhxw7dgyArVu3MnfuXLZu3cqnn35K5cqVHVariIjkTUOnxK0cO3aMdu3a4efnx7p166hQoYKjSyo2zz77LLNmzeL48eMaXiKlSnx8PPXq1SM4OJikpCQAwsLCOHbsGAaDgWbNmnHixAlOnjwJ5IaQYcOGYbVa1XsnIuJE9O5D3EZycjLdunXDarWyYsUKlw4ZVquVefPmERERoZAhpc7UqVMBaN68OZA71PHYsWPccMMNLFmyhO+//5733nuPgIAAALZs2UJ2drZChoiIk9HQKXEL6enp9OrVizNnzrB+/Xpq1Kjh6JKK1c6dOzly5IhWm5JSac6cOQCsXLmS6tWr2z4UGDFiBD169ACgUaNG7Ny5k88++4yTJ0/i7e3tsHpFRCRvChri8rKysujfvz/79u1jzZo11KtXz9ElFbt58+YRHBxMhw4dHF2KSKFkZ2fz7LPPsmPHDjZt2sS+fftsQ6Tat28PwMWLF/H19SUlJQVAf89FRJyUgoa4NLPZzP3338+6dev4+eefadasmaNLKhFRUVH07dsXLy8vR5ciUije3t488sgjXLx4kUOHDrF+/XrWrFnDn3/+SWZmJgC+vr4cO3aMBQsWADBw4EAHViwiIlejoCEuy2q18thjjxEVFcW8efPo2LGjo0sqEfv27ePAgQOMHz/e0aWIFJmvry8NGzakYcOGDBkyhISEBPz8/ADYu3cv48aNIyMjgwceeIDQ0FAHVysiInlR0BCX9corr/C///2PqVOn0rdvX0eXU2LmzZtHYGAgd955p6NLEbELf39/GjZsaPt+7969LF26lK5du/L44487sDIREbkWLW8rLuHo0aN07tyZd999l3vuuYePPvqI5557jo8++oj//Oc/ji6vRN166600aNDAtuGZiCsym82cP3+eoKAgrawmIuKk1KMhLmH+/PnExcUxePBglixZwvTp0xkzZozbhYw///yTXbt28corrzi6FJFi5eHhQfny5R1dhoiIXIM+BhKXsHjxYoxGI1arlenTp9OiRQveeecdR5dV4qKiovD19aV79+6OLkXErkwmk6NLEBGRQlLQkFIvIyODtWvXYrFYbMe2bdvGs88+e9kxdzBv3jy6d+9u28hMxBV88cUXREdHo5G+IiKli4KGOK2MLBN7T5xjZ0Iqe0+cIyMr7080V69eTU5OzmXHDAYDEydO5ODBgyVRqlM4fvw4mzdv1iZ94lKysrJ4+eWXWb9+vXb+FhEpZTRHQ5xK3Ok0Zm5JIPpgIgkpmfzz80sDEBbsR3j9StzXKoy6lQMBmDlz5mVteHt7M2DAAB588MHLVqpxdfPnz8fLy4u77rrL0aWI2M3PP//M+fPnGTRokKNLERGRQtKqU+IUjqZkMmb+HmLik/AwGjBbrv7X8tL59nUqMDaiCQ1CK5KZmUnTpk155JFHGDRoEOXKlSu54p1Ep06d8PHxYdmyZY4uRcRu7r33Xvbt28fu3bsdXYqIiBSSgoY4XOS2BN5YtBeTxXrNgPFvHkYDnkYDvatdYEDTqrRp06YYq3RuZ86coUqVKnz11Vc89NBDji5HxC4yMjKoVKkSr776Ki+//LKjyxERkULSHA1xqEnRcbwUtYcsk6VQIQPAbLGSZbIwN8GH7RcrFFOFpcOiRYsA3GpjQnF9S5YsITMzU8OmRERKKQUNcZjIbQl8uCI23+se71iHw+/3YvnTHa56zYcrYpmzLcGe5ZUq8+bNo3379lSqVMnRpYjYTWRkJC1btuSGG25wdCkiIlIEChriEEdTMnlj0d58r6tS1pfHw2+86opT//T6or0cTcm0R3mlyrlz51i1apVWmxKXcu7cOZYuXcrgwYMdXYqIiBSRgoY4xJj5ezAVYKjUKz0bsjPhLHuOn8v3WpPFypj5e+xRXqmyZMkScnJyiIiIcHQpInazYMECcnJyuOeeexxdioiIFJGChpS4uNNpxMQn5Tsno2WtYHrcVIW3l+wrULtmi5WY+CTiE9PsUWapERUVRatWrahRo4ajSxGxm8jISNq3b0/16tUdXYqIiBSRgoaUuJlbEvAwXnvjLaMB3urTmDm/HuXg6YIHBw+jgRmb3WeuRkZGBsuWLaN///6OLkXEbpKSkli5cqWGTYmIlHIKGlLiog8m5tubcV+rmlQvV4aPVuY/WfyfzBYr0bGJ11NeqbJ8+XIuXLigoCEuZd68eQCadyQiUsopaEiJSs8ykZDPhO1yfl78p0s9Pl0dR0pGdqGfkZCcWaDJ465g3rx53HzzzdSpU8fRpYjYTWRkJJ07d9YqaiIipZyChpSoI8kZ5DcF/Lku9TmbmcP3mw4X6RlW4HByRpHuLU2ysrJYsmSJPvUVl3Ly5EnWrl2rYVMiIi7A09EFiHvJNlmueb5WiB/3tgzj7SX7qBzoazvu42nE08NAjXJlSMsyce5CznU9xxX88ssvnD9/XsOmxKX8+OOPeHp6ahU1EREXoKAhJcrb89qdaFXK+uJhNPBWn8a81afxFefXv9iJyRsO5bsSVX7PcQVRUVHUq1ePxo2v/HMSKa0iIyPp0aMH5cqVc3QpIiJynRQ0pETVCvHHAFcdPnXwdBoPT//1iuPPdqmPv48Hby/Zx5Hka8/xMPz1HFdmMplYsGABDz30EAbDtVfwEiktDh8+zKZNm5g1a5ajSxERETtQ0JAS5e/jSViwH0euMiE8NTOHFftOX3F85O21Ae88z/1bWIgf/j6u/Vd73bp1JCcna36GuJQffviBMmXK0Lt3b0eXIiIiduD640vE6YTXr5TvPhpF5WE0EF7P9VeqiYqKIiwsjObNmzu6FBG7iYyMpHfv3gQEBDi6FBERsQMFDSlx97UKy3cfjX8b/M1mun2yLt/rzBYrQ1uHFbW0UsFisRAVFUX//v01bEpcxsGDB9m5c6dWmxIRcSEKGlLi6lYOpH2dCnbv1fAwGmhfpwJ1KgXatV1ns2XLFk6ePKnVpsSlzJkzh8DAQHr06OHoUkRExE4UNMQhxkY0wdPOQcPTaGBsRBO7tumM5s2bR+XKlWnbtq2jSxGxC6vVyuzZs4mIiMDX1zf/G0REpFRQ0BCHCA32Y0h9L7u2+XafxoQG+9m1TWdjtVqJioqiX79+eHh4OLocEbvYs2cPBw4c0LApEREXo6AhDvH7778z4YmBBB9db5f2nu9an0EtXHtuBsCuXbs4dOiQVpsSlxIZGUlwcDB33nmno0sRERE7UtCQEnfs2DF69OhBzZo1if78JT7o3wQfT2Oh52x4GA34eBoZ178Jj4fXKaZqnUtUVBTly5enY8eOji5FxC6sViuRkZEMHDgQLy/79nKKiIhjKWhIiTp79iw9evTAYDCwbNkygoKCGNwijFWj76DtDSEA+QaOS+fb3hDCqtF3uEVPxiXz5s2jT58+ekMmLmPbtm0cOnRIw6ZERFyQa+9qJk4lKyuLiIgIjh07xoYNG6hWrZrtXGiwH9NHtSLudBoztySw+sBpjqRkXrZ8q4HczfjC61ViaOswl19d6t/279/P/v37GTdunKNLEbGbyMhIqlSpQocOHRxdioiI2JmChpQIi8XC8OHD2bRpEytXrqRRo0Z5Xle3ciBv9mnMQ83LEVq7Dl/OmEvL1m3x9jRSK8Tf5Xf8vpaoqCgCAgLo0qWLo0sRsQuLxcKcOXO4++67tbiBiIgLct93bVKiXnjhBebMmcMPP/xA+/bt870+JSUFa85FbgkL4daw8iVQofOLioqiV69eWv5TXMb69es5ceKEhk2JiLgozdGQYjdx4kQ++ugjJk6cyMCBAwt0T0pKCgAhISHFWVqpcejQIXbs2KFN+sSlREZGEhYWRuvWrR1dioiIFAMFDSlWP/74I//5z394/vnneeqppwp8X3JyMgDBwcHFVVqpMn/+fHx8fOjZs6ejSxGxC5PJxI8//sigQYMwGvW/IhERV6Tf7lJs1q5dy9ChQxk8eDAffPBBoe691KNRrly5Yqis9Jk3bx7dunUjICDA0aWI2MXq1atJSkrSsCkRERemORpSLPbu3Uu/fv24/fbbmTJlSqE/sUxJSaFcuXJuO0HUbDbz9ttv07hxY5o1a8bGjRv5/vvvHV2WiN1ERkZSt25dbr31VkeXIiIixURBQ+zu2LFjdO/endDQUNuQn8JKSUlx62FTiYmJvP322wC2sJWRkUFqairly2tyvJRuWVlZREVF8dRTT122hLWIiLgWDZ0Suzp37hw9e/a8bEO+okhOTnbrieBVqlSxrS5lNpsBeOyxx6hYsSKLFy92ZGki12358uWcO3dOw6ZERFycgobYTVZWFpsaNOC3PXtIOHqU6nFxRW7L3Xs0DAYDderUueyY0WgkICCAevXqOagqEfuIjIykSZMmV91PR0REXIOChtjFpQ35EhMT7dJekYPG2rUwahQ0bAhGIxgMuV9r1tilrpJ000032YaVXAoZa9asoX79+g6uTKToMjIyWLhwoXozRETcgIKG2MWLL77InDlz6FCAzfgKoshBY/58mDwZDhwAq9UutThKgwYNbK/9/PxYvXo1TZs2dVxBInbw008/kZmZyaBBgxxdioiIFDMFDblun3zyCR9++CETJkygVq1admkzJSWlaHM0KleGgQPho4+glA8xCg0NxWq14uXlxapVq2jevLmjSxK5bpGRkbRo0YIbb7zR0aWIiEgx06pTcl3mzp3L6NGjee6553j66adh+PC/T5pM8NZb8O23kJQELVrAxInQrFnu+cREiI3Ns916iYncdPYsrF+fe6Bdu4IV9PLLf7/+4YfC/jgOk5Fl4nByBtkmC96eRmqF+NO8eXP8/f2ZNWsWrVq1cnSJItft3LlzLF26lLFjxzq6FBERKQEKGlJk69atY+jQoQwaNIhx48ZdecGzz8Jvv/39fUwMhIfDtm25vQ1Ll8KIEXm2/QvAp5/mfkGpHwaVl7jTaczckkD0wUQSUjL5509oAMKC/Xhu1hYatgpzVIkidrVw4UKysrK45557HF2KiIiUAA2dkiLZu3cvffv2pW3btkydOjXvDfni4+GTT2DBArjtttxj589f3uvgho6mZHL/d1voMnEd07cc4ci/QgaAFTiSksn0LUfoMnEd93+3haMpmY4oV8Ru5syZQ/v27alRo4ajSxERkRKgoCGFdvz4cXr06JH/hnyjR8NTT0HfvjBr1t/Hly6FnJzcYVZW6xVfv+/ZgwHYtHHj38cvSUzMHU71z689e4rzx7WryG0J3DlhLRv/TAbAbLl2T82l8xv/TObOCWuJ3JZQ7DWKFIfk5GRWrFih1aZERNyIhk5JoZw7d44ePXoA5L8h3z/nFdStC+XLQ2oqXLwIJ05AmTJ5ztEw7drF7UD1Q4fgr83qbHM08hpudccdpWL52knRcXy4Iu85KfkxW6yYLVZeitpDUnoWT4TXtXN1IsUrKioKi8XCwIEDHV2KiIiUEAUNKbCsrCwiIiI4evQo69evp3r16oVr4K89IWyuMkejKbAe4L77/j5YyudoRG5LyDNktK4dTOTDbfK8J+KLDew8evaK4x+uiKVigA+DWmjuhpQekZGRdO7cmUqVKjm6FBERKSEKGlIgFouFESNGsGHDBlauXEnjxo3zv2nrVujdO/d1fDykpOS+9vWFatWKVsjw4ZevbFUKHE3J5I1Fe695zZQNh9h97Nxlxw4nZ1z1+tcX7aXtjRUIDfazS40ixenkyZNER0fz7bffOroUEREpQQoaUiAvvfQSkZGRuZvydehQsJsmTMjd1yIsDN577+/jPXqAl9dVQ8P48eN57733OHv2bOEL3bcv9wv+DjaQu2N4UlLu6xIeujFm/h5M+czF2Ho4hWW/nypwmyaLlTHz9zB9lJa9Fec3d+5cPD09iYiIcHQpIiJSghQ0JF+ffvop48ePZ+LEidx9990Fv7FaNXjyycuPBQRAPmvoF3mzPsjdO+Ott648/uabf78uwWFYcafTiIlPKtC1/t4eXDRZ8p0gDrlzNmLik4hPTKNOpcDrLVOkWEVGRtK9e3fKly/v6FJERKQEadUpuaa5c+fyzDPP8Oyzz+ZuyFcYkybBiy9C1arg45M7oTs6Gho0uOZtycnJBAcHX0fVzmPmlgQ8jIZ8rxs/8Bb2vtWdg293Z/aDrWlS/RqT7P/iYTQwY7NWoRLnduTIETZu3KjVpkRE3JDBai3ls2yl2MTExNClSxciIiKYOXNm3ntlFIOBAweSlpbG8uXLS+R5xemO8dEcucb+F83CyvNgu9pEH0wkNTObupUCeaj9Dfh5ezDgy43sPXn+mu3XDPFj7XPh9i5bxG7Gjx/PG2+8QWJiIgEBAY4uR0RESpCChuRp37593H777dx6660sW7bs6ntlFINOnTpRuXJlZs+eXWLPLA7pWSaavLn8is348lMzxI+fn+rA1sPJDJuy7ZrXGoDf3+yGv49GQYpzat68OTfeeCM//PCDo0sREZESpqFTcoXjx4/TvXt3QkNDiYqKKtGQAdc5R8OJHEnOKHTIyL0vk5X7T9H6hhDyG3Vl5dqrU4k4UmxsLDt27NCwKRERN6WgIZc5d+4cPXv2xGq1snTpUsqVK1fiNaSkpLjEHI1sk6XI9544exEfTw/8vPPvqbie54gUpzlz5hAYGGjb5FNERNyLxluITXZ2Nv379+fIkSNs2LCBGjVqOKQOV5kM7u1Z9BwfFuzHxRwzGdmmfK/t2b0rNct6UKtWrSu+atasSZkyZYpch0hRWa1WZs+eTd++ffV3UETETSloCPD3hnzr169nxYoVBduQrxhcvHiRzMxMlwgatUL8McA1h08F+3uTkpF92bGGVQK5s2Fl1sYmFmAlXiuj7unD8SN/cvjwYbZs2cLRo0cxm822KypXrpxnCFEQEXs7f/48vXv3pkWLFtx2223s37+f8ePHO7osERFxEAUNAXI35Js1axZz5szhjjvucFgdqampAC4RNPx9PAkL9rvmqlOT7r2VizkWth9JJTkji7qVAri3ZRgXc8x88PPBfJ9RM8Sfd5977bJjJpOJ48ePc/jw4Su+3DWInD59mu3btxMUFERYWBhVq1bF09MTq9WKwZD/8sNSMOfOnWPdunWsW7cOAIPBwPr166lZsyY33XSTg6sTEZGSplWnhOXLl9O9e3cmTJjAM88849Ba9u7dy0033cTGjRtp06aNQ2uxhzcX7WX6liNX3YRveNta9GtajZoh/gT4eJKSkc2GP5L45Jc4jiRfPaBA7j4a97eqyZt9Ctf7dK0gcvjwYZcJIpdCxNy5c/nyyy9Zu3YtFkvufJZ+/frx3//+lzp16mCxWEps6WZXZ7FY8PX1JScnx3bMw8MDs9nM0qVLNVdDRMTNKGi4uUtvxpYsWcJdd93l6HKIiYmhQ4cOHDhwgPr16zu6nOsWdzqNLhPXFVv7q0Z3sPvO4K4URFauXMlTTz3FwYMHqVWrFqGhoezdu5eUlBQ6d+7MlClTHDYXyVXdcMMNHDp0yPa9h4cHDRs2ZO3atS7RUykiIgWnoVNu4mpDRC4dc4aQAbkTwcE1hk4B1K0cSPs6Fdj4Z/JVezWKwsNooO0NIXYPGQCenp7UrFmTmjVr5jmMrrBDs6pUqXLVIBIWFlasQWT8+PEcPJg7BG3cuHHcfffdjB8/nnfeeYdffvmFLVu2KGjYWb169WxBw8PDg5tuuonVq1e7zL9pEREpOAUNF3Xs2DFOnTrFgQMH6N69OxUqVHB0SQWSkpICQPny5R1cif2MjWjCnRPW2jVoeBoNjI1oYrf2CvXs6wgimzdvLrEgkpSUxObNmwFo1qwZERERAAwaNIhx48YBsG7dOu66664S3yvGld14441A7ocYt9xyC7/88otDlskWERHHU9BwQatWreK1115jz549ZGZmUr16dT755BP69+/v9JNfU1JSCAoKwtPTdf5qhgb78VafxrwUtcdubb7dpzGhwX52a8+eSjKI1KpV66ohYc+ePaSnp+Ph4cHNN99s+ztVtmxZUlJSMBgM7N+/XyHDzjw8PABo0KABq1evJigoyMEViYiIo7jOuzkBYMeOHQwYMIC0tDQg903f8ePHGTlyJNWrV6dVq1YOrvDaXGWzvn8b3CKMpPQsPlwRe91tPd+1PoNahNmhKsewZxAZPnw4U6ZMyfM5J06cAMDX15fq1avbjl/6t2EwGC6btCyFl5Fl4nByBtkmC96eRmqF+DN48GA2b97MypUrFTJERNycgoYLOXnyJA888ABpaWkMGDCAxo0bs3HjRrZv305qaipfffUVrVq1cupeDVfZrC8vT4TXpUKAD28s2ku2yYyVgv838DAa8DQaeLtP41IdMgqiMEEkKCgIs9ls+xT9nzIyMgDw9va+bOjO4cOHba8rVapk9/pdXdzpNGZuSSD6YCIJKZmX7RNjIHezyZ6vTiHxohHlDBER96ag4SLMZjOff/45+/bto0ePHvz4448AHD16lEGDBrF582YOHDiA1WrFYrHk+cbMGbhqj8Ylg1uEUYVzDP5oIb61b8XDaLjm3A2rxYzB6EHbG0IYG9HEaYdLlaR/BpFrubSUbVZW1mXzPH7//XcAfHx8aNSo0WX3WK1Wjh07xr59+0pksnppcjQlkzHz9xATn3TVv7dW4EhKJtO3HGHqpsO0r1NBf29FRNyYgoaLuHjxIgkJCZQpU4bhw4cDkJ2dTWhoKI888ghbt24lOzsbg8FgCxkJCQlUqVIFb29vB1Z+uZSUFCpWrOjoMorVt5+Mw2vDWn4av4sfd54iOjaRhOQ8PhkO8SMzfhsXflvBtLErnbYXylkFBwcTHBxMSkoKZ86cASAxMZGYmBgAwsLCaNGixWX3mEwmli5dyiOPPGI75shVs5xF5LYE3li0F9Nf4SK/hQ0und/4ZzJ3TljLW30aM9jFe+JERORKChouwt/fn9dee41Dhw7RsGFDAFuA8Pf3x2KxcPLkSTIzM/Hz82PatGl88MEHvPnmmwwcONBpNixLSUmhQYMGji6j2Bw4cIDZs2czadIkGoeG0Dg0hDdpnOdYd38fT5YuvUCvr19k+/bt3HbbbY4uv1Tp378/n3/+OTExMcyfP58bb7yRbdu2sWTJEgB69uxJ+/btL7vHy8uLBx98kO7duzt81SxnMSk6rshzi8wWK2aLlZei9pCUnsUT4XXtXJ2IiDgzbdjnYi4FiX/65Zdf6NKlCwEBAZw/f55Vq1bRtWtXAGbNmsXgwYMdUWqeatasyQMPPMA777zj6FKKxdChQ1m7di3x8fEFWu3IZDJRs2ZN+vTpw5dfflkCFbqWzZs38/zzz7Nhw4bLjnfo0IFvvvmGunUL/8a3sBsaluYgErkt4aqrpd1UrSzPd6tPs7DyGAwGdiSk8sGyA+w7ef6q7Y3r38Tl5xiJiMjfFDTcwO7du2nevDm33XYbEydOpGPHjmRnZ/PKK6843Rv6gIAA3nnnHUaPHu3oUuzuwIEDNG7cmM8++4zHHnuswPe98sorTJo0iZMnT14RIiV/v/76KytWrGD37t1kZmbSqVMnHnzwQQID7b/ZIbhOEDmaksmdE9aSZbJcca5xtbLMe6QtJ85dYNaWBIwGA/e3rkmQnxf9Pt/An0kZebbp42lk1eg7NGdDRMRNKGi4gV27dtGsWTN8fX3x8PAgIyODUaNG8c033zi6tMtkZWXh6+vL1KlTGTZsmKPLsbuhQ4eyZs0a/vjjj0Lt3fDHH39Qp04dpk+fztChQ4uxQikJzhBEli1bxjPPPMNHH33EXXfdlec193+35ao72k8e1oJmYeXo+NEazmbmLhFcMdCH6Gc7EhN3hkdn7sizzUs72k8f5dzLbIuIiH1ojoYbuDT/Iicnh4sXL9KlSxenCxkAqampAISEhDi4Evu7NDfjs88+K/QGcTfeeCMdO3bku+++U9BwAc6ws/ratWuJjY2ld+/eDB06lE8//ZTy5cvbzsedTiMmPumqP0OLWuVZG3vGFjIAzqRlseVQMp0aVMLP24PMbPMV95ktVmLik4hPTKNOpeLpURIREeehoOEGKleuTKNGjdi3bx9NmjThp59+cnRJeUpJSQFwyeVt3333XapWrcqoUaOKdP+oUaO4//77+eOPP7jxxhvtXJ04k5IIIps2bcJoNGKxWJg9ezbLly9n8uTJtt6NmVsSrrn0srenMc8hVReyzfh4elC/ciA7j57N814Po4EZmxN4s0/jIvzpiIhIaaKg4UKuthFf5cqVefnll/nkk0/46aef8PR0zv/sycnJgOsFjevpzbikf//+PP7440yZMoV3333XzhVKaWLvIGI2mzlz5gy9e/emRYsWbNy4keiDiddcwvbPMxk0DS2H0QCXLvPyMNA0tBwAlcv6XvVes8VKdGwib6KgISLi6jRHw0VYLBZ2797NLbfcctWlai9evIiv79XfADjawoUL6devH6dPn3apHZuLOjfj3x599FEWL17MkSNHnHbDRXF+JpOJihUrcvbsWdsxg8GA1WqlTJkyHD52klbj13Ot/zHc1zKM9yKaMHf7Ub5a9ydGAzwZXpdujavg7WnkmTm7WLDr+FXvNwC/v9kNfx/n/NBDRETswzk2T5DrNmbMGFq0aMGhQ4eueo0zhwwopUOnhg8HgyH3a82aK04fPHiQ2bNnM2bMmOsKGZA7fOr48eMsX778utoR95aTk8PZs2dtvZ/lypXjkUceYf369aSnp3PmItcMGQAztyYwKTqePrdUZ9XoO1jxzB2Ehfjx9bo/AMjMNl3zfitwODnvlalERMR16OMkFzBp0iTGjRvHxx9/XKrH76ekpFC2bFmnHdpVFNc7N+Ofmjdvzs0338x3331Hz549cw+uXQvTpsHGjXDwIFzqoIyOho4dr/uZ4noMBgO33HILjRs35r777qNLly54eXnZzmfnMfciLx+uOMj/1v1BvcqBpF00cfB0Gs93rQ9w1eVt/6mgzxERkdLLdd7RuamoqCieeuopRo8eXer3nkhJSSldvRn5OHjwILNmzbquuRn/ZDAYGDlyJM899xxnzpyhYsWKMH8+TJ5sh2rFXfj6+rJr166rnvf2LHhH9/mLJn49kmr7/vY6FThx9gJ/nEnP997CPEdEREon/aYvxdavX8+QIUO4++67+fDDDx1dznVLTk52qaBhz96MS4YOHYrRaGT69Om5BypXhoED4aOPoF49uz1H3FetEH+uXFIif3c1qUrT0HJM3nCI/Gb+Gf56joiIuDb1aJRS+/fvp0+fPrRu3Zpp06ZddQJ4aVLqezRMJnjrLfj2WyxnzvBQVhZ3vfji370ZiYkQG1uwttq1y/NwSEgI/fr147vvvmP06NEYXn7575M//HCdP4AI+Pt4Ehbsx5GUzKte07JWME91rktM3BlSM3O4NbQcdzevwZqDiUzZeDjfZ4SF+GkiuIiIG9Bv+lLoxIkTdO/enWrVqrFgwQK7DMtxBikpKVSoUMHRZRTds8/Cb78BuV2FHQDrl1/CyJG5vQ1Ll8KIEQVr6xofCY8aNYpu3bqxZcsWWrduff11i/xLeP1KTN9y5KpL3J46fxGLxcrD7W8gwMeTo6kX+GhlLN+u//Oay+JC7j4a4fVcZ1U5ERG5OgWNUub8+fP07NkTs9nMsmXLKFeunKNLspuUlBTqlebhP/Hx8MknHPf05MTjj9MCMJw/Dy+/DPPm2e0xnTt3JiwsjMmTJytoSLG4r1UYUzcdvur5hJRMHpiytUhtmy1WhrYOK2JlIiJSmpT+8TZuJDs7mwEDBnD48GGWLVtGaGioo0uyq1I/dGr0aHjqKV7atIn/VK789/GlSyEnJ3cpXKu1YF+XJCbC+vWXfXns28fw4cOJjIwkI0NLhIr91a0cSPs6FfAwFmW2xtV5GA20r1OBOpUC7dquiIg4J/VolBJWq5VRo0axbt06li9fTpMmTRxdkt2V+sngrVoRGxvLrFmz+PTTT+G11yA1FS5ehBMnoEyZws/RyGu41R13MGLqVN555x1+/PFHhg8fbtcfQwRgbEQT7pywNt+hUIXhaTQwNsL1fneJiEjeFDRKiTFjxjBjxgwiIyPp6IL7I2RnZ5Oenk5ISIijS7kul6009frrl5+00xwNgFq1atG5c2e+++47BQ0pFuW8zPjtX0JW3Z52a/PtPo0JDfazW3siIuLcNHSqFPj888/54IMP+Oijjxg0aJCjyykWqam5a/GX5h6N5GXLmDlzJi+//DK+x47BXzud4+sL1aoVrdG8hlv9tQP5qFGjWL9+PQcPHrRL/SKXnD9/nu7du/PnyhkMalDGLm0+37U+g1poboaIiDtR0HBy8+fP58knn2T06NH85z//cXQ5xSblrzflpTlo+H/zDS8HBvJQ5cpw331/n+jRA7y8ijZH4xr69etH67Jl2fbiizB37t/BBnJ3DJ87N/dLpBDOnTtHt27d2Lt3LytXrmTcsE580L8JPp7GQs/Z8DAa8PE0Mq5/Ex4Pr1NMFYuIiLMyWK0FfFcjJW7Dhg3ceeed9OnTh9mzZ7vEXhlXs379etq3b8++ffto2LCho8spuOHD4fvvAYgFrlgzKyAAtm2DBg2K5fFLW7ak57Zt175I/8SlgM6ePUu3bt2IjY1l5cqV3HbbbbZzR1MyGTN/DzHxSXgYDdecu3HpfPs6FRgb0UTDpURE3JTmaDip/fv307t3b1q1asX333/v0iEDXKNH443gYKaPGIHnrFm5vQstWsCECcUWMgCaNWuWG2RErtPZs2fp2rUr8fHxrFq1iubNm192PjTYj+mjWhF3Oo2ZWxKIjk0kITmTf8YNA7mb8YXXq8TQ1mFaXUpExM2pR8MJnTx5kjZt2hAQEMD69etdaq+Mq5k6dSojRowgOzsbLy8vR5dTKLGxsTRs2JBPPvmEJ554osSf37x5c2rUqMHChQtL/NniGlJTU+nSpQuHDh1i1apV3HrrrQW6LyPLxOHkDLJNFrw9jdQK8deO3yIiYqP/IziZSxvymUwml9uQ71pSUlIIDAwsdSEDcleaqlKlCg8++KBDnj9q1CieeuopTp06RZUqVRxSg5ReKSkpdOnShSNHjvDLL7/QtGnTAt/r7+NJ42pBxVeciIiUaq49HqeUubQh359//umSG/JdS2ndrC82NvbvlaZ8fR1Sw7333ounpyfTpk1zyPOl9EpOTqZz584kJCSwevXqQoUMERGR/ChoOAmr1cqDDz7IunXrWLBggUtuyHctpXWzPkf3ZgCUL1+eAQMG8N1336GRkFJQSUlJdO7cmePHj7N69WpuvvlmR5ckIiIuRkHDSbzyyitMnz6dadOmER4e7uhySlxKSkqp26zPGXozLhk1ahSxsbFs2LDBoXVI6XDmzBk6derEyZMniY6OdrsPNkREpGQoaDiBL774gvfff9+lN+TLT2kcOvXee+85vDfjko4dO1K7dm0mT57s6FLEySUmJtKpUycSExOJjo6mcePGji5JRERclIKGg82fP58nnnjC5Tfky09pCxpxcXHMmDHDKXozAIxGIyNGjOCHH34gLS3N0eWIkzp9+jTh4eEkJSWxZs0aGjVq5OiSRETEhSloONDGjRsZMmQId999Nx9++KGjy3Go0hY0nGFuxr8NHz6czMxM5syZ4+hSxAmdOnWK8PBwUlNTWbNmDQ2KcX8XERER0D4aDnPgwAFuv/12mjRpws8//+wUn4o70vbt2ylfvjw33HCDo0vJV1xcHA0aNHDYvhnX0qNHD86ePcumTZscXYo4kZMnTxIeHk5aWhr7WrUiaP783BPR0dCxo0NrExER16UeDQc4efIk3bt3p2rVqixYsMDtQwbkbjpXu3ZtR5dRIM7Ym3HJqFGj2Lx5M/v27XN0KeIkjh8/TseOHUlPT2fNmjUElS3r2IKmT4dhw6BxYyhfHnx8oE4dePppSEpybG0iImJXCholzF035CsIg8Hg6BLydWluxksvveSUAbFPnz5UqFBBk8IFgGPHjtGxY0cuXLjA2rVrqVu3rqNLgocegmnTYN8+OHsWsrPhjz/g00+hZUtISXF0hSIiYicKGiUoOzubgQMHuuWGfK7i3XffpXLlyjz00EOOLiVP3t7eDB06lGnTppGdne3ocsSBjh49SseOHcnOzmbNmjXceOONji4pl8EA7drBV1/BypXwzjvg7Z177tAh+OQTx9YnIiJ24+noAlzZ7t27KVu2LLVr17ZtyLd27Vp+/vlnrVtfCl3qzZg4caJT9mZcMmrUKCZOnMiSJUvo37+/o8sRB0hISCA8PByz2cyaNWuuPizRZIK33oJvv80dttSiBUycCM2a5Z5PTITY2II9tF27gl23cCF07fr393feCcnJuc8F2LatYO2IiIjTU9AoJlarlW7dupGZmcmSJUv4+eefmT59OrNnz3bLDfkusVqtpWKIVF6cvTfjkptuuomWLVsyefJkBQ03dOTIEcLDw7FaraxZs4ZatWpd/eJnn4Xffvv7+5gYCA/PfbNfrx4sXQojRhTswQVdV+SfIeOSfw7p8vcvWDsiIuL0FDSKyf79+zl9+jQGg4Hw8HAsFgsfffQRgwcPdnRpDmUwGIiLi2PDhg2kpaVRpkwZKlasSLVq1ahduzYVKlRwdIl5io+PZ+bMmUyYMMGpezMuGTVqFI8++ijHjx+nevXqji5HSsjhw4fp2LEjRqORtWvXEhYWdu0b4uNzhyrVrAnvvgu//grnz8PLL8O8eSVTNEBU1N+ve/QoueeKiEixUtAoJitXrsRgMGC1Wrm0grDR6N5TYo4dO8abb75JTEwMaWlpnD17luzsbHx8fKhWrRrt2rVjxIgRtG/f3ul6Pd59910qVark9L0ZlwwaNIhnnnmG77//njFjxji6HCkBf/75J+Hh4Xh5eREdHV2wOWCjR8NTT+W+btQotxcDcnsycnJg+PDcr8LIa7hVUBBcbbjoq6/CL7/kvm7dGh54oHDPExERp6WgUQgZWSYOJ2eQbbLg7WmkVog//j55/xEuX77cFjQuGT16NFarldGjR5dUyU7j2LFjvPzyy8ycOfOKcxcuXOCPP/7gjz/+YNasWXz55ZeMHDnSaYZZxcfHM2PGjFLTmwEQFBTE3XffzeTJk3nppZfcPuS6uj/++IPw8HB8fHyIjo6mRo0aBbuxVau/X9etm7vcbGoqXLwIJ05AmTKFn6OR13CrO+6ANWuuvOe55+Cjj3JfN2gAixaBp/63JCLiKvQbPR9xp9OYuSWB6IOJJKRk8s9RyAYgLNiP8PqVuK9VGHUrBwK5q0utXr0ai8UCgIeHB2azmfLly1O5cuWS/yGcwMqVK4mMjKRMmTIMGDCAFi1akJWVRUpKCqdPn+bEiRPExsZy6NAhJk6cyK233sqtt97q6LKB0tebccmoUaOYNm0aMTEx3HHHHY4uR4pJfHw84eHh+Pn5sXr16usbKvfvYF8cczQALBZ49FH43/9yv7/5ZlixAipWLHgbIiLi9BQ0ruJoSiZj5u8hJj4JD6MBs+XK/4lagSMpmUzfcoSpmw7Tvk4FxkY0YUfMSrKysmzXtW/fnkcffZR+/frhfWkZRzezf/9+zGYz//nPf3j55Zfx8/O74pqffvqJF198kd9//519+/Y5RdC41Jvx8ccfl5rejEvat29P3bp1+e677xQ0XFRcXBwdO3YkMDCQ1atXU61atcI1sHUr9O6d+zo+/u89LHx9obBtXZLfcCuTKXfDvlmzcr9v3To30JQvX7TniYiI09J4ijxEbkvgzglr2fhnMkCeIeOfLp3f+Gcyd05Yy5L9qXh5efHII48QGxtLdHQ099xzj9uGDIC0tDQgdzJ4XiEDoFevXtxyyy0AeHl5lVht11JaezMg98965MiRzJ07l3Pnzjm6HLGzgwcPcscdd1C2bFmio6MLHzIAJkyASZNyhyzdd9/fx3v0AC+v3MBgtRbsq6AGDPg7ZISGwptvwt69sH597teePYX/OURExCmpR+NfJkXH8eGKAo5J/hezxYrZYmXluYp8vHwvT4Q7wS68TqJWrVqUKVOGSZMmER8fz+2330716tUpV64c3t7e+Pj4sH37djZu3AhAlSpVHFzx5b0ZZcqUcXQ5RfLAAw/wyiuvMHv2bB555BFHlyN2cuDAAcLDwwkODmb16tVFH5JZrRo8+eTlxwICYOzY6y/yahYt+vv10aPQvfvl5682n0NEREodg9VamI+iXFvktgReirry07QPB97MwOZXX8Gl1furOH0+64rj4/o3YVCLfJaXdBPp6em0b9+e3bt3A1C+fHnKli2Lr68vVquVxMREzp49C0CPHj345ptvivYJrR0NHz6cFStW8Mcff5TaoAHQu3dvTp06xTZthOYS9u3bR6dOnahQoQKrV6+mUqVKhWtg+HD4/vvc18uXw+rVMG1a7rCpFi1yezluu83uddvkt8CDgoaIiMtQ0PjL0ZRM7pywliyT5YpzzcLKERZ8+SZSBgO81+8mjqVeoOvEdXm26eNpZNXoOwgNznuokLuJi4vj9ddfZ86cOXmeDwwMJCwsjDlz5tCoUaMSru5y8fHxNGjQgI8//pinLi3/WUotWLCAiIgIdu/ezc033+zocuQ67N27l06dOlG5cmV++eUXKmrytIiIODEFjb/c/90WNv6ZnO98jEtuq1meuY+05b/LD/DFmj/yvMbDaKDtDSFMH9Uqz/Pu6PTp0/z+++/s2LGDQ4cOkZqaysWLF/Hy8qJly5Y8/vjjTtF74Cq9GQA5OTnUqFGDe++9l4kTJzq6HCmiPXv20LlzZ6pWrcovv/zitJtbioiIXKI5GuQuYRsTn1Soe/o2rY7FYmXRrhNXvcZssRITn0R8Yhp1KgVeb5kuoXLlylSuXJnOnTtjNpuxWCxOM/H7EleYm/FPXl5ePPDAA0yePJlx48bh4+Pj6JKkkH777Tc6d+5MjRo1WLVqFSEhIY4uSUREJF9adQqYuSUBD2PBN4bzNBro1aQq2xNSOXb2wjWv9TAamLE54XpLdEkeHh5OFzIA3nvvvVK70tTVjB49mvnz5ytklEK7du2iU6dOhIaG8ssvvyhkiIhIqaGgAUQfTCzwkCmADvUqEuzvzcJdx/O91myxEh2beD3lSQmKj49n+vTpvPTSSy7Rm3FJtWrVuP322x1dhhTSzp076dy5M7Vq1WLVqlUEBwc7uiQREZECc/ugkZ5lIiEls1D39L2lGtkmC0v2nCzQ9QnJmWRkmYpSnpQwV+zNuMTDw8PRJUghbN++nc6dO3PjjTeycuVKhQwRESl13D5oHEnOoDCz4f28PejSqDLr4s5wNjOnQPdYgcPJGUWqzx1YrVacYU0Cs9lM9erVee2111yqN6MwrFYr58+fx2RSMHakbdu2ceedd1K3bl1WrFhBee2aLSIipZDbB43sPJazvZaujarg5+1ZoGFT1/Mcd7F48WKeeOIJDPmtrV8CPDw8ePvtt912Y7utW7fSunVrBg0axKpVqxxdjtvaunUrXbp0oUGDBqxYsYJy5co5uiQREZEicfug4e1ZuD+Cfk2rkZ5lYuX+08X6HHexbds2Fi9e7OgybIxGo1OEHkcoW7YslStXZvny5YwbN87R5bilzZs306VLFxo1asTy5csJCgpydEkiIiJF5vbvfmuF+FPQt5XB/t7cXqcCy/ee4mJOwXsoDH89R66UnJxc4qvoOMMwLWfUoEEDvvjiC5o2bcratWudKgC6g02bNtG1a1eaNGnC8uXLKVu2rKNLEhERuS5uHzT8fTwJK+DO3XfdXBUvD2Ohh02Fhfjh76MtS/KSkpJSIpNct27dSlJS7l4pl3os3C1wREdHM3jwYN58800OHjyIxfJ3WLZarWRlZVGjRg0efvhhAL777jtHlep2NmzYQNeuXWnatCnLli0jMFD77oiISOnn9kEDILx+pQLto9GvaXXOpGWxvhCb+1ktZhJ3RfPFF1+QnJx8PWW6pJIIGsuWLaN3797897//ZeXKlbb/Du42RGrChAn88MMPvP3227Rv356HH36YzZs3A7l/Fpf22DCZTHh6erJz5079nS0BMTExdOvWjWbNmrF06VKFDBERcRkGq7t9rJuHuNNpdJm4rtjarxsXSfSC2RiNRnr37s2wYcPo0aOHU25WV9JatGhBs2bN+Prrr4vtGS1btuTXX38FcocH3XXXXXTp0oVmzZoREhJCVlaWW2xkN3fuXO655x58fX3Jysqy9ej069ePhx9+mHLlyrFt2zbeffddzpw5Q5s2bZg3bx5VqlRxcOWua926dfTs2ZMWLVqwZMkS/P01xFJERFyHgsZf7v9uCxv/TC7Uxn358TAaaHtDCNNHteL06dPMnj2b77//nl27dlGhQgWGDBnCsGHDuPXWW93u0/VLbrjhBgYPHszYsWOLpf3du3dz66234uXlhclksr25btSoET179qRz586sWbOGzz77jKlTpzJw4ECsVqvL/vcoV64c58+f57nnnmPPnj2sXr2anJwcPD09MRqNlCtXjpSUFEwmE8OGDWPKlCmOLtllrVmzhl69etG6dWsWL16Mn1/BhnCKiIiUFho69ZexEU3wLMDwqcLwNBoYG9EEgMqVK/PMM8+wc+dOdu/ezbBhw5gzZw7NmzenSZMmjB8/nhMnTtj1+aVBcQ+duuWWW4iIiCAnJ4d27drRr18/DAYD+/bt48MPP+Spp57im2++ITMz0/bn76ohA2D48OEA+Pv7s2zZMubOnUufPn0wmUxYLBYSExMxmUw0a9aMRx991LHFurDVq1fTs2dP2rZtq5AhIiIuSz0a/xC5LYGXovbYrb1x/ZswqEXYVc+bTCZWrFjBtGnTWLBgATk5OXTp0oVhw4bRt29fl3/zYTKZ8PLy4rvvvmPkyJHF9pwtW7YwaNAgzGYz48ePJzExkfnz5xMTE4PFYsFoNOLj48MTTzxB586d6dy5s8vuon3gwAEaNWpEcHCwbXI8wG+//caiRYvIyMigVatWhIeHa2nVYrJq1Sp69+5Nhw4dWLBggdtuDikiIq5PPRr/MLhFGM91rWeXtrz2LaNTrWu/gfD09KRnz55ERkZy6tQpvvrqK9LT0xkyZAhVq1blwQcfJCYmxmVXRzp79ixAsU8Gb9WqFffffz/Hjx9n//79PPXUU3z22WeMGTOGMmXKYLFYuHDhAuPHj2fNmjUuGzIgd45KixYtSElJYd68eQBkZ2dz88038+qrr/L++//f3n3H13z2fxx/nZMtxB6xNz+j2qJGqVKjqdYurYqERIfRGm11aOlAuWuVtm5Fm8Qoau9NUKulqihSIxQNSaxE5jm/P84tpCSSOMk34/18PPJw8v2ec12fo+h551pj6dSpEwULFsy1f+4yU1p+z44fP87TTz/N8uXLFTJERCRXU9D4l4Etq/FFl7q4OJrTtBPV3RzMJlwczQx5sgQ39v5E27ZtiYyMTNNrCxUqRL9+/di5cycnT55k8ODBbN68maeeeooqVaowatQoTp06lZG3lG1FREQAmR80AD799FNatWrFZ599xrp166hTpw5OTk7cunWLYsWK0apVKwD8/PwyvRaj3X6PR44cAcDZ2Tnp3t0flHPzFLLMkpatkwcMGMDKlStxdXXNqrJEREQMoalTKTgXEc0HSw+zI+QKDmZTqovEb99vXrUYYzrXpVyRfPzxxx+0aNGCatWqsXHjxgxtWWmxWNixYweBgYEsWrSIGzdu0KxZM3x8fHjxxRdz/NSW3bt307RpU/744w9q166daf0kJibi4ODA0qVL6dq1K8888wxjx47F29ub48eP891339GmTRuOHj3Ks88+m2l1ZBcJCQmsW7eOWrVqUblyZaPLyfESEhL49ttvOXPmDJGRkYwePRpPT89cvamAiIhIWihoPMDJf24wd28oW0+EERoezd2/WSZsh/G1rF6CXo3LU7VE8jDx66+/0qpVq6RDuB5mzUV0dDTLli0jICCAjRs34uLiQqdOnfDx8aF169Y4Oua8AwFXr17N888/z4ULF/D09MySPt966y2mTp1K7dq1OXLkCJUrVyYkJARAHwwl3eLi4ujUqRNbtmwhLi4OgBo1arB7924KFSpkbHEiIiIGU9BIh6jYBM6ERxGXYMHZ0UzFou4PPPH7559/pm3btjz55JOsWLHCLuc1/P3338ydO5eAgACOHj2Kp6cnr7zyCj4+PtSpU+eh288qQUFB9O7dm1u3bmXZNJKLFy/Ss2dPtm/fDsDs2bPx9fUlPj5e55pIusTGxuLl5cW2bdsoWLAg165dw8XFhdjYWD7//HM++OADQAFWRETyLq3RSAd3F0dqly7IY+ULU7t0wQeGDCBp+8rg4GC6d+9OfHz8Q9dRpkwZ3n33Xf744w/2799Pt27d+P7776lbty6PP/44U6ZMISws7KH7yWwRERHky5cvS+eqe3p6EhAQwH/+8x86deqUtN2rQoakR3x8PH379mXbtm1Ur16dpUuXMmfOHIoXLw5AuXLliIiIIC4uTiFDRETyLI1oZJG1a9fSsWNHOnfuzLx58+y+s1FcXBxr164lICCAVatWYbVa8fLywsfHh+effz5bnnw9cuRIZs+ezblz57K879s7Tbm7uyet4cirbv8TEB8fn2xhuKRsy5YtdOvWDScnJ/bs2UOlSpUA6N+/P9OnT6du3bpcvHiRSpUq8d5779G6desMrdMSERHJyTSikUW8vLxYsGABixcvxs/PD4vFYtf2nZ2d6dixI0uWLOHChQtMnjyZS5cu0a1bNzw9Penfvz979+7NVluWhoeHU7RoUUP6NpvNuLu7A+TpkAG2nZI2bdqEp6dnsrM1JGX169enR48efPbZZ1SoUAGAmJgYDh+2ncNz+PBhrly5wv79+xk+fDi//fYbkLbtb0VERHILjWhksXnz5tGrVy9ef/11vv7660yfVnHs2DECAwMJCgri77//pkaNGvTu3Rtvb2/KlSuXqX0/SM+ePbl06RJbtmzJkv60DiNlV65coXTp0owfP57BgwcbXU6OcO3aNW7dukWpUqUAaNKkCXv37qVkyZI899xznD17ln379nHz5k169OjB/PnzDa5YREQka2lEI4v17NmT7777jm+//ZZ33nkn03/C+X//93+MHTuWs2fPsnHjRho2bMjo0aOpUKECzzzzDIGBgdy8eTNTa0hJRERElpyhAfD5558THBycJX3lRMWKFaNjx47Mnj1bP3VPo4IFCyaFjPj4eBwcHHBxcWHz5s3MmjWLsWPHJh3IZzbrn1oREcl79H8/A/j5+fHVV18xYcIERo0alSV9Ojg40Lp1a4KCgrh06RKzZ8/GYrHg4+NDqVKl8PHxYcuWLXaf0pWarAoap06dYtSoUfz++++Z3ldO5ufnx+HDh/nll1+MLiXHcXJyYvPmzZw7d45atWoBULFiRTw8PHB1daV+/fqApk6JiEjeoqBhkEGDBvHFF1/w6aefMm7cuCztu0CBAvj6+rJ161ZOnz7Ne++9x88//8wzzzxDxYoV+fDDDzl+/Him15FVazRGjx5NsWLFeO211zK9r5ysTZs2lCtXjlmzZhldSo7k4uJCsWLFANsIR//+/fnrr7+oXLkyXbp0AXTauoiI5C0KGgYaPnw4H3/8Me+99x5Tp041pIaKFSsyYsQITpw4wc8//8xzzz3HN998Q82aNWncuDHffvstERERmdJ3VoxonDp1ioCAAIYPH/5QBybmBQ4ODvj6+jJ//nyio6ONLidHunDhAhs3bqRTp04sXryYIkWKsGDBAipWrGh0aSIiIlkubwQNX18wmWxf27YZXU0yo0aN4u233+bNN99k5syZhtVhMplo0qQJ06dP5+LFiyxcuJBixYoxaNAgPD096datGytXrrTLOSAAiYmJXL16NdODxpgxYzSakQ6+vr5cv36dxYsXG11KjnTz5k3atWvH2rVrqVu3Ljt27KB27dpGlyUiImKIvBE0jBYUBD4+ULs2FC4MLi5QtSq89Ram8HDGjx9P//79efXVV5k7d67R1eLq6sqLL77IqlWrOH/+PF988QUhISF06NCBMmXKMHjwYA4ePPhQ882vXr0KkKlBQ6MZ6Ve5cmVatWql6VNpcL8//9WrV2fPnj0MGDCAlStX8n//938GVCYiIpI95I3tbX19ISDA9njrVnj66azt39UVYmPvf69SJfjlFyyFCuHn50dQUBALFy5MmtOdnRw6dIjAwEDmzp3LP//8Q506dfDx8eGVV17B09MzXW2dPHmS6tWrs23bNlq0aJEp9fr7+7Nq1SpOnTqloJEO8+bN45VXXuHkyZNUrVrV6HKynZkzZ7Jv3z5mzJiR4nPy+iGQIiIioBGNrGEyQbNmMH06bNwIn30Gt09gPn0apkzBbDYzc+ZMunXrxksvvcSaNWuMrfk+6tWrx4QJEzh//jyrV6+mVq1ajBgxgrJly+Ll5cWPP/7IrVu30tRWeHg4QKYtBr948SJz5szRaEYGdO7cmUKFCjF79myjS8l2ZsyYQb9+/XB0dEx1hzaFDBEREXA0uoAsl5AAn3wCM2fClSvQsCFMngyPP267HxYGJ06kra1mzdL2vOXLoW3bO9+3bg3h4bZ+AfbvB2wfToKCgoiJiaFr166sXr2aVq1apa2PLOTo6Mhzzz3Hc889R2RkJIsWLSIgIICXX34ZDw8Punfvjo+PD08++WSKu+zcXmCeWVOnPD09uXDhAgUKFMiU9nMzNzc3evbsSUBAAJ9++imOjnnvn4n7mT59Om+88QYDBgxg6tSp2kFKRETkAfLe1KlHHoF/n6fg4WH7sF+9OvzwA/Tpk7Z2H+a37ptvYMAA2+Nu3WDRoqRbsbGxdOjQgV27drFhwwaaNm2a8X6yUEhICIGBgQQGBnL27FkqV66cdAp55cqVkz13zpw5eHt7Ex0dnXSomWQfBw4coH79+qxatYr27dsbXY7hvv76awYOHMibb77J5MmTFTJERETSIO9NnQoJgSlTYNkyaNDAdu36dXj//aytY8mSO4+9vJLdcnFxYenSpdSvXx8vLy9+/fXXrK0tg6pWrcqnn37KqVOnktZefPnll1SpUoWnnnqKWbNmce3aNcA2ouHm5qaQkU09/vjjPProo1oUDkydOpWBAwcyePBghQwREZF0yHsjGh9+CJ9/bnt88qRtFANsC7avXwcnp/S3f7/pVgULQt2693/+iBEwerTtcePGsGMH3Gd6yo0bN2jTpg0nT55k27Zt1E2pvWwsKiqKZcuWERAQwKZNm3BxcaFz586YzWa2bt3K33//bXSJkoJp06YxZMgQzp8/T8mSJY0uxxBTpkxh8ODBDB06lC+//FIhQ0REJB3yXtBYsQJeeOHOvSJFIDLS9vjMGXBzS/8ajftNt2rR4v5ndrz9NkyYYHtcsyYEB0Px4il2ERkZSatWrbh48SLbt2+nRo0aaastGzp//jxz584lICCAY8eO4ejoyJAhQ/Dx8bHLWQNWqxWTyaQdf+wkIiKC0qVL8/nnn/P2228bXU6WmzRpEkOHDuWdd95h3LhxChkiIiLppKBRtCjcPvn6zBnb9rfpXaORlqBhscAbb8DtLTEfeQQ2bIA0/KT48uXLPP3001y7do0dO3ZQqVKltNWXTVmtVry8vPjjjz+IiYkhPDycxx9/HB8fH15++WWKpxK8UhMTE8P8+fPZvXs3cXFxdOnShRdeeEEfEB/Cyy+/zKFDhzhy5Eie+n388ssveeeddxg+fDhjx47NU+9dRETEXvLeGo19++48Dgm5EzJcXaF06Yy16etrCx13f90dMhISwNv7Tsho3Nh2P43TUYoXL86mTZtwc3OjVatWXLhwIWN1ZhMmkwmTyUSjRo24cOECS5cupXz58rz99tuULl2ajh07smTJEmJTOnvkPvbt20ffvn3x8/Nj9uzZBAYG0qlTJ5o0acLevXsz8d3kbn5+fhw7dow9e/YYXUqWGT9+PO+88w4ffPCBQoaIiMhDyHtBY9IkmDbNNrLxyit3rnt52dZn3C80pPSVVl27wrx5tsflysGoUXDkCOzcafs6fPiBTXh6erJ582aKFi1KTEzMQ53KnR1ERERQpEgRnJ2d6dSpE0uXLuXChQtMmjSJCxcu0LVrV0qXLs2AAQPYt2/fA9/v8OHD+fHHHwF44YUXGDt2LNWqVWPfvn18++23JCQkpHrugdxfq1atqFChQp5ZFD527FiGDx/OiBEj+PzzzxUyREREHkLemzpVrZptEfjd8ue3bW9bs2bm9P+gDyspree4j/j4eEwm0wPPNliyZAmhoaHEx8dTrVo1OnXqlLZas0jVqlXp1q0bX3zxxX3vHz16lMDAQIKCgoiPj+fixYsprrtYuXIlHTt2xMHBgXr16rFlyxY8PDwYM2YMo0aNAmDnzp088cQTmfV2crVPPvmEL7/8kosXL5I/f36jy8k0o0ePZsSIEYwcOZKRI0cqZIiIiDykvDeiMW0aDB8Onp7g4mJb0L11a+aFDDtzcnJKNWQcP36cVq1a0bNnT4YOHcrw4cPp0aMHPj4+WVjlg90e0UhJrVq1+OKLLwgNDWXHjh0pfui7vS4DoGTJkvj6+uLh4QHYTjJPSEggISEhzSeWy7369OlDVFQUi+466yW3+eyzzxgxYgSjRo1i1KhRChkiIiJ2kDeCxg8/3Jnu1LYtfPEFXLgAMTG2rWVvn6eRWR40BSuNoxmpd2Fl06ZNdO3alW3btmGxWDCbzTRp0gQ3NzeCgoJ44403Hv692EFiYiJXr15N06ngDg4O1KhRA7P5/n9UQ0ND2bhxI2AbJWl71wnsO3bsAKBUqVKcP3/eDpXnTeXLl6dNmza5dvrUJ598wscff8xnn33GyJEjjS5HREQk18gbQSMP2Lt3L/379+fo0aPky5ePRo0asWjRInbt2sWqVatwdXVl+fLl7Lt7MbxBrl27htVqTVPQeJCjR48SHh6Om5sbdevWpfrtc1Egac2GxWKhWrVqD91XXubn58euXbv4888/jS7FbqxWKyNHjmTUqFFJ06ZERETEfhQ0coHIyEh8fX0JCQkhf/78tGnThnHjxtG5c+ek57i5uXHp0iWio6MNrNQm4n87fdkjaOzevRuwjXw0bNgw6XpwcDChoaGYzWbKli2r9RkPqWPHjhQpUoTZs2cbXYpdWK1WPvroIz799FO++OILPvjgA6NLEhERyXUUNHKByZMnc+LECVxcXGjWrBkjRoygadOmSfeDg4OJ/N+hhOnZMjazhIeHA1C0aNGHbqtixYo4Oztz8+ZN6tSpk3T922+/BcDZ2ZmuXbs+dD95nYuLC7169SIwMJD4+Hijy3koVquVDz/8kNGjRzN+/HiGDx9udEkiIiK5koJGLnDo0CEAChcuzKhRo6hfv37SvenTpydNCWndujVPPfWUITXezZ4jGo899hhxcXE4OjqyZ88e4uLimDhxIsuWLQNsC8J79Ojx0P2IbfrUP//8w5o1a4wuJcOsVivvvfceY8eOZcKECbzzzjtGlyQiIpJrKWjkAleuXAGgV69ePPHEE0lnTnz11Vf0798fsB3617ZtW1xcXAyr8zZ7BQ2r1Urjxo0ZPnw4CQkJDBw4kDp16vDBBx8QGxtL2bJleeedd6hcuXKy1129epVJkyZx6dKlh+o/r3nkkUdo0KBBjl0UbrVaeffddxk/fjyTJk1i6NChRpckIiKSqylo5GBWq5XExMSkBdDnz58nNjaWEydO8NFHHzF48GDAtn6hXbt2DBo0KMXdm7JSREQErq6uuLm5PVQ7t7cgHTRoEB988AFFixYlJCQEDw8PmjZtyrRp0+jSpUuy11gsFnbt2sV7771HmTJleO6551iwYIG2v00jPz8/1qxZw8WLF40uJV2sVivDhg3jyy+/ZMqUKUl/N0RERCTz5I0D+3K5/fv307x5c+Li4qhduzYJCQkcP34cgAIFCtCpUydmzZr1wEP+ssqoUaOYOXNmpmw5u2vXrqSRjtTeb2RkJAsXLiQgIIDdu3dTsGBBunfvjo+PD02bNtU5Cim4evUqnp6ejBw5kvfee8/octLEarUyZMgQpkyZwrRp0xgwYIDRJYmIiOQJChq5xObNm/H29iYsLAyLxQJA8+bNad26NR999JHB1SX35ptvsm3bNn7//fdM7cdqtaYpMJw8eZLAwEACAwMJDQ2lSpUq9O7dG29vbypVqpSpNeZE3t7e7N27l+PHj2f7QGa1WnnrrbeYOnUq33zzTbY5S0ZERCQvUNDIRQ4fPszhw4c5deoUNWrUoGHDhlSsWNHosu7Rq1cvzp8/zzY7HFRoTxaLheDgYAICAvjpp5+4efMmTz31FD4+PnTr1i3pxPG8btu2bbRs2ZLg4GCaN29udDkpslqtDBw4kG+++Ybp06fz2muvGV2SiIhInqKgIVnuueeew9XVlSVLlhhdSoqioqJYunQpAQEBbN68GVdXVzp37oyPjw/PPPMMDg4ORpdoGKvVSrVq1WjWrBk//PCD0eXcl8ViYcCAAUyfPp0ZM2bQr18/o0sSERHJc4xfGSx2l1J2vD2lymgRERF22do2M7m7u9OrVy82btxIaGgoH3/8MQcOHKBdu3aUL1+e4cOHc+TIEaPLNITJZKJPnz4sWrSI69evG13OPSwWC2+88Qb//e9/mTVrlkKGiIiIQRQ0cqH7zZtPTEwkLCyMtWvXGlBRcuHh4Rk6rO/atWtAykEqs5QtW5b33nuPo0ePsm/fPjp37szMmTOpU6cODRo0YOrUqUlbDOcVvr6+xMTEsGDBAqNLScZisfDaa6/x3XffMXv2bPr27Wt0SSIiInmWgkYeYTabGT9+PB06dGDlypWG1pKREY2zZ89SokQJFi5caNgCZJPJRMOGDZk2bRoXLlxgyZIllC1blqFDh+Lp6UmnTp1YunQpcXFxhtSXlcqUKcOzzz6brc7UsFgs+Pv7M2vWLH744Qd8fX2NLklERCRPU9DII0wmE+PHj6djx45069aNjRs3GlKHxWIhMjIy3UFjzJgxFCxYkPbt22dSZenj4uJC586dWbZsGRcuXGDixImcP3+eLl264OnpycCBA9m/f3+Wj75kJT8/P/bu3ZstppAlJibSt29fAgICCAwMpHfv3kaXJCIikucpaOQhjo6OzJs3j9atW9OxY0eCg4OzvIZr165htVrTFTTOnj3L7Nmzeffdd3F3d8/E6jKmePHiDBo0iF9++YU//vgDf39/li5dyhNPPEHt2rX54osvMuXMEKM9//zzFC9e3PBRjcTERPr06UNQUBBBQUH06tXL0HpERETERkEjj3F2dmbx4sU0adKE9u3bs3fv3iztPyIiAiBdQWPMmDEULlw4R5yBULt2bcaNG0doaCjr16/nscce49NPP6V8+fK0adOGOXPmEBUVZXSZduHs7Iy3tzdBQUGGTRdLSEjAx8eHefPmMXfuXHr27GlIHSIiInIvBY08yNXVleXLl1OvXj2effZZfvvttyzrOzw8HCDNi8Fvj2a888472XI0IyUODg60bduWuXPncunSJWbOnElcXBze3t6UKlWKPn36sG3btmyzE1hG+fn5ceXKFUPW/SQkJNC7d29+/PFH5s2bx0svvZTlNYiIiEjKdI5GHnbt2jVat27NmTNn2L59O7Vq1cr0PtetW4eXlxfnzp2jbNmyD3z+a6+9xpIlSzhz5kyOChopOXXqFHPmzCEwMJC//vqLChUq4O3tTe/evalWrZrR5WVIkyZNKFy4MGvWrMmyPhMSEujVqxeLFy9m/vz5dOvWLcv6FhERkbTRiEYeVrBgQdavX4+npyetW7cmJCQk0/tMz9Sp7L42IyMqV67Mxx9/zMmTJ9m5cydt27blq6++onr16jRt2pT//ve/REZGGl1muvj5+bF+/fosW4cSHx9Pz549Wbx4MQsWLFDIEBERyaYUNPK4IkWKsHHjRjw8PHjmmWc4e/ZspvYXERGBi4sLbm5uD3zumDFjKFSoEP3798/UmoxgMpl48sknmTFjBpcuXeLHH39Meq+enp50796d1atXEx8fb3SpD9S9e3dcXV0JCAgAbKM2Fy5cyJS+4uPjefnll1m2bBmLFi2iS5cumdKPiIiIPDwFDaFkyZJs3rwZBwcHnnnmmUz7kAh3Dut70FkYZ8+e5fvvv89VoxkpcXNzo0ePHqxZs4bz588zevRo/vzzT55//vmkczoOHTpkdJkp8vDwoEuXLkyZMoVmzZpRpUoVXn31Vbv3ExcXR48ePVixYgWLFy+mU6dOdu9DRERE7EdBQwDbAWybN28mNjaW1q1bc/ny5UzpJ62H9Y0dO5aCBQvmytGM1Hh6ejJs2DAOHTrEwYMH6dmzJ3PmzOHRRx+lXr16TJw4kUuXLhldZpITJ07w2muv8dNPP3H58mV2796NyWSiQIECdu0nLi4uaZRnyZIlvPDCC3ZtX0REROxPQUOSVKpUic2bNxMREUHbtm0zZa1AWoJGblybkV4mk4lHH32USZMm8ffff7Ny5UqqV6/O+++/T9myZWnfvj0LFy4kJibG0DrfffddZsyYkVSHxWLB0dGRUqVK2a2P2NhYunXrxrp161i6dCnPP/+83doWERGRzKOgIclUr16dTZs2ce7cOby8vLhx44Zd209L0MiroxkpcXJy4vnnn2fRokVcunSJadOmERERQY8ePShVqhSvvfYau3btMuQU8qlTp1KtWjUcHBySrlksFjw9PTPc5meffcZrr71GQkICMTExdO3alQ0bNrBs2TKee+45e5QtIiIiWUDb28p9HThwgFatWlGvXj3Wrl1Lvnz5Hqo9q9WKyWSiSZMm1KpVK8XTpM+ePUu1atX4/PPPeffddx+qz9zuxIkTBAYGEhQURGhoKFWrVqV37954e3tTsWLFLKsjIiICLy8vfvnll6RzQQICAujdu3e624qJiaFYsWJERUXRtWtXbt68yfbt21m+fDlt27a1d+kiIiKSiRQ0JEW7d++mTZs2PPnkk6xYsQIXF5cMtfPFF18wYsQIPDw8uHHjBsWKFaN+/fqULVuWsWPHUqhQoaTF4a+//jqLFy/m9OnT5M+f355vJ9eyWCxs376dgIAAfvrpJ6KiomjRogU+Pj5069bN7usl7ic6OpquXbuybt06ANavX5+hYLB8+fJki7zNZjNr1qyhXbt29ipVREREsoimTkmKmjRpwsqVKwkODqZ79+4Z3mq1dOnSJCYmEhkZSUJCApcuXWL16tXMnDmT06dP4+rqSocOHVi9enXSKeAKGWlnNptp2bIlP/zwA5cuXSIwMBBHR0f8/PwoWbIkvXr1YuPGjSQmJmZaDfny5WPFihW0bNkSuHPye1RsAkcuXONgaCRHLlwjKjYh1XYWLFiAo6Nj0vcWi4XAwMBMrV1EREQyh0Y05IHWrVtHhw4d6NKlC3Pnzk02Hz8tYmJiKFWqFNeuXUu6Zjabeeutt/D396d27dqYzWYsFgtOTk5s3bqVJ5980t5vI885d+4cc+bMISAggOPHj1OmTBl69epF7969M+0UeIvFwtxVWwihFNuOXyY0Ipq7/4ExAeWL5KNljRK80qg81UreGW25desWRYsW5datW/e0O3HiRIYMGZIpNYuIiEjmUNCQNFm6dCkvvvgi3t7ezJo1C7PZzNmzZzl16lTST7FT8+677zJx4sSkn0wXLVqUU6dOcf78eWrXrp30vNuBo1OnTixYsABnZ+dMe095hdVqZf/+/QQEBDB//nwiIyNp0KABPj4+vPTSSxQrVswu/ZyLiOaDpYfZEXIFB7OJREvK/7Tcvt+8ajHGdK5LuSL5mDt3Lr169bLdd3AgMTEx6YyOESNGUKVKFbvUKSIiIllDQUPSbP78+bzyyiu8/vrr9O/fn5YtW3Lt2jWuXLmCh4dHqq/966+/qFatWtLOSLcXCx89ejRZ0LitdOnSHD9+XFOo7Cw2NpbVq1cTEBDAmjVrMJlMtG/fnt69e9O+fft7gt25c+eYNGkSo0aNSvW/8Y/7Qxm54ggJFmuqAePfHMwmHM0mPulQm3GvduS3334jf/78vPTSS7z44ou0bNkSJyenDL9fERERMY6ChqTL7Nmz8fPzw8XFhfj4eCwWCwsWLKB79+4PfG3jxo3Zu3cvtWvX5vfff8dsNt83aHh5eREUFJQ0z18yR1hYGD/++CMBAQEcOHCAokWL8vLLL9O7d28aNGiAyWRi6NChTJo0iSeffJKNGzfi5uZ2TzvTtp7kyw0nHrqeF6u78KjzP/To0SPZOg0RERHJmbQYXNKlVq1auLi4EBsbm3Q429KlS9P0Wn9/fwC++uorzOZ7/+iZzWbGjx/PqlWrFDKyQIkSJXjzzTf59ddfOXz4MH379mXx4sU88cQT1K5dmzFjxvD9998Dth3IunTpQlxcXLI2ftwfypcbTpDP2YEhrasR0Kchv33UhjNj29Pt8bL37bdK8fwE9GnIkVHt+O2jNkzsXo8i7s4sOhGLY/XmChkiIiK5hEY0JM1+//13GjduTExMTLLD4fLnz094eHiK6ymiYhM4Ex5FXIKFxPhY/q9sMdxdbB8mf/31Vxo0aECBAgVYt24dTZs2zZL3IveXkJDA5s2bk7bKvXunMZPJRLdu3Zg/fz4ODg6ci4im9aTtxCZYKFvIjZ3DW3E+MppzEbdoUqUoby86xE8Hzidrv5SHK6sHNeNGbAI//HyGfM4OvNq8Mheu3qLjN7swm0xsGtKCckUe7twWERERMZ5+dChpdvPmTfLly8etW7dwdHQkISEh6fr27dtp06ZN0nNP/nODuXtD2Xo8LNWdh3o0qEK/fv0YOXIkZcqUydo3JPdwdHSkXbt2tGvXjujoaFauXJl0CJ/VamXRokXcunWLFStW8MHSwyT8bz1G2I1YGo7exOWbsdQtU5CVA5vdt/0BLauSz9mRF6bt5MK1GAAOnbvKXP/GdHu8LAt/Pc8HSw8T5Ncoa96wiIiIZBpNnZI0a9q0KZcuXWL9+vW89NJLuLq6Jt0bN24cYNt5yHvWXtpMDiZo71nO/itkAFiBsxHRBO09i9fUXdxq5IfFrXDWvZEsFh8fz99//83Ro0f59ddfCQkJSbqXXQcUIyMjWb16dVLIcHR0TJrutmrVKr6dt4wdIVeSFn7HJVq4fDP2ge0+W7sUm//8JylkAOz6K5y/Lt+k/SOlSbRY2RFyhZCwG5nwrkRERCQraURD0sXR0ZG2bdvStm1bpk+fzvLlyxk5ciTOzs7Jdh4CHrj70O37P58Kp/Wk7XzSoTYvNSyf6e8hK926dYuvvvqKCRMmcOXKFQDq1q3L0KFD6dGjR7Kwlp1ER0dTsWJF3NzcqFixIuXKlaNcuXKUKVMGNzc3DjtXw8Ecmq4dpkp6uFC8gAuH/752z71D56/SskYJwLYT1Zw9oYzqcO9uZCIiIpJzKGhIhrm7u9OzZ0969uzJtK0neW/J4Qy1k/i/LVHfW3KYKzdjGdiymp0rNc4nn3zC+PHjcXV1pU6dOsTHx3P48GH8/PyIj49PWiCf3Tg5OTFnzhyeeOIJTCbTPfen/mdrukIGQIkCtlAVduPekY+w67EUzueMs4OZuEQLW0+EMQoFDRERkZxMU6fkod3eeeh+KhbNx9SXHmP3e6049smzbB7SgjdbVcXV6f5/9L7ccIIF+0Mzs9wsExwcnLQjl5eXF4cOHWLu3Lk0aNAAi8XC/PnzOXPmjLFFpmDChAk0btyYunXrEhgYmGy3qZuxCYRGRKe7zdv/zeMSLPfci/3ftdvPCQ2PJio2ISOli4iISDahoCEP5VxENCNXHLnvPc+Criwf0IzHyhcicPdZPl11hAOhkQxtU4OpLz2WYpsfrzjCuQx8kM1uTp48ycmTJ3F0dKRZs2aYTCYeffRR2rdvD8CJEyfYuXOnwVXen9lsxmw2c+zYMXx8fChbtixjxowhPDycs+FR96y7SYuYeFuYcHa8958dl/9du/0cK3AmPCqj5YuIiEg2oKlT8lDu3nno3zo/VoaCbk50m/4zJ8NuAjB//znMZhNdHy+Lh6sj12Pu/al1gsWaK3YeCg8PB6Bw4cIUKFAAsH2AL1euHABXrlzhr7/+ypJaEhISuHnzJlFRUWn6NTg4GKvVmrRY/fLly3z44YeMGDGC9/4zHUj/DmFhN2wLwEsUcLnnXgkPFyKj44hLvDPacb+RDxEREck5FDQkw07+c4MdIVdSvF/gf2dlXPnXbkRh12NItFiJT7x/QLl756GqJQrYr+AsZLVak86gMJlMydY53D6MMC4uLmmB+N2vi46OJiIi4r4BID1h4e7X/PugvftxdnbG3d2d/PnzExsbe98dsYoUKcL/1agGV9I/4vTP9Viu/G/723+rV7YQRy9cT17PfUY+REREJOdQ0JAMm7s3FAezKcVFwXtOR/DG0zC+6yNM2nSSyOg46pcvzCuNK/DDz6e5FZ+YYtvZeechq9VKbGwsN2/exN3dHTc3t3ueYzKZyJfPduhcYmIiUVF3pgHdvu7g4EBiYvLfg4SEBMaOHcvo0aNT7N/V1TUpENz+9fZjT0/Pe+6l9Ou/rzk5OSX1MXPmTPr16wfYRmGKFSvGuHHj8Pb2JibByse71mdo+tS6Py7R9fGyeBZ05eL/trhtWqUoVYrnZ/bO03d+/4CKRd0z0IOIiIhkFwoakmFbj4eluvPQ9hOX+XLDcQY8XZU2tUolXZ+65SQTNt5/8fhtiRbrQ+88dHt0ICMjAA96zu3zJX766Sc6d+6cdMbE3cqXt23VGxMTw6VLl5Ku336tm5sbhQsnPz/EbDbTq1cvmjVrdt9wkC9fPhwdM/+vbf78+QFbqPnggw8YOnQo7u62D/7uDrYDF8/+ax1N7yYV8HB1oqSHbXepZ/6vBKUK2h4H/HyGG7EJfL0thOfqejK/X2O+33UGd2cHXn2qMscuXmfRr3dOES9fNF/S6fEiIiKSM+n/5JIhad156HzkLfadCWftH5eIjI6nVY0SDHi6KpdvxhK4+2yqrz0bHs38RUtIiMnYtKGoqKgHHohnMplS/cl/iRIlUh0VaNSo0X23fwWoXdsWkqKiojh48CBgCz8HDhwAbCMaTZs2TfYaBwcHatasSc2aNR/4e5uZnn32WcaOHYuPjw+enp733G9ZowRBe88mC5qvNq9M2cL5kr73quOJVx3ba5cd/JsbsQlcvBZDjxm7+ah9LYY/W4P4RCtb/gxj9JqjSeszHMwmWlYvkcnvUERERDKbyZpdjyaWbO3IhWu0n5r6jkkvPOLJ+K71aDlhG5eu3zkJ+j9dH6H9I540HbeFq9HxqbZxYfYg4sNO4+Dg8MCpPxmZLuTm5pZiUHhY169fZ8CAAcydO5f8+fMzevRoypQpw+DBgzl//jxPPPEEO3bsSDZlKac4+c8N2kwOzrT2Nw15KseuzxEREREbjWhIhqRlR6BejStw5MK1ZCEDYNOxf3ixQTlqe3qw66/wVNvYsHkLjauWwsXFJdMCQWbx8PDgs88+Y/fu3Zw/f5633nor6d6jjz7KZ599liNDBkC1kgVoXrUYP58KT/fBfalxMJtoWrmoQoaIiEguoKAhGZKWHYGK5Xfh+q17RywcHczJfk1N8SKFcXV1TX+B2UTFihXZt28fY8aM4cCBA5jNZmrVqsUrr7xCo0Y5e/veMZ3r0nrSdrsGDUeziTGd69qtPRERETGOgoZkSMWi7pgg1Z2HTl+Jonm1YlQq5s7pK3d2XepQrzSJFivHLl5P5dW5Z+ehIkWK8OWXX95z3Wq15rhRmruVK5KPTzrU5r0lh+3W5qcdalOuSL4HP1FERESyPQUNyRB3F8f77jx0txnBp3i6enEWvtqEwD1niIyO55maJWhZowTz94USdiM2xddC7t95KCeHjNtealieKzdj+XJD6ruIpcU7bWvQo2F5O1QlIiIi2YEWg0uGjVpx5J6dh/6tXtmCDG5dndqeHhTK58y5yGgWHzjPf4NPpfo6B7MJ70YVsuU5GnKvH/eHMnLFERIs1nRNpXIwm3A0m/i0Q22FDBERkVxGQUMyTDsPyd3ORUTz/tLf2RkSnupBjkDS/eZVizGmc11NlxIREcmFHrwaVyQFt3cecjDbdwqQg9lE86rFFDJymFOH97Pg9eY8dTMY70YVqFA0H//+k2ECKhTNh3ejCmwa8hRBfo0UMkRERHKp3DsBXrKEdh4SgJkzZ/Laa69hsVhwvhXOqA61GUVtomITOBMeRVyCBWdHMxWLuufqdTciIiJyh0Y05KHc3nnInrTzUM4RHx/PoEGD6NevHxaLBZPJRL58d/7bubs4Urt0QR4rX5japQsqZIiIiOQh+r++PDTtPJQ3hYeH07VrV4KD76zTMZvNREVFpfIqERERySsUNMQuBrasRrH8Ltp5KA8ZOXIk27dvT3bNarUSHZ3ylsciIiKSd2jqlNjNSw3Ls2lIC5pWLgrw4EXiVgsATSsXZdOQFgoZOcyHH37IW2+9lezkdovFws2bNw2sSkRERLILbW8rmeLkPzeYuzeUrSfCCA2PTnaCuAnbYXzF48NYOfFdTv32M2XKlDGqVHlIPj4+LF26FDc3N8LCwnjmmWfYtGmT0WWJiIiIwRQ0JNOltPPQ9evX8fT05IMPPuDDDz80ukzJgLCwMMqXL8/HH3/MO++8w+LFiylTpgzNmzc3ujQRERExmIKGGKpv375s27aNkJAQzGbN5MtpRo0axX/+8x/OnTtHkSJFjC5HREREshF9shND+fn5cfr0abZu3Wp0KXI3X18wmWxf27bd9ym3bt3i66+/pk+fPgoZIiIicg8FDTFU06ZNqVmzJjNnzjS6FEmnoKAgwsPDGTx4sP0bvzvo3O/rzBn79ykiIiJ2paAhhjKZTPj7+7NkyRLCw8ONLkfSyGKxMGnSJDp16kTVqlWNLkdERESyIQUNMZy3tzdWq5W5c+caXYqk0dq1a/nzzz8ZNmxY5nZUqhTs2HHvl6dn5vYrIiIiD00H9onhSpQoQceOHfnuu+8YNGgQJtMDzt+QrJWQAJ98AjNnwpUr0LAhK27dolGjRjRt2hTCwuBEGk+Fb9YsfX27uKT/NSIiIpItKGhItuDn54eXlxf79+/niSeeMLocuduwYfD773e+37GD8cDPkyfbQuGaNdCnT9raSu8mdxcv2kYvwsNtvz73HHz8sUY0REREcgBNnZKUpWHnIXtp06YN5cqV06Lw7CgkBKZMgWXLoEEDAAoC7bZvz/y+4+Lg0iWIj4fQUJg+HRo2hAsXMr9vEREReSgKGpItODg40LdvX+bPn8/NmzdtF4OCwMcHateGwoVt02iqVoW33rJN4ZGsMWQIvPkmdOzIpYkTky6b1661BQBfX9tIRVq+bgsLg507k38dPnznfqFC4O8Pc+bAhg0wbhx4eNju/f23bVRDREREsjVNnZJso0+fPnz66acsWrSIPn36QL9+EBub/El//QVffQUrV8Ivv4DOb8h8jRolPZy4ciXvm0wUtlohJsY2suDmlv41GvebbtWixZ2Rs8mTk99r0waKF4e+fW3fr12b7rchIiIiWUtBQ7KNChUq0LZtW2bOnGkLGiaT7YNpr15QpQrs2QOffWabTnP6tG06zyefGF12nnHjxg1mzJjBSBcXW8i4LTPXaNzt7rU7ly9nvB0RERHJEgoakjb32XmIyZPh8cdt9+2085Cfnx/du3fn6NGj1Fq+HNq2vXOzdWvbouDbP+3evz9Db0XSad8+eOEFZs2aRambN3FPTLRdd3WF0qUz1qavr+3rfq5fh3/+gWrVkl/fu/fO45IlM9aviIiIZBkFDUmb++w8RMuWtg/71avb7afaHTp0oFixYsyaNYsJEybc+4S7P3y6u6exeHkokyaRWKwYf4wZw6pChWxhD8DLC5ycUg8NGRERYVuX06ULvPCCLVQcOACjR995TseO9utPREREMoUWg0va3GfnIa5fh/fft2s3Li4u9O7dm8DAQOLi4u59wpIldx57edm1b0lB6dI4DB7MzMuXqXo7ZOTPD2PGZF6f8fGwYIFt2lybNjB8uO3PG0CNGpoyJyIikgMoaEja3LXzEPPm3bm+Zo3ddx7y8/PjypUrrFixInkNI0bA5s22x40bQ+/emf62BaxTpxLg6ckVZ+c7B+ht3Qo1a2ZOh2XK2HYc69LFtjYnXz7bgvM6deCjj2yjaEWLZk7fIiIiYjcmq/VhVmdKrubrCwEBtscrVtimsdxWpAhERtoenzmTsZ2HfvghxZ2HmjZtioeHB+vWrbNdf/ttuD2VqmZNCA627UIkmW7nzp00b96cVatW0b59e6PLERERkRxCazQkY0ym5N/beechf39//P39OXv6NBW++AJmzLDdeOQR27kKChlZZsKECdSsWRMvTVUTERGRdNDUKUmbffvuPA4JsS3YhYffeejf06r+d45C9+7d8ciXj2sdO94JGY0b2+5rx6Esc/LkSZYvX87QoUMxm/XPhYiIiKSdRjQkbSZNsn3AL18++e4/mbTzUP78+dlWrBiP3D4tulw5GDUKjhy586SCBaFuXbv1KfeaPHkyxYoVw9vb2+hSREREJIdR0JC0KV0aBg1Kfi2Tdx569OzZO9+cOwfPPpv8CXefJC12Fx4ezvfff8/w4cNxdXU1uhwRERHJYTQXQtJm2jTbFqOenlmz85AYbvr06VitVvr37290KSIiIpIDadcpydamTJnCO++8w/nz5ylRooTR5eQZsbGxVKxYkQ4dOvDf//7X6HJEREQkB9KIhmRrvXr1wmQyERQUZHQpecr8+fO5dOkSQ4YMMboUERERyaE0oiHZ3ssvv8xvv/3G0aNHMf17W12xO6vVSr169ShfvjyrVq0yuhwRERHJoTSiIdmev78/f/75Jz///LPRpeQJGzdu5PDhwwwbNszoUkRERCQH04iGZHsWi4WqVavy9NNPM3v2bKPLyfXatWvH5cuX+fXXXzWCJCIiIhmmEQ3J9sxmM3379mXBggVcv37d6HJytcOHD7NhwwaGDRumkCEiIiIPRUFDcgRfX19iYmL48ccfjS4lV5s4cSJly5ale/fuRpciIiIiOZyChuQIZcuWxcvLi5kzZxpdSq518eJF5s6dy5tvvomTk5PR5YiIiEgOp6AhOYa/vz/79+/n999/N7qUXGnatGm4uLjQr18/o0sRERGRXEBBQ3KM9u3bU7JkSWbNmmV0KblOVFQU3377Lf7+/hQqVMjockRERCQXUNCQHMPJyQkfHx+CgoKIiYkxupxc5YcffuDatWu89dZbRpciIiIiuYSChuQofn5+REZGsnTpUqNLyTUSExOZNGkS3bp1o2LFikaXIyIiIrmEztGQHKdFixY4OjqyefNmo0vJFZYuXUqXLl3Yu3cvTzzxhNHliIiISC6hoCE5TlBQEL179yYkJIQqVaoYXU6O16xZM0wmEzt27DC6FBEREclFNHVKcpyuXbvi4eHB999/b3QpOd7evXvZtWsXw4YNM7oUERERyWU0oiE5Uv/+/Vm+fDlnz57F0dHR6HJyrO7du3Pw4EH+/PNPHBwcjC5HREREchGNaEiO5O/vz4ULF1i3bp3RpeRYp0+fZvHixQwZMkQhQ0REROxOIxqSYz3++OOUL1+eZcuWGV1KjjR48GACAwM5d+4c7u7uRpcjIiIiuYxGNCTH8vf3Z9WqVVy8eNHoUnKcq1evMmvWLN544w2FDBEREckUChqSY/Xs2RMnJycCAgKMLiXHmTFjBnFxcQwcONDoUkRERCSX0tQpydG8vb3Zs2cPJ06cwGQyGV1OjhAfH0+lSpVo06aNdu4SERGRTKMRDcnR/P39CQkJITg42OhScoyFCxfy999/M3ToUKNLERERkVxMIxqSo1mtVqpXr07jxo0JCgoyupxsz2q1Ur9+fYoXL8769euNLkdERERyMY1oSI5mMpnw8/Pjp59+IjIy0uhysr1t27Zx8OBBHdAnIiIimU5BQ3I8Hx8f4uPjmTdvntGlZHsTJkygbt26tGnTxuhSREREJJdT0JAcz9PTk+eff55Zs2YZXUq2duzYMVavXs3QoUO1cF5EREQynYKG5Ar+/v4cPHiQAwcOGF1KtmUymejZsycvv/yy0aWIiIhIHqDF4JIrJCQkUKFCBTp27Mg333xjdDnZUkJCAo6OjkaXISIiInmERjQkV3B0dMTX15e5c+cSExNjdDnZkkKGiIiIZCWNaEiuER4ezvXr16lUqZLRpWQ5q9WqdRciIiKSrShoSK5isVgwm/PuQF1ef/8iIiKSfShoiORw4eHhrF27lrVr11KwYEEsFgsNGjSga9euFC5c2OjyREREJI9S0JA8x2KxcPXqVQoUKICTk5PR5TyUyMhI/Pz8WL58Obf/Kru6ugK2bX979+6Nn58fZcuWNbJMERERyYM0x0LylJ07d/LYY4/RvXt3NmzYYHQ5D23q1KksW7aMQoUK0ahRI8qVK0dMTAwxMTGcOXOGCRMm0L9/f44cOWJ0qSIiIpLHaBsayVNKlChB1apVWbp0KbGxsTz33HM5dhF1YmIi06dPB2Du3LnUq1eP/Pnzs2nTJiZOnMiuXbu4efMmq1atwmKxMHv2bEqUKGFw1SIiIpJXaERD8pTq1avz9ddfU79+fXbt2sXy5cuNLinD9u3bR0xMDJ6enlSqVAlPT08KFChA586d2bFjB8HBwXh5eQGwZs0aVqxYYXDFIiIikpcoaEiusmXLFl588UU++ugjjh07RmJiYtI9q9VKbGwspUqV4tVXXwVg5syZRpX60OrUqYOHhwcXL15kyJAh/PHHH8nuN2vWjG+//ZZmzZoBcPDgQeLj440oVURERPIgBQ3JVSZPnszixYsZPXo0zZs3p0+fPgQHBwNgMplwcXEBIDo6GkdHRw4fPkxYWJiRJWeYu7s7zz77LA4ODqxfv57evXvz0UcfsW/fvqSF4eXLl6d9+/aAbXeqnL74XURERHIO7TolucqSJUvo1q0brq6uxMbGJn3gfvbZZ3nttdcoVKgQv/zyC+PGjePKlSs0adKEJUuWULJkSYMrz5hjx47Ro0ePpNGMwoULU6VKFWrWrEmzZs1wc3Pj888/5+TJkyxcuJBu3boZXLGIiIjkFQoakusUKVKEq1ev8u6773Ls2DHWr19PXFwcZrMZs9lMwYIFiYyMxGKx0KdPH2bNmmV0yQ/l8uXLjBgxgqCgIGJiYgBwdnYmLi4u6TkNGjRg3759RpUoIiIieZCmTkmu4+fnB4CDgwPLly9nxYoVvPjii0mnZoeHh2OxWGjatCmDBg0yuNqHV7x4cb755hvWrVvHwIED8fT0JC4ujkKFCgHg6+vL5MmTDa1RRERE8h6NaEiuExISQvXq1fHw8CAyMjJp+9rjx4+zatUqoqOjadCgAc2aNaNAgQIGV2tfiYmJxMTEsGfPHiIjI6lbty41atQwuiwRERHJgxQ0JFd66qmn2LlzJ0FBQbzyyivExcXh7OxsdFmGsFqtOfasEBEREcm5NHVKciV/f3/ANooBJAsZeS1bK2SIiIiIETSiIbmSxWJh/fr11KhRg8qVKxtdTpa4vQZFREREJDtQ0BDJBS5fvkxcXBxlypQxuhQRERERQFOnRHKFUaNG0aBBg2Rb2oqIiIgYSUFDJIcLDw/n+++/5/XXX8+zC95FREQk+1HQkDzl8uXLRpdgd9OnT8disfDGG28YXYqIiIhIEgUNyTOCg4MpVaoUR48eNboUu4mNjWXatGn07t2bEiVKGF2OiIiISBIFDckzGjVqRJEiRZg1a5bRpdjNvHnzuHTpEkOHDjW6FBEREZFktOuU5CnDhg0jMDCQ8+fP4+LiYnQ5D8VqtfLII49QoUIFVq1aZXQ5IiIiIsloREPyFD8/P65cucKKFSuMLuWhbdiwgT/++INhw4YZXYqIiIjIPTSiIXnOk08+Sf78+Vm/fr3RpTyUdu3acfnyZX799Ved/i0iIiLZjkY0JM/x8/Nj48aNnD171uhSMuzw4cNs2LCBYcOGKWSIiIhItqSgIXlO9+7dcXd35/vvvze6lAybOHEiZcuWpXv37kaXIiIiInJfChqS5+TPn5+XX36Z2bNnk5iYaHQ56Xbx4kXmzp3Lm2++iZOTk9HliIiIiNyXgobkSf7+/pw7d46NGzcaXUq6TZs2DRcXF/r162d0KSIiIiIp0mJwyZOsViv16tWjevXq/PTTT0aXk2ZRUVGUK1cOHx8fJk2aZHQ5IiIiIinSiIbkSSaTCT8/P5YvX05YWJjR5aTZDz/8wLVr13jrrbeMLkVEREQkVQoakmf16tULs9lMUFCQ0aWkSWJiIpMmTaJbt25UrFjR6HJEREREUqWgIXlW0aJF6dKlCzNnziQnzCBcsWIFf/31lw7oExERkRxBazQkT9u8eTOtW7dm586dPPnkk0aXk6pmzZphMpnYsWOH0aWIiIiIPJBGNCRPa9myJZUqVWLmzJlGl5KqvXv3smvXLo1miIiISI6hoCF5mtlsxs/Pj4ULF3L9+nWjy0nRhAkTqFq1Ki+88ILRpYiIiIikiYKG5Hm+vr7ExMTw448/Gl3KfZ0+fZrFixczZMgQHBwcjC5HREREJE20RkMEeP755wkLC2Pfvn1Gl3KPwYMHExgYyLlz53B3dze6HBEREZE00YiGCLaTwvfv38+hQ4eMLiWZq1evMmvWLN544w2FDBEREclRFDREgPbt21OyZElmzZpldCnJfPfdd8TFxTFw4ECjSxERERFJFwUNEcDJyQlfX1/mzJlDTEyM0eUAEB8fz1dffUXPnj3x9PQ0uhwRERGRdFHQEPmfvn37EhkZydKlS40uBYCFCxdy/vx5hg4danQpIiIiIummxeAid2nRogWOjo5s3rzZ0DqsViv169enePHirF+/3tBaRERERDJCIxoid/H392fLli389ddfhtaxbds2Dh48qAP6REREJMfSiIbIXaKjoyldujQDBgxg9OjRhtXx/PPPExoayqFDhzCZTIbVISIiIpJRGtEQuUu+fPl45ZVX+P7770lISDCkhmPHjrF69WqGDh2qkCEiIiI5loKGyL/4+flx8eJF1q1bZ0j/kyZNolSpUrz88suG9C8iIiJiDwoaIv/y+OOP89hjjzFz5sws7zssLIzAwEAGDRqEi4tLlvcvIiIiYi8KGiL34e/vz6pVq7h48WKW9vvNN9/g4ODA66+/nqX9ioiIiNibgobIffTs2RMnJycCAgKyrM9bt27x9ddf06dPH4oUKZJl/YqIiIhkBgUNkfsoVKgQL774IrNmzSKrNmYLCgoiPDycwYMHZ0l/IiIiIplJ29uKpGD79u08/fTTbNu2jRYtWmRqXxaLhVq1alGrVi2WLFmSqX2JiIiIZAWNaIik4KmnnqJq1apZsih87dq1HD9+XAf0iYiISK6hEQ2RVIwbN45Ro0Zx4cIFChcunGn9tGrViujoaHbv3q2zM0RERCRX0IiGSCp8fHyIj49n3rx5mdbHwYMH2bp1K8OGDVPIEBERkVxDIxoiD9C5c2fOnj3LgQMHMqX9Xr16sXPnTkJCQnB0dMyUPkRERESymkY0RB7A39+fgwcPZkrQOH/+PAsWLGDw4MEKGSIiIpKrKGiIPEC7du0oXbp0piwK/+qrr3B3d8fPz8/ubYuIiIgYSUFD5AEcHR3p06cPc+fOJTo62m7t3rhxgxkzZvDqq69SoEABu7UrIiIikh0oaIikQd++fbl+/To//fST3dqcNWsWUVFRvPnmm3ZrU0RERCS70GJwkTRq3bo18fHxbN++/aHbSkhIoGrVqjRr1ow5c+bYoToRERGR7EUjGiJp5O/vT3BwMCdOnHjotpYsWcLZs2d1QJ+IiIjkWhrREEmjmJgYSpcuTb9+/Rg3blyG27FarTRu3Bh3d3e2bNlixwpFREREsg+NaIikkaurK97e3vzwww/Ex8dnuJ1du3axb98+jWaIiIhIrqagIZIOfn5+hIWFsWrVKiwWCz///DOXL19OVxsTJkygZs2aeHl5ZVKVIiIiIsbT1CmRdHrssceIjo7m1q1bnDt3jvfff58xY8ak6bUnT56kRo0a/Pe//6Vfv36ZXKmIiIiIcXQUsUgabd26lS+//JJDhw5xO5+bTKZ0nYExZcoUihUrhre3d2aVKSIiIpItKGiIpFG/fv3466+/kl2zWq2UKlUqTa+PiIjg+++/591338XV1TUzShQRERHJNrRGQySNli5dSokSJXBwcEh2vWTJkml6/fTp07FYLPTv3z8zyhMRERHJVhQ0RNKobt267Nu3j4oVKyYLG2kZ0YiNjWXq1Kn07t2b4sWLZ2aZIiIiItmCgoZIOlSoUIE9e/bw6KOPJl1LS9CYP38+ly5dYsiQIZlYnYiIiEj2oV2nRDIgKiqKBg0acPz4cWJjY3FyciIqNoEz4VHEJVhwdjRTsag77i6OWK1W6tWrR4UKFVi5cqXRpYuIiIhkCS0GF8kAd3d3Dh8+zKb9Rxi99gRbj4cRGhHN3andBJQvko8q+WL488JVvvrqK6PKFREREclyGtEQyYBzEdF8sPQwO0Ku4GA2kWhJ+a+RGSsWTDSrWoyxnetSrki+LKxURERExBgKGiLp9OP+UEauOEKCxZpqwPg3B7MJR7OJTzrU5qWG5TOxQhERERHjKWiIpMO0rSf5csOJh27n7bbVGdiymh0qEhEREcmetEZDJI1+3B+aasioXdqDwc9Up2HFwrg4OhAaEc38/aH88POZe5775YYTFM/vQg+NbIiIiEgupaAhkgbnIqIZueJIivebVyvGzN4NOHrhOlO3hBAVl0CFIvko5ZHyCeAfrzhC0yrFtGZDREREciVNnRJJA+9Ze/n5VPh912Tkd3Fk67AW/Hr2Km/M+5W0/o1yMJtoWrkoQX6N7FytiIiIiPF0YJ/IA5z85wY7Qq6kuPC7Y73SFC/gyn82HMdqBTcnB0ymB7ebaLGyI+QKIWE37FyxiIiIiPEUNEQeYO7eUBzMKSeHJ6sW43pMPKU8XNg8tAXHPn2WP0a24/OOdXBxTP2vmIPZxJw9ofYuWURERMRwChoiD7D1eFiq29hWKuaOo9nEd70bEHzyMq/N+ZWFv56jV+MK/KfbI6m2nWixsvVEmL1LFhERETGcFoOLpOJmbAKhEdGpPiefswP5nB2Zs+csn6w8CsD6I5dwdjDzSqMKTNx4gjPhKbcRGh5NVGwC7i766ygiIiK5h0Y0RFJxNjyKB63tjom3ALDi0IVk15f/Zvv+8fKFU329FTgTHpXREkVERESyJQUNkVTEJVge+Jx/bsQAcOVmbLLr4VG27wu6OdmlHxEREZGcREFDJBXOD1jMDfDH39cAKPmvMzNKFLB9Hx4VZ5d+RERERHISfboRSUXFou48aKfa1b9fBKBHw3LJrr/UsBzxiRb2nApP9fWm//UjIiIikpto9alIKtxdHClfJB9nU1kQfuTidRbsP0ePhuVwNJvYczqCxpWK8Pwjpfl6awhhN2JTfC1A+aL5tBBcREREch19uhF5gJY1ShC092yqW9x+uOwwF67d4sX6ZWlbqxR/X73Fp6uOMHvXmVTbdjCbaFm9hJ0rFhERETGeyWq1PmhTHZE87eQ/N2gzOTjT2t805CmqliiQae2LiIiIGEFrNEQeoFrJAjSvWizV08EzwsFsonnVYgoZIiIikispaIikwZjOdXG0c9BwNJsY07muXdsUERERyS4UNETSoFyRfHzSobZd2/y0Q23KFcln1zZFREREsgsFDZE0eqlhed5uW90ubb3TtgY9Gpa3S1siIiIi2ZEWg4uk04/7Qxm54ggJFmuqO1H9m4PZhKPZxKcdaitkiIiISK6noCGSAeciovlg6WF2hFzBwWxKNXDcvt+8ajHGdK6r6VIiIiKSJyhoiDyEk//cYO7eULaeCCM0PJq7/zKZsB3G17J6CXo1Lq/dpURERCRPUdAQsZOo2ATOhEcRl2DB2dFMxaLuOvFbRERE8iwFDRERERERsTvtOiUiIiIiInanoCEiIiIiInanoCEiIiIiInanoCEiIiIiInanoCEiIiIiInanoCEiIiIiInanoCF5m68vmEy2r23bjK5GREREJNdQ0BAxUlAQ+PhA7dpQuDC4uEDVqvDWW3DlitHViYiIiGSYji0WMVK/fhAbm/zaX3/BV1/BypXwyy9QpIgxtYmIiIg8BI1oiBjJZIJmzWD6dNi4ET77DJydbfdOn4YpU4ytT0RERCSDNKIhcltCAnzyCcycaZu21LAhTJ4Mjz9uux8WBidOpK2tZs3S9rzly6Ft2zvft24N4eG2fgH2709r9SIiIiLZioKGyG3DhsHvv9/5fscOaNnS9mG/enVYswb69ElbW1Zr2p53d8i4rVq1O4/d3dPWjoiIiEg2o6lTIreFhNimKi1bBg0a2K5dvw7vv5+1dSxZcuexl1fW9i0iIiJiJyarNa0/ehXJhXx9ISDA9vjDD+Hzz22PT560jWIAuLraAoeTU/rbv990q4IFoW7d+z9/xAgYPdr2uHFj26iKowYeRUREJOfRJxiR2xo1uvO4WjXbdrORkRATAxcugJtb+tdo3G+6VYsW9z+z4+23YcIE2+OaNWHFCoUMERERybH0KUYkJSZT8u8zY40GgMUCb7wBM2bYvn/kEdiwAYoXT3sbIiIiItmM1miI3LZv353HISEQEWF77OoKpUtnrE1fX1vouPvr7tGMhATw9r4TMho3tt0vWTJj/YmIiIhkExrRELlt0iTbB/zy5e+skwDbgmwnJ1to8PW1b59du9qmSAGUKwejRsGRI3fup7aeQ0RERCQb02JwydvuXgxerZptEfjd8ue3bW9bs2bm9P/v6Vn/ltJ6DhEREZFsTlOnRG6bNg2GDwdPT3BxsS3o3ro180KGiIiISC6mEQ0REREREbE7jWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjdKWiIiIiIiIjd/T+jZKeQh5YkkgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def mincostflow(network):\n", + " model = pyo.ConcreteModel(\"Minimum cost flow\")\n", + "\n", + " model.x = pyo.Var(network[\"edges\"], domain=pyo.NonNegativeReals)\n", + "\n", + " @model.Objective(sense=pyo.minimize)\n", + " def objective(m):\n", + " return sum(data[\"c\"] * m.x[e] for e, data in network[\"edges\"].items())\n", + "\n", + " @model.Expression(network[\"nodes\"])\n", + " def incoming_flow(m, j):\n", + " return sum(m.x[i, j] for i in network[\"nodes\"] if (i, j) in network[\"edges\"])\n", + "\n", + " @model.Expression(network[\"nodes\"])\n", + " def outgoing_flow(m, j):\n", + " return sum(m.x[j, i] for i in network[\"nodes\"] if (j, i) in network[\"edges\"])\n", + "\n", + " @model.Constraint(network[\"nodes\"])\n", + " def flow_conservation(m, j):\n", + " return m.outgoing_flow[j] - m.incoming_flow[j] == network[\"nodes\"][j][\"b\"]\n", + "\n", + " @model.Constraint(network[\"edges\"])\n", + " def flow_upper_bound(m, *e):\n", + " return m.x[e] <= network[\"edges\"][e][\"u\"]\n", + "\n", + " SOLVER.solve(model)\n", + "\n", + " flows = {e: round(model.x[e].value) for e in network[\"edges\"]}\n", + "\n", + " return model, flows\n", + "\n", + "\n", + "model, flows = mincostflow(network)\n", + "print(f\"\\nOptimal solution:\")\n", + "display(\n", + " Markdown(\n", + " \", \".join(\"$x_{%s} = %d$\" % (e, model.x[e].value) for e in network[\"edges\"])\n", + " )\n", + ")\n", + "print(f\"Objective value: {model.objective():.0f}\")\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", + "draw_network(network, ax=ax, edge_flows=flows)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/04/net_flow.pdf b/notebooks/04/net_flow.pdf deleted file mode 100644 index 9c6efa9504215cbc56bb8d398b32c6c76313fe71..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 210794 zcmZU)1x#H}&<6?>hvHCNFYfM8+}-6uaV_p}p-`M+7k78J;ts`%YjJmni_7ExzV9Vp z@^X@y?Ci|WZ)WzK-Q;AbRVAgF*;%-dsVi5>E839R$=S#qO>L2dgvePny`3z`StU%| zOza)4$XQiQtSnr~IX)EB$wfqvEga1MQ{?+U2GWiWZseT*uL7&Cim9!InHxFp{|u$P z++;M|Ox!HUx&B9>YU1W*;o?Bf{ofFoRm0lE+{VF*oacXMT^!9cEZoQqKHN%5e?YPD zawBJz`~Cqz{C~N`|8hBU;QxWc{{Ii)KivPJcd__D_doDi)h%2d-CfK+;`tB%hkqpt za~l(JN3Rc$Y#$FV2R92BITsfv3pdBd`m7Qkk$srElJox$J~0Oe$Bz;Ff4cuS8~;uJ zf9X@SaIkW-CTIU&m(n)&9|4oIO51;ALDIs^(cI!c+^%je7AD`3y)q3!;}cAR4!dtc zQk`F$sgDCr2zs8csPIFrP<^?39w1?uVrt%NJ>Q9sDn>Oe)G+~rIROtj?@#YT z?@uKGFR!ryZ#U?Ux2*5?DzC5Y@Ar<~*U$IH@2`tBZ*L>-&&{F%kt(kx?`1EYjms-9 zuR~=0-_Cz0qo<=EXU?ai3&2}ViukeleH%l~Nq@W09&>o;@5@y=SwUDq=xpp{=fkgb zsCdqOs(Kf(*B8V$K{AWAeE2p^v(vp%i*`bIwas%| z*I%Io+JGmc)pmaIzLX=-c3!6Y)cv<5a;B*-RO?jacwmiCyKYRtP=@pExD%rNAZdU1 z2UD9vB_m3wSG`ztF{ZtFdl1*I~ zBU5IhO>4bgW0G);xvDn=_lC(tllOQZGtkH32S-I?w#q})x5=(dNZiql+{~;iWKUl@ z-#@Es!oykNptf^&g{koq-Vm?OJD&Bc{U*phvL>$PrAx`mReif%l+sQ z6>6B!{lNa9S8bDJ12<{zq|_cWNXFJm6Y!eUoMo7Z0)=3RRfP2=-4JYSrLjPp;i()9ckCY;jdvwa{MO>-6Gjapk^L{zfx->w) z%YZbw&nqPwX2iZbb*EifEe5?V4An_IFiQ4wFi_{?o$`HYm;1#SO|=$Ow|OY)hqwwC8&hkDWAgN1eWWfq?CPBU_3V?JDXzNU-DRDYSd(M#I3r5M^ZIJO zmecqC7AZ!|6}5jk@L{_1*;T}EhCz3CyfSeW!QW-h)VU2MwGa^2zEoVxOiOV|p0g{e z>Labap5|R(wLjbcsljRo8Zlh8Vs&Kv^xvwX^$~1I&aVOM7+ex;trYdBg-KK*3Hfpj zq-V;tWlITyHBv<0x{LsSlo~bL3s>*Y_6G$AR|5{G`%e;Y%qJ(t7hik~OEx<`Bd`ON z+9&xn0nA_Tn~P;wzg}3$Gr=9c?G;(EN_r0P`8@R9I%}s9x_)nX+?j4cl6u+c$oK|& zJegYlvA2;AdDt9}-FH*bYZK=RUO9T1%?42bCMxWzE9E1=Q==r32}i_Az}vnb90bAgBPW4mFoIv`_16Td?`5)n6BdM^7-f9#o$Ge$xC zVB2Tl=l(L{1}ywJ=Q%oh3wl)k1zTH70MQXC=eaHY1-ofmFegg|t@ut=G%E|`Ao*8y z@h3wVo)pX_cj7~}(Kn>e*|1ZYTe3FNFtywv1JW>;yqt=>%QJ51a6__CZ$n}|PH-XW zdZ(&9Ur+D_d&$;Y)eb+83OlZ);}{~y8g0=bCn6GlD4GsG}(}=5^Eg4+I~Or zN%S!uUvR|yqL`vq-burf+8_NTont#lE5>?$08W`JD`Rc|uAQ&hnmBj55m(W^HqXFT z=#!aZtc<;reuA_`{-^HcUneND+SI#ghdmZ{qn21C4+ZCQ14?dCB!Q=<`9EC^t9BGG;5;(;k>IYqqgk^)@B9U9Ix>DS0Qz_8CaSve0pAXL9O48s=v3g!E^@?*AmA(SCCs4MKJKbj3@4mLVi=iqm=_#|lsBluWwx_F`~2envVg}H{*l>#=dGN~iBe;l>vPV6$4R^m5wL!X12ou3nucE&Q-rw>3MpqKVOTb$ z?lasn1QbVTd5^xFRI^^LXgv2SMx}Ax)IM?-9T4h51RGR7CZtywhN#eKweFC45-NK)% z861R}x8Izf$8SyY|6L0YGGgBYCvk3@nCI(8LZ-u?S^A4cG5?v$HY=|LEn(JxP)vb? zn+8jLOZ;VCTpxy2vMOdMW>IsMG^>sr$Qj=@#58KfmNrzyAGP}4JP^q(K9oEP(vgj* z&LwIJ-)6&~(X5_?)n8xdZ8Kyc_c|&$s)9Zst-FAPgA%fx*bA4}7NcH-MWmO{=V+gi z>boe4LqDoNP(%?j>MkwPqP*$3qUBhM{ea@v^2DaCC6L)fte)c@l4*Y8%SN7hvCeHt zk8y+Q{lkt9|4%0rvzm6A=7W&|9i0napkUqoi!DyTJ4oF+IbN;}zh_?Ts2hmNW+)22 z&_&&(nTUBFDO++In395OPoJA-fp_vFb0ITG?NKOQVrE-NB8(2Hb6`^evNE}CXu3EX z)1Icat#eQB`5)rZtz;M_gb1`V=2ameJoHC9Z`vQ>cHWh9_CSQ+*IYwx^?6;P3C@oyrrfs@C?&H-~m@)oCN9AK0=PwR2IzLynbYuXbud4ZskZloU_c20s z-WCGeSqWmUi8WKO7dqhq8llgg#P79Vt`TB8tHy~7LY7M*#7t#bb@^h8>!}hMwo~g& zTDCD%^t}ELWP)O3X#6A0VgV_XO;y;pSr|jp#t}7qGh4nChwXz++oO^k%~Akt*w-Dt z+-bb*$kgXVi}k&ebA{wq1y0ru*czDwJP?u*(6FVH+N;WC@}7F5vK!qfEf*cF*kcCn zX=o!jRI>u;1So+8>G=L$p9I^86d}3?bv01Ow_@LvFv|Ii&Okt6198c%8KMFvl>6r zCQBTPm8f4nOgR;~!Og&dMJseQ#9O|7!{KQ26mfWUU}{!`<1bJo@|?8@p+s7!gF)vg z-gS}{kZUI(JYbi5ee^`G(i|DrmwtY*B0D@CjfTOSTnL)zy`fyPpF5O}u8aG7CMjZI zJtbL9Iq#boWqx%}I3Z2DI_RvsUvfBUl6p~Gv&i-r^lsxf*|xhvz>Vrk>j`uSy%(P z`3maPg9I@W;j4l|&f>~h*0reQrz{WQp?VEVI!y_#&CB`H7}V(>TbTwjNv6{Rp~;Md zrTy`m0T)3tq_lC{fqg$2VoK=N8udxgTkNNqh=oX7WLAG7bnG`zS$X%J@H8QQzYK5Q zk|)HnZC-gIG;I)|AMs`LnmC!%j!{{JE{&Z~y0Lb96dMEgV7vhhW7G_+YJrC<~H@7Z6xfAiJV0`cgN7g9O2L`wyaA0kBpk@AByom3c>~# zL+a5S6;c+}wqb3ZDpL%GrgK8-y9CmOHHbI=q|gQE=T`nim7rmwBjxL_o48qBNf6aMSCx%;0TX?aH(l?FrfMuv5Z7dJzK^obR4?F?wY!FtEigb#c$X6C1x-9-lRe_a zVQ9>NC*q|#8}Zm`5$TElN{1r-Wc-CC{@vc*6|H?!g*5)3MY^Y+Qp1U10OJpvJHEw5 z_We`AI4+S&*H?&nVXL1(z30)L7}pdB61R(cTh5Gd@xsrfM3%6eE7|O z-HVKWq}U5eJN;Eh4jzy>Xk+f~d6bL6MAd}v+sqEQ=?AGVAoXq_I9rmGqvf)VWvBs zc5dcK>~DrT>v(8;Daro&D^JBn_T4c^H>1df&c(3zdRdR@A=~NScRO~s47|~W*K(9j z(PL+s`JCEUOH?5A&*_HqDYCGOL{OLm&tsP$`{^&}n|ln2MYh+nxpsy{X+!g4U=k-` zV}?)49xO7Mcjt)a?AV@`kHaZ5x^iyL z-jhI#HdD&M_31NrPD{qjW#}?6yBmdWe`-?j+Zj+2N*3|^doTPh0gay?ecSsrzIEP_n(@wL8U%m_mQvvR zOE%`Wmf&{U1xmgy8N60c95rlud;mgyN+9)g@515xGXz}Yk4e5G(q9XHM$a297+m6| z?2C}@-ht0B{Us>*68Y}^XXze0`%KrfV>1>18EsA9m4le}56gWxP5NGpv&ZI+&(PaB zQ1Ji=lvp}{8&5VPR(jb70;y=;_lK_nDLD>^s2CioiQ79H{9O+q$l=cWPpeGVUz*pS z@RWaOSJ$xn*z7$aZ^thHvqj|}$UYc>@}>U?%OoxZu})#o;|;_E*8!l-^-r63`$sEou}J+2vZENCrk^GSzv!&We&S4wVkDw4-q9I@!wWFt zOP-BDi$8KBHk)_J8>IKRCj4RmZ%^b$+3VPoLQQrHC$kRdC4fh903V(%R<=m?aR!lr zwx?x6LLe2fqK2_ob|Ns&FRpdfv0^V_H`uY_$l}~5VG=wq%8+=(R4m?+5P=dB#a(gC z#v?9>*RGp&6n6xy?slzFf*b~+2b;6b@f`@^X77`GLimOkv5-mIqB-`4TKKn8Ia(IZ z%Z<6+gtN&6H=i$U&UnW!slUYGALc#aW^>@|=a;L^wFh#{D5YlIC*kG0>W|WyaBeCZ zS}xmNpwz5&1h%N|wE$HQj$|Ej4moCQindr$MCp856>`kjR>xgayUAMkfAta!f4`4U zm(a97?1;lCD*5N(>O6;#zjGCJ8KW|EF$~MAU~sSv*W951G!gp{s8K-ht z$j&)C&*Z?qNVo%37a}B1(uHx;zjxcYDD~@c%;kpd zpL}beUgKMRPVt9ajoa`|mc}~W^oUVrVX6Pk*ZDq(M+CObE=J=&9kR zA2t?n>rN*Q-lPea2V>;NvMa}VLeMif^@i^$(R^)Z;;3+g`t7bU(4v0;1>^lmg1P6j zh`NYO6^`X9FFsi{LjViUtRdu?QHl=Sy$3of;t2-pOM0|HC*rJgDA{AMs@0Zl{oorUR9|!%=yxDhp~w>?9ILQ|I}xPoWn2v0 zx^4bRVwv1`gyK@j)jo4n5iD-)QPi-7F&vNvJaX&k`IrAMX=42lokM~9h|O_|>0Z^0 zC7qh=Gx4V;d?5Bz|mfOqS1FI1k zKJBoz1@#TLP8iYKi1?_too6ZPAy=l}Cn=Qxfp1bLWmvqWP@)Rr9C3A` z(EtFgn7x96xVX81Bn8q)lX>a4g`8!y$$SXH4NBN}vR`oc*NwHiheI~B5mK@&b*Duc zSyzdlwKB3ETvtw{m@uNgep(Rh*6^06+&7 z<=25#?$+*_WuK7WdspSZn@%2Bz_OoX*LD14T0J}Fq7CPFSsgNp_?yU5N7PL3Wkn@e zS`q)0B+BENV9(m>aE|~-G>qS*GlEuI*yu;J+h$BiBM@k*q^?pFJKzSQI?6^#jOv?&wD55yQ>Z!3OS5sJ{yVuR93`FP=?>09sT;O$GVBPgSY1z7vq5=!n9{pFOX}j5_kK zLpx|yM)d9(NSO9j#ikd?4c#r;8uBO-lln>lifJs%-P*GhJI#>sXe}w zt{EeW5Xv>}CY2iM(Dk36Y{=El_-#E3&@Xn%#E|9eRGMX~`)a5KDRS^9`TmvVB?fNr z{3~mnIrD9U98`-v+4$}@ip8EeYpke(3|us%j(J%ge--uWi=En;Im5Tve!Bh9YZ(IY~4{iDTm;Nfb&bBlCVa=F*Y;>^TvzCB zUbV6ri~0UR3FQpDa6(;m7N%++GISfwz*n(J`p6CEkod^5qF-mNTt?sSaiueM0(RS- zQ2nTz6Z(r;3sQpp%%i^%*wD9&ABnFeWMY_J)XyYj64z{&syGCR&TPo4I0#(secRr~ z<^Yi(`Y1V~l|3xl!QkM)DgwTqK@*&EV|K@R`+(Mo+rmF)Cm6m4I!tE#l!!ELJ{Z3m zd*VLzc14}2c2M#4@VH;0;cfLYjrH`6b9B;l_l=9aY&UL3ctnubZjKd1_#^utb>4b) zo|OhB8o#?>|C)GfK}z%RpB_?T8wn6@9ho=pr%sTF&)cji>!clBD$1VQC4}?CeEp}y zXEDH#y=5+|bR?%VIQ{QlPQ|tlDNA%c+h54Ki^$j}fGh$|QRHI!Ks> ztw9xe)glG5vP{Z4;BzW51X~R-tA3Q~GVld=p9zq)UBj2bd7=u;h*3R#v=mwcFB8*tllK4w|ph?3Hr0SfmW-`ej3gY4tTZzSzCI8felGMY9LEY6H=6VLq9rV%5AxzBBeJVFibWj{|e7NHzs z(e9fpLvIrN`Je}UtzL81KgVmPxxm3vrR+FUeyoU;ZEt_@XAJo3{{`Jlja?SBH>XBI zu_4XhL@juNG&%=TgNXFe;omH>-z#c#NwrimA2nUf}_*O~z@vQ)bOrdZGm(^{Zx@uH_X)>@~ zg{>b9#1I0tob>oPNy<4(XFp4Y>TtgLub}m?<33c{t@dtUnui4`3oUd6FpaGGL_R&i zRK{SGGFz^W?|lD4F4FyLq*5}@$&&hxU-PL&Z4^s zpSw&dpx`ha)5z`-vOB(juTkK#q$ zllgq@=DNDv3~9-zQTB6K>=SZ?e4$&KGdM6-?vFAWR6+1#1!eg^1Jj73rano1rX6~k zam4VNNvy&P+?3O(D)Z>~0z^$sA)-&tPlm^;fFZ_$mIJA@6*B+w;{hjv%CSy>kqHA% z+sxR|+`p~yfOeIdL(-RcZLmYJ{ie2&(3Pt z_eWcKw8KeHVe=;S3rl>E5u^+yWgZe%r2=fJw4!hI_=}QasbI1Br^6{iJWf9F10o!2 z(J^3zN7Bc-?91tzOOm56V63lk=1YQwU?h#xKFj)+;^X6oyCEO>19|Y7pt`pV_>@k` zJD5rjZ^&B1t~S$UYGKb#St=tGUq`TkAGfXV0186_LBlwYBv@y2Y?cA{Y$6> z(Ak;fp2)OwVtX}HHz^zAPD~H(*&Wc9)2=JpZ#Ld`;>*;dckQH_*TM7QM$7-0bj9O-{ySd&F2 zmIJ$Ef5qgYlJnSB&8$!XXUUo!xXOav`_yljK2povNlKsTiR=zclzOtZrGqvBjG#r; zGwj4y+5wg$W6jU@7eKPVrA3yh{&gkku#=8dQ;GI_h1%=McM?p-Nf|X`*=tCBMUvfH zI`<2Xug@YrQRShm^V}EY)cSckQb)@)=MOG4l+^UPD_pYI^xB$pB}d)z6O~g(vrxB#E9d%8mBH%`Se*_@`xN3M^$R)h%$l0ni8BD$yU5 z%{C8PoH5EFOK~R|zU5-UMew=j)wkN}Y0~jAV{M2^XxPLzs&4wK+mq47_LdEJH+xd< zi3G00jU*Q2EZ_*Gzx=z=({P|Zi5gLNm!bF}qb?tNdgH9Q3xNQ1cMBMOg^_;e$jYAW zRDtMwYea*jl=zI^*qP*!oV6x@MJFb_RqDbZm0b6dS#xB{pY`k+z`=vR>5<9ksKhWZ zBgX)GwM(i>A7A*&Qw+AZMiG&bN@XP@qmu~TslWxcbN6S${G-MvYM}7l($?LR!`D%v z%Gy#&XNz^_s<=Xbi*<5=%;1+}FMl>wOR?m`!-~#eka)d%K5=)!FsEzr>lJ%8i;hA{CdU!EC zgxo+8)IzC`ceJcUQ*Zw&F<-zJ#D%+O<_oT5)YgE>0-P*+Vup)?-7mpkMZryU`?F*t z0+vc^>^2`INt6Qv>68d@-Oq9QV!f*XdI5!uws%5yPsoS+2J% zuL=SV;%uKd@@X|iKWNVFGOR<8y8PbgI=Eg%g3B&AqJd^q-tSgDC&(+a)tb=ukDj)i z2v~L@@9H>G*EMEoNWVrVL!ZG+zwnvFVzH@ESJQmk?)%3%pc>n!e$*aFC2A`IB)3tk z>7X90ujE>6W!1*p;CUJsRH9Es>DW=8O!yQh?|ue5RxB{{omRW;To}?hFv?wkwWzFs zj4Sg<3^vX985jwn9(wv8F0cQwP@$3%>>9+p_E%tR{I&446t*htvV_I%Bd~#y}2oU8`2U>*b(WkrD=Cni1uUx}RY4Fm~0fL1Cst9MjNpAg47Eu_;J&HPN;A+9; zOA;CLAJd~5q5LU>PAlg@$)Pe&IZNIfyITS_--6fXj0WhHIx*O#08W_b#!IP3ws8zZ z>Espy@?s+O!A#=&jmD=t4VrkWz5qLJ1{{A`kI@DDSaV=hgnp)6{ad>hEvuZzf(bh$ zWE%R zu9){)Rk(x`BGLptu&ssD+~d;XObkDGmG{AjtNWWKB)_gzG-rUt^!M+>`ppa@dpUJ? zTN^Fo2-sLq6IyAHza@kA7&`$rYKEV|EfcnVUpuZX>!3wXWA8_TshaX*Y5J+)KzB%Q zf?1w~GEhWi-jGtu@Wrr{iS5e!F^i!yV;x|%a#ZaWtwvqxnSH*LXlXf8w{#c`REP=D z%3GfN*x1lkhHucXglhbJvBje{S7n|&O?H~l%67=qtB)NEHxK`&sSIO_+iWilz)Ug1 zT8aE}cub|EyC-@<5`z#XIlNc?{QWCIU83c_kLoo?5l&3TxDQHL6epMiU)71@$4e-Q zEy(r2_U-dc31*mSrQCoa!eb5_2EE9=5x%5jrLstHkag?wIopq&lZt48O|e7-N?^mt+U)Wj64LE&zVR zAZxk0+IhbC>I_Pi7V2&RMn<`Qu(2A0QI5PnGaqnsG{IOQin44$BP;C3r5>b^&NydO z^1iTCxB%d(5_vsNm3PDnL!nGuMJv^+TyZ@oOpiQx@BNsJxb-2Bnf$`B*PyU{+(el+mRX~+A5sKU7cIY za7(xmHDytKo$C{4w?g4?9%X73io@s=`AGL@I?HR-&$!JG_Fz*T9kx{J zeg{T*%!Wc;+G?*lxjMSdezH_ll*ybJ~tBCII%5#r)V!y5MsbZe(poD68e_NLUD7a?^35P7e<=u4Qdy zjMH9aZ5a-`&(Y<|I=t6n3pWF|=BUaLsVbi16Em?P>`a}OnWKY5uKoWesJ&b8AgbP$ zmEC&o-@PqQ>H7B5QSGKiA6q`oA}_^mS^~V*3Ll=6_(Xcf=4u&r8G2`TkRrX-kFpCk z50*492+5yxA$0Cf*?tvtIgOS*v*IQiZ^x)!`VK!&Ud?;3ZHdZ5OyGrD{}2i{a%`3@ zhToPFT<%6T#)#W;FvZL%=Ex64E0mM!aM+6_l9AbRRHA@7qOUghWnU|))|6=@v*+W7 zs0t(v2IEOZ6X$13)U#@2t_a)FKDRP`46>D>DwokXkfg0Bq}Sw_DFGLU z_7&TyR~jGQt@z*wrU2;a@rGV}3gzl1Jj+RSS6rJ|sNolPbxQz`)^;wZrkoPW!h-Vc zv;-an6vZrWr*tPi_an6k+@s#kzN6!biOUTI`L1H)3A%tKq)!`i_OTv$+_9!aU*k^x z7A)Z@O&HZCjI`=*{ia>fOa*UKO<(HD(N#*nOE#8Uc;Ps$e;+jiyG)ql!vG#_C{loWIMd%cdm^Zey_q)`sR|oXM+^s5Lh?SeP1od68>8;++x@~h1II9cPFinVWI|7y83uji zcpR|S8sNZTX|jK@=!Lqd4XpxjU_KW~Wh*sE`SGKNph>Z%46OWW#Q@_X>gqcN z6EIXgRpedMm_}@RSUD`Q7=qy>UEKY{I|{XfE7ewmSPP!Jb-M!I1viY~FA_pT--FFw~CpkFzSa4LngCU8%u zDhHa9nNIyZ$fO^g5LqZw6Mm2oaNZi?XAD{gyXZHXlEgX}N4mwx@F{F1#4_oytx}Es z?DzcJ@m1~%Dv8xWf9j}@VsU1>qSn93A))+#dks>|k#y}Wm8B;N=~Kf_yNYcme$OMcPx+g^59%7JD{*f*L#1!VnZ1A^K9P}(9GM=V z?u7dBlegfDji>2gndD=Lf|78x9+E42f2^;LhPCb<>W^zZPwXfCZT$V&Qg>IX!d%B>^OhMoghyEu_=>mKFjnmtr;qRT47YfUG_ZG`i`0zkQ7Ps?7DsJQ_{&VItUiBvnwW++Lt zRdxk-@+@{M9=lNrCvr>WkY{+4PoDYciAXYYJy`_5>c39)WL@!gr}?FE%DVMlk7neF z{0N73r<3wHIEW3Wk<9%%p^Eu6^Xob+cSW3ZI%fj41O|1Sg2AOaxh#2#s2U$GJB(*> zoiDpM>@{zJBNy1{rj_PfCw@gaG!+xo6Jz4a0c|mh~ zIBsqt;-PLVt%QzUu7eJ=1#$4EFfJ)3!lhe}|Gem)M>J2Gg^BuaFmNt;*ntBmi z72(Ua(0P_EwTNKh0QQOlqm;rgfn$<&E`@R3^o=v(SdTwH(`~}F9yvm)Bcc5A?QRPGmK}r66>3HJ97o77qZs(jKq&ly{OFB&J%FrHb^vx)Q)a{r zaMN8DqTVU{5TH>)!1=Ob6{*i<3bT$=`_@DOASa8quER~H7l#q438>XSGY}U4ty)kRuv=X3L2e48zBzS>-9*2B9Pc(R*fr0q z(ewjdCqDp(r!S0=@py%JZpLe6uu9cF7+p`mog$*NX|>uK2MNis6}Z+VjefhZ?hze5 z?b5yN7Q`9BR#gkuw~Ju&-{@PR9mpNVuF1sM5qK2KOP5I~Z5`%dL}FLon=)G2ksI*j zA8H&*7`sO$9o`vnU$U+f&X$ZBG`&j7)ceeRyu35=Gkx)4LBfT%1)43ER*x<|9?x}qR*)_i`xos?+m`o|~nnHe2q3%Xh@u-_*<)uH-X{}CVf{N@D zeKWeowknj4|L)Jzd~H$)U%d*>z4x3(TK4>Cm=9{^>IWqhM=*F)Mdz?r<36M(#7@Fq zDNvY$`H3&ob{ZC_ayDIbVlZrG6U#z^q)I+U3M8y>%tuq7Sdt9?DcmOc_49F-a9ib1 zP~GWt(NA7ez0+xGPKqb|)r#YOA#J^h zV`$khiVoH4V`xNu{d}f{FfR;)A7CxxZIh=+kTv!dW$82|PYK7sF7>HrgQ2v_l5Bak z8iJF2{N#jrwJOpW0b@)zbDyU~=T)lE+_l+>;b=p)EXf{#hyBbJ+ij+~^fa~KJB@an z3QD!&yqsJ}@z$hw0+k))Do2B?Z*t!_MoU4Z2V97iAa87HC)KI%{)-_Kig$ZT2!Oe_ zr)x`kYZyzibxCKP@PRO1-b>WMHId0T)u?)O=jsTH-1F72T#Shy%Wh;rgqLkgVSFWw zD=*sy!ZWz2N!MNApW8j9N%y;BHL;)XD3o#5ms%DKgtzyvNJR(!O+6D?+`Z*HZ6QvH z3`FeD#MPiXYa_5U_nb;(I;_>bt%vcc#akDcZ_VPVWs^`NyY_<{E}LM}BC#GS?H+P- zb48;eumqZGHkC1{oQDJBFp=mUzZ_54i)RTZG|t#9!?GOd<{qFvhjof?}pV$K;Zu~Um2rFSML@M2<5-CYi+++q0Zpsg;)M(49k&t+c zFi+$?ZBg?G809-^1>B35IO@J))n4w!6BTHH6xLEkscq65A35V{Xvmc@ohUl7UDeS8#0C2;rA=QWFo=h4;j{jeCg1L$^9l|kW_ zmvrs^HZG5zs(McnT%~ysByUjz5h6(}nS8DHxGXf{rd7e9G%D$0$MVPSLS@589q zXiSWgVgo~4K#HC7vExq)kbW>5XYJD!Zu-Oa&{qjFn-6*WI-*&JzwV4`RGmK`)-$}+ zrYN!Aw}paLpK~H&^8!m>2eme4ReX_VYxjC7wbM7}A{?)D+ezWb$dOW&*CkA``wX~U z*Zo{sREEE_#4S}`y1{RCgil)e%Ala(9tum)Zg^-w>CF3Zd^s1xq3A4X)1eysJ4Jfk zu=g|m=b~D+_lCd7<#u@-@BOPGlwTpvJE10lCw|UEGNuq`Dsj0$yjY?mUHn6;OWpo& zYue9GaB77GMh=o>L9t36s!VnMvY1)#muWH_U7EjTA8NP7Y44x%1_R&L4=XN*-SgYc zK#k$05}K<49pMW@Q1wGmC?o}FK0+M`ik+PzrkRMylJ^lMew#x0Rg~G+fqa67w2QxB zDVqw131sve3x}x-sG;JuEY*w6WzVxP!nsrC!;?_Aa9=P#_h01r^-2GC&<@PTi z?@QR&EAikj=Ezbn~I{uc5%kC{}t7y8Zh-$wf)On*ch@GS0P{ z8}80;xG!Dj+P5*6dwz6qS%UW$5@CvQkhJDq3!%S{wOf+Gn-8F23>noE-fkn)xsfMO z>J%Kp({UK0n#}n9Xc)rU!;ksvyxy2>jGKFtULKnlf7x2Gl;du6gf>~q+y{xkYPLMt z+c0R7Jq*-aimzM?*JDE8Ysho%d9k>W$G|aG=4DDfvVWbZ?dvk;!+yo3-g(uy!#~`` z2F~{|yqXykV8N0dJxYifEDw4A;MB~2A@*Y1++!#03sU9e)H#0kxY1>xz1xM}?Kh*9 zXt5IY5tTZv%er6^K*-T@UrN}HUlU_j(1eU5$*4XMi;@ZlJHL_6Qt;!g4-Aonk<5t- z4K-Y$kM+(&hs|d|NrC9m20{LJb;UfR2L4_S?sRly=@Rj{OG~l6Q#gC~6#R|*LEaCq zRkfMdCZ~BUU-;Px(`)@6#yXc|kigKQ4HGJ(v`Iqwjuy+IiRUe}4>n%`t#Q z%74x$qC*yPI8_&!uR@B(W7M~2PY?Z$kGnZ0JvXsbzA$pWtAT64^IU%Iv@iNryThXI zK}QqwS+B%LNz>gf`fUr>&Z+p<=Hj2wWh?s9+J?`qWesv9rxRtcXxvp^qTAL|*N?}5ylk6+qA z>x-5`XEqwsUsT7!AC$JVGpiWE3Mz+u*J{|Gh{;P*qrrD*`pq2wtLFFgp?aAu?=gP$ z%YCm=aWy|N?zIV{#s=$gHOJCOqDf2n7f6CqbHQCw8*n4$ia1Y$Gt9QWO;rwF0;22w zq?t#Tr$Pr(`)o>2ax@hJF^7wd`iCIKNsSBnanu9oc52-6o)tuA z5yT*F!gV`I-^Ih-_JT%Np^`jn7k2_9ZOv^%rO*Q-{lPPK!^Fcv(*Eio#u8)Z&}r+8 zb}5q3tWGUgNs>^(84>&=g0tA97DC{@v-~KO1`-bPzv~K_s>FYapRP)e8;M(OY*~Ia zlF(?CH?wi$h7Oh^cpsIQf&hCGT83!9Gwhh87A+857Ijmvyp|Z2Khpw}UWe><*U8R# zHM+^T08I8{d4B`Nxg@(YF*$>L&a zBStJlnHHe1PmAe3V(cMO3IpTg|&@d-wB-6>Kvj{szfeR!%(g}JQiLL-F^z0mvzy(71G(;uM|HEUy2zm zhf_oPr#gc(q%yVswy!NYwKGzM*ibp}9k!3oFr()zHb2Tbd=)WQ%P^~Li0ZS%5!5NE z=zMU&f4#DrI=TP#%69dgMXY-uSfd~7 z1^$Y-xdr^@fV@&s$gg}ht<-b*cyX?Zub|)M+N4^gBEZ1^hrD|XlB8|-Mc=k<+qUg# z+vc=w+qP}n?w+=7b6V5g(>V34wcdTs8~f}PC*s8Zw7+EKechRrAF84fasB?K8d6}0 zuau_kz0Xr+PpzvQp;pXgf!<=@va)r|C9wPrx58}=ltEOEF(HD== zX@I%^V?j}~OKCXNgqY7mX(1Q*cVbE+Qhm;{7qcI|*|TnfBp3P^=4p12!c|x8LMoI2 z=(#WH#SGMi9uyds$a^e}#(PIYABLJwJ;>is57yYxsAM}T=D5|Pg}`o@y9H=Ir=urp z-$$EH5ucEsSMNbSXS%gNCC?mH2>WP$*`K=*U^|Q5F374;Y^S8SxkAky~|~I$DM&qa$>xZK+<;J@^(th^suw99y)7Fof1#Zf?fh z&F066dz-S#gzKRo7xf3r@`()z%5*s-s+YWHDnrD)#`ma|exiQ+E~P=SP^_lu@C1Mb zMqSBo$n(ycTu(D+`x1=@~_GkiXV4_OI zUjCQ=$z>NN4AU_H-WbgCbaSZ)OpHlfI(*(d`yG1&&ee^Ic2x`-;Rb{dmAs=5 z2^>xg8a#I~m0Y;FHdFcDFaeZQM{_uuhn@uc$?O(31ZOJmq))RH76W7z|f_V2W~2yD1U*go+kTN<2iOz zKq08Px)1t~NI;vTqUU61Zi#_gzECp8R}5q-*EVHW1Tbj7xef6*C|RY+^X>b`E}ClN(z(ZqHriGFT=(K)Na5P}hs&lGqti89)+%6>DEOz&?mM04cx_y5p31qQQy+(m1(o^_A-nUM1o0RSEik1EE~Y2wB1u7)TSd0#sdC#nR5j2_#KP2+u;uW1 zFBNPbu(+mp>l@@hN+LpkV><4Vimx}@Opzozb0oI+&Jl}A!o*n9{r(}d7w4uE#0zln za~@`g0*KJBYXC7T9?5vvH|;hnWH2s7i5)0%GRPVWZb=3nkZ^v3H z7di-`Vv0{D<^hLKsXi0tf$R2=dMrb6(jW$qb*jbL`eZZsNYY&uC)YR3z%8wU(n9NhW-zYHoo) z9wgi5&=M6dpIN5+Ti4$tv)jd*s@tHoV&~{SuzH({*;kYv_0F@uN%pHnU#!A}czCY6 z(C_7ly>dZ))f}QuGV|`OlF#Pv|D|LFtfB7XM?NlOlJc5dK3i?ztTMabicu+y`(*R1 z^H3iOQz`~nhzS{#$+u7+5}8YN-9-d8Eyq$VGlsiI(WjRTwu7QqLD!&p(zLNApm~br zB+{D+1(bkSkQ3-b4xH(x;T>w{R5rC*e&k~&bVe4I`5(Rc*;f0@+ zEs2v0yPl*eSnFKnVQ<4m#X>BO3GqfmmF9dwq%OJk#lM7XiueH+-D9zv1UuYgt@?a% zn9;79qu;XkD*4`Qg;7R)vr8xTRQ={&98Q=gqjsGK5H`s_MwWGPO%h31a*Z=i9E`%- zIRbK?Oi_<@1QclYoRUNq2)gr9gr#n$4pjIzkfqhdqgQutHD$78K|ECuj~J*W1Nx0- z2hXy#su}FRh^&(8%E=#bP**X+Fk&1k(o1Hz-$Dn%=;JCWKecP)Aa&a;F%Sq4w@GgY zLG?vr%5aX6tn@ln-rxv+7kv*eCMZU?;K4U)<)$3-WAUAdd-+G}^DavwBg_J-%b7(khO&8 zP^T)cf?+uZ)l;LllXw-ngLWjUjk|+9ApBY?MUZ<4ysi4f>?7rAHS;)C(!2W&JRd(``PjN<4gA=8M>{IzCL5K-rJDAd`YV= z=ZHSsmkU=Nq(0#~h(EeF%eo3h`|=9Qu!GO<7OTKfKXybo+0jW}F{ut|HbjmpFk0Pk zo!-0mqtwECzNoO>*={$nmAD)yuHp|lH>Dj{qYo{7JRCQ@>E0bDulAG<5*7;|cjG|y z{PfuZ-UY2`DgNEaR-5y3=W>dxH8>vrDzRANit`X<7tBAIQ&bYDWW|1AZ=Jv5up&OVmMqimkEw|jJ%+Rw2WoCrVaIk`a zPN`LSrABdR7Tlzb0@Lj&(UngO5TvV=YYzLfo~eE0;kEEvnQUOh;!}(2%AU24Aw_%= zUr%2$vch`e1dz}mwNlR3BizUHJb(^aFfg^srT8KTuBxf%ld_gg0?c`|vTpgH3S{*T zHZ`dN{9Rqd=Ru{298~u|^Vop*kN?4A6Nih5+pU@{Gp9_9RO?q*l@t-RNgqOKsvs{^ z-kIjAKKr}|z`k6IRwl^qd7&zSX2~8%{kXj{Q5HV_ROQ?J%f^aB%904uSS0LIBoa;q z92ZTq-8E&IuXTRK3AFRiKD)+n|3x5+MFe2k7E8ox=T9c}vjkbUYNG?Pm+qvh<}>MQ z3ng5J;Pv>Vl1n=2`#prx1?)5~8(N$w1pex_qdwl{zm^=dC;gQ&CpkQ}Q6jz0FqY8) zZYZA%T*~or=kY<$Fi<4#-TI3yaGpLN)T(+>JU0u;Sv=O87$@y6%WOYf?n)(W*tG=! z2p>YN2lee879`JO4}JXolCx^qAOurF&=|OuQASX@ydOcd%(WJ(%8EFgHtu=+#)8hb z4FUT>rM$l)r1XELv01fIkh(@m`5sY_>dUx!MZkN})-(d{`?hR0IlLr^zlx5Umq%Nd z`)r~h;$V~%5`lcsh6`>q8Oo2V&)f<3_X`SLZp55+XnC+qUaidn($VV z^ynJe{BBWT>2g}GUK|?)UDLWoK)z^PqdOeOoB%dn5r}kBSHz1u=4%lL+Pe?mm3t+a7k${TFQ!%Sy9S@~uzhadLTbpIpDmuM{F+rkB*SP3xZ0F+&^h>+C;?i!^ z&6|FdnEHd?JsFJy z<{Rk%QA9V6Up%nz*4iy#PFyTAjnDf~6f*gbh+RI)AQqAG9e7^DXDxeNbBm#c9SY?` zFikhfenBzOFf)31!ZG1`<+b+KgBB;QH?Vj2fT>yAHQ}3gEdP9uXk>&B`_W%L+z317 z?h5PsnIML2QvM?a=;j|1%K}Rp_Fp1axLfNleC^Mn&v3<)1>=}QH3Wm=J;z{q<}rK{ zztL|#lk30Gb8a=f`VMk208m`ZjU9(-lI|^rI^#6X#e47AYvTWhq3p4)j@Z`y+kBci zj=~QxKu-2|K7JKK&U}nTM(5OsgKU~Po4sm$J^S@cZ(dZ}-WQ5mka}ekqp#iB7vxdm zntm3K@)hoyZZX!?1mLjqa7CZ1zrtZ-{dQJ5CtW`V>vQkQhKMxJdU*}EX5Ft|{)lO> z`aXyH7XL}*TW)_D{O>d@zbc3;4M4-ro9^tb_FXyCB1)c~)y)aR2^XE+!~_k@0ch+L z93B>+mXq(}aQja4^RB>aO(THx(cS5&Naf^CS66rlH0h3^Zb1A>@So9dwSb4w)Yt?@ zGA4aPtz0t-*CJ65p_t#=Pat8q+3%6U7gdqiiXHjDC!mQ_EVqCxScPTKr$n0a0+$97G zr$VSr+x~YCF!acT4=+p@I^i%E7HE;-3?^@ls1H>p0|CVr+CfMH$RDTXl-aLwB4DEO zJdT-x-(?i}*JIi}?0{Rz63hpmJCRAC35>oVl?}MAHrmV;P5SmWH2F3D%q}0ZC3Y>U zQwLFx1R-(tgd9fd!a=IbHe%_ zKOL9f%y|CfX2=CpPBOL}TK6NV&Ku%v>|zGPWGxtx2u}># zJDOv&7(2|baznV66ZRPM4rRfJx3E0U^$YfMMUp$Y^DW*9LZ@|QoO=~nTZiz1=!-C4 zN_ks~Mg%_8M<4v_BdaI44-Whp^;YCyT;e1=sUBWQwBp=>Qqd7Ol;}2koO{aLEW-4? zOH1)k=6o!YrOuHYt$b-BR$oJG%}~=_PeW{{N=!&m?}r#-%}W-ZSfT=i$fu(&Gc}a! zNZ}g=Byk6HQ4(3mxk(J_vEJwKsT{^bZ^Uq37Td9ut0oQ^I@>oy1Hd5G2RD>;IS;#w z+Dh|BKKt%px8;qzkABQ}F|c&5faM$TL(Bj4G_lAHp%B$PuLsNx%XmDOlxNt0cuh=(0!KP<|Eadn{6;z}=BCatm!H!ssgsTS(@=W@<)L zXc-oNE}_lslc5SR*WkfL2vo$nkSRX`pT(G|b9s^QPtdB84)+W;?+nLrUH}|t9}B58 z?^Z_dzwxgsT1Cgj!^!#i~!d7vlJMVEcD=7fePyJte)X5!K~y!$lN9<%OdGz1>FRX7wo&{FT} z*gD^#B6BpvFueo6Y|AKuPzje0WszO2hIlnK#Jc-AQ}(qHFEBSJH@&0;kqJ$trB*bB zr;-vB-LPPF+?NO~!5=MXU3s4*g#`X?z0AMal`0z~dPN(DVN&KC61VUs_7QDI~);;Kvvx{fB;FiaycV*3n2jWj5pI~yzLR(gX`G3Q&R)vZPQ+B(1=5TU0($Y{p zqU6CPWRl<>0h_ETFfd?+PZmROV4wi@8j@E4XRn-u3ISF{PJR%mE?2^@u~2@zmXyBz z75cs~m8$&xyF;{ELuSX^cxNLks+aaxFuO{93PxC7Yt~l=%R*`Kip#{S9dA?>fW~$Q zW6Gz;m^_Y%Rmo@L+i3rTU#EE*-C;SzQi@Wpw@Mto+Q=x6C5ld~PR8!eMI*CXF|m%ZRa3|ZjowzbJ(~@ z>~B1+W{)*cWEV_t*EXG(8eH9M3mem))e^07-1Tisl|OsKuKno=I49${1R z7VvxRWpQ@=6WwQxyhAzi}_R97#P7D6D+DkYhsQS_G6X4%Wt; zckfLrV$XU5i-NLtG5a~IP>Qer?=oHo*jg2H`)!A7L@S+X#=VWjvBpBw#~~#sWW0SA_7%q zMJvOAV@q`PmN1qt=w6T$?}eH)7>wjPtc!WaB_+hyAk&f3n`ux{M#1cal8pEj#*XS$ z9I098MDyxHg?&69mw_4}P%sD(FSQp#OL{p=jh;6+{)U19p+G5k34nXaiZGbq>lLs^ z&=cz|EVX3&}c8`M|_ICnv|!qj~_Qee1MOu`ib~} z?DyyDg@|y*)PG0d7VlZ?t-~1!bC;0QZdv^8nUQnw{5n26!76;0u~RwYxIb?@BinJ6$X@c<=*R;5tra^II1>+0bN{ z405e)JlrfE|HEEsvw?U>#(~}3*2S}geQ0n8by60zHjLKt#f6jrH50bpi5rL15=#2DqJmW-uP&j zSC+5w)w^r|qh9L`&bVNlcsBTJ@kjIL9yeteHxQls)9lrtXPx^Ytbe1N%_3N@vFlbrRpPB^12InT57*9U!CJmiaT3OD~MLXlsB23ML4W?-d^gl zD<5v_*3a3bzY8?87TEZairCfVq^%UA?_HI(olNI!;3ilhM-6)BF3XN+o4E@qy2N)B zbeASbRq~pzDVzd-V(Ge+E80;E#otnt!N#j>K=|25SCn*ng{)j`m`3Xz$55*?>RcDC zptz6y!sv#4tA0PU13vwuvQfrukILj<1e1{6u9jJC#UIq(RL_QRhJKT3M|M-;|A@D- zy`D%p)bn$Tg)ChPLh>c`Wm@uB^M!#nsFGX%vB|GKPj6M53~4SgH#0E+<-o39CtJK^ z$A%U^RnUA+-{vPB4Mb&soQqBgvVv42U^a_ zFPlhwtBvNf&02tb{n5RQLmauWR##{Y0RUrnmNwivZmGA(6|7r&-Q4R>P<}mktr))# zY&X=rI6JQ`WGe^X`UFz-O6L@_k28J2l=5YW12&`_M9q|RE!m>ADp?4IM62FljhXJ6^KjDe)iwd-=-E%gRX`)l6Hj zM&Y&XNMmJfXSVpuRI{C+d)JkP?vl%fG3|d%U(w!qB@Eqn8~;Dh*POL^UTcZi#|5Mm zZq6iA4SXIqEa@hjBg;e;_h;Ow43L{<{5LvE;|moh>*a316qJ?n=|G>dfrJv{c4Dl% z9$j(orQghQxJ+=2ZSU1T^fj^9z0mwh+VoNHn1)J{sQZqGv%2AzRFWA!0Xh9~-VIgP zWaV}!kbFHWp9)l1jrj8~x!!7oB5Gj(>6}SrSM-N%9~W{Ua$<&{HB$C24neibp2RF2We_ z>6_{Bvs6en)f9?V^u2Z^ajpPiNjD=1O+67xH@Di2YQ&dp9D2pprP_JLKN^rlnJww` zm!iNoD=`-RBHf`2{i0j>jk{6hPFyMP-lH6!fcSY`vH@L>?0;mlrc)+YkjTb+41+J- zgpchowbyNP$3>?Ux1+}k5*)vHuS~Dc^MXCu7}n<4wXEkA*dEU6eggiJ((KyI!c;YA zT5qH^J=lgg2~u&H<)rW}PvR%z%?DoIbuWwDh(wJQ;gD~XJEfl16W4*H1; z?d&qylyY$$0P;*JyUHw)rBzt3_Y%o?71zYIO5)4HP>>`%`CE!>raZ{5a3b3dNwvB= zT?vzF6XRc`+U!r%VkDccCgzy(h;`DG?Z;S66W40Nwp5W7L6o`McnOV4Y$?ZiQevg9 zXUb0Meo`6naleFwZvIG0iH?Ao%R|eKg<;I`LI@$wxucYxDx{NHF8k@$CHLG{Khh0P zEZTfW`*`pCQ@-?9u}6(l#?ohC0|o^GpcoA71o&RLpNOppdMRIvGz!;UvA5fcLaTkc zwvTtumnW6Voy@(c-oUOTQIs5I&~z_(tol_9c}ls;W$$ zAkru$L;!9{z3|PL{-k0=-sM}C=3z*~g7;C5z63sC<;di?ds8akqMqv|$Z@~d2R|cq zJiXOaHjx9sZSgG?*u9j@MWU}jTvSh=fWh!hS88t_*wzoSl9%7BeJT5Ego8yCc#Pjz z7^NW{RTg6sQ_}wGbb%o%Z~KUB*b1d?`wz7spwbOB@x|4YlBpQrl1YXOQl!=bf^nB8 zX&xOcK_VbDD2c|!Z3{K1j^qszzI(gL#p^7ADw9gilWPlqQ$00}l*A9GKExoY)EXzk z9x7f5LK&UXpDQrt^RzcqYdYJzO_Zj8oCqWtIbN3pkxe#mO{zernyyEo1XW!*YTR`l zsIteJYAyppsmX>h#2PJWJgw(Y*hQ1dCCJ`gW%IIhfXR3AWcrKKqV*a~AMNy~|97xg zddetYzJFt{F!-0;sbt-XS!^_y+teY1kJ`mb43nr;g-Af>@-R+YcK2z(63SZTb5^0y*j)!#%@XFcs;7&7rK>_q8Ip~aktC= z=do9e+#JP@_T1BCTBi5s2V|29VyBhbrZ{A; zi65#-blU^gWr<|4=n7^xNv65rrP!?i2yJ`?Nj~|`xU8fE$T676d5QM*Nt*((jyJ89 z2pvM4RM^P60Z@KsrD#@Zx57l6^4*2ah72!Bo3bHjdaX1IEM4m+I%OHvJr*su!iz`& zSB-cDFq-%bx^C}nM#NPGyv5dI&3QzB!wqVrviUD{WxxaaeCrV$nUP07 za(<`@%~Lr7^1CYKOL}Mwb90|N&x=&7l_Uebo#a&0$$I>%fU*ZXJUuVk^4&`9rOX2I z!6xYK!)52~no6eufKDv;QI&teKinJIpKP2bE@#Luw`NGBVen&6#mIQ=`A|sRmA6l7 zzH!m$8mmBA<^ADqE5q7+tZC~qR7XBORHb-xcC5JC);1^qgmm{fi((<~@o4v_i z1ys%+igN3tf93gceU4lwsiMdJN)I?+=Fv>$kilZ8nms(z4Hh1HrIAH{;VC`7;@802 z8ObI+Z;8X7S&Vlb7P2f!H`V!3$4#87Ajh#J&`G!LTy9P_M#wGWB$>>}Nfy5Fjne%X zt5mg@QA;TyA166Y?Xi4>R=83Mc=tqdi=Qrc3S**V@Y8K{2koyY`Is0!#-GK-rGBZ4 zuE=}tFh>M9$)x=Gn^VNXvC!XKnwDF*_G(c_5C)olFb+yqKub9 zl$kd{M&6!7d^3kHzelZg2 zRraEcNl|vy?Zam2C_TMF!|(j+>hUboHM_T(BF_7`=XzyJ%H7CM5MHPKn`|H|<)i&P zZsmR?PKWOEN0S7AKsp*N!bfVH@G5HX))fiFc zx3OJ^sZKD2H4^w#IFp+hnO5>)%?PDSmEY$FsgI7}LqY!#StN{J0FmVtuBxPMzXhu- zPV4B(SCoNcVn;MtQ;*PiWNM>+R4m?yzPy2}vqs|+j?wfIR=RJYhgka?8AR!TD>K9d zllRNS6~30r180SnAFxd(X>D-=4pcO0YuOL+!!dP$kR`GeP6Y^Aq8fTHe_Ym?nZ&7sM9lA_t8a>wd;LhF^TM>x3qPHQMRDxCQ{)@!N>?Q$#J-pjz`tpl!@ zztvV522$k|K784oIQ~|6l&{)Y(tzo5*Je?YN~W&1o?d+B`oL@KZgWxpNG+H839TkW zaMe;hkNMVgaGBRC)(3}Dhch)4S*+_xZy%b!Coor%wf$F{WvhLeKz};BUIylh#^;o7=hk3BmG27~`AfbSLb^2dJ8!=#4+H+F`y!7F3;> zT1*j2wKXB9`(PSwFX0h0!CIguD+g4GR_uxC1ZWv%jO1%2m!$(hV?h*dEUG{rrXBvO zfaQ(X-Iu=UA+u&i8a0t1=yA#nXl3SsKhE&plNeU%xvDBHo5t0H4Y`HMPFrDuL~3S- zC9bE9M>96tb^s|dp)i?dlyL+L5w|2(tbb@n9brcb&4chbso5BS9>rMEe(b;qIK+T` z#Z&n%b%na%T4X5vZr3z-C? zQ#R4YjhCtHw*2xMyGT8*W0FAhR~NQm3`gu03oy=`;&C9F7shNGREI!xWRexcyUl0a zvMpdhw0=!HboTRtw8{?Itaq}GpsFtY{ZbWB9%j=4A_{?7+Ac?^xpEFV{u0YLZ7r3< z@Zf4;0D*(N(1`Q_MpKy5N0rNBarbn1k}jea!QX8E=#V9%e5%NxGBl?lnXziCJ*o;w zp{PwCKzzEnFW(8gDMvXuqh`0#O@?-E9=0!u-~p?K16Gtn5|t&SVFpnOMxg0S76p&x zK0k>fj%X<;t-Hf&O2F;CtssvePWURQw;fXih2-#>laT4;Y`ZH+BYN7SXOc)ZKuq+4 zqkBpYmEoTxW3Eo9Y*(x++GB9JRI-oVTNJ4zh=cjLBvQRQp!VrpsE$Y@^3jIj^<0yK zZMhwtXvBzV=fN+bxEatNMa_sFUf{PMcg?yi<{`;}(q<_i!`)m1d=tZLQ3YP$w6C8W z_0QlTQ3W9sRKSU5k&_Cy1Jopl0#6Op-Lz>6L>$z8WcOqIbQ(*z7`9BqDdY=?2BJhU z>UQ>wP)R;QBoM2RG=L}Y6~#flFqTaMgIZLP97$zsLb*VSsH|ToCkiK!cd=4G1|{%y zWr>Hf?n(aFLkfms3TW*LZFeEG4En?KsL&t9(S=0uf*ej20A6`S#f3sD5G-m~F; zl2*e$nQm9 z{Gms0A!YEXkTVT;F*_>g2uYJX_`B5Pa9e%~!97ZYzC1RIxA6(D^@CDn1B_oAEw>kU4w?+CWUcZ_c z6aJDtskT`>KM4H*rT7C_N?sT;B0d!iW7G&=Skf_3zJ$m+1R7zJ>BbEYmFGEFePO(7 zdJUCofgqW-hD=Mm$lnuU zs`m~I1D<>iP+W=+EIbcTOsw*R5j?iTcC2iIX6JkIhpOr!Vl3pfLvje;gD3Stavbaj zrvL08^Df?P;%|Uv@lT56pD?+@g402?CBVB07{3z^Pk8~7BN1O6fJZTJ}A zkIiO{_>>a|zNNnn295x=v&zdz#oCI=3Ha-QzgMF(%0wWm1lwSpv}q&3*@V~F6FYep z{^#PYkX(O;*amq20HIA`56J%kS{7R^k4|I; zgbmjZyT}YsM?X*{6C5_YhoEU@$Jol8veR47u zq13k!E5k>~>a*au^-xA#0uQ&FP}zo_c1VUnTttDzeq;9NG;LoKb~52j&~)cO{tkYJ z4bS%#f{q%p6}gs=f}DFHfPfVm%`)Up$OYNC1WhAyux8YZ>Uji~O_2{AWIwg}0Zg<; z&;TaLcl%Kj85tuf+mKUT3|h)>*eSHQj6zFq4$SK*U&Ce(E~EWCI2D>4nxzPBrkL>5 zrwEOKIDc{~u$9V#2A!H3lkf~a9q%gpY~LWJ(Aj55J^R$(kYsW6JSyY;LWbbifU+_B zE^=ayuI^ii!T}mGQr{a4A@7@rQodNg?q|zz3VnIRwz^L|T%HFNyTPeQb%s>(FfjBX zByTpYu-bCl55k59ps$e0 zVF3D?L02(Q!zkBu+R;bViMtNSc1wC37+CEunnr9*eHND5~^{`Dj-jkmb} zau;k*R9(d=GXxe;`d3&wTDqe80nD;uYg}>G&+piv3Q>mS*TD5zx8(<7J`nuSBG%MK z_FjZxj{w!iz^Eo+%t#+F^ha$9y5pK>+qj+W;5VMc%g0&&6^7Zc$Wf&HD z*AW766PDLXRD30u??fR12?QzQ0VcxJ0pn3oly@=qbG4vyftZOAVsm+ikbOeUcT~I! znP6c-QC5eAU}iyjZPH0k|DZ5ssbBetTEN{H8E;FcKNEmfM#c~W!EYZo?eHR3MkG>_ zhP25zSQ?oMNfRm-kakvIPQis2l^8ih!uKO55hhTsK%*4DhAmJ`ZL3nGJQN*8Cwm1N zxC-y!^+Lhcz+K0)8X~GhnQkc=MBcH&=o}qInJ2;eFs zTm%#?!vBusEC`WFM`1C`!b(SFu#f@YFQMW(GDP6#uSfg>DuJA8j_Mzr8%c45g2s+| z;PPw(si;iMp39?*ySJX43BNm=Z+<&1VrS_5k~Y8;O?|bM=98!yhPzT{gKN_3f@};Nu;H^=!YmUL?NPm z(zqOv{pT)l9F&+B*AtFidwlIKP?B{jg1(P4gSr6juYQEl;uo;w;}sp=t1sgKkf{G& zG$UaW!=Ayt@#%y2V5zX4$9E|GL~38d#M3HlbQ_vo^cOmxLW^Ec!9-EUUUcMX4f7Cjpmfa82xSiu;k#Y;YJXdeGya0OGiU7yDi< z<9pLj00^nE8yfjx|VF zpK(+}*McdJ!|E`IK`?%As)SPcU%}jXov<9NQrSIaQkd6&+-zq_axZadqCLJ5P^&~q7ikFDC)sm2w_nd3UO~Q zYJ!?zjI-1U8MIk6Mt%4nb~;;1OD^!eO|J6 zda`QNbvn&(EDK+d3J~y!5q8ThO};-NKM29DSUiF*GqJNZPcX2zYVsx`cT6)InYt~% zzsRr#z2CfzDJJ69ai@AUG0;Js2l{|z%G{pk1pU8`=3YPV@&!lhzW*XV=XYa5i})^p zprI4ESEVpkvI|=_iWo<)u%#HO1~P_Lz&DPrO1nOgkEO+TRq^G#)eEX_hnj|4A5u+p zm9Q(7u3o+$pgS{_JRPnn2;VfTsd7Rv$w{bM{$-TFhd2aIu`Y(%YdmxAZ}i1 zii;TOxvW+d%0BdE5tB#2Ba7z>fg9idsLrmF_R&)dUnZ2;l*qMDA(Q}Q9f&*|DN0w4 z{-I@5 zq->lqg|$yx*;slbnXeA{DqjVbww77Y^pC~1(d^&kxbUemjXP4zx}SH++GVHQc*t*x zQ_C;W%W4#5H1|uV_liA#I8JXcu^l zlF4K1hb01P#q^Q=#%f7=KQ>#Ge~Db=l$Z*t0W)fp-RLVG4YlZ~?o7K{#b?Q;PcIU* zV%0bc{t6m6#ObKhqLALa3AJ6s5jg#hTGUP!Nkfx)?+<`MJ9;>j3#eu2I|CxjpHqYT6jTQ#qJIYNGdJx!# zsP5JE(TJm=XGTz7LdUcc1d>Sq{UjxmX^c}LnY!5Yr%YNG%Z?ZD8`{RikDfLv6WjyG zY)x4EK#h?ed}B@^yWm?X^pgOVmjJP}h~8mQuToII_s^F@Kl{a}P(p)ZnrJR)=ql2Q zc#C7`=1RA>C-dmI4(b8t6!m^ITH++JOVQ?Qt!9~ci@%zZE2{aI=nCX7Fj3J7e0%%(L7EkuL)u z;F$SZpF8~i?fVlFqMp$UL0TxiD2zVyQ6T$|(PUonwH6V-uFuE$!gK-RS$rkSIa2r& z1=@uQBV}l1)5R%TrC9S+MZG@xiIUk$I(I@9Qi_&jYU$~%8~(KpO?t{`mBOr+*{0xx z^`##Qp@CXX=t}J0+`1UvDT=pxmRk&*XzkK2-~1i#{<=Ux@${xrLM~kodRRnVRoC)t z5Bn)7)cU+-FT0Q3%gas)f)mw_KJ&in^OjrM*gA>V%dlOJq}>?0UV0F0IIVX?I)HAq z^`$rVsb_h?eKzmHpkbI&JlrfD*9+{P+7*S~_6F!yyGNU@rdO(+)lahrcxU$RxzzD& zm)9y=zwpIQ_g@Q6b4pb_2WjdT2|R|WJB-;?Jsn@iZcoMKzm3Y%j`R)_Ku6+ejFTj+ z3BujDv<}GItqrVm#rqMri7>_MTRyJS=4%_&W^{DE+ONt@77lh|9*o-4plbWEG5sUh zz6)Fq$aE5~)|Of3Ex#AqtJ?fG{kK|1qhqXWrb`isfP|7a?8SAWI~KbI{int?d_AU> zQbl*8Z0$7SrAUGBB1|5m!GNfYlsj4NZh)(S7_DsR`>ZcZPHH6n-0BkxIm)a{fW7*- zbG}`ed7lXY8=A0Q8oX7!FBe;b0XgIL`ey+(P{53PYDI?mc6Q$?aFv z-43DxbrI)e%|Qd%F=`!3013TRUPKFcc1gl_fdTy;uY@>e2rptwlmcDFc4Dt|I1odv z#+v2t?{Wu(L!B$R*LpRZ?~c=JK+b|vE~RtKpqvPFrF{*KQc5r-z%c(+5&Xn38f;>} z#J_$RDg$SPGYbK?#8qmpZva}>KlDYy@FAL5XvK}KtDO&l*vliau@wPrW}fvTV&mG` z(9hlnsub(*x8203_dvy4-$V&l2D}ujlUkzUH5eu=Vd52}t#^WNA1W;Da|{B7Y}Q3OzzyxO`-CUzJw2my3;VWass{x$!C=YP%(h!q z36~hi27p|V0)GC3T)FM;T9LtW=*O6d17^NZ0(g;uQdWzaNI(YK+$cect}b0fV&iPk5$(%A$A1@D zwp)H9V{*qMpN1$aQLt7y0h`G3LR+}Ev@IE|=Z$nAy*5h6jSEAn0T65cq0Vyzskr!&;%GPQ zN3q@V&~;FdGp}=Z0g$o()B_X@95s3B4mh~n0!{nTMc{Pb$pvuh^z&_>iEj7fYh`qk zyF0;(`9>({OTB`8Stqg6S}Sjx-gTI-$Dv4U@{ZC#OpR9y9=KcYwJ8G32}%YuTfxGJ z%^$pIo{(;#fxKq*A|}I)Tg>NmmzYZf%+@Tt@e};!9aMgEzLh!(BrK{E)bQ*k@Y95- z5=A0I8_f_IJtCo5RXv*(eEY*&5MZRPt2J1#Dec*HawMVdoIZPIJ8N?p?#|Jkb*jrM zuvW+y(c}=8UC}riY z5<##FdDr^|hm^Yrn|L=uG>}b;mcMOI%X(YwAjaj>7cGAYpNzzerEJWr4SqzseZx^< zKP0Wf1zGg4-u#1H>+^NTZ_x|@`-Jrx-Cy}ppN{^ZaC^7;HZ>mX8Is-5O#cMDhlOZk zbb3>x_)qopojVwq?q7bjD5d9Ye+hFG9kmyyIZzdIAd}}#SqK(yhwE*PyGvqSaTXcY z_VjDpB6a;!{32Xc>hB(4XdYSPLh8en1y41&1A3ZK?ALq^-sSAx-lJnZ<9BJN$o2W}Ep@cInZ;3x|R(Es$ z1YMX(0Kaa(8?R2-Bk11SWIOgJjyAIj!c9v`vT3R>D2cs|{L$>x|Q6j^?2NB>}REBN}IHaOfhSeLLh2?*YkEU&1ux82K%$%?dC;v9DOb_dEIP(5-oIfWeE_anJ{uVBh z#ye!gY5rk{@ zzpfTKN7q^Ey`wCArhC*&&&Jh%wsC*6#tJa4d+u62&1HCHvb~>f%GIji_&R%!aI&_E zJd#UV&YuU127F6p_y3Y!R7tDv@4rls`9=S+0F7$bSIg&^w{$#AjXcOAFQ8mv-Bvy+ zIiBLRWA#8>eBo|v7M<@^-xnnf&_Wb+q zLWHI0d(;|GK)stY1RMb-!!F7NG<@Mj5(V~uv3HkEZFOw}hH-Z-6ff>AQrz9$-Q8V+ z6fIt?xVr>*cXtTx?oRPH&+mBePiuA{Oknox9Wv{<&Y5@y+&|uX;1nzpJcO(+I0Z{A znl2X{^gRp49SM$%`M`xSlemR&(2o3z71z;{a*+~FW!sx?uTWNXKPxP>IS*++4jK-L z+Kmt5T!ux(9;B`=3NlR`{3YhoKBS{)Ofig$mGxvRwm)2)SKeohyR>Rl6Oq12Js~Zf zFRS-d)Z@pc4tPJlGTNlfXBFaK z_D{y7!}|Q^PbHW#SACtv3f~|6h^J3CHS0yahaQ${m1L^iGx}84Z2a&(iV+)gr~d$R zZ{Gsiih2r(jx`?yQWSaxAeRcC!wZ{6B-YX$O~lBw2rIX{V+MfLc>A&(uZ3X zf%mgs^v}17mNfowpgkh2mNuhG7MHWjjzHQ96G4Q#aPBBG6MWF^2@U`ehVk6fTRbR` ziG^EJmdprUmU+HBo1e3AsZo$$vjYdA=0^LIk-^q+{!>o_FNwFUGZw4YX5<7B#x6mo zWT9S|lh=A130kP;_GGo{T${es3hhP#*bD=OHzd1kb)yDh|H7UWRRZ-0EWh2(6B0*k zV{Rp%_&)1;kSBB{Zg9Ap2O$GlcvqonOeE%Pz=JD+9>?4&@9R3MMuPmSQ)608oIhS- zA6Z=;eYND?I9q+~=@fGQ`f5+*TU6LqbUcC+9+Ti{s{VKq-Xs8cuNST`Gkp_~EN)wE zBt4FPhyt~qe-O@=>;4@l9bH`B_E_)JHEV6>=!IuUZ_icslys@}p2_$%_(@`XZ?}=PUZ&7pBCfcOBmA z^4RDMFZ!O$Hl6;N9(&LgI=B*R{Rj@G0bD(r`k%y{UgIBxR!cI9+9u8^&Yb|$@`}Cf zS;|kk(3(llrYkHN1DX_IZ)Homjr!)G@8`F!z!}&LA5yB(6ekGf^Z|`f=tEXI#f}i@ zwdb%@qn^inu|d$0$I>7n=qOpLs&%)1eXx^is}TlTQY=Z9ERZPle5MutsJey$gUgJ4 zud(v{r-;wj)tSkIQq;UvHitGiM0<7Y{>kBHkaK#-^)JNRRGyxDDJi z`1#vmMcRFaY;1v-hySy#8DQ&*1N1j_!MkW6 zfLjY%W4x0cy*{7e$UxNeP4lXfjEsGT#vOPj7TdAuoyKh*dL3=s7VSRhZY(~X6~mbqLG1P zuRe!^JvI%z{J(Gt$=9+r!+OuV0VU0|h^QaYuUH8vFigXpaJ{q754?gN(K$IDd*bms0;KpGV*yt zHfjk4<>yhOY3f7mSDIkHs%3$kV#Xldma!&xPhuOP=ogS_F$5bPOm6y=nMk9mN z?CLZxs5;OOSK@g!8J)_|%BUmE9DPpiR4hE@LkSF0Np67ipV*h~NWB!7 z84%a4Y#&!Z(n1+k<(*o9AL3o~uB4lLu|Kt=pZpuGBxw`Uo3G(lH8P3tAXX7n zgy79PUe=X*RY|QI&V;P8z4Xyyv`8LcmR;f4%OXJ-mWkqV8@ep__8q8);9ftEg+DN? zocy2IvP)sp6A*4G@Fv6l)q3*hNTzL1Oqy@gD$QnQ>|Jzv;GI2Ky^0Y%hJM(HOqnw5ZT+^&aQpBMihGPLy)kTfm zTA+>eATS5~Z@46%M^G@O38L zKVsF^2qV>v4CCLh^Kc;9bwvLiDvF3Rc8W|OMtPhwvBc)Opxu-Z`C1g$c^RarMHyO| zaG!8}ci_cK-`v%&y5g6?FjCY;s)vv&QfzSgHKc0me5>+EhdL@f{;q;XE>Zk{=~p>b zQEf1Lt$7HS^Lhv=;l=a)0{v%(0#1>i)!L7BvYRlMT`B`YCN%`wE2paPCz|QKZIDa> ziMy^v#|%bb^Pi<`x&A6XOz1xrOvWc5@I{BeM=v=-Z3S)vE1`!UvN%(yRGy*+hB76! z35GJBF0j93I59}tCP;FAslomn&#S@7B1mzafDq%F;gV6I6EfXHizEf|un`X%*7MiiGr@IFcRM3}`YK3}yE?v8e>Z#c@ zbQ`Ai!v3z_B@=Y_$Na{gf=E*#CH{@H^tjlARj4>ldUF8N_DBcdOD>+1S#0+EBoLM; zi&`hY=YR0k5Sg#9mS?w#TrW?OnNB%^vwPV z(k1f7fdW;b!7Z%#C3y6FDze6cpoTk21P6k*ObMO7Xn;_}S^(1?DFTlviSZF?P7Mrn zJlS>3PvStcSaPl$4LB<PG`tpYYCgRoY zVm}*&0_;O+!0^@SW)Q1!5gdKJ!Xkd$6zXl9pK}};ZOTdk?2hM>bJ0g1MrI zQ>(TFN*A&^Ypm2}+b2x7$fb9$fX>j+bUvR;CdLKN?ZPL#;)WZ_;ZW5iFnv8wgU;g- zyHflEC%NBgnR3YZA-${;G4bv*&5l}B?;CK(uBFV6&0%PXb~Uv2AN8wT;-P|@x*$^AS?9=B?%#T-sH5hzd-`TOga zk;2JU_@Aga92G&nW-?P0o3I{dUJqpTP|fae?g(x#C=KC`NPVa65*KJ00hnc9k^lVc zqRdxB4*ot%FiZ271mJIR8%87QZ}AA8Zo<_GeE;Z?L0P@xHM%0s@Cp57$3qhF3B+Co zyH}`88Pg&Q!!$p8Qi9?B{r;dn`T2cl=GV4%5m zqv00NKb_JVJrV3)FP zCgZVI;Zxj^GN$7rLL1GhC52E33jxXB{37EY?%YG3f zMr3vZKLWq@A$UTnBaJ^{bAHPG{ike_rh!Bli}l^A=&uxFBKne=6o2996~-Jfl?!*) z&KRxnt-Z6{srWi1TSoj5_-K|R*jlX64($M{Y$l6V=KQA_V#kMcqpcadS-3Uxq&ZnUPb&xq-Kx(EyE zI$fqeqOmn!fS_-8zTP3wQ82q($KWQE?yEMq_DbApQqvw{vD&QW(IR{7F488|h*;*$ z-O;u^d#0AztZ?e?A#QzEXmE53m6$kY-CwjZ^(~899_X&ZTUCzem9=n|DJiZ%voQan z{Qk^C$Iyu@Sjj@QRZf@*N`MC$7E)I&wdSGYTgJT7>BU1JuwnmtZC&|0q;k{~DVG7M~7LDnn% zMgLUfFI1UbLpjOTDAax>%A5|`R*4W}VDNV^A3M;otDJrnZA|nR62!ybAg`J9dIm>c z<#wED&9=LN-s*E%{A1wAtB46cziIg*a-_Z#le1-I{4)Qs;UcL4BI~QbEN7Lwc+Yuc zxsZc?8Th}9Fnq_*YOr@zzrg+R=R&I6dlKU(=lGtvfo2oRB$duDHn*aSM+0uWRdaC* zn@Jp&uTPhGbxWN=UXw}|641X>n~QXG?_}DOl06RNI7DnGgT)ugV$}3_cQJLonHM$V zL&PQ}r}WniRdAJybE~Mgc@54-jQ(;;`9>FcVZUNKu&(>?utD0oa7q=KXAA26+neWg zoinaeO;SGBkL<3|?doV@7ltpm`J@wd?ew6O{L!ZJSTS7wKkSNIK4&RI?Hw9R_ODD0 z>WfG)sUF^+Sa9cWnTBy-i4WFQmguR^M3kOhk?s0`qn;0 z6PIdJey{`S!ng8x7;9vBeWUOLA}0nM0PyB=uysW;{UvI|QrAh1xT=`X*j{`~2ClqT zm%XtLwSq7**)xD5ZG^?QTo)tdAT9`2CvwJh`Xd$q1^^Ydff71=vwXlkRqrqtyG0LEW?>t{@RlCKvAysEQ z@B1$Q4KZJarIAI=DY2l(t*`*&(Bm5oc~e1u;mdjLXHnuCiAyB86p?&*Ef@IW!gHru z3CP;d7Ha!Z;x|ZR@wnYAKYKA%^ZZ8=fG!;=0vZbLT~P#NQGcl2(fm9YQ?(02c}2ZI zDMjNI0J>rUanv88KA@!znHo#0t3Gh$72!tzp1xF)Y{3&XL!6Nf+HADHpg4579=b4t z=r@16@>*{m@9PD-1e?%fg(M9&n-Ja#bE9NYv_C1m^Yz(JE`E~5y;yK(M0gf*0;$NSGRPO(XBUbcJ1R)1NMBYU>yfp;eGDa?G0Bq8p#05} z37vvi2}0v~xY}q%CrT+DzMLWs?Ul6m+QD-qex2x9hFjsUyXEL`(KoBbrras%4ZGfBDdVv)6zeaROX zX8j*@J%={KUj;)~C^LLDRrbihvV)r|l=!S|cV&F*z6CYtKE|@Viw1f&;UzvS`$3o$ z58pGA_^Qpg6f$0c2lWY<75^m5zXT&GRZAIZL5weLi$-6Wp=ik#ORMKZNc_4*wCvYJLQM?1$1S)&CB6~U#eSj_^rXfb=YQ?CfI6XAQP0Q2%!qeWm;r})R2Ks}hpiIA za*6V_J^f?VAQkz0OH+6$4#nQ+tRV|jXSs7*dUD(9;YR4f^I6$pzi`E^&Q$kv2)cNi z@>V{1DuhTb9Fv*X(qG=^5mI)aElECNlpDnVFfn+kkH2%_cx>(xJGP>WIwF^qNebdt zmPC(h5y&SiRxprxEKNs3U==QqaBG+(Jw3!E2d_P-KKVeLb8W`+SWNj>^g2@Z1Y^fG zD~7-(V^}5|S2kxxN1Iqnap9nU^d#;mdBHbziL+ur$O4Eq_*u){XowI4L*v6-1!yE< zThLyT>UdGMrb*h9uE~(!M}pbQfhnQUZQ&zs${7o_|NQI(P!p(k-n+)js0c?tU?~W zToP@N>Vawtug*5kZD^bSHja!^rY#kQ6>o`HZe}BX93_-_g4()C zigc!m`cWyOssbr5l-Xphj?N5Z-Jw4|!41rcOXm4E;U@01X{mUQjK=#INL8iMBc;G| zIF2&5({=JB(mMmlx<{#I*GDsUb-ydvk?hvYTM8jO%cA@Nx>~1lU)zF#K5fw>w}N%^ zxcz21|JHF5jNaziY5hmMi->`97=^SOEcE%-3XjfmZ?CNP!HnKsMaFwYDig!C=xPq)LOg`l6wq=O2 z|N4H&B0?8}{5Hh$L(w8oZ1Ewq_Ix+t(r{Vkt~2$6+3vt#YT!Yf5_U*gAUtr{VMxf# zAF}pQ>UXxh5TjOJ@ds-@rYon|Iz9%k5+e;-^~ke-PU0u{R?|)6{;LbSSV(9*52YxU zwi5iZ{AC=p&?7kfR0nO*BgCb}oG-E*B2>xbq1kwApNL zK{z&9yHXlW(+Gmp^|$9T2yO5{f@1Kmg|E=y0a+Iod>ic($f!{J@C(Z90{^tM6n-S% zOyRYNpIg=)@&RT=BP;J3a-~SCo@OK+e@`zHvhJ&h4bfOZ&mq# zq}`AdvGqgAL-bxOr>#C5E9e*#+Pr&b3m@Kg82!Y@h;chyu*R>JEM4Z+H_}{H?PWnW zvw|ECW8AvMA~)jbDS3n}*EH>$bJCl-a@iAvR!G{1XIhb_sT#T;ho_>l3bG%u6D&K< z(YDe_715Y#V>MeZ9)v7r%VeJ1`Z*QPcA(Y_9ck_8A^8Ut9C~ypdaK(jmwG)eoy(1@ zyt#11^jg5qobIu_lY?O)!=x!r=mUNUul*>SZBXseCw$@0 z;^vAi9y|Fc+%d)y;<_AOw*2O!4})|N=6L7N2yn^12NASxuB zH9}|~yK)^llT^yv@8FTy8Xgf%5e%pAk*A+PXuEc+NiJx#AxIKSF$pypdVnwTYScDp zLA6yJ#Gy?SIEmTOqC1;O<@BR?U!u}AcTIF#onD-vPAACx`W;E92*xtGp1o5$VgHFI z-Lj!23My_k5R7m7Vcuv@x1T4_-{)O3#O)ibq71vVILKyrV+kY+*g@7tEOKF#W#r3w zA^UNtX(UP@`@yPr2;lzHacb*HgYQbYq%5-!;f;gsv*duvw*%xyl0YhNxyW2%V!)2_ zZZI%lybaXG1eSh`F4}z~L)w4s@JEkmQ=_V)5%Z_l1Al683a!i+j+OuWDmWX1BP&WE zO0eyPOE&<+<^=IkthD&g#u9d3tdD}ucEtsRvtL7xCNjY7epQEJp@m29`|}>8D6*e8 zdA1rnlws-x3F&V#JaeO$At721co$ldcRrc;rXCPF4Y=zU1e~#OstxX;{Y5&-aE;58 zRvm`HAv(-Wqoc-$%ev-*rF;`2m&8CN)_2Rrp%L}F1WCiipMI$WGP21;jV}*MRpT3d zHqXEFf8okE>|{Tuf8t;uR|haf25Q|!_)(%Q_OuLIVq>(2|L*+{to{d9{{yT4fz|)O z>VIJMKd|~ASp5&I{s&h71FQdm)&Icie_-`Lu=@WVtQre9%`$&JA5C|^KZ8epc7ML* z7(TxP-=D4mK5$;Q0zUKb+@6AkX}{~#5P)9IpjM&%Kh5d=9e=MSH%xnJ3 zTc*}Euz9O&nhekJ`4E2E9)G3ePc*2V>PAzZq^mF6VS*NxZh){xSMA?~gaRHum!YO` zTBu{Eis)aI#Mt6|lBitUPC8qy_WLqeJ&XfGt+{jeEM~XKqSjlHUNw6SL?)~s>xsBu zUCfE4e{;A%3FjSOu6X~X5}iwNBV0kuAVXUh#jMNWDSfKRR!CHvS73!xDuKdmDW?wBJI1+J7muJ@itK7!W zI8yPnLweaveL)(5jVI$)8kIXkn7q`}T*zggZo8jih^V zydeU-%^Qt@J<=X$Q5t_$jIHl9hE|f=WyVQe$IA63>V?57-#%=(qT2dLD!{rZMk3sA zkt(L(-Kp_jEp2#j@~b+}zN&1l28i5~SHDQ~lF3v(g>c`gTs9TWJE#06wMwGDo&JQI z0oh*NLo&)|XM!Cwsy z50yWXvSB*VrIg*2Bg)q8_MH)?xpQ8gY%lbkB@Yg%40UsU&6i#hcQHQY<-nB%xeu`_ zL+f5-sau#t$uqahU3n~>A^n<=bTYky0mVsTX0fj6i=piY@o94IW0i#tD%VZRyKKf4 z*CZk2!f@mSQhpzT`yIU>>Ttv&37hd0Ri_6q-_aG&AEF%*;x{i>QjAaqt9%%Qmy%_ z-j{Tlhn4<%X+0rEz0F4whAb~&=p18S7{^oOw zIEEWDYZ7xA2}RA~WWUH|KZ9;$NK>nT;^$ZDLx6%uIgrSpxU`I3J4$PXv*wC#X|Qij zra_fGKwcA%)O@|ITdvEv+Ty7d$vctSFnRJyiT~-6Tj!EnMqP7#j-FTrsj}|XTs03L zl(QZSxMvqQUvTL#C7KIdRu-?ElbYXyKrdnJ*w?s_wQo3n5Bjih_o;lNu!R0-D6`t@y&__!gQs~t&qsgoHyS;rY zI}{AWG23gEl`W>J56!V+>vK7}BX_yWh;BmF#VNiuOdxcg9UuV$;y{kxzqpFu=*u>h zebu0jynbWm;_>DQ0}QPK`dS1;&ebKgV5i;HE)9g8oy0o>sd|o&S`37dL&1{@HpG$` zCN~SiYz>Pih?u^FS{&kU#K=RlPtYL07nIP?5Y=xykhvFBvg-&CBVru>vowlNrP`?w zMxR`Z(d!3FNz@|NJv{wDYH{XF2NT@>)+5a)W_V8`{?lr8$E6A1wu93i?`^Y}xnk}7 zElK!!!IpmmXmG*g7Qv?_TNI31O%k0M`UcAl+o5^UH4sdcHgC9ifrqk07=6L$X54Ka z1+$H~=`-7Fssl0dRz{pd1Q;Q3CA@dG*hFMi$4{y9Yr9_@gQ0bGcU5hIp?w!@knDq@ z@z7mff}t01d8Y$)*Xd-|skwS)t4V;{5SIqdzoA#2s3|}mJKLquHQYqYA2T}mBxFRO zHyDI=?kyK=vTKw<>91b;8%j4>}0oW8hY@lpB%G~tP6XNxZi#bl4 z@r{)-v=uO0ooC*ghe14K;Ytf4%M;?zC&oru^HJp`fpS?MxtzT&R*Wi#d;k6fJBEfk z?P7Rd+@*!VgNxL_3krK%-J#wuFg0Ta_U*^TGARTsj)4oUnIj})eh7XfU1wjL}?rvCmN{0O`Qe} zF^J`*%R(VH{Vbi*S?8+V{fmZAE*l(J{0qTdiX-;EOeM}SGYNHOBfAsY9iq6U`teW* zN#qpIDhf2A%2)Iu1&Y4VOp@mD&ijxa&b9n^?G{orq)mL(INOi!+5&Ea7O(GmbUSw9^o*Q_g zbKt?p@08ZU$Dg~@y1C&QZR<%Q=&ts7IaQ#;-0sx#v1mQU{!{F-&11MJ>ZAr;QLi+z zju+`~f_isKK~HsR*@SSO-Ve4QxchXki)>TnW+!}vW!EJc95}|c_k8k6tubjuB$4zhNgmvhXiAX8l_i;3^S5bZd=v1hq|Fp2I1oQ?h_=W zJ-*To17(#p|HM=*KPg8?)BG3zt2l8=?sE^o>W^v|J4wefwI@c=PdN=*iZC<0m{LC? zm>2f{6@&vo51Nww7vsq60Qq z2K)Yv4k!d%tQ+GX-#oI(v+3S>?Kvej+2ubdv;_5SPL$bS%^gg1$!n!l__pfqyN~+`Q^X7u|p>&Ty zqcBm4O=Ee-)tZnGJltQfib7LMOXZmPq`vIu(rUw;4{X-AO?%&qU%f*V z7G-X)+CIGpxYryas_*-)9L&QToFrX6AF*o(olt7R&p-~A<4)Dvyn@f11%{#woKfT` z|I!hRePm_Pa&NU@c$Er44VYA7RwOI;LfqfS@|&ZGHVr zb7j{l^-s~{OxCF{S_oG}qlvw(1gM?2Wy=oFtpjFG0-5t@1oDHS9m_7f{t}60ovoQJ zUOzS&A5{L}JNQitq7nL2?l(AC-wTd#L@H)Vm_D9NZZ-h9<}e$%n6#PJuHSM*L_&{7n?Dx|1eesowlN&0lm6-4&f<9n(PN_ixK%lblDv#k25m zyhpq-9|Wo_i4t3S8D;J=1&$7JEtW$XR$coDsD%F4h}Wdncd6XcK4Z5JPnz$45?VtA zd5rTXo0DliT+{uys3>%cMymv38$)BpisRgU?=DC{4o1U_1vMc59eAn?b?{wqnMLQUXLNF_)5zf-uJu9Pyt;b z#>-2+dcI&kdqXO$`s^M97&LX15KAWVLno~IN;DChX*eE&x193WpBeL+!lFR(XNBST zA9>4>V0ig)bv=y|J=w!g1O63+-#7-oW&lciHGbAlN@RX8SQS0LtKY0=KJc)3=<&<0 zT4VAAP=)e>zffS+)(7bp_3!<_mc`LL2Mq=q$*BVmgMBbVl?$R*h|UTD-iS+IS1bV{ z-L**ShvPap)4Bs;WPJwCw3NEGhXvK1a2O2st7?*b$#?Q+ZOm(jn; z&FJCVD)#M*kHDGMT3sFDEyeVJeZ}U5ze&*V<(tEEbjvh7V2c_L!n=vc_}u#;DSO%2 zYWbo`JW0oy#{RiR(!DI1f^y-(kN^DEd3NmWfUAfyD4%$^wP}?YhCJDAFZLZmKK&C? z!A4)9HOIlh>SNL#JN#I!+EPZybna!%W--M2jY-52>r4I(i_?HOcw~1e-e`wB)w}%; zl6pzqM{XQ%8_6nxLOvH*vSP-1{KP5tDp$Aq^+ zhf{MvPy9!H-H=hAB3J}cw1q-^cGto~3Sfr&v;OG1ktq+NB3ir#n?`|omxisK3bB?M zfqkXufJ{jstB)lpF!Y_dkrt!ofa=Hw5$4=@)Ldt=emHEQ?Xl$OG!+VxQ}`^$-2B4+ zC1-pr7$DgUQl|KV#?24rt}50kKAa;KH2iwT5F;7_`t8a5vaq<5Lh$PrL>YDs-Gd;)IQaGILDnM<9d8JLUe)b0q*qCzi6jqOZtwF zW~rL39hq~$omSSB(=_l-mmiUSdF7|V49Nl$^){~t{6>Ty{(2r}v)37zSOin~2a-(n zXX$hKD_6-)XETT|+#kR?tI0)1>*wBl;XvJnHz&9T<}i`Fyi#k_th0b>Z{9aO!{NWS zeh$*_{XC$YjUp5G>Z{(iP`(fefx%cd2;&#}4?gc!5nHshAn;=_JHI^*z zT2oY%0)NHF^Aq55v;Dd<^OJdKtkG?Gzp&GGbOw)LRs0McQ<|SgCm|kD*(ClEsGXpsB}GWwE?JPxlktl z$X}Rgj5N2hS9y`^zJw8lA4AYGVII^t+z*B&&R!M zvy#zXp}yf2{Hv^GnJ%pnP$Ybz-2er5aRCqMZ({jFcPJEJ0{M6SheUrtfvs$89n+TE z4px%d?hk|K6^{44Oaq4DsHyT2%Vr@f&1o(Bi^UB;!(%DuJENAA-9|^bseJd;P#1Y` z_9LH7vB0LzeB(q$loM^s@%jKw|4rZ~L%%os_)Afm@vZT{qQM5Irpuhw{ANl1EA@?I z23>$P+Lz#Lf0hg9WrgQUD!M$tFblkGk4iK-g@W>+1d zUu-?CiWpo&uAi*52PUrHjzSIqE)=FazG%gGlvu_GvzxWgud)7p2VLEBw&nL0IU7>^ z3CcZg0g>_YbOVltW6fBb)@|!Ma@kt%L~y>@iwCyFisEZx7QzhS42Aeg(I5 z(~Q_%(BT-xKEWa|VViXOxs3s*(4c$v>VPi7VEFnB@geKu>palj2ElJAi#S%_$=|X$ z?ntWG-a2WNh+Xk70g<812KWy4he~!|oipz9JZ?YXUlmi3Ez@if+pXbW zE$v=~;#Iw#B6AdWx8L@-+v9KP`&dLKpuS(ui3%s#zp$i`KuNv6w%;E!E+1XZK{J#J zuYh4I4Cun%-xGj$uruns7XtrL6SN`|@ofO&Dr#{h6bmrk%?ZfNSU|@h}DK ziLKm7V57DiI{KZPcTElPjrjYsz`NhgCU97r7yL!C#1Gs&l2J?~EEg7TnX@7s** zOUc#ciH9jNw#)8h69>}Avyjjh%3cQzY!3=t2w|@&ml~Bq(llAbcb5gx7}Bsfq6!6- z-%CtiWzk|nWc7RQs3D1h0Gbx|W>Z!CDaFs(cBWmn^L*M|hak(^LB}b`6p`)B=^t|5`;dt$DAgbGMTGcFO(-G&gd<*5}!H#T_Af^eLdowL(NUE?bnBWKS-559!6 zyB@Y08E4GYmF+L2kP}u6iBd@6nQ#C+wXer10>dVC9h z{pVhpXZf|4^q=(e@znFlN-y>D;gx++QFi~J!9d}2Uw*-WQE>L^3KFJu=u<(&5PA4s z-9M7?8a_!tYvzj?&d*^q!njB-FU4i`h+m^`sP*Enw4~O(d|i;&R0x)-rn}%~Yt2JO zXXb<6xS2Ax3*aHdx^Cnv?^%eo4K27vi{11Qj|ml6nL0(<>@@AZRKn(5kVHN7cj11b)0it##lw zFqlPU6(>dEwnf`kbRFb%Bwmlg-d1UR!8{eL^AAa&K+kvCxN2}Wgq`_s(&cG`b|3lw zv}&vISyV+Vj-R)V4 zq6sipO#`7rFF?gk%+_~5HwG5Wiz(xHxq02**#=2+X-KXw^>49v2j6Qwt!gYv!d2N8 zDYYWhRof=hQ>u>kyEA2J`}v(Aq_!kRHo}q#rxA2GK}x{|7oH;viJ0@Gh(M^omyjJM zIPm_6vM)^A+Mh?}6A|AQ>39A6+|N^(;^l^9^{fju_p&YA08{9}9`BKD*30xOXI@JA z?=1R=^DEH&4cggq;@f%04t9zW1lB;;O)+%*#CMp_`7sDonk)Ozw9it9m8FO$dJAB( zW7lm05Z4x(ve>A%y<&7-vU0>d^|+Y%7+7^J=CliK(502%lzxr&sGr}z`SrNPL+1t6 zdZlT8j%8uE0itkqgnAJwUPw4P@}m6&y(9R+me-HhiYm96znS0fqp80PXw?Z@yVHmb zccaw+KC^;t?hIf1D&Q{&5eWL{@RzO{SSqnYRfUGU-~%(yKwUNWp_btn$lrb^2KdQ- zQKs|gPbx1%0c&puZS5bnc!}#hgwpw z2Io(@Ki&L2h@A=BhW52L@a%NGhQ3VD<^IynUxz~M_&UV_knVsjU~`R9qU1E#u)d&W z-f#9Lac1wgMEq7E@=NA-B~$x-{4PDW9ntYLF_$?gh^ULy+iG}~R-6~@apjl|$53vW ze|R>r!=Faj5PzTD#qWa);GaQ!AMhFqQiwkt^g(nxjbDe{a4EK(0jy$Yl7)YqMapMk z#qrma2Uw@&4v1u5hN zJzmQT8~B4tH;nICDBMkjZ--LF?yZGcsd>J=z|8jpr{(@vZJnOj>`{j7erntz{qkEF z5&(bRX{rjm&KVLBmO^)eVj~6U1gctBE}SzY0x!P3dj0j|QfjeI_vn@F5``&tGfB41nh>IKz<>Lp;)EFiR35#}4}R)yqhA2)TV9@_*Hmi5=p9G} zXr`nK5Ok(dcFitUCSIhUPjDhEag^HU4IlmPB*`|ruzFynr@%aV;;CZKLXjLs37zR& z6AagmY%LsgCg%@|F9;dv!UQNGlag>wqLe$#xiSgQfWE^VL~KDB#(5d%eq{={DjYmI z5B+nBMWR5Vk$X-HVM|4h@{CpJ+d!t*y54z zVTFTPr7IP}kx{;#$|%oYgXG~`iBR-jLlm|kg~4egjNf@p&KH!B771 zU;n|1LyV;4J4!RQT7)@cMgr@C`E8Fn^M?r@0T)L@adaRxE7__50i--vUi~mHMI8L} zlWRgz4eTHO^v0G!`Kks1f5Z^2)y*zWQO2s)ALnTNJ@yr3XEaH(ftte(qa(A9;fN<^L%9>}K5t2Cf3-h2FOfia zw4^WzB7gD^mC5x6%*)ze@-X?fFdEWV_>Y-a&mfxVhS)f%sCRl*snfzj<%fe{H<&^t zWc*EOz3R}9hj;UNVVVe71luzH(($2%QocQL0A!2TX=U& zoXPynYZbF~3L9$J*kl+M8Lk|Wt4b5G*xTgC0k!?a020toS_$3UHmNz-8d#@d%}>46 zN*q^f*OU?#CY;(z@`>0M4%|ON^(0`;yJ#(WElM`hO47^W1HA~pd&f_^P#)BFGWo{* z^{wdYdi|EA(@FWA{gUSk+yCsBYvlN%sIiY%-qfk*Sw11lDZFnHT56o5(VSz~FyKrJ?@u2CqHuOXsb&w*N{n-xPWWJ}i%$D+n| zP6+4XO(05Pc$p+~kQxb$-pc|i?;$RcuJZKunT|cbRRE;56p;bY9pjT6}bQl<@r& zG+N!Ep9cN_J=i0S$Cb6diw8l&!0n%U{RmnH`ulvD~iuM>+W6snhgN z6vHV0Rz&uZ$?h&c{ntAUvo=X{8S1ykGcy`78pAVg`ft)aM4kfpeVXR1Aq{V{bJz!Uoprj;{FWG=K{I00Pcb2=IifXp(*I-Z8lprAmTcSR z>waz9wr$(CZQHhu*S2ljw(aS^_-7WgnN7v18(CFZc_Je#D>LHmhvrN~ELMNG ziRMfO_=y(F7IUmy75gOmcV4yd;NDZ!TMZa{dQL~|?%+A@Rr_lAYToq)wv%oLr1Dj^ z(@e*0X-z6c3a{k@N4W!D8q3ar36rJNojArwj#7mube#--VR{W9tVFav^4E z8sAt6kZ_~+!2A=Iz_zK(_`z>>!zEi01zCWdnn-JGcbN2R_TT8k{LP&}9yA4d(VuLS zE$`OGI}=57cV}(%jRy_^fZ9X`?)vBzQEVOEzc;s6os&8}aLreOV%A?>FXjQdp4e0w zcI}@R`teBf+FjBWb2SaAtxa3Ib=O^WWcG+h)j@$i>i6b>^j&#gE7rjd$?7;HEO zU&yO6un(Om{Pqc=y{54grOxZtH*QjMtelAvo|tjKT^UetsmB|8`lobHmG8i9B_c4} zjx)0*YQtd4Z_Uf!5>-R$s%;+9YA`-MVHCTe-)k>}1tT$38jY%p7(O$&{X7F#lr z3VtuGMGIZVR!#NrPVVa5{MlYkh`Ujf7~N~(#;;5Ich2=5|JN)VV^>Emj3y8t%xe>) z87*J`)@B-LbV;p@$rOpl7EBu!e5tLp%dp^_abN(x6^s_GXw*g)=lKK`)3^Y~`7-6^ z1Qy|R-Fs+P85KL{Ua(UtTK)Ywc2*>x2lYN^A63NSOF7qg`B$|ZUvrU@jOYpfv&Bt$ z!X}}0VWL15bIz`Xu6aQBPi@D!?oKQrcgnf0Ou+ePZ%Tw<^`G4@7;VCCX{SADTTS@w zs%X=q)}CzRdC#-8(Ip$| zZ1;b4g`)Zw?W=5-o%+A;b(fZ9x_n_oSZd}IZHqP$v69#-lTt2&#@Zp1f~cX=@zEcV z$*SHZ!?F|n>uAA@8P_u}d<}ab`uT2EOITSn z&mdm9;*K1|G&UM8=NxV?%+Tw#KH?8MKCGfen{J$Q2cSY%#$p(z;o4=I(U~hGv2Jaw zrrr~Mb{%o5jPgo!NdKzmRf0cptO-z0mO!i5Se3tfWLuf|n5c8-dZoIrz+Y3-JynqJl1WKnze&9hR?h%c(k0crmnZvls2^xE@y@mqq8E*P z;8+`zV@}_m*PtDFOj(WyMm~S4uh2hLsZ9-5Fz}wZFeVk0{T->U(}nch2QQ3OId@#4 zEk97s&Y$X9ald*SuLHO{G7pzaGisUzM1>EO~sGiS47D47ODdo>sTiqRhB9&1CBVW@ z(AbZxnb%svejoyMaV25cz1}pHBT>!m@4m2-!%=ioby%tV`R-U%M0Pb2X+pUANbKi1+MW8Av1r>c*JOMj@? zv*F~8109JTe`8KZO$lGhy{%jQHkuSI=@95GBEr4jX1pCIF;BYCjgNRKt?`vsLU%e@ z=_&CLQjqM}h;Kr^A{x};|x>K24iFFu}~YfETpmK z*5H*JP&h{-5{+J4ER)JFh@tG@dtUQqN3dexGs|-n_Gd zdHZ(|P!MFBRFroqY@s*+e7#>GO9nz+0t@J03^1YIu&hD(Fqp1gvY!rwnsoF#i zYa{nAnekmAAMPqS#`Nncbo&A3>7)0(EH1$#X~Tml4~vP+VTQE%-1gXSaV3R6G94x z?5Q(r?UoTA`0=$FLfQz+-G9r%B|PY1Vzw1hnj%{&+6^mcMSA_5Q%}?zw3dn%kzkYK}YCuxaaFRLZDQr#lF*&h2|1^5EXVOZWnv zF=WamR?$NZF~e3$J2`3X)7Dd*ZPmB2c`ZJJ0;1mSfkOSBwy{y@CgA_uE7{bL+a8|k zxR+B_ygav*#%F{oUlcE33Ou$Jw@nk4oE6D1-V|4)om-?&E({I?W;%Zzf6Q63lQxyH z5AXbi!NAUM3hNbgi)<3GlMBNEVvNG6l@S?O#-y{U!p`4TS|T&k{hTV4crP&E84f!p$KDym$Q=2y1V{hzc z32lovZ5nuwJx!B>YOWJ+>$agAY+^RHKu$I`q3BbRBP9 zwJiq!k+AE=W?&SIQ0s`T+RwRv6b?{q}y#h02vx^ z)SiE9UV@=T3lcpzbvz?p2Tx$nZ6*-2xwSq6=!mi~9PP^Jv8z_|W4`8;YR`GNz*8M^ zgRdrg@aD`j%Br#TP*-LVbo8DxKXrin@~D%SgZsW$lUt5<+^v(?=VXKO;Q-U@wUi!n zd3oV{FAx9iz;V)FJCj~|cGaHcAyW6easU(Q^t`es)gs$H?SKRS!Z9Izhdr@Dh5eW{iGmqYNQGV#d1Wf~cokp^F4+~?<}&ir5{3EWYC*R$GWcf1^poP3x$xN{UhZT` zwT)AZv2lZ^5*s{HLv_}kTKCmlV|d8QCf~7bY=aD@TOgg)mxJWuElH81D4%0USA|7SZ6E3!80LUw$2i+ag~ z@=7tvj7Qry@OF&Px?x%=MLZ9XSHc!I;0WX=wq zY)07q?WRVzw%ObBrrGsg-7QTV8@PPm-MYywDFQDl?<5s_4S^sJu_s@y<6AGDsA<5WaO6 zYJ_2a-i;Mdq-A?86;xzpds89Tmg2jqU?BxHfVOFkjBq%>YRzX)q8Ixt3*5~KLvNov z5y}M^_AXRa>sd5_t_#CQMOHj)bLyTpy?%V|F@AqG_ImR&W$Ss|`0UQdWv=SdvLvR@ zBi%l|cPv`$bd(xHM<+Zt+0-`zpFy@l$MENxDR#QTpK0v8ZhKR!K)>E6PsSP$dcBQD zbx(;%9&FLX2iGHZXBoHBhzT`qUybL9skn7*FyC96H+ zKIPEeb&2cx#{Ln?aXRuG6q4#jtZ?5V%7{!*ZxfYjbtqVQe;0r6=pR{Jk)2*;2e6I5&?%A?^FQrFD^HwSC1=;o3gOK9+bj}sx_im&v5 zM-b5sILAB>5sRbMkJJ9$cm49!QD>unYce_PTkl{a+#(7xaX3L_BHnL z#GwS8wq0qMD<{{raV+eKids*-SW5=g?EWG_VuNUpzWFdw9W1P&^baoqMrU0J-LkwL?hw%doKp9jHjm~ zHb*S2c>iSD5sbC$$Cqv_(g-2wv3^z!p&ab+{to@4hSvtqQ6r+;V#`+?(C{~=;w?e2 zrECi4K}&t477&yj!_rghE*!>9%%{bBk4cdnT?7j+c&3O>GxlyDX*n5pZj)RjeDbFY zJ)#}~#(NEfc0r>1srlh$M$cbTpTXgEFK!ZnOyT$BT2`%F_VEjP!WBNmnxtB;DT<)l zk*LbkeqHzV!Pq3)Q1)<~@zfq8Auxq>U2{x}?=lY`cTtzUmX1v!m!l2sf_t6rP2%>u z)A(TtMyc^%U=(O`dt?yMueqVmpe z1_!jov4;yvLJj={mGArHz;OW|ZQ?|J#IrA#*wnkVWb zUJgmRqt7d<>hy1L-STy}@8{&ZOJc0gBT9bGhnC8$^ZxOjngm8*{{5SW7!0Pj4Ml}y zk>%Hm$s?Y49v^s1r_t9%)ew?LSjeN5!7?tTv>q*Kv?DTKc8SA8Ig4)x{EmsoBeQmi zwYLrF>DRwW#XVTCm>CK&-}i>F>I+;yad~rQNk6nU3|yw)ftgZHddIe`Ee!Hk>cQFt)tN{F2z@^qY_zkz;|XwzHqF;w`T!rc-Bg7 z5k4{GLr=Q8fHt)8_se8<7{JjAD-9BK&4ag%BGN>yZBcU4!v0e<5E_Rgh)%8isEy;> zFeu{LXsoRfT%W2;Gos|Au1x%xuh+3NgMB4t{Ou7cY2xNXs^;b7i%CuYg%Fs4dwHKS$=p0w(#g|#2bYmG(2#_7dU9r|Ssi}mU?Dc*qqp|J$B1`4eaF;L zrmg$jcom%7uHAT7W_$TQdu}AyoaKH+i_zDfPViTh7kPDm5}FbeDtF6R+#kQaImBl2 zyXe1hl;y|7&ZK%q38rrvc#|?hj{SSOG5}fkWgiK|EjY6sRz(r#@&>} zO1;=H*ecQ=610`J**H#{T_N)C)n}o5@8YX=JhccCS>s7+a^@TNL}-g z?Gcaa)xD=;B06~G)rLaiS~HW%iNeo9bwfQ#a|WXH=tmQ_qlO@YTz`k0a^RhrLgNYKcdehc1N(c1V|o4v0jk zpodE@%Yg~lo1G8La>#hwjJEIO>(SGKXe{BGb?iRP&u1nIqQ9g>-J6{-%)EA|QX01V zin6c5E%`ZF7ZoC)b|EsfUu}Km#6Bxu=uP=nZeZf#&J0?B@nPHia-+C@k+~`#=+F}< zlo2H7E8?SRP{$UXQ*w7VQ`vf|$Sr$IWD-ev$1)5VW%3Sst}y!H!GmM8E-$?HW;G-4 z`{+dJ@6WvhA2xtWEg<^S)jq<@TT-o+1-|Xu(TNEm-14^C7*SuQQ=&9;KfRsHS*i0>U-lKwHFduDelODq1T%p01+ozUR`!%L(zTME>C(`X&5iqJJ`Uw=)2mVJzC$l-0%AyZ-vjB&MSnw zzMrpL-k*aL->=Vu9`an@A6(wIhn?Y{FWTJaH`%+NpRCuTi% zE&<)O#=;~3Y_Te5YM?emLU#{ZuKbn#xJIv2he2RzUTIGq5HMOa*9j^WNy_=TaPVeq zPNBaY|5KUH5fE{!su{?8%u9#0QSB#QA1GYNNw98+`5}rO5VzNB*bnokG^c}ZWMG+S zjBVR+L7mMsa+U0|FfoT}rhC1rC!ewSLW?QYRdTzaF_502+I9nLCga;~R!l~@>DmUe zlyL=`QCqNuy?(k1kRaJdswH0pPc<(d4KO!e^F2KXvZE27qj9LA3%R5`x(6@g)&M^KsjNg!(5fCPdrC_BC_amT%8T2GXQ~J7uI0`lv zKnKkwOWZM6cB!+aN}LE}&E{Ep{y<5aX!0EM<>-UgEawBQWOLmMQysC%26KUN6?mgC z0yR96o#=z=?6FsLQU~KTGgwb`^r_p2s%Fw58M|AmVx-$rq*W7-ZQ$8z$LYoLc{~sF zVw9XBQEXi>5V*wM3z8gMNNq-Fj*FOe^rRp$k)1=Z|0{)Os9Ve<+w5S2Lm82v46jmK=K1R&Hfg3}}2_>1ss=!LbPO_}rp;>B>xXP#_+?JXTlO=L-Y z(=M9sCK}On*X3Z=(8-3TIH?h2Zh3@H!Y&a^hjz*&qF%Pw08@@qr`7eeMr~f+=5tjp zP@L9jJL$!*v~0nca^Z<8(xq#d7f~ET-TD_DqB(7Fk?mdMVw|3a@qUb3*)2FD?(Sjj ztAysWZRpQz|EMUhP<-%F_~#+r_d@|Dnzp9>k(XD?k|*xO=a^l6IGk z!5MCK?YRjj;HWPAxi707q814e4K^#!p8aZAH6>DzG&Ix0^-$^<1(lSgmhpVdk4^81 zmNh4V1r*^-?PHVx3G>hkP_=XrRBhn#^IA2vBF&{!22M}8bg(x`0qUbOQgiJ=WM;|) zzWKw-z`PPdkBX*@FaUJ5dUk(AajXyY-1{>OJ#wd$Z(3uhi@7Z=trT8vjwf!UjjDg< z;TSLlWCnX+<$&Y| zRlI#WoRSI*A}FE!!mh7pwd3P9zRD~Fyn4cuK?7iE|LiOSX6MJk9R~J+@|5xJ_*&T@ zbP9#DXm7OB=$*#cP{zpU6AksOr{Tck!r-0Jsep$1CTGm@VQ#T4BacXx&U#3}y7W1S z(E<-!2raK*0*E$$g3lQ|0`ePCzcJvQaSg$yjxp73Osd9gTQI;cF5L7&bCtgw<1N0Y zu;e2Ue|^EIPF~JVrUg8H`?SZpN6chkM!{_}Qng4_SqCugzlBCqUq&Dd4Ftu1?N?0S zDZ4eLLSO?Y<|a_TvJV%se50tg3-Aiyf&GWwho?s$AbJ6~?sRBTdmpO7tJ?_a__2tR z?l?*!=z{{H@v9Py((`QPxI(?lW&nFOq~Uln&SlV$^RT&MQ6Mq&lp<$nk@+=NQQ9#5 z;qi`QZ#}_{`5dr3YKZN42;<5IafGTJ_N5)h06|v|>N(OVH z!FDkvU^*){n{MR(dhCiKP;CQuM9^~dPc$_uNkh1g1(%q3bBoiiX3YNGi)#vh(wh-5~j#V*s zg}Gs=-GLz^mcpj=f}>ieH)U8kTjL+@YMBzZb{FZ_LI|+Xsoo9~aEU<6^%X#Ru7yf_(;Q= zG7gzd#C#sOxy{9YI>F`>knm_>ULt}mkjPEBZ9L?wjKmHJGdbk6d8PCtMLJ8%YF?aw z?j4iA6HJt+2od-*OWVl~C#k3H6%ku86VonCs^WhVz9(&h~e)DGF-W3r-pwroIo`E85@Fd_&-j@%tY8H-f_= zE#v&KYH^uFQx|M(;@yf)CQv$%$ma0t8;9!WILGDQQBrjRJk24~}Gg9au7d#o!qpT z*_)Za<}C=_faM&B80%wUup?Knm{|*4wX}G^MpS<6Uf^U(hlQf*cMRA|`^P}_Gt!aRcV8A6Ah-`owyl%M}J zT+Tljxtp?|N*1q_6?7I#R73%-XPE*U^l75xPFFmjMdf_9XdtY)rTw2}QM}J+MiA9Y zxMU=;QAzx;CtNTA@)~g|TH3%}|4#~xmO0LJna^K|jSNMw>KVh2)5&sxbWIm>+>cTl zgT*Rx6Em!0OA{%;Om`^9GEsLSVv43ZU=Ai(Ka?!=nGko!y%UNLNm>do0U|{|h{i5b zBes{i5lsbL?^STdkWcqbsRUIhUeahY$%I~K3%i60B!&;J-VT_s8hdjKt+Cii$N+w2 z?e{wBSS{(H3BL@3m}2XgvLeM{>xbCW>(SD|{lW-q5dh@8s(eIJE(f!Aj`MZD5ni~_Ts^lra|#FvaFi^po<#doht z6gHw=^51?wLny&$F)uf6mvY*(Iw^TgB{v!PZ*qr&2t+fY3{9B&eWW{m>z`36Gy9tj zNtck31A*lr{L9}xqMcFEh-LXdg4R!&)R+|DC~4Y3;ZU-@d;7U4eu|k=7gRxT46<4s z>A`c-Hehy=MHD6(hlNs)slT7NKd-hGcPBrO;<>)>_*1;U%$mR9iO0C}pMn{_Vh`}< z-~S)*XNPbKwus&P`|HXf#`in&x&beN!?{>Q?QFc;-zwkuJE$;WCgS?c!$v9tKgwb z5pDg_;^^%KCd!7(3?NN$E3vu@O40b;@wA0R{#L2Vu*-~Gu?ZkP8^RfG%_7*se4NQi zU_D0dS#)V)V^YYlVrg6bA(5b%HQwVeg+oK}pxJVlXlktG9;28;q51Pj{EHmx^=vKE zSpeazL`jl76x?!7#0c8l9mCy-#0E0%?jBTWFQrsyvmH0^sy?2KI zQiz@-#(7~CdU(2+c`=()mi`cmc<0|?fSb;vbf=*kl3Mv2(rB)K+ zK3dF}Bc?SUber7Eo!eUZ4f@2SP}Ajr#J@jPuJb?A!|GxQePDx4#m5Cq2hvCQ-SN<) zA>wStv~r}1?)iTA-c2ZIUgB-Yn}I4sBQvB7`-?F|l+2e6b&msQBk0YreP=+cbg4b3 zG5~PUtOZlu*4!@w62KJljY6i&S;eKZX;8#*$X6%5(xTlSKgq1M2#fi|-bI=d#<5uu7K*0dS*nkz3SA{VgR{1dad2Co@cxBvNl+-f5-h@R^|{&;X= ze{TsEENQAE;*aYy7`m{9l7tQ=)NRbTuG+vux+b8t10QaG$Uodqc@in zM8Ig@e<|51_YjufIs>>NCuv?H+ba|vWxGK}a6WZF#BwWZ{BsKesCdDr!yXCa9971@HkNtO6SdG4RcnX#3F6u%U53&g5~Ps1;V8vEv3zpg|* zSWeIO3jz)9%E~Fn1HD;P2FF5im;JI)B8P#gjP$>GdoI5u&^5xZXNwv4&+3Dc@38Bl zRmnDf1$A=uf^p`S@b&ow*eX=-vXUHLFbxdbTGUj&Nn~igg05*A_n40zgU^cw37br} zYx_f(O@{4sI=gyM-1H2v74Jst-N1eX4340xA!S3(QZ|yZ}QcHOU)vhi6+LKS2F06uy%J9 zzdrJzADTKx?65sCI&7VvgYl-f6eB}jD{(WM^ogDaJC@Izf07~$_1Hpd^>9w53XS4+PV(>0`LuqSV$QF%j1mWkVqk+{WrP9R2MU|;hZ z{kE5R#%Ue0x!>9tW>hKfz{0EDauOer9p8dq>)5c@9WDfEbh?AX?ODhc;oVvOmLuke z6axFyvO`3p+_4U54 z3cdZjqDh44M0`u(D+2Y6~HLk8avkSqio=P2mI;qi2e>tS)W@xYbi zK>s@__V%hd*_b3(4q@GOiSatyrK2Jd4w(sLyDN!#i=tC#6i(PlhCze;Gg|J2&CLsv zwRSgY<8ipp92}!&`K)>Z3PuU|lJW3zG=R%YK=*H*m@YT8Qi(}Oea>ivL&CH8tse4-=?ZMQ6|9OMOh7V58g@n%l!dKV1`vLfL-iCNd?n-0<4l;;0`FP%o)D2D za$;8qj#=MVzx>^0_wCzK!t=5I^Xjieamwejh#FDgMix#hWiZ+s7#2?Ri_F%d=OarD zPp(eSMaXydosM6XQ7;5cBQ!2j|160tqcDbtH_>nnS4Qm}T*q0asXZM1F6?=M-86h; zhLJX_8l-c8x|_%gq_{iI*h5{AD5UjA)(@r3@0n^${YRYm_=r{dvpq)a7;q5tBgDK|TTJNFNheCtady zwsx82fKs3eA}?c-Vyhisu)*xt>w20(Zg)7zAQj}_PTn?1j*z103trh7w$9?VUC+@B zZ~7fbY19K)zww5+(+(&SA|PqTv6HOHp+4}=uY6ZT6UWvfX(%~@tw3Q2q7Q*uXxrl{ z+zd^?wFq#=?nZBCVsS464Wt;r+oi6#a~JRq;(pFGj0V(y`Na%)BJ_2b->&dLA(tZh z^JFjIk3>M2yCowVfmEi?tK|I;41h{!e;{N=1j}L{`H&aF{u*4c;Rk|24l~ZgRgP9g znMp(!`2P#>jyu5wyux%&_wt^Gdl1Xd5lT|wrh?YO=Y?@sbDVmCw71j^@mj*mHOOc( zB*zz8_Wk>5alqAEPbU%!+@qKCjhqQ8+eQo78&ha zt3$>78569B;`OZCAS;bS=1Ma(7?f*Tl^7G{0kGHwVtt&g?}jr`wL?UGgiMOByM)K( zPAGdzGA0OO5-7h!nDKX)Bsw%4q?eH)E|y#Nlm=JFDhfhk&x=YlVI7k1bVNlNL=N9E z#S7@Aao&+39NEE`DtL^Hh`5qtF0kED?srvEU(V3 zT~jEPnU~9<0BoI@(o z7|#3PvEmT$Id3<@@6UtT%3zgA<2?!uI@4pJJ<)hJDEjxXHOcp>NVvX;`wMFj!ld=MnB=3L ze-|3j;{*_3qn8edY+M)wpzJk{l13oxctxP_VQ4o_M!{{sFG~7$Kp76S}`R%ri zONsPyI09Mfon_!;^@%i{WgO21j~!g=NJH>6O-le`SL-#K>wRuZMI@7tVv;Pu_| zeXLqy5rv$95|~B<66XWBdWx-ZM}mZ9lZ(;#!^F+OL?#FkGPW!~OJDa`)j-7mIUHaG zK+`7)eO$=Gs6)pvoMOKLdWDwNP*;F}4(GPrtaX`YNKr80BM<^Sx zEh>FfWu{ne)uj(9Pb$61z}=+9!7u!)gcOB5qz5l_wkqtVQqZ!ha)2*nI&AvE;fPL2 z19(Tzau$XjU;6RgCpN$xK(8nWg2(KdR>&b!K)`u1NvR(WWWZbkrsElt8dkMWK)E)p zmw&J4F6Tq;F@z&yuY)ZXcVKB@9MV+CY=a+w4Y%8QG!Ee|YjjkDs)2XxzvG{Im(?yD@cd3 z+o}x&O2{TPSWN^=Ms(|UhGdf0nbbIcE8_fdW-HI9Urm9|w|THfLP%ssQAiy_GD4pD z0NrwPmsi&fheVFa6}YY>UJP>2=YA)VXJeon7L}e2qe6&}Ma=VYn>5>+=fkNa7W|k9 zTdpikIABZ;yxeO+=z=+Kfn8zezW`Hcgn8cFMbE$4!swL61G>r7&d+v;(o9m#gr_+d zAH6!o_HWvFpO7aR@XFvQPd(qm*1dH`JyBkx`5P5e0^GK+Az+2l6HCUE>lLfV$b-mI zt7I}1fh*tRgM%6fE>Sjm29nO2pqaJQ9?@HxA?yN@ozljLO@yG6XU%eW7DpaZi~($B%)QVjXyss9ZT>uuYI7rt-IjppS!=Dnzw<_K6ZWo3wr(c?58Ib`nyUJ zOn#pH=@`O<2rzSLoBw5MQBw%SE1Nk69s*aaANg72@3HlR_?H&(a>#=Owu7;9`N~NA zhGd-_UZ~BIo<8LK!qfMu?@-O6ct3o}NJn;UG(>ui*VtBVsj8%_`r`I)VkGkqdD@F* zu0_L~y3LEakprn0PeMA+%sh$IS0B|{H_wa`0&SWps>m=O>8iIxne?5)PgS1r9?KRf zv;|Ob>sQL0uQ=v_)*3pD*GiW;1haBN&JT#M2tg@F3l&H@r$^} z$i&n`#z=5SFwI-aAw>!ULR8nn0hA~viZv|pNW=;f{wHfn_lDi(7-VpyF|xBE;H0IR zj1ly23NGPH@Q;GpG_EL{{$Kv9zrZ=5>iL};c7@FCjY5Kw$F~Ioaf$&QidM#Ip>mW$ zlvAx03OD}R^}&mj|fTd;gy-G;y?^C8}Hwi9ghh%d6fYXsj@ z>pw6yDFon)Nx#CDIGS^o72V-dgKV$LbKC)l$rQ*=`S2UB-2 zN?jA6*`hKOigX&PN7$jso_|1`C@UE}nB8Z4;F?e~s~@DEZt&4hXUq#~lG|mbZ?qp< zGy|wcaK@w4TQILNf1YW_NH%^j>*5gtKlP8^yqjpyqal-(BcAIT;VFY7Iuq5rF&xR$ zc4WONwKSgBIj4};cGaIs1tmh_pb->mo z9)c9A&}eS09PZ$-c!Zs=H502>**$KIHc>AFDYpZy{2ewa|LFZM9i1TN}l zw(1agY=qiD2=q1ZBCJ@Y-6E2X_-t{?P{UHy4#+|zs3-7#pj)UHHY*wwXPSNC$nQAp zRR^vG@ZATZ9hm^^w|@ugaUo=BeKe_{rKHJD5oQEJo@@4k3hS#U(6)2uosGB5f#Y+~ zW$2O;(CJG{aDZ4G2CV_d6N6_5i5?YM#fco|-(%@Obi_y7Gh0Tdc3}RulG?ytNL9Tq zB~g5V&_C70L-AS}x@du8^ULG@er_aQ{_gbZMXv{Umoss2kob(B{4QX4Z4wPi=8CI= zfK~T{yu+R60FBAm@N+m;l`h#*0PLquo}xlZ%FhZI41z>9w zy+NAKqv)0%Y}R!N1QMy-{cS!7RprVpC6{!^_XFm@vq$$2xJ8wF6LM}Dim@gV1Iq$4 zWsjzAdTEApSy~}ydiL>Z+Zjl4BCL{r%+m469au^fTC58)(T{?gVUCdTh7KR5DZs!fL z!LtT&MO6T={qOy$e6T0$zmOF_uG( zUKz$c(QT>CFn<z^ehpcjEQ8!+)HqiriXex0MYVX}< z=!A|JiCW?Kbu>TNj|&dqjVFI34)$e@O_*Z~litZYBNHM_%UR4-2ro{&#}>i-1hQh$7;r}w*o)wax$t12q zTz0b@Yx~Jp7rN(~?g88`JWt8_IQZO)WY33ediJV4k)??WEiu^Lj2=Su>Z7Dj**>$n zNY-ii({mH`#t+PEwhIpXndgtobQ=ifGusP~`TD=$%%^Tiwh%Wc^LC!);90@YE+9md~ZeFhU-kN*EvTsLTYA(zt47gqbUER z{&T@hqXUT8Y3sc-m{9gf9!r0nDHCF@Z3?3QK@73ac!7Q>7WuQz6khg#qcQxXwETd{ z_H>G{?a`|{Kh`M)Uy&%+1U^Kqet#9s&^=`@mty!6=eXxy|6BW{%ecsspvPi)i$)kQ zbT_c6Q=F7fdaNHfqdC3Zr(_UfNj;r-w*q@S%FHALQ*m@+jCJ=Un|j(?(9GKtcT^qDJ~7er*Ec=%8R_vW)Zz)_U*VtCb%&2 z8X_6{NY+#pC{VOp?tqCvo5v)l3Pu`qTYgsqW>!Zpo3YaX{njxS&h(pqa0se6B1@EO zQr66n1cQml;CdVyFQmLCoJDw*VfhA39JIM@_6wmoOqH1CbIS-ha zyO=5B)6t$AtIb9{5rk&MDO67*bCc)O2#zRBC(orE;(cNJRFS(j>9%>@E8ghe$_AL= zkj%Ta+`!K2e7)?db;8iTErMgQh|6F&l@sth>q`jHsNmC&x*MWrto*2U!rQQ7ULCyZQsGpu2Cld2q(P`YQ+6_i#^4yt z^LP+5bNCMuA9Gj1jjZCabb?~cJ`ji zMMKzqj4R;6c*=9mMMK)jZu_}NiC+K1*I5PC6?I!0cXxLW?s9N<2rj|h-QE4*?yiA@ zdvJG$5bU5qf;*&B{m|XF>%aG9RP9-FSM7&g>tU`jz9|a#NR)d|-h|M7^E3PclLt$r z_)(#_!v2Sul;1)ZkDE#osIb`XvIh_09 zZ(xeeYB2>#-?Hn!9H;o!qJMCNa3iR#zTs9{2H_{ZRusl*k0@^T_i7&dL#q|t zeW+E+9;lCknO}fIUic?#!8#FJz%7hzARhe!jwWk+MEg9XS*` z7D;Ii6|x3G?V@*VKGPUPbF1LMG2tfKZUoU5k%KL3AC$UCyN!SWN&Xx_L_dn?ZatV$)6a zaJGGp0-WnS(22Z@G7hb_C<{0&nE9fi*~zrjv5_$dZ~*KvsvsQ|FAEv-d$Bd8g7C!v zk`b_hzAmtuF4WKZ_&EtK8R4+xP?N4?LJ%ClW)91MMC$opK6&k9U)Y7eVG4KSZ0s8+ zP{WZf+QlbhU(;QHwrVk{?W`LxqAgP_6$KG!Xun$AS0r2JB4N5Bl5Zqg|(5VLtcOD*4Nt;#{$O|qV*Vb%rr3ZMc;$W0 zyJ<@c#nLN_t%Yanl=%LNq&~Luvm0xJ&m}msFFZsP>K8IZ$0S*3(zpS_Wd2t{`nWTk zOr?kLgoZPrgPRjs7(&=1U6HgmTjupLiRp;!hB6~Jh$Dnb4Ntk#Kbq>$f+CulA)Ef$fZ(JY<(*_3zsLO-L8Cd*bBQt=~%u9DY z5Ms!loXY311rA~bs92D~{vd`oKMYcCS*&qL!U?OL*pvnzG#fJX&7U&M$9HVe$fNQP zzOB4u12J8A-6)g+4y4cp6Pe*N(`5KJ6BO!QaSF~f3Uz=xSd(Pj^ifM7^MwM9PI~@} z7L3c}vc42<5_VF#(#D72Y7~E`I&@rJa{J=Lz4ex)=)@Vkzz0PY`Qd$deo*rAzg-&Q zD*r<~JK- z>HeJV(3mc0_NGfeee)rb)vrW!cAXo> z`ZzbHib^z3uk^lI$<<oRTjS)tx>IPU?`Qqx_InTj-rE4Lv*6t z5@6oU$&z^v$-VnfuJMptII$PEpJ*B7*U5sO+=XPb6V0x z$1xv6z1N=<{Vr&#nKOWcndz$N8N-Jil@078Yr;iYBiM5qC5S!d2dBV7${cH;(|U1P zZT4oxyaLkwx0{R0ta!^`~;~(6E+kaSnO9d4+nR!+sfTSvLv)=KtZ3 zm<4E!?~bb}NljM$mY);}*PlZ1`olkZ_e-}_(PKSBK9;AIxYz#Dg_?~We857}e!$jD zsMY8=E>DR=8ST}mGacQE7k4UORS+CE?JX%9N5p!PE`5YR09CJT;K(t!!6OgZ=+LA^ zZdQx${OK6YU{>@hjE~oeC#b%7Q(iI1S(WXh`hlYT=AC?-g$id>9%gKRrX$ao8d`a% zgksP^-C?zq46&HY&&7~}vCPS`2y+~wD^|Vk>I~LhsA&EGnpi6Q{bD<$WRQ@^X06^S zVoo&5)m=ZTO3(%jxV_5=u*L>(#F`Y`BRFl#>7kxvF#hZkIb|(d$-BHsdh9|u52muReF3^2Y@>phWBKOBdyiRp zWfw$%$HFwrtVpO6DlBWeW5cbQ5w;XUYNT3IMPuqv7<|>JzFPx?>C;hIH@rjXZAtM zoKR4A140ppLA(Xlrvl@@h>1drAq*U+3QdHJbp?Z*`4F&fw4NNXOfzWNp^808Uj@bB zq_xZ`Zg?isRi23>v8A%%*sD3PQ^R6ZeC)_r0~WO8_2}uyO@IwfhE<5w^n%!xgXMn4 zaD>M$5;8ny@FcUop{uJlFcoti3#x?<`9YHmqY>VwYPpd2jtGg#DsGeLG0Ly>fJx2m zml-sS#+(j3%s(}TA!QYb|JLjDQ2GK}`l<3m6k(Mx)$7r}wW=?#SQ2nkY{g+-=#H=- zv~@1+XEz}d1cJ&P zU$d@kpzAj=vxf<BrLz)~sP3oVvxoq)2iH5}@(iXEKs zy$(!$ukXc-e29yPx=_shQ|}6+V|Lc_Dt=2T^9rv+{`RivQbmvyhstFc;|1UV zZ<|q7I_WKzn7{zi`m4rEd$A3>sHy5{VzKqm8Nl z-IWsDW;%$>{!FP8t}i;D6{Z@PN>Yj2n&)6}5HV8Rwj3$JbtFPJ+Yn<@x}++s7~7Lz_t1=BIj~K2 z-zPW*sYVHH%$3u0aI5*B6d$}s?w~+xP~C865-p?*GHJP4^+stBII-jV8Im*i3kLRQ^R{v(n)M^Z|fUT;w`E#19IrHykrZ7 zOAb@nrjuj|MQCB6by4g|Fnr1ClHGHU6f&b11Ld@QSm^pNLkZmA zJ*RNSHWUZY(TPP;F?bgwfQQw$)rtwv{lPRP8Gsn+2CGCLOm}gFG2=-XPFsn^XWWv# z8a(!1IoQugD;Yr>o|BCgxlHMX8=A$hV|E3pvtcB2+2ugW&n+7NvRV^^ldU|-Salz) zz70IS!QN`zMs#@7e4v$LnmV%;l@eO)l_B!RkH}yk%b`s88UExR>jOE36P`gEpbg^H zUo2cY&*hg)Z! zWbQ4!pg2nsvs0u^OinC@xypG@KlUlp6!vV-PI9da4ihH(vaeq*6ukp%S?|SW+B>U0 zQWGf7B~i>WVRzydzW96=^bnkwPp;$?%u{E9O#50bZ~GhUCLtx;O7EfG@KeKLBMhB% ztS}Bw-G3HGhNsgc=>vs?Az_Fxn@hs;Bb%^gLi)6e~?47`3mjLa_ zGzPw#=kp%sk%I2hOXEBTh>0!&m4sfVw6XiCfFz&THf)&D8SYNssx-)>j37xrk{=F#ytwh{X_Ip-NI1DP+k!QkJt*=O?CgJ)n3t7dDOx$Se%9-^$ei z9=nk##6iU+HB+o2__jCMJ@tfUD=*UDSeBG)!O^@UlCgi{aa1+7<{i*bsgi^zcp!@2 z%oEIM=YqI;3M+=qq-zQd`2u$Q>f^Va0=Yx@A1{_w$i{h16UK0)dWWk1mbZO89ex%G zcm2IZd*ZCfneN(!(9xl@PK*|&lyJ=b1j%lxlk`PANia})c`gH>VHPcSXFfJ=KK^;k zvSsaa-! z=O)>F^D*yzW2ytBAF+MMR>w9+g;n>bb;od;f0An#v5+mA$7uO@ikbWuFVgvkLG!F| z#9k6+GB_qO!ZMI{mT`!L)5(1jMo*U9SCEXj7yDC&ZZ)UwBk?K$ESoq!#TO{m;zq@G zD=U)$Ot3AwRhCm^lf(B_<{GNyhn8^TSg;kT)LvsYCMu&uR2gdcry>3kwq7(xUj#{N zxH#a1UP<-Ud4!NQIAyn+GlaF+?^V9C3Spt2C^E`Bg#1!iOWN4MsZGDi7JcggnqKo=AA3ucqWJzC<$!gcIFjG>JqRE3$s}55 zp4(-?0C|zef_;;k&G@rRY!69j2<-|-X#COc9xxrGNCwhyU2w&3)*13KHs)HMa%kp4 zl`Hn*>6HvHrX-T&S$2Sma)hs@q$4O+IAwhZb6Ui@fY2Hl=t(VCi{Rfi2G)uy592U7io~ zCj!c5QCjHDkJs=w)E*71W7mxvBR|u+F+3t|ot`tFAz1#*`9^u7PVJG9&E}<%5#=xZ zhE0<0&@insR()4Wm98E#$T3b^OOAGJFJ&<4H5Fr&FIO{;*cb3Jv>KSB%fbE}e^Jg{ zTRSpLQK|w^if!Z0dSDtfj!*agXFx6ea@_zib93!`hHPvoT*Ry`BpcXEya|c^&W(8J zrZP?zFL4t{%L-x8$VoqC)(sH5m4IQosNK*D?Z>iH8Og8!9<9PyX;0jnOJ&meM~qJU zQyu)g-ZB72L$5DLT(S@24x1<8rb_>t_rNl#8tU;N44MnsJrSk{Jdlj1q4!)F59!su zAS8fO3h0fJdj{uP@kO~Y_EN2S1unP>lMFRT;aqD)$=}#(`pE>U1}c{@uv2kS2_*KU zer+L;|58BO?+v|MJC&E;mVY+YQFRi)hxH*kq!+xn8W6{qh`%JSfmt9lz4{E=c$D%Y z?bEnTRi-@)V>oU|d|#RNtqsL$D84IwH!Y#;*PIz{C_h)+hkcx6YA)!CC-Mm;#j50+ zGK4ziZwQq-xYt_Ir2o!%t_fXU4n^w^qZirwV~T9k7X+5fs9F}J@SpqTChjR;BiWe$ z+JS~MQ!Sx+FH%d9rIB^dL#%0gVIGn&ftC)j$JjG=^L(cnd;I$|p!cX^PvsncVP>~( z(Y!r8<}m1r{>W(}LK13yuw;H?mbaksoFV?X$9a=H1PGljgB(Chpw@Y6=08aJvLUYK zZSShb*X>0QwS{VmLF(qn_57>u6opH{_V`E*-U7VI1Y;w#dj04 z=%z--ruhrDbJO@TnFxMNx|Qu#@xCSX_U)Op7=CoLO5?~ujawj+oB(9hMIzN>Dyb$& zI}f?qH$|Y(gg=4whu!ZujkQ|D@a45h#1u<<0^RFg5Fboyfa^+Kx6{{nkl&si^i-0r zFfVz$cjFQ5(n=tWFTq8^X1h_CAZk?x(MMP~3IuT$F*-!(!~(OL_3#Kr>N2Aj~9EIJw4`T}ly~9%yvhSrUL}3pq zh`z`}w^U(!m0}8od7Sccs;)P&7Az1!I~YG*d+|*&g*<9t>T}>##2-JN%BQjb@XxG& zU5g^MWwy;RA^&IeprimVF8od_up7N!KPcy{puV^nnbQy}XHMamB17MqmD&Kuf}UJh z?b+V;`M*)4Q@dmq&?Q{{Nt_*z-LbUJ&J0k1E;7$HOd$>H>DT57Zt}>XM)7{rl0*#a z;@hUnMIj=HBfSRMGSUnO^rLi(Kh~us0Ny5?S00D!erw95l4$O2tl*1zmtN2U>PZfE zPb1zb5kz73qbc4oBFMw8B{6~!hS0^I|6|brVQBX%d;iNpTL{gynRe%28E|xe?kDdL zcJ9h)e&fV7%O_+4ZnZb*PH?Z!Gm;N?Zp~m{8O;?qd$lRBu9fgD9nxp7xRnM9? z`~g41`LyDB{=yLoEg6Up0RIs4_weJ#LMQE^!ZQ(N83PvX5z*Y{*=ui~FayN|TH`^wwg zL%fA5ZW*AgA+sqUrV3`EoVyr7fZ@y+atfvHGziOW!snDVCdXPk^(;c^^LIkT&<`8Z zxA2BDgF&4_428VGChEG|ppFDKsUmu8gLr<4uTfe2n;np7XRMG}uwb?NVx68X6Pcj4 zqbeo>1f1s+;dP;LF^oc1T>rd4t{u>)bTZx~vVbek8sz`sCSs}ZZ6m&;8+35N4>8(D zJUSuM9+xRkGnz3EE*IiGCPKX>3kS)14YQb_a6<%>jqlMJ`~9jS08PCdQ1U?sy6AIG zB6>+Izf(9RM(tc(#K(-R1NZC}%a6-#yZi745+Aagmq~MfCkBZBJk!tb?T~}W=fy-$ zqB0DTqH=P37KHURzvSnH;N65C8LgvMA0-2UwED#lLill~?dWskP_T58w~Cshr^(Pt zc=~JvyM`Gny^@7=LzN*YIBp!!_{2}~pr#GPzra*k3e~|FWnb+7h%&dYCKdMDa@*)0 zKb2X>ilLMuiLAQW%DOD}NRbu@C^uba6c)ZLo5PMe&P0>b88OdB`vO^oGKSgaQ0#~2OI z^o57Mb6&$V0R_7)FpTCj&bNV{=c6MSO=e>-r`#>8#iM7T%7zNuwA5hH^dpJ)F-~7h zaJQ-rS98zQ;1!jN_eJ5L@;gq*eF!c|ipN&VLtXMx6uqr~+^)yP3>6bnP_)l-ke2ik zL-uSXDJV!C@& zfuI81Su`W6f@%qu7JM+2S-KH{C9vN)&Ax}I?Eo!JZQri@Z$ zoCrS76PVsKF=3wub0a@lN}WR`Fj@TwxrY|l1kQ^IBv<(yboQtw)R%^KRHRVeqjCH? z@dv7}1Lz%fG{YzOj~_!GJ<{V zQtu^8uxVB>Lj+jm8>Q1tA!x4E-7MbcoRX3PDBnC(c@HAlZ^Q3??&Zh+@R7F)Dz3Vm zFWVKxgSY*YOQA-t#4b*Lcf!TI5Ok5UgjN{ntTbpV;**1d1y9r|*hDF^Ku}R5;V}EW zJlaZ77M8#c#h4|mf;4{lKH&p5G=J8=Hc|#$9Kxd)c?RTL%i(^$(;-*3M+?iR9JntG z5!Pt;x*ta*9NEe53b=%4eX4SAsw$c#YMYcZ0vl&~FTB3A(()Co`XM+pd4`pGrCGiUeD@NM5ss9C& z3x_^T&uN}tA{5r-n8-yqBJIYbE*Hi^^aUoOPpz63O1C<^X;wo%i8yk;N$+kl>A!GV za(;5LDG|s3-@WypF%DlIL34iE?$-eIzK(Xp90s)Zk03S(4FF3rq#fkUG^bniiHX!^ zRa^;F@f*hg!IP@eOvz9PEOdAR=#Ef@2*qhBNmycb=y&}B@9)rl2t{l28AaT9s|I&c zA6t1~)$JO(PHS!(qY3nmmyjXb{)IH9$*NL}?Fi~NNV4hBgeONgGS)@#y_6mA(D@c5 z>%dH|H`zXRV5*r(zo3q-Zxh=4%UB}( z13vqk$oYQu_-A$6X^bBcv5M};VvR(UsnM9#${&E-T1OKv5t# z_QOOdrj3#zO*dA?_1RoQ=9Qo-!6VJLe1q#Qh%BGesOlOy>VA>Hq!oL-_5jk$#Po&J zMPY0-Bpf4{J;9MgNFJjEjaqz((w+DRj%r7o}W#JXl2O$jsd zRrtP$O{D~hYbnA_FN7KpQJ4QvtZyNm=|9G^U+xVaX6EVm95>xZZ9;k?d@(m{rCv$8 zOaMysWf+fno2wG$+o*Vr7F7LacN`?^J(fuTihUuZ;Ra!j;KvJMX>?k#(aiSO-6V$U zDLgTL$hKS1A30$LZ;Wmk21hv*Ct4%*W8D@NQgI=3QFT5Yn0)C}zOBtXItxq=Nrby` z=^=W-;d~Qy<5ukU*XYikvdq1@8aDJ|MPqJ>VV1vea zH=~MTM7i4ZZu>(Ma`q_=N2yK*$$qRbt5Yo05}K3)<6|RVwTD!WmckEI0O#=N}tp+MV5P*!o@3_~A}3$yOL3liKyvONVHH_t6IGN6l+lbv&C^3dF4 zf;v8I;%ZA08P-%;l1i>F#S+T@N_3#zv2~aOrAs2{IGjaD7WsFH* zk1$t|s3Pt`X9RdlazCyiwdrFY@ajNvE5Aroc$&xs_4q!N9DbJjVrr!^b)Q*;v|ySy znv&_}FHg7ZV1lKK`11y|788UYQ5C1WG>z9KhozTv^1~yyeq+jG2b(dGK(Qx+0mch> z?B2O$IOOc}9*{bff&5aKa|z>s4plXNk=B?uUTJ3y54dOxfK?)f&9q0x^ZuDh7XXw| z<;%z&K#X#6Hi%D6ngBqD+ z4M)x9eod8(ETy4rDaBRTvW@w~awa^iTC5`sA-}kgR$@ASXV3D3g_ao-? z5UsBmiKFP; z4TCCv?@k(HskbOw{(%v&293ql9J0!Uaw)fojWe>0?G1NJoX{|?Qv3}y{(+^yB78h0 zn4!z+K$6+poKguU&b~Pz=UGeuOi4BDc;rKhA^ICYVr-&O=EOW5^F84TDpE;v4c1+H zC7(RX&B8yT_W&+aV}f#z8s%^XGSL)aDVzzPbK2~XX^3OFf^#4se@OBX=cGvdV55dO zstBW2S4-s(;fyPt9a6=dREDVc$nLp1MNW5xb*P4Ap1kTj@zmwYrZ&$0g`hIBJekZETh+n z;m#_KEr~pI1OUR@V%{HpzH2Qg0>ZV(M+8;KBWOZ&i*W$Q(x*F#y(lt;0Voz}=ArYU zG8#$umnc{S`(au?*JI;8X_M5oalleb%?n*7#B?IegN!$Jcf)mLVJV5(o)Uf%x;6W<2o|qVC-dS!jt2YZ&c*8{!4CA1)f)1+4>-%EHWM&bW z&K%i)6o53d{4B*d(82?r9n|u3$Xc?7`8Uf=#=2J+80rLXiJbZY4D#jorOFa3g-&th z?A!fwY-lA+nfT*BB(0eQp6W(8f=e~#&)ysx%$!|xI2PW(UQ;el_8%Zj7kdMNSszG=v3i4mrb(PZw~6i2%wbQCq##vqh_ZK>IYKz0%M}{QYrG3 zUFc;jo)KlYb_90GWht*ULGzUKQ!qTK3q~3Rx2Pqs=%#oTFg=8VM@#2&MutNc!zom@ zdmcc>*brXUTs-vp|$S8TBtXDT&gSwquWEgqy*ab4_nm1sBYZ zC>i(x8vlwf5lf;Nf&UVEOl$^gNH6f(Q7|PfJ5KH&u|xe}4tyG8hUI}A5v*gCzJ}py zin1`zF4;e?R+6xhYa+xv({Q7pt0795=#7SHiY{0X^a}1p3|n(qIx;yaX2#46j&Y@i zC5|>o^5I4()u)8hJ>*dJLvMoe6KF2ArYOWogU-kuo$rr$j93ui5E{=ZfaXG>R<>7s zB-uT6NAMBFD!Aq!`2wcP0kXVt{Z4_;Bs+9D_>>be`9;!rr| zA{F+)H%>kc4O(eAOja!1xRjcXkYKgb8vaj00g)uwjCXtkbuYrTS&-mJi4lEyFR1yx8gGo11Dar1 z#f91LyvHI2-J=6oBb6}Ts=eus?#u_S5urWp4eD-h?c(HO-D7sn>He}6k_ z1bSW0FnmH}a`jsy3bjEXzeCQmk_q&Me6!-Zpy^PS>K<#1eD~uZM z8^Q6q2m7qY3iG$d(gkMwVbY!6LJcvR$#A+6#DR|IvP=#E1m6!V4Zv_;DX|#R&!{u1 zyiWTcl+C!dK38Tay1uj^Mbg1XmL$#K^Ek}Yi0rPks$EFKZ?fO8$Ih$fDEno9OZz+( zVkALsqRR*+fk;Zn)G^RiwS-vowE4=jg|T4ihXsM{+4kLsR-HpQG(=u@xna>s3^^tk zw}34ix+#ShwY-UQ&UZ|LZdU&`loOq!X+E}x%hKOEruWWo>jn1*A6vqVT*f6*})=4upr9)6eQf$r_%i+?dA9lu2zA@{QE)Mw8R1hhb@x8Ki&>WhmQHGWvT6696eo>M)_CNlw`yce^ z><#dp)lx$!-^JJ75KAEyY&Aw#S@vAWFhU@EY@Q5j>^D@=1!fHXASOSVxM!zZjE$zVFZfC;8iWeG%QnMEX#L&e&_!TB9_3~&a&F2Y{J?NbtRoazdg{4<9?UdCxZ?YJh3jRQpCArg zAYZfIL?#LsBlCIvr9j!EtZWGU{%2rYsIBd+2&i+V{mrTa6Mgqpm#R>8gh z8Crcx$o7x3^}kN*f8BaMu>)UlmF~6g2*sjZA+M=S(sa_+s;$z~&@|-WXXtt{U;>KS z>pNxcyVFI~kWYV-`rDD!Oz!RpgYsz)>hZl_fpZRkg>3WcLKd!m8*G%|N{$R2V>x93$ z9lp>h#f?3;*C4lVau1nhvb0yps;~Hx-#}TX@4(w6pPW?uVBS_hY%U*3OWqvUW>dQ7 zIsc4LKFfV<{wd}VG2e7Pp)6(rvzNFT)7crTIUF>EZ!YSI&%M`02EtsmCcfz_hi`!5 zV9HH*Ez$e}_bM;ZvW20gp&6+bGS`*&f=n1tQpmbv3ZB_Nhv&WR?e*>GCyOj&RKUi< zg$%0OWLLrV4vh1OL7(S-{yMo8XSqdR#xD$Z;ko64fQ)Zh$XA6OgW*s0@VdbL!S4*f z&Ok0zY6+OUP4*IlGB3!{kT?jcDmdY0m+63-Sr8udoJjM#yH$F zaOLb5JdI(9(k6#JB5XB{`$u5#jrlVH-N+c_lkWTT&=&TRo{2K4=q0U0z<|}9LL|kO zSh^GoXaVo03b9CZWUUs(BCh~ohbXvT5l@Rcz<@vkhRVW2D)Gg$j})nNUvDXw=5S_< z{jxIAt@Tz^7HhP(^TV;E`XUc)n4TI6vPW4S$BZ`bVN+q6sx2tBSburRN8N-#JT(8q z!9^We+G1Brmi~r7Q;ZVJ4xwW_PYX4@vN6yujiORcI~Gq+*!{CrDupm}pS5Opq){0Z z<^x_fLQO>r(U5|GlRvLH7>Qeqsa;AYYyPafw8e-Ty z8&whmJN5fqWE|-$QB1Yvx=sl7?4W>{1eVYu@bV_x_{A=Gk5PmL1Rt&rqFgAlamVHC zy{K#=kJ`X+j9uh8PBl!xu(QZ+< z1EZcmkUt55Jar&bihvC~V>%{1SR!$ZpcMu<%DSadchofv)%>b4ce%U91K0UlSJIq# z65x{LMS5DgHjcKXJgu=w;ELcEumKHWHbDB=*9?%%6Q}KCUAK(WMNF9d$Hw~?3K(jf z#axrW`RXORI`nFaor2syLx(~O%&f*d0`}BpBbnAR|F;x#=HAf!1R@vbf~@AYTeX;8 z1)+v{;*rHDE$3!qf|sjd1*pzkUPTN}k!|_Dl9%1x`~2&1w-nI8_br`Zrcw5u2%k5a z<+-!fhY#D^+V{uxw;2GE5s;XDdif=mHuf)(H>1}x4t2K@(m8Dj)}LBqk{`>uP9uun zo&Y;c?Lmoa!%SmWnKEwg4Z~&kE`BY`Wj^>G{kbmpiEcpOx-qzZlB7hc-8NQaSdjPX z73;?+8#=6dc%E z8)4KqXX3}x#IstT$nx-#f`l?GcEAhic)}zSUAuXB7+H+V_C>0fAHSs5rq7_=Q_q8WIaxO#e7eTE-BgwoVO=WNg=+9TAy{-qaCd;EZG zj1uK`%WKz@jt_-p`}-S1*w*sj#33#;!X0OU>hG--%iNA7NUOf?{#0{bgAz_{L{oZHbJ*y5_7oLp;&)_`6eON0w;)v;wEA}k|HLji+XtJq(C z@3qub{{YDgQgMNEx=-b8lS)s1NF0^F8nJqVV-w0|&v;9=?r6H1#cRj*Su}}DZ(|v?2D(}91(V7y zaXA~g&E~X7P}6T)5E4XTA!ypV7mvaBXt4*pex!)K=%~=K9vTy@{EwAIo+gRGFyG_) zt|R&acF_0?9K1aFrv(m}t0~E`dmAOhD%szhmH5K=8{Roz`x6mA1M4;zar|>Lj z)+l4hPZ`X%)76-C9GW8*A1sQ|$n(&GWZV7L+(vm2Em=?G1^1+$jYTL-UNU!6IQw!C zw%fgTgedTQ+VA6ddIu@915$skN!$423Ny-@F8?||&Hg=+q{!#;GL{p!{<=*MOKpZB=qCsiAxoZd6C(R*7e{@zHr978ks!pM z_m}l>kVi?`Q-iB!j1y(UaKfcmhmRCr!0S6Jyf}|hOPXu$kKB@d-98{`K2{|Tdp*e( zK5$|#!T}mW1~_lPe_@g}g$Qx&Xxlf*Ss`uCIMaTjlA~PWB1JS-_p69qSrw}a`Ljap zel_OKR2F}Zm~hgMNu&GrJ9{c>CD8ZfU?OZ5^0UHp{+)D*iBxf}(h+@>bJVrDqD`8e zjc_vPR)fIs);#pDPav5n!F)KI<5s@CXX#X7Si=LxLeEB}%osH`r7-NNu-ZnFtlyRi z5pE+`FYzm2ylQ}7z~lP{?6`SJ0d>CjrDHg+w}TPQ&491@Ior!aS3mFo6*3!Nlwp-* zzc+=X6D;$!)-b|kr{Xa+cypFx3Gq>8OOs0Z-ZdW8*<#_fuC)!Pqb=;i1Oru+!Q0^8 z7w6A4nnnnI$OA_XwL?uRAoOkwt@$^0Gf@_l?u`#&+EiO53!F}f(T$YX=O!b6lar~% zcK&;Bw~tK^jA{>!?!TiAv<-1Sd1dfgHJ$VCvu*ReOPed67Z*+WF%s$N_wp~kDJbvt zis2fC;WLi9!Mv^hWwNc6BOfeDwq+**nG%*&ZYQEf7$8DQpq=su2%n1_Z1kLL+;TTtttP)IFy5~HU(Uy9^=;+ zz`5_~)^}$Hv7wc;=|MvY&-=p4a!_y)57WL0@ z>{f)Y5%^3|TCON14KuWl5tmK4FC?O(bF^%?GKP5>Jy6mqMi~N$c=)}E-eZ3}(hx|z z0MSJ^#|fgiqDZ*q!oO;fWaFd-T7y!awwri$GLZT8<6ZmrIKCB8=#nIA=;)Q?0bjtC zA|#x18&Me1KQlq4f-+~GA6lGua$ja=)wGBBc}8s~9Dtg%!SRaU83M@n+vv22&4z^! zLj2v2p1_C%);PP8ubbL#T{lX(4z_i#&36`fKer}`5Wxk4#y%-&D>2IuIC(AdUu{si z)u>f|8D3_wEP^Cqaa=jOHbMdf%Euyijm+I;FnUE7L4uawhHSTI)3oW?PF7oW7vuN^<&tJ^n zkDgW2UIV6s!0{B{!>!a}4rZQIu4t>Mg|zK5Fy3~kHyVv3pfR1>^yGU{&1Yj+X@4u9 zJB^OFud|ct^8M3uN_ATu_v4C)PiuT&=TsZmiQ;ZA;|<^`e9m0aQ@vqeMYY!(wNGr= z*e$g}H@qqX9Q+<<>-Y4N$uB7QEEIKbDOh4IoWwIt4rI7b)Sg_z%o@E1JFM2>nr0WS zA4@b#SYx|p7xJ!i@k!sNR)|fLe0hnjRNrkZ;fL#zcc7f^GSz27{A~5=!Rc_4{K+); zyYq<;sM@-co1hL(FvmJ9A0xuRAb>F~Um4Rl2+LU=x6Hq~P=GOAkBt_2926}A1u&r0pEjcpRjy4KNOL$o4DUCx$^+udn~X*lpX`@9MoBwp-*1P;8?5%IC^ z^grJq;P+cg;SN-GS!mfvrBAC*`98EBJR9q4{JpzB_8$IxB7Q8&-i@e}h8gTm1NEEJ z|8*Y4U#nXylY;(QO$Z^jZ4&gIc`Yjv5uu2)I875cGZ8$(44NN73}B&+mA9MHx$P(? z-jK%is`@rWy%CClm4^{0@d@P<)6{u^=Us&ERU7qYiBSMD4hNbh@U_NL=d zl&8)DScVKiG?UPK*ziFt&+p`+Xi$7uPw(R^ByVj>`WW-=ET~;myrE8l@J)edF()~KBWS29rFB|`a50>JxTKE8z-B5U4z@$ zGV3q%$@i}t+>VgJm18Ahjgy<C@zp7QCc#QI>RjqhaQ!c+iARBOE zVi4rz4!h!AtNSM)0J)5xB|Nkvkev~{ge@at_&+4vn@(3A@S}0l zQ`m< zsKLno9#g$+XR@y#VYK{Sq8KK9txO9lLu32S(g`1)3EwY_8{&@lEnNPc{k*MegrSn} z)ctKey9%k^N4K||N9#dt5l4STr0e2dxi*2E7Px0BzI}dF-AySv-zyGk4O9h@cnhO) zG_j=0|5)W0!lNA^Y5zmI$<^?nrCWOMFrKvs$9e!?t4fq(O_mZXbh$*l@#Bpu=-d0) z>+;vX!1&;vn`qJ2V2`EN)DX(~Cxh*_Y-fAzPO5#kzH_E`SW(DS_m2*^qAIl_?{zUU zOsmR{xyOt2see>{XB6u#_yw7H@R)sNXUFw>z11$?p5-jahKhCKol$Y5$hkN%{*UP_ z2y~TD#K76;D5;8jeaEK$oT6TDZ?O6Nw<>@fN2E?T(emal2q&nQlP}Ry2ql>qhUR(E zj%YM9FG2JJ%aPn5l(n5>7Y+mIVof@OjQPZWtm8ZAYjpcvtI1hI(~>cu)$o_HLa-b) zDAx1coxD->;3-to7FbX1{2?xzV=z;QWV~7AaZx-y4>%JUJAeO_32hrq+qq#Lp+>uj zo53(a;q9^Nu6th?yoNO2KrtqV@Y7odFv4&71_b9vVqoQaTo}L|twKq>h1x9fXnc0o zMQp4e1j4^|Sp$;hzA-Q3i%yE-*$^cX+?B(A{3*DR|7tLrHYUQK3OuQzNTn;~zH)4L zqmYquH^5aVsssCcf%=GPfT)bP`d^HlQ*b3vw5DU*wr$%^$F_}5$97I^=XA$b$F|k6 zZJ(gy?xMXh6(ejY+XOB|qPL_P`0`+{nQ4qt7##ToO0~t$GI&aOSQUP$09d<~C zD~h01d4sF@VaV|H(TTM%*`6j3F-1?qv|eBj4V>nmU&!1mxQSnuH|ljx0TY`)S^imF z{3&=~IebFmU>Zkac`a4xnevt$eO3A;_|Vr4OEG8Iiq+dEjkBgbQZni_L0hlB2*IWY@>vtbVS@qkm~*SXL8)n; zOm!*nxSJll|EQ#Y9o(W9G?D}?t(i71m4mIK8C5xcFXl|c+_pCyXeDQZ_KqO~DycmH zjZkDy;xY<>sPg1#M>2VTt>4M2S86C)ZF=T5liP5@$0>~Y0LHRI{I8zycY1{?3fF3r z%noDV^2fs8Fcg9Zd`_4kwvHhYJu&RN6efn*^>%!a4%HNm#vCoC0BUF}Mr(18h zKL{Vg<;PaN{;K+94T~`4M^M=C@WF*kd*<<#q-9p0OEZF}Y-jK_y??-wY8xviC!N$( zL;&uw+o^HxUZ>QP6*_@qGLGm>9fY0W!p777lmXZk6HM7kQ+zq$O9nk|<@WRTn!}Qz zaIGuPXsxi$FeE9QGkOTCGf92I{zdZ;5sVNG@tuy9=GleZEnzC$ZtmPC-KK)y%4LNt ztAAccD$8S|o}~cPvMYLemgcC9a{~u*Qz6BWvy@z=7F6j>{GyVd567I&D@k9tv7!}s zAg=YRTu{bl#6pM&IC`$UTl;jRkt^nsPCZVV?>`-{_FN5#TvdDdoPR^T=K%^FUHeA6 zqYWYq1O;AG?odl&HR{t-51; z0R0Ih4cK!Jmva>rBu$KQx25;Z0ilr@7%fNzBdSlg6w3B!*KGLgf#@K%xktsJ^0y z>RD1K+<#jkH#<@n6s5L_#JjNf2NQLl&lr!{Cuh0=TYS|n&?f(dK$t)hQm4s0EVu%H zCw{@`!7NW!+Xp+3kksdW&)K2NyUQnu_BKkBUTwviZkPsQ|~!jGl!#IxsF}6ykCFJ z4wB~uyof!zFihdoRp)OP>c)I<$9|jj{2dal{q&D*o-0JmSRY6xBckg49I?dA!M1G` zn0Jn!MiN-Ik`RA9oIOde1x4BogR=m&RM9a7xAI5h3`f&uft@Op^*RSS z9q~LZ-+7Xu`*`a$_1Cef<;S1sF|i2;wiu)W6wC(6Q2ozMGmI({IU^|rCgLhQ+~(Xl zZHmB~`H}ZbVjAef2`CfC_2odTqC@Wj3eWvVy~h=^`DgC^D9?1Aa6$R~517L8-6plt zTo0=}iUN7d*rB7XgV~EjBX9b%Jbbx8V&+^-MwTX zgm+|W>F=`~$MTiH)GqB`t!{ufzxpQp2T!f|&9uV>MxnQ#)1~UXnl#X#oAUE1uSM@| zYcEoa=#=mv8_I6!iY1dBFv$knXg&j%G_-@8A6a=dvyh_A-%X<6sb1CiJmGlXF%s@< z&K$C2A@1M5hmGrE!}UnCYrqJtUC{-TtuPY%l-by%k5D6Eyr-LE5km3S_uuev zvk$cS#AU}bAia&tR(Vd#Z39)jx>6k(+;)fW)esvFRs!j;EeM3r3sjzhd3N7^g|wVh zM-RSz_X{?l2$}84Q&ep!ppfLko2!lkmUOD-5*ML4gVR$O>%IINzfpr>@CnF4s&M?0 z`BHGS2YYX>$X@tp9CG80$*h3*{&-Gf_o_o79Bod!|B$z04Q~?sbF7Qet&4JKwXLoM zg%n0;Cg4UDTIlm~KfaHQ#xr*DY?*}X!HZo~5f)}VjP!9y`*ESa-%_XrrT)sEHmf}- zp3TUM?T#o?vXMU~yFB8D=@4pO&D&(L=M*M+d9 zG6o31mq`B$)R^Vqz@(ux%)I8MjDTjsrY zm@WQi&a{5T6ZhI~7&>j>FntK-w25kFL;3bZ$a2a&_6Er$qjC0x82PobYDyk*cBUb$ z-2l6Nj~N`xHHZAALUBGzuI|mDx0bx4Xa)X^*(hmEb>k0LR2khT!`eT`?8 zXi8$hsCNx72%U-a_E-|J$A+&qwns!sXMgaTOhbd~w`924{g&L|kU~4y#|ov_m0dn3 z9Z{|}mBVh$D~jh6jkKq_i1xvSbMV*kpc3?U05Fh;k{J|Tuf4{p3a#v>EfaYpxKEQn zQ`G(paku3qx_AdJ_*!P%cCYWb%6;%RW$cf5W;u+Wm`|XJ3k*g6RJjVtx5id_F!((S81ZiT`8xRVIx7r7{TRarsRn zg-~_e{G+wk=Bx~i3!?P6b@W-vZ6Q#x0FtZ?r9W(vDgc>d?=+vgM?xAZb@1}vJHmNzF01L@QviJaP=yVqN z?(6~49G!p>)BP3R0pCTK<9BRm zQ52(d)4NpJxcZQ|4~LrVJE8%u??Tsu{_KW`g4gWJ%Lm|@=Lm9Uk3n#LD)x0TTEhv6 z5bp}s0<9iJ*6>(jvu9#08ZBl$i5|*a$Wv43s2a0(=tgORZH$r9RLZLcNP` zM!7^hNi9om{gqcr zhrl3;{No2-0lUlHqXyUVjAtaDZyc=#`G{iec6=eh{Qf`|vPW|XRu}W9vVes4&+{6>4EbvD9P;Z6XUq&MU+esT#eWY9t3-oNY5dgR(tOG)zn9Jl z9$lVxId%^zkK3;P3OSaq{>6+Ag(O0GT@^Bo2%qDP0l?(d6fZ4()k=68`TRK#VQj^m49 zmi}^W!p^Da2&t^Uj`2hFCJu6HhsNOA@||TfkX+FGxtGs3)cG!?lDS!fOR*zuWE4!( zK=@(X+$O?3i;_&db}IE|cDcM!^SxoI_}ClPIE6jx5#~ygYW%@F_SP=?ji4kDq+r}; zVD!R54#oQiTr;m_GUl!uIEXm`yO}FZ7+n9;F&VR4I&o3!#N-zsDChW{-Zx^;J7iut zfvkc-7N(KSonM1vPOD25AUmASgyX@AMuN%@$hx#$tsJialZM-9r5L9rNGo&lTwDX$ z2vo?N7w67-f5-;-s}H|fS4}6|uXH2kwhWLzkvVcHP)vKA$)Io$lRnWD!6z76LDHDN zthD`GM$z}cN))09V#;}UpuA%lXeY=zZ`m#Urp0M}2v;$%wYYhxS|^7L)P8+(!HaFOQ?}7Q1U*ElC@T*Xp17A=JPQh(+TkhuJvADdOu z)DJW{9IJ8i(uMzk)JqGfKe^mKULMsXvBK=fEM^N#Ag>xpI)wkA)B;8ox2wew0mQi9 z-(M6RV(Gz|2-kah6bK0Kbj15CCQFvDR#!HB3uomf%dGTrNAnAIr%bJfYqlFgQyIR6 z*=Wp!DABF~K*qkW=UNtmF*m6(5ymgD|b|qY{KcXPw0kU z8=T6bj&_WC_7~MpKXmsLcl?VgfXAIKeg}P1-whwgyCYfsVPZuCJA~Du6aei(K@aa1 zme@-Y3yNIXvZp7*RwY*40O4@|_fDFe8<|hw*4US$XuK9AUjZg^Y%v(>4UGBxg{bXn zN3_q_NuWvV6CCo!k%G!Dn@PaLf}?m@2?LR!>5gin)wFUEiQA$o(ebFW%odflYuQH> z_~3KqlAHfZRX^v0!8!fsDeLBm%w%wD9WKb~vN=}l~|UW=BJG@REs?vsG% z3Rbv%2zM3Od;FOxuw1u~$(~JX&T-T8`umxK<>{|}wPohPO-zJA?hzkfGxxiy5KAlV zrSw7x?Yh>L4fx`sV_T&q>TQ@u2m}F6m0C7&3bNa0Q&glfJQG?$-1^&weCzp=vT-y? zQ`sXrJ@fW#_(3Ak4ySd*{$YCGpm}9w=X{3uXo>S@bm@I>inye z)EI|U4ENvm9i8AS)Qq)^lr^Q{n1uomV2J6Z@KA)ZPr-bKqpEP=AVnD!M-+YxdzO34 z7VViCKb)v3nAhNscbCEAD@9+0O+%}}vgId({OYh&>rac#mUhBSWAE_x-QG%RANvMI zmT^`qH|K=Zi<2Qr*K0;YYAV?2`+lwRckHM3A*+?S7gQY3XMUMd+ z>WLAxB?vM(N*{n}l3hBZKw!<0Es={`wL=CUCytA4Za)1y+xFl@u{aPF-hgVufPoD3 zP>1-HAh0SjKS@?p;`q*q(PExT1C-(pSF@DVRo;+$e0o2ytS)^aKcW?rN0=!CqA4N} z+R=wLWydO5AoSfc8+2EaqY%niQT+#(CtLB+CT?Zj*OQ0Z_uz zbWn1`mXH48uwmk=!cnWeTqZu3iUXh#FvTj7cVJw1Ed&U*zk>IWw5EO*K zx|lMEE`%wcipVKmohgOmiPHn-6p)#SOTeEo|NR>oK^%^zxqIKL0saFY!GR1pBd}dpOq7Yq9fF-qi>9^0gEHzllA0aF z7t3T@a#siWgI?qS^j52;BdsNdGIZ(WSSN#CZrS(v@uJ%}Yzrl6Ue6=xHio>TJk)y} z42M?T8&yWs!Htt;NgZgNKr^v>i%?e4nEn`?G0$_j{SKlt+;EBP;%pGWIyuF2q3b#z z6ULSmoF*jH#Y3C|$y_}}4)}57B{a=_gYE6FpRsIA_tF|C$vR((rnT9^jM&=-NmQERyo8q5dgW8#ge+Y$8KcZ zY0H1bD?a^}x1y0zT8iY?Tp~_Q|2f1^$E1ypWEk;{}r5lVj(-uI^rb1WrF*}K79MEeC*gmAW@*u%WxBx{gmq4kgK-gZFh#`MlN=O5VM zH#j%0`!)ttYmMIXW*qA~VFc1)4$0-}j8#HnOpW$VCeXyW3qlEzaygCE!;IRKGCvvE zFy7R_TMU*1A<$wW!G?>k(HFG>HR_FEI)`MNO>w++(`cA`Y0ghy1_ycI9$V5DCVWB* zCk_>|?bP|IA4~Olf1hf510JNtZE?qH~6EkPa&-x|bx zE@oZv#;S^eTt?opAv8(<{s+}$5&TVioER6ehB4*KKA2<>sDvDaw8T~jL0`9Q#fr82 zpl=x37O!8Y$*!x^Y^X#qu2Omon2!!hn0$^y!q+(E5HDvg@0_31QH|kM<~Pp0{Ihb< zV+nFO4wu(3KgBWuwx-tQNE~|;32b?qw@EQRa(K>*zGVB~?qzrw&MD&+<2Kx^0y(p= zREgHnamDYgnfW#3p|TfXCn1P`!XF0D|)E|Qo=*_+$+X%8>7b4C%GWr3?Q zqu}5gZc~xPxn24W9ef_G;uZU?kTHWWZhpIncz7;C!Tn+DA35wG=WaazPDLZ5C*TW# zyJc>LFskPMZimmjvhNbZRa#=z-nB(ZuSv8u^EPt4A7f}l9jXsk^Zp^)GVj0J4@>gD zkat!iE;t3$5I8v~?TUzwmoU$~CoD>FS4LuhIOuojO%PKG7DLJ_uCml7Y;$BULN7w08sr#5ou*ylGS7Al>w^G97xx|%BDL~1M_>bqy`+Yb} zm!0-D9oo0_zz;kyw_@7_i7S0kMw}lYa~jHojxYs1R_WY{@lR#SX)o3<)tjTB z!b})Jn&MT*2sPV+H#z`2slFvAkhWn;ph2-aJEau?9-KN+L0UJ0i z!z=qCj(a9h1qB1FxkF;~2e41)%zWfaf7 zMoy#P7jKfeT>8N}kFHpMTLjRmJwYmNA6>Q3Tp>$nSUM@Hw62znsM?U2e6>J}iiE$W z+{HsJqO()OAIjx5Tuad_rYMR%5LMFP6qtBiNe42kJuz{t>XAni?8~M=+Ji;RjRG>d zj8_pU8n~ebBejtu(p)VNg=tG#0ol~d%PW4B24~5pvVMn*8_!SO^AuEaBhkOHA+nu< zilwO;OO1f~-*xfpZb)$Ag@AkOg z8|mN^egh^LKT|8P4_vF0SLO0h4$d>ayJh<6J#b@~G~;KSr;Mri(v*UxZtg2%Y8;tu zasm{^{(u=_5fD_+g`(f&eixJ|#YzCYm&PI&zT$FXU29zaj1frTBjJThz1zwOgCxVD zD>5nbRC;@vl@Y-n9`@||eAm+Lg$u2jnp6oz>4J4jpZ39|^cKy{Ud^ydDe*tIcGG-} zUghvm7`g~308T|4>Nr!8G`oQ-D6D-Oow3-r-Xnbb=W5QYk^3xpkKDJ1`t2&dQKv!u z*KJpu=t7x7(RyH*n_8b4E!8Ym?e_DIRB-ZCCZE>qztd!2HsyXr8Pou7RQuk#?C%f*78-qBEb0ng9tj5+UdQRvoGG>u49DY(+ z&&4wynPXq42(9O^4)_7Yey3iA_+K{Bb>bd|!-O;Xk;gRBm&9n}Dq1Aq1tps!NW+6^=El#R?+I$&Dy%eQuG-Cg)W+$4Ib2_^pgbNR99NvSSi zL8rbGi_pAbkMHsVJ>RuJ-nd9SbKBDcjj&2**(eT{=*8y~kTADn^%U^&Qh!6BXQrvc zD&!yo_S)8j{rZoH=T(#cOg70Ts|jVOn*FSoPYnPPeQqc~{G&A!d~R{FE9DQ5RNRP9 zwNRT5HR(F?ypjOK=@LbYLO@93Suv?Ud^}*ek`TsFIMu3Ymt!MjG}$*IxrCBoVJY|+ z!m@Q?d9`0+IoB!->i%%I!Z--nDQx90kc>MWsL@f)Qjq&J2GjWpZA27uSnwNw2ClC_ zLMF z#7KOu3~xu>rpASYvv7&P_v;Cf*e@piQm=;-B=j{%09@PikYW-o`E0g<5Ed&aZ6$Yb z@HREQm#^OI)s*;Bt-(aIYqO_7QnHNWhT|h9DwW~0EtX@inoTxb6=_PY%*$Cxwof4t z(l@4|ATDU3NagjW)xs(Ub)OQ(d{4(qBN#kJ# zduib45>PQ|>RCTV4svLYGR_?Sf%omnr13EOm1w!f30)G=jv-zmNHn@A*bbqjMDp(* zFGX|Pg$vajy?qd~;;azUnI6WNV#(E;Q*^X6|8C!s#XAi1}38K3r@ThmVWe4AKjzGBQqR1HO`{xab8P-H zV`8f{3=9d;|Fz16#}wTiR0MS-GFwJAs=Y*+7c|XdtI}ClbMVl~^jZ9FwB;G6<33HQ zQoj_Mbi$imt(2I=$*-yaoW|zG9VVxC-$&~Wg{Vw`$26iOfv?W$ zqsS1$vmSvHFD{IwAE9B9%h^L5*6xdyfCs2fWYD*WRh{eC7bP*%2!nP1LKDvYEL7&41_q5f3O=6vZ47p$rY zad-$NzrBDQa*dX1%}We!>3dv$0C?ONb1bdysQ zs%$<#s-m_Uh!4n^=$zl9q5g0r&iq6zsBj2rcOS+=dCg=9Y3 zq#f+BfK3)%vUFU^=*KWj^ok@FN8o3+YV0)qW{7c{3!%e(KE(WoQL?S54FrP-i+b^| zK34E6Z!`s2>9^pLCCOG6&W~<6zkN2D-u8iKnK)k88bEwa3E69(0Q%r>6a|s0QMz%V zmjG|Q{O7eE4=y6S`_@rx$B)3!qq2Rg8otP0cta4@gj`}(L}x+Jg4&W;>B?|B&H6-I zJyB78&$=4ubml9OS&tOv(d^s*PM*xZ1%2ruo$vhkJ3L)y&%ZPakg(+WQRGChyF?XT z&crwFz}k7p^KS-+-$frk1wpaD&TeU`tSj8R%+jm97{|}3CHap+4GTvp(vjAcOComM zXY*h(P4_Xk%AZ$}8OhnsuA;k`_$iP^5J(c{;tgkq@3`|z`3u!3;1YE4MZwpS{^O5* zhw$Tr%j;8*;NRYzhA*j1b1*>aF z3fC1h^2p%!J$2p*sc!KGRHSfOA+D{xQE`?=$nB=PXJOj97rD^61;h(^j`VRyAwVV> zHK=MQJHGiNrYQ56u8mz$6C7&A z6*L**?J*PXgK6w=C%Fp|t>4z@Uc~h#(^pIbMMu9$AFKW*w&-d5j5_`TJNjor)Ck>e zndq7(XLUWp7g#jbg3~ONXxGGvBTbb9vDqh2UF=++aY*jgxe;&=Xk|M-)Rn_k#DMOXT6eKhY{7>XPtD$voYz;`9v{l0@d?XEJ zBXV7ob*C~z1cTpQbomqzv?gWss}{aV$mc%LvoRXaNJ-#X0G=|9un=`*6os@6sPaXj z^plMa(^%g`B$;7qvSR%xKGdcm6hQmK1y(AhiuBqCfT4p#mf1@!WdcMWuqeQ+w{bde zfzKqhpkZAF&`ppbkxwh11 z(}5W3;px-Hoh^IP)H%bfET_;iv?K{mW?3Asf=M$naro9>6{21Wby9jrV@8<**~@L!6W(C)unQ=#nD zgRuP<^i;9@IjIk_If*VsOq4S=78OVvN+U55rS+iCe!>pNSHYg0ODW zd~#$_z<{ttff{Y_4;HTw^`9!3!Qy&4Eu_(T!=Oqu=f-6tQPWpjg$Zwj8R8xiG2HO; zh_WH;J$J)eIwK2aFj_U?_D`_T1OVh|3}0G4JJLHe&ft-R%KmspUY$&gL3 zpZLEMxNHB!jypHJWx>8ZU-m&t~-u9s7M4b(f zR?;ZnJ3i4*06+T89R+S^*Xn+T@$qk|iD2asuJhph{#W|Xyv@`~Mc=%uh}qiPqg z0qWFVK#wl;@H|lc-a{V+uk>VXK_*6jRCza&GBww!5v3yu*>7{& zRg$F<|H8mRWj7{H+(@ft!J00gK>ec@lli0j&;9DY9EcEsZtRqhiMH-0iW1TKZ?Q=# z+p9dMl!X*G4}|EW9G!X8fmY1DH?wsdCzE04A0muDAh6fxutG#lVE*4(Az!l%hw?zF ztAqQ!`efuQj|bmxBLWGKVoPlF9Yi08G!jdp1c*Do_b6l`KzGLG^UYe?)&&EwO-Hum z3myG*Z(;X7g8a^u-z7eSK95&a*E*Cu0P89mF|k`Jdnzf}(%M;=yU@+#M^KjTA9kd3 z<^wdtPh4UlmV$?e3GZq{Ya&$*)a_D3f>SM&Ah5U{?6P?rmYuX{4)f~gVCEGBOQv3; zFQ%lxaHkx7#uj#G*U$J&m2lKIP#5YkDacz+SiVrc>0_&}&Et%YMD{zgi-3rBl4}fw z-|q(^GZ?mQp#ag;C`R7Qs!XCCynQ@B{211;feY$lS*}bv3)>O$ zIPc-|@i75?%zXQ9wU}Q(Q>q?=niy|vyf?x`*0D~_Vf4-N*)R$b^1|%B>5cgbh<{`- z6m0@Fc zCF!Berj&_9{NRo}0IvsM0k^c!$FtHfMRByCE1xI0CM`oO#6>i(6=^!*4YnK4_XQ@n zxTNQM;YC6hy8OuE`0cp;2DXJ2u=WgHc~Ig7cH&xGhYlb0Bh--H087iAZ+T(}5PMXN zvh0yx4S|9r-HU$tJir(yIVU6>EfF@eyvK294)hv}nQq)HOC#nj{X()MsTUQJ3G&vx z4Jm;Hm6LV21f`lI)hScO!#VvBHI`@F3-|^~j(J-1NWv<}>e9+XJ|(?~)jf@$Rjr)D zQk$C+VNgcTywQ?xgb)Wrk|2S+%M50oV*v-N6-~HQ&e2f1#bcnKMeADpd!&<8qGHQh zLIrXSFAyDe4N#~$8q_sOGNhZy1IMJfgwo-|!j|c72P@jc2Xyu%Ovh-|0#ExtQu$LO zKKZ%M#G|8Z|L){7C!r!PeU*BP%S{1Y@_y!=3o1u>I@cGt7xp0=s4=X=X6R~33>N9q3B<~ zic6gzW^&M_kL~PmOa<`37h9Lnl z>)Gdmh{&G`1x@#R6kAwJ=9bmrAY-Mc2;J;m4bWU>X?M-OtiMA{Uux@PDmGqRz`a@c zwtdhP%(%T!MCJLFzLM%Uw~&=OTL|)O(D9A&>43M5F>^j{4jJ}K08>@wzmsdDrj^yWtJ;HmX~1_tl=S}_j% zd|Mv`CVsI;G83$(+`M&SC4||LxZ#V=gkA-qZiK_lDBaK`AVwZzmkP0kL12FW(moW)?7EoAlgi1?ad=n%QX{c3n$=ed2}`|sT-<@*RqWQV|QmQ$x7dxbi%% zM}f$<&?6tDv7D`45Dh3=n~L*CY!9yRCfcR^=s-}d#r}=y#td_Lbc5}~F<3X@s;C-U z%>Y|r-DAeye7~RTAE>9WPXT$Kse~#mfxFW;(aJY_bjpuaG{orpXq{D`!61!*Z{$+7 zLQ}}jiPBElLymIW=sBYEp5fF1j_n#X&f=Sz!F!^Zod_l|v76&Um&8RAmmvi~#VW=x zGNNjJ40fmkLLheY`Kp{IV!(kHA~k&n?yOol*5&9%hc^mc;jz2_;(*O3ht6pNUA9ru(R7RRNhkbp z`qtdK72zO z3GH@Svt&Lk2KW$acffE10zW|}E$L?PE&#HzB8AI-r*@^W$rB-y(~ZIb-g}pfV-7mo zK-L!FTucr%ej{7{!GN>oQ0ux(nK*G+U(Lxbu0Z^ReSxr6gkUiB6ke1Q0RYg!tV|G3NT#no zyiLFF;@4PF-HRF>EC}P5OS2w#l3$m0bs1t@EfJmN>Y1wG5*OM1!Ul5unSyuMj7CC$ z_;D}RId@-fwt$Lu!Y?D@r4kOL0ty_IF!)7OQilHK48*Bu{`SairT@h0W~@fak&EC< zQum@9B~)F&(41x6z7RuS_%=k)OR`3?3qSNi4|3E~o3dUIH(QQgJN=cZUDPVKY$?Pr zYOa*u{LEQz5%!4Yxw-#>xI;(pg|eN%Ng^6qZ3Mb~(7&3I4Ikdu@7m*#GCHHG#W+_V4Sf)<%Ey&8 zjms||AFuSK)v{u+N0gjst2KE>$)W(eYdHLRVa2p}Yt;cA;g!ZjbO&4WcfJ&JTb9MrBa$N%9T$Z4%^V0{RW`srfvh{ za4j+nZ7@R%)DGtUME4={)M?;a7);E!Go`0%BLGqci7IhydxVyF9sUd)|Mk32_mBBz zj1v{x8w8gW=2rYsMk9)n7sh;n#zgEVV-L%cJ&_O&q-1}K+Kc54e?)xm+SjCG4dffH z+&fvl3Bc%kH}deqk|kkc#SCkaNkx19ekt2-iB3Zi0UXFafSW1naZMtS-AR(+EZc{D79u)2u+2-;u!9Zgv~IF_7@dv!aK(S zZGzHvf8pg1L|Hs3U{lG94{u!nE-ZOVM#uvrbY$1JwE-$w*2h23{vjx2 z5a<1D-WBwv_-^AjcBg%dmMIy4-j}%J7X4TS@`zN=Y>P%g8PRBHD{{9fnrFRISo3HQ zNxsFNmfebQ{j0_uESxQ0X}`$3?AFkbrhYli5DHhUVzl#eeJJsZd@6F8HAH2bnu-l& zgNUP+2_i%6_Bi2Tvsc?gv~Us<(J#Nj)${-C1IZAj_O0rSrtG&$lv8Y*+m(4wpLz)Z zG~5IXN-q1$eBods+2k|617M*hY12&_+1@gt%L$5$ZjCj00;V)XfXJ27U3uPTej~gd z38uTcnG4wjSmu{|R*2Wbx~#n-I?w2vg#5b7=2*mikjF}0^Lkb@wQ_{oz{F``jD?r9 zihTrArG7sP%-M99nt|SJ34h9Xw<5-WPuR;nqt|)%d}h)Obx=*h9TN(ctGVxcP;;5} zIBc#JSYpR!LaQX0$lP`4kU?wVfe4~Z{?RCO>z(_9-27w$1Cu@HqTz#i|(Z?5wD;vBoahZ3Q~vCg@huGuhQ-K0+Ngxm41dsTlgUF+eWbvpYCX*>I?7= zxDYAiv~hw4t~3vRU3S+y0#-tBu7P@^tABW7X=j@G)T+`m5OUG(_9!e~AUB3Q&wdBkyx&P+W)^Oyp61M( zM0DU;mOcrE$wRrWT1GjZY~hk0jOz+0n>D3h7qNhDts)l8xpK9prHq^r;uSbZQAM*= z@O@K^v|lqRT&8!RzLiWKaiXbIG{8Nkepb14S|Q2&R)|3}Bp0Hy zK5JgbQHCMTRU?UDTl|vo;a?p*a~GViR<`%p3)Qm&6!kjT;H6p>kSi!Azpa#=MU0bW z?i~I4H00rrIXlwmGEcg`*`v~K*4X>E3~J1(B0WOAabyCKECJJEN@1I1jMk~es z7<$funP}};YOB2Lw);kIO!2gpC>LS4&p|2aLMF|901Mgk99Ss_)%G=2r!d2AKR}Iz|3-lU+gmq!_f9qWG$Snmhs3 zUm-4}ufncl9kP`QG2Gd56tz>q*{_(U0BV*kKAw->(y`=|Bph7c5}VcH$;AKSJ+2Mv zAaEp}*pPw*VVbteMgt+fSc}3#=So-=M%l?=$h@pZe#D$0!TST~0X&16VQb82K*|C) zEfI0!s(fpsn}16&B6Kwc0YQ~Xo1+(=CVa-(bXA`$d>Z4NnEg#{$RHJ&MzrA_V^ucf zsLi(%y;xx&1nwpiY3ZA@Km~>%UX-gLW6G4{5e>4uF99ZP^6^kNi%1Mz@azCrDowJU zjC$Df2aYFBO4Vx1yMwKL$>=NE2>r5u=Pj>O`NV1ED9-1oUP)ra+na9NKmD(TZ&(zE z<$x6NslgQx#FV%HFRJ^`E_}J@wFPlj$p>`bN=PEG@Z6C{{ft30+RT_4t`BqvBsD^# z(tg?#T}}6hV@Az+_u%Pq(g|_$#bJDtl3F(2(P@(7Dji6^IId@?07L7o%^iA+FOUH! zx{rImyeiK$@=)mgF|llK;r-o4nYr0vo3yv{&fpAa_+_~F1tZ#y#x!x@S$V3j5qlC; zF!Sy_|MfxhL3_*|bbV)fZ%JGt?Dtas9C`3F{eZo$t)gT~TXIdN>kkcL4;>Rm;=p=o zrZRw~WD*H;^w2DbVKsYoOVMte8H>^j$4U?j-W5H08%QP2NV1IvKGZO&fYU&MY!ydZ z-ku#BY$%}FuL1Jg2hUx+yd%HPpv|SLeeqj0UpDrXiT~j-LaF@5aIBNnt9qo66+sRy z%JAu#F9;xrFOu3x2;HbTCIYb~XxOf=G#45?@XZm+n`rU5(>TfR?X+4|GV?Q0Y5pFaE5Yi%9&V~k4Hoy17X4DjvAwCr-xdfnY82-K}( z;B}ET)2*H7hU<&L)cf&tYguZ2FhxziM=@E#?gm0IJOF=EhWl+zFAv*JW$`goPC5}z z+pS@omN}jqA+Q7^gGqi0!Swv5@mb@`oW@b%%oZfhmL(Sb%UUq;-Ie7pZu&c|rc&$P z_eE|yuf&-xDoW~v`H@-E9*PfkreC_4jxa4$0l9yH309UvU|HWE?a4=$zto&A?VP$@ zi~s7tWk8^r$>SFDe3=~+EJrExEu4)vfiLM}p6z~hW2}*zF_jaRcrxWFecJs{P)Vr;LI>3=`UPdQxHZ<`LGhwIGA??H0;s> zRwKA?jH%?cr5hT}(cvlHEwiVio+XG&3qOu8hKu&1vSF;x?m9)EbtAHO`RPM>oRWUl{iQG@{Fm5rd43d7>>L#8s^#sp=X5@{6**$UPWT z_EJ=xL$d^6q?0%+t}^=wV*RU^_G)J`>!qwJ1rj|jVU=&@2i}~|(w`58kmsowljkz{ zUworPymNaICW}FIk=c(Wi70S8BGW)-FHg>(&4BZ1B1#uQSa0!mLF+L z_Kv%h3BnDC6;8GL#YoGOQR2Ob1=DWHCAx%HT;uZi5}h}et_u-Px#l`c5U$K*=xJ`Z zHm`S7hif)CE+gbwZ}uOQeN|8#K(r+;0fM_ra0u@1F2RGl2A2VXyA2Qs9tiI4!DVol z;5LK%;Lc`WZSB6T+TD8l(Wh>8->?2?se8^n&HUREXC=poaTq?Lu!GBeK10|AoLp^o zM36;I^_2pz5p*O$8`g~KzfH{ceesql<@@y^5m0Dat47IeNGU<cP?wPpS9e10`mK#ZZA%>rTs;Kw=}a1d;5aVvN>Pg$9$R4 zj^-IiPv8rpl=jl<(a4r>RLD}>vIGl|%HCHfT;c>Ji9aPx+{9A88i)sQ{OiL@o6m}{ zo?1=OGEmF7f|O;f<@UG0fCmsK-Lpw4FLBc97ek5HL-)D#W32x?H3d0fkuC?_OSb#D zEDDZy2|qEx>*2utc-X~!AR4#OOww6}a(hq7g*-LR`t?2|sxY9MO*7`me>x6FkkC|J z+R96s5*;3=_L0B7Q~cZdc1LC~|ft3hN>oqKK-vuOepZHf1ihw*-?kEj# zK>|VA*{oQeB8esu&-bY@4{MvYV zsn(m6kW1g7Z)fbDxQ`}z*r#-e2$Cg*t!LPmZK<_| z-(05!C1aQsbx5McH;3t6baCOI*hi1Xw}bCVo6w0!u_uct?oBa?rc5l~L1M+p2=IaHz z2^*oL{_N3)G9SzJ4g5s^mITB?C{ZcFR=H-(VG{ULUH|BuFPNmd2mJueXKFiU{1VP^ucwcLSw^;v@eLCQAm zHHu|C111xa-2j?f?Wq6p2MoPQVIJ7@^IF9nk-&OTrS*}_M$uy8mLxf`5*br4ljlki zzz2@9^4u!Hj;EM;WO|6HijL@?!!OUC6eBQEG*R4$^Vh}aZeixs_t~@Uet!=Mw~Wy; z!tIH?!@+TuHlV~ahCY6Vb{5A1WlCm@o(8Y!@2!}+kEi%GN0}U^f{Z7qRxg9(0%y}c zok(j6PX#|>nEfnem1O6<1haNR?J?8#!f7v@>z z)#%@j-&+4Pi@Ya1_xrHCW4ip~(4x88Z?*ww#LoHXx!&0hdG6v?fg23aXubudIehy= z4H4%&L+_A&*O!KvJt-6rZHj&@1ZPm(Inui;^#j zkMgb-W&tG}ybIq$aS8DWhhg956EbBKreX&%8#V64#po2YYRP))tX7U`G*Y0XFKI_Z z;)OqXt{|;3VGO*B>P%9=nQ&S~^*-FIzL6o{Hp7z0a-2fHD%2aRH14T3WL>$VS*toD zg!UU`-K!}H4bCVs{*}grUrqX(Z8YJXofM2rGJwKguHPEuZau)(R%W@QbKE$|(M_K} zuDeaLNSX_XwMC|7anHubmi;tX_ag~=ULN75A{6>(Eql(T+TaTh*>pI437-N=KJ zPG8neAv9383APm5{6s)9^n8%3}^eZhaFInj&|6 z{*uhEHpgn_nN}n|;i+XP>WVnkypZp>Qt%^&JI^n{{9oj$G&HPLkL`lwu!))4fbs>K zxtGDclu?$gO_O-O(#XMIV=0Xat9%`xpL&%R3BRv5F! z36S*R>X`GvO7aK=DK$>MtWR#PU;O2SNMWQl4!XpBm#&U0Kht!_eA!xe7gM&G4&EpRD8q#bf&G#Gh zPJSaTi0iMntOq9&PJ$6wn~2Fdnx>nf0lgF=LMZ7y9YX^wGMG^jLttTOvy(sD&W8-K z_YJAL5PfdVqbOU~BZq9rsq=z3K>tx4cfHjTMuqIIcP6I-*+$@#4w3BYG%P{KH$HX( zW7QCGs*ZL&=0#a4A9rv@`xrAmDau}RBLbeq(#!3`)aLVk83R&b?2xQAtbTHmgzW6i z^$x--w@K8_0rUW|l=MD@Ynh&!hCM|c;;y-)VS)t=V|5c*5OCX7ArL-~5Z_A554XoP zGzRv`?YK8AeOqE6ubY){0Jd!Ik`t$1-ulT&?iKJXK`Q z&Ai=jjQPs%YlBdZH1BqCT-^ndba1s(c1&1z$fA8vC|2VM-?rh4y>CF+ z+g9M_3&&=R=bqj7TEotd@v6Mp5cR)s(HIhnuUN>M?5!PkYJfalm7ZZO(<9$ML|0li zF*P*c;&*feJ$%ub2U=Y1x~7plGVY`>ac5VOb@VAR$xFcRK4g;b|2zC2Cg0}-!}!RU688}g zCj<@8DBKiph;=#~WNK2yiQR5W`tan!X}U-+e$2c(XMGXSG%WHaA__-XweIhu|9%DW z;a{<%-;w+-&wnMp#>=f}mZ7Hj5=Vbu z;kx^AkMf0OlXH{#%i~X4%l@7gzrg4)fHu7Gq1}fADH4KY8Hkq7D9Pvd8=g3G#=sM~ z@+?=ulhgy8CW~uupF>6dAA-4jiZ#xBBSv7azB*&sWu@Q`xZZxjliK3tlWy`aX0S!o&l2PSd%NZ^&p9y(K6Z3i9UoR94in!e7*+V9 zaKMz+WcU+F{3$4)c=98~hq)t{<8>p7arifqhX`%ZQnB1C_Y3|gQwAXvu*4O=eR_1Y zVy0mBCt2H>KlyTpg^GGh(@2uwXEC~-+?lVT4_`t9-A3;}R)XfIGvq)JT4k~(k{yX? zO%PI#kVO>VYxK`lO9m1o8Qfp41|D>~^sn+S3a+oww6vAZqkE>XxfMyj;0xyjGXrRe z7#8oMsv9by0$-hILlkO>MtKT=ab6>!nz1AzS$wwj@Kz`Lw|H0CpOWxhIda}XFnZrp zF=`dr+--mAmzQNV-6!u?t~{dl;)}bC*M=+A@L+oA_O=$Eeg@N>K2O5Q!TJLT55>iX z4;q3$uN&0_sOYu|rUcj4H@~`R4;|%75MWlTay`QW1^!|_2#vktyF8c>Wm+`Upw(Nv zCq!lD*`iq5F{XDr)Vb5@#nHk}j;eH%DDq;f)NqKIWPqs{n7{p2hlvyzdk zX>%A@>0)yJe5{^~d~4O)U$&)6Ds!wJq5$8w$}t}-WMZ`4f2UO5dDEIYQ5WHV@eKUB z@enO@{Lha^*_Cx^%hj}sv1l#^(`p#Qn(2A-Q528xz&3Sm*E=*%*=ktuX?fJP^fXB# zx2z=I4O+E!9hB+T$Nu@*>%G2z+cr>8bRcT=`#h|ddqIlWdr8Q`Y$rSVS4CA%ykXk$ z&i# zNyql!-LbE>+!aBKZ!Dy6zgdu1m`XjLx(A5-C%N?|kSy`nyD_Hkxb<=NgA`;PdKS4= z{7}_i3m*)Mt#T?ZT0#ps6{j^zP!t@7%nM4!n98RjT;atgR4nG46~-+ik~)hLl3fvd z4E7`|N$9cX-Fw)Na*WdXi9xcefWS-Kp9$&|ianG+#Sc=RwG59QgNCXOGy{iED`%nC(%AZ41 z0nT-Y9>J|;D`q@SYM?cqtkzn4FGQXBptssvo=o`B9=+SvDPKz&|5I2iKTl48Y9_M! zC68)O>b2-k5@xh^I3-_gAQt~!S47qV>0D|1OO&P6nY1F>R4GYkLdrm5+vSY90zCXh>O-{$5NYBr!>~K zi`9e`lUE)M`DQwqQ3kt-2Z)KI@MycXValcpQR5;F@mzvankn->(uMXL-g?OC zbI4(!lv|yGfnL|AJo7qz6hb3}%-3H84!vfigngBO1YV9UJR_@3#F2a!e-0~D^hnIY z7DAMauj2!K5|L@*>cE-2Y}jBHTSnYCsJkyPp7R;wDs1|%?ECs9k-;ru+NW;Y`if@P zy82Uc-AnMQ%j!1^A3ywkvdrmlDhj98IKm3@Ti*{bB$_D}IK6cpeL@P#lMXnEJRS+i z;TTDSC4gbV5wjn*W{GFL4w6If(-Qi_ovzCtPdf!`OGf{g^K6Q8-$#+9b0tSl6iq&=^mj|<%KylmFdPSP^aS=R{D?bON zt`1qqBO7#P?-}Ge>TL_JPZU|>WXgpeJ+KC`=$tktGQcf4J@T5Vi*@aooB(cpt>b9t z=8G^F-`84=(lFoSfOceU48aTpPt85Y3(f1&J27EU^7|K5JB~AAl!G!$F7k>FW0oa5 z?7FakvGe!c%FFwB0oi&Qcrb$(*0Vs2O63+%OZ| zKYnqv0pKHdT{kgGp|&|OlIcCan_rmzC^m4XHTGn7M8NYG-M)RXQq@)sQi`IKl40Ey1t@?C6@82|oweJ0|0GRxU?r_fYS1U!K-Ww4X|#9xBl}NP^PGeP#@YO?J;O~p zzAWqFOK!Swa!NZPQpPxVdrCdJU6guS(RvrBCLLW0RsT;kLyy9W@-f4IA?M$3Q7LIv zo4&|eBuT7Ov88M_RorY;91JYCRy;8yi{_r}rW&kA&@^i4KoBQe;NlSwO^u=#bhq5jB4EtJ}u@Y^G>}&xP<0jaup1Iesla=-BAST z+@I4Ou*m_CmiMAG=+aU$vTHyDDkt5%<#vDIUDzpJ#LEYUHjCh!6gBgE^)fWf_;)nK zpZa3b1{|m0yO)mD0y_hzMk>1JsZmA~pLer+I0BY$-L@w%zhB(g7CGh!i zt@d2EQtXw-b1)k@UnsPv{v=lOg&YbwIAmsjbkcdJkYlJlrdQs6$bJ)fSKrDEvjCjO zl^+Y8J_Tacy0gy4Z1Q6itKlSDs4cU7+=n2U&vnlm@#QxXJ+ixEtdMhg4LuQY<#eiy zfoW2_WIx;P<~JzXuc+>ZWVW`A?Kjzfn~WjuTKkQq*2tVN3N+n+{aT`hBErBr#JHrP zB_1_suYM}rkRFgz#?g2D)Jc7zLVSP_X|EDy9nT`@R!UCV^^d%wz{##pBR@>k+N0RE zY%k#%Lz{S9PvTxVm-EaQxGm&@$Ig{F1n1H#Gn_CnXLn{Y(whKv*;4(XiUc8}{Dc_% z32sv-@%KNi2f4XKO;hztG+oDE%7s=p7GPqb7BOa@UHES?hD3$?+>UW|co8v*RwDFf z4vibzqFOB^mUwu#kDVcis?`Xh6DgM3%(U4EYfR+(nEP?0@MisZyVwUi9G`DB05l8- zEXj?v@AN5!_e2{=>%R@f&xLg+R?@Iiiw-SL>rjpFywINFK9R-2tn4vus7eQ=#yYuC zEhN`GVZfHh?M=guD$lyBL|b;+SA=qSN;-T?nHq`y%}hG-iF;XJR#FDg$IYC= z&TsdS&6vr)-b~wJUW3s=p2DfOjw`HLIvjZM`k(}U+oiNbBu|LCx?wE7|G$q$UhTyE zueacSxUglsi_Qgph!0viixWzh_43%-6F@WhW&Ubt)&F(Tk#7(_)y{W#Be5$<0J)}~ zqp1@T+A40UYZL;pXh|Y0b9G#f1aM(KZ~%*H0MK1E?C{lOW72L)wg?Rcn$x5wqQtl`^U)b#x2(&rtmd)_Tq93r zFtJmQ{~M(C?Hu5bMb_wsta&^}wW`(HoZ8Cg0>7kdG>qjs=hHE+3(0Fw?TdD`O=ZuWpA9Jr+DJy8^->uUo%aqK#Y2|@XD&RnGo+@#a?oJ6y~@QNZm{cW?}gtUo1Po& zl0}T1n^U5fB@2iNy6LfOuGis&rzrR4LBzYycB zP@|7rQj>-fD*(dws)%qT7ks1EvQmg0EI|~e#ZqswWK(~+3sR-sZ~^(ro=p5vl6?}w z;iik_RqYy47r*)Cp+ZYq4wEgAoB8{UPh{ zePO*B_CR$i^0|tf`Kic8fp1CNDn z^e^e)PS?d0=Var9)UpLfbyYGhHJZ4GkUw(*<;fhL=&hpqA$qeRoq}%OkVRgTSgZ=N zhb%wNDC^pYj&9ESy?U<6=^^hjCLx=Gmf^u(BT0(1;f{w7(kb!yfAeAKjT$eWBpHLs|I`LT$Kz z$N)^w;s=j9gCH%@=bsa&S?5II%im=c#DN-| z1kzuqB}LS13ae8W5mEF8(2~10a@|bmFbot}dvt>WUDs2};Qv-1r;yDMBr8|!&^Ikc zCHAflJjAZOCnMY~hW(b^Yu=a+I%o>$l?^09cD+B454CW8`JtxZUZd#Yv5{%+=c~-O zDEIw=9_29I^;0lW3cGl~OHICObJet`H9dv=hM7QUOlaFJlbI>6+bIQj)UIXNfmrCP z7paOg>e@h6hVby$rG*fYI{$(Zm0B6tCWI1MihB2!3>kmBI$${4oR>6xgd^k~JzI5D zixeOD;U8TXyEggdXVlwWxfC^Q!#u?csbM3%1(MKDU;4+zv1PRYN+7>K zr6QXg^Hh#WK*LLY5|dxHQ&C(Ol0+{fNw#_U^3-v*9B{CN+elx>$bT=GMr*rquFXhC zFbI{FmP{1?^GRkLchWirra3S6%7%101U_0EO|Ac1FXdL5w6`-X(Tmi^%`_udj1j-n z!ow4P&vz&fKRQqOU$S(9W^e!fpLYsPq@Kj4CzXJO%G@hhQyZhR4`(sbJblg_Mo3EW zcVsVh7--6|W|K1h^iKytk?D{zz<8#IIH>XZ_c#ahAA6|70_T@O)AXTrQMZU!U%U?r zjkVvmeF8GL%gK_l9Y!8n*6l&ug8t9I<(YdI7&2z++=Gj zq!_#sG~rCg2ay~^jAh=ExW{ny^Tx%)TLh>`v+UyCCrCgpRgU0yL!nosA^W9C8^bmz zm%Ft`4fX_5v=f1u^+#9a=6SG&=9@RjUnm={?47LX#jVrtkyzzAgP9)P37S#cD5=J% z@Pkrj_aw+rSz*2TGV;sEmJ@(rfvDYGUioxRME!}qb`}hk^cWryeN>NR!49JlJ}}~! zPSIMl48Eip>N2{!M)$yv2+*4gY&v(rwWeGohJS8*+}bp~^H|=j(5$2po3v+Sb4nsp z5VlR;boO?z7%7h8r@*k~IN4T&02n3!`9Q{ybZORKnL|~S=yi@e`wd>IHOOHb8Y4ZZ-PunlP(y5+iwuJh z6FYkj^hu60cHLaaqNfl~IwRT*CU#EL{fsy45)chXAT`Yd%Y=T38}DZUdi33H!39-; zrE_-u?EctDBw%efLGHt`FKN387^&QUBp(Vhs(WFm3*GSv=a_++SB$~w!v*UQK^6^< zlM61?>h~M*h*CW|hL(zln4*WVhn-sTC3-iX<_-q(d{uAE8hO8$FT8pu9FLP_76YNg0K`-6pqkJ~1u* zm3#~X{PW1s@|Me-`Ba9)Z9GOB?1td*X?{r4`8-(u$Ca7b%VFwQ$i2md$Xb_tM|54Op_Vb%5ao)b<}o%cnv@FgqxC zr86~7l7pOyt~TSN6mb!V%fx{0M3lC}4eeWfG8dyuem6*M!Rg>$$ZN77UtOiZ9I_u# zx0KoX@?rGAWa`U<+_K_tghO+GBlb5OAD4gt%jAP0_uJ4g*kN~2!=5=55%)t^$OKlc zOiVru2Q%cJsyMmVezrc|NVeD-u9jZ<1miaF*b|JQgD4F(j)(_yuq{QvpiATjG2g*I z^2r8VpE80cY}IKfvdge>xK_AtpJqwwf8>S29`38fpfLi_C0?HTx~$~5u2dl9O_hUw zw0i|T)PKVm672N_x%8-j$Z6O_Wg#B71-zmUw~gg?t{LAk2S965}Vq5WkpZvqWzEo;|t2Zu1MVep9 zc8>;#xYT|FmzD|t*3B>C{%osw670p4ScfpqBCja980NYg-6&!h$9%~IhVkI14tR{F zJ}DNc;Opsd{(Bd+zU{I( zJG=^2x$u5!dP>BUV|9;4z9~A!)tP}2?^ne>a1v^L%?N+c^&YQquGP(zl+!lX^MRdw z7X88x!<_^q)h@GMJK9l`Uu{gN=5P#f}Ky7%CZ zg&}QE1D^T1to52{{<|=GGW&0pfJxP}dOfxxebJ8&nDuSA>$)Kv>wgDDmcUU#ungzb z`Pt^1CS1m!wvmKn1YyNbgSugwJY0 z6zQOp8S?`v#!is0?h3hT_h*iZ=ZKN6m`mm5W%(pdn2*@vsQHUC{(7tIC-#sb*`q{Q z)`%ijEuwAA3&C5LjMMll>9G`4p7kI(NxAUy{}1mt4sUt^_uGOP#JcPv1XhS{`~DW~ zT8!IN6b#X9QM4kZyJ^-zn{%@P1yKPRNqz02n}9@IDt1mc#&>wrJqh0>qMv-ru)6mu z8C|A$pI}pF8=7pbo;Fg;*exNAUR~9Jp0Vr3HRM?xzZhSNVGt zl-vfB2d|P>C!j)BQS8>BS%>$HlK07PPp#fd@Sscg5-mK)pq&@WT;DHgL)6r$*kTrx zXbU+-`c!22(s}5JWzAza+tIgPJxLWeo)t%Xt*#I)wB*?8B?@#63OAEu4rx(J5A^(v zY$jbkzRMa$^dIWW4-$Bf)q~El!IyW|Tq1@d9fk_4toWhkNKgB*@;@8)X%#bS%trEv z`!==miyR7cP2ndwPoY$ZsdGfJ3kp}nd!@l}t06z&XeapH<9|ZS2y2t1_e?xQ^H_N1 zcuC_e`t@}YV()O{QuuLfQy&_G%y9?L66p>diu)8N! zoIIpT!q*#(?F47#2M6gAko6Mtq(+p>xI#8f)d&6i+KhTMzFp z)?wHC113r@Y$};yC0jA~m}M%3J}Ha!B5QbiHyY;|Wo}5@Qao#Sr~wx+NiQtY{6Q7& zDeev~76Gk3Tl|_j#lHjBJg@7SD}CLR)d?ndDK}2{Xl+>_!>(wK8=}eT5efI8cUnt9 z$yNVlCDx_rT{Z7=wdE6W@G~W5Dt!N95#}j8J-HmUn;C@9)! z7SyHE%B)UsBdA13%TvKt=C>`iAE*S!%vRTfQz{kVh=91@ufUqeT;ZRN2a$Yq5%lk! zd9oClBEXO>87X>f1Xp+@T3`p*{6?=O9OFzNH#qG0gchtCE=dD!{X2X~)$zp!N39-< zT+Yk-hKJAWH}7N{^NckMgO1v8D=InSTEHO zin1r)DGE~Jjmw$X8ZcfX$m?r6rpM4&IqV%hOZz98 z(KO?h9?qkE!GqsA66>{k)(Do!KoYHksWwNb<6?BoPX0fszgUc*`}{De5{U@aA<4!{ ztV|6T`v#l3p}uHskf$i8ZYknTdv2)ut6I1*7rO)7$7xO6`K*l7aL8xNuqKSmcfc3! z6lp$mp1==^V{*Yp?v0_t3WCgVZ>$&h6xEA9zue*p_xd>29!H|3VlwT0JI)4`d^9h)IidmEb(NaRMS`E!?#QlCmYRz1J7 z#;*h1C~o`oKzKI|d-yb5hVo@W$jW(Sh8n4QC=wB3zqj&-vf@NiR8_h%JvY4CE3u>* zn30#{mVVZfL5vCv8>f6Hi)*g_(H9>ptQU61Tz$5`La`5`bt+cXVQY}YFmvAb^|l5& zjC2&QqV8z0cY0Hlu(aJEERE?WQuu9lEMYLsiqg`2UUCoG!4Q&eJZ&G{#6lN?mP93- zFmnVU4nej&pl;bda*s-ygpJ+MEnnlq{91hxn>-h(V$TJKkwO*WIn1cjQMr6GYs}Eo zP}9$inO$jE>HIgE%mlAA8j%_G4J19rP_o1OcuLRVHb1|jyGy2a!C#p!Z;tLHECWh( zBWr_bGVZdYe;sI!NHIb5TkK4~PGu(eOFgtM&>ucY-g>#r-j%*Ae`-m>*{ORq#97i8BP=seKaEb^#0Q za3O}rTVglRV$dNd712c3noJ6K>&4~@40O&FMYu1($i!hC`@VUPQy*O~pY6Bz!N)$h z6ZP*f_zj>7PudcCH_&?#Y=opESJ^7mm5$S%?ZGb({3L!K$a{*kkn|7R zb3P&0-oo;n!5uL$^H+wJ{pCiVknekC2#|_*r3?!Znc8+#Kt3`U5%9QNgzC?XKV$qv z+Aq7Ut(>*8`Rlc4TK6b`zTs|~zP{`I2{qZte3owiH3|15aqSR_U-j>ag#%$!3Y@k53Z5A8~9@l<_Uh#r00oL~|6Ud(Bg7Ka{P zGw^j8RP&Hfd>_3a^d-%?sjf_(EiD6VIO$7V+Od80IH}w)i8bScKP;J}SoD|oEr^!e ztrEPQPZ<6Xqiz@nJKD0`iM-@Hdf{?Bh4d-52$i9PAhx!=Bvqx#V4jWPsJ$q=vN z_l$Ilr4==vf}h#uGb8O8mA&0t#f#U2^%Ln=0M74BkaPP^bY%-9MO1$M{FPY!cv*&0 zoO5>SrcPZb6Fx+ z%^(6}HBYZMl^?%>!{g{9l#VUpKj@qh+W3flPDLMWsd*qH(LTWs=X=A+GZ?aXey=1< zp)@;)4<`kA7b;64Q-pk={H#B3B9Fg4+Y*mOvRIm&Q|BENSW!*}kyH!^{CK}_EgE#=_#$t0?OzBLkVeFdDA4g|Zx+vS!t4Sp1o8MHXT^AGB z6h|Kea=+KDY8iU&?l;l=&71oGpf;VS1OE9J#rD=qEOyBZfVBWI4CvAf7Z&=Br6{-; z*oQ^C)WR((L8!XJLKe>%M7jfxub&nrTZOi`1ux(FI%$1FUbLsCvP&-HfqojSjMkq& zAx<-LBYsun!TFnOdb`EH9&~seCH6m{5ls2?lJ{@qPyc7Adib9i|10-j^xh+#_pXB} zmW5G&LLM+r?WOG_c($C-r2+q^ceYkJTQJHSUvKldhEhBp3~(wKpC?>j7bqhj^cz`N z3Jf?%wlwn^I)F5}-Ins*K2Ubl(BI|Po7_Le;_-O9|K!oGyx@aT@!Hx~Sgmcf+^;}3 z%XQ|y_3|x&b>KQM1PJv+p+(LHV1i{Y@wR#nhu)o+gZu~H$O9h56E&JX@FW=K$=i{| zshGnX4=Xwb1Gr~3YKm}^WDF=Mi$1JRRnDkoG6>Ok_B~J&8msY!ZSnMM z^r=3B@f^|sjGak9Eyr(+h~QvLhJp0LHbbURt69oK@(=Kn20xwZYun(We-xH8!Q=Jrt@7WX<>ltw?%d8Y<3;-RYoSf%KULt8@ZXH$ z1!8Ui@`!lls!B7S$H51rLLA}ss9W7Zvu<)#auFkH=c~~DuZG=TqvNmdKQWmQ}CkBU8CLC zKAlBMV8W)_Y=*E~jww2=l#KZ&D}PyUWe7!J}5WF zW9V8Y(#vS$pDODjpPWpmnjU3_QG$l4nr6ULn;_eo}cty9x(Imv$?opY)rOc2ppMgm5^gDcxBu@rldr zL{7Do{O1=O_pz-ozb~u<&T6&g-+4?Z99{7$w?>yvb`IT!BZjr;^KH#U{Ew;od_Bj! z+VaF9dr;u-=w+*I-nr5A(+&yEj5CM^*Lls2DF)0}CAX62XJ5pf)4@B`YCh(P+zK}Q z8iqU2s~PlR>HMx4Sk!P970l0(Ox;i$1|<3;_ga@R14dkj9MFzwmz;L#1e`;qd*l8V zDf9wxbSGipOe212_s2+~zT?0rUT0qiQtg0qbR2k+%bmu#EP9M`k5zJXB>JWMF%uCa z=4Aj}(3MIbcadZ805^zASoMo2w zA5_D{3zr-TQi`Ap=1BpWhW%D+tTs+Hf5%9N!{EB!QmGBYkH4nFc{ppWSTY zE+E#T?F+%>pSdvUMLDmzds(|=IzPtLI*iNo^N(=>tL-_Z8`*xpmnxCDR-{)v<|MhC z=q4hxn5Fu>Jv~wu@RgYCU#ECx0^+NFT# z(y_TChM;#l(8swMz!)pmV5axCgTC>RV?6FsH-cvh7}{Y$MuKll{w{mvtwtzq-%6Ty z3f^o1k5q4wR3#ur$#u-_WD-DRtJ zmAQcDJ8++Yo~pW6L|mKMbCkRJdh8K{M|zC}NWOMC`cERFruD2YLy*^;kCsk4fg zO-+nzWz$pBIH~f=9jFe5x22m>&3w(aWAu-7ICSV;u^(hVI5k!MF81RBG8$qv=KhV- z50$cY0ntKvWIrsE3Wm3Q<{MmI`=YWxLUzq4!t?FokXJ$OVQBw0%n!3mj6NK)of~6Q z;F8bkL+jD7|2^6nkKwSX4|!PBV;Uyo8h8! zp1Mh~H$QUS#?ZNoXN~=I(MRl{c+z^vh^el_mj}qlamMYC-BODB{D&ss#5jz7slGpS z*iG#$YPLX;aW(5MM7tm*eoO}l|XpXpE7)4SSAu1>7s<}@Tn zWisp#0j7q3YWH^4&r_{&GeAnQB}L0&b{#Hbdb1CPD|y%k6@w4~Hu92Wqy(j32cJXz z=HTvZ(JSUXweSzt*uKH<#}l97Ns`M4{IEZMVf1S`RLglr&{wF+BB`6gUSdLr1g+IS z?|h+TzrFtt{4c;eveB{W?N$AWBRIP@>(?E7bIB~!m%B5GF3-0(xeDWlA2`|6Dr|3G z%_*|z(kVvBU7Yjp(A~~#qQI~5rvoL(#_C>7xldQlKVJDdqoKqO+d>Dv71Mzsdn)-=P{tdjIW&@g>9-u~;eumb zWYZ-8hfP=n=KQ`o-67&o6PY>O2zHE*e0HP}zUoHbCr%GB#rO>v01c%#M&yplvpBRh z$oc-Zwf3HK+n#%qm>vnujHK=6#=zM(hzLjVKxV(L5=o+x6YO6nMiY0*&GX%D+K8RE z0nqUL7%StEq==S3vd*Y1lVP-?kH7gTwJLrD_*E}P!J3~?_%A+vKh@J7S$*ZJ8}tHFXLvg*jcxJ zyHTc3F7)?g*?wE~Af(zM61~1ncwI#}Bjg$oocmrn7K%zaR3dI|$4#(8R6>qL&H+e$ z*x^xy-RBR2zjyS8V&kGLE2fE@)OB9nr@Xe$#IIw&zPYP7-n1lgiY8H@OX6)^s~*8F zgFXTRL^Wq>-X@Nm*9Z14`V!5=P_EVdWvT0Mnx_M3Z=ie=jv@Fq@VJ&%msa_+5+V-S zX@w8USNFrvGF&Akm?RYP85l74obVb6mpP7)W4aG6s4irS@tic74F=|O z{`omilih^-A^Fy>*$R|G`!tagDmAPQ872JMqrzIM5YH8ElJa=O`Q5arg;B)~Se}n1 z-?O5*gM7E*h0}QFp=?^!Jy8m2og{edckp!TopFG$o%+#fj^NRk_X4>lMpZ!|JR1JW z!uBmzhvMsFpS_fd+Y9tATXjn_navR9Tp({gy&68WdT(0Voo=c$=8a{N^e`-W9j5fV zli^o~^iRS#$UiT17xzCo72WacQrI3rm$sGu8)M%TTnQ9q8+B}TY<6thNhj&pwr$(C z)3NQ`7&o@BQ$Xub%QttyHz;%C^=>)6iGERX@vn83aB zB&(M)QsJ#smhe1_TXu+Z6VLZ!ITd2NfuA2T7Pf{gJ3guD*c86QvBp_~~o8PQs>$a@9UZ#pXYdRV;hC>6XUUtz@$EsazBRpF;(yIK7 zqykvQ2j9l~I9H*jUph;0vndD^7mFmpLY!8iD27Eu-OfhB<+SrgC=8eWF;_`*0Hv(R z6y*ArOl@&!y6auu?g!?qOC5VVT?lgc!T}g-I3%3SAxV}L&caUC$WkwfeYEZ$;skULJ@|-K6FK>kZ^2AnFo_eQMRnuf> z+4%M_eRH*ymMYQop^TUSS*9?+fW~y34Ra`Lotm_-X_N7ZeK}8TUtXlYzZ=S!91x=8 zBbqPVxsjI&qYs_`(yV#`BxA+3!Gen0eVAuS3Ud8T<@v71Zsu)inaeyEJ#R*HyyH(> zRQ#+L6ZU4CeMZnb)eEAVj<_BGWPN6oiPpn?iz6{v?C07T4deS@ceO^%hVp+-!BppQ z2uIjKy?&k$CnGEjt%PeEr<7z0FNqk^Ab89*5&}+FDgV}3X@}b(Arr65l5G&14lO(%_G&+j9w1ohparH7jQ+a;F^bTAPmo4%~`D)geZlBh;^&R(olUsM}qe*GPz za`sLHNd0kF?wNwmve?F1g3s(Vp9Pv}$n~2Gj)2$EC>DWUvb4ihyHgyz_8+Z%v(}l@0lTM(tK?aV}A;~84GE|DTDP7 zWdJ#Ae3{jm1x5(9#y}gNUp9FuXf-fj_E0L`zz!!KOH4OHC{AL*F;lEE+CGpbAQ8Bi8wcjZZd zTHRv?@)mt895=gfPT!bcIJE3n{f~&jckg()KLH*H;`0Ilj*!&zO-uMiunrB(KT4%F zwj@wviUhbr+%rz>!B0-!`cl>23qw$NpZ^bFP#6-hEEN*1os!P!yra?+_H``BtJY0* zh-sGkKB9uxf~VT)S|s@00qIcM-QeSKHWQzwh)&I9m^2v+p?N=p!0fdx-;dyg_M*a| z4UlBZn-1u#hO8ul_ldJ?5D=0BakpgQ%!Nqx-SZ>@@oW9%vR{4}cjDH&Tt9h`LvHjb zRCaCteORST^93GSUr%MlXwugFD>O>pZBKmd*S>Rk%(H9ryr@NmNhmZ_A2cp+1vE6c zWvP=8shxGklLyyPksMScQ)jAHj)I`$MrJ7si0|~b zC#bGkq13k=e0nO3?ygv>zLaS@_U2HFMDU2|o8&VN{!u0Wc)VmaZWn{j z`{xJW(=-{`3^^rrmAlEHQ)uKAUc@cMpYG3u>)PEu~~W)XrYY1mO*DC6(@+@3C%Q8jGo za3L-C+oMR1J>r7j*LMY?fd>qA$K!>@ga%CQxfr4Zbl<1N8OccccL{J7_vEig$fEWH=sKzQJA-B{YVa9faGk0^% zzdzkces$G8$uE1wmARRRMXtV5Dd30qWGNk_Q-tV#mI-~;*4XsI^tMjwor+!>#V}prO z64^AB&O#1th$+a8HL-P?2Fg`FuRQ%CWNCY~5VqwkNySPa6S5!!h0!!VXCIW5MEQ=y zVAue772ewWPP*8%=4tdFn*$;bV{_@?tGCLn-a2oPTvXMze-E!yPUh@g zByXza+FJL(^?Dvqlnj$cC}w=$;wQU0)ju#reH!XUuv>tP^B*DqxOh0-3_M*{^>u>9 zeS%=djeN$iFl-gzuSsd(BifwELP3eiLoFsaNU~)#5aP{l1gzb!rUxa^S?1!n0{|Kz z4C-tcMO@NoAoeCa$c^&CjvujK@5w^$jmL=_J=2plJ^|ECgq|6r&JF6w0g}+nz_UZV zy@85xP*BBUGOk=%K3ZS#$4pRR&LKjg)(p?_$84rn97ZY`F)X4B*0`;E#PQWWuPa=Mk1fFiiBm91-RNc2EYF35+T*=bN%r zt!)XdKa=Dy4JUJY#8bOFo=b}NRPq%na29mY0L3_gF*Z}%dP0Ga$dI9VhmVXv&7<-X z9Jxb_LqRUcQNqI1zgQyKyTZ6)Y_+FPhJ{IW2pRLXdD|q3Z)GNkr-CXFdLU%H`^5UO zNkA2|d1U(}`qwWN0j6?sPB#BySEn~V;(vOjv}@$%(erwPK9tZT0l{nEWJ1Z}qhE3| zA%*ikpTU+{DX6aZMC0iZGln;D-i&9u`1B7WduAi{^kpc9dHORaZXXenys8kdGBbcn@Do+xkWGxIxcM>ZfP7llF2n|3G{vSVKX0X&IJ++QH z4!sbVk*g<_%yaJIG;qOrm_TS}fp_FTp?En-qJh7i^EOBVlx*}q`FGg-PXj+X4}E(Z z+~2E0qKt&gIrO1c3@)xTW@YIRQ_OJfgd5iue~VVMf1!8nc-5Kjr~ zb8_lx**E@{Q~;i_mP_K&`ng2ZH*P$t*|3Nc@^X8lU zT*}s8!~G{fVV6a~U3E`>2~h#rRa8n6V&Hn@$c~2y0fxyWH(JmAcB@4;E<*xNjj+u3 zp6v{CK6XHgV8`oJFC-oyyO0HWvM;3NtGu&;Rp2S~j!PdCKnRaM8Z{sL)DHP4BW;)H zVNqe-JMJnFNrP^1S9SG!Q9_?eTIVYB6|63HJp~h`6aCyq$RsDSm^_GOLCkr~yqf&Y zpcJ$Xbnv%h`vt&C2y5F6A)@ho!HZrrgVzY*U8bfZ`$l&MJ57g$j5zWgGPRcg&FTCy zb3^je;nhkIbsrM#KjHJg!v8J$OvvMq&PNV{Q&CQA>Fy*9#m@7MED^c;*kAKVq?i&3c!`>{-+BqbIxUR|MZYT4uEGZJaxGt5F8?UF8VDG*wRP*LFmOm zx88W=$yFjX%c;T&4-9epq_<>nzske9uUVml(iXFe32R%n`2&Ys$l(Z13VkGu{>`Uq zH@|g=%|=YB=@DP%!<)^7Ps<*ztho!R?wf$ z==E?w&4L``5nSiIk6)=}1^=UIsiZeIrEG;O2fFI_?;Z9k;Aa0cb~=DVfq%{?hMiR4 zUhf*`Yd#ldxoz7mzM(>X=PnI(U^zMjv1wT^c*^oeH{=EuQNL9ft>GHXvM_h~6d!m`(X{jdk++Rp}O-TBBQzsK>5=h+&ljuKuOtY zWd?Isjoz5AWor`XSBKmarSCPV#hplEW`Q*@;HjvRq5ES__9RKSczrwgK<*RO7pYXM z=65;1zuOmV`@#)=#ZZxEKx#^#E#y{`pYh**3?-Mx#^J)H0WU!`D%x5H^g8K`{NvCc zF1ES)u=f9{Gm;fvp zA~69yulXZ5y2do7oZB=m2DdIx1SncuV?{!$3v81U5QUH&M zS4G153SITAg5C7NLkhP&;%H#@9W#0IU?bO^y}Mksk0{2~-tUR1XJPV3vt-s&X0&p?4QYm^$kvr4(Hr)R!E1~C3w*dw+_ixQ-SJ5q|uW*e~gcU;dP4`TMiLs&}F@ z9nwNnQw0#Xtf|)Dp+ECwEv4`raEH&^IK@Co#b_nADKzvnI~4#ci#dTJhT_IDC>t0x z{H(J)O$)DU}DEtTiEI@G9Whj1s_L+2sIQMVllT?v1(LX{ASv*Ls1jyqbBrV{z zpK~xN}@-%F*>asN{;0iIs_H6bx!~>sm2ngOONfb^|uyyqNS(yJ>{#c$F z`hZ})aV-{RkV^G^CrXOwlos1?WbF>^xXw}3;_7bkMNnE@gOIz@&nC;kVfU9@0~m^Z zECGfN$^m5fg!iVHiC7^`_G{f;1ec^tQMXFgZYR&6KY#b2%27vb=-M;smch+yHbdO> zgQG;yC>nHkQ1mBT4bFvxkZi;~hF`*SmNQut7u!yx$1NN1dpGAB0w*C!{^-S#c#&UF zQgNEgRYnjqk}-OnDUISO{+>Yw#+%KFVqy`8@xA?7OfBT5(aS(p+1sBoc&^o6%-eRxRPdkWOPu%g$-JM;=dfWKh?p16X$ToNoX7(kZO~PRyO5fe}rUovMFEK z&nRXxEAYZ3QD?*N}eI~YZ)cx~9q^rEbITN)O z$?7?nMDg%w{*7EG2I18t*l$fqpG~LV2aP<1UJ;9c@N7)HPJGx0nUo0n6*t}@G(e3U zH8R)*?^6l#YTp{o*JT8xioK8SB_(SoCk&;o-}S)tyMk&L=9M2+I}(XXNfKSxm7n6x zaksw!*0SGUmF6I~5@n;L-RRSb|M3yD2(gRz)+4*1uD}_*MJ#E6wx2+~j+A3R{%yFm z2oAju(DRS)Xx0YyJ5V)}MN3|O)J6tJ_cg-Gx|hQrF{R8(!0$kw9lZ z(+1wGF&^jz`x`CeW2woZI`p+Tg}?9$&qNtJy)Bk)TxF5v-9(pSG_BrWmn! z`3Gl^7?p3C{lnLQ!}Y(6Cid+A3pf95MV6MFkQtR$^=S>Tn{`Uq=8ixA0RGj#MD~9QAJ#Upvi#{-qiVS^=5Hia z=}0kCe})+Gm|f7j4)b$}YuvFq6@so-bYq23~V1I{+ zDVTiwmXtvXf%RpOn2Zwv8tqB%%QiZ=t8*Me^TAK~%cf|$hh?V{OQ{c;Z8j$rJ$2UAR9HGl2jyf{ z+zG}zDtGb=CezLqk(=fl$Vgl|N?K?Nuy&TcNyoMHVgFTCE1ze_q)@h2&(pR?#E>Os zH`X~Tp(nu04oyx~AQYu{dG9mn2YP%%R+EoOpA*T#ED8ad#rt@SNUKg)l_&=?XDP0M z&IrmHtU&qG{&-72HZTE$5$HhiymWuRDf!v*{vl-o2zEGFuCIKYB~d3pS7ZL=YoJ(@ zr?gdsD|>}K^bi>yq2;#ucd<*6xvvU#TeKS5I*ut8z6{?jY4WL-0x6PsZMy(91ou&$|QVyhL9Zi$?%f z4NA~na?id5kJP>L6LND*ixoUXHPh+O@x<)KOUagtpS!61kTT-NU=mnZ`kcjldn##^ zl(?RSBuU<{!uCvsR3x)Qq*vL)>+L}-#4}B&XSj|e;=#f5p!A$pD~=DrAUwjwc| zrCh$IvTd+4&(qq8rAv!I-WmFCJUW8$Do{})Desc=CyUPPIz$Vi5=mG zF=98gv^ zbN=``otVpfZxn*)kKx!2A~q2UrW^Q6a+@mtH1Ag7Zeyqri7?@*JC*j&lTMCBJbuCv zxTZhx;WQE@m_$G?5+;2Ol(($N&5jI(`w$kzIfDa>n?UBs?lZ{o&SB zos_C{gpNg*Z>{&Ja%+`jB5uxK+agFJ!Jok7WrCpL^JRtGTim8fBvmj>K%HhnoW4Cu zSbT&ady8fjgK31Do=fCS*85Oa{^@3}N5*JA;Z*F^?Xu$iS5>=q#gnm|LY6adVPi2` z(EQKWVr)27A43}e=xZe3i3~S?8~pmO5O+opASzV_? zLjHiiru4rC^dguFh^<+L2;{J_crN5WLvEQl1&(Cqc;V5HeBn(TT=`HLotQMlsciZA}rbE8+t}^Ixcr1X9)^&QyKm(m0|D&>yV7x3w`afd&>@uBO@dQ z()s!x7X)#)$Sx0zDwy9cK^KrVm+QJKv}0jeiS#6hU`XzK0lmrIxX%+A9b5qvQ|2d z8VPLG>5qJd29KPiNHE~ik`_-juSt7uuCct2*MFaxiC@V4Dv#)2LWPE|62lo{a(qTTfc=qsZM^(K)$WgQb6~ZLHARjfX(Ll7{5r?oCCPvfNq)^Mg73xrEgxrG zeV@I*_PKWQn7S_4q%EP$c6t7XT%>R{R>foZE~a#Fwo?cl@gP5e?rH0y(NI+o=gJl~ zBqhps_|P&@BQAYn3JKi3#=whj4DxRoKh)_>p{5EsL0J7bdo+iRELdI8#mgOrYe=n@ zFpNJLQ@k1)G^3Qk87tO8jT8C^gP?4{lQ$^tFVZeKWQ%I{K*Gf+{^0JnE@gqQ0=PGW09uhCaj?&gx@~R;@ ziBkffJf`p(qhvRX-BUDFO=^j%VX;O6ZI)4OO#{Lz1ZFa8=5~s~v7iAbko5xYnQZf~ znjf!tH51y^@r%#QW&}fa3?olCMRg0GW5;tBjz0P`;Ez%d)teI+nc9WTh)eb~{(Emz z0IX2qy>k)5llZAU)Axhc)lXqUvH>mw#OCjBjIaDn6qokj0{e$DFWkePu2=P8I!1J_ z#|xAq((0%Z2S8iJ>PqE$N2F98zlH*R&!b~}JP0l@x*9$M38l{_*$TCuOF=IT$h)E# z#_uKLko|LG=k}vaoVLT@I79)mQCo@X%D#ux_ntzL*+Pz?9RZ^xQ_!5!!ftz4Hgd8r z%eH2r=lx=VqwfSpZvtrONOppbv$4#wH?A6F&sjmg1@>oKOt-!&`>K0q(p^dH z{cR~y&s0ZFhz}Q#^9lpn6bR_d_n+}G9Qd+gdk}w zjgTMGVdHqDAlNhu_@}tkpw^|ETH(UnSd1r+1Djc4b|^a_Fn=!hC`Ed)l2H_ZNXPpm ztWAS8>Mt(cmUZZ(xqm(D#2oG6baEH_f= zVUKUKkE4o7M%`P<;gYG-radp^Glb;iY&c!ArAj;R70sM%TgFND$?!D%F#9at3aJGf z=@0MHpgVPKLYg~B%tT+h!RYc$=6DD3D_zE|W)yFY;L#I}bJ3`QK_;#ODtSLn=j)wl ztQo|*Mo*ZDv|?H&k9ade)d1;MWwAaZS0yD3>qi1h-d>Hdzun`?uj26z5GJzveAY=7 ztLo>dl)3jSl@L-VRaPSJz=X&TB6N?FI_C(TTqoLCChUpnLp-Eeo%CSeEB&cyQpxXP zki_9#8ofNTe$jYDVJO9<%U4^C&M(r+gPMCrDJeqY7KpLVwaw{AT@65J|V4Uf*~KRh!|cGRca$fzwSJ_CkLdM}mx zR@MGBLUQT>{Cwkkyvf`V=dgsNE<8qS<&2yQpk;gl{J_QqM@$*S@l;s&KG=96@aiht zDGpCV*mbMvgv9whua?#sm#_J4P1hDI$-z=ge8KnCGqS<3I0z4u*U~%&g;5Wf%SMLr z)Y$21d}h<~cG@ofx)6<}Tu2rX1&pPcf&W#DZ`J5U+W}YweB;a1Wb%qIoIR63n zLJuHgi><+h_b1UTr#A3H2Q>T7B?;*(H%Q=+yx$Ka41*xcm<}i6b7gwQb&7*m%wX3` zbuDEhc+JJ-Aq&Qg))t}Tf+>-M$ae^3{Wj8M!hZ5|p1}|%S7pDKd786C6CPA=^s0pY zygdGs1!n71kzIfJC%Ptiiep`O@>!y^II8O;C`YP1HL9BysXqMfw5_DDBVve{-2d>U zB&FK_y)joE5Yi*`%6{8ZS)b5-3H=RtSP=UXGf(6s5}!h?H_kZH8CkNQARK3-W!#m4 z8LBGOot%Y@yeZsHH4Bu8J)?xu zvHlqF`ry`#vMoEPMU|Wiux$yYkJ#d>YE6Xav@B5%d4-W-w7>WQe)WznvScc#PINLc zz>BxV2Qj2*qQIy5mRxDL4rCPLj>2IEdv5>?9}U#W4V zdl7pPrbU4mf{JpCWo}lcxGr?fdYxY?H5DGHLWlKA+cE;K(b>0vQBMeywA@XsLe&Z6Ka!SuURkV7C=(-nc!oKUOK z29qm?)Pm86lo$8hWU4$ZmM`Nwi+{c0P^*y0DI0O5Nsm(7ypsiUu1FYAC za%2cP0cu5+U>irs=?9sqXhP(Zj9({fFExWI+0J3D+@k3}A7z5_$cw+6SCR=ci7y19 zzPVGqHmZUkFip}3yPBDTIg*!L-HGGSfrVCw5eyPNOXC|Ex8lr z06H3l|H|Qy#%M8HyU6l{J4*@_nzZ^6azK$b*03?X^+~m1oh|ytH8xq`s;9^nOTRy% zjzIf266W){*Ua8J3?)RrsMZ4IVAU)_aFGL_xcn_VJMMI_Vmhl!3Z$`t?^BVPK0mci zQSb~99=i`7(Kh1%4E>ohDIUz5$7;5>~bj|KiIk$;v4JyB{=pfb{Y zNH^$JV3bP=8sD3gYGLEZ-b{_oQu-HDaO^lhs$~B%d^O3C6J>4FW(Vyl2*XnUDm&2R zRo7QNXa_VyT_Yojxq*@JpV}eY86a;kmI>v1oj-~O4hul#mqL;#M?7-#a@vx-1Q$A1 zUI6Duekfajz3Nea*chE1gstjz{INM%*3|qyAt?nKBZSd2YvD{dcshNI*JH~1sb{F9K_oy)D` z)F#cPu-8T;(?;{LMlo6ShGyF=;#g@0CL>suP1mp;8Og2$q}}vngpXph^c$D-!@J zR>}J-G5CaLYcp)Kxh#XKqjQc%o(KEA>tBrGuQTx|ErpTAchK1T^Cv+fZx=nPg81VK zv1HZDUo>7svOGR}+{kG*>)E28-0odu1+9Bp z+6o1E26~_>o=GHu?E?JnPTBGm+|$7fWQ(~xa+Q2wFYQ566Jno6gicwSFoTryLuB1r zZF+A$Jd_g0fyU%DJr_mI>n->OuLw*A9?Gv^HlVaYxxoJ}et#D3*(4W)zTb{{v4S&SdDy zRwGu%4Iey*T|O2!p@7sM3Dd2*@I?_#$?|uatx9CTmzcQSL(g2PF!?El89=J-V9$7u$*{6PoOVvRQl z?X?7Tbh28iu)#-*uJ9)uOC8WNU$>whFhtKz?GB=6>0(~q#d5LK6jGTrW|6WRiDjC{ zK;2ngFE6;|=NQ@}Kda?foqu;V_~r&knz9mx$c<@mU3};A!uze?I!hIW3R}5S^ z|0y$B*%ZJ{6mtfAlveGj(txOQ6H=$%fwCj+o;dCiP^X61H7J7sp@%Ecde0P?WIv{oG_U8IC73Hy#?bXFi7@um+@NMehiEyV1_n{8_}5pLX*l*dXopf(By4{a?9sf(a4> zI>8D#(;L^c9`Nz5^WGZ#tk0hq#Ib^jhp+LM;`sYh#%;zS-|tomgf9`l{u zV>rkIs!c2VCpF;J;#JJfb--Ni)@92pZLXCBLj_i0?c0%FD1s(`hM|9b*L&UddoS1m z21wm}3dP^2$*9?GEhhGIN#25HYdrO`MU7ZhhJLDr&+$EMk?A>NhYMJ!Lf@egvn`N% z6&hQ0Ub<0=w5**B=;6;6uA|G-0|l1?)j0ZDRL9~(ccTuvIK0}0lF2!tjlA$)hcaGf zDWq!Bl7F~0mS@h0?AbQQY@D$#;9qDosvhXdWK$!TKWUf|*bu9+o5c38-OD+fBwMVU z3rLIgC7u1*?DQH*F<+red4~hhEMFcl%pAn0D0`6OhCx27nznATUv5O;exrhEv~78@ zt#PvHEG0l8;RF17UofUBmf>+Jv4=0{t6ygd}F!FV}pmw%H;Zl3*`8n7cUAP*eO zYqoowHM6{P`DKc7(2L7WNiqP23NY6$@h)3@?f|qat(UhM_Op!?Gbs>5KY5Se>}!}z zSf`F8kEwjjs$8(Tzi8Ei&?Pg(c>S-ve&~C$K*&JajZQnC(bX^O%Ud(JzUFtV&OcLZ zsp*X zO!FUBEXc|r8_U&wW8pH#qGL;rChpu+>yCiLj+H`pG;?NkfIZF}NSVP_7?X3_veIii z#03BkG+2gk_}VYdCE*ss&Uq_ku$Vjz%_FOqVVt^s*hK)L&hXUhoz(lmR3DU3oRMst zTmHUa$C?~z>Zgq-@FYRkvp`pvykqY6|LaE#nE}fVqXpHl9R8Fya>dcifgD1f&Xx`Hc$?42VRt00}3 z$eLO-(hJm*pMd}|h@wq>H9CRrpMdnFXX8 zP08;^JPmy))I~49^UTO2xFMe1U{eQsD*3*a&kny+&L*<5D-6AVa^vB~8bpVbwUiHs zg3UIho8)rRJrvcIKqTMCWK1MO1|E&z(=IS8iR4D)0Uvv?B0{3$mMYlya5^ic`yl*n zm;s0741+c@JXK$@=Qnt4YD6Y{T6ZwX8Pi=Pf-j`dr{H)9$t;PXSbx7{Xpr2$YM;r} zSnzt&3T>-}WOF7~LwFGjlRJjIiPaosh<`Viz{7bsv-u}Qu$1F?JzlAl zJ(?yRFlqg6gbSTpRoRm?+o}1EJHD2Mf_M`Y_c$q=%^IYGO0Q$ANp6F2!neMDT$sBXfv1gNdM}G~}DfHGI`}ZMv0UDrwnmMBp18 zCcaLhbV(Lm!Pl!TbKzdXxUno>236O|4yrVuAg5v|#lL$huu>HYgp2}CI9v_vIOSIW zBWt+r8?E?N$;c{X_+=HQpUjKbR`9-&KLAKMZ9A=IJh@#Y%j{bC&L~<*b75TCEX4Wb#9GeB-!V z=f1)&Tf%5DQn)_yDn24-yp*KINyL82d^Bbk79u|l5X3Mm6AJ}YDPdgYr{JvY8xo?) zag>P`_)WMlXl08ySG^W^im_X_`?p4WoeEqPOs%AIR0XD$7Z!=e^|MSd$}{W)qjEhV z(*<|O2CR!}B zpc6bPa-w6$0L{O@(Z))ga@Wa03OoFi?KNFFgv!FbuH%WmMd(;CF~?EausR$IV>i7k zw0iX?gR!F@4qpvja|xiOiXT9(~ta#G?;KT?vTkou(UvEtJ6o`0_5(RLwikl6ca z+5>v*%81SrkHSSZ*Y+*dDUdI<{qdOR8g)w83A5ETB0Y2MO?}C#(QsL5YU-GwJb$Xs zekQ01*j_3VFc?DeQj~$BwFTWE*zf?s(#fdsC9d>U>3d~hZ;S$}_xDYHsocBzwbjwC zxk|M`N2#t`QBrs*Yqa>5gg{-l_bvcJDqUkU*{QS)H!8s!+jZzCZ;7D<)ZKkSi!6nv z%I+eqP_mz5thO@xG>=F z$&N>cLy96z3`FSBDde!w!P-Q=6S)RNf;H|3S1x8Q`VuNvdU1O`#JGV(IVpZ+%nGZr zIvCbX2rpn~lUemY3bit=DpL1yK91aM_lhsTSTYF>N(dVLj5`)l1Kf z@REE`!M?@SG`r+PcJ;klw>XBNQjR-#l*FD_ou#E-L~1aPMI@qiFw>PxaOFeGBAq+n zctt1E{>Ph9s_pzI_KFAc-695nJ-rS$CXKBW5o(l;7#lLGfCU&r<~7HPvQpW%iz*oY z-H>DN)5*A%D>T6X6Ax9sSz=QS{)7;e?EyR-sgnHi>_qWU0X>&uf6TQA{BybfTANs* zF{5WMbwYA=vU^)^2sAOe3og=9o|zrJoj_1C()H4FPehUoVyQJlhf{sZrJ1FkF*-5G zq8WH!`AcxZjDbROU;=RBuLEb3UBq>9u?m1DKLq`fMo)+#xCl!66M-UEZ40%$oBJ*y zGPpW~xaW(V^c}dKt+3E~%|%ns^YQ~Clz=es)Ibf(c|&M|m`1$I`MwA0Y*Q?r&|agq$f(VcOG>JCbVz)rVlFm)_)oDA~xO^+GY zH%&`stGlJ4FV7s>SUMlwUka;l4&iWp^2RtoxR_;V`eBXZV;h1!T0Id6W;2zad4rYD5hj;<5R5@wp1EvV>)P`tz;6-cU>l~MB_Vi>x)>pCrmi_6Q33B zG$@!n`cgm{Ntz;L;NQ(^&rv)o!cP1QgG)UTlT_2|QbFKooGc_G@F#y5l~g%;$4|do z(~62$eG7eW&c@)u^XbE$HSimek->w#jcbT6Lv%(Rb29aVyctjcgPvqIgB=IrD2BZ^ zbF>;UOrX1m+iAizcZq4BbAYtd4K!uvv6wabd=U1>-R1PoVGIvu+}s}}hU81F%pk&& z|M7SJOs>viC}JOa0^pb;c&yS@y(tt1^=MjC3aw4$rQ$wEC|xFL%`V8aD-{_XEX*K& zDJ*T}Skn)HiJX?vCh=#eVj9sB;@GR(=m;CXnCmA}6nHRXHO_+xS->AQjx*l95*6Yq zgmd<}uqIR$ibLzHxmw!2Hsd#3kqYy>hm9X5C zvfTKeuBzdbPw1lBs}F}7^!O|Dj!yUd{+_OPTF<{?kKWE2vgK)_mz~ici&3U`~XqUbg4rmDMtQKB0HB2>Vo?df_C zNl$!j-S+Kd35zybd62N2(ncUG{_5%n&vjus#seGK(MOXDQoGCxH{Sf)^f2y$+9uPF zTH!;P^#v2G#|~i{s|7|)V~DC?BGXS(>Jhb7tv6tL64#x?Ke3-0n!1aD%~FE_${sF8 z6S<#j7wdMvUD6Q0N`U>u4!6K>k+H85^Om%QEJ+_* z&G$KxLkbAh`6Jb~(fT_#h+WY(&up(@=a}DTmCnEZ6$STUi2eWmH+cGQO3Sozd!5XZMX<9(ag9|+MqKF zRz3g=HmqCb!bV@W-kyfi+t3*e>2Lm8(^qBk`y3Tr=L?YkQT@?Z(+;#hASeC6 zP2@*j{mT!ZhUBXJNAha?3+Hx~s}E?rr-*jwNWMnEVR&H=CoSUEZI}(;p`(=wy{_s;rDG5Ezd0$3CeN;Q8Ye} ziH~B!lv;U5sTs?%Y4CZ>H1Rypkd0lTk4r^oSX={(7c#DyNggtQ1hAti8!1B1dhGjR zpN84+D9Kv7k$B{r_}E;@ia^vta_uyKvu<#0H5wGAY(F%}!|Ngg{>UiBw4Ek%HWA!MX0Qb##i~GS6S~aW$TQ?`nM(v?Xjm-A z6N(Rl=-k`r6yQpy_nr&VXK1j%--;5Sa*#zOq0ySp;Oz6I;r9boCPyeY0Cbz-AlJY5 zhH%jUtk8A)fT*A`l7>;Qt)wWtKkq!l#?~bRJ-TkkU_|(a!c^2e2I(bAiP9#0JWEOD zCZSSlUBY&^9i3AUEfM1q@Hzr7X^9yG(zBr(?P5(fup$|K#Lk7j5$rqZyOJ6`xrBrb zAW;v_hjdgzaW%VrjM;XXKk;SMyZUPG?RxOVjqUE$S7^~lvM#HnYLC$gN>?I<$<(C8D z=ZV|d<=G9S!|8)|UK3f`6PB7lujsq}%mJ=M4L-s1T>&T3M7yea9Rx|3IM=VkUZtO$Q%=LZwzQ z)*-Sg>L1FYP^PyI8Ne@9GXv{C0v^JkEL^~XM<=6JvDo@%eAu!4apNuI1!B4KWfyl1 zW@*gJyE|D8&YP!ov~3FnXe6J_2SaFx;-~T8|PCM%N-;%jBv>A2~-sd z#XP1=$idy%9`h0BzGg+zEG@^|agASK9m|zumsNNeZ-M*>2qX;`vB7QtHe|CpAk^nz z8T_^U9e;!7MH9GxdpFE~VFmrlBNE*(I8o>EoXiWDj6E(r_6-7Xqo^kC?8dXg9(fju zKMm?JeT31=gQyO&mQ~K@B`%_)?tQR@4#6&w!iLu|Qf{Hn^l#8qcJ8v$uCBeCbJ~u| zAX%|vCF`MRht~KB(p|MhX@Nek#-R~k21a7?QjHAI=&AIa5)&t3B_p9!iOFI2wk?P!v~{lDjUD@Q${D-91^R`!Zbj zLQd)OQ;z2a+7c@SncHk*JTWo4O>_p_9u2p`xUe&+j16K!Jgw=k{e=q!8St8L%`DE@ zY^nvGVAEg1`IT?ge4uSpEkmeS&deVT+7?&JN@&QdO~PJ<`86Dg&gcgRKLep#Ra z`6BfL}0l#_91~ywV-~?3u-QTS1kwmF%Tj=E3646L7 z?aFsWLK@FFTo`k`BYj?qrn3gefqR;N5mzQ>)<1XA0rC7k^kM&IHn~Cd0p(5&fG1qH z&g-qxh@pmYz3p4yo~;P^k)v%2X0j+Th=J4@CnXD?PwuSL%f+?E(9P+Zr7#;Rf#LT= z@s8q_Wc~hFLK$~Bz1wg-fe!Fuze4@j>h15Zw}0CV;^B-){falyZ*Z(v5aGs1CNH9x zrBGt^Klrl!mh4${>wqzstcBT*sPl}UFSbG~%F9??tMQsCs=>p&Bp=#oq(%+Ly_E|Y zY}l)F*`D{4+6$>X4vv5;)WV4lohBU`?C2a_#lFNCj(V~fkFT@kLGK4B%yrqTKkVRR ztGXrl`ig(uJl=4^0^b#Lgow<9_LnU9pTR5yubfejnk|0}%R;x6)v;e*toA(cV zQEtW%i#;9@!Pi##TlZ4H0uJrZ=S3js0u$}k&ln&-4y>aqPQlF%r>GYN^RaZSkxk6T z#l7wSsta}TcP{W1AaBzNzr?;3UB72$ndH z(b7U`*YLAdyoDM8L!&C{yc|;J`E}TCHHKf4lb9r9V?tzIdUTT?Z8!MsrxK2-bj?dv zXJ-3m8L@w5S@jmyTb^*6l7E>j7l$lp;cw#Xr%Oep^y3`Xkbx>Ab0Q4OQB&p&D^^QF ztM~0gYTX*mg&L`!Z`K{+9@Bj#PmLWh z3Va;twms zj91qVD$JRTDBTP`b-a(y1{?Y@MQB*6CBPS?C|Rw8l*%M4Nsn7w=sWCderPYgq4lTf z&gep^BVl9rhF$r=*mk-D{JDtl8|n^Tv0+mkpgmrPmT`!*S$q#!q{rN;F~aXc57y$g zwl;so=_|^$m-MXj90XpAAL#j1b$KDAfeeTd^!O-R>qBT~VRHvo25h>qIkiMDRC^N} zG7hQ`DHbH7rHSYFb)~!EiZ@gEeFvdG+jc>&5LmO6slSc>x=Al_I4noEs-nhW{Tjiz zoIO+{sz&JE2Pn2~B<=P{jliKhjPW9sVm0Ogs8w{(;KsPqGJC_VjB3C3B` zb9%|wBS&SCHg6y33SxeBkGW&hgWwk@OAbD>W;E zbe6z9yRKp1NKfF(QC|Lyoe;w1p>&BS=!x4PQnon~?I4}y&Tc=?Nw~3zApB%OuP+RzNWOH}P z%+7?0<%i?5y!xuT~Plhpb zD(+^ZuHXMW4NCpMkHPXWz||*V$=J+#%>=>`}Jp+1TBwp@wb#H8m`!$oKfg`o&Vh z&ttlznSE7+*z9%$`gkd{I_;3d9}1N;Jn9I!c`(k_2`7a~IgA2c1l0<>eMbLGMC*fn zlCz%+GW~*#-2}IEL|gxTw^qmFuLm`D5HpE9t!wJHy^kv!w-LyZN&qb3R>JYfrVP{| ziH~cTb$G@(W0`({qh}Q_W27*KtbD7W7-!&J59G!na@QMWNR1&KIs_#mn`JkZR|C5Tv%zhm`t?7q)VMaoTeBL1BfdYRhLoEqflaJGt$N*uFt zAZ-WqKuLHoBRfqz=(HPyHT8{D_is(j|M2(B9S0wMA7qNW9LP?AW+v<4u)#7&v$&o> z74G84^^Uw2YBNozTc3NP8Xe){qB2)%9!F)b<`*ZSmez18E=Zj9WrKTgUO@bXq~UNP z``(Nv&E9!?v_aFCWHMz%2Od*+MdZ&sK>`WwDMJev$vT$R3>fJ9Q$H7{XI(21pTW}> z6|tRm%tF;naVleYIwD_rE=2h!(M_%`t6OZjB@ypM+WUGPlq4G5wbsf zfiJO%2h$(a4zkmEl<9i5PZvJ$GicmSTWhN}4MH!oWWk*Zy>rL;KDNQlmAHm+;n6Ch z&cFLQd;-72cbCP(*{GD=Ix_l~g&yz8s*|bLUp1!wtI>rWk@w(&}Q&WxSmS z4N3Bz%}I+cK0-J)wMQ`z z&ogE}#=QK!2>4|jzE~>c`T*kBY0$?&q)IDqz_bsX1DiuHE31a-8{ol^h;itrbgyN)EclKQ+7OtqeQl};2jqyp6DCr4Q|+A*G6BR9Cz{P*DP0I>mvM%>c2lT&ZJx<7{~7PJ_#-g+*@GbiFnlUPQUae31#&NM6-rng zp~x=?zE^HaObLj}H>x(wxIPrPgK1g35iTV^v2cNJ zPV%CBl&N4hQe-)qmz39IQm97?X#;}j2@UBgfQKde>Y2L&i$W$*=NQ5hgSQF0mis)} z@ax~%BMbEAo?Fke+bdy!J*K^bMBN`B(VxK=Y|NDi-wyrJUuW;6h?a3meJ~u!+^ckE zGtN7``-8IZE10FvH-JnUgJIMdN!Q#r69FQC4XRRS`42G>>q|DMojz6DwNux*IzTv7 zcBUGe3Z_SKbv|Ap33XJU{c4udU*A!|oa_vIs;K-+);~3eGYn3vJuv{w+Ney|Ky!Ir zH;hzIwBe1F0eVE2ig$MdYVp~^qFf%`{?a-bLEFf6(%N$mjTEDjai26TLPoO8R4>z{ z*(TH~LO=-<+;;QD6^iAqv!I<|-3!qUtOWh{X(Ww_&)elBvu(YV$uhgZ--&3qg&h|? zl#D%`(9DH1Z!4lPbU43cRAVQ#;Pj{Hkj*=5ia~*mv7j?Skt?au!|C3hoHTz7o)0lp zQN^U(@coggtXoN3_VOA-N^gY%Gm4*_&y|R+1Q_-t-ijiQ(Ht;`GLSrGCtCHM-2RUz zYL-rGkekCOf`n*O4!xR}+pTaXC!A4s^JF&yEI*1e#tR$@W^v}{`Jo++n~AgRcqfY>qe=~Kqcx8Cc^0)huYqlG zj$c$`J;`7lIYi>|?e!nyMdH7TCVF8gWPC%q>*2SGyN(~Dq!yG3t5N|x3Ule_ce_hf_D@3Otlmw2fwh6pyO>BR<5r1MFE*% zjmG8>>8hR36nLLXB-&ybmxX$#RN1gAkGXO1q%S5Y$MHNHrkB&z)5&Q1H7&4(0nw+DlMlU%_W_}6Y>zEX1*y2A$IR`N7p6zhSjA+vmP*kFU(7o zA@Eor!P-gb=+Pv0DlBJtYt{bYI#@i15i5!yLU2(ZoVwG;AKp2>m|#D-@*ocf<7&s5 zyD~EkU$v%@+~A}^UD=QX>un7vaj9Etx4zJ0wWb(W#>}1R%5*_c3I+RfkMk~=iCcoN zP*+rXT>^B6RRRM_ObFJKX+_Tum@tAlhoC1kPz|OJdu-2*HU-_rwFO+WNd}%ah-B!L z7FM~46?1%|55}yMm)UBKzIcdxwICx`J7zZ`#YK&aTQI9A(vWu~8niSFFU;m6K{0gp z9k*Xi_-D><4k>@&O6dj=SI2|6NYqz^Re~!Lw#Hkav3V{O`c3w zYXH|jO;-NoG}Wpo2*pjiy6SzEo6P7SBX)XNJ!0zSo9A*3)YxVKaUlo9&578dNB};r3ZYUl zT@H{Q!8en2PS3wZ&&9&zh2ERAm`)jR5y@@w*-6|COrT%ns7&9S!@67s=y26x4->(p z=oklmfjTB&<iT&o`D!H815I% zP}1evzjC&vr`!DXE$^2FVaV?M%~*Ss@Kp>Mp-vZ9EQ$k>rFs*GH)9zyTP5@v9@{@Phs?NjF}W}nauFj6j?!5HjJEt=f8 zlu^jd&4$`EiiT2z)k@<;fB?>@ogpB(K@3rd?AsRD62#9{J5b4up!bak2uedQUq17B z)RbQMwD&O4DXd^$7IRyDsPrOzmyV)#7M>PYtDNB@g<*lkenF#zRSW6Q_hi++a&UX& z6L!ZS<=PeWx6JOYpWN6uzx5^g$2*idrcEp%8debb>K;vR= z*O2+03!E=|V_)PKLM*oh1Q>;iNYPE84qA)D z!$!2np6306{@eHdX3>20<5OjeXrjC?9NsbV1!d+;_DQI+Wv!tDqaNre9bD5R4+;vQ z<~A33z4Jzzp2uEt%J(Mlb(QLH*tFZbUewDurLF6Vxt>-KeS2i@Xw{?5oKYN1fm?mX!~N+E%5jhEFwq& zDSg?;Da+{frXN_tp2=jVX}B9YN;6d3wP(k!m+c=Xrep*gv`64|YqIxBt(zN51)q3- zeXfj^SgKTHGBIUt<_Cd6EvMU{kXF-hM`l2hg9GE!5oshuP3OnFO9CHJTb$V_eDg`= zQal?z!E?_eYhWJS_B|Qpl8gK#o`c+H7YcHi*YyjnnM|*R>wKqCGFyK7-oV#LWLr^C z2qNu~JHt&T8ce$8<;#%#eg5D<+Ou4yS5Ij2ZtYN#BSt*`ce?S0IXVA=q0DazZdqrv zT~r7^4+f~gx0OiMjq~~X)N!!QJM-E;hoBBziit7dGqxT>Ay-yBb?V>Bo&(;E`^woJ z4VKv4e4N&9ue*Zc{<@hdb1+@{x8&;hkfYt|(8wX(zggRi_%J+oUp(M|k7YD==*e zSl(>-^!+$)sjgeXMb*m4#~tOuA8(bquC<;-9U~YAPu~(8yJ4=40 zDThdvE#+=PQa=|e0mcBH$%UMMVHDUq{>G@OSHRF87P(EWz8hXiE?_}m`yOlut^v4S zMQwAHEu}3CrCXFVBY;mYh>x@Gm~eF(jJ+Y^$r4f9aqIEX?L;A<4AO+Na<-XRkVQlI zbYF`B(`mL)gH1Xl_0RxA=XZ%LJ|WQ{o3~bzmGi1xDh{bdCxzr{ok+4rN@kFGW(`Ar z=)|X^6H2^AGoLE<8~_&7P^sRFc$oFDn9vnYzwUeT6Cq7xd1h#FczMQhtqQ1@4^rLL z!-(M7camrb2`%We<|3d?&@iXmT;D5GuTCQ9>ZM4!vk6!xB2yc#ZXx2T>R>uR1{8qK z#Jj!9z;(q)cWu)G1reLy^)#t5jU@&Rm9{Mne-9Hf+2Z4sF>l5C#IO6e<2(L2TN|l> z-+9Ot1bJU$a3vc>y1l(Gtp>D^P{cKpMwYDB80ueI+x*Up&M@tM&~bLs((%mv@hbgZ z#IW0LQ;M=81|Ar2v09LQqN@G%`x@gz0rt^~E8;@;{Al4fgK9bSFh@>U!455Nj0ob; zorQqol65hY^Y{?xnx7S4{(a?Tvh$(}wiWxZ7j!}h`qq<}uCv{^FK{)-u!CR7VN`mw z<7gb1!~(~Ka4Aa7-?FSWi+ZA0CgiQoxR&owT7-2|tcx2JRD(+zBts`R$r`zGQA+7Y zmA`!4Ko5K+vc-VUZq1zZJJsJ1OL z#!H7Jz!la$|Id>ba6CNpj2s@hYtN=ZUY|ogaomdQWD<|DeqKQKL295OQQrBQ5rf4}sI2byrGnRuo&7YR!7>(rbA57QVEiy_l? z$gN>6Z=LG0MH$3NMLCm^^}9p|ld}C_T~5lAhICq12TbnsA-+mbyutT6miI4gMlyzx zDMFp#mJ5AGX7U?)Pu{d3)$v@iB#qxS?^nHDV64r1zCZRS#NDfHms3Nc{`W*|%zg@C z3oR=CpjhV#u*sB;Yq!*+?-rurt=r5~*pIXsqb*1u0()s_mu>+5hkfGKC8Ic+VEYhJ zjYsB{cCkv?W71ED`QAG24i6)Z$#zbkn_;*bQ!lrFC>$Sc1vsi7{W0-t^8*CL|P>?;rj#LW1|7&C#SvV z(<7VI6MuxBB5FyU6czm(_?@OFYx{eKr8Yd(pmaWuLqQGT`r^R#QPyoFy1TgI*>Apj zXXoYq%6e?%R`U%^{poDLD%IN?NxGz0hrS$@T{iMldg;j703Eosi;;EQ{vuiQeDSGr zE|C;?hDW1{Y;|m#@^OAdT@~#+gPi>#YUkU&3(J*C?qfIQVavu_C(bw7P5?*2m{@eH zB6KXK_k-w}N2#P8AmD8Lufk>aK?Et#-X(k&LL&RRfT+(?73-f5t^Ha}wMF@bGb_rW zz<~quK<^fzNJabeM7Rq)J=)S;nM7xutZLa#(bV*v0^66uXAQWyQrK1GPabi{&~l($ zy1waEPC4*0M;u%a}9dd)*quDf3{rtfiZ^W(}q1(z>JEkRJ81ommW++ zW3$Pv|M-;{PWUXz{x(_A$?wCZjB6*J48+cG9@2!zyX9|hFfiVs+g4 z{HsNq=Cb^Gu`T@=FssZi$+>s0pLi8Y>kLvq+RG}o_-WYwZ$+LWteU@eZ(0bn4}`6U z7B8k`_1Uyf%RL4!L>xXva~CUjjmxyju2c(hBh3S;Cpdo4_%9uSe2*fv@@s9b2?kFW z-Ha_oE6#j!@b;%d?3ngrBSJiDVTO?Rk!+U=wteEg3*j;3)evsqy@&Y~RI zQLQLNxGFMj0v4Z%t-v3eXQw#27R{H;yWZxr6%pVjK1I-CLmxu2QJ+hd0SUKf zSWX&PB&&e^XuoNBbuQ%(2e{Kp#ebcSj_e$!5FSQ(^2ih6)5bP*@ zNVo;dYPR)50${{Cp@ZYDGi7FL0uaSJVHC) zm7k3z3l|)-llBfh?bI9O>;q)Cc0s6!S)23o*)R+XUlah^8mHe?d*38X7J2XWMr5wW z?5yUXa$^XQ52AYdT3+E~hE6O*tn4s)JtlEo^mM{TtKAfM^7V6gwI{jJj^a{B>Ro-V zJDDx>KidCx<$o@}Z<8DS=4_!iSa@pM0>=G6_j^84;iJdcza10dJaunWd&$3?XRU@; z?jQ!$X9R49`G%ryNlqZ}*#&9|EVKMV-!b6r?L-8NInAbWr&V(MD$hR_e)*QKxMVtl zvZ-$0UEJvj1@(=xPfPG3Wr3|9IjJk7D-!84zO>;KACHNEn(YQQFT4EY^0HX}CRzT{ ztN$KM{NypG6UfUrxv){ zk>7d>BazLj@lwb8)$)+9`FrIB)st?AB-X;c@mb>AC##pf{O?^xU&Ud_`QY}hu>*^O z-Mn|3DzCg8&^q+u5v3Yqzu~#yvKua?F^RGYzfW!VliaS)ZKv&M@+Y(XG$cz)#B31F z2Tm7dX>hvjvoaBCOa0G7?KI4lfhx1HKSs^_fWLzYpok}_b)S-QVfZ}acSw7D1= z+${A3l-QH|!#q&tTG31fHGj_B_LX}VPLvV~1LYW^=NzeCVio$Y+xti+w74Xc6`am! z7Y%KNN7k$}T#mx?u+^S19mvg8P!5b5U@M3io>Vi6^cr<35X5QV3KhFs4=O=wV>DpY z=%J4wGazSQ=`v{<14JXG8-Z~|=8AbTl=Y;SnhB1|aEmIHrHUfBgo?U#5WUU}o)dq1 zp?)tfCn;r~G*W!42ZX!E|6`8pe3u2&vdw!rhu~#E>EJd%o!=08ZduTPC)B6_kHGli z+O*djRPsV=-1yh5UeYqom!R_)h&=kXir8H?wP#%lzmj+kp&KvoUC*)~+F7>qyw;~C zbXctWVd`PZVpqQv?(ENP6rCNp@O2OQl~4IOAqdz9>$Fk_dPE$L9h;|IF(}FlI4PIn z8UjTvCLrCVXL{pqRfwAgK(oZSt+-=n4Tb8^y15}Mq02zJx-HbB#T-zk@=<4biljB! zYR*@0`XO+MT$*)A_46mHYTbJR$sbgy#y0ZceoeNsClwfXOK|CY44TLrTOCrtOxbiX z7Ns-m^SGJ;P!nO(VwlGj7X7>ObV8%cRo-(fs_$1)k}UuzTf^%%7-W(nb$T${@bx2m48E|^RAt(*Ec15+HBDq&!WfLa4Ep0Ma`~c>U(;WyyxC>%`ho!GR4X8%r<=O; zl~2vz&jzSY9fv+@u#*s4C?PHCnGsl*Z?Dm_4@~ObxHr)lLin-~W*%PrK20P#(Q3hs ze0F#1-%uD{^r{Y5+Ee>8LM;MrRkiU(cUl$ZvFWG9Q(Sq^?m{CRIF&N`*^|v1tT;vx6k1(5?}f$A_G8&c zw{4iO`|igE^BV#r8nO4-SF;8>;0_Fba5lTPUdmYAsfb`P`ZiVX=XTz|7o@s(uyX## z21s`r%)bAya)y(?LgM)tshfpKPK3dxEaK9^8a&CsJ!w^RsPWm>0M37b6ZU#*FAZSO z0Y()InNWRKSK|b0gO7$|xIYvU79TdT!?Ag6eu6U0J7`Q;N)!6dF`=>3**=-cLAN0B z;u+810sEEZJmfXvC);Js@8j5iE?GX_Uek8DJi|=w^3R5dLC+MsO-#J5SqjK@XuB91 zp55OcO$rUha84e2xDTwGteKqxGEQdZpC!-`+>w%q&AebH42-G}86lQ0^KG{TLYg86 zf-k)`zEreS=Em`Q8<5|97A{xx7hSN>4JVzs>^;%R3Do zBQKlLS!y&y3aSRTkuw$p-K%uWM|Kzvy}Ow_)j{ANo}`n$4_)59*&AhsmtE6|g|8)~ zqnQ5DMKGdWJqQ{a`hJ+*7uV2RX>9@g#TmbIS5hJYktx372|b#NBom(SmH-6zVRc6= zviE|@0KL$kN+-k)V8L|@j4hWVO`_u%G-ckqNUq-i;lV}&_hw6&QbER=3$b4ZaJGIh zO9dkeAmDyyE-E1G>0g%m_^oUI%1D^w#fqI+0-?9Klp*BL3S;;@*$gl!#PVAYBAeC> z=tItso#A`wkoXcR#Ce|ZnYbh)!WQm?uvw9t7hQ$l;3XYvsWnVR=jN~HqZCt;f%ALS zJ(zM3g;rWsq*Iyw1`7GR%i!6Nj(R4%Z>n8=8Lp70!)}<6KLW$fLW3f(Rx7|y zHSatv|2ZBW1+Pkx+ad$F%+h5;J>fL##GrOgqmlb9;5|_`q3#}TH&3_)?+7QMEcik- zJZny8qs_r7*g*R+<%fzoD%w?ADWY`SD6QmTKpR1?8itBtOVH*e}!?p>+DqwS;TAiF>=X9%AFe*vEQ%;0us=bS7_mZIaWm|+=XqWyy z?d}0f6{LD?bw#*o7|n4u#9kU#3zp{!*Z6ibB%a_@HNg4T?3c1$bPwvd;#I;v8E9W@ zj@Xh(FP)Y5xBaql-f>dE$;;)H$cb~|;4yGKRW!3NB$clJZ&a<+Sq&EJcp3dL1>v7;k?r!dDw95+nnZkfWUYF5J0Lv%)&=05JrzyY)Sm`)zI!J4&$Qx=C}C-L>|JZVTjMmo6S< zJ|KM1At50Gu7zR8#V?#Yp<&!M^kh2fZu01F(*|hKmPTiSNw=+;zs_w9TFl@q6B&p- zkTTF!w||2jh?HDa1UmOt}b3xV}>az1xBw*s~~^`t)_7Uoiwc0cZCJ{ z=e+sreWn;Tx7{lHgD6ulvp%9&4Xkc-4h)}c>6;Q}K9SUFpnil;fz#qeDu{1?7h3xT zVofXcT>g?vO)wB>$vN1a?~42gS^g@(mg+Vt8x`kh7{mru=2hY~{lUF!G>8P#KWi%tI( zIA~D2vh-8)V~=T3zK8B|@ojhv&}mzq+6ld{lBMS)8RqGEil{3Yn>u(VZ~j9Qq|c>0bq ztTS=H3JkvoJQt17wGRBZrpm!1p8m!5HIVJWyx)PMnn}o#)r!G?%k7OeGtFO>>|0TP z_~%ly6OiNSvC?d$#XZ4qk-xeg9Ag$h)XjsQ-NbW)n^hfbvtp~e1ssAH`vRSNN#-2` ziW2<8(z`s;r7T)OwL_;(F7B$p;vkarZjW1ql?Joa%X8|4p*O-|UQ7aEpyv2TC)M(c z`zj?mrB)$x5h~;li_B_eLqMz|ENlO&WEt zP6!euEf?V~p38v@?PLhA(es0V+@_Y!u?;K$RqF_?U9s)bZX&l!$K~2s>szH^Y3HkN z0Wvr$*CZ;pTQ z)U2$zd%elLbN1q}*eLB8Sz5GwC`O`7L&0{>d1NAvHreFW#yEE%ab%J`62B>LKDUlw ze7W^j$n4QyQj@Bz4^ay(NO<{uvMp}NMJJy>cHWEJSZ5I#{}AjQo8L|dEa1$DK|UdN zBX5UQ?qmc=_gSjRGJ=Fao|OfZpO;|kr5&|q3J9_ds70z}PPVI=2+^wLPdcAF8r4DZ zg2rw~t5w^?KL<47#nX%$7iqe)3g}FhOQgMncx5vlekPUBqKNM7nxcU7alLRm z2T5eCO+f#xC48AQ|w~^a>#9 zHUAs)81FG?9E~iJNBX@;3=wx#K9xBESBsu0oQUz(cTTGz<#Rw}h}Vj8GR>IK@}x>s z#ppzO{~1(fok}sBYdfAEEN97Mut&p0icz(%z{pBmX`U!BsBn(TaC)igi`0Miiy-5W z@o^P!&q6auWq5BxKD6OiBHFgxD7Aj5f5)=>!|LETQew+mds zgxs09HpC>S3!=yw7t3l0{vTC`6Rq|ias)^(?m|9eT*%mg3}cC2m=gygMKul)xZsjx zGoCPyBQAk%jM8qdm&HCCs^g5n{4e5*6`ijflU^n*Hd9GzFTeTB|(mTa#53EcPw>V=^Qqb z2Nm*WHw*64jQ+s)*!+a`?YEJ-Wa!2d<`)a&=r$pSKm)MQeVV09ksx^sU4MDtN zl{6&U@~#;Ts6Eeqq>e|Yr5%E#FJ`M*pw}m;+Y=O9djg-`qRKO~0`f>=(3puq1`Q<{ zV=-KKV)NlhgZxfP7r}+}2%CGqXF7lq*sAmCm&DLz$I9Ty2@UTeP^(3s3kOba7Z|pd zehWBjVF$nVMy}?GV~lh5@3Kq|X{wiw;ERPyP_5uJrFoR8JSi}a~UnK)88JZ2Kw)< zS@F=gb4KHfbO^#1@)U%nbevi_8-c5;wU8#;e`TeBCj^`)v=du!+FAl^F=$-8mqmi9 zqA@nvr6udp?1$LhHF0^^M$e6UW*DkVmCumP%`)8+TFck3zREz1X!25aLM|u`B8|LQ zJ>`RZZ(_6bm%yD4)AYsz4IIQUx7he8;LT8e_v((J@YfV9n>#G~X_qqoVr27VX%{8|Y4niUFOyv$CGi9)pD7geZ#g zB}x9h!q{{T9tRo;=@sc{1-L4N8*!249{oLxNQE8cm6@VNPG_l%K^vf(yqrPTw9BB5 zu@sP=%oxLYvSkf+n*F7zx}8_MyT)?;rJ;%H#9dOIc~L~Ae?p7v zUg+)xWPl`BgD}3rm^KF}a?qNSpe=gS-c#yHv+^<6K?*19FC+hqbhS%YLgI%T10!Ze zrz&k7@6P_-1uf?8wxMjXC~8({Qo2zl#*pE9Wy3l4~8_V$k6-TuVa>%p1DCVMj$HHbcm zLiJ$={uF;04DbHG;r)MfegxtV3ZFKuKFEwZeW60Tm!S-avF{TjzdEVZg2gM){e<9i z^a3(ndWj8f$>rll)qgs8Vg0tdB82kC;H0D$Cu3F!cdBhgSJ+u6>E1RC=6;K8O~rL z^CxA3H|Og4B9r4P+4#f1SxJs79r6%HhpG%SE^FXLeZsuUp@b~D6rgdq(NQlZ*5kZ> z<@A>6MLgf&LH72kcx(uQ|J~#4|Y$k6n@N;(xCjWLn z@wq{O0r~r)U8ND%Xavf}hxPoe?d8Wb)*h}v1c&Wr*ZY1}Td;7R#S(6wRa%VgKq+Ub zdDxGCN@f9(JaFAQ$OE{OO3VGuU1w+TCMC(vK4Gws4O0GJOxF28DKy z;1+a`TuIs7FM>3D=)PVEBn+HByA=9ekZ?}}K^r!q znr!etmLI2|^`M7%7{JLe3?NR4({ERYeNj-%dbnl3gjzE3GpnYjc;CPF@l8Ld#9xFu zs@E%>RKUyYqKWCk(+P1JgxOc-59>@*s3MiHm_)mf_gKw^Ttr3SLV8o-mvIE~uqTA^t8LdlAGUM!K(pGMkHVeFyhJCD2?_{+VtX#F zn-7SaC^Xq%G`vYUV+OAflA$^l^)JGDJfYpU^#&q(;HZR=m}2_lrjCfip!m8uW;1CJ z_};o9;7EYY6h!&W=*jMifNCP3dT!12@B2$X@*|+0hRZO*(v8w^VQwc>Yy|&B7<)ve z0GZaE4(y~{L@z?-0?N_Cubmy8t6z(JC;8?ZgG_#GM4*sRDPpH*(kN)dIWWU$;YbLt z%h|HJp5J`$(#o@2I&D9&1>(^qr5-win~^TfeHk!Lo>UFJ)(+p*GTqsmQTE1afFALu z&7w=TI%o+Bd7-99h?wo8Q|Gc+7A+~(Fr{NnJM@N1`U2J>!s@D zy~NWMm=9RHybti;*Wk##U%t6p0RFsh0a>F64wc1oXFiIR@hv3;)9?Q=M|HwSs% zBgAzYn|24%fRBHR4JXkqzLx>gFy99W;+P!Kdyk%$Z4BCjt$63OkDxgSWWk4G;Z#tz z%tJ$bYmgf@eA3lW)_!IPVB8d{(d zy{g*5rdFeAFyMMXa27y~_6HtqBsld#Tp)emhMRg*&-8<*^~IA&ujbf&LLe;nAyg(+ zjeJ2N4mYcl{ygeUN{DQhY(%u6hwVelNxS`0BL=Yn*P-Qmh?{3!7u2LnUj^Qw_`-ff zPCUmotJ)9E?&sz@a5<>cGl4wX#(MJ9!G%IoDHWUJK|5ULLG&z;f_~6sAyoX)L<|4+ znb-wJcznSK$siZigNY(EuPuIH5#eW^H^NyPns5%-Hh>NN392L|!!wv8weobTk+Eax zHpM#MhGHtlA$EoR1K%03d4@w&MoL@6Gd9s{a923;%Jk@EePA$AtBpMO#=+;!v$DK^ zMO+L}KEhx>_3y4cZs!fo24W{Eh#ceu0{BSJmHF)XQy|Zd=LS&?x=3veM_gaouSFMm z$tL&mq`A)DX(R*WOiyN3chTTBDJ!}P{+RYna16)cVNRJDEIpVASgcC#Fu)5t>U!|y7{w1rkrxq1PxF-H0x_D>Q(W3H=XStyn z>(sPjwnSV&ABOw+L=0OJ`}@FItvy>+{|7S{ifR=;oTOc?iUuNSE=8p4`0+l!gD_;j z=yx<9Q8;~XBJR|Vt1Gx@gHI^l4E4fR&_Yp{a+h&F6iU-#UIO;ynon#y`Xe*JkM+(@{A+Tg2lw?C*|+(@zwrJ)x_`HPeNT^kmj!|MEt>|W@ssm`! zHZBPq+}+(FxI=JvcXxN!;O-6qf*jo4-QC@SyB_%Se_MO8TeVj+)7{n8cT+Xp^SpvC zAAGM%K3o3IrnNH$f|h$YFPWXoxdF(8J(yjfqt2f45f_aP1D3g?vD780-vjZfAe%aR z_l|o7Yr)MGV6jkc*%3JGwBXdkgIvo|F?07^J<(cTAw^%pA35(O_(aAg;2lsf(1TGu=6^iW*~8zUK(7-E^`CY_DJ4jr+liQew@3N&3Z$A_oRi?MXM;4`@N+okd~o7LTW!bn?z!psVvai@ z%d$9#+btg5@9a=!`ukmL-O(fO8%LPZQ}-G2EuB0LNby@WBEiatey!$eaAm+_udR4( z*+{6zb|q%EG=}V)awS|(Cx5I#!nmvWCKI43{d5$~{#@F?Z)VFn&bCi8E_xlBFTkH8 zL&#}lSEv?m>S6|CTL9L+d;a>an+1+92Qlbuh!iuakF`_Zh4$?7P`9E(%8^a^XhTg4 zhAb=I`pO3u8I41;3*{`6&-vR%Y(cWv&_Q|xq)jR6oF4dHQN(G7=k_r>_G09EH-v3{ zveuv+D*iH8s@JCDZ28w^pa?qF%tzby&ji+N&2FIa3I|Cd@3gzDSPk`*$0wAX4qS8q znBfz45SLLzijEZhQ&G#&p*gC{^!E`SW`Op^_FhBQR-Pl+q68MmQJ<=(C_qr8lGg)i(;2jITVI>HsesJVbmQA*K~ec73B zp&n-dde~}^zIDeKVuZnpyX0{O-<&pILt;N;=qw1`!C5b{(5~z~21hZin64aPqn^2$ zsR(ta*v3Tvo9lQ2SzB&`@1l=ptqgK@heSM&wi4KYWLJ8zXMjH%=gqqZTL_BBonE{x zzs-3vKoB*)o+=A>k@X>sYDuGQPS-k&pCZS?cBUD=t*SVP>Dvj{Q$4%UB=w;A$7rA+hU z#h!K>)oSptmsTCycN1I3ar2zvE8<5W0rLTFFFM0z`nPBRbY@m2wq4I;$QrcE^v@(a z`Dfx{qC0S?2ultC76+j@%fm}dK@|qWEgGz5%%<^m0l2>TK8hdPgd!M&jZo@prbU%e zS!2V&{qTaTOaRzT+uQ-icn#B=N#&*5vo6xRNQeY%8fzfq8XP!f6ztosX7l;Xi4IhT zhQLg0Z|F@`;c_4dV%`SlCJiolm5OD0#s5MUarn>fUnsSaE2mjav*XuBr6%%>j!gq! ze$HkK730=6Xmd8T>b9xMz$)e_qi=61)3*+}U&o=SHJP9h$Pv!PP|C>(nn*zhN(>sQk_U0pv@ym(&I$znVe9-V#j$^33GYAr{lVZhn=h&sgGg}kVJV2 zSO0?6;}0)iLc$@+xT@ZTorioK+Q=?r|H^d!C9i;Rk ziJp?%d|W-3i1Sf-?nS1f)?R&33fs_w$EmM8-?z_bql6+>JDKCmIzCJW>)8HHJnb$u z8wWCwVo_65W)U~jfdOCnw{qT@U#&L)Fut}hg()Y?Pk|?SxH&DbRa<*@dJl6+EmRpWl)>!O5~@K3uE%Pn0mMyHPP1$7iQ1c zTe|A(+5RoWQRsAe1dOm+e`X&e129*sT~;wA|28)0P7c!grxQ5@wpWL}Y=|t{vSGw% zt!W^9GGR5sui|oGQ}E~;OZ_V#O9Qx9)q1+_U_ z;@|eKJSaly4&C`VKh_VVbUv?I3EotV3bgGQBL`rZzc5UMw9)9t)PP?vkpvs!87E}6 z%S{v)8%8&$C(}|zw?aCqZp6Gg875k2Ai#>U{l!!)_q0+(o!wd**mls(tkh0URCa9; zn1RPVI~p4V?7+IC_sIJqj(cLZ%@On?{qprd@rQ*A>Ox(+Yzz_Z*OxnrubX{QQ{~_h zW^w2DkyT_Yr4QjQX#+ zl{ozccaY`BxaaB|-Gg6{-X0xQzM@zM6K1TF1aXQP?@*NI+wl)1YBF5er)@s5ht&`7G$h3_AzY<0u<#K0pa_8fyP^foVpc3(7@ertuX53(tjRzhfepJ>uV{ z)ee%B0RVa6gx0QjOf_DBZZ^(ReA5LZ6Zk2+wyAl{DkB|In;>`tVZqT#tFH{SPG+P| z{BeVUBVuM7h0Yan>t{NiT`e8s8jLZf=~v(|AL2X;*f-c5<7`2`@wh!VW-qC z6p96sz2coIOH`W+&wVX-E=okiJu(vZI}?W6QdP|F}iH(V`>NKz)v^6s%_BP<7bitSa4 z*vjBtqj4J?2A7jn+xgi9_z_?83i|k94AkuIh7uvQ#}LtPiI}Z9IUMHug}?x~c_aJx zT;BygEx#g`y!M&QFXH<*aqJ$r11zHt(inr#+h}Hglwqd+m;Y_-hC4XxA5UgXVLN9Mlp^{{$Z#WM*2{ms{ znDmhhJL9IBjQ-2B;9A$!LcEf?M$+BRF^-=T{u|d>pqiD7ojJ3KR_FoIxaYpmrp&L2 zj3;4Ox1XIgtvr!G;fZjr_?sbpprT8P4q^E<;~+cLwIw9j+~LF_v&pRm5JvL2NQ!@j(v_`jdjyQ8Ji*5~%$jXB=d-%}Q3#y)hb*Cz zY@HFqDGbW9%aP1?J%g@C3XiFkEY&GNNz9^Fw?lBVrBaNlG%=8$cx{IY_WQdDQzcP_ zizV>19zuwIZ#HbsyA#aK=?o6#m)UyN>;VFe&Q$4LAjii<Y-X0ac3oH zG7_6s5Zra$zB=!Zh>UE+wkJ$i9~#2E9P#IxvlWXb{`6t~NW(bW)T-0!3whkhJfvBQ zWD#~W@FT(E_Wm|5OUe!T)RmgPX3Rx;+i(6Gk;)>*`HmLyUlT}{CT0@}u-p5kjnDK1 z&TV8R{LWl`1x9~zh?Lx_fi2xA^@W;{wT|0ZDtan+nwUE;-%w)Q!M0Jx zClqO=PMsqQn~&5g{w%dG()!F4cXhJ_KJ?Yj_dx4=(HJi<>DC%KRDjcD5Ke7?)P<{OWB6Z zc^m=!wPcrKlO?N9cu!(<+m|s1j}2?a#Ul)ig)NIH_P<9Vzy@7<+X+t?T{LCD5cwS3 zMV@SSZXVlWSv{hFf$!3}_#3IavKNo{^Re$MEIe(a>e2&EFC}+zOmdJ+QakF(^37=! zI8C=;K$WArnSrrcAqInb&B_=ECnGvAvyN}_&dEXySikRX?B6T6*WePQ{oGYIe2ixN zAf%Rlk8Ka>Yg^X`X7n5PnMq?1au*SiKk8b*#|%v%#zmCSN*Wbl`urxx8l`rO{gj4) z^3M89SPbdVZ9f0~=tm`j1t_%UDAJLa`&%1b-FC?29FDpoS0*Z5-XQ$Eq zOWRz0!AxXc!39IV!zIcO-|n=N^G~5-79U;YN+GbAnk*q->2rnYS8RwsR`JAyyVo?% z^PLfSqiQkplqtPaEK!-{Px7)RYE)1WL7^~?gO6DP3-bUV+Z(ABLcEp>31FD=rMKaR z5zBQHDq#Yx4%PQ~85DtcyE$bEu;$@RGAWR2HP>EEG>|SwZ9STu2+XBT7_cQ)kd6vx zIV6)<{0aZdjr>=NBx=+3K5b_odjJGLX>|jF7sgxg5m(WW{9}{L4(k%~z-P6iQ!`-n zIP_N=&bCl9nf(24MQ?lw5upWhOeV&Kx>S{Ly_K=iYjD@~Zd)tWRSSuwXc)*J_l#;VO3;8Qdci79$*wU5|Ch;6kJ#E zY&l?@fudr~8GRgzMJX3z5Yx=O(1zJ=lf`aOs;EbqXhhHPvGM2LYv$KrLTd%zZ@okw zoOB@QIKC}U)a$LQOuYQsAI+Mj;p1iGG0M-`cu|V9)pe{lXM9Apq@WkHz>~)(Jg$a+ zp~(Tm{f=GA)_|WMfe-VE0m;~oH32VF$30G&%5v}?i4Xpv^a_!Mze<;20v1GnfiI7M zq)No^DC8?${9@yKEH*P(k2`cJ&ouXia~tFN4ids^3{~fwsN+LWqzl``ktQ*Wk#?Ad zn>?QVg=%Q*6qMC36YqTjr>ZbfLUg!@$HZ3*0XwSsWSl!{3*RYu7;A z>g1oOgq$P0$r$d9YwKToxti7kVVq~gT{-v439l~>I{l%UOQ7$A=kz7>26xYrxVJxH zd0!~Tl-a`q#DU#P^jf;h%ao8mm`~V4{Ts%Q+G1n^P5XOGdBRhuLUt6%T=(KQA*2|g zXW3sKa0TW06Hbsu?Q7>?j^(wR&s5+gSAm*Df#6ZY1K5M%1}7vDp+AiX#h-1#f+Vq6 z{p~wCr4)n`W1WzMDZimSR9-YrVBiQl6-&kXlN5+Dsy9R4)@+OU%of(mq_bNI^>GWF z-t-0;H#n!FIV3hz(47yD;N{5Na?H97>e$-*{&mW^rIyZY7|zNZ-c`ZO!s#iDpEA~#4mj85`ZN@9|}6PN0y9{Z0m z|9_nRg#?gG-zjX#52mDLnH@FO#C1RR*zPbRH2~grEPnV3tF&b<-SJp%h~eS+`FZno zIycz5voFmNj%J?FoXet!dhGRj1RT($zBNA|#W?T%v}9>)^#($y7Vuwmom&$LR&sxE zu3H=)=MZ3#i;5Tji}k2U6Rc6x%dKd_D@Y z3;Ctrei`C?5%4P|bTSrn{_O6GdAKzAvGp22;vKL?0tDD=B6sy%wD%Y{_lkA|tXf?l z*j9g2cCkAB3!*X_cjGDW5_`qx$h<`;g&2>zROJSENkvU-T|w; zWAeT;uM5BgV~P~dfHiPIqLSwb0?Osxovt2#Mo#_O$8CcijckhfZ_HhSm!{!HUynZN z{e3xApnq$pbByMWK@XNJZT`v1^%e=6!|4^$IhSDX7SZw;^&M40$IjDeq%>$FU2Iu> zedp6SAu41OWW_|sl63c;zKugrOPB;2kjJz6STpEJakT8BSrgPyj$kY^ow??83qHh- zxtihhah}AFxl(w)m=kx1xr)yn*oXRD^1m+E+nGJjKkk3Hpki(}z*9Fse=-nk5rHOL z-Kxp|e%A^a`~K+i9cn_p>TivUk3}5giowWJ40d1s<;tI}I88zL5s;Au7|(3SQ<-1i zG|`Lpml+dP8TH1?0+6A89Zwpx0NkXGkP7gkE`2^Y58$R5`oj`}g#R3&H`gCGWYyze zowUUn^Ll=wKED$2FBcPyG~&fmnU>SWOypU7E^|QaZAd4`NTUSf#y-F2A_~D|>Fv#| zhBtB~X#2A^Kfxp)^ilt$k80W(u-^Zr#s`!Sh0@#e$O zbW7C#R0fK{cggG7vHRm97<#$VF=a|-F7&ld7IlKg^4^q;;eI@m)zi#Me;s5nWuVih zZ3sd`-pJR<;SL0w^0zzE_dw7BuLoHXA)p07n7%J`qbY0l0DvQm5QOi3jv5MJzM!`@ zX8FU5vzq+MufLbEZl7n^Lbv<(J^sL}N}Pq@^OYHnEYyFkHy2fx^uRTL(B?V(i$bqe zzv-MRjt4N# zv$Oi&vHu*^@c7y?YOU|3p=Thv-T5{ER%Lup8ibSm!Dh;JU}1l!5$fcU`~fIUpc(HQ z*dZC7G_?K%l%j_{J5uz7&`^YM`+l|$8#XBTw8tpD7pEoPlmrb!y$NtyHuWW!< zAI=s+_|NOeC>>Y9(2E(i!E40L)0G*ua^>-ClaKqDZMakoke@3`(T&Qo0q`%g0nw8I z@LLWCN~;0TI;32H{v!Q+?w+6hLP2B5JyLks04N>DKt8s7onURwZwCVW8IIv^^_NhE zd@I7H{*vgq-z%uzKT=sBR#+f>rh?}4N}D&nkN+5uOy zqq+P4QP52!f=AbZ|L6}uxi7bK{oa|t6927s=Lr(C=1)u|5_PQNkRJOjG8gjY9nupW_c?t`gMhN5}Y5wCY2F$`<)a|iGx^>JLS_kZc|NN!qsU{zf}hHyRm zrR8Q-JtHdB(9-YEp4OY75UWjd-^~Db=-cBzDF|D+Yg46@)dm5T2>;yK?S1)HUu%0*qp8X`oNPGwi#094q=x1yzPKW6$G0j6A| zg6w{MR@3uoGb~z4WjJ?NA=-0a$l$0<0=Q#}L>v2uq2A?m2h@dFjIH;8cC$lr7X zA9NIp!WGyIQXTGZ48mf92*qO<>gFf~4)0KkOOcK3Q{GQE&R}Y3+xpD|PS_&A<4~%W zITQSnHjDXeOt>37u>!YDe-<88iT#;CwK z-Q3~WmiEA&hxai;CU^PV?%kC3Z-k6qfHmSqVPLf04$dh1Wq^2Brc+Dc2oG%2gGqi?}f{vVVG7|{qPPCC3U>A>{6@mba4Ec%8%@IaeVpJYh<*YSe6R^8Y{@h0O=i;;*kfg@lU`o8~%htQ#--IMnZ$b>h-J#7lJeE63O zpaBR(6r2jI>>$798cV@RuA{5X=jQy$ak`1;P71h237^D%Iyk3t>dijC^H84X2STRb zkbHI;v?8AudcB~iZU}n3dDbbIA40$`z%0b}cN}$>iSvJ6{m2;V8p(KFjt1ag2szG_ z5I-ez0Qj^TswDZ-S~ZdIO@`-W5b(Sd@I!D`j@EoHp1WV?5trE&H_In0=*;B5-Ar=< zGAZ3(x1VZRpbHVgR9C^#4Z=6}Y9Uf1{5~H!CZPHCmng<~PXs=lt9e(#@C9k?@;Cu< zCKr9~NWp_MJcJi2p2d;6D<@+~aOG=tyAV%>I#gEeggtobn9;U7!3L}f${qkcyf#0Ryt=>~vI>DW#FBFp@P5?)Zhe0k6)7k)@?yq^_ul4! zfG`biryr~zTvA#C&)eC&+t+L}GWn>;#-KX#uKyE`XnvyOU;F2!gBK z3N+5*YJs`-t$fZ{Ob=sIq?@UQVEx-h>Jqhf@A6E7*eb@;H5bY!Lmtu~V8$!hAsOgv zFuTHr0iU2_w+m)#9UzqA=f67m93zKn%+1mUm$qC*9i$g@Di@P*)4Vi&vRA|OK9zye zhI&H+Tf$2nF)TYPXN1PPDti~AlQVpH{8k3t7RG4`;{h?IU}XQ80xF$6Om;x**q_Wf zHy*D#f6czU^JalOB582J4x`&;czepHVe``b`C+P&!Q;&bxc7(2sukVRF?o|k>6|7Y zuMK1M1aw0F=Fp=tb%yS$B=E)-vRXGS1qd}s?&%Wa97EI)me4!0tR&*^9Ve`s0+~yn z(KM(vaX&6&D(gs*Q3RJAJLg5FkFseO&r4Lo zYwFLwmbWD)S`Lf0Fbq&6+|X4o?ojlNZ2i*}6pfr+IN13i_qlXmaw)Olp23$FM>)tF z(<6PT-yjd~A2^jt!G57ynM^94-S|Fi-!ax&nymN{gnkv+zH#5?IF3Y!&9GkEBaGJ> zG{PLsc}_sfIiUWu+`j`efowJrLpjS(CZq55PyaOV%emxmM+LB%MsSVS6X3HYOkVkH zCu_@c(k52ja&6v^OsMl*5aqsXi#>~)ZBVqs7rm;y$0E14UK;S|LzSu0x%nA=ZLU!=2~FG&-YPJ+hUDmcv2Xz@eU~Z_Mm)< z7?YAgwrjE6?+!84;_U3bu*ECMF>bY@Yvn5MA}-?-tR0XzPV88X;NJOEFC6FrVwWf@ z6!5{Bz@Ov;xto6OxC;BF-+fuqd=YFZQ>SaQCeKQDdk_={gkXv{QvBM~L9&+Y6&djz(wNtYr4 zj=W{-%S`u|o5TDxhyN_sH%>Gq87+`KaQ(fYSjPvH`8@?~U$|gg4`n7}KU?79T{usx zgRXDbKFatAKEZ5)aKnjHGJ43m*_H#=rfUNx2!Z8f93E?fPv}Nk@2%-7~)^ zko=G ze=OOeZ-iPEnF|Dl>|B$EAnJCIV-YQdsJb4N-o}s*tr>T zBHps)g-*}~lEKS->d$%8d53!x7}T-aZ{YTOB3BG75?gvYwbK|mn%@O9-^TW3U40ogcGOZWiFo+)eV%&N19E|@#TT_er^4Oci zU$Kg5TJpBDi+Rz9ryX${Vb6x%dQXxL$*B*{H!-~i=Qsh5YTp5{SFUjO+x$D3!?j15 zPJP!iShjJzp%W~`zHx5*a^RRK2yF918K`&VUGamA;-z)+sDLuXe0aQa$GXFCa28Ctc%^HOva5=DM-)~SY5*1g%kcu zm}4YN$~r?oz?AfT>3jdjcgv_9S=s ziSm0wL!?u6H-A6O!wx<5ZR;#a8EjXh-yG}K0#FWx8&7oU8e@xlF$HHoFTmT1uQp)Xdv<<$#9S$fS}BIxC2%r${-IK z5jK^=B9Y&Da#j=!OJN3^rh*djFiIMeC7pB=&;SoSb*dl(&s#;J>9IfH?0q+#7mDrM zk-ELgk8nRXJN`_sc<~+g_J_Ik`gPR_-xK?kcH_DOomhhEtm8=wg9s8sR$I`pdwMr@ zA}Sep%LuvS(j6-yB=U0yrzqnIO?OslFot(=mG_*HbkVf6^(HvVn6+BuyUI~>9!qfZ z(e5Nf)x{dy5uWhYp|&8$&4-Sl?(XR~Ov?f9m)!9-JP%%Lxs8X(HGDj-uboi~*x@Op zPY}Kg?E!yo5fhxDIjJsTy*%@rbu3A6rpK_NnW}}sYnJfy#1IRyv+klbIU{};A!9Sn z6n<7VwsaZEQ$!9?X#E3Tqxo^nkh^?aVqcA6Db;&s1tZ2ii<+8&v~i+;6*V^i^FuiybD`#r|sWUE>t|>lS|Ln>c(g20u+~{24#wZ zf#4g{aGQ(h{?6nKdg9J%lQ-zehd;UV)v9Y?8j-n=$Ls~pC9j%$cx0}@yJXB9rEgS~ z*B$0i3yX`E^&K6$qasnQFaK#XqFUWTstPOi{>h!0WQf}6Ft15ql^z6+f{M`m#->T^ z-Zhs)Cm!Ydn7CvlRQA#U#_Lx_4XMJbAiHc$`((2igi;R2%W*itVszD#i+7ck*C$9lM{Q-xG& zcYT7g!vG=@ZXz}5)BFP?;xCg0=<(@4M-jPQ3?Jl2BJ5QAdV2nF_X8OiTDdvUO)s2Yb(LW+p|u(+259Aq8H#s} zgs7WxYUf3}+e)vnaKOmm)-);uf^8QQU(4b}9%Ge=f}}zhxk- zM4m@L)&{^RM%u?Y~>9_*sr+R2HK~I9g>OiLXFl z^U(PSmIDacWf@Y`t+Me)fVmybu!P`;Q5?%i4GEs4r-Bos$7O!(O34-9fL=U^LkB zpUAMI_Yonma@NZRx!YY`-fm58oELhy{9mtD(&#h*WmVFHsvY*VoI)_(JxIQ&PKiN; z7Bz~vgG=+r10`tz8G1;Ili1~Lw{LBNFa8jPeNJ##kF^w@VD7r@@iMrUg0)cp?sU3^ zNcN^-Uv`7DK(5gUN6)tVIqB2z3Mur!=iP4~h9JDFn!2RTa`>P~6rgv3l4isUxr3`T zdm!ZkZA6Hs$PeU(my)j}b=(o4k6ciqZ*l4Xmd38cE{%&C@z@*A>NZ1?kkOH_(p_jk z7CUy8QEhl1E{x6px$%ekZ{H`7-DozIPsNf?JcTGk%P5@03uAcd*+syi_RUVK34( zemIPBNr?Tg*{`Jn0MZT}@ zEc0`m2PTQdOjQn0#f{q!pNDxc{EnY09~h&+>3ltrv#{a%2T)VR1Y}DpuQW!N?>_#J zN1{QnH~J1xsD$fw6oeWbjXD54d^RC%D-L$C)<|rm{N|FwltbFv2p4wreD%yr4Ihyr zOW3dA-tp}7qWTB()aP=GY*tTY1M%y(>Uu&)cEQB7IsE&Lo4!l<2D0oqQYUtgC>Lo+b)9^1IlVhyRtDk=5nCS*Pfvgq*Z_^M zzGA*|fEY2Uipw`W5~$|QCqF%8OKV41wk7D$+qqbjZFctx_w?o7r#Je+C99^6?}Nz- z|FSL>Eg6bz3yv7p3qR<@kx^x@$CqJ>!o#-NJ2ocj89Et>XS&NRnnasV?%^qHHQS%; zdBCw(KtT!WKbz>S5|y;i`Q(TFz7$5)+C&-(AmWmpWX-VmG>XvGd?H%g8-bm$H7>QP zgYCs2K9yKFY+8EVMkA23MH-#IO)9NR9=pVEIMuspwyIn)NKVb6Zvc`G5lU01C{h4TL?$5X4Oq7_Nu!;W6*Dn#KGar_^ltZyf0`_~u8|~9zBr3iYrBhTE zDUi!%NP4hV*4Hoh9>IJ(Z0;(&5?B$E$o+r>eWJ&5{hNZ{N@p9*t#l&)(_oqf5>^99 zV#K-$Zux^dRplqONut#>4|Di?8?h^3>S>`v5xYTpV>7aP;MU!dLS}ItnRG5c3#&=6FQHsn zp~DNACeFE`YqHJ>nZ?@|2hAo-(*c>rvc=i^$P_BBP=T~Moa-6E=UO{Xj8rith+D%vjjzzwI{X`B9L)A2g;_5U>{M`7Q^6a@j@jl+%jh5HN?(Z-3=rQ^!bR$BnooU=!c%LmcOX z&6cqkT@^Dghf@Kx4Ly#9A>YRH^jc?yq0MF(bx#XeS7PZ1#IC*fL|_v?T$X0-i%VS< z_ju7eQb?U$k#BOtO+$Ej%IUGcwK<;~g#;F{UNEm7N11$dsAp@(*HD-hktnNR(+Zm+mPs+)@}F0ThXA>zr`H+IMxHNVBie zX;D~=Y1;Fq=4?QJlBiyZmOYOo=35Frn*^*dOVv6B_k|1eJ)}I3s$zM8qHtmGrx?bA zPRs)?_3DVpqNV-3B4`tm*;-Y||uT9W6% zUuiHq>e3GwE7-NOnnMg&iC*9aQXW<@ga_{5<9vHZcPv`{3CvGd+>t|dgZ=GXBwJs< z>)QUmJovDweh%WS59eo5x(Q-!(ba-Ol@F%H$CM#u>$ z>hJa1urqFk1Fp@Gj&RN7caAnFuDONN*Kpd*k@F*5N1ts2nDF+GPYlxBLOsr@gFY)K zxhfbYd=!88j1HPo-%g(=L$%i)q`z#E^bn{A4XJHWXyaz?S?Q7RD~dN$#psCq+QV9B z%m108fgOjgM6d{zkCp>wlR6DQwaJN*HRQ2SO6EB#b)-T3ZRkXC6{qAHxpwT^{lG&3 z>!RN8MZu}xkMFJ98+k+>JafB0ZW~`1J&LP8R`_@M(Xsqt0J8m=iEN|PS&{;x z1L^SP3C{M(eg&di-<-Js3z9TO2+BHqpPD1l`N!KweGU9;W_FkKrb`W6KphnfEYDpi zBQuj)N$ES8TzplvdC9wP&+PSP;v!qoO1u1PHEsIj+i(vW`3q$`>Hf^PXA5-)bYh;$ zo6HB}YsKF;OH2h4BQC@R!xEm2-}YpmEwl$7q*@A(7bgZ!@(j4_tmHuP>zZMES0{W8 zwS=Qzxul)B{`$O;%Kf4|kyD3Rl$>YcHXf2;L|B5kNEqe+ z?RwiJmPZT+JtwW_aqC@JvefIx4EuO|utuSa$VuoleD1x%BDY|idZKpXBBif=cnIaY z%_#QCU+#~MSeGu8*m%kbhIbO*t}x$lh8S2{lAzdG_HNY#>IfVuM+c50H9ck#r)Q-< z?Q0j(3+zA$>g#f1^^Ezxy(hh7dy_VAaTF9y=smS54n2|Wgu&gSGX0cJ6r$fooZgD% z*y8B{BWX~Ka3+ioZTr2HTiN@wABQ@{2B$(@E%uDPA=eBmmit%~ILPw`Y;l8i`U<>t z_QEBt95Q5;d@u+H^Fxg31Pdb~j}vcmEVOB7=ZZLUcbx}(xlT%D^dC_^D@pb{9kJ9P z!X0#~j%Sg91u-RnYF5%D-#xdZ2eLO4p_Pxm((zgNfD_By--@UCTOQmbmy`ARF49kk zphJ1gJ%lO9;VD`A*!i| zYTsW?DhXzMqBp1MRdyU=f}|~nCYPnijo9F1HrQ7HulT!Qzrv65${QD+%Ey6GJh-cd zK*i*^d*vXH2LpVCx9iSLT%>B~{ok z0X7&qMHDI7Ob&!+bqRL0y2?$YXurvHd_QK1$mF%&E2N&}wi)ZiA=g%(n)3CIeU@@XZA+w#Ozp+DlNvI^|DX-;waK2*NWLI z6$}3D&}lNet7e0E((3!uH|sBTWz>no6yp8fb?ZI?r@l?0Wl^y!Smp(EAHTAciD&=d zULS$R{|-b@v~zV-jkM80vUe=;wy_!sf+R-OXZriosc!`SDb-^yODHK}zJI0YTuDgo zY!{E<2RFn-K`Jir|KQ%4z+vW99zvnYM+Qo85H!=GDv=yd;2&PK^5A|o@ z-<1S6D5Ub6lD7bia0` z#N4ok8Ty!+g)xEJJGm9{aFbO>d{urtIh;F%ljO5d1AJWrUvgei1Z1p^)2fn#Tf^!` znw{8lBJx=BJ!iD;&s~u*$|HCWVHFaDk>8m7f1X!3n7*~B@tvv@A!2FsUH2xsNn-4B zB>Q=c>&n1Ik=9w>k6F2yAeG~Y@=8(VSty}P!U8a>mKmj32Vmf2@_!rL`yHk*u7C}h z(e4+jW%tGv<&z!(!cG%b78#_DGq31_yvJ~oYC?9nqj)s*aw}7QJFBvo8%b%yVN%86 z$Rr_DC-s>GC907~WSW9fLadV}H%W1>tnMHujHe+i1t(fJMD|PuW`e85lWqf_^W413 zrm3ugiWJXh(bKQdqe{wJ&qRd5@@@=X>F(#l0vz*(Dx`xkH#K#suw}fyV+~@JxBkva zF%-I7vG8uduN)5j-6STZTaKn5fy78ttz~vH1*zdM+S1`)F#E|U@ldsJpXu@(#B5lP zuw{u|E^&Iq+z^0S*+J{R9mNWyHR%4HNk@Ecd_JSQG(vqsIxv z@p`)`o$<@f{yPJ8;8Vm(ucld1t7`P8Upege+k{p{0Ns0xn9=mj@rJHs>}>q!IIv*E zf?x!L@8wwa*f^6CFk`i3bjuOX854sm9)Z=pF69Lt|6JiJ+_l@Z4wUBQ>TFJ|G~3|H z;rq;sHM!%$fsrf7B)pak!}2AI3O$;VXYlKu{oV={M!#a}NfN!Zo9VrD50CK}<>~6E zGGofUi}nq#Gx2HvO$)%sHdJCCSuN56}7ye+M=Pp=YI5BiF(XHVdsl_#%Dj? z6bFTE{ImnBFEkIb%{ z_V-P!h%y`|)~w=A+2$9kgu@agH0QxCA;NBJ%TNWws_E^$jfY7$KHz>U=Jk&2670d_ zJ&Y{1y}Xv&cY)SUC2Zk9=GtOEHe(MlBJJtN+Vjh*==Xifc#FfV4JnU!(FFP2AlNb# zg{e~lwBs?ivZUq6OWjk1LR)_Ui%ejg_BVy8o=As(kz6=TkE0cP95X+IjHYBFz%eP^}aVL{{o zO7HQc`*xGAr*I-*&CuJokTtCQRU+s1L)zv{PR*=BcTb*aady4P*F8B}mL)G?Z@dDH z*Sa!72yeLpHzBPWQ{4@%T_5+J7hy2wF-n>2 z%=2z`mTp2>D^fcBRg7yg#jB=yu0vELZ*9mM^4X(w(ZXrPT0>2TS}Lw@xB+>8S{-Um znT-r2=k^h#ULWs z3ZdMro5a;hsl&4H8A*fF<=1U?q3`7^RkflXD;-tg0p3w%_+a^?yJ5VLr{q00pu?&A z)JKEuk4r_P0T;w(szZvuBhIq=qw$ zuvReEx){2vHKA{!?*6)wze_gPBA?S(M%>tL^!97%oN2p!1V?ce(*ZvgcS>wDKQ0sC zM-*+vOshb7)z2)-w#0jH9>E?-%ppv0kij{D{S&WCNC#^YUo2@G?ZI!ySfQ&&u{Im6 zJKC${8PQnV$+f=M;I1`W|2kF-rq;ZnDAZA9i_02=IP2hg$)GrM(#dBuK(qMj*S?65 zmS=kkC6PVT_${N}JQA(RmYOzbq2ORSC1OI=$XLZZq=l$Da6;CKiF#!^2|TZ=DM774 zbHr%e<`1n#c#`LA+EB_#n1!w$DQh;KsTQ;{BDk}KDjl(2WQ3}i1O1ZkL}?(FIg^!i zI_kIoN7Yvb#L+B^E*2nYfZ%S6dvH(i;O-&l;_ksE1b4UKPLSXp+*#aVad(%u`Mz`S zx$jR+cTab9&FoHDS69E^i5`z!bQ8;;C;qcT&W-qs@B65jHTqX4%=AFt{*rfkRP8(S zr(4I}?-3pAsd1v+wmcYKx9#IfXnI5SFSyTob)>iYH`-1sh%e$>(Y#q1S?uE)kZF4w zLlfz$w~kdDXa*Lm#21^$Imxfj6;@e_@6|5KqFh;eB*pCISI11Dp#iI7jUCI7w03#M z?O?eVZsZk|WcU-kOO#~P6TRU`tG8~I*THh=Zk25FCN(zGT%qZ%T-1N+=F#SeZP!gJ z^vW@VcI?5mCe;IJYck93-VhCwma|FPvYL|N71}unHX@lizF_;088cRls0-M7?j?B7 z*19aiWCV`YrDBau?fAy~XL3qIndQ!<%Djagjkrdc##jmE+mb3~nPq(Whg?%dD|ELV zxF_xbMRXq8!|o5EMDbpbxE?g4M*Go?khA5+E&Gr2EP76j6dC9Z#I^$$2)gJzVJ}ny zEMYBdd6_MVrq$H8-NS_|69QrBn*3<)^)i#xwia=MhZ$9a3<^miA|hD)bk0h9ITK>O zKhYm5;;D62;Lb-qF55M#j^aOV|K&bhJhhjk8pRm$!*HuH6OC)U#O60>S3+?LNEyo+ zuC{~FtxkMFBHgDiz~E{X-`zU+g~ROYlPXhsn(IdX(%rZ1;1QMU-j7 z6-3tQgY>hnc{%Qsh)CmeL`5@EidAK8_6a71<2uiM*s{u4f(B>gRm5!>tgUf9Z@fK- zd1^MYcxDWXvWcZMfAM@^4tTE)qd(-)tBH@(kr^!VP%LqKuw-e(NAi_ID1D>eJaOW{}L1bc8n)i|;Z(+tU^ zP|hahlh3Z#?d}@3g7TPdDZMDbZ=Cn{`wnO3Xc=VrTYUoiSzY2T8+BymOxDMJvB-hp z&-Rn!!MlUWWmQM{h`a}4Y6gsTmN(P3zcua(J#ju|&QtE&Pmy}$rt5KY15@=!-bPYX zMo7hKFP2=8LY&YbZacYw;)ucMZ%M9Lr^G}SQ)^dKj#w{-a!wb5XRy#C*h1nZu2|s* zFU0phk&cK#R`3gYqxE=l3goxQeYQo`Y(5x_uWR1d$DHPOe6TNOY2cBrqcK?pkgHrA+EL1d`-!T^ID)0oGREW|8w2h>N3PhFRHs|4Ct93xT`^?^=0W zF|wxUV-huI_r;2-$UdN_X+CjflO8Rp&F@P<6Oy*W2LCv7TQ{~3t@K9XizXn%OO4=8 zL;LlsV#VHFYJPnB9lFr;gZxj;F zYx9Fjqc~(UXh`xtotR$lX)1G1xZnE_3Y!f*_+NObPrWhy**y0BGtS9kFB0ZwQgI!@ zk}1-#QYtGl)vq)fT773l~S#ye;-6yha3!iroZj*+MaW$uuH1LGKr;ME-W%v~39n|2ydtg>)RM#FPQ8U@HMnl`!M5 zvi--y;JoHR?^s!KS^I+Na8=ldqpIi4gcMEo&B;L~`T>4~!__zIg*}CiVryiJ)uJd9tM)Aw zQbd5iKOzTXy`{mC-5XaE?+9Hu@pdHEmc}5Mhz-!UYF+>kj-uHa>066Rv2fai?1rOt z%4R$n>~36kf|D-MxUFk;N8e1CpnCi=heM)a)*Nn}_X|lJzzbS&25elt7TPjJVpt3a z%j#z0Lf}ZRpaKt!K?ZQ%9?`uB#qh)RdN{{~-IEI7@qGs?>bCEs7bMzqAF^0ShF-*c z&C9S)0gqIa8pr+(2_^!3AfbW%#%W4@C_RMGZWA z`UymsFi%ZRe{WIzFbpYT@$EUk_Qy|yNv_7PTR*%F$KN}2>RiU~(@ zO)0DXw)4Axlt~W%{T!LpjhNln^)9=wIeBNUM5U1!>}Mg7`0n_P_nm!QO&P99zhm!4ikJo;G>cMb6G2^>bIa-h*!kN{<5SgIBsdG895V?)5S6xJsb`w+U~+C2pq)}VIJ>^x!K|Y+uy}a_LX^3hiV#V!3ZaNG zggR+>)uPaaCLCgp>HI>;I=@HFK8(WWJV?TBJLYjE*GVWNxNK0LtEK`Vh~(jg7i2zw zI7TYZOE}DzpBj)2M1ITZtz7E0+oZ#Wfs<-GqqXk#;BP38xHrc|zwLZ8UM1;`)A(xW zd9MF7{NDPo%9j{cHK|?FUR)FuPc<;$r3~GC)S57AL276+NDVg(t(y1cLef2D1CvY$ zA2Zct?(&V^H!L_Pg1+h})f+CW>hO-WEee!j-3|=!E-$Mp@YpV^jP^SVl$yBUj=bUtH+W_?5@1?;t)qOFM;qpFqg4>{e zWl@%nM&QG;OsQv&re>0ta|}1)ZY`17a~VjH=tG zO(YIMai6NoNA?TTe4oIrf~zp2R^EUJBGtRzEUKI)i@FvAJPA>9oX$noAAYn*F75~I zbg<$}eYwHmlEKLC5+=uk>g5yJg(A7%KUscyyVuSgub)#Z~0 zsA7FItx{A%s4yFWTjC3d#z;BbGRp_;_^=Tq9urm__yG|(>FQS?V~^mG`_`Iy7=@oar9Zfm?R$yNoo&f z^&&*3ogg3r%Y5|Binourc{dFo&yV$EN7eK7x{!-3ypN)Lb?^9~{SOYIA0Y)fbCy+r z#w9Aup=;u2o?@`?P!Hx^5ynRVTgiY3DvVF%uX6VgKPC5(3IkM_X4GH$P@3*d=Al7$ zyhl&V=KBO6W0a>V^YvLn{3dL&pV{D3k-4y!Ln#L4!(*&}hf@x;I)O~}aJm9lar}KB za*-xlDgvD80tA~j7yteWq0V+R!K3^A&hb&jc5LI;o>Lo*HjZZ7un`nrwAF%N+2DiB z2qx1h21d;~IpI^CTun1XYIQq${X$((4smCh%XPIHs%=Gnxjgnfxpg5>l?3uPeh2m` zGwx?>+22_g=xVHV@wD9UtE&Nc zo9#ovT`U>7?+$ilaPoM9HlN_J)M1BV93YR|=F!$+6DY>53zv4u3c#$Xq+b8b94h_J zndDNd;HP|{!hu6J8+P7Q*4}Qw%fZn<%71<+BYMMl8RxK^em~S|(n`Ry{|Wal-_Dlj z_)o_Ya&^S#f=s{Nj6``a3n1!8o4RnmtGEdT{834WjshBNZsyyu)of)S3*g95B+7A+ zcB_3sCfgypNF6p*R}OX!P||OlQo!s+(Og6p_kxHE{5m7s_pksm;Z7;n>)0R^WLEER zmo$Su5GJ_B6$tAJ{6(&WRz}J7m{zrsf3JEY@Nd{fZqSPw&6Pl-odF>=_BX*J09)Gi zPXReoM8B!8na!`Nt^m5qQw4|_qB}jh&ne`5c)%Q;N}v22e#m4kTuLMZtLqV92iDDJ z?qnY(hZ?z#s&yY`J>MY2mMM{x&YM%$;Gls{Xni7_v@uKg3Xq5S$S4vuGY^jbh{1+l z1g?c!Zc<-5$RY*ksFZoETmeF;Zu8>Mg*pkb@N6*@G0xaxt17d?r{F|^PrIIAxQKYb z0az9TK++g$7vth4J?+ReA$5HhZ5BOd%fqGDXG$|+q za7J^CuDs$!vXb;)b^*h6GTMf=OhNp9%LK-@0S}?n+21t~N#!oDhLUVyd9Dj+?Zbo$ zcmgcyW7$1LuSgXyBrpI{+sfbE)4lT)uu7XdI%zq5f5CMETh|!{(0}kP_~8oxss$kq z^U#M63Egq07a(ueN4O*aBeu=^AA*b#@vRxoLrK=Nb(t8VNWLW80Fwk6jsQw3Ko8t; z^s~_Kw5{_nDfEu=huR)P=zyY`m8GjAz{J<=Z}TuYm{r2Iu72lD$#FD8=+#Cz5-0O8 zp$12t*H=b}jb!TE1M~jfrh8Gayhi{GP(L5l?&+oVY5SZ6LG`;rW?2Is0f68xC6?1X z46cOgT__1)(c}}WtDmVz*(h{`(jt|!=|g*iZb#R*|Nld*b$Ns=^PH&dHN{CZfq?B+ z{#AC3prRq3FC*6VDkKVHPKQ1vf{Gc{IY`PUm&9!(H%`H4Kw9<1Q9+Bm7;(gyu=AGA9ZWa>b*QGt4> zHtK2#)kcqloYwIw>r|=4^4Xg?S>yui$?v^Q^g8#Yb)7vyyGXE0YMspX_jwdY5Al24h}Cf z72);pWfgC&kc>0y_^X)R_?pPG`^$v9lED4N6QiM~<+Hn>?^Pf?UBmD-u+HJUX!yD+ zBbCGaThq(cwh+nnW#h|x^Ww{PA>ZPGI4Rxa-RQ2KOra|1*{G^(+S%OWWOQRubHkUu z6HAx3iXvIBm*K0IQpu(|w&U6Mgz5Fkd=FY7CMwhS1FSOaCb_&*iPwGn*&~`{$&fWA z0w<`4K1$?|TYThDGDMNCB(LsaJ70M3_)g^R_zuiL*jU-AR>S{dH&6VEcpD{>3x2c1 z`%=E=9%a{0rXHQ2l61SROciGB_l_Ea-*m@rJX?(=Oh*B7@q}!{P1%15v=@ZCaDPEF zuoyEn$Pzhpd=Hg@GrmKR`^Tc_-Do_!cX$2gh+5hztq{e%PmZEZ#J*SVlj9@9=XTzt z*6og~UlOEUXSH2-Zh45yD(Mr4Pl3+!QX)RS#v0|VDyx9_be)^Ti@xGLyVDzyz2lq5 zBC-auOkDjW#%s2| zJ)bW8R&9NU`CnEK?J{E06FMKqbe?ewNNAZq>!j4NfsCfQ^PjD0nJwMd5>yh#BQKhi zg>S2Lgn2C8L;tm63`>K4hPX}hUXO@Q^F|UDDMPp{GhUdjG9=MX|EtK}xYgMy_Xzyh zl{{aj%X+NE8IL4f{g3{ISC(76L87jZHw04S(`PKrkW2)3xFmw1jsGKsjaFWKW}!qF z)~Wsv5v;oZC4$bq!N`Cjg3^ac zPP9E6dAsLBS@6PxPcprep-Nx9<72MUm0=aiDCl8a@M+cs1eQAbTB!uT~uW| zcefxUcm5y%Faqp240sf!}^)PRElmgf4PxEmMav`HUUe% zsfSE~egscI-4!#y5=_;M3+OKg*N zu7SReMud2_o&`s~on)BVXH`X8R0x}Bf0MZjzTZW zG%2NIjD8(gDfWD!03eMDW;DEFlqg!#lfsfaWZ9@vo_bkb>*l-8*Hwdzz}8Oje&ppN%+vRG8K>ImSp5|cCDnX+RlIECv>E}ESxBp?H z|L~Kg&jZM&IXyMkrcm#l5TvA!wmAMe;qk_$#6M=e!>vHTLTlUntsiTyAD- zoqr$yg`}L@BdR6VYt3L9>rA_!zla$XSS47bTs~jY!->{L+E9$QI;C<@kQ0 z%4HQZxKjs;WD9Xyy?L64UOc8Nl{YfZ8{MqizXW}d3L~5r@mNq*vk16p%#E{xjE1ny zelA~OiF)==Q1*rz4AoLv^QMh{zmV$$T{{obd*9LY)tY6@qA(Y0IoHZXfbp`hhDphs zK&;^4@n_oP#&}R3_mTt)%&FC>*?zn%3(UC9wrQ_HqFy)ov;>u-G&MysTa3_dvq4xK z0pjjBKx7Mx7HV$jb;BDp#>u5h+^&b}1^6vD#>mAKp=dfHU$||^vY0OD@#+oI96_Si zd0mlP*rqs_q`8fgEe6~a_i;$LU6F@VLx626w7D#^`6No;Mm606p7`oX-qPVH(d8(K z`X<3XkUVi${ZP9kc37%gQdDF=wgVtLd-BT_*7J$3>VB3C^-w5OPtvYuWsD*$BwGbKsv+5ua zg+u`?zIU@jG2ldUp+HR$0ZG#1y2yC)xwYcL5yjPpBl|>kM>pqhXFw5qtN#Q5}1(dG^CG8?r z1KLZrh>a$_IZ+oy!|^cI@K~}#o*d-0u{}LJ1fAlozcs4WSpeh}jcu$PP#THW&+K^6 z+fv=?do;umy%8Bn*6pPb0XE!hl8E0IA$;w7fOWZpFMNn(L!7bBBM*}4BTrB@+mJe> z$%`NGgKz0OJ{h1|7|sz1W?je_#!Fn(x#jH+XEBE7JJ>m}B+^-Uvg{KDJU%nj_;?3c zj3J2;qUzMA1sjH%!~5Y*2H{ZwI1^E9-e(Cgg=`>b8kr~}11fG7Lb1L$bHy)xL=^VOUVfs{S=p@VR_4;FNxs6F_CtAzY=;3mADL-Mc`M@ zi*8Pqu)VDJm_}-mzFIIj`XN_85&RBucy$04;w8VI&YLzK&`JeHbW_HbiqUg_IWrbhQD!ary=N2|1ET*z%<15v#1(Vgi7^2^0xk8@RFMAwb~5tG-A|I3&DGCIj)mD5)#p_BjeNGR7haFF7IW_cpo zwikJM*tX9jb^H6*&h`6A>W0G<8BlU@|9NA%e zYCQY6wL7K8Ru0I#ybIYE!#!Zzhg1#k*Lg1t2T9vffa?X<-ajf!&j7#`l?v%HWkq+9 zk}&cq)FVcLE7 zV^SHjNCI`OwYSdY#gm5ko$)6}?Dt@P$>48_xc`du7JV?9?;@OnZlG*mKbt!QU|}bx z`X_<{>dd5oIx|tbF2l1Z$klfLIvmLY`xV<>1CZE;nD{%9!^P@4cNp+K0#ql!t(Hl! z)-7tsj~_8Hg{_Jx8u0^uY!Fu*52t>E;&DGqr^xC3gkCFoPZ|PMZlK;rC{E|aPT~;1 zYtr%aQOumecR!5vw`KgfYxqptCh0kSIpOmI2e-lev67fMYN==g6i5ufwncYAc$kec zs?=*rB&~)ry=L}`7dg^^PLXd&uznH<(n>uusY#JX_W zR%F;36%)k^ZFfn`={`Ku2u2$8z3Oovq=2ET)Ue}^m;fouxmG0DoSy?iVrMx#V(ZyH zNU&E_WyB-_epW-7*RPoH_*49sttEiZJlcKE;5XFlb!c2d9vgL6i>-H1ABXxKhKSNH znvHjD_x@=%Zv;h@_*6Cf?m1hob+6q1x)}e*O1Z(-g=X*n_DeyTh{qBlX|vp+V6$92 zK=Q9`4lQiU<#~e=SR*eAl-s$6k|iZh{x#74W2-PYN~tdw{~%I#czsZJ$fI=ot6SuH z{iJkLV~sp0P;TQYO_sc#DmFNHeuZNDuWr#@C?Rn|_nipAA&>l|->`$+R&5I%0q3to zRNIP*D^RYPCRzCBdPO)*r+q;0Pp3`zzNrVwA5kuGcbNZj4=BQV`#fCR>F(z+%MB=L z6XLnS;waBn^?z}s72tiu{2-TS2AXDyOe^s1NGni|{Xa_8^KnN; zc)1@PZmolD#lG$EWhV_cb&BgzFxW2GN@q#<`DdDIvyo|x zF#^hPT}vp&V9>`EJSJjr;i;_9dpX(nKR`WfF*Co;RYO3RJeFu7p@y=^OKGb%SP_P@ z-?w8qhFN`(-3h7MhSm=*`Ks_b;9EzEs%!cmDI;$-ll{Prk?{jXK?o12DmogaGj|1l zOwlzO{>W`7?^)s5gx!>3v2=yCpH1UnI)aS*K(|g`D3WiSdmioOxCnTdrm^H#5EyGe zVIQx5WQx^Vu0E5c{)kszhb6O&z*trXM!|)yKt9DLg{tZllWCT-_2ed4z{GMas$gsy zB~+WKrr%E^V2X!*QOS`5wJSRJV@Mw>vE=HBHw8J~pZ?VILDY<-@k{%5=&-}{w&v_cV+}Tf3E~62uON5l^5C^R&Nj=dkbXIO#13IsMEx(<-qKLPES_0-j2k zI2Y{#{#%-&_?hADd`F4?q#avr~zOo$J{o{JO z{I>jx@lr54+ayuV?E=}Eccri2+4HIMeb?7Qg>hfo}Zw=@ReGVMX8dVR@i>yrcFg zx=L8`i{y-q@0Z;?>=YZe5eajIKCp+!9z0J8Xj{)Vfgug9bTANZw|=>k41cJB>og0y z(Hdt&U@araGSEK5DM6Vsakcq&RGX*lNGOl@8IO2;S;Q)e&wyV&C)yC5tyY@1A)_;5 zqRnk+5-gU~ zsGq>AtffMMS1#T15E6*3WrDQ=a2z7?PA&D5iVFR!{glHx@?Q!*wat+Rf69v~b{o%&vB1HCb})+SCJz4R z9qjpjak>g!SPyZ!vC4PB=8lYBC~_U+7PKew(mtO+q$NmKiNDOX2E?5t z(CT)m5vFa&-dKiHvoBE7nZiAbTr6t5)!Kc-Ho96p)P>$h;B9j7y_|$BfM*IX38qL7ZB?F;OV>lYz_OZ0Tb`gewA8N>@RJD2d zwipM3I((OHaxf?MS8SY1FBi~uHQlx}CKeAHT2=(?`s3e6Xu74Ze_FD3fy}I&2<|;H zjEDXD+2on2buw^|f6Oq7Tz*|5^ZCF^WPRJ}5qgZuH=m)V#c4%?*I_Vioohs5<0MJ! zaN9I+fK^$^BwyI|CW>2w4&B%G)WZ0|e{LU{q@3}KM zZ)L$7lyShjXs1SUjOZH0?JwWo{bX&yoYg-(DydAW=6Qks;q9H0$N`bHU{i9uJYAUb z%v98YN#1%=q#xfxASbI0ASxbhA&=sQg*%xD%R`{Yt$Mi2RWZ#Mjjjxy>@^J`gQn|# z?tnh|gyhJd9JILFwjwW&ohgF62goQR=`Pb5m*!~vM&y1;Tq^E>z zE;9QF*Of3o##~mf;S5&meQ(_7?w<3pzOH^?#MbTVZ!)u~iNnf0U^C_i891Gje}=We z)#=Ez`aX6*i2=P!pxW!5VFlZQy1uP=@lDJ0h)pHYcjJ$;X8)&UK zpXHl%eBZ#{LXDw>TQZIDz^BF-tJjLo=h8?EaY5aH(;V$Pj8Q_=0zOjVVqF`m)*2l=ipL9j-DOR+MynJ(*Qx$umZNs?jU6?VhDD|_S$e#FHI<%Hw zHS{QrkUdipgh2-!BJIp#81cpNy^S<`E`=(j%UD`Ubz(52<=>6h97)-{L87d?rNu>9oN`W21;$PgEtHYdqO{rp$2MtChgo zdfUyj7`r9%vu7LwS6fGH$?^KEZJsT$*Zr4?5UL|X9;d zBw<|||1Cy2qPQrNr$JLmO0-V3Js@JV@E{rX8IKMPvzUQ{{T=y?&xAq5%Ep#b^eMu= zcpUcFapQxYvUM!=Ipje&L3YDB&x#BEA#qN-dmlUpzT)KE{dGP1QMkZyh^LZ#+lOgT z8K#{Rv`yP)kP#i6D32Y^sJ{(&O@iJQ0_h%K-x&Qau>u$AQ&-pLr7>~n|ATIhcoRj2 z{84BvTL#f}P5&$ZRJ^}qM%+@rs;bUL6>(#3eBVppHA>x`N!{@xFpwH@;rK_7%O?1k zf={I}+}Y`zZ2v8D0rgbdMzCT~wZUG^NIXhEvN4HHXBw0 zl@~%Pb)o}dZb4jg3@_bYg1Rf(w3umixNNBxe$=A)>d^J(j_;UD-nmiw`2m*}Rwi^m z%zsGt_nFjofJ1w8R11Qs%?DqMP*@}=^f)N;2(s(fOYy3Ct8!$NQ>&!8hl;;x`7X*b zSid=5nSb#o=5}ZG*D(oDz1V4Alf?Hy$@wEud39VY_>|e{goZih(rwizqwE9H96_D*}A$2&{kHq58a(Leo3qW#VF zt00V7-Wv2(4qG>Ee(I@QH%)|e?EsmAQ-ohaILvwT!~s>! zZ=M{b-ujyndifAE7C>Q>xt=^-Q(u-Lt+!6iuia#?dsD67&?}#!Dmap)BSH;bF8%7s z@s!l}&h*R`ukwlG>&;&Xn?}mxLl8TKqUqz2|F_}K0Hlw#Hh1O<9BRlikp1hAaX%~E zX_Chg(oR77C#LK9cO#wQ+oS>ksSa|&uJEz znn2_XfmLEix=;nR(QAxT`0S*dVuX4kh!Z&nqKx_!_PY~}Nca09jdl*% zg(^`wyO&6LLQ>-k|CXOGyCaPxVWayajZS8eqm5HQ6*$9^H>jKy6)gJ$S%!T-etVmY zvwn=%62I6b+>v@$IU)9MX!8TM%fxAz!}*7j3>Ijj0*sTv_ZisYAO1Khvj-`R<+R+9 zQ?J`7P+g&7m=vR#%<9uIvki_n-;+ngQXAakVZ?koK7mEMV2aaob4h8PkFz4hBMQ1- z&M@;p>lL%(9uRr17P~OJj|oNF^ifj)Uz%XLrN%1>we?`-R5dE`;G(-x-NuOdB#?3J zrNxG#T!3%w#e7Odup@Zz;MH|Lq%Sy$@fLmh=%^~D&tRPB;~-`)5WaKb!Sa2O=y<5- zWZeau&w=Nyl-T8|!Cjs5w?^_}oQK3!78ay60kEK>`4*~PeqEVtiGvtEr}h`09MY@J z0B9^B-j?C=(|D7upkB=BRnN&CMynDJF}hpe-^p{xSoX4#prpj##faIqLu>D%(ow`O ztWz_ET0>DbTV}xRDdbzSEVplr1G1cD#*e?K&+qbG>3qb?y3^b5g*T#?d#N@L;BSmb z*bPV8%s)t*&gG#*TEZJN@0gtsv!jH*6il&~QH*!aE|3j>@Bg#Q-OHU^WDEntd3>k` zPKfiaTGXdfM3u-67s;35?TwkgyRTzi2RqW98mMAB+^%zC0@rB<4<%?kk=lIRL^MZ) z9ROX(B8SG772olQJPofzhgO`o`J|A%2BQl>94+BbeESmmwWuE&Ij5F2y-^X*KiF3$ z><&b!i*zy2{f*jro8j$Z(N8i{cbd}#Xn(7%+;eDcjqSL*-cmi?IFgP!oTD!)i3eSS zqwxnylV|^GzI;=bd5h9d8&M}G!zzfO2BHYQ>c*Dm zXe&w}3f<3_q`wyMMujH&xy=&v#~}ROZh8l_eOhSB6Ulcn5AdHc3OsV_1DQ_;4g4us zi=2IHgJ;kFo_@#{%prlmsle^L#I@)Qa|%*G5qBrv_DK5?)`K@Vqf~NnrZm>-nNa?X z09Wk%F6Xr#jvR3<|Lxoq9MyhzQ%GJVMQFSz&9?bm@a;^(cqS>ZNynIh(Yod{Z$((5 zY2;=ZR%LGN?r_pzH~Y=9L$J_;h)#$Rtio)1dkuFM&cU~-dIN`+&kWp6x-4;~f?_5z z=YpyVbgS%m;op0HOW!*AP)E(udK!G$ zs3p#0Ah(pLxkokRj!_aef|7<4D2wBMC;5@(!IT4;)mTP15djAHEFCai#D0zZpmSwb z*=Tk2L34qbiEI}Ijf9Y&%h_UYV#1dX?YW1J&N6vxEJ*Xsht5O}A5$3F13$sL29$n; z>vXFhTI3BiB69AQreTgP=PTAe%8M#`u6h<7#|}4tERCBUV0>HHmec^z&0*CKr z4xRql$~VUv$1L95aEXX|Uu{Sbx+&55+T~H7EJiC4x|>6iU}V~)AMln&oKsK7JcGER z;0g0taN4WnrT5L|7?qmVBoBT@m!9J@$*ayDVu|0@gD7E~SV3}K&z=3ZoBQ9WW&@%` z-{E{rU8LpG9(;uaV#dLbt*bwdlt^UO0tX-H*V?wJgPtBL5nKD#{a4(Z8k%!m^c!h6 zq2~?!-UUD5_|jq;uKk3SUEqdBd+8)mG9d1fb`vGh#HbQJY-BzZzh;fMYicFM^C;zX_Y~o)m7-&MEANA6wb7^(g~mRVO$TC%_-Z8v)_05jezzf z>Aj@d)Qv)Q#|@6Fp-{u4DP5KNoX@lUHhM!#eE#!I0-r0{*2Li@$;q2Tk6%P{;7}`c z1-EB!A;az68%~)!C~t4(akkrAooLJTdL>?Y427nd3|qgJq-bNbBXFnjRlbb844!K; zA$#3ohO?_L>(F9#FK1Hdj{l9CK^#bLc_E`~=1s#`?=+Re<68o$gHI z&TGRrj`qQD&Y#bUj}>RXr{+UOZPMUngBYe(ZIX<;pifQGV65jxTz!V7*FUhsVN_?# zs?~lF3ZWa(bjIkCH~(qsc{6Jh98PV;2cZSxWN|@<`-81qy-bjn$N6pNmTB=lWmpadi>D^b)7<>9?q4hVdWGBeL^NM`j}BrZ{$P zx<7#UE`#exlk-gn#)7S;I82WFXg~xt9vf+OsM_uJ@;V`VA~l!P%*F_@EK9!)Co@bt zug23N#;40o4JMe2To}%zXF1MV-Bzp0O^XbD>>Vk&lq_=o>gO+lXjc#?>~&(k4n$+2 zUGaT=W$2P%2z&SWvx(ZR$BWdRM|9)2#y>$}BO?t#Ju;hyqHQ*=I3zE}eN~2gbipef zr<1`&?A8(nr}xCH#fA|N{Z*`Y?@rd>R9*;j#~t)$q|%?TQSWSt+rK5l5MG|MW=D&h zXme$F|2h7_+Om4LWel!$xbMc}^VXP{+;G}<{warUm_JzC`%|#p41~MErN4@~c<9=F z&VGa@*3TjZ$zURDIa+T-tr`q-g}`6M555M*Bmt%*^NqWa3588J+U9zwAz0- zvT6SdRvHOzej7Ft-eej41$N7*Ub{aI%Tl{Edsc~#OBb2mq#N~*ieK?Os$X+L!~+rz z>SWk^qNrTG-d6w~@m<%g>c18k2(=fz$;&X30zK6!QfOnuCo{zgna?%FwcEU8jKCTa zQ?#QA_#}gd2FLYQr> zk}@?P_O7+;>yOYrTrKTY4O%KBh`2F}BLu&F`yPj3Z(LPO8ObXyjpnmSzh0-BVnrqcB-lP<;uewqU>jEM}gI#w;n(f3ZMkCjt@LWN&zqz&mHc5`4^80698 ztEC_#4W2D;D-UsV7lh#b+S&GgM>Yi0Oy)e`fm(jyy4odkNI;ByR-g23xU>F5-Z>b_ zZ8w~ym(^p!DNg!fBTMpw1A)*MNtdMzpyq(?U79I^G$5!>tQ%FSYRO>Bdw`DsoKSZo zi6!H!L|CAM{oI(D<*_5knwDB16}E*!WXLtqtQI)zcosDmlW-biN02!le)e|7WUiob zehlSW*Kew3jbCMzJiB z{xFyuCo-X9VE$HTyUg=9w{fF_s+qomVrAv<>$+gH3|DUma*0HsR$$(~;JgooJo0R9 zSi^n+O=%?y%eXw4EBGTB%nfgLDwDio#9q2GXOHmnzEr;r^q6L@jd+ERS=M9Or&M(s z`r!&b7z~&7%EcASis25$+dfW`^2w!{PAj4knY9NGoQ7UmihN{y6IQ$|PpGSxW+D@c zA}1gZ&tu^Ey|@U}2=2cH+V_|RkG@TR&&_D9F<;(MJ^JtpDHdokX;k}#kuiTnHgF@e zb@qNLg{)fV;8bI(kIcH;;;YYv_rqO(IXUH)@1@~W?A-25K&$X$ zV0PJQcRKU^+Gf_Pp|)Tm0Ug+9+3{dLFF?(3DvH}7ZP_KChjvasnD z5&N4=RJam?MYY^uPr}PQX_REgO&1CD3DLZlyhw?EyX<)JK-B2b<|{G z^}wD_jg_Us`PhmZSk5MMDgo4EXR#b&8{zbIkGi5Px^~_1NMTJxL zqr$OlW!;b&_~lm8ShxUa1=;e<@y=^;6_qq{%`v<8#zrS>Ex?kVU_S7Tx7axAGvaq5?@FcqFzeRbEZZWj{R&X z%mdAyZ!9ESg>;1c-v5N-Ktqxht+6aEI#yT|`}V`Ruxf-ZPCdxdQjGXgc_!a%PxWGQ zhOQNc$Y{kXy!D->?yHj0cS*1sH~n@HAZFis@eOU-rnOGGYj~pofBGtIedc;!%4Q+W zvh+(W$d-^8oh9W!GA3u^nY+cy<*AMSv~Ow5dMG`J0n9K`*v1I*Nei<+XvsN1ds!~G zHKj6tNQVz5aRsll^$^({lMp0^OqR$=G($2zRqAfHb${9}4EM*q3UC9K`3pM$(XFIa zk3jK>+WYGBAzb=C`NQ-5akLAn=nsRNpWad))iI4pwph|qo3!OEq6;XMqQQ}-qUDZ_NWlxariqGouR7VqW zGb!-H%Cbp{EUug$L5ah*|BZg+_7!jwr$(C zjUC(Oj_39MzK8F;_s2VZI+dHG>Q>*RQukC>B}()!JWBOVg7UW;ut1-taka&#KE!)J z2-<%%P>5%uCy~}RP(Zsp+YuP45P(GG*LF~e=k`;Vb$s{N1b8TR(ou+Gvly#5)%|iy zu8N>zc2k(<6W88*t2~Bm6vkIqevotEl;DoA@L{B)9gJ7_jAzAIu_)oES`ky&>aD96 zZp>_;#Drh|EV~R91giKr6A9d@(zG6^LsR)8QCHOCONTgQ(y92UXDFk9E{#ABEs!sm zVy30^T(VG-k+PwIP)z1~_R^l$<5H2w#5V@S=^@SsLfb0RsEW(1=!-Az=w+5bM8UXU z@CW-0w$NJuo16$nk^z4nD1LVyL62BNTmJqNU`SXAT*lN7l=M4Oz0P{6Nylndn^Jn% zqG5s30%&YkO}Z8vXenE$KhXS3?Wn-TcwINezsFjIlXil$~}$jL1}_f zc4M|?8vN~eZH`qHYmt?wX(RZ%!%9lZlNI)*fkgr|$4;g3$~+U*M!lt!6ss?deq(Xr z(jc0C5eu#z4_~o0M@5p(OQPe-e0;9p+XPv>j>>3M8bpRIW(kc6DzjzR3wX!=Uc>O} z;242dust>xVH7`APowie=U8k{wYzcxmGK;GAD-x)C5qgJssRwvaTlBI>Jws1HI^q& zPQ%N*9UemFX~35)w734VVw5nin?XW?#gl&p8eexBFOIzs&j4`cz4PID{A}2(S7x0k zwGk2A!ts^2d3H06Hy3zOn8A`~A5>Cn0tbD~f{(vk1^hv_sbaI@m(mB4nt$z^IhItZ z@%gP>-(RMYDlD1~Z$Smh?-GX33hk#g%nr2KCoA*72xBu)CbDX-GnP;xV(u3n2hS1> zDIXyJR~XGokhX(#J+H33d?FBbc_327y)I8x<;y6|Oz25L<@F}uk-(xt)Dn$rqhcaA z$jk=SrxHeXK6#m%@b_P(Q0HK3Snz6;+mb$H|^IRF-{)(^WHms=T+A;64^tcx$3}#VKE% zj1-4eR(vv#{BcwFE)+J2^)V|;B3BgEUkgFfrX>t-h#@`!=OSxw0k@`cXtLItXZqOY zjA9_QA5x38S3VtajWMTk>=RwK|Copt;kH^$toQ#aTXf-RvbZ~0OcE|oDB@#-`E^A0 zZh`IxW@1P=eempXtj7XVHwGp+o(7)Bvp?`B9sEz2(Z2iQ@5B_uZCmUV%R-+eXVz%6 zT-9liIIsg8N1Y?{MfoLXWh+xkb+O@vm;e(~TwE>)C~H7F4#rF*{o++z(n5o9uW>gA1uQ-kLAq#B|fwsC~@s z!)vbM()2*;E-}`rbu@6?P=0sxp}b3kt9rX13PdRF;wIVWOQ>osudo7S)r7fA4_Qb>4J}gRf4jvHmqw{U^l5 zKg_b^+Z=PA`7`!C!R+w-49$h38qYcMw?)M_2FAT*#W#6+hkr>1iSq21S;aTxK<|qb zE`>7DzY7UO`GnST;M1~UDZUB_Ajo%#^9*btWH&ILOiiE#_n(DS3^TTRJs-Au_w-v1 zE<_=y3`M@eu#^Vk1sg;mBzV$8asQ!(5sLgHA_+CP{5Q&(+1NjZM6<|HT+e@MAqhob zE~JJLer_3xmj-3x#7ho=(ay%w%OcXLF!{qFvC| z7Y|`k0P3{+WxlUUa*pq8u93)k$IPUaX}N!o8BT7`#U{+>u)@j%Gnf$B0!c|*7rwks z60c<_xhaeCUa{G{B{9?I31^A0*I(t@WF2gqRqbiSXs09J^2HL?E1J?aEkJOgGpS)H zwK+ifNZ3zmy(pLb%$?N|lzJ&+_oK?R>?b_iACDEY*FG689%8ugRgGB>TXnf*4^hv7 zAf4a5#EEMuIq}43KZ32giA(W3^DMRs@pJzuJ~5&EiB`MVK7YZ7Vj1U#kIQ(PqHZrW z7Ox90_KTu^Y9>X&S_i8k+9QjnX!DsqjAm7xQzx@EYTlz@MQJ-Wkll1qAaCl7GEdPI87XGJ zAyU-lZJ=nTf|0!65-A0^E&=eB7JLc--+iTZUL-0{T|?zfCk3k4c5>NaYm9P$oQnN> zxaxQ-&mEObXBb+m&XnZHb-1Se#&ETph4x{@2A#{W(piDprpp~QIygo@pvLcd5*`H_ zn+|q#n4Cx>fMkQZybg0D_}Xw|+ZB=KrV9hD2BuY4t8;B11`hJ_zKe~WQtK1FYnEP0 zTgs^g-D}HiLv~_EuT1%zXl|g;*{R_#3G@vEKU9b1-IOx8I63Ss10GO4PYbt5Up$JwE(hwA>0|T|hq!LpOPFK&&u%ZVQN(*tX zdqz5oPT)Gzy)MN|XRXlh4E$K_%2*wwp~!Hfo*2jiH&x*)G~@saSyzXKvSxB%BNX_a zg4+r==zsUyE zF+jsqH9sQ3vqF*vZCe5|5d6oH?FD{8cwt6iq$30|>lmdEV!EMf4MCJ*Op$xd^vbu}5zKqdi z@QN^wj$L$h7(#70e!n!5TZdOX<>T=gp^@j79R z3dW(W8LyX~TM5s{l}i#eG`&pnqk)BLqI9V~lBdDKAiw+s`U2iW@6ACmRKK+duE zwR73IfFt$d8Bf&cw(yChylDn0I4DgGLz@a?!uq2$()+18rwInB!*o`=%Tb#6?UAA6 zN3(Z-5#1OKB2Paz8TTn<>wcs~_bJ5yt+INyddS0FBe52>CQ>d!204+_8~p_g@Ajd zY&lH+N&lGsl4W2ZWovOTnjK1#{*zJ}155BXlRk;_9B?bmV@xwSzr3gcph2V{PQoxXX^ngVCH0cPudeywd0U(4$d}jbMsalu500*mo$jWEcoFjpL_!05tLMWii$qU#&KOG8g%){$1kZ-DOCeOM`$4=pCj)7;?2l*qo zz@AWWO`A_ZkQ6=VS3U(X1_kQYM-a3|?yG)21v>^Es>~%wNQb$%U`RnmZeITB8o5p?L0}Gl0d_fg5{1bWIEsjE zr(FU3Hx$MF$4gwnsXc}=;2)mfBKGy#`tid9q3FSt_WdI9G#I+5%~v2%1EXz-g_m^N zaq-~mp;*I&&iOQa?QESM^$40n4!oN1uv7J%Bxchmk z9`fNd(oN#>8e45slDgBChe4CD6+f4}GVi{IrR8`*pUqB4_} z@G|3B|4khx7I|`17)gmKfn;cACZgQl_FFJJ`$2h)tcjh7T7DH~((KeiTwtlmNJu&f z^01XaOa7v~wV%+CEykk`Ctbn8o-eUR*1lV0Q~=<{OqtXJqZ;AuHjpfc-sV@#NG&&}_~Qpg6YBECKuUv{i@(&C2w%R`Rybe3 z6bq2t%R*ZcN}qDiH`MQm+BSj`GcSyhr5s*=X_Z$w3ZL|e&c8%VoRKqm?Z|0xXN z|I^U@4t1aVjP1Tnhn~GywhGYabFo(zNZwA*uB>47_iOamdD8dCGk7YF92;)81k-M}XiBx<^-aH3W{RW^5 zMfxbh;Lc~{E(yvt9RkQ`)h`mXk0LNW3*?3Lnm37>r!cASMZSgP+Ewf&t>xn!Aab2ZQIHil934_c=@Z?eXUTI3B;B!@PJJvGQDm-ceA@Q?9~W)j-ZN zheCNN5&dj`?x9%e`*DE!Ty(r!5=2nWF~78sv!spx&ECvY-afyypF?6vpY>?CdO&=j8`mDzBEzkz4+ z*{8D*k-Ic?&*fb~wOay)T~3*uz)s9ktfT>Fm0G(;LHw`%zkn9VX+I=naLM5r6cgWz ziuoi!?Mj=T|Mg1qBQb-~9a*=iL^?+p1JH$qx7?*eU2|Z03y0bw5Q^qDB~6f|3?g}C z^&&D?$w8qqZKw)d#=-m|MJblJ^6_wzeWKGvW32rGDuUgg3p z5H&tg3N(e$zk|xi;+p|v8KX0~u!m-9-vN?J6{9_X2zv81ISES?%{!EWHF2enpz^_3 zK`x>>Uh^@zFiRZGE0hB5p|*=ATr=87P#J5&6Ym~YlM>BeCL;lB9+zUdu+wC;x1c|IoipUZj}sGKg2J^`6Xe`UHTaSLaPMlTy@d{5t;oPb=@*xSHI34WFtC#klxcf-}cK~)wu z;Jk#DIkq<%P7n1%7lK1Ue=9kW$EL9yYo+qrPYH@eDH zc?+uYZdA;TW2z1dagJ+tRJ}xDyyCQdBUm)JD?nhBLBDw=u>4!KOKybycUcG9HRU5n zTxx=gcg#eRX>ha+_5&8xT*|#4G95kVuV>u!5Yu+V#*i8u&OyVSM?2(NRM++uVHE>Y zt(s@t8rSxvfXR(pJtRk_WkG*laVtn(ocV=&C1kp6e5yy>8Jc@3WcqQAnnzr-rz$wA zJ$h;ihDTg`Q`c-@)s`Wld|0|iqT6qD^M`6w3Ztu>Wsu;_vf|)Xw|JMG3V%U7SguDR z1V)z%6;P2)4Bbvl3Sl^Fbr{qF8rQwZSxVf3;3#z`? z^-m)ekIDxqjpS`;Z^0Q@yQc{_#^xM0n>eiV z+W|O-gOd4o*0G8w)hm<+i|*w2pedR0Nmd+H%;38kIEO>B9H+|go<2z*!IJ4+k)K9P z*y&n?^FP&><;JG1U~PeryZx6xgQPP@xLC)U%(IJ9g)iccRTG}U5bHIM@P}vMi7l%@_|->C7T5X78q0NSHy6-{t17h|YR-099{c=vV^ibt%RCgp4(`CW0XlqBLO83ZPmm zz`DWRTzDF&Zkt^AN$Q`ANCc{ShO+N+sh11u@Tz(W z#|b(HRzF8E@X{!j`*HS9-&3_ZC;zMtFkP&^7YFI>VpPDe2&FC}U$o$svoC^fB$L@dL?JvKSx-PAd>tyBfpT5t!U52v zM;$iB(DV8*KjHIg4LCI5u~N#1aeKB$RG(k}dG}Tl7O%qXoX`+I~@ZWf!R{ut6AHH2b;v-~qnv(u))cmgcfnwluwGMFq z29>n$dEv_w0MxMgmR$G>?ZQW}C>jp7k@3psIRDq;W#cKpMbuXT=7&NnfU_)X2UYzD zQrGPSm_T#A<_$_hhI-0-P+2}-C18}_i{yMWG4TORK)TXHJmn2A9i=4m5>~_;=gWmv zC|5l|DI`Z20|+}N$^SgTf98p*5pv;ZQ;mI;eP)y@%hXMj0YOq^a3m0X2ZOMOyz0r!}6y$)Wd z(eNOgc8LezTvZ8hX`g~s{h%&+ zhEX|%<*F7_QSxk7v8kvynMTAq4kKNTwtXEf5XFb$IIqV3L;@LXDG=4eG06T#IRlo;hMfU>=rp=uI)ZA z?{Ugl9eeaTo0={eUsf$dz^|H@$e+*E$1f}U-An=hq#WH7#1nY2=+0~l8x(=<-PKm` zUB=og5jUh^QWg6bjPiUO=LT0{X_*?fAu_|uc=Hzj325Q4u4qsx5#PAd<*Ndl@dcZ= z3ewT2wP|$f5t5^SzHT}htQuPv?fA_&ml0es?NUrODa2wS?uqrvJ!ezD=C#YB^F#Y& zc&&&qkr=|%^Ijj`1;jU30Kq2u@t&$GFLaz|u6B9OcpJ|Ei}@wVP2RQ@gjQtYgJ(^& z2`4y6oP&np%}V7a(#~WttVT4^eEcx0%rWwZCas$Osm@@7(eurGLiD~}=Y$JmuK%|c zs$fShZ=S zFquXEiVR|LZd=tie>zCl>`zHPpg|3a2NHtG!i}m0gx$><7=bt7w&IzS_KxDRFSQQ; zf)kHqcUg0Ed6f=e2E8I0l@9+PPa9p8g~$=jHJuKB_2Gp39T*w&`k&%&{&^TGRBRni zj9S#SkbN`r?aLSb&cixS0c_)Pw;J7h$xJM`n#_+yU)#)|FZZZ)jSBoIDRIJc2T*gEjPASpYDB`D>-SYIQF#%smS;y zjHoc_sCdQCYrWG|tJXA;ZBmsA(ByKVsSS*Eff42UPUe`KNiDT##yRaEWR;q{c&|9d ze^p{(ZDxSvd~uPs?gIbmq^>gkP4h;CFP!l`&h~6!=tjGT^_{Hd$epRo@~uH4Mi_hWk`{=TXqFxHRZVTfT{MuXDiD0h62P^gT zr&;7&2l6!?TPf)=mCmbSXOi3#SyaB_ub%s!)?Goh+|r+MHov^J&LA{nf}4OkfafI_ zH9P$2?4g}QZ1U8OAupP^5(Od5i!m@849$wqz#+^ay?p+(XK>d`(i5CZLVLiV(?c{w z{OtB~YmrPzJly5X zI$JpeQJK$(!L~B)Taui-eO6yO4>`6MN!Lr-*kE9k#27y{JUCM}_3p)SqLRSE{7!jS ziw!u@336X+*?nl3{R&JQk6Yu1H!{LYK`r0QleGAvUY zEZ{63ZRtTv10(XVB7WX470{7q^fV>7AfPn3bL7g=Z}Gx4AaqrP?ZY4_6fLGSNq^#I zGMS<210`p6uC)jEmi1iQWQNRku~TuBOPs*BxpYsAnWu}2Hw_~vQ+=!J8`rlKv32o) z-I)A4WeM-N+s7D?VSW2z<9D-4iBa)t(HIFtd6%b+#e03`(lcB0r_fhh1Eq{%809jG zsL};}P1TkbFTiRx|<%uW6wE#*(CGDEJA8JfObfii+| zn!d`d`fO=;@fu-Pl7{Q!=@wlU*j{@DEV?W#C4l`q-vl}S=QG;9IAvBcX%`3t+-El~ zohx!)8HC`vC-Wn2@6@Gs*exR)dJIBd$u-Wz%SMZXHmh$2_b-2=O#8Q1dhVaqyetj? z%fUBkU1_$FH-jV^h4_7xw0HI;CP(JcSQrxFPwsvRO#nQQ*#-u##-uQ~+UNq2Kp$zOV~kbbMFVlcgw2y4EX{ya zV_&4|>W__Qfw_D5^RjQs(&yDq-=AC=^xn}mFT#u|-X?U69tm-cKRkjU7p-?PJ%V@; z7iuq=vAw%^Z_|=5Mc8}Ok_R>NedoMt{DM+mx-R||?SxLtvvC&W(G;a}^BmxJ75Rk6 z^K1dz-)5VUg{EXBta&{D<}t7KV77$`_tpWzYFRyX#7hmLGjUlwrThN}J#@y;iYD~N z&#_YJ-v3vnFMGdSY-;q*q2NfsMzD-SyO@!yRs#sGhR<(q^cgd|7nU-;`P!@9{s%} zI8s3)TRrhwXQ5IPss__OG+3q5j$>0j@mXi7k`t*1Qywy0r$UJrQ#~GOY>7ahQ{CK@ z-a^$n*sRiy*HS%kc5CfSa`nqbMK;uNGM%GJD|vEns{#k%LDjSa=bBc{pwZSje|>Mq zfe-;y?Z|_@tpehq&Q8U2WN%Ngm=#40jn0aWt{D(dlMv(9rP=vBD+}Z_5IUJIvfqR# ztXqnJqU@`|we9Ecpy_S!Mw#Sn803dP5}6G+BJPTUHwpJbZeG+>#GiwHJ&N#zcc(=K zZp9MqN+~@|IrvG&Fme!ol8jr~h))F3Z-xW0rNkqDHXzE8LfNDbnO|nHGvugZbE&P$ z$Qzy<76~aWWsHYgg{;WHf1IlPlrpJkn11NOR*i7LGba5u<5OEPwWE+K6J)G$MnKzn za(6+n5rq5QT#vRr=K3sa5)rgNv+dtG7hN;iPW_w=mdWK+td`z*xjh!Xg>|_-Cv+=C z+1Zh#@~E2IS`3Z_*2`DsUN`B1iND0nvAie)XQ4Y}+$ZJUNfkj)4*myKZs2FLXeL=v6x+{NpFgtrp=hc%04@0JxzVF$KqfYWj#$hv1iiV(;hIKy;N)V33}h*cpvjq z+^bX`*C9RdfWohHCs?ts;yXaz!0dywAAQU>F(6eJNjOmI7!6$5bs+Od{wi1_`5=|| zPGS(M1RR`o8m~e>RP*p8>&`EniuAz~3c)KwT*Y9I(J72fMI31v>3n2aGHfZ^g%2(o z3bB-duG-r%4vQrqP5AC8H5!7gQzz|<>LoUg&F9sp2T$AIMMCN(D1YLnyO_<4DSK7* z!^#+QGOKD5dA%g%%NA224~`XjF|!5Q&cWS#nNz=)vBEnt>#!oL>9=Rdk86h?TOJw> zHmNb2E+VeSYjaQUYtBw@C`-MIKCn7ta{ZzUC9Y>qw)V{8w|Ks1Z`(0KId(AWK;amg zJXsP=xP9g*ju+|5njtc>tp&~fCbCVlW+kqp8zsJjwGML6L5FCkoY#&$UC~E5_E&CyXnTWhzEa~9)UnV%8jZ;}6&k3;(r6C|B_VK&Ci#zE9jBj~DZ^ky$6$|~l2I>rscF35lV&ib?BF%D>hPocvr;-JAO)CbIl9s>X~U#$S88E|YbuQ7cs~MBG*l z|KmT?O=~eb(kO?RGXUg3n)+CM#-tHpcFo{z(5WSBY>$(v%+<;?<8;uqq}@5{1g+k7 zrg8W&^Jxkl=O*2!pCR|PFy?*Ahx3_9jy&|+YVY+oKNGhrjv07{p}-tDUqN zc*B7plb@@VS>tFZLN&ijl-bkHpnU;WzpX0sf$L}_tEYF`{6$}T`}`CRo(pr~gD|#2 z40?LlG4t1tPRgy~uOl;0$|8fTqvRZo`-xew5?cq&(id3+aanXuDg99_xs-x_vHIo% z^CL4wYpX$nZltJC>wI0R4=Wp4lk8)HH3srV*=e`@wR`5aH8Q=msZ*TftR*WGWeE`a zg<@K>BV)H2YOTR8djMQ)H*go3`3+3%6e9}QJ>tY_QQ2OcVV>6DUK{}n?T@zGT9QeT znyipvHJ_!J=)Ou_(Uql$l{|FOk+mcp$tA-U(weACBDZMsbCxnwF5xWq0}durM5;{8 znPb-Ea@AS4B3`4}idQ0vnF+34b5k3`wlyOYA)Gu>o7N`8c$KAkddj7-%B*>cFl_ly zC)1?{W7DzNWnZhuU)g-JAkzJCmUXfiL#*VO%-+euhFGjjHIGY@Wp*V-+1lk}u3|a{ z-{1+lnXNekVlS@JoB^jh!($d_yKR#~*9lgdCErv+^-X)_Cu84JsTN#3qZ6To$ZP zyD3Blgl^(tj#M5O)9ma#O6%;_RQ8>(9=lGSTkG|E$yHtZ_}iNtt#RzEp6rM z5shg|3BM{Zw=!^tn<+P#OM`~cUek}03?yh;}04_><8Qz*l3~RM#1znJ`gs}XH)%F zEGsg;p+?Xktv=O_dFhg3h@_8i1)kiOJBU8sTGSA~+a~KhC!;$~U9T!q$kYSj2x?Mw zly+Oxeqc3QH9^Y!YZ^!Ok zLw08mimTC)$y7W#tjZ+fSi;`hU}ol$Y(2MgDYCf^6uK}8y9(QqF2J{FotTdAbcc6& zv=KFl*`01|Ds-z|e2yfsjqF31&OC7zdn`F~QMS!M6MF_&K}YM+7Q$Ypxr^9q39W09 z?K+p(dkgafp^sLMw^HwP3;um;@fgBqrXR6iCM6%L-DCj{a+|RNJX}`qe%S6KLk#px z+Gcz|hq@SKEAb>@5EF!JlHJH|D5`Aex!ImJix{jL0fz-U+yh}KQ}OZX9<^}~)P66I(R$Y%$7<%* zMXa?sbn0}d6*VYN8BKf{N?QdKV}2?z6-ReN73hX}8_jU+R$c{ZEVV9&P|??OU)?oTqpr7W(>PLusOj2*ay@VMDA<46l<9XO;qkb3Zx*&LW+ zQl;&#LryyW=VfQmU}CbZs4w}YOo*;v&Sa}NB3mGLLW-r36rm-u;M~H_$q)Gzl@MxT zs%p5oF*P%3BS1{1B@KI-}g|RVAfMetL=1GRI{|s znu6L%p_#KEilC$+z6LA0dXwJq{WE@;H#1%0ze|mCWH9p6^#s$@Uxpa}wq3f%5BDe@ zk|<~B395)QG7q*xkQRHq77LmPZ`hPCN-{f2(TX-GWweuW)S@>qPSb{?NgTptYMnc@ z5CF1mafMh^?Y5aD!55}$4S3oemS<>z{GHACWl4W>ID}t6iC8~Y#HMlkTMXt zAlD#58w`mqOHxnQUpPk=X*yh;C zkxVSl=c0q1< z$T+0i15ZK`C+!3C`?RG#VRu;wV$r4ku7_?j<%OfQ#Peih4|9hU_uQ%+3EVP0h2x8f zTm@ZJQ%=h66-mUCOq18A_s~N!X{Nfv3diNEG0d}31%=bp1pNUW$tJB*;7P)`UV2%n zvL>BaAIcI|)-J6{qQyGa$7y*oUbQ9k7C&pObd6>&YVaEX3l zKKMr@H$J#@O_K5|0${1VQSAy9#)8{Xtbii>5`irlI>;D6sH*{A%jkomv3-EML8gKQ| z{SyHo|C9KC*#E)0*IFh!e0Ba?t^XxJKj@|LH`Q5=%kE$C-N66x?@rq|1OJ-hsb2i= zEq({qUwr#cvCgX*Fg^B@Xn}NwzS{UpMS8pu0Wt6H;h9Hz&~q z-G@UJ&Vj+mgqE~IxGlx0L|mc4#EA1^UHPQx@db)wvyhX=4ojQ4f3`y1=pH4N0wXh8 zMu_zzjqM2#&ujwz?2~4}%-!`L&U}FfKY`hqoU?KN6_A4442&>{cP81Uszi1&;7VYQ z?F*;>q%x<_Txlv_fL_lN+Dnk#&7$z$&Xf-Vt}W78K1vS@|4x(OCnI*H%4F^`+gBU$ z{9yZyi;K|K?*Ra=>2-jVIe?&|vCXIPt^xqs?M; z8>TWd?d;wm(0{;gwZk7@{_90L!Si{lq}lCw^Se$fds(P8!jxpEnq4{nE^!PQ@mHGEcaU%1v=G7z(7QOT&4)05>^XLu7zGAIxa)+;H6FUiNO=?m=BfE^R2 zH77e?^pjL$uZS;u4fnLaf$G#q*9;g`84{(mO>LPb1B~q!^ef2`K5PCbO&-`fjIbsp zB?aLTh!`7-O+!XKLGpyn`4p6T$TV_~(x58tDa6fh>75gWPJV)PbBx3sAbLmF4_E<7r+os3&2=XcF< zILp$Xpjtz2qW1C}qXPAvQMJ1`4+sck->umX2-M@^%_BG1-R3R=0$c6pME5RJ?dNh$ zT(j)?$%hHBB@g`ijW*L?;Cvyze!+ucwXv!5*H^)4kNiHLq=&#e_;vScgoEB?pXSzE zpuUr8Z2c+@(>o@L(-{%Lc!)4Y!v>Ms|iicp}n%X3`lfvblx z1;dDT^^&x5P3hczu_{nbqIJe|dOS4f$MfoD8>z;~jK3~Ej#t#F`J?*A!@~?su8qxu_kTSP zAvljkxiw8cWSS7vCiUB>PDBy#Np@6KaN=g&zCQ+<`psvk>_hdr+1hQ;6V0E>&^kyQ z2eoe8w{q05fukKmw!0827sM=}7&Os*(qwea;!Ht}NV1#4I_X#Fs4e%xMEgiz#R4aD z%keW~vx{r}h}##LDW&zbKal15>!j55b6GAgGE|tw@mdt(@vEuZlTeft+pyUcs>W#w z9TlxO7|!;f>`6mt=iFsk8vY$)_>AW>aez;cP2IY63BqwA+0}w_O}eVdOS%z zUfF&h+5YZ6@`;`M`@{SH2XbTQzTaH+G^N6#&Ow1MV=#SSl|cmJIbtC>U{dslr!{vk z-fr63WbHt6XF;v)YfAIA2q`t!eOdxXa*f>jj$nIkBcL(8uvrRW(Hf)hc<1UhO@6}5 z5j$VB1_8Fv8HdHXr500oU7XL)kaJV5ZH@35#akEU-imSQpnG~P_6&OSd2{97>Gr&D zh5y}e!xPfRSJ1dZwBiX#QDs0amU#9EGgf!I`2A;UbpQ`9TA>^B#^doJ&_}>L5%ZLx zu*aB&$I5VOTjk-AR@4|6Ut3Vy`6l>a9J0E8+Mtj;LN7QQS`q>or`D5<7xz$lvu)+9 zsb0bAGQxCiWF-E#*>KJ_?Ll{54b$nne`;EXdEpJqc5+?m)(`ulwbPu~=z?hI09`lV zjtI-0QyVOs$#u8K!n4<ev}PJREQHDhzODTJL14i=C(&c6oLROT$)JdY{L$ zM`C}rnNpovVt9CMXEwo5-s8bNn`iAwn-U#9ybA}9E490*x!M=kx4Q@0RWF{MC$H59 zomtm^$TwKd4Lt|Z@n(Of7*y$woc0RM=-9pdr~>cZ0R`?g4(VKk+8*FdjQ_#Pt@mk< z!oL)`g2%c>LYh4R?R4*_1uY+r@yyZaWxGaitI!7%_wfW(rR|khWa(Yu5YN|D8t?wB zOACPU@%XSd^Ve;d4Um*gqGxDC&g0>~__OQySHlB{7?q0{Ls z!kdU#`LI;}%mV4Ay~`qZS3yz9;9f7D+X~L~0Lpn+AI)zF`N%}lVQ%=JeCmN}8(5m9 z@H`PGuMzLSSF_|FYxvsoNw#licC}DGUAcCvGoyab*NdHUH@u&|=DA;_*J^_&fUQ;6 z7DFH!cHSa0SLftDF3p2mH7hSYd2>Mbb$f!Yof`@j z{;kg6KXyFu894$=t~xKaJ@#x<1?)uu-Pt%H{xUPUS&yx|DYQL8iLtxs)LU+)Y=`w^ zy4Z)M8{D1*^5mY>*TQ;3q>8}n$o5JavOWa;`q0g9i)MmhD&$#9LE(GRauqo0zv=7E zsmoQfqsP4R9r0#@vX!h|v0U8azbX(N1C-xT9^1qOU_Q~GEU)ZMn z5S&q^uHZPg?J;aOZ$q)J&TS7h_R?{VV$a)X`l&M9IooJ(mPtYcl?`t%6bN zh}Gf>u0Egv@lfN(6>`~qp@4j%gYfd;8C>96ZNR$B8O9g5H>~dSASmZ@LXuvVfR%ApL+Lo0X zQzu{LJ)VAa&&z#3Iy|s{Uz*;{$4Y;5UX>!-gjPeskH|^;OsSx_jEhzU7jSS;xNtrn zHd*PwSO?;wU0YinO#xC-V;*oQRlQ4qPs^M99C2^ikM{p~VOVZ*=hTvEHg>;1 zr}ZLk#!T%g@h$_r%0MOxFu z`b(Tyd9w{B_pN1U&6UTh3zaG6jWPT@C2w+y+A&ZF2~~vi;yibYhPp=-^ms&|v|0O+ z*jsLiETezn;4I|A5|_h+Ep`9z$ar8YmgRS#nZn9t^UUXt!XMg=ODXmes@*=q(m-Pz z+)ahG^&HyCT>+@p@YuCuT_4sYmWYz0>#6dnBQlbRN<)sk6l<%U_DVhp+0EOt5IHul zj=e>=T$>lC!P1|+TeoLIFORDvl|*`I_z$$35pbI9n(i>Icx^DP@YjRYKPD=yqF=*W z!G_}w*>ZtXcMU2Mc)Itq%FtnXyz-ozKcd=+boH#(-n}=Gh>*cS` zW8!<_KAu2+YR;=QQo!&COS~0igdz;sX^n)jO>&uz@O?w=Tvh3f`NNC&{QL`4ukN)v z?SlWYisJh*fY_Y5^EkFAAS3X;Fa!CKPizC0duz(&LH#m)!^s_hlKTwnogK=TFRCkL zN88^F_N|?=TkFn)cT&WBtTiCoyD9H6E7y4ExAimN=QI6}0(hUn6T**of42+bUC;d4 zRnRA5__(O!NiHIcnvB-d-!Z?o@yFT!;)-|o1Ghfr*v7uNi!XJziZ4a{OpADw$A>!Rg)fg*NFcf0fA6?sO83ctVtuh5<@X5r>OvJ5CgP$OXJKdyv zhW3>AJ=Id>o-r+%1k>(BMHzIO1HJ-eKL>r+Na8SRjq_fsL=2T>>sw2eB>dZ?--w#w z8PV^NS<##!Pd(%#8Dmum2?-HvMu(CT_p(IB>_4c{=V^bqW|;1T&iugK=>H;Wrl-Ne z@Eao30FK~cC_XBXaMVgc(1VT>`5U@}LQHu0l zLMQ=33srg%lwJf;KmlpeL8=r(l_oV*T?j>#gf3rji|*cU?{nvmD#HUkytcn;)n&@P0 zUF;Q9TbwVfw*MTm3D7te;xx-sUbbD+;>ESs0@a%^L0dNV?~#-tBHTu_dP5@l!snB4 zj}&qR#jca7=U>Zevm>Ge)3mglywb*tmqD_m!}to3b6W63vSXi+5WCY|M|K^pWMZNU zW`T7%OO;QB9y|!koLG$7rqqskwrCveq!oR$rT$cjheNx@rV8pZ<@9h53oS+yrlWg= zPv`sqEOuNXYfSn$zEe+rB=W(gWG*Cim(^wZg*B+7YN4`%9tgU{_=Ja*$@Jp19oKGD z{?i1(yRXxvKP#uPuk4#M8{Tr) zEX{p{Ux6qUFJ2w@<77h2y>t)VDM(0@9I1*~H$%wppT6SDX)frZ~eh6WjLj|D{KbjB~FZHE3?g*5Q}F z2RzuGBRoeM%K5Qz+vdhzEC)f^jYy|jC-$M zJ1z02vyo-H{G7E?>t~LVnTshnS|`hb`$mr|jR}j7*H&ibQ-i>`7D#yf%zoxplPJ8^ zkL@h=ja&a36`rDFFu7v+zolr{0zcPHKVF*d){T&Ep`=f*>=aK!S-?8Bvd zLo|GJ4q&w;9^p|-vmzB5qfK;T`0F`WsWtN>YWf6q3u*F8MrDUac_S#m*6Buv=ltEM^`(FYiH&G8^NL5 z+h<%n9Pad|C_;#%$LZ^zwl;dR0|!}Ci!^RdM0;v$KF!ME*2=4>6AhKPMG=-wju&=7 z-Ibf~wbzYU6!Oj3=7k02vGa*Y#3+neo{<+@)qp5*y^xPM^`tLZ0AG;Fv<|nhYQ8{_ zA`oN*xsnMAyP zt&DRrbRV`j3SN*bbDeZS8_32f0il!!c!O*1j8Idy!&w1;E@py}%i)sVJpLg~tT$a* zf2Ft0l%Zk!ti6W_UltU(|1!bB#E2|zcXBlQhF|0Rxepp#*h%kswMbt?v*FW$y-_^z z)l`G?W_{C1aL|SF4R|{bT1{DgF86hw-!gXYOi$~#c_^%H-_-wc`1K=l)HYST@Ci@}VI)3|{Bt-|>$Wq%@GT-7ss%j>`--+@yq`)wimvSew{$Nkx8k zOQZMHWGrNheULsyeuc>PTf6I-C%4C!(PCLK=Dad<*_xX&IR1dT?)WlO{qb%}v~XYP zrbi@<3FoMXJx|kZ%e;R0vAs^i>-23I}|F`504|DH0o*eGOiSGBww;6((^Ij>FT`)_Q=E2RM-t^ znC27MS^1kBIX>VLM3Ij-_?JqxLi(k~fMKI2!pHcnBw#@oCqAbi#C z`FQSQ6HL1@%{<-)9=iWBb@JxcwrHEW(E?oKU}-qD0%*V<=Ymtp$c0`S`kdv6;JejcDm034Qhk z?mEaj!YY#)=P33%Rc}<$r5I|MW@|F6Emgo`v!*9l{l?aVFXeI6gCFV#_hX^gJiIl@D^n8RY`JpP!!V_!JYgcl%nZwgIrWxPOT z&?U|7+C#~Nk&RA4qdzee{?;0^C48m)v^HzhIX270OMB|Y0)8lqi^B0KIQx*-=jLxq zK}8PlvXg)z$Gw`3a(f#~4UdlDQ#}FAG%1QKYQ#GMel6HFgWq#@vk-Ih$b z9(r$_vSz=zR&?+BvHT6Y>Mqiw$@84vD-^Qe60BICBVEc`7s)I{^X!{0~np}Q}49M!__ECLn8>e>sP=Yec@$nOW?k`rt6omSTdyg;h zI6mL+ZXK+r`c(tYbZ>lE=&UAf6ha@1o`|D^x7_J+Hg9!}LXbXDsyp3nsl9uX9{eCH z!UC%$V3kyiHS@ZYK|k_&-ikWihXZ;YWV;fi1J_YE&5jcs4hrtJ9!?hn(IPE zkt&naVH}9BX2ELuQ>TgZkvbu5(%ABBRpYhTe49tJSmwf3djQN9VhtdOx8+z@w! zp!yo(xFjT6lopoL9eLW^elq#}z*}o&wF&BA-sgxaDwBOEV8ZhkSVwh1j%$6(r*p0u z@zNi|!hfj)HAqeX7vKZb%SR~SeWD5R<7MUtcrn`^YjQX7s);Z<=DbO?+R#?h8wS6T z+U!@3NW2tf@wx1=(M>c0Ho{lR=>gxcnMJ%va&A?tMQUQ`TipyEt^o zpvZ{(`L_D0HgPY+ywEE>XV;9~G;D>osXs&iGrDJ-t}?rAHf@x2y+R7}6}t`^zcLLT zHNOp4;Q6e?8&JJS_GtgPW}z)FRgvO(Cs_{Krvr2!ufA<#x!BqwjR=)?_#|~F{oyXy zC}n1tt`k*r3Cvp-G2rw{pvG`6I;28oeMo0_Nkt@~H`Olsx_dwIgZ}Eqym@Gu>Ev(4 z!~=^43)`X#D142H`QFD>UD6Ru)xA{pKqD-766QBhrN^v+vERE#_%E-A$V^#wzibD} zh!8DDw`mFPCHGR{NA8#32>9|@`kyXbkV9nE-JnU2GTS(GS=66YG|<3GQ=Mlq8LuD9`qak<<&%+ zIPQeBiQCPRm)(5A$M_dE+SEkq{L1tsQk&^M-Or0{F^-yL#;d8Gs@FyvDEq$DlvKLk zL_bp7DeLbGC7n!>uEov3tsY)LGYdi1IYXybnNaK$zu5la*AY5KzK2#olm35k*x)xw%Si z+IBXKgaY|ePoQHMvL%s-lapYAv0Y=JHueM#VT`}=vg|_7O86>8Z$#N9rVDQSACg+^amun*1&5s+}8j`130{;>85e&aFGTgi*`zF18h0TX|6p?sFjs9S~ znx?f2^uHU4cpIk%%p zv>ku>B_Y!ts=o8+J7Z3aK|Hnk59z4Iz zk+~FeR_qYCj$S15#ceO!my0CO6!w0u)0WxGdNLI<2AOROd7xY?RIU&&Hc+9x7ccn` z(-_~r%&}@6d5+Hxy#twl(4mXpjGQ@`;o3D#U?QBig`nTZGNsvr2YWW&-yHg3AQg~lWt?9 z+&$WSmJAi=N<}VoZ2W$i|{u6`z0m;h) zV6ZFDi}b@1K#m=u?7IIp;2nOD037kRK7|g0WHk|;FE&DtK$Dk1OH5e{3{J4 z2K|{R@vp?+>pP);Z&>nQiGSAkJN2jWN&Xn$k3mEKKTzri2-E-pz$bF){8ZC-;6&*k z8tH3UI9OYv06<+23)FYjRFQ57YM_!55)Ci{h=OIrz!KtMh$K`TBK6P9zi0ma%9t8> z%i7r%Wk>3U1OTXN?}V~;BfUG3=0nBW5@}_9(y>3BfX+l{%h0zgQmuJY@T4+}_lG|$S#@R}K+hxnXQ+$%PdEGHXXRToESak$tNC4@H> zXw+47F;Sn#1Z7=0rf7|AQ`_yOYLR(??3J_bQIBzX05CY!lZ}R6y~{G8Hz%d+d3)(x zZHf;gVw)_*S@-FQq5f{oKb`qQFKu&MYj*(froELrNggoxyTZmKgCRYfQNO$EPh0=& zOJ$PbQAjs{poTfh#R-WbJ$4A-2@#VL1Bn3aP$(C7Ss)PcSC$yk%~psSsO^Td@~|YS z_H!v0D;t1?xuqkil|O1AF~3)Dk91Z!F}t9OtT;#<0+Ikj!BXN9;^Lwp2>}pDKgZ>kPNdG4$Df4&iqzsg_41O+4iXo)l{tY8-Ad-^*=nIJ;4*JhFB*p*H2C1yH z3~4$~(of?Rm;7nGC^vI^Cu_Iw%SYGV$C{)c0H}jRo=p77N&{YZwm|~GClmjD*}0?4 V-B919CMhQYhEVhIUDHyf{y$@|&C>t?