From ee621c145aa8857b4e7ae90c447dfdfa5dfdc12b Mon Sep 17 00:00:00 2001 From: kwinkunks Date: Sun, 10 Dec 2023 08:49:15 +0000 Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20scienxla?= =?UTF-8?q?b/redflag@4f695b27277ed742e440cad446859e42c63e3fee=20?= =?UTF-8?q?=F0=9F=9A=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .doctrees/_notebooks/Basic_usage.doctree | Bin 84182 -> 84176 bytes .doctrees/_notebooks/Tutorial.doctree | Bin 157406 -> 153516 bytes .../Using_redflag_with_Pandas.doctree | Bin 27254 -> 27246 bytes .../Using_redflag_with_sklearn.doctree | Bin 214463 -> 214437 bytes .doctrees/environment.pickle | Bin 3062087 -> 3052571 bytes ...beb7cd87cb427a8ee1b9a267a1ae8870cbaaa6.png | Bin 9455 -> 0 bytes ...afe2f4941fe1c6fb1ddecc4458ba39f014f3bd.png | Bin 0 -> 9400 bytes ...b314bea5f357944ad18bb72003f8c4b14217bf.png | Bin 12002 -> 0 bytes _notebooks/Basic_usage.html | 18 ++-- _notebooks/Tutorial.html | 74 ++++------------- _notebooks/Using_redflag_with_Pandas.html | 14 ++-- _notebooks/Using_redflag_with_sklearn.html | 26 +++--- reports/_notebooks/Tutorial.err.log | 78 ------------------ searchindex.js | 2 +- 14 files changed, 46 insertions(+), 166 deletions(-) delete mode 100644 _images/74d2d18146189daf45b1ee624ebeb7cd87cb427a8ee1b9a267a1ae8870cbaaa6.png create mode 100644 _images/c565f9dff80f5405d7d514d7c2afe2f4941fe1c6fb1ddecc4458ba39f014f3bd.png delete mode 100644 _images/d78e85605ed7b0b7927b040c65b314bea5f357944ad18bb72003f8c4b14217bf.png delete mode 100644 reports/_notebooks/Tutorial.err.log diff --git a/.doctrees/_notebooks/Basic_usage.doctree b/.doctrees/_notebooks/Basic_usage.doctree index 3510506194b370e92ddff4315d69303c5572c3bd..4f5655692fdc96a835b8002a9af4a11477b3a291 100644 GIT binary patch delta 548 zcmbu3Jxc>Y5QcM-5X9g|V^CC1oA?oqo!y@%OhcVe%>xcPfmrAWluF{5bM&K-1)2cYEK=!yPy9Q?y!9Su z?4K+VGWz?|l6iW)UbQBtT!nw8C3F7OTAHdaw_kR0w)%_CeWl7lP@o{HF7c?Oh*Y>% zGfpL~f$Pj5@PT=cWI z^t@?Ynl+m{7(3Le#Iiv+1PDuFM4$|bNMa(9P)_OHmuXc0G|^vQHgtKFLHs2rm0%JW fU@8}{mo^ZYN+6ShIyjUd&L1XXiMjsShM`Kohu)jp diff --git a/.doctrees/_notebooks/Tutorial.doctree b/.doctrees/_notebooks/Tutorial.doctree index 30601cb8d9b07b9e7256d7c261e5e9c96576960f..5a8cc15943e7985e758e2bc283a148ceaf25838b 100644 GIT binary patch delta 5019 zcmb_g33QWH7UtbF&GM(yl(M#VqeY;l-HbgsaL8u9f>}yHbmnUIawcH)!baQbaeTsMVKBLck9<-xIR)(w0LIB z2n_GCXbWtgI-;Fwz~ZiCj1L=(Z;XjSWBo`26T~>iQsEB-)7vNYb|j|}$O3F?74f5# z@8BNgqajs*X@CiiWJ5~?8Q?oJ6^l~OfL(zUrwK4ufwbNVNkVU$7upoqws8V1=CH5_ z`oRFt4jO{SW&?iiG~ht-Tkt6O@#$}p9cVO7fW2&EEUwH9!48u^H#e9v$c~-IO@y50 zfVYBxab^Kd`*j*4!X2^Gmj|t#0*q*g#I@$#7ygssbYriS#kZsIrc?qdmCq^@ zJ(8J9*W;#iypk!vDUiF%NEG(uM4@Pz0|_d*FA*kVoK*v{D%{?gi!oUOM5~bWG!TSA2F*J{D(7?w8OrDef@5Q9X*Ln?qR)0CLA3~?e48i!Y4~C+LKHg?R*)} zmrU;u?e5A!rhb>g+h>XK9#*W+61~QZ$Cjy*lv3bj3G);AGT{C zEQAO3J-Yz<5E_P|7?+)nY1I;0g4NZ}!T1oKtEn~N#EQm-LFlZhheBnOm5shuAk%S3 zZ9ZKqYsXX2mfD4|kO4%@o+ps`81G04d;7aU>}o@>I5iQs&zl6RIn3}*P`Hw!GrN@$ldd;a9Dx77la&SHt}!s1;3^krxi{ru=7FK%N%yxDUe$1t{>{V zDnosaMlF~Lm-rd%Ss;KlBv_dj7R-UaD?!v<8UZXxUny}sy-fh$v*hXKX*y#54r0oVZqiqXA+@`XCzdP>vq!T#5SHbSb0Oo@LI; zz$aX(!-8MMiJoAuy@co1CDF(64)`d@_I8Io8n znrlR}%~n%mv72n7B{S1hBc?Uh&-1wT_Nw~o`PEe|HH+wz;3ml)=UCjaA@$z>i~3ea ziZfor+jNWu6Wmjo1Fo(@>L`u=P`uieNrTE0(fF`Lrs2~MKL-^W-c#3Y42N$>N*<@eB6>IHdJ0J!9`da4*~HvUhu{o1X=v^YXjCjW8gIku$Nm5xbL*3Fg{*-K z+&V@*E|3qX*~vJ3a~yycvp3tw4*_%Eqjj^AZVH6!8ve4fj~{4w6plSE`JL82p&|4| zGCnz;`djeiui$QN;QH*i7GRW*-Mb>ObjwL7V{#FTpAtwuHeHvn`>EeUotEDn?X$5V ztd^a4cxxe-MjVxsC3lYa4gwv1wqH_l|A=;y9FjWy?Yq@ z!|Yt{cal@h+_Mf6*$EM^?h&XhB^430ndo}Q?JWRe!R{MVbYH%}6K2-&HXL?9fOK78 z0I?mA_(=&*A4nz@>;O(UsDW~h4xL-S)gvm>j^vsh+H`?nFV^v3^S9hR z6r8X2o;~3ZePnPySnqMdiilgdaT znJgz9CrPT=EySBTha?bKb3`t_pUl+z?$W;q4E^2?yX<e=y&ebb(N~_Ir zeT*{BtK9{1YB?#;`ERH4wZEQ4OwUND*WEEi_Dz8d{NV%(=6is1ofmyPeO&OA8 zrT@mpk7{nPS5~#!M`hC%A+^Vku4`D-Qd!$v)6`m1-x9y5rJ24c^OlZD^Lyv+r%(J( z^~qfoWGLzE&t2;e1B+@j{XsO`JL8umG?d63#fB4|58}})#Xe|=j>Rl?I^FlxhF7X2 zGfT-~e&%PZ{UCz{%3a?b)JA`D$kwB@ROjk_?^=rTeKPx=FMn_}P$Bup$awg~S0TA8 zc!gYM6_O`g<3J!6z0{#7fB}L$;RH$YrAq5V-em5w*3J8c_stVz%^Vo4K&j7JT1DYN z!GFIYoD11+@7uWnxap@jR?dzCJzVrrj00N4a%4O_3&jHKX#7{*y}JVUvq12VWy8Ie z1b7HYwR}90{$8&VSdWs6l0bk84oZ|elAxKi%UvbluQs`m4vo+jP!c7Vmcnua8=xRGVJA-Me}MZ2Mo-JWt4e&irQ! zZ4ZM53(YO?vbDXgMp|fL^sm2Vwh8`n>%UvUcJt+ZWi+D&-iu`rLEwFsQqj=-Rp4xa zOeKTl$>o6XDVNH+IkW%^yo2Y!(_nDx=q0w-*sAOcJaS(Jtb%ldH?I*m+DvXRnRFMI4T0y>lvZ`dJ$)X7)vAVn>t z2Y>X)3i*y|Nbb;3xf9s(3ee>xwzRT`sF^L9A#}-L%hXW1#Y?(qQ2xl%^ zF0$oAwoIo{bl%05n{2s3msYo~zN)UKWoaXyen&f*O&7Q4>fpv)+>nbKad87KuH3~H zySP#pSLkYWB+&m;;fx&yPSYS^UQRiHzG3uOaIit?G=4%HG^pU;H PxHGcO0`Jlqs3HFV=`ug- delta 9110 zcmeHNdw5gFmG_LXW$VgdlLZ@$;R1I2mL*HFEMq&w=4CLpdDswM;!3)*BxFgJu58T9 zaR{)c5C~&(X#?AqZ`+1$9tM*r$u=p?er>nAkcPY)vdOpEZXRU2IN41hAz!j*=1Q_0 znx@%gzit!INpzXDc)MN}kkApWd%lFLHZDzQP}n zDqJ8+bVz=`*DlyyVnth@%%x0GL9j7^(sUD)$aF6;#Nsp>-B>gp?a-DwEKhog5(d5jr9hF zKtK!@i6P0|MW@R65+T?bf`3Z3^wPIts-<3UG%@|+bXseV;B`9$NwfxppwJa6iV>Rm zUbp1pLA=x58ADMN}FcH35UEY||EqLAoymho%L_`WheByv2MCOE4fTqZCh^LmS(nSeglmPOYpR-r?EY^X@9)kdXQs^~EL z6YO>|AX&W-Afhz{0T2@F7D14SF*asKR;*^*z+xFg(jRl4XqD({DOA*_@UPVA$14Zm zeF3cy5`saYPk~&iQ}C_d$h)0ipmvA&7C-DuYKievWxPY`3y5{V&Drnu3sRMlXIUle z>S#>xU(9GqNJLF%hTX~hY=>MGipGW&w6OcT0%6#qW8?iUC7iTlLoTU|XJ2Bd&hCY+ z-&faXRqSFmR#8KHMPCuj6!W!wC2SwqKLC(7k200G z$9XgC>oHS^A!Y?{C`xJM`=c8^A+lgojm3u&9%YbM9AdC;PU9SK_LzD#{CI8tQf2gt zE<-Mrb>on0>e`#->}ENG3V5@ejZf6kLUXg6xg`E(IdhJyQ8&w3DD?lWob4G(85r6* zR7A8hcrsd&syUD@#ST(K~bo zHuHMI&%BN->}~lh4p(8)<|xrfSt!Ys=PH9G26A}TZ&4di)Z*pJYFf9JJ*)@YRHShL|(K*5%1b zNub$X)rbs)S5W|{gdDcaR~IHuOd*+E#*uB)$lsT8I6s+sw1K^+C4;G#5NnwUMaa>z zbJ&$k^lNmQBi6V#MNncI)pO(@%Zm`&0g5)`KB{Dc=H%WuSr3pE1KH$}4=qn+qZ4F! z#rm}SDTrLpG5DBCh7V1XFD*j1prhoXWj4Jl7y`PwD8Y63w8I?apM zoB9WgukN}wUZxi$|iwXf0gm_7}3fJVq2j{OrTJW{%jL*6*) zD>slHS!c$371HZKx;sXyc{PEQWNs)R_Vv~HghF{?J%_%>C`Z@NLMvf;#O4LZ!h4WA^ z$?IX^#Au{cigbL2=mv^b>`PUW+HenBPJyNLns9=+K(7}+sEC`mU4>66;<~nS_{R*B zJiiHP`sbpgBzMSahhuK1Kj?<*I4e7G(k9O#!UY$daqxoA0e5F`%?O9$pxEW_fibwv z6L@DBE~!Kwt|vlpv!&(R;mqw0xqTr?@Y%&8#;c5P9Am$L-eMHPVz@379R2EWNVK|r zPOA{I`UD=X9)ZpOR(PY|2SA`f^*MRCZVQX-9N!|e0BolpVEW-gQIOoe&bWN7njV|s zI*@AN75e;PiJkxLaN_R-CE*@GqSsmKXt7%R?Ha8AYg_EwHJI~jTkJ14*q(UN{w2}% z<;zktswFfOpGlQhoI#c3sjc~H(P^)A>K#s}p1i-cJZJ1vS3fky;1V#f<5&O0Zg>f1 zW-9wN9~ehB+hnqJ`-*iAbG2A)s?wQ6huNmHnW5*f>5MvimC0t%8*QRsavDr#i_s`J z^wl<-xl*SyIIHbOo8DNdH`|=rfUk4tfZ7hh&#se0&`=&gB|{!HnY*KW&9}lH>b~c* zRMs_Ir~k}c27S#G+B=Y!cHE-A#>SR5WF*VK$idm9b(;<6s))YNhI3Rm)|qRmR*9Xr{6r}^RHP7^W^)vmL+9XLSZ`ok^`tsMDy*KCaKDpqEi2OyiM;u-7U zz!KaGGmx=#yH!XcSD?|;+|A)`N~0vK`$*qzC1C*xCJfa0gmoAwTJb@ZlCYx7DIno) z6BKXx?tj3)RKy?HGfw=4Jul+lDdIodr-Cl^%H9_If+G5^eY4W9!7neg7d%A4D7E3Tu<+R9LrmCvyD*A5F!z=tEL*I2USgAAd8;fJDvRS!tUa!*{zux+>y)=-< ztVVu+D2KHzQJA~ZZY(w1$s31S@zylvxr{^&(wNnLb=ZXJ$ft*QqhWIAy>;kuYA*8r zy_4Yk`n?T!IE^+H#D9bXvh7EXqf3lnA(@0;9cd@M2)#$GNIo0lU_gEJ6vkK6NO$2h z@~mt@pEF|9u}L$oQpnKIgl%wIK-z@F0OVA{;bXvn96xqH&Q526?EWqt=)R|fwcV$_ z+l-+x=svM9{lh1jQ;O25Q!?0>;*=(XMvXCSG?XX4 zOVKZQw--O5*y0cGQd`jA)V_BaU7%(ln=Y&HKPhURy3FBUk5g;;2U|<9oE`afF1o7( z|3|vKY!S+jYMA?_8otNq@~Dmz$LaVsDgA&SxpMiw6qF(_T?EY&Rf{6P>KoO1TfVXg zwW5EcdbLnspp*Q{Vx+jlBsVNUOK^>v?lAeeB}j$MYU)Zkw+V5`C|`U8kr;Wf1Fh;nE=u;5p(x62&4|U~ct6?X{T&E?BfiW<-fTrF zsc3+*qs~$cy^DD(dtBRWQ?vN3T$4g7-kHaofZNou>Z5!c>Gu-(;KOkrUV9kT;>VZ| z(;IfB&@4H^yr^Mc%7z?{fP&L8{;gVmcoNQoT&0RxAT7G+Jhj0zl9`)Dw|V65Gidh) z{QD^VbK7o9Q+WR?13vyl_6DPB!RN=o&d; zAR?_m^P~^2F6;_$T-=W$3wPIuv=m8UGlkcrtKOl6+4q9>AY+k*qfSNiwd{Kom@s z=dQ-H_-YMo32=Ydb|9-4eyg+l!#=6J%k6_-J3~Vri)>qs=isHvisP&CY*Z~jy&9XQ zn_=OfT+$?GwBwTg7dR*@&(g){WWI_g+ zfI-H5kTD))Oa~dm!LVyKWkC_UGz_lmqJlL-p);%^h0d@RQ0NS+fkJ0kS5oK TAVBZ&ww?(6QyK+ByXg;>LTDdK#aQST78qKDgci(;e z(%$yH^Q-(A@}9AUBLF0dh?E>->SiV{&n8FXi^($g7A>Se5FiAfsOt20|F+KcYyWBO z#vmDE&>I671hNV!PC-S}sIaE2DNE|L3W%8)q>q7>WDHx7^B@@T6lE8sjpzg-J!*-h zvC0PPoJqktV%94ZaK^FBT#BfWL2H$m1o;dhR`cOW^*q@7*FRCuhx@Ci-g~C5J_JbM mf@Q4{BQn|aHHUYvV-vJ{rdXgW8)Jd4wAe8 delta 726 zcmds#JxfC|6oy-<6gw1g5JZ%0w?ZvBNlwm*Zqms`994>xf?jkGFF1%ubr7Vu^$J3N zfumgihf8NCXGbRoPm1CyxVb#MI zMPMwA3B?kLB?xcyOo9+oKxIMe;m+p6 zf4Rs(v9k42?GplGGyV?nMxM{bY@Gr0)=b8AVDOGR%ilkYx>?peYwXGzD=+^0_1F1T XevvoQg~OXlsgy2l%-$D+?bn%4449fjh=yc8%iw-m-o$H zb6X~xSXf#Z8zvgqO}=oN&$CCpIx< zFeCWWf&8NB|D+i=Z@0>4VrE2=X}rTEH~l~p6aV&v4yG!`=^OSiv2XuU$TUR&p@>}L zxVfQb7#Sr_pFf?cdHU;VOsmUXG~@Kjz{HopvnzGND6?yQQUTp z$(9jjl;BmS2ipt87S`#5=%1EGE-9&z|7S2N=-ekDH-gs zQ!>PQAm-XqWNtg3E#r1RTc(4&8pVluDa9rEd8s-IDfv11xtS$ER(WD_b}Cdfw-hWt z{ks>_38GbRf9}onj+-;l#LUvfJjL8>`ot+ra?=k?Vd9+rJc3DYx^V zNHPT*nG~l#*v7;+T`P~td3%8v<8H?7+jE$#8L=ta4pj6LS?2BzCb{ii1xzYJ*pyRd zW+&tJ1D#A0Ie{h{fuhmO0OZT&>31hHt!7I!F-%D^-QG8aX*hue%m`=jXn!lPUkp+)}=|BY!rvH;>+`Mfw(;+5QmEb^Bo-VMH ziFf+lRZPN@AM9qIe&8lk1JrboW|i&0fc}Ey-0i^Ndj{fz{9=-pIvvP2o}Ms~iEBFl aCMNdn0=t>kfC6@CIk}B-yTSve)>Hu67DE{T diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle index aacb62d5e931dfd49ff5ea3ddaa0ccc79ac35aa0..9e0a4c24546cdfa187a6b90ecfe38b8563cc5b07 100644 GIT binary patch literal 3052571 zcmeFa3z%HTbsk891O^xaAOM0ONWCs8N;80Fdiwn!35g&8K0%NMA(0jcHEws`p6*7! z*tZ+NkfN<tsJ=*Xu7@ue^5FPS%ga-#VY;&yMZbj+K~k{7!7i z@+0vh`=3))_ui_$ccy2$XDE3Ae(dSKRku#nIj2sYI_K1>kL~>Ix88K~P4sVg$nDnZ z?dvh8eYM`}v|CQQzdAhd$e`Y=oC!So%<8efwfgGn{O}gL+g&|3oUL@q{hs4g>b=$B zVcEu@UvI{WUAtdv)=R6y-Nonny=U=j^)qfM!g zsaUQ#c3^>=6;QFg zl!_&ivG~&UYEV)F?>mcKyL^RsZE1vimQ?%Ba6fmT?7ECv#`kP_;PyMM z7#=pjHX zs5a<<9y5>Dmt*{BXPk-QljQc5}c2 zWxh6#>3a)g>*~3`vs!y!ZK2k}m*GJOxVk$Fd%!uFasx8Wo z3N#nhyUat(+QTES^g5mXtFc#9*{iQWjJzrvww4{tz3cs=-E4NQ6{~}nUtTHpdv@E! z%;g#L+HgkJA#@Di9w;P)F86@^Vwo@x?7b$sGuyH;PkKcbygTddigR7U+fAL}=e19X zy8GPDpjUQ^?x0$&UuRyrHP&-!K||C1-k{tE168P#tHWDjEi5lAaTg(Rhr5JuSgoxN zL~FOp)|@t23QPp{AM~q>`9-&mm5Oj#d#H9o)ICsdvxE!EpW%+<#}!idR-CFmX!eUe ztO<%dN9{@lXlgUF-C(XD|V zqJ5f2l}^j9D|UDX-fm&`b^0VKi#@06pdW-ph#H7x(UZO0gjilY((Lc9ER(+ALK3X- zu!w^pE3r~FX|?ir2zZtVkhDAK*YPKyz-giOfS3TcD*<0DVS&byc}_gvcg1nK#cOu2 z4Wf9RIp_|$U1lJ!Z9_)_f>_B~J$H@}bU-`{tiZ3L1O(S#-;91d@YsoDyordUSq8tvEOU;3n#rfeLCD~Xs?r7Lpvv#v43SkUv zLjMJgpeC>kaipYphv4BNl$4t7)?KFvWu@%YI?W2bCg;#TUKLA_;4Dp{te#?`^J69K zAA5K=>*Y5MZ>8rfCug~aP*57AxAO;2HNPaFmUzYTMb=_!`@P4v@mo??tSxxYMF$lI zR%;*iO2mSW{xs`u4T^iXGa(IF@uvBAloydenvHr5DsbSo@II zr9%u?DU^Bx0!0w9a?ac$+7+Xq$AhloU$3eQ?H!!=Pl8>5_$fkU(569h$6|YJO{XC>~PAxI;*Y*o<+Ib;|%(p zo>6{~-@gWJ5%QLnBPd+6*l^Te#{dw$_Q^ zom>DdqhB0!E7(+E5oVo<7XzW8O1++hf@n>=g!LF$=(O!7nk3?>;ybuaA^wQ~b?A{` z1a47ur0YPx1<9}zkglZPxpe)UO2#XscKhnu`vI znMV{*H&o#f?uGwcDNn;&V|}PeqG>Ta>Izu7?K*a^TqC`c$0s^O^F+NX7iv*Jz>EUX z9Cygy*-ES&75yQNMZm$kEm~YvhvoRWf>>4Mn_>q;d`$WsN%JGry4YKje%b1R$Ed7! zYWTL%qPi;<%`Wz$_XdhP?dA$A>Z%Qzc%b6&?m(rU)56YP)}X>50IEleLw|)=P%3_J z;9Y8uwj`Ke1J;zWLB$RjiUuU@so^^URUv$_35W7mahmlOHiTT`aG(ZDm7;qUD(b1> z9f1NDyN5E(?%}~o{c6lpz$|D(Flhv8ime!HrmHV}boQp3l#XgahS*)_yt91fdUqZQ zH3Y&j>y=px|9TEIgtjFf#(EB~fb&ZiW5?h3fsfq(%B%CoK6>%ROE127X=!=EntSoZ z``_Ka3$-4i&R?ERA!GgT7u3^n|EGP(A5Gt~<*;i+0myREwwT{E$L0EPzWlyk( zoK_X2wQTDgBvTBvsN%z9LTFj9(6d*qzTLyVgDY75js;c);;5=uPjvfL)v$Hyx#ui} zFsoCw+Gqzo?5GOjWie*gdgb&pPd~@lc-6Y#_2{wyd)c~H@7F|61(#Il?WI`{tD-;j z;=FieL4i@o1#`H4tK96g9qWV~PKOAj60T>tqik3_QrxUb0R>l`O&50giCmATF_|C8n}fchL=K#7-q< zJzsA&t&(GPY13HYaWd$B&F)**fCpJ~79)ee88o?0+gk3~C9cgJWVb6AH?yqOtve9j zM076VhQyogxjun{7_3Ip5;R0`(04%+MwIwZ2{C6#wCI&drVw-`Qcgjlpr!lnTd+um zobHrQlLX;MiUF>o3U3>_f==|Cr{aUNOfjJFbjP~pSZqJDKx&J?U~oPhlu6O$T7=d6 z9zS#b%pxS#fOm@beSlk{mVrj0+wm?Y#8kwmqRe$)zfT>O+>4K_+|>BARo#%TLKPoVtPsjfDpSa;yo<^!+mb*VQ( zrU?wV)_dO@1ZMVw+7A#(w9do1n7pJnJ;FBhF8v#Me{={!u8QiGh9!wxr(JQM$7008 zC!z$U!!hf4O3g7zl00DAenbg%!*t0)IeQ0@(pfF?TE zK}Dc7LpXv;JPNYp%pbE(oH$|4&26-GF}ppf^8_ge+^j1XdZ;mib08`qeX2bBpxm^r z25j(zV+)(7u;sagfRX*5TTA$?9!t4oRr2*fDm}g=} zLxUnhK!Bg;r5Fn;wncRyW0}MoA%z5{eYI1sSTGE97Rf_LrM&!NaizVV*Utc8_zfjb z-S=YqK5beDYN309UojV}w=*AKuoe@7`!$UqP!q}k?1{cagx8AAtg!gUsMGBZ?D}FC zB6d>(39yMOlkHA6*~)E<@Z!J-2-7Bvlkg3An=!G!69zG|WJwe9a7WCNFAD&2PvRL# z_q*-` zOH1WSJJxV%&vCUEYdig=cDJ=8>pq-Xa@@=ksJ7T@H5bd&H&m8bWAh+6Py%LN-Zk!5 zprj##Y->ASoL|Mqu~kQO-+Q@I$I<~;hp2RsDqT{QyoRvuz;%J~iCwpBKS?_)|9Q=+ zRb>U`u8{nI{pBafrglI*C%*{0p=7~cRWKl%)N7*lA@z`Ejr3Vdo8~=Uk#98+`n_+E zx=YnzbAgWaS$*I{dcVO%`FTfEWlbeqmqrwRK3n|>j=z!d!EVNqkm zP7`dF%@V@MwxivV-MT}($Yo^tfmNFa$2C|vxA`T?LK&)NJhD(}Hm zl7>bx6aBfjTh2m@@U~z-b+b3!_R&i|6H6w&hn}|VE3natSwT@6Y!C9L&mAsiO4AYc zHxbw1t~S2TTTBjO`q$gl4%wf?ZcfSvuUBwsEHvJ;15riqdIlN=hU!=WyEAPEpc!#g z%W&V*b+_yw=A;cGxxTbGq@aWdhXbl?bgrqA@Tu)}-N(ytxAJ*PzPnR3(Z&d!KC~lD z=Yg8!M^$OL*MXDTbCZ$+As7!8`U<(U3C8@LIeudC8}57GW$As`$5o`hh2mQWZFnJt zf&UIJBY&@_gHY4#uA-iC)6&bP=_Xub_BtY1V8`ntphLcNd%0Mz6cG)Bz@-8C#=s|B z_YlRTKpO}vJ5Z*$AQ;TAI4hVW72)!lf!!J&KpGH#>r~NqNGXJ6&Cuf6q-9|b86Kh2 z!caThO^!)22T}l*2!kQ>Ob=f7z5N=t=@kTvK;?l{<1W3c4AvaO*LYXC+Z8tNQBN*6 zbdW2A4*M__MGpL4Djlm22dE|#ufa0L(76JCkDOt5_yx>m6dk9^<{S1^TlinbgK{?+ zB)b96E7`&jN8#4cBoFmo5gAmZRdCRL2`eu7*eb>TN>@Z8d7h>FWzDgMcb}{*H7*h) z@XTP_j;J*RNuhDCT?BW5^fjm1h2GPy!2B=$n!`O_3HvYa@P4X_(4WpVTnGx%Iu85A z73V71;5qhZr_)}9VDPFP^{Yv6%4a&fIpJ5^?^k1gN+_HwC9>345Dx-om6CMPZ{vX9 z25Pb|-s?u7w`2l9$b?>wC^m%^5p$qcl-Il_?)Iy+>TRfPy_V-x_bLUDhQO_^n2m7B zDy#+iC<1uMU#kicU8g!BoNB|pYQ1cG1{t`*|w@(XEoS9?db5qSxU z7tImB17ZVmKo)Rh4+q=GH}=W`R@hdDJKJzLURAr$VA;r~>LBexSe0Xc66lE6g=#0H z#$l>}Q59Pb2W&vbWA``QYc~>-~r(#x95l#W^lLgh= zR677G+$_FWQ;U_~Erji18{CD^@mDM!6?K}#4}z6ZG~DC&M|Ago1;(ocDebwui(=!2 zs4ogpF>t{m6Y>)TV)c}}eRQ-vsB+j;V*D%=Wh+NiJsEa{=nrV@JvFj>RB^oxlNnsL z9u~ai{ccr-!k3&LyoeH&O48O6wIp}Bma3)2mrN}yzU0MnU(3m50b+wX}t@AN9DSU4Ek`-o$J@d1@p zC+;1ohTy5I*o2Nz)9pItIwrZ<=KWrqv>MtK#CWlro|SLsx=kvILgvu#KuBeZf%9s< zcdcdv8lXb2Rvlv^vkLRlA+3a6lL~8kQIA+r6&=>zk{X#R^a%#8!CFRftH$!|y{_@M zH2?VI6oJ7?bM->4d;p|F7VS1rBf~hQhIyBYWtUqbFJ9Z*$(a?D$CLSvwdRpFSlECB zk!^HWMBJla<#rE@7i}$6au^PwB4D>(ER$B@To=nI4C9arCL#(HL<)Xr)m_@K z$!?1}jjL=C;Ps_(4c~=buW=n;MU+Hi#sB)U|MeAomDa_^M+4tq4SfFwd~bXsJs<;H z2dttM1^p zlm_6gAQ*{bI(f?7#f1>|WE{QX@^J@J5ERG*Tn^Q(C}Piu@bh%oq)(??cCz6UUtr8a zus{djZmCj<4EPgoQ)r{uZ+f#vfUR->t?kM^HvI0Z-=daFhATI6q}mkOgzHOUfhgA6 zh@FJ#L-kq|(lesG(kxYwm_V2+b(`3t(2P?S-~9}lxA!gVZ^_srRyuyJcEciKo5iP+ zHFt6a)Zhf2<6?JE!W`&BzoWx5s%=3dlwnPi0V`O%Z+->;(}93s z2Z&AxRgiJxOf}U3fz=9GbY*aP6UqwoJSmC9z=P!?cv%T5?qIOE0{08F2w8qKP>yLy zr(>j1S}m$vK?I9o|HdYA^|By|eCP$Q*BWAI8V|EUt<)hghiLg2elO=UOq@d=wnDWs38B+&c;G~aR%R0X>=%sE&# zWt&tWnXU`@L#GU6+$(XL@R?(40uDI zgOagm_@e7T40cx7THQ+M3(Q%G9X9E~a7MeYJv6Zw5dv2a%uHF2DF*9+sEFfhbV#hP zgaAzxSy8OH=H~0DUqK%0F>4UJ$tGxBt{^&F#p@4omWs|x&~w={8X!7>;AD88+#=k3 zv}`^a@Dny%3QQZ2W2xuF(7=)n_aB{Qb8%qsr2(wY@D45|W2so$dw>-M54o*9*xxzJ z*eO9|rQDjG%w!i&I>`^cyp(pHtvoTvet6}HrObyPbHBb_dS5I4Wb>KUQ_nW~*%v-s zc=E|BCr_*nZ(|d!aIpiqHnz_zEwV8WhUWtv1wg~0`LL8Ki*k5Nv{o*{a83@NhZC`Q zEV~4CqrXIZ=gOkps;EvMB`LjVyuJvp>FV$uYl2*D`~;+4<0tVkkh%rQT}cqdXh8vY zhj-|vLTZ$Vj~?#A0S!_!SilShrQtr|^+Y*NZjgI~VnN9dDxZ)-)U#pS8190vjJDM0 zYV*VW^8Bi2rJs3L+UwPU+1j18yK3K3`_|fLYM&+B9pdQe^o*Fz%JNbB*5Pibu;R$l zw}3(ROM6O8ZNu;I1^?0oEDt?w>tHClhN!(F$Ki_e!2XNGgPp6Gz^Wx81e>;5-w1dm z_tp^;1-U4ExA39Wa0t$!gFG-_!_mYiWe=)m>aCIu9|TT14R3>02=%(;#e?Bm)gX%% zbQW(2U4*rfE&Tq#5I)G7xO_uwPoI_5ZddKNS8#fdOyWlZFFu0fB4yZc!C|n%fI@Oi zblU8YdQ;d#L?>q`bOOux>hL{*WGA#ma{1|hqNkYbIM2sN z^cr8{w}ZsvdcQ%BXXU8*$$zFNcdJopd>~r-_f)}S6pzB9@HeUOhvANgu=tjlZG~B6{Pm>4S*e`0w;V zByHSuD?W&XjhpEkQLeFrz7e4sx6n5tOygGiMwDpmq;G`z#xD9s_-)M4H$r4%H+>@n zHTKXq8h2wB-yqOyE-kbNqI z)E<@e00|c;R@RO29Hshq8*TYcE$W8KeV|^WEz#;zJBD`}ZwVD<^{HD&;1m1f1+!bw zr0DT3(a!2q4-JNgp?J~RXxars-iSjvIJR*}dyX(K9Bsg%W7#E0vEgpug<{!+vaz4G zCgdlD5sglS4tKyaHQXn3sb+__*-+tVGYW~x%f47~aS9IjeGOI*)VhMR9WWEX@K~V( zsL&WcIo#XD8C5d*vwLWWQ!OHr3Xk2GKmi5jAVFY|X|QW{$2w@Wk*4`$E7YaP5K`fJ4rh3Wk42@Pws0U=EvJt9DE6AHO!- zr{d>WtB2=mxR+ljs&kx!;cl|sps!3Qo+z)+T)z7GH{ZQ?7f+VgXNq@c|0DgP3G@2Q zgWvQG{EH^d>oe|u{AK<{%hc;LU->KXi$uihGnvo*TP`Cp@%qdc{$KHnM8)eful|Yn zMdIT1ne*3wg=>-BzWdGH{EI})>oY%F-^ag5%)CDHlfTHn216V{m#aU; z%Roy;!VeH$s87&+_<#eI!#7or*D%sgoyp+!* za+$Qq9}(5MQ_58n8M|ti%B4y^UMS@&>0ByP$|Y>a29QLhlF7#Hd@5~M67gKQRK{mM zo6V-2j9t!V)^0tQvQy~_dY#TXrDVPo&sXD#R3=|emCEsW!mcK&iG19yq)T=#jsH^V zWISW1^NBJZ=Tqyn9?zA^=%SNPB(uq^UCr4AJDJE<^R}HUB~vMhg*Mxg~D2_Ih8@Y!He=*U@Dm;m^oQVSF5RNE}6*X zD#N`hsa3Pza8$J2!zrh${SGayB|n)F6Pf{VcHL#~~ZAH4ARGv}Wp zt?dm~bEx2U6r6e-p`K^XKJ%C;B7sIlhp6b8a~IA(@yG`+JaJBzlGvisS(KiA;?$XQ z&z(VYB);gWJ(Zj^WoT^F5RN9k>@1O?nDW&WyDM1oR;LMry}!*Rn4_`!R-vI_NoN=@ zO=TQntF{FB2ah9(NP^UB4TSC_9n`cTW0=k~Vbb|(3SE`58CiYk&#2xuunC`PPMfJsRQgN%8|*9~m}{y<(HNbEO7;f( zDc0@8cCp|zZ2@nsR9}zdhFheJZvASqUGj4BtS69vhI9%%XbP}XC+vN57*k{M@xT`B4d+sOLlzI-Mxnz6Q`<-M;NT$V8=W$ z^NsC`N+>Vw9lk|Hx4v!tg0n>{<>c$j_>8HAy45UR__4{COUx+;lo$1MREj6*J8l0xED`7zapM1ry~0s15U+Nz(9;7ALh54 z*X$J+XIv25NU6#xml1`T-~>En@UA%&d2>|c8lr-cLJ?Rnyj_M0A&`cWI3oCf!bmyS z1R@aR1vGnl_BCNcr|8w)aK4DwYnRkpjbF#`Yo{7t#GgxuWB3pF zJKV_;FJ8-BXL#U`zUwy|p_UO;{Yc^d*ow^PK^;@fVdnf8BB zY5+w2&=I1+aHek~RRiVH{!akb_zFIrJ~Y?(V}g7NcaF52C2{%A5+y-F05%7KdVkSZ zcqY6<8A~BCfnTC_-=vQ((+7=dP!h=5Lq{8tS+iR+kXk!_{CTH|U~o<|c3DEb96Ns8 zdZIt)BGD_Q@kDrRbH&1y7B1(O?AMU!6LI4`SM8LfNrOARb7!#AjFWSWA&@`}U>9PFJBYp2*k*V~pzkU! zQwKD>El>raGRz19=>BzqBBYnID;Q9{tSXBCXheRTvj*ho8bIvEpWsD`mHadO#d-bz zD*pV1`14od&wuAXgT~F&(h>S#);TO#r?G>cFcS6g0CC){n`7gT+Sz!A_O8((ovNxs zUkAo|^JCvWP1e#du0z#%X%hpyWsL!b&$Zi11H^BMEOt8Qm||`ZCA#Bdq7n5Pw*tD5 zu0jSLd`85CBY96>#6Ku@7t{_Z*N}6XM&n5b9XXp|M;|#yM%eMB1`48dl!yl}9gsocQ{3oaMwc9IJhgJrx0XR8?qa?^-Vd3;_jqd|>IJq>kJ zq|(t5Ds?na6H;lk`OQ=5(CNTo9HiMsj(8pGVHGqizNQUridejR1dE^0Kuw6n(dIXg z#e1LN#5=^j!2l-fQv!|``(1D_&}?-{}I-`7A*h~v@bH;?1Ho(RMY zMPfFxmWIzC(grz2e79(&2Ju`_dJT6>y%^N54cl;T4&a^Dr#8$S#79O z#Om8eu=+C^s0pz;+PsO?ji`mgT|&J>o`l6!sg*xK-DRzOR8I-l5s^O>Nih(^){D^m z<{Q6{Mnm-(-XZT(iQmM1iu$(benE32%I7^KW|P&c&d&C#u_9gNMPYlzqRs{5y(0KQ zY&X7w{<#~{>V|<^4|mH0(C{ZeFFQmFkhp_cZ@Vxz-IzVDpq!5>nY zr_4rj2@XqBHU>U$vuZcOc2~n$9PO2+ zkp+K@wgap%oSBQq(y`>6PD1agHfxXW3hQ$uvgU`o5E6)^Nw`UhPr@U+Gjatu;b`*- z+V}y4t2b^XU_0?45w;ff?xboP>=8I&3ha$z^mjyP{stsKUneDl+_cE4b(f zsa?zN)%iJfW)a3(c||s|t@UUgD32VGSC-wSXOXm_ zWm765zO1E4HE?zDRotyI`)=zj@~&FA-UpjLy2b#9G&*!8kGv=B0oW1CHRSl9l;Lzw z4^=yj1|G$YP*7BGFO7wi+I$U83_XvDG=U}DPZYbL6Y_8RV1o;770j~fg|=}EvD!Ft z`H}Awt7_Tc%_zIg9@HB{U^Vum-pG^(Fk}6^Y=DiN5|IVt&y^Q`1i|$Lx8h`E1AKhP-wxD;~=v(}hBTp2uU!d={tcxK13e;!SEt zl&E%|hJ6Luz3E?|okT2^%;3-@Jw}`PLMFv+;s>=N+d(E3^<(z2^Hi7r`R!!Wu~asf z=l&$~v2=nC1yUWl8a}hTUAAUPlCYDUcajcSxaEE#!o=y;c zsB<{Tm=*<8k}YJiIXnlRn|=G)$DhFWKs(4)lP$#a+)g@Hz(K?WL0wEHV)>Lr33?Y8 z7n(RHd*rv1NTEhPA16pwHdaVwQ-uV5CuD(m5=`bn55FDsIGfL=liW@` zmQQ370_SLldL!GRTjNvW$Lymv#O(;(!6rG-H%-ka!7^E#WTo%Hp->68$#_0{^1>4r zK6sjX<@YC*i)BH0!87PWp^z#FoabU_F_%hGo2Zq_pw~o!*|X1_drUT@+F4A*6L>cb zuA%B^Clya;&^Io~rnBh`+TkCmd?Ar1&LXTM}lLR#%b{*o5Jh@)1vdiX^gfo z5HO@Ss$5P|JxIsdz>LK!0bbPz9Q+ZSoZ#1VjCvxVKmeNgJp91y!cY>i9HxMH zB>~as&7=&nOkv)NSNw^@P;hElLBS>`jl<^xB*wNN zS}F)L*)d3iB!ssZO9Bj@0mG{heS5f~dQMlzPqB@$^!7EKkp zv6kIf%fM=$Y{aa)v6kIf%WkY?G$(GXWncAcnP!6dCfWqD4J)`ojIehb z8YtC9_~U3c5_Gu9aBKtRH%1IJa&s%9pl*TDMt2yzaNqu$Zh8pUhQELIAE)P(K@5N4aku0f!dvM_z;An_%FL_dm3R4~8gyvsu7=NLQkp&tN1l zAHh^$K7zr(e1r{%`3Tz(^AR>9{v&+r@et8jImU;WxT5D6ZEy&@gYjRcaaGxn;fYzWMN1_ae$UlW5)iB z%`1Mh0vFhtvZ-bCxv;v7K2PRpe?R(M?Eglei>;vfTy6gR=lB*rOtEW3@fgEY)*ruF zHB4a%8htJ{QRef}?umAyo-6x=+0N*5)CeEuW9Lyc#t=Qr)CeqPrZNjWla*QEnXk+O zZ=-D%c$;psz~6!UCHNLTRBRqmHpW<$@yu^ikU<&J%;(CcW?8}~-cR&nz=zanhpp+&-C9$v%-$Iv2Sehev6 z#z?;i-@?c487om^jIqO-$)L%kGd&V1k#v6Oa;5PZjo^fRBdSlOs&<0<^iY4I2p7F+>5w;}h2{*ap z#-8!Uo>A(bBra<2zp-b;j?|nbH};I=Z(u{bilj18bYstGV&ul2QSL#vanGo^X1^!G zV;K=1EL^k0J$#0QZtIIWLb6NV-CjF55~ciI1d`+BzjI^2*LTixzxZ|@?KlDhi}KAz z9GVCR7Cb!C$fNsXgg}3kM!Ei(k;X%)H%{dB$??FNk=IeW!Wa5BVhgk;#LT@vvJqh~fIIFoYE zslfSnoRO!)7PzSyH(!20Gt3Ovs;JGzUk8qTR+-{imGeJg2Il{&1`20YjGPoNJdT^j zIaf^8u2Y&A$955D(6Rb-^J~3|LmleGhil;yR|jbTEFb}?Y((yun%%>Ntn>!%zoAQD z@lKs`&-iGf`hgq*G3$9;6^pzwIJsh7#;ufo&G}=OsU^P9SpcufbFlMhgU_YdxE;5D zjEp*gj#cP_+-$-nR#62z&Q+13l}ial^qU-hCU+!PN#`mI6Kvt<)zCJuh#oG z)PjUDxXc`Ni4o~)VmB}{x)ql&gVQ*D&XgmL=u*$PS24v7B1_Kj8)d4LsbZFsulPe> z3%7denBUhpL1((gUB(&3+YPd)k%>GdBc&R5|M41tBG#KwDJ*5KpERfRdnR}5V^TS4 z8r#Q16QFn_d5Ct-OjTfP9Hmc8Z;oiZq7zVON^^#0#fHTgfy~6+;9i?X+%6#Ge9oj)N z?IAO6y>Uzx-Ss_a)aUWDy!hplxk+yumf#nHyZ=%Z5m<(N@BTNJ>%g zv?0SH1*P1hQ))%WZbfa-H<9BZAhQdG=!{a|CfU;(;}xruDYK(=fz9t~cj>#@Th`yz zhIVvBt1$Lg!y^}J$cZA7YhwApEq6Vn{`0m9LZObTq;becG-BwwQWRmr(xphf+S8Su z{CFN~w6SQK<1z^_ygRU?TkP}}{VmDJ*8QG9Ro<@zHqdKs<43o%6KvxTj-7w6DF!AK4i=*i8YrsOb?ca}W`=fQ-?7d)JbLPNUO_{s_0q!pLz{rp2-Djtg zHHcj*GWyZdkdibr*Q!Ez$(izFX8UJ64bM z8EanrDLMUXj?=bUb_1yb`zyTvMi{;L!H|xL)?0%nmQRY|SQ`R*gxx!CDs-%i^UvUL z!*a*97ayk`I+BgOY&qD3Hy13N6V4sGG_Mk4R62FOzdM0*`|(6}sS(4iZJ2U6nVHDN z;s`E_Cyy;)`%YMBI*Yh*bKp?Y0ALMiFKXD@JJ&fejcd)@$1K|PwGjE>bh5)YevJKziZ&ho$2CB1LK=Bn(kE9#rh`5{wa@>%U!~l-0orgjusz=0^7`qZp|u{{>r`96 zx<4#oYmpNMkb*$-G3K#gB73gDG!;n{S#P2p3af_j5F8DjTkOM*?(j; zn1bozezHR-$zK$5b{?jPxwC5XGT0hQo0-nDc5-SKX@}vA4w#- zw&bMdlRnjc9UY1U9%>sNj(t}1S2sG?aCqx_1jTR+uJ~nxE20+0iS|!A5yiwa*)d8a zZGQi>N8dl)I>!DftfM2M&D=jFFLZ=o2Dv3EH5n98xS>i;Z^7al+~I7Za=2x#bu8SI z(09Gd3dG)OGYx3d<-qQ#8sGhW*XNsXw8}d{ zU@$dryx7S-)#aUhrV%Z+M(a_taE;CK0yW1<$`6JRO&^L%HT6JV{pE| zOgYFg5yjNRaZembjm3C|+TP9-Gmz$^-J;B#G#@?XO|e;=Q{RbcOCc0U{Ya#doBN8@ zb$V5pp5WZZ{u$Ygke80^->3ouBKf>acEy|2LUyjv!#6+nkG7+S0Au!0<0V_ezRpXV znCHH5{y#(J`A0Nh6Y^3R0F#%ZmhCV})%YFCVf?%JkZkMawGL(5k%h)wcxz7xj`R3T z8DqdOiwR;zP5}y|30)l2?u;xD;uZE^6?vix~Zi~JOpKiI^s)#^y_ipGgx!m0;3Bgq6{{2bXV>a9V`xARF$ z9uzRLovB)gx#3!x0T3Xtxg=icIm?I}lGjmrmNF7+1iOO|_|?fo=(rw#NXyx!=^*CK zkA0hm1Tk0`;;eand3|jSt_ZcOc}*(3>dQCT)kdpmjQFi|)E z9bd(~py5jIzCLL;B05JrB4M~%Z_*CGQHHf4K26LNjrSecti%K(aS8u4oI*SsaN!!5 z-L+d?+^R#9s7(fFEYwZ~Q3Rgz2)my_uZWac*>+q6wUHyh*!H~Tz0oN3 zx#@DXzfAx5zZqi>6=iZ6Kj-j}Y+uR)P?VBs40GA~uLv}WUHgv$OWR;B`}x06=CU8r z$P%s4Ok^%&aE4*zhYY~c#;+*aMZaO1%O1CTJ$q&T;#>tWAuWW0&MjDTE_7hG-)ZxY z*1-RM4YxjGPEpCF1*<|ywoc4F^ua`Y&aj3~uUT!T{5!%7?=*G1MG|LgjB`GZ{0cf0 z2|V0bHnwr@mo_@saCqw*=X6|(+4c(t4@Rx76B*~i0GrGowN!21IJZ|f&g~q-I2YE@ zb(g%hvE6e&I6j8%PZl z%OD5Mxz=UpvZ)DPFrY)F3x^NQZtNcD3gF&7(YC)41#rjDenD6F=z%u553kW&6#Iqk z^`ye$D|c_+w`0VVsP|ndcSpj}tM^lXRadM=hJCYfDII=mgMRN@KWOtB)wRYKH5=EU zgRhQ+(P3m3MJ;I?P)9O9`-KI|!Q~)OOFW)02It&}ax!aj=O)_-DlDf#+HFu+zWfBZ z`%83<)Jct(qL-zK6cz?&C@k+c07t7IQPhoo!&F#4Bo!7|0t*G)){saqz+9I=QpRK< zli}~kcaD_#{5+n{72>&Mf}bNTdm@#~EvUF;WROSN@pw8_FrB$u1w@%FLyW4mKR#`pS%sOEED%Z188)YBG^B69(9v7*XPL^UBPA zU76W6hB6b@(Gf9h8a!X~H`~&Rg-tn(QGC7)7cyNoq9bC1b{&cfomrcwo84*eEv^+q43Qg7lLrNsouyDdOQ9ba0BhNAC(>rr$^ z7{_Uy)KROmP}KZhgO0v>6h_C9c^S2UZa_VX=2z`Px#(&F9YVDJ3`n*OO3tBgQ%cTH zYdjLYTur3pFgQcW`6&Z%w8|1iqv$tGC8w^eGH$)u_bf3@I&!PbG67QzEH**wjc>3~ zicY|wpnP1G*|SGlnV@*3l7>YpOz*q-6z194Y$B zC3gg?Fu@(BJV<~$B`dc3Af2ucsz9iTDEbw0CknO3Dy`u33xXF6N5vMy(k9_Ov(e_9 zC^i{uVY~02jVdT3SdJ2!8(7%B2N#>2z)@o@OgF}77{r~eE^gcGHaq?KE4b11#9Ybl ziMu^dRw@XYZqnU?tfXqzHLK}db#RnIa{#mQOXr*6Wb%Bmv-b6veZ5BQ%sUt3m#pJ> zw+&kZT!!Tna{#6*LSF;@4KDRD@W(bR^~v8-Oa1#ahKv@+6D{=&&RFW_4Zx8L_ZrL@ z#m^0Mt$*J`h~y)#Y}QLL;vF}37N5z}#EbFkxvG;bC6YPYNyPPBx5Ev+sZI5#X@I=m z>cfx3@z$)jKB=EXha!Q8uYY5&w~uXfu;K95UvG6>iuLyN6j;gRn0p_3w7yISvfTR1 z4z5UyUr*z@KlYa=tdrLr*Wi;e>TBHb(nb-s)!fnELhiT{IoQZqF9L9P)?41&z2YqKLXBTqmQq{>-3e{|hZm_lOY$jcX{K%IJ zsgje-7t*CfDT~`=%eV_OnXKe+8)Gh0sa6ts+lh7C%j)dWrwB7_SpKBK(Nh6G$^_GO z52J1=0E_RNXIRnnh|(Ctbdce6W@{A4iL~P|F=4JaQGhqE9Us!Qy8|G_NyQ$w-1jfRf$em7J3GFg0s%MpBZ4Sb$YI@jror?VffR;`(EZc z-Q2SYt=K=={K&pr0<%d>w4c&|!E9&lJzjvd)4Gfxs$xeDf-J1nL7T&*5ro>uX2i8r z;R0d_DKd)AG?UX9YHz)aKq{D7WfiO2!2ywxIKo>Aj&A+?C9Q8dB1YVv`}HpBm^KSF ze1CBbFq^=)Zzeq*f^U6H%1nBCDhSm^r32EDXHKED7K@Q!ys%M?a8Z;lx`z5{>Ku!T zrG#5mBQNc^9y^Z{k+Z6jPVWuAD-b6p#9x9Nwqeh4K8?A^%g=w+*e`mGn`qC$;EX-T zpBjLpwT~!jM!#VY^M$>Lpq3U!D;0-x6rV}{#L*`!oq!t^pIQFQ@n;^Nxk3S-`2s!9 z7wCDukoTOa_(8=5E-p}UBA-Tc_=G1mnarUHe4-AnA&KKNo1!PU1DZb5ajzl#K#%Z= z9^n&B;BIbup+Ih2eByZuH%#*0CV?^^O`1r1+ihwOsk3wBoY|UPfyln8q5;KUn6$T z_dG`j8{>x;5*PPu^G1 zp-AB2>%`dW()EoFHXPpi>ynO3u`Ug!z&?g*Ivm4R8Pw6nsjqRz_ihwnTg@HcwT0aA zosol$oav1r_91~o_7hk%Pf|?k-$iq;t~S1%b~p6EZF~p54kHbisZurV})Dt%4ZU}Ogh|v`NIkk+hD+q zMtYR`v`GWzI8!nT;JA*(@*E)RLP*W{vT@|Z}fPjy6Kq%`y?*L0!q9?I@t#dQLd1WEiVc_1!vt97-5cD98?2RU}pD^o}22Knb!o*SnOk*J;Dc-RU~?7=G>J z$Dg)ql=-kz;&@Gr1<{Sdk3J9K>0OAV-$KknYOI{f8O!WqUqj<(d{ zo<|&LbLE)U@a29D=tZ953g3A^wo5B6Cy!E- z##`^1bMJrYi7-SYXnBt5+Sm#)A!z8hJL0`hWrz@sM};0B8*TbMYZT|1>MM_*d2 z>3w>3o9L!RK8jJu8mK>C1JowAA$uvI0;^dc|J>*{L?4$ltgb)y#tzl$Q&5?rWJs92 zZ2SP|FnmVk*qhQ^RIV^T4PV$`b^cIR0;G)evL1-&XL%f;(Du%Z>`C?5otf-1`8YCdYaxa zLrzZ5cWRf*P8YsY99+3-_n=qM=@yIgF{|H{ILa^$Zn6yxE2ZgD-8T^a?U0pu1S?Sn zoHcAd=BE7zv ziDR2Dzh$F?4TrbB`BKNFm^#BLFqA0?4fAC@emxtPp_!>MLNmkaYuxd}8%5YwbH^99 zkURd5$iYU={VAF+PnqURda$1PGMBPb=?V;&>8w*q=1cK>HJ(6_K{-__$KwgRny4o7 zal4W(*|{|S!@r~4BpanENH=}djimaY>;;=?WigbmGJHHMAFVv1zMY6cOCOsY72O4OeNr$6gIkmCVC}*bm%yY?kt( z$Sit(9O-em@I8e*=GN>kthBx&o-(xN?FJrHdJltg+o1G*{++kVsKA37t3+!<6Dhq6 z&QN;y8-ODhzWEUq_FlymI2)pPLflF$8DUnpNsLinn?8%wHC9yhjz?lgsv?iUQ0s*2 zahti1%_q|Fad8!i#1S0sNT+oq(E|+&k8BbP_v0SmEy2PE(4j~Ygrj|Ib^W1@4mKR# z`s%vQQ9@le$s4sqPox`!0XFAg6yVM42KVT?!QL@+gRqW{tTBde@WN@hHlOR@PBgJx zaGGQ-r>gbd7LF^|9<)kM87sU{7tAFdH>uX(P{V;)Tp5lfzYGsz7pdx0mR1~Fv@LOS z7)q1zc+5I!DP@9Bsr7p}umA%aZUVFGO&3Sk;1%Q*Oyqmj`=o@|gVb@-WpFx*T%+ul zr27Jq&RH}IbKYfi&0o_3XCu@BUQ&dRWLD;Jc3k*)`8>qs(G?MIbGznw3(o{7lP>?- z+BkjlW2;}g_|&CcPZP0*v&A%i@7GD83sSRC6RIz-0cI0^Cf^MH<7cp<8%wM{Cgr_5 z=Bdx?G0p@Sx+8?=bToz5&~P<;>v6S9Op^%^VV(%mLcGjEZTSD-tsnl)4~#$ZsI?=^ zr9I;02;<%nnLmYnMODW8BI2Tp`!H~)P~zcst?^+u-zT6BMn031kMz65$jth82gFs0xGyis1*Moz*raCqx4 zt~xHo;(Bfh3}y0-?n2JMC5->Y4r`3;KB4tB?s#RR2-|AzxW0wlF^C*&SkHxA&SW#yLZw>G$E%riJX6V4GKq90hvP6+Cs|Dw(ut~*C}*psM5W@C%jt9` zU$RpLIGWSdRH+i~LjJTu#5TB)qmdq^1BPvX$8aH!GbN)yPNeUK0X7$xD8QRnLEfpW zAh(a9f`oN+L#kn10OP7UWt+9;5i*L5WORKO->-+0!f-ie zk$OQITw&`Kai!QDk|9@^zQmyxKpQzp0@E>_bm@>Unk>CgYv|5SJWj+HU~E8Un=*2S zyM97&p*DZ5bzYOrKTfkW;-pE`#w~2_jF^sgAYYPc_#EMbDAi^SZOB}_-T?!UX7(kz zMOb{+sT)*Le+hWm21CuEJv*ht_ZKumMC&dSsi+LjP*H!*035wcMNupI4U!T)!JzpZvp(4mKR#`ue1fOQBExfkFMK zIX}_j6$aR3yXh}pmcDo$7-R7Y>!>NT%#IFst0ie9?Od>AjcjvadD$k(Hg}5LqllW) ztvkED$J$hj-#*m^z|S^!UmT*%kTr`MFnGQUMc{=q@E7BvW80E(LG1S}IfxIFK3`mN z-N)8Md2ji!1a9i2tk`^B6kcLFL5mxCacKzL21|6J0$G~bJIoh&N}ZwUEZ6(U3W*3c z+_&v^+HeZjR>acZsxR0201YQ|dx3Aob*}S;peV-q4aY`?I|t3;j&7V1rC;L0Zlu$$ zz{Nc8#Fk@7bJy!oh6zf!Z8vdP)U}oY3Ar=T3Vh0OI496Kvqg4F^N1@B^7A^l_}78E zS-HHS1kt_Zq?OQ{Y|ZQT96S?;guA^C((U=#^;ku@fmY$`p8{I7x$}OFoptAQlpq~T zdAfg`xf8VuX;h3PzSu?-4S@_D5&J)#IvTE`_>OGiV<*%O_Ho!T_60XKEoTh3Dq?`uFMT(!nv*rLc~UEb&p3 zU;|=mVU2WPo)7IMdLMh-S|?oZK4@u=yfpa<(YDKhDN zzM4ywE7ds8zh)Debf%okSCbjIC~{@^E9`2jfN!Zxyb@14@pK8=K3o_jBhp zBNq(WrHP4FFO5kT3}%T{V7; z`h^f`>7!9G>So}vUP~XdIe+vy6L$MX!#~g%)};{!dQi_+<|U4tZ#*1PV%i&ryD!g? zuW|0OM+Eas!7fq3E9Xc#^-!Zvf2-*8p%D6XHDDXlB1e36VE|f_1NeYSt@dOXfQA8J ze4@=>o-4z&+IH3;+iq1wC!GISBi(1UzUX{B(bRfAgmmAk0h^F?VF12)asWQ*!T@ZZ zbbBt(!42POuR*yPSwknB_f(_X7qpR1k!~-9(CzaYunFlF2H*!K2jJ5!48Z2;wpY@v z+qt#|>1GA#sFF^-V1Y)!U)F{^MFM_(2myaV12!Q6!vOr;9Cf@R(h4l5s<{G4% z^(*Pr3l?Yuy!+r(RexWZycj~jJ2hYv5-<$Fp~(UG1PlW(4FdMYAz*Jra!T@}KqKG- z+K{I>178dwU{(V*Apyexq$UU86EFb!C!YUUBi%=}!A_BM9|hslx-bBnCmpnwe$Vc{yawfFWDT8g-cyZke_tEv6zNtBq1(4>z$TM>Jp)QZEd^4^0lh zr(PHUlX@Gm$2ES3OgF!a4{0lUU`l;3I0kLXryM;JCS6&e7ROlM64$QV* zCKX}qrBF8H=EZHf)_fhIfbA6o%26_THgi)}I2Tt-I7Ys=ErFo1-xoE4P0W72t+N!u ze(PfNLr=iu->p;1Xb}mhf>4n>1R;t@Nla0O;y#a%bUGXk=@K>CxI6^$h2q48XDb&c z8@39FhSxvXD!f+4!E039!Wy9trf2${2%;+?K~OP>=crh^^(qV02sipohqfgGrSz{< z1j=7&q=*)J6GfmfI3oh(zZrm|z0gtgihjc+*M*?lY@USD31Q+#a(_xec;X_GgG1h& z$fjedYz~*qrV8nNCY!|Nu`GE`B=fO!A`wr^`UDm$9Jhli@AfIfr(-?)_!H+&i|BQ%LGBgj8sg@$wv!yS zaDA22#P1S?<2%;H$JhX-od)#pz;fELYq$jq>EP;itkYXwqF+nm6-^@h$M$3rwG$Kd zO1H*5qcMrD9E@DpbVta5bQL(XhBp77UjyJqJXYcsqlCJ}Xl!hb-c!_rpyh#!E0w-P zK|VTKJTG!=eB?zj{ThyKU$YA9(g?FgttcDN0Pc;{0GQ8lPrXjwG3p2PfUBVOHbkO+ z{GMI%ETXG1SG35RNDp9eh91y007tLtQB;e5!_)(w577fWTdS!HB;v6+PR8RN$P{jV zOlI=9l3pkS=~y9^P9+PuWDeIsCbI^qw+xCV4L(bFRO0lf$K;ub#3_R_#OY5NfFp(D8f#sopf%;`xPkp? z+^lPFHn3m4tVzG$qhYf2(~%Ga4D3H`2KLi~^#c3jxl$RoZ9DlyGMmiW z)tp_hlZk9KZ`-+2GL>=)iBvqFOBMF@G2=pC!n>DSo))U*+Pg&Yp-Qt{G17%3Kp|M+?5&5wQigq?o#W8W6hZL~eT zj%$=}Ys8qC^1k)u`!+%O7v6;gAeVbirP{QYW7j}o_yPM)y**DCE7;|FvyMX@I3)}J@3E3G^ZQnt$F*3ZNbacuPwGZSDoG*a(m$<36&i~0+0SRN-v_g zfKzv9T|$9QcnySmL7^Fli%vVHSKaErMh2e65pQBaef0@A=1{c?4JO&OLGVbg|i4PQ>Ylxa#+s zxZ^h{C4x7K;bu7&?I#!->~)x66}wlV>jNmQ#6Re3*mL~@%#Up_SA70k zl)2*X851&U`Jc#K!Qc$F;M)wq(OZ@%9*lm&V8It|-f`1ScCTlz%wN11k0mpOd8^E}y)#Fl&i_^kOoX%BC|ps*p(GcFk-yB`RmJ zW68iuj5_f`wvf%_v=`F}>~UaD=E~_zHlNFJBPke?3%I6}o~QHi0$wg?FUIq5J7=;M zRY=6MxlBAMq36=^R02+FdY(#V0A71Bfelm&U8D-hL_V3%Ww@)!Y@v|Jr9@9s@oXxY z)4Q5XXA{YEoRN@B<>3%d$`|owE{W?k&>)UoXLD&wgP4qGvsomIr3z_y%#)ckznI7- z;WHOl&89NRTs)Q4UQFZ@`CK+tpchkVz>CWl3+Z^gkl-QY(uF*#>EuWyayS{D6ll)@ zeljn}0h2utBD$K+mkYzphlhzt%_^Em$T}^%$I?>ivZQI8t$2gS=53F_Lm>_d_SIJMIIP zapQ&mSYvYwL=ZAx?|3A3wnparM0y806bU?B29GWC@7d^J!{Mzj^L1PbnSU1n_iT>X z`A1Q74JI)3`l0Sk%BJJjp+yVZUeY2qFqmMB`Wknf-YCMhnmbNzA$Pn#a*CPB4qYyyWPQ^nDAq;Q5xCxJFq1$FT+<70DbEGGtWI|J#L*kdEvs@ zGZGY;L{)=cG9~ytU~ubjo*h>@PoiTPf(`{PA;Xl@fHAOD^$~ZWT zQkJ5ZW!uX`EXWyiL%d&r1Rv9 zldn7{ZSBv|QN7;m>xo0k%dBB2~82nM`5MW!@lT(H71|pvvt_m0+O`gn-Kj?KkE(9#y7!*T0EUW1h z9QMn6g?znYAyq&5o5hqPAuauW3*MdTJ(BIjn)DiEwu93L@Xp6DOdPDEL9(+tWS}n; z_2I!b8aBKO5-I`>cs~z^VZeLA7aPe-j>27@%7Lkn8k^-{}c9#EZOu(C0tCw`O`sf&Hby!E&RT0kMv=&=5%ea*d zwmY(Q;ue)IB0likX+aLl>)xt^wphN{_Sr<}1mCkVz%?<3ZZM@bHKpL+YZ#xRQgGSlP)hU32$oQZ$DJu~sX?@=@Hk2LaZ(M)7;#!URr z2H4mwOyq=@8ws^jIk>kqA8b4g zmv1)DE>pai%qNAj8VzO=i3Izf53{D27RZqv-s{B>FM5H`2oPWNt(yFjaM%L1}r#xNm@hx4C{NX6~T-JbvSi1gF zyWJ3$2LuoI90W2W4jB3?qMn!WZQiZb5&T{`W+7hL1?|{ijB5>@W|b2t$gp5}MX|I6 z<8ore4a>X9{{nA(ZPnpTVIvcaVfa`?-{g@3Zt4xl??-IGM%YI zsAB`0w+p3pRra1SRN1hOuDhUqRGIL3^;--qXBWt6TE{Bo)&|vTQ=JszD|34e9R(71 z%&6rJ%PdU%aIsZ7D52%6<-o#(^$v%9P^ltRWnu3ZOQyb{y|rD@7Lo1Bjjzj{Wyi5Db)7yj{2jV?$Z(13;P!t;E-T%9bx(uU3JTCMIM-W4l7 zt^BPH+(&BEeZ$`MfIRcPnT9m%JgaqhV(j>#^?!Ra*!h$?fPGm+Y5*HB4DjWANH)wt zA{0SEJ~(mU9+{kRP}{|oT*&4;ibn&7bb1=7Z9~QCA$ARM9sq!dHk(Wjh+LBzmpf?o z{YbRY!_G7Eu(QsH-ct>~rRn0=KhXS%5d3~b0|xHnE8{-?Re(zkCwez^o-@Uj+75(8 znvUEi7lxB{XXNKEAmYa9T_tND*bTS0Azf&viNn54r;ii+b_EOqV_9?1YE#N<7o5{n zAwSBJ&9Rm+TJwaKQ9T3KsScVkiWRC@xOoQFW^wB{~h58-bUguIy-c^h#`7CS=2#5b`GD?s2r`OPPB7iaK_HzlVbwj zyyYRUt8i~0Lxl_L=m=|?=k31XQOY@jwa+?!yxhbJSg#^K4+l>6ZTHIY}A|j ziHK_oRP6Uw*a*?F5HpED?>=(d^lKdifJ?U;$AIG}g1MjPWt3cVqgn`sjJqFDtSPe@ z@9}!0A7T9g4d427ZtTOg4uMGI;T<94P;i8p3$3Baj~`kC;3nk9Uhn3K@BNigO-~=4 zT5B%{F%Nk;ecWp!);po2c%qdwY{VmM86`0{U~KuE=k7USvB4!I-v%B@p^9(5ltgH+ zu+yj}F3qk;!_8U6+(_&(>o2C1_X9>6S-%)4n12CrT}D7`B6TeIuFi~KL;Vg4`(MNi z*#=?%`J47g-^R~tQ*w)hJ%clZ{l7KjxH$R^(@b>p8yfZ!&W3ow#G!|bHZ^Ak{ zvXGei&1>vg>2s>4;6XNhJFkTbEFcB|!L|rPc))u0%z}laO$*jz=Vfv|_N1_4&ij4r zk66{_Oni2!iJkwT?c#(+uTGW(#2R7mhNr#}K&T*JMg7ty_x*QG)x_l+aejO*C@aK< zVO{Ed_XRovLpx{73y8+nwdORtbS$yrlo2H)tu;!`#3`VlwaX*zgBA{-Ay?g?hd>mf zB8-=OPEp=HCEgP|ZSN(Y7p!@`0;$c%j8N?FgqzHEJifirPOp4z;6}%MB=f z6tK;7@l>#WQ7Lir0jS2F&{Pn zM=LNm@3RC)GEl?R99Ql|1^lxe){P#;+h(MJ%8rmay!d}@`@p-AB2YQflQNO7Zs z4TrbB8lvM;aKnoRH*AR-5(e00!|AIb59w;iJI7E%!aBO{LiWH(@(qxY76*7*2voFT zpY@hB96s&zyezP~YGN!glQg7FpU-MU)%W{R1Rl#m`sQGag+5AbY(VtSLG%--hv}-@<&A9v8&N~uN&z9T;maaH5oC`-)=zE?V%&3+O)sv=v4Qo zzF~gHPmV5I`lys){_l_vj*SD`v(4sbzPY^y> zv(d2?Ns_J6Y<$jm03C`19uWYTE`?^3HaKrfG@CHMCd)?&=*`>L zAJ#P+YYfdMtfM1>-n6fOCutbGW0lHE9nnvoBqy8fvuD^)&Q^4eO?vEn@TL%0$jLk& z2v4+5F5|`$K9{FrqbRa2#L~Ww$=3*U{OaziCIVU-W9o}}6qAm%nBRA3HsG-nv%sXW z$&AB8lAepcL3QNpt*YbE5y7=<2KR=AyqdwiBR#pTWV`k9;=o0SrPqb|;r_mJJ=w6Y z7wgLik8)Or`&)Lu7I@%DsWCk8N8j}wpR>3XI1ofD(IOm`8X@f!&d=k=Z30pe&0oRKS^0C&YvR|w zey3b4*~mqWQg?N@6J6`Atb%#|Kla`RPLkuQ6V$gfElbwOvgHqKr+OrJk33af-~BZ+ zpl^+=8Hv%zp0k)=cXd@(SJhNimMg2KyEPs#UOqf*{f^&31BPYSUf;qlEIv3d3&t$4 zYZfqO;dVLmxxj)Je5~OPY%pHqWx4;0$c)U0%&5w&s_vPQYHVd!Mn=4dc=6)Jix)56 zv#c)eA(_69@3_8yhYcG>m^`j+lY_2Zq}&MyXSMbkRAi(dvjOr=JO#&REM<+j#~L&4 zLEBNIQ-G|NSi-Bg9&N3G`@g{64fO?d=p8rr51QNX28LdAd$#-W=KjrPbECHjICpNr zZ5*~x$N@ivO{5$E)=MUJX7>a2w*yG^gZ;0nwc5Sz8t!siwBK4YI~}XDRt0B*Z#bZo z8dK`-_FoMfOn*jTqSvh?mUjDZR=y}8>OY1_-@lW?b*u48f0g_}Dcrw{T5AIpRUn~( z*6-G{)bRKAU&HTxt+|)VN;N`O_4Vjxtqi&|E4A%ixNm$bveykf`gfFZO9>wIx}=gM zOy9{8ShS}WuCXBH)htDLNAr@}w%IFNYuintiMwE`3Tx9fe@QmXrS94VoR4xEdo@M4 zr=wGheXCNVA-UBhYCcn5g~r=x44W$We20^Bty06(%{BwI22zICJLqUZ^}GGske+xT zl`HSoA7n-5smNg}a-dt>06mtw)!ld8R{i12{k!ZPD0R2jso-uDnO+(LFx%guir<2 zX6bQ=z2A@L2kJ@sU2UG~ZS-&Bvj9Yi0iZKZj6Zzg6+4?IX4Sdf{y`R}tJVcq0OKi} z6`L`gS8w6W8=m)D-30xDU(P=S(Ehz@?pmux1wH0L?mzoCrBj)VypiWg{yoiag2IRG zY5IY7gf1iX&(IPnb`t3KL9hMITB`@PwOjuUWb&H^UZ0nnhX?h$byOd>mypO=d>%dDo$td`5HhRY24Wd`{&gL=7F{}Kp`{L8XF zFxi0h;Th@(>%;HTFV=@Hb&2)i7pP0D4+-iL>jMj($@;+Dj<7y3_cE*x?3xqxp-z%e zuYZSFv4B{H);kcWkuTFCrP%9QZazM%{3&ZJALbg^LUY4vtVvn#Q4&S&15&mFZmkUd z-4c8(W}PmvxYw$%oG%a^z}?w&rse5&Tsm+ZqGD~n^%0upNdHa{%{T9!hQQP=cEG4X zkR%lG3I%tUl5ZEujKkc{HIU%4)+RBR8Q5f4+)*hc5Fse_XPP_Yd9~5Qf^umWsHLCo*+={Zi?1&JjTJ2WmL8SPrzq}9qZXX0Ao@5Qz?$R0YhXqn{xhYlRTYpg9Is5XRBejCm*FcH{S$j@YZ#Sb7Lgs^!l4js64+~WYr zHSFU7m2md%$g13IOr%O9 z_Ty4NCpcnn42;;1NmY$GVnOg99Ur_mVnOigh{ajI>VHZz_rKxcsK!MFfmcpM%$HBD}roz4e7vW7Z7BrrF=OZ&SrA7q}!q55hW~XH~j?Iy9UhK>r zrcV?Efn7)AZ_WYD{8{C|`{mLpPH0>Z|1#)on5L;NDgOJnHHxjx9vunvZ^QlzcUoK7 z-TF~CZ+y1&>MOd3BRh2a9PDms%!6iJ?Q#spE z{4SDhBI&s-D5=CHKL{~S$RXw>g9I5F!3y$5h9cqRU3-O>+;F_;7<&xS=9eWw0~9(u z9+o~FlNW>u(guPqvG+1W73YJ{A=771RB`g*0=+7+kUVuXkuaXI+VF*m0d}SkG)|a7 zxN%7#y2@X%=@IS*&)Hpm{YVIgQM4x8GhMd}i8=jXaO1u&k0I73PkW(@d9$AZZptdMGCUxa9d z7F-c`NYvS??jTksZa`GcTF2$`FgJh%1mGkpA(#g$JVE}{EQA+mi9jFtxHAXqLuwHd z3b^pZ{TjkqnzAtb#Fg# zCEc-S4(ggs&_KJ`#d&i}(IiDGA@%oDd)41F!~3gSVxkLKXCK5NsU&Ab4OTiJ^rb9o zxsfp4_??iY+^D7aL7J$rfSyd^a*Ga<);KITPUhg8s7w;>*dE6d@mx@(s1m9vCqOHc z=47406nCvyxbq8(zlT|~55nTc=lII{JJKZ83l3umi>OQy7JpNzRxkSLX0pD7DlB3( zf-ZO7RpCOWQ>8g6$j|WX5|{f5^@It3{$6Skxi`X}JDUF;jnP&eE{;VO{=OKmqv5p; z7ykTM;20A&y&ed09O+* z^*96cI+4~$j-tx|khFQ62qr&MTn`wW!zQs(BcmI3RhWAoCJ~w0$m5`BqlhyNc>aa8 z&5k1d?oAcaFnsl14MR6%7>-Jn#p73wrdOO%KNVKNvQj~GGmv+%(PS~?5tiMCl^t$h zTWl|biw-c)_F}U`#Y@Uv7CfG%V(6T#Oj1+^aiWl=v3sY~+X+sgUdY%zCsj7)*o9Rv z`q+IfjUDOa+4j>7vV$pyDOEJ8wK9Uvxi*%@Jg!)DtB1K?xMGVYDWcP{2#X^0q%wkg z0ACu%ri9uFj^l-pajZ*~jX92C6{zE=TRy|C!s#tVLZ^Fxt*chIMNkGUfA|l2j#hVv z);8{%L9BjV%UXfgIcO?~7MM!C+$+^!UdwJbGS7DO#cWx<%_^g_BZk>6v4=t_X7u`) zVnI`*_@=2-qMmP+26TedvmHV`LovPq48V0g7$kyN0om+A6xR!}v$8EVAefk{)iTU) zVb?6oC&7eqzl>Ng^CO7sIIT@mEfu}U7>?_U$lH3c|!ud^ua4M0MTwW%rIMdl_tS|ryZLCUCY6bm!iV1Gkm1s8T))P1D zQiI>#Q*@2LnhnqREA-M&^&H=~1r4&sFg|<3Llo8+(z9#XFG$(7Ky&EzE;XY}f&X>@ zp^Qa=pBeyoEDC&Y2nEW$=xwNj8o}IM7|uNvR>99my$La$+hGQ9U^C~jy7#aEAcl-l zMdTMBkGX)*49Rp#Y>yDXwhR8WRRaerTgEy!FftNNx>5mY0@rq+^-esGRia!$0Nr&a zwA0D8*}71}&0V?zE0zRjyx*X0h&=GWC-q34bYl(t9}fUL*1&&#$iU0Ja9NLG3_cvtbnoBqSWG%I zi(>P1D$FC$+8Pd}$oh0;A=wI3?hr{2E=4aDb3?{E+mdP)wxusx2F zl~<>zS?^RT)+E2f)a;4c)HgyYG)P-{ zxGFQU;xrMrv*Gm(Rh=rhDbTcW`VcL>eHKst4~84s?y9xI`qbhseTU2B}FQa6>%;jN6{0tRq#t=a7eA+6O*^xTiqsp^U z{U}Y!mP9J@;-Mp(0ecfqaQlw6pepvfR2c*W9RrH7czm0)c<_r_w05-1GYGPUW7Kvz z34bBDWNlxVpR0DeZF^;50UjuloA6W8+khwe4jfv*LZO?4Q674H z!(M2@=yT!xroHfNv1K)j{6rM`zctE{1YFqhqpoBX)y&Jsq5Z3=Vg7~i{TPJ3KWlvI zBj4gKgx{cyx{j>IS_oNn%0l>FrD83)X+K1#!?Pd4!Uh*~?}CxCaS9eN%pKjMq;E7H zrwEiRVwZ8+Y&>h(hH4CCu&Qik!|lc!IdeD>)R zrwjv*?vmM5A;&U5l*T9gN+(k(WMlu*hOxMq%;gOumn^__-eSS|u$)}RuNiz-z~%Bw zODvBIE|pwfq`dTxz%3;a)CS=4OX*zN`H;qXkIyrBDBud|G<`7)AGrJ?OX1*_lPT7^ zd~SJZ3GnG3z)>4!vH@_5g)HxZ51f<2z%3PM|3$1GFK$FtC<#d5#$_Flu z=CFU%S?VT%%Vi6xB?ouuY?89f%up^2%P9;IIZQJiFOr)cygdETnG&sJ`teG8Paq*xlHw9kWj`jvPophE&}sQ2p41|(kYC>(qfiSMgLOC0u4HB zxw>|jET{NTrZdTWfq~(Oi~GXhmnnf9eenNMbF)4;-2Z}Sf6i92akji7ghd>7^Sz|J}<j3aO#lC9z=2u+rd?Q-(EVSZszz;51W)1$HU^IqYz68J4tF`KKh# zG5vuo>}j{~d!s+_1lxat25Bn~-_J+ZAN(V2XSKp={lmBg>vPt0_EWcCciqu)?ZWYy zqjq-(w%&HhYMbTbY=unH7N*i6NwvFSmEq1Fcd)7}R;#g-uqp|<8ERYsE{Pb} zrdUmMx5#QbZI%ORZ0Dw?=8}P$COC8f*!rRKHaBV$Coyz{jp##10=n7?-O%M1)trG& zFOmX6&4r<3>IgNR6cd3o3`ssXpZ0Rrp$p~= z3>{PUsPHg!O!cFtLyZt*m`p>V=7hc?m=qk~(HLev09!wFq=Dd@eziT57`hyQMjtxT zl&P)I4P83W$H34r#hMDwRkNw-7`h-trWI0iLSqw53bb1&*3`U%*ScJQnG6^@p@32A z7-8rDf~0XsvkOd|r5_~1%etGXWKTZjr;!U&(^|d1#%#tpszC_YWGyIVaN@F?{ma-PYoRX-lL-r?sP z2S}y9Q0*epkaHP?x$0xp>5n&5OT0n11^UCyBjuwa-q#OOU&Zxf{Rz%k=8<6)s|HEB zzK(7lc|bOgyg7n-WLQH3hI;Ddy5l&}FenI92T|H^S?kWK49Py&9DedMuFc{9kZ3?Z#mBNaWYsA)hhL6Z@#s_h zc6o~55@CvmHB_DADlh8a*?>)Pf_!%-XwHggjt=AJ-+ea6gRa{>6=n@QhQ0H_6T)=@ z9Ks^5A3}-!0Sqt^XpTi_2>C9th_}DlzXFWSB0Q_-U;j#wMa)Z;g(?PEMz?KQi?(k|C)BMR0U@cd~|-SOJc{Q29Avl?|$lMLa?zcRpwq2 zOU3TFG@de0xd$p?4-zN>msZ1i5E#!1I1~vX*jNPpf`nBW0UE(ERDcU0;5S2t@T^ps zp1BUVC*ZmA2&>?ErGn_LJYM%Wu4ZnMhYsRd!p)7$9dwx_lIlopm>@=fD+HsKRN0sq z4Xa>uj2?WZ*KLr)z_QszoJtBTDN|IwJP#Wo_q`q!+m3=$?kEOl;znEag(O#Wl3vN16kR>2sUeB4B!VBG5Faxytk zQZN~kLBixuN}Zb^CVw{slRqw1HYO&+Do`;QXTclbbR~>22bMl{U-*`%P4cGV`a$qK zTvciv+q)j`T*pRc=I%tBT^hCjBq4HwqxO3tqZa7t1g@&x->D=8MiAE*@x)E+%3hcg zR&jIZlpR{MA{$J%PK>Xfb4e^Dyd@33`ar!S%I z$q&K=VR0$HoK59YOSwWJi^wy6<{k1~qTQR`;@U3DJ<+0TZ)}&nQM(=u(pDZS8ulaG zF8@y&7-py)v9saz4Oi~T;5q$&MWG6v^gEVvFRWsf9Cd7X^qv15^3MO(2s{6kN(fx-fh9JA>tf+8&S^KM*$#BmmEzO zp`o21tN+3Yuq}m;1n@C|{oFg@n2O7)eM;fCyin7;k{hSnncR(Wy&TI-41q}v1in^^;8Hs_>C zWA*F+pt{L7U}ty)&EU-AuS3R4?t!a4xXs1l=-sV9O!fL%`t?m2+Qyad=bQ20$~+AtW*$PFYui-Q*hgbZD270`IJo2qMl49 z*~}~&O}NIVeFbJ7?hhEnCIw-qHzBmSbe5vL2zfx+NYMai0W>s@J6DA0Mkobrmf;hY z9NWRJe0dqwP!>2OAXl*)#j@}f#d+p{7QXbpAKZ@?q8hb@5-q)7!oEyPBTRIUmcAG= z(Z4~eY)o1Tt3aitIJ05Et|^Rc0}G70;8ss?iW77OWeaT%XgCsSqB0hQ45UfkEL&D! zVPItDMCEW73-0iYuQztDO))7IlH0#(B|7?kX=o=%M_&q|qhYu|djJt1PPB|olid&} zx1T^doV|6SuEG6qyfiJ+HMICCdJRtG;E9q4g@e}+#LmEU#u;eYnDd5@96wug#{9ap z<727whu04i8>vBq58%W>SUT|;XP8hKOK%ppYt3GhyX+QX06$2DS8q2L;?l8PlCXd( zaC$(r(lIxSoiaN`pvv4j942QWt>co6pby7=-MPsi=B4+2P(clL{l>h!y#DY2stBBJ z+!KaZSyTznA`#-p22?o$L-Wo(z8pe`a{pY(<@>H;T99xhH(#E#aad>IfFTT5!zOM2 z8{WmkAaAn$37pzXv~N-bIyS+GT_R2_TspGZP%*ba?1)bUhrl%TFpbUaHWq3Vksr@6 z=e1MsB=02p^Wm4>W+%UmRk0s9C_|kpFTO*CsrzcC*-ZFi|dm`+ebgGu@F~lH(Pa7#XOFA{DXhA0jR+=e) zN0?!HDj9Fu!Py(7oJS*niw0>c4_A^!R?2-TZfC>m8?Ka-ami=fUn?}ITV2Oe%7s;| z62ES#8eJ)Om#mb#ErL=mtfA_Xr#7^IP>4_o*W^WYMd)S0_LN)23^d9KHC9n$mH!dU zYJ5&5s*gBIlKJ{)qO}?eKPE^I`nc&R+TyUAnOO*vpaLztP zyMPL;7Awx#A{pXrnAmrfs8ePc8}KfK2sn3Rex#eQy{l39MCKS8Cy*=vbPZnXu?*2} zYyn0)kl$gr)9A_J7fpB{tic|aT@)Kz#U0zgUXqz=GKnVzkrR!hy?`Gg z>lW*A*=*FH>_rLeY@F^hzlu;}y1Eg^y26AWg?qMhf)R@y1e1)WXyw#00kleU=W&Ug zWno;$S|e%o?vFBebYemb5$|5wzu6G(*xX{m-4mw+ho9P9enIZtz{NfYa+%M%g50|# z?6*og&DcQ7YDpWx5g4mrw<{o9GUM%*T0>M29=nA|^n|?bRY>Zv-fBY%ZWd z+RDQPn#cl_9k;XL^$i!GWL$Cqs;!K@ZkCTFK!sJT5}hiSxYm@T3s85<0@Q&B0#sN- z153Pa62xFrM;uFh+bqJX6xMZU23z*b3?9jH4QHWNSI4{J74t*X7*sg;v(c4c;-z%L2{lGz2TDHfd2{_q^&%hYenXgpNiYr@cM>x zNg0=%Oa8(H2uh`!`;IktI$JL2xHkT@-^SOL!ajBBY zSIo>}DWA?2E7@iI%H~t$RL)H0HX!XUmNFY~=3K~_sbm`)Vn^%!52@16Q!5S_co0u` zhtC{kj5&D#JIYOS!B>}e*HVvk-C`b!!^uoZU6o@AE@8YtU0ie(k1n{pMiyLVA_y*F z4OImfwW0mn*fxpuDyqWA|7Ae1i7<`G7?-c^JppY4G!%%eiO{w1!-IQ@!FvJPToU(t zl;*+Y481%p(CHk+8%5rDNUAKT1?v9~Nd*M`i7%cgOt$E138`7^YOR7Jqr-+1oQMTG zgzm>|ROtMeAJz-I5Jz3Z4w6uMgLFNRHyquI(8Y92RED^Tl-&tTia3f6p1Vl{O|vPA zB8*p@qCB#q+(gvgL_03f5t!5xpQ1`rgS^{&Wuro((bE#yOiQaETm2HgqC|7)pZ6J+_F_eT&*bgU!>%U=)kA+gzk zX9&7)M7s85*IHv9Cg$N3e&-nJdk@ce{w4UZnDd*R!!v>91BtSvYn6)GK}5mEj(il}-x{GMFTHPf{8mVl_x1NpbieHx z2Y$zY9KNurWYoXcLwm_g_%sQsqC?8)S2+x{Zwb=@jG_0KIng8|`eNX|x&MQN?et`^ z?P)hY@}(fQlTu|N+KsdCB12iSFlp2f7@de0R}8qJEUdvPl)0o?V0Q1YY_Ieh%sRGX z;$}B2WO^-ji^j1iFLo8V?A>Em!|sHKRwQBftECQ4P)Pe{QLw99aAOE*YXaTJ3?`Jp zK9b^~ke%eSkI~a{=*41TJDJx!uLsO3)`fBI2ovq}SIPIhHa<9f>3R-hvkxNL$KG<2 zqfmcVA_l!UFqVkMs#8R?lS;*UflEg*`Vy*$w&O@vKV+r1TiqIp+lFx#~y-}r8!qNstAC_ zG~>p)!(7*K_|N_FFpW}30mWkF2PDjQ;9m zslk&of4vc;hEGeCg~*xz{0uIr7D>XaLahgp5nd09HuGfKwrsnGAbs4L+UhlM9tKP1 z8qN_h<(LUFIh@3GD+}d|jbaD>51o6CZ3ibw;4BXL9cPK~Q$dIKU8&p=b}4qp z>KP?$_@LWxT7{I3fk`f=GoNSIOsl1l|IgB3$a84~KH$xzm%cOp$e(@m`s=Q91_xUO zX%M%p)?Akco5g6vV3&$r+<>JM%^gN3N5Gr6=ru|4(s3`38@|{0&1j|UFI-A=LATI=E-)Ed(z;C`^6Ouo>Z&3kBNTO$>*NWA({i$?A{a^=PN zzYUlxfyMal;JC=^a##jwYJPq|bt6noZ;Afnkf|y6&0V6ePe#Xpx-h!JU8I#atVu)H ziKT~HJ5a41F&fNg9M_}~b7qsB&ttR2)(ZpqR>*W>%WQaZ7-!roJ}`WGFds#c07(OO zV0MpmW1kHfumE<(-W{HO1K5PC4ZuOqV2uJ}ID}1`WqsuIL+^V0nbVJw(&4!?&p&kf z%-p$|8J3AHwfx*j1ii)aQO&Nk<~=CzKz^2SF?Ph1Y*?iiL}^@Q;jac#M27_;rce{5+*zJZjG&1Xmp^Cg6XS}X}Elria^uX z#{TE1-Q8)J#}C=(vC(dIA<&tfM6C>;W)~3^$m&3*Z@>x2>ZOnzQ0iQ4Ba{%f&MQVL zGz$XbCIPx@ZEiMjMGx2UFKz(bCOfM~jjRS7aCXhm;*H{l*^mLOt+7Njuh+4ueQk?* zLS1Fo{n#c1qSN`+ty;NTT`|(B)B~%{Vh0fi5*t>xYc;84 z2+KeLl2$1?Rs!5|v$bNBpe`^wF&mk{X^^$GvSGqA8G23#2ACCN_NDLs`0Q#0;al+1 zFe_cRg&jKlMFW$WJeuX8=THF$NrmOn>aN00uj6aMkRf%(3%U++fB^Ke^02GdjYFV| z(JJr=Vr|Vqi*XU&7!p;}K><**op1&*wMxAJzP473YORcG4bs>!3URR}S!b8Vutdy!IyzZ30en1-~ zRAo}B_O>5gjOIOz6?i*f;&P{RagBCdT zCg{Z@1ZV1a%x@Liez-b;;VzWEHiE!`4ZD03CBt}rUiWu~}>~tf?xB*^CU*lyBTZMpZ{$11MU?7jsydC{=N{S#T6S*mVB2Vz5@>GN;R0Xy!x) z-a!1@VX)y#x6>U7IvL+8(1pl0powI?YnBu4VVhV0*^0ovaSrLOV<||)IZUb)F?s$Q z{3KLncc-slH&ifWG1Bij9Gd1r0)Oh(IJWd{ITGuJ)hK(LkXnnZ0}>l-FT#F`1)8yx z0oY-6db=^>V#Ixj({QnkGcGPXXgHVUaoD@gqm9BxLK41J?RA{4!Wr873tTEVXIwM{ zgKfd#nM{ai6QT=`s*F)ZZdQ0sL*5SnA0T zd)>>kZm{4AIJEVhJd?-*rypdWfD1=Fj;bU0BO8nmYB+zkxQ)2oh7H3uWG1X6Q1lpf zsdm2BO<=d#X(g==+^s!ln%FjUyKQ@AVF9k)s=bXQ{6a7IbILC@+?Y1)g-m)epEn*{ z5P0zqs=uEhTw%cYvf=EQ?GB`-MuXUgj}I}_Upl(Lx8+AMrbexNY&NhxpXDB**_W=> z_Q+-SI4i`wvhuIAi4tXp=tUehb)sWU}s zFKMvaPXLkBoGzFcx=sPeQFyu_B5BG*VbF}H`gB1&>PsA^{}hni=~OaZFi|z30z{eA zpl<09o#@d8qKBg!$4`)H##7wChGDiY)H+tH3Ay5k0Z)pEp@3=D>CwEy)ru01CYhxM zGsD0{ee%r7r;!1mY!u;62g!|L2Qmtq$uQh7!A;I5jiVbKW8wHSE#rw=_sQM{xAzMx zk9vA7*C2(@anY78?EWYME?I7{7PaAE!*Qy}WRh)%rcF@@=zv1T( zAxA)BmcHWn4WE<#CoOj#UGj}zU^>yP3?vHb-rISWi8;@Z-|LTmYVf%^Xr2X55Mxic z0EGF&4yX6yJd875Nfc*eq8Rx{MX_HriH%)<;cEi1xtNGW{*e(Il-lCsHwfdJKyyAO znvs80G>1yHu@M~#<(fcsAttJke^gW}(tm6uE9I{V^e)CkFY=Fy-te7KY%GU^xh9ak z6cgFVKPs|=`^VUb4uZHQkh~ld$;dw{lI3l7Yy`{22Ou{n%CQv5L~v^9LFe>SOAo(! zkE1OX`=+4>jC}v^J1Cr5dbkEU0}M^XvA=)wH?{O2m7Y*@35yrDDOSy5_)dAW<9c2; z(ilvxZc&}8x|>>hOf5YI9!@hF9Lk8NmL82>vo*E!z#$7PQg!AB@y;Yk;WxGP@C=gD zVKzTHR1Y}oomzTKEj{#hQ;gqxNB2`pk4h1DlBSj((nSne1u?bsm=_18Q%eu$E}@5# zsinu%(jy^sI*w(?s47g?KrFWM(k&=%$BHQ{uE@I9NFis`VfSPOfT?BKwP;xuR8mhZ zJ#dM{v8W2nf!Gr+0Aav^fsFa7r3aiEJ65!^{T;T~j^WzW(!+OwSFr{R@jwupdP87b z6ZAW^^f>Ry8hdMZH?{PTOa;N1CTc!Bwe+AH7D8^`TUwr4dN9`ldyC{(kfjGXLHVw4 zz7AfA@Q=c+exBl&UeY=U(YQ8ryrKLEoP?O+&Pi^;RRRp%ZuMaOCgiH$jECc%_(Sy0 z>U}Y8z2SBF9ibec8&eC_ZnNQrY4t*<>iwX^ahKR1?)O{vDZ~5vZtAOujj4C_GFIr+ zu!>cGSGvBA?g{O!vM01xNAQFe*3f__G&TO%9AZ(B_upEp)abDre-yr@<+y8YyIz)+ z2o{k`Ne+TODh<~JUGd(1;O2l!?m*AS_dM1=U+Gv)@J)WX(M68IZ-_CE&TDSs%nbd4 zb4K#>EK=v6LvWNbTJ%S#Kdn@(_v17^C7u2F4Pid)a1oqQhs~%1{?k-)2~*9@ zxg<9iyxe3w>r7yw2^`H&p5JF4`yI=1o~E>SzW_ZA-Ghd7HyoC95&>u$llsW;oU34f z6tEkQ3`5cr0+P-)Ix;}cW+=E4poJL#M~1{sDX2+7_k1BR=I87SCFJJJN%i12rDR-Y z=V626`GlNO@|CA#Nj&*OS^${;LV0=6u0ea_ztCF>e;*CfRz6&8hjVI(?d=A93I^r& z-_>?jzwW923o8%m{TF72`Y+5FxRgBDe_;kLF~;y;m>J+V@2c@%IH-{UlW*5I)P(#O zMyNZM|3WcdLX$Jpm@?4CfmZFJ0@a!uhXwoSzi?nPK-GKfzc3TcZ(m^Ucs>><;lD6q zEA)2VfuZ-PJJf%nz`CHWXn4@KAf6?!sGkAc@48c249 zVuz*0x)33t$o8mv>c3Fb$;fpmBOY-sT)qAaMgOl6|AnHxWD*eHf1xPul92bkieh1HEyE*3+0+)TeXYg!YkL*f8kZ-zfcU&B>WdDevu|=)h;WsT|3h#nrxoe zRcAXT12J2II&EQ`I-+%JP!lI0#xi#u1jkbmI{g|$<1Jbzsl8peNt zE}%)Oa2MuS`fvf-Q;NHAN7jrBn8S?t!*t}lFcjr(GhA)?)VCwQhOPQ3WKu4Se&n@0 z;8%_9sT@Ku#G73%>vc4(h}Yi52EHGZ zY>5?vepmcm5pr&9^aqSS1dAF`K=vkMEP2>hY;^J012QIm^#F|^+ynlVjEZFcEw0%3 z^%uT2P#gDhQhE$Ov?0Q4d<=Um+6(j$k$=!$F0eD(FB*<}H7PxY7urzWN^DezLb*1m zI_^cK^cX&A6{S;bG%Mw=4Ft!%oRl8J4{f*xE;gRS!CV{Yj(bfhJ%&fxpkgvMs)Hb| z2{dQoYS5^_sB(sE)Epbda`6G^_3IF>o;&@SxM~6_Fe<8{D!nR>p-0X1ttxWAsyNOA~%@!zT{N6LwiRevP6rb9iUY&8X#Q;t1 zPTM9$k{7-d#ywVdZC%7)?_f99IlCzD{_w%^PIac1P83~zOg{|1A-^^(ou)Cxj|P>q zWG_0kJLT*39z_+O+MT-0*qCx-@LjmM8rO14Ak_WgA$DX_Di@Ua>%kmmTQ$lp0N;^D zsGt0+(GV-{ff5<2j(ngbxkrnCwj>oFaCR455(4Hc%5En7`yO9BnA)8lBAE@mBbGeu z&EYW&{XHO4yHkfddMFvj8@1=V^2ECu+1=FcwAi&ed(7CTcBk%@fQg&*PVG+ZZfzeN zT$34Tcc*P0n=Msw-n(IK&l<;%GO5A9F#-!|Ax;}vAfTz;Dg5U8;|>#(QBRd;jaoSb zcT>C5J?6+$yHlC!_88q$yVL#P(NnwAeG97bGPOIE9K`;u)@SP8hIIH++x+;08v_@BRLeL zyCQ^i2y5tG1U7gh-8xQIYTfy>YuyeU1|KnY_>aSq>2-flMt|6V)S-O|8<2UI8#W+; z3Zu}?SYZQLbxPQP2bGGo?vv;1e|7V9*B$=GT?!HN`S4(B%7pe6)`%x$kwfPOuK3|%Eo*unaiY% zU3TYhl+CVLqVKF-EeipwS&Mt6l4+LBGV5)z(J(eUR11+7BI)TUT&Yoz z*47g=jhORwd6H@UpL6Hy{afsA+3a+7H6fF3YZP0Xz2c_1TmR7;QG*&c=?j>WED%k7 z`3+J7K931ne_Wm0$_(zGbf+(-D9v0pR~`2PZ0@uSbGr>{1yv%b4x7NlUTdvQqg?D3 zjrnZ4U|g_`Z2GW5my?DqVf%j>4cqlID0gKr{ZIUi%E&Ut(Xh6h*gNELX4PPd7&iMm zX2ZNdiGqc&Yh9e})haa;3Qn92nD&Zsajue{TLBZznJcnh5MKDt94@Be<649}2vXILzX42`U zrNVMyIhT&!A-~vRQ)C>U81jhKBXORGCVb^veEy~Ou-?)z03U>A#dfz!P^g|;32&@b0iiQV$3*tpL5%u%qd~pR@rNzCtaqUC4 zdN%F_I!LXOE^fu>K(#PWQ4f6o9ag?UrPto}9*0+}Cg&YUcDTukk)Rjrg4qG9*;+Ap z&8zKVxeQeW*vx9%vTLMsTQQ0ow$rh5K;#}aydMhhIuORz*OExu#)_4;m-j0>x;gqnfn4Q(&<^QcJ zu0^{O!MEyS(RF4=f|g~r5>uL(CQv~YyR{4Ep!SY-<5~>2OJZt=rJg}aWp+!|)p`$h zQI#Dg7ND~$#;`8O?uknpM~o2h!{G*Qlds-LKLPBrrm863<48Z@jhIlR9}VycMf%Y| zk9Xr*0FiHLc?%#G9VpQ4D)j1`o#KvI$5M0}hVWUbB*bF=dlja63A^?pTgZ6qxCD~K z^xd$!U8_kG7zMQ)AWWooXqpQN{Ha^xCK~BSV29P|3HlLlT#MpjhcJ!wb5%w95d$=d z8`p|kv$i z0_LzwFd-U#hfJnnf{M1y>}|yoH0$g+uiY>~nYg$0sKBTfCEXAYv9CzF1r;Y2)9c!T zrB7LTqde+Ss>d6B=cl&Ia$i}j{2ILLor!z-kqV5;!sH-9u^E|M{F=Y(or!xTk_wE9 zdb0KlP1?W6|P*P-79qG+OcCjw>U3kVY1XJrKhr;A{69 zcqZ;OS}HK=bPNO!ip>lI5XR$&;sj)GZ^32aUZJG|qayhc9GJO*ZDQlsU-;TUZQKj9 znK1&jgxC_s$FQe1aYyOeKy=)TvzajhwuCN3u~8ig<=Q}Y+-tL$F~YSdOLlBDE9K`0 zE%^}_N;)qLI3n67W}S^2!-Wcr%B;h8im`_v9LzOA>e;w%x2V9V=nm>aW1~6<;@UuS zT%}!h45giH!5tgLa`6G^^=lq*M(HDqE6PCPDi^ZjC>O3wWTL5^ERNB$bc`N;=FSc@ znR$w^KM6ZnXXn~+EeWS~vYUSYI#WB@eUD7!Gu<4`Qgmu3TRKmdwp(QwwQ!5}a?aeS zR6>pDgjw#?PS)z+5;QZ#HOeq&f>qQ;qgXl*HcTH9onpDx!(CVBwt$8?J2wkFdnmeD z5XPQW%igJ-EW2Uhpk-<&yE(O!4P3u*h=T<1sh#ZVi-}sRY;J>Ng;`ANtgr|0BH6CE zQtQ~=M5$V9l!fIzH;N|zC@TiD-Zfig_XjpgA7#o(=CEpQk^3;QMYLdqwi(K}QzfJl{S9?0OGWicO;XtQS z>^0yvr&cbTEo6iLoEkg?!J`g+w%gTOYa4fqFhx6nZq;Pf`_@iVCDYPD*jtOv$_g{giP&Z;lt4E1WXb5 z9Z2{d@zmdwj&CuwljV~9DC!E^J?tQqVshzB~SK*S#>@`*tpQ)YfXc2tK>@^;ur*^V_a}Kzg ziXJYB%wFRmduk`^vy$_qS7AaD9rsf^S$?y7zs!=ScCz~sNr}u}V{w$Jo$RQw?#S#l z9;&YiJ6XvA@AqhZ((Y{}rQNvo4)?u#U_d0LEp2tW=t3h#Qj%k4@JLE(@Csd(N8!}C z7~apB*2WqlDKueAx?6t;`Fi#1DPYFu=n)dEgIBCZ#L-nedL*S;Ig--B2$7V+F!bsB z&<$U#DXl-`dF>Z9rceJKx?7!uXV`KLt~n7+3G1K|Ln%B9pC259zY4msH#Acre5ic> zr*C^Bx)mkR$-`goMo;=Q5vmUpx~j*Dp2VtCq9^^5Qn41%f#^y7zmy_^@E|sO8nx&Q zv#W?0=7mRh$*|xqO9&7mHI`x}QQRZ{Wp0>WAktFJMq;G`y9>k@sdTKS!NPIDcbys@ z=9SldX$AQ#5e{QPGFfT8sPlM1la65HO`-o9m6Ek2uJV$zxgz9DYnW2jax90276{m6&>>@8guenq(KmnBITB_E4}O^oJOtb z;=!2Hy@>Y6IEnfuibq6Cv*!(z_gg^ml8iasZ(U6Sh%SRP4*Hh}aQsb^G37(Efa6Qk zkAwcpD+`W{PW_v}iatx!c`iWh3E@O-pJ+wY0&@5Erg(geh<3y;Dox2LoWVjt1pGuL zBmqh;5T9)cK=F%8>`%av8x)_SG=OBV`nUZku3t+0?Gi1CkAs)htkMydz>hA2L|^)s zR~8&Ug~_Xl`sO1$fg)d;L}L+OURiMB)1|;q{Gt+l3pny<#~(cbD1K3iB(6a?k%mC@ zD^hN0jHH)vIP&O8Rp`b;0Fp9DMI*fkIFWKoeUV-S9H~9=Un0PXxvEa8W0Qg-;Y0%J z@0kC$pF9M9{D}iNx->hb7Xe9XQ2duEoUw)ZNJx*1XNk0YF9MD)O`6IPUtacb2F)=2 zH-Q#?7InJ%b54sJgU~bR+f{&a>wRS(Pn_J?(y0)jQo8S?FZTV zhEMd%mlm-JQnqk7QosCkBJVVO%YuO8OOsfDmKas5)_uST>aJ`TbW za*e{#(WJnSE;jHF+VMwE z0E%B!B8h7dPNX3a{fd-Z8YAf?9F9DCQWd)K5P+l%Qqf2+0#2mdQeUJO0Y_?2{FexD zVy>!_>e!^FZW4*e3fN-qMCT-1LyDo--a7Y~jm18R-(Wsl)# z=eZxbV~?{RnCOr{QLbUon2Rc!MV(Nf~^!t;|5(7Xe3? zVL#ybu^}4dPgGH)|29H#U(YqAeK`iTBuZ%sl=R~7lLnGB){$NWph&qTrX;;w9dL$` zztl+yxw;q8FI|THAb(%o;q8(7<);&QE8*kq0*)_DVg9~arJ1&osOD_Uc#8&7~DB$QaNRv@{@i$xm@+T_!Bh?`Q zNx36-)0a)a@uf*9jQBEfI8wi)7a4WBc2B%Px{9t8g8a*}gdhJ0|8HLhA|OXoQtE94 zFuqEqqSDLD2Ts78Tynhrl@T4U-;eMS=Fr#$KYC;A*aiO`4bpmj53le*6ArJ}$Yg%E zKf~g8v>S+My6X>b@p+ic*S{FIv*GngaWs~~;%LZD?0FOj)uX&Fj>cF4Ji;nggEHtU z9zB4^Avu7@-4OzKgf;ZjN&pYFq5T6CjiZ5Bwf1hY{$+j_f`?d0t&&pr=uRU2jk7y3Y zj@9cJ)>g})03r6S|DuL2k2DPn_xqc`8hDB|_*A^P;E?>EpqaeCr+)xJL6rVxrOJ96 z+7JfO1EriT;D!ndaDh-Ml}2&X;Bi(BH>B#!OxdhZoQ$=WxmoPiE|~M%hmFK>W5co< zD~#LD&d#1TyS+}!HqLZ<<`JWoG?NIJQQO=!J2qY`MzOVHxIsZEa)%2miLwkvhXJ5` z^V`NzBXxLY#?7-w$@KdQEaj-ij6zFSoj+M zbWj7<#4RkbyAm~;g?o{^q-Az{6Yj+uzV+x>{4*JgVsTL8z4U+oS!cDHx4UNBKK8== zoXdjdj=1tA4&a@CE~lKY^jf83N9jqd!+5x8o2NNbb+aVb)@rR>%m2^H^S~9ccrPT3|y4*Sq1PZZ>o93}O|4`2z4hw%hXJ05GS`BA) z=VZ3^a__4|yxSuZ?}SBWk9d1%kap&Ti?ESJ=8m?rT1HdpE>*g-h173NA2!T z!#sY-KA$LAtu9tTvy-Tm6FK8z$!b`g6=S1;_&uwaLUJJd+QoLUT!x^vVx&T|lxr7~ z0PTf(H7;%d+-Aq>waTcG)v#5qbh15o5jv%t(DlYx?QVDP4!xx%$m*B4Qo4L*Is1(*swZfpa4m$ zv}H*Y8@0{WicvzOFjNwT27MzF2rFf6t!$VT3qlbP3K*^KiZT1rcYl0#wbHPPcxjlG zuG>P$R8=IUl9@c3<)G(KVVV9nTHRIag4yx4V91a<;{{=vhdW(i<&79!j8=h15IpuT z#bLYHEN&;Nrh@{YWIN#uVrrFo0eo$(7}Z+2Y__DaVHgaO)uBqNvQ(*r;w?azUNb<| z)D)r^HWJ=I@R{HcNT*n?^=vU#@v5)2+P$ty*F+wOKfO|_nh2Ox{`vuJlu(sPrP|wm zbTOLuFjnk!txzOHYDJ8p_o(}4XG1GgsmmC%1!2tOP&sFA3?6mPK=!$AQ5`4XMB+lt z?iCx29dv@R9O6r*Myvq3TMtLPfrrZjM8F0R5lE+9>|o5yMgl8Vb7iGi!J^=2?6U%YwC*?^ za@QT|FtA)J8=HtW2>x$wC$JKNsigi}E*;-}G zH5(o9W@ph3k|LKloQaU|R$Y*go5)*8xt*tbvbrVT+%pVgh+r6H*lNm%!;7Av!Aq-h=g6%R29W+ zMh0ohH*O)Ls-vy}6fNVcQtQ~=M5$V9lm$oOgKe9Q%8J2SWwy#LYoVDF8F-^O95$3< zo$g4`tyTlHC$(INYy+BDF4|SIoY?9V+ih@vu>i6afqml~(p|?=kce}bR4HQe{5SYX zsLbw8U%_suV8~*m-*Y%L&4mR1)U9!B>DzK7)(xvs_BJ847U{zid@sU&iUpdnlmXab zb$Yuo<6^{ph|_SfjWaGTJZRK=?H#O9bGEVGvN}!B)r)4b0qw%NVVhl~zQCn|bH+uA zlgxKeEyQYFH7>0i8@(<36roF1ET1gl!pHrU6}u1+6d! zyIVDlbuZ7l!NNUvEn@?@HX5dZpCqz$YGwRJX6UDjy++p&{E@9%yikL-7%CY0Y`3em z);44&tR&EJ8+NI7zSd1N%wngNv^twf<2lpBwxQc?+batTo3(DWw~;Ja%>{o>`K4yt zJ=0#uq!;sf}`j(GmERPE{wm0D5+d+7gvbA ztDQC-lu%_E{{)Sh(>tLyJGww9 zIl6KDM9U}|Pw`n}n5_%7j@4>nX+2`JK~uH~O6&B9^bkY5WHuT^uXfeiV#N65nUhZ= z13=j*!j2dWkZQMsWtwGZSzQwo>U`2Ty3sKfjz7~fo~U)7>}?#;mPb9kmOC>znTxh` zJ39un2&94GEowt)Xl#MTjn>A6nz?0m*c>>zuyOn-==g$49D-TQI`d1-z=Ro4pUkoY zM5gep@b8AC2|^yWCz1$xa}!7g7vS4*?1rg~x?`Gkr-V>bkj5&Tn>Cnwwpq4;#`-X8 z9EbW98YBby7dBG@1$@)Q^6KV=q}DoWrv%gJ%!;{lbb;knu@<7Q>i|Cx`og%C`1sMd+Ehd%Am zRQ>Os+6*{-5V~OhIxtoLOM;&`24U-?dRD?0&CztYylkW~m|WeWI#rnUv>#LTKRbC< z57xri?>o*}+{buhD?uY1|UH1Lgs)cH|*$Cb()?buRud&KESL@Pc)&B6i#qy0Q-dFYdlCH|J?iPnttlmD;RXqCL z;s@lr#jlBQw>Ye!fjh4^$=A60-7_%qX<0Q`UR2B?uA#!d0hU6z1W;xd3XvP{%gNCPwBd$V^eGmCYAerCu>)`U?(0j=0n0)p8BS3AX*SODk2~(r_yk)m?>4YAL`mh2+St$}O#R2b!c;c`rqpTHe=V*k!#F2F_s|o#ho0c~(A8V= zPB!(rdQoOV@{Reh8|3PZ`9OPa>*6v9S$vC&`t$W~eLaZb19-T8Bl>r+3#h)V5-*gR zaq{jtm3$shuI+1HiF=K8;+x0~xf!ajYJJ^v3pKTv-=zE?k3|53cue~cdg zCp|t!kAEf7ew=>&YkK?yJ${lNSt|J6`p5D6RQ2_z>OX}axWxKaB-agke1g8zf0{l2 z4SW6!d;TnY{v3P$TlV~Scya`OlD+>tz5jc9qyXpx^hpAg1y{FUuWrYh`ryB=LhOZ`dw|ppF;iDko#2q|H2coH2)L+VCeg=-oove60Qq& z6Z8u{9DV~|eAgKJHx_csGQ(ymoGb8k_$&7hzjhw1DRlbPKZEK$lJ9Nw4|*+xg)HvS zgtYPctlUDp``dT>0};@ms!F3SNNa5<6!E4hC=l} zrN<}UgvU?Pqxw~NnDlty&3MexBlA`~7U*%@z+;sjZzpFW^Yr*7di;BOqzF`k9{-gd ze~3q~{`bDhF0+a*vq~4K;&BNia(cJ^Cj11PH}gMl#h+7k zgTKtO7f&oWg!fCkm`Q(1{(XKIefP~1??U_^X+8wqs2FS^c-|)a(sjp!$U3(#eU=<) z2#+fBEcR{xc3*ynz~}i4Tm(6B0VYkq{t8VHj#TRR-Ym7Wf2&iKJZD6zwBCR90Kjop z9%oT`9h$-fBt2LHfpx+%X0!s|}4(X?RA4UlkrgFV9zkkB#Vv7uYF$~Ij~aBAUUqHVF6aOTLt z0NUi4a#lk91ZT?n0Kj9-lzSWz&?6tY4=!oH`K9-LubwbsVBxpfL}}y72N=`ZHnt+W z-?i&?3ISpEszV{CXh)u8>l@|@j%I0gxcWKhTcmJ@yjjFW%Cg%G$F+}xmYVO$G zU02o*+hH(-aX!!uww`l|zXoF8p|34mxIciADqBtR0e7lTFSvNNX?Az}uMM65yZu{O zfzmEp&}dnxFmH18{}s*Z-;P&o-y5}3t-JdHhpBa_!PK~uQK|BFAD4+igDRce>M$rl zNQ^o}szehX31U?&hWj!TZ{b{YjPAa52m_YUFf_M>o*%!`=(!OjF$Qjgpdz`O6RA>P zfALE9^*DDg=@K$|hHI0$GlG zMNe>aaOw$`HQc%t(qz(rG}y4Py@EVR0w`0MuD99dY90Pjpj(B%i88z_Vu(ni+A%k4 z@LR^z)sDCdIaZ8_BV;}_b`Ru<{XYkc&RE;GTi%BCn(bhN`@*r7!q*3eUG9S`l;&Nk zk2OMLVCNP-xbgz&CQ4J{^;a4r&E6LqrK(Oi1H8l7xa6M$0t!>;dS)fyK@)xo| zoA-tDoAv^fT-eETU&*9}Vdv(6I|uj7yHtEM`6L4 z9%sRqBhHAiSTHJ6CgQg!)#@3ljs-_wK+k>%s}DSNyo=Psr;5;|(!WQ|HXKtt&TNFp zgRXJfY&>h(hHo@;4_q3} zVgIPJ)J+1H%N9~g4(`&~BxRXlPLeS!r!YjuvyU0ZY>+9x@GoQXTIVCU{Ep#xIrv^lC4Pi+FgP{YMGAn^k$0{?py{YyepUV4f9iJlxyS9h<1^gbJ$wXO z@H=^&t&K_AxKuhMqjoo}GL+z?T3unDEv-s|&Kr%3Vikq*2kT_9;kt!y!W((RTxH)c zak(fQ-~bqK-=_sY+bA^0SK99kk~yw*%ep=TXO4E6w>a*q_tIWePs~<>6Q`0aZck zU^!!alo2-{IgGY{2vc4`8sqYDu~onahd}rTchjY&vps~G$TnkvL^Xl!(bPnD$EK!Z z>!v30{ezkc0BRDJv_O)(%}_u1b{*;`w*OEQA;!W*DsDfkAAF*;`biRf)sM8Ccxm|M z445)+`j<6AZ=twkITcI1e{GysO(CI}|J*c@bbW9PUrjtq{kcJ`22j|mX z&boY{5d(%!Y%$e_Ph#k@02+PhNN=OILN|25oPnWZY919HhK?zH)O08if((=CCe)nJ zR0NZP13VhT%m-lWhmLd)e7mo;aK6}q8I2l^NoI;K)n;kgPnH6242 zgvj(kYEI~Cf=PjP3zeFhcko)53ow%bLnl-(Y8@jC9YByY4v~F;BM0i`A1XO7^sa8Iju+0-SUJw-ZY832?i>$kE~veW994_Ju-Vxz!KdRI=xr zzo}%e@XM)WAK0o477wSAJyV!XC3|*!tS*G%S}f!Wm+YnEjbG4c{Wa!e6Y@>-$#}I6 zKiL@MnMQZ8p)*zc3T$d{5m@rYFx)TAN&oQ>H$eIb^-|be>(6b*GRX^8s~RBb`Z>Bu z-VL%z-VG5<@`B9_nB+yjF8%7~5KR$wFz)pkX|vi7e3c0Pze|I{jJL+Q6Xsp+efaxT zORz6WRRu5i_MgW&4Z8(`D8O_*1onL_J`t|Dl1m*r8xwu>-*{c;{a-iStFL72Y+IrcuI;G@QkA3i57TxtFVq z^;&bI*eJG2=33d@?3m{K;dSTUKHa9GTl+=l-o7zUp$>7mt5)Js2jNhzQ}o^cM|JFK z7G3db*{}kjYeVjpArLUX{(o3ya`%KaRpwwPrBRV5ae#w~OQg~q5UCP(czyujad_BM zorBl=@0YN<3vw@9E;b`>x+(W*YeTlq-$mW^x#T56(H)p^|JrvccYu#qDf(eM2vsDY)e1_)&!_bPL@$d)v^8 zRdUp^pwWe^TV>(urs2X>XhQ?6Ock#VKLejjT)HaS=UvyRh~B(q%$0l1=FS`$P$I;w z5O(-RDxoh2mlCWbxs!0qN)zO>(y+<$fNlt*>|~z$j**Tr zrg{ZVpUuz2{}$NT2PXcJZ*iIUmn8J-8N)amlBZa83KRcprD8ox){T+Agv!L*7w0PJ zISTrSD=X=2F1MJ?=9V){*=2;8p6ghpwPLTtzUNcfRC>99bE0&ikYCQxcM5^tH8*#V zf&Z>mYG!$kKH+NQc}iySKapHwfuH9t$wKP>S1--5H_W?BkUS3B!QPuC$fLQ}p+VZp z!gauEyt$gZZ9}O;ea$kBII>LywqJ~uv7*HLz zj zRI6i(V{PQZDpse9j#-Yrk-J@9MQ@3)iiR~bz;xABG#lKI6(Q)FZL8CrGv;xZZHJ$= zAhZUKU0T+br@!XQ*J2n1Z00x&+RbU8NR#Fh(oo7vscu*!Ek(cnmEc+zz>1Ek#aN1F z+wf1(oex=%I3nf`E1piG6!0%bzXlBL!(#N(>-79&=jvKW0zsW|e| za&{eFd>?^x8o1cEdhjZZYnz7MtMSW@M8DoDG4o8X+o-`$*9u)*d;uO5$bmu@?hMl8 zG9#UXmjk%)pa(g9$dStia(0kjq{k9{C5Ig8C47am55s`M4|g651-vg7;P7Fw00$dO z@G$_#A_XIzhuekpVivE9*$f`J9D!mFd|g~zqQ^2GOQ{)p(iiv|K~40)t^3Rp(lX17 zS$gCQczvJ;ieyu04IYa|Hl12NH}i6i^{M9b(J+1JcGN*Wngslr!Ztg4ZhVekWI z6~2V~tCH|K#rS?;T;i1f56uoHUdVGtJ3$@s;)z?m=q-wY&}}#X-R!~F`fmM4DJnn& zPeo68eBzIl>8fMbW39q+U-|N{@`=f>!gt84@U0P6;jo4V)*E#d{<HNQ zN}|-;4*QiH6I|23Z~|+TvS_F{R*9kiYMjW!@G2n;uhalbP6lDMgz!g_9UZrTsh;B= z6@n&HV;F_q{U}zd$C-lx(LCw&J}iTT>-#2)YhfDp)D74B5#K9mvNlldTCsT*YS|Y?z5oU8wg$-6mHoU&!YBd>`d@fy5C``9FjU~{BRjiV>j?s>;R=Z0U=x>W4(1$g2FBo>g$AiOG z*&q`>1#dFSR2vnDpOyX_4F5i`(%GMLS?Nzjq_?pYO{_YFmHvcMadgJ`;m4gg!zrWK zZkt5}5{9ks28@LfJJlUM2&pq}zI4QVnTYwaL-NTo+11}%iPirGjSFM-@~COKt;6ci z9Ga+#!=un&R|sWKIHKHF&WcqEojgZ8D09RE5jbL4LjxR9RdFOvw93#-9AUw>Efy8e z3)juVaQo(sOujM8O0@Jh($L9*ylxl=?7BQbKJ(e(8)J32`gaR29C|&3mnWJkB6N$c zDkB0dc>@c_m~f>21O-q`I8jGj#YkA#=eMxvojjDIQ(f&E z(oxzsLL6w`!a;GM4b&VO2Relhx;W4W@vVL*J>Eo|`1SNSK(Dv3LT&_S%66G$xy(NM z;xeOwmh)>$K)v*@()FeTj(5{~w*5Odz82Azy@K@5-7S;?^Y*$BIoKRQViX zigDO?(JzvK#hu}Rnp0d7la$XQRa#ih0f0wXScN)M1XVsgk)X;>$W1A#vWyc~IeH6U z$YkxPoOKxbV#N2{-edIDZK{A>zmfYel4+kf4{%4v2maksPeM)uK8pBt@q<8z#DESD z*zARUhWT~N#xZ{r$NJnTl)~lF6;KMthYcD(O)%OPOhh*tI8U(c9uCuLEsCqxVfF&* zxx%ne%zdf%!wAF?ncUgSEoj2$*X{toW6du&=&eT}av$9J5GNF~3}FZsLc$?S{3hhP z#Cd-3N@FG%`!!bo#du4-7O7HSKYpeAI^)HDl{sU)F2~@EpT5#vejG;SlVBv$Kn_Be zx;cw;pd=!?deeC*L%#IV_kH*;KK|{-gAbmvx^$Nvkz3(mfq109<7JD5G8JhalVqMg zcKAVVr&vS5tzxGI7a+DV4;E+8g;o2oQDfWu9ivjiu`cJe$p;^FnV%!N-0Cz&rmmL; z5JCM8L=p6ba_@KczZ-5RI0wHH4Unkoa|6&d!ea3%5vI|NjO$UCJTlH=QGG;ej+{qc z4#pz(U~`5N`0~FVe2RdY_+2ulkLfRQi*LfTuD`EOOye zekqwsXLuOH86FiyhC?Cn^6-$p%tHL(z<#NaC9`GxOQ9%AQf>5-S#sg{;wy^wz`Qw` z&E!*Q7(X+ZOUwBzgGq4MKl;F9DsrGRA~++Asoj1Vg7X5+;_7tF`Sjfgg zayeVbF2fWY|1ba;JO|H9XlcRe*RvG&kpJ`Gpv8ryLN3GLq>@YNJT4!zOc){p!^aE# z%E0cM;YWm1^tXp%F)m_!$&}s5fMg2HQXMZW(uxZQNN4|$KI6u#!EdiU@Qqx+z;l{G z6PA~=%N*y6NkAkEcFMn)%;wQ*8i5&KC`T6#{DP)YHV3Mq?0^H`7%+LKh>Zv(mn-D* zfWuz0OUvmcqAVJBHx8r=hm|elmX>%pO2Em(oSroyfiTVmObd=5Ae~V+!4Z)Ry?$k2 zLZ4j1eeGqG&7?7lV7fwKFln9%lw>k!Tq?DQ>u3bWiDQJH-oJbbQ`r5tNb}kK*DP+M zjBjpZPA|boW*Ib&Jj+Bd8Q9CPmjXP7WI(id@lRvqLq|Z6qF0NEZRxyt<2d7+u_)qw zz>9By{V)E>iK_|-+JVYBU_@$JN-Zz4xd)09*znIo0LDB{+){AlEF4u$OeIfH}Zkyr89iq6cKe4+1lD`T}l{ z0rTd4NrS)_d0%|=jUmW@O=MDe@SaRAi|{ybKSRtGD@G={w3tp)%+KBLdj1aFkHJ5` z-eJ0^O&2vr&eKJ0x~LH$uz%AxV>&<```slNA=rZHQ?#&ozsA)wtZ|?7-UT_;3?A!$kAD<$4Nb)ra?=fCP7!A zCP8DMCSeDnCV^$EN!X2eN%$2b;Aco^R)ox9G6DceK^{G=h5ALPFw_s8K12QDDK`RN z#70W};_a#eU&I#6`+{HLkutd^1)rs$I^lhG^(!7&9xerYQ>JSPrgODRFr8~)g6Vt% z7)r$j&xnMhMM2iaH#1*+u?n{ukgNxgsIb!uh2kxV0lknZKRs+Dkjx*S4XL)3uR2; zgR7WPKL{m__W{2&J$($HB8?~4k9r_^FI`<}FrBMS)pS>b8cgTvBQ@RCB&q4HQprol zukbF0g$dV8iX`IIi|fO?MSxUOIk-chl7)BSVz&bQR1V zWOqQhvRO@su9+*ILq2dNbjSy;tPA}l+)%(G8t}hLybJeMu?rKrJbo>hMDrs5qF+wl@fA-!5Op@#>51jX-C5<#A^Z+3d zs@ABghRUpWKdO3KjCwShXOEa3F)a=4s(eINMRrzZDkHM1OYIS38G~kBvc0AS;$aVl zH7_H}#xGemuohr!jPatyYp_?cH3otB*l!U}vnpVDF866v1T$~yAE|qR^W|WJiI5U#vkrLFZtNLKIs^`U-5y#9ZS(0>~_;V%nh@8IIr(ZYE z7H7tCjI70(u{bjpXGZeBhzgv=a&cxfkfk^?CLJcUixfC1!-=9eGoFa8IpzBmU5mw; zku=6ba%N;#vQH-5R3zjASa7tf9Dd__Jc)nK6EroAm z@AQ!Eady+&YF+m;q5d|-NQn5#q|4Ymkq#M>G*6rtffS+0%NZJ_j_pmpYaRutDTB{- z(m02QX}XbvlH52Ll*G`@SjNI zyKCd4?cH}Dz@&j#Qg>G=ECI=mflnDAm{7DS9&fpJ>xzspMM-Zn8eKY@vkN>(>RZ_S z^DvuOkkl(eo#(L;>>IXtzdfaagavF|O8$}w!irQ%?ZA4$q$Zl?Mk)NLuw({ za@+2)WB4cotJ&+eIuh(3$eK~S!<=O$+2mI8k3hAdLwA~QBbq0JcLy#?0529h*FRvB zl)QnAg1q*GLP`$S`X?gICVDNUM6)H$aWjfxdHl=+SCNO%y4tE#?biJg3U$Z-;~Yis zOrGWPFjEP}?4P9p3BR-OU=!)NH-2YoQvU-wli0LTJZI0_`HT4mYHn>HDy4yC{_Pl8 zCdwIaJ@b&W(Z{y!Iv=zV4l#Fi39kJDXJy_Zrit)HhW8m){82t)?JZaQ{vLA0?r{Bd~Gu~4zg-S&n$2mDoPR7lfT&G=H_ zF&~|tB;E)s@lIz8IT>a{Z3SnJB$DS*Xfm8R!s1L0GP)3x8XW1&5pOoSWh6B_{F&os ze&)C-!e`-F-LW=$oqpGv5@0`$( zuF;?3)pDy-dsci&rDv2z?p`{!ll)Q$EFEp5Hb7>ygX%t%RA2II;ToClQqTyqFQ|hs>Tk>D&a*X_yd8|BW1}%0?jW0eEMv373(Q-&z`Qwwz>Ie@CNRH% z{XB&2qBVo5<`?-lyKi|Kr{Vw~Ph|?h(YWFwMUGk*KFrK5^fou2^cjh`G#m*U@41wU zhY+(G8t>8G-71+~aG2twP==GceXKL&JX7>wI{`1n$DXverWi#uKAf?OJw^|7F}f>0 zgvo&(P9`*Oy90X$c|rl#11@r^RY+;<-m9Ca&5y4~sFS=6}p zwk)-BmiQR!DJM(JqIRe5kK#3n1{8YEX#TfSDj$L^v^DKf&%hRZB#JFe31Ik}1IGM{ z5XJeZ**9$5pFH?+-&oE*&qJ`kR)maGF_8U#$P^Qe%tLMUDFldc-6~RuxMNx=|7Q#OtZPRD@vIf0e$-UlxdEy9X(*qMRx|z84vwZ zO64Q1ohyd5!$+dl&i5YXiDAUz{pTxsBO&K%~df4u2>xUBp~4HHY-4Bo(--Mx!f&KWTJB_r(bj+YCA zjs2>D3x9_-rnqp{dg=M=dC0&9!0Q|%XP5@?rN{t=Sf}rxOI9+hK5A;t*A#z*JWg8-wt`i@5XV2tYq| zkLlV%dB=h%Tkm!Il~!wKhCoJz;!~+&oorX2+Tbdk@SE2o&8}mixt?7Kr-F=%`ZuL? znlF{qHyKB)uu0+^F~o!g3+97{1#^NmrWVY4WWkJ`)?8cWo!}#m9h6@knI=x=*td+d zkF(M8hW3fHcLrR=x|T+Rk#s84tS>S;B-@NqPUOMPX=-42Iq>586aAJq21$U`F7P}9 zJ+8B1W3TM(l`MF3YR5U74tSSw#s}DBjge`u8RWqhYfQ<5Y9@Iw62-Yh;N9S39;-z7 z%WS;7p^+p)cH$;UgftqABoRzqYce{FC=pBzL?uF=5j1~`)buam!}pO|NmbipC&s8b z@L$3PfiqsK)!8PUp{{HrKHzx2ZPju2i*J-Yq-;IXwmKv{tZj11^YO_E>Dg)90dBb} zx7DfJNUrX99%`Afs(sJ$!On&41x{5$VfR}JSy^gWLn77RdKWn7PR&~<1IxM#$3J@= z&RSkAq_O`F&Mmt?aQMfNvkdu5AN>1KF zvo*qSZxs{G2kSp$L;Y6=Kh)cNZe;!9RN-@*XTe8ZAs;nOL2Q|i!7y}T{gJJ1r{__+ z_~hdU)~`BZNH;!uy=*-NL#L7e>sb6)yKNjj)O1e8xcjS2jj7kAt>63#Bl>^eD`xl> z1Kt6j>xm03wn@VQhLSUh z^dN@1u%GK4UTnx}r-o&X3~1xrtD}a4*BVH``P%pfj*m*U4ZN?V+jXRtq_?r=6hV_Y8Hqt`RPJp{OH}d}F8f+HHcJ|;0{2?jX4r;B9 zKwzykDqm2cKkKKAv)*&?gf{4sx%eroE?GVJp&E6`w84(FTbdU4YZ(zn+$~KFM0d+P zBS<;^nl|Q`UK~08UVIokjy5Gcb-fdYvs{M-#_i z7k8kw3R%nXQjhdq?8)K#ecbui5hf&4>8Rs#XmiEufir-9IdlT1gK_-09p1^6F`Al= zZQ<5b6~3-@>VZhctc%Z782b~>0`?sARuPR%i#2SU%;+<)fa#~gLH zOB-*Voi=87GEKvGvGI?nE0`L%K0*U2x`L^xm>i4f3cG)F-+kx8KCr^cq|wJsdT1XP zPJKI8%SMt;Y^<<(W2dZQLB=iPN+s}jV|Bz1?V>U|KD(o#bQp#C?P-dV7qKsNc=vkF z2F&%oi9KSFC%c^b%4BKRySUL2@r!JJ_@a+FBEBL-KEA%#H*AIdUnva?AyooL-fuHV zS3VjgT|fKsn`pij@L@+LF>0;Rhr|p=$3GwM(TM<**!8qWgqH| zE7_-Yq@BRjrI_?g(gLTltAW?nAH2c-hZJI`Y5CQ9>~AV zb+(*Vr6*BCkOI|m$(1#F%ck zo)MA_m-m2+nvr1JjWPGPCx@RoEQ@(?4Tv<$fKWkV<7W8dK}?+sXU<5O4wCRd`=H zVPfaTyY+0S8)QBchVR)dG#O!dWBW7<-!Ll2k3hb!PFyUUj4AIia{k4GC+A&!m5)H2 zd*T9uQ^oWGBgbDmcyc5;yrr$Ok@iWG`1wXghY?TlrUs(>WS$YEoZ?Mea#RnEHnsb; zux*!o)+s4#e@O-IRyYibcpJEAVkZjj27qlpBAbasq5;eY4fhi3Cps4etPOVfpQjla#u9OW3!5lzF4H-nIDQ`bJt=zy+84NLzG<{BJK z#EsLlDGJi1sZG!8x+}A@Zq2#ucqOSxb$T1KxV}O7>MU$K{g&;{ZrE)bq1twRHgN|j z6Ts%Q2mv9-5U5-tdc;FKIPn?9t5QTb@tayDE(}W@=|VyVt?kVn+%1WIlaV!HWB5O4QAhvW~YmSTCVPOKMlNt;r{ylP~hX4`liine+E?W=4+bnzzlg$ZGm~H}VDL4<7%VpvCjSFXOlolsLKs{1OCJCAfhDuK5hS3pvC!JX-T#YIv zqYaQaDK@60w*@v*Ca8tjCdLMI0{_g6Yo%JJrlogW4fSq#3T(W5~ zwm}E3a_9721>dZVZ?Hx3nv@1dl4{>(kZOE%N;pgm=6=3&@M`$NjuGh&wQx9Pg2#*; z69-R@x2RK-d4Ug4ie{Ni^q-entYE;XW8u=lkN%ybORwQ6w0kTNe4JgvUoeJw*TItv zen-NXmRUr<^!yJgS(RNxk3iL6tugKk9y5wQbMO@XhEaE+5r`G$G)AuQ7mQ%e!4nLK zec89#5r}h7e3$0y)bs))*0qBt*4GWtD@LHts|0bw)bGnDnzjhnU^_AHp(kceVk^VoyS`u2p)t=fOe3KM4rm(ssSl zgF~Kgjab*(dek&96RPZ`=f69>I?fOOEM>xC8sP1IPxx}sPuW8F>6D5`QinfcP>1;_ zlsbGYL@?Gj{yJBCM`8t2-(swg1Pq^oB_9Er-F>SM{;zDTI1%<5$By+H`ht*8QHJ*= zfh08N=P-AB4?z0p-&})5^2^YooBx?HOR|w>6bMq;Tm*#lKSdf&#`+z7)-HY;*VpO{ zH3eXpu6zHpQs(e5LMODWhtyv#|kNBUwtX zRZ$(m&$sJnQM3RwJI^*27ui#I1#4^KA-dP^xzxXI$7v(y!YYIfXthHf?x4flPTkvF zvF7LI?p@u2Mb~MUsvXbkY*AN(UY8f`t<`GhY6-bH#5jQCNd;+EC~e{qWgkSh zeDWMWahm=cuIPU;m=0;F3&Q`}8bB$AthLLVDz6`nnuBNUK$B3B-CPJYE;kSz0B!}FKR}iM* zc3MbTqva+_nuJ|!3a>T5wxtFDkXn$vTb*{t?N(~`YVv|m!==&HA(9cLnYyyf!Z|9_ z%Oo+g^w<|^hJ7dl>ky7)t7W%J*s-=&Rw@l_3Sq%Mq3K8aj^0b;zC!~Bm7O}$uT*v* z|Lv^e{o54jdxz-3liE1?}it>Ot2claYBiHlzI@g(h{9kBEqXrVS= zS$G-r`Cy4KXs^=ODKjU#XkF7AJP}S(uZ}BTaUqEf8tl8(UKQK5m>tMwf76b$qSQG2 zg-{B1U9gaPD0>O%PS5l*>DeuW3STj6EB@Lb*08P_%IM*yPPbyQ=z!VC5E%dru+3Gv ze03T-LU$9Y#h@YQ9*JU&8Oxvn`Xg3d_E$w*-`P)IDrKUs=xUV2VnxPzDl~6~Sxw@u z6prTfYB)XDE7dlUKuk*%IoU|++E}qfuaFE@i56NpnJY(*l7V%@f2!vVRXaIPM0&1O zwv;Xs#JXKCZTBjadoBYntZNz1A%4g8G0wU+ zd!OZJq??2zOq=pqw~&Ic3@z434fwM{#Z~3k? zq_Xq~Zh>B|+l>mmU3|qKuK|MJfz{pj)^WRtGrbC(2|Ec4Jyz5^uxwqhZ5$hX=fMrf z+w51%@T6gWg!~W3b^CB6M83Y|W$V6KO_%VbhR11;3Mum|rn6^vd(fI%EfOCgIV4E` z+!^>Z(y{yu=G1cP_fN!*=Myp{MttLSx&gaP$U?&7Nq$SGSk@d~!6D~t%!c{)<5w3> zu7(Yn@=0cErmleWSXFkgT{9>am@{?h;8D80QCGsuoT{1}woYAECTLl=dGr-yRTNpUpM z*Z$$dU*YLNCOvKD(jG73P#krOktgNhuIpvlOmi^4wsmt+(_L`URd{*`C%dQ*RpIGT zwOa!PapCDvczVG5rttJAJUznBXoaUo;pqWy#KO~~@bu7*CB@CFCs2F_xLAC}-Mki_ z9>TLKuRj1^x*kwda99$piegd#qhuvs*TWxLj|Z z3dSXHRt!)wa;(1}L7Pg#K|6yAE9P;sh9Ah(8;NNTg5%q|F&mrVC4zqeHpuhG)W2s zTcI`T`b!v$7r06LB{RqWlO*IP3Mjs zqe-yt=S@uU3Z{@sI|NlXV_o>Bb1<}uqRjp52oEC+r}utv(>}oI{lq5}oZd5xeUn*s zBse|MoW{zM0`BQZ!^x0Rqx1O1PazLLEEIJTG3kO=UBRn>a*Ohw5&BJuj>&kOl@)Iz z9O)_m=BkxerCqaA15LxGLGgPo48MfZL8t@zVLT2ShHI{i87Wa)f_H!B`uw{Q)D&}J z&s+x!hDA+DZrYhElmdd@DIPK5|AhbKaJtXcydjq8yY=u|Qp~S|`Dt7oNkqV{g zCJr`v--|*iHlSZ7K`AZ_gi>6ftY+y@iVHyJ7y(LgAqB$k&_F4sbu#9Cu3)Oh1f`gv z?OafbdcL$#X`o+cY>252_PT+nV>!;U`v|3&+6{2^9z!WEWP|aGt(^ewaU4*J8GDiJ zVji3NfV+)Qikj-0yRy+Cxd-{2igo*eF%p%is-#bP0RErA`me^83L zD>RZ6C`J9A>hj@*QZ#opO5#0+QZ#pBWjs)d36+n@!9Jn(d{BzI5)MrjM3@}{C`H{z zsU*nHq&;q|P>Q_e02?nOl%g)K0m2F>MS-MtSfCX31dRhqF#^#vPAElg#8v=&SuEM| zU1iSpOUBa2#BJKzG1J-djoGSIgNvZSz!@@6$zKCk&srW#$FzC^6QSzc@ODByUS{@I z^^Riu)-?|i9FQ`4W(rsR9LXN8I~o|pRlP%7#&w;8{Cf>74b{dezL&*^GYEU7*+~#Z7sJf;>AaE zYd;JdKwbdU`G|TQ#8?d80F?T>qV?R|NpQFSs6Iy5hJa zAm;O;<5GcPi5w0n%T3>K;iEy?ym3axptD@;WVT;CoHt5p zegr^VqirQOsg1Q94X(}`Gc`W~JZ{AGGB=qc<&Oq|^TtWdj{u2lw!r14v$>k1LGHW} zQ}ZK$xk(+b;z*ErA+H6E3Jj}faHrn4&1#<7-S532t>>$7K(&GXfG7@sV_&f*4m_8)o*d>YTR5N!ms>bF49ewgrr%28 zfa;aTmCIX`SjhXpXQyyLeR<^a*7I99pmuG_ZXa>A8vcG=InwB#!3}S&3wK>!{SvAt zxZY8B|At#5BV@FyO#cjO9q~$D*QkC8Y98W_UR9!h2DOcPX|JnPzXVkeeT%QE(m#Vb z2VLtI4ya#QdCv2i&kG0CldFX^zPfO7bu=g(xl@3Wg)~;1X7qY!`qK0;(l~UtaYp{m zuaFL-M^@gOCGuDu`euotw&lNMV#QM~@i^6uek_sGOw7+ke80yL2!#Xcagt_`M7i|g zK%=S+ul@#=jHvAf6%8RygTkZgvO!HltFA#6gEZB|i(bC)4x_j$98fD>r?oWE?JXQoUC-GE&~5T3^>(`U{S&oK-1k;HS0}8qXQWnuYXp&IL*F)*oO-EnK;3BB zEEh5fndq(Zgyqx?v@0A?_gEqq4yc^#_L$s-1L}Ur=)wVY-x7ViOdU`eQtWpmf~O{A zMevbgN6k0!H}bYS7$o-2lzbD(7_mt?82(f`=l+@e@#o@4hI|toZ&$*xcWJCTjX^RD z?nwD2ObthI;FHEWe7=ceJm18v8S+h-IvUHp5Y0Dn?!kVKG9h@Iwzb}HymhO)S#j+d z`JiXl8?DO5y5;pMZI{xW*ge;(ckpe`wkbhHd&AY~D5hjSidTfHyw29d&#?L8X(yU* zxb=n`rvDNWX-qXg2d3D)8NK1z62uc$;lE3%FkzV)+1<}$@p^PYqC0=)SK@grc<=jF zIoel-2{yuTZ}(}R3b_N?`tbqnhOsX=@=DQn7USdM2oF7mf{_C}}YAVb4+ zSHe$M4II?4|dqSafjD-^Fmlaa>9?aK7Q7)K6uyF`gnUrGBJkX zRq=k0#4x6Q{|`p;+sB_R z=Q8pJ0f?+i!WnY$M zLFyKyVb7{{w&0cOxSh6UM9Cr})x_rJaYimaH$yPj&3aA$YXfsV!WtWKZcGhC=O&NX zYyKAX{Y&`pcgz(%7L$C6?UQ;5f+9JnwZxdPONb4t6-rel9>ekd;d1+zJI*Wk8rMbE3GNGD^eWbkQ zw4u*(H8*3;Tbq?DsHn2lZDFfI!<3P+;j-SPaE z`?Z>F*X_C(ZKc(+HhP_Y*9EMZ-9CF zcw)lOJCFr!qhHyuuQxw=Gir}!{ro)=v%zW(8vim5w9OAk*L7s|?mnTGE|w>)TCq-j zKLD|A+LnE_3r+<`f(6CmCDBSMA0?r*rWTh@TUT6baeg|&ljE+NQTqCkqjbX;1Hw~F ziY}+&KuvL>G28Bnb#1aSKe+-yxUjr*>eSNm>7|9m<>k}(Z^oKL{>ZgTzb3w4e$JZO z>bTxoqi27hPZ7S*f9U+T6PtqlYLv~*4<7ot8C}`9_(w&i#L!9a@aC6`<8*7scJ<4X zeXoUusNtowc5?q>dGW-lh54oVlk>|b=H^b$oiKS-s(SQKkxY)AN+_ve=#+9!oJ`1% zC1Yg6q;MNPB-!a0)*xyph<=oTc$65(k@jaBN1iG=9z3CueC~9GInXad4K##nG}fE*^y}jcJ`s z$z%7aiPc7{Q}I@;mfi4Hw{XAUv`al_V-t@^0kyYQYaNmD@c4<-^xx`p$Ked6bFh%V zScbN9Wogv&rM=PyVl%{sn3|b6t&Hdm;2qrmZ*GMK_c4w9oMUH5pHERDJrhOx1-r&$_xn}S^j z3gRKxf{d?FsrU{G*kmq^*JKwn0-CT~hBa&}c5gL~*R;LqfYtql5ZZOI>8gjcEsLF) zp6O*Gv$I;~U3e(&uJTQiR%J`l^J9wjrw zt5J?*i`P{T9jBZ!)q?_;hXHk{o_z$)1J`|#6GJdPJ&nQ&30B77F$h3fU7{fQUgykJ*5oy%qGOtojt zo_(@yz1#5~?pLKpx2ZhZ>9;A?j#}#3?YiC5eerrb7K~GLN|Zh7;`ZCxcDzliUA^Lb zMM3N=gq^sQg^HVJ%d_2=G{u<54g40GS|kX{w}AAo zgNnFfZH?-<5>z~@WDRN>S}6{y7^DLqUGScTyx=EPVA%B-%l(*J8pdiEO(5z^kiEq& zSjY=}LIs8;@;Tg@sbg|(`i2W14btX?IawGX&z?ao&QD>JnIxn9pqrE!s@{I_a9+5R zg%R@Y8ErnfNo}mA z=1B1RVqUaVDlja$AK6kK%R_IG@hXl6ne*E17Duq#arf2y+#KS!Di`yb z7pTCn9KC;;C7F|b;VX-)^hLT#H{ZL9OHJXTqJ2p` zA6*dmL{W5sNjyirdkbG#5oO_%rSO&AD12pOAvivBkOE%#%C3H}=6~?eUcW;`YooG@<=FI_{#cjI0=4TMGCV$OJP>{%9=dD*t6_@0)?+^;VYY#@TBmSEz(gcAKZl7 zYl8@3!ifF|1QK`8Dr9+#RM7_k=?3|H879In>|Uv0=+yjg|FJx z2E_Z>L~PoGggj$Pg83ivwmTSu_s*0gn8^^ld9wCoNP@{TS;)jV(XafeA_(Ic(g{Z%gb_w@gWQ{LCHRc1LFcM9P~^!xBZJnKJLq)Gkk&D zZ^pu#i7EeNrnNEE$p}3)UZx2M{p$v%xtBGT4^Q3a${c}Zgg%(m7QmduRQnfNZX|!+zP8Nf z{vC{3e31n!Eoqdav37OMZrKDsdcAoH*^hiR z`L}hxU@p7lUK|x9NvhIF76((q(Y-jS;o&U~cX5lu?HMc%rjEumyokl&;=K@@??jlu zPNxq;L3wQhCV#_lOs$B%KosXz}?oxAp#PY3hdZGkfrmYeN`mdrQ=5p zIer1xO2-Mn#ZrQgD?k!fCyaG7bjCUi86AWeitT>J>I0D$6>Omfijnc`)(%-ZgeEWp z(+3VbZO_4T(M(-r(nT-mc;oksuxn|Y+jvn_H6s$#Z&i@8z9Q6BLaMWHzEM333hTqp zlsv;OgoyUi^WU9?Y}|bElWY^@hnAT6E3qriM5ly9-h)Metbs9cLS zu=}>Y3u{yf0;7Z@XsOzVQdsg=QAx?I>y_r8zzB$wsO*SeN(c~L3P{xTMys-+1q4d{ znJo3^;)mR-HZMsX`@^S@w>@%nd;fi5Qz_QO7f>*iE`9TyZx)?uevyB(`_}i;I7E*o zl}wwYlTO=(jNP((F6ZQXgZE#0{^P0yBor^hX72wPFJu1(h9GHi&&T8P;g4BkphaXy z+I{Eawug8(+=C-*tzYxPqFEgC)b_KEx59+LagfqfVOvln@n!V{Y6Jz+>f{3Ej-~K? zaaNAWW^KgIVA_67O2s2d;;%ALnvX(B;x`FOB+!kq1uxI35M6J49hufgGcc=}Iy;ap zN|G(=y-ruG24Qf9oe5J8leExFNWFOXQ!rF+XbzB@^{irmtfd(prp7yI0Ucg%n6wxj zl1y@$&&Io7syASbt2fH6PVL!xfxu9qS!B#e#_K z%l<|o?$Woal@__slik?s;7|$ZpDNCKxUrPfgou$ROq7BcgOsXU9ZG*vi4ydEvK4Xc z8*@91wwL#cwoAj%_Gh25C&8Ua+lh2BwADgGYaq&>Xxg%`*e!Kv_U{J~`R_p;!x0>e zdur}pYsx9xWpZw?uXgbT_MdxI5y9=ZRCWNQI_0A}ixxKVxGOkN%(-*X-;S*PIxJYd-pr z(}qynnZd+!_6b%Q8H;GD*d33&mUi4u+n;b+w|EIC7S2|G%X$W@8mAx6CNCLWTZ^^b zvp>+sAwbB=FjH(-dTsDPWcvSlsBcj|IFR14dHnXhn#WVa%;TFbbOh7~ow+az_#1tSdk> z;&A$!_3lSI!lxyQ^q79{pDp5L?@WTt$?R(*&I{4?w^mz38Qx8A+PBh%= zZ?z-R`X~;7Z6UwFcxj9Wkf)ZgP9lsOw@jrl_{82uvMB43*OHMF_e-NeQ@8gm$bVIRwUeN1l?O2|{uZx|$tf^Crr^&o$? zQwxi8r{+x=kf$cYhfR6bq`>+~gBqPp9X5^!Ff>GUAAyE3eKBQ6V#=5(dDD=hWXzsj zf!KZ{I+VC)m_4oT+;X<;HSz(xzKhGBtKKX?L!I{Zu)~$`H-25>U=z35=J&&ME3|7| z{I$2-aKjnb+iBTnj{~QNVw=$xK*E7xy<}bUan~h$cpPwdiK3pabt`qs`V2sE18nXR zY(H0c@&@Z#c1YhPD>?fEy4UZy9Uz?x!=&9?g~*Tqt5w{jT~>I$^K$_7jl!9)2E86R zMMYXCQ$YO3lAB`a#j`U^sXt#jWtxxYo;(k+AquSiWS)sJghY=ZFY*0L zQDNZApc~+7>Pm0JX$zQqAm6ifS< zPbn(mJsu`Sg|3C;zpqppfd3}3s#t%5?K{4xP-!&gyH|0W*>dXE24W#r1@t^*2A1f2 z+Hw)>I#3V~xfTv@iV970*+uJ`-r$LFl6umo3>G?s1PlAws>JqpkXr#sPHK=x&>96>FgHK|;ukG?ZXU3WLzvNXSd$ zb-JW!ss%N-DhpH62AxNul)9K$SED2rD>BYgy6O>AR3y-AJSi#?Dj!pdiiFz9;vGq@ zp|gsm@KwFyZrb(IHu4_8_zuY>IKkf$#CK9cYAp=uijZjnpU6Wbe+Lg-ExFDI#o0s4 z*{e#kFKHH`f{79!rH@icke^9=oY?xdZSr+kK`Mt)PynROV6t~p7VT|-GE(UIK1)Z@Cpt&XJZyg2`0zB=)0lx$RWXc}QkD&yDphTR?UnM)h|$t7zGs$8SwA=i4lYRW0tFy2UnaKwVCeO8 zh=`&9s!lI@rEjuf$|{rbw5w+yX~RYTQ7Hv1yM4v!b=nj=He+?c`S7Xh*|^Yzg%)?5 zHS#W|%S?*JqMONwpMK(TyZ~-NU>HGG;4YNhfqGCo#0%|?XCsHr<+63A+OuZQKH0Y3 z?RXFOt7P*vmq$DOwn|2W@Ni_M(|z%JJGhxeiaHTgfj7Gq1g33c&06j173V7|H^Sml zUW_#q7&b|+k_EXD#Z^Ilt>JSdyW8*?Khp(=e76uHCrOt$96}_VL|Xn%+fu-4@_-iG zc<3+?dl(oF_7oX@F)tD|6$nNYHi$_Tko9(LP3maCH0W#}Dp3CYBJYX3vIzx-C2ve` z$StH|HL$I9IcxHX17+yE(A0}4Ff7Hxx>asshYOFEVPe0SIWHLX;s{{Wkqh$N)Qyyv z?xN`z>>2Y394L3^g{WQ}0ixQhZRef|b2Ut|zz_Eb5PxYdr!c1i!-^JoTjZv+@X$yk zWL!HDPq;fran%j8*&1@d^qs|3_eL1I9|!5;s#_+E zD6YCAbVy!bLtgKR3X7|5+!+NnT73cKUsd2*HtqT~&_a{00pj{x zKe^(nTiopzSKU`vi>vO<6^kzRQ*P4OW&TQW)m>b57gycIRd@Jiy}0T&gv<jLalnMNM?)sEOtXfVC5l?{r98*@+g}m(! z4u!vy?x$xry{%TBNccQ3*cq~_axfT4<0vvqQj;U)I59OG1=mSxczBSm*Kv@pV;MlY zOdXAZGDXpKKLOYpOF&W+2B>R$z=%aMRCty%c(@Wd1+91KyQ{kxP09blC@>zYqVY0_eKJCL$Ry zWF&-c(Od+e%Z)Ugj2sfhn|dsa&*fTkGuHf!Mackxb{$?<1V;+&>k1$hGG+rDYt4+` z|0a!Apn7pyBocgYP`!eA|LYO*CoQ^>_6|N)$>Gs?AOGI*2EKQ^BE#Nc>S%QDh<0@M z>w-Ko%6e7;uvw6OC7MF!t)hU4O-f4GlA1rplrv?7{4sB&y-&xw_`49resSrQ{2Jr% zpJEI(GT35}DdunfZ*htKFIZ#oOfeTf19kKPAc4c*4Pj%1u}NF=y0&Ttfo|(a5GFT# zu?>4pwdDtWAubpI)d&h(S8+z`mduTa?ABGgR-v?Gj)xF6fh_G>>pSb#lrVwE$SO8> z0nxeL=^=SIwtDK22c#G199IMwI^fG6Xj|(~HKNT?2P;>g8K}TDYS`B|@Rd{_XyVG{ zvW2)m>Xd*=CpCuJBan1x7$SFB1rJG=F^z6Y!EFQXkYe*HP)SzAuyl1*nSdUF(?DdW ztOL^mB;RSsG;x$s4V|l4Tm6>j=xjFh5@E43>?mRKpW56)$2Y|^U-)&|g`_l72lwZh>K-FNaG42ZaPlLg0uXOOk{^nrM9seddJneSFi;rfk%SQ4CgukM68JH zTCtbu0fS#JThDCTusl1SN605Qx^?PyOCFemqou#OA(6xgQT;W%uui9Ks^biIq4bzD0b@faw8a`~o_Z*tqfXX*V-q`p+j0Hkk{efa#z3 zs${_Q<$>th%Yy;amq!CkUp@+e>1myep^1+jnbn z>j0^I{{YidyRr9x>C4$7n0)}=j07WKx~973u55Hj?m@mNa^1eD zaKGDrSpcSM5(ZOv$fL;PJst)yUDv`xH1`xRUAHONb)X;~axENQz;r$SBN9cf`zr#K zas#I8;)=yWD7yO`MXtL-BS`^F*YBw=A6~$8b62Az-ebUYb0=2D1DKvr`Iw@}6Kc-~ zn64|~A$*4lFkSaiDhcv4X^$H#U^;I(K)}ujn68WK(8mHWz1-<-Ah)e;ABHG$Jwb5< z^N<|M2$&v$cO42a-C)p(pcMyJomdcO#I)nX*%d*{M>c4AX+CEx6%`1gv%{xUDKuFa zV+3M2V7=Vvi9u0qh8&e^k6@JS(n8+ZLV;mt%iz|Qd)f?jq@d}>XT$)4S(q=!0D_sp zgcxL7EXFXF@#7nDC5#J#V{%Jyq{a!81yBRLv6xkpa($ zJN-&u@SmlzYEYPDU)+%}DNGGVU9*$MIy|1yS945?S7yMZFm*H*J`lw-+9oKXdcP-f z*eWavnK~EA!JxAsz#dwTd;!MCx+8Pc9%#>ErE82X8~+;W4cuIb)~Cccbd@Mdgg#^A*N z77?PMAw{Mxu2GcFjI|?vMjZ49y&Mj@_{54iWxN%6%P`dh+q`XM2VcbH}Fisf_We--zGA2l%FrY2aq_(8C=Na&d8C>E!&08G5!@UOqifzgU+vhCfQ3JPB;;1@T;zS}HFu zoj7@Verd@swYX#`b!wq}>hx({Y7xl*mrtHrJaIymnme&1z75&}l1;eX({tq|SpoHS z{`6vb?!@Wk#ihm5e!KH0PDN@!Z&B*>$z|2<{ON`A;=<{Lg}GC}3&X#~^89kNU0G^= zPS!?kojg%Kv9P?jym(smc78$Dc_|VjRZw^@D9qOB`-WVnV-6Y%*6BB)Ly1Dds7+)K z8oQ8pu;%uTwX17(%O)tS>&;WQp})-=Z-uz~ZTc|CJh@{>1yGVoJd!TXg{^Ejx??9b zJiIRcCa#OWDuXU=>S$Esi*|JPjo6q=&Q`V3q67=Du@cIsz*ma`!_k|ekZ$(opGm}_ zKNmmb)NNjp^JYRu8vzgQEl*S~)45@X;>kPPZOh&2TqcvKC*aAro-pWTwrsDn-E3q{ zJivzgY%8vb|Ie(kI5ynw*84hrt5#_P63qo>hd)5T#Dx$e2*zW>ZreSlX01QyQvk3W zl~xB764+}MYrE2Gi-T6jvZ1C~2+(iSX$eRmeu%tX*C!(%r(-r};~b&k2iVv+A)8Tv zvpZD3`OF26*&O{?O4UQ0mI5fIm%bxDM|>O#vI86J5cFlE;1zQMMHgr;WEj&ZVw^Vm zneXCpXladJXA5@>^+v0*0kP2S0J%@iBc$RN<8EvSLsm83MYm(%!LfjPJH^fFZcl^Of^u z6cfdJqAa~K)$W!Z7j2*k;0Ltr4Hy=#*lS8a0D?gEa!U1P#+vXebSHew0ldcWQ>J1S z%~&Go_Hri`W1@6KOd4 z$Ta%;-Tk%q_!v&w-#LJK)h8NSmhzuoFa!^E{}~Mu^-kE{o{|zky;5FVbJ~u#wpKpV z>eK)=br!!=wyO2YSqm`7b5~C`PS=)Boj$cVUzs~=XiK#TR8-fkY}ofts--z;Ojk6C zOhv$lkZUn=)_FOPlWi!!Nz5a(WX@WN{JS?W6~Qw4b#y4Paq|fvGfc%75(k^SW}+|^ zUwA_@OvQtqbWLHRws^qrrYSZ%aA6>r57UdmfQ7k1hu zpfzpc(Hu-S_SR|*HpSkGb^OF>`p=NyHbdLFU@G){X*bS+?uD@-rovR{2EuN$6jz56 zueE@RM*^|y^Aq+%F%qlAAY|+akG2* z-bBAb?$$lKC2Rs|YlcRW0#gy|^5KQ4Fn2Xd;yw2BHg{r7Fck@vj|rwCq4s=!-nx=Q z3{#=|D3t{HnY71^6{do>oZHV^7cXEcE<0YSWy9issQkS31jQY%Lvko1Oa+n+hl9?C zf~km^zht<-vJv~p6vDEs?NRiLvT{ucL)hC}-fA{m7`-XYVQ=5?R?Ff~VHBf3<90E6 zn#D9G`>E_>@-L&2On#M|)4Om|Ke|rpi+NESP$0a3f^css@zXFi)Vj$H)u0M$d$Z)o zuh<0_2cv+=BQz~i@kdk&e@t3w>|t;qWmAXu#KAjMYt;0FpmvH$h=yNJSWca1GcP&y z($Z31Mni#N8BGb=+>E9Q?yrPacNIo~?Bf^>n(_mkTVOxsN_xH&0gK8bL~vD;ds@Zy zP9h=Wq%}ah6ej;MK)YlxyYCsaONO=!lYg2`BP#ys=Akh8?-8_%KJx_Iv$lgrCn6iT z%#dbIsnzXs+q$`^ZV>=;&aKv3PIm<^L^W@U4C0~xrz77Xd2;t^@G-r*Y0K+EJoe4u zD^`jAh@m2ND|IADg#mpoWC5&H-A=0yqu{nv_cnz+K5gLyQ zDm!&+1Md8|^0lv)HhP_HP&>mChc*B$-jNcx(2^4x7(`htXO2Pw%#f|ohxnFai3eqhG%Ufu{dSeY}*uD ziI9o);GK0#1ZpDU63JIpo^(=KdM`I<7rj6WlYe3I?^&~FpKM$2cD#rCRhhH#;isQ? z9I8K#pDvD}GWH)4DgCxu6%xH@#)7*)yo?bEuw%h#kW_grD!kc+Z?Ft;X;-f}_O{&< zS6*jkt7p$hdk{CB>bt=SA2!KkTP15KzoCs;TZN1at|-mlbEKECTVe~7|Aw;j2L9%U z{f;eeq~r`*nEYh~UvAs5VuixwpX)m3p!)x0$bReq8F7C<8ZUt)wpo)|?IgMDWT98z*XM4n*63~)$1xI~Wi^EB4IhC?zn z91WOC8td>O*l*z>*mq?J!8Ua?7JwOrL%Qc_aVj7`j&_H_8r?DvhBdvw7=4}?T~7iJ zD9yuiF%Y4fUW$js4jj*WRrE0B*j^W5lyyHid9CXQo~;w?3_{4O4h~T+CG4)WM0#)+ z-s$+NV!2TDS^#+R3uuz~Aoz5AjT+nbR8p?$vH$@wwU?0Mk@453)h z77DbENSf)mqw3V8+O#L*Us~}tl&C7ro8D&*xN#@k@kFC9EDVT7kM%;id`-p}bTaNY z94j4rFsTIo)U+|qJyu{!N9>mt4vK8mrG}jz#2@SSUXU%21|Z!fqXTprO2EZ}^9{>1 zHgo#HUQD6Dgef>*(|GVNLSPKR`D|nRjv+U;F(cIl8{6MNhZ1*HvqdH|Zp23u2b-w0 zG^4l?A3C0l8*y?VZp6vKxDh8u!;Lt36mTQbIvE317&C4}hPHD#k?Q%FMu z*Jkgtn*Ht$fMh0JYaMAbwouCl?J_`TUATAJ9-clcgIZ$Fpuz*RiqtlMweis zLH?b^TDtdS7RL9(NanyOsYq?M$;)pGP!iz#3$z8j3%v|HlmXI{4^JS1>XQdgKncg( zj-#qz1eBzZ<_xI2kmmb=`}DGx=10-}9V%l!DHhQ&^GGr7SCLzm@#0g{iC8H-=zz=> z<`9T`B& zdGE)ZNt|XFvq_iDxU>#qJkRO8s|p2%T~%t5bFU>;aDPvz8JIyjsrZMQj9g$8u)$T( zo+7p_&*hwMD)2I#Zj&&`Fx|1WpE%`V-6q5Sx?j^jpLhCEVA$zDAW*l$A7>1pZW(-H zOdbnk$>Wlt?ZO`?)imA-P8rJArSQkuBTzSeV-$#R?W7X*&)N%6H{E{Wk25T&n}BDPgY@KuKTf04Z+SlO z6tLeA=IV5izP>F0;@s}0)4mEcEI>LUp|<7LoWq&NMX&zCAE#@#fLsx|Ij;M@HKk;8 zf6T|^V62_7Zp0o8Fpx0#MntdK=qOGMnzoyvApdL#uBiE1msZPoi0y>H=tOT4c!R`I?8{&w?{ z#EkrGD~_T3{`TEZfFAF#9>xWVML^naXUj$!W8@B5;UpPn z#f*M`#D>JNlM{rWadE~lxZjqAe%bk_wEoCewbH7zYqr|z*Dat2Tfy^loh`a#_By?F zMZBqI6gd0tST*Y1=I>zccMab&dcETGSotl0%bqmQ>vqDjGKdp^Edf4#%SKxbD{LMyFi_u68gfZjMGl*d}7ZHaUx)GRsXIG!~{S`lTAKp~mC&U(ak`;@tn)NaR{ zfh$j~LdDQKY)Vi>k!>1Eh1KbL4te)`rTesf2O~GOnbbA|aE1@Qay1;zh;b z$y_wW8e%#$#H<0?PqTNepKCc?eUQ~FJbGGvW%#x0AG_fO>`wUSTUq3ZmA}KL@xSgB z3(p!v;eTO`4W%Xohcr_IzZz*^9EY?Ye1bMg7pYvtajS+|>C*OlrPAtS+sD~r3m&c& zw<9yW($)$C7HI>m4mQvVet2Zy$nYWi%=qw6*vxTpGQ^e~ z9JA&PeE3JKv7z`dIA)m|`29!&*^gO2B9B=jLlB+)1-s$sBy>RNa>Q3iu?_nl+^)AB zZ<9Dl*aSOxy=QG#c6@#!%ONR$70$VG=-!<8P`&u3my0dXjD4=Z(5q%5AX zoCax%q$CoLx53G1NSKMKD^Zp^I^AYm_nMWln(6|sTQG3lt5{+thP|!$j!qd6iCdL6 z4nUA>@^wqHa6=`|64~Zkoz7)QU$^VjoKD{rhZ}E`Bx}#Eb$WF-%8EyPEQ~)V8Ow}O zDlQuM^KGoL5&6^9K$JhDT3niqHsug+62LJ7a!Sg@txnx;;rvTNnYL&8Mcra4G4As$QpHQFq-6XZ zA!nf~)SX5Hs|Lq-(FB&2sMLZUK$Zl$+Q6BAa!Yi#f~zrckAzi(#o*eN9!zf{^u~!M zT75}%{|F8jI!2}evz7AzW9BigoMpqxiE>+%v3Fld^RG@Ou@gx2+mu6wN$DNokny_p zb1*vDEwSehK5M+z@U}jfh`TZ48*F0!!gwbpxD`5On3(so#)cAU!GXinz%!8sqE|c@ z|2dKmKH^{Xk{J(%I_z441vZ_AhhL$bxv;Fcv@bfIYquIRmN*wEOPtzdt!@X2 zgtcwmb2j?4FVca+!PPJpxZABjfK0_s5o*Vrp*K8=+up*t1qT~)mk95&G5CPbwFu=CA2HCiV3xT%hP+dD~bqA2*4&cS@`WlqbdS`3xN(Eu%RX~$Z zi!_-ogkIai0UkyAP+)~+v!{k5bPST;PS8l%dNR0UuR0sZw(K>~nlGN)opveow$!dM zHL`hVIBvJ)c*4r6$u6=t3yCkJy9byBD8``M+qVd(epOgow~)_M2xlAt$uJ8&n$+}G ziv%=9N@ALvwvgq*j@q&-mn+c6X}|C`F^wJYL5Ym4Tc8R~i&FmER}f|?7AaA}_3TPr zT6cZjOmvr~NsgpXDW=IBte9h?*Xeg%VhJ1r!~qmNBObskSdTmib1#CzH#;p`Xk*aw z98ft>to+Q>zw&ZqWNsqtvGvTijpp~?&Tf2n@8WBKOTy@vObC83rI|dZ-R39JrQL7Z zo3(e{H_g3>Hl)MLib2G3iuva4i#xDF9f76$((~6}j?0$u8lND}(osbvO#_b^YE9e_ z-4CM;?7mj*e%R|06{3WfQuHFz-aLX{bocs`GH?1|o#@q(H@Osueaoii2gW1@{HY0a zq5BOB^>4GrM%0B&4Sa8;fv7IDd--W?63|vr*sFx*LC1XBw8+khLzBo^Pn#u~70MP0 zs;9xNt1v5&K|<*-*zqYjiDz%@M114+wPiNN|CAAhuf9BzKDPSaVVL6B42;1?>C=zn zTq(7`UZ+axO{-HAs)$fpY8|1g(TUafXw-*dnmTI=CPQI{gf`T^?7u^1am>1$W+-B0 zUvwx{%8a!ICCMq(p~>PAOzJJPQh|LE{*fJ0S7FbDs-)Wlhg4vdYHzfJUIX1xeh1w# zP+z1~{3s8EvD7c@6-zx}V5y&HjSVF=0#muEfuD^uklj@N%MbY4Jn6mfhPQ(2fIakS z0^B2-PO8gyf6UlAS_;d;x~ zLl9H;RZ%?L$m!GNllM~1zI`1$3tK4}g3#_Fq!XC8(t|bMzT${ABxE1;pIBQvO-P1) z8IF(f@fX<4k5M$f)4<1{XN`@>$EF5`=i`5Kp)+G`K>Cp^!=bG~hhxaomVL!;SuF>* zkAkme;3#U>8?DO5I{D<#k$tnXEsW@j-^d`iMfhI0KO%;^@F0?X!A`j2dkQIweDIE3 z9XQZSyFK~)_zMQ?>MsunYU1hnxw$!M3<&mMoSA*Ub-S+F*FP>!XC4^Ozuj?M8!Lx0=qYum zh6PG)0D<4O6#DzpBAe^Cj(1fAcc2d%R>fObVZ0fl|i zcSxn4DDP3c)kV}fjKpNdoT2SwMihsd0`qUZ4-eB$JE}py493Gaf0Z#KmvSSW%^osv z{vd9-xCxV)GO(%%4{xu`;9C=cBhouuZPUa~kWtFnUZ0}Hg(St8Y}nqKdOEdb<94!s z|KwI>a}u`T`{&B1Pb2JPO5IvQQ1zr*AHFe7o+8qDcV z&34!PBc3|lDJ4Q)pbCGKmfMjY$>@?&KZ1VUcd_hlR=PL}>OMh=%JFJ-M~#BS>117L zEMQ*h3Q1lt{*35%#n-HaLQZ|dKxU(w%KP_@?p(EbB!%N*s?EKbri?2-8OyL`@Qo>* z8e$m)YSF`nWxy$*)S|CW`pv#QoAlu{%UXz$ z^o8+~beQ$^9Ji! zEC#9ypMa|HKHsh?XH|O6$vqucyKWzzKrpecJ8lPiIzHv?F>Q%Z_@;&90isJC@=Oq3 z%Cspf<-vcZ^a^>1(OWJoU$|@+1_e6INV_iWyXt-6m2|lR&p!IzzoEWt+g;k7x8em6 z^90RB9Fk-a8E^!*1YCxTGWv?0PEh2oAPjh@9ll%SbR}=t$pv8Ya=WuV8NdfX#l^Kk zU6|R#iOhGN@Kpt0RVI^isITZ|Pr{^!`ye#*sBZ0bV7u{i$iP>YZZHBJTdC<=QGMgy z_hp$p&VfIXvMOS#!_Am+F1f@L#?qfosc@ui|53xX&wHkhB>_9?bo<(p5@t0EGqBD@aE z*7*)XPb5;0xbDTZm%RlSI;u(b0{tR~I=RIQ9f5+PMIUG$#mPOim;w)G|2p9=K2E+n z-gze3v>#i8St4fdPN{GRwg{B=Z#1w4@4Y${|C|a8JKD3zRvRBFUu{v@pX*}5MAqBb z91bP4g1c)|12;z+$bNVI3C_&xSfV~y0H1U?ezp+1CGN7xR4Wz`G;nUG6&||5rJM|Q zrF(6%hK1J@l@kxiH3NFRRQ^S<**4t`Dr+=fvQhOlbtNt^n(!Hpt;A4(K06YIo-_7Y zNvV9KRr!=*Rq~OjReAkTP7tFK?>L`=krtVWO0#TAMqFg328Lc_7r!3Ii>I*!756E%f#Jwz9gnung(dKLKiBZgRe&e87ccyFCnI;g+j zzA=e(eCK_Z%|B}|pthp-C-bIe;+AOuNI1G%01>NJ&#yV%H;vL`LDx%?}PynHV6 zEVG#1^J&9!`7mp2#JMyz5S`0B+?e7VU{VcZC%uSsz{P*6u6r@R%DAB>T7(Ue=N4RB zH%McHxTXUh1*!@$jwEX^=wcHgE}GQAR2I|rCPl=Qx=h)xfGv5^>sx)vMG~1EL^ru2 zikn#KyE;!Q#Z(UhOpq1?Ar~*$2>9)_LG*QWv(OPqHvCq@xC}(!4B&0S!5@X(X`YgeL<%sf)c~&4~Iu>F){n^8Qb^q6zRq_ zJWc>gP~GT$rAr_y)S$fGq(@d8=qZzkZ$ShD{Ix`6xO})_caV@5nO1As(GVBFKw`nT z{19L06Id+X4#1=EaNDV4u-d32RLP4!R?HhHOA|nRHRgH4&Ms#TGI~67$0We7k5@be zR~Q!!d*>htu=~7ks-OiZt&Nh40cn6Z99S}?>nTOXL)+?h5VnJ8EwDS3+yDUu7%K#> zGAqOEDH>m1@>86IJVp7CepHsJmYlJ7zg2bzl+Vy1v4`$Om)Ly$-d@eu`!mc}bW7NM zeVBSaQ2~%2Ln%pqFXg_~bk#S)ed|{N%AcUn8OFcf!J`_@J@J?Iy8^Am^a7iySKps} zt&~USjp;d;3^Vl#*4R+T-{6kb)W98)24Z)tAAOqqd)0ADI*dugttuRhtO+~)1 zh)qXvy7CQl9N$Zd;7r8PRsp-9DWI>&+$S_&vY9YsioC5NNEP~?6uB#a%OtcId84JY zCTu=IC<7V11IH}?&iZL+SOUTxs*@kgDXncv5%WtRI1|3@P(cA{1I-c+wmvggl!B#V zN=4t`Mn`d`F4jN|-f3j%H&Mpd&BSeiUoGFdF8;$}0(C6P;hjLCGic6;9M0zVN+MK- zkqGY-3?)t$(qR-qXs|u2BbYRdNt93omMU3+P}C4Y9zfw6{T3}XENb8XQuuU+V)l_6 zf))}&P#uDmm!}VXoWVD^s3L@0p?OqlWXOc|JLCcC%cL#Z9uTz@px+5AIYCd7rY_Pb zQ5PUtq&*SWUj*&s_fd^Y+I0j96Dq7iRKVqwj$as|Xn^D!B2ijcwUw#^T@!~?X`d9T zD-aIyYzvoB&9oR4I zoAhShKIo`mUp&l!tdud-*~?H&+!Yg z`+Xe^%A$`?(>Kk3AwK`5`20!n`BUQar^V<0Dn9=eJ|zJ^BmVvw`uk_;V-6L4r1^9B z6+`{k`0>PRCYzIZc)ocrwefcP_<4Hs-_XZ>;+rXYI87h_mI~gn`C~6Me}TUKcl5D@ zFFw+or>__2;}`Mph2{)?eWCg9>HQmDvkVI4=Hv8$LhMEYt6sTjz0W@Jo36 zeDgox^V0R^FXIQMe)rW#<5Cy!3?=#vc?{$LRwU#5>wE#u>#(8pgpiI2ZZ zA1|H4$A6`d_fxTF=;J>Uu={7}<7q-I_(uBpIDLGKKK>K=68{Q)+)6LsL?2Jl$CLQz zH~&1;l@~-eUJzY)K{Wq@X!-@w>Gd5*ippbM7|9%I00=d1}C81#NdR} zz8IV^2GZb~bQnKxLC=feM+l4bm7JcB5K^4#+MSu*MDovB z006Y@-YnMeq-mJrd3W=_mGJ*UX=!eGsdQ@L^m0&Zr-xfH z0mN%~Z93%i7ezO{Q+JW?1EJ?^LjL2JCPexNe68}xGf^exefQXH(MkJd)*E%je>?*@ z`RyvNhqGDCx#G135_94i-(Y0?E!J_~U>+eN$#}0KV=5aAP0t&rvr{Xo|L1Y9F!RU5sB!V z@rZO|(BO;*q~<;Ns`+Z_vVTqyPhN2Sp{CF@f8;478W@<65nFP`2g$2 z7>VO+=37+1(9GMcB@8%8GoQ+=nqRyLcO>GfnJzHklLk*RxM}Io8ag9M>^}G=OL#YO zQK8EYM7nlreTvtSm!LQz_3SPHx%9xVB+*y0RR#`r|Y}e*$%Zp1(^Gi#OQzz$7o>*QyZ8w&eP6}L)XX!xq zD6EnMo{VdZCy{r(c4ld~@Wit+15Q<})Hai3KhH>d1u#wkox#RIPABvD73TZkP;pxyBdY{N;K zsRX0+_m7p*uQyYAXbRq;nV)rq+CaLT zj+_H-25WOdf9~Mug0Ac(U3M1-tE%GsFO?=}*g{_=NWjN#!~{gGj-cIql*{mhaoLv- zkec&*O3mi)($La~vk)WB0w>Nb?-Gk0TX8_ z#yLxzIQJbOah8TA&aGnK_eqe}JS}9-1^aMw}7T$TE^98{21pnn~yp zHQ8A0Lu<0T?>G;?#%kYb)#)5hM|K}nhl0|cfe&wQzkq#j7JV@Kt<;jXR>&MT19fp~hA9G6X?BVw3ivlq&Nm zy#AzVn6St0j7}Qwyi#4?oK79qS6%}j{z%I|)>oHNWkd#x)jm9fy*u|TnUKQo+|DCl2&K~`0VE3Do ztl&BZiZ&_V$WQUw>s_cA6?Yvz&JwOgMI=zbx!&gH%FE?Bty=g(XD)ABe5?CyHhfO# zm{ht=c2kKxx!I|QZ2o>PrP?9pFWBy09i2Zu0415;mWh(A%e*2^iRePiWxkDd`8OGH zMif@D+J8M#duH?P?#cr~fvO-}4#4J`DXj~34>{hgN{ud~I!LO%?zn5t*8k7mo50C& zRrkV@t#xEc-gj_Yw$Vt;qQz#BjcsWp*@LW+kYroN@tf|M?wRRQPxsK(EqRC`e%YS& z(l6@}mXCb!LLiV3AV44qVaduK-~$pMfe^mrT?HC zKH@Ny2k{vT)i?5<;0Jr@^mP~f#VgQ!=tS&EoiaqsN2eZR@0jvt>6oNCor&APo~~9R zCU*`5&`1iM5a^Q=m4P!Kh-o$xXI^4*rW}Cg%qydDonh=(L{5|B(Khc0PMup}%tZOb zBn~?e!IjZ8DKXLRC4q_;t}rT4fwdzW34r79l*wMOsQQRNO-89^wQfqaB(TRUZY;aR zG_=irS{K#Sk|BC+6RaA%*Sc8QSjK*amCe<(ve|`|&9k8A7aHv%pW44Bi02JrN+pw} z5Q)M1=5kXczE1SioAu34=Dlh=aRZOAqNTB-e`VDA1F6B7%j=mF7geTlA!L(^FzGC{>hfLBeXO=e3M9DTuv$0s)^CV97>P zP-0>P>`F==8E|ql&+NtAW>iNNUJuP{bU^E-}gOd*_TVQZ22?~9RVR8&^$?=)KP zeqsCR{n(rF3N_@t%yBvz9X56qg2=Ua5D8RVHCLU8N~!J7IgCOOr95ayWw3Efrz$Rs z=+FEEIDMgX=+S9t283tQYw#2oiqvUAr^b_kL6MP^L8pou!3)HDOu2>fLJ0)}`6LDu zpy3J>Qz+_wh7Mk%A`%Vc(!mpi&+QV=o+D^eXpoXe*6mNQ;9jpY>!tA2cLk+yiD@{K z?6}Glo^l9Uc<$(W4l^KRAeeqB8p00*T5>ClmaE!OX$B;0kpwOgVLlYd*t5dOPBK|)5X=O?#kXoZ7Pm53RF6E1b!_}0cO7;Nl|q! zCCfP%o9&g-Fd{*5RO2)x@NA9Gn#!qfN&I==5`}XaxO0U?Ubyj26q%0@u(_j!`kC5U z3csi9V}!Raq7)a-EvIs+DlWe~?7pDMr)$uj9t(3AtbDjmnM+TiK3To|C|4buEg_4V z4!k0p_CT$M5Pu5Tcbk=lE9A}9cvx+t-VN=b0X@NRSoaKJ@_ zgR22(gNmr3``x=natBIK3tZfi3SQEw9rK(xz;!GOsMyMNT4zWLQ7ueBdA1akzVmdz zI)!t|=qCk@NNTjq#_K%$I%>Kk*T=po*x}(A05YkGt4%c_hw7<`)B8b;Kcuv*lqRNB zB3jZ^CJARv>2X0k86}+6dU^@B7DV-scRDLAfERE`P%b}PuQeCkJW-o3_`+pVU6OzE zkQ`+c3@cRFdyBfW*b8)Fh$<1oPpGt*G6PY1aIQ3c27-n50!wsC5ce_!8ARs-ae$I9 zmr!gG6|P}+@;UZyZjfr9$q)5W;?fXRVwg&8QyFc@7@SkYqR?B9{-J?$@j(pl}Q#}Ysx}7 zd@T!~NpqTFlBJ@MZO5b585x0#;|s_YLHQ?EL#r2MYoAzQoV=j_xe~%c-}ukyGPUw>g7yNmMq8_T&RmrHZ+-VMOOkVY!ACAWS3LX!qA{NAGZ( z3wQ3hW0Zbil3_!%2(znBK0d5I^QZI3^E=1i9cBL=7LnEFJcY)=O4D2PsFO8P8i6~j z(wwilJG?Ku5Sk3)}S^sv^Z%udMSmv|4b0wcVa-xB#5pv1(8I87DU^KrKmVwY$qx5E|Qe0~-Prt;LcTb>V(}DIr*d(ZEt%I6`b7E=k5@!uyan|CZ^Y-X( zDlwrF896)bI#mEcj!ENZ^_~nPU#Cc34qe|AV}I(CaqO4cyqW+R#+IWqya!kp`scK4 zZFi4wV8#D;$qLU*DTU-HBpDg3kr*cjRv0JdMp@kGGU-Tbj=mxUV@4fmwVqx_j-M#e z$;8E6{zPdOJ_)Kd64>#+W*o`gPy6%{PoTJX6gQa| z(wdt|fq{$+X|--LWD?k8LaeMEax>P)?5DNG)uBt#K~|yYCI8JX;;gKoqik_jdpXW( zcc(b3Hm?Z^`b{yfl7dojcMxZFgUQ{m7d?Tyv*(eV{@!Z6i^h9hIsiYkFT^4FVQ+Ij zIQ|i*W?(tez|It(Iha?;8zU;3ABWaXQGs4;N1ZJf;8DqK*UfJ?j>jdxOhE^?=iNL` z>3~m}0>5z7O(mD-(pT{DOnMt!x##5E5xveZA5t)LC^*7*l3VY&6xe)>7F?kbm8;X0 zCQgCM``HHwgodIjp;-h^7n}3*i<2&vU?q;49>gvhw&k#~2A}tFeWC}Q2E=EVz)wUc zlq{Cuc%N!E&<}gQy&_(;dq*j~Meo2VD$xa(IMRXr6MogA@Ei_RRE{euhkZjO;1_W#tY@#PXIhBlO0vVrOVPxEHF*FX7 z)GUpohvJwz1G-lGnbn@(&6SOPd46#J&Y&DJp(*S)K;nOF>6+g?v)z!Z-D@e=HO6(IH$9 z8&?=FR<*1|+_pt3b2)bNp&0kx6(08!xhIL;k%0O(ua$1iXQZ=O^6Ap@BV zeA@m~NAcxwcskj#9DVJVznw3f!48Ud_J2VnrgOPU#e9zcU7F>p zDhMX=>WYzl6V(Y^JCt8Qbex|@@`3+7AD&!76mD(N3l9#4px{%v5p$&q^tbOVYlH8= zZ;I3hN=2*XW}9^U038pTJAx z3ZE5(Em_F2p@t%9MxxKB8>uUkeJZ&8Z(~4A!R3Lk;bxP|B{H-vX055^YaMXrhw*gc zGl{S6KNGn6*A>Rq>-2HlPi|o$t-?g}xmm~=Icdf-F*9oqE|bTsODbN=vNglN2LfR# zM;(43hJ4iu4|!jDnV$hqYe-#445?cJH#=4sH+O5?q}68`F!Yp2HKJ9aL|un>1x{~Y zVVs_#MDd<0aWTX=QI%=!VM&p{5Sk>T#cQ>m+Tv~9c2osR88p;ffK^nQT<~0BzIEGd zlq;@PD{q}@MAGn&#E_3=3SHB-e@VYF?}>>m#&n*^$hpNda^x_zkrRSM8l z1I)NyJ2J2fSe+mWWUf}>Rg1rwhFTgFFEWDD>t+g+!5zGYj3QK68( z*nV??*MP;+6j-~f)yzu;PCJmSRnSrRGp(nBY+n`AQ6_eMn#rzmNSa+ArA7aR4z|s+034YsxRZ#1nxxcHs@OW|Hj1UQmLh5sqx(KF zN{LTP6x~IgdC?I4o;!3EoMnU@$+0B384g zU4qJfjq3{zLItm9BYv2PWXEo~ZRCC@L894rAcW$n5mMkV5 zAnP`HvmSx9Lm(Bd4T;Q19XiXC?aj0?$IH}*n8|Gd1DSa+n8{&tCT|cuWt>T?_4G6O z0cBB7H{C{U9x>mQLVbRFF7K!IXhx;*Ze7z;RKr7skY;t7Ya|gh_|@&m2rSK`auIS} ziKzqMzh@h|xl{F~+L0^db{|9*Eh?3a z5ZX$4!w=5f3B1YC$SE-`g+wt`7T%sAW+)?5TCJyN%1?XCT#AeGE4xqXqLAc9@>0>k zlnsiVa(QPF$1!jYxyO%6JX5toC|s)iLuniH*o`BdOu6R%dtg=lnmSEZt=_0~S{{e- zo+&qmQJAb=9nm0+9QO)TQq@e;|?8`6@nQ&~oG86I*y5MA(tbT#ZGNK?05L{Sk~Qq%Psf-T5$LeL0O_c*q~ zMaj(E;8+d$5?EN(YE_i6%(>w2%8C|9z$OA+fI+EGKO<&c z(wAlD(RPQ1o{%q%4C|>Nz0ep*a(Mxko8o?583?iqs+n}s|j@pTTB(b$Tq zlxOFtECGDLZ0$S>BZ(dq^)UzD;uP}DbrHoKl(|;k;GVTAX6v%U%jD(VV@i&TMNb)L z%W6ISY!xPIs56fFs%!TE9Y5if-po&+>I2no7|NC4&d-ng2h?dN8Pp#NxKFe94toPo zNR*$2c|Jq+k;!#us*5WkJCp)*r$CluB2#m8E(5tIrnOA!VXryK5^k*?){qWOKfu-+ zngyu?)Ga~EV+lt2k_%VC^1**yxYh!fWS7IG!aj;#GK~3Bo75x*qFxaAxIY0tmIDpj zy5I}}up}Ny^qDk=HE-JmYBI_qtM$~f==3az@+5W|=@17&QN((1_bvBk{}U zsMKepR?9W%T(hZ4X$amLA_7i z6N=5KI_m(^#VHWH@F(vs^kkz(hj#|w_-_IQ*ph)iVHP5~R2<2jtdW4mW{KK=Ll%o} zl(uF#6@?6Xzf-P~T&w{!s)6G*WD4brO|(naJu3)ClBOw-TTz@T7XMK%2u^r$Om~?C z_N}JCmILzy_USRu;SXsnJB^7+m8h09lu5iDhO){jDz!5`px8fZ_Y zTx}vpE!gWh2VqsJ)OFso!cnJ@r36QNt!btH(UB?jrK1Q7R*^vFa~C zjFQb>o*|T3*fB)f8tPLWU820)y2zUskLoQkRb{uK++6J(9mZs`z(4?xy<%PxS6fr@gG*zpeA(NNgzO`v<<-9?EE$Q{^Vz3ge7QJqf9ZQlm zABx%gPE0qMsP>sA)ye^Bs=cxejs%eMQ;CaABxV8m6@iY7Bxbdqp2YTQBH6ifthTVY zb0_6CG_Xqv!kR{wd~T{zn?A$ak_qYT+I!mj%ACz>Wi6>S)VZWCbxTawwwNYU&{R-Y z<5?z6N#He2-P8?o1jMqP9uk-Z@l^sh841j4-6XIi%n=g>ZiSzkVaaAc6a~J=iUJRU ztCIwQTQSiYg1`}nzI$Xh9sRyLHvyZS&+gc>YtJ4@)9qgqRP#JBmy&8y(0LFBe!EHM z6QU>3dG;{y(;voi*o%#T2V$mDm>tpHh3V1=pJq9!Z=eE(=Z>IN4S6K;5#MkMd*mlv zy8?CQbwC;XH?aSxsE68IE!3&<2R1+b64Qtm|>mi7T`J(sa^076=}zTV$}GY zJ&JE_oTHFsd_PYY3Sy@d^=ONq+(IN2^$_^bJZ!;QSz}bRLxT_BH_XwwLPdRBdUOF5 zmeDOQ#YS?6MrKDm05K36%x!-A9!S)s-G^=zFd;e~6;12--HnpQIHQjMeR!PQP`N#i z49+zg3+}$r(ODck+MF5zvPKcWRjNLUGgU`D?2js^)##obrX3s^qE`}RBnj5CDTX6v zxII-!21@v?;Hvo;AX9Kv;OKsi$yE{^T6;uQG>~t0K%8HbB%q~{wyYuXmh4l3wjWzr zw4L6`-nCP6$Q}71oBOh(9h*yAKbE{+ypck}DaXGnh~gJ|L=?`O0Yqy!kw{w7 zM;YN$Ri?8`1~gOj;;>^H9$jqt1eqQdJW~Q)8I3cm^+}`k?sInj(a_WWiC_L^hre;F zoQpbCgLdDsD45CZCPfq4R8Ubz)fz&bluvRF8~GvS$BGHxaeaENIMvofA@miUa~+a$ z{n27?6L{<(jJIhm)*fe)k-GUn@YuUzz{#Yq?lkq49Jtn3KmFvGaw*XysKy*+k!T<7 z5w?3H(Yl->Q=-LTCzC|8;CYKcS4N3uwVqm{ozB~fkAOkFV(EyKMx--s{~}d|woJ5C zy|`xu#x~!-3{q>+9juLbPrj90-#k4`Qy7<5qwq9hry@DDR8Zu zY*}hel@z93eIcajw_^axBu(!!rKudcCrwXZ3&Q*Xpf+Sft^~bFAulo5fp{*lNL7+b z#B)Iy8}DuJr|bh^v<5gcLot>BEDj5qgts?TFryjCBcMT9?mKzXf6 z^!wqIM}i>`zH|t=ii)fP3=|qdg?kqQ6fr@N=Xw86@_JFJgj$iR#8Pxnp~$ckz@}8> z)W-UZNcz-{FB&bCa78jFaz8bI;go0>jwb9NDH){wW~8|gK0sLr&&2k3oBBWwR9n~Er7~zswo)?6wmL}0%Y4ZgP`t!e8r z&7m2Pbxm95mMDvPPay7r6-L|@ioOhylpaByE_&wWI^_ zM9lo+3gh9Lwi+b^A}sHPt&Ajoy7@q$?PpdPZ7ANSiFh!8$PY0GmI&qfV+RxM05ItIf#*wr-DF0uNRMEV|quMXzNXhM)B z9Vh-;kkFsS0Gi3V+izNT5+&NYdm5p<3-k-1Wm6KnndsgE`dtD&8R_0?JvH5*UW*0a zxF7YbZGIze*iWIRVBD$Z?Cj$0D0WlQJKTGd?QriUR~xdcQFpnLn<=3BGSw~P?TP6E z@X5=kN3uBlwz}Buf6@* zCC*;fkw^o`FgC` zsFX|fxL3w%b(BEiEws4TeD_!AB@tq%yF3`Gz!bR3tm4<+F`xGANab)y(1xLP%&o8W z9t?)o(RT%TAB|}^lhVD%ByTwct#oe*NC$=u$O5UWHt}UahG(G|$k2BMGA36T89(tP z;H?a(zFr%Hng_ycDe)iws+g1)tnj2*N1sVT?!b#Tm^d*+kwi_S_@HutZT;UkEh4)E54QT~>%+W$GSu$a%yl&Sm%3f9q?0V+KMrYu61*gmC3;E&`# zf`a1prb^_X?SAh)Buh|zBJ!x_@(YV}H-9^vIq>DsVZrd-OgCYDR;f7Evv0k{^weA) zH9pBJpA*RIpp%l=hhK_mIFo&NuW293A!z&XdSM?L)0Y7U`b@p(nU`Xs!@EK{d~=2I zb!s_iHUpm5DRP$x)i(v^);+g3{x5H#9i-B9OKGtjDL|E^D!DC_$hAQIOF>QcYBwEK!(JE1* zMJwDgUF;`$lOaWbY)~?Qh2tdZX8#J~WFSOqVzS~!oQdVF$+}sfAS26Lt*2-Cx1Ho7 zi)8;${5Wcjp_WP^H--3c1oQ>wmJaJ9`$yYXVBx~_8Q3};X-;uz*g(eK6k;H;_eIAi zA`BgevW(~IrFkw-L|>}}TmLy7D;tWXT;%9NN|_aJgkdq|#SNh$@V0?52ub8qVj_A- zORn%z{+yrxmKk z7oq~GKfA(6HP@n&-XzOpl9Co>Pl}Oel#*8K>80fFc!rU7N6;CVC~Ho;4_ssoDwm_F zAvNjbDOyXSD9T)E`iwdr<53*0<5C$l{SoWm;7Ep3RCvk{DyvnoVnh^$)S`aiNA zr|_5#f1sk0>{BUJumgjb?OI(`TtW4A96wt=TR`a_2ymC8t4%o>X;-~jU|i0vrSq?h z9={Y6?OqZj{?3?gGYQKhrm&O))WY(mG(k_sDHB+du*=EG#CR5#-YDiHBjZ`Er)Rvc zoha4nvxO=Z?q|KGZI2P15sa(|kB$1hdTXT-Eg0yQK`x4-x@BW%!T9*w-9cCKpealo7ejkZAmu zYbpryy~IKED*_K!t}q_4(rEGX`rBRb>Cx@|MY$u7u`<=JX9!1&;ZRj!q7R{i@fx2u-%4 zbu)w}UrM3L&l<`-EBD+c{5N)7a?}fgUfv~UQPN8aJ`aMDpJ(#u%w@5-TwZ4S?@U`MK!J5~3~Wtb$yA7KaBe zxF`imC%cv|6oy&}hB;@Tf|V{We=_guT&2YP*dpPaUh4#;Du~jv(?_~%h@!H+9jF&yBLj}6^negNU$Xtn-9h0uexuU91f>Ua+U+q z9)(C-IZ}nQdisXsXe`nno=F16WPjy>uHfrMAA zFcNZ|q)`U)-y#K>#Ekh+VC9V~jFq)4b2AKmAQ0Db*x?6a$nROzt@P$ zIl}RVYT1FM4cel-qk0(;pkx#17rkgudao;e|2G1Q9Td}guNO(1{#`+s{}9t~CO!Y4 zspsVow4Q$<@V8QU7l@GHNepM=2n!K^El{43BdpfbbHuHO%a39ejv({qEYUd8Yu<}V z@{fDMf}D(2%?u{-UKY`Y6to+Tws#U)mg^Of-AlS|^NyI@i(@*?MCGSVDwo64RE`SK zUVPd}_t?lpbrxW21qw1!oz;4JsvC)*n7mmpEQCHUs>Q2I+?n2Xi*ZZ7w&=||!dS%6 zSWg9wJv*kOOf>e8Nn>(I9cfIyE-{da#w@@_1PU_JnALiE8XNL`@+{LtYImqm0dC0XPfg2tv|I?P04&o^mI4lSTDUBA+hWAb&0iA*$R0rsFk zK}H(0T2D`71<#(O6oe|uGbwKo{e=?rHJryhkmOy-lHbdz+Xsk_}sF@01cL`4JG9=EVid;~lt2AAlQU4;M zLFH5RhubKY&Q3OJlh~hIsMSe8krZRG7Tls2_)R=B1=p^mut}x+ae?vHG(xs$`yH^n&r=?7q(9lW#~ee#s!4c!+*{$D@% zL%t%C3FYwHydzMtWupCBydP8^<%ms0=vPEa90L*2?+8TXRu~bcdo~UUnG~2Mem*L= zA)^AbT2HUQMjx!>JUlp~DyVnL8jPzuQBm%ojuY24Xyl%KTTsMFogtL?Ye5bBdrJ+$ zsj`ol!v9XuQ%3Att((|SLOC(&bnv_#EZp5Ef}Cc=BumwuLdpi=!+DdOrbSP% zC3+A(e2cfPWm9p4R!}(EcTy+4D*M;90zUp#F%>@^144?a z2m)@W%&Cxr)n=V3=jB@xB_PQk)n|A~y{bo$3nJ8)6q$D}Kc9bOFl1RuzNftb>79-C{NmlFW zDd~)$B}O2i!85FWNASy3A626f;2xB({U!!ESjV#hp0*O zzMf)Q3{7?@ahi$Bt)YETATcAATdk+3^4YPuLUk6~w3Il_rNE|o;omlAx-Wh`G*8Re`7Ij7e3$D0+gm(*sY@mP3U) zm<{JTq1K`)y3B`S+;0%jWFB`QspidbzfSa&k(;d6Ut_f1y&L38wRkNw!3OYe(;C#4 zQ0-n4xO|_0p@+Dvnz($o=qV#Et=3Ikni3<<9Tp>*tT{6|!R)8CS&NluVH7a7ey3i<@sc2&zZVmlnREj2^8%A}z9f2z5kK8?kSSn9pP3``<)Q89Byk{a-V*9>XzKKj!3F9CMMQ=rD$16e)V|b-^$e1!ZNJ zU0|49ofszKB|$k)J>JtrdcZJeP0G1W^t8eZvqu2aLxy?O9QLT_DI>#Jtq)~rJ%(Yd ze$2_U80Nxqaqp6Osw<0ZMS?oIr9tPH@q1*I^HTn4dMD6) zmb!QuZcR8Z=j&7G#w+p99shZWzPf20JtH2Qa9+i4yqd57ov**j*Vo|c{2Ez}MfP2NyV_Xzs{b=QruEway#)(QonfO}IYcJRQ&HUgo?Re>iWU z%Wu==t#o;tfA8(|uiv4|JLvLGy6mM7A9H>e|DKq;dcyfV{9|s+xdFGG99@2&o;dH~ z>mTs--F$ryU*F5u_wn@)aa9QXBmVo3>F+=6Pob|2*$} zl-^(M4D%m1($j5pxrzV28P_MA5&HMs`~)Q2pX2Qb=VQ3y{NhjG2b0*^ii%Uk=~}be z7^Z)@OU|e9#GB#Iv+j2gY(^~cqfS6SHX!OeCJaDKoLD1 zzSx{P0w_-!N`k4|${2hjGu^adz`sohBrt__~=$u2(kt28%51P(*_(SKr z>gRi^8RsE9a~`0}$M3@BqjY)A-MGA(F0Va+%dgVq>j!c93SExSk=OUq<>_?h(jZ-a zhf3bOl`eVmbUs3tpCg;5MVG&!%U{#wYU=0;x;&3A6Sy>;?}tD+&tRNq5YBV==eg_i z-0gYp@;rBUp1V5F-JItx&U5qUx#{yw=i8tb5*|D_mZdznDhV|n+$U+QJh<1paOWoc{h}ps=$9`D z%Kq=zv58YB#t+MhA73Zrr(3<47gJ&5a4Xyj^rJ@#1VYK)E9eAQ}wi z>Ce`b7{a?^hLB=vFT$YJk@ssD9nRaReO3e#S(vMT1{rlmXzLlBiGyn(hbNLLM7m)DIN0ty7P8X^HNjQ##D7{o2r5A@aZ;VdY zDxmusl>)EM4%1n_!}0}=>L;j%)dJQXhU*+ctWFDqGf`ilxn@JQVlmRKX$C8K>5}Jx zMesDMrP&hfTO91TNESi8c9x%_^atj?ZB$3lmE_iU1TW3Q*a$A*H?O$*i; z6;F-j2JG2+l$S>-POA5=aezGJhFhx4s36q&W}}H$5rn-!C$N#xtXIXV5(3#CT&dF? z$(_{3F>1#@tWi6rP#YK;AsZvGrhQmOrz*9n(fLBTIy!dj;GxN5hbOV7KY0JxDJ<4@ zpzwk}CX9uP8k6XpE1~$8Hh9<`q9xU0t%}3s_+RH}`81L{&VdjZPN9fl`kd>Pu337p zgo5f%9yD@wcWKJJNYH|$I?I&t3D}#1Hsr0J3iAG`n2wTY0<};W)8e4q1cVIbZ~_NaE-Vy_)JL5~ zFNAk~|NW=#J$B+Gq@I;?<*oocQVhLQpiC0Im0d6p48@##e~hyE_r^4zMEH1fA0!1{ zVa~lAh?W?p%R#;+hih_SBDbLhk4cMW>#YGrH_S*Td&_4LJ7b!&Ef&bY+3W8sPnU3p zvYcA~uHfk}^>$tZp1#_g*S`@xMey{`A6TSQjcI9BAd|*F^>&C^y@0$kst*dg2uV3E z&X%r_JvB?I?p5&c6d6r;0X4&MJOZ7VQ_58oB5-6+1vVCVob4i_%_J|grWh7~Nz zF}C8oMQgt9N^5gM#nr-N2V3L_?n1)l>7r_GHLSVtLHWP*kQW$HRs+#gK79tKX?wZz3+0786_Ci2E2NMgL1Yg~r-MUq z7YF&Fp2WE_O!}Y&@|AJ}F0)4!2NAI!k!oD=A_1Pysb;yt#{rVHAH5mlc@npE22pa- zOU0liyoV6~$QA1YB=dUoWor0caXk=?c1;s|15OhnewJsvVDu_Qt7`?L= z7th`G4T?D-YsO(F<@mM%)uB0X6RoX_Jc+23gI?U~CAIl9Wih@xTF>Tp@Tx-(*INVRIyEOn!}A4r5)qbUT&Ez>J*sejeN*6fDyG>K_zhOl zSDN^h1JF`&EpLWq80vr;D&biUH~c^hxv|1SUgwd607_y@GDGv;j8%!4Z3(-@AVe7pNIhuXe~QM*c`{O~&xYFf~_eK`Ts$nQZj@U9(j2bwhTInd_~a7S7W+NB5KtV=T^PMNitXV!sbSk z#w232n2s{ekE{Vh6AQU8UQ%u82 zNWh8(yvgJdIRwok8v{%Txa8ZCPcluP1(!8_ra^zP61e28=2d;75(h_bkE2Y&lw z;@_e=w1#7v_@`O+^GM(iMG##sKZ2d=k=Yk|EANqWa~0U#h?+xkV+kR2FwGHzr%e7u zV{?#0?DDi9XqxDkSp7(nJ`zKDHc5LR8YHdn3eq_l({Lt|-eHoo9D*k4D6uc!l;ms; zb`8yd9I3h`hFMzSVGbuEkqmR+&3^2;6-I`sed6XjllZb|(ByZs_15Lg>M&r3!O6o) zHP|`ZMYUH5jGP-hr|7M}zKC9d?}IhYr@N+Z(FLHaWBN z?!sKT`sgrEcpjnWC`wAU9nC%5TUcCjs5%0|nlm%GIXYv7irs35S^g+6L+aL6q38(S znow6#jQ&~7G+SEbqA-+_yW}H5Nq-*GMG8s^9Nf2=lq3hEmFe!p=(JJvk_%QLg%kgE zzcs3-MB-_Ke_P<_iz|#HQ~5|tO71t+L!zaRHD?`J<-{q?0xAsz<>6{gK8qJe52+Ma zce-9)Xwas7bD_w&wJQ7zTvNsF{Zs{6Uhpn^RkqE1@a5=0Ozyw;c5(wz`b?7nOk|o< z)w)Dza#oUN2#NoSuXmv7V|2Ks-ZJR$E61=EU{A1Qp>{6`oL_Q(dtOZ;bOLR@&&2r_ z(Nlyr-xGMsa1>y!ajurTr`))=IhET^Wmo7J3wJvO<83cYQ{bb!-B9NH+BWc|$6w|* z0Vz+7;Fi}6ZtRni>;?g<?K6$8)j;Rj;hphmF>|u6lKPHB6-AO4}l3lPX+!8h2kVnC|96 zrG_mK=<4H($Hz_P)Sr8g!`zwE&zf9UiRfknk1Qflf7G~+0wj_qj)!_pE@)}s& zVQrHW)2BN*1%83Q|5B(@_d}6!6$xraY2E((>qzfX9;0 zdIFr8@q8P7f|1w?-4}RzqDOdAJ4-Wq^J95w)ZQNHa#pNk+~nj*ddwv8EP&1kL}!$E zR_mt3O9FdL9VAP#nwFy3PwPsG22|!RBuhiDZ!Aw+=skD6YPY+UXWJo4kBA zPTAATgs3!XqW&x%w9BIYeLQpC zNtdrt7RJBOO41do|`z& zpP%PX&+})YtZVL^r5$(9DK^|W2XAxd96iOI^JWNl&dwC-+#$ievN_o-CjFf3ugB$N z4?15qvJak>KMX$uEs#Bf`3`MqD7!YgZt|V^NuN=S4Pa;O1Hg*fTp2W@cES(UX2cfR zy)@7Us3}$etLR^;bG%z?=yd0$mf4xIt#0mS#KJOS?X(^s!6^MAB{Hp3=bJD6(o(2& ze`|ZLJ7oH({1)1x(-G*Dghv1_RxD?NC5ENy`8iFUnkv&3*IHLEA@;Sr{|S@HGl`$I;c*Uic2`kAT%6P&v&~RrKxG{>M~`%TrHL!9jUv>_2=}qbqazD8KLGH zqID5rp;qn7EyF>Fq;#K%ecg#t5htI{qUv}7 z$jlwRkID)aOKy4AaO%XqDb@^k5GWG7%ttWrxSwq|9E|(OfF|QjNGqE@Gx>rhYBNe& zKApq*{jpr$uTGFBrx^-UmS^W0=Sp;CJfIw96}1U4DcD$<#y;ISN5&2>J05i;g1 zidh%X&cQ;XaJUYx%&ScAJQBU@^}=F4KZGyB{cx%`7T1+U6k4N|yRHka#eDP~ z-8qNOR23+yPo0~t6j08oJU>-H?&UPx0Dy*4&4+S$S}EgfNcCZDzEGjP1MCr?JY1mx zw?UPwZ)4quFm@vMc&pyg-W6lzVsrG#&E%+~X5V#z{<>~Ul&d;ksWW&B{b^dmI_HPMbk zQphe6Kdp5nk5G67r@1hgC#Vn3!1YDL5rX@E+z*TQ(S&rZaqq?AU21LJ-_ z+=x<=rBla1l9J?YAy!v4GP)6*8m-wy#~YRl`L7L86n15(`bSqI6Y7;3>9O!gHA~M( zr>68YDW*=_h``7n#$Y6c1R!ym3M0=%xy3a4SE3|!D*`7Udy?Q}BT)%k7IKuK`vUII zuMFHN#M^O#lvVA0_*XK&p0|v7E;V83=!;aF($<9<>fWZ`^t@&n1su4tmPEREBGCRn zdy94sCScrr+io~yvtNOMv6;C6QGN?Jz_HlI$aFqKHqQD6GAvOPwcSf{_ zGyZ9k%T;P51N2tA1MXT|J-iK{t5aNE9cyfLfNNCLi?e~c={$L~&@{Xzt>fcfIV`Ec z5k5~PY_ObCk?>wcEX2>(YxBG!$*Wt#SaQwMVv0`hsg^2!n22X>ZqV&Z!)1gZZnNUF zY|Nw!iD$$#o

_9a2B?aNCQX2Mv?FvN`>I`etS|53%O?(N6$27;N+Fs!WxmB_(u z!q!r;peRUo^89`babrNULbAruW(uvt5lM#1xHgJgL0M*$@nzvUQjzITk#DHss6OgI zWv873DO7^eP_4D#ZXDZue(pzg-Kf@?Hgo=p=1T8qndQ4KHbIlDc2O8^Nnc-FE)w{Bhy-rw3R4m=`o3$z zA4!H~iJhI@Pml!h8!;eeVxKVX%*2N{y!42D1{M2!mS-@&d~NwCiNZ30gDx99^S4tV75Op;^~|bf4gO} zh(M)MX)u<*Elx}ymWsnjk63DlVyTOH0#ghm154erU+s}j)eH4S$~u5& z2^>~|;tEPtg_V`XH>{X~jYZQQI^3HMH2HYGf~O~FRnpLr7#gw&{94u=kwex1DOdNE z&=L`^$*xbvbe&?>1J0*0Y0fvvH*UN=BHx{geD7I)@=XG8YeNa991gujRL#0Vy)adt z#y=JiS5kg-X>JVBm&irMKk58$Z(aH+Qb?VhV@C#oY?IE1#}FI<4yq!6A2|Y4{!O`k zXipwye?2$b#2IZkZ&_zaxozi2lcSUX2{VOSeM zexcoaKM2Fw((XYTpSW{1T6<(^aKfm?{nJYm2n)r5WRqogQah07=9QB;Xsk3LvOY7%sV^LP?yg5SmJ;wZ1LIviIia$DHf~oGbL`! zfIBrL9MjhYrx8hZ&uN?YA0LN9#|zq%%w{|j{PuC0x89k<0l$6JZaBnmclDd!CR% zJbjSvtoP0iWhw3-k4R58(w^TeOrKdH$gd~#J(Vswx@@D%&A50ne6^C{))XXRitT7F zhAECHrr1hv^@1s4=PimUwsK_@u!W{RlP%N>A@artI6cv zB5XDB>|D$?I(G^H6ohc$JifRN*qA^l&Git?kA;HnwgextF%G2crLLule#Xc`R z(V|bijD%Kz4v$gm7?WxDKcrwjmKbKQ&8UTq*XEJ5Z3cdqd(nhJ=m9-OxiUSXo3G)# zFQgi@C%VU}$P#I-gnS?Im!OM6q=y#r&=L}?OU_!$%4 zI@OvayLV9w$uvVIS@*k%u^vNqe~QMElAXpv4ADKTi0_cG2JzOhksnuNyAHLi?j^rH#57co`7oz!EPuKma^s?w|$I&u< zTvgA&Pz;@v zs5R|>QY`b2_^Q1nlfVxniOrzMDD(YNsBf~7hhZZRdp5FZ!RvRzc60_K9@eeNYprWN z+8gFfzv21H@YLe4m+5DMbDj6DP79o`gwg_I;fl>oq#QjHt~ePGlt17gupgE`NMHVd z5g3#|fDdyQBC4No{`6{iH&;7(d9#Qc|TpgOP7DA%dI3(cGKlDdii3OC;G&5YWN9m^a*b8JU50>!i9E0VbNE_;MIiCa}~X+5Ls z9B}MpdB<1>=cXSJ&;f0x34Qr~l=8%$A8A%{oRI$YWR4-HLFIjAHvXf|eJUq*5+YHN`r)|gTL%H${ z=V4P=CTe#U3%OGDY`I>mQq3THd5S6<7f$BF{muu$jfg6G3J#i|HV3SP65IcVuTkW^yQy zeGJ(%baF&OEQ&$Mrlq_~VpWEh!qJ21DDO@xUcq&yJewOHCd%fd>L?!*+ zvX%!aE>Y5P9WQ-lfd3x^T!?Ny(n>K$YckTjv46n)S=k^!_d&g0d*82vsR z1>5#m_&inm(BJ9;!W3>q)&`vOh+oHnlvIk@JG!kDlnnPo)<`k{r9k_H7`|jxOQ2nd zvH5O978iU+%-m;V8q6fXt}$m$g02PFRs;7LhI?)MX_Hupdr=_g%PWkWy=kaTj6fn? z(n}`MZcT4T#(bVSX&wc5s$6e>u2fmjjGD`PW>9`8x4_Om*hMJy`|!ciS!`S{5LZ1i z=y5gufi;0uFZcSm4kTS&_;CAWj>SfP?1-=l{JR3*n_?Qy#7@_l>?DVv*=dW!UxHB^ z+YCVfoUzBy+7y}-$yefuKuaz;TGWn%^Rw8F>~c%>DRw7Lur!JBQAX~zhW1xm7t*$? z*ftdb8NAi1HdM<+1YA&IHQuPDRei8m!DErzvQLC}B-mu?a-PjdV@VA?GN*%a`BhHMJc6Y9Sv6hPaUIYy3U4Vd<%1c}9%aBg(}geve`C z%FzY}Iy+2!*GYSicqFy0Q|q54MX*2g$ENqk@`MEbSm#f!hN%BRbIA_cMPi*#V<4dj z<<Rkdpw;T9U6r)uT z#ucNTLeG)KXzO^;t{Ck}JadlIz+g_9p4eZ= z#r?M*XBNWm>|tV{&8rV!K}t)*JtMn@a?dT`pf+T!?Af*J*2oWN6L{a~=(%&}Mhe_K zZyI}$yQ79*<4Fi#SQxzt`0XT&WPOXU4|+`%IdMxt#S71D@@rYNc66Ti`^Lu(O`JUB z6_vd}$w+J3O;7b5rw*MsdNQ|v;$Uv<*u=r{Q{%@bPUa3DJCVEpDzMd9Jzt!OYkny z&J*gw&a0qZ@=&TFvR511979;tB3`A~bl2H0nWItTUgRFhps@Pt!|tSSziL$TnK zs7F8;%I!wW^;&awF86H85^d0#RNB|%qtEj$-TS4-U+Ka2rN@6I19Wof__qQhlHiml zdi6lkFAnu){DMZ};4~KpaRCyRD|;X@jkq3-)an+IOxG3`>s%DMcCJe2TjS&*oZbPK zwF=@dzmO?lKy78pcN@qOBX1_E?9hQ9vrKi~jGM%8$R~zcJ%Sp#1Vhg2w-ZxB=P!0A zAE=o1xE?ai`sSpwe)|20@ZNS`X%;T^Lp-I{CIIts36%nP4)yHAi418npbl*1 zn^anXrySy>QLj~oa#Y>M`=i2Sf>PCWzKbeXjV4L^-HWqDeZm_&VeN;PF!rpDMT!(a`jwuF<{tZWaEjL}D-CQ(2 zpl_cEyRm@?=)fZo(n#{qZK1KLQWb-pE@PTR zyKVrR$xH`{nL-mA!BCy2R`Sy3A8Bt5M@!YtUySvDc$NW5=eJ01u;=7L?X0{r8;$k} z$}!Bl2PjQBY5K(M&?ivu%*J(ng7N@UXeQ?F6QujI%MhWb;`isny?jexVeDJYSu7o_~GYNzSa@MvIX7@Eo%V zKsjP{?7gX{cm=xp3{5O0>OevARyK~nP&Iey0hTH`)FePa&U_h#+DPlWwV4J|%P2mF zl6axWi_qJ8g~Ck?s7J6~VB$cUBD$mLoxn|J&j+hOZy7TVvQU5%on!%B(n=vQt#tn4 z?ySgJ1`wmvtv5X}b0CN~Zs3`S*xOPHd<-3z+n?WdY|4R+X%lgwx~QlF=3TSGwltSM zo-a|<5a_ou;8*ffVHqHCzEko3oI&uJqBL#@VToL++9UM=gVbSMFMwW)xf%oHkvdXJ zRoOyG^lF6l5qudpKbiRQhQ!L{pSL}T!?&yzE}bh+t1z!30hVmRIuBV{ z9=BnYr^wvnyZHi=whCtpWu!+{P_~H|v!tXvI|6bG2Q|Sefl^XdMgfal?Hs{u!=~{Q;$X=V6Q#*fgcUBB91Bg+~dPkOt>=TTmN$Ev!ZQNXC;@X>&a_#94 zk&Eges&<}*3OrlN5f!_FiAl*25l6FaP7&1rS!EPnsr->s$k2pZtg=xLKNMPqRf%H= zl;4OtVdIZ%%yV;PxPZW915kr>dO8*v_0m}^Dd6rV`vly~>Y3_@LLAhTsi+({o&pWq zr#P?>wdGv6f>=lt&_S&N6OT4)=yk`vmPhJ>rHwfqSSY zOxGu15BG+*`vmRN$d2hkga}O)$GMp_)sDoP%0-0AwlUhs@ODTewUm_Vp#>aEP+tLf zHa5L2&_d!+cstl&EP8vl11y`N;uww4U8ZoQ#z+tcnvldewti~RI+eu%w>bqziRUR% zdIhbJ7Gwp&@gSbX$z4Dx5O{$>#QPHicppz<{c_>WL-NXS$E1;`O4y^G!N8+76m2c2 zFhqOI!G2I~n?H_i1Ih*NuS9`R6llQtQ8g^MhjPF(4pU{VcMfSdzy$`wg$|TADMxx* zp;g=V7#!gP#rl2G#ij`qzF3VLjwhJ^;dU|701i6(0ok9kP`Pdc?I`~fuh(%=TVw8` z+bGS$yG5%oF5;jnKhS61Gt33%o_t$s4~vvG4=s#V&M_Gfb4yd`?XM9!i)DAZ2{$Pk z=Dy~6v4OudB@U5a4USbhB#YjXBhxk(0CyM4(@h*i3u9uwP(MQ^7m!CZNDlP@Rd#?E zNFXZ0KeZN3Q?#DiHUUefK>3$GkBw~8VJn_5jvNx<7uuK;G|upf&!0Id>^44w&!Q6Q~E7yE3YkKEZmAl<}#xSD(N=*b61uCs+>%fkph5SQqyR(*2oLexCpx zPik2}Rz=triKJGh)yD3mtBuxMgQbQMv*(i&@c`MqF`MII!;t(?^M-kqn}gXkRf1KF zsHqZr$zYy^d!QwQTY5ngW-_cisM{LiwD?pk4(19i7EI?41%LXMnicXF?xVvfBvGA9 zY_fI!;y`vhEd!8I7TeAQ(;*hpaY)ES+IMv#?G&wZtw9dYvZA3sDk44+yk#5>)i`eYiVxiJl z9G<~}R9JT+D&lNyn!LE7U8agk8zF#oC^z1P?->r?lIg^xQeCpJvbblXgMGt5d1AQ&o|FoYNm8JkbNp7%l+Sp$V}^3Is4 z7yd87pvh8_y$pyzFIcUo*9&ikU)L8#$KkDlhPcnm$ooN23WLxhIKQ5pXb3YW|1KM5 z&{Qr|8oa+dPyvQV7UDbv*Fj&*6|n0{;SNJ|S`6HYGYG;Xo#K`%aGa{EI;L0Y1K+== zLYMe$ENX}xq1;IS!P^V1sC&X$^c6}Rs8ykNSh*t3UxPDUDU^|-q~2xy2Ia}0hfK%7 z?^%VF>biw`nQhS-I$H~4RUXB1eZc<)BOY{jAbo*OuT%aQEO4>U>Bm`N9agRfnp=G^ zzz5gU5{;P)z^ct*36R(LIYPGfr;p@N?*pnHv578nXPOOvgcW!_XH~a_S!~FCCIpBhvqwkG z1O^jtH89MKU=^xDmKM!SX#g07ZAQZ>;!jORKK{@S#b*{xTjH*a>?)4pIPJe3DDa!DAqoKcz0I)-6uHrXEqc11n6@zStES{@~(_VPoKaX z?Ao>x%fmPwo@sgbTyuH&Ibn8XTpn7jcfC9uH2sFHzdnJ0yPz(@2%EO^g~h<>X1d9+ zpUMj!Hf0Cc(gh`3t}@uU6sto^H8Q3t3!{kuO_s=bpMH_@Hz2}+)Do;FQFPOnbb423Jx4r@f-*x=V}gS1>-xjjaAZe@joREuIT*5T^X^t3=l>ceRpP? zv_3)k)DE;EBthKVWRe8WHzh$q&`m_albON74#kB{tfprvY@8TK#bRS4s|@x-)pos> z^hk!w8d*$O;OGbSYOqedomkq4Ji0AauW~B?s~B20Ys=1G3?&+qnA5n%GtKE_;yJAh zPKD-Fm2P0E$f5P{DR5>cc^0Pmcy$OmI1R{GhwyiJ>s+2*a(?-45pqGO(?(UncWxnS zX7A40x18ixC!XZaUu^GoWMY2f+RZe-s7QvxIGiABvJ=mqz5=^%gVUiYu9q6{hEYr< zYo}1wBQYaQy-C+R!&E*}kwsFVhPeK^`|^x(F)(R>lK|+&2Y}UBFUs}ktoU}hdZQ3smKkG*$)xITMi0r1{k}~emr(t0mKbN3n9jf zITV(@5MNZ}9FnS9;s!hye6U_XqyQA`J{|B=$a!!D*bFeC1`)z;G%<$ie$6-GYKGcv}eRfI;yq+9T5- zcuIwr5-JbF-SO=>8lQk%4aG?lqtuCd|o?qGM8}z^{ww6g2{DDDhbp z=m`18&3UzfSCSL}Q_N?(U=#Bf7^`q-T2JWIr)5el)|ZhGv1?iB)* zS*N3EOXeQX-7)M>(SIxeC|MvN+7OXK1W4ifcZn5e=P&N|xdc0iX#~tNfEcAd@5my< z`UPVaG1)H|vq<7T!FXpjVc#bx_k~zBTI#peCw+qOu8bSs76HWuNdL^B# zyzKZF=l;TqpI2djq;b4dZ@uee#whA#jp1-VkRA1sw4KSM8&aLWxI63QE(3^BM*ZDc zX{b+d-a&AtCDlH`ctEFH&>kxLmJ@SCpCIL$8(2_#+r4cWPYB>RqR%9NAL}H5Q?wq0 zgj@TFUGMpuTmGlt4!MtXAg`D#$<;CVb@ax8JCeJAt9?IB{)Py&ca)wV{F?T_FyF} zkvK+F0kc?07b&%ah67?58JMUw=yePW1jNC{*l3-qsZ=HMQqFR^6L~B7+zGdd6)y^J zamcmu+OXvJ8dtkIs%8zMd$q|jM5?dGZSN<0DZO$w@yIweFAW-2dvd6Q1_GE z$;82Z0`%!L&4GlB7ZgI_#qnqgl@#Pa{e-FTUMJ*7#vnJV_4EqwVko>*dbb?2UE!%|%(wT7y!lUBkCfi)BFwGU7QLDV<$H{Pk%QK^2GilNdzJpP1=!4iW` z9pZ9>evpn9@IzF0$V+9aBkvq(DO?Ynw$ohbO)6waOAu5rYShr?B0~Tbgq^-=XlPGQ zA(4ejE$VGIUYyWp+H%wC4C;>4qHK4Lxxp~j1N=x%_?jRFCY28P5uLvn>%j~x1C&wP z0?h<#RY;Ddkuys2Zy0oj}dpB4_LeiGoTT zQK@B=X-3GPuqSbf4~6FDw(UQe8$Y=%cVPd?@smRX500O@_t^cXau4o5abo|(sqsT6 zb2x!7bRgfc!#I5Jq1=)2iG$d-hgQPyuuMQvSctp&0Fo(@5Lu+ncdx>l3i>6poDVYK zZDCqhqVTOk35OGhjdLmvdusgDeTRmy6+1CJK5_WO_{2SjjvksgHIzGg=)~B)fNcMP z@%zS4J;Xxy@c5~TLnqZ?f%^xJ?>~Wni2Lu`e( zTjt8KKvS_qMgR`VQwxCs%tyVpfNHsrpFFS`NMd@3cOkR=h-q)#;7j0w>o(^(U~`~e zcF(}|*q5Ga zmjSpaxqP?J16?r(HrJUwXm4FHNT1-mDW-@Vp-ZXKp7lJyYiDR{%-o$wiOq~1ZXd;#W5AM3JT$n;BSh8`( zt5{U!5MzejA2LjoYQrt0_9I9NRs$07xuOCa5U_DjoF2yu`c^}(TAHnt5!NsA4 z;m*RlQ>B3lMvZlw+96|SXR$DkLm06h3`RrW>C+pjq?tO$(Op132bE32i?GrVDXFUY zV&UeMC8K)%UUOtbQZrOV39!QKLa7K<=oWScHnQkg9bqh@DoH57b8H4Uo$bOvtX+QI@xPjfcE03RnRFrz+j z6NNMI5n>8wnpJfuFQXdcA@YF7*gJ}oN;T4%XW?1JB0Pg$+#gAm+mt}x3%E;QEnJxPT zXlCy36QE-~5HfuN^+0x6)+b2s&MGqd1t%{rGf3t>!AXVMGAMvPLHQh&Ntsg5^a;pY zQ>imypvGyFOa|&JOas*wnl7V(YPFu;K>Z0AsQahM-%g$z?SCV)V}B5*6tY<#oJ0L3 z!@a{>yv%?2%!(}{UCakk=wP1dxf-RQQk#L|2fmh=!6tx^GwxlolU+Ec$m(Wy z6KxfG$0eW$=)E{m9Kom5yaxgyhE1Yc(Bu&B$#Vh*oe++sjRANH*>OdQ7~T;VWVPwr zE{=c-Txtv>)%&E6z1PX3N4BdPNyu(f0VZ5M4OShYk*#mSpofDQ-~h*CAVEXDi}R+G zpEGc0V*EhyJV!0)2pb<;WLr1+;8pKD39l*}Jab5BgrVpaF2iPy*mFmtaLlTW83KQi zGEvmT5!Prl{DGb{HfIC6^7}Wf%)7Iaq!dA)7tGgeFBtxj_KuIpMbn0i+Jr5jAK2J;(Y@3j!eoz z*l=;8I+G3eI@5;xoKPbfZ8)oS(}qg|duv0f+MK8Jo0ptNPp?|lT8F*HnewAcD2Dz* z{O$ZGE?x=UPd$jgqf4v5(k!jMX6>p~JO1<1i$*b|2XolmJay>A(UaKX zJQ&*a)S-8(LT2onV*d6Q+V8OyoNu99>i*mKePqe`j{5no`uU#v`9A-6!wX_>e%qWs zb9g3(Tk9*T>hDs)>uAvVFINM)CvYh_s?+dG5&h3SqHw!fb^cp~(XRtO=j8@&lMJo3 zPMsIFq*VM8z#*LcGJcP&a$d?mO>g|4rOsZ4TNBR9`T7*P@k;#Do5-8i(X+qD-3jMa z{Kl*K`rrBbt9*S8uFkK~<+ZpRS?#<|{roz9CY;yv^$mRe4SH~aGm7SptaW~q{#xt2 zkstjQU*Cl56VB7|eC}n=oAHP97P|a4UEWHUxB2(pPXGEHy1auf@1)CK`tUL5ck%Cu zxvM9f-@`vZ)HmR^lcUS;(-Y@ieEkEyzMHS_;p=<(`aZt?A+8F6f5df>p2c|X1R0lMtuCxdiz2VFi$A8wfYjq}cj=<$c? zaw{G@;q0czd+72J+&u3L;h*Q7kJ9_AonijtMtZu9E;sStH{<$*GeZBKo1Z}Kqd&*n z6VAtQ1^s^lKbZQ~R=5$0TpoCs{^c$?pT?6gtFGC-_gQ-+PpVsr`4mwW!F%phJSp0J z6`TmdcRmFG0-|qDwJr%@MAQJh+!0W&ex?Kwe}~~~bOT>RKixstbiUOVozv(!as)0O zG@bA8ht7A^&-c{NDLitXM<6@j5AK|IS$Mr@i61#6gk0x>YiJ&wHR@*_elWQk)X#wW zxk&wNQ9l=}pG)xr(z%R&RymjB$GHlZ7XfQ0mYnPGPqgzC^>YJ$CY+r5V;leR4Wcua zL^t8@m#kj3dKLZmq9xGT7ca!K&*6m-6$NK${B4^DgUfGdQyMfr;@`Uyp#*3R<1i}gKh{2>;ruDbN!T)?`ypzdjk9dXZ~ zN=m&dn{3c&Ee*c6SvT2ilq>XY$+=by)A=aj_+xbW1YJH!mrv8>FX{4Gy8IPgK2Mjw z!KLI}k57-Rah`&o3Fih}&pSE3-pJQ&xIzNl#DCn3>my5^0k9c=C^;O=?0SXz_o3zX zX6sITSn#ZzNOsylEweEbOGi*zmSx4~&U!qcjVo)vcTaPj{ zylDUQ$(k^o<7ZBciI^^Li)iN;bv(b?S3s7Z-{*_Tx&84NlXPeHAE9Sy?~ zOI}zPj3VrM{X#G~k@~zlvH;dhFnkq-dOk`;nIx%s-q&HV0I;r-^bndhD2pVjE3oyM zeSc`{r?>SPfgxLe@cH1|A2eIvvr!{0&Ozq}@RM^rUA{uHRL3+ zs;V{7*%ou_)7lgpot#7%a$|CGWMOe1*=Ueu*lvJNNlPld2xq+^MO1UDxuWJbNef8w zzv+>=eZ96igaJi02w-qZdo%u3q2f-`yt7CNaYBLHCh0b^gGl4`y8%{7lVZI=*g6Y}Yeb@^*qeJg2 z9E(r6U9h6D?13>%{3Sb-w3Xs}L2xgy>B2W7lBiElvalDBE7UGf!@Rs%tqc~4d7z@# zBm)f&Y=QY&w@sDY#$*_6gF7gE)8kGpt>hf-SZZyLjZB_wazKH*pYA>Ey;&p|`ok~w z-rrwceB_aw-3+o_uqQsLqEDyM)&$=;$%o`lV@cNtLMnsQ{Uv6V;xRqn{nQ;X890TNB9qES_pE z1X{J%`2#5wljX&2BEcboOfikw_a>*X74 zd$6^EaIO%(fdET_>)(pQwev=LszkjW`lUQ{lx+p+An=wLx^ z&VMvH_qA46v9}qsd-`FY!QPL5X)d~)xro4AASLkl8(0Xtp*Y;Gu|m5asI9+y`3g@s|pRc-sZ&njU(d`qq`v=HgOo6JFwE zqnYyb()rd#tf;(Ibh}-O)&{)82E)>XXARVW0%Z;SZ_F_m=qtulccQhmU4j~QI?n4G3tQb6^OouCTXHzlt2rhqCruHvbBi&QKUZTnLI7$u#%r|!XS z*B){7?py)5yCH6ij223J2Khy02ZLry*s z7N>TA>h*nrDyedOM+&Ht3w#S#9hBprq<|{<3?{|Z|C0i$laf%m7K1U;_B5Yph}Lbc#XY=oY2y|dQ%Fp5{Vtlyi!2)Vl|s|3jQd? zSd&jdQgZ!x3aFN!T)&V4s^qweC)W$Hmn^CEpHo1UjanIol_1ttrQ`;5@(D;vtXon* zwfw|-eF~_O<0_t5*K+KIB-foO;QIgB`w}=gs%rhL1O~z?alxeoF+Doz%uM#dge5E@ z5D`$Ld10uTsmXMur+d;%l3|HKTmV}^85BVUpU9$s3T_X4f}#it`a}i)DvG%4(num71{XCozW-5b9BPS9lV$oS+pvo78rTSl2n0087tU zomdy3U&ksPx#{v2~sI5=6xt087?u38=Cs z>#YP-cwMQ<8nv!-7XgINI;Rpu#Tx)i)-wsH zvL|bifC{fGHCdz9b(xYpN>pBuO686Zviy$nT8sUOG&GJ9rPdYIYKAsjgP?Y+m zgS%gat2sw?z68I)QJs6>pWvyiXU80SZtmyK+2M0sbJ#bUZ#&z)otK0O`zC^p5vsWX zh6iaR%O@PryPbdvVR;u7_NMk;0xCpMa8ZTr2=(yUS$lTIy=l#yt&SY>o$n6_(4&ak z`r#k_JKu*K?qIF-2ZE>wE4ip7MknkR`x^ljg3&}>b&X}3zq+W@WSzsAEd-_K5MZI$ zDs57AKxo}UIKsxw0{EDT<$XUvX$aoC(TUejIlw!EU50kJCUgP}AHZJS3{~zqqt)W$ zsblb18#Bx5gUv^=F?sC^Vt9WI9+Zt&;I_lXiQQqIa4IXpBL?xv7posVA!96D>b?XYvo}^HddSUqYO8D`E77^ zlfS_~**HilV3X@^*1?@(gybc_ZeqU$OMtzbz2FrcXjZv!2f;(Q05#i3+tUR9AKD@>D|_A&w!af_9qOjW83p>|EoqotK4*4k?YxzqOaoWx*z@Z%R|R zP-R;zYZnas+$MkEWF(mNNS4I%A%5rZxn<`aV5?`WK4#7HUO2A}{m5BmU;Z8|NeZna zS^q-Teh(Tq*2P*Fz2sZXzcLSFXGeppJ?Ze>f+!tGO-Lse&3*pCwc8>kZ^TKZUO)kF_RD9S; zm3ohL(&TUTFeh!9vVtG02G{cAV?aB&*y@IYupbjp40xg7*VJh8OZcLnUC6ckn~x5n z?mb*VzU>Y1O^(8T5dH}`P$18ESbV23&&_4UxzT%7u;51+A-$Ulae~J9hl|=ztFB=K zN2FE162W?6NJ-HmMoVHQj{L5mkx!?q5uSnbiRDvNPWxo8AzUScQ3h*SANdK2(8nisC)%p2uxB$DvSk=uxTvvcQuA z?NkHn{%klNMwB9)v~N>}`Otg-7HDgOL&fs&W>J*&Z-CX>HEY%wCX~e9(A#75^%(v9 zza>3}_utYUBlzF49>e=@d5;1At>`gUZtP;?$O~F#ch|9y=T-_s&{wKl%CR+o)eB4I z%J@QP$313FSgSWciEhBQdTAaIREN!?wYo3Aa>a_im3{pydRMMmv9hmkMR&~j8)V3l zU|pmeBjEr%v$V+v)SF+{+uOIaZ`I0`tNMCZ^!KiGA@=5%^sijLWZClNOPBPm=wH49 zl;j{@kzca3clpv~OI9sgvSP)OCCis}3)AjyRXdi?NY#$ZIgW8CxJYbU$i_U^A7Y+v zNQ=%!iw<`XDX4wii%8vb>)p-_J^+F> zcn$O5-=*>*SObQ`x3CCNDmQ=KxB2oS)_H3Z-rUE1v-$S{@QG$eEbl}6mCDW6nxA7M zvFlZ>S`Aj3y$3Lt2#eZ|A$czdagt}DIqi-Y_Qi1RM$gc;!Rm0iR%@-v#S5cL|2GF| zxwnPghTaygU{3o-rol@=;OJY3%f)xrZ)0sMnu^(7Xg>Qw^SmjAQ?bEa6v^3FiAG7W z?ZieF+;De&Is1BmW8VNjqMw;b5%fy-d7iSoLB3q0?GC^@OWYDt>7GrJ3zK%ke_6=s zin1Juog?hqnHuhBU2T51hzPaWn;8VJTf|+WIO|7tw}og+ZyAp*;mw!-Je?lGn+ubk zFTEM>8#ZFA(+(IOW-w_pUBdRzO9`kDo9SFse-PcUkyI`JLj+Wa{X;IQum%5h+ckWW zpzo-q+2EQ@>g^hmYo_1i_yCq|Um-}3V4I6d^2~&7t`8DWAv}|)t49f_@VZiOb5)ix z{sRG^9+lfv#yE~f33aDuZH9aZm&w|A8mSEyRmOOK0xmr}rB}w7Xo{B*L{8fjav9@( z0xFatq#cy0wPuL3L&9OG;|UVu?I6Yb1XO3V1r>H~93r5?$9qXv33KBF0TteYSY7QP zpu+1)9ctADff@vaC|{Rq2e-8#P+UAnm?EzsXa&zEwcV6C%`F6gdS;v6In9>|`bgVg zQ8~?j5pe0*spC1#&j})@Z3;Q3d4hlnWr%5))9g`fN189q(+N4vv!*4gL)(H1n?3Xr zP~o!&$$|-))*1pTynkbLbus}JURUZFJEDZ&8ws#bVMj`@QYhi)CQVoqlnAooO@O8A zxdc?%)AeEkD!i`Lbd@)cUqL{n$5#D921K&nL=Y8k04!N=C!orntoIU7;dP}ZYg7rp zhX}az=$b|eKO$j&OAr=s1T10yLO_*0VfPrvr@nYysR`?q&J(snJd1!#kFp*P@g$tk z_B^xaXgPwoctc=GyPSY3d(s|DK!w+pnzV8Wztae)^a!h8!jBkXM+u_h4S*$Ujesh9 zvc8#s3a=|QS))q$T}r^EN7pn;_z?+vEkRhk5wL{4m4GUH!rnzdh1Zpuu<9o<-y|T^ zqwcQoB<3-KR`6_6+bv>U=Z^$fddBM9y3U+ZJF;nPm^qMu3Qr8|8kj*qm3Eks*LCs) zRC;Xf*t*U!1X1w@z>@V;0;=rEdL{uCURUba8nv!dB;eAcYX{eLb`pfe8v#q$cM(u! zPuLF-P~ml@CakxfBCP9tjDSp!vL233tm}M{ATHhzSkm54K$Sgde?UNm*Oi*I^19Bi z38?f4+p%?>zY#>m8vskzt};HW&YrB#A)vzRN=??Nb)A>JtFyP9X1qpAo8&I>zdv0ujq@(#?vk;qWC>@j8a5v#JTk5R}E;Rv4*`dDRS^vVln-7BbGaq{KAWety;4 z*D`5?MU>AMt_0#g5G#J`1=oT_Yn$%I3rGdu5CpzLfWfPNB%LIWEL1I(UAvqO%xh=( zqO*guEtg$OtVJ6tRcSxNNEs{(1}B9DS#M5PR=-N+jW95X#x*Tfo@H+nZ28d5vVH0V@-6W%AoSYl`56GkF8Xh{H?fh zvZ`-N0UA?I_ByooU5E7Ro-v1vE#jl{X}d-Ie_)<2o z4o9?e+%+kQ7L2;~Ltxj|>jQgVvPdz{g(yakEKKo*YW)tj!N7obph}fhk$QkWfpn64yf1&wGW;DoT81v z-=Q#}^CJ9Yl^mV=jOI`^=iMc+QJ~zE(VJi1w;XC2u7qlfE0**_b;EAs6-J-6XjRu4 z6=(w_Xs83%cTC~jwQL1T#Mbt+7lE?O$hp+Nt#)nTm-SQIU_Oc5epx^9Hp^jV;9e|t z^qdnsS}5zsf{eX}-QT>E(ey~~x1->Y6hL$fV z!@t92Ry2D%{08Nq;pb5Hp6jJ9yUX)U<(vfSe!OpB%Jba|!$a08Jse6X&-ViYD#XJf z7ZrBj+ph_z5YG)=RJ+UbHM#k}1byp0XId~^E*7EvBh<~V=FOqu{4w>>QLEzgkm7v;st>gV6?SgCiGT_p?X~hN=QR6N@Ckd`28+sRo=3o? zXQz(mGQS!e$R=6Hwu^2g!m7 znbw5_RCr!tb@g5XD!i`LGj_x=?rRCKP+><(uTnV1?IulF6MUW^E8YZHy52)Tl|5a* zOF)I!m71>dG496*sPx#Xe~g<*)~5)f;thZ$>zryk(paoxA4ouj*Oi*A?xsTF*|I^v zrAOB^&cYB0yOba--UwL29z#HteRMsQfC{fGHDSHu(*kABBp}nHtcOGE7&no$6@s{U zLtsg}lYlCF(!Ps;3a=|QY2{0ZX#JfNe~rp04!O*NI;c6S??#H!s|*+ z)~I9LKOo@JqiY(+xQT@Q13_545wL{)8v#}Jgzc)~Gi$uA)Pz+(iFpnIp&oU2g(opR z1g+rNq_$hcy3POrmY%UXx305}AS>Q=uwmxk2&nMHz}_m`1XOrksp%@O>ue{W(qn7K z)^!>LQSk=AlJ!ags_e;n0|6CYS8B3Gt?PW2fJ=|A9bDJ>Izd>x5wL{)J^@wsg#9G} z6<$|r!g}i|!n)3%3CQ#)>*46cy3U^Uc4X67(k>vN%AT|@A)rc|wDP)6KLM23T}Pru!XBBo5QIfjBd*2+qCB5- zXi6OD@>w(BTr~U-WK>l3k!k?=b^5--kL+N|-1vjV)agq;6`FdTz8eTO)FiA^El?{R zxE4_3>gV{ncPkh8b@~#uE;0uQ^Fc6u26g&A&(5;(I(_#ttFS+tb^7)V9%_!N)fYHC z>>S#>h7IN&4TJNQt=H;1G*qjvSverKUSBI;5Yo_Zro=kemVV8?tC`fnntk68t^{fb z7bd*%^rm<{#xbuqa($~-_I39dhrYI2C~Yz}Ta}VkG)AmawNRThtZJ<=4mAv`My+fV zN?Y0Ao8a%R@p=*7DUX;%_}HO6#;eNpO35r5N&&_@#&})1m^YR#>FHWm&KrFmkco-Bv1-MlRjWcZ5^s*i{n*YAXdr)V=La*w zE|~vEf>C&ZlcdA;kri4L=AZ3&fn@&9lx+NCx&r$}uzt@5=0&i4=Ci}p9W2>6cWW^4 zXdBlr**Fsh2GOERHnKPUa3@|h{gRE(Ra^~|5x4~QOExaxGGc}Z77xRgY&?XC5vUx- zr=94MjX~vyOExNXA6v39`CD-%8&%(w=4wT97YrYd&jD5Z9lQybR=7j>wau7A#ujK& z1u?&5<8S#88I^22JzeJdk?2%5uudd;4lmi*oQz|0jrflVQ_M)Za{Be}Oc+>`BTQB8 z=7>Owupicozs6mrG!#W_NP%OE)TUpR_L|H{sHa zwNy$sHiK%;FWDvf-_Rn@6nHN;f_~ zx^$y6M9W1R$FeWl=py1v5lnZN4hgkn$JV-2SI)j%d}sYtuq^4SWOt#)?909N7^Ok4 z4MlYT7IkXIYNNlm#~9w){Hw1QO5Uzq;GJ)h7${ z1cWGGmx>Uz^<-gOJV=-#k0EFU&nC6qlsV0*1b}*Go8CFi2tgld8!RfPsSt4K*{S0> z&D#hfr)>&3rvkDC^WB$5;fGT^kzJ!1(ZL&ty0_Z2;(xYn{wE&2O zJ)R&e-U!&}dIkYi_JkcGpu+1)9bMH=VkQU(^{BfmJc)S=K`VGRsqGfAuJaxOEIng& zZe8a(f~pK5MK&8jlj;-tboFFRR09dj45&0;=o@yM}-YuPZfSz4a7fUFT#1GCj(A zI6ASea~45dydkhrwnRXcJ!#J+pu+1)O28vR@R1wfG?f87y z>>KTvTDZ@;l1biqFV5z&QfsDE;*wvMFK86R$GmOs`ZJ9a-}v{9XBhrE%h=~<(#_6ExFSN=k0?^%ywSb zCs-IB&ix|QSf{NZsP!YoU&WGU%k^eFRDn#UWQDH;EhY6?(P~mkYMgG2U^-@POzOqn7o3OB;q?Mg8jINn0_ynWGYX${Yv&hxPt>|( z<0qj!QU=A|_h$!cd9nB9%qr~9X0i7@-TGhMQ*Jsl1*N8(Dsq7`Lr#A47om6)%UY=kD(2IU` zR%5hW>8g!cF_qF`yincpwp~>SL9a-O`L03yg7Z%^{Ra!quM(~V2I)-2@lypDoIE-u z*8SS8r?7!}?N(oOmQ}`996w^NaHkL`eRovMJ5r7Q1*VZRD;0AR>aZ;`Se;;2$kHQL z&VEX~bF-geH&MZ|VKYr}O4^*Rdi)~gn_ytjMs$&K_GVmR(e#Uyze#bmxP&e$n!23# ziQd4q}%JFimjvCffx<%UM*#ZqvhgA)pzYam1`%jc+K7s?@$$=iq~3 zVBAfSjvGIZiP4%H2NfT7W2N3>-8lJMeWDw;!dbzWRaemR<-eun%LEhy-gJK^6@_2- zpJn~AWy@8MGyJwDui`^w)YfEUx_;*0?!1u=jJe$j_ZNEs?>>>|cP-N0vzHb*fhys% z0%uFXB8wY*eYP;ArNR~h?foth;+=TNh*4c4<{h`)9G@t{Bh=unqxY(y z{&%ITe!oYA5_M#ch~Kat5fx}wx7sL8L=cs;kYzq>2YM*?2Tm&z4b z#>rI+XIrcLdV8Js-DM|sZ!MNZU%iBtLtnk5yQ??9tiP|nuW!k!mCz@zuYYMjAKCq8 zc;s9k)KQ1(>D}F3XH?8#YsehlY~;qv)tXVUhGALBfL3@#qi9xZ-2+{QkgvZHkA24EAncTZ_MZ7czN$D_ENr&&gQq(i3aUr5mBtP3Cr8+xnhiVL&mUcy+_*7f zm=ZJswMGW3)|R?e8iujf@fS{a|85SZby;@Zp>nwh|F9+%=Q{l;;NRggo3ysWZ`B%; zai|@2_9u61nYDqH8I?qZ)=jvv2Ohaptm+utaSyoGUTyT|`*=5!S{;nuBvxsJ6S=3! zZ})F+Z)cX>N*=&xLOR__?vpRq=vcUl>|3&bI3$Vrr2Mv!SpGB3DYCy4=_ADI+ac+B=m@x@g|5?$R|OF?TIcb?7p>q z38)Zzv0PMP3x46BgP7_wIeR!lirh2^`i^?o9b6?>@2bzFN6hm<4DbOg+m;ffN3hLB zC3$8-b=G4Ds1Tk>)YYj3RCryfDXgrgekK8+9+lfvPd$!C2?g*g1byIXq&8SoJ@uUg zTzYm&ubw*56jKC|(>8@%PyOEss8EK;uAX|F9lSetHxt_^&UT+ANQ}3G6z>yIeWfj^ zuyf;s1XTEVFX<{_ZhVx03U5KIuKqwkh1Zoj)T%3!{f&SS7CQ`6ZC<1f3?A)a+;$Exb*DQ@to!ig2-u`Le6Q12&hno zn07hMR)WNMJ4o|%LQeCRX^HARZ9#?29{bFQysp%Q^=fzuk9^-kK&D4o4@W1W>=guY@rJ;X_BsNp>`D7+0xG<&)TEVb ziGG=YN{_JmwM2;#_923(cmrU``f~!R?8*8B0To_XYO+Sv5}onpc4x3@)Dk5U_E`jB z@kYQB_D}+<>442^&;)A@FeCmf>!WsQrj(JUFR$UEIng&Ze6EF zkQMJb*f8^E0xCQ)uxntK5>VlFrKYRAuJa)RDm}J#Y+dJ8f~a@{V99zH0af;7{U!kw zURP?eMy>1oh=5Cvt{q(0`6EGCyb-X3{W}3w_JrN%0(^Fl*Oi*E-g=6#uJb$sGCj(A zI6ASelP8FaHw2cnuOOhxp0uwbpu+1)OdCwuBLU<-oS1%=?LU^W& zN}W(BchWB<0Mw&$n|9L2(J0~Q!z&5;z|%-=u&AB%uOr~nvr~FI>4~PW2_mO$3VA2} zb^w{kbn^7>(ci1wmy@Niw6l)^FF0wZgkm*s@!=bf{ zj7ZuNL0r5cu%tbgfGT^^UQ9rR*Oi*I@-DI~2&nW3tG|nkNYD?Dwp+xy&T;}QJ!5rlUFTHVlFr6z0Cy3VZxTzYiv;JVH|1Yz+;z!LVm z1XS4*_Avq~ysp%Q_105_b)7#Fkm*s@!_kR#ojDh_Bb&yO_CNxv>`7}7P^C>;d0i(@ zK&406j;-q)Ll6~j04!NgC7{ZltY;EX;dP~suug@_I=s<1`f-NmKkjWkeAFv;X%iBc9m~~O6`LK&>+u@?FWw@zF$P zFD6(jiqnWF<)F~IfqXfjj+);R4p^)u2#c8CTvTc!%yWCbi)MHY0hyi|=9lW@6O;KS znoP{mBgToDJ)+PSL1?@=urpAVfC@1KX^`Z60@K)pCiZwD?G&ki(3e{SrFjTJ<%BAX*&GuxE zt+lUXWBeF~wXbKteS)cv{rR>j`$qQl14j#`k-?%_*<=k)Smx$xu6xQAWQxsHe_{#A z583zs48NT;)5%coVJ~>iyCL-61Y-qeD!8zdDCg`sklO^_Y20-@T+pbESq8tHQ7G|0 z%u27Nlt+#2h6&%9G|U=*gQKn1y7&M+M!i}nZGtx{R&}gg z95G&6D~wy!BaCr#dyaj?Fvll~g<5^Ys&*TuGxl)3wx~Qhnm5iEgFy?`9%nEEGKyl+ zs=#O_!v*h|70W1|5i+&U5Zo&&rnnTE%@SKqp|6H1bgOVBpwI)c z6nZf7oy%v=fK(6uw-M6zhsBRHx=uAK=D1a}D&Pw4J==e?)IRuzAo+a)9u9gP=lr_* zP~82GLh^?Ikn1aK;E)bjw(=_xvgb1P5u(RhuxCJic zxRXcUoc)vtpfPj1s4Dnd(9qA*)zFikh8~51K_T2evy7a0RraPIYDBxl--gdGh*4)Q z*M=yc`BUd0-%O-@)& ztmhxEu{d6vvj57&SO^!t(9SUkJnVPFZ|hvgtQ_717F7PsZiMc+x#k*=?YzvuervwS zNWlUsdrR}ByAGl7Lmq+nUG*cN6PyKHT^-4S7$4#Xd$?r3|UaY zOVCi?#qa@d@)bRTz){~17s0@>e#qX8yK4G=c%0&D1Q~rlJci4N86xP1_P+3Sgdd*3 z#AwYAgUS#4p;Gs;ewh3%?uR}l1(vD4t>uR=Lt8-G57+w1VU91&defr+#%Q_1Gg3cW z%p1pAqh`HWGhm5JF>eMI^##8Tye??=Tt^Cu8vAxwC z+Tw_RQ}%NzK0ivcU{xO?s7)hE@9jis!@2zq-mD4l2wXfWT`v03dNmtZCtA;S9>Fz} zI`so9_rro{uT4obja04C6r#0k?KOayDrIiN%KS#>bvJoxzP_{<-Vl}k&modS z7{{#d1in;bm)sYDNu#&XNZb017Mb!qk_&#^^B?hHnBzZzCuXsu=bY7~JxA-MVV2QO zML*^nyMcesUcmO0ar-fu_2Zx`7|^Pk7?pKJNgWBJeH_|N0nPuF=aVUP6uxt!1M zr+Sb1g0s3k3to=Qt)sVsMJ>TL=0TQUDL|ZHcRCltfQ^@r7HWf=N32}8k%K3HZh z(Slooh)0;+Q;ioyzL9swm>OHVt~O;lqK&=7VGozamyk`1jl$xw^0>9QQZJRP%HnP1 z%I3xHz}~;r%CPsl@E|omF*z_&9%heL;UObDi&R5uJ~6T{jZt6DzFd4~{k`xMtEm-p zz}PWdh9{7m5Y@anG@SR^QtWWHXbeKq0a)^bJXpYO&}J(?c)GJAs><)NHn^W0Vd=?+ z9q#9kE=_LSXq;<=hbdXrnl&<5wYJo)(lCs*j=yla`*(9Nt;@3O4wcJA_@_{+!B4)7 z1pf|~*+jA(egh4|&!I`!%LV^pLAE~l#vWq`?l-p;MrvaNE{@ekUmoK4W~)-NiUS{l_JAxz(!<@HeLK^^9j)u^W|hwD`xyjh z4+RKwmnh8o_d*cZ?flcx`I{b^v!$LvU@$K@ha#{OdYd6P98%*yj1H9Hp%H=5mn^*5 zeWuxb&v}>te+%yPGrT+5h`r)Jf#JbNq!TLxAyfk*s>cba5L?4sRM`E4{~(}3>>qSd zg)R86+cW5Z2Eq@`>?%Wr_e}w+$@x))KqR$ef>BZCG6K9Cg=lCBelVz>g#VI;L@{GdiC{* zrg$qsPmILCm=-mIy*qYlR$Sf+)-!W234o%rk*&nC6q zlsV0Q1b}*Go8CFiVFZ1oZLp}ErjLM2&rTiBX^ta^oVF?CoaS@_DwH9nT~4!!ATiz! z(mb7z)6}OWstekJ3Y$H=n}7G}u(RrYlK9RU?yS8BS-wPl|npweTjer;JIS?9kCpW)*T zfFq<>n zucoW;$hS^Frbk&1hgK~bB55xoh>JG_mbC99pvs=KA0?o|>q<>pxwhA!hsFjBGz?YLx81ctj?|LSOi(|u7jNys{~YdVqn+6 z&L^P4>q<>md0poc0xCVWc5GeeBLq?L2EdZ_Qv_7mll4vlD!i`LWQ|(ad4PaRkFFhD z*ZC*46cy3UIT;^GZ~CG8>t zs_aR71OXLZS8CGA>pCYAQ0Wo2W9vE_38LZ+fF;G2yZVZAk*&|`dzoUb%L;7kn77X`H)OHdoa zC69vP3A4g!1XPGw!9|4)6lW1oA;|Bd3eO7scA~X8LB9K`5FqQ#2>N$FCC-@?<^!Uc z8w8!<&5WH7t|XvB%m+kW-9SKv*Hw5v=<;jrh#@Zch7jgHOTei=J2*;Bb#|Z)7SmBK zqE=6+?o9hT%6*SuDZPm0R)W-8Ui>zoj+*BZj^F);AS_~@b5W^pB%(XYJxxHSXNEL8 z%Eg%@p`+a1@4?>*;LU+eJDy8Gg@~~lBw0v6HvLJGuxNDzL1;8dXkp&1+UR$bOAPSR zbv_NNQyFxW`xdKe#5>BpmZ^{Z+3YB{SF@O5L?gLC5j3Z|+~?RhUbP;GxUDym>p8vv z-Pzotea47YsupUK2GlMrjGL^Srco9t@MxIxy#eG#sJT?&666GSUY5j`g zpJkc|_Sjo5TnSWzZIBk#ULe^1ta%UOlu!>eOcMky3ov+fQ&K%8S75(vb&(Cs%U1iM zvpF}*zGw@~a6=}69a2v;`x#c{HCW#}Tng>tbk*ZGV|p754BFtvk(#2hH+{Deje=CW{BWQCblWsHB5{^d2k-NqMM=xl^<^AqSQS% zS5#B9k=#p zdU0Fw%tqj`h~S`s*9A2`#H{blG@{F380hN2chm(cKOS0l*i zJL<2wjF=&Uj%wcqUq^IJ`#lq*HAf99KkTSV-N!m=^0y9QjvB{Tfpe;{v|RUFXnSb8 z?qX*N+Q>nnX0Lsk^P2Cn{yL7rbDQhdg4;G<6!drKW%1sFA*1B8FNA?(Cs+2SzRwEF zyqs_)X-x-%uwG~$0$>m|j#)g7EPn7PRf9X@qG zPaVRiF0))J)Fnh>zx9&1#uH*vRO_XAZtErSrrmp0VEu1WqK2z}zwwe1^-23eVijt< zw0N=xRw|K)P2*B*Ki=ee{Z{N}-%UAR-TeYmWf5nm|%a<;bK3%j*ITo_J`g?o%*PBb6 zVURiAIjXn2yBjWL4qHR!@Ma@7Uar=lZ_F@s!!d@9&{hmU&rV%c#B7CQHA)lsm?BYA@A z!Dl@4ny(7!)CyUMqz7R-J)|OZW-n(DVtYuPv%7~>n;OVPdU!J>-`yx`>O5%o$eYKV zg7+Crqo@;Mc*rHBV@e5)qBamvA$EMYsIc3D3ItS$Z9y)o@NVRP-9}O85cD1OR6DqG zqVBGfNu#K3jt^kjb_qdx1lwFxl4mBAX#OAp6~Z%#y81W)6<$~BwLfK3h5sM`)T45n znkvN6C}A7!0|b5GX{0t-R8xf?5^(9+DZQo&L{t0^LFBYeF&p}DiVyhykAMngi0qmw z#MvQXm+JwSqwn}^yd9)?pMdH`Z9#>d8y68!;p4retAx4n2m&g+1+lt1k$?)XD|M(< zmnVEZ0U^rQrA`KIEl(I14-%%x%>=FB*`&6cGN+j&0Ms+v^v-GCNzg~y28+sRt|H*l zvs1@&nokf!PTLf6PV=7xR47ACyPW3R1c~u>kml)xoaQIf64me9f(n~G{FQ(TpFKzx zOvtqMdT%>&Wvs5AO+ba$m3qdGC@6e50TwFkNau0xEnM z#Oms`1XOrksp%>g6dop^(qpTBL17|Uw-H3e8vskzw-QigPu9x_sPMW{lQpWK@P`Sw z^yr#K0WczAKSK}}Zv-r1?rpfHiJWrDDHBVY-89syPMgnb7A6<$|r!m6Ldyq|zjkGi|UlbD+c zTEVkPZMTSZojVAy^o-THb)9b!WW~DpVk1rN`Ee zt?SIc0-xLC4S*%(bR~m z%zdmpfkLgvAsYh38)agK!`5!b^;2wa1p|XNqFW5GH+|<3je=+~&|)u;^AuN$ zyRB1j-Y;2xHkT1IMDV^9+Y97POpHLuavr~;dw~R%A1+z0)O~Ep^5k#D^#W0SQwsW+ zULZqg?YlwC?*%f*hiJVQ$l1=4mDo_AQZHIYc@*MxeSFAZk=tvu5NPd`H%@VDq?Suo z7kqqSwNTt@L9y7)cm+1ZxwH8o{o$yz{Ah5_Jfly3BH^P?r#i{gwyft!#)%Q7sSlbXy)& z#U}#(%L4DuO^FyI=E(w* z1NzMX#Fa9~djiX8v7_glyt##D04%?DngM*6xe{*%z<*1(8GyIMm0dG{zCv|y9J-4X z#>*qnMWoxv6-oyD&TcU)*2rkl+>{?FKs&p_P@Odlu69o~4vTyvFO1Z3V}SDFvGTaJ zxKb~btjgkT<;v#8?(p8f)ylBF*z_&9%ksEXA0cnwgQaM9$@M088Zawa=V)Z zw4+JDrb@X!Q5`UL43~>VYnbydZw?LTkExH2S{375V@IhzJ~5detW8b;1@eP@fo`x^ z*lgtoPp?l*lqXv6vDWby zPIv!q4yJWkcHN z5xLu{2Ns+vR&}ggguV?9*wxS)s1F)lu4zi*YPmEbtd!>LtA=LG=susktW7M4 z_Ed2ujr)+0%iMv_WpuhUd``Yxqcb5avRA`=Axw$t48134@$0f!Ne?Y_`Zh#p(Y}vC zi0#|34}{>|K{xwI&|~Zly1PQqZMydEMjC!2jYsi84AV&CM=(6x!Aje>6B=p!fq)9J zX~IQ?-C6TD0xHDL8W&Y~EAPKPPr`!haUE!+(FJ0F4`A7LC_#Dz+gwzV zXC{=e>?NQ=cqUO-YY3?Dx>9e9R2H2+nE)_qcSGw`Zd1|eI2tAFWIc zT_WJpvr~FSr-`O`GeP9EO(7SZzLbCpWr*yGPRH3HVWa4^1c~u>km7v;s$1KF3OhI6 zML>m*_mZv>=EiRlP~k0z)zyy(sPMW{hgx;{rr#0}qI_Md^xW3+O>yxcVT$}aK`VGR zsqLoBY4-VGyVLXOozoZueWY!$sGKHGz@_J29nWcwA&4AdipyuufY!J0Kl>lB0Kaj{ zeRlsNSeSPn^SZ9Bb|N{sIh6npWszx@+>8(;jxb1q9i$06A-SncOH@1Cf(n~Pyo-Pe zpGHU)Oh~ytKtP4(6;@XtBcQ_TN*#3~DldMX01Fj%q&zEy%8PD@#hT!Lf~AoaUL=zC zZ3J=ghQN|`ihwG6(*8RE6<$|r(#l5%KS@BPM_7)b6J-4gK~%f}uw;FZfGT^kK1x7^ z*Oi*AQI!|}K)|I(*EA|G5~J&^tEXcQyFUR{_Jn;Q0aevHAt2PF?ym4i<|u+z z@N7~Cnuv9sbp%*?#_HU<&JaOXyz5}+#R&o`JTb6qU^@t?@VZjdRbJO=5K!r{wPWi# z*APU-8vskzTL`GKC+imosPMW{lQn8x=j#MqdUWmJy3UUY!s3m9CG39_P-Rcp|0STp z>q<>nZ#_j=*V*$Ld@8O-Sr11iZk3-;5EpL&9Vf4B7@X)Ovif5M! zoLl$LM263u?coU9{D9jI#C=i7H$F?C2*R?r!tjJMgkK?`LJ-$Qg}o<#kbnvi(_Bq?z;D7W1oN&u)w;2ec)-NHdxfQ z`(p{X^z4-0wtJ!}))Pcd+Z6I{`%wZalp(U)Z69Zcgq;0sg2Z?`Nbx=a)rD_mZv>=EiFYsPGoV>grYkD!i`Lp;rCe`Yr-Ol&?!$+}rxxIxZe0Op)IuXa&zE zwcV6C&0_?BdS;v6In7f9eWY!$sGMfbzvEMOJv((gr+E%Rkml)xoaU9&64mS4f(n~Gj1W-avj@q737J-ffC|qmtgdzvP~ml@p0Oi#n!Sqv z3l(;x^eTm&W^U4iHNn3VWW}2ROV>{lP-RcoFA`AUb)}}OywmJ{0xCVW>hClolJ!x7 zsCWZl$@&KZs_e=7Hv%fWuGD0W+G*DHk#;B7Y3wv36841zVev-561IncDtp2X5K!TD zr6#Pm!%KLq_DTXWy$I{!=)`lhegte+*I!s|*+)~KCkUm@VqqiY&F&4`5kK0#Q#5wL{)B>`3T zg#9xC6<$|r!m6Ld%(}MS+3c?HBxV6YD|j}k?G~}F^AZ9qy*Sgkb)A(2S@Eue4Kv3R zP~nMzT?0FVfC{fGHC^R(ogo4$J+^jiU1uvnRJ;MOWPJ+(RrX|k4*?ZkS8B3Gt?OJv zz@*46cy3P{>aq))0 zl6J;N@fmdXq}`W*3a=|QY2|gD=Mzxr5w>INI=uu@@dm(>bqxVk_GCSofC{fGHCdz9 zb>2w8rAOBk*L5UnB*@*uD!i`LZZwA-S`-g; zT}Ob0@*-&yoC6|-6eaGQD*jj`_LlxGg3=JSbPpgNJtp=pp1Hbte9t*Y3V#a;=Qjzc zPJwHfc9cQgJ`G2~2b?|)#KW3DBA~+SYTMzWt{jrtKc2%{PB`j{ApdU(*z8!1H4dse zoxcaG<7TC{rCzRC)v1eIMfS}U6&c6gC|lr9SsxtPNxR9PoE<*gx`*@m<_Fw^%I=E- z%VuAP&!`a|`42D&;h^#X1XPHa@1nxSi5C%2A-M0N3fq!r)lKTFCj|K>ppO7Kin6UA z^3}fySOl2sL#F*Cc>8%%Is0kH>z{G{!IKYb=936I!0sW%>TtPMTPVgi?^Pkd)d>joCk02H*-i=zYGW0vI#w=@3>c%uvRN}$8@>6yrc&ft zVK46s&CfU!L*R8mb?+jm4&j~`!|;T;;R6Izh`GTIniWyspAC#Oy#Ibb=gz zMF?**uE(do`ZI&0##Cnp+F}uGF_!^P2P)Ldiw~GCju57oAOO{mn54EsD6y zA?JGQN{R79y3VH{x|p_edzZ7XW+Pn#Kdi`gEc;q`t8s9}8W}B`oAM)tYOPWjs@DqT zQgzB^XXVD$+Sjo$?q@;kdiL9S%sTAPw@ukMvajz~s1A~0r&tvH z6U4M&#B-L*KFvmZg1vPLdvgB>Qv62Ggo-0@uD-VYRxE&8nrRY7%^+6 zQK%aJ<@3!*>C97!pB9LBK}y7P%{UvNI|{gs$?JrCM*%y9D}e$Yh*iLYvF|)AzSHPB z)vTDXEM--|c)``Z;2VO#?-O8ftm`<=b@59EQJ&@s{15D&`%D84FA!$0y5fW6>hx43{1rA#(Op;>GP}7~G(qW}4!n@vZ5q=SfdJ zx4^)l4PH)emXQ;$%HH&yLo`Z!X}b9Z(NE?Id4qE)_ceh6_b9FwcTb?8z&-%Op}^f- zM$8bwWwFMriAkrFowa?USQswUrY>sCt5~D8$qCB|P5k3Ev$DymP1*M{F&4tbFSK(E z0*_MN@Y_0* zj+QG{7d#oL6-t}pJ-5+%>CnG3UU)N&=u8-Hy4vww_mQ4=!F<~yng(eg99SEcJceuOxl zdr!?e&TaXj)u7@^1fKZO;orD?m?3ncgUQ5bEjk1hAC3-6y~jp}9I<%ffXQundJBKcc+ z7Az1H7HFs%UdzERL7OPX!3ih^yt|H%QWKb8j)BejjSE|Rs1FfPeA^r1-FyhU^|hCI zr&+ang{_(e7Zki#1q=R>u`|7U5`Wd@_iSLys!MorZQ_hd-4gE8%n1mt6~nn#3oNr4 zCypA<{a)8LtHN&Ms#R;G$1qCU^>MUiOuqw_M*m_-sE6W=3qO%kH z+JAY$E;DaT)h_EiOCn zdE9oEh{N7qVIuTj78p`Zi6O4`_6IO6;6CXf0RCbT`1(U(3-X#ZYm7>16YTr~N>^aL zqCB1-ah4ng;q~0o{_ZaJ852GMf9FeOSg9!Hs)e(y)&0G_&YR-XFtfYsc(Yiw`1gjK zk%!BrVY6nH;QzS|;c@z4oJIXT()jH4m-lasy2em<7n`^FC59s|VfGk9kzX9{ap&;W z8+tds3?wjKZfxk|zjb%n3xtTmlEly``EJ}|x-yB&8CkTUwj zfwarrXp!qLAO(?+dl5i_lVFyc0e91Y>zk80>OT%obZz}o;^wi z9O?ab6#RCPeKh}h4F9>7|2&reJdXc7p8a&){}T4V+0Uza06W!t2<<(HWMOL-yd3qs zIcA%5)FYS1JgWpx%OTQjguOc#!+?!Nn@6lcwir>(bsM=t$$%%~Y#lW6`Fi(M<3*8g z5Yh^uZcz5~$__V*Anwrh`-GH}* zbh?-4HKG~=uM3*{k}OKnhK`(lJJZA+t!wUPmFDcb7zA&7<6WXa>o0>yu-pG9;SqO4 ztm~ZrH`$f5!!1eg1Z(Ze%^iKo!rT2}w~ug-65jpuFy5DJ#DR_P!0?cXNSjFqLZ}AB z8}(lhP$4#xx~Q-lZ~sI8k z-cCS;GK5r>q|3j#)@v^vX9w@D(s>RzbEBB^Tt$!=ZwD#fC!o5qEvT?_Ud7GiXd{@rjT=*69}kKhM0Ca%?5(R zcsoe*bV5#3n3kxvwFMP6dw44W6+U~AESQjKT}D8K=M`30A10u}>q`3WV3bhg3qzP++y9u)5O@O8Aw+X1Sr|VA$sPMW{(^YOu@p}R)J+|t%r67`Z=1uqn z8gBqBS@$EL%ATw*AfUqQN=??NYFIBP;L@XO8r86fggufVEZzuM!k$7vl|5lM5K!TD zr6#P`4no*IQ6M1GqpXKRtL6-mwC54T#Tx=k+IJ98Wl!4o6HwuGr6#R>xc7PjDm}t- z44okB9RyMF2EdZ_J_4%j$@(w>6<$|rvPQL~_yqx%9$nLDOF@jT&k%&g8v#q$c{k%T z>+A`8FaZ@_S8BqlpTrzSK&VIEUExX03W8SfY*O1TVqNDr0xUgab#7hf4Fp;7u7eFT zn+T}z#K5kB)d{HZx>D0sUe~#RfJ%?89b4CVA3;>S0kCBKC;?UWWW9}m3a=|QS)wJ$OEZzuM!v2haDtp2{PC$j%m71{LdWx{F^A7?tJ<57GI&rIf&@K2J zA8!aOXdHNiyJ6P{n8oPuX-mvzvY}(3!e_mu9e=+ z1T7;@-`xnq6HedVK|qDDy^9KaTYDb?6(TISsKTf3_>9p!L8*=z@&xxo0^}&lwtj$3 ze}a3Mb0)5;51xEjGe1et8Q#p;MoF_jfloFOjgp8iaR31oURU8pNnX>urd#j=S>CI{ zJ;{p*2=yB#IqJ-IQpmiO-b#Y%5bn7Yh9}Go#}iN?<^~rPHfWqdK!tDw7gcy}a93=a zZlInWq86D(39$9%hcp(MhB$Llm?4P9-bv6J-q_d~;#~w(h#7*Ys}B%R;dK?BAzEpr z_b~!8{h7g0W2!R)ZLpYDdJ$E6LbYbXt@I8@7BotTQhYS=VCsDYOKCh2MOu!#B1MWr@Ebi=sc5s>MbAi?gI zufx5)dTddB4g;mnoXT<^XCrxKdLZVu-siCQ_(ExfH#y`5B@L)1S%aJo zr{KKb`{WWXBW8%;swTD*;uI4j(EEhPu;@;RLFI>gpD1-7+xsN>TXCHbRo|2XKc*An zHnjF#AND(<)%XytcS797JEDD^G02;>M7P7R*wv%&?Dsf&jCOYRX53Xl!?)rqX!iqc66oQV;w#DThpc^nhL5` zWVst{Ztci2y*i>T_*A^hV!S{K6bHh8`Ei=gtu!9uC~*kFg?i}-V=|DZ!})1cWwF7Is56*C01)) zLR@mt97|Y#XrxPsr$Fp54dy#bG#7Fox97bh#wcMzL|T;f;0V4U$nwE-WrC9fWxG$9NULl?v;3Y)syw;e1(#wzr-F4P6K_``x;BQ1STzmc^NN z2UwvAU-L;jpM!;W1TH=(>oJ{Wu5Yn{bpq{N=fPG}4)tRo_rro{ze-6ojV!Ct6r#06 z>t~!aTGV}%I)qPMX1P?TO9&c%qd9RIIK(9VMso+;3iM2GNyBe6r^J2Ifp8NOYBbmQ zW2;@}M$8&(GzYEd^c%*7lNcD+f0Ds2Mw7|?lp)r$UAOP9fC#Vp}pPkbjzIrG?yfQK>d z-!9*K2K2^(|G^_YQXe=q6`xD;ala3o_$bS9(7^Mq*wLXe6Wlp8TId7EKIim-Th6?d z_krWTrP~KCm^Nh82X65;)(yD=9mfi#);htxIJ$RMV4RkF!Hs9%3oZzY&<*Z{*)wJY zhRCho-4Ct}{h*v~-MdwtxvF7qT?dWNr4D@Mt(Ap6(2ft*2+Ya|^o$)actgL{hTCHm zVnBV^s(^{yehX{OV$mFe29nN*yh)$iGth0v*PL6k?8bL0K6ldT#&@!Oxke{qT4X=I zy#sNpse9+)weXH`V=^cUlyuLf(~~bkfA*OSLTpdI9K_?@F}NK)`F6+P3bZ{O%3jr( z#o(sXM>I+V7y9SuM;AWKF>`%WYPUVldT}Re9UtH@=UBJE@Nge39n(!{lz0IF6=Lh7 ziwe6x_T2iQCHs~pu+1)y{@fnD)dtVKs_qAsi{yLjS|kIJW0?8o%=^qLA0P4R4k$Z4BGZYp#*0Ts$&vTG_7XNQF29;*lvS&D{iCdUon~PV+E9_M_%LZ;P6K!vv;R#!(7P~ml@p0Ohe>YqY@ zg$g@TdX+*!eK%>sn!qH;iZ=n4u4MwM?CE+Q0To_XYP!k=_1{52rN>tNg8D?VUQG}c zZvZS=ZziD1o~(BeP~ml@CTmo!v-=3R^yr#KturEFA0Y^fHv*QhzayZ^p0LjlP~ml@ zCahP;Uf9zz?=$%HSC6tD4z1ExMA9BY5EpLJD&7ECvTh=v%ATxs0xG<&)MSk+sDA+gmmXcyD5y^)?E479;*EeM>_-Wx zvM20q1XOrksR^ro67wYjLOts43QuCbN6-qMO=`PEtn2)Y087tUomwJ)aOpmf2j!vxWe2O40 z-Vj*Q-bp}}J!u~xpu+1)OBo635|G0-RP0H%k0Q z^XTWUd_>SaRoOfZn6ty@%=U1kY<|EwF4%lgNHk6&a06k|6JU74nZY*@P$3xWqQc&c zZz7;V1Tz;^*p~mgX9gz;`i_bctsmgY7Q z0TteYSY4e!K!w+pI@GG4RKJ#h5asLAruMczsg8>W2~%W&pcOou)OJ(mG}{OO^~^TC zbDDP$^pUo~qH>z|6L9I-spC1#%>@Wf>RM?Tys}%N@xk(e& z1S<%#;!S|1>v05B_%Mjo)#(IOcwMRKD(@{b38?hgs=v34NY*+*RJ;MOWW9iZDtofN zn}7Yf8_Lf~uz@2zK;-) z=~33hp|!V+NZQ8<;^GZ~CG9^5sIn*R{M+$)HC|V0(#m_w4k4h@Bdq@3G9ppBuO z686Z<{sKOSMN=d0s2~1-8TKCO*#z+r9CMFy9X&QA8?wU6OX+uA)vzRYTMzWuI8}by`s9DmjsO+O~7Wy zYOHZkwLURXuG9vr<7TC{rCx?6#Zwo#itK~7@Igh!u{X*V_=Bnkja#*`^2h)*Dz3nJ z&xNdOaZ?=;2R@xoH$UJW_;g2*t zz$Z^q>>oqGfEcZwrsSOJLIUI{!nS^9Qa`793+Ie!KM5kUSoyRg`ZLZyc=BP*{O<&v z;mwSl3_eLfg_sP8F7ZVID!i`3lfhge{5jFheN6~%_Y=_RPX~@Fvz-o}8{4nG8S~{y zVei0qnxArXC%hwQ@D~IPB0Th`Fg#&;_!9vYVtQ~q9Bb5JXEaA}9@SY3vMf1OXLdh9K(dL;@j~)eX9!1?+0GEpsaPZRVXHD=tTl^8bEs$~mWi3?enp%dyjKOqO%N1^ zm>7yMJYizkK|qC=7+h4?iJ?J2g>V5ERd{09vuStFoa&ng|MP;OKSThJnjoZ8YWvkD zCkmxac@MwVHJ85b9BM9ooh&zdx6fp+{Tc4oPnroK{5<$xaM5$$9i{sC#ALoS zVpb~VWQ)ORUi0HZY?}E+e8!E6P0~@e`676&$n<}}sQ4^43a7Mec&@jYn`j8h?8k$d zOxsyi$=O%4k* zfJ`^RFaa{bHJx>_oIMBDwgc}pjyt_(O&H~^R>gqy#~8KDTD@Xb4YM?2m=hDlNuxGq z8B7kdG;A58_0ljC#;BF~8&1KzyvNS}1`uhDDNuM}N)&dLIh!rCW*&N0~1X zt^~>qtL$Z`@Fiwr*en@Cmb1j%!~Q8R>@muqM^8&3z4VJ;d~D|xusZ$N&iD5i{MR!7 zH8g;rgk=IWj(;7;z7FRf3MI^LO$qCdf>r%9fEgYk&T^CDvy1|;2bfc^Mw%=E)fhmk zda=e{aXx4i_#g1JqHC*JtXsweP>|D!|K<`gZ=5)4OqT1$HnRku=NAN;@{nkhM-9sy z9&^6cWo|MHrE1N2sSF>j^cYrw{cB8sKk+XYMyyh;P@D8&=gumc<3l5+v3S@3@t2B`xx6IO69y@Z*>e75cpW-8~wF=AIk20s*59BIZgB5Gks#xHv zQ7YtIHeAgBjhWl(SNKnfx6jB)!I^LGX|San{QR~T`=*&{RgHr4J?}CswG;;01mA?&9rA|4 zrcxQwgTT!Al&C3tQ9o$ZeaOpak(uj7@_r#*TR!R8^7AlobLyI9yF-kriyDw% zjKV?{tTBgg672_>7z^Rz7uq=nf!_#q!*A={yrFV<6If9BGrJMGcXS8|_GJe4TUVVi zeSHTZOL$)1^DM`M&k}=UWSR3P(Peh%p zc&hptv@f`4BRxH6eHQ2aaT=0MlM!djUb~RBYU`vm?45O(*6Z-0udwom>8|a z$e{AWF;c1f*ch4otpiw$6!|GIO*Mj+cOHbcg0^?AbM^%qIkvSB)&$rsy_aLT@4@m0 zEEVM8Sz^rEP*-yyK;_8JV4?Wzz9^`7G+mPWjy%NG>qKG6k=dL2jx6lg;}n#)<(;Fr z62=2v+xt$uoy&(ALdS{EV`8-C#IEAQnc*BpIFS&}O9CA(%Sv4?s@Mmk5?sde5M2I} z0QcIg;C{HR*1ZmGUC#D!h*o-4Y=}<&)*2R~qr+4D3UnY$2_{orPAi@dqD`h9&yNf2 z^D}Zo<#Lfn^Vg5T@;)pYLnse^0A6!%q?=2+e4C6Sj0?L3g``Y)N6_yN({%|ypg+v@ z8xzpkoB9D=++oKV8?lk@kBVzy;;|Icf6pbv451U!pI~CN7Se;N4?De5^RZ5!{H?`U z77Hv?jj!e9-$mO<+sk2{itq0-azeh=Ov3^Xq?m_`Ppa569sY2t%X>KGJ<%C3+yz@j z1n?fN2;T3#D(HOSUGYAMA+@V8-}4WHfn)E<*qbSMeoNE+D-_ovNa!bXtGI-iA#^-{ z4HKg^&kw3T?D(6xNoo2zl6t;&Z zxc2Y8Dn!!D(j}DtH0M$_Fy?7ac;`qD^UdZX7WTO1_5Ma5e~(Rd7@mRn3w=(`hWo0Z zk89J_2Y;N$x%6QwqkS$hmA0Epdple*oTm~&J_+v#I{Z?)I`ld9MK-Vwr$Wz+VsFu% zDaCofB#8DJt^29z&P`e68A|j1mG_gfv+Ei&68`^ ztl>A|a6|*LZ%*dihQ1!d`LDmnfd7KOFX68^ufy+4Hg79-tBno4Jx1_9Z>ZoP z&e!`l@~;NAtmOD}bqLjC=7g17#J8jq| zWlJ{pbQ#Y7;KjZrtNK^;Ei(cy_T~HfmiDda?_ILd6#$FES^in=?okXZYqW-G`Kskh zmaSOUuf)W(0e0E2VME`>9%DmazQ2Fzie>EAMSl2t2~EnTrZ2)j4GqOWgx-}2=v0uHwTH^&z(6)INT63!{wZZp?fy( zR;Qx()Q{c3KWDFD;vCKMcZVfNRWyeNB}D%(WY#KEuT@U}IT;PJ`pHGq{lJ zHgd2vBhqH&US|y(x=$>jUjC><6jW#v5c3o}Cbi^Hdhr=i?p)WO))w`#)FO88i zXJ0P9v;MEMX3UT-m|H(!>=-T=i?9!xopQ*VL&N!F>Z7m?**Mp553vloN7V-T zY_{@)r#nSssz|GnAX^_CCPXKn*sbc! zRqdYsg-1banig%Isd5wMoPCw(7>xzd&MBl4u^$rh?KSv(J7-@HaO@l4M|Av@=7lTS z=XvNGkT2J$E*>k7TZ=38Qpu_;-d3(`UhInJ{adXJd%p`uobnTs10&^OcIc_Ji7jwM zD@F<;Q~o))TSB@OHi`3qDXKN%eLp{GUfC_QU z-9;6y2l0h}4q~bog7u~}uJv;5~*vY}7RhJ^pqZ3Rq_seiM5VIH)b3Rw2Y7;gv3Q4>%tYYQsu+_;v23Loz!T_wzouOXnqTM({kguGFDc z-L7t&fDq;Dx6OhSjU|CKIKOArrW$Q+S4WJ?=M%JoXOr4)%ADpB0zf^pP4ArMBLsb< zZLp}E=2HY*dUon~PV-fQ$Z4BG&S}0wK!q~Iw99FJMUWV82Wg&8$Z4LOmZ)am-HtpQ zn>`#rK!wj9Bnu{FS}!7?!t)BNt3?Dq<>mxxwrt0hJzG^&89*$@)%$sCWZl$$Aw5RrX}Pk$?)XD>Yf8 z8q9uU=i3BWddBM9y3Q{Mvf^C_8)p7QK!qm;HsPK5)pjJjYP!nn zI{Oh&>9MtA>pF)KM9rS8eFRk5ll4dfD!i`LWQ|(aIfZ~rkFFhD*D(pg;*Effu4MwM z>@Z60;=pudj|m(URP?;%IiA! z5m0Fn_VQ27oH>L2uhFpuo<|5W<1K+@?e7SvvS;lx1XOrksaYGfz%%b2e1fgT+eV5D zJQ6h$Hp?7B5Ef01n1T%WlV))PMX6sphy2wcuq!`@yaA2@z_GRPF~M&%PrdKTN3x{D zkl_Po%@z&9xxwa(LdLO*zzxLV!DTQ!;qc%I1XKvdx~Q;s<*y~6LIg7xRoIsQx`zih z5%e7uC4yz-I&gS!*zo}@+s+|Kk6@dNN}5X&w(VU+K!xy3qORUYK!w+pI?YgSwErjp zpdOXmw9!6}MhPd@{)3=p$`|MddVaC*abv zQ^#|fs|X^eZ3;Q3xsiYhWr%5))BGnvV!R!sc{(Ad`Np(F_5a#}3Y%&Dihv5AJxCTz z$h4j$pu+PCtE<`f;&WxZuGBMj#3r)?2(VCLM@p|!*ktA=O;{5gPLLIE0xVsZ5Kv`L z*P{uj@VZjdRo-OwY62=fw(4&(Ba(HPAS&JfSh8**pvs=CZz7<=>q<@5s7+??B;eAc zYZ{x(h=lzxL0G&Iu!Q{t0af;d{Z9faysp%Q^)`12k9@yDK&D4o4~Nz!Ga_k!LJ${k z2rOxTPe7GDY5z(k9~?;thZ$>&pqKvM1{*0xG<& z)MSm?TXq5gmmXcy*jq*<>;{6ccq3p5TOgpyp0L{psPMW{6IT5s=B)&Tdeq$&p2WPL zpcOou)OL$l*SVemOV3!HTi3aRAS>Q=uwmvt0xCQ)uxnrs6HwuGrKYRAuJa25Dm}J# zY+dIWf~a@{V97e~>-a1>d$Jx(K!w+pnygXlI)@Q(>Cv@=>pCk4!s3m9CG2qoRM`{u zbOI{8uGEC})>DLa9g~1ekFp+)POR(H3F6`nfhFw)1XS6R_T2CrXCbsdQs343H7CkTtCM%+<9 z`~frUJ<{B7;FDnl$K0b_M~?~po*Oe)hgvGF4t2~SpgIMv5#7Ao?N5Cae84#pNj&!U zVgf3>uC^U6>T1rqa>)|a<-8>1Jc|j~>{yL84yrm0qz9|xW~H{JUWVSlQ_V)-eQ@wR zsK_|>M)`c=K~>sd_BkL+6W^WQ+1H33yrGV<=fU>^oyZ&ex}By&eTi*#l$_W6xL}iY z1e-+Zto37i^PL7z;CB z#}uO!?_(cmIPCbq3O1tGa}3V--UNdMDCIS`&)IY43hy+ITMO;Z>ov=$jadfozr59~ z6ij#_H(IDvYu(1{p$(%2zgf`5o^^vZOT(5iWYxA=R>|#Ko)=?7N@EH{uBAj|SDCXx z4P2QW?T77HZ;K!rSTAg&<4?0{^-8JAZRD9?+=MpV+l|q3#W0ISW5O&{wiT+DXQQf- zTUgyvH=$2cxiY@6J7lC+Q3ri&=N102kL`Rv3@ljc0zn+Et1F^J!F!r5?#djKAry2U~Qw1aQHRn2#uILg^tG;5&A9`<{Qzu=U7fDtUCFg{T%3>Rv}NdrPmecT!` zYGrl}_;44yYSpS$4Tw4{GcQr82}{kLWr3DN$4QqJGfm zk9k11{~P{kg!?z&nyxLM^lW(x3=F2@7oBC~M3-T2`te(InfPgcenAZ7bGcbW(z>q+ ze7#3;HOyS=I_N$C!{O`QTt>_g!L*_=Yhu#r6lraDhyk5}=dmtxlM|49hBr3b_cAdS z!o@GNa|{BXOuOMXxn*!r`7^r_y65JaYdp5|G6VaqtIn9dzJrkEehG8`Odkg zPTgA7XS0l(+kB>)i88J;X#z*}r-~_*&YA!y`WMVWI z9~+hLj*n8^2gb+nv!=25DDqQanyiIL-Z>R*g#hm)py+WN{0r0=@tl)Vu=KDpKtS<` z)5O1+VW#=)c(QfZAVz=ZSHXgMyna;Ai`TG*F?q53hUz%RJv&)tiK}z-gtvj69DwcJ` zREf~=ZBD~twa-n_jzGy%W(F~3s8Yz3vqqujU&tKZ#*fn%>A?SAGYX#Kd|M3Pw(3jx z_Ef%I%D1QS?J~Yy&bF3WuVgjLdb-GC(>Zn>)2RyS!zB6#%pA~kW60{pw^Urjkss!ffL4!b4i#|dz391BbU=SSxRYjAd_}p z)M-7U=!ZxR*wX#H^w6KnuGP~0=b6uKN=sN7X_a;4AdBg%wphn6DU9~@DVr2`GX)Lm z%!B=Qu_xW%%YQh}sxjG(MY=4z?to$B;3ErlqfN?C&QRHB1}fn>Z6kaGjl*_e6rMQ2 zCl+M$jrVn1Wvtz*PF&U2ds@4}xKKh=i-XyVv>uZP3zg++uB1W5bCGRq`|*`^N1W2H z7d@sr-QO3*yg29}A%S^|g;+6aIFT`+Cr#B{i1LyUmg#S6nA@j z;@-YHu(qrZ3lFTe2d6x50N)P2;N%pp#KFuM>`cL(2?QUE?%&-_Bl_>UWbQXbcc}J0 z>p_z$7Tw>4k5rh~w;u}4L-_HGH0yDp>Jd@RBA`NyG_z1)2Z)_SK!q6eWTA3f@c-_+ zzRx1)+wTc}W8I+*@A^L7^Z_i}RD$#fwppk=o*D9%ErWmx;h98TZ6=_?>q=fZlfD=8 z3If1rRBq9GF@tCn@*>k42>QU&NNzB{_hQ~bz!l9-@x2$5Xo`O)h#a>myzj;QF##3I z5Xrq4Gsq4hqw9Z5kQi?VPrMI7^>Ry4Vf)6v5>Vmey+>CeedFFgLf`f4cne~6btnN9 zURUx^D}Td87Xcy4*WF{bsx5uPL{K~k=^_^rw1Q`o+-}mGW(5IYG_#HEoTi_kkGKuy zm(%14xT4vq?K#Z{2_naB3U5wxB>@%65MwT<`8+{lyd6CKbVyF~8yjcwS+3^*aJ8ysqRuw$D4E-XOq2g&j|N6~jBBtfUERf<1qXPr>mf zz|!??1XRh>btVB7URQFudfy3k9064{wnl#^6p^f_6GX)u087>j2&j@Lt42VD*Oi>C ze(!`T5pYGLYaH){A`77!3{Lqn0a-N4IyfTD z!Y7jUL4vq=Ltsh!7y(uCr2P#66<$|z(t6(s^+y7#XoQXaPADQ-C;VhA=C9KTsFEk^ zy9lV_Cad2&p=J?qMWbsR?}Q=}b_qdPyb-X`^=tyFE-nz~Y z38)>cdU1t?RT)ZK$q|FjgB~RK71XOrk$w}+2 z>wJWODjH$iR@eC?K~%f}uw=c3fGT;ievN<%uPZrO{pvao5O77KYm9Xr4>dx@$UH$1 z7EO(y*H0kc^=(d?3Tntt{hm3=4?6Q`4~AjIFk9`r;$+$C56zdF?b=fWt?7~Wyt|a{ zo@ZviXD$5YYdZR22BA8jI+_wC`J7@4ng1-Ht zM4RUfz6-O2A}ysqSFhID+rN&py*$}JjS zA4H>&2@w^7KJYY>8_aKf{f7y-qS-0F@%2Pg{3}7^xJ}_5U;hOHDwH9T8($w}hmb7& zn*@pRcJRde5LDl52`X&g_)`KZe7yJQDx`1xEddqYf>>R>OhAR#l|0nSpH%;qfDq;D zo_u^x0^JlIh+76n%Ty7PIDYVA9(kd8_X}KSxUea%}#C4 zX)Yj$9JeXFIgLg@g)+pL%V|al665XQ>8C?-nvaf2RM)fw6*hbLJOLFxd+=B=B-8pb z0TrHCSY2%=pu+1)-U0ZGEqj;%3l(-e=~WD4%dGSSYl7bpWW}2ROV>XVP$f^-KNC>l zbtR{(cWl|7|A9|?qp>ym*fJtn-$f7=ZvZS=XAw{(Pu7zNsPMXylhto*+35sa(dZh- z*fJtv`v}6~jesTWS^}!%2|G$ah1Zpwu+Eq+VQkq)3CN;R*1-{JY#EWX*Av9W8v;w( zTM4L=C+*h>sPMXylh!-7>_GymXoQVEwv0&DpA$sI8vskz=Lx8iC+kiED!i`bWc3?c zHsPnO&S2vhTSg@8!31IPM!*tw1_4#_gq=@7h1Zpwu<|D{O9%*~McQ5ANzC69w1Q`o z+-^Q~oeTk1G-I`|uCsw4E8camVdf(QRCr=wYhYIsP~mkYr>nQF^H~C_Xl!j;UFT~A zQSk=AlJx-ss^rP~2muvdS8}rY)pdSFz!i?d=$rE;80xG<& zK-nz~z0;*_)ZChQ( zAc%@L0G6zq38<1M>lFl4cwNcK>Q~qKBmq}6y2e=7@lYdVjLaPbVbRnGn(Bw2V1~U% z`gekO2##4(xt75C+6`+^S34HkQ}(O{{1%E!<^7m|>MXd1s{8TGS}%LCv&c7b+S@M) zsPMYlFhkVU#9pJIiRvc;W>4jn_gg+?!g&PHeiUwg7G(@&!ZfE%z*5ziMN5g6K9is{ zyrr@I!v_ec5d8yDSHlEUcwM>she>>Wbur3WzX|beJpoP>*tUUy+G5uob?d%?G zyYqGgpB39(tBh}k^BQxPeYO-T`H|7IYZZH49*-v5hYL2jhG3IuA!%x)C;-Zw{#61iPvS6}7>koVq4G zn1v<0vjdfK)+m%}Ivcnnu13Qh?i`sRly9b)U9mm^ew;Q|(`#g^MW{ z)UT>A;A$bGDFa%0gQgV}P0b7|{9PVOwxFz5S1apF=8r~sSSy;lI#V+tiDY}=W2Ryh zm9yV>c30XC8Ywe3nv1@in6=*{VY7bbeWGj=0IGd`|5dynkTi!Oon@jG0Kl{e!wGhH z5wu>N?XRw9F1fa@uxBp$WL;%~|H>rx@YQ6hFFP%W6Tto^i(X-*c?|%r=rA#VLr?~w zcXQ?P^M^I1sFfCrlt7s|n zZ7^NkoyCRox>k298-}yMtGrsy3~Qx^hKwO)bt#jD_*WW%M${a4CC13rN?rq>%9Px+ zI=VSzBA1>L5w49 ziF%ptZ(i}jJ6oZNsdYvPUMG_}Ca;^=q}P4yG_|ZMrD3Cz8-$RoG~9O%Dnk%wZI2u^ zDoREzC_uUq=ACM$Xp~A2&WDDyqE;w(<~6lcDQbE6UP>#>Wriw+40BUu&;S=K7-dBr z8Oe<{T!VWt^XfruNCn4tJkN}6V-1{O#Jzt85zgrrMF%JNl3(bY+@uj_oU4^9#X?D0 zky3M_INtj>8g@a zi$!&`OPMu`JLn+zzT~^_xI}e~?^_;O2V)43h$@xQv)48tXRI@gt)(e)FSk9LZ%f*>Y`b zb#hS~DvyppvDH11PhZW%ms)FGGdx&^h&)1rz5=b z4kku(UfHO8w^vGaALy0gXH8>XDe_bBPFV|)yz@%56(W1*=?$5$k{U3K9PcJC7}m=AVQ45LUA-uyJzvDvYEyqWC` zx@z;@EI#kxMD%&A@rLAD7)SK@@@rf|OcPOj`AsH9bH3cDdbcl2H6Q59;b+aKFj-)t z>>820{VBAa0=%7oqQ~jZ7gA9?=cKJHtFH_YP(0!^(Z!q4o4=`UZG z(vu=cDpEXBOM+XhjMpt*2a(;*aIksHa6ViK?rSGs5x@(#TUIh1$4~^BxgL4r zXHfCg(Q3IkIth!f)49x({|Qyl(flJ#FUTV@T+b< z5tC>UZk(#N5Y62?J;q5xPSc&3G|Gw^spa*F$0qn_lm;+_~9b(mAAr(-9?KQ@e(ntnX+nb zw_^UA*R8<6#_#j_FXr#?eSTjjJJG7W!l`q*mBxQgOO0)qXU{WFb&r{0b)Rml!G&hK z-HpYeh36M5T3083zK~iqCw<&;C(K!J{2bPPdj5&?PMCY#oMQn)dcpkTj-PkpoOyj+ z9AW*wB1OBRb4j?SV*SUi<9GeO?oR6n0ibxI1F(LuzXa?m_7(g3x&(6VHeC~B89Sz9 z0pObPJW`VEz&s*?}mQ$Jx0Y{Ny>upY86o;&tfpH2O7H5t~ z3T!=P7VxLoBNuA^WATQ!@#FMGOq`=xlsv`xwiv!`)tB(?seHSXZ%^afWqiAwZLK28 zm2BW$J;?Ih>KtbVVVu=w7()04ABJa*DD)ktRh;Q!tvGvwQCvIQx`6XpDrTJT!sy5J$Y{@?kzwN@3u_b@-_;y6XE4@P z0cuU@*NA&o9ynp#IG2PewMW^KF>*PL4|OS})qza<)CwCEqij;Fk+%JiZ34D*KkpOz zbJ?|8y8k?Lf=X!#dnCWgI&zTZrK`4B$1f?2_VxKRQ_x@p=U{(HgMn`_a4p^6%YQh} z`rB?S(q-9o*;5es$QH`59m*L{eA~na0Ohoe@C`H$+ksJ-S_7YMS;Ig!-*}(h+wN9% z;;Ob5q!SXF9+LAu1n^g5!s>I`}{{3YWPTnnNz4j^AKA-Q|fzMsCvXgd5M4uF{jl+ zg`Ly-K>{ko>^%#W+k*dh7d5?_pl`o9WsSAd;fExHIIGkBZ#2wtprsKllO4)tU>xXF zxFa&}-)j0n8MwWg0zYJO@QAzS9qxIh=>u4{-9nHa!8Qw($1_8g6Zske6~Z%#x_W?s z3a=}9^=9km_8v$1|JGDKh`5r;!xJ}{BX?{vTg)+pL%V~Z`kQi?VPd^=! z)4VYzQBC?qEAnt`_HY0J6+V0LSTH2hI-GzC&nv91W)o21btUhyeWrgcB)~$29Zz}{ z!&~jFqzP++_Y!2qn*dAKegdlG>6#~?!s|*-SMTB%7ZXrLV{7!qFNkElk{~MH09dkq znt&>Kvff5Oh1ZpwtbU7Me3O7H8eQX9{DMf>hY7;sjesTWQv_7W6ZUrmRCry<3F|C6 zAq-A=gMcg=WgQ%mUM5K-?Vi8H=hb*aU`hKn0;=RmJClG4uPZrey^CKQM?e*gu+bO4 zAd>ZTf~a@{V99y`0afy3)d;BYx{{OCZ}E!~0arA-#si~uW|vD#PHd7dCE-gU5HW+wp^ zo*38~*o3EBk?_jt>aFWcBcO`L*0$AkW)MV8o~-i;sFEk^5&|l`uH^~Av;dLb^tW!@B>N@{SKo*U%4vu!zbv{cF7jFnGY5yMq zRq~|$76BDrS8~#N>pDLqpo&J=w$*ihMGzHl04!Pmn}8~Lvi^yH3a=|US^erdQ-6ie ztE161#=4G&8X;q3-a!x+O^u*;^B@*YG$&03HRPv$&z$53oq4o6t9@6TEL;7d z`3{<0dy1enJ<^_c=UoxA`S+inMBoO(q$fc0ggJw!6Hp--YoWs4j9)-Ng$QOAs@-!2 z;bklQwE|g!zWt&^o97H_rVn7*wwWM3f^8NmPhS!;TJH)1Duibeb@fRCD!i`bX@+!s z{VfE5(Wu;_@%2G83Yidb4?!Pz8p#djH@^P+1YFVV6yNxIqA7k!5IJsBc*ocOo`4Ev zh~&oC2iYMcOaCiDV!RzZ@je9A-oM7*DB)3I`^G~FsPOULqpOgBJEysrppUo>=9klK zCE$u?r?%%bpC*VLw<)|i&20o!C_{|7oMt;gV!RzZ{d7o9^YEBN^;AnxVKc4Y5m4c? z2ag3qGOafVsPMeP>T1$&@VPQxSMna)XKdL41X!rB<4Lb#7+Yo~O;{7mB*=<40hX@E z5l|&h*QEqhcwNcq>K$A5UIMCUY>hs)j7V0EAS&JfShAJ~sFEk^2MMU~x{{OCZ*19> z1YFVR8pqf&B4IyI5EgF)EMdP)K$SdUw-Zp|btNaPGp0)zTlO#kSv1NzI3kTLBa-$v z1aa|(z>@Zl1XRhB_Rj=VcwNa!>m6IR=QH@cIvQc4k1ZpT^<4x}@dm(>bru0t@?<@U zfC{fGIa&S2mYq((6^*WOj4dM)wvQkz-UwL2t|g#Kp0J|?RCry<2`hgR^HBoAXw=;m zp2S>F&l0ov#r@#Tx)i)&~fvk|*mU1XOrk$;s+h*ZCCzS2ViDSl97TBV>%ss{~=u z)CijDho4}Ey+@k-EIt`VaLk&@wFK7KZdil5+Og1{vS%&ew@_Rv?;rxIv)~&33yNE7 zW-oRY`X)|$JCcA3ud59+L|sknH42)jF7qcL=b1~urUz=QdO*osXS%NN103$_6Qn0 zgP=i#e=djS2@^n95>O$+kA(^wHHHYN5T0P6a!&v?t8Uh+(Yn0f@+lK;B!Kp#aPzY$ zV<;1rIc-#Z=frX2Hp6_-H{cU`tT)XMJpZtk{y1D8yO0{*(%AmtMgl5C|3LJLI|-=p zx^njqla{NwlBx-$bnw4AD7@=OB2%Cl_>dhSK zMAn|O6eXkpw?k76go5in4JYO_W)!{67`);nM&Nn$*$(2irTGTk33nS@DA-k@krPQv~Aj6w^q@ggTlE)t2X482X($+ijvBg*89$%qr1G~&ljQ_HGS8a67qL5NUF!)@50 zG6Z1<;tx0Qs8LZeYC*{u`4MJpHB&T7C5UcALt0TQlsog9TB;PaJbW*u6=vh1N+H9- zwK8aEC8c1L6?J4JH`;IwmG2%HRR*;o6)xjY#dP(t22L>IdGYec&lC4((unUoS1VVF zg_5#DDP;_>7`NOCvy&;glp1!hAf%eSkW&MMd^oVveKc^-6XKp~=Q(Oo&1+@I0K~Y^ zxI+-Q60g9I10YkrB5T+cX<3+fUWDxA7Wzq(gznebk8g@ai$!&`OPMu` zyW}8vyTgZ+{OMdP3$(Qv$0BduIg& zRwr>)h&-@<6DV+#(Mobfpg^TL=kPI* zm~<4hFS9kZZ{(HFt!V9AdOBs2t*1+Q6V3bIk>(rw+)ilb{yB9(%hiLk#~G{5zX|Ub zfGfy9Fm$s7u6yOrOo6$XJzmLn23rBwHUUKxJYH0G5eKLziUwGhcWe~Pw3Wba(okn1X`0mI1gZt{X*tvsw1 zm9o*0sA~KMorf#sG&5IKcoi?WGpz~_E`(lH*dypS^<1z|VJPbH4J9axH>{bwBRm5@MQ&;>V{jF`Dz^M%BChSgQFzKMp@@HkQQ#3uWy`^76yc zHVW`^0*anVU@@Kve3%+*o^#Swmd#fN2q+$LnlN}1dh<6kldZcvF@tq}6)gCnc)hHC z8}pB>Va#oeyJ~bi>tTHBqt>k})I=MLHg*BUDYeT%S zwTU`)ndM@kF2M(PIK7BirFSuj1%_$5SOuA~Y@?bV$-&?tAtkN2}?3d3Sw|^TfL`b8ttWlwN@2s)t$6-De5U z-Dl;E!Aed80fa}3&e7sidc`_g)&I;Nm+OD!A11`%K9dD!iAZ@@sIuSqv&iwd{Gz%? z$*2@FP!8oy)DAI+V0{8USB%sDm48$$75yB*=-0wez4|Bl_8shpPr+B~QU8&9uzmjt zzxL`k@FQ;I+t2dt=lJ&Xu+?v3n=ily9-ZE7e%t~dz4|u3y_Ijj$aaj^XG3!{>}OAtL)p?*yb*_`8wOoXD4pb zzX9KShY#u1zX@O9nZdi@XI){NyV)N79=^SoZ@91wet`X* z`T%U^Ktq@555nId>UZJeto>%{GvUWxeFnS6(QNZQcKAbVa}3{;Vn24V&G*@fQ-;5| zRsR9o{X@1n7Is{w&t<#kvCR(najV`9U$^QHv*SDTS^ST~+1?}A=1BhcQLw#CPqXjC zdDheY2#)U6e+*j~Zuba$Y_91$&5t+Dk3X3oe>Oj6GZ*V-K}i2={gd!!#b*dFELJF=xZDO&>9s9k0;@$Jwsk0w=h_OOxHW)~}k zf>xZp!6>esZTX?|St@3n?}BfpM@D-FjSL$lQ&_`>kpzsKX?(`dg>%9L=&;HJ{RG>b z2hl`-KihnI1U8>%o1N=n^Cz}>U<+)%&o*DZ0ycNE%{yzbIf`w*d_8Qw&Nka_h0UF8 zv-~TtIg@RU`*+y%u+2+5VDmcLu#rJJ8&Fiy$G?qRZld|I2Yi4zrVAyPi+rV>c`l0X@+Iffh@hoctu% z*l*B}{+oauDg8NdPxTPn1ljz6n&X3jtdJ<=UcrY6xmbqLk;Cj`-&mw{?&Ao#7z=D> z2wv@NxO#Fp6B*fTDyAI?(=h(2<^*qjJaEZZi~hr7{f4SkC&Q3}Viq!1HsWd@Xt4S= zQ;jD%9Ct2Xs~%$Ro8{4cZFp&Kxu#m(&lSP4zdu~|MlW=(9q5715vF2TuyU70_CLK& z5e=lx)SnEQPh$NJ5a{tiuN9-vqdp$t64r2I)DZdN6=vlGm~L?XaJHnd2&TX%i~`E8 z*I+xjf(Mvv{0NMXV+Z$io?#T!@-PfEIlEZSt}#mLtoLZe0?a4S zF6vfJFQ{v?u)PQpaQI0%!zgLWlC*NBagkauI?v)mP*|%_!B>{%U=-dgNB7FIjb$Jb zi;QQ%P?PMe4BM}qQ#1y0TD}A$0?IH>prD+qWsEh2EFYP2rpA6NDJL#aQuF4_J)x^} zxLh77^~|0{cG^ln{)M@$y?o`23{#61I6G*Fj0C_9LY)$_pv}kqaH-Ly{XknTNyeIHY z46G*nTyKJ3xB}OUJ-%Mf;%hhejsA>Lfx%p3DWzW{?pgWT_;KSJWlE_%%9ad7F^vy#E2Y(eO#0Lc8w{sxQmg^z z{ZL|rXq4{fwSfLycCD7~KhK<}Ra(LZ=B%=g9Aw4FRa>m%mlQ_(`h1!xz*t~yu)n0i z_)3VF>Hc2+!+F-YC*e?R%Vr>zvxmB0FM33Ef3MTq2U{77&jCUl z{x&`ir}SF@hQ19p{zVi|ap*dBJg=MX^>sJsxg?ce`!kZo4}~wyrx8L!|AiDbGT^ z+kyB_D&Xqx&5qvg;N2Z~@WJSA+1)gv+pSCHp3mE%+WY*62S1MwOFCjk>~EoYh&7%U zLiD&$^@z75I|--|GqNpIe-I;JwL@{Cat)E4@B+k7WH|>h_tZk=w&1;g8^n}9=H9~; zQe?qF1bzFKqo%@L-=L9KvxVC5Ly{5L)#?8C2j(E|(ukJH4rMbihq^dO>1uZ8 z697hIc08-ur2uy`_#+ZEWW>DS|%YHke;db36f8G&{9Dr#XWla@?ly<}@n_s8EI&b2&|pATiz! zo_;zcr@3fMqPnalsIb|?CkUwU*@MS|A(_@q1XOrlVRiKt0xG<&JG_mb9NDph}*!UnHQy>q<^q?@BJ;AfSpy z*wB?+k|OI4f~a@{V9EL<0afy3eSv@quPZrO{Z?{$oq#JEU7J|RB`Lyo{(daxu!j&( zB~RF+38>;Gto%vLu>^$CsJkmXiFpq}D|j}^1C38z=Y0fN(Tvr;x{gke74JIOesLoK z6`mN_8rY=-RCry<>FTZP)Cj1ev9)b=ooxhB@dm(>^)3RcpV)p z6^*WKtm`~S5EgF)EMZ?Gph}*w<6mq=!Ye1NQ%@1pHyzRM80Awz|#$K~%f}un~5IfGT;iZXuw;>q<^mzq(G9fGZkZ zW320Vs1Y(o=0<|BXll4$Y-Yc*3_ag0s3AY~d!`>h2(!Y>>Bqk^C$D|iHBIa>XNvo- zJToh3YNUJm*uUxOYSIgvo?E2&fR;wNPPi%bz5mLWDI7mD`#R z{0&gnW@0LM$qN4JT;Dl`FA~)57d9H-og4d{LOrxR|AOfXSkjIA??mrbEL5J(C1m*C zJ_J+<2PNw2Faj!sgIcKMd53hs{V@c9(Wu;_0rx>P3Yj6Xh@cNVjpPRN8*qOn0ar9T z#W&!dXo}SYk>fUncffstfC^=Zj%Sf$+^1W$qruQYkgl|RFNh=35~^q%4FEq#U^ z6c|GK%3lz)f@hQ5ZqnrDzX$-MnQd$*H-91MBW{EFB{zHh0e?pk%}#AkZWMyZaht-M z+@uMpP=*+D$<3(*iSc&ubl4%u%{gNd)jzZZ6*haw5m4c?2ag3qQm%^#sPMeP>gqBA zD!i`bJ+{xNvriCUp~8+Qy^3MfnUyqQP4Gp6tauY(>G}->h+uH26WWA4o3a=|US^Y+x?I7TaM%Oq- zoe>H9Yl5(NBVY;p2Lh_(3H!eURCry<2`hgR)A?_Ob+BQkmw*aS3~UYTLINthuHj%2t}7jFnGX{Wr5&!Ceh?Q{YvysqS=_11NcBA|*!*tXSm77#?m8vskz zlKE2%9`L{)vDJPYsW*LPn!}oPa8M zUEN4Ph1ZqbjV7|yZ^cD(?j*oMd68!joCzX^6eVcRDt>+>_Llx3g3=JSv}PhM85S3k z?^tNh zPn;y|sh)F|x>i$EWvNjql(nK_3@PPdP2mufoI0T8N=mk%thT1vukKciBL6{Mtz?Jl zzjtO!e7X0u9X3;D+&sFu_Ql|Of`p^`nfHkjOm(o?mo~5L{|B2! z6C4q4BP7(A0G?+0>)p&f&4ukvt{f|f39NZI&|e=7-1CIEr`marT2%8IIB`kjP2&zh z;13EgIM!Z{Q!+bFBJkq?$dqpjYnX?sy6DU~o);lIVM#wpj7rXql)gA%kM0g+N2y9m zEf&?$E@jp%Wr>o@mdY%eHAb?A;Pko(MSqil7Z$v9dE2MrRn|^NS=U0tcHkJVq(on1 zJL{2MG*NKhzjsy)k(0P$L{?b83558PsQVDH!F>j8Q1V3h9cP%Lz#eJCUU%L&~U8Q8uXTR71(GDHugf zDH(Yym(fa{>|`YcZ7D@9W90K%VNe_F;-_WQf@0*e?5bK`87dli_y!pb3nIZmqw1s> zLga9M73}!}Bc+q0iJpvc49ghx`0=c13{EXi{9rqSt{Q**__O3{1R3k`<1H>DrisS* zp+5+x^ZSqH;>TZ^7|q3xM&-NXhgA20@gw}K8Ls%@?>b^EleX&4sKZmw!(R=i6~;=Q zEZPUB?&J`VmYDhV*)fNOM0GX4y}CM<6!L`7Si_i1-<`IvW!0>- zaz3j$uo6T)4KRv>P>+C4d&6)xGi>JZkPE2Lt!o8-tX9+p;egIgC%u3y!2S-sH|y$G zvnqTS%MetjBiCQNT*!}|+YS9?aYuDs4CtKlgpz6~m?(|-R&#)G!=LW7lk}ASh6~H7 z(XrT#n^8251_hRVC|;Jm4hnE{Yai;z1d}TV`ni>O(OV@Kjg%7z(sEA`FN~5lJh!>0 z6>@Z>o0oymt@zcREZ4b;bBAD%J;2!-y^jFvrC^V~mFWac*M{-(E=b}Z6%IPf*toZ@_24BxiuOZfIw zzFo?NAhx$Es(sx4Pi9Nu4!>pQ1is#kI zQ2Z%o;aP4U9Dg}9SUqMiyIw1jpn_>XoV(uD=Kfw`?1Rm2+3x_sJ!Uc6 z2M8D79x446fT3@LjX$|Ok5;c^$8%nEc`sKToIMOxxY@-@p`aCKZ!n5$XIo-9pQU2P z`R*7qJu=!eXkSUX8+QmwJJ~CR!-zno-OZG6 zPxDH4fdq5t;eIQ8_$evf{Wk7B%*!}!@_f_&QP9}Ac#Y|Z zkwd-EJgC7lHmyg5*3ly-RjUc85M$FURM_!M1p+F>7#$0h+m?LvuU)2=4_xyOR=$J) z+3!JNV^LQAR`TeBl{azD1h^}Kd{{GIN6;DG%-CUT+X$!-!`6r{aTfs*L!(t>GckQE>T~$G0tF7UARDChUZ7 z>`!}q+g|mA%x`pCL+WEDl}EFtoE#SNfaXWHEnjNnM=E8FKUc0_RvFOB8#E0bH*YYM z!E7m0gkdwvNYNNj2eP?rd6fMKdFMcd-D8y+3deABP>rimfx%OmmK-7Zy;WGw+0@{p z)~4U4!S)bj0fRMNZ~xS4Gv!>ZuqW~ZY+$05|FdWEJ)N@@#kra4QO>PD#!tg8t&+)Q z2Q{_O10xZIhx}}BUM;|gf->9dI&W>x_k{9#*O7J~;VsR-Qx3a+qPzAw#XiwK#JsKZ z&9RRZv>KTq^=k6FpkZbt#_j3;iWl>0c0v$WJ+Vb{uWv=JdY%7Z)-b>8nPM{OP!n2U zoxkaEW7UHLc;hJERrb=CGAxa^i-9c&e!NVgo1kRWuP3r}Q!nJ!bu-b_%@VE~LYwt* zJc~^Ay2jX550!XQpuRrf)|a#uL1z~xud_*}&Q>O-vx5WTOQ62ix%Cy;f}pEX^19l? z)RmE#t`78zxPgkg%&jQ@(*-SEp1hVOn_9XwF)d9C?0`Ha`u*I8I?Cih-Md>*)@PGf zmKDxF9hb5&y^Q_>8|m>o*jO=@kNn`pYfnr)i3+g(aLnwoFaRxB^@n41SeD)np~9*^ z920XgF?;av>EzR4W`~`L!9WF7v7a||o8uzwKNY=FDl5ZkVGw4Cl$8NBv(`zLtqC9# zpe-?dcv!+W&l7h{hV)ZO!-Rgao*^;Bc7`;UJtoH~MDRA5^aR%UB?z5nXcA2h_}eqf z;MI7oQXhNt5^I?Ias8H&nJLLx21ozsuEs&kY}k^TDOc2-aL3r-1Fm@n)$u>NOAOBJ z2Z12_ybfZ;cPCgMDBKAR+bs4B6lObvt{PmEp-wb7QgStdr`87wD_llQ6OA=#>_meZ zOpJzs!o1YsKhdC3`R;+jQr+_&+;5^m_*sVp(o-OutRZSd;!gu7qm5y8h4nj>iM)yC zXBy1Z-0lfOzO_sl1`0Nobb=jJPfZ1zHs1GjxF+$hVn$EGKQAz4 zkX#MpT$VlS{+Z)4Vw!05PkjNLju^N)L?VnQJ2l{9DS#M|l8Ng4$LuE}x z^3e0q=7{W}N0@n~l7hk>pQ^`{VEqOYcPb?<*g30qVN7sP`$s`#H#5^G;iaGBDl@BP z9xr7(gRa`VmkQ5nIlsJ*Wbct&3FBTK5B&z057R^x5B(Msqd5<4RJ_|mrFswa(D1YN z_aUc1Gg%XnJo5&$83H_$fTBJ%qJxT}KI)NW>4C%9WREcFQzQP{y!}dMYQ(rVf?XEl z1(y2jwKRv3I0{edgF)?XQ9iz>e!L*y(wGE{&>d9k z(3tZ9^TFp-$QkqqRDPj2Gg4`d8S8l(0;K8QcAL4Qo`m}m++f*HarGCY2%N%(sENO9D zcZ%pRFr5InK2%>Ee&UYQ9f7T<%)8ZkNb?^}4MX+WU9CA(|4v2*K2)E7i*=~JGn^!$ zVfx2w`H^ffn^AN9jir|GA^R!sz;6Gh5*)t2@?8^PxVygqYLBudW8`vBM&hG^)PYR; z)XES{>0|f1de+@-*pp~Fz)nC%qRahua_xJK2&a?iu8;f*VcHIHP$iYVz-kPyV8Oj;(&W%kl5tq&P z*$Cg@9v!v=qwsD$_;kw}2D16a`?}4EMOtaMt`pZaSdvYOhM6hm+-R7RQm%l(ZBi8m zIf=V%ds}}yFU?Kq@y}EF9=;chGEe0J@8zl^$<0&o4=j>7E7OC{XuMYmI!H(_9`{P> zbOZsZKuV|2W${t0{!<1aXfDgjr^mzC)7@U5xYzHFu&wLO#0YEO0Ht*Iq^#{gd?%A| zr3+@BVCM(!{y+F&bg%Ai8qsUlC385A z5l|r}j9I9#Gl{1B55!O8qYT9C7z>r#g7^My5K~?X+rt!69Dwn5g1-HR@HQ60sEQ^Xu$THUsZGoC;H7&AHDtJ@o=S3Y`K!@HcbRystK#4q|{0VA+-?NRMEf zh05cZA1T@#I8W3@=5~0XjD!$dp{ftxji&mByC8)4{;|>BUe7yJQDx`0Gl7I?tL9DJ` zAfUqQN*-$E3qHS2K#1~nw%!9z0?R7AzNTEOwsgT~VqETg6MwgXXOrA+(wycH0>Efy z8{0WeH$fk98_X}K=^@~XW~a92G`$3o<2Hpir@4@T3T22fm(z?8B*xpp(@%%wG+V|b zs%lG6VY7$p2&nMcgU5m)nbtM}Dm<^Sy1I*i3a=}9k3Er9jl~;_?+{?2!j31sGC{;~ z6NNRw&j_;OO@O8Aa|Be$)Acn1D!i`bbe#YL9z?c|e+!@XMq?|-&^fGZkZEfnn_?D+&?@kYQBc7T8?dBTnmP~mkYC+uWv z0GUYHEd*rIDC^*82WdY}5EpL)ixY$&>XV0xG<&pV`t z6^*WKtn2(2L0G&Iu!Q{|0;=Q*yT|{wBH@)2)~TlmGmH)-Ad5y>2S+>ZJW>R4lPB%* z1XRhB_A~-2ysqS=_11OHC7_B%*tXSmh6tkK4SP7yC9ODt!}(Q6IlfI`3BtJdLGy&!gFhjlLU7kYg}p6*nt%!s)+|(RYd)|m&mOcW zYcnww{N_eJx7BwN;Y$Ry`-P1*Pa=HLbOkKwCjL3myA=zSr*jDzzPCRC6~aM@x>5+J z5DsdglII=L0rzPFz-Ux%(SZ9P8imYUJC&dhJdNZA^BZt~4gps*JH45S0|8((vyJVXX8d39 z347cI^UG=WBjAc=r?%%bM-fDh+Z5iMW*z|*$`E5Nr&&&r7;gtpKOK_OoIfT}4YULm zHhUN$pu%Sl9t(zKT3ZOH@Vvt6s!BkG*Ok1-_8Dw;9RU_9?0C|v7zUeJNfXutcM@d9 zn*dAKdkLtLr|S<0sPMXy)73lJ>}Ld2(byV&uo;o8FA_w>8vskzw+N_`C+n2I;*)E< zuHHOW0QksFEk_xN#jxzJ%Pepq#Ms zCo%gF5Jsc!uJ9!02!dAdY?9l}r>--H04tiY+E>>(jUa3CVdh){Dm*c;HL%qLRCry< z>FTZP6bPuIv9)b=oevR2#Tx+ICtgKBl{{HLLqLVsm7J`8b)DM@xT4Xujdh*-3Buxy zfF@NtY@Vb%{)~Tlmb)EkrAd5y>2S+>VI)5REi#G(8w0m{nbNu8<`*s2< zysqS=_11M#1XR%o+qSyS$plgH2EdZ_3<9d;$-0t&3a=|US^erdLj+vW=o({P$3u;f zF)|ksgiW3rml06mso~L8$Y_*L5KtwrtD6X@@Vb(_(L}a7uK0?zuMl9NyvQ>M&IA!d ziV`$c6+bN!drQBApfrRntqF)rhR2QT`e1EyEv5f*A}qVovCy8rXDxfQP&DO}1XO3i zHB{ZtpcTDi5=mHW&edOJg(#Ig6)jn?}ZnN3K3uiy|&)*(2BD+7{#@- zEdx5ArDDeU?ie)<>oyM>8D^!z8pRk=JZ4Y(TeBvZ?OH)DFx$g{W_vVn&lBRFYUep> zQO#>*tymK6(zruV@0SD^Tr;6TRifU<0gy?{J6OXm#d2oX(DvzBpiy z?&kARs*+NRMRl}GnKesUqU6Arn1%T3X_TBgpyf&qVN?3+A{6~i2Hx})>&8PBJIEi# ztE`=lvc3lmgKqdMNyaNF@v3ZR-N8i@1;5^8@2u$Slel6;R#?9Yg!q-@YO1~yJcr$< zy}=`j6(4c3%P%!G?yrl%ML9&)?jn|HDGM&);OA#~5pHA#8qlB*T$SqBG^Q?P~1@}3^c?5kw9 z;IWV2;(iBh3(K6Ru<*&7_;=n!^S=2l>m5-N57kQDtjj46Yl^mBE0p1z3Vn?-XlNy+ zV3a#EMxm_25o#{S+?pL|wc4#1MI}3=j2abXgUU`dl)P z!%8Q44SKY}E`C}@Eht7l%dV>Bm7$`Mhi};u4b^slD2y0ePVYpVYRwi>?}H5o#8q08hQl)Fe8f;C)e58F^7ai^)%2v zJsnF5bwbFJ86#2`v>)1?1G*priXNvIyN}utKIi0aEYYnD5KuhgH1S2VFKs^0pM0)X zt`rNdB;WZ}u;4ZE@~@uZf1EXp$?)Cj`sFEh-`TBbU1{Z1qdcte6tx5&nv&BBYv7j^ z-O7ex4gOxCKv&EEHDiFBjsVa~Gn&EbgdY84bLRPs9#Em!n^8?Ox5K_TsPa_DTS` zxeMvSNJzy_AYxkrF~1xyF<%Fru!z9PW3ZeqSSLF@1iY`Xsi z#D3`868-4-{`v=!<}g{66^85mHN$BqpOZL!Bgiq;;kHOT|AhJ%t&nNDzZ14h$Un3~ z$UT*YP$IagjE00>&ndv^9yi_2iA3Py9^lxGo=$-EQgHP6A{Ex}S)2T3`Q~^{Sih0~ zJQZ6#e_`EttMivV&HP0%i#LrWH(`&!!&wu9Z(|9Zspm1ru!f`LG1e1Qy8s}6-stzx z_tcm~i*UnRwS{Qzo_7%-t_%>=UZ?I!)F$fGWtNMDx`cqS!^z&oO1@a1B{Y1S)3Eqt z$4$|WK*>{Pv17_mrI2Aya%%oht%kSp|x#qe#bzJza2<=drvdm7&^ ze+Skb>-@0s0^_uY%uV4o~QZ zhz*au(*68atv{DttEKzTGe-lJmas=JtE?jjS!`dm#X5dTVYIIg-p%fArT|vc2K!6e zx{3x5Ow;|n{DC)#xz7a=MX}~dpRzKqv zGhC~8GcDcIyjJg!X;uF;gJ6!o0735;1zq{{co;Ua+qV<Fza; zwgd5y&?`g`m%5Cc=^u#DD12Fu%sgf?|%uJ zhgjp89@67N)#EBj5l|rp=vk<+qd0#;K!q5^X`ymk@ZP@-V#-SkzKa<>L(sS10I$Z{ z!tg_qp*Pj({x=b|NJE;RHhlogw$};LBiLr4@_1&*#I1>w(8(cYd^J&5`x8*%btR{; z^u_-Q0bn#Lx9G+HK{N`PK5;BTABX^Np^_WS@5TS85^zPcQ+zM}Cz|4Y1d-!5h4;n( zg9KD4LwM#qcGl}XvBY~%WDS{=u#q4!-VRt)m$n2Iwr{KvP~qdfM^_PrMvcwNaut^5^w_Yn}HeBJZ5{g%E$j~JI9C1?fDCb`|DInA#L0Hc|0Z09tu5%dwa z!TfTX@q6G?_Gor$drmW*AadNM@a8l}5m2EFG3Iib1q6xlcJTDmA(__lF^TH@mY~9B z4+8{L`0T-B!H`UAgn$aqE3B@z5K!TDCGW9)UV2+4z(R!`PkI%@OK+{D32TBI39{l% zfTio51XRh>^2Lx2n*c$z%w?wi&O%N4t04!NwB%n&3tZxxe;dLb^ ztKUm+r%Y~javjG@Z;6CGj36xD2w1`%LqL^0VHXfk;dLb^tn;#2VI<0O0JG_mbAkJRLPTeJpmP7S8~#NUwZpb1XR%o8~vrX#0YyWK~%f}uw=cNfGT;i zewBa4u&)qM;dLb^to%vLxGAm9 zW_N`rF$WT~f@hQ5Za#ILBM7jf#hLcib&e;bv{GD6^*WKtm}M*AS~VpSi;^< zK$SdUe?&lq*Oi>GPCZ4a>->U%EE;7U9POy_A z9G4SVf-vr-&^%%G;I#x)2<}>_u(#zm6Hp<-nuW@3%?Ebn*@G5k?YW|<;8%w8xvjpF z2){v4yIKOpEMZiD&dG(RKYie{&_ z=QJ-8M2_1O-kjzw0xFat##~Ob&z`MF^F94^NKSLum_&6kzp=VHpMVOlD|wIYGuUi^01Fj%Jn2;ogUzg@32TD&1X=MWz|!@f2&j^$>&FSG z@Vb)I)jQbiMgpp6Y>htHj7Zk65=6xt087?y6Hp~j)}Ihi;dLb^tKVR=rwO>C(KU|2 zW<Zk4mSG$0aY}@MjvcOBx`{nD&7ECvTh=vN}jBj6HwuGB`2%j zV6$rpxT4WDj=^R`!ro307HNzCH}gwd$GD?Ew$FM?L^ zY?9l}r>^rq1X$6G)xNsUUVGzne7x&m!_3pGVagvA>HOW02kP$f^;n+T}z zx{?#tsiz2aov#p(MWd{PqaAgf?-Int8v;w({~(}Bp0v*pP~mkYC#|=x^AZ77G{Uy6 zt}}6;v6#Q^Pe7GCSrr1RxXJ2Q*GUs_MWbtsbsbL}3mGGGDnZ!fsc{Yg6`mR%U4@KB z`3C~36V@a-nF-&k<0a1=mn@KZ9Cpx-WJXq9;z){1O2bURN7th`KUK zCd|9_A^&{@Y)A7NHZZX^rU@ zgDf__?ath7pJk+73m$KV^BS4CkF{93Yf0^pNv4zS!-d7 z6q$Yw=qm#OYkT|pna8%99FGe%gvab3fob=u{^rDS_tZ_eBky3%40jog|*-U<6Qip6CQTbkUL6qW)f zfasQO#>*tymJZ)VMWPu+C zK&E^LvW7W#>Y}qZ7(6dRc6g$nB+|s$k3S||JP;)uv*6cv5)o#ToD%l}r)Tk&MRCcPNWY-joqNbFLymMG5 zJ6TCVTS`&O82P*g{mWn%KP{sc6eFKySJm>$P|?W4w`_?Ak>H?Fb>0ReL=NXy!JbGRZ)Jdh;t{8bX}k%&`Fwx!xmvkWEVz<==U2gk{|k)=bpx2FYN@}T>A%Su#$@{L zwEgYpLq~4kiYkMUv=_4j6?RAH^t)ziEIUw;b?^ORm6hMd@vNs48YZ!|&J(7tR`X;} zlP3zS>#m7WUDzY&@R)dYSm(=3)^HTQxNc?SC3C-foKs>FEkc4(wS{Od$2f_~yE=6j zP@AYzmsu_r>Jp;l4kt>Al@k|}Sbi`~7jv1(%QmX{k(`V9&aVRNvoTS_ijw;Q6f>)l zqF%8Nz&_jsduY+3MNU}kZw!m6Rr9;&!2jlU&+DG={C}?X_x$c-;aBtjeO;aWzCX2U zPI^JNGAFG#n|b_OUzZpUT6IxV>85HnfX+*SHP>077XK$4p31Azq_+1Xk@z-;fnxE~ zWZ;+H-*WO!Z1wZ-n;3wZ+l+@p{VKTnPAC~{hH~^9yr64Ur+o_z)yZ(% zUd+N%6IQ;y92%_7$>s;toLb0e{e#+?qNb&~loZ^C=Z(QiPJ`R{kGtm?Ce;r@Siu~H~##n~H-;@a6(>&|DXm~p;4 zFw!HVJ%dJur6Pqjtk}>5CSKoVn!GANlPUcganDL+!nkqHHEji{J<67hk;`eEB&D=E zkV!l5F14Q2^g~w;$kP4Xz58?7wOYFWJoE8YX$h-=uCk6CWS#!1E!Oc%3Zs2}@G?<% zGXqYOW?(cO<`(X2i!S4W}yWfWI?o;|L07Ksf8~^a_>6Wfz z$MeX0llOA1k5DT*AVl5iQssW`C?qP*S&H%)q#L}%andMQ_DTgtMLw*8uhyv z1oHtKhQdWofuYaw@&HqSNm@V|8TMlS1MuV5O(h1&JBVO zM)&ycrV%}QT{8EJ-=T6XJe+Y?vLD7rFC8&P?fcL?ge1=>$Q~D}9&v;dcSQDjY3{Xd=^0;cpAwK=J$TvRRmno>=fVoZHcBZ2qMRA3h(=E zHxp2y4B;8t-&wB`#S-s5ku_wN%)byM#@hjl>V}q}!uE}K5K!Ucy+>Ceed9d@RCo(w zb@hD$D!i`bp;rE;m?sDbQNHeZsccK%6hn;5zb9w~&nCIuq&dx-1c1@ZHnww`z4yl_ z>~R~+FQ++_fGe7v+Md(QCWsujDZDw&LINt3A;w%z^In3)csqFd>5xpTe@vpvw*(b7 zd$^c@3ZFfAEEtk$Z6%<>^9rl0eq_2Z`@Gxj3j|oGu;WRuVtBV3u@Ll4f~K-gmownt&=AVWYp>jY!rn6GX)u087^G z1XRhB^Y?9l}r>=7n0ai3)wXd#oHbGXr>tMr79|0Af7}#6owFFdn zUCHU{t?P^uP(@>F+v+<1Ob``s04!OrC!k86thW+S;dLb^t6yE`>jYfU=-S4*&JPK~ z;*EeM?9U0Pk|*r*1XOrk$qDP!Q-r$CP6D!Mlyz{lqpmacpjKqlSkfL$K$SdcXAn@u zO}+?FbnU?1XKtPSg5eKx7!J*5aGc><+kNM=Gz%;+uJrx1;0d+ zzv0l^={-V#??>at_b&}UBzYZdHF~G_u*n~+rT&v3D#B70DoF;LK^H-P2sf|-7Iwjn z69}jf3vLjD`!WKm=5=+=xN)$M1^lO5@H{JTu=n2BvEA&iC-R>Jhd7S_GWyCJCgdO* z`#Bsw(|OE#rSz`-HiV$JKDhgI=S9`R8xovf1)JvxHb;b(VQ8L^p!b z839%EPOMv~+}3X&pmx8o(R^l^$m4?K2&hno@Z6)t_PT^1JA@P{=MW^u+rbm>Lr^Vh2`X&g zcqRcAKHhtD6;g=#009-=f>>P*6HwuGB@eaoL3-;62vNT7na|hKL3%;)Af$`DoS+pv zo8)$r<}}w507f(0*v@HgC+H(?gZbq&cN1_$vs2r1njaBFj@uO8oaPq3v(oaQfM64hRZv?343W)E*Cpu%Sl9t(zKS}6i5Jg>02I-Yk|wMPRuW{zn*dAKAp)x8=~^bB!s|*-SMRX;4-rsBV{7zb^+d9M zf*>m109dl#L_n21S-(O+h1ZpwtbW7l?dmb3~1Rq~`w6HwuGB`2+SgyG2q zRM7|VlFB`2)>Nz6A02%}MVS9lV$gP;{Wo8)%$sp~vRfECSH?W^njfgmg1 zb+BRPe+j7Y#K6|TI^W)kgjY^iZ(ZjQ0;*_iZChQZn;>fPWbGlKN}jCmA)vzRN={b4 zy3YFuxT4XujddNJAS~Vp*yy^EfGT;yUP?fP*Oi>GPCZ4a>(mIyqEXht(T=*#HiEc# zLtsgJ7XelBr2P&76<$|z(t7JUj}lNtBW&C1I?oYA#Tx)i*4GHAk|*oR7);8Bt`Y++Ps&%hyt6Ls~{BG~J6Aa;}sOG1Z#&LUp51_6LsQOOO0n^1B z@Cp6+o92ffK93mD0_25h2QS4-(Pu$FFwji&ov`6k#^omSKahjQwg zbT&Vr=F~z)tLbdG;P6uYW_JEJnVD~4-+sj`!v4Iprr*j=-QPK-e^6Uf)U;Gr&7w|? zQRh`AL<3DssXogZe1+}mdwv|7fqpx*)j%D%@Y7sfDSaZauwl>2A$XO-`NNvxTvsu# zs}!}NoR%qO*QKb1K}FjLOT(A7 zL4J}gSt;GgByifvs0C;X6f%@8z@ga!>>3)^7b98R1IclrGn+o_6}V%vo$I zshNyXrGHYvB*BU}s^`jTEUB&#xr=PYtb>T%? zS?y95Di^XyaPeTjz4OA;v|L$*1K7a>Ll^S{H+L)c-`eJ`&7HF2vj&{rpBK+i-fcyp zuFg)uvBwT7(~72QCmhx>u7v7CtCI(fOhL^<*Y)fKFvA{ZT(0$2C*@QKyzpg@g0Z2f zj?}h#`r8h;oZBm=1{nFp%Y_cf>8kXX#T_e8g`R4)8B13yRv1b)cC>6?C;{i^PGc+wOkG^r4^y& z_t@W^gS(-_%ozDRgnsB221Y|Ymt7xTQ`DoBfnPagy;{twyeqZ48d8gEbI{_7N-j5` zX4cL+Q_Bt%pferJuGfldH0TE%vO*pu>bLq%xpHlmr}Q)L6D(GpVxMRqB6&rk!kFP? zDv_hf3V>qr>M&>+Vl01M-*kU^h_~eIgdilIBv6uUT5;`l(59R6`aS_)dq0LiR7tNFZlT1T+wc2zX2-NBYep+>!S2Go?)9wBX#o}B9*`86JTkKc3_uIkOTn4PK~z}3XKnI6Q@o26 z6E+X)=AK^Wsh6578LUd8Dnpe5FUvr7T&@%gELB$<(oxs#E8%?MUiAmbGx9(`wLs$e zaA3vl(ZD@Vhgv*ZvarN1sh(cfg?8xz|ORg70} z#;dHIjUU7yE ztWo(LT?pOtes7ZU%q3SV*s~4}BBx*rndJ#_o|hVVOn!y)jbP6Dt z7G9JTdx1U_QS7+RU6mEct^H8Ctdz81FRj`OCkUQu|0t+$S-e!PyXz88W%K6O^=Z$=p zT~*8T(mZ^FCtWO|lXMNvE8B&@>HI3#^X_=vs@^%=#qAl;Ik274JBMa-xgSfehKcSL z;p!d44lX06i6|Y!BTS6uI*3N)yF-Um_kp1!{Hz(ST+ZKh#0*i|s{8TCgw^V5v8!<3 zn7kUVq3aJtd~oW{b82{gYtsDen8QM%x|;OPU>C$N+Hwl4u8t*zJRx-X7{z&@9;qw( zH?&&^bVURdyf(&fPF|$moIK~;PqX4fWq^R<5vPftnfEu%*Ip){%L`Pl!i)2(V8I3P za2ghX4>(4U@bq{ktlzpWhlX)ktHseeJD8GM&5k`y zb||o-6%2@IEHVju1RV~=tHU}=GOXb!EQvgj^x~LAi;z}0qhXuNEH-e`5ITrDb<5Ny z>eOYHi-o#`*to-qjXouPF)Ns+i^az&%QmX{k(}lVj`g1f-hUw`a#)VPAAs?zxw}2! zNJwW67lE%-VaU*;MT?ZvPlJJBPFS=@*1~`ot*Dl@{z0{@rdG{cu%KHx_QY-lzVvl< z^U*n7o$U0YQ7H_jPCpHHb#=~3pKv_?wW&srp9c-jpFh7_Id1M;-l{VwV5V>5^P6vb zUbnIUM!_Br|38*D?L71LYkF?_geYypqevgTbJNEkC&a_uDsP}law<0+&UA}^1Ahx1 z+cyhbLiHc3K5-B5tVyu3JWXlR(`J)G*lkYy`K&Nn-Sp#zA?<;!r_7>Nz0l@A27h=P zKTco7#Q6aWMyEL67Q?r#`Vzi9m2a2w?P+|wjBl5-t)-GH*_iwKa5bLbu7)A@uHeIN zrN+ad4Wm=*rS#_KEmS8%siv5PINJyF94?0jtF!A-3qn=aNOdVGsJ!Hj!Aeep%8P5B zL07GMxaY_EG=zTMMs0X$Z@H$LA`V|+vWQDnmz1R!&RvOqRe)?M{Tgx4%KsTZZk!vk z+M{gA7&$hZ00!un(&|7a?X2>)1;&+*jHdgowL<&(bFThecCD7~Kd&+}Vie1zCG4T# zD(lEWmV>R@VjaJvFxuA#%dWYbDQG1a$=_en)>YWB$8>)$|KU9AZ@aNbmu1%-FpM00 zWT8&BNg2u+P-WYsz&KFoEjPk9bGhMx(K3|X@F1ISysz7?%k9>6;<^S)vUzWiQm_wr z0=CGsyxkF|^y@{hsP6CeN&8^)p3Lt6A*uQ;KB-FSw*U-%8*KaorDxdob?kT^<9_A6 zTs1p;80x>XidA?T}&aqa2s?UMD z)1}FMJ%={ljCuA7I()?|loR3t?hI1;-ApIfK#=@WJQ~+TApw1FlQvUeOk+ z{X)gaUHzZ(E{F*MnO8tq(h-yICqna(o_bz|(c?nZBbM!_6Hp;u?_ii*79R4L>9q`BhD1G2(fq4`A7L20?lR+bmQb z&kR`xXe9v^!ZV4w8X};=>q<^x>B4EfgZqdShK{N_kY4I|GKJYY>8_aLvzE2Qv zMYB_U3-=LC@kN5jaht-saNjows8ELRyt62_#fXFK5c2x39R!K-cJRde5L8dL1QoV# ze1U)pAMZW73h5hPC!oSx5UZ<+3O>Wf>q;JK<*&fspMVhM>z>u}TKWq7pm-3{MIKGi z3Z6}JyGe7JV+jDGnQd(6H18qkBW{EFTNGG3Iib zDnVkr9X$PXNKSLzm_)U$C8)63!(9Ya`0T-B!H`VrI|NjCUSW0hC;=5-SMna)XVIEp z6JVjjjwii}VbK~ZX~LS|HG-^o6JY5&{&0K>o;+RmBcQ_TN={erqBZX%po+%U=!@16 z$vTf9D&7ECvMwf|N}jB}1XOrk$;s;XR@(~+xT4WDj6=`#Rwx&t|K6eMp*|(q&LD7NqZ+jT)ZK$q`jAbDtXfWfPf0GD>-Ss?<)8i z0aY}@at!St>x%?Y@dm(>^(_LbCev8&jC*X=k*EklfAx76@2*Tox zfFMPkg8pb1eZCo*38~*v$k~cwNcq>aFX1m4GT5TiaIGd59n?-T+v#K2AWDJXxP5pu+1) zPFBCV&MO35(dgR7y3QU)wjz_p681m>s^kfK1OZjtgmvmELS1JL0a-N4Iyl;Kt9%+k zT)ZK$q&=5_DtXebCZNLWN*-msb)5nMRW!o3t*-MSf~a@{V99zF0afy3{R{yWURQFm z`qg!AC*X=k*BI+M9%_V)k-48BESefYFOoq|FbitPPyL>W#}7J_X2-z*UYM=so*np@ z^>WHxdyZhxTuAqPGv}3;!n{G}S0Uwin!pl-ai4_d39|=ZB%nfY*FuH8Eq{xE3K7;U zRBmfNuq)3Vv?y!O6-@=du|9Yb;a*4K?`{0TMw=%QP608%6|kgJ2+|`+XQA?RE+NDB z(gaip2PNw2WCAL@uH<=#bin-?1c1?~+@b;ZK{N`PA@Tp&dlxu4ifVs+H*c2r`=!zX zA+xZVJO~I2c@aP{upl5tL)`Sv_GYIuJF}TblEox~q7oPpWl&W97gXd8;#&a$Q4kfq zf?iRtak;p%jtcg!?c(M7ZrAC)60P2gTk;pt^HX zP+|MVdkLuU_Fj=yMBn%b0To_@SXupqfC?`wy{Xl|y8aabA*!t_v)m{3)peLXi0C5! zMvw}gO?tg)eVU%xlkJ}G*gnmx2=Yi;VL?7k9|2dq=GAeZW*MQ%NvlHjX$AR^$ ze3~Ibjq!R=`soOtW_*W4wQW*RVZDbs0TteRP&63fX?=u%3ePL7tZpKp!plnEV+Tw& z`vL(L%IqlaRRWXE9H$AZf^QM(idO-au0JB6N}sMz5m4b}rKhVp+3Yz2s(5UTKiP~( z)>%j39ca7)uw>njfGT~m9!@}omzAEZL6glE5^%+%YZ8;qh=e_rP+7bZu!KFAfGT~$ z4iQk{Wu+&qJIPCW^E*yJ7LT$nj#!h;h@`!kP+hztu%!I}0af~>y^eqiFDpH1)yZae z5KzSfKf*CZyJ5eeHhXGip5 zcO#%mpRlhWph}vs`ZqC05)j6t?n~iK%o2iB@NCi>nt-^@=>%Bul-0So&RRlU@l6NY zFBS=?@WjBzz_t)j;bo<#s~Xq2lz=K8TRRrl`8PsU@e06_^)>>k^vQY`0To_Wda?$^ zbsi?*ibvND#&v#5s4QLySi=6AfGT~${+WOZFDpG^-FS)=*O`&QyW;UE>*DA{T<0J{ zb@7V8k~Tv?l|E^YC7{B~N>5rfu5&U0RXoCWEUvSPP*uDFuw)$}ph};tRRSu!tn_3J zitD_CfGZwd6O8L9)QFfP^Fcyo)2GJu1XOrxD6)!}jq(`+s`O=bKLHh9R{CZ%jU~F3 z^8|@>*Si-tm+y&W!|=D{ zaK1o5bp|{mIIX;sIenR%?wz<;b6PLn4aUoA(`;E*f@IRV+W_+KMZjiV{egGT=6vDd-n;H+rLO4sCy<2Nv|pUo z)wQOPv9Dz%T?dDdB;nV?rTU&q&hCcIrVEa)uy0_$e~#s~zL9-<1Jelm^W6>mX8u!O z#_mjS!!Z#J#++vXMk`B1{_&r(^4y%buCiQ`#P&!G>gO51%_2M%tF@4ES$gKHN9Ec zR>m$(vb1kXh^~$Rr$W`a06UPIUFhjtsY0M9zcx-kcQjuy#w@c^D_aJ9tyQd%TEQ48 zm5rf%(JW6GJ#ajnZe&y5<0e&Zx=#Pb7d0f6y?>WmXn`2hhDpzDSw_cDcd_l4m{viMo_1nY> z_O)@givDRCvfG~R6XfRXUdY(XLar#BJKQufX1Q!m^cr*L8q1ABzEU+xBZgp8!5p#* z6_-mH`vn<_{UQS|tc&9>nXo}bYMrMU`P9nt3nx|npE~f?T0x$$2Zs2vq6w%r@*Qbn6H24s}+B{y!=knFYc1<>E z`&L$sIq>jH>?@-xl*xe!X0Lzz?wC?(J8ghfNmu}Voa23#wL^fv}EMh6-&_dR7zv+Z9VMAMuv4Y zWh+-28?(R<81Cgi%b7)^G?r&iwZ@E*a%l{{LBGX}NVw6cyPNY!mcuGS7|l&*6l zw`5GiaFpTMkDm!;1ltdGG3=?y+m9DCPb1XPvmej$I%0}wwIBAq@NLin;Q%0;V=qKpr+|mVIHKhxJBk*5qUqpb@?{;UGP~kk~ zI&sY7tql=SJn9xvWg`V7v z78qqVYInO_;S~qpBGqp^+4}J@Hg|Q#pkQ3o#-Xam4JM+==Elx~8%A|v+>%YXbVZWk zdy|!+$B|1}!ErbeJ7W0pgsK+9tEe|C(Vk=RZ=5uQzSN`cN2x`4)Mc7Wgt`RF_=sy6 z<#?0qIui=M)h$>KIQl8t9a{5@@F-`E)QUM4WNZXSQAcm$_t{Hq=&b&OQE;jIZ5e#q zZZGG@llXB3Kc38wr|{#c?C6-2_pz|4H+Y3%W!>w& zjrt+V$*fdDV|2wpwPA{?jb0`?a$Xy+hOA!ob@N7H1UIi-D;BNtyiKL@`gu;#?q{W( zbHBS7vf~r|!=+pW>QP+BhKo^v?B|#mAq;axhyXM8Rq~Zpi>7vUNwvzD{l>OjsZg*u zDJofWD3^7&0o_)tjg3!a2f-o(rtBaO$qW|q>#gkIIpR%FWjTvqt#Za^7p%?j4I~Z6p$T}01)o@u?H9hL4+iFCt1?s;H_qv61`S?TRqCn&BCr_*AbIuyVc8{|MNM}kV}Dd`QT4slR@%H- zID$bpNG{Cpn30ujh-(`|`qGSjBfzk4fa37wREhfj{X zN@htGq3@a`y??0HiI(17Od5B$FTLA!(zE~0ATV3ZD|WwJu~n}Gll!ufec8xD|M_x% z$U9rsHMbbqW?RoFd+FZ??Z)**d=7{3G@26idl2C_qx}MZ(TINEtC@eNb%;$$;dg(m za-XBneS(dc6t)Kx4>nktcG&Mj)h`Dc4<(>NOgnT?VW+CiC!j)1zj9FdHF(dz1~K&$ znP!Me$}BjEAn%|l2d#05(T6qfM(g_p4^YJG)ylY)%a7!9@OpJ87(s~~-6 zw4rPmjUsjcZV=>wr;%P^K^w|`oPaByo|4;8mZ*v^5UQNCD%1^SzfM4fQiL*>zQ>Ct zC1URt%NnsP~KEK)r1=3^`P|A5uVl!J0z;lO$sWk_wWD#72bPLG#KG& zeUE?&&nv8~o*?rP40-LE313_JL@h&)C1z5W7MnIK5U0*>! zg_o6{uIgrLM-ouQV{81))QDtVLZ~WU0a&u0PC%7DS>HlHg_o6{tU;@-M+vy%(KU(H z)5uvZgM;bo;Kth70h#IF4*?ZkR(i4q zZKif80arY_Cb5|sk+8=SDvMVFmar!iP^C}Uvk9p1veFY)|0ZTF0bxAqz7*cXR0&eS zvq`VFfVj>(2(aQQt8;Ok4-)E%Z#q~rb3FkSo*39Lk^gT<1grvUrqradaZCa~7exctv1I`&I&~^hsMFpu)>aPg*sua{&QWJi>M? zu5&q|s(1xp$$AX|Rr+MTg@6h#D?M3*;yPa<;EG4r1mijiH6rH7JVK}}ni^r-Q=k`^ zg%uPeer3h-gYKH!U0_->&2Gzm_eD z@x(rWI(&a8JO#1JUPzD{qAPHejZF@)jDQM}9Dvv`1_-F|vhpVfmQu{`UC-fye=aCaOhgWAFQUnNT@18 zQw}P{=Z%eV>2|FDt!AGs|VSWSo9ZfQDkMvY=siXOX6hCsyQ1Xe6wQ zz?)HQGx#e(ehAe%1`F%n>;&m`klRGr2=|6)-1jG-!pq9<-b`cLqBTvr=%&RfsU6HF zV2khI2tkIiH>jQAhrZu;c9DN+Z;unU4UoSpclV}mj`Mg=?Vgo%zJ#E2ghlCx;t7t~ z=>$}WF3drNwR3MFphC1=2bEu&UwbKUoa0coX?mi($-w<{3IwqSnT_^i4yo*)Gb)+_ zmUI^qYL6hDg9__oUQR%TXrM${T|+>HmzCbf)UGwZg#a)fl_zPfc^Hi%_RqPOAP+o^ z^a=}FYyJoUS3Er>x7M7fivK25IcZg>Yt4U4K!s9-GBitU|C}&AM7*(@vJgLP!RtY> z_YtV}m=sjlzVTHARCs%@$SNZK(nmmr*C19_{RC8aS?Nu!e%AKu2nbPaU0L8gsk64j z>_J2qc|JiZcsA+vruAuT0>F4`+p&F`Z3KBFt*{`UrcS^WPfs29X|5wwIcZg>KFu8j zR47I4a6Ziggc{@Zp!CxbKF#-bNK{Wu3M#Dk@C*SJ-g{6q7~yICg@6jrE3B+$9gX+k z@v_qQ*a7RT_9MVTnH|NwN?@Ip<1}Gaa3rCwcoksjdK>{&`gA>&fC?`wJzdpxR_78> z#bayybyh^OjuNVhR{)l*8wse=C+o!oRCrnG$r`lI>H`E^@#vbwyhtKpZy;0_uLLY% zKSw~7K4Bjqpu)>aPgr+-ll12Idjw?hDC^>gHQR+q+FuZ=i&q4ew0|U^N}se{i#qSY zsuK%$BcO^$*!U9*iDW&LP}TIwI-h_leX=egpu)>aZ()PhS)ES66_2h-tg|8#b}gZ@ zcqL%1YmtB|eZp=bpu)>aPgwn%m`e!=<5Bme@FwQp2vWhbNw2qnxXx_^Sn-tAxwy{# zgu3FJ4%WA3HxK4(ED;`}t7}q(GP+7bZu!Ma*0af~hT}42JmzAEdZahVb>x>YP#iOi? zqZ4tR3kcQ4D*{W}O9-gaC+!CbsPMAVlU9xETu(q1kFXt!>wJk&RlEYQWPON$Dt)s4 zfPe}wD?M3*;yOwkp6W9p&@kXEI`CAv_6l33bD|d zxL9+TfC?`wWuY}^y0q>#fc#|ww)hLJg&@P&8`QWW7h2N_v)?w_)wR85cTex?vhQ=Z zE&I)pidDD&&dxnIt*dKgH!LIG3cu^UsIj$?v3~~V>LL)?ly-y-8Y-0vvJHAaK@CA- zYJXvA0+G}A0_gC)tb*VvTHFF+wEqACv?E2XDEOD45Yv7Ue!K>>a4jq8IyhK%;FGV1 zOZ7d=*6>KdT$jy{4VeYAn6nx-n=3fF!oGq1zKdnSzL9mX7>F(-UF>2-38~G8# zG=|NpS+S}{zG8S7jG+l*BwwynjU2l(UtDKYN6ji6tg>a8@c&r8SSshM6FttJ1AXjT z(a0Ao<5sRJeqb3RWfT4=70rS%ZkDS?X@uS8J;)fg)|D+N&8n93xopq5a8Z0`cygsN z_?0zmR7?D4?nZsaM5$(smrEP-!nLm)!F_L zPs@1Ogru{tFTh?d)iQ8SL^9bxP975~@Fa#m~#OsJDqO~)wPZ^(RaF5^G zJYLA>^3}%n`pmL50^2V+oe;mhYL?eo)rS2yR*gCE@Js9rgTVWvUidcP04vXK0&5k1 zcP~QrTwT+RCojCx!2W9gFmg(|&}m-j&P7MA(*?Ii+*$Z9v@RT}EoBCc7x7bGMEh;? zIIm;N@ZCsx8)bc=cLBP$TjI(p6bWL`&15v|SF-W`69XuhYhYP8pUTZQj$ zzFOIbHs9!99o7zSCGP3UjMbEnLhB`VQ_hOLLX8aDXA(Tlky?>Ez;26nt~<@S+2<%7 zZoRp`sKn~#NlAR$7$5$~MhR=4h6D2};C$Us>}*@A$^m{lCMhI{$Xa%Ryejpcb*Wej2^ zr7?Iu#68&9Oyk?RTO3M;(>*ISt7nsKR$k}uJFd@=&VgNw-#N59ESq&)_|q`fUFjgE zL&3PAew+@XhgGA!4x&}~e$%0qeW>Y({?%;Xuq?Rg$ks$#>go5&qwuL~&9!n@;g2!& zC9CL_06+}b0&v=HR0^U!g63x?Y!*_L)soK2Y7xogNv116DXw1|t1EgYsji5CqTdY? z{FoYNc*+fpu{dIFh=Afzw}=NtsG|Ka>ddpPYOP%K#ZcX|k_I;<%Rw)IT4V)d0;v9I z=%MG9Yw#LEyp0Ha1LF3-qV2cy1F7!sNVe`?eCq8`Fs@T_`ZbR?Onj5go1F!33=xxT zjU-D~BpF_ttPDN=T*C^E!=IS1WIvZs#bUS{&9} z)jrtAELpMy-om!NnO9Jip)I2Qh2w5GSWhZ$A5lEgBENCfa_ zKq8f)FzU?(&}Lv@UzrbJv?+`INff))<%j%gUht#k{e5WZ84(Ef;v>Pc4MuO`_t{HW zb*3HeI4kEj3dIP*W)x&ANDz>i(5naZw8ykbM9YW zoLI94Hm>&(pfpnq)Hvjm7)}-ia(Rsx?sfYG45i#8usS z+8O(!a@(lyrM5P?uL-(A>RVsQjHPS~+yP}s|B|t91Q_;Ba0s@>N-y&fc0V_y2da;o zRMW%f65ipH;?6DRMHZiQMUq>eT9IhE-Noc^cl&a?T_-pDC0~}f6<8U*Q=R7BM?M? zr2&&a8hjGoEZK;~3rnDQ7!@hYWBPrl`sFb0Sp-ywO$Q2{@?y8ocLU zgP5Ujy!qRdz+_J21bGKdEpH9*j6STH)K^a>nNvZu0W8}tCe$9mHV2i`G9wnQeSm-p z(K3m$x{iPfFDpHTwTTbzAOMU<5JsbjOcf6hj_uRDgCLKj6&B>vTtUDUPfs29X|5+!IcZg>KFwzcs8EX7;e48h z2sOs*LFuO>e3~EZkf@%V6jWI6;r9eoc<({cV1%dj4+1JYuduS(O1?1cnWcvb?}-#C)6}6+D~tdJBl_+)02HPg$Ld>wKM1SA5gK znwiH4sPM$V#=!oYfC?`wJzdqf&Tk2*;<2@3ah)lPC&P=zl64OPs`SbFDgvsc$r=>b z=_BBZN7oLj>UEEAygHw04!O*ML?B4S${-8g_o6{tU+;| zrwF*>(KW%ijzW!yIWm7CR2EH*upLCu3(Ud_3KGAv*!V$r(QH3VI)~M256LTI>)&^F zA$)1C5e!=k>0fW=ZhAfQ5U*Fl9HmMCZNLGdqq|eo#c$Ac;6bYL9DFyA)vy`N^ffQ@30RgAVjrwWxD&MzQYc)2N7N5 zu>`5$*`(K-)~7j{05G1~c5I(!6+s?JD=f&T86n_`r>BnlG#3!6oU|%bpXL$*DwHC2 zIG^SkLXGiyQ2OZzpXQbw64jR`1r^qNc!+=s?>#6QjPSI6KtP4(6;@VH5>Vk~rSGu= zW}W?>01IVy6!$8DS!a&ZgjK<`Wq21HuL3Mx_adN5pRNW06<$_)x~j9zvIJD|*cyM< z8Ii0f5vqz;0G6z05m2R1*0&N+;bo;KYtXE-0s&V%x+XE}j7ZoE36;ew0ZZ7+38>O1 z>@@^bcv(2I)UIE`iKo*a(E{<5U&WNPFmrz~2BCw==gn%l2(*A^i3NI@?Y1LV0 zzapTDN7(qY&WL3F8=R98rS(c0aZMO1>_P%6ysY$ub>k^gTxS^pSv<UpBW%awIv*fZ6|Vp+S+66YN}sHE z5K!S|r6+4pT<0DFu6T4!Fs`FeBVvxs_Xw3upBhgPP~oYe$SPts$}C5Ub1XOrg z>6_6smiAUonlo!f%8s=%2~L1Wz(omLvx;9Ii5=1(N)Q@Cm(EJW<&ew0CD(bqdvS9e zpOgP+v8>AZ1XO3hGlCP>JGt4Hxe4Wot2UPqP~l~@X|^mYK{9CpZUFgDCt$NfC05_N zBJ!ONR>sV7bwjNLsc;+3B=-woU7c7BB?KA9-k>fja>X^RF#By#mnOdZ+(q008KZrf zkGI0_TA8_fX!>luJ(|vcC$o4xK_@{nYk#?^gCdqiS_i0u7FtIvDtJ4gvWTwAL8VuM z8XJ5s0aZK|#E%VzDWK11Gy7z=eT-05yaKTO%clsa5H^!Yi?0w+?WnYfaJL^NR25AN zn$dRp%OaX(hpAK9ffPj@k^dK(ne(%rx_pK!2Gn=W0cFFM<**2=|-Q6066Vr^{5 zDjTH{gCodSCk(SVY;Yj#4`)-7tZX4@MM#mqKM>dxBzi|wQ=yVVRQoc?JO_1O*)2r% zTj@z4s_%q~>aox(kIPr;J!hF^bIht*<%%qt)(cXFr=Q%aF^+YB;~c0BnfCJlcq0cYds)a8+s~oHO(SEL%jQI{ zF?X)9+$iKLRYoFC7o%VfS%r$rnT-8{48?wtffxLA+;mg!a*Sk!^}H*rS3toa8@`jr z6eA-)m0k22m8_!hT|suu%k67A7mUmb=bS`{MVhA(2(b&m5QJF3>xe0$)eo#s8J}oy zKhN4cUdZS2)y8&BHgo$}R*gCE@Js9rgTQTDFMJztm|C9Q1lB72?p}oKxw@tsPhNPX zf&JC~VdRu_q0_w5HHc0@*EqQ~`U5m&`#`iV9H}j328|c7A1|W)w)qvuW@}ogRp~SG zMcx5e8?9m$zL{0SG=@u7#VD4lJ-Je`YQi06p}?9o>nWU4`;1cA$d4EkrJAwHWIrt# z`E}53Sw^Ka=HAxBer#l*ETe4YN@HVIao8H}!zlw>*FvywgwjFfKoD7R!x!*G=0*^g17j9~l0E`~iddHZpZ=4pgFdiG-*uOp_2 zR{LR}20usGk9V?av}ZqBh3~f?TG@x%kLX{`_Sui%rXyP=ZK+R#6I&JtzFGiBnUz3%S=XCv<69m(NIsLrHF(&HC=Ge}HV@7pi z93ls;!z1a6B*Ozv33oXN0`R!DFDp0>*PMuPvmW~RYEY1SZbDUy;hfZ)m1xgD=>^0j z3+qw$2x<`?b(!W8p)SF~KH^$fIqKqL67wzmw&~bYHk)JP1*^Yj$&w`^8s)^pRxju? z;NL?2@8~{*{ae%9lVRt2<%U8nL~2uSN{D!lQ3(o7?J68FSx6+M-ReqQ4hag0ALRwZ zLQBsGkA2oit(dFkOT|WTjC1rRexJR>2KTYZM6}fXwhX>)x0mzdN&L8iA5Z4TQ~2>z zc63DYJ{H*YhG%@3yB6Y@0W_Hcw+6*E5fQWcOc>&p^YEULg>o;20_*de0nR~ZSexlJ zGB9KvD-G8Q77ST^f!y9k{ZQp()?Y|tbj3imVTwwQUM6(R>*dvznbf*HZxqJL^UAei z(JIf|R4T8Z=alY#R?0c|yBkl=j!*OtmvR-TO>rF?n74tc8Dq4s2$5vQzDmBbYRc5E zE`QxJX1}p5S1J@NPLfL29LiXKXP>3MB}JY%w5e0p@5kd;@vIacBZwRl_G1Wc!7$>1#$=UY2$0vIb4EnLfs1 z{sD39B~8s1houN^#{Q_>KI(g^%}(xyf^Lwym`m_oOvb(uVAwaoA=p4G6Cggq?&r4k zV)b#8Z-Z8LL$7~_Pn3K3?Tjo)^|BF@;WKma5md(MoDOK9}wSl5PV*M=>D7CzQ0=!zZug8wAQJ80fTYgA?QVa*HT`hLNq2Jw!$GH&Ja zBl#S>W8Mh{H)8zNurt4cQPM0p!G~uJ^;PoYq77i#_B%rD5o~i%DJ?T%GXCEQs1Pla zD65@M#fKL0veHvnyP5NW1c33VJV~25htVivqU>CPJn%HqD=cU;=MxCH;^`^5&76s< zIFnH2q*bAA=Ddc03Z)2T9ZQcF;7P>ZE0#54j_L+Njq!TGqI&zJpu+Zz?$H2+JGN74!l@@f7`z!gtV9rtN=e=UAIkhCgPpXQYWR47I4a6ZifLXGiyQ2OZz zPiyH8iRz3=L51}mRufR+y$3~u5uR3_fC|qmtgJQ>P~l~z@38|mGJF>S7Ru}>?o|RC z84?3QA12fluL3MxZzP~fpRS)Lpu)>aPgixZ^4AEc;;}XUVr3#(A1725uK+Are@Q@< zK3Sh7pu)>aPu8G~47*>4_cY_tHHnQ3iGb?}-#O!(+-p9wYNw2qnxX!@@Sn-tAxwy_eLS6Aq2Ww^)6Hwua zfek~hB%s2}N>5icuJdLBs(5VeSX^g}P*uDFuw;E30af~B-A+J-mzAEZL2;cA5pcz$ zYX{>xw-PFgR|1x>UnZbRpRnH`pu)>aPgpmeBE@z7gMcg^WnCPdi0k|hp}KfQU`hKY z0;=>$JN@-|4;C*gJ!#dr&fWx6@d(?oxXv6xRq+bIlJyt@s`Saaf`AGyD?M3*;yQ02 z;EG4r1mijiH6rH7ScJ-=sS&no2YP{7SV2MJSJoas=q{T5q*$r*ki0Us{(WcTg_rgk z!LYTE{`F?=E``#%LHDfWa=eqk5`=Q!4#g8z55Av(3c+0m6?RyDEddq6tU0Ls+Wgu} zdG(+}+2&f&O!&r>d~IvsBEnA-#2#ceI=qPRcF`2Dql38?V0()%6S3HQGv0E|cFNt$pUMx%&Dgi}}IM>TjF=@k|<;eJm7u6TM%Zo)lL z6|)IdPFfY}g!`ijs8EVXZ^C_;9wOZK*Ai-s*Mnm3BT&6@Qcz+0#vB0^-rg&+is&0R z5K!SYh?Ujb38?V0(wkcStLyg?5Te?;GRu8ZUtNdUgNQEjV+5(-*`(K-)~ERt0bo3} z?btre*9h`RT46yx&7%Zd@$}SjpXQf@DkrT9)u(xufC{CE9nPnjdHQ6y`AR<>;nVE9 zL!vrtQcz*NhXn*wc<({cV1%c&lzSVJI6HvutYy8P(M6%vas489oShC(tK$SjO zzezxamzAEZL6glMC*X=l*CZyJ5efSnLS^wvz!LUF0;=>0JM#>@>x-9_p0MsDFX_$i zz650PDC^>gHQ9_v+Fn9+@ruBb_B8}l>67*p0xG<$^rTfMo1H^I6_2p-Cz}z;x{gp) zyaKRftr1YAPu6!5P~l~zCu`7Tv-cBl#iMHylg)^P{Uo8XcqL#7`&k02^a=Y_0xG<$ z^n}&FiTQT|!g$nuDZGjKe*~%E*`(K7KwRe!1X%Hu)w#IN^nuCnrm<#bZvrYjF|aYP zR})YrZD!QC&O8FDcx>%hTxSKLs(1xp$@&HYs`SY^NI->`mEN`n#dXFAxZ=^ZgK?dU z2$jVv0ZZ8T5m2R1*#D1!3NI@?VcmF&6xX?xfGi$mT^yZ=>)c1EE?yB>(td}4Dt*%a zCjk{+R(jH^ah?Ampo&M>j>UEUPN*tg0a&u`d?wzjPM@p?5>Vk~r6+4pTxSjeS3J5V z7}rs#5iv*R1VUxgr^aanRCsDAvWl3E@+JbR^krocP~l~zZ${Ht?prxCT!jD&)ryo! zZ~{aEE=t%^Rs6C@?2!Jw1fd~x=`2884oTiylAzbS7dMyh*&+euVp)|RC7?P3o?+TS z3U!jUFLN`^6BldVOhAQ~)u!39tOUuVb+-ZJ{~`gK9V)T<-W8Gbe6TWRma7|TCCGr= z*zO2&L3cARvk+t$dxLZlxzL(cnEf`WOB3IH?%M5uywSdd$6Midt<2ob$&T*Jp&hZv zbY}B*Y1s5bf=+^D*8VEfT}2xECYo55=`lcG8w$xn9oWtk-EMJPT%;ltwQqxE_on^g zw63l-jf{OQE9p8ogrp9?9xm1QRMMI^Y&L^%bcKBb`~8Pmn#vp5w-=aZ*q`ri*f+DE z?&VM8o#|~jY;Q0&JqtKmnIqDYU&IRhBfGTb=`OY?{Wd78g-!6_C!7jQn=W0cANX3U zYE(xpqxoRN*-s!VTSm=&64(Bg5Z9baPX)N5(igHiiu~ZB(l1I+f=YiUw9=1-UU^); zQtvs-ESqCi)hbuy`nO(?D!j*8t+MA>qf(~_lGds44*`&<->$4+u5YjEOt(+VkX_x{ zC&;RGFJ$axAy;fa8xA*(j9D(56TQaVxyEv%kgrsY(um-MQ80(BLd7LU#(qJDV!z11 z3#K{!sVVoTMYAq!>gd^z?YxedB3kW-eJ=c*J96#WkIPv#+Or?6 z!uQ(`t?WbXNA#~|`|L+>(~+%`w$#(_mAi|nYt6NCXVLBJ4DU=<(JKLfuq**MZP$kw zXm*olCTtc`mDK~CmDM7W$&*Z1fKpsPF;-VJ4x+)0k3za40*ZdOH+vNo#Z#^i#~j|; z5CO%bZV^4a2)liMf9Ba%wN@_roPGDKq`~K*@UU(GV^tmTd!GIuS-}`j-|x2Xdv5dq zF617mhBMxfXbnAgX(|*<;;6?CCZx$`$IgNshH#Nv2R70bNrs0dD?^VZ1}iuYOMC+u zeOxN3qGLS2Gwe8jbla=gUHB<2Xo|z>{t6>pR{Dj5;vMP=nQW%s~7Yc z3!DFr?latfi~5X3YkGV5;GW+Ff5|mYqCg=mQKfN^RV6f_ITxxE{Q5u%YZ`4zX%7hZhBNKInzxLQBtxF~h8pS}|A6mx_(xpy}vM{62dLtIm5Ek(RpOmch5}_Huqa zi62++^s@v)9mmWcKED&?sM$h=h@*4?C?c)IGX)% zi~S||J}`Q~fc<6o0wK>s;IwV9!(Hr(eK$Ye!;fF#$9wtlK7PEPAHNDmA;1Ut-(O>Y zXWjyb`B2a$_Ji;@RP`bFIAf1F_8d4lV9#dHID#F%!ES$;9ggHzGVEk8JA9MOUJ{*ph*je^{ zbd1^S@50>!_P@gsW;#3yA6pyt^Wx)0@$pyj@ptiY1#4RGWyZ(;r*~$1#r_kN$!No_ z*}S!|reGg@o=c6N!5wZq*?!)+pZyLV&2DbKAqkA0)u-nx&@>vCI7~bU3g!*6{^oh3 z5L}v9t`&<`dETZ{dHp=6{kfl&a?btkwzTZ{ME`IpSE-is#dR!_74XKT^<4q4lxr41 zc3)x@yq6sge+~}4>~Qa&;P5qec-J%##AWR8Z+pPudUp89tKjfo?C{GY;qV)F*!y@m z9LNsrEs@P$F4gQQ2XakJ6CX3+17tKyeDsKqUBt(3;$si-u@`)R^7m#RUG_fkVeb!z ztuU@WyI~&;U!j~=ijPC!W571VABXZkT5I>rRQT~vKs!P2fb5@#T*%l@$ye$JdSV?f zm8;AeHf@~b6KL*}yo9eaf^netvTw}xxnp3$2#T31VN}1W7F=H(%`HZuCb__jH|v-! zS0Di1w8!=o=u-j(>1zj?_;GzEL}SZ&cz4ZSBJKtS)(;Y$#R)CcZ9czIKTuqptIEGI zx?-T(Fr7Z-vheD!j;_Akw3<)Xw5{eXLO9F@`A4D$pK6&fptcN8ng+a1E9Z0Gdn56d zMti5knkQA|#$k>3O7Z8c;8rss(+H}Uxau!us$VoBgf!?0sgmh6G7wuAdJo`4Z=-&M z%7$z}No_Nvlp;d{fpJ+g)?5+NqB8bX@|9Jqz>)>jF|(@Q*p@353Kn-PD_L_WmvuK2 zccxAZ!mu5>hwLEt?FS3_^;UN995J7yvYfr;TkGOFHWpk1G{_siz!-_ zsx>@Vu{P8!u!Pyc0e<2f=kI1=u^!8wJ5(wa;3E$&VYV0}g%Z5N*fTf~i^HX{ z!AjMvTH^jK{O9fsaD~mf8O~n-*SWG68|Rj57QE13(j-fBT8`6)XY7y4t**XzfTfYg z#DRB6R(rt;qLHDG{A`YBpP&w zB+-4BWCqg#;sg_B%gy>eLF#PObjF&^}SSAu2G)_H}DrD z4Rtc#8%5*5(y&O727-nTDy7LrtXtYbK!s?sL|I)*K!ul;p3>TV@2@5Rj7RNc_Ps9v z?smwn&?q8N!EFS2;Ax~+SkS)rcM)*K(^K2~-lwIC?-Ht(i_v0F0-$9owfV z5af}x!h(F73kbO4>8ayB&E3i&eJzuAti+7e$W=CSipSQ-Jzvuz>v@E#;uU};>o5UT`eZE= zP~l~zCu`82uNM+<#iMH*d%mVc*ao4pcqL#7`*8xQ^a*<>0To_WdcwMUtxB_A?j<0L zM_Ct#Zrh@?Nc$L}x_CukN&DXfROyrUw**vpS?Niu?)myR0;+g~jokA!Ewb+MM!c_% zR{)l*uOgsIpR9cZRCrnG$r`lhYd-;3Ji4~A=WAMo9UxQ|uLLY%&nKWtpRhIo6<$_) z!s_3|Y$hO#N8Ojgo0vL5DtI>O^%fA<`3M14JY{t*u5$;WuK1>dH8b}RP~nMzje&iO zfC?`wJzdqf&W{MF;<2@3ah+!fRmCd+OV+;-P^C}SS?5iL!>cE2P+Vs}0H=Uf7^c$9T*oll(kJT!1XOrg>B$-t*ZCd+S3J5V7}rs# z5iv*R7lg{9so~!-s<|H&dgWPIK|$hImOMY`F3>#;COgA2Hvh80hhWwIOL=vcv+lAv z{XAp)*PeAxG_N_U2PfpI=~Lc>chV6${0DH2uzGM00xASW9aPxS_p1n~5Z22<<=5a# zd-Y(PMT7GR@(wZ!ty^f0KCIctzfM>*7`?&L*Hj zv`nI`))G+RWu^Bkv=i!!1c33VJV_Jk!)O$-0^%J6dEjZJS6I-5`YQ;y;^`^53H3x( zTu-QS(yCA=)PIJ63Z;njCe(-NA;K+xh)`p^9u#{Yf$9g7f(qL=K1o1@xA%&yBKpSP z6Hwtbh?Uhp2&nL~(wkcStLa@<;m07Twyw-#pVU{=VfG-Ri!=yQ!Lv!PH?2>TB>;@4 zwjJB2If)>Tq!kwA)0{=X6;Dqc_i2U+RZdzJs!vlUph78Phx2LPO{g(m4@y5B;nOsB zNK_x66jWI6;Z6c7y!W7JFv8Qimw*b-E3B*@A)vy`O5bA#OeXsY0T#;aDDG7PlgS*X z39EwN66%Uq0hX?RBcMv3u03zYyWMzM>FKIYCOd$DDjr+oPbMRhwU1C$yaKRf?I)m0 zpRBJVpu)>aPu8HxWaklZ#iMHylgWsLwF#BQD*;Q`%>-2G6ZYK%RCrnG3F}Vck|vWi z2*~15*2NKPG8vJyHxa6fR|J-{Um&1LpR`{mpu)>aPg->{*<%D$@dz7#G8vJqPZ6q$ zR{)l*&k<0iPu3}K>Ae3MG?{D<0LEDhEah50DkVd&cQ5uW##<~e#``G&)fw;%(+=X9NPBKC zgBwKJSK_j_UlUN_WwmLxEURfOm9H!=aZ2)e{!GAThf1uzcSU5p9;}R+M`&p?JdT&O->O z5VplZg*6Ft38)Y>cTo9Pck&=bGkKK0Pf}wlO9_yJ*xCL9$@npq6F6r~`}t{IU0WL& z`%mx*ebI~J15ZAzn%_*28D7m;%fF6*3Ss$)O`=9Xg_o7z@^>HYGipc6M(v#hRPk-T z5MjDDfB%qF_Dy-H9l$j9i{@p~2Z&QrFL@0?Vu+S_H55CX^QAs9`R)n5px@UqgAHNbVBwFd8-qS&geh7lkVplet!fVY`g-XBU38bX(jb;5ct z^9iUB-V4!^FCn19%gXP)v^Q=&oq#RA4wlmn7fDB1jU^PE9DD;M-IPs1QAYg9>XsE+U{pv@%%Sf41b47nx{**-gq9psSl{OJ1XKt{6J_-^0xG<$(7w&11Xw7x zrs3NN6@>K;c$Z$q@?GvA7Lp7FAx`8N9!u*LUngdoG% z8`QY)zRdyP)D(x!@^JnFaBYT4r2;rL=ay^kdkQr`vvbQ&n!TTh(@0k&mnKUPAfkC5 z3B?m!niC1A5FLPn3Trf8Pe6re2o5U0OCu)2wimV!n7MmC0dx?9+jnLXn7O-((1hl;U$=T?;GITv+UbG?A&wkZDlvu>#gv+-isRSo!QUeTz$7~ z#oE~TM3!|(Wz*Z{SMRLOY~C*E|ra(4sz+EAEf3c{&${af5g5|N5f z)c!Y6nCZO0%-GkmlCFb;6*wuwz8)^s_bOY%BL#C^Ha|9ADuYvz0~dmAqcOU|zJV36 zKU4jU?Aw1a)v!O`-LP+FzukAlGOM++HR%1elId+YlN1_^QGWJ_SquMU#BwPHjJgeq zYhe^T`w1Y{8X(xT>C%<@F=tq21)ga*&o)|~ZIp_JX|VTDea5={MyqJ7GQdkRCbF`> zLo7q$=`R!FsUxhZP)#AMe=ymIrY3~-r1T^ZmQN(B4u{zwD+*?%k{`+E%xWH_z+_M{ zOb`>Cw&35eu_<32H43G5`ARjPGs@PwGMtBd`#@wO+|@Huf^$_k0Ww=TFkp;Z<*^zB z&sd3`n6t*&?vKMB)WhJE0-s{E`;^m)hGphPdva#Q>NBdNma(?D)+mfXhSTkv)bm$OaTp`$G=h}?KyaSn1VqoU-sQwtI+q%)uKJ2Gb>@Kt8Es9Yof^_; zzY}WV9t*wlxO}DFbCy{)$E>PVuE=_6y&zTiz`<5SE9;w}pdSJtQNR6I!Q8le_KIoj zX&JI>$n6tkJMLb{*vmq$`0ZT1Zl`QkcmCWg(b z+0xiwkRjP~7eXaO_aX?^y-IE*i;@-E^RCe5L%~f}Pcbs`Q`tqYPn1;^{{DT}yxeA| z%N`hSK+ZXd7_ZYjjX;cD0EQsODZGxDB3g%z^(o^M;w`?ldAyL%<*SYDnqBhk*RyKO zfrnpWXBY(TqV&SI0jG(UXE%Yh3ctG-A$uW1c{GDf3Er5l8YO+Hb2DOgL@TD3$qKl8822HOuR)YSuVygx@Xtd*;RT5cKIqqgI63u~vCwo;fzTLahQOk+**Mfu`kWvrrwW<@-{QT*&C;`lWIk#8BE1 zpV#uY2=Q?$DJ`E}40~$wEx)088ljF}%YQ$wBc_PfmT#|tpYyR-doBNitQzgLd`I|x zQ#p-MQ|?E_DXCH3mX^32RH0*J1#at%EGMMFPf2jUk`~;%pkUm{HjZ}hLu;2eEx%pY zwyaRQ9{npT+^#2S$Ry3`P{ryUCeWIV-8;Z|G6V0`d7r=rZ4iMOvdTtj#DG-})e1B8 zrWmzljWdgd3GUXxsFq*k16lZ0&uD(#D4b~-?d8g)N~IYY5aZwV)_66%OQ^$$M(z=O zBb?`wZBJg0@Ov(G(TBS;haIos8F`#Y@-e-g%&JCyKxgBeip&GDSd9;OCf)~0-+z7*~ zEK74XuOFs}IG)LyST)+SG>+gEN3Jcub1W@!Ij9o$JGZ3;_idA^-3!s$4fH#;ttzx1 ziT>3G9h3Lug;&c)@5u{4%vc5IJ;Mj*Cd>3mJ&&#$v3j24(Nu`-s2>ISLDztBi z{?!4Y#z-LC z4G1l>NkJOdU78sw88PXKB;g~?aI=ZAM2>hoV|@e^9Qyi*U5sz6<=KRsjRBJemuj9x zsG%1$IFZ*7Q$!qdy_{8}J#*bEdVkPBEBVj{9sR2XcpghU)IA|qOFs;)rI40RK+*5M zk(xt|Lp?T^dj4xA7KAMzEFQ{j7JAO8TS3~J)xie1liGzQ;yjnH3s7Od`VSWGd9UGZ z+n#w@h&KF0*d<7$Vmu*VlIrv6Wa|?&dF~aWK6mi?V0skCR?Pqjw2FjaC4L_+<_}Y0 z{f3pv-^gF3%FuS_;=pt+LY=uBdEpL4y9;3i8Ko-{7oSq) z=uU|v$j~#g|Bn?M$H@BT@`R4cgpVO6{zz5(YeH3v;bhgDm1xh;`V%J&LF^uNpQ9Gx zQI}~h5$Y0*#v`t4A}$NU$9ZSr>-;rqdf2lj*t6IV;Qxj2|IzUOBKZFp`2RR~?s4#W{Csh5&@}f|eZ~aL zQi2y#i(6kd^*QlCvFX6#MGJd-c*D%Bo}V?G{{Tex_~REXIQF=sk7wWK&p+n4qZb^z zU`?-wY>qjn&uBReu|K^-j{WHz1jfyPc{2!W^FpXt6ks`c3}v;3IXP%1qRk5oI4op` z`G#?ragJpfr@>S#%Q$S&@oXA5cy;X6JPf1Rn|U^zF67t48#XwT?NL_XysYMbSv3p8 zBAWlvU{@-k-p5>M`oVjIDhpwZHZ4kqWU6m{CEmKp307nQ~Ex(q{f?{$X&Is zvh^aeo54DVDR67hikgt!4ufX7*Jr|{>T(|X6SffNQYf%~d;wP9RNeJH)xqY7FVoB3 zj=<`R;aUOSi70D|dK>kl)U(;J;u@nX2C5BHRD1L?!7N@=ulB6Y_3FIQ(wH@`Tq_o> z^1Mx@^7?tsW8BY5Ip==&hOF7~iT>eI4qjZdH~28~2!qaDGI2$Slr#2K@|9J0K_3@Z z+l&XR(r;|bl?nxmQ>v0RhjQ7IY9la90rswOme~!0dkdhmgS=-MWHvWDc#haEwz8bf ziC^v9Im{g4)!Ur=mlr42tO+Ql2*%qQ9;{d!Y8EV-$qo+i6X!U8Hw%mPSoU1LN_~s7 z56?)UWU~EuawX=nY=&=adI#Jz0euO4`s*46vi-uro2ZV$ihe#%? z38b`Mks8@{d?T|Fdxg9UiU+?&*(|DG#@F31FVguC0Tp7e5C;`@uaHj?P$70ja8UWR zde6TGS@nUi8KROh3%*E@cc4qWQ`s7UJq68tu`&9vW@TD^zhEye-WIi=6>R{^wr>+^ zk6@dFN@aZ)){f!>=SDM74FcGZKFtD%N>6>XVu^oM@MCBuE9%CcWOYKF#L|0OP4`$M$Ky zNsvd<3JdaS9w*?6r>BnlG`}HKIcZg>KFx~+R47I4a6Zkh!;|6WEB$nYPjm1NiK=%} zP+`4?*AP(Qy$3~u5uVm51XTF;jg{3o1XOrg>3i&eiT@@67Ru}>?o|T21rq~7H9}qS zD!|h9odi_r)AjuXRCrnG>8h?Oyq16}9$PtvBqA?Zd+}L9Rq+bIlJ%^}*p(kJY$7T)#6%Sun!na(^NnX(5H zkj0~{i=z{yokyrHUJ+Q*E+(K#pR_9psPMAVlUCh?=FJ3D@d(Q?bb_p7gsS2dfFvjSvysY$Ooz7=I%J%g`1YGgx>Y(TZVQ(c=7Ow;>VZTg3l|Es=K|qC^w3V-Za+C97sTgCk8gGFo%FD zX)~k7b&esRipSQD#dS_2R28oPELq<~K$SjOEdnaMtn{`uD6Uf>;EG4r4#sufL#QlX z30T5jML?B4VLw4Yg_o6{ux>m>n#%ua0j>UDRuGl z1i887LCxa5ll#NwJz`y6%Xx|Ug9M=?R^_dR;t8wr#t5hoRB%vXhr4ehph8#)2bF(S z-Y%_6(3?ulgeQIy+dT!mKz=U)eh`~mw|mkra!X>Mv0X3-tE-O@DvQvSgGw=R5wpoY zML>n%HBnYyA)vy`O7F8xQ*%{)n*a;NS7j2b01<15Ayg37Ip8fPmiNCT2o0f2$3|gu z&p%5*g~&ZmwCCNUsk+JzDkb+kXS%cnTLAfYCt!=8dtN{eV{cI7igaygg@xpv57?T- zw{u3Cx#zP4odn6O{SGwA-1A2Qdfc|3if+B!^O1^B)czK5bd%0KUt?>XdG7fErW*EV zGxz*KVH?B*C7^HFd_`=5vxXJyZY2c{YCdknCgp5^=Iva3 zKGPuIPiKly>66C_AVha7gQI3H&}*FyE`st>sEKd`>fK z`dgbk&%wTGE&0=#mGUk{?%>|z?ci<%?fIRtUw|DITXr0*Q}z(LJz2?nxifBtf>2m*I%0}wbyTpa*T2rH z(Xy*E@1cWJueS={pFKk>`_Swe(Z70aQv8;5r+Y5Jx_Y}--+5>%;B0N9@Bmt9e8Hu1)+mrGs7;1Jr!YQMC4DZXVA2R-Sgp3Bh=9|GrK^+xN%0S znXw-SDewqPdwJgXWYuWT%s9gL+vWE1yw6EXTn?(x=$Hbxt?a z{!T>OvO+tN=wDsQOwo>J1tm+St3#{~=~-^c2!_JnArVk`NuI8wqVSSAFrS;WL%5gZ zsm_Z?Daq5;WLvT~*tmcdj2UeBbNlq2%ew30aGs4EoZdSuuHkmh!o|k@RAThy$;!iX zu`Yvxas8Ily?b0@BAsk5NttV;USGN*$?(=>W$1D0CRT79PWc8&p}nFo+5tIj?oX&{ zF?^DsoHm-#&pn(p1WW2s_si5GJnAydB|=?-J@<0jLCVw2^Eqah27lQD)}a&p4x3Swz-vi^ft z3T$`JcZ6IFd6+by z$d_UEV@Po?XA}9qolT^dSp-~gD^50%+3Mr!oohvb$wc-KX(@7F7GKd zaZ))`$Sgj%;M74Eguj@(Oz$(lh zM0Ak_f>iKq((6s@(_BCR7*B0Gwoh|8K^{pfEXb$1hJY)co;vQ++)1c%(yCB>ntKVT zP>R^$e457yHOA{f>8B%nn*ZJ*QT=vOP+`4?zY$R3y$3~u5uR30VKRJWtgH?opu)>a z-(v@CIe7#D7Ru}>?o|R?PC8B#Rt5cpy5d!UrR(bmsPJYGE35MesPMAV(^cJaa+rWB z9$VvYIY}hzWgwI2+Tw9gT$i&q4ev{S}*L=Sck0xG<$ z^rTg{oO~4lRXoDR-*S>j)`f(s;uU};>oNkW^eyZF0To_Wda?%XG^1_b^a)!hpu)>aPgwn%n2!(;#-r{_;Z4jP1gYTJq}N+OT<0DFta!@m zTwLdSgu3FJ4%W;(K|qBk1~#tq3;`8hR(iUsah<;qP{m_w$KpD>74g13UIAFLzJh=% zeX<@&K!ul;o~%J}o#P0&;?cE(ah=l%mBlLoOW3y%P^C}UQ35Kwtn`F+<0(>HXCnbw zJj%K_IuX~olu%u~BCw>rnt&>O(%wKog_o6{v}#=Ea|BfJ2-~r^&clSN;uU};>kkR2 z(kJUL2&nL~(vvkPuJcC%u6T4!Fs`FeBVvxsj1u05MN=begA2so?qbnYSV2MJSGHpI zGKicClg?qaTE{Yo98M5ALRJP8Pgsn%kbnw71qT&&l)H?83SlK2RQ|>_WU6ND!i;{8AN_Sz!pD)h!A8L zdxIKRq-#SfEF^vx>YnAr$gnABmMJ1s4sbQ&$VI_wn|!i@cht zw>7)SE8t0><(ZdBISxiwG&kh*@11&ROKOD>9moP|=Lb^V7bIJEFaL;A_bjh_$mT}6 z#1~%v5g|UM#bff1D6kHs!t(Nu?5D~QHga@S-?{uFZ&G1J?J=cOgSUO_xvXHmeXCo` zm-CM_E^2ITWQ18SCo6d`F+dRt2Ky157=T?2Gh>Lv0Ajb?rbPNFx zjPfGd&p&c;68T4ZT6XC7@{eTBn7g2N-Wf(@QW1CC^7uJL?qhsR&KL1a$K67%!KQ;< z40|fVbhMdMTWjmvUaD z8IfGHXVMavgDNy$roe40r^w&ag8LUJ7&oqrquqa^wac59zhlt0tk8}j`d8~(EY=9H zi2dme7QD<#u`QcKMIEkK9mki@x((?#2q?TfAr=*dw?RJhjYD_l*16YSo{%^2B2vl| za?*xyOOG*}j`+Pn!BSQ*W>DZC>mC)5C&V9iu*_<$Y*pO;R(QgwUrKyFCs}EDj?h_9 zFwRyv0`-{01UlJFl5&AaLjdWDB*XD!W#}<#j1?S*QL(dxyepxq#ps8EvV>^HC>L?k z5E`;a-EGt&JnAydB|=?-HTSZFM22PJWeNFILga87zLzCLi+knnF#h*v3AvhO2?>is zx0NL1=spAThAedQglLNLX9(e0L%cL0PzV$SH;Jqxa&U6Tg((c02;O`J^qO#<5WPnC zCN&i=Pl)^yL0HU|Hw~esXT*S~jXWW2U?lQ{{D6_3=LzB8lFbw1MiU`s>TmfO`@h}* zqq75@WF2!oUw7_UX}DIf8kQ}^f!$lP-mTC^_^qb>_i0^SFiY&8{6nIxL!~FP4 zcH$cN>f}Q{YzDjbOE^1VU(4^fjvqh9k00m9Pr%W>o*h03hn3y-4dUZQ_!zKn;>Vl$ z@fLPriaigCTRGjnmHjo{zKvhHogeRj<0bY{aDDV@`&00TeJ4A7njJpF4xe?;eU5$m zJUe`W9lpp8N3$PpvA+c02SyJVu)hpn;7!LNaN0K5;VyQ?zMCKK;m5D=@52}I>y5O--Wve?0<(NQ0-Cp*xIn47auQ*kH3nKzl)EbvBvciI8^L^ zdS|v*>_0)7j5h3={Z+8Kl>d#n%&%dBN{jasZY;WplLKN zahP}z6wK{NeRYb7Y#L7X3DN9$wcNlLNbhf~ic`*p!&`>nu$CRzyIq^T60X@(4&?Hj zCO&4s2h?ebTO03coZYYwhObc0E5*kl z@G)Q;;*Uf5AFT*~Hx+*T6OeIBzH(0qKM%Q(v7eH!)DLzu5EX~5aSIMbc<1WaD#;7i z-YI$IdzL{`9PG~Q8*`)My!>HCN9bucwcz^FXqF6@a+P^O^~{zlRfh>vKe4?KT2v8T-u^gF!KzMUucEvw(UUX`$m}AMYEAYdDS+#~)_Usxw z0Ay=I=1nNHT-wBvaC(oFT{Bt{665Bn#E8QCl{^iAqHERNjDOwd^{9wh}P-Av8J2=2koa6l6EG*Vz*>i_V zr2>3F{zEv5O!r%iTxo2)U`=wSuwp+)vDjERzt5<&{^7n0>vs??hNO-QdX2eDIQ(Xt z&)6T8RaxIRkhsnJMVKw*9?1xtgEsov9AVb^qOfHz$`(?7M`XIFXms|Qo74liDRxQdLwQoisRrD8)kcC$>|FV^Cvw2OJDfnAzPMh(~36lk^3dKVkQ5I-KWC43O z0Tp6_hJy+_slP!$g_x-Bpz>?*|85qr8wm1_H_@Ar1+2bLkaN(e&w^1)u3%OwjR7Za zP@df!C4OAA3M~KbCddQ9KL?f4RwEWueUpF+(N>AFdYpg?FRReWA$;zFHiyP92>|1f zJDD6BUk2RmkXxZqMADNN3G%?xNUyM<92zq#$%Kkp-*W0x5w@K}BP~@NOsI0ws!(%i z^b$~^8jP|IvE962WIaGE^$7?a!iSh0wMO>M787cW*MrhfBT%iJ6ja#0@y!HOczdtN zDxz;(M?i(wAXZj20xG<$^rlw78|6C*2vKcaNnDZSZj@wu5Ya_`h#(a_oAi3q`ZS*; z0F0-$9owh*GC>|mD=f&T`33=3JUw;Xr}eKuW0ToISJDgARcS4QvdQkf5 z2%l!>D&EOYAJu`Af(q+B%pst{dk=~RBRs8R2&nKH#L8*~0To_W`W`!A|L8XmV4=*8 z;$B7XAKk9ggjIn>s4HFtSh`jSsM4qFMFdoMS?TGj?jQX=0;+gyjod#vEwX-sP*uDF zuw?x-0af~By^nwjFDpG+gZ7X94gps@y0)>uTUvzuIia$6C145rI|8co3Hx^fD!i=p zgmw3AmRb?}-#Qc~b6+D~tdJBl_JWYTVPg$Ld>-?2aSA5gK znwgz8;yr0RF|aYP{Ryb>veMI4jqA)Npo+)Vj>UD3CsY-$04!NwOF)%AS>H%Ng_o6{ ztU+;|906B6x^^(Gvx!hyyb`d4eHQ^$`h>lbfC?`wJz?E=iWJxR7y(&4%DOl@5!d-V zp}KfQU`hKm0;=>$`zQewURHY2s&SqFBA|*#*p9_@o+VTjuK+AryEpBK{_E}pRCrnG z$r=>bc_jf?Jh~}|;US6E zm;eWrUxR$W*qo!Uw-4(0b}IpL5Ix&pITC+-JHa^^rEi_TU8qDg?(JREe7XS)1`Lbf?Y!G{79bbswI5ST!F? zkQrXhShGK$fC^#uiA`b&0To_Wc(Z>x0atvpFNBz`+21dC8U!rniUHYpjKet#^%1B zS>ufr*vJh|jn<0mD{S}GqERu~wvPThBQeX8EXFICSllYb-k;aoEp;W6RqJl42TD%@ z;e7`b6trV;29a{6=Pa{qj#*XMVOF+{trw&U&zE4tuCSLTWG*Y1rwQ?@&YZ!gL#kjP%R;UwJMQjh8X3NQDQvAd*I6zO|V$a!~WMFb^!q{yDpid3oQ?=XJys(He2ari?UMHCpn% zaSIomGO|_p{>)%n*>iPGH=exkN&}%W{;QolI!X;t_dKOn&}^^mNZ(5sb23``P7zC? zxd{WmoEOo4(#NBUY%}Jn+xlQ<;UU;#7;Lv=xs7r7lUsC6qkLfy6e%@I-|MRnF-<3D zq`gLYrKoRkqhuGup4xt+lwR!c2dVFGZq+;q)0&h9c@wW6rij)CX;0 zAX^3RZ;)EKhc?LQU-AAy%TTGE>I#h2POm^KC3ZUnw<@Ha3U5o(IREz~e~;;V$?zo8 zdK!)M2`;CQ9+O=Rdup;IRDJ5(O%@|-`{YxvJY*z(Z4!`HC!EMC7tNXi`9gWK#wUIZeFF!O8+^0^j$Aq4lVq`~(j+p4_y!Nsg#O#Hwf zVlvJx*C6@w2+zUH;sAzOwpt@ha)c!McB$T1CtGiC*mf0_xgKYj=q8&pQX*QZ&ylW3 zGW>k9GW59f8CGx{?!*jue=DJi#poyMP8HhgDIVgC!E|Acx%7DZHEIzaZ<*Q>;Vr>v zd--YQz^so(EYDZG{It&{#0^IQUVd6F?v;B0aDRT9?4%mkI{jP>n!$- z+0m#Bbb;!3Tn8_C>^W+|_2Z-STuRAfMcpPPZR~#jw6WsZjrzX6gt5-~pj5FzRX!)W z%B`tlof?NFiFF?CCh+u+Pd5jqhdo13BsXg2AyFs1qu{e5hAm^036mho`E~iCStv{x zkUhO%jX_3T$SRvJ_Ka4m_&@j_`` zOW2Udc}`Cfhx}Hws`APutbN@~>3x6wC`27(R}%G0sYPwk0K|3sWox8X&Nu9BP@>bm zu7wH;JICYz_JoVOJKMgD2;&%U#z}?Mt#!tUOnJbQcv5GcpZ5qs;XzJeBg0dX0Y%;1 zyrNw|R$kX-6KArmzY9#qD_20ae|FpXaqFkFJ}6Tfs#xWXkf}CTsuimh$lO|mRLzye z1Er$H{;-D|ZO|+hOYn0D(>Jbcv`pry zFI;`%VO48$wcnV-1u|zzpK&7pNhQB-urhAutbW72#h9~XiMuE^BX~1i2m9@A-4Rc1k_}%yZcIP-l?q54!x205Xx0a zuK$adD<*I1|3LA$A+OR*y+!Q5b$@+T}P$4GkJE;8A;-|5GOO}~9B}wen1Z?pq#tX<8rv}e0APDQRn-WlI zHI3cSyevp1PDujlCkO~ZsbguBdL023f>I7DKc%`|X$o<{-;%7(BcO^;CIL2GGVQ6j zeNE!1yxOJp-sWvWVDcqNb|r%B5IkE??25^e7x%r$M z_V}Bj)TV44ygX?+W6I;w-P8*l?v2eB7=`7zUIYv|<;cA}Nr>4aVu=0@{_l?^qR z=rWw?H8OI0l?Jm0tP&b64MP}aj^?gxOM!tQ8M$KQkc`nf#B6gK+RK{w)>#E<= zy}|vhh;MF?t=leJTdCictTE%&Sx`J-aCQ&@6~e=DP$?b`$|Ti{TPe_=fo7M4ha>tZwtlvLK$x9s2-oK{ z0OX68)g?3Zo`!uhE9juGf`S&_wp3GeQNNW83d&Vl%I4>S$(-wS6Fl6VuT=9nW298( zb0yd1H(D^wylfULc^1m<87W&EYE}_mCHa@$#x6}F{@DcLYi7W@{c&fEtx(mOQk_6m z{?~wKFE3O|@N$IDxaIQCl|k$|v(Ta%v)ZDWT&Xyc9|nC`Jq2r{RWLRfnPF?htQD%p z@yE>Wbzks_(PtVDkkn>MRcz0~x1%AoZRa;4f_KLT%1hw|&z z!OFwxsL9q(SVqMHAr3n?^!320qA^jb89BIKw%Evl-!?iiUV>{CC;@&d&Q(NPuzKJm zG?C%b7`%-wm4_{GqkNL@I2uV!rS#P_Gek|_30d=weSVH?fzejI_YEb(S&TsFsWc*`AX{i|;p>1K|=+ zS>j%g^3SeLR!ZK|p9T~RLg7xKvcjER^aez-&F~MoVe<-S481Fi7+c?}w!8G_cFof; zPKqnI*fWd#K{`Y24M;Q975;`_amCituKvGfO~<6?m(2w(=rUTAlMWV~87f zkeeBXwNAx76Zi{Oa2ykO5GP8IAL`mNVLEg-N<8^B5e2(fEpL8Rm|LB)FM3kGVLWoUxK~%7Usx9DcP723icLN$irzrO}j&D zo)P+=AwsE*;PCtCP5dsgq+$&t;Zhso-uxSVNd=z(%zH5&fn_broivovyuRayt#xI~ zstlG!1|cF~!N^A+VID7+V7r&<1jLxLx)`%sZknOyL!`({z_T4wnXzw$7gDX><}uzJ zzGl_%)A(jJe=0{wH!@;`bkyjXeA_gIg>_?ynS2auXq$)#?m5=Uo5@#JvDPc8$Hs%y z-i#wE^WXLgy1VtQUeFCv-*cr}Nw>9zC?sRk-!}xv)cyd2;8xL3?bcn1GPaVSrC*L& zclXQW{UpA6He$ctk3sP;ko^DI`w}p@sw&|Gve6J$*<^dHsfJFG&PLLZAc81{LZ+!eB#lJCm8BGyMgbKCl|@Az5g9}Qbx_=8X4KIc8D&&-^dEH`P)8mA zbMAfb-FNTX>YVqgJ1Bgls`@SWo_qFt@44qt<5}-!Kt+%O7pi1OB%Isnvka)B7R!Qe z$k-!l2R7_<2pE#8qTyz2dx5ugJ{8=q7n`uc%*f$V%xq|TAW`Ub1`YKy4rt4HEkE55 zh-ii%LeJ)sew4twEBnsl@Vu+#RIo!p`s5N>O=AP#?zmtF=SeW_yQT`xZ{Zta!qX?X z%CFHok$z18l2{#H@B#~510L_${5K9`E&4OR!C%6&5x<^Rp3Mq-=L9VI!WjVE>44l= z3Eqn3*>CV_PEL5PsJGcokLC!?qcQrO5pQOn%X9Q*o|Vv8jPY~`dK_Vml?19cvmgv> zyViAY#w59K=FM1%ea$C>UW|ED^I&?z1M8*-6M;vkfFO873mJ$#;cm_bB3Z74aaaSr zn#RGzqh}b_!m}a65Ezs+40Cam{zRZlhC%N{8ioKQvEtCVVc3Af5QgDJ_)8cD@#|@2 z7zRe`wQ)G}C3e5P@l^TEpEm4qG+jpmkgD1{ON=Rxek#HU=SzY|uTa zA<}*rr{LUcGTuHApk>Z2R;g*Tz>q``edfG(;B9^WF{a6kzA!|dHcTWmmV>!LSYzdj zYHmitu(qpRH#Zs+1wzYAYqQXJFlcOydz!6zU3gU8v^5b(bY6=fc(%qdW9HW7C^+8C zI((XJf!B-oNaz?@_zAJRuP$q7eJ35Qlt8?9K=ZVf>d*vH9UOa`Xe<AZCq=0}J!d!G1(LthUJ zzv4YC_b#Iz&}8zb40IBX|NMx@fKM@?A~2u}mC1l}g+rku(7mSNY|a%y4_UYNaRxd& z3re87%Yp|6kC3g=&=F=n{ZN^Npp(^BmhNi)ic-L#A0^*qgz$;EZ`GR_FJ4EsOL@G3Ty)beN z_-#$VdC8H6HBzp_)&!iwD4u+>?;9;N&Y9kc{ROAj{p8m56_pQZ1L(}hN+8QV{@K&p zp<&uA(WI<%8^R_;WzQIFe=R25oDgIgte2)?Hh4qhDbK44e%7b+3|R-@R1;hp7b6%Jjft8lbp0%})4 zLOP%8MPWZVt1tGP3k}*kMUB5caTH@nXfZJ_^Ewm7q~uHu0q7}-_Jen^KXpzi91yRT zM>N8!%Nkk#Jzuh_@c4g)hJlLF;qiD=?E>iX*LisSUOwu5%^|uAT-V0>KMB3Y&8(87 z9?y4+;DKL@u~M1{hBr{dv3l8}gGKaWLsA6^B5>0eotga>1juollP@#zOiJo&*g|eDLSqV=`qzEkb zz-cqc_lF??Xv#-mgQRKgC|4>LD6VpK)P`cFBNjT6!oNzcMG2XsMXS1~dKWb+^j#UR z9VkNPqEP9i0yG?}lkn#B>!h<1dS#4N9o<TUx? zE9gPN^KfFd=GV2s^R2F?vKlqqg@xsA@Se8W1Dh5#8qGz0)}ry&NZ`x8SdsVeE0C1* zDc#9#N3C^h4p!6y8cXa%8Sz6ObfEsKdvvxUmnaKi>d) zGU8|80Z^9S1M=r)eSzh{?j!6#iLm>jC)SF~3jwim-9fFmxNVw5$YiiD;R48a{kH`- z+5)EfC1YR}F;7Gd+;@@i8x|@mql=*eCw}*+rBetJ_EK&@9tg2jH(-s_#B{)W6%D*f z#t~kK(6{L{e$#JhqW0r_IY&AFKNNI`v66Umx~$~?CiF!yajqYrtmJRS2q{fuv66qp zVRUXKgXlM{WFq!stz`OJtGEoWE3?Fo&VNAH&-1qkY4I~NN`{Nt=s)_^@jOQ%qRR*C z01&AX6X6x;JTy+2HBn4zCzDEijLfK+=P-|89H*!XZbPOVzxwb9ET)zq(-5jee4=Q% zc}JjboYg;IwV)atu86?8?)Gx6!Cm! zo(T=dF0SCs?D}?isNg8G*U3UhVU1D?{0}55C`5(FK&nig*?$gmCyWN4PTrdxC zp-@Q@^sQ%o5ru&vb(l~ONRSf)wIP|5Bta~drY1?ir{sx|J5i*?i4pPZX?0>`kF8^%c5Q4GqNfp0m#I2fcOlmk}*C-KqyT}9zt;1X@n&>U;IXcb^{-j`z$65|EmxzD-z)~)TOdbu=IvEv1~ZTOj*OdIz!^nMc=g*M}iJhboP zM#=YAC2peS8*j$-N|0~BpYCn%iC47o{Wzf~ig3E)Q}X?|7$2pHpnN-b!Rv%@x+icL zoy&I+`KEj);yzZs)8Fbv`RaYIW+>EQcp#u?3Cn{neARX0eMKtW zg80X@ah{&`fM#rP2W;6wOJ7!>jA zX=PAW)P@>%eS5x%V)Zt=X+rdbmPWrbVmrR8akuUuk!{Bh6B^6Gb|9>=k`TEFkYGE$ z6^3;h62+P%_jGB zLhO*fM5<<8dWCw4jX)XuG;FxF(PPWR^!lhc*++%=l?N&=f?_6ye(g>T@{`AEl}c^L zpbXQ+_$SC_GF}^LRiJ{QJu+G;Z7q(M>f37DA%psn`jw*gZloy`pfy8jtR0z^E?)h3;zF@N6Vx474#Oso>lW062HRM>MB|tjbOJ zyf{UFX1Kd{sT(sA4SPu`V2uZZW@Mp$Ps7`V;emA1ibUYec`<_ES&>i**xBoSHZWsl z0=GipR_ZOWvJ8)E!ycm#n-T#t0?pIb)k3_cQnYT#&{$01Mk*OX+Is+i$itX}rnn8x zGdmX}0ffQ63V-3BuXihU@29bARGIDo$4GHJ1KaSWKfy$Y11@^ydb1@v^%8XzF1715 zJoW(L0-v)(FHM?~t6-T}y=wn)}VUu3x#i#?v;LrE5+fjQWKcU#g!UeZwg zehtFRsD2875REwR!iI&$a?54E7cKw>=3g6)0rS{v+e#a|KDHB#$MJ~lB`rv804HC4 zbmvjvt>2I+=$I>)Wx$CP zLRJeJc7BvEcB1&!t)2cuft^fzD-oO%-?~IYz73i(M(aOEsSs|euA>d*wIOyIm1J<# zBuzKEvhjdrj&0qWvW~W@BHvB#uLKbO&6`!!A^B(?Qx$VNpz1xzolvD)54?Z=8Q1{Y0gRnA$G=iDv`Oo zk%!Op>>X&ydn!~LB=R9K>D2CMI9yN1A!Yh`9yFiZ^z(V5u~3B&FJGSL@t8Ak^S;1{ zcTq!z-CbmqrUx0Qx;!2!gqWnW6Y;yci-}1|N$Mf6YZ*`x&gHmJndfrS(!1ZtfGYcm z90@GNCren^iIJ>nC{FQl2J#4X1U|xJw1*f_5g5&d%4D=otD$_I0bO>6lR)RnaJ

>;a6;&@2 zcJK~2riSXpPA7)Gn@*Uvou<0MNm~o!I&r2JUBL?um8`Xzt%-`QT%kO7`A$M=`{LP= zKxCP)9T)Dd{fcf(t`(9Kw)lF2PX+h)f;Tk%u_6q=&jT?FUs)mvBhck6M-XDCYR9Fs zlwu@v`%l#oh?|3ipAfSUby>sKIy$x}ld|VS^EAbp;5wcy8VgOzW~8*UtqE5gE&)AJU(w<+pN1KxqU9M%Kp=)Ddg z(vd>%78R6GkaLUccT2eSt?7p~vgl5n zV*!&p?UZ)z=cbqDYJ@bSkkajsX}-sFgi{3Ytzy8em9%5|nQ!#ABL# zPbod0({P7_)q^nN<2yDE&7L(&gm`!y9W4DaUs#OiD{^AVSBS)qW|DqdMRwPpyQ5 zJ65pz^xBg;g4u?qR_0z6G-q9*mm7mH8+rnPkENG++WB|_ekDFSdP5uiA^DD8t%WIW zbpt~V5~F8GfC^}m2xRDb70{%>a*6VPQi#lere89&AXx)?5|DpE9I5$o(Rxein9zlk z(}2dK%k$;Y1dX~RSwh1O?X|lR&2_BrR*-4rd|tlfj8Zv!Nnh)^lALCRl~WjU5!#sG zlxY!uZSJL5UebMhx(>%h0-p>Ou1c{e{p+?VX~fX!$}C8!Wi%0G7F@8TSzxrOq6GgS zEDHl$YGl&GV?dEGvY$j7y!BoLuUPsi!fZnP!1)7u`|jM^^GL9yTVR%rE;c;q+cSS_ zF6{RC(YxO2vJeXYs-`L4m@j8XDgOPXrnp*aidfey&Xsmdzu_zn`Z`42GDh3FQDC*8 zk>mr@Mv_}nNMd@+3nQ^8{bJ*uHlk1FJEACabbw^CyTynyDFlg>oD_n~`!{pJQmXEq z+$NN&lMeH~Ku0(XiUr*Vj`;!}|VSOzWKoeE%9*TioytL$>bG+o_WCr#Z7`LH*7@ zi!Zr|H?~+6SV!31w+WsIEGOo4i!?4L9nwUCl)~sDq1?TPXy>6EC z4)N7;7ZJY;z&JO+r47!F;`1oH@Gki2W~o1Z9^U&gT;1TjM?CRf@p+5*yj6U@4?dmu zPoezs!cZtuBz~@!YDR6)6 z2Ir&jhx0M~_&fagIDXviU;709x(7c#i68gk$1;5JGUxB%_lB{>6zocR0m_;=xD@Ua9My2^PN{)VA`0lwDn zzsOkx7dJR3Vjm~r#~1PONATlhai@S6d-3B-_~L@G4_@tj8E=0DKbFIdtDJtky%ayb z3Ky?-`rzl)&e!ny+0J6|$FX?#IQ%$X{Cxs^UgZ?=_t-dwqkJ8n-r#%#K7rL9g|A&x z&Xe-%_wwrx^6O9TUno$&gO7&uXLaT3hVxr!6WIpuIpWYa3W0NkUhUCe?KQLC;KSbj zPvmY>dv3V_5;S#{%ZbnSsvWj3>Ov@m7e67zO+Uj9Si1#>b{l^D;xhR7HGYi03O?%i zvFGLRu>d~?@nZx(Fk`tR5}jk(BWDsnFtddt5@O)7SVx?u#jrLEoYCz z1zqOIuX*qV#9AP~dgRwW@@rrDwZHs25WavF4#KZl&a>dlITSv2!9K%T*U+oDme-CIJs79fP`NNnS1?MOFo%W&Lo@A}ntd#9~!_#+~ zdmQ_e=E)46PILhTTb^AHh9>bY9A_ZEjHnbjP{Be_)F3U-lz|I<382vxd?mBh!7Ftg_ETa z0K!HzM-_gN$2+gfA68M281YqU};HQ}!%#nr2^I3h3|9P)>U7(jJal$Ih<*kh z!}m2jUJ)KxnzUz$X^g<5bGgzBpaUKPkqy|^_SreGqlc34k+gZTb@hOG?kcU&)Z6L! zqeMBr6`BX6eBVII>;VsADJ}4~M%DK-p!yl~QHpdqT~G7h-~p+)U8w%cgvv6YvUI3E z&VY)LBh`h`GjK*H zGc~6COa@ehm~y5_tY<()$CVlBo_0QW69cO35$+O&-PQT~8FLFyxko7e3Gbe(_$PG5 z-(=v3AbS(gJi`}zH3KSw;&-8 zP$YO{>FWPx!8tkjU`%3vnt?Ssv8n3+%M7Rp>Ys_Le_=pH$Cau6=isV}FBf7mA}?v& z{}Tpm*^PiiWOt3g(aGyc9%jNeVK4th?-^+u0@pPZ{+WS7f{pkCG|#XR3$LZS;RGAu zLPfO^M=+owh=L21X(RRtt|xj#Eu@`AlZHhj^TNqH$aTRiHa9>DQ6A{e+Q3h<;T^otWIPQ%S zuGBS6USlyQxYM^w%oE(1R=dB>AVL(9IzPRgw%VOOxB4=`9KW;{1zm`Q>b!O;zC+aA z3QK=pyiUP+51#yfFMPyQKzKjgYKIr_#i@4Kix8>YUyTdJ;>7lUAvy3*@5J^&q0PLg zgWG}qG`U^lV2gfy2sjsUS(w7-Tza49?wtoJK70G*cn-T{jg*?DhTSyc4+!sRHt>IP z;y`!HN(CR35eLEGgI{Ys0aCsOw29gp>TXT@1??bhGRN+ynyYiMVNr8c4ILfJCt`-_ zoIW>h{LhKG6AD;4HnyfcWCVvSMk-2$QNjNBd@-deTpt4s17gIaJ5<3QZz|c*=@UOE zSyt@idbt>=-&O}r1Qj{8 zl>KTPPoUJb&}O}Wm~hUGAO*}a*NFrWsGMs(e#P62t>*N%4!Iakx2Q7qK7(rND5;r{ zDM%-UP)8y$$dP1HxYRroWKnAM!$lLF7p*BK4m=q zcr>ZabAzZ=uFguh&M$&5%000p8i%<7xk{QyQV^tz{{jU#>gbj ztU^9BVHLzeo3BJB>b0TLP`OfWPAYwYDd*uYD4SNQZndpVOZu$-%~-u1bcRqKJ@BKv z73%wVAyM`S*|pSjpm5GeXv;@1TZEb z#SbW+g0HoD13Cy-*W=ZYW1kL6HJAc$wz0E#KQeeX^w7P6h%vqg-i+(Db3J72xk)*S zST6lWLT?mB5^_7fD#l1@B8x716o=87E(#*w)J2K7kJUx#Z=Hv_C>N>GS6UN$HnTwO zy~UT3E&9q#+_uSY@?{Q{`6&W!$DgoZP`tqP0iL_zYlaM?-*d}^F=|uX=e{vs@F;xj ziUM`Chs9~V41+#tOD8JRz{?4pyrTnk=**&S|B%wxjBy0F`O(gqjPWPPIxe#@zQ>ng z(vsEI*zsDb+_T zFs)_b%Uh$6tq%_UgWZKvsM{gAa%rey7p?O~#S8#NvQOmcQ~i2YTg(pN%!+Hht%-Oe z+zzN7%@zl)YqUHgUrtkVgH_P5r+7l^0eExzZ1Rf}dSfUeH9y!O#z<)*i%q@=htZi$ z4kF*Q$%(j+waMvk-HbL_G4JjsG`fOK9FA$|(@k9~Uk+2IE&|R7!#>-{^%(J1J_>pT znc-s;G{Z~`_-i(YaLvR|VAWPG`{256Y|8(n;~S6qP3$3>aQ-o7CAi>xN59kdv$SZ6 z*}tl(9hAV*pSPdk+a~FAra!KY`@Vd~t(FQu$>m(d zGl;tB=9#_SLclU@b8vF4-O+IP?R;^lc;}z6;VitPE#N0dc8Eu{Vf{R(VP!DE?hZs} zHuwp_E)?g$)s>2Af5dGU9SL*vA@R_pe>M*7B62Iw;-0WN^t6Sif5tIPtq?d2dhu zveWbdGTxV{kN_VKm}m^ejd?Ku8+|k}w3lynh=W5}tfi9o=zHptF9I9yv8@;6+WLa@ zYOS~iFO&BSAe)HfJ>nNXc~38Hf{Xnpk>EgAh{(*{DavySB4<74+D-8y!!K|?=rzwyhkfg5b2P#UmaHC(GyAV&d~v@Mo~hKtW_jgCSR z@5`)L!8YB*WN{G8D9pc$gQCFuV5PjxE)HJQn!r`>##!}xX>ybMWFRU4|qj$px9QG%#AxItXF$o<=EEK|4G?@+B)fiKv1gikN97gqx+_D;A0SuyaT z$tJ8lgvXi&Wao`;$d2P=lU(pst$)o;?E&tEKHV^1`&vJh7bf9Z3J4?NNKR~gP;MP z5&EZ#(0hCrP9E_f5YboEhBlUJ*i*lzdX0aWtTfH02})6o%shiJyX4)I(guHPA~s1E zF-q2p7BmlX6FO~>lJ(*Z45$dF4P2nV z-%(-0!P$0l393V)y|<}M2P@tuWq`_U_cKOM;5HYkkYuKu1NssJDuQG(arGSrRCHV= zv+%yUDbQK@#|!|ov2vl)=|(Qh9b%(RhS}Mq-p=YS1ID#?cyh*VqxK}zMdKplW1SWKZu18I@yCV`1;~iW)pS@Wh@fya6 z>2wHjM+#KyrUfdhZG0&MD!RT8;VQ*8Ze>74ryvzqEe2F{TqUd8{fxPd&iSulKuD7H zP^r~=oQpBN*i(;;N1Q+%4e-%NM%yARdj(*hOMdsxJPitasx zD461DtzbY!ryvzqXEUIp<0{!=&%sq=-MxA-11yr-3AtAih&(2IEW!DA+ zs_wJvl?(q0$LJW!ArAK-GO_eUJea9aqWB8kNTK zYYe!uv1=Y_ESbyfKV%G+P6R5${*nPz_Zjw245;Y1N@m#kZhVgJ5A6LGy8D}rWqmki zLdzb*7%rUWc_MMEu(uqK2*gF|eb)RAHWk5y8RWidS z@5DUJfG`{DJ{@*qzRSQ0otu*B7O}4L1Ou#W#G1Kvoj)+fN*5ifn%V2EbWfVj7}Pbe zLm5!fah1%j;dPx88Bk^8))`yZSs4C z-3+McxH5|X%@qk3bnWI|)0Eq18PH`f10+$|U2~9MncMF%a6~Ww--hNH2H>X*s0aqY zg^Fqbo?<{n;C2@((*U@OGM$-#sCA?TQ*;+Qn-R!k9cd0g9bbxx&Vp28AIHENo!C?} zu!I2>!3;13V=V(JI<8DJ&{>(=^BJ&ZHv$ro-8BN!R_4}bppYP-C1{>uBN_~-2sXln zimEoQWI#m_1s5vQM&wrJ_H7LCXWmv^Cpm~ptJ@iaCD6)+Dzxm8a&@;>2?i-zjF}^C2C=W2- zOWLTdIV@+;BnoGpuedFgi3B`oGVOyd0qEl=T~Tm`XshbqrV=7V_7}q9cfR#+ZA|hb z>fc_Bguy?(`nUTA^Fcr-FrZnLV2LP;=cR*&gvgh)%20Px@I+&{ysg|^T(L{_sx?s>-d5Ub8&wME zuWN`H)4&sHtkZI(Ce@fw^_CSP=1NISL&U}(KvvZCB1vy!K<4L#MA40!tS5>!h#*68 zZ=bcOQX5@l6)H8THtI{%Xlb}vtK(hUUer^tE0yv@vpj6sAQF|@gbjC~hS8$&(ipso z6_K#~kzNrAWpG5+ER|1Blo}womQNW`7PW3STlK1tW|4^*#opBqklwhowP6(&_ltr_ zzSh7xhW$NQL#bR9dIWM2mzu+4s5r3GEsbr0z+0pQS1}1R)GmB!tz`{^(kN9LHK2W? zVJ#|ECl~egNbMjhEH&$sLib?p8rz2hb&E(P?dCj2Xh(pt5OUF@2b$Ydsg5JZcceCg zZd`3PF3|?+4RR$1`b};Nj*pE?C4_o$wAQM7fcU&y5c``O=LAU(QVirq*^MGQ+y%mm zyD_APCu|!Yh$TNf01P0S*v(i#KMAruK_(ru!p~kl`{){dzROj5)2~WsI&S+e%7t+C zo~rhPFoSXvUe?dk7#RowJO+fA0cOU&D;4ZJABNVnX%gi^o>PbAq7Ab$KSrC*O!fMA z<;zd1V9SlzurYLGux?hbKcr+8gi`mb+oGoz&{ z9T2xri8{Qgd|utA$4`*VlJ#>1Ds-jdUekE~D+#?ZREjE5_lOuHrHSAKj9RV!YdDNR zc^onKh^|&2M7~*~E)n;!CF;`O+6z5=$&MQKliuWN98nZRQ!n&`Yh{gpBV z$|}H7US9;=YcQjMT9QTUZ19Mn8nj!!LHL5w>4Q)7?)rK}t;!gu&3Z1Rxv|ly!ipIo z-z{F$+g>D=Chp!vjUs!#Jzn}K%pVBE7 zKZW-zen~esqbz7#odj_vJ@ZGw)eONn(=Vz>)id`^V-@?;<)RU+z6_TdP>hBLuVDlNzBr}PT;FUnVJm0DUS#8!I#A+>}zv#TW|oJNXOLdnGv1fDIORr%6hJ2YrO?@NacKp>Zzk>ad zxFT7tH7(pGGPQy}NsnmIUy}>X|I;h{-Z--Z_lwz^8ZX13r>mI#hh`RaW^v>s#>ixZ zUjXBzxn7x_{lE6=_20~wwUj;ns-R_zJ;s~UXODlJ&>O{=y3D5R@#A8QlqRy+<0o(! zo!R3c@=bf3i2GQ3oc`9+s(O9ma7-hgZrk>HM?61M*u&*8Wz-|!j4o3yj2s@K0=G|{E%^=IVEP-;PYH8xCH&^Gsp zkHi&$a&@FU44cDluz|Oc=T8i!+E0E|o7b<;cf6_q_zR(7mP?^{1yMHLyrR{n*B1M< zI~oq1d~v9FW-B(Fg=dU4{Nzy0sKx!ua~fI(^V{|Y(U}E)rC=I{?pLh4liP%1U8Gzt ztjo~Xs&>5|a$#^%RPFi&ZtePpzU`wfYkYraPR!w&DpkEc5$<)z!Zx5$y?)~hAdmnH z*y9cfRCnIAcv+vdc&YoZzt4gS_VR!D4VU5nWt)5O1udX#nRT*gp|?lu4-_^**=SK= zZ4K0~UI|t2W8bh&u{QNDS+d!GbJ;TZo%*;}m3ocXyI{YJaUuMdA-F?(S)=_knAMR( zp(%#V=$Mt_BX{uc1?g!F#VM-A4wQ(F^oK&xn-)A86%=5|`?@}sLi!Nyaf=;6J(NUh=PdF0T=99f_&i5^K2Lm} zi=VD4xeih>1g5zH{JyJ0#uQcH9(vY>v9mp+|Kyxmvvy4toZrGXWW7j;)@aYStIc}Z zZcJ^4=dXbV+oz0`8iSs9R_KL@CWz#$jkGE@#9@tKpjgqn+dI`h%Dh$#zCJZ}_J-zE zNe*r7T1gBs8b7X85W}BoIB$*_Q^C1jzq9cn(3`=&3eS`!pN_KR69W(|ScCB3HP({i z>eYP^l?Ty{W3|eNcjGd#P7L>Pxwy}g@r~ZiHCBId3G9%swM5w#mtzagJ9X-|4+!y< zrrV?LYX<%ax`8h^w*wH)9qI)?3x8T|ae4t-kG4 zcToO!qdx5a_Jpc9F*z_&8-_pv+*^a$QV0`4uAg!vc0nC{#6aOb`g6fxAN`hwxTnG+ z@uf3H;}@JyAtLVY9C3FgAxy@`LbYjo$_bTDJ7l<4 zsmP%JMzJ(BTy(+8bh2!vlmRNYZD5R^z-=y6A<0ZRqWy9PR0PRn;>uw_MaNY#3ny0V z-N^tj8!Jy!wca>3N-3}0X5fR)M#%(=s@8iG1Fmdz%CA~4lN29e3^{L7gsb&_ngJDw z5TWb_Jzx`HmQy^dI+?BFcpM#4a(;f3F=9F$Li#=hs>h}UDynV#1p_L&z7OFl#Wwyg z11dTNskmBjBi+NN<0@IzCfB_=gaIK*)$eUnMKF!M*aAl*@jQccI#*p(SMcAjgi~$vi5WAgE^Jd0~>2wI$=@g&l z=G_vi4^InJRPW(a45;YdLx_SYp4KA_sOWq}#nrbNP|OQkx$bgEDt7K-4$}ql#0arG5%_GA&lVO{T!P1F9W!P6Upz1!uzL^0P9aqT= z>sN@=wtR19K$eYVeK=-fAMN9e;nE2~W!i@rP<5Yazs`V)j;my*4X4WZHwIMM7*@bA z6U_Q6#!%@5pfcrrdRWh?iRjPY71FmfBnn$HNrb|#{438`^@@N22^xh zB{OT(y3SJ!xU#Y946f_+ylXl_HP+bb)RWR7*Nr1m8@mM>pFD?RM{AI#@2OS&loD5090n3VnEe>X1$dG z6&+W}%o??>^Dzco+1NG5b)67vq{PVl17omc)`-i>L8t>K4^7226ovlK$=Qef1E6yt zfEP}yeL+9v+0L)z^y3Vy5|Hs2G|xC~_bUce1X{aLQKzy0$AF5U23)Aj({`>G?qx4X z(Gn5KbN7EY-ItDH)6NgAYFAdF*5)7=GhoYJmr)|JyGCHzN=}b6P)HEaGBnSy5wB!GMX(VrR8+Nb zH3KSwD7a9WHX^r@)9++}Kl8TY9g>5nwE8GxumoDUP=);5lt|*wFrXsvH4|4~VL(O4 zRkCvvQF8jb46sQ28alv`L&<4Lf;i(q*PK+o{|y6a1X{W}it5_TzM1Z(5?mXmKHrZ4 z6&+V0*QTSA(?>C2%kJ7pM8TH-5Z7geiZ|2 zbYfFYLYn~0eo*!eTlSa8)URYz2nRj_>H z6RoB_(nF}SYMo<`mRgnOfJn~mTf%~4)_=E82TvfF5_9vFSTl_y$mCtu2QQHPdom6wC!IsHNK|ck{BhEB_4ty)8^8d zE%9G_)z$yZm&=qv{)wPvjNgtor_Uh&IiWX-HFcRy8RS2TF;beyVvuLQw_}4GM80W| z6LBAFkkj9KT2)<591h*q9gn2R&#hHfJrPbpEVJTj(i@qS^M8<;J+pFtt=yor3c~Y- z`aX*-toi9)9h$UujFpGSa6NDwW+&x|%A{E0^OyXpt??nd4%KdYyfQe}kUffPgg6T- ziBdT5GA;|2hMTQY#q!_qR}tf9J8f^PRGSfa7d4Cdf_(WyY1wn2;n>v?ycx%p`A>T` zC-g>9ks&SnGBHL<6IrzEAP%FmX-^ROrj|{_eXN#Ef2%$N0-&*S5{Q}f%UNVH$LJRZ z6sn^0{#-4mN}b|@Zfxzp$Vz|iKvYHNKZ+*0RMGj?d<9jlWWNU+rmSR}6`j{#TyLfB z=vcmb5ANvn^q5;ZzT$R%aZU7|lk;o+M*I8>{l|6>1rv>K2Ke3RJK0$p(uDefd|Bct z7_el7Kj7wuD7yA6xtsGTA?42eYhy@avcv(gc$HI&i2K^ezLD?9{GBjIjqG4KvagDf zQOuMp_VWN2LF6#>*RSFcelHiSpJSV1f&A_+;7~ODF)nOM*`m&wZe^<#KG&Q-?T*HW zb8d-N>78LJpEv$yv;5SUeubHsMVW|v+DKI4t5jvE&6^{dsoD+L z8Xaudm$Wc8s5rPmT)4>n+iNUSx7aUMDTc3dwF#fH@bP70O`>A&gey>`7ay9AYOKSx zdR>-D9FS10vCb`38n!5=?BcFEBGBvkp81zm9z_YJEuUp6t2`9$ZW^Ux9caH$Rpq?{ zobTaTI=I>$&829ChvBQM7?&bTP2~uzIZXs1wx;r{K%$?K;+d3UkCh_oBm-goGRo1K zCn08U^hPZO2>#Z@=32VgQ0gSV0h$K^51n32sgryo11iE<78fe&S(e)wP!U4*U8qb7 z{`J;LzK?-QA z<|_<*2UKyb~?qUIcm3r z>Xd1Lit0VAW~+D zjke``6a%tsEbGIOsh$p#Y5N(&r4xe6v}ZD)>b{m;&wz@Kt7N7P*VEa=fGQiqX0NBi zWY!vEsB{8QnROQfs_rxEwG61}xJqW$sCqg#GT_R_u6fkcVKVGpjKR{0KxNqb8Blef zVZX$HijJ#fhE3jy`3?iZY^?iq*opZ$11ofHN~T-Hy3X$zU}YoL%&qGz`~cm@r;83% z%^bmiiq06+nMW@JDmt!`*)_bba~cDxY}`6y>pJTgL!}dd%B(MCK-GO_-O7N9j;my5 zjat`fG2qI^t~0onYm0&fN^ivazfW$4sp2 ze33C+Iw7b``z;1k-DleWU_eF3RWj3t*L8l)fGQiq&e*!n+}n0X|MegSRNZIRV;NB8 z&8$)DI;S$=%EqoauIq&KSW1k{*^I%GStIUHJ)u~VJTw*8P!#$@1t(OUIEYtcKt*5!7b@xucNYUH zf`)LRG7sX()ekSjNwTqvSgyH_0dy4qc7B>Ihvk}U1>3}&pQaoHWm5W12GZ!1rdE`? zmjM-_q7)NX4>O>m1hPas#5z# zr=f_?U@6io&iArbXf*k622HZ5q=hn5i3d%ldE;)XO$ps#@cvNyxct)h3$dTD4Sx485g^iAvcX!S?`{&2n|C zwMDhR26H2B@iAPGKIG1sf=o{xagv5XomP&SHTrb#T-!HCuJN(HoFHv%t^d zrDlO2BfHAhd@-srT@MHNHdF@;Z^kLnct2rbSxZ9No~xy~k|N?>(^U2=6MAFFrm82f zQ;d<)L~v?Etpm0ThY`q`C`@p49k3ws%}m#cxR1?ro&MGtsPowztPw1!Gp=3}2~4+; z2^Pv(y;(HTdFikhDzjk~Fpr#&_Lq#=O{jv2sqoRhx_R)EO?kYSw}Wdo-t=FPGI&En z@!iNw`MEJl?msH=BYF?XJ>HD#wR5@GmpMdF5vv)GB=kiQS(gKp)ITgnNNFM{_0F5& zbwXLMFXJ#ellma)O{q`Be5}-`zqNwL$r>*v^^!^4KTM`njJPwPP$}wP#)U#`+m{lYuq<(eWWF8Y;U)`JaG{4#Tn^lY?BkyAupol3_c=|PQKkIr|j zDogPZ&@gSaz(tqh6GYc^^NE&2TQfe|9Sw)4=ZizdFRQTOEc{~ll*w!8QO@QCISnm? z&F~%L&dkR7f@v6Hs#y0tZWD@ik#f1PE<;zV1l#(Wi@`~lANc@BpMxxT-cC6q(-#ZW zWsUDI&51c&!QUT%iJG4qaIf1B06$g-d?P?IYwg;#!eh7ASk;N5m`xQnEne1VEne#W z>+iFcc>lw1xD5X<+uU1(c_&Uu3ya}ue{T=A6kGtrc|dQE+hTul<%(6y`j;+;M~nSS zR;*awzf$|Tq_|?m($h{`vI@E?TJpc(&mQ-hcGG_)x=p{+&C$^H1s2J~B31z0CH?)U zEnB`45V54V^0ej4SFJv6h538gveTBrogm0oUkFeuFbwfK_*!JsUK9OA4~osb8gD&A zxu+B5r1(oAy$WQmF%+k07lVM7B7M2grhwI<+#kwPsH!S}zCRZ2 zamjpYGdzC{G}vAiP=AA7`MT5+0VgJv2=JTfxK==A8fpb7s2D{9KBE^6@Y{N(dcd?) z511Hms~4;hmErqf0}Ty%tuo@>xXjv6tJ>fY;McSk6}XS?8)Ydfa8J0q_6&$mWOadO zMd=dF31~+@qB)z7gh$xTdIJ#%b-suo#MT?Q{+W6M(^NHtDEA(#JyV8Y3jG1Gb?_Kn znkdm{--G7CHwgv7rj#N01p_KV^rH(EHTv;?8Bh`8yj-Zv=*Pd_G6ehF32HWn&79zx z(+rd$SOCKS8K82T#TY$-+gzwZl9`eKu*iUlAel^Doxy;Lj;rKV)5Mg$FJu516<*aj zD^F9(-Z(Z&$+7$j20rL)luWRwl)V)OT-oT9U&>x4DXw4)Id4*gQ}(`z0Tqc5-AmaU zM~9SyKesYQOs7Lg-={$Jv1x&dY8xM5Ktc-tVj};@zzUt4lIfP{)AW3By4~~L+ow62fseci7Uk3QG2qH3 zUNi2~Jclvlyh#!EX*MvRA`xP@^J#_{Bc{_KWT#Vnnu*;Ks#i@5R8;Sw&47yTJ%lKj z;%VK)fQrsnR9xM`fQpW*WQ!dUG5kpeSR}O*a<6hY|Li(VR1$odF;+SWsO)j+G6qX00+nGeWFPehfGQiqW=~hgWY*6yhDs*@m07>ZfU5h< z`WOQ$I(uM>xUUob)Q*3#ej;At7K-4TGx4m0arG5oxydTe`5@mP6R5$ z{wD*f?lbJ~7*Nr1mCUgIdWyELGw&|CE1r#IeK=-fUFX@1;nE2~W!eG*s_rxGN(NMP zTqQGYcwOfl22|M?cE;9qHZq1vCjgaMM;TCcpIMs>sOY##X4a^6omVs9%EqoauIq$Y zBPB-W?To>aStBl|2_e0{JTw*8P!#$@X$Mppf^W;yYGxUN{fu*l>KvhYR%`ZzchAji zI-#di{R9K61Y~>+nrEE0`y2x*0)K6T(&iv1F<{GHY(OHiyGG#X-QB>FFpBPXPTpOl7{~-e^I<7*ljo@_8<(G-K!_5Cn25i|~ z8;Qs`?u`FJTWSx0H#kJ26VD4caZ*~+tyQV&2+%ZwbNt*WDxN{A5I zKMJcI`PNbTGA76ob(D%o82r<#qjX4A?ysnVN`c&3GDFeFu~9z@47jeH7gW0H+;Vlq z^0F3MTg%&_6p&kL1ZxCAEfU{3x5`i@s8wl}u?`8=S!y&#?CrvH-IQf*j^`>oMh zT{VWU%S+`d6cVa8tO8U$7%w%4$3*?6#j8)v~Ax)s(e4`m7yLGHU09J=_H3 zmm5Hb>ZCPMD_5I9%T}{d9yOT_!ji>p@muUxij`Dx;Qzqo6Smn#)0JO!_<5SLd# z&!Tznj>uOm;f04*x*f{?tReZf3u}*>ar{=tPJ0y>HC~gFKl#mQ{B)j1WsznzEm2=& zo>-Tko`S*3T&;?q_LeH*dC(JZ(fn&;xajn`(KiZay_5DaDIDS>%1FrX4B}uPlNnZp z2a(#6hO1J(xQdd!xe`~K1+L;&`l5`Zi~lnLiL!~8NpwF)$7=h4knF@_YrBc9h<7#o z?Cd^%=E=b|yM~_w!+InZL2on>6!o%(q3gPjq4^R+*LDp<&x%s2u{e6aiKFP(H7woM zeJm}ISh}@qSUM`v#>ArQeiL0O?Pz%WO!x7&m&DtBUBlaP>9#i(dH-l4uam|!4E}TX zG1wz9_|2|i@aWDQlTby^qY~fqkuL0J%Cj0yf8KqZx*o<8dEqoP3rk4H?)(%@?$6-E zHNm3zk|+bCTp-u1zl00mJaC#M-$*Zt0-y`lui`zk=W@aNIkqV>)asK3-Hmi+re5b! z9}7-Nb&wdIm8$deY;4#dFnYG#tk>zp)ayJO>gQ6*b@uhZysTvP#}@Zg)8K+bF6g-` zUzDrDe#@a@oPlBqSXE#_}Gf+v;Fcht-Ow~`OXlNE! z6it{jU{yB6nBlhXo3ILE57V#fJ5jFIe#d zj!(3j@M^1pCA(YAa-~reOLc?I+8{tQQLAH(?}86dlG?FP2P+etwL<`xM!?r1FZ+v+ zx&olclZ$<&cCL`vk5)T)Gp<*H+L1fX+W4Z5I^2-Z8)J-0?OZR$NNFOdcAOHtPN*n) z6Aq&@wG%|Xsdf@^AFFoK-#QP~PA(Fob7*4EW-<7^xA+71leToCE)Be#(8)VGP(PSi)XgsH z;6!kmzYd+r2=9V%()RB%8{vC=`8AEPx&iigeQB&zDOGDjU_nR9jb^Dj3|6#MEmdk; zYpn*<=k77~x?nr2R3EWm%d1>M`zbcNN){T~iVcRlUM>w)?4otvsBfhEdeF?Peq9p{ zmKn@5?1j0e+M4i7(uVy0c0lcDb}DdPv&VD)F5WUy3{A)$&xVFQr4yP4;LYi?$Inja zjWI@Lj}H}Nq%@Jm9v_Lr=*%7mk#E}LMBK;P` z9HxwV1e_5@-Bi#KZ{?$)|1U2E%`g+HQ2HrcC{z_;To;NhOPRE3`skRqjCQDKqDzI+ zFUgmo)Ph(Q8>TFXnX}flXVvSaNelM>tIhK0B+ePVc#zZ6V>*1xCB4zCjcKOr)%oH~ ztqoib4YS-5#czoA>E<`Bth(k5Xm>Omz9(NCD!zLcHk^g;G8bI`L{3A?V8Wvct|u(! zeM~S7#l3L7FvYreahp)Aix_CBAWWQkMAM^W*SK zl=v3E@-6WlToN-iQo(uQ)v!c*s9S7%vFF$<9-gPcm}t z&*DpJg|W?&_Px-DG5K}Y;58A^xd+YDXwPfZTJ>RjN;WZdm@G~HcKBX5%Xx?RYPnkJ zy8w)H16u8F7f#h_`J$F1@4dC;CvMR za6X0~e}^9*$B(=HYoEYh_u$7T@#9|nScWfN=KMYU-Y|C92IoHb0lO{7z-7n6k5Azp z=YH||Y4Q0P@%e!Gd{BHoBtAb2pAvze6Mugm|1P`?K9)d3S2+*E-!RlKz}Ncy7deaI z;s)nL?BgW-_#!_32!5O_?iBE1FMfOpUtBQu!KV~Lfj}>h3p3{fCh=Sl8@wYx}d>?vMTUk%SU-dei0zG0$kTh36o<2mlB07rOWUIs?OPMa3gk@gIBJcFYXf{5DlVdh&e+l{HsAOZVAgY82k0#CQ} zzNgv;%NvW0>tkncXik+}t8i`nkS|Ifa-%-%jrdea&Emx503rfl#JTyX36u~F)E?%{ z{(uW4HIj7Vtom(%B z+h@5bu?oYLQUkWzs|Hqkr`pDqV(8_m4$1B#&3SVSw-%i1^*imOLcJ9vHw@N>oL+Bd zvfzB^m9vA&qrG&~8OJy6oy`Gjkr>&cwSCqZBX(nWuuO zO>=|)i8{mgI1N;;Me1GQyyo)fvhl~OCC^_~=X693hddAGL5cQ1M z?Frt{Q1dxDY8=Ap?+2iH+FVBn-t~Lpku~_wnG3TO*Pm1wr#{7NRWufJA~%&O&1s~w z6M*pi;ezuX+%kACe8h;u`{7o5UtLJ29IOEb4)<;N@<)&o;uz@T_zVAZkAaHcE)u4Y z%fu3EKxCv`U5c;yjv9zj=SMyde=Y=!H3qB!a4UqWAJ_sW16ZTZwwX{(YTsz=k?9|mx zp$u>c7QyIH$u<)&g;qV>xbW6tfO7gZy~au62w8$=ab2*LN4VeJK>VOb_#=(ZUGoT^ zGhD0J?TQHK7#y*iAO^L1q1P(t(i=9<*0|jqtBru0xFYS*VpJcIzN0>9NzhBD#oLI6 zQBVYD7M=U8n?vS1vgyL8U4m2Nc4G~uk$@%WQhlr4bpNQXSqd?+4e{y6AFNqY><{?8 zrrYqWNF;0eB>EA}LiQmW`f62IZn4^h?>rR3-L+?&-s@%q!A+-S1&dyue^YQw2WO$y zo_fx7au#^cd5=gZP+iu@cXk+`Y0fRh!8sF}2i#B-$-I~W6(Ny~3l%SA%OC@`>?vC$ z$RRH)VT~p5?iYhwU9uDIW8LQ_szlPk9eW?(!~bytR{oDT4Fdl%t^X*6SHi z5qQgmipN`14A`>smIS%Gyfp_cl*cn+rkY*#?n!=vzcp66i-8ydE8WRsrTZCB5m?EE z%4DTI6e10vv{3VrJ)Q~kQy^ko^NR!5HNiXd6J%$Y;!Pa{%`?2I6B$qu z_{)XL32?TB^ecJvJL4O7mY*h!(YPNGt}1rQ>aR8G{i6^KdP`d(<$ zPo5)%Q!Q{f9n*N#%j2-US*lp>Ov>0TNPk@8@y!e#Pso_07JyDrEFm%QGOZ`t5}dod zq=KDvbc%U>3KPn?NI|X|&XbEh5H1uoma#jWCIY+Gfkn6${t}^1;uk;ENo>H2B}lO< zB$k1FB;lG&?mORNi}XyFO$N*3cup9PMKubf^|0ls>tPXHbi5okIX%l^Q6Mr_!)^(y zgou`t7sCc%bGm7*v6kT~S!3G(q+P7LnYH1nTt0)7?*}Q5>D5e+-+f+TpWB0s@^ir_`MP?=t&%+;+q-w`>)KgWPAyB{e*4mo4I zHMyH5Rl2<<_pc005oW;Ok)xol$^DE06@j;0sCc~fTLx^|c}s%aUEb=c`f5|DICDE8 zZDnr%d%8O1-3OWnWfiKxFyKM#F7yoO3q40OpdwUYaG|1R?eAkiMF`_^p)x5bN)~$> zG`T!OxWe*U2FOt!e{fTO>=Cu2FJe5zO?O+NomycTH}^3rL55;X1;anYroNZ~3<$o7 z*?^?1xiCq+k%2clsi}H)lmQh%&oXhzioo+ORHiBD zQ4?X0nrS7b!WDME!~i{`NdT~?lIrzzWD*{h{6nSG_Zh<_P|AfWu69ap9o)7kpSItFaneHn?!IPQ%Su!NYUnDvokQr2;mnKNzSKEXG=$E0tg-_m@X z5e6m+a=HbYXZSdE22=!V;6g>!9#=4+B1nV_l}XngwU+NuHPy#~S9It9tqjnk7<#&= zy>F8IL#5PhjNuX}Rt!QQ6 zOe45=;1%yF>Dy>`G}mS^1Azqb?1knTuFdHTs0c>Dg^H>)&SOAD5Cj)0ld5wt48bR7 ziir@6&+V0 z6M>OAzGR3q-E+hxO#t4*fGxX;kciCHMDQAm2{(-h0dn4ro8GbErmus$Ift8`*iqP* z8*Ta!&@nRFG%~!(3pQQUQ5R9MrU7ioNXx6Vm;kV9aj~X_P_XHW^>(QN$2h&*E&;*wu6AvVR-%)OkS&(WTGS8QXA<@iMI11Z7S^76kZV>Uo9cqIIGFvOso3M?DBmEwUF(V&73O=Rq`a zX?UzhR-3`J_FJl3Aklq&yi|dpLMT+D;zi}?@R{*iqbXD4Lma8Zz;?S{+G>yZOyDLP z`0-x_&h&Me?`XWFM@Ks0oaI$NL4zA6VjL^`_k`x++>HbwP&vyHPT+K5h|b7Fb4_TI zhEK5x2|~MPjL?1!;`O6at`!K`zk4nyVJ4|26gJmwb?}BZ;6LR{AeD>xf3aZ^A+Gcl zQmmUr@%pr)cyQRDB+`i2?FmpQm`WUSm7xk4fs|VTVJDZhJM8c2v-AY6R`sQx1r2*# z9ja%6H{%ikm|0F#7DaAZyS{|p7?P{%S@eoAQkn=(hp1)kia3lwJqz?~96xc1E2b){ zDM$dbrbQzDg(8Y7ZI}MmF=>pd32ah(Tn!}xx(*=I#l@Z~F}|;8qVwW(mrhy*DWXt> z5>E|?B6acTkP&R6oQ<2J1B4kp8LUnR{zPkB*08|>m{qG)ZM48a*otGr-DF;bccO22a!ydIUCNF*-`g*rNy;xIawewP5I%A8{Xd+PR7UeW~f&D}zo3svlD zR0v#@4Fg!RE3uhO z-ON@3=9UH6KNhwDy|-#>e8{e2(%B|V6R|9sRgyEfqV=L`1*@9EL+(v6sf7zYW96-5 z@OWV6H(aklmR0Z6lb8u^vnQGfrs1hUP$!ycFs3{IlCMxH)9}v%?Q*&kG7We$yJ^s( z*af?XgVleL&=W0xu1XL!S z@hF+NnRUkd(JQnH7>yfrEp1rh0@WeY5c`W^i}0C6YQbxf@-StwL~P5elUS~f+K`@a z#2T&F#)Yb>l!ojIo^2n2g)&T%h)$+>yfIeWAzBc=>4aD&8?y2Ccxl9rS2XR;!oiQf zFJA5`qU2&*X`5r9;n-;?-poPUV8pSeOT%%{s}g!*j88eCE5!IHO=QtF12~M%wT+AX zkXP4{6M8|nQ079FvlCkC7PzmNRtgWZC>-g8CQ4VVJxPD-?XK#3{E8byu32CCJ$}WF z$XRe*DL}Y3T`EwsKuN>MWPy$(vqNSJv@#g|DjZnN5}|pQPeASj$dG_uER^6)unBt1 ztfo5kTN+Al$XCLYjhGTBjqynFW)3z2qeiuXhCR}|5_+O2_>f2XK`}l`6IpD;M{yXP z+Xxr=JR9+Fw@~Inm9vfbcDKO&r)j0|zpyAAX(JM)E7nG&zjauwQqojPQbU=v^jpXT z$*iTH9|+^K3K-EPmKk=8K_+dOD1cH9K7jZUdq>te_Gqb9X2LMZd0C@WQV*G=eIA)oG1AU}LY4X6o4YolYS-dUH>=cuD)aqY z(F9?mfBuCwq^hqPyZruDje=YAl{K}+KY|TYw)l;>r1lFg28F7Ebi|S_T=AA<`>+HS z>fBm=1e7uSv16<}JcgGhdwNO}6Lv{l-RP@d=NH#R2T?e`)^D_*pP}oho}o;k(Zc}0 z2i@t-(vZdougRAYo`M0J}tblT z`JP~$Ozis|ZWD@qk$SnXFGF#ty7qd2u)$53w>4W``vv#MPaGHoP<8DS;a+C};6`2h zjo*SuXDn^M5ps!c+5{DQ@P8;Lk3X?6z58>ix(X>wy{pUB)fMXMY3k}KbrpUt*}S<2 z`gD|_S1ntOzn3gov1(cW%Kpv03bI9|MSWJ_V+j9LAH(>k z`ypZ62{7*jWbIrE14{!~UrdI!g3F!)XhhM@ehWU9;>QxpI^Md-wypCZUdy(QU%ndS zy}`4?eS4Tr5D6l~`RP77#IHQiu?FEpzsq;yx|H3#a1n&1 z+Ko=CKObeJG1uRW%vUak5fiLRD53Xky{nn5`+PCdI&MVNW5zE}Xe`ckAsnVeSYxHW zGu@@?K3@=qwLR30)bl#6-NN=*fiKUZ&zFQp<4al$=Cc%ijzFF>fgpIQC{*-$UlR?% zz(4b*HW$2{Gqg`(VO>_a=k%eOl@o*2n7#R}nHM|i8S}V&)H7nKI(S1v&GmHDP;$w> z1)8U=S%iEARmAU&85)Z@37kr*khxt4K;&@}*sJnK2~96sPgXcI8&DuPvXqT(dQ@HKlM@}lVzAXnZ%`ke5TSOh`!0kIm_RtKg7fJ* zLbUb@80x!bQK{9enadC2NSU{pQV3c2eKdS&8bH6L>486METXHSSUteE?tch(H$x6(N0$3zeCu zWuBA-52bPw&AX^E@=^wT*^{+MutRb zUB|#3A(hwj<+!LE_fiH_1del|GC8iZ47pnwuw~~q339I7#%nBQLJ*+gt4lt(03S2rQhRRB}lobHIx3;LsN_F^@k%G`cbdr~O)*B# z0ykhB64DHpDsU2T#2zk>*s!@E!}%t0V_~?4i6C0FRs#dFAsvprwN}UH#R(pK4+Bgv zyrf>6sFyJ|8~rpqwKLkP4&x!7K)eYo5VohQQ%!rng&|K-i{&Ao__v7tpilfJttTMI z%w#J0fCffqMm}M{YKQ$+Y*_5DtD&R4?`Ecw6THj^BHZ*W*zJN{FF4UEw$m(mqRi*A zg7cJ~8^%e^QSeZ{$WmedpN573H)541bPyG9s@aoHqWp6d{BuHYF^+iTlB+8LDu(n? zF-A%g!O#Y3hLUgNFaj~8sA^?~lE8wD%1{y{fEh!Yi2v9a()70ujbl(vBPF#HGGht; zUQi>6Frxd&^l+O{nMpn=n&>z)$;SO4j=(=cDrEE}W2L6Gtqg}e@!&bkT?Vuxqi9Ra zW2JrKqL`TWKqR?qjPP&YLcuYssbRp2OSpl8 z2qzu?5=2we!$}Ctq=)B{88NFKZchfM;3^HsSyscwBltjJ@YTJ8lx|`WsZN`#eym^9vR-uLH%`b5OX}CCyMTJSw^Wp zM~sisL>Bc|!(nu;{({Ii)n6j+W7S{!Tf@`A{hCHef+>?mc`=!`F&c#dg*pRtH`l*Z zalSZ*WbH+%GeGZ=F6uw(Q$0VCW5M~3ey8o9_R$;@|Efm8kLN3$YV!P1Y?v~6HjjS5 z+yZ@ESXC+2C(*Z-n_|AZDHU7nQ`#s$pYJHuL57F8e5yDE5jEW$!a2zBgM4wQIOY4; za28IPgM8xeYZx2;zMM#YkgZwU)&}X?;`1P z;a!HBR;L*Bbx4DivY%o&=7D%ui9rB$iXjp1bqB%J)jY+p-aW-2P8Q&?g~0!CbV2?P z2N#yffc@Y$b^(qO1bt=^g8#}zqy38p;C#R`<39-fuh)hLORZsX8xATgg1k()Ffa)h z7GbLN!BO;|A$c;M6To#3yrFy2i*~8g2J)N*KnUQ$c?xK8WuFB{DB!%r>S$=?KCntY zv#7V{m5at9Y2skxk`^SW9~p#vTeUiLyQ+xCD;Cw43Sglp9awlJ2xFkdUB1>pw`=1w z=*=6wQqjuYo5dhUIY;d$OVHsg)uf`-_3b99R|0!dv8@;6(n@O7J}$t>F!gg##fYeV z@hguobrI2{TUAtr-3eP-T^=7QRZ37dVQ>U1JlKU^tB@Fyq(Ya9iO&_ymOBn#YD`1; zQV2Lk2-C5~uBh22?2Nj8d^k{PfAeAQQR(c2Z)=XvE9i!;;P3;MUKZ}IJ#$2g3|iVl zA=`NpEW)lSIKB_xo2Q(FeTh)0@Pin#Ep{j(#_UuO53$?$7sK70xABij;V^eAe;4!| z-pUX2khh)R0pq$pr-~X5j9nt=B^pzJg6cSGc;hHILo$_ut9xK01$7T>myA~IVN3uF zOMvb**keE*xYhoow{MtqHq2f&mSXS{Y%0iXme)RsKe3m1ppdF(K1~cTHWt zUK17Jj-(xoN!r#{!Onk+4F>}|UZeE{LTRqeoO9lVC@dZ;m4+b>M(_=Y+4C;3Rv~k} zsNO7Ztu;!EUtrg(kOSAg)UumasZz8GOPBPYrWVqrt;(lK4PjH-FuH=U`BIC85VpsW zvx7Bz+HZI{?Cg%!$6tBgIlBrkztnD)df^Q9%Te@SIWp+oeEB(crCEXp@Zq7+SBeLB z^;zEE_O9MtJxR}(Yw-Huxc-K9imP^ddwO*LV7GxPI8C?}s1`p>hzi_k&mXA`SE0Po zl=H-%5Oy_BD&naP?YSag27b(|)^^lO6H`}*Z1rrQlyvQt80-~8)lQQLZG0}6rY%x= zZh=TLp?6D=F-``HL4N3gp2aYWE>$6R0F*pTTi1KPmA-~Otn>Rt1uJ~mZVgu;WKBH$ zJny&u@KXQbF}qR$HE!eN_yyi?|6y1Nu!n2oqLlEr%KtjrX*r^+~eP#`(P&zspxgM7nLWRi|crSX7 zNaf>A)im|-V7}@@l_Iw@(Yh%sBs!;|`v`D#Gr(FEy}5pCUIp7Jrz4MaDW_l>OXSV)6R| zi;Ol^T+;U>A)ce-8?f539*D*2Q&Cv;n-y41R4_VLf7gAi?kBPOKV8G>1&eZ4n6bED z_@Kej7XwH8oeSLOps#fb?T3B(N7uUI2JJ5?v^VrbJDC{TwT zK+WxfGPzklojxaZpFRgj`W)9a`W&~YV{0CoOdOl~u1_stGEW4GY^w;0BzO-xj@NV_ z$F2okofnQNhTZuo*a_!n@Zk!Sh+z<`zskhB#_2m;HL6k;N-u!|pbM5tS*XBr@%9NW zSSn?qJ`2+oU5M-Y&x7z;EWlNPYQtC;&_Bch-Z7?7#buCEz#TOL4;b%j-etM_9QiCM z^*UO>@tm1s8oTlxu!u~9McFAzzhsb z#D8pHVES8~9n(l^hoS3Lpvhav^a#0yZxT(IlS~!cW6T`eMY;Im7y9xJ=m~MfRdM$| ztXC!%SMgQ`G->rNY6|^F$Orkk*-B)8AjdA~9}-!-8P{v)BHPI^hTkXjM3FU@wn|)| z662#Z5foSFv+z3M7{ecM7@do&i+o-|l>;7%Ck|!2A(XjL#fG|>;4bj^U-zWdWsQ@M z>lWC@K*O~8VHQfCfWshDT8Npcm=mQeRxzi)bzp=l(nyiiL?)g5eX`JH*2$j{!C`nn zO{A-h@|v;I&u0q5y8I;_yy+)S9fd zU^f$Aty$%*unh~Rv}@z;kvF^1gD+bJXe+n~-YZ_i=|F9~jJ?|9UKvN&=E5_$zV{zG zbK9QpLZHi*e^sOBOY;>iWhDMah?ZPa4jBo&ncYYj`NAdJ3sUO7Yc-*_Oj>W77$c>L zEb3zdhtawE2ok_lABp&nRUheZooF1tjTRrBI*F~G|A4l<-`;aeX^YO*=0xSK`4U@g zl0?Ai_=^S@$tLjjqMTJjS8?_JnZ?y|mfF+QR|HY~5QI$T=t8n+$Cx7q6zaUswOpg9 zBI0o|A~rBIDI7zc_t_zu=u*v}@8rvaY8B?6v0=(8j5%dH7=0l#w8}TTQru&n(RlQy z`HoOcV}H!$QN)8f3Wk2q7PEHKs5PX?dbKq8Q&ywP4E5)gtjv8IL6dHuHL2zKFABu-StA3zBbmPl9ZyU}6t%6Y4 zmGE!5XxiTgk7~NVcv_aWVS6$H8U4kTD>VOh<1;8%tkOM{ON}hIr!E9}i;wqX74t}z zv{P9sOdSi-L)NAK3BwqB4+mEPiUZ1oCU(3Ho5%BYIOu^{m)-(x}AWU4#If>xFr zgTC4tA)E<1CFM*|u-T3e1WioGfglYs#%Z8)&9fT81`7~EY&XVgm60_|ig1WhZepxK zO^->LN{xoySd)_5c%eoUP5HHrdz#<$8stUV_C}V&LYIfTYtIk?BTou-ObQRf1;Oyc1H;z8#teUxk{2_6`PAgcP(cRAvg= zJwZ-%tcfcczCOu-EPDc42{6SG4u!6(iWF~^G%-1B?|_2vun=~r=EzWN+Fh$_3 zugFnQIqUljs0f_pLS=H+9MrlVQl&u3OB!$eoB>;Q-jX19m$&u_+8YlKVdnC;K{W32 zuWHDe^EtAKp=4{H1?J|YmA!b4#pKS8 z@Ex4DpdiK`x}Ai(IUl+`GRcv1Pu!jb5r{(P zXKj06CF1Ncdw81#Tdc4j3o8x{IL!x}qsqU>lSHHCI^-)J#wRg;Qf%MCZYpfTLc$I_ z1uKrldIxTyxak-iY%NzCczjj909D@g^RV7Nuiue(>K2R}9D$XGT;*?>#d{pi>cY7u z*#Cvr;h*a=i!EMA-Mt+Xe;45BVyRVWLh2LnqZ@E`%qlf{@cG8J3RI7Wv$1v)V1hGP z=Xt3O&T+38Cl@z9gPUPHfE!Igy^x`xqK^0lS2M-(@hg=)OXhyQ))O%I%tX1qLIXoA z4x~EY2?JIu=bNx$W9Vqkp3YIOlldY`MMJcpVZe>pA`V4E;LW(1Z08|!okl~vF`>7( z*;oQYsIa+f#26_}1h*`xQLfkFFarA(Xu1-jT!REKqahOU9~%vk{#IvEu1W1sypW(q z5~)7wWO}$ws6&4>(M0D_uB()BD~NqDKfG1la3fr;bELt;WM3=%UDa?fQ(#d+^VkE| zH3k1L@&RpGC}|g5iSTD7E}}&kZ^rdX5Mg~UQL>)Arj7A?3B6I|&!x8#;qQnsQkn>g zuyZTCPKbQ{HylRiA{-=uDZ+{Pj}_tcw~oJ9^Vp(!SEEf*o0-J<0Wxhei}MTwtsn6D zctN7@r8{;dz6+t@SPP6dvx{#hLF*?a^u!pS65Zp)_$W_(!~Y1%szdZTFhkdJqR7$c>LEQaFUIE>B> zMUVid`bflotolfQixae-*eX3}{lR>Rt%BAg;B@?zs%Z*ZkAT5nfePhAN)PaVbY^jt zL(qB>LNb}7%gLf0V~!Y5sG#)%h7g+(7Drbw%{6u z+$!FE4z~%#yGXihynFquS+FY#|2b0mF|@b}YS*`~44#S#YM=kSou%=K3go;DCdl)z zYHV^zPHf`pPZiRh2=%&yVFAbpX>YGsyLK&X(+0yr%{X=~EWEb|HLN~JW*ZVEa<}ku zz(`{#jt5ym$H}-jl*MZ*=vd#om;4df;E!#+AXkaK7_Zo%V_Zv?LC0@LW)VTh;#a;w z$C@+TouK1oz+I4y7-9}65y#2Z3W}=Dj>C<|rzhOl9qJS#);N^FT_Nrg2ryo~BBAmC zWGVNstP5xGhNgr*Mpr^v0*F5x?yfx(B#De3o+t6^W6liRH13DP>SkZ!zbn`NF40de ze=$6Ie-ap{^$3xgpNHl_xlTb8jA^~i;yDc0mM{nDBW#vH|J2g!^4qpzSg@PGpWsaI4X`VsENEF zx+7wnii)5Mj8wV}cWO)m63}r3UHimy>|u;N6Y+Bmh;@T9+|3eXx)xD%?s$yJVu$Z& ze7q2F5w~ngVGY;U6F#??;oPCfE|Jlr^#sV6nTV@nH86x{l&b2YWFfRTa5Oe-3>~#z zS0k<_6SCu2BAb1~XOd9#hEpt>c?BnRyKqLn$WlxBtDs@PjW9-`h%3Aq$CHF`4Vi03 zoA0>G`y6Tx{kHR9?*97bSPjY=*d;wnf0b16R&|FKK?>2Gxw zah22##qtF;l8CrkL8gb>go?OYDw^m#;_AhhSVp83WTYAey^e)?Dv-0P(g%UW5FstX zh`d}@Pe$pT_7{AxCs0_Ug3~E78J?H{*IG z2y=(ASMN&bjUtII<&`ksD8@)>A}Gv`4X+bouWrU+bS}(60+_;_i2qn&PJinhjJ?Xt z%^HIyb(%@?uOt&MM)Da@sGXNnxlpK8Nc1sc*KRu7c{xHf(WRZ2A421C!cLJL7yWAG z{4s2p;#`?KF9&-&FOzucBietCc}C;W|IT-WYK{7rf-VdsDegcdO*eON_E+}%!vAOQ zTfpQhs)Q5rfQ(55L_rX^ghzV9WS9(jKp>H~1~ei@i6SPQnNFr}db-E%9+CkO)YTPj zR(6R`Tygz>UGV|BxVx^p;^O*3aYaQD#Ru;C_|;udfmK)e&#AiiR-LL__ui^|Zx6cU z%h%I=AE!>8I_K1>b55NqiAxqE;5=NCGrn?MK^@C6b;QJ1<|E4v*1^<&#m9j`{JB{C zzkNJ>Ftf-5q@4nLf_IN}1tEABhprIbbx_eFtU}kQ3M<8hRSpQkDjn)D5|@ec*jx~Q z1Y;-yD~Whtumo0GYGCE}L0~1&gq2kz-U{!M<=xg4JNugdnXHeGH)?o6eB06Lc3YFn zFXfRIR=!90b^|bQq&7dl8*26NL&o7t^c|`L!GHZ3ye@-n!;ZiWUUO=gpF=(z?7`ax z*DI@`G?CH+xIA3v$8UBja9rjFXknthYhnYGBJuWc9|85tZLI1f&6Py$5%%W1(` zlq-W51BVtI=t}0zL!5+O1iGk;jZ3WLhciO2aFaYW(1nIO4|H``h$065r{Hw#!B_0Vv$gMov$cDLAG#gWXa5GIgE46FD!5y4&_X?Q zTPFw$U3>sq)=L2BJQM~n)R?UbHZF`I^_@=&uOUnU3MzXTt7N5tXp2`Wt8=keZ)aK)<;uzaZT-;tJ})3Xz<_yR#AcZbD_`m+d_t(8RA!2&Ng zTv75dNdI0eu|&Ay`v4ed6Yt@~n|O5*&xMs903rXFVR8)AC*hB73;v@!d;v{E^R@ zrP)R}g250vWC#EobqL<!S?_S%>&b;B|{A$uqDU*>#9K0ICj2 zq`y&zq`&2|dnpmB{qCiDv4bskFU8>LN47+tb}z-?5ZQwcyO*w*U0M~ednt(^xu&B* zAdQooSVYhHbmV}Ah@pMcby5_bW;A?_ZlP>3v`_PS^{bFfCap}P;{_}JH|d?;{ui+` zVihlObd@Y|ZZ4Jwg~k7V1Z-pR>oK(Sg&aF_LtpHX9^O`L4~5C}30EE!+<`>uH+Q(i z(7sbF4F#8c3jych5@ic@@+PIYgscY(>RJxdq8D}|yLIsk#yB>nPhcSm_WggZAO!p3 z=oP}g4q94-(Wvi4;ikASTC@*|Brru+iS{_+^JY`of&3zfmWcHQOTl(mgJ@@A2r5)| zkz4(eDAEP7FCOgTpHMmyPOcbW3;hZ{1;3~>xCnrpSln|r2(&6VoRdtY1D%*pgmb8? zk#mmZk2FHB@U=r~I0si4Je+d|vJngCuy4hNbBGySPB`bJc5SNF?pg$Kj!Qlzfy2uh zx)E0Pb<{sESwU~4cX|~in?C3P5ASa4bgSK3+HnL611yQ22rm*f@j`nwktcBSe7(6| zy$@TuLVAR;3N2i6kVf7}<*3_;%#Z3jiWbXYBZzFJOmC4vnbN5gF_KAlTkJDx0C-T- zw)>1;?tqoWKBE9DZJ$x5lHENA-16@;;wanL0Ag!UVAhD!1}503n1(lQZ-oG6*k=?Y zZT>E#R44`->KDS@f(tZAK_@6ks2SX>OW7-IxjwMXY(=iVRq)x}TVJ9~Fkc##x{KlqZ z_N~zAI8rehSJ=?v*^oRZ2+nCSh1ZNc$Dvm^Ef%n>i+#o&)ptgu_;N%F_N@p~Z1_9C z6Bl(6DN0H*Ik7q2XuyecW36@-s-dHG0w-usw#KJn{~EPF2KV)jq*sRN%dw^i>q*4+ ztWUiiWz4e*E^L%>>5|>tc@hNy$C&Sm%>9aggJK*#QK1E$Q?)#l#4bnF K;9O=+jzB&2&p?@K!AK8B?D zcy`i#Fo|^j!-zttL^S(t9SLxDeEv(LW?ZuJhNOdV$x zNUXy}^9Kkn(gaCXf$H3SMc|^w<2pk14VgRDZggb&1fICDW4i0@X;-IMQqRumCY;03 zf+IP)1HntR&ak(+#?R9j$0Idhw*~BDtB#G;rn+9W2?u-Znx3pRyB@s8s$hkUDH%bJ z0epz0oa`Ve2{x9X z8?)iqw?YjUKOz%M!m3nO{7b;V={-4^LRU^zo8#5aN^W)l=ETg49vkM51=h*Fs{ea# z89&PYa7s>G%Ex3q8c>m3aWZbkYi!{5vm2z|!cJ?tJqB6m48*>}xPAU6_tKh8cs!9M?)eSVUC-o`#Z#XkQ9J~;tzXTLvg`19-o zm;1}%;%5JNY~uv{_#8g|dHh(x?o{yNAbxxSUp!#qeb@MR;O#Hs$7;CoT7MPZ9>tF@ z!NqI*A^3WYehs!#==QFbyg}^`J1rcjtx@_c*Q8A>K%}veXk8T@o)gl?d|84U~lt+L_kJnVNxp}sJ0iob|ro+yA?hv`0?tG zz{l(H;{sfUU5FnK;m7arW6LMu<3;#^r*--4kS{DY;a%9|2Y``Kp&ojf9Cjyz#som__z`_Vqdh+ zKLWl2oFn<4qv6kH-{U`)u^*9wfgb;K9=v=nj9^@Z+5dszM#cXTz0-S2xUL9KstU9s z@t~R>A~WD?k z!+Bx>D}hojev!KrEcxD{oP?)E3)-OZeZ8mfJ1Z5eVppuy?bPs!7O$$&ci8jB>bvXRm5mynVK&y9oN6_}HWM{Nc*?8!F~T74(Z?}u zEtSL|!bEyE0+vlAO1m-!`gJ(a!)L*tl!Hw4tb}K*E(a{I`v)KI#boL+IlZ~#9O{`BWO5Yg`&clCvbcbPWeItr}+N~ zq?eRlZ?19(1^gz!?n(e=(o4UEHmXU?_X~J{YbV52H#w4f{SIDhKu%9aq~h zQAVMUWxYU%Kwwn&(}61IhNH*_QNK-w;75A5BK9>5K^_NG3>E$VKoq!+fbOXdq9?@& z2JK<&6Qq;BcIl+Mt0=vb>dvTT>5?AySwCKUKE52@_EldJy~~_Q{1Tziz#T9KmKK6V zcyA$qw_9mxk|?}M`!QhJDeL zvA~~!bDez;7NYym)MFX1k`2MlwcE**4|atq$X@Z)rPYhj;^?gR*2ChASFjK^Cu{9z*Z0<&+e6+94D9`bmZ)^RD}npeU5UNr z8LjM?nUzVw^k7(@f@N-) zH|c%Qo}Jy$gG7y;u%zC{+%P1O_@e-(z^@7z++^!`yD_-MQu<{P$KURZ> z@#NGCp)-e@*~b@K)9wRc#c{9%lajp+GTEah| zE}a)eL=CB?uaM_%4ex2oW9b&tl<=F7`WU_MY5ozLG>anvyxjzsurPiq1EwvE7jm8p zNuaL+=gx%p_-p~c2@Osymj-J%+P3SzXE zSR=|kGEuyXur;-x45oFSojdQ)o9pc;rNNyXZCeZFdk$DxSSSHjZWhWf9B|8Tp>UM7X+B|AOR!KlGr0jXSST?X z#s3ge%4ngy748;op&XN{#RFSq>6eVQilU}NtL4~K&~f&QL;`NV+(5V|!G6)bt4E(# zhq{6-c82Z{<`F|OaX9-zHnNgSocc7Ge+~tDSUQbjT|24^WY%XDPW3}b_kilE=eh;7 zg{19}oV7L*di&Pxki9+bZJ*ih?WuPsyw((EepegbRJC0NL#Ed5c-wKtXTLk!2k_}O zFM9$xuqY1Yo1F3f$R;#5GTsk|&TZPzxcZ>d)55V;-zbmDTxh0yu-g zku>0Ig)$F@J9BGrFx<*UeRmBtZD*o7Rr4y%Z5?(FbZ5wGZrfR_ zcBk95&fuW8a;3MaIR%@0g4>c-ewYr2zj71;T5=FZ^>+Ssv6K`g6yFMfLw%~98izMc z)3zG$j9AKF0?|2%*Lu7<3!|FCH>_+6zd`us!wKy=%pRhc;?1nLHX!6crENjhTd^Bb zxg)d+c|lf;Sjr(H=2;1bLM7jPWHm}SeuxJD5Ec3BAD z1Ay(;#qt>YpM}@sLeDHV%~B!QEQ9kv01|oYk?>B{q1DkEYK{yFdu?bt#T`&VXgF~MBFF1dRryiie zxCQo(!0`^3RU6Z_j#t5$rU!Xy-gL7wJymO8R`1|G@X(J?MSnqOFu|})J&w3tEFTKP zvI&5Vh9%xKGGb;^!``rbO+vf5CZkue-r9i3V|2V0yODh|3Wh?p)Up|t?6;X=kZ-LU*zS>&=EU&(+ZGpBT&%q#blh4|fl9p`%s8Rxk}in%dF zXZ{DuB9=k7EMU_h#VNQ(2JsJl#%r#!&Vt_rpT%D`PfRx2U0bb`Ee%JOh4|qB*v`tz zGqW9y-N-$&VOBNKAzGUCnzG2{FwTK_NHGSj7hWd}dR|$GpWWASer6Hl>^}pw2XUJ! z3!ayhMJtkIOgE@12ydK2W z;l31GH!quei)B~}^OIYInzt6q{9-MA3uFFZ#}K%RNvn9%$Y7bpeLm8Q_LN^DZGAqW ztz72OXIKwyK;*G9?!azj7jK#Tsvj?r`bP0if9voBwk1Q71S*#Zf53W33?l4+g*ct) zI#(y3IKTsg#m1cKq^y&>AWF;Q=`Z7c!g5Y0TJmpZ0k)Bdfczp#K7fF2qU37Y(h*y? zHEVmAUovz#g8Pw0Z6)Qogl=5zEn2aHy{GOrU%;+X<+ZHXzAuh8s2-I7m@CplJ#=+% z(K|-OD+!JRV~dk%jsOImW=O%05~4oWQ*@oSV@DuC~N43JAj(2-`U zL7GIeTocyCK(m|^7V7IlCM<`Jh@;eKwl+<5b^t8)_0i;ebz+)p>^ba<2K%y?x~~tP z;`{o(iTum<^|5b%RQvi)iNe>`d-~KOps~BZBJgGI=c~kR*N9rqw3lyD^f+C1OV`On z_<+66%Cm>>=X!I!PXG4sNyG`a`1E`K-u_=P8!{%#!=l*KJOFQ}PZPFWJ<2p|@%#6V zE|&&JFdAru%I0pMA_2dND6DkA%3}XsfR)?+z0(|U%fEk*qii#Kr81KnFvI@67;WPJ z0X0l0+*)fthPy@Y-#aoKb& zd1?;OM!0PvVPdvTG9EkDM7C!&2U_@z*(U5;Ikt($E(tqT1HYKC(`X4gP7A3{T^cRY zjvaehM2agTQm}7DkmA)?J`Y_U(N^-3$}cQGyHTIYRH6H6YNZAF%~&Ihb%NFqvpwx9 zYuzG(3)41sCypH|1E@rmTO~J8f69Bm8Ci*vOmKj0dG8w&fSD{Ci}K!xt5Jwz9q!s> zB+7eVujAT3USTJr6_lxWdf$*i*x%IN8?$JlF}gWiNi@fR%;W9AKrH&6x@_|Jnh! z{AM#p*~XaAG?ggK{1rAT1{qFKdj_*PmCZHOuLUFuF`HpOCoA~-uQ)KQ;O~>~f^YaU zEclDx1LH~*{FRgoH*c>)0MX2qVBYE_DcIQ?O2J>%*od*ew}%p*Sk3ov>`sK2VpA!3 z6TK0+(y9##TD{fduvs~0Ew-c?(XA&WU}|8uTqReRL3?(diG-4?BLK|4nFfj6m~re2b@pPT!s$C3lXn^45^X&wOgV% zHq;hjM@&NfkTEDa5^hN6H73TusGouuKHp#z1@U<>&lLz^)=dOeDpm$&jn$1BQQm-h zB#|fw!Kv5s#`FEp-OD!Shw6a$GP+98zPMPl55xnw*)BCYbbPTXx-uWe@)(Nt))&m3 zGiT$*jo!|7YtoDOu|8F6)L}PR9S)RgcfHB#?%KAg;Nk#2jz7E&^hQOthnTrxW3t-5r`yX52{ZxsKo9`a7cziaUCrTi6yO^fAKwhnsUv2c*-Shv=J zql`{`-UXX390)X{e2Uh3Ra?p^4S3!IH@@vA?>t^L!CU1`R6Ak41kT5k5S`yq^8&^l z=6k*(v;hG77hoU#tGtHuaD%!ChtF=c+qDMU zg__Azq|M+l05Us_>g5EZ;!tw%8yyt`XExnO3DcYP>2NnD05i$Cjr$0|8-*;^R?t+1 zs~Nr=&Nh zbaHlmN;-OJ)Ufg?0eF}xtbIxjSlRfLI9856B?sIJ@F_8rHOEXsfJ#$el23^NGbz>I zK^zFq1|^5A3t%Rnl1>%M<{IkP!W+fCnR8MV7GieC1|fWpArCb@F`)Jxlak% zCx=g|-==5eT4F@hOotExe8Vl9|SevGWrGqCswZ>&N z^~~#Bkcefli6Bko%)q^|hNDKFH>jFMBTp_TQ?Y1EP9`0&FS-)vWcpQ+P9}XB82Xyp zaC$oPHi3I`yfrx-Y%1Oc*DE8$9o6Yp$97jPfg8iq%{rdVSLxI*uWc9|fx1cHuIkjA z75D=_Fm^(AWdz(-;ISGR9K3XJcuV8~E6hu!_sPOp70H9}SB(sxe9FkWbt7v4>yhDb zoA{+ek&kL*c=hP1>(;FvS&I*htQlQ9vTpR0OT+ua!^7d%OGbuI9bL0-)#^2;;G?Ik zT6M}Pt4>`*V69ty%INA-)_ClJ)vH#o8#(n9@a9nu*yBvFE7?`~C&~oGJqN0zX!l&A zHagI5Z6By;$vsDGzrZ~w)V2|NR`(nt&)swQjl1XYTfy$R5aaUPbH`@#$sMNp=fk%$ zJK|najw3F@!@>LZwD9E$Ilo;!;;&DsTe>(z3wL|pTLLhX0P$blwTqgxkpDajUra=H2`n7{?!Ca@(M9v+HQ}< zleJE#x~s<2Tu2W6RLT8=$HFIquy}ZtQ00Mgsq%B)5nHF@9~`iyXCrmE> z8c1ohp3b&3&F^&NDBE}jQrXK5n91p=j~G<|T5H$B8^t;u5e4RST!};UukbT+I>Ps0 z_L36W@Ojx&avffXMix9JCa0s8ol|Na+h_vAmFROk9h~C?M&u<}sEHPhxMy6b z)e%>=Q1kH{Td1*b1uxV>jLTc7tvaXP>9*@Trm;-f*{w-D?yHMc#K#)dPRFY^;n1(~ zosH_Q;UF6fj#EEDxilOPBkLkAGIcCYQ{NolWTiU+=if}U8si&Q4TG0%2YBqjiwEDL z41E4|TYcxY%WLh{hV!b8PAzgxRs8-e%U(rzolex&%d*!e05hmI-(p#YxEkffc3F0n zj%%+`(i%RNu}jN}c&Fa8h_MZ$kY|w=LrDKdM8UX7drG{>P)pqO5HZYecIm470xrF) z>H==9n;Hm7p)c~55P;&jFYTaNzl);h!e{sbN4icZ`LFhrv|0Fl3cx$$ReaR}D~lyg zfR(z$nFku1QjJ|9^!mO7X89L59ARyhkP!MzSm1nukBPef>ws{o3Q3@^o#*2t;cd=W z{1PG2ZyZQuQ90rvj=t@xdH=72YKqn`biy-eN8f^_0<1Kaf~lVpY#v@A^m?)bX8Bo) zBU~;^6}P2u*nvhCJhcMAJE*DC9k8iYW-&d1F4_f8xl{299b@Vn;vlZ<%2hvj7mAeuT8Tz`7L z;fpX8Puas7ZtB_rw^$9cb35JoB(C|l4|(!VQ}UpchxP3G-g-0JHrID2Fs0@mTyAU} zdm*rlWZ_U+``5n(Ta&$lOUR3K+W&9@Y6gQOR}SI_p*=gFR)Rn9;{eRwAISKR`2!hG zGJoLVWRxkr0@f7US!ZRT&V>Lu30R*6(6maOR&2Jy$Yw?!*Y;6=9hpbwv;)<5DYJb8 zpN~X1ll7a6*}lrCWnkl2mrVk*eII}o!)!+qX46Qf@|%Arl1+|+a4yhvcEUm|fGM^& zYcStM#s+w-oc(HR;QWWmpjXM}I`t-N-HFyX_*z$FdjV4qWBskPdzAGo{H@2wJCCs0 zOa&+BA$~+;*cD>JEVI@O7_XzP$SqlD8{uK^s@9uie` zMM<}q)>Kb*KThv{n!nP<_2dC~yZJ7`XYw=#Ov^b~sFFvc!AwLRPJ5u-}{Bal*|GhS?H%WBHt z)ua~hzxu6ZwMmBeF9{ivhxd&K&4K+a@XxogL$AXYn0lC(k@BmaSA&u|+hKRp&S4=I z+k;(CUZVznIoJdxZbftqN>MFf0O$;OV?sy$XMK`Jw+_-8r_<{b72If3f1A*hgUDO} z$Z^VHAHuca5lQ4AL!8ueO_WrH-U(+rNwtEY+8JL6Tc98nlr@sX;$e!Rzj73KN?zBiM)UWJrJ*=w?>iC?YiG9LO_TdT zb)!YZ^wlHR2L!zoj*)H<*49t!ndw5tCY-J@l^bNC!+3;yV1tHiK031$EnqcG2*%0hA654g> ztq|-DthY8GWWn|q!Rx*3f_)ZtBfDVBL!kPbP_S)Sn22{0{9NLFy!AL4 z#M=Q2alYo)T$PMCh7fHJyX3^6BjS9`+qj;}ZhGy1QLQ`OR#S1Jt7HUUjVx;C`H%I_ z2UrWE>y-%D#^_QPatoNTPA!4p8tK8CitT|ogz|b<9u%XGL?~qR9oSf$>2(z_kZFt^ z0E^wm)Q6&ucG8(%Op&IZ>4i`6EcV;*8_Qy6--^g$XMu-)92W6(2rX>uh9ziSVl1n( z$5=!|Wky?0GCSV{0-542O9*kOv@7?B)Zc>)VW+q99QgHhy}91y{f@;5(n?9S{ zB8C;lVF3qzR&RW|jaQ)$R?Vyd~s!0ZG zo+x+cv0xE!K{=oF5Cmm*Jo-Bb8p%%!W?`DhR>;45vc8VB<|wt7QuIeF^P4^i~M=y{xx3 zAY{Sz-vh5(c=W%A-N-K3@=&OPoj4Lk!A^fGpGQ9lelGF8-Flo1;_ZNi@aRvuVj+CG zXnW-J>AskOut=teeD@^yA6+F1df7c@3AYiGfc(PfIvN4n7+tDI|CVwbX6&@5_Ri?Q zr}d+2*L#&so6mdBNvj6EbDPtXH7FSZYrY1gT6mE91t&zYBfi*D3=;Y3&1z%is`cKo zt;@Vh@Y@?*9Tna1@4h%bAI3b>JOst(uiRJhAK^vl)6;XrB(@I7Z0Q2qvlTK52BzWg zvUasGHBsH?&%hPPw74Ap_*dZF1+3ruE;uY0)~`dC_*&uQV);eHPe!ae65u9e4Oy-b zS#wYtB7Q(!Sjj8&=6aWvqx#dxIeT%Ex9dbG zGEVXq0B<=-%wGr^e*t_1T2@rd+{b_wA1C=pxit6?N82_|a=Qao7IBgQE4MhwR~&H5 zA1C1`+stGMaT3l*{pV)f%L(gP#YV2@-oBw`l-nKkwS z0fc}dpA{lt4w^zlhUn^;uKgVVi^vf5=BNUd6d7W3Rcd4ipW>0BAW&i|6iw+)^%JvljZAy55H zIUeIEEhI+XjSYaYju;G4i!yD)6wOMv+S$Efd3CzmT0R6$A3O$k8$_zR{FtsN0^hG= zFP?=QVCv<6Dz)_IdNlk7zlkSjO9C*H=C(NY0&z9+e(WAi&1)}CBYdWgYj3=ym>p%d z$cgXYpwRa~l}#zR_1lE{b-hQC3>v7P=eUa)0{Rn(LKvg)Z&tdul!^lFoO+XVZI4UW z-0KjgcTL@cc2u%hhh5c=v3P>?qIgQJnl~Sx3UBim0l!43bgey=Y<6i~1K`0kW*dFH z!2v6a=wpDD8hu>IRV<}hc#%-;CI|fTM<6-cHdcbB%S1T))qG^sQj`a2(@RK>n6mKl zv*BZ$(-xCkgm$+((9WVP{3m(8Y&q^L4p>=mT!59zaoMUhe%ArF{M^P-E|lBcfEnW5 zsR~zX?QEc9A@Od=8GH}aobqRIU|2Z&QT&EK!=mu`Jy?#3^B|?Ejt7^{#n&QB3KV7b zt$MRv6n_4mQC1?}Z73cnOvlS_If6@@=A0X3shljD%c#n7Hzno&ZX?!y6? zD1+5ozz*=+7w1>SpzpqG{0i3NV*JO7!ZV(6bai?zxQN+n zFz1r70Uj%-82n1M!#SoHJXyPmBJj)9r5at^7>mEt?od{<@G2asH2BA1b z(ZI8Ll4mFM=6VzTScuPVvG-T$-A-Gr+bq_u0`PY8Si<_^3I?qBblDrqrNNsy+P2Gw zn;fvRSUv<;xh)_5(E+#o%Lk6Kjb2Y>CO2S)amw_J1n{_q%@d|F}$yKs-rF!>mcKg+bYW zQ-aIocL|+=F=i*#^ziRkuWXXoU1U8RihxYun8EsQSyAHZhB%__jdTRqhPDZoM zGQ9x1Atj^X?8~!EB}bkpE-nv+nv9k>62@e-^tXD>Yjq&t&%BV|Sk^f@MVKY(=DWg9tmPtg)=ufP%5BN+781h*m0_LD8M9L^#3egq3 z17MLdN_`)yKqaM&vPmg5WfY&{d6LWSgKsQllzl5APm%=!`jIDjaKFllxs)6BYp%TlOrhGg)1S&}|qMb-;7X!b0QABh?AX`>iINqZ(8oUk>R5%Og)C z4?S#3hX-MR2qJ_6C``BsP~q}0U08mIbdlOqhIuN5%+~C~2kwKUSF`3Y{|rGR zH*v+9?{);t)_j6z(FOdc|78 zvd_)dVg4|7L-M(ys!nj2%R{01+!9B^=yOYd%fVru1k`5!4OZ1+Vg4=a!3jW!iVWXi zARcQD^P%sW#mI&igYF99tpH%7@Z!zc5Z*Hq+I8ry5Z(=}w>BVT;q@26>lP04v#=Z4 zg;yR5Rd^Fe!YI7yZ)J3tCjrVOu*X{uh(TZ-un-ROuequX;m<=GBBwv^Hm-R}I$9HX z(awXCWSI)%>6HlB#&~+%VeaBEf19;o|u0)~86h=4h03gIxP zOCh=jaR4kF=5%qa3RIHAoJ~rp4s(2pJIwFIZ_HuNzLn!J&qWKmU5nE~+S6s^f{Zm5 z?u|(C?T8fYTM?w_TaAU`O_MvSjcRkO#tWuaA)m^tux(6Uz3C}?AO`pKj#Vzj0f>zl z6jW{DMKK6hCTrb^*7%0y^>OgpMAb4kj0~?H@+RxeZLB}r#_KzGZdf(sv0t^$hRv;J z4bG*5jaeJEw5Mx*ugvgkf2Uk_@4w|CQH?#G6Ujjl$h8lUUQL($_x+axc2Jh z1V&=GMT&_OTb|*d@0rKbFa&wZGsIBQKM+v}y~0{~h9|{RL*7Og`vi%h9qrOd_d*Tn zom2}ooLh)85Ls#Jp8F?A@WoSVJ%?~6C2`5{A|dD+dxF|*6Iun}VP$R`Bs$vxD~lje zfRz>`LJb}gHK>BYE)j}7*8#WuK_ZT_jYXnqKvBWM-tY%5HO4QNqD*LaUEEV3nWMII`uk z+G5$x4vC<%+5W*};S-#{qN{{hUw0su1!H~1jj`@`z{-NL0<2WV%2ti$0SDajvlmCX zT=rTNE!;xR(Rph=tGYpKFn)<})uQiP+wC?M*a86WV1XU#fRzPT1z2fZg)8BZpn(O( zE)j|y?|@r=uHq;c%2jT_3~4&4YZa}vpTR=7kTjjJ#?dh-?ySbqc{oJ)Gpuoh-vf83 zsBv^4J}(#e_yt*-1KVcLu9@u`M;9b8rJ5sLPsyd z=M6r^GB|B7qm}`3tY0vJ(_RC>is3ZdLPs4Wo2&;p7ibFGVqdzi!F(ne8{n~W3LT9a z3LV8b|3tN;Fy)u^C`l42IZdro8}J>K@%n27uyeVBtLZ|F`JP^(On~ z=APZ+M|bFbFEaiAvjE<1f=h75-Ohj&pZ{Cm=n?;4kWyiwM{DhUaJP_k1zSO|@~OQ;4ca-# z{y+K$Fn7m>k7yaBry9V-<^D^ZH){AM(4+qOqT5fqtPz+h0%>N?Ueo$a-{Qiqw^r#kB? z@mSJ^pPtaL!OTb+Mp1zZdlW8B7BIrlhOK&hkVaJ6)hDv93YycVp4*Q;&Qzert=I;dneR?8+^sSEB96W`{3vk@VD?qS;e9wRVS+TE0OP zLaSIRi*(Bd0%qx!LdPO&mAO~t6mxMWJc7AVgG3yrp7F30I6JvM*70_>Ta%KkKTJo# zUpWfZl;zd&T%{P=>xw0yNO*q@01ib_EANCiO?q7QL`9tBFM-m~5{vZ)np4Bg@oKwW zol)3Dx)9VrQy}_cC?Mw_en7klEG?_N|Eh z2F!zx3>rCUOA1b$4*vXYQALDGOueEQ|Bwh%tjZXs5KYAHMJOm>F%*L1#Mc&{fLeSM$FYZ5{Gv*xrtilKPo^uuKe>jcVey zbcWcEMIu#g!4s5L#9Z@N(PXvnMY^y*y? z?!s{pom#Uy>|I=gC!5}6b$88cO}E)==;L7aC%jh~96*OWp8Bw(1;;(`C$NALdqSGo zhrAuNu__!5;q9qGb^&{(I@X;AJfMC%oH*Ip*=mEoe-{9pfqL$U4}a31?sUCfHHIUA zh4Uq**l`Qhsj0>cHid|FYw%D5PE~G)6`F!0E$Xdil>C}>52R#veD;ffSkfYL5dvn5 zNTDFWRw&hHe_FE7eylY)g(t#*f&g8BQeAJNfZ}m6kr3*I-BaE6%ZsIR#E~#M_|o4Rl->5p z%u6(95@Z{TNYg8gT#w>BVT!S*kN*DXBv*I+lY3${EIs$eIMgi)~5-^%B?PlBIIyc^czWDsu$ zEQII&a91pZ?-p&3oW9$I3`9wu`!4}-lZ4xdNkD$#x&HzJwlTU?&;2dsc*t;pwynK$ z+f;q3)~GjY>qpnF_bQt@F1h2-SsZ3Hm3PH3=-k$ z&1z%is`cKot;@Vh@Y@?*9Th?G@4lF%BZxeOGZq+bJOrx)OptkmFBZ}haKt3`1I8RS zBjr$+>b_!`L;*y2(J4@55abL1Usw?2bOx;WAjpf$rNLH?wrvo^ zcfiUb2ohlB76jSrfLs0`2uImw_DTqXaAtA?W(b1BXcPZ5q?9oTava<(ItX%Pil$+E z%HIkN8v-DbY7T=RM<;@e3w%i3<}Te62*+3jKK`87GX$q3I40}Sh7T#XxV4krva_>9SJ36(OPD9v)`8%a&qS(7sBXOM3i?e)M=hU=Y%3($Lwcoq*0FMl+iR3K!-Z2|;1Z)ur-tS)48!Cyea1 zY8@6hj4m>f#qa_IFS{O#kOh8RcFg_2I4pPDbvT$F!hoGf_;?(!1o&j^?j{|iV&@{I%YYqSoRjiiPjyFwfr!sxxhb6S@AS}W+{$$o$8xXQ@+&1WSICewwjiZT_ z5cHCVLiLR&j)c)Sp8nR!nS)*u8xzHr)Q0P%#KK>{2Wr_Z^aAD8-N-J>@=&O< zoH!CjSx$c|<3TG)fN}}!ChGw)2&@AZBB1q%tJ)C$cC;{Z`rCiVHBUJQt=xpXXy?*Q zG6sZc^&SLlV_KmM-SIH5{kTawxWUCi0Q#nYJ66#rwxlfkWXS;OJ{V0|64ys$}PL_^3(au#e z2z^KbebZgh2dBKyo_scCyPpr>!E0t4fZgSQl|=wHz)B0iW;!@!+5xxx0a%W*jfJ6U zI&pBybNQ(B>)@2XaG;pQZqL{8-q`Zk+a0j7;IRNJmB+Fiobo;g%<^*>N4Q)LE8#SY zPdgCHg1K&UW3Ia#u(DvT04tTbvYlq}JqO(KvlmCXT=pvNG>iXsppgYv{o0MI7XH|5 znwzX?3$6;V(zq(qX%>e#;Fh1OILd``l^ZZaUQ(*LsI~S)V2wiZlETw0&P7&cnMZ4I zi1254ngxCjd`{vti`Do%H`jTb{2;s#c~QZd%f4}XwokKIpTLxATsHq{7Uy7Vav{Z} z(=5(QK+Pb_6+g#m7H2_wc2UBFGX^dMVD@JWF#cnwSumcoKh2`wt8vc%$V5@(Up>ph zio=RH%c72aBQsgbSr)tT`AB-H^R^5=+r_A5fE??RN#L_-09Fj2*`8&w1IZ?9LCyu5 zx=!DpBQlUQnCr;c0FRY(mcm8r^lJP(b+B?d576)2* znuDm&<1F4q#(-jJ;Nm>n9^Roh*W2AEC*$lMX7NvY&(l1SHlC)x2k>_DTY`h+!wgvQ z+a2yImj-uov~4{h-*dpqVp$Pjr7bHm9cJ+h2i)>6D>%wF%088u+<+OD6){@G{}56t zbhB%%y%p{jvaDbW2!5EwlVde=Q0HmsPhjefao*E|EW~*jVI+hp_rZPIvP9}0H_L7y zoME*rIrQv_+Su-nH^V9-)x&)aQQj%f3^P7O;tz*HKP~O6SSu*#aAYma%B;XCdkEqD z3i#Yq4S-$;u!Rr<~A-;{>$S&XVP^j{qI1)zrPJb)oPKYExxdir;)&pV?SO+Y` zPKbsp79vp_EfKp!#GoVMP>!t(L`kK+j{2!tlx^f8z*?AKM<8Gu6HHx8W<8YSq+)v@ z()5P_u$|*DAc7cuBtjvh@4&_)O`lr(bj|7jSfuGwPm4O*Noo2_W2UC*<5N6Me=80$ zOVelHipWi8Q3zzv$k|*{lx1yX%U6;Pur;Ye-8Rhp7I%mW8L;T7;3WzQ5lla;L* z4|jEiHEZxhi|}ZQXRs@9!HvuYK zR!R%~h;)$}Stcc#>G+4)n~C_?{g8AF#%^|e#lItHv|zgzyzFW*{DGzTzFoDrLy`OL%wVeZ_dw z)M}aXeOW@gHo_SUu8{8z>#Yq4S-$scSIx;% zHRmhVEb34-=S#&hiI|taV2yns=0d=b&k7MR2TdW|@pM5&S27NOg*%?EvQ>dfa>uht zDb*d1PjPqryr020=8k9I%5lf%q6OWX#%UpKU^8+-#;Q37A^|q~bLRL5MWkTgiXcVb zs^+ZRG&$93cdN~@TIkq;I@^sZWLegmo)Uc++}B&CTpHHjkBvhVR5#}gy}3$v0+K=} zT8(jbCiRd9C!dbDCbwZB@>+0dPqp3LfLm3g(|0QV`>&WgXYdvK@I0OSKy~&;FFF0# zZf$ROy|1zB3)p+K-1G|M z4a0`C+N8LCd!Jas4Of6Qi?5^^9;RLX>pP~ zC39kk=%0rugsx<*WX{35fP`GinKbSJl7aPnmoB;&%}MW~8VVb-5%{q4dbOOT6pVOK zJ+OXJ^kDc5r=)b95OB9W0c|!j?E>)NO0$h4%{X9X5l0HJa*HGVxdU$b<47E38xuoQ zccN_07#|h2Y|cU2WEApH#aH=kvHWcK7-uzli*VaJ9cX6}xqUnDmo2y5?0}U8w*^?a zaoZ;xaLdna9OZJkt+*N|cRSF?f~)Rwc47MhhpGc~4a%=)>hP6zt8Yf3Xdv+;E3AHCy0xZ`C3vRxDOTk(2X~abzw_DRS~meBK}fWiZ+~j9LcB zv8(6=M!N`r6~kz@MNXcMWaGV?Lzev4p><%DFUptB}JzCCU-dCmVZgX zQMS?Zsm$aC%&?@0Q6v7fNU6{#sS+C%5!qluC3W>@2$OABe^BQ= z(avTV!8>QAT*t}94z0-l89~4-|3_##WYjXtb*wd)>tF?9ux`+}7nb7)_a8)?2^?y1 zY%Z33Vz2)BOc1yt)b{G*P16ck^#T=Hi(^MZyAHx3@-Mfs-r9hW^Dk}ltH-e$QvM}Q z?mWL*@*j#?9P&`8`Im_!Va&fwf9trg7DpoA5+$7k)Il4HB&}yy4^E(yMe_7H48&tC zdHQY02X>C6Bwa6r_f5RJ@yXM8)6{C2!h3Tc+Hgpoo)3)_$RuK3o@rJTtYd#TP7YPnEv zuGj8cs3jt$l!mJ&ah6=qWVcR$NG?oMtwsLQE&y-mcS`V)k1=4y2V7oNE)A~YXxj!{ z{?Y*}i-1djm0Q5&MhD#T2V6MHHZxZ$Gr0jX1YBa2iN6CWWem7n0C$THxI8UMX9r=I zPeHr!VV9VSCPyU!j0?d?eda#eXA^cw48f=d_a941lP{1iGLtA(k7g=qGK;ejAH2_! zp3Ry={ksH>+yoYD!fzvBwk8yO`={qn|4p&v6F#|z05C8`yiX2qn$~D#`s9}Um$_Y& zRg)l%!Y4NXfbHxV*(Yb~P=6wJL-NU?+D>q&%R{01g;iVou|9P0nYx%rF*8Kb@{X1q#sYPdOGZMUm4gWk%O9!3}%)g84)Cpu&UQv?#C zVZ*}^%#;%~=g!c*k>?i6&O&(4WbAAZUc5OQ!u!I6b{z&+2=5D6Z*4%x!s{=C*DW0C zmtZ%t3$HvBs_-U`gi(0Y-^%DvPXd%nU^iM1NFej7z&cw_weEDg*`diM(Nz+|dM)IqO6u*v0!M+tiioR7NIeAmFGreCN?oq$k5+p11zNNY3@{}NnA*DZvD1_c$tpv$oCP|D|>LS&@84{Zp$z6t^#bvpqFzHWHl=;KA!<8`F8Q16CF>od7E>rju!3 zzVCor{+JF&*~Vbdw3(kKY4ZS?tS~ln(dcFT~fP)t^=PW!+h@x23b*TR%0ko)zs{zy0NEasobbQEhx@ zqq-}!Lbitz9u)lAKLA7BTGtW0s5z~AhkGNgDENm`XP*ByY*u!+Jt?LK6w|jSU}|8u zTzl}}0_|D4nHRQeJI7mN`~08IgBop%*ssZIy}8eS4*;{@8qIi(?ZIdK$M)bKn_=j~ zL#J7uH+lwU%bwu8k342)Ey-?W=Gpit4nCj6Im~PEf-FypQ)BCk=FXY31&S1PcDCA+ zwKkkmTJ3s#TSO<^FV^w))ZvKbs@Iu>-CrL%nSj%MyrcpqK85_urFt zXtjkO+H+Z+6u|H4&6Sn{m^5x;ov1CGwhnnStU#+UtJIa#+^yj~tz4dTi^YoIH<9Y! z>I6tzC)+HQ9tQAswu~^!14SV${9iI)#isxs{GdFgQvoq)Hj6aKr2yVxx#&4yWwBfg zu+o-`nQAT!JK&aoxyVu0)?5jjkW-n-4VYoM7^6)52T{I4Cy>_Ky>PdX=SgZFT>ZGGM!b->EPhzYQA zGh#mLfLneehNG-m0tqu+f)T@+$qksnh>1}v{xwJ`qY=}FyG0u@CuGy-fjRSIz#z$- zQM7h=T5Ba+BXK5zqt&ag?G`r31FiE3*sM##5GS> z;g6Co&|&hQ^+}SC+?xk&P^&~;)bIaG+1{q$O!HyFs9yjGa8e_lK;R(j6bX{6A2Vt{ zl+@>^_M;z%n}UbCq+allovYgQ}{~ z{{spyn;qvF6w;kEdpD{cRk0|cF>qm|mK1i9ZV=snNwHKGdB0l`FpG|fX%N*ynN`Tn zgeqigo5jjTeK(6EbtbA)HQ0c$EeJaedChHM+-s0+#@N)Hn(l@nHAyQ!Oozi?IjU~K zP@JTf6-!C61)~jsLw%|hB*UA+YeKcS8X=EZ%3o5av&Dd*n!-2I4Z=6COK8_&_7Gbz z{+#vJ280~Sw%tF~!){1hFwjWk`=>Cb9Z0b#NEQr*O1}9xsZ+x7ON3>|V~mnVazZpw{8CxuvK`+=k-DQ8 zOV`Ob-&Ypm_X1!$pNK5Ww&VQ0V#XOxWuW7%9@FqpS>&=E=K(R7QIzEyWTY4V$~;@x zsN6s?3avd40QYaC55R8Zm1zGNcLEeS%S+u|TS_i2WjrWWbda$Ot|LW_N zHC6gsOBF+h@I}(=u4XT*z1y{d)}tB6|hPH^GKmVYT4QtQmoW9#q(-Mqz8Z z3wB^!@HT z+$_t>$|6~SRp!yoYFYkySqT4GU&r{GLdH1Vvb?b@a@mfrWI>XdQ@T#(l@FDL_y_ws z&VN_LIQzfU?2REh^?$xBY8jNv0yYm)(=oV4M)B_c;^i;>vTB%BD4~8>GD4a4oy7N< zqV#y`AHB<5*lA^ubV z+`n-?3cHbaoYU7?tIML6LGK-`8~Jot;~pU6duGWPXI4Oq<<$x81ieMjzo;zqp96sV z$DUiT8`kU@yXrtkKE zs6KOiydH$s;l31JH!qxfi)B~}^OIYIn%5M|{9-lzYR3GA)imBTGFWDDpO5sSJ>{23 z58si{R<3FD2G&Cx5P4S6@5F9o7jK#TswXdz`bP0if9voBwk1Q71S*#ZztVb03?l4+ zg(#3!cXjiL0$CU@cG`w1PMml?_Y{^>AnS+43Y7?ye;)zc1j^OSr6aa(Yu5I#!h&H& z7&suA3sh2`OXwcw-l7#N*n2BhP<^t1U8U=-|1P%givbm$1o7(xz+90Y>Y=lHi{3FJ zUP*8q7+VykdJqt_GiUmSIjvOOzkfrpefg{E{GsG=D?nUpT%@I0@#OHBQePc zc-!6{;Zr3~A0W(gegZff=E*~=(D|I*WRPj3h4XVzNOB7iDs6uZP)Wkgk(A=jEVcmB zBz$#ZN~)yD@{Urs0OC`83*ZNlf7up5_U(^q3*d$*b=__I-)QFTe^EnOxBm6^_IU%F zz>sC|;*r7GD(3gAj|#UWcXd3 z3`K4-ycfXRY4?PEVc%fDir-}TaJe-2B}dzKli~b_%?7W@Lbcdr7+~eL$?#wY-12WS z8AdT_gQ29s!_9@qr2~)K zSSV3}`%ykcL=M!Rv37#$JUa61iQ3rij<=Piu!)MntO!};KH|QZlxNAB;B*I;PS{<> zJTlCOaGT%&-uF{UOLp2Z@Kp%okP?y`hZ41oW^vZ~5YIzoS$&8t_>CEd>|3G6p&t(qB`>r7S0YU{n|5pVg%jh71F9d|de_o#7u1#(MND~2u( zt*ddrDgl_uGO(z|jkp@+B)0gSHqDA^++rMTascP!0t&Qppz zhK~N55rxpU&`NPX*+36@1A*ZgGBLi#rK9dexYIkTmSI`rqymJ{s&(g{Ai)z)eQ5{T ztk#>4PldO+xxp_H;(fxNcs7OTJ__K$c(Pqu+~I(g#nK|cN?lqk#o z`Ii?QZ5!)D(|e+--$(e!sJyilN-#{c#={vZq(w!ma2R^+i0dT0NQm{I1FDk#R9BU7TZ6V`9r#Lxs0w7x-EIcJSCfE(fmxt5igg?mJqWiq=n97i=yYk zXE?p2>x5z_I8e-j)0P2v2W7U}0V@km3$Ri-Z5|kulxpk>q1RasnC0g%j&QjgR@|W$ zmpIVKf~PKaRu()JV5RcZ{7i>h>~X*?KUZ;-3*{;|U>LP$>k(l5Vt7yfbUKDevMX-1u-T{YM z4CDQCJFw`lc3bW3L*(=e^5B*zbE*C8`rdjoDrS^;?!{jxFr}K&(pxT{dqEnfSVsC) zJ?`Rfu{C)evxK}zm)04s*qjwHOMku1=J(QzvNXOL{%ks)(|rm_>tNd_>5+g*eCHZnHA zW96KQuo`v)R0cimT*6pyjHo_5n909tJPm<%jxwG_?Ekn}EDJpfVZnbph={v8X|CQ} zuhmEYBO5W{q*HxYi^@F*;c0sB)0~tx?x({5yxmln;4wLb0V_Vbzq(u+jBvDV{Uc{N zU}dqw2(Z#t7@5vNxX=N&{3{HOvW?D9WhOUZh80GPCh?zylnOoYT5JCUGfp8Z47Qfw z=O8@QsG)g{1MPlp` z5A+Hv9%AbJ)?x45DxA?3T*I@W#xMl{juGqBu!?QB)|gQO|7A2lTsxOLh)9-ffmxfI z_?Ye?-2xj)&Axas9FK;zg>evo@Vi>=`dGEW>N|%6)PY?OwQz`7k_H)KY0%is8jdZC zm_}n5tTg9AThzS1hM=cdIeJ0iv_iapnE=klrVeaRQBWB13>PskD2Y~t9g_&7sU;gL z`n5ATZ$bzvG?Z#2$<#V2!)4ZS!Na37eW=-=G1Vovxk@L z0wsu*)3K&^aM~e$Mcvqi!vpcqK%VgAZHBWEr=ft?z>XQXO%EHCBI}sWKygIDpffUtY<)KhFd?bzp&vRir9jS&+f9n}r3SwRiBV55BF&DoIe6$$M+^j66Ca@JcL5VCyxzXIN{s0=)W-N-KA@=&Pqoj4Lk`A&c9 zFqH3DUL^vX1SprlKGAwW3M!cXeW^``q7 za)_uYB|rB$@bE3229dCsj3tY-p1T2jVS$Ic7_j044-b}0gI{p8Z37RFI$&iHcnGj^ z3p_0Ot$B4|;+p({2adAMbe0f!;LPL(%n*2p(I@^_a1@P!hkt^*MF$>^PSM;!_+c1^ z&=`J**-&^)3fQ<%gw%QNl>9j1X;^$_4@I201$}1Ya4_B&Bu07TEvS&+Y=I*U9cbFD?@4x!36eipRsBl?1=WCsVXk-dF%Ngg0ly z>2yUxyAJ#$oKAaLZ*4%xPA6NZ@|D;P$?1eDKEbIh4~6PW-+AT@+My=9vi{s7yg!nNv@d>&#$+^^mu-ir%CRvs-coxyE3N+n1b4 z0A`w(ZA#7nc%!_;t`IaAtW+))9$;5_UO$iomS&%Ct9e2&=9WZF((d1JfK#cnL8EU z<7o}>o6zYKI^t<`vf1$SQ2-BaHrtrf9S&Go#GC@Gw3rj>W=gL4>=L2aJr20#k2!Ia zZOji%;Yqb-_^4>LW}@;Q>?q)n68Y>`@1-ESN07N@KE2JF1ra zk9jUOO`rLhjH6sGlN}J6I%f7-$R7zG;EF4}NM!K@2QpbO)-nL^puJW*U}eEr0ahww z%~i_Fz;8mUvmCI>&r%%Oa#^at;xZ02vf!tS-T0~QfRzP51z4&4l(D#s18(`bilba8 zSGfT*WMHJ4gIa5Cn2ZX^zyN>PdtmF1|6ZKkcySpVBK#Q@mx1qrA4)1NgU@plojc9C zcp+L2f*Q=8BQfj6WfGWDjqemtTn1Z{Yknjamq|d)FtO(=E(7h^`BxJPe%uPc914D5 zmw9m+WGVaNGPAc9=aTT(jE1HXGuXRGOsMBn|syw}<}0B3lkBemo0nW*uHa64G1 z)@7TGTg^^=9ALqjim(|Qo@q6}Ckb2YtFYT1UJP6_uoJrpmBGBq7TjaX-w8Kyd*cvp zYS(v6;}N$VPi(Xw!p)|L>cIBrH$zB@Ul+EAH#^;0b$mFALIqp8zxXHAe`=0DK!#q? z8|v2dBNAvwmq|}G5}7vt-wDmz$ZlXqh^_3{FJNRAyC0Com8?aQI-f_vX3=fSrwUD= z5AsPcwYUGdd#jUE4du+r=qjPoLBE%^17#71F**=XiNlfyq7KByn7-Q|hVK}P_SQd} zH)qbqjT^n4?bf6h7V8Q_&|ZCVss&+Y7Mcz(4&dYX!`nb_R1$pPmBB&wUK_G#H+Zn8 z6|~=YYjQX^1AZG^uZ-|Vw!#DObGX@RPgWb1PW|%QhRUjKBO@b2-e>>@o5y-e+oJT@ z%GN>8I~KBbK|gk&WdDiJyI|9W13~2Iq^M&v>(^UElLkERfg9g;lXp&_QYS!*GL1Zm zrAh+j=>;m->#*_faCIH3>fr%)nr-EhOFXC(JGy4w$s?nqL*7dGaq{S@k=3WHy>tkg zVgK-vwW~)~kB+WgGvwj(Bdbpx8Cf+dJpwPTIeE?6wWprEjy-bn+Er^#T{E&qJTg2y zEJ0i~Ji7YSb)#!W`Qz)>jI2HRmRcn<-PaQdR z_2{}aYlB8l9UVRO8a8RzSxV7@M=H0AoF(vBU*XEc5aJHawV{{_FXq*?Z@h)hxD0_jJwi*xA8-c&+6e!zvDa;n8jpE?s_vq-52 zh&pX7ESA*?UJ{B$Cfj8Rp%tA>lzU`ixtFjz?Tx|2&127eLvOBkRo^o)DSceKp=W589wc%G|9K+|C4W2E!!Q>!!so5ll242^X?w*j1k11xBAZEi)6WVo{JwzdnAF8M~2tj8XDP(x@hiCzeGn+wol#sXL0Xbe)Xz>182)YG22B zV=?1Aq)4)MB<7Z~$Yndu17a?t11;YmBV8*C^&Nd3>0L#PwEv7dK`+Q@;A&~5E6bu* zFwks;q&AB8j1#)Co>Tf;OBF+h@I}(=u4XSg%j3(?8#_%O%x}A*91ZQ~& zt0mS59E2)9ictu;g=xRU6Y#xwL}8Qg%ehbh9%( zRcl{XhogbS%D>9exd#(0%hYp2ZYq`!g=P6}Cbhw~44B^tPvA`>BWAWWcvdE}#}yqV z#)!82&k613GLt^WdTRqBkJWJ-b|bsh5e$W!WqEg5Bnz<0Jla_;%O916@DKYs#y=@! zjMFX4Ka@o-+wqkwNHTLu*NF~!;+*}AI>bg0wI$DD0Bkp}$ridx3#SF^2IEuM>&6qAbMs_H~@EEMlC~*ICz>MJ9EEutcNxr@>t!EVmGpj zw@iN3sg_86qj;ykb$9~Xk|9X~l}m(wU_B%T5q7{rlu7@*tD8?$amIMDF)ceO@kE@x z`4R3ZEa&Xav*wxw*hV4(@{2(E(-E*upj^#dI%4a#W^IqRa;3LLN;hKeHA#6cp{2)r zi&m^)@2yxt^~nNul`c##F1GKB0TrGE@w^1UT#+8iPP~rk7!j`|I1Y?0%9CFR2-+Dm z!T1Ws#_{bpV?Tk{|M$8xQ%ao#a);3H9)rJl_cC8xk+==@Q4p>?2KMb&P+kf~{2i)@SKjbLeOs%QRObdagZgyg|+#3R$SzF;_J`6 zz{q5F1L;$y$t=lzD7NSvg@8FTaq7K=v}C7f12>Q`JLynxvr`%`qrsiEBE{b!vaBM- zt@w?Zo$OnoW~Uz!35*{b@z&@;i=%UTkVB3P&@&$8_Nj;*{}PddeJg?-eLKo+#d9o< zZ#!DGx0RP;E$f1gY}=@`m3mCuFccZxQ*AdlY-vx|BzN8Wub4Y$@D=;;EX@1hEX>~M zC8rGi#MTG3-Jbx=U|stb2el!tcCx0;%i^H6Z|J!8YUM1X6poOJfE0T;+ar3H z(roNJhqJ{{(0>?F2+a`faJDCEl#n+aXm`nEw_u)`Q4PG6XXTdOIduWGGVKsHBIrUi z)swRp<~@e(2zyG|lsP#Rz=Qo{yUZALz{+Bo5n!b)Gcp~+w$1^!{L2iEvSD(MHPke9 zCaM8GiI0lPOiRl;hV4QJl3AQ?^eo;TTPAyn16CGH7GR|@S*9w14F}xvGZ{y@TqYX` zk6{}g5o%36JTg3UjkxK;i$v4E+JR6Otn~^v*1FySD+|^Nuu@rT-YP*;zJg>|2)+Ks z0kiy!#St!-v5Gs4?PCr!vf!zIaO0`ZJ78tOQvp^gPh~rd?Hdlb<>xAna-m%12F&1k zOEn9%*6sp}xDeM{co^IMI54be=_B|Je};##;rGD3AP!@bOmgnb`5IX!B)G!#@>{cg z7~B6~k4>vpCBG&AVQdTMLu>L1CFwA>1Mp!3YR2`+wNRFX7wR}*YGx&0p4VbczhGFO z5+#hyhxY6oaS2Cb9Sp$ikH%vB#|~p-JZXOzTYuNvococ5fah8Mj+Vb+#a~4nz;>d_ zVkrl(t?Vk8vC+XL8+L$b*ZZO#RnvQ8*583>?ol4~%3LzENn*nT@maU4-} zD0?~Q-u|^F9EDcv?7I~FfUg69J*+5OiOEDzd@G_T@v$l1Py`t35v3iX@dbVu5r5CTbO%yOYHh~zw<1Pa6F=)vDIDEwGT5XyAL42N7aoDam*Q@u% zYsf}PxYjnj218(`(5FBM2-JZ%!Zomv{h!`E>w~r~M(O~3H2zHd*T3z1*RU|{-Be(6B(k{@39!O}&VO+(DrPzaTb#YE1R3rSD zL?BIT*ch`vMuIT?6BK3D80Ah{1vD~d%Pq>fbbb962>jR>2D2g$;`ZDgpwe;DlxV=TV_2%!J=N2*gKkm$X;UaOenD@ zI586GMs-K6(P8O;I47cn4||(iT|B>hoL#OqXSx%3$ZW{gx?rbP!<$APv2!^lDMumL zFXdF=J~Fi$9^N#yTBcxMlhCe>R0d-%1p76tw>BVT!S*kL*DY%Bz8<@gU9jb$Pz5`2 zB#eTc{?X9k37^{GaBEh1ds;wufCFThI})!T$gT!Y^lo z|Ca%{Ny2T!B*0o2U0+1NHb$4aI$6Ms`cP$ZLqE7ic<_70_CV}{{|=+O0};gNBM}N2 zeFrucn+mCYPnTK_fJJsUUEiytowTWtDbmzUh4>WD?ml24d}G<&>{}7(%*^AB3>rB% zOLF3$f~9}NRyP}W{>lvQd;z*l$9^To2P9g~w0}=IaEdtlm3u_MkHN9GGkx-8gC40j z*X#7n?JsC5r4IKw0C0*d+#AW;K8>EC4XVfE6DAxUgIrJd2}k8vuBT16CFR zfB-AE06@b5xBLMBj^^dIce*MWn`+lO5LX}eF0OfF)uuOD#WRwo+wh~&Kvx_yGg+LS9skvYmHUnstmOF< z0E|B&P2fY|10Sox^4{B1Ti&jD_)2xGI}HG5Lh+{+Agi+zBX~bSBR7S`a`n9km@QX@nnH*7EXD{xdf|M{S{PXZ1ypBJ&peFb zx>$E5t{jB~7CDnqJp%Ky#nMo?5^o2<#ux$KG+FUwx)SeAXxBj|g)8x!thY8GWLKhX zjNm)i4at>=lXXIjKpqO!m6$jZMpt6`TO>x1%)CTvCPB8b#R3Th zA4!bh;Qh@aX2Yie6@*|f1;9qZ#+$Pt*e4{k>(E;v*vGQo+JKM++y5_M8H*S}1-p@5 zu;rmp1v_yhjDns1R=yZP68v1^{RHcAGKjYW79vLQPp(Qvc!|;W$mu11H`i0;#0Yj5 zD`~>$nn1udMwc2RxTPGw9Ig?!wRdits!!D#^=57T=-TyOWz**Ko^#TwLGRq=^kl6K z>$7pMQHP~kr(10Y2cxm2Af&C;;jr|TtJZtVwl4E3!EbMLb(H_?-+i$mUHlAMuvlbE zWX~hlxcq8sLGkx&1tW6PJy6qc2EG9nm*a&i@Z)^Adck2qBVUJp@CCxlie(Zpi_chN zAK)eg4Ed}O0dvq4A`C;9P;~9$09b@!s2@cYsH89qo2yd8F!)qZWCsVC7umsYe^g0#Ey!=lqZKHuw{l{j#IsDQLC9kFH*fNvNV*g6O;T)IJ*4{xqM!4uGcC@ zwHxU;d*PNJ>b);A-10pDUs$;1+YDIo;g;W(OM^!^+P2}AMF&`mfo~CR39xbtw;bw# zTmEnhN7-h!N(i@bW^w~&2)D#&68~Q0En~Rl({Q)waLZE@v<%zLeF_X-OsGXt$6=V| z2qUPt5R24RZk2t8$Q7*NGly7u<7b2aak>lsM~FB)yE;*ARGY0G5OTqcWz6#LK!zhm zA@IIoZ^rllOLWFONQ^?@lksj$p5D`+Cdo{9rh^z|a@o(;{Kdz8Bk2~5ySj4v8jGGq zRs_bHS}>v*%8D-X{B(#WK{&1Jv2aV^*6ZM{0h+pw1v9}#-2o^NehMN~P(Bl$1Sd8+ zvL{>c(F!)2!1Zc#ptg6aHU=xHA-H<1;)b+#{vMz(r?l0786dm$NQx}dOeUj^%>XvdQO90bfX=6nM?%}(@Zyx0y4 zM?@6?Ge?Bbpy=`Z6O8^`RV)pKllTe%Y;+RiP1Ay+%;?Yc3GF(Fh;R~L$9ii6LUt0{ zMt|Oj-H@EbXg?%Gf8?Q1oy3VFVRRCwzvUYJNrG%+8p=xSLCEU#_garo07C2#nPwpV zNTNSqM4qr)vuE2O@;Ocg#v9t!FT81LwM@bOUP8MzQW=c75bW=;-r9hW1>1iwylxTw z`2lt#yI{*hp$c~5Nc?~Hz64H=s#-sZNeIKf$SP8->A+;j3M3F91aXN344}~%Cp|Mg znXdG758XXU1_8mpB51o03X13hA0lqx_FTc`fe0vqKDP%ds3^WCDi6U8{hxDhZMSaK ztv;u!x(7&pP&3oZt?!=m-E&Xf<-4&BJNaAbW`9iOr)u8+N%m7r^Jbv%XMgHk6#n2e z<{l{rr(YwA$Z3bj;XB5+a7r_A%NRT zIQ~bU{aKnVN&MNLMP&4j0sIDrJj3-}0ILNo5OF?oiqypotjEf;Nv=m_P%F(D!W11lUg3zf z!)G}Y+g3s75Q5f+6`JOnH`zKM^irSyy~wGqj1E;;;NPauXqLtrz1C5^Fdqk_M^Z(s z*VdOrlLbM&bR2!s2>Y!Z8YnHJ0^}>AyB!?;oS^b{%VL zV?NV#J_iExa@n4saFbq}q-nP_Cn!W1&;ArbaAzj86BK%aMhGtG4Zfia2;Rb}5?>%M zxk}-UYlpYfp#7!Iw}*u9W{I!6@7rP7@zC4ynMZy_G1Cv|W}*n(eGiH!CR{UT!+^ys zxH!qnZJr3>-J&pU!gacTez`WO>Axi`03TIq|G$jd6DBo(+kx8e6zC0HHWV~EKxTt| zhWi0I#pJ%Im}F*8d_<26!h{Wv)1Y`58Py!MLWMSch3cq18K?-3a!~PRpDhNq^s~|6%A^bC`rGi4aBu$c7?iCwOCw>LvP&SZT9ECRhAbm8o;VgDgkF>FB>;h(N1 zJ^t?WV7?}OAjy%Fi7hO^%by`Iw!bD}{;5TnUtVr4ADdV%o?Mo1yr{8RtTE_w7wh)9 z4>ucKk~u1bJ2+ofqwH%9JPQwCw~nOU*xpxN&1=6AZx&4D=D1*0P;WATis_IFb_#*{ z{|EP@r7Q-4`FBELbb)z6CLu5{2qpyP_mB1Mq(d{IiiTr|oqG_GBu3iM9;_V1{w(`- z=wzAw%QCm&3&DmF9`Jm(ShV3hvcocqq2d^>LKkamYW4CaTy}1`jDp?2L$K}w)~Cw` za*WqN#wL0SgY(2%i^gDibGbQR$`QiC3(y}Q7;o0{H_T<3^mpl8N~273r+&MZo%i^QZ^FPxO!&DzXGQv7 z>lIHLs-ZlvKM2LsdOyQs#RH-+?SXx^9J};WlJMZg^w5JU{H?^Tr}DMIUnOknGwMz| z1-mS@$;L%f!ZU<}D*OyFvn@sX{TbNOKS4;yS{iN;Xig*(udtXWh=?F!-;dmK$04=5 z-3ISw@&q9t9q=KdwRcpEc64Z#gWp=gG0v8sv~TB0Yz!SX(-8ybK+krvx)FUamCf!#s+UZCP%%<*%!S^{zvek~I-ZnNpUe1c_A) z%D1(exeMKlbkZqGjlfBvoOsO=^=PR%QXA^C&a6TSTZ)zPkR=yV%VI4Lc29Y9 ztWp{UeIwBE_keEn80I|rKHqF0wWC?9SX>S1nlS%PfxEhWn;Z!Xv{{9suQC)L*JBtc z>dWyXZs3O)^R|*4-O(ynI#J~@JgA|QgzcyaFY1H|k98hmhz+l!hImIO3^Bd0{W@vs zf+5ohKQr4e!`g_%!#Ro~DcrY)#1II~``4_kwfg1;%D%bb){l!Q3%3!I#ElrTw~mw{ zjt|1np@l(ytX{6wd%S2V_Kv`K2b6;S1?(&dhfi4A4CS?RPt|NU7<{Eg(%BNP8boEH ztHjTn427nOpNQ6tpG$dWQ-GRkpAl(xjL8wc)0Oi}zMHLQ{DqQtVZmadq@Tm0tMc5P zQiStM${;~l9H^AUQ3t1?svxE@ZaUOwoq=kG!{e1<)EX>TVY48tA`*GA%t)X^8ZOs` zLPlw<$2mvH%bi@NGZf4o$=1^T9+qDR+JLsy9pChaXG4im=s;Ruw_}&GqV&<4<670N zzsy+tmz75Jl;NI?*6uHJ|C^{OrHJ4%ck2F?e_=HO%iQr1Pwrm{Od0tnoCMtvUgmD} zLhLg4CW-3jY3JOXfHtfXdw$~%e;?=-j~ z6|2961*c*466c&l9D{0%6vs+%Qd)nbh=Y@`e81`+YEc^MA1)Q4=B0)whF1tLv+ z5$ktw3RemL^Nfs~rA_ch|DAHapTi`JibShKXPx!js7R;JE9snChcxpz~Y%KJ9Rg%eF7OGHm)6xzQ8}-jcfS3^L*uRTnqFRa-G2h7T~!M z!b|%b*N%(WxE9_gfgf308XB$?H=R~$im9~rwy@1JP%AuU)LIbS!bX9hZDw1Hw+(J) z+bg05Y9n20KpNZsr`XrF5bj4C95(E0I~fY2?`soW6Z_f(|HQtw!`iUBzQZjiMPWn6 z6WpAJB%>v{PJ{9{yuA#)A1w1od?DDN!m}l}`12&F0St>}heXSOb3ZjmXqR%RvQ}f;uYsTC` z>z-x}Cc0tCSucoROKI$lp@&Ueat5Lk#i72y2)7u>zV2yI8@0WzQyioY?r1C6_RuV$ zc8j}(45i*`qv2LDp&|0o%3+zODk9JgVgLE`-3GNlj; z68+WV8%K(bewW7D0`KQWen&O%HiLmRU+${jPj%$ZK`iP`E;igGl@}4c>&5W$R8!3| za^5VN0cZhh4_jT`wZjXxiCHhzVBV_==dR4wR=Wd~D3o%v(C6VCFykRA>~)tsXWF!r zPCCgsD>$^F-hxdAH8|l)oQmZx-|NAT;~&-v^^HPoe^Qt?PkgHmX9ldWs$+eyl5nUt z+BZ}hE{<24{qTBWf&9oi_yGLbSA{(t#Y&-3KEJf0u&{r@f(5`yKh z*3Gl5!(hV=D9SfrJnHDPSHJkI9;dH8#@kCiv3z;B|Bc1mV_ARv;QKymo$gFpS^!|7 zHB#JCvYhEn*)8Gf;nFrZ69EoI@J1m$t^2;7V!d9RD6C&^E$CagXz6i_7c5%TYt4s0 z7B5=3V9D{vZs>(OiGTQ!W0x#gvS`t9VB@miiy*>+1`YxUg^0l4Zv&TDnMn{J5nHj$OQX*>V2I*JFuGmma?mpaHH$ zeG3*IfBeFQ$A)gYY{9Z6i;i1*taH<4ixw?gym-R~=`$i3hT+8QT75;LH`l;IZ+V!& zGu?_x%-G%}y=D|j8@4w|FH}IQ-QFbg3~WwvBfHh>p}%en#APw_p-U}BW~ADHnAK)a zeK6~J%b!72$17wW5E#^mExpZI!>?lgB4!P5!QaFLs`xF_Swq{)TyTCXACZfraqnoc z>GU%wbOFzaqqU)N*sdE&6+jpDpwLTw%D3B|Bpl2~xj_ZPm>8U^lu#IjoTj)5rvh;v zFmgsP+c}~i)6?QKb3{MTZ`bOaYs4JeCqq-SyC@z|(t=j#J>`MoH+of)XV>_XO%ax} zA4Uk?>{@uTX}>r!xpmZMoOW=&;(kI?dDK22*9^K}Qw;PJ-9VH{r@un+w9!VbYw+hv z{wxa9X5eOtX6RZ&pC}0kg9<~0)jyxR8#u@ta#Kfi;<`4%G|3)NJcQ}+G|5bi9WH2R zPEfq0xaTkiHo_E%#6}qqpt~oNsjL$ib|CoZxM&}_vsTKGzWbu$rx!Eu5&R_aW$Gth zVKGx#iE&T6+jpTYXF8Sj2nI4Sl~qPx;GfP^R%($VzJvHi5#?j!y1m$-Bd@(CQ%W0rU1X$VT7B=M|>a7)&#WMfg(@-@_^ghh;0u zooG?q8FKa$Z`GhO@eWu$De<1;T5qxx`9LvpgMBH&6}k7D@Hdfri{G-%y*)GKmwPV} z!-{fRr&jNG#}|{5@FT-XcyuxCX5(I-L|8%hlIU9&(0h<5I~ho01?mvMF3FRuc&Spi zYb<2E-s(dNtJ~`B)8x`u>$huF@_EdOwtYaNE}T^F6Zeha40hayl%Vt}y_Oz*Vp6Cy zs(%qiwLggvV$eiNW-(MNn z(l2$BkhSE^Fx#8RFkWFXd1rDUxKQ0>-#Q?<#|f_w@>YyHls?NjDM+2>-EVh@KVHVz zR=*ON$pp8RjojfcuCYHe16G#rST7AX;W4q)oNO7Spv4|_=UC{$$;(?if;hMwyqj$8 z7D^K)TXS6L@X0k!-sbC0>d9Hl?modDA9XtpYMe5pLyGX^`Z zUC3S$AT2pwYV?VU33)S7yHSuqL)j_@gJU`3Ei9IGKC(S#sleW7FlEeh zP-GI|G<1K(Ub2q{I>2!ysF@&X{kS1x4E7g7y=g@7m0>Ply{RNA-)>B6UE;Q5Aw&Y< z#`}A)R);V#hVcoan2a2L2_<^ZlcX)TSE!#Q0dY_3-t7{vfQ+Fon+nG({#HV364tQc%-( zHE(7V?9WE1k85F{8-x_3%3~X|5eM!8ToSVp&%@uuY=rnN)7c1bkTs`OKz-toxIWzW z97K3+kXAsRvk!9KB#8DX=Wx});h6D9C1<;4XDPa!HXf8_o?)SWyVh`y^9%ti8)g`G z5A#PI9oFAg0{v-vojk(FM7K1v3K1r>S0RMhS%pKB`Q=tvU&b?Ae%b$kHe4MNxC^ga zc@^C}HetB>oT>XZ1}XxL98|nnkEfzT zh56O)nY#Bf(4}XX1f40vc!kBxt1Z;6qIQMa-Fo30nNHN4ju6B|&13i*{^?HC>>17~ zqNZp9J-3_-=)+>XgbaGNxFucM6wSIhFyy@ownaDVL*xb*x+3&HLPl_3H$cM zQ3CQLC-+rrtW+N@H$hXhI4Z`d07KyJ){EuV>t4Jaj6K1pN{ybacs>CPZ8t!o+!@rW z)V7xD;zSS_eE|zj)t0vxPhi{^sr3TtektPr$~GuG-K5!~TN1lbai8196`@!W>fDXz_Jn``qr%(Wx3 zM2ph6xp<%vCXLuG480D=+8z|a(t`kT-;d( zJme|*2<&d0d_BdmDK0#d-dIgT-~KXc--WYfw9{PJoizx9*;d#eHQ$H@3-CCFD^;HFzvZNLVdsD?O$<)zNMn3gHWy8HPNWI7ksDTLNN-k7b&P#`SVA zG0-DlQfl~a!@XiMEK@`Bk7{{`s3E0@;LJa!|E>=++)ulTlqA@xJ2sujW;eFQxLkeFJhWDP;&#TxPl*H*FCuVk_BYPNVWyY&1m?ZJ)Qb?s>2pR?g~J1$bD- zwURRO`^VhcwSh``pzn;*Xstd0OD$l*9w@B9wrxjU$K8c8-#XVhk9ZIcHkH1!v|fyB-TmI?FCg>Sc2bm--D8HQ5=pY3|3$p4ZsrLRiF-( z;P!apaV}J@zbQbVX z6b=k0Dp70#tby@nNenLx^^5rc^ojfhs^@$=Fft(=1q)zQo33(<2(S9*kz#d4X1fJe z2Exw!+PFC6wCYw+*s?6w5jMtg6vWhdOWLT>4y5ssCF(=v;}{!gg9oOr&F{SbD9JA3 zg4TKCn{jt-zw>?$P)@C)ctwc^JMI;KCrZETG-ki+o(%;PM?r95J1Ad43N}d%;X7e9 z+6&>1;Ul{4x}{nRx^8$$G1nn^nae@dcGo?(%}A%#sO@hlm0pxrrH|<-N0y}K$P742 zMoI4Q1;tb^$;(t!e(W6V;8f7+TMGR3dBI=TQBQ9mdpa_qGe+Uqgf8)0>sG^5!uE6{ zvvfmkfkyN1t8Q>;?Y40v&V@M1%Er+0@0|kgsW*9Dw(Vpe?^r=2dO^8}PRaPCaFuu5 zxKSiz;mXd6SikYk?o|_~q&lB4D#6fX)>My5zZa<=BfDZhDz&z3Db)vRkf|32YPE|0 z_;Wh!Zz+j!GI&P8{W;FV0VdL=N^uMyinflFVb_cE93ge0kt>k9%lX4Gc&@<*r6MHg z%^t|n2Wxo3A-rVBz;|!}sa=!zs^W;xXG=pr2mdq_96Nx9Z>G<|XQI8;O3Ig%8s25N z7lS8$7Ji4QA*G1m02(z5{|;88y)4`@eK-qG&ai%&m#G{?ZD-)SxEYpcL#m5I?42r2Y_1Sgc}KC~Re&=tIgMecX;|71T<^hx(*&;I zQZu(Qp=Rq(H;WEF_zk6!pUkL|DN@>25L}z7?Tvy%3@`Xh{s^}SpULRROqk4QlK$>J zb>U0uw(jrVQ&;ka8Ee?RC!cBB*u967$a44IgUCa%dr$n9&+fgjnG5!H-=03LwU49J zGv7IS^|S#gB0(;Qj=_*jK_!YwWAU^&ouVYWUST zLie!Q_};JK)iw49#V0-_uKy;k*NW?PaJ4^-mw$)L>go3N^2bNu#~S+vas8;c-iU9^ zu#bV_R?o6OhJVenKQ7+-gt&eZu9w+I!}}vw+Mj|y?3?g%GhRN8m(O^weHMTF99}+; zm;b=aV*KI-_7~vyH6#12vA+nvK#)5aUbZc~dn-AXtGIqmT)z%i zX~1uYzrTrp7hVOI1yIms_HFPtRP}cFamMa*?YZ#c8v6*m$B}sX7JmE=yc{LoDd3Cq z@bYc^;+&BiFSqZ+x9`Hs5_sb>dm+BP2rqZTi z`*65kX7}OmBcmvS`Ca(*8v7o&0@dz?9~VyAf0jS~Du4W4{&-6M_#HN>-@v6||I2^n z@`n8+l!>&#_iS-SHZ}wMz?XZ}z|)oe9^}u?=ka@RYy7ag1tGG-Yt1S*pb1T0<}mR9 zC|E>~*15Utlyo;n$_6JY+mx3zu>YXUherJTz-I;3w{ijOYpMlr*L@@UIzagE+cqZ z^Z;Cr!^{8t3@(4f%ZVJpJR=g~G3N9z%{(6D}L^vfpgD z9E6u|?f{oN@bcyz;qrF8+|~n^JMn_&Y}(>@PLwIOg}N~+k=a7P47a-2xI<>#p0U4R z`%L*`Hv9k{&XGTQOv6MoqH!sSAE99lbR9|*s0fOhZ; z;B{-)#srMGj`lmk8I$jx44gFXw}tRCGc;ApE7D>V?50F0+@Zp^HDDmZs!&2R;{!=d}VgDM*zz z?FR)DJFQuj(w0(Xa`p7qOtCtwHS@)5PCs+9HQVjXa4l~O);v~AldBJKg2p~r0lDhw z2qiAHW~}p`%kAT!$x*7)+F7jMsT7+iGv!67g)mzfvX;I6N5FH@N%u$`i{V}nPGXE| z?+bvR)|5FlFUp*po-+1AC?gBPJob~^2r~zYmW0_=66R5O;h9XBk-P{~nnHy6!~MAt zW-lmO5@tt9nE!znp2>uHTV8~D%M>Ea`yji^sY|-$0hcgyBw^kI_j)E1=CgSb=H@9x zmrvshI>7e33Fs#ggFcfPWfP+*;CRS7)Qz}huQJ>A;Qdr zdp(m0^U}Ns^WrH)n9uwnH^Te~$23KRagyFo!M&czgsJC6nA#K~%powcoKu8(!QWiM zI9<{~aIa@FVXn-JFjq_=!dwiK2sshv!#GnRBFs)Q>Ae8%^-LzrEqM{<%TtIj%V4f4 zC&HXL$0dw2(z_Jy6;GIweUO-GvJZwIYivvYaj5vin@xbP|2Hf%vwsScQIXRK55~Mv zupd_6X+76Hc}SjMB2_N2Rk!5xY9tjuZQ)5 zTg#HChKFi{jbqfh_0>^2L$qC3N|C)f^RA%E+S*612RXqLU3O1~dait9zKSVQdO51f zXD3&=Q6F?`e2lzn9~>fuhLAhmVXu7X=E4}bTp&DCx$5-5aWOCfhTHCI)_8RYc74On zbb0OqZp#FE%#&^KODenUtt7Ziju{r}0b}=c@(H#)1V+rbkgQ z59+)bsdN0$_~__FzfhDb4}-KH9=_AxfI}Hdjp%bmrTOPgwvJLA+h-`LZN}AdV4M+{ z$HsT4^2XkTdcnRzeP`W`Fc)j6Yhhx!bi94o2y%gS5zNMq zP4x8xYf+t`Uz~u{Uny@c_4S`UJ~jrjkd2jiD$;uAlS9bw^%psxUs;{lupy$DDhL_j z4o2tjrM~_(;)S!Fzum%8-4^eQ8=2q-?Dc}{aHR&4Nf$U4jfI7 z18GFv=jyj>b*HJUhE@iZJS<3CJ}g5jbGQO>VfSbTr_g!`V1R`9pd zdd{M^9?F5kFNNZvNj#u7iPrSxAyms%RIg#6dIauKG-d7g!v|!_3w{ zyQ|v&n-9l5U$zG-^WM#{1c7-DDy@}X5Nf3tsQ&pk1}Z`;W!maf3{-Smnd!W%+AXMN z`zixqI$9UneU>m0-F_$FHlF+(N2B#28m(9DaWBIjbQ+l*HcRyKDz2Y1aHaFpPSQ^j ziy`LZ=8FGgR5@!`JO@%O)e+P8%VsPkwjY=rbautM!(l!CQ*=H}0=lT+-s0&S)EYmR zQDeFvw0NI@>adQWqV|mo8K~&-Ub9s~-*_?u72ShWTb;o`MYokX)b18~&QY1ao`Eo3 z(CrI#jtPTL`NV^SF0#h33Y|@6zZr9y3mE{@xov9aH1A~CBWs66D33{>>&LGxfjrnSrd z^rr(luc)>Assl60gDuNJ~JcqC?!E;@i0qu!3suQ=`Ntsbu|N3{&amM z0~Os?X1YEHCX3aFflUll>DVeTbc3v~WmJ{!04iB8XQ0ZTtnX!@qT9+$)>&drgG$$b zXW&XlR|iEm2>V4wW$8|!682jRRQVJ3zZj_KwlWiT2dT5XO{MHF8OYL6*2B>a(mu(k zF5MAS(#|?yDrT^IF;LNMWhSkD0?i=|ROtvSFm!{gOBq$AJAg{oRSZ=5N7$D!P|-cCF~^(RQVJ3?F>|OTbT)Ko{9MY17SMqJ{@La zZf018&L*?pBF1%YWxz`3tnQ8Le4kNQdefnXnFkrD=)|Cof&GDjif$`2UG;IDrx>Wx zv9)XCI(r;Q&+X|Bppx}q2CDqYI-h}xZYwicqsDbkVBkte*Dj9hoXMyx-3e5}ZeXCw zpRk)5sOYvb6V@9~QI_>jFp#CAtcRl;Pabb&RG01uDrw)(K$SmfKgvKwx0RW+`nb-2 zFi@oQRcU2!pRZ#EVwwz4!3!Qy$F`V!_Kwa;e~*RMeE>% z?Zoc7?t&fO$F+0to9@Ttrabj6r6Zrqusy+Khe7d-{dr3ns0fU3P*ERtS20i#f`x-B z>{mE<7WcN}UUJu~1=}1^^e5tT8PKB$9lOOrTbGmmiTGubJ5(=~8C4~C$w8&XxP(=;Uk!U!l%aeVKvk47i7J%k?Sn0lDRx8PdPaKt;FJ*3h{e zl4QybtqAh}h=I+HwODJfhE#RwZ;ZmZE9Z^ZKpSQ9awjhl$9jk}M5H0(*c;Wj5|bQW zVfJgGE-t=Xy}T(|ALBy!UNEJa8B||Mib3MDN(_2};f5$PwcmA0z^P);V*r{ak*j&} z0(qtALp9ZtTt8iVD{<>vfKsaUVhZCD#mL%FO~m13g-YFVZF#$Ic@ z0YXlwMAox$wAN_$57&k0QgfqFDBB2t0jh31twIKkB+GS()+LrPV2qhIQ zWIsqn73&iyWOn+(9(;f8nXBfnJa-i!KrJp$*{mSr`~_XI!9y2c)d=ZlJP*0yc~Vv3 zvtN3P;?>q3ng!MVYqyYr)!yuI!>uS%iVi(j131Y>tOIaRsK)Ia^r?D(QdM^g@j4r=e(c-Ui8mB5&;xNt^ z{5uTeUr_LGf5kLF#_z-i#QS33`H}igtLLm@y$E3kBosp)3cR6IcvyjSYq zN|j(_eL{s|_w_-1P&V|3Bn&Re)>war`^$KAAr$P!qZw8~ZAAEHY`~2jqS&RZn6ouY z7)E7<^O{14D-3sI5MpP5A?x@qQAbJN}5=Mii#x{q1nWP9qj_KhQ_;tP}KxzR{G zew;h)H576m`tvx8!e2vj}QvEg9d8yKDR-Q@ACIF+ZiE z`bgwMhC4Cp=eOdYi~3QD2)1JTM)ssX}}G!?0isqjmbc z9po0_^A_Ef32zx8`fl%WLw)uP(FnEr_psH6hdD3URvaCxz)-f5cla+Wq@T=)8&0d= z9l*$((};WZZUFp{5b$4~bka%I1c-#MU)XB}|69~+$^RDjT8lUI;KxiuoD-@7`HCfr z=JmXGt}>=Gce(Z2xx)+L$AZ4ap?|&B+dP>eGwP@F!_QrkuA z^B1j$p$zChayx$F`}7Vq&G8fW=(lTiz6C@cJ+W^L%hf(G_ESol@{nH5Jdd1+u&Vta zLXfip5JJO8P7G~7a-t)r%Xs7oFB5(C9w_k_dfT8JDDgNH4}^a}%^4C8l$d=mG#5V| z!6YQ9#oC1BeGV$>O0c~ds0gc@98}>2tIys8C5~j+JKa(t#(@&a;_in+HJ}Yp*|wZf zdji`WR9eeSSa|y)1}Z|!WZLTG3{-Sm#ZJMBnFXWZ@(=@HIx2Taa5;`f2@2WU81|sk z$n3Bv!R1RCxYGG4JHch9E8fSba@MZU1($DNpdvX!TdJPfArf(ZNZ7XZ6-JHee$e85 z0;)SZf{NNV{+NM^9`7|ezNVV1D3{-SmnM18vx@d+)&-O`eUE597QR$+% zc#zOV?!&MOolR!H8FQM$835C{ZEEK<$207awZo!vn$sD$()p?DInApWRnFQKdQLOK zKt*!Il*?%@VAPoI2d$q@$Z6g@B~e}35meOd;d%xtdiJ1sFd@_WECUstS5#YlgMo@} zD|3$>AvX9u1}sw8(bB67#0H(DiRyx1G3rWp0hO+gF;L}C*J+2)({8%0%yiWkH1Enl zm5#0Hr4^WDJ(N*Zx&x?WUBEz^XhbT%|dLD zN!SAzm8Cm@O4tGeRsMuMmVt_HD>GruGcl(z5T>K<(_toN9m6VgHkthvF|ISrfR)Z! z-5b|ApHWwO)1ii$%NVHW#GsCWy@!E{ZYwig^>LjKGf<^tYuCngzQCv|-2qgx-p)Xk zKUsgkKt;EenXFOcIu9{$rK4*X$90}yRF>`pDq&|HM$e=3C+waKRCHUJ3G0ogDC0U7 z16exCdN{f3m6^2qxXx=BsL~O(YvVd~Mpfw!ppx}s z2CDqY`ZfkCx~}FT{9fl(WsHIM&>3)Wy#ct)3zXpddp2yaRo)0Uy}py z50Uue^Kqw6oWg*)uo!*ins0&;kc-p1@&4+?l36uIqEE_Qh@IPXs+QM1p{AS zInm@ATfPl`&r)CcS5ThRSAHD5fq%OC%KOLcYmU-Z4s05h3K(}|x!$%&*i+WNw(|D_ zy24{1njn>ldAiEJl0h4q%4?;fLoF<+Tq;&w;p7C}coDG2NGCTt zT*U~<oxO1sy{%SnCcdUtYVS@|>SRYmm`yt6nagAcEzB4cQ5-+`GQxLZQxD1r zKdDd)T+|&I;YHc{$k#bL1`8HyGk(>PiLo-mVMV;>$7lj?DOSc6o%N8gXtEmc3$v}W zuOYe$3U(WtrXh-N`oUgp;_YjQwyOrb-f%ZcLgWzH*AZPO>PRUfn0ZjufHz<@0y=S` z|BY4y4jMnKBWkpLtd3~%xAySWfL&TD;lxw|H=GD9r&GvYa2)9?+F=8Ym8^<9iNY!3 zUQZCKR}_(xR_7JydM`Or+Y5z$4r)I#y$cIY6PaRFI2Db(*iR`8xjx%k`kIH=3Ewab zh)S3UOv8W5fnJLzDP)ME(q&qb`6D$Me>P$ckoKanwDmNfOaZ_rM{-6Is_qE8W^XD zExjP)NE@1#7;mJe8XB$? zH}%O=EapwN4pd)pge>J(+g7jKn4fy3gM=Yjd4nfe={DWv)pxqbxYt-&uNNoQJD(haPnOnS zCQMFv5->%i6 zmJumsxpOcKsDohYTS}68mR^gb5x#=`C6w{~GF+k+gSDxTPvGap17d{H>@yKUtZ3!C zwu@Fy!KUo;tDqf){_NGb9HuuVipJ#t6c1VM14NC>CIb~=hSfnuT|D}F1}ehjyMt=G z#wF;Ui?}<p9IGj4EgC3O%R!Ap;f35mPRw`5mLibU$eQbV5$^mnn&A_S{b7 z;neJ5Zw4xQ_Mmw%A=5gPfr`#6s;w3$_I?Jc{0aLz1}eI(%!Ktc2$afOWhSh7Cg#%& zgz2dJbeM^`onaL^o6LTT7}xm$16Dd`b#Gkfw~V^dn+`S1Ji$OkCkAy4Z05X9B)n$2 z>f<_lGEk*sYuCngj$~9df3hxNpvs@Dr!r8{ZDl5F)VR)B3|#5x+Qo65Ax35CPM}8D zIs;YyguR%7if$`2VZHGbWnAZN3}opj>*46exX!hV>e3xSCGAZNRQZ$k76vN1t<0p= z$93*zph`#Bu8r&bf>Bkv1E^$ulz}RLvi^gCif$`2S);~vdXA#!)#>P(;kb@Qjf6Ea z&u3JYOpUnR_5_VfxoIk{peXZe8$ECHHhR7WR{z6pwcA6x)plwY8=IZ|!u}q@@II}X z_$l{oDH11NQab4q8FnR@<9H|@YOoSyh2~u{c_HkidSK?XX|3riRABJ8g6bsE7^ohBR%+zm{a(9vP*Dd`-pW8l=!hItVZZiBfdteZaE(@o*R&IY zYx-!*2N}?#f@S+#C)1C%ydN+_?4o+}@#_p!kF?KdrmgN_prYH# zoLbEk%vOTZ0}NOswrUHbC5TjytZVH1 zJDd^ggVK{izi)Hf`43N~5X`-*Ih<%@g26AA{~h=&(V z+#BEY8?Nf2_y?g~%8EH#?TUMU)NnV3;;%36eZ8n7rHEkHK^6D@7*-=7?kxgnw77TB z_+fExqwQnGy_3HM0?w6kqiNNKEtQ-~G%}T=bv|vL7$B5{-bVI?6VOhErYO6Uw}>Lz zZky|NgJC2b5wr>*YzQKP^Q~8mfa2lia&-u;fNw1a0akeeNV!&>i~Y!4VVv?XbRd^Q2#mUo0Eay0rKzG%%r3l^8K&8~M3Z=eH zeO9wHItE{Ej@L^Tlv@LZ*sb$=p|>l87N?3wEwm@t>xE0L7t7UN_L0|TXvn;L8POCU zy7)@J^}z8p$Xa+!Z2<7PXp-;-HbVIGnb0hi7;G|Nsu=uJG6~bh;MPQN92_Nvn<5ae zv>GKiDQOry3^}?bKV*Tp?f_)>GL$xJ^*-y&DkT4Pkijj30CA7X1Sb?0B4eN_)bWPx z=l8}3AxgW}Lf?9{ru2(vZx=Wh%}+^G^|E@p)Y9o zaOgAIJvQ_ue`~N4%vYj`2~(l4iwzO5y31+1AoOg5wGeR@NXB4p>%pqaP)cmO>PlBZ_#a; z@Rkvx{i9>lamNsi(jOi3ct+fC9N-@vW5m6BFUZ+KN5`x?10HO=(_`6UC z&^oub$@~x9^5}AVs3ksokKS2FZyS`Ocg}(0;VD5|xSFsOdzgWWuyEBu^=OC%(=Cr6 zVtf<+R^mvLfr_wz&p{Pliv1Pu=)KVSdh%dB_dvbyfqC&CCLeJJU&}i zQnmM`411?r4VTN&JFkaoKpUX4?R|{e6WHdU(pqN1lJXlEs0b~SX{*mOP|IV&veD#7*)>N6}n9QoIdjN zP2@aPaJXAJc1_!j(c_;`JDF-dbeta&HoHELQDeFvw0NI@>Zp#OdX$)n9nU~TkN29b z68gr|8K~$Uq}u8n1}eI(%%RpS_%^^mm@epcRPZe>9wc;;TNqZMv&rl?V@~r12EcS~ zo7y?el?;1i?Xakv=6VLMbbji3PV*&3m9ut*p3~gHKt*!Il*?)EXVjSP2d$q@$Z38z zB~ksQBdDm^!|Y?|c{n|L&^(xsY3I>l z)di<9>PmM3m9A?UsPd=lMg}Unt;}@Q7hzW!sM4`Dy=VxNtgmNOmF@s4S>M4xl|Nap zVW6Vh%1qWMiPn!ZaHXSb780#Y!hVfWS-KObg#9i9RsMv%pMi>QD>Gp|X;ftz^LGqn z=_u>r$YNZTniBkzQC+$t;z)bNbEd)K4)_PpByv*u0(Fve=LPfxJAd{bz(7Senwh=& z-qZpERXXOT*J@>k+7lU7r8^*wwQ*#92?JIBWL?KVMYolitWjF6!wg*M=$eIAE0eJ2 zGb&4W0+q0rF;L}C*!M6{(QRcWta(c2!wiJ!sQYx7lKBF|Ds(oP{T4C6b2|f8I%j2Y z1`jjL{FG5wdefnXncp%{(TPFLe4k*TqT9+$SABqI=0bYHn~tqr8{pZGQB}GFsAN5o zfhvEpE@7ae+saJVr~#f+8MxBXwTlBhFK1Mi?gT1fhZv~xCv2U8if$`2VZDJBWq{{m z2C{UN^>B1!fM=3XUAiNvq`j7bDu2@6#6U&2m6^2qxXvvMROtxYwQ-&M7*(Y^fJ)Y1 zFi_=B)<+qr=(aMGHELYv9}HaS=$hfUjz*1y#WK4uqNnR*YQ%|a5CrVy?y0zfqRg+U zQ2S@_oHZY}>`=5z{K8_i#FKZ0YFgsK-NW%Bk78CKVpL!W!*Nk&id{jU$Fh$F0Gexf zN4>GU_#+G^D_bj!82snkRbaVd%5$)d_hs`kF3B%QCyh;BgfNJmf=*U&%ey`zflzzeSuCE0-De6cmA{c;TkR=wo66BbI7N~B0o?R^Lm{CSrM`;=r-@S5IrZ_91)b7_HBxL?rESH*CP>{bl5*cA|I7dx z50XEwbVmJ?&rc=4Ac3XLDO}bGm2tjn_7zh%GQQ{5BCo&I1P7Xy6aZM`~(+~ z8t=V0n?@0g%=X8jQtb7I? zk2I=$6Z-91ooWM-%6z-1?bc1u#1mrZJtbRj=@m&DOG%^97hyO1EeIi2q3?WX!`oYJ z{tA83t=7#_3brQP2Tplr=%d{omOv@GwU)Wr^rE_N;97c0E@ zKt-4>a!@@QwpD^~-z^MOgo#84RoH{iUg5s)G3=dg>M0lDzPn``pt9{(jM@{}=AhDA zX2O>F#~7#xEt6@hX-nuMF?3s*2Z)R!H@h+brlWF)L~i0}l%PsOw zkzZq2h0Z3k-;6oUcNqZFxov9aG!HTCk+s93a+*IfaHaE8*K?YgOX<%8S-V2dY4&8G zA~|BpR9yAXoWLmFbprZ4NYO4wZ72Q_m z9y?;0%J~dfq_Crx~RlbX%F}s_*Om0s~b# zwx-|L%_QsHjH=QdKqc!>8L09n>u(vT=(aMGHELh?6AWDG=$gg8ZYE)Sj-{v7bSF>= zyB`Bp{)9b}fr@S`Ghw~`)XFM}B@ATgDC^4f!I=eGqrE^yI z#&r&7)Ro?Js9|Oi0~MVZ)G@GA7^vvBGSgKb*IC0rm5!}l8`l|NRF&=kDp|)EsPZT4 zMGRDQTbaokHLlZQ;7Ui=E{^Mbh*4R(6R3p!Bm-6cg#8Kw72Q^5!g}K=%DB#*3}opj z>*46exX#ZQ)ulUvO4|Qrpvs@Le`BDc+saH@eOzbG@$|ep9bvmRuJb%bRp}0(lJzJC zs{F}%JOdToR%WtBjq9Awz?F`!8IJ2{)JRw(^D0JV$<&Awa3JXQ$xTyn1x1-(+x743 z^}P=^x4>?-@b199qqYFM+v*B-c*EB8s{5X^<*ur3x!cAtEx{s9D4wz9?otLSg2NqD z)MwdA1}Z`k93{-SmnR~aHg4xQ$!><^y zNNm;Crb-a0o*bkL;(|XtW>R_oPlnM5zI39~%8_Z)=3O#*;bg&nU?yy2n7+adN>2Z> zLhWC6UPe!=&wzUrO*(U@zz3u>4l|M;z(7T})z%|aTS<~B0umAAFEFs#u@-CX)fgWe ztJRzRjnQJgdER&pR7xf)bQJ&JSjE23B7@Tx>CctDXJ_{a>D`f6G`zc zSehpr30Z0Ta>K9p<%XLhATSL7jn*1Xt5V)v0)5A#=xmE>TA?J zL5)A5rZ|pX3rZ#1%ALTC-H}SZM1dh>(~{(UOkJ8UBzX}Q9I84#L&ZuZpD;`5W=2*y zJxswqCFUJFtgd`e5!hO<7bieVYQDA7mD1i)8f@0;9`y?L6Kd~o{}nsppFth~5Afp2 zBdq9hb+%UWWtFdlg25=_rkboWzUjAg)i?2vPFz{#n+$hjXsY_M%AXK*q!bbCY^buz zpT=qgq&r2(jh0mo8b2(nY_z>_SCp)B^0#)^SgFJxQvq5(MbT5fg6sq*gq;kHPj)=- z5=FG#8rRK$tgLDk;JIHk$8(^^sE&^glvG&V!hNeT-pj>YK|1ER@EA>md^um;w{C>cnNwi=vScJp<=TLUlOYMrAD(n z3S~m4RkH?4J#P7f#Y&%bT4}gAUTH2D-)fvU4#ivbTCItYu%L$M#XySxeCW!yj+6&S zdZ3dmRw~|YEa>bOF6dvdV1ZSKp0PISdZ`*9AsVHZ)c<5g+;CdGFR5?Dy&A;cHA(#+p`^Y#9JX+Q zb(FP!ZgFm}HFsdHD~#{z=KF(Hg@urf!zV)u`tpOLIBbkh9%C@V)v&5#5#O(l^~q%3 z`BA_JfE7?GDESAa`UAIAzk&w=pt}FkUh(X(Vv+c2gpU6+ww5yF$S1|G0IM=SJiyGS z{aFpwKRiGkQ@fks4+clY@tA00h(^0uY+PQHwN)S7K7sDQO8krpyrJegB2Cj5| z%1%3%>59)Xs+_eebnV=4Fi?>kp{-BufmQZ!%6;F;>cnKKRmyRGNZ5h%Lq?71e$e85 z0;*qi1QoS!e2jsL9`7|lmo$wlb47N;htpfh!$dv(SxW683yXW$8|!6816% zs{9H29tJA9t;~e=^xBl=5FchBOGjA`M;7C%)Rf>0jOx-IK_%_&3{?4(_6H19bX%E8 ztLw%+#6Xpfu<3Q3m6@>SnV8ow5T>JUN6!OrIIgiNVJ4=|unL_` zX1_&@>s-u$mCjk+8`qg+)Ro?JG-4!#nQIxS=)|BVyf-mW(QRd>t3IxC3jr=*GCt8b)>Lj-ZnE)eKbmlh$USqT9+$T76t+8v|83 z!gg(3r^To$-2qgxzK?+_f3n`dKt;EenXFOcI-h6YN=MfW$8|JnB&?CSlTleRHR9AK zehjItansaY@PXi_sknlo%&*C@`sV@kz_MbRqKscyjHqt%X3&g9bsuFoF3Ln!R@MV5lq!<; zS(~)Ggkp}+Ci*p6ASh6~hjJ${Np}Ql3kr!SW*{{PVRJGYk z8PvW&M^flwSe4>HsnYPAu8Yq0^#ON-+v~&IhF4@;b6@^(859f^jh27JH{%G_zWn1X zA;YU~i*{a9==?In-53H;z69hNQAbJzBu8bqKKTt3EzSQ$Sy4VQR*@* zI8Br~)D*teDE(&$qa+0FFt6*y}Ac-pF?bQu|pNb2gm9t zrTWa) z2kA!!Cw-|t^+`=~GVnMTTY5o8jW(qEFuF*ozJtIxQmRkEDW{23j%6=jybl=f#oj;ma|;nao9p>d3PGQzQy|OS{>ti zq+Z{yp;qc9YT{`z{HBt&pRU&>X(TC)Vqb*m>=z(}?TUSPF6wZl21lP<04H$aFKUY+pq}}D(j$lNJ6#wq6Ec0n}LcjU*w>oE`{61 zKt-5JbWm+q>~p#KW`@1fO+MwK*mtRH15~zM!>B!hZ4N4}WhN|A{Wt>^p=B~{^(6)> zx~=xj3k&6v|%#sHYkZBsj^ zxtd{*tQ{7W)7;3wmCjFH&uMO9R5@!`=sC^Z3{)gXOu3xq7mOOy{h;;J2|3N9Qxerb zI)aLtJ@l-i=i&71LGxfjrnMgf6`fa9TOG+jMYol?$BtN-vV;MP6n64Z>~oSPstaDk zs4LwCRJy*LfhvEx4lz*CZDppbzO%c|K$VWI>34QB$$BZHs&ofX$vVkEl|NapWuT(l z%1qX%o!vJvaHXSb7CXC{g#AxOW$8|!681g@s{9H23kE8>t;~e=c2q0NAs%HQOGjA` zN2;COOw!IcZ7OE4yE9N_LfR{)PlNSg@K0GkGu=`T@_Rl5Ue@f@w|Mt5P^DvT`Yql} z)}F$sD%}CpP`ieKDihWk$@*#rD!Q%Ap*CuZx6Qznj;>j3@n#bCB1UEDPM{LD#Xyxm zVc*9OC=S~K!bk33>x{=NOj8Rv5)1ii$ z|7D<}6N5S!_BRG9x~e3xSCGGVLRQZ$kvkX*pTbW6#kL!GcfhrwgyEd-#Lq=8U4xp0tR}577ll3tMD!Q%A zWQ`ivnRa@oGuRBrbu?-uESA}uQCTuI;`Ygtcbdf&6csIewLM4I!k6wl2iC;Xq%r)$ zVx;?$cZFsw-FH00aZzT9T|uA6vX3PInrnE+i@tPUqRBP3%m=?`Dc$!X+*=`}`_`d1 z@K0B|Z+CS&bCh;pVAHVNthoS-^Y(zlzRLEs`{o6;`yA0eplUspmK&vpb_$At!|ZvEnOpO zs61M#Hp;bXSSE_`eZ>?N1)$LJNZNiLxs}CWiswjvXr}0nkm1GIR@j$#x)2Kvu>iLh zPZ=S@E3&P*FJ$;mC>SalEo6vq`e8vOSoT7OA2r;Kp!*O{uVhC)K8;(nC+1s0qpN*xg=WVq0Z?WEfLj?ytbo~;FZS-3w5zcGyH zvj>gXY4&jB4EK0pPAu9L3r@o#IY;L%oG?G-MocOmnNh`pG1|TbyqZeR&=92$1;DgN zhhRb_#83|A7UA<2-IfV&8R6TPGgK475RKBy8J?99Hyj7}a)w6St9OPBC@g3A7|I!j z9;Hypa8a+dctezsp`(blUVLanueE-0ueD?Yd=!JOB6;Y457Ti)Y6mn^r=k!tGl!3;%g zo3)xXTC7gQ2mWWH0c0;GpLt#bTx<-)^)>TB{WALO2Y~-xzMs}^`R1IBqm5Y z?yt)zI$vyC&ha%l$vL_>7*dXxODRX!1lwgC^Vf*$wa#1aXwhbS{g0K2y@vVKnSr~j^of|x3|+S zv{RQr1^f2US*EvwKTaJV9xkEGWdGUYV`H^?v$3*XFHWoC z0Mk*qLrO?-G)j=JTEeggoknJdMJXYj%D|P*PuVFUFF}!O6VJ}WuT&akZP-&7^vvB zGKX68R>E5t2uW>STZh)st%Py$Afb!Ak6{%$o6LSQ<}|-x08Hn$sh!h2&ag+;4vWfZ zX1ti5vZwP?*K?YE7*)>N6?#r{I0F^Q5mPRwIi68tx*xQDIw7YyeM+J_rz5DS*~0(> z6+L^Qd5p@^oj@h*Q4Cc16ZUupD!Q%Ag!MMvD+?q}XCO-#VLcqFHvcn8 z`zl6t>5ib1c7%cI5m>bly;RXzpm;xgKrT>Z+G+~}72Q^5((0T4-@rhXjXF3{-SmnaLV8u5%3o zS30_Oaa`xqjLOoTKqc(g7^w0m>~|Tc=(aKw)*DYz#&zyzAWKJC4@Wn~b^gexF5MAS z(*BcyDu2@M{8D;ePq&qswEDQt0Sr{>2-~%BojyiY=?SOHn3{-?L;GhccwsW#@ zch6)(ln`4wRTqDO0XvGOK~O!~$qOe7_5(AgO>0eG5o)e0RA2srf$9vnhjEhb6!?Igq+>RWM;WN-w%U4x zYO9&3bfB6`zN9>Z{DXnbj>hQrY)IxPMnD`<{T_ zz&~AO-<^F?izrp!fP94H_hnd=x9Jvo`1VzOj|i&zHp`%R2OBhdiw^$-Qp6f zsF>@t0AKa?5>ZD=5y9M%s(O1VRwJN#D}qTS^YVbxos?S;E$Sr1+O?$DvK$=_;E z_10957WgTuw`H;~9Cw}!O;HB(VNpc;ZS!U4Sq1T&A=>6SBPDCFRvj)6q5OYLlWc)Uk@+kiQ_U65WvT&A7V~8nS#^Qvy}g)X(<}cVpDiZ^+*fb)*y#Y{>Ri z@b&hkQSJM%8tpaYpz*^E*=YONhMfGZ(=uVQl7pCTnyS@*j_kOYR?k4O+zT9oTok_c zEan!m@{y+W#8=!tQxuVt;`Vdb#5Z(GyK&6#Csli5!IY#bd_=@^eZ}qAygBAG3P+F3 zwuZi<_F+&k?di!elFtq_Qm5I$QPf_QtqpyaoPq_XVTpVSc6%7};9Q;wpxD>}PyfpwI%er~fiHn-Pue~gxghAJg|!T)Wb)@;^B=Z2)T)nXR(TJRs} zb4!VCQ0Wf-4pQ9kpZ*zqJy>kLy2)B$Rmb`u4<4$G_6^AdxF23GELk+qRq=Lj4KMeB zNMmVJsop45YFk&p9Y)HVMpi8AwHoE~ODh&FSTN5K_g2S1pXIiYeVcr+c?U2wW1Vd? zH}_^WdS7Q-9afVqHZb-UTY5pJ;%(?`W6Cadwm*W+SLkeu-?G)&_QuHa)7d_<+Aju! zN{s}W?fpVB+urxuR@vT=hsw4OgCVlL1!fw&0t(x;d-K=s6_VNzk=y{Ok0-G>xM6SM}SqIzjSCLG2wqBC8e)ysp^ldph`}aqcv7+7Y(0 z??DK$a@s@N<+MR)I{zl=(Ivb*=GiNr{V=_4P{gwzg5n|l)|PH1h-W{}Kt)*2-HjM@{}=AhDAW`bUWSk!omaE^$s4?9STD(s{ z^@Wb0qV|oqGf>gvy=JR~zVQbPRCEtgZS@cX72Q_mP-~WK_#*=$sjX}4%{waD5El;; zy2zPl(VsTxY%=@JnA7aZ0GQ5gQ#+?Ql3|am9Tt_-EMeeE=clgcG%sRQIcrzwInB!% zs7Q{OaygC7s4?9ST0fnT(`=iPs4ndYDr)vH$v{QV9yAXoWLnoUP|*44|O3-3dm+lBEY2U{{l|N~3V4$Mg%1l~a zWa;w^ROtwtUSx?GVee#AmF@s4S%1txl|NY@W}u?m%1qWMk)_8OxYE%z3y~!zVdt!! ziaG2)3{?3O_HYKOtO;wLiCM%zn2x$nhnbku8CIdQ$sA}R#&ynNz)I(=?v3k=FzQNg zI@Eq~3j-CM7}PPaH!x7qZDppbKCbgF2C8&y?b^7`^^B_09Y7`PXBnvSC+jyDsOYvb zlQn8w=X(rX>FCocG z4rNp~f6^{spvs@LCoxdbZDl5{KCbgp2C8&~?b^7`Mn+ZX4xmQZDg#yiWW9iaif$`2 zS);~v-ps(2j;uA(SSR-={qq1ab#EDf9#CqkXsknlo%&#eK`r_F?6T8(YS|EO5 zF}kVAn?b|6sp7GvJ^dB^DeD^yw?!GL{Vh}JpR#TN%rw~_-|CJOh%cI&Xm5=w{{c?V zQZ)5G+`A}5Qy)TS;GeE&>Q3Iq0L`$0njUQG-G}=B^5i$8&?Ma)O z%F)6zMcTB7>zdXQ+xO21)mT_bkB|he04!1?$tez;Dpr$&q8%UKi6L`<^L9fy5B+}+ZTAt5ekI27KPuE>Vc>U zxLD0^vM*kSU-{JWQ?O&k8hB<4?#`m7uYspNCP`ieo~2?-FUW@9h6Wx62&sYhC;Uxl z;ECU|)xh%}51=uGTUx=Mxi3Vi=Q@&M^W^~;^G9n#HWVxsTR<>?iRx@vJt37R6e#8@2KJAe{9iikRGQ+B7_}=soar^)&mv z;>Wnt(td(b?n-!RjeV849)vGk4Zk{KX@||m_kInpuCYHTKJg)O{Wo#FR$Q-xtNmfT z{5xD$Pq(j^KRyCK*4Q_Q>qo`)Mtoz2eGC-0dY1h${A-r|aq-qC#PySKz05uu-XFQr z{uKOS--MT&@$zZBe8zk2v-sQR@bY=Q{0CkZ;}n-AXtGIqmT)z%iX~1uYzrTrp7hVOI1yIms_HFPtRP}cFamMa* z?YZ#c8v6*m$B}sX7JmE=yc{LoDd3Cq@bYc^;+&BiFSqZ+x9`Hs5_sb>dm+BP2rqZT zi`*65kX7}OmBcm9{zYCvUW8VW;7-YN`eq1&#_w0v}i`WS417Ge@1JA(nP7AUB z?0z18!maVc?#NDL>fV}FZa~wRyv$+Z0Z_1rAFZ=<5OADSMmWU zHTomU6Gq>;U>gCifWKinn`W#BLz4`mN9zT*j!)*&P;Ibrj8e0{dIOXr-Oy{#P^HRz z%Y`VfbOUO%Z|zX3HtS_LeQX0Xsa>JK)^nx#POy|)Pqy}!ug_Os9$B@fIazc%jkmK-E;**7+^9E|_~LG~Dq?NM(n41u8~JT$iFxj=(*bHW-PuMRfLwQBf* zGwK5h6<(@)EDaU>an99PaB!Scqq_?pmT zy$A*<#wPlzL&~tBF3q~DY8W;D4!^1JX^hUNG{USE{dTRq9TF+Zx{G3W)nK9b6nni+ zuRv1!OC!!2VK4h4zoi1zz7`@>k53`5R$=|nh|lOJ>(0c2ydp$bC0|nPaRuET6hY2+ zLh(>ZZ8|tXkn=hQD#CQIgNnM+^=1Yt!b$-L)!iXN$W_p8%3)qd5V36gn+(wDrf3tF zZMSw&!rf$R4s^$2-f(h_lN#5La8sOH1%u*7R0vb|(!AjZUG+&;O<}ZoUw`WUtwvN) z_VWvinYvF772&D-U8B2~_}MHG1a@$HBP9+z+HsofqV|oZHGMw>a7L2+E`>WB#`$yl ziH^`XGz_7~Tpu0dYn(q}kWwcP~L-h$;PDUk<6;1>_r@xFa8o}k`3dp}+98-A@1fiY4AY&300jj`>I(Z)Cr4nxV(P@NI(Eiw zF9bLYGYIvV(^$7_CnL7n%Rg3RTYG;oz%nQpDl0;scFrlj8Ar1C@VQG_8Bb_A6aQ}4 zEN&IG7+|g8ZgCx3R2SkzDt|G+nWB!AB7zf9)WrbjU^N2sP$D=*F9rx2KfD;gXnSeH zh;vSpzqQxOh@hl|7E>8oOg9W|IDYUadXFXh!70L@GsDKJ55t?X6Q>A&A;6)ch@2Jz zw9xt4g=IfVU5*8(iBbpSLI4WoKXBWKUzfv_Iom_S}-cxo1jp_@&LCI?FHt$pm5sM znilNt;1=NrJM>&8)MZ3%e}RCS|Am-@qkwzZYJb1O3$_(U$6)?b>G8c+mB{f|sA7ik z(qA56L>;+2U?naOD9XeAM6O;~zYx{|EQ0?R!~aVbz?46J#2E!G6s?osjd?xJXJJKv zTHy@Jlcti-Cp)|%^92BA8^HmM4Bq$)0MrL6$(z7aS8VA8*|ghO0DvJtE&zBw7)LGu z5Wn#k0EmevvA{=+sjFcV$)3;bz+r=x^4M5u$UHCLE;HzplQYhDx;Z1@LhxpS+MW?u z_Y#<$b8B5(Ze283t5izPWKnTouRL{04JtaP7b;TVkT6IS#j7zundiuz8qQNrY(M zk?8g{wQ8w%JF8(FtP_@o1rI-ic!E>t;o}^`(}GG;5`I(3O^(M-h4w6$X3lVle!D#8 z43&@_IcKoV%o$%XeHye&_}2=b<~YHCN0>Zz;DufJ>^;r#Eev}{4Y~)%X0kucF>z+| zO|mg0&`x992N|^|u+2fGHPM7~6h6T~MQEZ-TYZ^M^!z*um_z+W`{+ceDpsITbkZP+}GEmWN zWe&Aw4dG1;gz18AmKwtBc#zOVzLsGXI-AUXGv+jxGXSP@+tki!KESX?)((rxX+Fll zmCjFH&uMODR5@!`=sC@I7^p~&m~uJIgNz!}{h;;J2|3LlrX;GTI)aLtJ?!*KdLB;C z9yAXoWLo<(P|}`z7(w#sh?DrX{@+a(r3{-SmnF;Hu?JIM?e_$X> zM_CU?svUyNxuNI0YAR;1doWPtPuhbSsIn%luKGWpfhrwg6IK87im)pgRi!(C8ez|5 zpvs@D8yKkQwlYW9DAoVX3|#5x+J@?XUW9!eqq1}-Pzn212CDoC`+f#0x~-?NiS9;T-hMC_pP|=A&9RvG20~Os? zX1eO*IyD!Q%AWQ`ivc_9N=I=XgoTxUI_ zvUDd<30r2M%Ac@X8K~&CG85JtPf^Bo-pD|fj??*o4*JXD}*Dh`$ahb0;`k?u}Nxu$}=dofr0rmS367!Y$OX zwHl-Lgxn;KED6gYFJz#ilZ9%lw=huAZDppgaRb9u41npV+@TE&aWqPZIiFzIgH9u} z!=g4Ye3^kOou9JXz`%6HJ&Y=6?FxMZ!vhRdBuC`8fg#QhUPcnVDf3T^8q@tieK`A9 zM^I7Y{Vp5m&&Tw5uh}Z0Z#!UM(QRc8wdSP&$1xC++Pao)cXTO0Ts%nV zB3Co4LT8iNZ^oSFl?;IC+%~myno)*5vUXThPV-s@u5^CtdQS6pMwPR6g`U%VfPsqS zh$)xT+{~yk-49wnosenWIwetkrz5DS*~5P`P|>po&4US<)*}p5bY4+y^&|ro-B#uv zJ7V$Ptk=+!Wm4GD(yI&>?>R{m)dl-A>PmM3m9BFcsPd=lQU)rzt;}@Q7w@fNpi0Nq z^o#eHWPJsrs&ofD027#jbB$Zm6Jl$LfhvEpHW;Yrwlb47YVqDB3|#5xn#JNhCSk8& zRF>|92Z)5dj)5wF!rsh4MYoliu->9MW%1sv3}opj>*46eJlgje)ulV)0U~K1WT48Q zw0~frqT9+$T7B`}Qw&t;2%CQK9y7x3(NE9S=?fr@S`Gg+e+@14NF zm5#1iEZ$=h_Dn`)=}w>$b^`-d{)FAkKt;EenXu-WmOZ(Qe7jJndB4mHetm4S**4C)xzT?|xoTbb#qkL&z|fhrwayEd-#dq!31 z4xp0t?+jG=lXb_9ok)1iWQ`iv*_VMU9bLOPu5&b_viTEs83R@Rgnc0c72Q^5!g}K= z%DB$C3}opj>*46exK5c-UAiNvQFbc>RsN)XBLfxPR%X)b<2vtVph`#Bu8r$_gi%$x z1E^&E90OJUWc?-s72Q^5vPO;T+{?g~j;uA(SSR?amMrHG-#{V%;(W#-?Dq+TS zdXb*P=5MRr7^vvBGB=}{c>b@tsp}vHEK)1d7QsmnS)?c$F?vHsU-qhXUC5|w{=_($ zfhucaMDF)Hg8__04Q-*)RNC)XWYnJS7LCFQv8~2Hl|O|qWT2wk${gE_YvbR-0GN)- zQ+sXv2O0LD)5z?wsI~E*VBkvUr>?J!|2m_}S-V1C8-EW270D4=TF}#+7%Nvd^})H@ zne6Y@B5Oj1{YyrT>3*Q1`cp?xQKvNi#Xv=m_nNH|`o>)brefZIAOjWMR_0J^o@JiL zKuBuqTAufGm}OqUunIjMnEhtVX;w1;rgPiW&T0A?_Q={{Q8~>h16Mjfbv>uKgi+-HPiYI0~I}c&^(xsY5g|?6`fa9 zTRp-+MYol?$BtMR_9O!qDeP$JRrl6~?KDVF!Raob(sh3Zs{H9Xmw}3ID>Gg7bzw^x zsM4{uYwN;Z%&02e0aUWSf`KZ3vX&UA=(aMGHELa0gMlj@UAwq0>`jcy(w#sh>=g`D z`4jd!1}eI(%!KvUV=3#xZe}1$M_CU?7L%^jtn4;Mb?J_vlJ@%yRQZ$kK?W+it<0p= z*M}db>7N=mCjk+8`t?aMqTMm zhZ<%+#XvGg7ah5ib1w#-14KWVozP|(6`r`Dxc*Po zUFz1Yx^?@Uy0?4K@YBgmFLl2<=c`kv&b{?j${;$3&{s4utPUXEIuV>^ntEEOa-DuS zvb0!!a>2ZLL$ihQyI4!_h99o>^wjeE;H}o;x;r*rDX#CIZk8&I*)n@_XyTOe2iSMd zgyzcEv)@)Sv#~!fn=OBkeQl@FN@;4!9V_(C`Uj`Zg1lz=cW~+Q>FjI2hu>Du_l{*9 zU@!cZy;XP#KmYI}&_qP=7_RrAk9omD>7CZVIc{^hUTrwd3D+rA$4aAa!>Nrsn~Ifb z_^sIFZ%me|PO&=XOcuBF%lkbE-H z+4l7hVP7YpVdxq^ymULKAYYZeDMo{A;pBr*7nkILv5=cWcB=oHY`g*rHTYe?$#uB*rYs&=&fd`~s_-&03tbT9+ENcAuy$IWTXU#efU2>I!{nk!` zj*|6FzE+~Q7q?B;=i%dV7D!#R^?f@%9Fmj`$mtORif@NayqGspZa*F^^252z+wfJ% zb~iJZhqHz}PB64nBGG49!#0uVdCc39$%xHOktxWZoWjWD#esIeB-!AeY;7R;b2s-K z!Hj}G%#5Ap&(0oy94|^lW4rW@WW!%%YeO-k{V!|ShDZL1(!m^MPTc(uOI`b0MqP_W z=JM6hD6by26`5N>C)x|nPeS9QL_$#a32GC9y3BK#P?r!r?+v4;obkn&1nE|JkFq@H zFFI{YadN5x^JA3x;j0ogmaNY-dhQNTym{Yl| zf*rsT3*m=9uQ+X5W)~9SJ{+<|UPO6piLA5|TQ7J6ddKnU>S(i6tIq0IgA+IK&y`PL z-FYD+&xzr0C&6!*msjzhC-a}D@SmshpQrJkr?a2FN#4Mgf@0?83Cp3d^3za!JNZxs zk^Q%ynYI?W)n>iqHfGtP_jS-+HglZ9TB ze4X7tHM3%@HrfE()%9#Wn+zjZe3jprU@CC1{LZ>}%%3+e(vw1Qg>%tptx|D00UG_q zkr^m5dII+>O(2brjlK!(UkI{~a`Dby;@Zky@<+|CFjt_&HvwK}BGz zGg@O|atr(h7KWcAGfgNKsC`WX*?!|geQ+svs!_VYUBSVubOvCZdV*6aHJU+Zt7F`_ zVTr0xe!J|s)~+%S@}@+Ag#_(DBsNbe@pxJy3u5>a+5*u>SWNVFUXx*w;2ZUwt?G~ zfg5nBP`*ocO6zv;NEkU|;n9nWK|GAdyW|g}qgcFYM3fReyEoP|sEtWkWxQ5)1%AAg z?}KaTvnW4NxCcJq#go@S^DqdM`#dXRs8-08nQI8B5aoOy74~tz>j|h3_j!C&aSz`5 z&p}M{Dp;#Z_&I{Tbw&E z5M8m9(B-UMp(^+sM?i&gg!1r0W~ziqehAlx-i?F#L-LR~o6uvtAC!2Xf@-KEsIYV6 z1_CO4yjN_MGB?f;P~km@wbg3~sPMKjhg$PqxT^^WQDa?^&FSb~xTJWHGDUunU==)@ z%ziWGG@l^=v~%0s&S~x;*duF)>2jJM5^&l1sp~n-ql7MJ?Fu!g`3nIR$`Nxer`fI4 zi8NoCr&Ds81Lq{FLpy>Bn>`#$K!wj96c46kT4xYY;m0@DRxcr-!rRI`V{3M=j}l;^ z!j6(&Ww3kQPnxhU*i7gv-UV2?{s#e7{&c;HfC_IbGhNl)>+d0;vSX|L?sXzrZz6OR z?*J@Wzf3@tKUu#`K!vxJnXJ0q>pvmjvZHGjyVr??{T-pRcqd>9JHOnCBojLm?M6U_ zx0RW&;jVG%5s3o{$m}Q^;;`DiP9*IBp}TlTU`cx-0o5aE_uYRS-ghV3>MQ~(ysgZn zRd=rs5>VL@)_(Uo(E&9=SMd(OlJ!CYsz-7s>lFl4cw3pts@uJO4FQ)OU9;G|P9*G& zgwEoffFrQrGW$(a*Ljiv%g$Nd ztLrS@fY0&qLkAmX4j`by69c>Q=p~@S+saH=wXSnC0hJwFyH?j(P3S7#0a&uWjDRYC zvaTnf!rRJBR$X0Znt;oWu3fC_Tu$gL-U(R3zLkI~f5N_>fC_IbGhxGeid5J6BmtQn zWkVd@sOx-%&|SPEu%!JS0agB_{V4$z-d1MPs&$>m38?G{+qJsR!pdCCU-u%Q%Ac&y zCZNiith&0+VFX-ubj`4?qr|b4XJk$xbQVpGB$);D2D7Awbmmufzup;E&0ht(G+?({ ze0Sg;$`;^Yb3>sV->tP{@Y&!a-oxJFWogPT60D3c&JZ+D*nL+cphEcGM}=M1UPwTN z2n#-{xIg(KGT1?xGQq)Sb@`G0HxMA}DBJ!9Hv2X26`V6k0vdSoVcq;eg3a)5UIqFa z5v9V`{FU-}g}efa`7j$uk_^CZdT*z(XTnS;0$O9`e}}#V_-+s97LBq(Oex?( z_+He`dz&>T%)w{@`?Bnp-xB;{7mYj+R*S>O0JLrjOW8cJ!(_Yp_SN&}0f*o}NQiu; zKEzz+!!!G0kuMM;yJPRRAqr%6?pW+e!USk?@k>ftSs-*8?GD)hQm<~?OSzoVBPjSuO2o$|UBBcRo_I*BqHM*hVyI838zJggLDrtP0bR{rTchq{% zlVEUttuz%It*V*dVWDmKGS)EHHWXcF@ikGc_c&R&ITZ3Llut@{M-lja8q@Q|Y5cYp zuJCx+zrdH*m?M2BSgJ@9p&)U~DXTE3rkqrD*+ zHGF(X8ttAqB-6jOD^p{RkW+Gj>FZYG^7CjHB#cV}iWT9|E>lqmEnGI!CyIxfk_90H z{%^dAoMgbCSxp|Um=U0)I0vwXF)2>`K!V-a(wT{O@@%&ehD9$OP~Mezd04i+66(l( z&@f40SulbbCKE;ws4diytO2TyHp{0Lv7GnW(U*H0+5D4|1o0 z*f3KX4t@_m6L}GoiDPTkJTD}XK8RGZ9xR=D%gDR2(jS7~S$wDt_kZCbK~C?y@56=%%)HiO{0wyYY%)hs89O6R`0RSUl)F#=a=xeWRUmc4T8}$eGfDb zfkU~Yo}y{`NdhWF>C;E`7~F7(-b9%1#B3Ei1LunbRES$hKC1X#)vzKSFq=|9|1JT# zt}+r`Lz(44vn-&0ld~u((?#58^-PS($qY|GTxUe3vz}-y;l@{byolfU@}Golj~lv& zcmLLLW@Pd3?voa__g6vU=0&R26~b(S%V&7=;!Vs4{N}}hHTaGF8Qi>Bz>*{Ne8I>h z;$^QhtckFW1R=Nmdltu^Qgg@0;ruZ;L&7^(uwE*%V=`b-0CzH+F?X~yS*$qY^&&q! zfqjM__v99X z_0>=IW)ij9uYM}?GQU{(szm1V4OdK>)^rnyAG$;pbcpv8(?oOz$KIG2Vcm#SL3y;& z-VVl@=AoKZX!UPtZol-t4vE{?r_E;1rZ{U8yj97&&%xIlvi*&Z2 z6w{@5BpcqHtqlch?qm(yu*N!TejuZ+MWbVL7M0)}GhtN2wC@!e`eQFaT z&@s#UD`TlaHTzswFig{QJ zZU3mf*8bu$@UR4&HaG2^u@|0OnPpY`Xgu3(s@lud%eBtS{-%Pkpm%dYTix!7ek!`E zioPL*hSOE_p@S1L5SwbZ##rUk7=*-X_bySsgh4W1=+=Mg-dOck|0%wlkl&I_bROPB znELlRXdXA~iW;Gx_lYf6=UOzDP;g9jnKIAz1BeVuU(aXu=cTW$>^JsjQ2N?M@Lg8| zi!jTZo|dr&!bJ+I1oqC;E5-G!)-~xiCu(D??jePVlRx=>cwWQ?u^3Iy(6wO z-EhYoc)Az1T5NEFqh%XCvG1PQbT*eN6*%3rFx8SEiRsB=b?G>qOk5qS%&?Pa{j+|fUkK@~ zK1(SFZfV&mza??*BiR~CR26T4h7+rb>`f7VWcRdRRph(wrH-mv0ADm*DPdYSjVV!0 zyp8t{(?oRrimfJonRO$wc;yp-zM2>{e7u@yw0mMTG5uSGw&^R8&(yFonPSR}??*dF zDIBqZp180wQA9lF_$J;&PG!cwFh+zkxIBa~tn@oBBHW)?!!{9aKUQY+GXR*XgBdyu zUEZCB#7{{K*=1vC_2a~Vw@3hu69D} zh4S~oFs(L<4(xMY(cwtuW?ppQzhzo<2vew>9?3gotTyUR*2ClV+N8PY@Qhf|LHcUD zg@@MpIjpK>B!tKI4v5*IQJb!hy2EVv=ThA`8y^~MsvE1-%XP{R+6u?6vbn>80H4L< zZ%Q%s6>3kyF_JKI*ir<`xP&AXg?IMb7()rEhN1onWu?252ng7 z1{S2Bo=+IH zrYtoq4wTPe4M(5xd8>3K99R7$Nn{bS`MoS6;-lm&!doG=kwtu*!9Af2PtSaU{l>Eh z{#&M5gfLTnw=NuabZp$5KkO;z59|wVXAS?Beb&IQkIxm>-3`(hytA;A2A=dEtyL$gZ^%TG5DlA zc#;44Rn?iHAx$$?7xw>+4L974({6PX+FHY3SnK~CG-h>KcHNO$tpfkRu2}fVH!r}y zqqWJYin|4VgRBvLj?94Y4E*c&AiQWA$o3l_>Vr#x#?14QMFx!Nc) zFe`kBYgj~E>9BwJev9Tbyct--f2yr70P6o8Zg$G@&egqA2x=?X+2nS2tCwr#I$E?D z-2!hkMekO5FG=&j{VLWxvp0=t%0FTdlCrmT*TC4`Hmv99unyAcf+9xvMeegO^2Wle z7gvLL8jqLBA4W&Pc+-d|C;Ap&25b*~3*PmrPy7{WTs@8-SD3W_QD`2LPweKNe-Kb1 zHuw0bu$y}p*C7CeIdxm%xs2G{P$Y*!iPZtw#+4*T_&rcqfEaD8- z6;~0uoV6>qhZIY8#Cr&+P>z@#oi~q946sC8?>1*!J!18o&yWb0j9xA_e@O1}O@tof z{h+WT1=W{3f(kn~ew%;_AMX`grOb^#A)vy05NoSP38?V4GKX68F?oL>AViJzPi_|* z>m5BNFDcVXnId;<;8z=XHktiq%xMlJ0JL-4+|FqR2=>U@VY-~=L;@~5KXpB)Sxe}0 z)~--#qo?@~7*Q1XOrindz#k z0WWIe(_TBa+8^>mBnt%##D>GSj+E}L%aM{r{3vDbSVP8h* zEZzxN!mcNv%Ac^)1XOrinF$*nC@bCaeH8(j9c4otS=6_&S=n0&-NicsOWOAnP~}hB zPZCh!ZDl5{W-}WBl^tO@hHjAcdxWmy9e^e4PYI~Rw%^LFg-f=wQRlr36%XVqg>AHxN+aZDppbTGzRbfXa@oU90PSoX}Og1F&Sh zoq#HTvVNU_3U4bjS#@=t`w6)0=-S1)&i@fQi+2K+uzw?<%Ac@1Z|X$CYbI=1Pm$_6 zPa`0+qil$y8%yP-gzn}~+T#eQ@+a+?1XOrinMteGbzVw9Wk=Yq)pa%yx{7xIHp0#j zP~}h7*AP(QZDl5_uC8-60hb+JGpy?<)JSCA7? zm3YM4trpkZ*i+p`9BivoPt#h+KODU8J?ibhCe7AgAs858moG!}gpGIKBcMXK-A9F8 z(f*Wx3K0=}RPl{>e6k31_RQfzo!kCEfUIL{`+L{y=eEZ=XOdJk@Z`g~dAH5Erq;fj zS53r@bXzG8*7+;teHjN5P@M(WD4KLgPJ$13LM_B0aVP;5en@OSShm$duAv~?%YRJ@ zZpRYPl@o2&+NwjaV!BjP{6N}+kpf%hD7BEcCg<$W zCU{C`$@W)YJ_@Tibs(VDrDQ1^MUNzO7BPYOsLW2#pJ{mt0hyf}vOH2c$sK(`vghyP z?~}RrQbMQk?!eALE&&xHu3C_!K|nV5Ns>}teGQ@0Xp+#vyuYj#XJ4lVc;z}@f;wu3 z(zp*WH83uX`yOUC_GciCy91Zg)SP}D5$p4c19!4ULh&vLv+bXL{r=M?r%LtGC>(Ho z%BiRKgHWV1QmV4!c~)>~+}d=L9ViP&@i3v>id$XZobXS;h9x4r)$g1<14jdl7vXrH zK6YM@_sP*(brT$@4aaD+PxHDlQ`;>z9Z;(5DOSfEI1?p!rOz3GYs}Q9`Po8^&86n( z1c+(|Ei_{CyH63!(&FNJ!l2Ma0-wP`>-P@k`>59M`=l!Y8M+mXQ{={<=W@ODM8A6+(N0)7rs#_pOo;9q8t5OP?&NGTxM!1ld6rK1J2(F zNvfXX(~el-_p`N^IJM_H&@h;XC;rBb4 zE5mh@iu49{h%Lg%4Nu5u8* zQ3Xly)y~qU{m7?s-rt=d+ABe~WcK zoOq^cte^=~5u3&~yQTFL%|@RyIo)W&F?2mkE^zC$CG4wEgNK9gn$EJ`K2KEHDZoU< zUmECVFTw$MOD0QWOL__u#me~R;tYJhx!Lv3u4}kXZHi5LjpIOz8Ky#zkM}S@n?1|e zm!UO23-+>e^+0UCR-c5q7behBwG>R34C84q9ry6*l;4-&GbDSR>(K+AI-I~)9Vr#r zDSRMxU7BQP^TF|Zta*5^QG>JmN|OL#vIc*8lPR1-)-;5vc5m+wFRJZkei-MoZ1v%Ug@; z?l==jpDo9g3d$>3H`)tMQNzcBlhN*p!724y>z2TXWh0=?A^OlIZ)1b>p-Zlb4^wyt za!US&GF0I`7_9JK=Z33*!;;!;hO88}O{TR9+s{DL(>83kJ}hn>I&gY&lP6YZj`Ov^ zL~)Y~r-fD^ghJdND>jR890!~eTC6sE;Ajp{=iVtbSqyci+&T}Xp#9(HOcfgtA*)OR z-(3%(z$5U<+TBJowdYN3&SV z-^CintmPNTEB4lNSq8DGSeb@Imro8sW?$S;bhhx9X2QVjMaA~MBK7}A+4f%?S@{Dh zg9Ue(2|LZ5ojvY2Ug8-&-9&mvvf&@IwV~k9?^(k(9NM4XWOEAPX*m8bks}VxH;8n1 z>2|pwd8+Nu?A7vdwK;+92#6CGU+hhM=D?>m{q3{o7#i%9eL`du3-!gSF_~NFn5Vdf z;z^LnK!gcc1kr_@xERv-X@Cf#EQVwfLsv+)K8 z`kcf2oaKGa5q-{)ea=yR&e46&F@4Ulea^tLq23;^>|Pjj;DhXw?4#_n?8EHS?Bne7 z!58|V{sqTD6b6^|!#9@o!&jE|!*`bT!k&nxbV%B`FaZet@9wZjp!jg5X72?u!oZ1lpk7fhQFr5htjbJ4LHV%VjRd4Sw*elo+#t(z#zh!$E zY9V>boqrVoJy(Dl+JPG z2a*N{yPnx}>%|dvHmNwPCVbE+%Y#VYk57bb4kCSzdbw8KKGL2=x+rvGbip3JDkY1b zQbFf=BB{nkzlOI8 z<~+%}pn1ral|3FSVyITgsO}@6LOgEgqryIu`7i<1pGT6WH-FLbD15-1Cw)}$T}wOh z7$bYxT)SDoz9Ad*PXy??XH%j#9?VBGdLXQxul{`kc~YLQ-sRtu>pDqU2!cF5DzgjJ z!$h7=K!x&vvJ)q>1JaWG5QZH;w8Rcb>nHRW?T4h|1Y(zvH|~-e()mEiOz#W_@s~Jf zlW1mcEMdb&`b-kvuyJ6JZ=@t3W)ANdd|M7B=Mdbg>vv)(QHZ>opFM?mtfI;qz^|K< zQliQ@q1y;H`>4zwQKL$efXdDpnMIW(KcqyJ*AjY+_JdV05KrQ#j$GwBZ-?-a;gk5E zX45`@692u-Z0yhAN&KCHRgC6g{79bar6%uW?SzkZ!02iJVf+J6_ZEn7FO#p9`km9+ z6N6rnH5Zy@kM$9z8x6AzzX$NCz5`279Sm7w!BCF@U1jq%z-+A73!vs{#{ zWt3jgLUd&Tz>bxyTc@(ZFiRB+0TukZ^&l%;5A`{NP?jBJwdbqtFSg7WQNI8!sO5-?A+p zh2+Vvc+|VztwM#Q=?=3e;mjqZ1LP8t^v$*lNyFI}l4KzGa?-m0fM-UfMhc^~>1wmF z!nsI)y1ld2xv1U4!Uz3N^5d$dGSrZ!nJPSV?T!sM+>O&NJapJUyoSH9*8e+bEd7k~ z;FFrmvg?l2Y8Cj0J-xow8L!mf+4QaOIQQgK#oYqGHJWw!IWhyPG4OA^uW2CLZ+wUs z>-h2-poF0;%fj3f_;7DinES1IxmIU5uPx6lmUu0fd}8lObNfQLn<~$eVZx^p3yoB#>)Zt@q#Jh?g!25 zR?M;NeSWNn+e<)&SgHA_utnUX38)Z7Tpv}uhn zLjY(;`B&*<|*cF{e3$ z0MO2Db33OQB-kTshv{;f5&@T;pSqsYTuA70)~--z^$InBEWJ;wV%nWs~7 znj7aNs#`jO3Y$HAm4FJLJt!Vb$+UhzK!xWO)>i*ZK!vxJdB)Zp9{W22EL7N0(yI&( zk0lm@7F~o-!SOD@(sdsKs{HAC5CIk5R%W`YQYixjRCa9T7_z9mVB^JUgs$Qp@BrMb zjP8=1pAuWw5>Vw&)*=BF-d1L^>JE>s5pdbjHH*VziP7~{gwEof@BosqZz7<|pRn&D zpu*eAOxWz(llB1uD!i@Cq*Vnde?>rL zM_Bs<_J|SoAB3*r9q<5>tcx$kXVv+W^#B4YysgY+)g2z&OTcAE*DMZ?B@%Wep|f}= zUV&IzoCmua;J@%R8ga~XDc&v!@`PG;5mhW%#OPuj&2lqUP|aL-Vs>Rx&&1DleR%Xg}0TNv}%Fp zQUWSF!gj5|b2Xu>cn4s~`kw?;`IGhI1XOrinaQdv@Z3(oWk=Tx3p@%nQXZE1E}^q% zYA9kB{_$G(L7`Hw@aX3j_rM1{oe6LER8m7a^DEmrg%r>ie^qrz{ zDIQO~OWs~=CaXrh>yHHY>H63H9;yt~yM70tb-M;ro|xVFQhd&ipsJ6`>;iS+`!oV7 zI}g||e3KlI5-XMxx{7vy)esi~JE`MQxz4X)hkS+tJB!#J1}?C31~VJ`GZ5I>P1^ik z(8%mW_LzI&@BgIj`!IOgm)Uvl8NQT;cc|2Oy*B9!?y!TVyq(0dNOY^cuSkoMvk2VK z4Fg4V=P}mvsOZiMq$`0bx^v=dQG(Hy5`k8I!0)g);o}voVSd7g=sF9Ri6_3sPl;LT z`P4tbm7g)T$_bP^xX(dRyb<@jdX8(bpCbSD z8b5x#h0*qjXMCl9>i`o|C4ZROQer#iIM*85AHGY)0UK-xC(1dQqJTKzYLGWk&gX=y zI~fT=(Y6d@*OyqsHnHmvjsMxHu0=Q_ogHb&4w%$VS(q`jBN79*AQs|f7k!<+8Y;7p!!r!olZTJ+6?&joP7xs62Wi~@48nesqhHmjvYFkI! zwt`Ny7q%AwV%*}^=bfPLd}QbrUm#>jumR*W%RB;+T?c+h&cIb0gsVwPcy zo#f$vr)>eo98QS{AmF7JTL%YShNI-iR&ZHD@B9u=&ci=5F<3QZsSCIfA60C00VmbV z<#Aw#l> zyhrPTblRMTYMuqWg8*7rU5jR+DTj10p+YNLK>G zbf@@VkYHGMSQI=CW)1U#hv+(+d)qGlAH)&{x%8jtcD3Z+Ub?X|+un7$<)<-&M{mqX-d;g9)64x<^HpIA2CftCv9xG|6JCMNZp8s zC4IR+YW#S)-)Q^9a)0`__FAP0N>XSswV_0FOqu^Ev>$v|iW(OitcisJQ-Bj?{^#%} zaw_w;nDes>%OXl$&KkCfQqMXU>iChliIw&Fe6@)kZ`_DYOsSui7;{~=y%tr`Yq_s5 zBUfPzGhC+`BbDug6$l@*(mRq3Z_d_+f;pdI4cjm$7Qf9aDP3UyW=36$M&`apeP0#XlVWza0L5#4@Ptdo_QrGFx;`fH!)3{Ld~Q>XnN|8MNmG2ycC|=+&8* z`^`35OroAB_sa_^k2jH3S7Pf0Z)mqs?q?yuEB8MWjN_I2`ES{l`@>~He&zl{CyI^X zad-1@qsY$PX_(9Y2g;`}#lG8i`M;R``Acyqgxdgz#M&sVgR_^U>Ic6oz-wjx)SBhJ zfMXbwa0#5vy?`Us%e6Y?7wtWP-D2jKW18}=l){{$b|$SRVRMf_W4rR{3_{{Pf;|*2 zh22wb6~IShr9$;q!TfdM_jz^)e@g}#!W#s0li+30JgnWZHwiWnP$6y-_^7Zq31$eW z5H|^YRPmbxi()=bu4-@xhaZ>Rd<6lzu5b~}Z_T#~vMdL`hO;PXjfJ>p;F%bcYl)$2foLCV}AyB2lj}~bh=Fek?F+C!UtF@VR`_;xBa^W>&|hT)Aee@tGblN`5gmD zY)0U)G`LsbXMRqp;Xne|fOp}Z0V~opHcl7oF8c`l)g!(z?iQgvrE-(sWu%yQzhnrW z-KWju^rC{1vh3Y}T+%YROk8O>fFep;5#w zJiiO=B{+9N+m^ij6154zTjsV*cuR;F;trm?f{M||_72|fpo>Y_Iw5R`J9tLat9ONI zCcY)-)$I0MX>zJoZ#posOwBmO2Hef#ckR}BH}+~(xVcgoSOz!rj_mdB=f%qa>w0@m zFIF0E!q)~2-($1CJd4i_NM4NcLjC;9GQW>#_S8P40U+)p$|V<%y^*?1V(SGjzO->4 zk;NhJKH~mh9Pd6N|1I15h|vkPyqzoq)8 zzYZE~J(rWYQf!)UAnvQVfe2q}`_AFZbGmcLFyL<)uA2p^#IWN79=Kf)R?|!&a+TixfXH5_Kw;cH)!h;w2pI=p-85+_w13{(fjtvKb5B@ zjni&*)D0T5x-7dcyXgu4fPfMF9Iw=h?BCHEyJfruerq)A@N;CQ2~QuZeN6+|e&a)Z zPP0~V>qY3>3XW!_v%EulwGL+^G%UdKXpoj++1#J)S1;Gfo&DMyvpWV1mnRtUvXqFf zQgNr7>1HPVbqoA(wKWZKgT-Ig+{ix9*AE&ql}}<2l5WMW+X7>D+feP!Pz@MVP&UZj z4lX%)dVCyiNo;ju5zz~UK?sb8xa1F`16RChL|_sI(3;G+RkdV#I1TC74}wrgMbQgtKLTy_u#Gn9Kj}rZwz4Bb`7ET2)6mCl#!Worr-4hREUvDwAD=nRCrsNDQrC9{L2J@ zc2w@r3Fk>PN)g!n0l^-48krrYJK_9)3ApV1l-&vEL{~gX=yKMsP)|5t^cwVfN1MDS z#{T?HI8X9JOb2KFkUZNRKdl? zsPMKjhg$PlVMPK$yP(_Av%-?%LCO?4O|S}{O=iCtbDCEX0NS~2Zs#;_CDl|MD@pxpu%Pk3tx-R z!|~aJ;=zpWF^^!R}Od$D74ENDs}n zGT4scCrwxvoI>a;-UV2?zLSJ2C%BKxjwZr^20>&k(GFXOr1)n!3)N1Xy;?>Rw&vhlIZ3hYmK({G5Oa zPYi4g><N@)ox{7xImaGR8P~}h7?j-J z=tf=VDnfVhj=+-kJp@#b@VR1XPdY zPS!^WsPMKjlT}yO`3nJ;9bGf5>nPMnc}8ZpEAZ($ni@&!4hZp0Z_`v#Lpt*-+d1zH zQ-ZVMQFz#`b{D+Rd+99Ojs5`aMsMw@?)nWj)v4OJJB1$(KI3h?i@Yw)+Di$BM%bqp znkQ_)JC1+~;eH<#c4d1e0Tm)L_^9F=@c2415W+Es4RzT&NPw(kZQ?!#<>4FqW$#Nl zXOcur@Z`g~d75A|yqi}|$fJDzN_oJ--_k&R6#>;*a1G;fL2M3?;PP{M zA2Cft6H2V$axd#fM30aMF}>h&)cA41WuxsA1((ymwU3^fQY139qC|g#7+EwDaY>+E z(4O#{I1z@S7u0v+O|(BQ&j^>CP60HsLNWBo;+E3n^d#u&SJyWuyn}g{u&};_sq8nM z&814k8F8IrrBd7MjwKJ?R%G!ijp4}al68j}LBeTC9#t5U`lbMG!Y%g<>TS&?JJ9xH?eNCH;$u*kB?)c-4n-g`nQf@ z<5)-Hhc0;=qwzzRT$4a#iHxQTSq=4dXlEr1bpnbNVYJwRibBY>vScDrPtuf+2%Y!e z@+NZ9dH)>aX?Ed6WKo}H4P&w>B_(1MjU>;->Wr5-LmYPNkUhr_n0-zgUy#`QwQTz? zT{0nbB^hAj)enf{ljHJah1z2u7q%U)DaQg zYMA{C@dls`xtWMu>&oReZMM^_=tTTL+<%>Jdr`?-#2f*iGeUwn=jH$BlRe z`E~dKgOTLE44Q|;KzSf+Mc@lxD13!{>*8$$REQ^nd{mFc9=)3H#8AafU;F?872@#+ zA65K`pnqLS?#~kJt-FC0Ej4sOlKWH84HyGhw%tqUJ%VjMDrID*h++MRfC@1(iMIL$ z0Ttd>=5m=)zVZnIKszdTNWLfAhP~mN54z*?>h*<(c)L2&@Tkoh4L{dCRnIdl>SOw1}v)_z4&8GUvJ|YeJW^c7>YL{F#6X<%l_#)9m_&PNezDJe`u$JY!CxI;110 zu-U^g1XTF!LGfTprgb_26@GkUZFMdI72a0n8CxUWG(v!d3Oh=Am4S4VpEO}zu!+!D zybG{&eKi49{&ama0Ttd>X1c0RJHMNN%8sq}dsvBN{S=|Acn4s~`XvIY{K@()0xG<% z%w*L`H$6zeWk=U6q??F@{Vk!hcqd>9JMWF1NHVcA(XIqkcw3nX8%icg&qzFjfXt4v zAr33)CL(E<5xR?a1eUZX5K!eGWnV}@g}0TNw5oK|%L%CL2x~9hL?mmK&{ezxuw>mz zK$SmPUq?WNx0RW!I_ajj5pdbjH4Et`B4Iy5=q%m|Si;^+K$SmX?^PQOQ z6A;=__o;9v=9dJk;MrvMo2IVwCju-xXLYZxv&)N+nVbQSLaELqnPP~}h7aRMs5t;}TA)peQ#Ty}KrVqNF8gwEof zfFCm0%GpYx!3!Unu50TsgiJ}T_W zb}IoDA~N`>?u|W+&exIcN#>}_-YW@^b*ycF51ak6_jQ~zNpd-O@?qV41Hoo^H)AEa zKTSY|kmM!~i8~0W@V3HAa({<_%3hM&GhwE40j;qFN$zyDfIKC+A1C<4E)r!a$^9sx z&rFg#)e(x@2O%@aP?CESH0Mcj?{O9U#{LW>xp$M4FLb)x5rGL$s^}H0wNSATX8ZPa zxerg!0hlM_1fi=wa0Y%qY?)TJH={`MMQwe3?lc8a-j9%H7y_v+w_LY6x zRq1}Y;c7`Km@X{)iiJYm_ocj#m?ok*CRU~UJl2hfx-XAwdX?^|@#E^gM%yQ<`=)=Z z9hGiVE6Rj`QRzMr?FmJ?_juk!`zqaQ5h~px)(1MWLg=_B7sc*3GqPkC^ToKn(le8O zT(dWmuG;>%mR5uOLh7RLdc&1415z2&@8kW$G!Y%sSPa z;+RhV)=5c<-E9+EN<>T-v>N_bpq-X5{0S(8a`&-R6hgq3B^Zgyl%}LiD0d&so5)GI z``6HT(g4Sd8Q=UOvwDOzjLEFx%H2yeLfk4#9aXeYCqPn4W)zzwtvoz`R-fzafvI3 zWz;>3Sw=7BZAc#v1 zZA86#F)YktV&3cafMFTvd53Y6YjT6GxA#9#_xAsnuIR06B2)(lZS5m0oAAWJj})zh zjWcm?c-hpK=x13&iLFRth1*P2FU}MOqs9Y6`>K*&EME_N&R8Ve%;bGY0YZp`%XK|( zbVrJRiLDpBM86G@aJC@uM8Yp(gPn_n^WU-+2@mU0`H6%-mz7Pc#cIQ>55BLe56-^S zwlw(5^N|MU7znE1m-wpSyyM#h!Sfdc?~wTS+wfDbjrjMhdbw8aOxNmu?-&eYX>x0c zm!y7vwk2l@^m&1p&3g!4yDf5eAr}<(Q z{+7nZ=ka3$BkcV-XdV)E<*~99Vefkgs1VN;`KTU?J;9SE?EOOmD#Sw+KB~9}|8<4E ze?_pj?w(h)?9c^a@1J{P0L!+25PFYbn~zEvnJJQ5i?4=>40%rmF*1p^I)H!*Z!2@@ z%qW7{O8{s`~?s|Y>D`$3tf zQ*xTK=On73j-bM34;u)m@Y#dn!IVsEhJXssE3BN_v%n z0F<9JVO{V+LSOMNz|!?I1XTIc^-cmRysgZ1RUeA}E&-JtTkUtk63O~=LRaw)z>@V3 z1XTHxb^EvClUTg1%w*LGKM6R?DRlz=LK!v2MT z3U4bjVa<19c6u8=%eJHLQ{hg`fds4I*<|*crmk}+0hXP!x>wgZkyysgY+)zx*bC*ZQ9 zYZvP}w-7pucLJ8MUnQW*pRhk5pu*eAOxUoVBGq;Nmw?QUvLTLc)ODUDbQkXkENK^A zgU_JzC+$82RCrsNNvqa%4kDnkBW%~|I!6<_igy5(tfvuBl6vN z?C6?dT}Pot$}=+4gwCR=ktAw?&<^%CO(iv?GrzKPQwV$C#CPgoq-#WD31Y74n?dsw zbG?S(MV-ys-$9k7nCsPm9w*@<+~KQwx8>IhUat4 zE9}oe%(W-j&aBgMjcgtEdh#aLP`CvPc2~BqfA|?@BPZ@|3niSl8J;+C+`kxRTg& zicX=(wl9Mc!BU6Gij5VU#XhI#44mrlH$s8lLiq_GW$&f4OwH_Cm-b7AXheutTJZ3NyR3g-J*04>4+Fzq}sF{M2KPF8*XJp$?p#gU) zG>pqZ6pk=cb($lRW}y_zrFSG7j%8~@F`E@x!!}$ARSAQhm=|y1$EEJgWYoQAG%oJ} zjkYh9s~0gegyd;xp2R*u;5xMl5#*TvG9fS_S_=_FIp>S<$yUVhKcS0BxdkCk3K2si z>eW4v?8HP2TNebXe_X9=5M&D_wYom%=sxF|KId2=_&3z&aFLpopfhvS5kfXF+CX)x zAN~Z*LXZjsaY0Qhhl37YFuwTQ+)W_f$o1Ac9|zxLEXZf}%C01`3qd}4f#xwavWiP= zz2JqDHU#-t*zpAU?qs0kSHe^v$-V z`G&KX=97UC^!cs>{V%DJLTPNv3g@EHTBYKSHcPc?qrW&Z+8;_(T~wW(oSNw$Zq7`V zs_XlQ`HF71Qrh75#{{YTPkJI&7x|wL#H`}YRJpd*aKjh3>W?c@#XnEEELs*Te$h0L z2-&PYr@F!y=UP*%y3R_6{nH`wzK8Hrj*WQVgX-m4of!*S1;51--{pxX_MVi*J+5{m zt>j{(<)^V)`8NzgqL$xQHkP-I-ayo@^S3?pE$F#d zKI5-QLub+3@i{KyPR#buJfySAjiwZ-zkLX(5I359RM=q2cAY|hv{T-t|s8J^HX-RI7C-`kkI9 zwZn8d%}WTl?EKXAoTfzRa@MX;bDGTrR47Nxxt!(-LXYu&Q0D2BoaUN2iR$`}pu%Pk zHxW?bvj@e4DVf%n38?VA!rJQF1XOrinP+UxmhhhtV4=c}l3r!7CEQP%urBx=p|5xs zVCg#lI(!PAKV5etpu*eAOjmVF_<;mec5JoZ5>6!R0HLdR2Vlv1A^}zYWIc<33U4bj zS#?{&2MM_B=$gfra3W!AgwEoffFTE*%Ad4fC7{CF%1l~yOZX26sO$)9za^X)VSh#FD&7HDvOY;bl|NY* zy%V2R<85Uot8Pp9J_KBLbj@N*IFYcugwEoffFwJaKRlEZpK$7))1XTHx^``_>cw3pts;lcfPQYbH*Dls|7QU+! znKYKLdl69OPuOP@P-RWnu%05-bq*sSv!iT?qZ@UdQwZI~I|57E7ZXtBPugJuD!i@C zQC6+%OcGGp5w>e}ol6N_#XA5?);ADPyfdnqLjx z^Urjz$^u9a5KN1($Pb};!j`*V5l|r$^R~C}R z#JDboy5QaU-T0(h$JeN|%*5TTMRj)^cI>;eW#zFO`vvbJzzp2Mdg)n&t|GkTqf$ax zN_A!_0TqJLL|Yw4K!vxJd3IaC6bs|c>NcF_L=m`Ccb#+V({8fZ zajPBWl=<(8(%9N)Lhtx*U^K81Usfo3$Lvipc;u@lFHshkB(t{K)jQrd+dc}t-tgMIdhyZ z$os@=&gN330y6oVT>e_ct*&oQuol?2D#iMGP_FZ)i9TnlGTm?nl81cxiQ)M%ee+n^ zW=*zZL5%ko@Uf6E-r1Y>%+W%m?olQy?iKqov#wzEmM`! zXsJ1SxuFPB9%J2TZ>&cRA0O*RyC;tI^lz2fSnm+mrPyJDW)(ZmK)ct^i{i0^fMP`$ zetu7lU_#NDB`b+CtfqWN$hQBt7X-f}uh=75%n#&uT8sR%H{=z4_^RZ=>lw4dyjh<5 zF{8^jzsS<2$Tj8-B#nO>=S5|FG1xUuM)bi-{%7ncJIN9_FMW3`;@XpHiC;)McK_ zgt~;-EJWJnRc?$)wj%9&zc3{YOMZgw&nq>CM=PbNDR<1Q z*1msCtv&o&+fwc4 z(7Vb+3qI(rvg2<`xyD-jgkmGXeztnKRtGq))nD%sJeCa>eM2(Vh>AX~a%`i#t}#}* z$RH#tuaCj#+%_a-453O=ag5UUkp3V3qtU>G&Z*2$3_|P%t8~Iha^;a zDkeo*{W1b7#8WXoD(sUKvjkL#rvrRc@#nm5{pTR2c|E;@*GZY1A0XJct%*6_^F!)7N#N_55330= z`5|R9!|{Y3_PEh zN~U!L0TteZSX-S;K!vxJdB)aAaJ`5C3l(;h^eO`hE&FPF@+a$U1XOrinaQe?;JTN9%Z{#D zNN^De``?7l;+=pc>|+E}`4jf91XOrinF$+8UrD!od)|*vf9)t6;;`CCPbBR#3Ejmz z0!!LH0;>E;yMllUZ!0rtRSB-=6HwU^)?R{(NY?WRUBx>9OV%<0RsLk%LO_MLm6@zM z39icsxa{bfg#;Iou-6hgi+2K+us0A;=k6;x% zo6LUG)O8*vz_N2z_v$)-CiE3Qbg*G&#}D8$X*@BoHL!gNsPMKj(^akOJePpVj;&p* z>l{PqD&7HDvYt*rl|Na}C7{CF%1l;WU1x-V%Z{#Htm|wdbQbRfEMZ?wK$SmX-%LP- zx0RW&VLe5v>%5zQ%#N}lj&9U-K1Jv*-Vs>Reu;o8f6{)7fC_IbGilYj&VvM0c7*L( zUFWxiuHqelCF{KF=VJc4D*+YWR%Wv5>N?LL;IgA@hIJi<8Y$1nEF*Ll9mkRc8_*lf zk{Z&PU(v9z}B{)uJruKI*WKb1& z5rC!|-d73|N~EbKSJ-kU_&q}<(lNHVg)5OZnKRg*ffDI1V)L?2hBUHG*b}69A!{m> zQ-Yn8ACa}0BC1Vsy`wFsx}&8r*C}~Yb7RG3k*i8pN*mnDjN>aItYDILAVmjqlT31Q za=OwiO;y~UO~uMI?2rc~N~TjcS=<6@relZI>ds`T%GK>W**o6qWO2qBaf22^`8sbK zd-q^S$?*jl4GTpsbv5%)R4#S1bR}?EcjQv9lwfdWkhD$jCiyTSv~&e)m$_HQKA^%>&ID_>X_D$z+I|vn{_b?S{_==1u;+tQH2O3eY-Wd{~xOiYcR{<0{ zVuMSU_c{Fkhr_=EeGXF+>~ofbULXstvh)o0%U%HR)P$6y$`KYi@ygf)jg}7trquM6SH(T(s@!t^a zZFi3;7h%3%dt(60wgn%ADFa#0La@z8rHss!E%AF2P$5Pp(N+!t72a0no1{h&n|=a7 zJ1Tcb#3qSGDXK#!6YPPfk=bE75t|ngaM}4OI}sbAE5-<2&e|2Kh)tb<3gw9WL~N4$ zkn$+ZWrQB%{h-AA6jZYvL4}Tg9_<*)QV`FXABA~+C$~y97BC)ape znaQf#z`ZX4mmOWR*uYIB>>-5C;+=pc>@fsX`4jeZ0xG<%%!Ca$PD_tNoJ&AvN7)dE z)dp@NX(tHX#XAB^+D!yh`IGk51XOrinMtc|;C?d!l^tR2H*gcl`T;^$@eaU}^-}~? z`IGfa1XOrinaQf#!2K-(E<3trv4NXN*q;$Pi+2K+u)igs%Ac_FKGOXh)_f;sR{}yi z>OK|j#5{*!6+D~Ffkso;Sw?_m=dAA4bxtMpHUBVk4gnRO7}zr8`2H)Og}0TNth&0+M+ms==-S1)&KC%s#XA8@*l!R} zl6s6>X|M#?iX7Z5s& zrbg1%cZ4vXw`nS=A)Wb!mY%OvAcXmD<~wyTN++VR1Yy4P&7c_z^SzVcIGvfIN*@z< zw-(jiaX7giv=;Js+T&UPjT8A0hWEWFg!xiUuCV1Q@Oy^Bd>>`|*0?a=ZOj?$&!{k8 zunE6+)`vdJ9z5dWFp+J--WIsGu%^OIV6c<2ePKRF2=f)4hP!dvt&V~UQN!`CA5$Dk z|G1QF-jNZ_d=qfBA#Q@JS&ySacVCpQ1SaT?(A|9!4DPP9P2{GB&4e`2_gKTRuCqO} zZ42G)FA3eP3Vj_qm>_lcXtuo-Qg@F)!_Yas)E#?MuwAxs_ELBAKbm|s%pBlTSV-Od zo%a#bL^Rl9rS7(8-H2!@@tC8Rx{De=E_G+LeWKJ|`nPtD5>g5wrtc~t8Y6c1FxvjU z3x(bj8NU8lu^f`aksoLG-{T! zOHr{iMBWRaZ4&7OZ#Pq$5K)b}Efd}n!n07ZlM}iajciryZh$T(r4X1I*&p*l#mS>^H7>$A8OK@h)8GG>tn;!T79xuF)QCWb$4vMQe59Z-7Hlanyy7j|0 z*XkP%^V<&pZPZ7@-@WTi&8!%!je;Chsk+{&ji;j_DB)cLf}|R=Y*WO`Uw*3(G{36j za998oB3Af1U@M(v{m0}gmG^V}j9?>`_fz$9tqu+btz_PwD&a#ZG`_UceL%{_pHO?1 zR{gM%(9;;P{09ahQ9|!R7}ndya2LmLK&V1_o48&eV7AMD;geCsy^kHCdB{7JTRSP@ zdQT^yLfqQ%Q9TAl?cPggF9cgW03w~O`A)zPulNUlOA)3(K!v#L=cBqehU(Unr^m-# zCO|)$7HX!7+BTV{lbQHpXhY+lSXOr1) z#+>FD0zf;r&F!4#g#>$K?J!+V^Kt?%J3nPRUoV6>|oMtNl70MBFE~j}Tp~rYX zDD!kmPV>$=iRvRAL50m8ZYH3@XAg=8Q!=f)38?VA!rJQl1XOrinP+UxlPEtUz(R!` zCB4dE6Ski;VO{ViLSOMNz|wVxkKX1c1Iu%AOfWyeMn}p8doq#3mD+#FbC+r&usPMKj z6E@uZEZxR@CjprqWkVcRo3M$b{RE-Act>DK`vn53{7L%_0xG<%%%oK}VgHzb%8s!1 zo3M#w{SBe3cn4s~`ga1V{K>k@C-7M{-d1L^>Na6Noq)@Zu32otCK9%v&{@0_u!KFH zfGU5&zJP!VZ!0rl&39tf5fIu@_o;9vrb4g^o=s-IY3e!`5MbFkt9x~wD+ztY4;^fn zc?SU%o*38~*oO$H@U}A3RjuoMmVnBRtzE0@+)L;x-T_#${)m7of3p69fC_IbGg)Vw&*7p)n;caCm ztFEr|F#;|-x@K6{QK*sfjLaQ`&Z4Q2q|t!hV3yR7&isljn-JGq01xoOPM!Gf!2J^T z1P8mt3gvrad$xMSH-Zm&4}C}9kS6bk2=+#p=|O0oun+Gy1XKtX_^7Z8+`ki0Ap(St zD(+K1KW|SEMz^Hc{ZsfXTSwriB8*w~FpDL{E`T~&76wm2tg{axSPk#&RTHtTpeyBZ zJAb9TS>qT2sHVAI83qcu_jB5Zo zIRfe6DO0>qUQIQ*;@}5B)FDIV)ju(f2(G+(6>|prGf-aLTh+iQXcSl@Dia>f|C=>Q zQ(*nri`@D+sO~hJ=7j64u2m*$>udGerlo5qOZ94PlLG^*>A)u(Pn)OIoauMYahuci zYQqU+^x&&K<8BdNbe-bVlv}Jrb2Vqg^}ke^amGqaGG}BOcBuC`n@i0Jr|3+&#i}z} zsWn{o=?mO?%>f;toSnnsIB$x^8OeTX&8)&4}+S;CvBPm@qZrT6<9)<55gpIv$AL}lOQn_%W!-3R zJV%WmAJ0bHCywXzZ=Gn%YRPA&>sdvC#b}=;L;(Vd6=5K`g&K>53@yti5_LLFDTxr* zzTOLG-;pZ|kwoJM@;j|XeqJq)x$srVgVk(Dok*lMu!b>-R6Hv>C9*1TG^>J%;wD%n zIANCWtt-R=0rLGY273uhCM`Hlkj=8)SNM;qF&4W$t=){Ys}g)nA9QNo}&P^Mo9u~j@fkfm)WJcPxJ$z}VA3{aaIS{UDSRS+#FP<_gB%CV zLt?8umzJUoeii{0;)x_574{*OK>{kogBL!k_!CM0y2{{_1bgcq6o{_T&5u&$q6}X0 z#sHRWmlAr9V4IIh8JQ`XTyG$tLX1qJt*#@W!rRJRWHPE~ewYBzj>;WU(M+OIitOp_ z1bg6VWOkTNMf2+fTy}oSPDPXGivJ;WIcry_Dw_XCK!tKdekz(ten@#1fBVm%*L`KY zAC!2Xf@+VBpu*0L&my40$9u(ADRbje0xG-*v9>ynfC_IbbEq}zQJhIYh#Kp#lVBcC z0-MG9dbc^->Zl$?QanhRB8Lc8!L!NiH)Bq-fdJ6XZF4)PxtL&&tR1GyXo|CA4(h*eH?BP)YDtz{!crYc? z`U?RSo>y2~?etlE29LLudB)Z}>argJ7Aov0>6Hhv9&{ezxuw>m#K$SmP|AT-EZ!0rdb=$qKBH*&4 zYZlwRiG;nL&{@0_u!OydfGU5&ewly@Z!0rlL**vvA&GAjkl9f-#L9S< z&W!|EcFyWvUFVC0zWy1W(={qFJsLj9>jyt8jRsenmiK z$JVaZb^bxpJfz zpt2)u*XlZ-BXkw-04!O*LO_*2S-(d>g}0TNth&0+PYJl}=$c_&N1;Z_Gctc9bQVpG zBoPSo2D7Awbmmv~a|&hfqv4@**sT^<2H#7w1z7AQjPKW4z&;(k?P=S1FG-X2KDXer zafDg+faVGN?hYcLLU`Rrg7DuHhxph75t6Kyp^K!vweTnT*PvVPD&kRzP`niS$* zLqKP*2JV?M(+PprSb`dOx@JJeYTzFrxWO(AWl$!5FM!TW4LsH4ii3BDL?A;o@I%>V zHm(MK7jp*tGf)HHBc^ttlLC)ON_e^xd$IOHi4d6QKO&0^M&t+M!hIKMWW7THzlmbQ zQ|RWR-Jmxm1pI_dH;Akb^!J=ub!wosT6Z?r>SK*Qr{qbmYNP-`AiU_jd}(8}R(E5X zf87Qng{ylr8YfZNH7;x=vzNRC;5|AK}atB1-6@eD=r0~@3hD3}XN$zS(kVh*d zV<5%?Z(OGm<8{7}f3Z61t^jY98cvD%bJDFgJrR9Ik?~@q2_qBuQ)R+&r3RPZ2k|Tr z+5g6^On%?_=BxU8fDWUz$*E$Uk$|i9U*L^WrlSlEmg+EancTNeGia(5l7{@lU{s3YW%oZw`}{X z=gk8NF8D9zghbVD`RlrGC8_Y6zNuuK7#05A(QfcPDOC6u^CsF?;a|dvT5#%-!vNw~iiWr`4YUyt= zT#e92F+8VvA2CfthiCaD_&P#M{{q&H_J(KF`0?Rsw0+{JO#jw?OiN$KP$@kywPQ6# z&qMnnVT=+`2#x$6Dhi?a%%=TBQCd@;D>U+-;7yeC(a8TiqhWRtL*zR*vxYJGPJ9*D zm!gqxSQz8JDlz&S+1f*>-rr--C1%o2bBUsQ|Ep|mC^+>C*02qyywX~G_arorjL!Rf zHiN}t-q5Jt8xp&}Qb{Lx`y{mq5d)dqGT|*DmBQFIuss+*tu~bF+2=gv`m-4wxpF=KEnDUKupr9@&316ZviDLhi2DE> zk`b29%YT5sE}Sit{|NuW!xDxCT5Azh%jzXKoOTF4|2k-}wWI_UxZ(Bn+VoVztXluH zm}@t>aS&L^`eP_XNVQfMWeM!#T{kGeKz`wBcuH%Pmhm7sdB4x zQFVH9YNmgjHn{!6YrSKD8>?6`a?t)DGmSRIjmDc{78Ms8nBqA-rwac4*j!tcgE*c1PfXFi^&# zp%(^&@D~qn$sa}st$5SzN4!Y9i9chtgV(*V`@G&0yeN&AEAiu{d>=$N;|4JCu+rfb>?g?L`hM}>V}?n4Arh{u9_RB>Pa>+00sO0c)?eoJ&!-36Wc&w673 z%eHS3dXHe6k4hPtDGG595>O#VCec>ECZNLG%KT`%QPcI$1b}u_?vSQy5{*(scz3-G zUogYd$m}qkrt32Zxa|Ctou(_%70U=+&e|2Krt1j=R47N}r|FvHhcI9B9%h(7G%ICd z=MZ{~_rn9Rl_{VIs@^U@VY-~=#{^t< ze(HKo^BY2!vv!4=)BK%)3gw77m(%QddneNT2aq|9Gbd5?cLWtSdpMqe3ZFeF9!$x! zUO+&FAKzG8ts|hq+sZs+YaUJ+C%{659VNZWV56F!G+|wE0imyW7hvi7S^}#4>G~D| zD!i@CbXE1t-bX-X$5wkiGa^|(OXw=z0a&u$ML?B5S^pma72Z~6vg*VL9wOkfqiYso z1Vq9r30T4|_(CU=OzcdwCjk}SR%XJ6I$~0x(IFtSqil%7O3#c)+9L?v#XAB^ z+LH;W@{h7FBA~+C%1l~S&+HWhRCa{5*E1uMwNB_N-T_#$UP3^XKUuFNpu*eAOjezq z**gfh?C6?>o*9v_A0u=Y?*uGiZzG_}pRo55P~mN5Can2R%#R2N?Wp@yxD)dj!76w* znf<1z>-?1f%g$NdtLyCkMSPBrA3E4D^GpINJTb5sPMKj z6E>`;NOhf06Oh?aHpJ15y3W@K-NicsOWOMgsPZT6!vs`#TbW6#)^&bQKxIeRuGMvR z{L);^U-u=T%Ac&yC7{Zhth&0+;RIZEbj`4?qr|b4=YCHobQVpGB-sY^2D7Awbmlkc z)L#a>G^pyh39`iL8${!>#7_I$jLiXe$6%kb{G552;8~p=6L(c9PoeGRZzd1%SfvZ& zfM2(zFy(RDiwNCD5ZXs&_Q)cCr?~8p76BQ`AlU%+;cah>a%nc3K%fzI{f$R2r}#&u*fy4RTz)>f$N1p}#l zjqBrARVua3AX^Ob2Tdk!TiXO06W&(iK4-n#9Jx3;5!1D`Yf4)7 ze1X6u-SF`hcDTS1my#+nOGWjiKQCPgOcz%sJMpxQ)1^(t3doj#cB6B?ug|e^CAX2o zY~lS@;sV0c)e^{O_#f)+JwLQj!P_CUtK6I%HNGK%;i@sA&_Vfyw@KnFtz}p!@}{7E zTt{S}-!}loXe#>tSq)wDn9M8yPVlxZ^~)DESw|VI1_>GiDYo}eD5U6)Jn`?dwX%>_ zdz>{K8xPFviSoqpL2-~5Ae;gZ2q2`g)L{~m-ax1nN8CyyLi{IW#r;+wS|Dvw3tp7s zz)oL|1~z#>5O^jeP8UMM0nfH`3Nq2ynHUu14sikT^Yn z_Yu=XH2uRW5Id|J5s6bitLYVpqsEU*oEmMPC~=zptvytJN?tIvKn*UBgBn(OJG2-4 z_#`Ct*l6JE32#=@g@9_dCY%N!-b7aB zq44R zPA*~uXDWMfPPR_-4kB66!^9q?gfqHO7#!$xy#F2E=NvxNyP~JRzu#g1O~I)ZO)uT+ z?HP2q)Nb_W>BUOJb@6Q>Z`fQOf zB!qCJyp;3U5n1mga<5Qc4jpbsIFfzN6OQ~Z_8S+D z9m%*>W}3()LaNQvkCe-9{*oq3waBmH1DTCl`_ZW`IKZX4rRJz6E}`+QeG9(QqUCJWupBhAaPoK}eL19D{MYZJ^HNK2Sr>#1$iN z2kZZHibc*ZhMo3mX+=4ue+)l1FcOi!gytcWRc=tGNJRdXfC_N~!AFIC_Oj=WX!b9c zgA(FM8FBC0N3~5N67;}%AbkeG-n!y{w3^igiOBt-8!!g2Y+FX?J%VjMDrID*h%=l( zK!q5YL|eU(fC_Ib^Zj3=oYKn)0PU#UAvvWa8l~K@uM+Hmr;*uVIyt4S1YCB0%1%y+ z=!!QIx}3EuR5_)05>TNWp*+aaBThxIduSrb53!P2T#WG(gdXGlpv3zWRA1-_D(u|& z4FW2ByjN_MGB^I1fC}$HtgU`YK!vxJIn>k|Z2cw3q2s!9ngxC@{5+OgGMN`Oe# z{Rv&gI{-`8=MhllPu3#{sPMKjlT{}ra54dx9bL1K5+D-x-w2(>I{{1BF#@Xm30o(i z!rRJB*l-KK^f<&N1Y~xU4RKg)MkA7Tme5_iBe0}>F9B8lr2QBH72Z~6(yCGdw-Hd; z5!PNxfJoNw5W0$Y0G6!(O+b}DSsx>y!rRJBR-Kf@x|d@+WK`0Ttd>X2P29#H=77w4?4*;ZDpNf>rQrGW$(a*Ex>>%g$NdtLsb=`idVq z*f4Vu0TrGY*cw=ifC_IbGhNlX&b0(oc5LlhUFV~OuHqelCF`vORQZ$jYXnqyTbaqK ztLxlHz-33*F4lE^P3SD%30T7ZnSd&P!tQu?ClX#WVZ(ZgRM**;fXt4vA&zd;bq*nP zH-FL|LqL^3X-_Ah!rRJBTD7ioE&-JtVY^n>nILo(?*MFs-9$i@KUrT*K!vxJnXJ0H z&YKCi?C6?dT}Pot$}=(_AaoW@jie3o2#H8<(^OJJI`b<#H}4F0Za&O+t0isaGB=hW z5t+UjG%gXjtG`n@kP{5Vk<5hEs}FvS;6+_G+uuQzrTXAqfS#(@>C1r#oxfB^C>**S z*pQ*l-;dayMy~VsOXd~!XQ1=9yS%koC-oQEK&5D*>u@BYWS1ux)5hneMD#Zqu};xv`y%UeRJ89==}J1ul=G`o{hlhs`A(_f zG-~yxJJ#o%-*B6SUjEW_)we#pIyL5h*ne-l*l6}SBhyW1v)eOPt1f9e6U9v~)Bmfx zl^Lg21ta!@mJT#MRs)@ZCWxPvYa@M5u{y@CSFJIzz?#zlZN<>41x3Pd=Lk%BzwS;U zetF;Sc3+LUzrDSvx{>YMSP1X^oew(C@w-G#CSRX@OwdohzS6x#zPaVDE#y9so87w; z-P(pQGr8)n7gdg6TG1uKop?k_Xy zS~OahUkQ!!8o0YYmGodV4s>3;vt%4k&)gowaPsGm+Pk=YWM8BS|4}DRiQ! zofnmwo71Lkb|X2@MW6+ZLNL+Vr{#5XuUmci|i&$Im*1{+UHlcZ#7?t~0DawJD5l}q>#?jAPej@eb z@D7oW3j0XjECChbmZpy??m_>FqM!znk}G@RNg5CzAi&lYnWMR~S%5E#hoIgIsFU+$ z#Jxq&teAXN$#cZL#VL+T8Hl??=Z|2(70Pi}&L0cj^9SRYJQ%-5@D#!lcX{BkgYiBB zsz=%%j6N#tV0@T>3NaXcRB;bl55_+cV0V8o{vJ?gG8l=@-t!*(nhx*mRk4GO=C6zm z*Ol^cbqJ`=f@>IOsguI0Bhgm<1XOriZ9Z5|MdlC0Y&9U;>UaXGa-ywTdo`w~*eYkZ zFzOd$*uP)GY9X+PW*Vpl@A=a}Rkqbj2)05@122Z= z2|3v)0Tp5z@KIr>fsF)I2)6sEGM@%sMS$J?Y2aecoTS1Lo`P6sUq`SS-r3k`;KKw| zh-rX0Fg`~>g|}6F8rWqZD3>hjUnWO6`7LRM@)ZJB`^mvGY^IX~t+9lM4$~_O@rMro zKYMQiCr45Ck7sjda|c2KA)(0v*@WH6ZZ_8jIYI(RLIQF~USizz&h+k1XLe>XN0Q|d zFC;Sh`s%6(3c~9FuZoIzqKJyhD~N)q9CF_X$RS>c{-39+yQ{0KyQiyqW+(jqZ$417 zbM#YBJ>UK{=&C*hT&|V@R(nkp)3AG{h(8jrnANjgMaiJg%8I?;B*$Q5r#{}VAXd!i6~=e znK2_=i#y%(5bxhi!FD;^kZ`^ep%b#sX8Tsio0k22c;c(vKcvc_@yri6mWRm_?XWE% zPnvn-x#2dfodSwv600_%I^7wRlep#qKi*5{es)5!lpfSekn{-ZTr{ZnXVZP@B-{}V z$&YwdbZ(J`=d$*~ZPB3QVhJ)I^+HO6#e+2YQE@ST4i7gMlW==-%I7C~MjL?DX-KKe zr1QmGI;FLqvHqr4qS<6HIEMVI-s3v%W5^_KBaZR2!VrFV=0sqlRPVocoFx;%tjEaW4fLC6nl zLyeGcr4&|0{xu}6w*;VsY*Cup%kbrca|CEfPiOJ+bO(~n%+_HyNN4fEq)|+0CjxQ} zdZA;Rwz}hR(tGs5dIWv5XcgSmpC>Ag9~_XgP)iGk6zlHLo~2%-%$AZsb97ePU-XOa(>Ervu( zV@>lwsgy6SS-LcpOT&eN{YyJL5}jSEI+vO`$mP;AiF__=Bsw}fSFh+=Wp_I39{8hU zRm}I;b3){4es%&McWF~$nhsZTk8&#S4PjBns8q&7dQG{I9yU{GP0Xfo5V^Sunn?AH zk_cSf_f1i-NcdrBasY-JlY@LgjU;F_nB``ji-bvT7VAD}rvr14j{=#y78M89Su0Jg z=5Ybv2;Rl!_+_9I8@Na(Bsg>F1hgt^7RPnCFNf47)8Q<* zumtDpNE>BHxR(KC6P&NdX1Ma@$PC9n!PzZ*Z-R5E>;n^=t3S2kOmI`>q04D1tQJ+* zha|54m$arVWgm-1m5}%_ArZY_Zvhvc@7K(AVy<~YTW|E~VBp;uwb$uo=;egIoAs;}9zQK;uyTsV%&5s2$Szxn3wEr`*hW=9Q`2 zoq^Wq_Jn;VyT0P9=&vnaSm@J-chi}3V1hFdf0HLD>hqKn{EcNBTczO}U>g;am63`hfY&R_UaZ6(Tf3|*_*Cm0%0DK$Z(LbqZ&hWN;z2PA$w zh9+7&hCEv^*~gp$Zm+EZ*q)(KzBe8OM$)@y=tkT##KO&N4@XC$yBjtt9NoFNd0Aq` zsuio3b$4|vTi(60qkDC8$V0H%D0TFT#m!xbj;?NqXRcVbV)@Dy9Ua}|A)l4AR{z>p z6GEMf7dJz^##!Yje{|W=P}*7EoK2vBpcCc$01q|ZAr+1UO{t5q9a8)PFYO<$Rp3DC zt#nQoVTTmX{pb#ZVnXjtCXO%n^}#~!`I>bIRgZNkau3;M*po@`FcLjy z&Jp&Loss0dpf#Z;PybkJa z*lvc`jR^j+v}nAfB?f=iGVd;crY-h&R;X(WKdn#5+bEg6wM&3JOdw^q^SwoZt7pLw zhVEKoduuJOUW6xHSp}6Q%_A#~m(>OZt|ZdcEv~#8{QmzNzzke~BoWy0w2{2L-=QFH zzl2!#5(HfGpbb3aytwo5hvTGppQ(eW3zZ5o$ipaHVdKci&hzzs1-|0x zX)@Il<)s#OMphNSR%mjqRWSzKD_#)~DR3pFh~XrJ*(Tx1X_y318m=_6fKq+BgfnBe zJh5$ji(gS_vAiAxbX4JL)UTu?0;W7yvSZ^k1+L`ny&$V9W8=XJT-9GzOBA@0msPl_ z4ZjO=wGW3MA2kYg$iqJpy@1uTfPjf_hIMp@Z$vMJ405@ujFqSOh^LxV-WWL>U5C~zh3MhF_L;&MHwz?D3%WM%a?1+L^}6+UA7T;n|c z*Ydu+l-Uu+=^9+)tQZkGNTIFrDv*V1s{&W`hwDlOuH@(PdzYo7vF^#^N7fh&1gg@e^^_v3pM_=*Qti;G&s3}pwnPbf52UJ0^*{hR_< z^#|+?3S7y{DjcxR^~qd*$}I|<#e=NFMSy<|^$E8}w*G)!qrg@D0sB@3uHvcS%rhuFRpX90$=gqTEn=G0F5d+GEXTqRvH>X=dMUx*Ftws1rhQS zzp#~-U7>db2FlvN=gy+%cKv|LluAgHiZ_;>p`&hRk-@yh;Su4Ha?-i zmAt(dWL0Hsd_{pPc@4_SYScaQ9=^P+!cA@Xn)EaU4yF3~H{duVZcFfpu1N>kgDOMh zLItVFqbXc(p*~HA0)z3?wr~41>lNftYlZpwG^Z=@6;DqM_i6eRnp|sDh(1k8fh#FR z>~lWNB?>K;*Ml%lSMg~+u}^aKxe?(?)_b@?fh&3MLC|0oPwN&1uHuqG6mT7R&aQQ%5mR^fnkvbVS_vQH>*77wxxAF;B?6hZqx3eA;Qge+*kqrg@DLHjcWuH>dTK;sG{(7MUVgpHXP4yaHsw`WFSR>JQejziYhz>X$_}OM$O=aIHlanId41 zP-txZ0lQp*tNH`>cm=NHWfg8+!&hQXQ{XTjbl(gsF)0P9$fGG-Z$5FIf&yFdl-0Pn z&czCCmG3&T~$b-t#+RXnsdEUt5_LQ~}xAPd&J6}YND zSRYZ~N?umsVD*dZyr{reJh(P6t~2`gBjHKQ0(OQ1SM>+%0tK#W4Ol0h!o_vk6gZ0q zS%;5C#C48SXs)~>WI?-Gfvft1_8kgb$;&F-%8GFvQ-P~^fNfY@=R$?1$}2z?tQ7^W z>JQe-6}Xa@RXAAv;yTwV@D&fPHH_;B(5R9l^L>TJN<$-PQ=jw(vmio#;+NkYcu3^y z2fcf@rnsNvH{$VMaRd4N3bL0F+3$e7!k)Zm6u6Q=gvFKYWcM!$TuB%Uiz}~Qo9V64 zcrUQ6)mAgyqKGr%iTBET-F|?MzP&B}jCd^Y4A_y?(!mN%mC%yKm0;tlWRWdV;7S6~ zin3a*z?HnL!ofP0Ae%EvCn~Tdg;pVXl`;`)YC%;HG&;!JOj+D-R}h+nE-mY{cEEGp z>Cv`PvMwY$n!k`NtH9MJs3Y_e*5lv@^tx(AOMborSMsvjeK;>G3Nq7u1Go?PKd8W) z87Q&Je#LS=pDUDlii3Kgw6mOp>+Og4md&PdAj3|$9?LDrAoTimuByI`8Zq-cXp7C? z58;G?sP~dz0MEHE;x$U;e8$*%A-x(go6-vfeW*>V?R&?wtu`c&Bi!(P<2nUR`)MNj zplopw%g%isxb}1Ds%$a(fkI;?20)9e@S$dcg#um;w<~ZKPYqK!Ovbw?GDsb59=qJe zH~L|PM$4;1b_{z#fh!5S90Me;D{%Iv2g&sN&!3Uvj<^iU&OzjMX}-Ai-*nY z@Uc0?d?sD$(X*+ZVhKvUkV>Cxv@RaDS}}}M?^l5lH^+1?J{qaMf?u_sMdpHE27<1s zH`GpJ9IfV9h%&gosT^|#)~e}RN-ya}qtvD)2aMznE#0T3ON)w{ijC5xp(I@_=1`ZP|<318(6TezZHdY)?z%-DY!sHM9Dzxh4? zO{MuXy`T>oC8GdHa|g2AUvN?#d%qhjL?D~1T|6El)!zX_w0%uT*aJ`uOgzoA?10fc zipQe!MXPySz&8SXTefJeB#yLLYj4-i95A#}K~HBh%ccMu6b~JwjWQ(MakI+k{16Sq7<<4(CDWzhy_E?C zqpviShjlmawsUg@He(S~eu>$NED-y;82;L9F;+O-X3Q=8ro|GnC+ZrfJ$BK@G})&P z2*4(%iZI0sBU5!%5QFzJD9)TKtqMzM$D++7BxVy5(R=2?A)#mLg?^)?=E z9W#-DYPpW-Ik|QRYTFs{_%0%YIIEegWA@W#`gctHGN{(tcg%N%)TYoz)-lf~ZImJ5 z?wICV;c*hMj@B{Xjm?PGG2O!VcFa)O2X@TrPt7JBQ-CJdFT<$B>X#{LO~me(E8JNr zS}W!D+78H?!Roe=sF2ZzV& zB`%Arz*Q)LU3XRwMUl^n@Sp3&?#m;p-M>g{m)KdaWe)9CftI=YQ*+QV``IE6I$?BT z+2*fG>mtB5D{!&Kal2-za`BWi*T8w1Ph_LI|9F=};$JXzh3QK4Y3YR1VYR=I^~_0~ zPdN>CKM-t{WelAqel{UpiG*b)q~74jVO!d?Ej?sLiGS?UGi@4VEDYHn4dF+;af|i{ z*ZvK)Z9nt+PXfZ_UIh^{?4Sro8atCIb~HNCbI$^}Z#WtD*H(rMLn$O22SYPRo(Tqw z>|6)Sbx=uAIlo5DjNubhtdy0AZowV`AZsK=Dex0#{94{4BZG>6?#M?&2+H(?I1+L= zlai6bFu}TdnTT1YftIyoT^*5Lldi7NkUN}_h7XeR6MF^1UvdcZF>-I0_6z;nL4Pve zo!D2-CQIpDcGy4kKX5IX7n{eJ5V`m%g78@9ujAmaz2;g{9#6`3q+CzR6G(X?mX=Qb z6C?d>azw%}M?zqqmxehSe&!10JK@ZqNok#Qe_DJbAj*0!<9q14-!7l4-c%{TpHGC^9C-Z0VUER)=CnXH|h|W z7n?)F@|(e-`AC2WTg{L2-&D@>X;y1#pkNdSa+%Z`tuK?)Ve!QNOFLTYY}2yV=lHI} z{+H;0iS{w{0o!+IHLvj0H;osn{X=RzNiVdr_PSR?A59M-GbUA({OpfLY$b!8zY2M;# zlZbF;krO1Bj-2^kq`KkRI3QgDNoHWP&A$Xt<8n*6*28X7d-|k3n6p#lT z2%A9G@Z2@6;oXl}3S3F7U0YnqCS7U@T>Yb(tX}ZS%BxZ92m(8>6&Nz1GkRk0cwsJ6 zVB2qD(d~K-+!nItQ>n?R2?RMcgP@F$B3M;+RpCFO=L4R-R~1fik1sZ~TTQPjn^N|7 zv{S-+t~0(}K~oZ)@pK|m>CTu^;7X!1T3pF?#)1M@5}ncF%B#WHo$-ANY&X6$UPO>n zgU+a^>?;+dCa-MSEn8n!;7Vf4mZGe_r@)oGth`&cnmRqEt&=xxw<&NHf3p@9VSR1? zoPgPcEf1ezAZveT4Fg$TR*x#kN@5sz5XdX|WPeiNN@5tWxRM@cuOfh&n&K(S+-pum;9th~d(6n8v@w{rYf zoZowf00(SEHL~uNj2k%ba*xqSDK@p8NOIhGL*ev<+C(Q6zDtc9^ z3p)NS%n56livALiqp9d0MQz|)I~9GlPx#C)5#1G^qQSs>k){*Vg~301BKlJ&6iewr zy#yJ&uzU>ONDM6)nM^ug z%%xLW>ly3cdcxuaBn7978vKWkvye6t%;zBcsi^H9$Q2E3lRltl^lYv-U2IOJu>zSQPwz6a8tfA$dMc}ZgZBK1?B~p<%%9Z^5Xxy4=;Nx8LKo{Oji2cyqz$_#{`l*iphM{RwoMo`^sEM56gqfwIh)?47r-PKusx+PsAn|n z%Y}3=?BU2|6B<@i+MR<>?Oxf2-4YgPmXXaZUEPVU6Y~V}-9?X!tqsoU3ll+&P(D5y%D0S#(_QT02r#SXVLaM{ zgC1a0>(AvP1I;lg3ZeO~;3`>n#Ys$zQ*%aAMPT zzIp8_OY^C|rEfP1yNp5_IO|xgC*Tv?7PeBG{Jl4?O!(gRTuApYKRbaRAUD)ro>ZK* zB+T`sS3;U6)B7vqVH;1mkcM@5?Dq8JqpLtXv>Txml@d|>2B79>U9<9bG}*dV(t9Dp z0i8{wSkjWPBa(KAGs)+jFwD??P=t<<%B2&zLjTgvjznkIs?Mcm4l*9~Od=1t^ofqn z&ebcrR(X)VBzi48vL-y_cC0;i+>5L>M3yXv6gzT{a_E>I!lD{FW&%Y49Vm&Kp<{Xg zIvTSxb4iUPXvvHvF)l*FB#DuEW;oo|b7$u1&V)&8C5y$*_7Z1qR)1>knc!JfNAzPCUFL&n*b)z@=8zdyqpG(`^0bbT)|#bwwgvPkLL&MW&?6uS z6V&zD1T45)n>#B_o^7C>M23$dIGlJB-=kyzYBiPh;}6rO5?~1Z7{3gvHTpKPsQvg0 zA+;&Ak@e&MCT)}<;qJ#~4jz}-26`kE=g*Am5MO@Z|bu7^PVK z^HOPT#O|M|Y;gZfXK4tuc$8+A!4=NJo=})&=3tTu+qYpOH<>%?&8~G)6r`diP&?yuI7AKK&pO20_jC_^Gn z?|v1V5v_N-h41a%p|TI`-PNBuoA2GV12<Es-&-pvY>16$Q|<{Yd=Eg-3gwoN*3s47wQ^Ng z_iCWXK3dt;)z#4*ND+41q>f&;7#@MAm#^&Z>gryxtQ%-8TNU`s3Vf!s10U+{UcPe0 z^5xyjSFP$=-rco=)879H$0HmHVhXh~V7M5#$+#V0=D&qQNR7}UqW1_Tqrf%-@;M5$ zZ@3Z}0;#vs8Bc_bfH*Uv8v!fW!O2EI@>fka0M59b0JJ^An*fCuoK z)$E5NZ~Hr^_S^m(9_*v-B=-89WIx=RFQjt?XLDZ>6FExhUFp&g`z#L=9ayDfpVfDF z-xuVEj5xddt`V!N)LmP?Tlyy2O5sd%g?-G8tlt#*uIJ`GA2FFXA`5|=_m-`sY}SMDgxht3-FaN}-n(1x zJ_W8MGQ%ydWRr!TR^Un^0oLM5&?Mb}XUi*a^?**A>5n-T|6PG?zicaa)S&*m^$ z37U#YLr`XFAUG^+x86?(SHf<+S>k|U16KF`&YDsa^G+|oc{=z7|8&cgp3XZ z@(SJbNCmDWx~avLY&Y#z;7X#KT3pqzloMEoQa5q^jj+#EhOXlJdHSr=|d z>D7DFa0LULD@eDFlpwxCMj*oyA649zQ1qV6pM&v7+@ zh#QlG*Yv1c(-oYASF_5hp>~C_}6T5X>%wNZmg(g%Gd;4^#>;wCB^{2WpYe5#v92Udsh}GeHrS%lM!*6tXbKV3z_gCHy-=}9_pK|mb z&wR$Hfr@V;jOx+jzfPnaFpA@sLABPt$NwUvHks}!jN(5hZImGqr^nxc&4||H-NN_w z_)ysg_W0^gEhjymA<&-nIHQ*@n7J+=R!OWbf4#J#0=m2c7c84@x+)heLkg!9f$0ii zvl5m~_c|d_r);|Ej|F#ZnSNr4pUtJFAYqxglsB91AcQAaQn)q`7Wmz>aL0$D#wzTG z99p&7wv}bl%?H9UGwD!VBaIX8sD9qzbRX}}$?)jf%8=n@4HAxn7tdY|`PJ6bYt*zD zLxz1?YQ#}vGXaf4H)YV>s7ivFIMiHCpsQf3SrRB8oAMyZF9~#_l?3X!|Ac+a;r{#@ zfy1(sEDbc2?~T(TuHs1pt&}ih(+Q1sBp^l7E-+1!W^}r~@92QUOH7~awqEd8%i*o- z-)fS8>3WC|r4NwYOWr+g3=32tG}`+?&_|6^8pAa)TM6PUrI8O$Q+&E&*n!kr={z$+ zN+ZrkX-ebO2v(BPNdBsAN~04RtzSyx!gGsBIPoGpp>cmcp^-ikIh}D!?b8`84iu6Z zkF?smWsP{HDTC9HdBNS-49k=+q%c^$z`^2RMr!s55Z>MC{Chi|&#cw1xc`-|)k zIqUxmk>hGB4sq@o@DY&tzsN#hs^UxmIyO#(jHhP!sc_Aacd;EVS>_x<@1@I+$O}X! z`S1@w9!5Ude9dLuor6<7+@AQhBVe@xz-A-j9e2~oO#p1AdhjcS=A3QCS$ljqM zmT^yo6?c}1crU@WjML7D1*A??w-?^jiD~|WN^mHT#F_j-vieO8lI5Ww@mm{Y>ad)7 zmQ7Jr5dwz34rr)hHpLxiYe+W57Ssy9wX-QET298|VT@l-NA@LigZXmFNHxRp zW$-3b9%S3mX?Uj=1UaMj&Klv>5+lo(_y$VNoiDMKs|myyXCq>UBSsWg%?AmKFR~dZ z&m~0!Hs#|@qhP}!{G)9e=Q9=k5>7=eTy2F}=CU@et4&+pror@aWt+CDOAeZ`m6#pUvDN!#Hl(@e45@>C3y zOK)&~l_0;euIwAu%{Ru58ntcM{5N@_)@5KDHOQ@awV-2=sSw|SpAmC2I@rtc8^9{# zi*O8H(ik=giQ&1UMqL0`3w{D#H;yttNnXm9b-NFkF)xFUHk+R!<$V0$)9|OYE2w2W ze)lANy4k#n{Nl5uyqc8Pkn+EwG(U&M=b_lxWPX9Zd=XwYo7a-^I#T`*elgly3gkA9 zGrxrI#+hFxUwws?*F$-Uc_e&4aGCj4cw>GIi?3sG0~X(KKD!bB`X(0N!s6Rlbm4>N zo8N)IHxJC+YSc!@u@9UosqQW=*nLI)bY#6sdhK$rl(^0u1CZs={3AViX2#NT=e zGV8;JWw1z`4aIUS-q8<5FBZG9P@IoNA`e9u7ANe4Vj~tm#^N?Ct~eKptFd_gJSbkl zqW?Wm3}TUZ9~8^6XuTNUVzKo@Q0Q2Eco>RdEbhG=iifZ``5Gur#o}YvLh&gq9=slk z$FZ34EhrAaqUQ%t7+C!9Cs6zpi<5r=#i>|~x)X|VSm4?9COPsRQ+!R58I10!iC%5l z9DN|c%2@g`9$o-I6X{DceVIaErqP!f^ko*jfMoZ>mr>^a@M6w^;sQ8R?et-D9{dS( z=F^u$;AOL^(Kidp8^`E@9v&P658n@{a_vZD0DCmxi&pa~{+r62m#(_}I_>NMy@aR7 zZ?^)8+mE$f1nbP(soc-_GvI!Os3*MrFaCvYwBwDLbKq)t7mIj3UaBvn_uKTTW9xj% zd8fY*AuKa#w0g|}cuT$IlOmIq?&_TDXvlywm9t0TRGZ#ig%Obwfk zjV>SW;K>hhoD_A#fKSGkIKl`Cil zhfLa}F?2jF~X_2@CiA`9V+ch8<~^_8}8xUYdpO=U1$b_ZDi=o4(lWj!+j5Fax^bg z4>v==ZN+e2HT--KnaJl#a28n_4uQ|7OOSAqfk`4P{1=U8`#sDG%TNt)Nsivmfy!Jr zPtY^vtrN5%O<;FAlgbQf#XOu{oGTaM>@y>kCYM43VJ5O%Ums~(GHDcxX*^GOw>|_d z0t#?cH?$F0gNrAOe$3f~6Yf!b%^;8D4s1SrNt&ze&J}jRzTMqL6fNu%*aZh@L*up= zlj$AlQah3CcE|#?X2d`kjkRZng*^gO#e+$-ihdcOB)ibQUQ24mH94l zZnUD^Tvr2+KtjH85WlIWj>iZw-5S}y;m{N|sw+%o$a(=8FoiDU_4~clD-+TCB@-4; z=!E;mKaNPM6s8(6W=}KD@XRXso+*CKN%ivD_E9#Qn&I{SKFQVOGn;w{mN|O7jp@#(R1QcL2A$JFlSUr)jKTJioVFvI+YL7l6`Oltq=%d8$kjt|RYR`a zkB2wo1g;01dL4mY3!Tz+uzVUm!7 zk?Cdg*5h{R+4g>zGa7|!nkl%4o`30vyUcRv$=!j4`Qo>@?U)sd?IHi_`X@q$0 zR$g$Z)b1XebONM;=Izo&J!uEE0K_UiF$qj{hJ-I{g zH`+8ZHAdH|c`Jk%wNydxgR3X-w!&?#_8n;ba4SW*HvzdoOJS00WcOtB-lY(@#Wj*K{6dV$m{0t zg0bBk?|hp7m5T-+hn&jcLqca>4U9!-@nWYRak5@jQ&}Hi%bEwWx(q#+Soz4XHg-kO zsn@P}tyX0Qb=}*0huWzN3%M|S#*Fm~wty9wEkh6>OaWuea`(e!;zeZ9YrAEVoO`0J zb>b=b6L7i7k9e4E4Z%dLW#VKAVVRCCEE6B%>P}>Rm2ZNW`oycM%Id8^eGAtPadKWs z35#}kX`%mm9jx4yti?Jy?zk80?0GqxRyr$W&Y8yX7PQXe+EPOo|4^?^c5^k^X7X4& zMy@C!9=d!Td~5tiwdzmI6Pz-a4me{PM$2nJA|Q~tJ%TI+1pfAHZcWokFlmi`UeNz6 zSrW1aykv>Cdmx=0fCcmtT=opH6O5eLfeTm&&%=s&7Gg%Yh!0EZaJ3hl@ULscH!8vM zE?r>PGw6&B!GbjedfGH2(Vu9xO;qCK!CpOs3%l!$641{TS{Emvx*lgOx^+vNHne!V zD>Q9=)D;M1Cg8zzR>&qc*#WH?}c{|#* zTupXIo65J2Y~GHPz!u-(d3rqO{vE#h6Kyi+tphur8JTxY z&7NdL?JhQusW_yc=74e!2Q6OQwFNP+CL1VC9*2Z! zxe;GapnipidUUIO1z2q>IY)Dr;=ou#TGbg4O}7$e)`KZNv7iqckheq4IHu&lm5WKp zUV^D;CcOjlo|*>@$j3_Ivrb0NX(aJS%k`RIk>P2y*xL3~-_}JXysfdcXj{VaFcXk? zm$of=XLBGMY#jfp$@ zPp+*tn44YA;TYq8&WlC?)yy0VjPXja8H2n91@!Qikf+SI!QU`ff1))iJ|$T3TGzv( zK-)$iZAi37I1L{*V$kEIYHQeQNBLjz+EPFqv!epyUh#AVg^tGTs6buaj+U1!IirNO zj!$NE++K`lVU{IX2gMD5IXE*9K1>%hT==w-X>jEdk0L8VPG@PrwwC?|vZ^C{LI_9% z3%S1^_dHJhf5PGNl#nVFG{r2>Vy{W$8)xIP!y26;OPlZMJW(FT{zj+z6Eg*UO4RAK zE^~vRz-ub_XPmbBYO5`lClyg!UMmtN%ve@L;OBU*Er`f-PLnut}J=ye?WoJU7JNRtye`zLj4q-!( zd;|LxVCO&~p`8eeVFtZvwv9z*)@9Op%*MB=ZMO$JTsuqRmoSMS@tzdyVSp5#-W=T7 zPEx8dV1&8-%`i4<*0(GfI6RbdLkKd25pa^toab;f*XJDUz8gYZ0d{PxOL$?&H^YWq zr?ftJX!2A&J(Kis?-Eq#6W+e;j6q)A2Mkrh&p2WKsea&PJ(>LB}>+UA@ zTFpK~FTuVv2(vI&X+)h+w7bA`%)7=*DAoO(#uca~pqD=?0nI(>WiSMx zXc)_2fP^6oa`|zXENZQ}0$f#-$H5oYFNWHhjXk&(0p1oDLj(!;7g)}9pAKi*xU=uX`%Mu=Ak z`-B@&2|nWF;(xKW2w_JoL^N=RYf;7s31P$m&@|6b#Py}H4lUzr2*F7~QeF?kOT97^ zkKSo7wx_f0*2F-_hb2FuNvZ57A=^HMv`cS7tiZ%{!bG|#u+VCL0FD7OFM-0a&h4tq zCI=FQd=kG~# zc@N5woVJS+F84w=cQ_nOXWxf}%fy3-B7%umgD-$8Ms^g?=*j$50fE@)zWh@?2 zHT*Hq?&)x(;&X7$9UQG#Y2INJvT&Xj+|f3S@25b>GoR6ida@9p9j@$eo%z+JwWjk! z^tX$LD-$8_x4#UVuZCg4l$;7STp3HBm_Xlm4VNoZ?O*kzvwb;2-ujXA&;(fBD#An% z=yWAImnAxY_Fx*=#}(Pi)RM8Mv~*9qUB&byoc%SJE);Tw9$c+LlID_U04EcGJ3O3h z*ldHh8^@F@)AB?8I4Lgnz=nCFFl>&2Q$#DXvb}J!7gSp6G4{ZrRuF=AHDOv`I%B{W za9$W?YD^+O1Pz(w^dr)UakRT{`q!As1iN2t99OQ4-vwt-16P%8=PksOy$Y~!2Iayv z+Ib6MEByfcv9L=|!O_H>t2=vBtM!iMz013nrNByb^meC`UA-MES1!|29bLbpg zc!`}CB(cMetck=nePjX^Su=?2aUwDf?Hgy&uSb=O=40a5n+_O9zn=i#|55yYW5rfT z(R|Y9>z}i)UnXByCJw-1f9<7Q5|U+#=A%B(bTN)z5Wn8k=i&&@U4>(Ux$gV6Ci?v7 zauJLx91fWQ2L??(4qo09SDl0lnmIOu%oiXqlukk-AdXaSujX>lRW+|GaGM!~*3kY| zVSt|OdS)4dt8gj`SNj)Z){Yh?uy$+1;AGPNvvA*z9ao|b=Z&OtcXZQzHIe7QSo+9K z7QcAdvbpwfD4HIM$l(kk^%S_cQ5!l^^K zey--`XX9BJw9-{-p0X~NwK5yBeC2auR*qvpmC7fthvc+OE{|?D*YLw)){O&9mAdDh zPS0*wLpI|Uv`weDc5b^(eP>Kwa9pdx%S>WxPlkjPSl%LsRB+NbCME|sbXMVD!YOGu z9IMC=avNjT`$+YAr(1zINWmdzad7S460`n?tJi<9Reyp@)WJ-~a)uX%5tErGsx#xH z;5pl>{1_?3WaRnkj2vi71y+V(ic8L3_7TauVsi4Q>YU7TILW4rya5Gl7xt4%B_=Nq zRp({4&C8%(*pb`i$Hk{&a`94iF6P)=z;QKja5@|V?xUG6#N^}Y>U=oTu(s;?aPf_p zTs&Kyivw(FSpJBgFm8#-#sk&aaD+iON&0c|%a~j|Rh|(c+j)9qz+B2h_b_xZ%SIZZn2#C)l|if_+sK?of(6T_{(Y zVP{#tcg~6PMmqV!Ih;u*VmL9OvkUaO$;{kDpOZ|&P4ofDblXISjLfV}bdOBptiy&+KeWj)x>n z9!L~>V4bzdO3slY6Rw$1m)we>MPfQUNHIBukT8Q}8glr@40uvOdectH!BJ`?U?-;c_-~?{K<}~Ue$0Zk*5PlE4+3e8 zU|qF-xE~--@7(4G(!=W}?L%6uGw9k08|}bGJ7J@p-1l4*ZP3E_qCP~G1nUL|tCAoa zM~G)e6|S&g!nmlDi#z9JcR0_5dv^~!vu>D}+XBZYIN`+5e)l$2H87jFS(QZH)iCQs zx&ak;09kQf&IazTn+Eo4u{O81yQ&t9UP)DQO!zxhNqB{?(2ZD6q!V`q5{!#Usv|3M z0WmI;aS#+a2(EsSAlgsUZor8P=%*#ajQc>)`kwEMK2@0uh#)mvQ$xZ+p@%+So4JB0 z{pz961yFa)iNQQo5_K1PmGIm8y2(9K_-(DK+}Pl9j4Fw`i+-YSRH(mh5}(u(92H8b zN{IopX@&e`bym-KN&*&&a_MLu>MC? zQcT!iR3%Y&VNW{EzCVETYkyrgSvR*hHx`I~%P&>s#6n8RCS_Vn&?O1y|9Gu%uYZuV|lB)ce3SLkp;Z=dcG@Z@#>1+V2!Vj_iD&;GF`LZy6o>Po_{2)dCc) zgritCd!RXoY5rtQo(E{gj!wm=R_Pqz9CEpTX znrEq!U>*2$s*u`+CFl%v)_VI^2j?OIPVyJlP4cjO2vzstk&7Y1KTlP1%!cn#CE*pm zOy{)*BWA;Chf*NHxLBy#5X**>%|<~zx|Y$}YBu~^1XNNs{0HO_%ZAr};}UXY+i<^) zOI0}b+qiV6o8#JVT%sJy;K|=4A}FejC*L5_i8Y>ljS4sjeYG4ItryfVK9PSLYN zuy7S6Wuo0?LUgPN)3NaIf+`7S4xgi}43rAngi%9)F!gOd$Qj-#Y!f^+(~ux|P|keFPD0Z4|n4<#2Bah|FanIiV6 zlBl~P7I;HR#lalhBWGijQ^(bHQ^z4fOo_1JjD@07u2hvMQ_2;pBqA$CIn!c3-t3IW z+QQkB?7n;Z>|9PMx7JN53tGroe5G7_D%Vc9AOnoUgN5lPJ8t{rqA zcfl4Y*ITX_C-A2&fs=Lrson8hiA5dbtaX3pN<2YjK(;!KgF}r|yc>;Q2S?!cb2c}u zV!Y;*S!k#`1L@QYFC*#sh>z;ACGR z588F;uN%ZuaH-c9zlZ&aCN>cKJ{l7MOMUQrC{!Sqy%2F~T$xJNlWpCLgTeyonk^f~ z4A4AP5)IJte(Q3Df8H~DQ@+|h->vP>#nkrEKH46VmQ+-2&#?Dt1#5bjbmfAki>f3Vpy>nL`-%dF z@@w4+fBdL;-FuUd!apx9u&4^3!);y)8@I2K=0VW=RjMQ!p!ZoUWyQCX-{aQ#%%kJ! ze4CHX?~)c)RGshV%8d!`=XXliFX;PrRT5r(%Q&$X7i`6ePGuBGFfM3_Re=QKf(HH- zNH8wGq8cl<*1gCXZ9yv!wRDBajLG-7w*@azpEqt`51UeLwPqgFCFlMM0G_K#f+=mb zDhW$zPBmiK-G~lZSPL#E3*MXpDPKM`C$mS)10`p{+NP z#$Yd8p17=ISr-?u7^s&JE7Mw1R;}%%Rtw1Nd=w+TOnX&Hu)fek)l$2aDk}WhDE!Vg zZJBmzvXt``{iSsi{nVBmtu#RLm#B)3q51u)BS})l^qlRwW=gWLi}As{GDOqzpHNI9}Ao9JH_bFovH$3GQVAwMBQZ$mL4ub zXw#O5iTuxX75Oqz-331j1;4sYTdi#dh@C)EFT1b5sS!WPY|PiMq@DFqC;0 zF8JaftJ<{g$1eIRqfrKo$Y-V3ju1mKvkwp zE$6C|sJmJYKyBdkDnt?gT{lHcgYz_~`U7PDSyjO?*?&fr#K_1VW>;OE+6F!A-wA$J zH`z~ZF=?d%qW_7i+?eQZQ6(`lq6fdHt0P$S&(=-!=-tCbVe~Ww7D{+ZRa{KskE@dK zN?akF$|ABfNTfi5adDig&uj(v$Q=?R7u*ZJkK)i*YU4a(gQ~^%7C>Dwz2$j?#0bXs zrmusmM7m;*(**L2jwRDg|M0SCtgAecMz?)Lq!V*OXjbH%U)y$ynE-2x5M( zs*ISJFH$Ap6|=(lz=jxVrxZvqF6OE>#2RAAO+h0!#01_tbaRb>gzc#|!rY`PGlrk< z5E3Ie!b}Ogq3FSSNeTdTa@HhDND&|eP zZv+zr{)Vcw7;yigN}}!ppKzv8gtPYfi_lu?ChLhUcpQfBLD(8p8q))vuS%lsV&4CF z*r=DnQ%T6qJ)f(;POO{EXSd)kL9Co^fwL+XaK27edJN~ssgkI>0%mdwNa2kw?%6`R zZqlE{OP|y%h`vu%ZcOw^RT6a<{Q>Ko>pV2PN(Sz>5zZd3)J^_#h;^s8iL|?`7nHD9 zRf0?j7ps!+DnY?JWezTNlN3lWF21QcU|9|>xvFX89NfrPTi#kDoMHQ_IlMno1p~v= z&4h%4!>gQXHu-Jj7+AQMv%tqw9Rkt!0RBHzg~hA~6;>?kaX*!J(BwcF zoXuy!c}QA+8E%u{M(??QuFc#)=+%|Uuru8#w9_gDXwHUuW4f%f2#LTRUSDW_bqnBz zK=b?f7eaI6Xo|}p;0IA~c{Bcy;1VCPaJkHj%cZK4Vz{J|+9z>2b?s>x$l&Yi{I;o`gNpwy>73Q1;z-JMTq=fV9IDEdRZuo>DL>H)7KDV#FCCX$HJ-01s#u{F{oZ* z2DzXU@P`Dd_=pA7cY2|Er>d|RRH?9P096GNj0-yXQXs*m(Kp3$$Kk-NM{yQ0a?|LU zFI{!{bz0z>N7HMyakH^i)h5sXQbiH#a<5nEazWD*g<~ej-n!YRk~{VAwmti%EjYWC z8*R0ENw9K2OU|ktjs?maaM@QjiM0#1Y(B6MbIx**Dhbvx=BScj-IJ;}R`>jyD#(xv z=$_>Aap~@f8Ovsu3%EDX1$+#ivK+q&)bYC> z>5$mtcU5J>Y&w-qESvr*D&ATT?$b9B6q2jyjckb@)_)Im7JFq*&+bo=`9rf z_Hm`+cz%zn)LFN_OO*sO%2etKietK`#zlbyUc&GtR&$xP zXqBdHkzoDwa6+P%hns|>pt*Nw*}>Im6k?Se-8NmFjP&ZnWy)0tgHVNlO{^nPi4y znB3K~BV~BB{+;+*|E9DoqH2A9fYxbCM19{N&q+jme^r`t!}UF@52E-z8NJYN^yCeF zN71ACC*y1WF=?qp)%>CW&3oG5@;UpY_++L;Q3gA?FZB zRsDiM)sv=(8lNK1N<@uMlBV2vjrSXV8b3C^#@`|>jJO)Nnj&hvJD8P^j~Uf83jb{z zHeZKqFnD=`zWkfKR3fT=WpEV%lpC)4>FHw6U^!Dt!(3UKPh8GJk6asE^BHU9}|aYWU;7NB{jF{0K#CeKVnt$#$Ca>KPg zbvNERRw$N?w0A!Dv-o=diL^kX>V08=-d)WRHGhjdI}tVi18K?)*Zh7iQBkw+vG}jX z*Z)h>Vu`B%pdg;mC=mrO$TJlY1Be?E|?kE4G?bsNwF zO%f4skUUEf5im!Z^1gPRihQwvfmRUyX-gDUes}JX7XF|t4O2SABxzxYD<25Rgu6}g)Sx}_Jt+C zY2;?uo@A~J%k&--alN!qEy%OgzAs73DxzL0Y{AC?M#9||(KcKw&r3wx@Of#&*<^1suHg!7lx9#Q}Akmo0&{{KUoa>MmMlgW!5HR5px z{xiP%E7C%Vs(uzNbQj{`>KD|6OU3MAbc8 zA#nIlaE%c)|1EiDB5M8{(v%yn`Kg1tnJe@Rrn5P3Z0OnedVfk_f%XUOvtQU6n= zDF^6ZA)v=%f;5<W)-v0{SHk8DivKo%3s=L#hqf*5{5!Ly{X>~Djxb=87` zr>jDN1qDwfB=&`%;Oss_FO>@hcm}q7y>?=^v}`Ttv)EusT4WK`Q(;MhtN{t1Hi@=k zr#w#)ZADg^vS2HA5E3I7BRnW$=nx>VWmxL5MCirB=YX%65yPvcr4tnkZLWxs4dz5p z!$d$_DbH9$KwKeBx#55~a4;7I4|m1K!=2K?iHe6K{qPXbE)fp5%kvcx4!22D4uFG# zBfxwKItD3_V7|mDstvJxi9e03FEP*YCEyeY>nI3cZ(_#lvR2L?lGwg#-o#X>OU{M1 zz`(qTWrqT&CxJW~;Me4{jF!SH{bkQlj9{}2ugbYZdBlk4m0gB8Y9ZjkHg&jE9C z)>G)|PfLp^YENGp*3%O{EfYHb6Y{)81jeJ%lp79=c^oi|J$X1m!AK!2cJjx>%=u?* zQ0xyRmsD@_a=E#58Hj4F|-*93c7%xj{HpV`teXGi`l*M68vT zPgF!K2{jX3v&5m}78r#o)zky@gb3wmQYkk zu+XEQk?=H31jP<{#v+1ZK$>#HL9vhn1uR()>Y4PpFmR;OefF8|?kkF}j1P<}q@@%U z7|TL!g@5COLF6)d_9DXLc9}~P-G;;wpiS-oToeGxrt~VZdX-m%_n%Rf*cZdZYW+0 zkupk<-XQF+{8xNczb-Fa-wY_B8&+0URkd#u#o^&^@+?Nw|7+5eh2h~9LSp15f{R3; z_-sh>Ocjp&ckHP`E0CzgR6)eait0G=X`u*{!{s@Q2$O}b62!qr+n?{J>@79*gtg_{zOhUZN34Cbm58t6Z*KqMf-!p09|Se!nzj!OpygkQlk) z=ui(NoTC){&j7j!*ozse{EoDcqV{=~pz99{Z`(v@d{dsch|st}nsURTvA_$BkON|# ziI0mXr6m*<7cBiQ02l6tiJ*8)p0S9acvzZp!$C1m1VyfpGQ`atvqz1IYbj;{iTb## z?DW7uL|Cm7;V@mEtB7!zB2BsBaPSTv-a}YCUd8e8L2<0KkfNH2YQu-OZ6Y+@BF|ey zXmm?cZa6gNcq~Q1z*84IfXKxML`GUPQ2}wdcVg??A`u2@d5$8&pii1|01Omnp==^c zCo~EqB2Q#%KJ%H8Eob1cTLY##x)_GLHa-eJFRhuVC=_P0d{adDT_ev*MEG4LO<8~+ zjbJEXhry3V@)bxh_+6(OH?&q`o*miMm;>zGtl|zhu%?jpOU-&(8pHko#HLkSj(I{A z2W&a!Q9?o?C{p_v*M7(AMdNfM)tAxx*IRLVZb4>JQ*2juJdmh`D=TQH!fr;hz>)B4 zj@1v@n#>q^h9Vk?QG~LBW@~Qr5A=~l0`9x?_#j>J)!QL2P2W(Ls9tusb%=VgQQ|nz zF3(g%6)%ydEQ|w-2#Jx4bF~Cup{G>Pv&BBxM&?1qc3?1Oq-&eBm?E0w3fnhU1r@A$ zB0kQMXD=c?&X%U!aC{u%hmRm^d?-FPJ}51ssMtt2vz9PyI876A@d0_(BI4qG(v$;m zq2T;6|B((*3M82S_y+Y}jvF^>)Z%v!UohNiJ_vWm4y-dDqBqITcy6@+7oVLF@I-jV z$dq-Nbl%rD`B{7@{zO_UQK87v32i8H?GT)jTjV*3h`b+2Qx=dn(mLO7opn|klx1~Y`&sA#>(fQp8{AtiL4RMD8_eq@QpHU~H^o=|25Hem?eXlaW!u;X zv`7HLN%A~J1j2ekd0&`|9_%j+pXuoC_)0Fx3pC<%lx1FoE7^ZWx>KI7h>FfiQxkfz*llq?KD zi8FumAmpz22)R>QN>LHgDS8LKgI>aEorsRx<++Q9j@zUu2cSb?YRP7&bjVU55qWl6 zd*5Z+dQ2od4OS`AnB>m+EX`wLo2&^yqCV~_yF1n~S$sYU!gw<*&rn1l{uiOVFN`+_`bffO(783fdVeG@&4`1JxK10; zDACs3EYDO#72hOHS+F(VAtXj_$!I(qPi_&6>+Udo0+N#YH@$pA_ z_9Eir8EMK5$HyUl0(1s)4>lHzjg5_YK%zc#4{@C~v}qzP=E}1c5f`(iDF@&}!NFiY z3LT&nNHow#nd#`zS@&=sMtpXBK%ObBo2bT$-Jxy!%VJ{$|Kx4*>_i0NW!N!yciIMY7=8HH88hNe<)?#`k zUy>G3)Q-;f!v&+kX_z?fTr1C5L`-~MnsNXp6b218?oh*{K%#-;&a9K23wnJAo~PsE z@d;_=M8%^Ru=8n+F!DSq&rd`cK13+*3nR~5Q4l^u&&+YLjmF$noJB;% z3Tes#s8AR>*yuxzj{=DXjy`iw&KApked%P{$d>SYBi}J-cYIiuq*W9Zmf~VTV4H-I zXs0|^5h0l+l=p>^XhD!Te8!`z<16|~d67n(3i;Td0Pym?j7Jj6`+^rU&sP>cF3daQt9YxtJR`a= z?1oW0eizs*(dKNCXDgzb&yuDr*qqY|iIMYP4)qtDW3oLH>q~*Xn2yUO(n5+lBy|Ww zQkBMu*m%D@a}lxe9%;$}*iaZu*my(@kphVZjz`pF?SkvX;MUty=}jWOqtdPM!TBR; zEky;Vxa2^<8PF_YY`R&Vv53IDiBR4b#wKcu{3YTuLcJJY-G7vqYQzyLz!n8JPP9eO z$TJsFRyv&wo zGa_DQNmFh(UKWMnCCIyZYkaJnAT6q>0|>i}fb)3+u;MgP#L4mUEJno1vC@KIkI2{n?(tLZ1?FPTtbZ#l zqNtr*%+w8Snuv?L3yfA^F}6}HMsrD$HYhBQFTM%Ji+~NwL{F7 z1(Wg)RT9jkP=wXfq}2ZS*|V}~|M@9rV6Fz?#B_bGl$LK)*GC-Yf*U2+n=9nmiipX} zq$vxS9O>iyrsEm2dTBQt-<{6(drZ=u@iB0_v`C_2fE_?@n&r?Jsydq7x;YgT8q*mw) z!a(b!*aN}gK%zeL9d_@pZ3Min5w*Wio|}l;KSY{xfc6y}3g(m0I}8*^uxZXisy8Vh z7v)~_fswt4!nqc_q!;>)lHWZP{n9A*H$&L6YWGm2RAIpGq0kA5z?nJEAIbH1OO=tDOkY~Cu zqd9hup9&;u;VKH_bcLM(ZfV?Ug{bakc`hQVdxA9OhO2uz2r8M&meSdBuI#;#`{?*8 zUn4D&sGXc$^uSckS|X}_l{_aA)xKPs@;;&VLELmeTqI9VH{+|lUs@z_)XrKWsy!vo zNkp~l(v%yn_8HLIiLi3zQoiiHlF9iCg_vUh$o>HzSolO~gJpSJ4 z(o(fr%0hdmN((EZVk&GdPf(HI8X{VSQ{)+mXcbPDrYu;66A6iti{(v9!WDjbBjwTe zyMT?DvAgr7g%MTX2RK7M)wk6IQPV^6EJW1wE@{dQ*Ys4F`4){Nh-{bP(e{_)Yx_EB zfkf3dbMP!}vu21I|AIUl5jFnb(v%yn@v+HW9!1|5U(vslmP1rU&-8ZdU7~(}BVT(& z{r*~-a>MmIC1vCb2CT>l=6n2<*yei-kdX6jqUxD>@U%m-R*3o@CC^1feZTSM)Ax*2 zE{T^hX8U{k3OVo1;9c=`-XSk--~3U*cdoEVtfh0VC8FNj{xRYd#Z5)W}`bg~YH3u3sQ*og+SqIHb^nUAJff=H8(d|r5cT~hc`hRA`*~@~`-Hx; z%pW zHU3#?$_>}}3@fj>r<_giEPJzGeivWqzmb+nRHb_tPWhIIdjGXNClU4jOKHjt*Zb^z zA(zh;$c|;0#}!K{!2H2UO6a&5u5>c>3o}q|#V39QChNECM>G>GSVLix$ zfo<_IaE`QKq7DLHJK)nC5dmk*vl9^kXG&9UI0Bl>d01^Xdh#B%e=xqF@XBC4imdlunn3q(DCU7mx8dcIzo za)6!{b|bM3O>{Sm0tvREX_0DPr?sK!!I9d~)M`Et!Tie9m#(_}I_>NMy`-g!8g~Ta zUkGH)IdG=Z;&%^UFx+ZBL{|aGgA=T+P~0PLkVka$LHMD0-{Yf4nN9GtNp|792A?63 zzfvN9r!Ri%3uW`q@a4uP^Hq2;pF}b*<6p=SobE)bZ#tH%nDQ#4Isd+a;;**t>Qz;& zvTau{(Uu&=M2iv|SZ7JNrspdWaZNmRmr>Z2Hg?5MoDwA4rc7;|)y=nqz zkf^Z*YL%O?SR|PIG*uF;qs}KJYPr*i2ztgDdY@4m(t3xqlu=CgXE}kNTsMKwY$=k8 z+k1!Ft%?P~pQtJ|Cir!#B+^j1a7bu<@FjQ3Vo=ix*Ul zIUTRdmFcBivIo|@df<}xLfR;jf$}*RMmA11|9~&e<}>&*#(WW9rkaoAOOyE+efLLv z8EZa?FB8m{@nyXED87s~U%;0p^AUU*V?K;8)66IErP+KQU&fk$!k5wJL-;bqdYBH(+ri7T?0+J6L=Vi$7v8b&#lzmAoY*@Q7<-43WA9Le&bxADYJVoz3z8&iE)M_aaAhXdzmeiTZBFF| zbx7cVoN*L(r71~XCKqzKQcrPcus4?(Hm89TQyG5-efP0p%WK3ze{*F@G2IK-2=uS* z1da%D_1pT|edyTKHiGtoc&4gAHo+Wb9ywAs8D%gQ9u z!cz;U=Al{BN(Q9oLQLQ^XzE}QKAB>FvbN9<@6G$kqYsc0{o&2#AK>r3=7Uf|KFq`9 z1>9lupsiL7Txv5r_iXBHqalJHqalJ9G(_-%h6rBJ5Wx!?B6vYV1TSca;DvT^Vu;`! z8X|Z>z{1PS-ch4;Vve>!^Kb8K3B|Unq4?Uh z_%k%cSl2slfRBc-X!!;d7vBiQDK|m!7c9=Y8H#g%1jQF`h2nibgW_$sLGdsYhKYt8 ziG1#V;iDg6G5U5WF2~}TUqSKVUt@6>7I#B&-fy57_gg4_{W~ZwxEG4`_d}6-0E(^$ zp?LlwD8BRv6z4t$#o3JQTN1fa20gQ2eYJirrJ8_|-Hh zE}ITT`^?eMTs%7un>%g}e6$dYUo3!P_2Ez~X@{cJ1;rC zxbJc(He3V6@U>7pbUhR^zXiqiA3$--PoUWF3n-fIgyMG(K=GM}p}65OBf6W zFWyT!@m|u0_mVEWm-OJhqyz6I{dX_vzI#c(-AlULC8X!7|?;+E&w@Gc3Ue>FrYHKm>)=I_ax|WQB35AN&{fWE0a$p2KWSU zl7@yq29KgKF=wFN_}lNsiLwVfClWBNajia%9T|GNe2KV4=Xgiv!C_7+C1Dhx$Le8xD~MXSZaec}<;&Bhuk8BGIPrv16_F=;K&FBS`$2M6+9Q`mNedR)FAjl378t;e4%@2bU zK^bv6Go#`B1@}_)!=#66$CdCTj6?S04#1p;63$;e#CPSMz8@Yme+zyKt=xgO^9*(i z=S_-x_DOVi#(=v+pLM#j^Yg@@ZsrO-gK0=3e6M9_c!{})-G&xo(J%~9E1WtX1UMd%0_UL@%po)S&E;|HE+Q~x@+krs8Fy_-AX8yEF?b{huu z!j9ao#3u3r^BkCj*;*pcU5(Ez0q>Ny-RT=X&m~}%)Kdhn0%&tIo=5+8+l4lbL`dBU z+Be{=#y&U&!Z2W*=SU3#74ubxl%onic8ooFn3KUo6A0~eG)h`E23_z|p`fi=9L5nI zMggG=$gFZ1A3~)Esayw+ya!)?%s9J=AuG28o|#)W-vtt8>U}ny&M6XF*oc&A%*wW_?^hg2Dt}lZ-0xjoin~ykuD^Y=JaqMZt- zQ04}F@6)N^_}5Gt#_EIv68jUII(fVwA72AAFUpf+9PJ+`&{479a8GW)>DrwzT?={= zU2xwgAHq4_DKN*QPdb9Pe+>3`0LRl@Z`y$oVfGz3FT4uoh4ewkMeuvjzv{2T!{(S9 zYzotC7349I+^GyFo#s~fl}oT1|I@^J2;`gykq2XKG6}aRnzG{bKi?;uVg64!a>l^` zQhu%ip)-UbgiqXR({Y@wKsr`Br`<6KkuSjWW)VUVl$k2+3i2QbsrLdE^EgM+hk2CF z>j)~sQJ>@GG0Z1&gimh#|0=uoAUTRM9wdo`B$s!!QMNL zHMtme$eY5xf|OM6P-_)=jMK$VFSs)B@kx=zT|?%~@!ui*p&v>mskiP4@O0X@tQ?nd z68UddaS@7EZJ%$!J?I%7B^={0gGbyVHd_$DRI;ggMp zN;v`yJM^L~LQbi3@x%y&L@^#vcIZbEKP}BgW?T%y^NhjcCF-rFp$gPUdVT({t|MjVBlo~v{rf<28m%8ANUEGJjLDg|bq z#zn}g7S?aHtP#fWB1zq(N~o3#8QqVNTCBS>A&fn$Br1oQlz4?$9u``{i-bLh7?Y@D z?o}~_&FSb`idLP1XqCX{2Id0%2)#^G$m>yryo98jO%6*c*2VWIX4X{oIeoazlB3Ww zFZ|C^lr2PnO=PYn-%^DMY{ZP=8H&(dqXgtiKl;q;wDs_U z0Epd$xS*&&Zag1x+-_RL9TZhO6H!GWLM?)2=DE{a)8O-fW53%PgW0VVi4;o+e!l2h z`ki<#)T}Xcpc{9n51(5pn~94#o5Vbh0OwFGGh*`R0;Wsy9EC^UgYc*jp&U9H5!n?i z&)TMl>f6tkI5po+j;|5NtYyl3E}mx|BCsMewK_;ZsUxn^rR-7E_Q#0Yjs&*UaZi~X ze@~I#vk>VOKxIKmjvUzG2L@%3=TmsNkMOWSDvwoy99jT#wcG#zyMMPt4XdR+>@4S? zZ{c}%d~Xb5Kcm>QFcykQvw8ZR7>jBmv8gJ1Vn7-f5^g(U*rEpNq*;NJU!G4RX7Dik z;G#sRI>(6A*UQtWj{v~JwnUA~F(yXsmulse*^lSgc0|%ep_GEe!>R8nr*oL0$h(E0 zy8tP>i9y*9@}_~8P@w)11)R(ljepxU{rGq3@tYCXFVvX)MraywHy&oc1_?kQhT2B? zg*o*pjeDJV16O}q;)dEreyuQ#Sj59@J4gm1CuPY(2jp-}eYh{9@)=?#OoN#qkf&vp zz>$bJWFR|<$FOijLWZhE5cU1A4DMP$*rz~!7?~CSdQ-YypCh8gvtN{up{%l>{Ym3~ z0SK$!D{(`HM4=RMIz*;?^LUz_f66H(*}5Jd!Xs57Q_(5KZ>BWB4%V3r8fP*)k+f}I9FMQoHR z*eC+17J{Od$>u|1PV!BBnZnK!jpf+$60PP<0$sfEGoAaI7l3~T44A^)i#83W(LW{X zOa$tTKo42C+IyCU+(Sg0FTW}w*~58e;!R9xz{7Z!eIENscpiN=391RvSWd^k>q9&<4;wVy8#4$Hq49t^Z5p*-!2*X_LEO9aqZp5UbXnoUhgC-|GMWXgm-aIw{w74Mj)WFY0x91w~A4`If&NH)A2%s zn+EPpgXk2jD1}%QVG3mb9%f@~z5y^bHzCSe*o(gN1^0;lWM2kf7`R0XJwSMeuy z>~R)@IM+;8>zxLLK{S3Th}gu=#aiIwyWlw#O5e#YgVu>&lmRYHU zwt)}bYlf+nOO|PQb|us;NVYv>Pe;JnMYi6LCt{Vi%+0|@lJJ6);T`AcRtJ$sx zbq1A^Ue?P_h<0@JQaP+Rj_vA(5mZZtRnX%PG0KSB19Rpk({DqZE8`R&3zf zVaakr$MsylqE+3B4=q}*U2*~k`Jw(+S#v6e>G&nh_FNCwO1WG%kcU@R3SNlC5}_HT z^(`GOtNUgc8lkP1Y}?m86upGPXh!H+u8u|ud{~}U(afq1n+VE|1r2+luB@z2hI{%H zI?oQeoJE&yba^LTw$kMsx=i453#jFOlW#{DuuZrTZQj+nzTNCNK6Q zk=0EwSTeXmk-LqSclg%Yrc)ZObN5 z?$igV8%J-;rnQ`gKfXOvLs5B zPf~^5*jfQA2kS-bIvGUU_%8%#KzTqwnQkJK4!TP;cDWClJZ{g4ML!tyDiYBSr z*ru=#^jm>y*Y+DY zDu>R#qAeDaVv7Z84l<*QR~WH3FNOr{CZblR`B^=1{Gf}>x6og7=n5!R^$xb`EUbwp z!c=jB?%bAO~hB5jTTK+arbI2mh{sISCH?)gDXN?gTv9J53WhQ z1_gq462GtxM-%D0y(I@+n4w2~^bD{K4@XntQNPotHfywzO@R83#dANB&d^YYqb>2D zY9U@{k!)%-lDE(89Dwbu)}Ocz9irY?tT*vL8Cs(5!_me@dq2GI=$YJ3u}Nez8DQI0 z206tIvh5PP0o=&gOviS+#l|@1^?S>pA_?t}FO&02Ty0Cd_wJR17%6J!g$sB6@Tu>ENflNok^H&$?fAFl=m1|~8f z;e3MbZcXlb4wO?{f*J?W`)BK&RxsP`w{aN6EDU0wbaktL>9n8O8sAHP_ zi~+j=qR(ZkxGrpGNAS-oyOpldbdp`yY4ig0#9Gkpc3{Zt4*tYuEY2_jA}AZszL(W# zGZ<2^^x6_k8J)fUaD*j(3!8*Qd-Xc~E{tY1no8dl&K`n~^H#+avbBVbNOkNbV)r7W z?EN~n-VE4%bbl)DdqOT*FPTcTiB}ZGAiWOi6BvyeQ1DW>0RsU+lD0E;76L!P;IfN;dEG}}dhDJrVXpz$$^6!Z=ltZ=d#;+kGg=Rs z^$wQa+~ha(`rtHSi{#919Xp1n6SvW4ex4N`rVFyx$KvZe&`(b1^RX2 z+2`GU_ul(=usiUJi)44=ufyyvToXaGnW{+8Z%_O8&9R`#qsR19FMZ`r1kvoJNYE=c X|NXvL&^CShuCKC>omf!6@6P-eEr9ZE literal 3062087 zcmeFa4U`?PH$$NW#r}Ii@?b^F1+xPUI_xb$fUGLdiX>G3m zB+F|{me>FGeGyq%RheBi(=**Ol)L~Rd%7#LGBP6~BO@asBj2~>V?S`ijW^K0{$9IX zsWz`htmfrvr`2p&&F)fv_rtwvy>!y|=%Y(B-?Q|}(schOv)x`g)1NH0irtQ7m8zYk z{ywLTUbkA0TZ?ev;W3omZI(&}7V z>Q8j6Qn_v}ELC>(H=|)2Rq_Su0=?30)R+3(BMv}&sk?L*<#wk?uq)fAE0dL*D?2JX zE4%RDEuys8YL=@DOZ}Zr&*bl|$3=lVob9d4R;N=fSvE%3pR}%at)^XVHSMJf=(960 zyxr|o3lXzjMK6~6`z6kvb!w z4k69tZ-5wByq{aQnr5MH<+YK5p7pxfX%Myg6K2EaZ&rVg7<0bSD)sOdlY3VrG7t36 zORBk*TD@+&*AfUuAcHd$ZNG3a!>9U}xWBG zv02C$D^~GRyH#y=ZD4wmI4s|-Sj3u}%e_tut&3;XE_&9#VX42@tCMfFyUZZqmpwK( zr(kyS75vRNO|b6?-qKOX8KfMSl zHs=$OSUeJ)znV_YV-n4``6)e|x2s)iu5A`C5wFb;aL>GK-|Fw;4is&hQOo$AEcWbf zs}aFNV)Sk8PPNskb{ChPG;Xp#01WQncgp7FD!3gSwq2;k5m^T{Af#;cp1YvM}PUzWU*DU<_h&z5rSp%bk*)wn+sIZ>)%2=T{EvH zFy~l201*>DYVO9AD_XYw82I6M-2|rk(XMqhj#u(d(aTN~%I}vQzBfCTxn$e@t(VPu zj|IwfWg64>Cdk&MGyim{^0vxsrGYQ~JM+1fv#VIC2$z*3m7}8W?rM`IoL~O*Hyt`8k-DQ~mCatg zo9|#vkmNaFmP$ZVlbIcFcChwVEE@Xo2>$^4|%-Qsd`0k87#`% z70^SpPxGkMYM52Y4tL}224-KYOQJI0vC03WX9oce?e=(eya_09nyVZZ6W|sp;PVA6&{#6hi03;mSynrL z#q2ae6t^>b>|VRg4CIzvaDeRx3Yl>*-5QNn6TD^-f1sQ@JP8)bTkR?Ym?RB90!#WH z?PWxf76Mkvle*%PV;7`p!|W`A85y(vO>Im|o^3mt(2;;3R(pgewl%BWcC~nEap_gAw9EOOuP!uO5Qi7UyZh9~AmjpOic`2%2w6$Z zTOFATIg4-klGVnl|HO>~|K}^ui>}|@Ft1h{CC3B8m$giY3J3+o=s2| zNJ*8gK~w2;U+95(U3%>GJ-H`Pq6S=(3> zg)jy-q5pzLP!m{&SdOH)TkvomN=n7FtG1PgvQo4vt$K-GbLP-aUKI*Y7}H`8;LlapLSC@3}3+xdg1npfgeOWb1TMb=^}yWGb&^IMLtSebR7 ziw;T*ELC21OT>bX{?w~>1&X`xC1ScF+;;>AE{sE%GwLP4}9Uc!0|EVPK;4jq`?(k1bE!P_H%GcqlSI>Ec+?fJa?`fVPO(CICy!5bh~|lW*IB4V z0RhtrM04CBZ)fXZ<$&l9X)FQ`-fht0Dm(0qpDTz})p=9wV2F=NzaweBpIR4tYtk

6pSVSEOn8Tf|-gGIBmvuapodCMrGX7Xv z3|dY7NcZ6)J!Y^l{!nRFe}yypiaGu1n^?|5G8kt6%67Nq`aclh1qTiPpW{~iuZGbC z>56}ag$F3J9Zz-0p3bicoEW0~S(!&;a!CmF?DHouT#Nzjm35K+K$g=LnzaCu=l zo68q?BEu=37e$6cN$?gBBYlM>`NM_%^5Q(1GUHzkRZ){#qaTH3A5JL4qUaB7p|kUa z1vtU-(hJKg@OAa75)=;(OXR_SOo{Z2$V%sr%UCRC=NFfjS%2W;Q_L3^a||Z3^5u{| zki#i1Wap8_fYR$3Q?O294dEkzV=TZkHwV*adWA6cD>+1JWyQ!6fkH2^A9%C4vam?0 z6oF?yL1Y*XLZUCOfp`NjDaSc~HyCIFM?;b$2=UG&C9$q>DN0USyvxD1cu|DU~g0h8>y%0nf~mONu4 zV;R3NmXBJNyIXWszq@C;M`Oz)%aW~!kz_PR4BgdLr@Bu~y{L0)dRh}1;W%J@X~LH< zHa2i$-q?UKk9&!6f&ufmc_%pJOCT2l`T_wiB(ZaW@EOPVUwfau&spc}bLyO`>Yi@t zj6PLYoyUHxz4qE`uf5j4L^*TiQ}fFRITlZ0h^QDjUg*~XoWBKqbV9{&dng;@D#ll2 z16%;htiY38loRR-a^Qvfr83swsh~YTM}|*_aDNwEa{BZlT-xc8)iO$4CFgkYV-ap3 zl=9L#8A|4;$^kOye0kyY61avQM^}K30XKNc*@$Fv2(ey9IpW9SsnhePh_h(iRVGMP zj(8V-C8uOUN|Xan6!O%^%Sh+Ef@vW;38D+`rgC&H!=PUaaHcPxS^;n1-GzC~qQz57 zln9gNnI_4?0vb0rw~BByDn}=FqU!vA%X65*>fb8OXZ5dDxr}#0a~pH|RCy6S5luWz z46|@*N&Z*?X2=4V7L5;2W0ZxCkVC)f72*rjk6;{6hGr~Y32xv=Xn?~%!jlt`3`pC7 z%4IFc)q-u^~Yo=)6cq&#)qyC$?l))-Ts3cCQ$&$4rt%mdMDuo6Ts!B!Bx1dBoR5_TZb zOAy)7OW2JBm+&n|%1=XbRwT_48+sJP(mV!Mi|8F~!ie4o>>1HJfpH^tM{lH}cYbtyYl^oF)sMQ>>PRrH45X-9A9U3c_Gumun9;G4OtFqz<92Ch}sv!F~l49b!g zy{?RE(d){-7QL>l1JUcsP!PSYjRwIDd^2}a+41l|hMp?>UQn>?sj~G&uLp*|=$$0i zRc4Lo^UA^zy{@et!3}&f_tlW7E{T2hW-TaI_EcFTqt}&TGJ0LvD5KZ4F(!6H8D^q4 zw2>ybfo};teH(6N8c%5-4T_Y#RJPLib!j$@URM^>_;qPMie6Wir08{JR0^)+o4Jdo zMBz!Jsm!-Qv9g=WlpDRC#GFa;Q<=P? z`|<12UK+nHO{dZ8%8D9X$2W6V=@bDsGxRcaxDb@<&t84h5WN#Rc!=H#9Ye%!1@_+9 zt-$&lyA{}igIo9}I*z~Qlv~VHT~_;n@ph@8IIr>{F_i#=mGM%H4_SnL^#JtO&FL>1gS>}$Vvm?POy(=@*-U#){rV^5@{X-+zf%@gU6 zAx$$pt@V+%^tt{^ItA9Ty@|)%jZuJ_GWc94^>cWbrt3K<$@POlNes=5#Y{vYNn92- zq_9>I!ep1X%huZ;nX$Od5zKHFurD5|Hk=hm2Sn zdYPh4ak=H%%}X-E6mNPv(dg3IoK4_CQuh;=>+$DdHnAY7mxLP6V%N#Ma7^l4@YFy30^X%QWEQ$@J3=ekmH>g$a3|2`#rElk3f58WH?d+7EaRv zt`y*M1TRwD3mofx7)AmLuFCrsBKMG?7GB4fD$PC;Z`Umxd_7E3!Ty1)8O1xy`K~0Jl;}@^ zYD0(aH2xc{2g%^wfr}Eri$&1RlWdTZ7m!hq*ECXcFxPh@)h2o^r9`tOjd3H2VR`$R zyDuXXp>?@g*|M8=Nhs7k|HnCs;F&zjPOI+ z#Ht5tIwysu(`{Cq_Elfx{V9cm3WoVmzK)t}8;DA2V43e41It7?++0kT6`Cn%e z>82U*YQlzL2z@?K${zXEp_Q^^ArX<+=Wjvul0qW4jHu=pPGa?Py$zzDD;_!b$lZ_M z`|u<85a9WvkG=cuM;-&(xqOH~D)0$InWQl?LyJikFd#iQkB zr}~7rNpH_6joiI(axeLz5Li0uMrnY|Xa~i;H>tej$HFBt-KC%rMqdsMqmi5iQi8n> zli(0^?5#hQ)xCzzxn#v`Bpn--MQlT_%vkO40`o;&VBU~HV8)vn6PSO1_1vTxOf~+9 z-`T(QG3<&1d_0vY1Y6^ZixfF(UidIGFQlir`Q*)vMBFei5;Wf1QwknJ%xY-7cl2Ja zlGz2DDc%cZIC;5`b%va0iXLnw;BWE1C#|h1MiGqm_!GRu5CNyui z1A7MK<3-r3Try~MwiQ<0-yVJw9sB!I$SxV(BvB6r( z$r7`uozU%3ye83rLf0A1w^Irqf-N*i&pSK=TkxJJwlF1t;ZF|e^GiY$=e=fkSikqK zeZQ|SXCLPw*k3C`#-SL<{vW&Z&UH8n8A}#Z>sRUGv`mRebBE?ytK)jjJ*(e#`$*Sx z2{>N0vK34k*GBqJBq7smuI-9arba-Y{(j0Z$LEgjFz2EZ!F9$%A5JNJq`7m+Fn4%Q z)ZF>rqdYK-SiJpwMvuhZCSt|7d!3`R>An3_<1GnyV(Y=V&2zACD^{4A-n8D-s#V;b zbuk34m>ha1AmHnEDwk~JU$EQCG9FqCUd^lBznK@#88CX25%$yL<-%ZLzii;bpJ$aR zE}XTVefnx1GO!NtGRMdnrVjjEqyt0D(>IglkqoQvFjer=kqWXi*vB@{1xe=e@LAd^ z-;A}p;{dM=ii=Z4{#74?)`Q|nTYMpMo6bcWBA1R6@4x>ZYYK`E6d2E`_M4U7jJO^; zr<+dU;#V4bz?nJW8O9R-nGun*#1JDE@bsR6r~ebHO!4%0r1JEklbn%Bw1=A z&wq@NX9)TSGsaZG@H6InH{acME>(IC7~4;soIY=~qeAhiY+;`4R-oG8D4p<|HzU<8VyF01Ex{`(m3USse<9^HqJNCM1uf#(_Mah+`&Yh~}C zWWnoG8_wBuz_W}q)(?tluNdUPDyvM%gRM;RU?hrjiNKq|C+b)w!h@{8yrPjLLU!UN zNrW^Sj3g0EOW=53lo@NQ?^!vIfXK%t;%d3Vo z_CLeEW&a0{eqZ?1{$|E$e8$D5_Dwz+xb)OlnVj59DR`u*{FFgX@?I!8`9d145xV;# zG0?oT{x#OszkBVwdZW*ctX-Tcd~EYf_^2!7J4{0mo91IM3_ZGef2-T+d6X_bdHaF+ ztF{=@jgKBLTaUodsU*NACO_tG8(R-GoKrFG{wh;t>Tzl7H$TFN{)vNPhHo+O{l{5l zito!I{U8Hz_zdAia;Axq>;}-4Q%GE41oWr%?R+9tWCVIktTX}0^H2Gk+&~bXR}DQ7ncvnG?cx=@0F76TFtc) z2&}b6mJ9LK}3+T>O+(mz=rwT{Y^GX`LNuwKVbi?=nd;;%aHCAi7%S z=|Rf&*R(Ll^y0|&_xyX{=XkHvmgevd_OEIKOo2ZYYYWR}&8gSnF$3dxz1L|8JDS-3 zx;O)^R>)e8hkB&%VoeU8@8itBhA<(SN=I#8ge`0VPyI7$kI9jiE6 zz`+~TTA~ij0P@^H)gEcOc3}|edqL_0B{dV-?;5Wh3tVpAXV8XXb1Z4^nO!S>Bzpd2 zc1uv)&-D(u-6X%8O-wqOq;xZ7=lSx;A0`?sE0>gytB|1EK3|?DwyIpQG+}Y5mQ! z(#GsgreUbC{*S0Dm@4?D5h_U06--sdrawffY_B^*&D0L+iM3>f5uL zHj;E=VTH{bE9Dj@WZW{YR04lBR$J`QDk`JnvpX6}hf$c{9-}CE5&J@$cdzGc!(8v1 z*dqpcvdgJkCQG|s#f^@LKh4I6Px_c6;!8s0rBpD4R0$k;zs(?Bd2f_- z{oHeJp!rh3yB!(CsI^9K5;JTa|Jis4FIXD051wJ`n5(;4w~qhm+IRK(wd}(>(n?^W zeoT5MX@NOhQ?G2^gDnY?jP}W)IuIUVZLqpyS1*RW|3Yu*t&H}2ApbVkX*tbGPojn( z1*+weD{J(WQ^}|JNyTfD8l_&5rxnSMG5PkTgW{VH806buv&xiwyCAg310y8sE^h%B zH6!t)sk?s}>FyBgMR1UBs^EV{D#*OUIlm6OLty%6tgYOy!vj)j@5N650Fx1BW$en0 zoNP_q)A6nNqzI5EAd`i2gFkKQ_3=V&UAh6rEc2VfADrC4%hOgEPzP^I?Sle@aKi7` z2p55iWFCO00IV#%J)GZP6uMEl>vZiVJO;||^1tASP(&XA3(JqxgC_=i zA-+;KIZRYOH4~m;j5;xUK<4FV4D<30jKXK-xa_;NiO>I9jO zgyB9Lg(XH9UfB?{IZz<7kHT9<<@gcE_u9nC!pWHO93$tw*Pfg=^I1Luac+qV2u>B# z1B@K!uRS@E9NyAq*+}c8iSb{@=rH0g-c&(!oy^mNlwG`ONsj8F(W>^p2Da^z&pIV# z?Judo-3o_65l;gbO{_%0*+B60m*95>?36EyKhk8fb3sPYm;#7L2*G~Sy8)H}H$2$t z;RseDuoW*9lC73gH3j@o?5{Gt#V6gjv(e`=HYU(-@@b)}k-DzF%BI(MrW8Dq@P6N^ zcxX27g<3*SSeh=ZY5Zy4=P1W;j%XN0yb*+Co0|51Mh7%4YFPSxm}{^x5hqShq$o%i zrgl89>#ohtx>e_*66!DK#UEp&;^Wfz{+k$F!G6lBr)(2Z<3)y7L<>`%V|?^;DeWDJ z#oupW@lUeK@`>rjCqcaZca58W6fo0AQM#0RriSxTRdcg`NW8}ej5mcd*boyxI2kkb zd(gx`f87hNyAE@~GVKI6XGkE>#1i`|&%ykbfN8;AD%cqLTPJvJh0dfAuI}K-mmI~c zsi@PJ+^sn-PKSjFn09I~nE2<&l^y~_tV<$Je!6Vk4R5pXK1^08B-W)0tSQtsKXgoB zx(TeMU_V$cmxbdu4xF`7TI>t~^++L^Bxow=Dmj%KdPnG;v}dJoH7b;hHbCN}*qD-% z?^@8$0Mg8`j;Kd9e(u>u^;gkt3GjjadwI|1|YS(0* z;KP%m@xRF1=l7%*D;O~9SopuMeed5oy7U^JLi;BJ!N=Jpe1kE}%jOQqc9ebo!0$*H z(=v*@fpjV7QpRW+~Q7Q>1P2?V<%H!9bDmQceX#^sKCrY*% z z5W!g6_~Tsd9f=i8ZHuu&5-@xUmV5+gcK{NuE$oki7n7Vvk~$j%)#7DSjBL`2wSKEbUA%|> zz6;X}5%irNNE1n+QHrfE7eZ3(_6E)nw9Fs z^`{I^;3)1&w^D<1%l4WzXMCjQTq>hzud}@kTO(OYuWX?>f}d~KP@|{;Xm*}$d|hNu z;RS4Lh>K`mzvoi>x*eyDoD1s^Hb^G2M-A?v!Mje)+gY>b=jQHMZ^5GLv`bqZ&+D|P zsX?pDi*{>$t8=-8+#I4G$if2%F+6*Dof4FkAT77sYgQF8P^iR2hU7+;pbd6**S2hI z2GMgOFp62TCZ7G!rzY0x%}xbBns(h&Erg5G4lYslK{U%J&+RLx>A&IX-su2aHPnIu zL+Xzg5M7ZI0wQxwyl>^`VzvqbhS=Ef$zokWda2Tm?UMi`xm@xGac-S@0ebDOSvyV* zY0=o&2nxp8>h}6v{Zzefq+5(HgJyuMsVT%UVkClrkTbz&kY1(c^pWnzAFF)TJMC`Y zi}E$mq1S1y39l!+_TH2>GEyNCSNC$5T!QBVidFhv$4G=st;jL-0e639!dPLHyKrop zfey(nFbR{}YfJW4`lyQn54&#NRms4m5@3)85+OPvL=MR%QU%v26`eOV-@R;w{-2KA zo1vS*$Mm|IIJgX6klb6M9|0ryQzsC9>o`qv$h~+CVH$3yiIg>3ZsJXou!{}hl{(nA zR0jZ36SB9}X?NUirE0GyPYBgr>Rk;Y8Bv<4Gs`TTqcXir5;IGSeUWBZhcd7Z;Yc={ zcC&;PtF^XPsbf(H3-$?3KU#P6S|ZmS>M*G6)R2CqvIqHZUoK%KgixDLYq?<8fr5C* zx!?jWv(j7(tq^J!PnfvF?-5B{w3_!PX%+2&rRP8kwfM@HmqDK=ON2ptnQo_yoNS_X zMKAC~I7z)4j(Ej^Bo=6}Z>zm7mTNIOkj?(09cM+UarhIV6s)>nA$3u<64ITn>1ool zn+O%YWY$*vxk0R9T`|0)yPG=Pip8QGW<5h>05HII*6HxosqYEhO{f-wx}3WwiZx~| zg9hmLST)(76>)v%FnOtziMpbxQ4)(88Rx0cxEV$@iMvubn$xT9^jxo0-9Z8|Em7oP zBdKeB%@VCbGFT;AXy#-t963q`mJR=@o;OtK zg19Foq*}-3pk*y#Qq7T&m*10gb~SyqxSb@*j@t_Tfl~ ze0|Hy)}6DOF5y89_tPL1QpQ&dXV32Tpfxp{BtAlNNRa-iGw^AoZTT6DspZt}nuu-B zCuB&BxZ`!Y0lQ4dmxRZYyi2=SRvjL}Cg*I-hWV!3FE6aFhYgwXN@i=OE`an{_3mK1 zX7E~I&eU%Qm(uNxx)5gORK?`5b?SnAgQqGYlch|*44%=!d#)L&lH?TW9Y_0%GeOGKr;Sw=X%pPP+xYV#ex9SFxTAuop~A zig==2c9^$7RoN92^}fd*d;s$hMY(uIB!?jwOs_`{VlLKHRq6 z?s)h0w?q)QWqKd=^xH}-$T_at;^CwXCKNJ1$rg2y#Zn%;wYM%g_AVfv;T~K*GrM*6 z3?}iV=*-ZPa>5rb(FcSkhpETctJn;S2yF9xi0+U zplvk5TsL8PdtLjk31K{dCO%=EJtG${*q($Oh&~^Z5ZXGYjBBi|{>73oW=&|Zab{MO zAElYWvV+bR@Snrz#9x%%Nf9RmF@bpj)Iw_7O`q)3b`71m<$fT#uT-xJB zY>K09F>A_-jwSz|CS?1GaN|Pj`XIb1xU3hvRh{X4(iuq~eJ}roqkaA$aDPMScR9x5hqUHW~ z@L}}Tr^3@C6u=wt1~ecL* z#LI=JhkzD1Sb_08^7LRJD8HYG3zC4=<%6L7B(OnjGbYK6h#udvDRmGj|&;s9|8)4@1gv2>t6_-*kd46#0s4mGy_ zDUo$Mn#KUBs=6Hjhcj%;ll)PN!|GHK=Sk5~{_~G|NKODK!bhu>rrqN&xR+Y`v9CXO z@+1v{br-K|FgyHnw2yQwAIK7|!go4w%jj?Ys zlGI3WdZIdwl_dq-t&xh8A*Dv=@$;WT9)MUV>Lg;)1+Th-R{`Y~}${h7=2&qh#E z%!NI387vqUB_+9OXD(0*G#V?EX7WYOT#_(gQj_9Hfrc`sCf!R_JS`<%6il$-WW?3? zBt%N54Kfv+9Gjz|3qEEjE#*gmlbPaljurr+-SOoiaSb{cD8*nYd|xx^qD(>haP>rGb8(u`Z@M*y{?Sj^)_P9wL-tYBRvq2MndSkPXH!Hg^KJ$8kU@ zW^6^Wi+OD51MW6LDQc=~?#f1o0yRFjV`l%lz*Q4$|8l%ly2YvX}ZOelOz4)zJ9=Yvwzg>Y!9Aj0ej zKq=}rN+m&lCarN}g;L}-2iSNSp%nG&8X&BIQWQvPM+Hhz570QE6eAE#8dFdRFsbI;NEqmo zQbvSFArpm`3;!d&md7CO!~z;DX6E|`>s2#9mlHsRUI?Nr!lo*z4lu8_h-;}ju*>aF zs$SH|xg;YN(pbx-kW??Ev4b?_$bm5oO0OoU`VtWKxJct;7@9FZpH~Xug<+)-*Vb~& zBL4blZtX{50muu0Iv-K5gBXj!3xHC8*R-CSoBRn&LD=&{X(`zh^;5LN7QT zVY=eDBOvDUqT|vF!xA|hP?np%;g^pGY4gTO&5r+@v;^ay+;?Z_L#E2=KTO*UQ{wj=X<72%I-gYJLPrT(bo(H=WJJ z91n8mjhLDr0US4On9NP;coD~f%nNxfX!OFcdIooD&P`(edJ1{NHiV-CFR+l;Oh7LT zOKRA-bJJJY#S`_4Fi}I_uYT~4Z@KM>Z}TQ0?kPN*2;sEt=8eq3H|L!${-M z*~S_9ogX0`MUSk!Crjk9I`qjBLv71{$i!YxImF{sH~O(eb~7|#Arn1Sp0J#nfp&!h>H$mS!U2_Y-2s!ka6ml_8C^J_9$KQ0=cofJLyEnS z2%ee%us^1J6W@@x-oYTTCsOiFBxA%T*PSh^9@FvVDYoioRwHRaST$Fm$4`CB}DyVG-!p<%kL#?zl1 zFOQYPdFIzshBi7y8vm=rgB|v--{YnItCZ44njgPrm><09YJR*aBbgY(@S?`ZFs62Y zmJul*n7YrAZ`OjtRKYJrD#*@v?+my_rnRfv6|dj3U2F5a&wsAl$Iqs75qX0EMAju? zjtn7|Yd7oguhLluqKx?3#G*M1{W)tqABreL?q7divAYzG_|3-kFH#B{i64L6z>mD; ziXUesKV~Nz>i{p4Q)47aX6nG7GHQ*;n5GJbXUz2n>`JdK1R`ThfbqLtPXPxBQa2$D zdsem6f>)~JcG{W|C5wzy5*wRWErhi}J~l%z*A043|Av9NUco9GacoQ#M8_r%cQyW) z+Wsf_@a5B*?u$u2#a7JGlNarOHDT10p~6j_-+=Pyv}de6`DL1mh_nag@Jd~O1q45Y zBvYUJqDnHgm~n(hN-`y?izJzvi&UJLY-6hNKQXQ$o%y_n0LcIG(eL@V^%&H7VP1Bv z3cS>{mQu5}_N*2;u6sMkGDliJsq*elr&+V6=E_S8bJke|3@**hO_vGPRIDTAmeYnl z(tzgHE-=yE}@`GtJ}mz9=I{=>Yz4=#Od^#}KKuS(`0t? zH*L$l+y$qCBf)}V@{(vJm5-88T2qTlr>#q_wKzW=;mL8A%_#j%$BxpjF9w9CmK0r1 z-GQ3oLSwewHS5Y`eSUHcf^cDFVQ%&G(#qVa(<`f|mRFZ%tV!gL+^F=c;{MX<)zwp{ zmKIJgt}L8hTAEvW%7V*xui{a8(8B4fy}cJ3k89EbHfpUSKWd|^A?N?H$e|e810LPX zb8!T3?eea^Jlyx1n4%hZO6x6mEtVHoPA$wY&9BZcuguM@&aIgIEmb-CuShe;_A8X` zFtmR;C-yAl;gT`tVNy60ACbIu3$@v=>2j*{F9Gt&#akTu6 zi^m~dh=bp=t#lEa11No~f#=WkrhmOJo(;d3&! zLRgxN;5D(KACSLMQ(bdcHaaA?AYaZpUBC3r)Oa>gUhH+6YgIZE93ym3h}cm_#~^*x z+&Z1|tXVyn0j4OIRp|fe$UT_ex|f5G>Gd63$_`xirOBFAq92`0b`PRvcg>PDuXii8 z8q5k1Gwa=s>yT}1&8lplExdP!JC}7i8pxO44_&AW!Dfcuh7jBh(4Ya#+Q(V)xeLNKU&u4p`lv2%%LM zi>|sz%d%LB>6)G8RMu~@XjtY@%2*D35Aa-e`7-F`QUSOAw1_( zumEDwfw9}&fpK-aSJ~6+*c_c&VN%VNp%%;U>xi=`xz3YfA(I(_OSq(`?^eh2IxU*O zcrj4|m{e+?r=^l0Kaaci9#)_ZSn*phjK z@innL>RvK4yz1phws>9i&=JfjLp>;@c^J5dt+V&Tt-yLmzq>~cQ+E53)9bWb(AZ`y zI8MMR8=JmfpU!>B$JB-cg4eO&xv?uwg716m!3XdFEE6tX!TBS+8Q`Dl^`QNU2jJFV zZ*@8s%hs8#o;7>+;kNa5$Gfk;C4Ie3@1vf6o1*Zjrk>rd**)DBueWExI7Pce*`hAa z#jRb(+p*ePmz?Jn_|8IJ>;-yZSlA1dxhpr|g?cdpNmgWk)Du0xEC?N%Drr>6a!n`G zmw(lF@$FP5yY}s$ctq`FAOWgc=E^Gl8nE8?4f%W@*-T&3&WD0{BjAH zvdA4NrC1=hM%1)}g1BOBjq11(6g;YA4N4kXDGrJlqyrycSf7QwuqgDxu=6pN6*9Lp zjFm8&K-7mI2a9U3kQWk#UKp0h=Wu4Gw#m8a8-DqCkTx#>%EAa4_zY@sehQn+BpKxg zoutI@_701O^8%qPjF5@XX!FTUYGWzKgRAqxpe&4#hcB{b=O%OH{i#%E)nmZvi+SON z>4jmXwb|~MdkoCQ91C7w%!{K+FAPiW`&-ImdFUlFUc~Vrb6&gM;s|y-?!KCznToTW%Ei3q1$tpvjy}Aclg!D!@Rh|;`XU{ro6p_Fp{8(A(LN}q!*y}Co!6VN z@RenNi8unXuCywbOUmVM4vrF+OTOdYT-@O=JT}7HIPMU2dws5cs$NfXYl^x_QZou) zSudNnXyGecy+{Gp?HU|gq*r@w$=*ufIPIES_{w&AIG7dgxPa#JC^~qnS*c!x7^WMg z9u8^yh-vjB1`>p`A6*dmL{W5sNjyirdkbG#5oO_%rSO&AE_`KUAvivBkOE%#%C0|I za^OmG84}CnH62$xq$hTYEaJY!b*JZgrRt8;tZDCi=@?CzSZkK>;Ds}b3S(HFyCY4| z@xlvV*}_*A?pc$rwFyX^7WnE(y9`(xcN0iC9XfUlOD`tBXWgdG>O4_|+p%^557NZnHo$3wYu9G*%%-(t6S_}_ z;B}Pi7KQipoEl;M*Z{kEZlszld}Vz%oCLqFBDvXtB{wU4WlbJn>{@m|fx=g|@RdzV zg;My+7KtjA4{pNgwLye1VMIRyfyCXj3RxZ_RrEqYx0&RtGlaidzfj z@Ccy|K_P{&Y!B&UtG4o(FapE{Gx^D~ov0 zjSWH&z_E7rtc>LPnvc+huk6q%Fv;~bAF&HxSuereEH|eYzOwFNrpGLNWe+8VF}c3x z5-EkR?63)ppQFCA42bvp60vC$QuT}}J?2O9);k!3_e4s1%w!1OJo$Vwq{rkrE@aA_ zXu^r4D$fAixMJ?-$@bQU-LwgX7l5DNm1iV}|sY zriR8cA4L=Y?L59?x9PyWTfsp+l5U7R8ujhz|5YQJT~jBP412Ke>#J<8 z{#HuC3A5G6O+N1gSvH@YctJQ{%I7Id3h#x=+6ISlLR%e*vaBz>cuu4wHqDfZ($tq2 zdyOF#<=f7QRFuSm($Pscc_Qs3?s^C$}AGde?_27K;o=|i7A0Dym7+Gd;Fop zEtx9Mch(7|qaa}+9C#?z4+gafFefq8{(+Vo$*gy%HM6llv6w80h7cIR*#Dtn>~Cb1 zjX3tE3Zi45M@*z-;xn;XOkj+j0%w1EZ-dq<>n@9+Kg#~PMQQmEB|Uvo-hEfP0EEsRfIQ}E$=@ZojnY~2Cw?`^YOsWve)3^UW!b$S{ zq;&_HA1_cqG9(rAbBWDSDzQ_@T*VqoS@|f#UKoo6VhK6@fEHJC>UC&3i2AAbIxQ{W zqRGgff8A%|@vX!-A~_sqt3=s#Fq!FsDfH&7oSewwu}qXp$V6G`0ibv4iAmRK!s8V_ zut?%E#1G}6F~qB^x+7N3g&Ds=HDOliY&8Js&y%B`FQ_<(ZxX1;=G)^#&bKiq{R!sV zV`xy~WH)Y|vM2rdy1bn=*T**gr%W4vF1zGf92F!6!h{fUj9T1#vMVP=|rw>CxdlCV(WO_jEpFUY(^yb00$_NvJvOjDnaJNmd ziGakV7xru*$kKk%zARGk()Oc@?7x6(rR@aZVkyDLB_Ii_9mb{^I%5-tj1EE!#d1Gm z^?^u>0$M16Vq`qKxkr``p$W{u^nnde+jDSTR8tc{{yQE*=y`&4|?X ztqPLaSA@DsNOczWH>zd9%X+gjCHJrkA)-C|^hdIgjhj!toh^dgG7vMLe5G&k(G=&p zbNn_FNZ*-K)e!rmz@YMiZ;l&Oc)yfEJgh zf{}+0JZI=6`IyPnW#Y1^T#Ht)|Hi%xYg7pWql7JJX{!&Vu;kC8l9F3jD~-Q~5fD33 z*%1FNAwcw7K%%bIo0V-XAn?|gdX^Kdjz>gyQe8k^8mr zGWH*$3z8PMd^j#2euY&AT0~Z){kJ|~dx&?#IXJ@B`c*G1n#DFxEkB!hDohA$2PsVz zmIXx;Usg|`L{K2DOfFzP$J)qQIVPL65j%rv`*%_b9!U~^m4VW{7fKSpPEaC&Zj3GX z`Uvzn=~1KFY^*`n6#bj55C24~orFyt^v3%!KYi?=@lL*=&S0J&Jt zDh9~Jzp46O(U$Wb%S_##)%0 zyKwR(ndLTwe4}Tcn0%a&{vWEe?8ysd2eM~MJg|$a?)1r%(u@}rr{9LkXIH#F(g9q6 zjgKxHADVmsi2Xp@*xs8&-6)N0(!rDOO)4+>v2clM-pf&c9`#%DtK1abxO6BM(TQJD z7SS6}VQ>(bywM!VA}XqjEUVXLta$ic*vt7Y?8O;&VWx)0CUtbpd+2f7y4c3{q(W&n zDB*@Mic;bYAFGr?uRE6G(b3wBC8M&jUqhhWkENS-=k$&SYoC(KCHU@l= z7-B^WgyX^=4WTp(nes*TJR|&_7$)@8QH!QWGLZ z?lAEd#2BPh%|cQWB5j1A?~%2LZQq#dVYFR7DB3O!L)%|_+@1t?B5fzq#n4g<4XutS zf1+vAzGOGmrrAFqMC88*bqrf@Fz%_jJFF?EY?sNo!M@zZ4Xi(Rs8WB>F zZ#-^e5RZSS7}uOTD6UxAGBOs?P_Z)}c`WU?owh&VG;i?` zP%NBQzhym+S&iL~XOou{N`8L?+sA2$xFk84@_II?Pe{*|zv z5*eVuk`+;#=cb}zkm~Ry66*@kj5wUWX1%+RT+$HYD$2l{94J1yhKKuJ)3JN^_~Lk~ zi*irRr4($on1w*43EC~`eHm`cH1UE=kzvPApGUyL%V=JB8Kt^Ju@!AU|Lcrte}x+U|G`fF4&JRq+8vBbPB4U@iBj@^!s9-4Lb3ml zpx0yCu{?uc7u$JRQ>PYBlZV&J!U}x6I5o#zIHUEyJ@T|3U5K3j0VtyH@>8wpgqxGJ zE2>ps9j{iJ01=$AqH3u@iJO{ql&M5*rSak*E!9{MEq$RfxV~z9!(Y~dmy{D#pgSe!dGZ_0o?H5uM)%DpB9)=wJL=xpk+u|I&JA*%Zb zG>qwsAv+dB#ze^<4k=2;?AaBF?Pt-T#5Ke0X?3FIwCoM?0ld18!=KCEEI>n@_SJBt zmGC$I&xxH)TxJ{J56`X8s&W3eZ@uoiGp@JSw9noSoF0m8MqL022Zr^Mb;ZYBm+;|n zz}+Q^db-lB)F|sS0L2Zkxl6G9T;jEPgkK`*z%#g7p zLjn23&?p*f;-tu~y*DeVa8lg89M0$=c%H_+j^ltetJ3#6#>uI(CIkpw@mAy*`nHE* zT(c&g{m^G7j1@+?D;ph>TVN6qQq9UR2F{P+TD4i_ck>naWt5^zO)hh0eT`TP(?*WYOkX(Wj{1rjmlM+&EVMtem zOcVG-9wPZ2JaD<>I!}tdhnBOKm1bYkEJ80PN`RC$N+m&lCarN|>D#r**I^B*9GbOY z6XLWfTA?KOBI2t`zBXT8FeX#dBo=iByD{rZI31fmzf&5nw{g~$**mR9zq?nYs93Xh zJg@7n&CYJa!?C|rhD~YKtvVMSuLK{hUYq}r_zANM^Q+6t)}6?q>F+GVgBni75ePRe z>r)0u3}?^o_MkO2o3uEE|9kDo(C6a`RqdeI|&lMPcAnT)5sb@u)?T=d@|rGRC(FFCzV zn_|aitS&eoK6O1C2b!?Z;*7IO-oa zpxyCo1gY{O^#Oa~nD*+Ph{ zk}h#Hgh)7vwERxXQow3*gBDwOXfqJI7#I!?6d8UoFA_Dq5cDW)5R)n(YwgB{)X{)x z(Ahmwp!|nL-j%$v2`>yw-k9EyTS&!9U`y+A*5nh{l%exNQ!nC$VJRNgt#T7P{PJiS zCJu|4^MX+?jsQj-IUvtX-N^gWT{QiGJ!3wBYs%euA*vTgfT%WW+qp-=Tnv*e@WVX@ z#9x}rDa`4GVMPnPEpk&@cxWUNGOnG7E8LxMkY>_NsX0usF6O&MTqUV+&T_|+W ztWHFp{ZMh#y&cBx$40t1>Xr#3ilgob9g^qQkjHzXz~ZPIXGVdIRv$q5M-@1hO*?)K zw9uqufcW`hanxNLb<;tm;dnCDPp&xX7H9j#QTOHb;;4IP&7y<-l#?`en7>vWbr(n7 z#Zh;0)Ez!qFOIqmAu~hR5R=cIkIX4manvomMFPVd8FVQnBlot7oybY^jrJ}v-=}hd zLoqxf+?f-sfK*nlbdbeSH{qkGxH@%OKIqgcc}^DoG6aE z%)!d0;;0)~PKTPqvpDKLs07z^a-A=4XK~a$Ze6E1>b`bvVb9T{ZVH3{;Pux5Wdi@6 zx;iBhtG=8VBAx*KIi{?tf0MV~!J+Uc=zMy1$7?n7M8fBR!OoCXm4m@Z8b^^?lBygj z$BC)pD7a2i#lwSiy^@1;oy-8zWol>)lqrg?`w76-SOSuoFhE_~14b;8p~ADAA&2fD z%0_^QD)d*vrSzTqkyMoueh5EtayuvdLy3eM#-Y@R7ScC8Y`8%5AbH&ro~2c?_d}GPj8rL~K%0!j{zhF{Yd;Bjk^H4Xu4T z*2Q0iDE5m>ujI!Vhkt-E)W{M&$Q1Jr{%u^M{~cCYJX6g1&q5u&8%W^rcSG11VQkXU zys534L7>|v5`@VGUo69(v(@y2z7Q7-fNBJVZK^nfyIP^NV~&RqHGwSc zTAO>D)|4=T$H*!ccLCA4+vy>BIF@>9kO!m}=p2^>7&_p~?`~V0kJO{pQ3ETNpc$yZ zHLBRxH*ia;4>WM)a@j)MA2muqrIQ*%^$|!qGz^iutb&WA%b0pMrQo&!cSx~$6{sX@ zqFcJSEt!BGfzv=_r>q0h0wmw5%QSJ6Q4Ni&Sgn53b96Q(4G29Wz>qB$*+3}Pk2=CS zObzfgA1A=p_mlP95+6~XoaaM~EjSN0qIu_EVPFQ%`Nk(0)BnSi3X>#iN@A-ZecDw6 z)AQb`q&*XZ`F8{&y;$)gr%Z5}k>jVYJvnYopQ6K)qVc~ABL+nU>u_y5@c#dNkA-Qqr2p7gVt}MZ$+(J;?bmy=m3^?W%w< z5Svn|1rmUg$Ysv4;l0#-Z!Ney5)yWJaFy1eq5Oy9P|K0^CTH<-G>dbDmM0`1HA9QitWbhW%MGW4(NX5wp?=kSiTLYCr zgX09~{lT;joqVkM4s?51>1cR6_!$XKaP=r_YO#U<6FpRM*^< zjSk5z$QMPf>lXzccHPejz;sQ*U!wgoQUKHSbE?Tl7ckx2)F_D$7%<)3h_&$m zrY96WrYQ1+((?hP>q2-4-;n}L*KL$ag8WQc(_PYV*!|6?)0{i z+t#*^LKL|kpg4kgNDgHLOpn034h5KQFz7_kiUX@oEQm8=+VSD+ilF6V8??MMpEH(< zUI?PI!@E=|G+7v91Y$T~z1--D!K>N~IV#s4!zkIMg}kGM7ls`zgIinfVKbDGf~FfE z5d#QjVZIy#2xbNoVvudIFkfc1$<2im7|yK+*$ZX5y!9|ZDWR$vQu-*+y*OZ0phI^QBiBSH4G0Vj=Gf z^QBXRS0p?mYj(YY$TdsqO^EVCRIx*`{xV+A?d~}3%ZQAl#Bqp$3ukdG%$HGz7PCTe5VbU5WPrq^fi@=jXV8_qi z`oil(agDpcr;>MLBQpjk{#!+ehK3ZGI=?|tJ~P&y_#1K1AM|iI=;ALxnL`M=`0U$2 zr_a-T{sJ3{WH0-Xf-XdLk)VtJ9;rCd-F~VOg&F#<0%qtj9orcK5o-5aTLhs|w^~lS z({sE%d0K~9&8dZHACLpv1B7nTlwsjk*3{B;`J^h_P=H%$*IW;vB{RSxYj#?&@Jt&) zjCKfV1L0qWDhy@JSi4B}4*n4(xB9XUG=;}6K5u%>M8(akU{Vo`!kH+MQx687DVQ)X zp$3JP!bHAJz7gT)^X~#A4sr%p_NJbA!m?IY$_uM27X1Tw*5dN%^6KK^!qV#e$_!mw zEH9s)r!Uq8jp2{CR#$;-y&$fOx0cGwODn6V=a-iJw-%QSZ=G5wpE`Y7zqN>DfXl0= z7FSl(TXQQ*;%-nEkZi*Bo}Mc&$pWag^QRZfb1SEp7nc@K`}NMRoQjly*5a+xtIMk1 z`O^#K#f8%g3v;J{7lwa}<@x1kz4ER3IawOjwYpMXSy*0NUOcT@JHH^yyby_zDkyvq z6lU}E_95r#n1jZGd1|3Si9*7tP3)g&IW2pGfRL~5rv{C^K5u8u^_^^QZP-nlps=ns zPTh$1N`2-}NvSc&Jh@^=1yGVoJd!TXg{`bOx?(3)JiIRcIHiBFG<9qFN;5N=yop1aWf&KjerMt>w}ex zv~Sp>c=FC}+j3i-i)0e@1Uwnn69zrZrtLSe)of%+wM74Yx5qT0)XYHG&`V>z+S6Bq3X58Myq4lP}3{~ z=(lON1SAkYMBc9Hoso~zF`Kh;j?mC#edB~|L;=oTtlG^-F1XCb$V(}Dh}}{E`ts~| z#m9*ELqT?6fgOUrtQWjsPN3)n&4mnO>P3vxM&I+Dza3gyz1L~sjG(6+Z> zSh!?wC;ogG9X*wzo&51W=EZH#VHM<85q|&onz#Kuw*+mr84^Ryk_{=6LS%YQ3_w za(ZdCwz@KR)=-zK6R4=JTiLennp9JB(wMGj5}AsC4OsYq?c!TWiyWP?b^>JmRBOhv|4 zjL*+oQ(bdcHaaA?AYW*{u3r>**mXZAU@9~TgCR@`;Wc={*XQb|>h*Q$-??VZcQ51E z#Pe|avem?ahkv8gtJIvntEJ#p=W@w)p2Y5b4O^uiytzuagfI{xF}F}ar$rBw#Ege@ z#9KTJOoc9mxrweFC`^T}Q?TnmK|JJKIJz(uy8p)nrb4%OI6rUwx?-`Y6LO{LY_|mv z1m=e8VY6S|StnRpr@kk=La~OfSyg=6Jww#f?he`&a<}f;O<@yAn={mt6qt%wlaDS; zg}JFw5+AUix498xf~iO-d`vJE38m-r^VWqNVVDZtMyVvo&!jbOtS}Y4=G=bX`t<^) z;-ce~nl>!{N6ODz4^Z6kIwXfO!c-vHa5(6ED42?v`AdfTD;u$oOd%}G+8#w;l$C2r z7{cDv^wzW4!stn94tvwKw_X-Mg;9)t#_eKsHH&FXwo}>10LOfA73Z+ z#k{Bucp*H2f^css@zXFi)V#?J)u3L~_GZbE&)W$X2cv+=BQz{h@kdk&zf4+b>|(GX zWkZMO#Kt>RYSi?EpmvH$h=yNJSWb;+GcP%{($Z31M#BrkGMW;!xfxBpc(@W;omChG zvX5glXvnYW*aG`0SJLyP2v}4eA%dft+`}r4cM=I1C#?b6r7-!A0oo;l+5NzvT{6^N znEcah8d332Cl7_m|A3%f^qwbJp0yo3IuO~wWrj3!O0DjY>(MB zA*y;)WDpPiKOMP;IajxCQ1aoIPAuURGf5kp1lR%%F)3IqCF$O2f|ay!jF zjDovP&D#<7__T==3}KQvq%is4q0TVWu>=h#sO;3NZMgH}$k)DH+U|9BLG3hJ3wA9` z{zo0!MT<95Tdmy4)cWlYe3I?^&~FA8uQ3cf9-hTQXR59C@9Y-8y?l+Jm_1RG$q__^?SP+bUT@ z`3Y^z+A3sZa71ao&yilnZiy{S{@cpV8~B?a^)t4(k&-iLVe*#|e7SAIiWLfzf3D-4 z=cdV@g+=^}#7KdJSiv#DA^p?5^$w1RIFSN}lpGL|Czvn;91;&Mkr7%SqrQePAQC9s z7%2qXRB<$5Dygr-hhX2zL$Gho5Q1%LXe-GfHC?P z*&y(M(xd_Tq72zKL~e&bgkJD$JS=u#f8MR4hbhPQrU;{~`N7E>T|e+_lVE2MLcZl- z6XjCE?n+an2Y2C}j$0MWg{s#Cz?1)iCW#-S{L*kGJpTB^sW3}&YBZwp$FDNCj}Ji7 zLu?RUo>J`)gAl|fztAuUypJk2c|Jc?Sr>SzoN`I?D-$1?x)9@|(E}ULFC+ven+G|F zN$&K$repUgE_vv9WECN73QER-1BE=FwU!ZItR{o2f{fJ#Jv*kJ2tt$Tn`+*Lr0C>F zJ>W4_dbLLpa%uObfQP2aMC^3VIOT$dL(x!9B)KTgLKGZA*zzqWUgSfU%`n-M9CqNGY(yLuYec3*RCM!A0hp7z%c?oz$GjPevrSngNWgJ#c5hq`1%8F zfSfG_gn*h4Q!!+)aTUtM;(gRf5njtlkVxl)0p1FR`)%2&o+MPGNOI@@_yyNp7jx5_ zbbZ0%3c*5w))7fF9d}fnnpBJSWc;QTuS1Ed(!A+;=71Y_!W}&tePQYJDuU6|qtRon zP%dASF$SHC`whq5j$N2k0)J}S80Q{)VM<5rmlm!G+2(6o%S(0p2#_t11|Z!9qXTpr zN#1QjzK&PwZ@>($a|HM!fg- zWZa0=fw&Q?gK;BPN5hR+Jr1}LX^o75DvTL7B17G|oJjR}X&N!UiR{ybhDS(KyVvIuorwmB{-1$p5$ii zM@Rr#NZ|?Pb0XDkluCm9Oj_f{>O{(G4xF;AE5hqgOn;3F6Zd}AuWR2h>&on%R-@nD z1CY$5Yi%NJMhm4pX_o;y>%zU$_HgwH8PpPU1{EHlTS#pKSX&P;HI;4|nK#N+;5XyN zE}skx=ZSB|tatbL zC-Dd5Ev1a^Md?sIMj%} zdcb5>#`mL0=D-}UNNu*s%ew_A3Gn>|+Jat%o&z4r0O`qxClEpP$%7}Lgkx^UQT1X3 zl%$a68mPOF=2Ea1(%hYz9!;7bNB4KAjQONkM90h{#kgNZZdt}(pPEj@O5s5VWUerW zumrm)^Zf%3aXFQj^mt)dupy;>uW8?u+~iMKO0?!UpQt$=uxQCD!3U_{S=8t3+VTPS zIjeGSgPeOVsTU7-hnj&IMB*Z~3})m4qks*Lf({h1 zZFw%|aMKIVwc$<>1{sDsHun>UJgnPfSYHoo_~-KuKVBGi_^%PDTj7s022i&QJ~1Yb zg|Xyu$xwIUkCSQ|?*zLHG3N3aqM~r;n-LF6?F~yX-)8veo`ih%N7AV95<+& z9vtR6l#!=2Ufg`B8#)h8T+k%}hM5~t_~Tq*9-0+*2iRW%_OkHDL3;ASAE#dFH$5MC z3fON5b9FjMU*8r0ac+0VXE{qqiXEJA&@y{$4rQkE&Oq~?Y8j8QJzU*(}uJ> zuyc!z4RKM%wN0E=XQ8iUtorx>y|D1d3A_;#kL8cPKr8%lDoY77BJTvq z$OVNzjtn*ktMpuS9rlYoFaCd6eg zZ@q)DgifR&E+<0??h|4d_fVgaG zXcSpC+R*)5fd>nC;nH5G-z#-?+a!w|)Q@BIVRH~pQzmDS(+v?Os_teO^NCe_+Zv&}!#@Z!1xI3MGvql30dc4`X z4+kg~0cpFPmW?#V$Q`oANixoY8U22lb!lY!-9SVXn4@pZLci?%Q`)@0wN+_W+ErUE z^_v#ZgRS8DxlW4?nY~VLQxR{f5e3eEd8`=qY~#-`_WOqWj9&kKyz~m-vL_An`b}1u zg3Er9=r;!s=TGusjM3l~ng#*MI2DXfFgpBK)-+z>5c4h{9iozv%RQ4+3r%bjq5n1O z4G6ssJ~j)sw7VgO#)lR?dxl?=70!7}nksb(nw%mTV+vx!@ z7$>WCrMe@1nE_fQB}m0X9w9FZBY&eToAbc+r;|ltj0bLsH;c1?=>f(8CsL{#i36q$ zGlBO_&4dM7P;wHI^??`5xp)XB3#6Z^5C1#DWJ3_?&04&gD)?fgf<|UueJJ2nV1IOa zj<>fVnAT?e3jZ3#pn$%n1q+)n7wZ+B|4*tnCo^&Dohj@SM@1x?{CB?O=HqXp!{4q_5Kf#Az)mrKli3$3M26z58q+)oCGPNn)4GJ1~z1{JwUcYVC`aR0! zwh5S=whNKn+MI#H*WA-L>W;Trw%+abE6wH}v^^W|wRgY@uw96KhNs%-Tt*OvVtJ=M`SSO%2&IskPT4`G%T?ti7jyaBJO_5ea znIrI$%w1>Q@49`;+(>G-3R-%_jJO2)m^nJF5YN1 zr=#f?c{0D6Vhu5E8e-Of?7P{UH_tVluHMM%86MrOzBK&U z)el~G9abm&^Q|m$$I72!!}#%oV&PeXDEtvt*-&aiV0|%F@Pm;G#<5BJp$BQ9bdkzM zY`3Zyl`bv6mnzLZmVN9kTJUhKxE-0{m6lc*ut*zdcCdg}@W&%-Pi?PVX*pF3Y5@|w zhBj~3lwIB~`$_;6j|Ja>z5oP^F0zNoBr>%3dt1NP>7qmrAc$1W!ZK8lZR=dH+REYn zk;7}Tkl{nNnepMTvXSHBWQZj>5GV5nKKx}?*-(5KsH>(5elb!(_HEY35mnJO5b>wYnf>wHTzah{8$@Q_TzfDlDp@MXP+^i{;D#1#YvDuo%ihu9Iq z3jd4UPsOU+yNd5+ctGQ8DJm!62{P}stGGpY=MFW5SH&)q*{AsEn%AZj!F3m=pvWYhd;Fuy1*~IVv z{(B%ETM(AuKKkR!ReuW&#+F-Qwc3|0_55xH=_#=NrM&HsnGPLJNx9hS)a)kqza*4t zd8RMw6ibP5pJ$OOURot36=iW)UWXYgc+Oy@}8pCz@#WS=Ibw*j?xtnL5m7&P&#kE!`vO6U&B~6XmujWADF| z#$WABVmpxN-IPs+N$DM7lkv*Ub1*vDO|j+=-fO(V@U-5Th_f-{6Kr6n#yc>9b@h~C zVBW|o8%m@F8xB(iw?!(59`T(21tcH5-#_XlGad|eShWPnA!JAj>^OA~U!k12u&lYX zE;^oTH|sN&*cT{EoLXe9ZU>2kwQb#Vw)?a$(uTsp(J&^s+pR!=OvQE)YQ>zPCp?PV zZeibojZF(FcSOa#4vwR`w9Dvuj*X*e+p8kwDysGa`Z^_~OKhUKPuze1J+St<{gyBY zUYOePyso=8J8QSgyNL3GZs1hPo!<5={hGZW5rAC^18jR6kc}HS5NLZ2m9@7~a{wvs z0AAd#Z9oaFby^#jDhMmz0yO!wNR#P8=(R0u;PFZy3aqef_EdL-jzRL<2`VXD4+m%L zTh2DJEqis;=8NZcr(Fs?EwyV5jjSFTj@xZIp0KiNvWx7^LgEYQ?g3^2iZST+rWWDU zuM2By3;8^SaK;vp471RqNlkAyNkCJiB!yUZ)(dY3!`J~Il*q{1 z0#&eEl=9!cgfL4nNr@7!XIE;{y6fv^qPa9ovL}5?F-_)R#T?tcPQU9COJExyHlS!3 z@c`voy8j-Sdl3}A(`nj58-teTfXabl+>ma}(hiHlMk|)%gCK*op7{&3q1U zNf^D!gy20X)#O>78lOay_P_pM=H6A`H1|=|Assf>3?i0O%r|eJ--8wE7);$~pT7EB zoVJYD_yBR1jw&i?8hFf5YvP9JdKj%>{}pQW!&;Z95G6d6q8FLg<`MLwmv25S^QI5h ziCz|Yl1qWuT{bk$F^K_xXaZg6F2h9KVU>-j3z;ggBNaq-q5X@GX_J7qio#wcG!NS5 z)1pOoPHdV)&U#ub$*fSe@S?gJoVp6L0vRNf{(=>sl9PD$_Flv{?oexHL;N%&3ZH#> zBzW>gq^`oA2~|ng z2@a{iD%IX@3cUupqr3;*F;HKmRs1-2gt64sgJP+>4J`HdS!F{>jlfiHs^ITMD#&gs z|INF7ZJzYrx5Hb(b-*5aHv#Su&K36Mu3h!OCh(2$V6U;-{ni#Nt2W{`?7dFT*>Lv<<&c=WZ%9Ho`tQH3_+-O5z-0FTj{}? zZ(nl691^mR+E1*lohBs1J_q~9`1mK-$d6GpzSY3TA7hn`$j7D%hUepd`eAIXkeSmv(#d_wgqT*wvpN5Y)ue^K)}^(ijk|!PqnVe(QEk zv#-BhoX*@Yz6bj(8!FBhG1s4)e3EdrOJ8LS_s>%b9%3yH)U9&{hU2|ZZa*K+K5{U7 z9_H9FO7X_?A&9Ese<9BW|b7rnk_-DVp9{$fBN(tQpNEn&AgEQ zB+!NSBjta)QEIEl-vLUzilb>52Z#n*8eXfKOgHMW<_xFeve^R{4uL+ z#IZJ25FP70+?sO6WYSz>+IIAe=~o^lBOnBMg2GJF8V0~#8{$`=qcZh*UE1_~^ey_) zCcjH)4N@a#4-3s0H|l+I84(O9?32DjDz!v;kK(B=BJE)$CNt&?Egv)Db*L#Y|JM5O zFzvLX8uW9ZKaBHVw0=NmME4pve-O8v-+{?Y8CcbThnH7o@U4o#5$PSSmT6)q$SCD( zuXoYnK$2oiwry`iU7c##IGwEBHQB1{Ou`m?*IfDZX@s3jsZ&b`s-9FU#GZV!yE#q! zaI~o2ZwvN-NgIp?W+cwqfH~c%+U|zG#Z$XGr9{XBRN;@(bUV@`8BJ2^N6@Z2&zIeu zN*7x}-6lv;*hs9umbovbO11&L&g=KjPI~%@Vb;n4Y2?OYSDd$X}~F<)S}lW^4$pZyS~e5gWs&*rEA~s z*Qd@Y-ds*OzD_rOp8^wK42MBTb;rH>T~|YqY5O<%bCZ)pUu8tOd%Q$>GZiO-J+m{z zo!Lc54hlv6X5W-e`f!?MeTk9u(eaXWnECZCvYw^LQ0z7GNzvg6-`@0xS`14AUlG9u+fY#x+fgfvUnMpenq_x2wugm7a5QO~=u$+lMC*Ost!Z+rgTS zPkDMwOCl7$Y2kQ)=u(F~6NHyCEy_xH@UJPoLT+O8k_*ch4%>x6fi^SJu1o8#dR}-X zU97;fkM8>?)E8~LORIA${vu+Ypt*=ml6*x59KkIChvDKKeZ)>XC~{X220WAw-z{>w zk|*rs0x)^8-PxTC-~*uI;#i?3%xq#u<~vXLs)Da7lSw($Ry4CGVba5G5E^<^xAr=) z-S|0V;44cf7=ezh)bv(V-?-yFSq6`D;NMD_6*1M}28=kDT;d92>G!7;IMTBJ4#Tp~ zTdz)u|2CZxAAjzoQ{;i1iC|6QO-S0K$DNEX_)u{@VaUw%2&$fuYjhy!0N{#$RF;b9Ns>3PdcwEyvOvI^1iMecOgrik=s<;s3h46w2K_-Jj80*7FWKxzLv16%Oct4;B*tH7}1 zJ&J6$@t*S87M1fudL##kQHeL455Y*2%tWQX zX5&5LBr{bo^dvj~wb))fhAAND1GYp02}4ecC+16!!+jl2_nwVOL9>LSYXHEMsk~vSuDf?Tv_Nyhe9?{QW)1mG!dzJ z=z6tRfsa38h_&Y&t-g+T+qBX_{q^=WNu=W|?;R;qGUhS;Dl^qp&C(u}^bq6mQcAUX z)@SKKJ(uo59Ut|$Z}g)E3BqZkB*<@y;du7x?+fva&{h@KJp1(jF=oCI_Pqn-95yt( z*JBhvCK69DJ{VE_m?{`r{OmufPL+JwLbE(@yrE^-+krI>VHXJIn76io5F|YfJ;kQM|X7az3|@Y`#H=$mM07nmIY%j#L17ZJB6 zeyCIL*uJzUrg_pR3c;Rj9AP0$7)cbu#*(kV4x2W7j>cBtXjl?cyQ4RmDEQ`-YVwGJ zLylScdV`?h6jST+uO4sK6`YoXGolBgH~D%%^{z1unKko5o_`vi74`*6s$1IGG{?Gy?<@yYRwC z$T3WQ*oHMIjzl7Ys1*RAAI|oUCvW+|vf{|CO$bPc0}01`(9$7R19fsoD`O26)Ueic zEG(Mj1P$j(>uw+LCTNRTMPZ(-sE}MNMK~6PbCitt#nuXTP=C!LJBf^@r7GzL?Uo2i z47)#U9<{~9?7wHM-^Wv=6W4G*0VqLbqxqFCfvix4@^q6fS#6-FOd`Go5e)Fx5|QEZ z;$46~yG*s@jJ^MU*&I+lLxaQ` zdJs)w!Xce9i2psCBWw$&1?VaG68NH19CJ$HaXyI&ri56`t zL7>>}*f{MX^X{>dyq4D{*zeJ1quq5{@sp5|I?!v5J#$A!bOzOL108CM3Ob%T~LT+wo~`PEvpqmtL|gT z1iWBP*t4NUwfx9noxVkGv1uz#N4|lM<9kUFoQc@lDqt5>1@sk}`-H|zRuhIyk*8Gz zsY3Tjk-G%AOhSv1Ct6Bt!r~KzGLXSLaLn@0tRI7hB_QmfI{Cqz(%PmJG5-w&XTrA~ zDkvarpjpDf)@SC5Qm|A^sc0MA=qS$A#T=-@JB=*;Cd&A_nK&)*i{(q#`JX8UP{*Pi z-2oIjgXWCL=Io0HB@rsaNQCzYh7vmq=`e~QG}xZi7EBt(BuXd(OO>oZC~62H51{b% zev_seCbjQ>DSSFZG5g33K@$lfs1Cu(%iV|G&fpFXstDm$Xdaa+88Tu04taq3GO0z& z1EQ7!^gCfCC+JDi)I}O4Y62vSv?t>Di=dtSHmZI}yN*C%LV;Tl6>vGF?H76|Dj@lW zNR%dKZDq@Wu8B>mv`-4v6%pPds|6a~0ah1<>DFx5=?R&G5(q78FEV!vQXeF#*{XZu zuCY1=1lyl#hB+2fr*8?SjZ&myst}J0?o1nJ})UR ztyrVP<20|az)SE;niiqQQ`$FSpj0#yT&#UxEetCqKY+VLfoCQ6qHsacjhkwG`)e?| zAHaw0CuQ4z!~gi`_k7%6f&G_#lfHgAxv3A{GAZ=3#$A-C?(>w(?Y2nDx;&cN{*5lA zVAZ}V%e#tpQl`5P;qN=IYkar()A!Z6-=@kwj7twSJ|aF}PZz!qU;SX6+i#?Mq{Bbd z_^5c|`^D!Eh|eDspFf1p#t+lSkKp5-*EfDt{`oQdd8qL*@%eG_`Qvos1&vu0_s$nJ zeu93zsPU8H)+fa0PvP?ejjzT1oewuYi64!hrjMVYkDsNFpVQa=Px|(M(Z|oz$3LQv zMSAgXH9m#!5AD3>p~f%Z3$pvY0hb#VeSDhkH2$&p{3qh`7scmi#OE)G&tDdwzk*Lm zz|V@`ze>M( z4zHs2A>zMHhvR-F!cK`LmHQwfM+PtH{>n+_qY=d$9m!X z>BSYk5tWyuRFh13213o(T#uw$EFUevWGq~57rjKu(#m9T;<1>r+ z_{a3|zGZxT3w@kl#mBqp<0ntyZ|CS$SEp1Csq{E zxqnT)7M&B&wxV+a+D&v$IPHth31c92u0gxee&YqNrKU7qDF57uKbRRWmVZvlKQEPk zZkB((QvSIGe=zS}L4U4md=>sQUX72Zz;KUTZM+U&QO@h-pEuyoLk&y*m=HgL?lHPQ8A5N0JNcvHIl_?^Zi4dYKJ^DtOK_3#qj}R8= zGdVpUA*48!wLdevgXEvH003y)y;;oRi?javr~lsl?#J$X_>o7;t=d&7NBXQyAWXy$ zVgEte1=l;xW@lF%ZP*?7kx4HD+Q|CAtZHiwrLI9}N>kWfSDJ`6-LeIYE6x{?;%z$O zh(G4C8L_{eb!=o}Ypw5{FO;J4+o*h@AH+zQpq-^1s;dnP=NYd zWtd=RFJde%_S+X-co*Ki?O;G2trAwNQ+KK});U0;)c~#b@FVB$zh}*Q0=PVLCH%io zTAEv4DxF$5y&RO<>ETpN0Pz|gn+`esMbS-9=qB=YAatD#$VbOCAkshJYm`Txi7GMg zyLa9g9klOdtx-q(w`U+HKV9YJa5jrMSG>YNVop5c6O4>M%Nour%p*i38ShYJOl53RKhc4|fS|2*#f@$vmIBhygwRr~hGOaI^qr6)Uz#p{WRmMD$(Z>spqk4oHa+7N{v zO5XVRi%27oYhsbo%T+!S>V41t{NP2Y)~UL)en-U0RBV%m-zNPLvF7t(oAiSDQ(Sh^ z1t}`!y8P#$#Q3*JMBj{Cr0XL)B>WDy?@L+QH^c@>wlHmj^k=BqxIy|G>YQGq!N$fuOCQEoXa#5kf4n(?ks{cQGZvrRBRox3)wlYotiBEile>&vegBmwLK~u5L*~fX^fWJW0PV$zu|hgg^p;K=R;`gs_H$ zkc5OaA>oDa9(jQPVG9WazJy2k^8V-Cx>a@Vt*&0Gr^md9e^9Ndn!m#V2LLYZU}x9 zu@v#qt_SnOEqC4(GOoyW-6NC5d3a_7)+zPL@SS(Ttnt__ckO8Jv%4t!Fg_b;^Rp54 z+0HgU+o?X=)#hir)MvZf{A~9&mLQm3#CFpPFz?!9aqH_EFP3Bwb%7ERwJqj)5!P8U z0KOw=WhtS-_F3tWCh%6^fWi4R5Y($VvW}&oblEC@g3Ib=>3Ik`ig*m$=aK62Qz}ej~aMrNg zlrw3UfA6tCvqv_#?*8uV_mxq;ExC5ro{mAY%5X+Z0!u1Q){?V}0+mu~vR3OIYqItG z$KlsFSt}HCw2!APyPs5tg3=y^4|MsQ+Q}cyP8~Z*88px3;b@HChu|l1Ui$c@Z%s(G zZC%1KU)qNUn(Iw1=yuUl%GI%2?|gN39$&y&dr6lu3$vAacCQ!bXN ze72_xFo|fw_3ad!j20vn?-TPj)H*YGWHoiJn^z$S>XulvXC*Y*j>79NS`Z*|u)t$Z`piX-@Bg` zs4T+ekk~vxO6O$0f*S8mc8U(8$|$OyDR>iwxyfvi!fSK=+cG9nUMgFXDEC=0Knds+ zDEGyLW>cZuWhTnW322nN!iH0dd2cd6ENRYqDlqw9R~QoJc2dGiE_f=+vR39ZV&*9+ z%WA!I%6gHa2a2xMtll|@^bvA{DVGbjT19A5}fZ z*)he}>9Y zoS&~Y@_cIinm`^;EU6^24p?Hizq!(6iSweT?(A=VGUJDnpuR9-w^6Nx(kmd70i;e* z#b}cY00b6xHJQL1M`qM~>1?4=E|G*nuy_dxBq|_0jwSU_AqN53{%5*5XK;$@4dt?f zoO=tNQmV3XM5vh-xuB@8$XOWN6$|mx0z9b~BHXB4WiG_aL{C~a-IxeLDWYTxa;z3- zUc*3>jM%>?0Pq?yEZJxWnAkP|cC?EgDPVFd!=wpjNszVniGb+aRv4nD`kjO}CKGOJ zV{4)KPl}nR6jWC0FE(0lePjEn{WzQP6E$S~$Z;x-4jsD$M&wyEhyW_inyV_JQfT|V zhmi;(p8@Wu2sZZVRLN!G{h4_L)fe)I&QC!yz&(>*gQYl|qfWCrG@cX;@{FViI+fH2 zRv>>~!4ibe?G(?xA?T9GBqfdfxd5Cb zaf@%P(~f=fV{4+Sv(eT9Lc^pa(#MKNcIt&-qUaa@ZoJ|>`>lH*#fcg%55=imvdtPEOJ z9I9q1b?Ol8S{wq*c0=N#sxBq-IS+^J#rz;VK~bu43LJQ*%(bQ*^)0bK|69UvP6Kx? zyTBVaK8Ygr5e(Kjnys8EpC$Kuiav&W`vOvNp>8>)OI3dPg+cFmHLk8fXL`)cp|Ems zodTzxM1HbL;XG#@o5>@JnhIW#PJ5tShKoNr?0dChRVN@TQ-vz1z~~=5AIU6vu5b!K zq%KmdB2yB~F?<@G$2ef3LE&l)v`R_T(EZ4cA?H9IVu6!eQo>8B+A+t01DwY)i;S(D zr*)d75aq(eD9`4@)OWrNSgT+z3H`?XZCG`#_x0fK)YfT;_ zC!kf)n5Y{0Vw0KPrul9nwn#v<_>F*5W`*JO0Zsw<1C8$jo=J^;!iarV_G7&4@fkn9Kt9)JOtO zmDqB88iv0j8Y1gVnqRUOhGqj6#+qAD2B0~AWlhawY_Yo4i^Za}O5=$jYCz-3-w2#s zOc+!uUU;3!3+41RFT8`+w1Y*KfLn=5(S{4ZN#LGKmtPNtK3zg9CeJ83j~$%R_~Od#C{6NZ+G5nXRG zA_)Y|h_?Fqc$+PuWEHY41E8-%>di=|xcVAiehDrAo&d$Cx&(^)T8K#)CzfU}cUNO9 z?iyTl+#dZ+DJE1PBS(i_uM!~0IcfN;+L>bJYZc1Nsq33!?q7Z?&ix9TR@(rEapdU! z>xe0TPRrK5*CiNO{{JnK!W|uQAvp_)Mh0oL4U-KA0JQEUM+uJ}TZD;uP?j{iR5H>U z&$|RRq?D0X>z&KUu@iZ!Oq_EvC-O6}Nl>nlP>&BJ@@*9}X2 z8c4tZ%NTG&(wHP0N`6%^r`-udNF}3gh_K>s5>u9w)jW8u0%i)hTw$++ght#80tSay z7zP)IXd}iYAtu>PDuT4uW}ARON`kanHwm(xu_w4#StsPCuaDVJ{Zdc6F2y@pMZA}S zH(T(tvYd|6`C08^KdX^uepU@$6Btwz>nbs*1L_X_tZp)?yCQl5b*GObIsN@r`V@`N zy0im+z9ir2{r)a{NN6o1&B9)K{?aO!x;}&b^K|r1u%-Lvm)0I7b9Va_c>h z9Gj2PhAT3oLTRd4Llvk@5PbkgXb7r2nuYUpt~NKfFyUbfmS?Z&ew?D=SPlnkuz4TX z6+NgL5Z5k&oro%wEaYK$pR85U4_m(dBwloSMWc;lM$KU$rSbhoXwg za777`PbmMi@TDPV`}QD4rxfd<%?2%G_u`DnY!AzpX7WSZw`)G`AMb5dTiB+^Ace`I zz)VR4mXHm+q9FH#tl)XodSk|(|`%felN%{t`I5lO#z#~Sz*{**H})afD}sq_yKl-h?58v z_kw`S*H#!VR<^9RsO?fI%;nt8hhpB}U*UN_={!aBjyAAw;~Ht!d}e1Fi(I8n8xgCy zX|$_Gq79g+%A3`ik}*3fMw5iX=5DJkUutVKFBMpvaz|>l{u4&)t@~2{ozg*r4S`lM z$lrw&WK!_y_)nGM!^WXPx-5HN2kCF;vS)CD;un9f=FeAQi=}Uo;kHoaVtKUZn6DsQ z9{M(FY^!aKxe;-S1+w!vo32zIWyCb3LRBHAX zQ_Yr>&}uekC0_RR>>Ql#I|-S^;jf{Dj;$~R*D6fye2VoeY$TVs6Ze9^qUWqI3@#ip za%W0pGj#8#t~@Gs7mlGkYKrEj7Pim@*b$LC1t!t5SDl!y}L6aroc) z8P2K#XA(cJ80j~0oxrq1@dbp(nK=X>1mAP<L z;Kn0h7UE0;c(wkSfYtALn9HMp8Ru(91a=m?6L^8lmW#Y=2@cbcON0DHhETn3I!h7U;cJK}LWWiL1fiYH zBn5_Z6eYRs*XDT-n9EOsv|HNEWCcu{psbb9QP?xBrvhyY2_2;(*V|2Ul~dB>`ULG1 zS9CQ5IOHHD+*47F1&$vTfKN#^R_mQp%~tJfn_&hxG@JD%-~%;5p{10ub;7IW@@FkU z)WApgr^GBJJS|alLsE~D6DPkamh?X-3?UVUZ#6MoPF7>M$(ZF^5+tcm%o@+j#LQEo znAN(8V(pAQ!7tT1Z8Uu&&3@_^6>=j>W;Sy;qiPq=cAQZy&&(9gs7R>3lblg^C;Fl` zd`lql2gFiJr0D>OLs!)8CKA72^aLbM?}}P4D=ihAp1cpMv*ZUk2R};~EX!UV)=A1> zFgJ-LRx`+5g3Nx^!jw*2j(ge^14&AGx67WpDa-nH|z+Aacik?!EyVd$9jMiH}^ndsOmBK;B8rXozSdBb9CC9Ikf$}FK z&TRH9X-p^}>(%(M9*(sGKo!mniO5LpI?Idgue7no%hZQh$*&6tba5pI&6WI$=qcq& zTCI1!l7Ff+>ZzJnEziN{yO^!aZFMq1XpbgTa_`nTJw-M=WC*F1rZ`6uVMCDJj+DUs z95NRn)|H4lwEg?Kq34{c)YOSw))_g7C|YDH8FF;G5HN!R*vPp`0mlXls6yTX zk^E3}5M`Bor#wDcL^%eIA@}J~v1iIw2!TtPe<*BY4ySP>lPT6bcn_qiUsKg&)$WZ_ zr)5x#_e`NWh{R--(vTj)&~ZOOC1uS-Zux?rbtvQ;ygTOPM7kT3LSyr142TtxYj2U` zHI3jS$+Pim0_}Dube)P^hfQ*olhowu_HI$7ZBY)V3Cy3Kj1Lm>&0ZGpKfJ>5zf_`f z3K)g*Kv-?U+hX3QS9sn}iz8Jr!XyMq#gHw^*d}0+k|A5Icg~Ri$!EwX0v8lJ#+Hqc zoI}mmQfTu6Hd`u}25Tji-wk0&IH@ckxC{?DABax)L9!Zp61b^X$RVi+G^wdd8O|1@ zIl*ZJp?mCG;UQ(F(?429yaYB@<#GvWEFG^fSAcpGXh#j*Q_vb*H#m+hCK=M?f^s(* z3PLZEyfYTWS~X!C$pP4cOp;#}i234#A*5p2J4}`>C#zZZM@Y&2KV``UWaWJ2;-(^b z3$ka$8m1(9tM!ga{`5}7+MdYg^3zDejr<2VaUf%9E?dbJo=+}Y{WxAgI4!LIIp|DC z^%!|$qC`1aiU>hfdK!xN6!TQ#K#}v2a&fMVRJP@_w^Nn3*}G596)GhpsHLqm(wpgQ zuWV0&lUjjY;6b`L#_+rvlRmKp_O)VS=Iu6=JIX{0mXk&MIIKWMMh^Gg!TWSQd~gXw z`0|Dguj+SDqmLO7uo@#jY@f>vlP)it-C$Z5{<=P$Ydnh*YK!L-))bSbfq!j}|t zzQRT|34yp51UznP10Kr(hAk~nh8VC!9*Oj+B!`8j-xLIqk{4O6cg%}U&j2Y;;-ry^ zIDjKTkw!*!8xfEr2I@2M7bJ7>oFn7o4s_}Q5+s%@wBHV@@SJ?)D9oEm9|tR{pOoy) zYQ1CjR{t@uGS~xrO9P#$6iPM3sD)=e=fJG;6_iTM<2G&0i?9V0rn!C%m60bcjgL_M zqfxkA;3b$7^HZ=k;xyhb0D)%6A{lmJ()-21P$Z!j1nA@BMq-fiQwfVyC}s`vT>=~_ zQOs(+a}?X9k!1V!(enJl_U#ngP{k=F5Niri^3G(jJavYTCELWaFNhgS*t#3n$XrsZ zsdI^4>XulpuO~Fw0ZxT^HSRQVN)BG*)Ge(5M~qmuBY}_#!K@K~PQWH5f?2Jb2-eQn z6THAJ_fyj?+3bhBz;{|+;GuJMJ5J!1Pjm_=aQLB*42@9f_Yr3tIy=|y*tuipPKncv zUlUk!{R6Gr=33a$hHl_@n|OYW=m~h9-VOZpN3b3CeIsCjm@Z~#hO~8IDnG>4EGP60 zWWeyv5wxozi$o^o8xCQQ{e*K@AkVyZD1-e5`X43rP=~A83T6Jl0VtRkEY?(a1qP03 zmYH4_rXvyB1^ZBrP8`TbjqB`@e{1y|xh&)RIl7P&J5|)9BYrXq5mVGt;G%grg0-T? zC~1ctK5XAmM`yD|^=AYADUDI1j|TeK7@47*osaj=R;%;g-r?aH6dtWj4gpxhaNx?9&ZDO4un+xVWwaXJ zxy{srV_o!y1sX{ZELvvpC3)2tO7~ z_>S|_Yr(0GCbE&QsLpkS%k@Tzy->ih2{YcJrC4K_NkVGn13_aiNf=Hld3B#DujItF zyn5+VW632)lS4JuC=Ew@MVFx69gf!G5}6z=2|B4bnl+y13vi|6XjbbTbF|YLd-D+z zsGlqyp3?AirsH3Ps?d>%=4u?!qRxNAWDtHGV%isw=FN%1*b@nLAbpLT_8U;u{VaIU z#LJVgSJTN2K0?h76^c_;2I_v~7cAD;*%F`QB$`M$$LKz=LIFU# z7_!H=v?F-8zz>5?jVf^UTWnrxEtO=ZEqx)l=?4-9l!}|)Z*o&Pb)TD_z7B}_1AuLa zhFl4JlT2PhunF>9ZlS6~m6+!OG5&I85u@J6kr|4x#K4lEkcydG82h^d1Sy%h)q3a5 z{2h&%`HAUBxM7rsgVB}p@X?1qDLh~NT2REeLzWih|6tHrM~5&v{gd$CC;mqtfUD2p zRJ>dnoPmcwY(N<;N%Z^CkVhIr$b6{?x$=rEVHij>gbeo{7$|&#z|S+mpJer-R0-uA zWr-#4plpuEP6IZ%B8N6srbW=FHhj@+DTOP7IT8D*2N(^B_F!nj36kPL+HOXY3+@9H zg+R6@N|{KGw}UE`5$yiHiHnZ{04ovtiGYV)gAkwuumdL#!j*F>58nbzMN?o>tkAaw z(lsIS>r7aL>#zG#ZUjj$3hMgzgzi(xgMFqvkQ3F~^;Rhi8ltV_jIymJKzmxi8AFVh z(29LSfa%g_b=4Fd8qHb+(;%r(EmLR;U|rjgxFyIE-V=axRv2)b6@D2ksdE4|_nY3i z!ZW@GsA4i(R%be&bp4VDrU#Z4B=}V>kDF>NkT4_;%mvAZwe(KrQ&O~-m&6apH+5Q z1Y*)bCh2w=6t3`wwcC$3{4hD0PxxBV#5o-0O=tn;y9nVUq_#Xq{%q8Muhl|TqcRwN zVOLX8yWHwmBI%O}7-XIE4YxUDiN|e!El}uZ69$?}yW4MScM>F8yStr0-U9f=pk-51 zxl4uj)}UV^z>^a1t=2on`_pT%;TsFQp0&Si zyU5gr=xXF$E;`d$WM8JdWqdp_l|{S=o^G8ZUosf-=tQ25-jUjd-KWWVr}8QU&e&~}|`@Qy&8?}-JK^xgqi3jO8|nOy1LL{H#K zUGSUxe*h7ha&`-fSZT{4-iCyN2vgoOIf^}` zm_FYY$yQEI7(zA{ga)08J~qoT`u%=WT^e zku8dQZ7b$zu`nMTDn;sgY4!D3ty(PPD@m`6mMchs!bfOHuLb6>$VPX?RX{@oy%o57${4p3(N8c6beRV>^9iVq;i+jLCZ#e}mbZ-k$2Z{~Q z0->um@}&WWub~*g(02tewyiKQe&Q)WTPZ+&gH{GL4MfRO!aw;{u_$-1@S<3y&mKs_mac^9vbg zxZsu+n zb70G%V!^Q8Ox2)$mMA&ZUAu2HEj3rh%}>(G8wBv0$fS1k!{1D3IF)|*EK@&}Q_%Y1 z4MIOOmM;YibWOeZm6vRy$-9C(ynlt^b!s_qHU*s5Ds-0s)i(v?{(OZYcS9mYilItW zmDHAs!a!58)-jW{N|0#Q3bRZL=SluzNERR)Yy#tU#LXoSHnwy00w#SCToa3x zG~-kxZ!Ok01X`pdd8_r#N&dG_a*{>Tf5?9vxyF!7CF@MWKO7Eyp}M8r`bhuL`V~kx zJ9P%S4ttuDUm6aOaW(}XNSu99`9!#(qbSRmQ_0V9dLsH-1=t49sjO_omvVu<3n^q) zyb&FX$uDk-Oo5LLj7dl&A4tGOi;=X0pb38?R8M4Kfc{HRPBUp= zeU{RFoxUpw=@sbq^dfq~C*a&0YkcvbxTC8KEcl0fknCv=;NSspQ&rJSHAcw99-YnrI$R` z)Zbp@K#@o%sG9<(pr8>=j<_d|`wCE9eElVlq_F!V89airS7awrzCbGcm}B^WRZ>GL zA$5ocH3>QrLN++T9L3$0w!(`CfqFPI&Fh5aB)(0Wz091y6hXf#mQ5mvMZK44>eZl= zbZb8rxcHWYu2NC#Lng(_Nok6`uJJmjfXQYJ6M-TUFb&=j(0ShqL&rMKl0a+~Gc-L& z00fv3JQj2R_zKTG_L!lq`CqBAAWHWV2Jx>5IQ-oT!(mqkj4B1`1RDaW(fXj24S#E; zLE|*y!`Lu3;>2Qclkh2(D7M(&YXz)Qiejtv&PDMar33q(=5Xq;UCj?b_nn%kQI!op z{iG?+uCN=CnDVqEjZHsH?lxzog;juZtzWK4B=SB;HX|;>k&CiDz!ZniK60IS*65g5ZM* zBz7p2=`*;mRrA@LiL4u<-AOdPM?grfg@vYRzoGTBC3?orl^enG%4C2O@>f4R|m>+Vs-F#2sKUyWL$2h?#J zWu7`#%8ydI5tJbEL%o&tILD>)4i({Gj~KE;2tO;9=apqS&g5(=Mva2Z{!q+Du8M`e zm&##FG&UcK#s6?ZH>uG1l!?xALK>YATMh=LR1Dh#MpC|m3O?E66Z)F2)tQBd+pl)J*IN{*s7NhFldm4=)XsKZP7)Nt5B zhFhd&!#N7_?mXX{Dp&GRvQpn-*E>T8IffJ?X~P!Y@TA*Le|CS$IZ0XZHL-FMN4iLC z|B}#6Dq?%sBsMuAO>Dz$u3QQrU2ZM9WJ)p51=X&3sIl#$7oghJ35tpt$R&_Cm5T3J zi~VJRRw?<8)q3ZA=c|fFGiP%7iTQl?3?J`C*$YCta}GaIXSiqbl~SI(RZ3o=x}fU? z=6%IgmGM(q#yA>GdB5leDaAY|9wT9$nJ!c(&@U_!IHDr{75qV+P8741nQ&0*#EN*< zBvj~gg&e$);eqTID?|g6=O(;D5zfe{BG28IInC*!lfY~+)m%73xZ#nn47X%P;D+~mu88=FS{+CKdCLv=!6i_+4!cbYm zJU7ME`$BdtryYGDru^gzPuV=PNFx1I3WdeqZxJ(3sZdz0cdk$@`U(Y~0p!_UHG_h` zB?QYWUlD!~Nx7_b15yo8BUq&vrF=5@zu$<8IYN0uwe7&x25nK?QKbM6P|^wXi@rA~ zz1Nbwf3tvM6T!63??vKfa91Ga+Y=g2CFdVC<-DANmh;aC{8kF?0uXX|62hq{!UDt_ z1;|rUgw=ZI6tVko;XHQXa5AsW5RMbRW_+KdpxhHS7=%<#Ku&%aI}4_fH#Y9U7^y&KlS!1PD@Moz;5hST_`d zF&Q&oSOk2&SBsyQxH-OkPt3aszF8%Vg%6GORN&Y}N0-UU@N5&uy$WVwca_74FooM=4m4HqFImCL<$6g3Eq4`w!_n3))av~c4EE9%&t;u{h8LJ^DZ9Nq;pIPCV$2!xtHG5uEg>-V_(FbDA z3oAV5?QPJ87O396^);s4$^`jiu$);^Sv8T!s@Xyd{D3yc8-n53C zsjzkDVdO4=<4h>e1;x7ZQ@LsNFG3n*K2?8s)m;AUM72DD^SSwQg%}iZF=lJwEqa09 z#50p|?PzywQs}-~fV>IGZxqv#cyBxt81$$Pg_kIJ{AdOB@L-H8BHt-XFwX8oNx8#3PMp`E z>fE&_OyZDTEuqs?m^5W#lAK;6 zOp-dfV+(M3VB(FMkVZAVXB%%-5RGKNpWV7^1@G)N=I(NH&*@6 z%gk=2P3HFnwB)*2xDH1I9fImM(e4uC7C9l0+i z{x>T;aV~!ap4S9zQb1%w6yqdNudOg#E(B?a0ZF`(sGo`@Ss400G4+%z$!fiG zmUQXC@)Ubc@o7~c8`VzSd?;YI;n*^5w5Lt#zF72>5_VSWox|>?(J>C9oW`b#N}$bY zT?5Jsn6v@Rrf&=A-Xi8KF|z~S8JaO>Oz1kIrx5j3ChIaEig|ltG^ytua;iCV-t(fTl+o&^u>2`8hAzUgWWw@gqNkLwv|2Y|X>yDtb65grvewL`1hb#| zM$J~@nNdjC`n?v|k42AZ+0V#;vunh8Fk5P1w&qdByd+TPZDK)FqfW?vo@b)YZ;GB0 z*iY*eWHK1xxoJKW)Bd0sOzLTe+{ZJg{Rg6_loVsN{(C7}PoNm9A9L|6irL^QJWL=M zg^K=rEf9=_L1_tQ2MA_IGlGeENnp;G1;kThPDn6kP0abC=xK!s=HJC&QcpW1nDgee zzbkr5NibIH|6hvM69~rY$6P#%U@j`;b}gAzU72Mo3~ZfFEW|PC#OnLvDK;n;%QL|U z`rVgZgN^xzJh;hs;I5|H`K)|ackUt6<=?p8^45qZhP?(eRa!PdPX!h?!K1acpYDV zg|ENL*Vp6fzJV^khRcyv?i*UEWTY-=fQJ2lsx5{`C&J{4QPINta#p;S1b%;osx4*NnUG z#y@69-J5XRb?EXQdg8v9ukYjQ@A38heEogC{sCV$XzaScZ=NBB6qXMT`Y3*i`?{L&HYzk3o#F#9P?71+?~YK zcyh0yx$@-ZX|6oE3eA-#_kNn|w`g))^H-cWAg}4j<+K`Iaaf1axTe_ zntS23G!%EW`dNz~(8YT7)2DtmsGm#K&t>Z83jBcTo<=_xxL4xGy&4xZMSSGQMczx6 zPAs|C;}+VxQT^P6pK;ewe{A7D0v7Jxg1=w51PcAeMQH0YXe2^^;8A~zJ80^24IcEn zUy@Ji8%E0|KM#CqM$(0RB$Tf*frdv_pnv@f8Xf1t=3pMllpRaPq4K3fSbb!8wmg>~ zMuEXnzA{Xi?uPvw%E9mGvGG$U#tuAuYHa+0p}E|WVlG87Fu-Z`8UdpEzU|xp`L(aA zBZXeJbjDdI*EnktQr~$96RuFo5&Sy<2p?BdvOV}Qy2z_^^Y-l;Mk)wyc2vOSMWTBN z7k8sElzY+)L=Qt*`qMQfrtp%4DRi*38!%~A@_w~q)Gws=SrABIVXeLnG-?je`ZJp& z2j@VJE+k{fx6%F))aEtyuq1Paui=DxvNesSD0lc26_VmubuUj2ltrrh4fp*l0^Ye~ z38CRsw&YNtz}>j&w?P9ag`oU#_R1CSR-U9f@9oUBdG6{=Mt zVhW?KXO_s>?V^WNU!;TdGotW6FfHRrH5 zg-n>|i`mJ5v(>o?QZ2E=Gzm1?!IoFWM6C5h$SxQn_?~BozQGMbnLzjL#RKa z4G1myH1k?~s7Qakx%_g@KIzv@4?X#otbO)4 z1^ReOEFp~rW!NLso<_C+h1gWw#Yb)g6CuR5|leSEpnfx4ePY>r^a>z`s^Ii%Oe#h<$KpKKpb+_%NM7W6Y5;8TEnYw!k(uJ zY@{^nU9rl9K)MHK>hy-3lUg}O?)b+vXh#)jLq#K^V}#mtFqYxTVtI0SE?X!Kj~+XC zXyVx63GC?)K0JB~o3(97ynr&MYEGC7Cp9M4Ih#lFFRk#fK15rpg>nhSH&n!lig46cxuT^Ku6>qjMFR?KCK)}`O5(4^g4f*TSOsts~ zJ=y%V{>0cc+XMktWdo$Zljtr=83dWVl0A^wBw26H6}(xW6T^;JsurdTl+KN`JO_?N z0LXxY3LKQVFq_L!9~EZ36fUs;;Zx5#cH$(so)vTDt-yFB8+x$-nM8Ukx}Yzdin;c| z9A)#13C*{|eEhW!g9103YcD6FIfiL+kZ;N9npD`9+0Yt~iHm0I^*)6+Oh_hq%V#ks zW16xp5=cSW>mDjhA)_}=g#A+nve(vwyMm^Fv%BjW()2avy1rTT6hqTLdtia88q?M) zODauJ^>%YD*U>-fV_K-Akb1Nm82d0&<3{1*dXg2z**{aT{K}tt!xIbn9syoS5FHR`xKF&U z*+NuFanZ=`9g>Cf9Yyu(WbTU~`tG}E5QJNG(HM~ zQqTu*q2MdM2=^VjhAt7@81pY~jQ0!N7;6>Om`ieT85|eda9Ci*7C0>YQ0)p(3e1CQ6RdGnT4M2a(pc5D+8zQ@GK)YjE++UEd;~6Vhf}CQ|lq>r)+?6F0$H-{5mZB^>nT zR&S}zrwJQci>;@TSfhb`20LzHXG-u!{e$k(OenE7MS#mX#P5loVkFjEEnO|JAwcd# z+;KdVsGB;Y&B=5M7HD%$M!TB^He+^H%NQ=NnIL?S0b+|QYaR#4^_NI&a@4led}}-=XE9r^ znamH*XvFxr8z)YbtItg3jDk3B;?d`Y{IWJsrG52rx-4M zzgF52VBlN#;S=oilLur09uQ6jS^;LJQ>*hIIBPwd*~YsLJzakf;52JavW8p5@FY@M zoN=uhiSALk`|Fzmz5@x(rs9fMnedep&|Gm1ABLuwYM+`a!C6i>`an$iz7?MGS|1(6 zpd@tU@|slL7SFKO!NPM>xm~9qYN)TlT{Uc_FFpcL_C`UyMs;Wn-i*|FB_$BjCvHTI zIB0{%P6pd?MVowYz&STtn3`3U0HHiWk-~mnm-vIHGmiU8GycgP`xNosAAUlEt8l?S4BI^V1(*Es$a0o&Jicge%;<4q03&4lk{~Si$SdQZW#CEdD*{j6 zozP`FtX6GtcIz!pJ8NZcY;HDjOaex;={V&~zS#tXH#fx(3C|YZ7r^~!SAly_12@3H z4p6mYV4J(hBtV<&wJnX%TKuLA=K52}rcF#Uur_5-CJ#lBh!S9(*6()l-73z>fD&na4MAE zW}>v5f=1~$wlCk5=xj}PHLZZ0sk$YmIlRKt9Bd0kQmlO|=dt@&7#ODXNm}nz?90MI zlitnN>sKL_MhnxC zw!vwG=;trI03n?CuVr;(yHTC8QC_ev`&qWlc<|-uKrHSb zc6V_@R(gj?046ZarK(>pBsmL7(}g5>C6GIi^a(QD5^pJF_*LXbVlS{Hp++wWnE&_g z!aS7bdrg>sTJ#hn&3A^DGL!;zs^`ki1BL3dYLm`ZO1na3EWEAcjJGvAMUIc&RzsNY zZP>u)pLk`^1h_mkf?IwwxUpAqvag7tN~-RF6NiX+Pg9_DAx~81cufUsX2|U(v)4HR z!AW6Xd_+K`PJj5B;Ay+5jG}Z*1o?^ok><30JFAIoJEiZoZx3pTn7hyQx<3iT?6wQ9>SCP}MQh&i&s(OE8S=u7+!2%F{FF{YY z6jxJEw}x|xAFswCdwQD?7e;Nom@o(xc&FUnzex`89M~6l7q+*uVH7pH(f=@ty7MS% z2H^i4QPg+cC7Jt0Be(7Pg=0o*>+vDC#$~GQJL?sMQFQqNrbvo@1k^ zUylckqNslo&)gT&GB%7yqYdQN_yvGbomrrK1r7s&}R$WxQ?-= z<`%iBMQ&!1n^@$}7x~jg{wxx8&7Cv1B zCY#x05R?6-q?qh}_iIMdXLG$WQye}N%EDg8T0 zs`^@0-+bxiOOe$5^{q~8zzjh79kfN&5vWSS;}|Y>EN8+kh9&CxIW3)9D$^8KUt7t; z_qDL({yh!VT}6>)U%)@>eRzPQgVIz!w}es#k?ELnzSYerElqt#iy`xcQZ9dfsNx~k zpTpbMsu6sQ0c!3c>Kh0O%P z=TP}{23g0m0H$;FAxbNh%X@_x!>E(^rr0yAeFQ_1!%JO)f#-dZ-EcVXBYhf;FF{z@ z)R~Fr)sUM};__(+`}Y?(nIJnshKy!NOj($jt)9!%mEnMNl%;%?x7u^rDI8nn`(EH+ z*IeQ9i{LS5k<2=ab`EB%*~1l3WkyAMXAtOJsbm*2nE`we?T16XvAHfTAkiA_?1M~^ zl+TiGDB`2<=*~HGrm{d$erji`m_<6L!rWvQv6oXY17I{1YChoLX|aIXkm|$oT((GO z2RI`@dbn&AW`h!E-^RWVZtB=6Q&(eS2ay5JtIcs3y6%$92t$40!6Wm8KGej`PcTF! zEQ69B{meWV_ax)k6`g;JaMnzu-?B4a5@}7prI>HL&(^IrvZTR6wm32tI%rsL95^%Q~0#e^lS zS;$#N?u&81X=TRU0eicSM#`f0D*UTGyPm&|xssYNWb_8rrqp#IhFaI@FZq#L0SO#9 zvz7$9cp||5N8JTGI}8S3kxHPOM?685S{E;3cD<=D}TZ>*oop3mjytFucF{s;c6ubaxU&b(9? zu&l41LCW~0#roRWLJn#e{D!8$}RGXW`eifTl>|LvcDqP3QrQ!nK?W<(ZMMgn? z>VDiW6LP6t?_bBD%hhToe?@OKDsWfdd~ zDlY#0mkAUH@lcZ4=XGHM zsc`#xLxXvmTxk0k7cms}7etF9DyQOmOi`K~xK_@Y{AHd0rNp1{1pGc4Y^Ur&R^ha(nPz2t4@P8G;#GxRfrP)HEf@xf(4anN$~NnM6tD$0$be&@iCz) zr8Ge(@sj%xZY1L8mIiY(@pJGL`}hw3clc;_TrTyGNwI)qn8G1o-Vo11JpaT-e4tJSKX9{CWqo^NLxDrzw2rPZM5HXE34-+ z8B`lOQ>YHI(Tvm_(t1l!{gCtn+7VMIm~@_ut`t`|gn)XeQqx0Y+VXoaPX&j{mHur* z(}n6pwURA)_;jxSG>Qgn%Y@Mprf%l`8m*N+(K6F_U1knVlG=voxFvqQWw}t`O%W8h zttCjwfzkIZBmPi(P?pfy-ueQ`A-*qRh^fdY3Oh6KAqg&BBA|i47yU9C{ z*VzyXw~w>~*=L*tXEK?2m>jYms4F`)g(4WJ_(P|QCs9M&uS^;kl0y>9O+U6(9l&gT ze8`tML&0&&L=KKh`FwvOef#ozLZDAU{a*5M;Z zM~$>hSkK60T86EJ%+?malY{%0gu!)yiQ#T73ObXdk|5G0lG>(7>NC869ZVzzNj$qt`C#!Pn=JLLW1ISB)jXn_Yoain* zLu2`K?S?~b=g1CB>n~w5jGW#FP8jZ|8$Ia6ChmS7tv$ZfKW^mWe(BOU+(J>1Y@*;z zXaf@6ylMi4#`2Tp@)>XV0D?=VCTbq#2d8JZMV>uOaVPrA2{HyxcxQMs#IN3({OWO5 z?D);6MczE+S4qZ$y!!<;a`*WJ$`{b(MRa+BE?{_FHsH*hu) zz;QUcF*{#Cw3$W`9g?9FInv_@2BnY@w79Kf?xtf9(G~RU!G?@YrNmw9sleWk*hrRU zGZ$j-pV|#auy?H2*b8YPqGX8o%jDm5XPsX=l(~3N9+940OlN*GP<>_uBmWZ3^2>Dj zDqX%#mv7+W^YB%Qhg(a~4pDp)%_R`U5k(Y#LvMA1C=%B#jwm*9W)zTx#y*oQ)C&>x zOhFigH?0%K6=S6wN{&*cQFyUtCvm1NX(R3hK_080jRjo}=Dx~qI6@weVwx>S?AJH# z1y9EoJUe|^MvF1hSofxyz~9K50^N5D2TMj~!n z?YJ(Yanvutm9|5LsX`U55cHUQpO>Dj)2Dt!LOleBPpJ1`PNv@fY&GU<+a9yuX57Zc zZ*y~}ZH61yE6{|2=pjDFnKFH(n=7N<7eWmhBi)14as#A`J~NRn`b;66?n@%w347$r zigd@?26h6{Jr|9&j&$x`dVPHWhXibUj>5Kw+8%5Iw)t&7tJ5~qW1EL4hpE|2Bn-e{ zarKRg7y2&-+}`ANPhbujDNV$SK4ZjNt6Gz2_Y!KMJ;{)Y*Zp|gP)|U+pFv~oqMe39 z0@6LEknTlo4>bYl{5GH8X`8Jhow-F#^w9hA8Z7^-`U2H#Fa2$JzWCf(iu#@_zV(fi z=mY8(EE&j+zEr8gNe1qK?hN0rtFC8tz*aydq2RK*KQoXehK76@x z48c2a9;l#D7rgoE&(Qs;@Ur-5$Ke8fW2C*k-X zkz(}BaV7D9F#Q2Lf&DQ3LFefY7=U5=1K2Qkz@z#}_m8iEb#s;bC-^yf*;aQeZjQUR zQ3S;8bomhOyMIcT?fj&lZf>K?pV5cwXWz2uewZGAgf6@B;7NCc9`B^fM{#q}9l$?P zC!F42>TOBAIIC{?k8}?NdE#qFI;lJqkg`te!i!E zzRy4X?geC#{XPZ3{u5okPM0qdqxd{so_!jZN9eLdm!G4{AJgRz>GJ>6<$HAbEWP|0 z;uJx}b87fWZuCiRaFH8ZaQ7!5W(2T)SwyALtx60m9e`d=u;5fI9G0c@rUedT_n^2C`RNmeqP zko*n&{M310{3`+oPZ!;!211zY(697;Bel*oZ_OCb;_$qmRs1VsUr`fMy$qng z_I!)mt3=E5;ZQ+7wYk1Fc zt>MK=F==BBZ)5*?=%b9%&fpZ#GjOPfa?6UVv8XM66J6y8d$!7#w7AMAbuRL3PDSEp zA`=fnQOE;1>nIB>J8MqYs00Wq1-K?f&j>{h~*Ne)*C#ZXih*5guACgYW?-8P*r%B8 zb&Z!zLLuoz0i1WNFmQHtf^A|366g|NQn7Yxd7BdEkElxXNWfF#eEYNc;=CqQC*!L@ znE_{>jeXFIkm~obgZZ;KxSl7fdc5DKYWf3v0xMtc4M`nHy!u$e!dhe$_>O3+J4@c+ zu7LNa5*kiLPS=~{B&VRs=~4;5HfC)cGlULs#u-EXlE|7!x)M(WSiagmSk#Gwdm6`) zEgq@cj!lI_1|PMm1Jyzf4i}VIjSp&RS0A2L@Lc4v z?32+G309d}TxZi!USdNR>D(HRN#`aPsc$a(It6T?5uL)cga)q(0npHAj)7xo1ExM{ z4Q4}h7ZEt?#U-LumJ#Fim~?UQ-{Z0P>1aa*oed^|>7=nmJQmy5s{PNBLf9YLV>`FU z@`8l+Soe>vfwAQW%_Q4zCy8}Gg^5Hwlz~@cgO**+9AewZ!6>LAQ`P1VNx>M0rVW3jP@QpXq1fhMm%$`qswNxT*0sE z)Uxz&ksm}1)%-HED0Lb{Y($;Y2(2fD; z!7K{3A!=pkjvc#WKcGY4y~D%j&Yc^|a`Sv>?2p_VHtZTt!SO|z(RskPa~t&P5@O<( z!i*Qb+7#rnsBde&?hlQP9vVM+$WJPJq2iI&vYVFbdrloXarC6KfBc{`dTjjQ*r~B& z<0qZN$4)p8pFA|+oH%s+#Ib`9kJ9Y{e(T`a$x|oB4m?bEBt@iaN|4c_z}D1c6rND5 zRZRX#YM)OiEC9V0aas{E6zmhMsQkzi6Q~;wA`lE-5>&Cu2*;9-#H3%dT$5gJPWsiN zrx+vCPi^rjeT(DGk{M_&59<=0JRvXaoO0SF3#FPOTeWe_F@Q}i{8e%_uGKZr$2KG6 zIj9sSYiu%tC7e=Zl~8aF$%0QJ9|1wg89~dHa&2bTxr?Git5lOp+nNIK`PQXpeg27G z^2hf1Ctj0cbaLzX8v-H{;gltMRbRVb9O};e1&$<*)7%^+IY?Nh?7p^f#Pe~aT(OX3 zsyx3?;iSmrb0w;8jmkr)-T{-fa^f#MpE00M9c9XQtB4XKYbLVnP{EHG#yWq+O=LI} zAVawlgAFYXL$2!w+Qx+DUyQUrQL*YtJ)~OojqR@b=?}rfd&@)l8JN@$@se7L505XX z08GbuWD4Ll)T<98GPp^fD%i?5DYXJGIoL_HQZ5cSl-ANOn8w%d1Vz`hyujUH3d*uMofE9sv-v zsvvN#Ks*zD^cT=OlZrP>>F%ac{2RXR4l?dRjjKBSdv@H07tj$hZTq0@L;h|YAYyc& z5in^4dFZy#*krzh$xaopOrqV$*i2$NNW>Ib*cgIpzO<5-{<>{iYW~G&7m#NeM(LiT zxw7TtB5ka^FCC8dXq2N^cYmO?&z$m%n+uoS2R0m(<%D1o7J?$QHnRUG6b zfJ4q)0g2j3>U-tsDniT1KZk;NA;@!(+j@t>P4uZp&|aY8fSba*qvluOrrPu2F3{h` zi~%jwzzI*%3|->NGupAm+?xud%P_t;Y`-_v%JpcFxB2X_34#c^Oj@5*ba_+T!sY8*9!2pj zYllm9#s3Ouf@n)8Ul&?pCZ=p~V zv=Rs79#L$-XSdZ1QC;vAta6`TSp;PA8BReUa9Pn zlZeoSSS+zp4?7fEhE|C(1j=qiov`vpI_A0A0!%<4vOb7Gs-BKbMkRk1TMC%FNk0KK zvv{UFqF@JQr79`|jxRu?`Y8$)BDb6eQxG$WEIKF`p@NdfC+w^RREOjFNTy_4!uqr& zEMPe%n0!(v+2XSpZrHccRq~XNq0h_DQ_eduF`7SHosiZzUtHkuOa{;-7#Z2TsPH5J zq^idS#puZ-H^A240BqJk0KH1SJZ)O39spZ1-!)iNORFo1>gU_$P0ha;?E?NR!zkm} z)8X!*X^%$xK$obYN5ehT6{73WU=MePwtF<%+ewdUfrSW3l|;FzB-OUIC6xycl`W%m zkl~+@#!4y4)gv1?=AeN9@O5l@TY!bwp|Eza!kF{VZu^)wL&Px{A-hcGN{taC4kaP6 zaUA`WA$5uieO_%6h7#XWqT~u%At}fLg#AH$jgz~8P@v(33K5@A^x=IxNwmvF4-d&I z!yS`Ep3LKndKwdtJ5aQxpn?#cF^A_t&X!;vTl$mph(bw`cY+UxCb1-8O2mt z>YYOv4q$=FaH0ccO>#(1E3j(a9+M+@AX$IFx>z-Vz!$r5!|(+4KiV#48jgcXKOp*Z z1|rw1q8(*_;{7@<>S)Yc@T&PaShr{w#z`Dh<_G%Be}=Wd+LLWdonevC=BY)&$}uK= zVr^*&{qr>fXRhE))nFz?!`#;#Z#M9k#>4@#tHH2JMY8BEIWw(eVc_0;VXB5gv`{AI zvXwKWashaRgJe+eQ)vfyg9M}^_)}}~I7R!ZE#uH+vJ`(A(Adxx?Y83E;>aKoeW8Im zLGz66_=1&_%p{{Vp z9u0Pkkkw%CEiz#cVz4ft!X6EHvohn$mWjNAx)sU7P( z&AV1?M*WXq5XMPPxM6|jNBeJ(5WAo75i8{c$&zcze7*|*m4Uu<SJ^FJH2gN9j3*YSWLbh047@S5yD(pMq6>+vaMONI%DN|8}jnII#D>vSS?HLB& zylomFEAD)45?_Iku?L(lX0dw=?qGz<1_})GTPB+|5(#LhaOF!GSa8@o(K0}QAp}Qi zzHOe5)J*PhApKHElACRtFEsyRU(|J|lf_erJI4Q}RS-(|%NlFEZfgY|bCGQjZ6B9sT`I>?LJEKXg?-C=;L#lW06 z4JSO3DPFz^!>PKeGQCP31ol1Uy2Ni|Q$y$o;YRXLIo0c)P>a4ufdl0dQgea+ZS-wGdvSf*2WHQ;pBCH2Yc6n(&O;p&)^z087=5>ynpcZgfnP1C@2lcV0P*Sj_s0lVO zV>FnA#3`?jwH_=807q(%_L>P5CO&H5F*AUbs|smav@-cVKoq(eO(%yxH5vu*Lp$W3 znKN~X`%{vycoXKzgp)qmk}U&AfXw(7RK}h#n1bUs_SrqjBy}E%ACZ(7RIz)*cOUUt0OyqjBy} zttRwnp!cTIMtU^J`%@}CJsM_z%es}=9wy1~RNKP`&F$eEgxZyIduX-Z^7gRbv>Vp{ z#|b#xg?SN%ShbzYE`&xm(@ci*RNnBgD%;1JE-=|Ll|j!XUme=2kuptD7&SO(GDpVy z^ox+cKH(0ewqT8nY-IiO{l;0zrVYtl9@%I~rJgPqQE*uKbHJ6HvpJX5`C{WBs{ryt)^@#@^ihV>8d*e`W$y>|YPe6mn@HO5JlfMyuW~6*iK(@+ zw`~5!KwEPXYns$}sx_Txdrgb|laV!5sT-IpvTHqT3LKe9mW3%UuMS2BqXF6K;QkJ4 zoyW^d#;?FELM8}RZB!+E=N95tc3;}Q#WOAiNj1XxPxotbKC%_{a_({ z7n5K6&``e)__4yhx-~j(wR|vr1+N06~(Xp9Gcr8{U#Rd_Ld9VO$C8A7v<0P#B=|R+?$2Qp8Ok>9UJulV zgt_=}cub-c@b%!GqGo^tC9YM0ju3xbn^OmPd5Hl~#R9Smx1ihr%L>M2w7`2#OgA#n z0Gd-AX9-_40wH$WHJ=>Ny#jzz>$Ep*-aG@^mq7mH{l^S|f(1gPjUXvlfMl+3ZCh|Q z|6*T2B{)IsguyJs5aYz>J!yDYuf~{$P4;SxX*h9@#&};kX5XVx?v0RYJlAh1PkJ=M z`%{Xn9u0GE=TfmpBfOsvAv+hmJsRd-pKdyk?L8Xd-6_;Dpu7Fj7`ejj+4nMrzcAL8c9~i$~{<;5Ug1sn&yf{Vd&|YSol|lX$4=QzK4MXolJ=Oq84x3&0AX%`EK;nATN?qw zZk?qhI6&f-s8h~o666V|30b|8OjcHQ{EK6Mp~cTBw?C3NeyF!TbuxVv^|r<^xF1Ll zdWqV*C)z!bYW~H(w2Qk8LyS}E_oc<59*y%J8fT}d+M_WZ(BT$zhRU|(wke`VBjubM z*iie&y$uOZFyJJlPsM;=(2N0h(0b?+Zk;2xeCBT+`JetB@O^{>`N?F7ua3g5qYnAxJg|$Tc*fuEkUh zWbDyE?~?A;ZQy*51~}RU((2Jr_Y>bqMZrB9=rd@ULk^kDD1^XEqR|dSQWyjE6Q;nM z7yKiolbh9g=K}9C2)tAJv>fv76jk+6JQuMTWgMbmtFD4tBU#o-Dq)Afl8MjS`zV7T z@*4#Q@09B(UpY(3Q0W{Ve?r7yi$PU~INf02q@x-90OcL>LzyawJ4aXw=L4tXG!Jr< z5*gAK1R0E~Wwg1#BY+6PN#7JCv@fR+$U>NNJ zd?Y2jM<4^EN|X4A=3k6a)P z$$`E{$4))#*u$rsNB5sNv48y3*rAgSD)2=L@*O*j;(O0_j*N{T#IZf35~hc30+Pal z-BtP!Oo@QV938&<8P=53FRA5R$bgT9X~`wxsgG53=;mMS?Hp^DVQ_JLd0#*SEfEI}*O@%%Y+VsZkH&d_N;>S( zFb{Tv+v;v_M{R4UHTnkvqh1fx!=;#jSB zuHw8OD$YYxnn=a}gSs9nWG9gdmUNu45;j#1e9UnALyCzKZMcQdemF@%Yd`=#XH;MX z0y++o)1$m#pfxz9{7kU`x3;PLwgL7$tDs;ZOZy;41Clx@Q)PlG)vx@sD8+8EFv+!J zctA6hjsQu6bvGF1R25kjAQs|V}2$~P6Uig+YMcUBf4iXZmg^Fx)RVY_v0b5>&{5)n)Yc@9z8z(X_BR_Bri8JsKdYfV$<+7sOg>MQDvdqDxG8=S!bc!`t~p+u7rx1pDRI=9-yRE3S&tG_<9U- zSgNdB(qZZEKBeaUArN3#B`Swa4)B>g z2VhWza0G4i!BWVED+R^V3zd(^FYT*cKG#mavFB+?}AzlUjn_A|+v?wWA(3=GD zwPMC={>6Q?Rp=b)mtlahS|*{ON-5hRZS`uPsY$q31N9F@JLeR=8mQ(x9W$gJ4U}w- zo%6jO4f38e?6pT@9PI)Z@6k~2NhK_V4wuBLQ|WMTGkx^RAJcGNwHzuiN)_$hRM`BD5GpIUv|Os&3JrdF?Ce`x%m zgTu{JhfW+li6hQ~kwZ`IdZ#jECcY`w?~-g|8&KB$4zf(VaH-$@SNuM{lY)OguB@BmP@(cJqa)J8_{;B!%{~PM;mAEzTzKX9m(v4rj zKm8o}x2&aSU&P&U_qF`S>-hRBeEn6vz8+Wi4RrZ6T#l@A->81xgr9Nu*ZKNpzP^PX zT<8v?xg%@b-=M$NxWCDd{tI8E<@N z{26_?e)cVk?uY5|N9eK}51w>K=9fh+L;FYtqXsrtg_J{}J#R7@745#VZVckPe}w^rNMD<*UmlJTUIVal$Bc5-9dd~HJ37AmS{YwV zKdp_h=64c{(1s*VB;Q{|N6add$3DxWtcKVnUvK z;kC4m?rQb37C%_r_3Ecj{cKP_m#Ux3)Xx?80qQ)BelBpY#E*M5E-wVsPM`z)6Ybon zes03gxa+7tw(uX{B0OVGbPN9e`BfLJx`6(B;S%ud^B3XSXYfJYL#EFO@`d5}5!7o`{q9O9C(G!`X^$tgsiu^X=M z97Z{u{BWgKD&;G~K-M$E{?LP8#PoXlkD-cJT~f^bLV&Avfb@|QIvgIc^_H-RJ`iAd zfj!#pfMLOI*ga48SRYt}Y5nCR4G`edjUKcvq193_o_!vzJ-*aGUf=A4d?@r6f_Y}? zrAy=W%k`te94dH{A&75Z5#ALz zs;Dl5H|Mc$&Z>JFV~4ym$dXbi$tJ5*t)a{45-%*sq69zkeXnibcb^=UvWS6ZQx z&tgOibSmyOhKLR9ZJj7L9p%yRp*bvp24z}L1$n-oR%to7)O+oQBNMy|oDgEd!eWM=xye#{4sNO`q*W{CVF+h_;3TAz+gD^ zvO!5wj?~u_Jg}6dCw)=%1vJc}sy^Oa7xOApS`{0fn1CB{bz)*@eqk@^Xy9cyZh%cm zb1J2U6s8NZDwvkNk;A^r85O-RvM)Zxc0r5Awg<{E(U)%H1n?7}FZY9@f+fsdN zEKLttt--u&D`awhioJTvj#)8-3vlg!vv(z6a#YniLlTlq2#ZKi+)4%0qm$0eWDg|l zphlt(A_ig@db(>eUFqqb^pa#S#NY!TOQQ(GCaB;O#9dq-s60V&LDA>(To5zO7(blM^m6Mz=lu8FQ>X4dhXt+8S?qY;RCwf?;c;#AK=zU0 zT5&71f`Yw};)gfg+B0K@q=8Isjj<;Wb?xmYXSHl@B%eK@!8@4kHugYLd}1;?42f~D zNOqVVrI{Qq6}Oq$;WHY1LqY9$_S$CWlLeMS-@M29{PE?XGz9s5If&&@FJCICsK9FrOJSySHnhO|E*!fVa@xNOce=&x!WD*TMTm}rI>zyiH zTRYghwyST6{v<9slx+p-!8Yp>?E4WJxaoXwEBl;C7oA9pa>63uT1>Q7^KLMe>)r!C z+;-kAryX?4(H};;+ThR#R~itOdmOgn4TsFmo?PqGPSe4h_;CJO{OoJ?l;PQ?;_2zt z?gV=S{MMR9Pv*0T!JJ@GVuK%M30S7b?Ih!%T_d8sje>SUjrP`1v~CzNT!Z{haK-5{ z0$MdhoFAd!+^NQSM-b;V@Ph9yrFqvAgVSq|62$VJ9{qwvfcx7*it7FXUfrSmZO(%Y z4+W?PQ7li5-PfE0f7#n1KDZxTn!V{{>YEG0!^NrQeE1MQY&2TTPhHZS2X|D?U3An_ zisoGS3=bHlHaOA1F`xoF8n_Q6g9&tJz|?X4`vE~ApMviwr?p2w2i4nysCEZt#ct6| zzb2siU>quM`Vw{ZcLFNBuGFkPP+V9iK;Ax~b*lZprh`1ILaD}a+?b~U-Z6_Ox!u6zPisK0)CvA$E5Uh!YcqsuD z#t_Y!l@V)7SPy!=yZv{%=c zErwUS2(VCYM+&cO5J}w4VolH_$ci@smacCkph};vw-Hd`b)}~3On8Ta2*dqz3@VZhHb`I~oWbP6vJ48UHM_Cs~H%NO5L0r5cu%z8cK$SjeM+m6!x>A#N zChTVu2|GbRrAJtfp&MkqkRU4F09dkKNkEl8S#Khs!s|*+*4cd9rAXKJ5^(9!)j`n> z!hVtY%&Phx&SK&VIE$HSAD8Kd~H7tbcO-9qv@2NGcE z8LNAFo#zl_#ZMiqn;9UW!V?3V16xNxh1Zpuu5w=IB?MG@Z0%ZJ=UjrQcmrU`S|*@M zpRBtHsPMW{lQk@_b14Cr9$mYb*LgERSiBLignc&wRr-YeC;=5-S8Bq#`4r(4&V2-A zdX#l>bmPwBI|Om@hQN~c5dy08N&6=PD!i`Lq?PkJ`)|d^)p~^OT3+V}f~a@{V9A;x zph};tD+s9Yx>A!hEU$AC0hbujn>=tIXL?zVZq)(&@nj6y80Rc6<$|rvd-en7M#+<1Xw7x zN}E(|5L&kowh5wE0ld$|^8RlGr6FwTcqd*zD8yRY{^~?r!4njc+zfPmr9X9!5V;tIG&8LooOhu@i zQ#Oa)(hTq?RMTj|zQm2DLdu|omFBR^!c4C_^JrDpGNy^?2SW3^c;3^#lEwQzQm zzrjD*JX9)Rlj&>K!99l&l9vG6!G80X0Nc!7aF1oTs$AHFbc&LSgmfzzWTe7r%TB96 z*Hq{~TFOI&k& z0(vGEgRAXqt}&54&T9g39#B9a)M)&MEBOC%!7)Sl?}?lHO-$M+bk2*qHp1PzI4IuF%d^a@u1PQ);K#G~Z^EVHc+J*8~#Y5p;M%vO4rw zbsZa6hgGxd{#w7$A*k(7?GFp0y+0w*G!~R*ONjQ?ly`H|U=};a1$oqc2XzRKy3BHk zP?zA*uK}MEcGDYR600!J@A~$yHb$yYPEovPoqO`G+&C194m>LLUKV)rorHMe*y2Gp z9Cst)eS1KJ^#`_OSOCojAVFIn9w}Aw+eA?|odwz2b?ep{IVg#}d7$4I>^Fw^e@puf z_rGQRhX23i{f7JBihcwBTiI`{+S1F$krP_EzTT4{&aDi8mP z$32#tFxPH|65W7p?XoN&sO57dbM0Vu)ykEFs|JTw4y;B^N$m#$deCoH@BRBc;6B~{x~&Yl>*fGHB$7P2|VnGX?9H>9NV zBW+H&LrG4p;d&%7t7}hZU+On<^o)HM0tslSZ45IkB9lFKoBg>tkngrv@L3kzyzm<4 z{=dtW#gGGr!?%!xC|6p)9@u($G3&fF32z?YyxIEu5cou^BbNK2gUXfGYpu_*k=XTW zX1xxXX7>TiSwd3VHYD!_AujUFH7DKi!rBPeZuXDt9IoXn^?G|vE}j`)`oA?u+r2HU z4)nHg1hd;eG7X*$0*Bv142$n<+R55hv=pJyJCZr6v$Yn+kD%|c z)T}>elX$y^_?qcE>^XpC+v^C@BiQDkl4fSiHrE>os1P%gsH=ApP~ml@-sY+-V|*t8 zpdOVwRK_@pMlp4#zd+Cjoy zn*dAKQwXT=ZV;=hjRaJ9U8(6RZyp~ZpweTjejx)QS$7ab#Tx)i)(Z)!(kJVc1XOrk zsmU5v!tW*mE;OSjyaBLe zT}MEbzK4AY0To_XYO;ov@H?A;OOLKel<*@GwoDKfZv-r1cN0*hPuNQdsPMW{6IT5s z<~jmGJ?cIlp2WPHpcOou)OHKW>wJ^|OV3!{%j^6PL00_K!Md665K!TXfz9hYLO_Mr zm71<{Ugu8)RC;XfT3+XXGCsD)8vskzBM7L{Cu@d)3a=|QS;O)=D+svs=-S1+&Wj1c z;*EeM>?Q)L^a(pkK!w+pny_v@Mab*a3CQ#)>*DA}Ugu(hxOhWgNqY?eRr;iT8vzww zS8CGAd7TdsQ0Wo2Yk8f|5Jbfr087@d5m2R1)`tnG@VZiyH7u|58v-spx+a*{k*E=~ zM`l(9AH$-l5mgfeeZVYgpfL4I2VT9_3@5>+b6nvlZ!qg*s0|?3CyqZ1da77isp-Ul ztr}}FJPqjdJrYn;b?+2g@d^&dYF#4CGr;t2!C|Y&>O5HRBjU_- z8Qy9h7Ftta%BeAIO|UUmv11I|*>5joR$+g>cFL-;ulKgjFo#tU_MI2D&te;FAop|t z9I4y^V}ut42-e7b=83sdzER56O@+^DPu^Ln#+^Hn4E_CH*SZPBYQH|P8>qMEcxM4(Tzu=g)FC|TGRq}GU4no1 z$~lVBT!2Ze;?=jIikmOEZFuC9qMT+>|kpT`{-!6Iob@#J7aydao=~T;Yq1MtQyv6PUGN)}gNC0Y>Cap@blF#)Zz^L4P}kt+2BtjUl`uR+t<2k%08zI*IBfMweQ1nCiM zb5Kb$Gv;9Yj|r#{Gn1&R-xE;bb)|k%sw`!*-*#C46Ue5vPvs7kvWcQmOzokC1byIX zq&8SsDVrk+xb$33a;0pDrdUM~IcZbKrEE?iph6iUy;3$&c8J*!b2dR@yd5NeAA@SF zBdD-z;|>BUyuX)p6|**8NI-?RAXZmb5>VlFrFOOILt!@&5TfR~R6nMphr*)#LCg~Q zA%a%$Y*O1z8Pj}{08r0t(>td520=kk;v#m?kqVQLX3*Ds1#{5&;!HdXOv_6KS1JK!xWOR#)c|P~ml@Ua>=t zahD0O^!$GU$GDxK32TDa5M;%h087^^2&mGh>zfIv@VZjdRX)c3ZUQPjw(1|_CX)3Y zf~a@{V9EMF1XSsh^*aPqcwMQ<>TD_$o-IE@z@JG_mb5P>ph};#n+T}zx>A!?KE^#t zK&3}m{bSrjvYtl}6>k76SuZA_N}sIP5K!TDr6z0GG48h!aOu%CiDTSE!rn;`7H>wsPMW{ zlQk@_vzLHNkFH(J>r4@Z#Tx-j*tZf;rBB%R6HwuGr6#PKPZ9DuA15HwqpXXg8+o0t z62!$D0!!M52&mF0?XL)^@VZiyR?h4EjetszuwBdR9NfUi>UaZS$@)wJs`Sa)Pe6s& zm71(!d7U)`TzYg(Fs~y~BW91x27<6?YDCp|K$PdR4^4>!UA^B7I2R570~r-neWV%y zUY)+z@gqB!8ZO>o5q0|FPlYC4r>{z|p(bJNYJpneKp9Zu>X>-CcPbZnb^2npE;0uQ zvlUFALY=#x}EBHcLjqEZ2(lNyDtwi{ntkux8XNMzOqu{k;|b?j3KG;GIe#SAvf{ zr{8#SrBN;CN=9XrmpeSYG6{d2QP0(j@QpnCy^=4Q^~tPphFLAbcqbTVR!Ui8+0y>r z4VA1h=mMFT$Qr9xE?&JlP$Tg@;kX~(d!q*OhxfiICG3LvZxxKf3!KCqwhyh)qA>qV zdlpFM?@r0ak0vXyR|M-0HgJIX>@al~OE!KfSy{c3jrYUAAX<3IM)s!X?nFu@U$XIs zimPEF0*Am}$;OAcjF=((r#-PH8-K*a@Kp}u%T9R7M!)idB^#Bxk1W|3|E;K!jjC@- zYqcV{^Sh5nXMrm2Lu=m|!mDk@CS+uRCY2NON;ZCo50O&I#%Jt^o+lXEIf8qh=m<8j zjwgBwFWJ~yj3Z->=#L3YOg33Lz4~`AfPrzLr^FGas!nr6D9|Vr#Sz{SbhtiQ9eP}O zAsbkSD^4D~B}dGCdPsTla}yHH?|rR5!Nk=o-KcQDujHg5Oi_=zXHkdn+#9o8BGe`L zX|Hsn7}W)sq+h!6(uBz2Onk3&qZ0S}10lExmTs&kQo6C_R5M=r#^tL9R}BuVT)uj6 z`Ou10s}$86y92>?M0OB=9oQq`0*-1+973YFSHMxc_qO@zyFrf}J!89&HVQa0S7R4& zd>U$oId#8VMWcV~|X zwPeRmbe67+H7vff=>|wkIx5*$s4@L=Z~aDj*lj~mTLVd*y0O+68t6CjJ6eAY4nWD< zb#_s@R(ZILWr~JtE)3^p>kIaMYt)B?xa)KH^+%_irpDvn2&fQG7#&pD&6B-5VXnK6R(N<9=WZ;-!)FK8z8a4$Za$r$Z@p)f3-gsy z$;{V_m2xec8_8!+XpD}U)hVrqmQMjOU=Co}Hb9Ub!8Qk#G&5tWE36}+Ld;B}u3kbw zh1Zoj-K4CCbT$E?9+f*(4=IX9F$Jv31byIXq&8SsJ*3?PTzYm&t{xK66ju;LPTCZ5 zJ)}1iP@xQwUOl8JJH+g&`T#*jsHVHh4=T8u42~4?+{SoEr`|C zBLq}dZZ1iv= z0Tn)akSrJzX}yzx3ePL7uI?nD!s|-CVu#cM_zVFS%I!$uRRXmDoS+G7f(Hq*;!S|1 z>rV-&(x>Ym38?V8Qqxtg1u$z8ANK08RlgPhk*rT4h>AA=maNYsph};t%Lu6Ox>A!h ztQNot1YCM_O`;Y6k+5eHgvA>HOV|PdRr-Xj5>VlFr6#O<24C1Uv6p~MkFqX~Zahbu zB8ZDO1eUaKC7?>5wC^XN!s|*+TDca$#|fzP2&-QUfaqbrN)Q!q04!M_BA`m2tiK|l z!s|*+*05Rte;GD zt?}q^Tw+tqlb8(zt>D?Dwp&PE=amFlddBKrUT1xb*0nU|vU}M$8_W zTM5FVsS#BS0#W19J~S0IP?-9qihy2e#~<6L)ql8 z)`x53xoUlTqXJbqr!H|y?hL|td%qIXT^A1Umx^d zgqVEmVR(Y)-$Foz@ca%ctV`HNK!u>WgDPl4Ezf^G0dluJ|0L&30-m2}=4%N$!?(4;GDCKJ^GP<0TZ;r%_x8)YZ#}(HHgZP3TB+5H9Ztkj_rF0lCP`A8eR~1~){!GWNn%XPb z62^STAYQ@wPcZ%a3(n6Jt^@|@PQ~#f1Q^-^d$n5+X9M%vt)A#Cs*J2Se)MeNPQh3D z?zo6|q#FGTb4Dgtt>z}74%=db)d^;WEL~z{tb4>eH|t(@6Xh=(){_&Lq~*z~$174k z2m^yQ!i$u%H=|gXe39}ODXtb3&?z|Y6)8W3%ZM4mpR2$YDPPaT@D(ZN?lQbcxnKFg zBIQcmM;0lM|5j9ya@9AbH3n0pJd4)81Hn)FW^I1ZO^|G{CP|x12q!eiCAuo zkC;`~=fbO^$X1Pd6?$8oWRB*bF$R=VjGn7aF%v4xTJbHxpO82FBd(1pA9UgLj|E^1Bx4?%55CY)2LIS%I^wl9kx&60sZx#-&>vrFm>& zN=t+-1lnKYK0g!h!~;eQ>k={NkX=4BI5ar8boDCelQ%fDY>1ESd^0$5W)SMAL-q8&zTS=1T;3eX z<+mA`@k*_3RLwl3l?-TwS29YuTD@;guVG}f+1@jArG|NOwOXmJF-`&`#&`ohK4Kb! zCk1B9zmVKE_3WFsQD9!e-7wUgTS%J9UN;OeMQP7NUmi1Z^o)J8(MC56c2i<^!#JN! zOWqBG|CVew3^(DGUN?+oqs4MzxRk4IHHRn6+_qYKeKDRF-g_W8Slb;ks_A#gkgySY zWjtf%j2XdkGP~9od&0{%8@r7?aI-ftnH`3mGSJ>LJIu3+!=>UjGdp~Sy`i9XJj*n0 zc0O5PdulfCaXx>1d2-8^kYUQu2-GYL*Uaq=vz&*qHt-kDaQ{fCuJ`&RDR&temxn|egRcPOmgM%(fj3?!{ zg~0MwS-!aD0y@1+Ley#9!XQNUGI@Bv88i0z*nK{hzJN}zl`P!Hw&rX|j~F1o-3|i0 ze;{bEqlH$K5R3w%KaAE$aA?G;;z<_V+}5+J^`4!MfWHOTbQj(=VS2>e3B$vqQ|W|4 zOpln)6Hp^=c-IqynCde*`#a581a3Y;(0ACwZhw|sy{kTz z9x*?*=Kz*%{~$<@V4H(Vnwc?W5e|4Y#1Y7cJBXP{)YTCLRCryfDXgrgo*@9#qjHDp zsYlT$rtHcw1byIXq&8SsJ@pq8aOv48xq9kEQ=CH(IcZbK_0&rQR47BFS5H044(^@1 z6NzmRBeA^%iSc%j{Cy0n*L4IHc5S?ofC}&LC0)g=jqfC&!dnolt2+s(@VZjFT6JZz z&kzuz=DKuxvZIyBqWnS368RuOD|j}k?WT-reo6qSXSV4b)BKH~kE9J27Sr_Z#fR*A zcItXe^Gt%sNt;5BY5EDMP==UxG0kxViSc%j*6Em-X2Y~Z^~#Q*!bT4k0Tn)akSrJz zY3(AQ!t)BNtJe}x;dP~6u|sN!P7z?C+>R7pB~VM$37W7bxQ!qy-UL{>{ucpN`gHvi z0To_XYP!mYB)&>OrN>r|L95Cgk*q%^h>AA=maM-gph};t`(1z!V)43ClQpcC=)nYB zdUQ?V_%)HRM-qg^8v#q$Ap)xO340s?6<$|r!n!p)g~w_e2*~s(>*DB!mmML9i#G(8 zv=anW>63O30To_XYSPNJM4JRudW6-lB}(+LHxWd|8vskz_YzR0Pu9B#sPMW{lQpcC z=;sNz^yr#IEm0z2zef-jZv-r1e?dT%K4JetK!w+pny~68F>_yokFxcs`*?T~^K^n% z@N81sEhMk=d;%;zV|6dDvyLDue(GS|%u5KU@WjC8z|JP1!s|*+S2?dUMnI*<)~@As zb`wO!8vskzO9`mbC+l?tRCryf$r_f|xs`xRkFH(J>wJ_TEZzuM!rn(fl|Es=K|qDq zm71__K1Imu{2u|C9%Wq|-N@_wi6AcC5LnXg|L^z+I(^bUnSctfD>Z55yv}n7sPqWi zwY<&>f~a@{V99zC0af~BJ)M9GuPZfK!}2=k5^(9!HNm`&M2(m|GIfHmXlg{2f}~gZ38)Zm%Rv>i;J@zazgqQHRCryf0}AC%`hO4r>QT8vJL#in6m#_9Nf)Mi6Xl>%8!T)my+OdG zXQ$+L(i2Uwj36?8MypLB@1#G0fC^=Z^mfum*&!w#Ka(Ia-VTz#k3m)F2rBH_SS6ss z`+G@OF>B*q0xG-(vATL40To_X>iMmHCVe9TA!@Em+t)k#OghRR#4M5TCujxFCbiv^ zG0n#b0QJl^y>0!I(&E0|6DDS6E%Wl7I@YEA@&UvWv_jz(Tnl zDZENx7nu_@VNI}yAS>PkSh_X|sM4qF8wsfJx>D0s-bHpB0hJzG^>>jG$$A$-RJ;MO zWc@q=Rr+LofPf0GD>Yfec9H#q<@5uw7&~5pe0zHHlqhM8bZEAS~VpSi*jifGT~$ zewly@uPZfS)lXu+M?k1Y-N(a|nBNk#f@hQ3ZXtP{8UKNgd-aUfy}Zto39{m+4%W>) zhky!C3~UZ;fPf0GD>Yr^yv{lTDm}J#Ew6JrK~%f}uw*@#fGT~mmIA!hEU&Yh zfJ=|AUCirTK@b*i1T10SOhA=BVc$(ah1Zpuux>s@$m@KRfJ~3FE{<;Gb^eDSF5VDW z(td}4Dt*#ELO_Mrm7272Ugu8)RCp z7(v+x9Ti}B!XdmJ1XKtLIH<69w-*vnA-scwDriwBIJdqxYsL(iIWf*-v{cE}#dDU| z5MYO~xBathN!(9d$(fV0{s3a1Kb5f_v&H|j{STgkSYyARpf$X)=a0>p(RaZV6Y#qr zS+i%YIBnr?VY+^tfa-9#M$QVeXv6B64Z%S#e874XE^iSh#uo^v@VYwwC{b54p|iE9 zE&ht2uLlXpmPP8Td1%dU`9545&sFQ&8x?5jJ#~qr#=#y@jft)dw85;CL6#Q2OGaAw z;(Ius3g7ed@+f5Y@E9+}M-!R-XM&}|IF0a9HVUm9$Ugw;u=OqGfW?AKz!d2`>ej89BvTWC@-N5AMNdiq77mk@+Tgd2`Iuq)770xE=8)gZ}w z0JCGQ8D1 ztZEiUOS!GtLa|n_7DpQOVx?T0ve=&Nu@kKcHpXqN&+vBk+ayyT`}4I^R*ilANu$Mb zVYrm5ZZ(G|%-ptGrf3Zvy1E_g3jHH~tmZd5rkvyc^?*yCRuAyRua zVS0u66o*1HSzya4^!gx$b_-Vm3SApXp&LWrxw>ZtgnID5EfBWfEPkZf`?6d$H*VI= zDoh3Ep6wSbwD-RuNPd-ohlAe0IlrMX5_SKhko+b9>`oc$XmQ54 zZ)B|FBHocE*%7;p44+Yb#^S}maTBJHJ)K#*rih0OA5Eu0AXbU*HI+i&x zKE&Jj5Qu3w8JvcbvD47{(_*-s-(^7sFF`|pWyWEhV7o&thgG%^xpj4#AU<`p)-HCFfrPjzkcNh z=dV)tk@GkHTUoY_A}B1-P&K^P1V0vSqKJi-fMSiiR^Lo@Gw*j}wk!A$1Qa*8LtM^> zu)^5EIb-UI>?C$NLf(iMGB1>@$mmuFUb=8zFx8U9> z*&lv#;KRekx;ZX>qxnKTpfb*keeGFr=NY`#TCHn|gwPyIpwTCjrO`bh3x|&Be+&jr+#4Nd{_|eSqX`z5vny?LbMmH zJq-}!ZUdd^>QVP8)FC|TGRq}GT>|^BabpxQ6B}R>OmOSlMKOgx_vBqHr4A3>Ta@8m z*n3$Z$BPmohhu;T0gUZ0mAKa*3c!CJ0RE|U>()WIvDVl;*l!H=8%z6*W&OtTeq%+y zVXTDzuY&)t?l%Sp;Q#QE!J#d^>?@PPSKy2G*9YO7%h*TZD{MISvN33XB^dv}2-1_5 zT@W4h@e4Sg?&Vp^%;r_uE%xh9@YH&J*#NvDD*cHel1&)ftgisR)FM;vkAX?Ux6w%3 z`W|VMDMyf|V8fk1;=?d|{`j7lMUI}avq^JD8|6HUXs5y-^NrocKWELgfcRxLndZ5_ z^}=tLSo8VM1NhGc{O5uE=Ry4E!R)6qdCp>w^t`p4haE?_kNNzoy7h&eFzLOhEPN|i zSPHf|2crCH5&Q(Z)7c2uX}(~zSRdY2Ff)Bd2A=$lR|<`i3AY3xk1+eDn$HM*BkPPY zHFn~L`c%#qZR|3eJzN@3Lbfb6i%Z5Txi!X~dH$J*?CvcSTV&3l~BA77r_vc=eK1cxb` zwYpgtu9@2#W;qXIZQw7Q;r!hiOzX1jx+9fJ3H~XT>+qAOk>KBag)Jnz;5X1P{2ZBt zy=b?47YLWIDL0eVy%8>CC!@L9q8wfH0Se!fd(*oWQ=xKOHB3 zYldblsb>%v%yrHI4{W>Mmdg#g)aVbR9c6H6gd_AM3vPDr$+h0IA11)x!gP8MemYr* zz2fhH;bD$QCsx)3P^}SBeT;w#u{F#=h21~+IRYxg{y_&-(1QQEJ%heY(06F?IuEv2 z6e{DnVtH!pKE-B>=ECrZ&EBt3n=tdm(PAFqEXC#{lx@*;Ax~bSXh1iqY1e5?37%6eWEE|N)S0|Q^@u8w-8XF43S=a{U|%c zY=_@YkQi?V$=}DIdUZ!oVb{jX38?V?UeZ;}+IRy272bkaUA=>V3a=}*t5sL3yMurb zHP@x0_8qNM7v&FPmdN`FTEVkPZ8v31^DP2EJ+n>knC6!ReI#wLu$bnr1YCM{>UvCb z(B=61fuv0#$289%ph6j9+Ql@31c~u>kk;v#nC94NiR!eDpu$EEn+d4!(Su~cm`JNg zK!xWOR#!U-sPMW{uh=2AWiKMYLb)9&yh@<9tP?b0O>jLyR=f$YbbUJkRr+-OFaZ@_ zS8BS-wPo)mpweTjer;JIS-(jT6>k76S${-8l|EU2M?i(wm71(!r(=3vhmSP%=$b?= zC?a7GBM6H(0+z7PC7?>5u!96tcwMOp>(+D?9{C$TOpvr>q<>pxwh>21XOy2)vql}BA!hthVgO z2)OjL)ROCLq+K?&IM}%!1eBV|+ZD z)OHKW>pYDBOV3!{%j+y5$cmpjSU0nlfC^6xYz}Na0To_XYP!mKowEq2^w`?9yv{g5 zRJ;MOWPKF@Rr+MTgn$aKD>Yfe@;cWNaOu&ti+P=Q5roAX0ZZ7A5KyI0*v}GB;dP}Z zteZ~}@;YB9Ak(9)i=!KPou3iJ#Tx=k+Q$f}(kJcgEASC4URP?;%6Xkb38?f4+qJyT zB7&%R17OLzoPa8QvYtplh1ZputYLYbeI6>*E(||q+&aRRv4Tgo=DA;Jea1d~=X+gPx&NJ@Y=n+p4Z{-- z;k|)?3PAw}7547-Ed*2u@8F;cTGR>7Tj!HwoJUB{pxX(s!`SPutD`>4mc;$UdpL8V zN@3wCh&A^81g+tXjqMrqEdnY;&miK&_z3|OURP4jASkyWI=Pwb6~Vpzfq+cEXOOMN zbXSI_MAeySsYG5I_P4*%`hdMKv|bd{cHkTEK|5kf_QLRlRpIFbRESlj6<$RRSu! zu7c}9uUBhFbaDPS1UI*rfKz{Uu$7wV>OdPTqN7|$t)4*Lna+2Vdkeu*dLGNE1gVu? zya7;$t#dKQ?>9>`9m&{6JsR?%fUD}nheraty( ztE1e!Rx!hnMsmI)Xm)kE3)nbr4HodYJ7CQ4x{1N6#r>xgp*x#Xw9hD*4G)nT#n8p-Wi@L2-P{3>E zVsaTVL-;e9*rsR}6T?>?oO`bDrf7cU2b;MlbH^55z~wL5bZZa8*ra-7=cDi?i*g$B}fUnep{NEP2Xb?VS@Tz7u0wYv%b61 zh*Ji`Kt~7OM7`10LHI;vZ$@1eF;Uy>y7Xbi)d(_r6ZHdJM$8cYiE5n>Uq^IJyMu|* z-bD2)KR8j9x{sWw@!xtHo2XHI6*#9FOKa+0kG6;Q)Lmkypp6U^YIfVF*{^w1*3084 zW^OBQElk_ii-P`s!HAH?oc$@+U&P|d-i*3x`*T)E^K!Py+1#G1qOXLRY>sig`T7qu zKXm5nOeRKq^VP5T;Cxl;J#xOrf9ttyz6P24@ZRfM^}Qe7dwo`X_M{q9Yu^3{ZI_67 zOF-eZMmv>?!s}eZg7?VA2BF=`9YMUNJ4^WxDYZsBCE1zf-L;&^2FBdA1aDjCWuWZ` zbU^5HJ*2bE!+Txufv-qb60d*FMi`jX0>@(kQ%0v*AT(GKmJs0`L5KBZb?C8SI~!Ps z4Xv(4&Ml@ovm4fW>5_y*)A0Xct(O${Ru^&75SBNOy04)Q;Zc`aE)nVyJn=Pd>liV| z6JSzU>!mqP>m~6qnft21`VS^V4aakPjhB?D*B=O3i$LS0P0OIY0c)gGg&rzvjq*gc z3N1J)<5}nd$QtYp!|R!4Lw3(2b_)z2f|s)8N_9L}%G8SInQI3J2Ap0=+!GE7Z^*kLxV%hRt_#37+gBAe8uX)6~-~fpt*Q;@5XAw2bcATzvk)IeWfA6zPzH%D^$ zZANCiQmaGXm^^gDG4i=m$$*;Q^}aQ|hLO!?d(X_38s^E>YNfiyIEl$V-hhvfn8x5q z;u5h>i&QPz)56X;e*$Jj!tJHh^WkYEH{-RJ5>w>1kMQNuBS+8Jx7}^Dmtwc)c6+G@ zn9JbprTA~jwwH3#yv(ts)Lv?E1cn>M}BmQSRb6T$o;Z)BQ_(ohZN~ecZ zh|a7T3_@fNsaNgmA=RMu;||Bq8BC+7Lt%J`C8T3YF^!^* zBA`O-_;65Rw*@UFph9d5a!>_#Bme6*iaME~@35!Z{>+K`a7`+WqK>!c0G4fM5u``3 z%|Rv2%$O3*TM4KTGn1&R1_2dbSL)oKvZ=zq69DQ_xkF7AqG%Me4fk4tKJYYB8!W7; z!Yu?`dUi^#sRGdyA0ddGv?*pnA5QTB-)9M^P=-jasX~+;Vs^QHn;3RqORr+*&76BDrS8BS-1%($AQ0cK% zzo0OYtj7~X#Tx)i)|V1crBBu^1XOrksmU5vPcn@Y5$ubF5VDW(%w%%l|E^|ML>num728j zA*`PeQ0Wm?zoZtCtbZkliZ=k3tn;qLN7d<*^>6|zysp$_4J#;o6akkWU6Uv%OeE}T zg0OfaU2V_6>k76S>HlHl|EVD zLqLVsm71(!d7Y0DaOu%C!Mu({jhH<$Um^&Lrbbj{4n(^P`_NR>Kw;`vG>SS1wiUx^ zwP2&D!(vVo22X75Z-2gZ+|cO-;=Cv<*}o)c8KIn?!SICBcYh_ILfGCxg}tqvcRfBL zN4NzCRnV4v#b^~VQu_>ffqNPOau{XXKftEHz#R^lql-@A$%i%ba)QqAX2$jcIgx-0 z(F=q)CH{?o3a_hRFOWHl?1BlRe{)|I9NaJgp?((-Tb+q63ber@x`4!24(NOrkUa!T z>G`T8x`3PqsKZvcn6njE5`;ypa1JWRPX z_%Z8^_jm-%(}%woNRMzOP*8VzfjmWk!AsF4(+lJWR))-rFO1 zU`@+jAWM@~kJn;g2@DL{2yZdK-i)eC)qc71*|};pHz@|)&T9haPgPuvP}9{bS$-0i z5i^AUz7^XG~_lS+3N5WXbaQZ$X{J|^k^&9Z*Mfn|zeC-MBcigh7a#xY|lWVVL48oOzQ`JTHCi|;wJ%&$q_GZ*o z+n?-0+KFFC&Mr+Uu7sJT4o|#^{st}|W(fa8w_XWfNAwc8hKbSMME5H`IMJ1QkDTc7 z-#U-=CLod?S{S&rhaLv~277@~pZ@{mhrjbXSa$>CB)iVC{}X|h2P&vqo@E!>+!3CI zfWm8e@H{FCuVOfhQ6h`&s;0Kr^598)h?H6$dt{PglV)fFcQVRoL z!-K&ULra$q4Gazqt{xm%wNm=1zuSSR^CyHvHeKw*(?(!R!p#8GJXuJZfL=2IF;iyG z9$z{wa`cQHH@DFYfW_B#Gk|SuD)D9j{I_JA0l0ad^qK(-7Hh-f&|RcBUMWBqkv=0+ zEF17UyTz=Uh0#)OYqn5?c6P;)25T5x>zismH}s9HFjCu%0V+$zD&yvoYNK2>t4nrP zs@s-0!@K|1s(JT!0ZVpba!sL@ZKz4VQ}B%BvoKsUw>Qjk9>&_hUpT}0yET~BW!ZH{ zDwPuaQ-q#3yA9sI6#mUu#wSYVF8B?I4L?WHS2bK^17wMyUl9AJ-w54p)ei}$s#zPW zl%Q{e4R$TG1{#D$m+M-RI9e_jgiLA1GDn1t<;{iRGgVwkqdp|WG8f@v8J#W-7s!`u zcE^Q<_G(xlxG7Pcf%gP0PRU}$J+#p2+Yq8f>na8zvTwry;DYx#-Sj;{zp>BhJ|3KI zYijRnq~SHvcqiV8VH#=N3d6%4th9|grjf>-1XPGk6Amiu&YI5Ul626u+2dw&CHk*mVY6jLd;B}uIAndaS-yEDPC9V zjgiWt(+ddz^{CvTqSH|{irLBfe1bmkG*TNZtmyPA0xmr}C0BHsXo{B*L{8cia?$Ct z38+wpNU!L0lpSI=ik1lyj(K&X!)ine-N`o-bc_1o=s}IDPx*%5CH0#ZFDj64G0g#Q!ru>snBwZ0GobY?{LlL5tQj-5OgYc)Z-vCX{g~I8+UiLp2RBC$ z;Grxs?Sh*uLE;dD#MnVvuw#OoW2Pml7k2~|HjLOrK!pz@Bn!rbT%!b3cwS+3RVSdr z>q_l)LMku5h5!rYcBD8ffy#@Hi^ZDY8iK5N6JY83HUg^j>G}ZzD!i`Lbd@VF-a|m8 z$5#Eyi$t=1jUX!C09dj65lZK!w+p znzZuK!Se{H^a#r_bc3v~BZ!JO0G6yb5>Ta2)^`$6;dP}ZYgpyQI|;b-=$b_3MWT28 z0zp{35wL`Pkbo+E!v2(i3a=|QVbzah{zyQmN8QK6BbnZ};KN=#o78p-$?H6Y087tU z-OKCr6J*6t9ju#KLqLTm1~v!wLINthuGDmu^Ezh|Q0cL?Yk3`uAS&JfShDUSph};t zuO*q<@5u)NL`0hb_-%a=k7OyKcY301m!30!#gzZ{h=SYI6cmrU`Iz&K~ zK3R_=pu+1)P1dly&IST5J-Q~C*O90ZvqxrxAS{|1QH5U+b^GnpQ&9tjsbA4iR4-Vb_p?G#F-???~Ol0uf+5Wb$tq(Zu zK%5tacw;YtA_&XwhT#ck2wz7)g&?kj3VTm}BLNk{r#YyCw!HTVK-d-$GtuQJdFitK zZCR%TioTbi_AsB(<)eh}w5I}=be|+hk070cN?KWB_U?U|fC@1|iMsk80To_X>Yzip z?fw@8fO=H!(6;+18pWKGm~k`ymIhBFwZX!+-5*H6rDvz)w%rp=@f?E4Nt;66Z9hOj zg)&5XyX~Xw5EHYXM35M72g%>ZpgO%HsIY6}xdc>re=q4OW^F7JP~k0z)zxkSD!i`L zu2%ir`ceWy)LfUgxOeoqb(BAdSt8#|&X~hN$29j4^pUi|!eW~L zA>h)pQ`cjfhY2DlZ3;Q2`3(UT$`I2orkVBDPK5c=Ivo?!JZV~@GCG0^8$DzRsPNH) zWWkt7>lgwm{QSo1>cs?9cwMPi?2w&in+UK_Zbu5Q64+_x1Wi~IlnAooO@O8Ac?4AH z)AeEkD!i`Lbd`6ST|+>n$5#EFW<;{SlOQVI09dl#NkEl8SwBNSh1ZputYJINzDB^M zN7p2Fnh^>6Q-ZK~BVY;pM*^z!2|MdQ@u4qXS8Bq#JG_L)YEL2{)1$15Lu;oQk+jbv zh>JG_mbA+VsM06x2?SJlU8zYc?=*WE0hJzM^>>;P$yy+YiZ=k3tW^T4^vSxHfC{fG zHCe-Un!S#IOOLKe>@*`1_N@eA@kYQB_WcA@=@a(j1XOrksR^ro67vNDLOtp}9-hQJ zM9>PJO=`P^X{?($n1BjT3~UbUnFLfxyBRsJ(@#L9$JVap zb&ey5iZ=k3tQ!cZ(kJUH38?V8Qv24hypBb{rAOB;=5_WEgvA>HOV}m>Rr-W|BLNj& zS8Bq#`4l0qa~lDf9%Wq|-N@_QMGzNn2rOwoPe7GEX&)e+Q0TrGa zlCENQqiiIgN?%ta1XOrksi)B_c4$#N)HOkXg_=duCO8{J0wGG&IaU0zNbD{Br39rR zZ0Q_8oIfV^F78>|I=*M0BZa?(fb%*6s>9(LIV;SdPM?Ne_<-G~fp}Q+Rst%#u8u!S z)Rj##>wB|U%L!XuA>{uM0o$@jjWrLg*`2?KYvZ|UeS4!)H)~UuIEozX5fvH5-Y{F> zPgx%p+DW^`pNthe+`7O0`PK)VgUZf}0?WQg&>3Pzeh!8w98~@`0TsgMJE*XJ;%5X@ z2<|(mg0|#Qb&LAy1wpPC$j22o9>?+Tdih+glyN67jDkz}8zIl1RkAhBGID6@qB&n+RIN8ymYq zyqACqu|g1abr%5@URS{tVy4d#+D?wYBDlBD6Oiez47M5*T^VSDStrA-PwRH(l9AT! z%ms2cbL%Sh+V3I$THgZ>`&9T|-vv`FH2W^R);!Fqw6v$(7@wHTmJ7LRH8V&ZDk zglxU|8No1mPAP${7e4~fpd9SF@ppo(i0R>=!sguOza1X}Bi2}=uAWLjh1Zq(7Hdw6 z-hwMxL_ns;*ahNb)5^cu=Ad~ICmnK%n^%hUAJTPR1>PlR*|&EYtH?&O;D;HS$Fj=s zR`al`Sr{$lwq^^(TD@8vY1E6Aa&5|DXXVCDv?kaX*D$BGo&9zyvkv?7wNqA&ef^+f zZFsySLx+$klU3v1WLe&$c|Jy-vk`S|HwO2@%gR<4k~VE8u)4ukG?} z1-w|e5-8x>NCn&&`OeMaJI&sg<*GSIOPN(Lotc!dl_86o_ca((s*~W>bcuh&n_4kw86{C?Pp}ftFkw}$srmgx-{K4Md6yWg}A}K zl=GTEfh!bOBT(QQu8fy+88Jin(_+p2CMKu2A2xSQl#2Oced?0toT@ompPVpl*Tg?w z&sDdY^(pI0CdQ+1@r$kBG6>vD{SJQH;BfPpqu2+S%ke9}rw^ffZm!wJ!+WnXu-}^J z(NWO8%GQ!=cXD=$3CKMT7qWrYzN4pOnbYD!RQV9?&%c-1r91tT@YHIhF=3Q)BW9`A zA9ULFiZNmu6Yw;k$QB&40Dq2Fs%9@d8K@V_Tcc-gv;ESc_c30$D~&jrFx+&s<4xgD z+1d%8!tBkct0q5%zpJ{otp3M+LVIfdiD zwN8`F!n{{qPHWzO0&Ozwd4Hb$B+SS_@aQhR)keuQDlAHCjE@*Ft&Ndfxv;ZXsE-+J zdXMMWoX;AkH6WS;Hvsd$7e2nIRxIr>tK+%yqJH>;=cW4%`1YdwjzwAHBy%(ek!I^1 zm4|5incb6bi=L|(>PsHtU>G=Zk!Nq}dkEoa7U#D7(5g>yC4zjOcX%F`4>N?0cX$C4 zqdo87SA5VrDD@uc9pb-r9$VmvqSj`>hnK<{P1^v2mIkp0N*FF zVl1M9s^wW0pv|rASx$5xu^1WtOvZID-W$xdOqjWCMs6J9#CoG(dRl_CrNTw{9@GeT z0lwD-pM7q!6UhrDUdc5ZaW}x;)OQqtM;kWLxk^R$G!$3E%yh@}-xy<)mId8aE+b|L z9cQtViP4_3@GC#)ER?#BbQba7$}(qxps+wg)$m#q{4BJIA|^Ni#Txgnqe2Z}-tTga zB_A3i1Qa*8Lu}?lSncOt=A3TU8&#Gy^CuMCR|N}xl(93pdlE0}at9k2lXVFu*CsYr z8>VodmYV?QS~cu@HD8*|c+sd~-|zMAG^^}3u2wS({YI{A@Wg|$vj~wMM0Ex{Rc9gF zgjuz}!18rft}L_QdS~1Db^h{#UG7iTF5b=feK0U7q2_U#nYPoMo^Ny7uv0F6UJLIC zI{ay}I`p{xBQ~%Ox1YoxtUAzx7$&lc>I!!W#_SvJ(y%RZBXPr%>Vas@IKrA)1Op1F2t zV8DJ;d>WSP>pdk`s+s(IBlgJoN;#jan`QWaW^-_yK^SN8P`@-jd;JANTf(j}($~w@ zZGMS-$R%?9#z^QF^Zm{mzIOA#mgj>6#tV$igZ#I?UcQWHHgoj-hQY3|rBATxKAp9v zGn?`@G1mj*Ymv{^9s^Q_pE!_qxj)h-*PlUhA`RCAh>vP*4zq_~)#-7EIj{P>wav{jC>%yTqE$e;&YpF5o{8@^@W_^w%o^!5!-GQ3=3<5 zn@e}o4#GBPNUW_h>J3=9Tbgio=JXp5Nat_&C}zeoMI$#Ch7(6vG9o`Dgax~q9}p=X zw=E%KZ3j436@G*}8p(kc*yp*A*d<@C3p0xE2HX|U={$GVh-&n`E@OHcd?MA;u(06DMI}f&0!EJ7?Se_cYPqD$OxiCCpv-fD#Cd_Bw8P#h>-*qKnsecWdVlFrKYg5HP?c7LcD+r_CohE`!lI(DtD+gR}_t6dZ|5|pbtEa)CLP{&9#Jp zOV8yb*P4rHiW3PUCv6J3HP^opP@xPVRVC^5ZmtvY_mXFI?<(!*6FpnRn8zeYjJE?8 zRjnhauxsN51XOr`FX<{~ZG1fe72bkaUA>8b3a=}*t5p}deis2DYOb?0K78eLHqtjc zTI8DOm+vNM1oLvDcj3eBq)j2m zG=~sSp$swYVw$4}665V4tiCYJ!bT4-C7{Ab50V9ABCRb1RCr!tb+wIv z3a=~miXBoLVUhp~<#wd-DuLPv#6-~L1X=MWz|!>w0;=@s`VImrysp%AmD^I>K|rO) zR{gdVM6%vb5EX9#ELp!rK$SjOe?mZo*Oi*AVb!qyK)|I(*CeW85eYl*-T1H?Zv-r1 z4=12XpRh*}P~ml@Cal{ILfAgBlz>c+vMvs-nlnVwo=OlGZwM@DUrs=kK56p=RCryf zNh=@j-A+KIM_7)b8)UtRAS&JfSh8M4K$SjOZziC^>q<@5u(lNMBjD1bYZ7fKh~D*H zg0OfaU0`+Wi`ysp%QRX>UOB>|xxbsrB;VtU?#4}0-!Qrj&guX7LqmY%V? zm)ChNL00_K!Md420xCQ)uxZF+38?V8Qqxt=>zqbFrN`E;<#lodQSk=AlC?rWl|EU| zC!oUXN=??Vyv}6=TzYivVqWJh1Yz+;z!LU71XSr0_G1K8cwMOp>*iC0yw2wc$n+@d z;^@Y$@^=a1;thc%?av9Q(kJbo38?V8Qj=EB>&$sCKCadyY}fKSPa}wmHvpEbeFRkL zlXWEl6<$|rvWDe#PA1^eqiceB9f=w-dt}Zc2#cmh#Ho7x0kf!q!qhLFk$pWJ;IYrh zUT>e&37!s2ua(|Tf|e1d?`kkS;q=`_1XKvyJE*X?wO0{PA>4w4DtP*iuNbWplxm+L zFL1XIAcs-5{Zl{s3*60|Gf`E2@Z`gq`EG*F@Mgv~O8O!J6{1lRaY}rffC{gxV520r zXeMln7)DNhm3q9f~h&A?$30lJ&8@obmBA`O7 z5X6ZwNw{uc|?k9}$pEf0D%Hs{Tw68cht_M*5}Yy`pnLnHP}dQZ4>ahJ7CoCl8M1m>;tD1%LU%# zkQbCRie>)CHnUnbOGd#g*NXK?e=8l)Tj0Mg+?+m@3GM>tRX^kE$b}YVag6MBLaZ~5 z_&Xsk6s`m+>P{!b#R3d%fxWur&u0Vky5*keZ1uf8f(g^J6XFY#Rgc&Ei^?Syy^6XQ`}m(vN6`>^m% zh<@bcZ)K%M`?7~9{ej)kU!#fmL!pu@>qTkBp!wlh{=+<`lI=``NujT2xm>BI% zbid+*6J4qI$cY~Rt!dK{O$AlUvs{igx3*`QULDaMVhl{fQGADMHX4^3R#nmt~U2+z`l65hgfaYe<1%fqBs6$J?UC{olU`!f2a-{|o_^yoh_Oh4x z4ZPRt?7uDz&jDB;6W?gQQ19CEr8Cwi0+(2;bqO)$pgES1e>gK)Lfivl2WhatPSKnW zSArYRuZW8A8iE7~5oS^D`224OvTRLOmatsPfwn9KE(>A8e3|Ko_d>AMLGV`}jaKnX zsjxom!dfru&~o!B(9ne-v)8Tbg;ac=gJpiE(+*Z>!qegkZ2lFReZ`;hE_Pum5Jzpe;l`v-7AWqXD`Q>A zPF|6E@`dQn$}k9#J^3==kN5fDPW0s4=Yy-z_HZP9Rj1~ITa!MdQ6fyCCq_TI;9-uQ zO)aUN_B@-!ov6p+9USHy>(MYg+(%2tbYmJNo<=~0*!t+8!tRgVOhAR$AM2nBTJT@D zQQ|m3-(j1&{8>SDcezv=B^K>DfMweS1nCiMb5Kb$Gp0qs>j|h3Gn1&RHxW?bb*0X0 zE1L?vivUoM${lJd6h)($^C)){^ns_5+F)T#g}z9@rDvz)nhFt3@dJX$Nt;4$D)egt zDwHA8Ybq3FhnV9YGe3yFRk!eVkogs3$ zD!i`Lu2x;1_eBJRsJSk6^66-K-Y9<%vqWwoXa&zEwcV64%{Br+J+n>knC8_4eI#wL zu$bm@0xmr}bv>rJnILk~rjTQr_YqK`3^DCuntKTnL47A^!kXX(1X=MW zz|wU!0af~RJ(Yk8uPZfO<%0SzC!o?}tA0U!B3X+BQSk=Al65BmRr+MTh=2;OD>Yfe zYMot0z@JG_mbAYkph};#Js<9V1S_BUKZt-zkFfgnhKXc-Eq<>mIj{3`0xCVW zb}g^-PlBj;17OLz;J@&(efng58UYnvS8B3`<#qZ9xb*1S#k|g1g0OfaUue<;)1$15qZ@ghR}sX;8v;w(O9-gaC+)QaRCryfNh{}dZXux3 zBW&05Iv*j3iZ=k3te+*IN}sG>C!oUXN=??Vyv`2^xb*0nU|vU}M$8_W#|XlrsS#Cm z2GMNCJ~S0IP?-7^jS^SFrgJ#07HpJwf9vSyj+8Zcu8&zbFSOWFE>eO$2h zq7Y~tb_f1W0%6iaV0glr!RHcCAsFkR!rqJz5>O$WnS&~5%YWT7gC`R79p)vvd}i=i zdk$dP_6maZ2(~$>q_rewx1LErg_xN{UDXJv@VZim8Or_j7Z3pIQMp6=>!WBCb0Fes zf<|;Be~Tb7-VTz# zk3sd5j-bM>jej7Z!uxwkS21hj%scV1G~R+(T^&L|h1ZqZ)vBLVKZ}46HP@w0?Hzqm z9pw*VmdK?9t>D?Dwwp4hIi3Je&ur5>rg=F*A4wZ5ET+j5aOv5p>oLtvg2+jmLXK%J zBA`MUV%o(t*Apbh+d*2VV`7@OPfJuE?g%Pu^l&c$6+U{9EEp4MeT9Gu&nv91zE41f z*Ohw34%u7wO9CvE+mXVn1ooCWK@-*lJs-h`;CK^Y>3R?WRr+*&1_2dbS8BS-d&^!x zK&8i4{k>&GvK~ti6>k76Sx+ONN}sHo38?V8Qj;}oZ&{ImOOLKe>@6b__I!e{cq3p5 zdl>;$`h>lnfC{fGHDTR7UBV;Zw-b=*QP#zwwYQ8&+K&;$#Tx=k+RqVCrBB*#5>VlF zr6#Ssx9mp*RCz@gt;thZ$>zt3`qw4g@dKdu}URP?ehV3nTE&-PwU6a^b zMkMS?g0OfaUuPZfS)lXt_1cZ9jeLOsgX%Mu6XOr4)A$gsDC&1D( zR`>Ec*AisKPaUkAxrKlVPYi4h?1KbUcwMRKD(7`RK|rO))~@AszD^JoZvZS=e@H-; zK3N|npu+1)P1dly&OZsb^yu2fyw0H?!^ih{BVY;pYyztE3A==V3a=|QVcmR+kk?sD zK&D4o7e_bpI{!ux7jFnGX@?1@(kJaW0To_XYSPMiomUZ1=@GVTd7al2M8z8bOV&3L zP^C}ScM(wGb)_b2SYGEN1YCM_O)#$`Q6pxL%ohp5qNx#e)DM5a4116C1A=%6jyXrU z=8w&o(Rabr`BNF|yR)GAcF$VzL>~Mttl+;UpgJ6`k+Z^h*06eJLtNJjAF!LA6OX<9 zoq!6jtK*Lnbv29i?iJN#za(gE{$2RUby=jwnupdJ6BCtceYiHBtJb$SD$t~O>Jmqh zgU}YstQ1#Gpvp!ZStbsH2b=?+&WnP^jwEOd zF&_;Wo^arEh=2;=ZX8rtFL4|J6@vK=s^Ec79;8^`1BU@VTD?rkG1ch=$YF$S|IDO* zOtpb?CTINtL}tG7FRUcvUKHm0zSH`YtvlfzL4)rjXb>?&-vz@HmWTf) zph7GU4l1nQxSxOuF&7+E!R5hz2-DvB5c1UMy9CgB3q%4>jlRWclfVi=wDe;HrQt1& zT_I-wH$M19tPn(99ZEoj*OjzFoRTZm0{08E?bihV_G|(={T0GiWx6ZGQ>td6kvFSr zj1zOEQf{PV#+Heh<9tP29Nbq0#jPPI4zVz-fZ+)X!wU(h5DSBY3cE0zNkD~|0uHL+ z!Z5dGch{Win+Nanf}zI<;86>NbV}`@`s75hyfy3M*Ls{#;7m$jtsolzH3a?PjgMU` zt{|X7tQACEy_tXtudCo%(Ozol-2`mE*WX1z81>8ysZp- z?e}oEzP<-s_^I$cf70{7J>|yu#ALQy$W^Pk$u^zSoYuz$-*i90CMe$|9c5b}g4gm) zp9S=dktoj;hEqx#p5i8RV+|ph{a`Rt&a$&A8LP-fvfzgqnmo43@K*CM2oOd~xvkkk z5z>&wkw(2(Dc7bfrlzqItqC^93z+q{v)_Ksti%3%?UYqxUth2@SF4%TTHP#`GksG| z9`zhXrr!Zw{KT;ntB10&e#_oE96khO+5yA($OPB4^I{om7UZ^l?=(+7qi#+Zl^tf) zfbho{HFNbw)vOu0a>2+=Oq3>#`j}}jIdbK^X^b|?c_xfeukbhQf_Yh&oxcDONsTE` z_|b$Y>?m_4OYw7MK8fkho`tqDeDuNYyCS*(>%3jUxX8o>uhk$dwwVF##0hbmG4`M9dm5 z8Z{;>4P$4n44>y01e$V}XjDcGGnXH;ztx-Dnk$xTb^E0Xe6-qcm__!lF#+?5f4NvN z%k^S?(u18jx0D+nDddb@Ym8mz_V?}_E5eAmLV-;IBe$zq>ti-;)J)@C-?SVCkurVf z!o;YW`Fd#*3||Ii*t5sT)q8VBy*O@Wjg!pL9Fx1Hr!~g8<%#ULnJb^`vLj<>mlg>6 z6d!Rd__%+Dib}#ofgF9%oEJSY#oH>DT@Ofn}lv=KBaJUZSrPR(OVz^CBQ63xhHr8Zuu* z$q$hxlz6$LJ0brv${ZGPqSP|ao&TaT<~VLa9Qw3QsGuh+UQ{KI6dpN`o5I2{#WFKH zVwt%%GH|&u@|~N-cbdH~%T;sm3>P9OQN{i@gmraWvRb|g0NL`5v4I0&2J?Tni;&&; z%sN^O&)hdM)^QQ6ms=k);O&JizCDv=zPyt2@LE#jWKEga^Kr@g7lA)?UnNRwrC|q;4c&o?db6ykp`bNdo2+Q*~Tp6$B zGGd1CKk#nuH!(TIZ}rSwHZi6yX+nT83W+MnF$ZrFts9vbkHW<-wtmYX@Ef7u!EYNJ z&vDFA>;o)r@GHNk521TohY(<2WnjN`!^Y`5cM!4!*X6nA+B5iE(K&{eIlntuqIq#( z$b7NfJ2AMMu_MI8z{`X<2VpLRjO5-EQ5P#txmTm-g2UQl*}WwnVmBY6eb@b5$F~Oj zw|!Rx&nC=LE!s6UTNV`DW9vmhXaAS1Sv?>5kS#Eubdrx`Z+6Z{{#kJ~jDvHG>iNh& zav3p0_N?$BtDgi(cUC>6d#NXXEDNw zgs@){=&&U%bvdZo4rFIBmIvVSmjt-wwBT;*sC6gM*5zyux@hIBigeNO-&)69bhvwp z&OrOzlwdN|<+S{HAKGNv{`_R$K0hNfQmK@1k#41Q`8FAa z8y9v93PG9hj-cOLlARKsL%*5p*AA;ChtA&Acj)2{JI>gUjdUMXTnpomrMT=4E+J+J z9hZI=6Qezs?pJ+q(knF|IqBoSwFJvzfrYB^wPyL7(Kgba<&dZ1`@4*c5U;huFy8|y zHp9gyRqUA#e>m0aKAdu&=&UiEgss8@xDQu^+3&t8=={-S=Y==(f5~+oG4t7*3C#Sq zmizthiM|$Q+DbEjCJc;w0ID6b%Plu z+#`esA;}TP8r@1uW=8|DQmGJXPct_CT zWy$K$!~co*6~nqT5S~{eVdj?WTl8(^ym82VdO@Tkiy zmk4zUp7a{mlZw050!(5LQodajx1!8Fc~=e|+rj~D!IgS13*`8GLga8J{(}G}?8$!s z_xfi7@SlsoH|1gT zF#CEP)SCygt5+^tJut9*>6ZRp!~P$-~{7z3pPsGS+a{AaVP- z?aPJ34G}9`#(o$&w{^EV6~3o_>^A;6Ypw;0$FJFfG|&C57k<0Mn$Le8z<(~_KM&+T z58^)$W-z|IW4*8g;R`uo;dHlRMbuje+W^;`1N)k)MObUMKz)Xd zaGmCIADxEBVP|kL(`RI0i`00f(15dtkgbwW4)jem7lpo&l}4KyJ8?sODrbv3c9~B? zPihu!y7#o!*#OJ8SJjm>V-1V%Z2IedGiFE^%xqd??8#S3CD;eePB~@_D}%+DZ=iw-NtCCl4JkoD=dE61;4Qe!SJC;D0c(@ z24#%{+5X_LAlmW7K2@i#YUlJXJPKOZvS{l}l@l;$EK{5q&4uBUQwSv@KP1H4b3Y;Y zCt;>W-0)KTEz`v$kZcGHx!ZHp*qQx@2dix^0Ogp8IdD zns*AoEhQ8{B*JcwVz6Ct-m zqs;*azgg7BdkFf#(@1Tw*?eUeaea({OV3X8Z9CamwCYks&FC0Ye2E}((x#XR;gx8J z?-Ed<3?Y>->h*Fw=}d{3Qr(XdB*xo8ny4|T{@D>!*tK!NC*ck@B7qoj6K&!By`-y{ zwee{LRCo(wb=5~eh1ZqZ)vDXott22s&Gq0(&t^y4)e-&jdV*H)Y*O1z8Pl9a0H|lS z=^fLI6ZDa^!NOviR}paO*{SO>&FcvwCv6Hjrg;+q70M9PE~dGiATiz!(mEXz)7(8R zQGKx^sIbw)w+X25(Su~cm`Lkq1XOrlVRiKw0To_X>J>ZWgwyPM@xe06?MUHO0;R%< ziJ+$vWW}2ROV>pNRO!=oIRO=3S8BS-4Q5XypweTjeuG&eSzkdA6>k76Sxo|}^vPNy zpu+1)P1djmvlkF>>CrWb2D3!MUQG}dZv-r1|C4|!eZt;OK!w+pny_wTS78Ur-2`NM zlyz|=k>AEfW&cYM7jFnGX@5XKl|E^IO+ba$m7272)s?>!Q0WntW9SB15BU^6R>vCv zOV(!*P^C}S#ROD%U8%_$)?oH%0xmteCedJ)7!tgcAS~VpSi){0ph};x+X$%ex>6HX z{Um0RfKZRRkB28QmlL#tXOr4)A$gq}2(a{w)xEsV`v|h)rw-Q5{5Js=o*3AG_kIE@ zysp%AmGe5^BB0V^YuEBRza)r?HvpEbe+RgZ;1BwFJ-G2{Pj?fo1K738>O%?Y#t4cwMPk8EL0B|3A__9#Pntyy6sCUZ9P;Z&AQt84kdK00&v0xlcuesA)~WZ$ z^N}p+Fl6w+S*t~ZaBi^mq7ZS+{0u&LM;spfCs2=Yc<>McDg&sHC+dX4~Ew1XPHbNz_%2fC{fG zb(o>tXkQ@!)T45THrhwgDCWf4zZ3LS+Q#CSVM{yqlP*E@m=yEguifC}&LC0)g=jgJyg;Vp>O)jtWS z@VZjFTJOVVz3L8D# zPC$i^9wZCKL|S(fP~mxn)zudXsPMW{uh=1*%)U*4g>pMmc$L5=Gbd=mn&8(2S@9;o z()I5IRO!=o{(bnc8?P%hUFA(?PbHwzW2^oqGa^|R6GX)u087@R38>O1>x&4e@VZiy zHEfgFD+svs=$gbPGa_NP5roAX0ZZ6P0;=>0`yT{UcwMOp>u&B69{FBPK&D4o7l+m+ zGa_lO1?C}ItcwMQztNKaIO9=?|sQY+$ z5|bxr1sJV<{-3>X0g$7r(#|BAJSGsrE8(G7JVJVK(s}Y4Ody2tFfbrw zH4uhLO?OSEE8Sg_>h2`NBSsh41X^*W1r>G$S6uM5pew5g1b%d71)nG=C~DTn3cd&+ zu&c{|?yc(TzV*1(=Tz17;09xLPgm8g@0|19bI(2Z-nz+?^``_>cwNcK>X+B~9RXJ~ zy0$T|)A5b5h@`QE-H(7OdBVP#fGTdnI{6eKuk%&{vS^fbaI_<@b1FexydkipJ&%AY zdD5;Upu+1)?q$7sog4vGG{UwmuX7baRJ;MOWWAn%DtWSggn$aKD>+&H@;d)az!i48!~ zHOreS2J8)7t8etZ2o|08_^esw-{p(?E~eHF-3$G6j2`|7g?uWQHHv*5m_9lEPC z?VYAw`x5JNFFCb-xnPq+9>e!0{B+j(vb}w+4Y=xPB1NMI0s6{d&<;d?I6byK)2VTx zhVYpEb=Ztv)nA)DVFKIVJ;zGY;SjJ5a}iEe5BA*=xu&yeS+Mo`2rJ`Iwg=QE_U$BQ z9row7HNC`cKhU#va;m##`;N;PrPz+q&GfPAKnE+)*}nHFkP;Y@Ya zO4#naQr496u%__+mp7|sPK6&*Lpifl?pEFf+c0YIO@m$R*>2EkF{3GiT6v46743b? z)1q&PsZ4>$%VQ$4t;|WF2CmGu?uTtz?-W5au%6pSXI`k4D`v68ZRD7spu#rXTa_Wh zRMdQ48BufQmRw15Y*bQG^Gcg4Ds0win1y-WE+f62TIlZWA8r)8d;3SAV8K%73F2@i zhwaF%`&DJPrSx-I!F-?XNdbzxIgs|Z2A;WHJX7tuKsD8ZRtCz8tZqIb2&~2{@NEFd zlJ7EBu&c(i)ywyYke%ACpCVRn=R`_BE#QoYYmcl|QmSdHqut8<`N|q_3R$(Rrj_$5 zr83ldMO7A`q3{cO6vjNIq;0Bb%q75f@by!rbk{jUoUM7a44Uj=-;4YQ>y-~sf~MpO zBl%n=SI&o{ z(DlHsN~f}@gco7*B3gIbN89eu<-7T>N?sk*@}*$6Sgl)6aE36W~&6KE?0)J_75UZ;W^R1|kR%`FQLD}w|Sw>U+t<3;GLN5@m`UW4fU zonHkDE`2<>)?zAwt^P(_yoeQyiHqGGs^b~=>cJ`tT%FF7Z)dlZfv~dSKdm5+ScagX zRq<+wcWQa_aXJ)?OPttBZm^3fd92wr!(x|WMSRV1x^PC&;b6QvY_M#A6&!_Su6SIY zzVi#zx5Ok`gjU4qRJ7KRlsIV!mAgUR5o!?)>N3m4LS2Gyy~**dVp>P+)Da40wqsb5yZ5iN-G)MxPHKK!^ZKhEUG z{rGVfJKFB#VwSUX5|dVFdssb>>12iU$5o+|;p8p!m!Xe-735xDvAXP%AiO#ik^p87 zh6q@$b`3nEx}-UoYHT)A-AW3w2?Zlt$!m&lqPDwMo$Grd?JBD_yt1!cQ!O!vuWyp9 zAuaPA)lCbAje@qotQ3oyxnPT7Zd_nL!1*kh8Rt98?wPs43bRisJu=#xH8Sj%;s(}C zwFZsn$oe4Ja0zI^KMOn{o>_a)qzMyT5~kE%Wn0F`=QU22Qd%9%q@5Ra+Cvlr;Hd#y zdVr@M2J*R$T6*9jYuu)^f~Aqx*;i(nPhYpqzJ5hklaf^5C;{vJDx zwO7@NtJ;1~YY!L~Qi!UV&0VhbT0~f;oT=tZ8e}||*Nt5tzOsA7DP0q5Om((@T@>Tu zpo@e6=Bv!bieAIrc3>M3<4jeV8UG|3b*!!i7=$Nx3(u<+xI%wF>AxZ z9c#S?r#x=}-vxESi78xxgB3Bd9bS+5IKuZZdu0xHBzGaD6lf>`G_!KLC_NF6ch$wuY2;Q!rsea|82 z+iwKFIq%ShcYPlSVn7|hvhA$|=@D$RQF&@+$Xm8fCZIypOroyNBA~+SN}f5Bz8CXv z2mqr|d5qqR8APLy7n$Y=`oPmjZZN<1Vs0Veie{(y-it{z#q|V{<2Hr&y_g>%ph6iU zx%XlQ*&$?h{bvahkKG0kd%$Z?y(8`E4&K!q~IxQl5D1c~u>@U+t*G0hd@64lNzL4}PTZYH3@ zM-LtghD2I-5K!THh1Jy;2&nM7lDF7C?}U1o01M@IJmFOg?}W00Caej5K#&!00xVts zlYlCDy1qa_h1ZpwuHJV-y-q+Cjjhq&2}LC9f#1eQ_;>?g$$BIKRq|wAKtP4pm7J`8 z?}S=Lz!iHOV|Mds^keq<^q?>nKsOh6Tlu+iTMMI`Gt38LZ+fFi15lR|vSG(KU{DLJq<^mzr4;91YFVR+Qz)juL;89jesTW%LG)( z6L!*f$0FdB6V}P62zj0T3CN;R*1^$^yv|&LxXF`t2?15|q+LNkh1ZpwwBEeV`2V-T+t+yNQ4*d9uEnfC{fGIa&SkI`1RkibmHM^Ew`Cgv^n-oggfl8bPn0 zK)mbQS~L|@ke~WJYm#qp*3tglTCMg0aj|UmG3%vfZ|o(4_VUR3y1SI_UT0Q+&szA) z*LD%OfiUS;pm@TX!EX{!AsB0;!gj`=A)rDyGaHrLmj8Fx4E~OwZ$B^5<~4)AvFZSp zZ5`iBv~yyk^0Xx(v-S2PphDD4qORUdK!vE8HY$0TA)R0URsz6iR34-G^+7ZWSrBn5 zK_7S;$qnW=zy3S|u4s0OZ+<<|6e>aFxJ}`mUvCglp$w7S{Q4j}ghc6oOOP0E2amrG zLG|}zf(qL#ApAfWyXOrA+(wOFX0>Efy8{aX_>jZtoZ7{!>X5T099f@dmYI{s`Bthi3P2r7c z77$RO3^DFvnw12J@pkaE(;+dk0xYJg>02+DSl# z*Ok1*_L*CDGXWOL?Rdhg80MDQK@-*lpC-tPHvyKeUnZbRo~~afpu+1)PFL^TvL6so zMPqC9xn)GM{)Qkb-T+v#zCu8iJXt%xj}Kz;x{{OCZ*JLv1YFVR8pqr+B4OtdgvA>H zOW5NHsFEk_N&+gpuH=Mu=5z^j%icji7LBqFj!1LMh@{mB;^GZ~C2fg-DtXerhky#N zD>-SsbIWcZpo&J==yS`6Wc??CsCWZl$$Ad~Rq|xrML>num7J`8bIZO-z!ii%wvyp%*8e7|z*LgQVRJ;MOWPKk2 zRq|xLg@6jLD>+&H@;Y}Ba7CkQ8}m935QN1W0ZZ7&2&j@L?2ibj@Vb%{*2$*`d7WPq zkVT`cgQFdJo&O<-i#G(8w9}u&N6^WWb`Aj*URQF`dhsyXlsRrlkWyvG z$$dsq6V+w?B*Z*lBw$+_sIlsSC2ODQfl@&=%bO|&Y${r-Z#=%J1DbZe->s#{Aolv% z0>4o8(7-)~>q_x1`<&5qPyH&3X~G#ngWn=(5K%wB0mTy*fc}_(3gLciR9LU^903)g zCfKOl3qY-`TYV|7yxsCi6aJY1+KcOU#9m=a4(%Bqr;hh_- zlygS0RMXkS-Qkt`2rJ_UY@6my?AyDUb=aTR*7Op)eg7?Lsic{uvX(0j7@Lh$cg>D1 zFJpvy5uh}a$BL02VC6X*EJFye8H#Em6g>A?TZYM?n*>nn&-dTO`+bt)Fr>3hbT9z0EW&Vt9exX1uP*Rc*Y52f zZYXT`_K!4FCe&Y<#2&s{O!Z}_4RI3K-(u1Ij5IF+z||cV=JyK90Q7FIT(@ReQ%tQ? z$(KutYHExPKmY)qWh}^T2CfW_D(f>wVK7%zIq_4)k#wb)+f>m~*4tpZd%DbJi@VqN zC|ibez^j5<&J1g%rh<$iWqm1=1OHbVfkMy?5Abt+SG)9TpPkcnKnLy(s% zrH?D54`g?9>Dbn!66tnKE1D2NeO3Z05+j+kbw<8fs(cX;N=t_X8BWy8Y=85L58gEv znwZ{Tlu+wrQpZ&5CbwAY-hYN#R+ZAQQORe)B`Zz+&a5&7ezsmCM~#Y-QHu(YZiLlN zHDem361elBAnx^3|uLF8X1FLGCa$TtVZ9JdCZxm`R{?YclURq*i;0Er%>`Gg?wYw-$v8vwH8 z`x7gehg*$?k~z?OM95BPrJo{3R?dl(ep~>`d)r)g0qX!XE5D-~p?e;Wb}GBK->6{kn$Fq_i;jZ! zWwxfalw8Pt(b~85bSevRc@bT_h}P@h(N>7+u7pulXwew=M6(ZNpbDAPwB{gUmdEQLEYgj9@EJWF83R^YapXBaJ zIm3!vp^IrKJdqjPpjL&k8=++t&ImgG45LUAwfRo2W2<5J)Mj=v=&7yOW^ufO6VYc_ z<6+6OFcr~LmmlO3Vv2}Tmmgtbv{sj!Rqw9LQq2d}H%)ByWYbC?jNpUYRm)Aeyc|#Lb#;}XSEr~Yh2V?w(o-TxDpEXBNkX+a zD&A`G5Qyxq40Eh5!x8W#=+}N%R7!&v?rL%4xV9~CjSiPU6nlY7Bx?3##N*8Mo+5cL z!RQn@c9Nj{F6l=(l{?4zd0*i3Y8w))h66iC8Iw>Oyp@H?wuFkgV zN(E@Sk;;U>%L%DaX1y$7adr0y!OeZt<<8EBW&8q3XT#sxssUj861Au&D&!VEkei1$;7tS zclrlT8iLvz)cq*6hz50;g)T3Dc7WXLdulf5D z{)_cHd|%Sv#cs57uW;+a9;Nx8Q&Mvo*4>M(TitVJSl*|{E^wJuZclS^XxSRGqIGxi z@rBg7h3VsuKXKtnCoE*;rG6)D;iokzkm z75hK-9KYxH_jK7;2mr+!9e|CC{Uu;esXwv5zgr;JUemQemhodc<^Vo4aRO8~`0uKk zRbPJuj-V76F1!MD)qmZBXSUpPExLeXNWQh=I7V^Gn&lY3*O-wMSbEAz;7_a1T&Vfa z#T&kpU#Cyg!K3|=dCBR{w=Vd$Q=h?)`|#tw{5X>z_v6P|>}Y$%i`m4xMt+yaR);y0 z@tVUm{c%^@_CIa~rkvz(v*qmC_0} zB)`tSGRxx9b=&OgR}@G4`+bTjYA}N{J5bVK;u}m{OAqw%A1<>0t``>RvFy2Q6a+qU z#WEa+@&+W|uH+Md^4eDT1{#Os;3zDufls%rVIW&CyuaSs?p1Z-s9=nwCicXPcp9&)(K1Ln*fe(!olBW450*8E@) z?mAJpwJ%JBkYaCbPrSD8b*y97hJ`!UdJRtL9}ufUbr;kHC#G-(4pziaj}+XIK=8%r z_T61HqWx}2=3Wumq1Mm&&oEqo_f(iQg>Qx8!Tora)c3kj^@@q|Wdu}+HLW%(?3&iq z1XPICdp0V!1^@4EYT8fGx8Itw=G^JkL{|T; zrvDUtNp%|hkjcXkcg;K9^J1$GVA-~bAU%R@HY!ie4B1ZP-2_yKnn~2v`v|D;x{_!A zr5k|VLI4fLruZ&FZzZ6@>q_ow<*(8{nSc;g*WHVCs$=>p?I3>;(nOv|&rtz!l9-ZI5aGo*;7ErtrozA0wbb8DiYUG+!V{jJJcQoeqg<9v+vd zzC9+Wu#whJ2&nMUgU5m)k=FABRCr!tb@dtn6<$~J7Tag}*VG^5LwJmG81(B>56GX)u087>l1XRhB zwL(CJ*Oi>Cew$zXEdf_Fy2i2j1(C2f6NJSZ0ZZ6B2&j@L>=y{A@Vb%{*4cDIn4I!3 z0a-N4IyfS|Op-|29}vXF8v;w(|0JMFp0qCzP~mkYC#`q$i`NOLq7gRw<`+b=9{3Y{ ztd2JTmaIn-P$f^+1q4)hUCGJnxB0~~0-51BQaMH5Jsc!8(}2o27*@bY?9l}C$IAl1X$6G)xNyWJp@_tRR`;4b`enFiGj_5 zeUpF+uPZrSy?LEy2&kg5wQYHwKM+L48vskzzYtI*Pu3aFjzz#LC#zpx=THK!Xmo93 zUS~c**yIU&3ISE}ggu9V3a=|UVV!)6kk@$^0a-N4Iyl;q*V#xA7jFoxmmMXbN}jZT zM?i(wm7KKRyv~ORsGugN9Wh&f|9R(6@i9BXq#aN^Va?!y1XKvd+NiLd@goVS5YEg-wRg=RyljQP zR$vK1-+o@A&1(i1Sakr)wzCM*BiLr6^0Xx(v-SRlfC^DFiMq-VP~mkY4>P3m>o*Yq zMx*i=&94ulQOJUbYY6(l(@1VGzxnky5^zPcQ+)I5iKh5xg2-{3!aKkIiv(0CLnJr9 zKFAIsQTl%nB*xpp~I3AXl#u>w~R>E1q4x(C+ji-s^rPKnt%$gE4gp=n_G4<0arA-#xb{y zNZ0~FSiBLi-t`Iss^kf~lYk1ZD>-4EIbFisvYQFWqEXht5ovB2k+h#Ch>JG_mb70c zph}*!Unii#>q<^q@7%H<5Ku)UZ1lNhM6&*dAS&JfShBuCK$SdMJ9oD~e)XGMb|3*) zG`hwyw~R>Gc?4mTC+zVARLK)|B>@#)S90$vABlMf0bw-iz7a-ZG=f&}Y?9l}C$Cc? zz=~$9_T_c{jvy<(>R{W&4-rt|iGj_5{SyHdURQFudh5Ku*9YuoZVUn7W$HvpEb zPY_TgPu8CkP~mkYC#zpx=MMy2(dgR7yw0Tm9E(UAOW6GhsFEk_TL`G)CajZB5%N0o z3CN;R*1^$^yv_=OxOhWgNqas4Rq~|mC!oUXO73O7d7X^}RM80Aw!F@}38LZ+fFn#LScwNcK>X+BKi-0Q{U1QAac&HIFN9F;7uxM%oE%n1MFvIqdzDp1f!7+O& z*9_QWyJ@rJYR9trl0AC^zh&Z9c|Rqfngh@9-%#A%GrJ2eu+~!%m%aUtfC{gx6>~*h zP3|*_ny4=8Cn4tf9|E?eff}nGShDt+9w-%5v%INdz^0{mcA68kKHN@Z)t4%pc7Cb+6Q8-*h)Z!*Oj|{=sZ)+ms|~m{hQ$5t|g$0 z-a=TajJ1WJ6{fF()~?=y?HsJPU_LvxyLK5r3+`)<8yQ zxl=e(9XK-w4^!UNc&fsHtHq3_3~J>qnpRXaH8ZU6cX=qeqOx9HuWT+U|IQ1$)Ai6OWyMB|(2orp@j)h2X>Pqe2{^2Hr@815AhRFs0 zBeR&NzS%K{U+uD0JPG(~)q;tP^e=&eS9e%Ce^ihhwD0D6YK_I&O1@lDR8!+@E{>!t z#oVTfmQuUdgA7^Cbd&Z#pZi1`{zZ6n2rXx>7oI6Hbf4yP;zK%r8O;4iWM$~Qgz@tV*$*4soV-!Z1vDJ)e zluF>;hK4j#E0((onp&!uS^>V7(h9TjP^Fk*?pnzjT1hDyWknqs$&WTYL*=IjN0qEL zq{3qys#sNhynz#p_~v-|<5v@>v}nX5F4W2uvshAAE2WG97UPy%Z8b6_mr}zn7KD6j z@a6=L`pv`;EcyZ&sLR`YMSb3w=#b|uaa4)?G7JO`a|Nw^+y<7E4J}( z;V+3-J-ZzByb}tpJI#qoN_5riWMG&Qm{oX66t3FIRUz`g{!O4jQSvlG!|W%l@Bm6TC0`K%6HdFsqO=7W%ynDvsx+g zQ>dM?5+c>kkD;v)xpuBviPAJEs`N|*x#Vt+|C-Wlo);lv(?OvW3!8*SR7CblJTGr^soWlynbYt9EqZ3#Q zrOwiuikO; z&o=qo>m+#z4CaXnUXLyTX>lIcZk8JLh|y`R>(LCW9w}D8skyf+oDu3%HD1Fu>eEhE zaFqJw>eUAJhONfL>H-U*-5!%@5n5BHYu;Le`VX8mg!b?_#q z6%n)aE+#R@@JvofBUPuZ+Nu^t@-R6_2uT}13*>k#CUV#n|7if@m+o`nUOgLtKkowm z^z!A)dBOl*A-`@>k7E5>+@rw1=I=}RFV^qyeMx^8yV356!>tQ@l;(d+a%JEwyf8`s5Rrp1g43@qlGvdeM@T7oWK3cm*J* z7cE-4=)}bfm-Kgwrub_X)FPKffgb_4N`ZsXuYmdeCkJ|lq@Qb%RfmzPYsIN+;<&KI z*`~qcz|vDzl3-eWJf!A7;5~dNzfPZ~LnZkmt9a9$Z(ZU(xJSF+9B2ytefC- z^#uK9{!y`2^dr_4_%Qs`r+=Y9#l_URwvSKP*rxAWu2`SG9N zsDFYT?tlXfoqp2#_-FX&)9>WRyZG@_?8HQU0Tj2oQ~xykt5g3BKlNFD{2Uy2=x>Gd z!ynfF1^&?QW`}#&;q&b91?RVaW#7KY4)?Odzp=v-cH@=$m*9Kf@F9Krm*ESH8N3C4 z))jWRkDbxK!jJd!;{*KoAV2Qn$A|dwVK`a}{D1uKN7&zcE{4NGC}@ZNHTWAu{df2{ zZ`M409{kv+&t=azmL0y%E`O9Aj^k%i?8k0)_z!mDwBb+f)W5+_KgJGA;lvJo5j(w@ z9Ug}tcj`Uxb*KJKc72CFpZ{?rJ9`v69L@he297)QH2XeWU@hIZ;Oaj8+i(P`eHT8i zs_8FVAFo*-|6_gp#r~01u|F{!PFQ8!VO{(gGVWXfeFe}BPW-i!bm>U<^_0ah&nHlH1 zP&d;fqrF)p!)D18H?V0W0W)Ws$N0H$j++1-zLN>Mo*mu{-b6o|9X5=>p}-EiHpAg- z?C`#AaJZ2jwp|a0tJ&edZiK_{+2M*?;P4)HFz6c{t2whu0s1!{mqIaNpx_ zc!(X?%pjdjD5~fa59OAdY<*0D4>0F6>!Zv1*vI;qX?@JHJ`R8nAj^U5V}gDVeCTuF za20d|FRbZ@!&fNh&DO_T;G<7htUr$8e>7|1*-3Eo(_mx2Nk96}15Tv$Ux{a`hty4w zD-5c6J_*Qni9+lZe3=l7&Hpu^;xOm2Z_HCV{WwA}%p9BLf{*hSTzy+O6B*g+R7^V( zreXe5&2irP<7$8w{inzJO;xE*g((GQ4kA`I9%7xF@6mm2 zcx7L?rrOQV^}(`V94>ovEp(n8SOc9aEX6Qq)foIZ(jC|hM!W+$*32TTC(thMQO+r<8*^~H90G9oNqM_b z(v%fx2> z1TzB4Fi)VUT&QJ?4aFRvnR2eiek&;_pQNM~FI;qDch_*aJW}diupn#X(uTQV!6Jz1 z7cM$sfu0^w%chn|v&+&8Pf9ObxVRqH+mrR4`YTn5m}k3KLPPzwse(7C_E6Mm)d$?I zLQPR65HXIlIt9pEF>^IN10~vx`Nu#+%e62~1ojDh0|UDVzp6LM&s{;)i`~DjfyTeu z!|TRC#;Cw#u2i>@f~2hFR=pm#yH-8I<7?B+1+?sVhZ1wVA|CF|m>0eTg!OCVQ~H2- zX6;K8CroITDW&!*+cMzAG(N?xlvW2b>C-E0GMsXyVox|9fD|Kmqx1mJ1q|eK8@2Sn zMb)XPtdzmL((CZL_amQ5@~>_bH|bbAh$&KuLr7mEbYc1AY95i|oJag++QS zdoCLbg^wI~%PWjzkw(ud6A~M!ma$_)aL`YVWOvzTUvQ8}Q(Z z(ao~EXhgHykj%ZFw?nO;vs^s8R<@>&qGiHCL<+ zKPs7lU7hXUKd>fomqxTqZYY<5N!-&Rb8GdkYSsNcK~t?d4bJl@q2`^s{ft#5u;hD* zpbP~0Y*e0#8nQRe#Q%bj0-51NR8*p_W)V=~btPxCbT_*r2mqroJD%O__5cZ6A-9J{ zA=?iwCg=lCBe}u+cC$N;fGe7vTHehrDO0Q=h#a>myt~;A5>TNGLEg=dYzG+IYM#l~ z(JwZBn+X!*?ck}XA*ik%6I9r?@q+|Zcz^HFRY==-8vzyGf>>RBj(`fUE4izczZd>~ z0zy<>cQ3rF#`#`&vOfrEBELh>3Z6}JyGdi3X9)nKnQeT>Ggq}YD!i`bEw;~c&g%%UP;SQ)UWLD+vDKgnYl43y$ci@smad;6ph}*u z_YqLxbtR{(cPE!e38)pxay#!Rz2phVSOHyRLi6AQ809dkqf`BS{vVNX`3a=|U zS^ai$d5C~38eLo1$t5YmexD#L-UwL2?k1p0p0Ix;pu+1)PFVR!%>NP)Mx*Wq<^nZ(ipz0;*_i zZChT)B#4SP0G6!V38<1M>-!0)@Vb(d)i1AeD*;zDy0$T|b2mX)yb-X3eUN}EdBQ$U zK!w+poUl$lMab(sO+XfnvJQ@RYL0xG<&%5bID;iy6%>mD`$+{1s5P&csyki|+ZWbA8to-b+xs zpWA4DcW&%!3iZ(R{O7HzfF<2G2+|`+XQT2oE+NzRen>!tsGvk${fdAJuPb@nA)Rpl z5&>W|Dv!~G`yd*HtdN-YJAAJOPb0a({3hJbCg6%@r}!q^6HRd(LFBki;hk`Q5&;#; z5Xnur53)l@*nTcSV!RzZ{yqfNC1ZjL+cpjpP~rW(M^_q|!YfVgbLC^$A0!||ReH~K_c0yA4sr}3ZRIBkTEVkPZZ~Og^REPe z(abi!gPTVQ`iR?Le!o5CC1yh=cYGQ_wGZua^8Sj79D20J9U zIc!{_N{tCBZ1ivf0Tn)a@K`V;)?nq>x@X+G(lXvA+V%<8v#}Fqka}cysqSA^_z8e69HE=y2dfD=tx0_F1=T8J!(Tvr;yiV62$0C}>x|u@=sPM$V z=D?06po-hgc=I|-38K-n`E538nIM z%#k^bAZ+r~=p&%QQ^TXHkl84g5>O?tE1iG}uPeFFpUif@6*tY-%r4{G*DyJ154Jn=L4mJYL+)u4A>dBw$tA5ei5ua zXjWtpd;Ka`=!$DvVfreNrH*f>vxwVg4{6s%$Y;TQOo2ZJwq^q zpPE`Uk`9M}4a19Y%5U3E zoy`>-Ua60;`~QLMm$`|3`yXZy_UE-Vy~J*v*}Q>ws=H=$`ZC6u7bnA^X`^h5)4f1&0||DUv#b=dz$6pLOYw0>$4veC7AAD zt3TR$vi~~(rb~(rTBqd4FWV>w0~pH&3^Qn+FYTUI*HQ$rCaqW3ivqd#Mm~HjM48O2 z96=16b>@$SNYfi!6+EMibsm@S8dOB+Mo6eJ32K^EU$17>)7seH;>!ODJ{VYYb6|bF zHSo;s;+bmK1*)kQG^oTSkvGjJ1c6t_tL@tWkR{*QtYGe{8ltnxagPYuaZCCsqE~WG zr1aAQ&ggDOc8sc|RMS*PyOsI#l@&@pS1L1a*6hieoYO-h6#WqfUfA%`wG;VJyvo|; zC~FW3t~-v2N=mG2>}12UyF6iF|Kll9xN0X?jK~W6H-QkBOP)q>j!!x=Zs9Uwif9fm zsuM>>tv#-_tt0tdCRc_%uBXDL+2zp@t;U;GetB6nH)!RWekBv*1$g)leGh}cTi6%j zn|HVCX61KuBXrOGe5bN|`;9K|D76^BYfcb31zX6O zMC*0)0Xuq-)KIO|!@>#{duW@rVi~@vWr$0%hE`IFM!73v6w9zfx}xUuLXg64WFg6r zGHO(mEh@X!P;wiJhN&qfqhQA}TB(cOtfZhU#nduJp`aDBTDF_tmQjm}QOL2UY6WG; zGz#zyA{ypIf}KXy2{8oE;ruGt^Ye_9PK+kjWK6}djnVKQpR>}1eWgZmCt z|M7Ln(+Dy){Kr?hjF=*t{fB-7+|K(St@)4tU}Ci9Kbn>A_8(H+2l|ijyXLz5hkw-( zeVMdWcSIc?dOjbop&L=O4^G{QAz;zI6gx-3*KlMVbTrrETVBh&wu;9WM zgPQ@2SGCpOi1g>Pf-#Z4J8a*`vRP?m4a+&O6htEoFw89EBcRdVGMvi{TX8(Z0xC4? zT9IF?nOYVu=<0I93y1>h-=XzpP5pY7h3{q&g6cHn`n}f)DFmmxp?^g@QQZ^+Iww7$ zq?!^YN;AIo93XV~(_Qr-J*7YF!g6|aEcL=IFB(UI0?W>gmt_xu0^Ho1X?HN;NzfR4 zS5#5Mj&7FCM;W26rc}gSlNzr+8m(l%CB7X)Fj|Q%7&{*r^|@R7*>&BBl&mYk;>tmO z)k=J5N%ByFj|q^L*A(%=C~3oEn`_2Gj*fKeG7y>-zuc2ubuQuDAsFO4tUB`U-`Ttf z0<8OjYxF8AtS>sSR(K63#Et}+xgNR9%c=MpK>}+lV+j%nn!m}3GsN7Z%fGS++wD6~ zTeVd!jO4Z6uI0;@Tg~f$)l{d}E$UI0^eBt@Klrkwzq{*-MZF69xtE{mRTf_*dXnhH z32n~Ty+(IpQ>wvT@yslX^`hcPhO9VN5Jzk*D>M!31eTt%`m)o8D#c7WXB2DxV^G6) z^6T_zI@H-`nTn=6-@4%2PJISH?!%A!^5aZ?+>ak;v7;UAUChRv8i@;D8;)ZcZBb2( zI*+RXan;L^c)F^V(qFN%=91)jbt)u(%p8p6_QUmS;MvvVvboI~WcG>~E!7P{R8c7y z*-Bo6G){IXuWm@^3WI81h11=&>YF@2rW?1{hFA8LYpNyK@b#8mxhxI&m{bmf^h*GM z|3KP+c&2)C<1s17!VeqSUZqqvm1WAjVJ)A}6*p++JjhKiSGGag68=oDgjAL~n1>8z zeQ-{5m3e?ynEJ(5v+Q?)P(5D3SC5pw31H|Z9Q?`U8CuP<>p3r8^ggbdT`&w;xCLgV zSk%k~TMTpK0$VKSvt(wR?~XCkBcr`pBLg}FWwDf>R~ZeJ*X;2XAmLV*61$qOYR>RC zpAeKb?!iV3I(%o<4 zo?<=5DU-*W^&bU|y$P=|9Wit05GWqh;F+7&D?;n&6@#kd2&fQq(`;1O`AjDfP$A~% z*r?pL!dX9P$0ege|ylh`b^V#0n;8{OD80h!3M&671eFj6v_8A-%#}uA zq*B)SxN_sM%Ai)>qG>SPyv0zmxl+c2X*0@*X$-1^xqPlX%6^2nbFjktSfxhdm~$|$ zLInmt!L$_63khn({1|Mr!ASs(ZTM{&>^p)iV6c|+?YFMCLeBLH8<8Jm6BF(DpN+}) zcFk85r!&>7T-X@KPs1s#lF8??np*6InTWz5KRa7ci!h_0%+9**+nD#gp}g63Wxb8? zrsj{3!*1N@&b>~n-&nuI>el(j*uN9B%6s2VKb63cMt=1-P%s#Yb9=VG;>Ea{-4Mi8 zk8hFm^=+;;^87z%1@m6dG>b{Uw4ep%`CFbhR-F^T8%Oc3w3oi`%Ydc1yBJu4P>=Ux zwq}aSptEC>*IB2fv!fEz z*_;6X5~#0J-1-VELD1E*FOXqj~l3{3*CzHzg^JMn&h=K)zZ=hiD_y7 zzy`>ZqMzly)KMmP>fY0WvNk5KEZd!Lh)Y?RR!09XHq+xbaIpO!pZUR)*B+nRNd?## z9J87%3_u%JV{ohi%hua&-V72N`NrUw7?X+7gNILVI|o*F)FUyNsGutK@rE92US$1G zMX$gt>tVH+g;gSDWl+s*bb@7j0mvjMOAH@wmhjCp;*N=sJ|-!cpu9$e#1Pjbq(y9) z9H$VWw#lR?u*M1Wn*xL`%QcB62mI|>W$-|}R%y&Vx{npi>v5yY$jp@FDuZLcb#L<| zW;Sg}&6F!@Ug$A4)dAN!gX+X@-77k0_Jcr>AI7V%#zf)oH?i0=QJ9?!id%zoGSrE} zzmq(TP*WQdg`eXxVv1_jR}y z@z4EJa81Dw&z7}OKaYfh>#dBZezKEeS3ggdJdGe@qkf*iWyBQGTtD@Ra64im|0zt2 z*6L@o^4;}Qs{6qD8GhGctbPXYQ>dY`q9WDMBhcoETtknt;z}h2i9Nnlk14_a4HoWH zN?LH`tkx4_LIth=D5z|NnLfTeOrw_Oxyr0;nWvVrlR-~yy%iP4YB|5WL$cRMo`k7h zwmlm)^u1g@Oc7CP=-)9hTC1VWig(vgson!?X!ufbenXHINH8Y1cLqN?WplB?O zc#PVDH)cJuC_QjGn{54bV`;>{SwTQDOC!D!Z$)Z!Prl9y#&l0y8R+Wl6%e!3XTCW- zaK}5^3HyMH1eQJ%uZ)dZu|K4;w80Oirm^P73~T9(Vyz!;4)%mIf(~DeSBDLryvz!Y z!jr~i(0a2dpWoBCUJ!8KSAyHFF=`H~4QMSk3ey2JX%M8r;VIN28XRUOjD^DlXMK}1 zr&!GQxKeyA55d0mLTv~ZR>5rA-mde_a&CiBQsK9r5s`-RKzvVH}&u#|&1{G&pd9hw@@YWX(DXpr(k}&*oLGJV8mD?{L zILDIvTq@BU$!$w@1eW?Gw{3HrNQEU$Za31QFfp9~xG_~x#;!=?Gp zriQ8dtXFGI)!)jnrn~zKp!O=;GDbcRX(T=yNFB_iPp=GtmsGA)wiPRdk#j&=3vZ!3zU{rx`06txoMtOiQjrV4Y#>484}!$tPr^}-@O zmOXdSF!Jz`gSTc}sSM=}c<08Iun?E6_t^^HppOp6!BKd(9(=lG4FlPF;r%_G7{q`FngT7-gNx`@D~< zjwH8E#ow_=)~w79x}&+T5_FLeUfkxD)M*F;qWUOnS$q_$e~dv0TFbKb*@-asbZ@Os zyw>mauw&Pni5|Az0ZQraMOnLm_)a9@3Ky(6p&lQ&+yCH;(XG0>Xhf^skj%Z@2;Nm$ zPe$sEQ_;qe5mw|U4PKPD2*4pQqz6X|ISEs=b z{LLIS@2d@eX4L^K+g>F|k6@dP%2P8#wi%f6Dn2=hsF_4v9YjEd*Oi>YGsUJrr1DV& zfYGR&YPCNc3%NZsTIXtZ)`|K!fuIjOjpPRFkI;}Xm*-m*~!8ZY3*82jSexz zT7t-Nn_?1#SE302+D<@)*Ok1* zp3JhwV#nhB1Xw7y;|Z@U5OH*(uqOC8K~}s8uynnffGT;qK1e`?*Oi>ElVHMw$kxXR zsG_lzV`v9ie?|}$ZvZS=e@{S_JX!xtK!w+poUEOEUXDoDuKynE;Mzvf4#FNm5EgF) zEMa>HsFEjaF98)^S8~EmwI`5?ls%h(ESiUPaI}N8mlDLq8v;vOoq#HN(rzW7!s|*- zTJI9OYYC{L5jOf;Pl*GWA0>#2HvpEbcM?z~Pu6=0sPMXyleLpi$rb(UR|&YH(bY!L z4)6Lyg0OfaUQ?B?Mg2=o({Q$3u;fIWk3puxM%oy$%AgBbl{mDySeo^*1)r zvENYA*pcUR)=C}s>cA)LJ$K*OYXpPVLb}(RO|_*J7jQVg3L!_8z!HRUcR=xk)q@`; zph9rhMuqK`-$_7)aBDUyw>2MmBd;E`DO+b^D)`Nfd~K`mBEtI!YWH&+ZC*rpuT>SW zr27^@dIafgRG!8qWcuEZ38)Yil&Guc2&nM7lE)p=3HPrO07j$o7)`hjqEX1owSE4Q zXkW`lB{!Jgg!{t?xT4u9z6tk4Q=|zZ<7>3s6y6ER%_iea*u9W-H0u$3Sy-UL{>UQ0lgJY8!9RCry<>FS+q_HhEL zXl#u>*^EfmdkLcA4S*%G&Ll5kAA=maN+dsFEjZm4FJbD>+&HCYybffGZkZE-n`C91XR)3+P1vTxdc)1 z2EdZ_5(28^$vR9xh1ZpwtbTc&%>-Q0=-S4-&UFM~@kYQB_QM2J$rJXI1XOrk$qDP^ zQ-r+EzY>r|qpX9Y9eJHc3F6`nfhFye1XRhB_7?&@%zA)tyz*tX?$rgV(Q z`1K$Hs^rOf6aiJ-WcADIEF|EHM%NhgIvzh3GDqeNg0RU`<3a)|JT*MJ3Ym?vo`5QO zT@?wa@Vb)w{K;&0T=5laR}x^MYLRCWoCP9=5G81-Dt=icwo88#L1_qE+6xe83{RNQ z{hr!YwUqvo$*}E8$FlnJJ$u`uWuhrRK|nPJo}ub~2DO*;cEJVu3-EZIxLEV^1XOrk zt(Yt7$|9MtU#AcGA0l8|8mO`AfhB8q^np@AHOreS2JC=a+i5FuQHQ9=Aolv%B6OiO ztuTER$Wq6*bFhvte8c0j;J#*N&P8svE%#ELyfl&9KP6boPm`^$J+)Cp@>9E5|)~0@SG>Mp_$K_XhM4=D%3jLu;&{tyr zg>5{paRgO&<|lrj+LatLGukE^dg+9?r&<@p}e{wohuBgd9|3)YC4;uJiJmLVfTNW?asT2 zeH&n^V}D*-(@X5uL$tz3&dg=h{6IEWDx0~%N;zi~Q{6RNl*?G7^&*Q-KE_IU3BIlF zu)>w=*bjTysd=!iFnHn3P-0V~1&@E$7GrX!aHhI)rBN8Elr`mYt*k0)F{@~4W!0vN z${wy9ujGo#`DQt{!6>Qo&(_Q$T%ldAXk|ssr$49iygU-{!25VOA<`P>dnPWA?Pa zHEV*|1_immY&Qp*?bg6Ew~J@0T^FdPTF}axSrYBid_qv~9;(g z3RmsqiV<01|0WRPF3Hn^M!Y42c+!#alUznj5zR4db>fJ<$F8<@B%jOV%CM*UR8t#* zEqHA|+q_+;{%I!03-ItA`W^;>yWAJyn|HJIX61KuBXrNr)v4^>exriDYfcb31zX50 z?`g5Dw#v7CYW97+i~D}GE$kvrW$u#~aXl}h^}6|h{f;O}4b@6LtjQ@4Yl^m6E0*D# z3T=&&HMEjaG|F8WqgYnq3N@c+)tX&sm)fHkrji>{MvaQHMP;`dN^V2ZFg2wFUcP== z7rR+WL0RCnVW*RV1}$2)o8OjEi;7Xmv8QSUWymxN@GV#3P9)fARGqh637*6GRj}vJ z87ZBnTCB;KieVe0;Xi(28N=Uyu#-Vgjo*L#N%Ay;j1B+sB9{?UM6>_UAB5X^r>Zso z@hTIeHUH79e7FCQ>ORnagx@vSBYhj1j2`dKz7w1DYTLie9G`+d)Nfw-eW} zK({hTKyiyxM41<%w;tzDy-+Jx%%UsEcYYNtI1n%Y8WH}btYA!p?+(|mOR;`ukD_&_ zmD7##u);&s5`1V%UMp^ZUsm@hTZT3Gd$j^hF>CN4O*W{R(EN9G)gub%GG~mdaRBQwymL(ALig=0n5QuHju>{r0>TB<7_eJ4J z(7pPusF;Rr-NbxHg4W>;*lhm?i0x2Sq8}aKUe_eWMQX1Z&U)vylhZeX9Mc_ci^TH} zs6ROtGR^j{gkvV;m&QWK8A_8Y5vr+-hJ;qnNxyXP^pkiypFRU3K>-c4c6~8D}@}@cECY%v?_)5GwY{W4yv4W$- zG4=>*JpmveZ}c1V-Dh$jzGy%RK8YfLDtqx|=&a2?JS<@2+z+=O(S9*YV)duppjaqu(B5O8KX$2d4S!Z9FWxjpg zHv9S&#nJwLcsIMdm?BtB%MO&ZO%)9WOw$8>{D+I|zw3oXdMtbHpkd_UBL|t`D;2&c zJAB$(UBfpR%!4D}m=!*;AX_iIzo*_Y-K%SuGnTBbp>)=DR+ia4==sa*maR{+aR$aU zv655|@OlQZJK}eN5UpH{Z_-oxCV-)vaPW87p4o9(c0KpCf8%{zo4nC#XqWV@E`1*C z>v2St23#X(b=WIr*l2Z1znW?3n%1?tMW$7K1A}1AzW_n669rxS>_nJ0vbSz0Ubpx9 z(Xnf@L_b=uv?<-a=g}@8z7sFFf&wcVs7C?rRzCP*bldGN8qqd4By;bG14Cc+&K*zR zxrf5G;oXvsn7n^E6c4_}vpl5Ng{s$;k|Ll&OwhAYVP|oElz<8`i_=Esw&4AL9mJHU z7JN4|`V2wee)D;na|^?dN~YdaXZv>|YLTWi-)YqWEZZI;NRMEfjmlFqLl$m*i+~DI zGl{zTF##1`S8@tVU;O_Z0bn#LkI{?&gJ=}8eByrz`oPmjZZN+W|L@Zoe>zj{a^idO zKhYElLFBki;eGLcnt%#bVLWRdyBhhPSp2=mvxY26IGrFd-VRt)7mNuiY}T&`qysqS~R{jdT9R!4^y6$<~{+PZ(kLZ_gC1?fDCb`|DG0mq4 z0Hc|0e8)5o67&(b!Te&H#|gNi*{SU@&CduT$88F4O!IpJDwH9{T}(4^3O=01+riUL zheTSl#wDsF#sn2Mdgvjb!bcAt3x-5my#!QvUSV~0HUSl0SMnCy=cTvrB)~$s9Zz@_ z!%J_8i6EUIE8YZHx^5+)N}jIQ5>VlFC8w+RrMEQ#s%UJD{?c0_S??r>iZ=k3toIU7 zB~R9`5>VlFB`2%jOK-nNz!iHOW2nPsFEk_#Hsku7q2ThVV#%F z3Nuk=5s*crtb?N+<7mea#Kju|OWMT*RLPU}Gy*ETuH>ZkzVx<_fGQecqrdc)=wSy5 zqT&sJCF=+QRq|xrMnHwvm7J`8FTJf2a7CkQ951~k681KNuy`Y23Hvz$s^kfKKLHh9 zS8~G2M`FG~Kp2g>Z-kMUX9-%tvq^3@pS;d*39zCWt9^N$3Dd?Rn#Q`BnFLgLVqnvd zZz7!-EMPqB*@;b{2qT&sJCF{8aRLPU|5&|l`uH?SeFRwF9z!iI7ZGl=ssfgDHxZ;qkj_TsXeS$vlG?E+4Z^Hd<0m zyc6yxcj5atC_^MS;XcR?Az}L=1c~u>@c8=>RL719Ds0=hlz)K-X&X-`pu$@a ztE&qLsPMXyyIT3s^<@NvsJiZ%+m&ODY zHhP#i10RRuqX&-#Ln5tN1XOrlVRdx`0To_X@)p}?vRMxS7Rv2-!mAi2o7q7V)&!>! zWW}2ROV>UEs^sZ~C!6U6RMFTPeX<#mtlJ2p;thZ$Yn6a1d9r?#fC{fG zIa&QCo83vk6^*WOOg1AD_I`q}cq3p5`warBG@{yR^ z2neH5_l+-Ssd7b+RsG%6Hp~j*5?SQ@Vb(d)i1B}DgjqCy2hB-@lYdV zj?6wY@!@*%)HsZQ3QrA>u0m#`qzI^z*VPFGRCry=0A@C?;=i*_+;)RjdtVco3{`F9YoEe+II^}v#~2l_y%pqk}P6$5s_t?jfG zxu~PQO|zxQAoluIuF!?nw8HdNAWI$JPG{}5&oEpsx(7`pc6iOt`9+(qDm3Xxd-1KKyWcY|V8>meO;qBpnU`JBb(JRCRyPF6T9!%^)0JsgLmc+5Uo?*tf4U%jodu zwKcuOZk^-1p?9jgW>fw$MyVG;^k({4Ta{nPO5MXw&HMEPwlaM)6xc*5c>1$kXDNMh zr*Niv>Pn+9QYmXnd011Qo&(_SMTFh#fD_U7m z^Jyiuc;TWGyVIf*ja-^Q-fzZ4UR!~aKy*ui?_m0}HXOGU_zmGnpun306?kjlncKxP z)vgOvQ!Qv^%`AypYCa(d{Br>Y#~QX5yR5aj4FFm4JH zpjEMf{&T#_+T|$gRVWyA!=r+UN=kexJK3meqKSe%^i!g6)lRM$krnoD0wHGY7yLAg zTeNGyla7r0LcuuC+S~$ECytC-dr@jzNAkH$u3XzG*}hmmfQj(}JbZ_~he6=J??w35 zX9IiN+&WX6mEX~g&^0 zcoBOn%C=lLAF$sXBdMWUsfRTHtXa@DYsE5rQ^E5qSwkx+MWfu6F^Xjsu2A!NR;}5E zcBwszVJf*HWz?uBTU2(dq2x9c4O3G}M!~tPi`}fGpe)7IGDe}GLHm;J=C@_kqGA+s z?5SEo88VFme9M)%6A5-2Rp)Img6D9473_I-ymhPLKhEHFE5LuSlVj&U`Xx^z5U$}r zF5xm_ifHy9`dql3M~1EWj{zn|YyP8I`ELIq)qSA<2)}Et%YXP+9nmXEOP&3o7^F>F zudWvxiw;*~_?~zTeJ}v9Jc|!b-H9Rk>doZ&F}sCCb#-HVb+we_@&woAV-zP&jMNmZ z0M+2a0=qSHH$?;#y-sWP2Wo?Ow-ev6fVVP8Kyiyx#4}c#+IqY{^+K&&F^jHX-}zOr z;J?Sq!A7M22rC#9>AO3GhpmBzyxtX6vJkYJxxotS5jyRz)wIbj6l8rWURilJjz>M; zr?R!d6Q-`Q=E)3;CkpKAu8CeUh*c#ONyBj7n4|g@JvpOWu~s$suo7_F6KMG z3anoe6E*Bc>S=)Dm+x_*UOf|FKktG)w0!w;$1M&tyT#PHB|Qt_e~Wq+_bhS#zsUZ3 zNzYRF)%t&bcNg#Xr`9b@pVXr)Oe@Y|G5^-zE&7A8dZ?vzOEoJ%=cT}$>norZ{}B#P z=JmN2wLObO;)=sSG5KlPazi7*7g&1A>V-@jsuVMamcn)Nw3fb)gN&_cU)MP|d5wj5d(fHkg{0>Q++F4KEnkN?wC*cy=hSZb&;zm|i$jX|Ss=i54;R^g*9(jESoYjO!^p!&4pKB%Dnoe#5(fW-vvT*Z{nN#l)edI=q4Qe-M6P%%ChTu z_o3*0+}L}l)g9oXwz^a~%k70kMS4#QYJ87ZE+;z>5KyP|tC?D^XRz`B4d(x~mQHl5^=h5+yxM;k)DI`haD@_93{j6A+_6FM#po8_ zT{NOaZ%F2T@jGO$g~1tjCi`Z*_tFt_)NX|0!6kWSLH4>(^@=IzI|!%{vmk9$*qL)* zAfQ6b2D4GQEqMQ52QlTDD&KeZe~qATzgbGnV`0OON=DABv;Dgs*5G?-M9bucav2zW zpAJ1Fs}on#_dt)bIt_l{!?88*82iIk9l)~fM+E5+Y_m~$YG%m%nf-67`@*%h(;kVB%VXi2cAZ9gZaJRb}j)|G?x?K`)!G)IGG@F z+@|op-}Wp5DwH8SQ~SFbS)y3{y~neLtddzrkQi?VEUMg?pu)C|TL`G|{@$ajkhbv} z0xG-(vAVjEfC{fGxvQ1GDdu(pLR4M%yi|5f-xNdi%U>jD1=31d-!5g*T>|dO*URfN>Yo98QoJZwF619TI7Ek4sc1 zjtMGk^stJ63LiaqEEp1LT|_{I=M`30DghN4)TCCG|5 z0hX?RPe7GCT|Y)Zh1ZpwuHJXMeU^YK8e5~k+l@%phY6zM4S*%G&O6nvslBJhR`m0U zINbzf(J1TSi1c~_B59Wq#Kju|OWM^0RLPU}Vgf3>uH>ZkzT0gB0aY}@Mt`>(k*rq` zM8z8bOV*tPRLPU|W&$d_uH9dhF|QD`f@hQ5Za#UP&V%rAZ!}}IFRybbK~{X#!Md4w1XOrp zVAGJt6HwuGC8w)5ud|YXDjHkcme+X~K~%f}uw>N;sFEjZiGT{PD>+&H@;dJ!;EG1q zHs*CcL=YBl1T10yiGV73!rntbh1ZpwuueWj$m{GPAd5y>2S+>dI!_S9#Tx=k+Mg3p zB~RKv5K!TDB`2*nuk#lIs%V65TV7}XgYmIC-T+v#zJ-7)d9uzYpu+1)PFBCX&M5?3 z(dZguUdKa?kU28v6NE)mBj{Bq=mlm$1^KDpvqbp@XKn2b)=HfZhzn?|Zx)x!yOzn< zSF)va_sXp))_wI0tYz8tABCp7K+rZqNjWHyc$5uS-~ORRt{R zwi2XAkj_Sh4K}YOph8qoqONKLRCry{AUlL4DF2%vG2RXye;0lc0A!#4AbiEpb2Y&qX@F%O@O8ALISGf>AIYN3a=|UUA@!l&n2LW#@6W5 z>WO4sPY@Mv04!OH1XRhB^-2ONysqSA^_y0I9RXJ~y2dfBo=Dh#BnXQ)0+z6!A)rd0 zu=f#A;dLb^tTUZm82NpafGiqi9UPISy%0(JV}iJNLtsh!9067Gq{^1b zcq3p5J48U0JYmZORCry<2`e9oc`pHBH0qA&>k@2^d)O2*5_1zlD|j}^?dFr$`2+!0 zG-I_duk$5>toW+qAx20V^4|%l@WjC8z`jpFh1ZpwuHL-PZUU-kY;9X!=T8Jt@dm(> zb@E~OC^~tv9zZ~a*Oi>Cet8{*fGZkZ+nCo`N)Q%r1T0}sC!k86uon z@;a9hkVT`cgQFdJ9g`p~-Vj*QZYQ8hp0w{Lpu+1)PFinX=T-u$XoPKBUgvItsCWZl z$@(AxRq|wgoPY|iD>+&H@;Xlwa7CkQjCmaoHA3dd{GK3e^3?b<0TrGa9$kfW1G^3% zkCF8u1XOrk$*a-iKBK6KJ0TxSfQ70>o=I>Ph!{eYprxw#Ws%q}{b>ZHA#7%e=nJhaMFz3guX2Shw5AoNuNs~(VP{3} z=!6yPJDs=G6up}r>)Y9HFHN2>VRZ*ABR&i6>$cwb{}cGFYWJ1v>XthpzwZ4`f+74A z)%w!XIJ)=O0P4!1s=o|6V7ni@0-w;1zh-^-;qw^sOwgpYYeJ~jJvJT&o2d5FQhJV+ zq{BheeV<%}Q`P-VEjyG~H>7igK{c-yGg?h&(*=iD>Lcv_zh!3L#J=6dEW-Z0wx*ZZ ztp_-_3}m$prlzI3Yc_Q*W7K&Oq;95(CDle&;2w5r9&BR{)Y%MWHBkp1{47^jN}miY zY&x@c2wtVIW>{04=PK576;m6^YngIMDZ^R&x3ZyZ8O~*ft>1F+GM(IDrJOU0iZRq> zzjQ#!l^TU*(+V%VSk^XZrZS?MWw?~z?s*{G2aoD1Rtke~DO^>^6%8|29#!fk!w;2` zvPel4l=;e{9%WF=8(X@qM+}*2h9Ob&{3%^lX-XDAG6TT1_4}zD{3*TXj@@x__CJeH`OI8rMs8}PB|I12xWmnhH^!?G*^UELqnRW70b#Nb+pt2 zr$)45HdoxBfL@sLtoKKy>#M@~3n}*MeeCou~pK)h6X6My~VCa&CiBQsbWr@P31}N-j;Ipb-1+_dpFqk(o8*4Y#np{`) z?=EGh%)%AtoN-m^(#y57+N~^8E@htJitIrBrM!tKfLy%ao$A#Z*UXJ3Z~~V~jJdS}{Gq$oF0+G)PWUrGG^{vG#Omsn%P*biHD` zVO3#m5V+bQ(RefEQb z#j4ZlH`Xtaydv?rc)iKN0L9|fub^P?vHW#?v;FBIcFEZdjhIRFYn~ub5^UOj?IF;n zoAL)(&~{tUzANgxLG)9^kjy!e(oYl5RF7+&-i|F?t&ZOHCXm~T1}$x+cW?i&Q)_l_ z|42x^5w*AvE6s^KMJ-}Nc1i0n)6(KJcoM0_Ih8fhe9N>>UWAWUTlNEiT0PQFt4^_8 zt5OFeYW3*kwYs0BlD8zL)eGju>@Wj$f0A4GYk<+t!@2Hb@YkY+dXu-%EXzVCBxa%W zV{U%}4RpTSKo^05%A2`mVr%_G`@AE0`|NMo=e)%1bJV<+TXRp};>gf@9c%F>b1qn9 zW1d??5oEaQp@icH`8`{&q#RcH=aW3h+BDY~YQP6(wK* z+OX~mjy!(KBM(A5{6zAuJ=7ADk<@)>|{`c9Q@kxr$phZom?>@ zE9~C{LOdmT8o>`d>B#tfE+eLh=23#`#F5b&AB=<~Yd)9Bm1{ezQz69+uZXsjAh`kovF>r@90M8p0|6Q%I@tqD%iW`1d&s) zh0O8&Vp)YN)O@}^AZwS}!)jx0NEtOMFrdk9HI&>2 z$e3$N$tY;`!PqW#vyy_cniJpM{5F=HHwroSRIR{M^Y9Hux>!IbX&RhYwhNBa`Bkvz z)$vxVM&q!Z+tbR7dSW?tGJ50CYAp8=$j=MVt}B-FuR3CcC@s}JJThs$x?XH5+#Qn#;x%+*P{aqP?u=8z_^n0r^J8`k ziR$Xx?bX#%lFJiZmyc1L0rf~t(N*Yb9ncgJQ1ILs@0{FA?VQ~0^fg)Xp)yE7af?&L z$F2TN>$#Vy7xDy^EAis|Dp+vh5y8y>#;e-uZ)9CwXXM6YUEC>@gIOHpo>}EIxmI-# zxJHohz<4EWbX{jb!K6{V20NIN#+n^7EOsbXx}rJBB%Bd+xG-KFHdr#B6&!^nktdR_ zib=ExVTCgrwzbG&1(kOV>Mo}i(V#A~TrAWj_{N(Y-zes;T})z8!81A61dml))xt<# zb2-Op&d&nxjhM(`d&j2%j9<>(g?shU0Q`9o_*xaF3@u;2Tsh|qm>A}`#rn)zm=L3x zYFQh|s%15`Zt+Pc^(aeE?or@Ne|Ha`ozvaLZa0leF`GK)3^>)@wJ?3+3H;ZV3O!*l z6u4x`k{;#wMT>Z;&ZK~OzJ)Joz3jz3%1JN__5}Fgo9nvo@=qDEg-qDisOI8 z+3Hq37FIq4c(;_5nrtN6{O8~g-^s7jr|BSGjX9&~&bKc3wo{+MkNfcBzWg|oANS+O zS?p-5{7OGPrRb%GB&-TMQhc)o*>Vk&X z0#}tYQr$`lGA{)qTghvXd2y{X=&n_d^!(UZhA_a(s12{|E7w#@#Nq2L7ICQ>lCto^ z>6Pf00FVL=42R>7DJ(PG@#zGe?re z5K)0&0;BMg5m5OnC@Lx{sGuU3fQX8U7b*%Ocp^W4atV0;Usd;XPjz)y&wJfHv+)-` zp=Wk_ruzHd`_`-1udC{%`}_C@%k01FjYYaFyY4`tkb{>jZ#}Dw(B}^U4tdrx;F?Z*b6)XTVz?jJ`ko%L+lmR-Q_-6 z|FU&Y=Jy35sQN5Es7jgZ0EStFgTJGcrfmIv5AadNM zkPG*{i+~Dc2x-rv*oqMc*&$^6uWJYrMihpNkE9|>r%D6mTrL`5!Oaa9pA) zwgeS6dbpT?3Lia477U5B-b+A*=M`30*Ar0Tb)_D$eTvq6ng9#scBJqshN3lg(1bO? zJp@_tCcx755dx~@>H0VU6<$|ry2?ds{y;z#jjhp())2}14}z$817OM8^@di2vDl8i z4*?ZkS8B5Q?P_}{0arA-#<8m{k+8i4Vev-5683Zgs^q=vxdc>rU8xD{6pImNq6`v{ zMWd{PBhrrWMAB{~h>JG_mb8})=39{n54%W>K5K!TXfxT58C7{CV zN=;Weud|teDjHkcme+Y7K~%f}uw=b~fGT;ievW_&uPZfK{qj0@5pYGLYa8=Aj}nB% z8v#q$Ckd#MC+u?sRCryf3G3ujguKq*2*{#Q*1^$^TjiY(#>e=0Ltsh!dIGBCNqZOp z6<$|r(#ml4oi`Cg#Tx)i*7FIdk|*mh0To_XYO?y}b=DJbMWbtsc^!!w zA#-FdCkTtCM!;4J_yuM`4f&~GT6lb=vuO6))=C}k>cAh_n^SJvYXpPVLVDMmIa^)| z>js@qg^=TB0!t992XBJr39AS1AfQ5U*G7fCEq{=J3gOmlR9OuqCLlW8)SAs^rJUYY3?D7R2i6CITwFuGFqp z{pk7&1ca!*F3oap>7(l)e-JW6K19$8o=s}IDPx)+697gt+xU)Y{y@-2+y?WDY5q#U z70pgGQ;_nCIHiaD1>_b3>GQ_xxX?h3}9wZBf zWFZC#sPMeP>Z(XUh1ZpO#P*qNb}<1K%I!$uRSc8O?4Sv2f*L_qya}*${U`xd@^rnG zfC{fGHC^S&X7>6I?ndBur`Ryeji$+-oN2JMSMAG&V#Kju| zOWL;)P$f@VlYk1ZD>Z55$z~e~sG<=z`eZXAS*rw5@dm(>^@9Xd$&>YF0xG<&)MWLW zY<33$S2ViDG1-hr*l!br#Tx-j*q;$lB~RGj5m4cEr6#QUNz6+Ggwd$GEj)>tHVYs2 z;@PCOn@?V61_4$yW3?}@a~MHZeAmIcnPUj3@WjC8z)mHg!s|*+S2?ej|imC+j5yRCryf$?BKac^?5+G`hAiuk#6luy`Y23Hv1is^kfKKLHh9 zS8BpK`4l0q^C$sXG|DYgD@;YxK;EG1q81p(3HA3e7t|kbZJT>wJRCsDg zx(b<%vWb8yd0kyjK!w+px*JVmg>J?AfY%XVp?Z-t3C;o$Lx>WzR29E05_?Pk1%lEL zwzL-@PKQeC4b{40PF$?{JpwAct`^S} zb!CxESa<6~{$CQXEeO*i~dIyzR>Qf8L5WWph!NO&GjRdrI?o@Zpb`cja=DY|n8d+l1AO8ev~K3((g?Qw_|4 z>soccQ|6?}!kOv`O9~^Sm9n9ghYjtFbJE%=>neIVTgYoiY1zDXReO)5P1fV5hl)Sn=7(oWmOC_1`B3DDc`qqF*0)=0@>Mwd-uXsE-(B zqgWEz+;~C|_~dv6z5xJP@-1c!d-^!rP~tWbveTc<(*w^))s5IY^kgjhBS*!Ieoy$l^iam%=<(r<^v488ZZ*T zK+T44W4)0t!#f>DXl<}yl-Tgll_})QI($RV^0~0OM9|JGi0# zp{!v{sPDa3+;cgM%%y3{qOO}Nx$ zmWzeD1kZSl;~B+#lbDzxG+c2S788zMigpG{p0Xm!X+xEKh9wzm{#n%FoB8+5X(kL- zA7K>S!FksO@3xxL`Ef^n+=(A|=Eq(5aaVSOuW5hQ+Jfme8XthiyUPKDdAViq1outf24xNdcJw$$&q=)qLCmV$e!k-}gl zXTZJG;80FqlXlK`*Qy6fAEt#CYQszV$~D~*ZTJdnAm`G!5;D1}Yvv5Y9o(E^C7(Bn zb2b!;Yvf=f_s9f_*u?&E$=tS!`LmDkVesV5D#n<{Zr0TI{?0?<5rfwb%*&Z2ra zk}?gkM^$&1dujd4Rv_s21tEm_Ds!@;4{>~Bz*w3x*8vQ(2nT;JE;jdsr4HTzi)=ZCu*C_BN=rXMU4G;Ezg}V3&)6t=J!2 z?sg};-O0lExqUq3gDo4H8=P#tucu7!Ui$Y!zj0y_PrzYC8g-3&BZ%NHqvHZ^(};23 zmCU=-I^-sW^t(4#`6S+}VG1EU4$XtBlBON@dQkO>iN@y$s1VZ*ZB*E)YJVf3LQKE1 zQF$$R*M9~v)f1VfSVD>{*zs_5yyE+iuQ4w%{IKHLXf=^d@~43q&syVBLQHvNqH^WP&SB0Av*wHK+p%CMrwokZ77=~ z;EHCa_%@U!n&M)D$Z?xO-ca_v1XL(PNOS4C++311ou)KuWU@oq3{0ol0WxM*Mz3bR z0C~mgH28o|u&BwiW`gVxvMlAJ1c~u>koPhosPGoV z>gsUY4Syd9)*IwYnU9hay!w*(b7 zdZ-dm;iCu1f+3OC2MMU~yu#}0W&$d_uGAy8&t__O5MZI)juc+Su$h`2G+|BfZGxH0eYD!i`Lbd@(#dx?N58e5}prbZ;|wAuIo8gBqBS!WPXB~R8v2&nM7 zQj^thwe@@gu4r_PW3@Gru%{A)#Tx-j*yRLN$rE;ffC{fGHDR4i%!G+7qXcBpDC^*e zv{MO@w3iUX#Tx=k+V>GqB~RKL2&nM7Qj=EROzm?7RM7|Yr^yw2qW zRMFVlw!F@V38LZ+fFu#Ou!Y5u5HZg{E{Fn-UwL2K1)EA zJYioYpu+1)O;{(NBII?Z%)y7^(J1TSXh&Y>bp&zohQN|GML?B2X^$eH!s|*+S~;(C zG67XI!nQ51vw|Qh-T+v#4iQi#Pu4O46<$|rvijw9-bKI_jjl1~btGzp%#pcGyE6T*O#!ROz)Dd9h@K3zhkY?Zundn zxxYkEHbO_YLi2=0c=r=fAt+#@!rt9JNvXt?!TQUF5gz?Qw#(0rC#z&ffI(`#e5UJD&CoO%C+WY0>EfgZqZuvAR2{i z4zPuw4?K<32J>5MehmRvG&{w&)|_aHPZLCr+Z6Iz^REz4p$sA2n#Hz%PLLf!o>)CX zkQi?V$=`>ddb}m5uw&yN2&nM>UeZ-a{^hR(RCo(wbv0=|KG4VOO6_XZv$l69AVl?b zX@Pf3XKe@hgODNeP=Z$QY*O1z8PhBv0E}j~@g38gPS8i(2J?$)&L!ZAW~a8tG$ujh zxJ@C)G#d%1P=*+HF-?^qG2RZ+I2{txd~jT%y16B&u+hUE1XTFwL9$>-r1c;H6`ogE zUHy=N3a=~mi0!k^>L~&&l-rTQs~FZ<*+CQ51TPU}#hU<2*9k}9L-6G3x+?({URP?m z%ImBSAfSrI*68c3h-95l5EX9#ELl$^ph}*seFRi^U8%|Hx6bNq1YFVR8ppgyB4I}f z!s3m9CG2Jbs^keA!?o>=%Z0;*_)jXtrENY>{FqT&sJCF|b^sFEk^v<3L68m}ugS^d^o%^={4 zM%OsjSrG|)7(rOP5wL_khJY%0!k$V%h1Zpuu<9o<%LxdhQFmK-5;IKD3Z6}ByZPjG z))QbwGgkZZI+qh<#djU7o4JmF3Qr7d4(t;IRCryf=_==SzC=J3jje6V>pV;l6>k76 zSsx>yN}jC0A)vzRN=;V3yv_>*T+!&-#=OpyBU=$kV+p$_0afyZJ&1rRZo)eG6d|uO zmw+r9WgQ&t$m^U;5EpL9>tIj@r^po&J=w&iu+MGzHl04!Or zBA`m1tRE(z!s|*+R=>Q?Ed*TA=o({QN1{f^9GUwF!X{6R?-5YpsUhhqWH!n#38<3S z)w2XtcwMQx(WJgY-VisEd6fVQ)r+J_a2ALdLX@DTs)&Ww#07}EAC+i;Zll63wAKiy z5DTq|x=IsJA$V`2k``KXrVHzCeaL@20bBHi))wR-_WE_M(1q5t#>`WOJ36*j%+ARj z9p+YN+p^nX+cM8mWb>QsvzI1ybS&+JWyGh!@4DYvyQr2jpMcM*RwA;l?GPU{P$=X? zAGDHS20t}5zpylh%;{SJbY&oDFDpNIk`+${HJZ%u)9HZ!;UOWAEP148s1rtY((j zPj|_d`kh}5rn+l3X)a)-d67xbKoCo$FR<2LV5eq5g>xXydT6MDG;q}?ZS<3Xe+_3= zbai%gEEzU3YqjiG1zZ zHeV=a%VS;ko&!DXTwcrOSt0ha^#em2D(dh@A+P7OQN38!3PbE`?uE2LV@=V3){Js7 zn@M*qhm+QOh9^@PfnOPeTDib~=4{lbjTI`|XtA(9J7{RBL1Rd-SC8Et<4#FF%K6h1ExYzJELxzlkHEs)Acpme7lJ4x&hiY=tju6yfY?0Vv~C!bBmnZ zw=phT-p?ZUX5mUe?rQ_deSP4W8^tr#uCw(baHDJ#OM=aX6N13+7hrI#eH>>W&NJBp z-vEFt`QFDG_K42<@NFVwrw^OQiCx$^kupyVIAeNxef1DsOXeaA)pGiPkt;c!A!XhtLNOm;;4P10ZLHF%i=)h~@ha=C zblsq6qTnsPekuxAoy-*@vcmpMAjE@;t6_#Jn-GsVGJc)Qh-sp6Fs@D*9joz(-`F^s z%Vx6W+ScmSqA>*9FWG|-|9V+3t})6r^C2e2^KkJk<_io0ACF#ycYQXn<7d{H+Nk`_ zZiMc+xh88*UwpNO{ng$<

b7vb;2$TLZc8;N9qrc(Cv(v@Pr=PGAm=H}MJHMDu;~ z7_`}1 z+PZMN@2i$B{JSqZ8FW=d_qBF#73B1L%C+0k!B->5=yu0LQ(?G>t}*glgGaSm1TJOFlj zw0++0&h;@z8gQ%i{Y3><*FO~0cY3_EcDwG$oYny&FFP5%>+(kwf{5~ilU0f<5p3&r z+w-}6m?olh+kPfSbKTZfyf;jl#0XVqjAa(-&C`RLJZGTO+@m=i_vC?99G?JrzR9P zK1QhrQWiY9V5~RtEWrU;4oHd=jFOfwl)Ey8d|8KY=($`ydEq2Hpf^GWg{2}k=gMHsRa>;`>}iOcPNC zh#xaCnj0V*mG5;OO5F##j__a2^xT&DcOB82C|jLzkC2zFPF$_87KaLNj^VHI8hS4P zVBN6!;541A6l8lWnx7T3TS!z_(~b%5f*3~IodTj}YmAnbF`84X(bBuDOnD^vRolgY|9v3eM-300} ztYJ(7)te1HXnC;$k0Gq55x!4AoblJ{`_247ko`^Z%FeUpJh^lRG>l6&*z9$A!_?Pm z-b}Z6qggr0#!RwsM$ln4ULCsp8Db4b;ZMXzvYTTPEJCnCu<)IM^7JiWx1DmO*Y}7|abC8N}q`mX0K>3?vVus!49|tIY z&(u7qm+l3y|Kx#vnv1*^KdyO>iI zg(S9Nsl)<)2WX@eI1}I%0ImBb_NDm%&o-%xy-5_SIQ$SF&0Csoczz$)ddf-!yZI6S z*#^Tm^Y59{Ofc$!o+>sx5;>Vr&aTk8vl^tz*oW~{@xLJQbz8nVg z2|V;*q<%yfNbNj=G+%~k25hRzD}1_vJ!it#BGsvIhh5AXr5c-5u^g^lJ$ytr3&nmu znIP4zrQl|Hq%c^?8E~`gnN87MtL`s-m~QxeZFosvxu#p94PRlghfCv1$b5d)m@^DF z=yQsdJg|ArhC*@e9J^uXwN%VF@10o@>Cv&?!9oTyyKH&`JUdmxsXr<<&j(2xCSW+K zOPT%RnHB$<(9zK#QA+RCHfIXC9Gg*5$d}UkKql?%lfOA%85tc*_uEBQ`uRi5{#Ha?c z!7}^rdSj6;%dX2ND#1$@GAElf{saeJ*^G~zu@T-`b(#jo%8-b`gKWO>RXz1g&30WU zu4}L)n>na0j6n~h59nIQ|;-bO%$=$S-anFLgLU8yOoEPSw$05BSrTU7WU zh(;lmDyjs1;Ax~bm|x+84-#-ivr~M94~VAt96{u`O(7RPxQl=aWe91_XKclsg6!bj zmRk?QI#-D?&!Ys1@ph2>eF&;2TY?HZHag!UqftGF|7~~H^hRDMRTEVkPZ8v31a|{7sG_#HGnC49ceZ*}rznJEH z0y31Jw`x<*Ohw2w&qj`Po925fQ529Qg{`^))jWpgf+pd1X=MWz|wWf zarh8CdAjaNK!w+pny&JuzXuUeMPqC9O@E1GJ&GVI-T+v#o=iZMJXy~npu+1)O;*3< z(5nf!qR};uO@E1mEfa*r8v#q$cM(t}PuQynsPMW{6V};mSBM8bOh6WmvJQ?&JL(Zh z`vroyctc=GdmjN+@}&J90To_XYSPMU*MCVs6^*bQLp#X&7lNpG17OMeF9NFM$-3k5 z_^2AMD>YgDHvN4a0arA-#U z2&kg5wQYHwM+l;Gtdma>@;VC$$f8l!!O@Oe<C=&_`2z5@@70nBUC%Q39@Lc8YK2J<$}G5JZmK z6!Ogb_YqK`43XT-`ye}n#P6RVNQ}3Gt~wdrO~T2l<1LA+qBHd>D*pliF^|m}X}Jz-VS0-!aWW z1bxJ9Fu#~)E&*3GJGDKgIhi1G+@_FYnsW%KP=*+HG0hM`V!R!saXKWXDUVB3?`jDu zZ1ivy0Tn)akSrJyX?>W03ePL7u5KZq!s|*sV*AWGyORJ5<#wd-Du!8ScF=@1!S@KV z;!S|1>n{nYlBesl1XOrksp%@uI(wCXDjHj(&pIQLb;lF&5kB4kShBv3fGT;irUA$XZ`RpS1YFVR8po_NB4OW15EgF)EMZp=P$f^;Ap$DAuGEBeW_t;bfXf7A(J1TS zh&1brNZKs~aq))0lJ*(`s^m#~69E-oS8CGAv(COiKoyO!(Py0z$@&mMRJ;MOWc@J# zRq|wgnt%$gD>YgDW}W?ofGZkZ&By z!jqVj2wK6jN$qHS@;YY|U_~=l`|>)21X=N22Rkkn38?VIz~;a%CZNLWN=;Weuk&64 zs%UI&TVCg*1X1w@z>@V=0;=T6dJh2=URP?e`sH;VA>fKe*EZ&Lo+1c~Hv*Qhe0D`!9LtshULqL^0X?qE%@VZiyR?h33 zPCylnux-ohyp13#-T+v#ngmqIlXW8j6<$|rvijw9E+gQIM%NhgIubQP=E!`IAZ+r~ zxS4|A+u5LAfQTKR}T_U;dQ0%Mw3|CTd`=)4+*ePy-1n_XMu09wn>Zd4Fj{FP7I;3Q!8SRxfft57yOLtD!7K z2C>(#bA_(BrZr}s0{HztNqbr{yUMyM-pt}r?cjl zo7yNMd8B!O+HawC$fANX2*M(UDjSvB2y$-ltprrjOb|Uc7-WDRkI(E8*|wG-D&7Ft z@nwvF3gI(}wD>Oqs_{yTkZ}7$1X0nnpgC=OTt3wqmqXpPbe$)ljJPoyXwqEA-rder$Ns#m zW|r7bcN)>nLa~1&n=ceo-8CEk1#Gx^5g;@UE!Oz>6l=?=s106qJv7rW+`u)Tw6RZ` zES#w>IL9bgiusaO9yYXmWn{o8YK0+cKoM&tt&1Ey$a&4=knz`9=GAQkNxcC1k%jWq2V5~RtWq7BTHC-Dl7$q%VD0gKF`LYh*&~rJ~t=ULn zx7wo>iduF^8!J?_4LbX2LCdazVaw1;g%Rg#UF^qN3fj_&My4<_V&n&n!EXMujGosD zBUyG;V?-M&7DnJ*w#1!Cu+ykIn?nhn!}(OO=TVH5&hRMqWK74fjp6!_`Ot8n|6nJB zt{T7pSgN=hK}OeqoX%y$G|}ik%st@e2>)>=6Qeo*(Wrc{|4`~a(0_#gYNp43_;(%A zD=Ax@agP{|Ot3+3wSF71QZ`~n)sGArZyk%PqlBF z#GdMWDp>GK@p90O^lxJgVG{ZyvA z9Am0(HOHn~9Mj5UqmVghygd@m2s(T^ULCqz`xR?A3fJt6aa|5|e$_9@{Yp%tMF>u+ zbs?IIPhRAtA$VAqx__ZI;Zm1bE*9z%JnS`&hZVCf9wxEa!t0xkI%T6iGMY1byA~~4 zWM!l5eAvo)JsSL*&;K3Kqp^Rhy1P>Bvu?4YP#Y2Y)EiC-4&$lD_4K5j{8Li|jaM9v zizz`%<1f3(us}+rtcZQuP$i!!XAAk7e~xqbX8t{MnhD|KF-%1}IPbdP-BxotKkmqn zJMrVr{J0B0?#hmKL~$NVY`V8+{5JQn-@|93nix$U(S>l?Nmd~eB-N>Ki(AaXb4HfR zT@Kf-&aEdn`|aD>RJWFbTh@`nU?pe3EvqMy+g+<3Bz>6nHc}g2(pRqOmXO0&ST^Qz zxw0||tLB_xxL2N2tmN}Xan6Q9aqS$tb?3EI%sB6zd~$kptaq@GDSrcvN70SGS*cLNT;X! z`}haT?7!=cMY=4z?m(fCgO@C%Gd5{MxdJ3ZHffNx0C%(z-hsa1I4}l}s^Jw2viZhW z_0+R0+jX6|uECOQrjNFezd#;)QQflnK_P>iG7YhRRCkxVoj45neL)yv&cP2cDRUjb zFpF^TchJ%Vh(Y#!?pyoh%eCGIE$sv+w9%u=UA=xrRHS@bP@^u(<=iU=jMORf5~h|* zn^)rol^V^}41)Ez3B}%LY&YQDl8Km*S%T)l*GN--dp)Rn z#Z2p^1XPIm8a68IG@h#os1Vb5Y*bzg-u0hBOm$LaiY27Tf{zpQ?KcgfF{?8Cu;Kx6 zb%y_4gY}HLG-_nBL)i>GW8ML7Zmj#Sn)w3U3|6PX2mJP|CO=BP(dq+OwtbZ#J%VjE zDye6NOve8v0TrTW5_RfUnyqWVX0xDF8k=C(vxe1H zT7n8YHoldB3h(bFU4@K|1_2e`f>>RZ2&nM7QoCC9wn* z1G+!p@BW{EF#Wdd_;EHCaw#PI-Cx{%kDdd>u_XJcZLyWta z=I;cF@ph2L>5xckhtu#ue)6dHZV4)E^e~fv3Lia477U5Bjv%1ITM(kD8UDpv%B~RCP5K!TDrKYRASou8!RMFTPeX%l; ztTz%w#Tx)i*3T1AB~RA738?V8Qj^thBg5|ya7CkQ92*%D3HvL8uy`Y23Hv_;RLK+e z?*vqMU8xD{Y#=DiMA_kVeE1uUvJQ?&dvXv-yFWo(ydkipJ)D3ldD0$BK!w+pnzZsp zhNlrwMI&tVjSPuoT}coXZvZS=vjkMhlXU|D6<$|rvifagcqsu_G`hyIks*<=A0P;e zHv*QhpCq74p0KwQP~ml@Can5N%mW03(WtvEJc;=!K`VGRsqN;I*ZD00Ry1R^FR$|& zK~{X%!Md5LXW%1gJTb6o$h`=t@VZjdRnF@iOh6Tlt!>Ne98C}vZvZS=Pa&X6o~+9V zsPMW{lhrS;qZ4pNqiY-UIu(Mjcq3p5`)&fNo zBR;Ce>q<>lzr4}4>?%JrZ zx8+#^Dui3JQF*QTz_z@4(57sCt!OHEV@kfZ)prr$+X-s-a~sXC=t*P|;RdTKU`cl+ zL3#w~Y*fa>q;GWC@0*1l>jgrm0L97K8QvkiwM6<&Srxc>zKS2R1tH{qUWivJ~u9JeXt3HSdbph6iUxe50{b_faEcUy|Tcf#92^7kRA z4r~c3?ASP)fC}&LC0&J#jmHsC;Vp>O)fog-cwMPot@_dRTL}nJeO;R6-qJ_cLH;0Q zh+Iq13Z6}ByD4LuF#^D7W*grz&3g#?h}&R(G0levxT4vq?J>>g2_naB3OS~^n}7;s zh;bLw{D2@a-VV|@9TL<0YFwiFpO&D)Mh|}{pu$HFk_AH|tsUOfidY$|tGx-R@VZiu z*gliZW)fhb+>R7p#W2~-4w|qgIF=wQ-UL{>o<=~0cY|16y@h}ZuPZfO<;i9l0;*_i zjXv3oNY)JmQSk=AlJ!yos^rOfH31b~S8B5QO*XrcfGZkZA!? zo@};10aY}@MxSg(B5Jsc!w(un8vjnZ+*`&6cPhRJ11X$6G)xNyW z_X)D%yAIaPJV8K(Ck8gJ^Cto-ysp%AmGe5U5l}^AYuoZVJN4mXd%OX#WZjQ|DtWSY z6HwuGr6#LiUgu~6u4r^^V_s(|L0G&Iu!KF2fGT;yt|6ep>q<>nC!ZqZbt(j8(J1TS zXh&XWD?wbmA+V&qmVhdG(tezP3a=|QY301m7YV4M5w>l4oo^CE#Tx)i)}IhiB~R98 z2&nM7Qj^s$uk$%#8HhF67K|qD4hNP>I*(h%yph{j>a|o#L zx>9$eNv!s*SQ&010T!wkNt56#5HW-(K}%Kf%ObJ2^lv374Pi@r0pfHh^4?IoyV|+1 zzI@NL3Q#T-O=%EN?G4w^O+SO$McccaO7q0Unk51%ysj3{6m?~hOjvj8L;iOXuq_DG zSapw*RrI{SG@=*F>na7PfLq&YD{@|Ey)Lt*$RPIm*&=kIHLWr86p*EkZ>zI*+ox`{ zr{M8v@ViE4?rc{__tel1S!6o3{&nHD=>~#L{B+j*D$|{;GWK;ekv!A&fW9&iP=(sJ zpGmeo)#-7ehLFsDIxM@_&DSP%bgZhS%q(lkghN2-@I0KV?k1HrubFHH;qVf3l>I)# z>I<%8@9txkVSip$GfV8JyL-!cr@Cu4+b>{jdJ%9mGRG=QzLYii0y{Me>V3kZ^!3nI z1DoK&Puc=Znk<~D?t7Y1*2=?%R===j?>YaS<>);WJ5!BdOI z5LA{lEdRv6Ue=3ijB?GK&ct{gF22QlfkEJ|>P2`b*AQ-0erGpA_uO2QwWlw>TEqTo z?;vstwoqAK^7NLES9MPAjh<(I_RpMe1aqFi92#%pPZnjH?wfbpj#<$|jZ%-6&2x8d ztT*z^vFl|`*9HqlNy`_?U713@tiw0-T#j{X=J)MZd$dAP%MNK{g^IR8XFn}y*){n> z(a=hT5$9`N?8jOP+R}}2cw$GM8D5eVn{k7Zm&OcRa%!#n_f&I7sT{KpC= zMsxn7QTbl~q11h#{|NupOppKY?>eGaQnotd9x%e2n76iIIk)UQi7#EU+UB?@&ZQ(d&$6f1nPC zw>t3+3wSF71QZ`~n)tCbrZyk%Pd&#dSBiO0uIp{|Ecd>>sk-j%<-)njJ z4P3x?1PLFFS3);j`Yx5DE<2c#TFs8>7CSU6L~gvX5zYuY{GWJr=(6Nl)^HS-cy3_S zd2PQtn+b0Yj)PhhRycQI%|#afqVmqA?%%0RxYT8qi-o!b-*}DV8^wHyhe<3d_(fKX zV5Xk3Q6Cx2!OdYK^PNux*7w9j4SQ&M9H97Rc|53>?hLU1=KNdGqb*p~-NkS2`M2ONQQ|lnw3KCu)C;;Q1tv6K0df2vA4qA@F>nZD=VcJk7pDAYx`I>*ybogfeJ#(4~Mt?IS(hknME_k=q zoX(Fs^5ahYxHCWQ!jHSMqfMOiSd!Gqgj)JO4056#;sD*feJN$04&STpW9M#XXGaF~ zoSx4ZvquVp73c+qodmWM1kN|p&Nnsto4WZ=o^3V%&0j2N!>cSbEJNFXkUR9_*k?Sq zIRO{RRi~5+m0||EC~u;+Pe;c^kfpu`UYB;5*YcN&t(u>+yv23!QJ?t%e%zmZa6P=W zGsOo_Vds7epZ1v_;orD{A8+KxkMiTk;Aq~&4j+fZ(oXXe*2^d1rO&*XA3w#9pJpc} zm~)`HrIXFiu)ijoxA0S+<;Ty#af^94oFBf<{5@8QRL`SCt}{5l*h z1>Vp9et`Y`!g+9*3k_{CzX5-Ps1L!*nY+$1XTgVk=1g{tL)qb*?CTG+!(sePihbD4 z4&P!woHqRFt>(Ac>F=<^0ywe7oX1YjXNO1N!>wiyyxnSkmwms}oX!7u13P;VI~>ga zJ_L?i%rtvHJi`3-_u$)o=J(+UGaY^aFBjF!m#vrAte3xAFaNY&&Szcgt<3qD|8_sw zS~6dOHW_W$Ig|Gm))ma(zQv)&6YvcupKQKtf1mvhF3rANe?sD$J*!U6mY{3Yw%APk z4K&OQ>^6kMsd!DLUHXJyZBP*kQ{naCi?poHYp)@fLO%-W3jccDU&PIDCp7K7SY- zZfA!lj)B87?7*H9ne5?G#hkD&x5OmtWeU82j;2{JUDnHv*2~V;%dXbT?(hP}--Eq$ zn0vyDxi=gxg8S-oYUY0M7TVe0dN~kY`b^FG;~@S=qjXPAgdaZ+*717=Wd1tfM9Tb~ zc&56qtJcv%vCO<--Ny+rf#Q2Yl<;0gFb;GJd&hjAa}SIOAZ;EoS7kZXE98c&3&Xj^ zC{!mGxbeD->0${I;B|j&KB5OG($fzV`Qz$T$i^14@a&pBMEn^vSbd!}SRB_t-TL)w z)qSm#vt|9)hL`k}Yq~wAToEk(%5d?;u2sLfqHoo|Vkw9DAn%>%ey18b+)x{ut4$3a zrxmjq_qmakWmSGtV9hPEaig%teWdsq)^MYn5NQPB#culL5T8^R3|UI*ca>C1b!#ce zty^~Y;Y4?>dZ^5Xv`y)=2j+v*weO7PF_EEA4L%vK#!Bo9*u} z&X28H1-pBDo5>rcvN70SGS*cL@Pz69KK{Wn`|o;VkuJ-wJ5VU(;3W$WVK!+)xdJ@G z*`&d<7PuAL2=8FfgX6#$%!GkgEXd{?U)7_HZP#+*TGke7YzkqImha^zU&wAv%X(>T zuWe~|*7;IV&kq(x`b%ZKY*^pl#DDI50nV^lH-p&=;XF6?LT!1mV!#9aMRl^&r{&mV zc*-=yURT}2$J2=S#J=AUy!NAbubnd20T8nY2md=o=?-|1eV;!~eMG)owLK1QX(xEN zjb4rVI5Ce#{k|b+^jEToVdG%Ryo71!(&ja~L8VdiNq58qAukt&Trm%v^>)X+-7(Wg z-SIU1IW9F>$6WUUDXFs0z0jAOn8p*hSP@G-Qt?J2!Cyuz*xNKBesCr8)_v(*Q9ox- z6I&rZJboGP=}g2F_2;2^a9`3Qh+Yq>UJ=#AbMSYsh(!=KD(uAh-3X`UzeM#vSxLcMvY8% zD4T&<-8+DLw-SjplWYfg*wFaczjKus4BbhP7;guuqlTb*xFx8tW8-54RCs?c=_+Jw z{0#vW-hx!WsQrk@#(;P$q z7|m?sJEl2`ppUo><`>hPOu!Y*PHm5ARuDvv+Z1w4GekgzGQ_xxX)Yv4jJJa{PKU%a zTgD}-Yg&Q|8$H}aK!uMUBnyT_T3;Zb!t)BNtNRG3@VZiu*gku{evbeP<#wd-Dtyn^ zW`icI37#g%iZ=n4u74q*N}jI&BA~+SN=;XJ&(|H7xB6xvbkEnM$f^-U#Tx)i)-(ZC z@?<@pfC{fGHCg@ke0?JUS2X9^#GbE75%vOtuy`Y237aFJN}jM65>VlFr6#Pi*Qzk< zWeWjWG|DA!?-t+Y#0;*_)4c+rKDY8CJ z5EX9#ELs0RK$SdM|4KlG*Oi*AetW)7dP}P#*e3RTO^UGl5QN1W0ZZ6J38<1M>;eKR zysp%QRX>S2iGVPgr`;Bw#GFge3Z6}ByZPjG1_`jD8LNGHos9%p@m&Y&W-cS3!V?3V z1FI2G;dP~^tDM*QC;?S8wze&=a|c0GyaBLeeUN}Ed9wbHfC{fGHCg@gI!_UBMWbsQ z^ExjPgvA>HOV|nL;^XM#3A-x+6<$|r!aDgBA+K`)0a-N4Iyl;q*O^Zc7jFnGX-_1e zN}jZR1XOrksYxs6b>2om6^*cM%j=91M8z8bOV-TP7dsPGoV>gr(vD!i`Lu2%hM`Y{4RR9}~7vA6WmbdWy?86ux0Xa&zEwcV64&8q}} z(abi!W11aT-~;x!4dxfqypDh?nw{Dn)1(O^$88EZra7K~3T23K7t@?gkQi?VX`Bv; zX)YL-sB$eqg^eCAB%s1a50V8#BCRb1RCr!tb#)B^6<$~B5!+`n*-ZpkD7PbpS20W` zvx6qA3BE#*6>kD8T^}N#N}jGiCZNLWN=;XJGTGAvRMFTPeKHx5tbZkliZ=k3tdq`b zMHq|i*t-)@;dP}ZtKVcYjesi}UE`QcMkMS4g0OfaU2S=pIWJJ;y3F6`nfhFz51XRhB_PqpDcwMPUD^Di7o`5PEVWUqbBa-!2 zf~a@{V99z90afy3eT0AtuPZfK{U(z=PQVq7u5nBzBNFz{1Yz+;z!LT!1XRfrw(ER+ zWR2IAny~68G5Zh@Mx*Yw@Fb>(pcOou)OPd9>+}*}MKf0W@;ZG4S@B&5>t^0YK!qm; z_Ey;>pu+1)O;E?XAn>& zPufEWsNyEAoY$F8KoyO!ZOiMNN)Q!q04!OT6Hp~j)&T-4ysp$9)-SI!O28G3t}*6y zBx;1rk-3B*ESefYYy0pE%&_-J*Ac`+aLiuHHGNnp-CXTl=vj=nP+W}n2?DCU;TpQ> z$1}U|dl!7cD*H-Y_Vy(LD!i^1&lGhviIwsd)n$Do#60&Cuq_DGSapw*Rq?vNG@=*F z>na7PXk6QBD{>x`!E01x5PSV>fnS;0|-ms1UxzMul|=uMkinXl|qOuI}VXihA)V^_V2*RCah9J_Pn-XY&grqvup61Ln$r zZoWLJqvN7l%6tW0VJv#hdcl(qYvzLqI>Vb8>-pyqP$4`&u}hplK!w+p*YkHC;c;q5 zh)(TH0;=df-%??+K7a3kQucLy$OFJ6_KW&yYYebH5=O}(g2oU%aR8bp3+>q zRCP=Lkwe z*wXe+*y!bN1XPIVh3Ltrt-?pgcwKp;m*(zUXArPOk6|oD2C>(#bK&n>4=n2W!NN#? zsjQccUM-t1+v8g3Rz*8D{!)x-#8X0SGl!r_L_a+onkU3I3kj$YBY}+y>phkdP$7DR zjY^7bTn^N&8XDWcPsG?}6#=>*p<8*Yd!EG|td-UgL`7K1Mum-S-a$ZxU^G!z?;)VV z>k1v)e24%G#nvQZ8_NViqXXV&VtIc%L1_qE+TIBp+dM!(g@|p4p8N*{RCry{Vw+zP zutkq;EJX&f*RONoW1D>-sL2oN#lh@_5ZVkB3ONXBmKQ6|a|$^@Gri#__0iAD(+FpT zkmgl_0ukNwC1{=y(oDGkA5J3%02>w7Y3xZrh3E)2DsM<*O@wVOZSOO4_fP_8KL$4+ z%)~Hr_aFcrOX8kr=@SV`!&@3VJoFJzA%+K{uHHsKh1ZodJT$sOI~mPC61cwb@nHI1okI3Ux0^T<`(wuMfUDV_UP(UdHH2jLhrmp_{Qxs%W?4%n91Pz{8D<_%Rd+8MgF`ueO*%U=S|~zLk%16`ZKE-~ z#2jS}{F<459eejFW*YYAWi_+Je!JI@p_eN~qu>2)Db-!GCn;RO80BS;HEZEptWAev zz^L`mTmz%v+D`(pRsq2#O%~2nk37@ROK?rizP8qIZLN^kbd5cS>e1F@*Bg0lg$7ZQ zHkKCS9by{-Pd^_MPi#|Hcx)HYrLwkOFJ>8&Ee)(UiuxL3&>=y}8W4W_e?n(s?&@xVOPp|hoNRr- zs~Pu*U2P)hTkJTUo=H95P&5}bufop>+MQr80AO*R;RHm_vC-xDNH!Nbtx9~!ncDL} z6nOnQ?Zkjidu^bHyFT#DjpCVV*V%eeA2G^Cu_W51@q{4oGw~Ye1^{Hq_Y`ZGJ9pP# zF^kSQqj;~mKUOd!VY{lQlw^xVfB8Fzt(aS>4Ctz&h<=$Q2s-`F^s%Vx6W+E&Fb`R1NX zjOXFvTg(?21RkQi2=DrAmva2fI%6A^-`S1Oy`@9#>5H${u)jJmjHH51R1Bbcr{}?g zny+x)5zKl5i%NJCFIm)Wy02b1X7^RCP~>w-Li%i3FRn4lY3+<5{%vc#XHiU77UGyv zsWJisez~9xz?h!bDtVY4YZTXKSzwdNRZ8FzdGCiGD0=>@vq2o8=X*+!yfNNh;r9Gf zd9SeCjnwnm$=3D!3lvu)P{i%|E4hrACK`LbISYQy@4cGq`Ky^2&Gmd+`CeB!iBVG= zN3D;9PPslQb=jzz_Uz3)&Ht~Y;9dd^)BQTux?9oKW(Mu#P6%i3creRP2P$rL!9zk7?r6jj!E=XmPrUuf9TD#2 zS`Qcz*vaT4f-s?&2mMs^oBu|QBuv5Coz(WC(xE$|w%GD7Za7W>XDH@`K@4Jx~s z8F*V8vbh|KCA0YVl?MzY{k>!&ZCo3myIgsxbyU+;GWV_>%I|fUEjD<*{cG_k?>z# zW4pYkFTPH6dQV^c0p|ALbJy{~XRUI5!pNf%Bhtt-5lw~2BhOKd6M=cmDvUsEJh8r^ z@kz!kaIKV7V}Uq*Sa6x*DM6+0h_`pSW5e6IN&})$b~1*sflZ(l1eK%En&L_r$1X*o z|IOvYG!bQNxQ2<*+}L0%o;Ehzl9ak^R56bYcP9n+&X!vDUbJ<6#|CAu3LG24f3;7b zGZI{hs-Z~Uc_Z2wk-hV24Ko_G6q^LeGYT7q4Sr()&baXlOh5e5kan^$q*rof4N}W& zQjj8a7iLBZPE0r>X!xag>Fzq~zi$qFs;4gpXX;J~ z;+b3c#GaE?>Vd=x&!!ZLgOH(tKQ;_!GsEnov92zCbkxxKrz;%SYu<6WF!{upA7Fk> zJW)L@!lnJLoHD=exk4}f3Syuer6GX`X1qkW4+Qp_e?RLv?+{!Gl0`odRpMI1ON1T$ zRB8=T;weF%x5q1w-#nbxTk>q=@(>24N12ZJqi;(k1TS%Cu$nVeShqW{`ehxO&RiUr z&P9-!>ygX+HYz^XxiTNqYUeuLa;{o=Y}8o@W06rfBXIFnS&zDT7-LIXF^hQan{#4X$Wd}se2E#375LeaFa*g^c`0LJo{O595|0RATt_==yv z1m;DH7Qt-oh1$xMb9*%QZ&i=R-p+%6_S^aHr$@M-E^t3R(*5*k_tRtCPvPy{Rjaz# zwZ_=B*bm_U`SAY{@c#n%|48`%7`W~+@OtcA>$`r_+*kByV=zkz9!xE4eAv`u=L4-x z2No`v-`&MKW@_c!v}XSYAkxPkyI|f?#~g7idp~#Xk;fb{@2GjJx?NVK{FL?oTtHIK0D0Sw1c%}hM}DSQ?U%~ z;04FBY1|Oiu}AZ88_k}~v)k!hb}c+%gHO_3(h8jIX8w;gv*lQPnT7-q1+;SpUJ z9NY-rf44)wS?<-TFsZtjh4F+f#90p4t{$6%)i-5ly-&Hne#e*UW=}_8^~GQ%2hT*L zHAUUE>f!RI>7eFn!%O_=*NeUFn(3)$*L-!iX`aSjp#&;+zeI;@Ua(Wt`Vi zG2^^c{>}7WS5Z(glbUzna8;no0Nf@eh{Sf7cs}bXj&?zDj+Qy${b&uAsC1crpbR zvTTHRYs>#e(7uS*U7GTKpkn?^W7S4Quy64M)GtbfZ+q%@upI@vOO zCo>Uyg`5S=LtG+BU5>F5Mhh`mB=RM@>j3ItS$T@h?lUaQ{qpFvi2B5aB! zq{xDI67=mG67NtnhG0)YJ)5r$Kde}pR-NG=#YNkq_9CkfVA=M5g7gTs*{GzR8L~y~ z#|WqpJ(H-b+X$%ex>8ekXK{ECseCU1U^FVHtPL{4F$wC?A*OhlAadNMm(i+@dyGcyuX)p6*4w1CZNJw5UZ=R2&nM7 zQoCAp)$mmWgwdRCORI(x{qj13R`6_6+f5nMyn_HRn%Ty8Omj6sA8{MZFQ&PXfGe7v z+8)!~P7pb6Q^+yR0|ZnkLyWta=BEUS@ph2L>5!P_x8oAki!DKgjUGA&@o_jldXOv_ z5^3#1K!xWOR#*EIP~ml@9pM=<4Jy>Wo@HTtH!WfFfkEy0zp>139xiM zlYlCDx~?Rk!s|*+S9w)omVhc6TRDa}GA~$vaS=gOyaBLey@G%$d9r?hfC{fGHCZR~ zX$NAS>XQUq(dcTUXa`}xMi3Tn1T0~{ML?B2VSh?Mh1Zpuuv6`MIwEC%OF$NlvJQ@R zkoGl#xOhWgNjufR$JNP`b}s@dysp%wl{cX|n1Cu8VL66&ko9PSsCWZl$$AO_Rq|wA zMnHwvm71)R`OHVrzv={B(dcTUXa`{{1Yz+;z!LV|1XRfr_P+_J@VZhHR{bRABLsxe zsJksZiTNTyD|j}k?dFr$`8oksG-I_duk#avtoW{jbu-TpP~nMzO)ET4K!w+pnyzwQ z=idZW(b(Fyyv`m&_}CtA04!PGKtPo|S?3T?;dP}Zt6yGcApuu3y0$T|^Japucq3p5 z+fP81JYh!&sPMW{6V}P62vhmrPCyoovJQ@R+<9C{5EpLQ1WY}@iW-zA8OHvpEbzaXHBLe}@6)d5T9;6JMZWv8c*2mCEKv_BHy;gzOl ztzUxY6#}kkyp1uzBXJ~Tvdr`~_+S>zk$}be_?2cs4f&~GT5NlzvletI%!!9(Yu-hK z2dI}I*OxrVRlIj_epvsGwJxvWbAkEY1f?TZ<;{fV39IssCZIx4!A6C>-93eX3gIPe zRNhs2J2oysuNyUGhByazm zuD!D}+vQl}=$svr%k>@kteugqU6EnWDR(aoEyaJ)RsRHjku8?W-RZ8nCz1ClUJ}Cv z>#bXUDwY<7F@7eqo1)90Iy9Z@uwCq~ z4eXZ9@3`Jr99`HLwef^t+PBHDqL9|z68JpUFyE`sk#Z>`?QH>K#!)r>f;!JLu&-J} z{dDG~+*6@DxOcfbxNClUey2=No%JeZ51|e5YTm7#QG$j+(R{09sR$lB8RVpb@58;d zdpz4U2ky#TRa}kG$=yPDTe*ywCK>}3Z0Ys)GBFx<_qf9dr`<$J4VD0LrLJtO>A zr^Ur@!853?OYpAluGOPx+u0+cTZDInH(@qiqWxAUlc=Sv6jWnzO{Ts~rCb;q;ye9{ z+H~v6v0$gm{vPcATQbV52HLQmgHpcG0@U(`oh)@;E0b0C6@5-Bn>Nz00rHV^&II>j z6b6-AC2DNqZF9OhGcA)vLU>xq<-tS1r#j!;hIt1$a9ptP&Ao=?cRL`~q6?SZVm4FKG?+S?p$r#$ut2~G`2?Ha*{~alL(^X4S*%<*#uO{ zll1}uD!i`LWc6G7kt5)WM%OrYf*}(2VuG-EBVY;pUIMD*341*O6<$|r!a7?$3Xgn0 zO+XfnvJQ?&`@s-Ndk;ZeydkipeT0B2dD1>kK!w+pnzZtklYbzfibmMzTTT+m`VWGr zcmrU`+BJfYs*@+{J_J;FU8%|Hx6|aI1YFVR8plqPM8ftGgvA>HOW4y1sFEk_xdc>r zU8xDHeiAcCKp2g>+rpEWjRdXW*`&6cPhRIT0<37pYF}RGg9KUeT?gxCZYH3@69bzA zyMurVuPZfO<-E>=1XR)3+P1vT&j_O84S*%zqhH7LBqFj&|gAmJ`Iq8v;w(0RpPz zNjpkFh1Zpuv~pf&GXYgJ!nQ51^FD&8cmrU`dIJGf@?`xS0To_XYO?y}b?zeIibmHM z^EwhWLgvUkN)Q%Jji3!K5PQ2@i>87a@>9RG6|-AGWLKD046D`JRzc*?1f?T%^(-_` zSd8}%0xAR*Y*g60+^zyXKu35980xT3?rMasy zR1mRD5HvX8Jtvm;WrETWwzPc|wt~pJ2&ndkZL^!KAVT!#R}oO*bw#Tn@?iqD=oLgP zMFz3guXBZlHnhe9Du{${n2}@!k-G^t@zYuJ18AHTM7|2>aXTbRwsk9rgc?FJ`yXK^ znYb&6Ok!*D)`6cepJ1k8f7UCA>>IEvj9&qfhAmgDJ;|OEcD;e^7-#(JYzGPHVG5vPbq#?VsUABI*HIV~m>;$9!IwJIbRpN*-z+57#u)kXfq z%-dL940X7g7)XWbA+5aA|>~8%LN%mK{?1T+0-TEVz`lKF@sXrpY zdWH(itv~XVtV7ty(Kdbi>W{o(6d>UCm{JwZakpHUVo(a&e}z_l;zfs zk5}_4G%DY_b-Ysdfm_Fi|0%l z>W_3a?9lJlA4#1#dtUdPGqup7BF?tu(QArqWqgd!X}hlDQcJJ?u7jNnx+=nTG+9&R z!-}h6`n}B^*L8e|%ZO>B(RG+Z@N+~>ksFv8&AAR+`BIS%2(~>X=dCg$f~UPBDRtSX z0`p}O+@@-Zd^0Jy4?@GZ`^qTR{TAA~ylZ&}24&9*92mlXwWh&i4FQYTpYF|qTUjZx zXA`KX!WC)Yco*8X0RsmCgq%_y681A=j}gAwhZQriz3d(W61# zkok6<5Jgko3L(5|h+8HE8iA(ZOIFnpF*!MYVOkE&O5Xez*fr)lA!>{6LFy`Qoe=RM zg5@zAo-_oup0aLuny3@PZj7utAs=R>=XFB(yLjt_IN3zVnRa98_UY(gS;A}Jb!mrrEq|%l9^mHy#=H(b>N7vUkNdL^u7|gF zN%@1PuyenKPy5V|@Ne9}k2mt;NBQw%a5QgXhmXTyX{Y%K>*bU1(r4bxkDublPqPyf z%sJ59(#hs$*k6;)TllHZ^5f^=xWzmi&JSN_ejffXZ)Jzu*x?K8@I~jdFR^#Gv%?+i z@MU&5g8gul`4xEIH@r`u`Biu`yu>^ZJ~lOWxRaeRzs8Su@#Ee6cn?3`%a8Z*pJbiuCODMLf4iS- zEt#)Cn~XN>oOuP~BI^w1Z{Olj;|cf%DECQtfor{Nf1mvh{$yXSKN0o41*uNXmY{3Y zw%APk4K&RCNOfg`g=}he^$Dxnaj~4l7ijMxCgLOPaL5204r2%QY}aIuge&HReYrj- zSua!I1tgtjy>wYGJ6bP0TQ9p>FT2AFm~apF(qZliFXrBGxTtn%?VOsqAH0Qj_P1UR zgqJ>3v;H`U|Ivu>_Y>jAkAsfw{wW&a*8wL|=I_Ka)%~0bMEOBu)PO@Cp1In-s%}%B zD^Pw@h{}Jl4m8EV{)D|_VRV$@^UUd3cKVszaP@?6mJAj$r8$0bri-Pr&4dYH^+)so zb$U20_0VL{&1g*sjC)NcMij=mPm*6{4O@k3{Is70X_iB!o$B0d zsXtRF+A2+TYpHDB?v=g<>aJA}@-tjoXvepPm|v$FNtjO_SPr|+2ig4`TFUGf&#d?? zR1XtmOXvchtNafs(7(o?a)J zTqEpWFqq?sJ?_@>vvvRK^`F6CMtenX(+FL-l6jY{bn5kUmYagVh3<3`zB^&6fGvXN zp^r!lG(xI?olQW6SfF8}!cOYHfPe}yQQb!6wc!8VDqy1oeMg(=D!KJqS>kKG0n#bBFAkCIi~p{0Ts#+<1VK8CP8An z9i(wOB&PYvxJ30#OHg5>hvx~X@X>>0!H`Jn-vm^6USV~$QyCw@<8`GTv3>TB-j4ta z<#wd-Dt!OwW`icI3FZ)F#hU<2*M$UB$Y%AeVc`cz&{}%i$+-ohid=mq)7Wmg1C4?U`hK50afy(om^>u1S{_!y$1nRG{T1N zADt9gXAwkAo~%a_P$f^+B?MG>U8y~+-~Q2WCg6%j*CzIlPKvMwL0G&Iu->&qK$SdU z-$_7)*Oi*E>L)Q*5)ekC?zZqG=3@k{;Mt_Mn@?WnHUg|@#%f<)=NklB@m&Y&W`0CK zg(n6!2li_MD!i`Lbd~cu|4Tp>jje6V>r7nViYOXO*4+rGk|*nd1XOX8)i19zn}91C zUE7$~SxgWXZv-r1&my2op0KM3sPMW{dsio)BII?}5|Blstb?N+d7XC<#Kju|OWOAk zP$f^=4-rt|b)_b)oY(mj0aY}@wk@x7H$haq0kCBK4gpp2Wc@h-6<$|rvijw9eow#^ zjjl1~btGzp%#ry!L0B|3yc^rpcdbEGY_XP61vTWSeyPBMTNkVsCY{6jHE&(8=?zN{ z>vOna-x_fxXtgt6KWDGK%Zu~7_uYWMD?lh>FKC{y_HGsd6~fLoD(o%nkpxr-7ht3E zT9Dr`*5~M}{eygedl~_Vb8TQ{jdK!vEA zMC=k55m4cE<*l1EVg6jvtFaG+yN)XexT4ogvXq#x+i%!TqOJrVw_mECv)z74)Xz-> z{UCbY4bVKn?SFxQ3gPx`R9Js-9|0AD<2I^T-Tn^=klXF{zsETfgWD&X`8k5l@Mgxk z{l5`VA>2MuSJO7)qei^0@NRzw0atXlZz(ZZw?D&w@A z9D?c)Bf{a(JYhswNI-=c5o}c05n(9-6@vaYD({G3r{bHt74Um{u!;aX+Nco6(}VLk zb7B}5h{oPP&>G&@*m2=f0xHC~K-AUM1XOrkdB=r`u!EZDR!A@>o?5X}X}FgxTf0FB#JTFU0RVetCbePr zIcvku8LTyDGg}zwgUh6P_eNc~WZ1~8)v`mHt_|vCy<|WE)DrC5Sl`z(t-YlL8@a(p z!ua$JRt)sWjNW``TkMX;hsA})LYaZmG`*R|4f-3kLGv;Pd*x zGdGH7s$FO6MSa95!w$2eZ)`jv2>dqzM&u2N-7+Dsu!eb=5La{-4BjR}c6Y}DV_ zhCv(rq7$@~n5bbV-Hs(*6;b!C$&!)XimL@hV1Dk|=Db_??NBZwrisRkGqz;p;Y^H% zx^LXW`In4rRKB+|m{RxLT$8n@FTPqsSd9N_2bYdQ2UJ~88Wj}VYd3nF=h?R4JEOI4 zH*o@VH_O3K=S?(U^zraK+l;yF^gh^GcmVbo2H$OaZfz9)bjBQ&oeJ`sw*-qeSkf5LN~BQ!Cn1bj~lI z{;R#%Xz6y&IxU4BscI!skNh~=5|Ml40w-~+rT8ZH&KRm!%7xkW`y$xA zA4-Zssm0+!ZZNo)RvYrY!bsZixuD8d;w7~^qQ1yg8PI9j$>^QdlOeT8XO%n_WZdz> z;HzPJoz!u6fQE6If+!t#XC_8-9k)^W-j1u(ePG88|J8x4V zb?9tE^=a>ki5qsWck9zCaWCB!fP3rH=2?AOG3~$dXkH`ss2=T@9u3~Z8>kw4 ztW$>eR6SQRx_o{Ig=MYsveu8_*Va$r^LbE*mic1Q-?sYV%=5gzqXTN>z<(FjEL%SU z#)!G7tlA8FlKAZwl@%YkSmbPYE)&>#%1YieQB;;Cd90$c&oHL)qO$xQy{IfNb;$b` zFQ_IuX5XT+e}&p|PW{E%jRo?8%E~HBFe(ena&%(C!u+FC+YX8!V%(xzSe7@jy|663 zuq;>Le{^Bl=U4~(BXdFZ!m{j>hQhM!oXPtP>kv&BmStbAKRfn)UL0Ilwl&oAKGfbR(Lvi5e+4p-Of*gNJ& z!z$4En%@o`+~TqO%MDkL4X<-46pyuJYf0JI8Q!w7*0pQZy*veD?a%#6#rlc7EL`Nq zQn9wgK}BNii#r88z4xaZeapk1X;CCItY@K6Cp@Fzvmyo!ZG#SzAd1;F*}R_1jcHIl zJ!gzSMO~;Wo6UC(m&>E2-Z^vDWXr>qfi%>=oTIPF!d!_=7QT}m%4X)UGPa|+!kUJ( zAXQ_)2-uN=afH%t|t_g4=`$RLK2s9y>_>Qn_l+^}CXhAPEu%{(1iwENdb zKtRjSF+G4k;p*;8H?JeYeT+NfWFeESamI;AdB78UQDJKu7=q5z`*Gn=lDTRo-mLaD+)$tbReO0}6nC0{N<<<>HkYA!A8 zE94FKhcUVk?qRa|Os+C$Ksnpo5I@yjry!KF20vWgWf1yWzn;$*;OCI0uU%bhn9Nh1 zzw-El%f`lXuQrP-WY(e{?Rfr^Qg%&$X;jY`y_)kCZPubi&Z5|q#hb}iO*etQ>lO4h zvGbcZD;f*x3y5i)3~S)+iSIBa&8I6fggkH)tbsh8rjsaz+A zWjg7sV8p9sSsW)Bp!X=Xd3{u8zK=n0>dJ2PtR~*EvA>9tiKhgyZls8H30&H|6b=FN z94AeI^ONCVyVwov`$3HGh~+7lTRocC^XnRri@EONX|euIX?=F!7x@SwofY)@WxQT7 zbyL3x&Esx)rEcmjV*fmEOkTv^;9~1KlGn0KvA$LRg4LDk9||h@ezGe0jwJeK##@jvK@FZ;KoB-!*EJy1Y7+ZG{j^0Y>mxxy zlQw}zMBZv47DjbI^ALbxDYZKR6@pSWDlerv9c^0bg1-e_X#`Z!$z*{|mQ1@zVPBm% zGOu=Q{BHegmcqnSg6@tb=nlcNBWXN4jerWlGaHqcXU(~;w-B&JXPX5%R<_X^3s}<= z8r4ZxTMI)#JxSQ)0+XG^D7PjoE%_K5Qr5AjXzQ7U*q`>&68_!}*e+lJ8-D=M5OZ1) z+=wtHfp=UVuu>o;&HLZ?Bv?QKTO{<>OJDb{E)1APro6h|5$&6(srDB|2ljRarM!~| ztGfqZ#N1n4s9;{o8g87)JjH?~UjDxnmk+!Fc6|b+#_N60w(br6gJxUvGn`r7 z?}qE)LcHn}NN+&4uf|iN!c*!0hQ_K>;dFUy)TmYMyHvkf!W;BrzP8nT!J!D7o6osn z_MQjA)OBOy- zx(ueewUpRjg_~IoRtXLNfA+ovOp>Zdcn0R8xo?y!x$J7_DW>OwX&jJ45JyG@TnERo zr@AY9x^k+kdg_>&Mh4**6tFy2Tfkd95zi690};^mT5nfH-E~#G&vm_U*H!b#yHdmo)DD zEd#df7LEitWF{o+I7*nDeNj*)W+-)W_QhB@5rfG20%FSZTZKTs8}8;|;Yb~Y`)4~x z#mT7|Y5E+x3$&r`6zgbW=!G**6B~MLTtiVCZv)+wD(XWThmcIAb1*&^MCMXgO$c{) zrP->CS>yGFh?U$@*=|Fad81ToR?wB*H{P(fwe1=#C7D}qGqh6`&g+OAWf+ipv+jkHeM+MJ?y@! zz1^-_+pI#_9xt`4Eo;rHQwID6J~{jB#RoL9ou+j$Ke9QeV#8v1FGz{Z=Uptrea9<} zX3N_@0xPJal`UIf=V5E2g!?CKt7!ug%kBe%eQ>E}P1oDj7~F5zICBt>O-xVK;a(G3 zfLGbc;-Dqt%{wz8;Zx%~p zK?0cDe-iO8NEWrrz581iT#n|2ub`OBtPSI&kA`f%1amcL6$t!nBoohVLPe~jBw+ap z)b5;%L=yx-xcE|OE9mnG|Eh+&-N+%n-yySVRwD2{*l-pR_*lUxQFf>=%cST?dQj`@ z$Mfy0+SzcQpb%w{hxi21HQRim?Yq%5rglfe;dk@Jq2ibSz=pH%iy`WhQ)0UhYhC+& zPF)KMaHj)}M)^90GgP?8#pA6~V~gDa@2K3CN|52dfe+ApwIMP0D{d1?%pvu1VPA&4 zRvUBlsgy3v7!9jU75a4AWYhVvJugW5FOsg*nP~U>#O>lKxuv52Y8VD$ONBV&Z>bOg zz(R`&4=j!>->cT6xV|-IdrQN%n8w&Qd|ub+VSG!xS9LGx6Ob`t6g4@L?@0-b#i=nuBp<>W zJ0>C>G9gc)isXBI7}id+=f3eMvU`3+$6R4JBo**T(E=l2T<+1W(v;3@Cz~F-6y!p zuF*dt?V122u`;~i1s1ppJl?YTD0X9s1MB$r;+e2)#MvXtvRP&CoC23G>;b@)4# zL@9>h@kV_T_I!!eZ@XJWmE7s($5jm^X$P(0UMhzznsU%STktv-+Vj?^)V4H7Ac}0n z-Kincei*yp+-ox4J`kW~&MnSV(`JDoi6HvSdEda>`ut-#vRGb|=i!9La!@x2YwY-< zs+(dM)=sVG>PBOtKxmn%ZT2@F3@RJro~CP_8tzpubxi~ko%INUr)wNDW^P@M1IL?L zhj)`L@xJ0c652))mxNI z%U)1-`Mih$6(Kg!g(?)Am}=wLs~E6lk4=;yhitxtxiFo#j>7y1QEJZ{e&Nv9L&C3k z56iX7s0Xw$`F;jE3EO|(!(+hv8Bh@z(1prmz=gt~&=Kff({T1h26Wk3Py*ds7Ca=l zg>0>cjxh7-o65BHUHz7Zyq_?TM_{-g@EGn745$bU=R(D0xV^85H!tHX!t4wuf$lBC z<+NG$7zTm}Om!4A4-;Xk8a>0rAYB|5c}+`m{!UJ4EsOL@G1~yfAVM_-#+Y ze#vsvDpwk?Gy%IXil?6H+eZ5v`%Ihoz2NkEh}^pFQE6)(&>i@3DldU7`}uoMw?V_S zS)xfr?7hDGR{5)!BncgOWIheB!(_@bjw zh0Q@rtCg*`s7P_H<^Meh?5h4kA>!X^7W*)~vr??ddS z#l8!nL3^jD@i!>8VvGtYCgx?{$3!tHIa5Ob`bwhx;9dNl+NTr_h*$0rZOEw0nt*yo zzGPM5@o$BOfr`=L@pv=VqZu1=@Sx5Soqc@N`;tR^E^uAz>&Ftl${6)3O#U9xS4tDX z@CIs_{QcOC{{~##AUB(%)=mhM4-&!*lTV~WY?yrax8Cu{8Alq2B=sz0q9wRzfO zzm+JAmPvRs?yKpy>;z2wm(iEhU#$719|O}?UCw06Mk3se2VKEJJY4Q2&6djm1k=hLF+3Fv(`X}4vz>j;e zD(~S>ASvnnhOrUl>()ki)B_qzoR{xVS7PmKG1OyBExegstmy?~#3+=Pv>rY);ad!j zRl@9Y(L+iTS%ldY*p2kUEQo$nm?dIAR+uHeWzMzV9IOMihYmnp=|3VM));$7zKpFh zDXGc+{&KRflO85ehyRndx4d&IU6`5f8Rv!AouEJEyp0cCb1R6$hpu_mAXI<8735^Z zY2X16mfi#Mbd&C2xv}>MJ47PvdiWB}&T-Ac!vL|;@1Tg_wrLU}lfpiW3m{)%Zw)TA z1yuDjCqOG=o`^b_?;_zhI4Y{+OQ8ZM{`M)?DFg|7DK{VwgjlK@w#s!e9q?X71+S8E zgdGw3GM&b6`Ymm!y*FRZQCjkyf(|iS5^v6ymi(85Z&6g7%g0JfJ|KEXX(Ef3{1kR0 zy_O83-_(+c*pJnc-QPNs%ka7|OZ?CgAJgUY;>}{T_?a0c!$mFh|1@7dI2-_xA~6wO zfzBi22D3I4liJB75^pCnYG!Z9XE2UaR0X#oQ;uJKxD3wJ5@Z@ek%&(eEjRB7)Qz)- zhOIVKgF}x9_;t5e>TP!_W7TWb>7oVh5vU0Vw`Kkk@0q2e?bgyhn83(s3$_H!lriJU z4jY^&@Eg%&0j5FXQ|_YG1lB`=HYV#08&*l66iO3TNs{Dky3Eh}|G#)iM-d$%=gL0N zaIC`@Z)TUTiz`qM2FRzIlm1nWc~4CEBBP&5${sKJNogXBlsy@{kzUFMiC{|EL>k0O z+3s)MeK`z}N8mux*d?i(nPlA}GP}gcItCP~QuAxMUL%zx0oUnhk=<@bR4$ksxKP{- z&X}mhP<`c=fg!b-P!C8j7bKICBnVe&*CYw}l-x1W#33zqjEJ*G)Q*wWTWnbKgaShD z&WUb&M*Q6(rzPzcF&gdVev#E$+=}txLT&BPGFX~z!@@?bCA(-=Lo#;(9B8zm>!#3M zP3Uxx6KD$^S@zA}5dK_es^{A&LimZ@cW_i3`aPV6HxVqrSJdsBA^mzVrN#W3cTbw( z@V7>QH-|COZ7T+4&%hg?c`%8nk$t-vP!S^gT&T>*zP%J8-AOWB(6DtM1Fr0`eG*)X zY)=S|e~qNb%M3m_Bs}Cj#tBCz@2@@VJtuKy+|$taO$Pc1VWeM^U86GFj~P%An9YUC zWVUp*Fn-T~Ejz~&LX`sulCs^Yakh|OUB|JY)E*w%?xX3kYkh_9J&ry7sldnlN|DToT}DtzSTZxIo3;=EYs1fuT0-N(A0TWCDf! zFc*j>(nsJuK{FJs0xZt^<5+~mc)@q>b8fzMYkR3tDUDX`_<`Ip>`ZM;8}~Hyz8V>Y zHsefEJ!*X4EO8S(zVT+*n*jHvK)KR!0plAurgC=~ie;P326UNOHytLEF_Ck55Tw zd=ZH(oblr95#@}3e68M?ELAI4LT0~mWgO!1v1m@}^nOE0F8Ro&d+C@zQJeoqf8I57 zW;b>5MG0bnob2zZ35~_cPC~Ljgq0>1LcUU!y7>Gstex#WUoMEDyyx2rWiLKF=7r!a zH|7~l+LyzV&=O%$uQ*-I6oC$u!aJ14s1%^G*>1`=6!yfdM(9CQc58aomqod5~C;|*b0XCYCn zNpeq?hLpwu=958fVcyi##Qoup^-@hl;L*7cLGZd3QWLL+yE&_gj{NUs=vgxwH|;m3F;6oWYHjbaF~Lw6Uc znswLoS;W$e3Q!>x@TTPEgrJ}Q3iqe7hJfr?|Hn28}@KVQ;Mp>QkpmhddYqguC@)4NRxw<<#OG{0Ji*HntuQ!_Lc z6S&cp3?b>g0D#CtnS-R5!ibFHkN`qqUy5h==L_75-3Myy8dat{z%g<-F2Xi^S(Pw% z3kO^b$RdxH{HT|xt8k^=sN=Q=2q!OXsn<$XwckOyZVB&coVP&(HI<->Gi(!1>)bMQgc&bB}(f^SE;xTbg~BScO_yr2ZHfh8$}BvQB!x}-T zJYY1i02}abOM1vl8mem=gqcx&KL8;bamKM>A+g+Y*$!L)417fg)7OgTw%3l;t?zo@ zPBtFLEwbC%klFxtzWV6W1>E!U?Yqxr;l5ub`W~ZWlUVo5h)Zb71^lGBu zuRXPPD605Lk0y=3)y7&X10l<#@z>$c%@(cJ!Af<=_qbn>B)Y|+-_j)X{1*fTR7#{> zhcoBv)6cYb_%rPYq&f2tgxDG5=|tx8dLG`>vu~g!@2OC2kjRI`q*J@2;qXX04k^>m zL!tTHrk@9j#zGZBynK0{#beIE&HDl)-bD==r}q{ar_ByBP;_}b65gqkZb$q@y~V`& zl9JSYInQ7~Mc9|)LS^pD>6YGoi~&{l9XS$MicOZ_*ohfgvrwGkDhBch8^Ct*80{to zR0KwIp)wgQZ8elz8PH{CI0a^d#<$bP=A!591mB>3I^} zbwAJY4i^Im7!q>I{0q%Q1Dh#s=T^w2bM*Q3$*FeBwgN_#>rM0>2Xc~}_@t&8?_;oB zLUMRD8U8tTQyNgR-yhY!M6(@SPo$a{>PVCm!vLmpm>7No!4(t32k}fy48>Wl6GO*G z6Haw{vxwK=34HXQuR(~HTqLUO_qUtjR4;QC(hh9*D$7KY#F zff&bEmPo<~bUA-T5MrllCw6Bk#YpDzpQlzC>oYi&LL6mRjY zEXGHSIFIz?hlqM1uE>j(xULik(fcPL;PW)+=OaOcIe#Ob;h&y4zn@ZoQBeT_RU=^{I!v`8D(LZ%d!lx)B#vODj zu_^We7)pqhy?_duOiAisX#6Ay-%yChEZLrN^mH`bL1$CPcWfA)KX0B0@$fi0So&qy z3Y6rr#_F|Jse;w3klSJH-EQ<*@SiNyASz$M4ZpmSsK_Ai75l=o5I4j0uwRM+*YDlO zL@5Yt8m`gGK?r#K0T1A$CMutEExJ&5Ky*7qpLG;$tz zL%gBN5D!rzXCG;6?FU~13(KsqavEb?gcc?^Wm<$?n|mpi6MBzN*Wfr-;FCckRf@YC(=#MiWtL!39gI1xA}HO7N4}6`r*47*Hhi?0wM+?-DP9SGazPFq;r3 zIDbHE-<^AV773Pg3(T_7#D)ibedaICh0Q)cde`$Vi$URE)g;9;^X2R)!GDmH6qiX! z5hwU#CuyM={Bt?zONqJ_jJ9>9z-mDwNqyExvb76IOlx`nNGwXb*tn9^{m?zqwC z^$f7py1wpD6%Fg_doiu25BR6Q#VWf zNsI8_kKpQh=MCbCH;UtJ;`k}c=#Y5 zR^W?QIUj=a^%F;}cRma!u-)o-xa?SX_z2!{?h(h2isQZF_%U(3PaN+T#|Pjj5%_WO z_b2f0-(CTSWzf(K&L`n-=<287=aPf^oqo8u-Z=%o@i;tu8Xx}*9!?c^3V3k<51+*s zmrUGoqw}wL`*V0$2{&$VhVb@sJbWH5-slX%>5a}8@cH@9Qt`(Lc=tp+oFx7}8ICtN zMLeIF#Bh`^!qe-WFToL5?JMxJYsUG5{P`dG^Jn?<7y0u^98e#JL(}=2x^iRFc^KM6 zw!wRj*z}Eq!1>WLeAf65JfZfo{lR@6--A!%!`}K&qkOC9I7h=Nv~#TdIUau2JC^+8MDd3&V4%m}*&AN| zHqa_ijY1Lg`!P2P&X4swog=+9$$Gn0t=NsGC+{@#IQA*clKCHGH38)B@C*|z`ZAee zb)e9a^!{VG;m%pzxvX3tYo2cQuh?j|Ty6rnoPYS&Hz6rR=P0RL&hisBc-Wok94T)t zHQ|bk_KNEGGrM=Z*%7t{3O{I-#jmy2 zf<0tY!`67UUTVQ#%Zh8(U~xoXI@sh756K%>S?jT?;ac${0vDkXZx&i`%&^6SLm2j+ zl?)tlU*poV=vX7P!isfwn(z)j=G))_DY#vzK4d~=8Bkd|R97*eBIHPQp)x6`RgYK;ab5xLQkI+W zMuy8uyo3RA)S`a+cs2n;QZ(B^rsPbHXS+#oP@EY^*o7p~YtHfYNxVK+4+X}lBs?1g zRH1;|KBaR!Rtj(an_u?sxy)bI+3ZdR%?NmSuLPYsBp+ZvMHrGURMa8)B?eT4A?ZSu z>yZ3D1LWQgN#`~IDKV(@JMcifGm6f9R5JgWfipUpsWIjI+(e&g5Ms)iL*hsVRCHXK zk?!60=bplVDtm;xL}71b{(;8a!V~Thf`7`p=L-HQUGSgHz!72W4MXz`TkI(es0f1J zg^DT>p2dKQz~wGfrr=*F=88TQldUoLVa>3uGQiFz{9Py#EVAz6e?o9h4mKE**e_sU zjZSQ;_@7}wMG*f?T)l|_6&+Wm_+Nlt6@Ofa$%wq9asT@muw_>Q5|O=C0>>r$lRV6X zb;3UWi{3L*Hw3P0DEuq~g#;b(Noby-BOYWxMbHs0R8$@DBL-B2q2NMg>WKY<{zQ+c zg>HM%q+-!X{V)Ukxz`oHlN>~))xIyH+tLJDxln~By;pezaxJo}bc^gU45$cv&BRqd z11dVMl8qZ#CtKs!RSd95{Q8_RWACH{B9mz&Nf4(T=#rDl_fKUYjX+CRMo~?hO$?|A zrVUe`Z)HG5$5qI*!F3^BOhhpMGy}Hmrj0~o9QQ^IuC6{!USlykxVtZxm^-*LdAo0A z5FrXl`FXp$&#h(v=6Kgy6m%gHs{Pts@g1V>5O~(Sc%6b%!JXd@9AYXU)ZkVp?7$bh z+F>n1q;h`>`s&1v?GGV2@K0~Y_MxH0yr_-af%P=GT(eU1{(*TKmxU?3&t>3=?%H{v z;5kL4!g?L=xgw!zpV=rCPN{ZAfe)(t(!y z+D#05ZMQ1bX0h2S+uKK4^$`GL3R3)l;3@c0Yak$l(7PTlhMd#S0-+jA0XW}SS-c(@ zJiiEQC5NsRM2xXL@Mhds)7u`#nwuO)5$@7gC47w{NJ6scX3iCZ?gH(%yZnV%xycKito2E_|p zAMBYMzGTSI`@J_$8ND`#`&~2I*Dzh@a%OAt0QdT!W4_{K6C{;_f`Y7n!as~H|j6ufX5|rSpZ>dAh zyjHz$672K}PS3?&e%x77YLqQdtrcO*TjP+e4>tXS-i1=A+abAfX|!q=t&7LS3;>7Z zpvcpwzUygiF*|@gE3Wpors9=wCm?z>T^zWs(Q?s?yII(aW>*b_VjP5&Csm84X_J zH}QGtIeINzi1Hj2oZIv}9Y0HpCYb%Jnpke+%TUUpUB`wg4sCNgr6^75t)K*4f8KhA zubZUJ+5K^?-_Ost-^x{Z4K&O$Efmin>Smi~_H_#Z%e2kG$+dPz!{HnA#i8Pz*I~n1 zct>;KCr5UON40L)kxJ(I`!Cbe}Av!rgea`~11J=}ns=nyJ}P9kz@GV?_y~;>db&;WGDcudz&@#qW;R z>s9!Hbw@aQfxYMrsM3S`B=ho)QLdkFWn8<6Q6-!y1V+O3H?Y%j%6uC@9r&3ZpC zt$~YYbdmttJt>%fhJ)j9)YH}+vSc`TZ1{7XSsX)=$qn`kjuQ{l(mK~~XNof#)IA;(+kkLjURgIJe8}0xJ@aUj_qzrnG@50F=?gJwFg4&SAQVe_I*A%bu z50iza*)%~Ys-Bs9Fy@!MdvdhF-`Ws6pFYGWSuf6k=3(4~b{llbdhv7yRD|6IE>zSA z^$`YCgs5v5DwBdA{rh0d5AE2uOot59q05BUX7t&5Qa$)We8*Mby z&PE*{pJ3pF&PK@uTPQTU4%b&0aAl*@zLHK7mOSJPl@vc>bUANQ><#9XPKe(zpdt|> zw1uuuO|*M6Bp}8+=scglN$>IEmy&0R4xJ7m?&t#5;j;o2RX3i*fQl~fL%8aq8;2NB z(J4s9)j15P=(tK2wFeq=8=dnnVL(V4>!DJkMMF7u@lW+e9&}NWB?eaL+>}hWM4P70 z05BWb_H3Kx`3!vIO|U4N=ARjGWuw!a+ca-wbUANQgl(ET8Bmc3vB%jopJw!!PKS`5 z?qbt?eUF6d2eSed)q41E22^zGAwljecah1%j;Sj4U7*J*7Rsq9YFzY0v zt8@ZTnf190sCv(=H!`52<0_e1qtaO3!hkCqyXKL`lIdoDC!@1;B2XFj!wjf;&#<3n zKt;z@GQ%!*<8yR-;Oh*?vazfW$6QF+pE0^iCj^ygA7((+d!}9Z&vS3V?hSEWI>R2y zfGQiq3K-^sS^F7X?LD)uVnEe{A&~^`2ojF`%O3Dp|Vv{uC{ge=7sBY%J@; zF&8tB=P|lVCj^ygU(A52_e}d522^xhB{OZcxOkC|^Kt;!uSp;aINVuR&H}{$*++M_hE_)duiOSxpgZ#?ezJ-A! zf&zFWG|x}~?`J?oPyjAeR0VK911bWyyHJ@5z;()`Qvp$aq^~l-&ZY$N@FRUua83?t zfJy9MGO$J`HdPJ$F9Rxq8ermT$qe0!q~pp|1L?}#9>IVuyAqIy?5z@*wKBJ-Gf+s- z5vM`(3>~qS0Tn?ZfIs)T;tI(@R9bCgbe2FX7pjok zqszvU=P{rn@HG=xFJ?eR$5rzDHlot!YZzdW_%*bjEr&9&@V|-O4Q66Bim$XsyIsBDDlPH{}_qgpZ6A5_GWLgLPUx1#L9y~-_RsXgtAwpz7 z44mKj*1tU+bGU571kA_163*~Xum0@;!F-TWrEddy7iC`IBe5|*i6)q=+x67;P;^&j zR|%KC{fpCh#fDlN+ebB8seF1sAu)enERO7I0y!lfTuD@{S­R{Qp+w5=&rc$Kcf5k&^5Pe zy?yAKSB3kl4f&IivwXG?*_*qi2z8={d@%31$fkS*@>{UX@Cn+NfC0^_1j|HOJTDzI zBt+iUu0Y*Q!4u7~%GOG2Y1J+@YSvU~Y-?$YZB!|szpf!-xdvWO5V25>#BPY#@IAkpc_C4Bvo7n2Vhtk5P&_bb^;hfT{Z^q`hiaq#h#D`AwdxJLYuo*O1-n|U zOtmUwmJLIqTA#Av4%9H}pDazlt5^{U%OB|#k#G!_WzACg^i-({1K08?Bg&#S>{h!` z6QfzA|HWbN$_GeqT-wsK3QLDX!6aX5U>(DuKCGcssR=m(xrj@xu?Z9$_|eVHt%AUt zq`G@F!Y1MvpAk^|pOZVR@LO-dnza&f%gZg_zB zyju|Kn;RAcNe-hJ$cj0S2+7OnHaB7$nrZutgb3reF8j%eKt_K8}RF-Dtp9;CUk(Wt`G4I$eteyDf6 zNGxr*dlxl|d;u9Lzo~^9^PiRI6igHv^LR7vtLewQ7Purn6pl}NDB(+#!RoS$8t>l~ z{i8Gy9PiE@@VaoMq$^qfL+nPn@g79HIo=cT9y{KgBF}hqgb2@ z>sOpfGdJT{(6~AY;!JYpQ)H@VmNOro#VYn^Nv9EbU&cyJsJrVIwC{6E;+8?K;Y=`1 zrR8|})V+fJV{VQY5R@_JVqb}+!=Yi%@(+n6yqR4r8R0Z?SVdH@Uz+eWMjw@EI#u+M z(nJ=~bUJn;ooEUo-xN)WxQ`W0-QVg}1^dJ=o6}x;1^cJx%N%Oz8v(cDy8-`jT6q0_Tf%)ULhs56TrCox7QC430< zleUJGSqcB6SFe9{zO1G6@y&vka=sqY$9Qx0^znNWzD7}|p{c^VL?0o3zBLs@HE8O*rY@+J2pS&3WTr)#ka2ZiyF=6nW#KUpch* z#)c^lZF8OY81x8KYURopEDpQD2HrxRKQWYIKlxFuzencVUsVA7Fld-%QYccks+92I>me5gCq>n+U*guTHOSM7Y54&X>2mkq(4Yks?B)M(4wvEo6`T6-1udX#g>|ZEVW3Z} z4-_^+*=SK=Z7tNVUJX_6W8bh&vo;PbTeiu6bHxfc@A|k`m3pmMyI{YJaUuMdA-F?( zSzG#j6tg;VC^W^e86C57_{hO|EsUP#Xq=#WxB?}jBkiG3^ybgu(G=r--5^UKwS8%# zhf+#u5{S2qZM`6uW|nwsax->hzb0-M&pAsR=+3PuTK4hJ`rzzFXJ2vLPaO9b#{kFF@W0#Y#qrny2G{_%#8GDQ*i`O>_31J};%nkhKnSuk&&9}nvM0sg|P55q5H zy-0}G=q$EttwzOe&TN9`FNbe;PMat-M?CASFaQxv5Xo6Dx2rb9VU;mZtmxexnCTpA zUMmJ)pP4v+eQTy9yEgG6NovuXm{msSS$ZZ4zfT2cM8C7)evq5NZxtRbOFkQA$)|=P zSg;P^!E3E$#WiaNAu11|8z<`3vUlSu;U|Xs=q?_#WPGD{bFDR0Tm~!TXIr9di)*G9 z99ySu=im@uX|g@)zNX-J(-nNd*#tH>iqJ)5GQZ7z7gF+8WH3LYN40{fry23*um>fx`Xt=Yo|u z^;;U^?hp6G_XEU8{DN~GBI5e=h})5bIOjeDK?Wj2w{FtAwc!pJ_m2+sN6Jw5Mr|RK zW9U90;@?N1cXN9zgwko#Z!@&+8}uPYNksEiXdcE*Xd~#b0oAa+iuFSVRD_M7E>zUb zgTG}!Mc5GMLS<6$qkkWand~%KBs-~d!Gc>s_Qn`zG2%bcBo2B_CO*?y+_1-?+O$36 zgi5C!F;=fuWzc`KSQ;HGx?pA6SvC*40b_v5ZAUSBPvABes?f;nvPJuG45$brlZmU9 z45;Y1N@n52YQ5(%0F2r&ke-!isakIw8+9qK{7(#g(Ag-NU{Te2%M7@((J8-by-ZT< zWOO-iQiQAZzJLK0i4dXe27RCtV3t!nw>F)v;&>b#y5#(PHKWILI)vnX7pQKZ6{x7X z@oolGba@}bRTtg(FAS*Y6r|$ns|={tC*-4bn@yT*!cmM2J1k zrg;{l$89zqoCVrjjc0TrFEsJMC~11dVMk~MZj zrMmYpz#@sAka?9ur8?JWqLSd_jK0!IKxNl2Gob1{yZ$EwDmt!`*)?3L?w1UxvT@iqoj*%(&9Fc-}F5k^<(1fVkOXBbfRo>{-afQpW*WM+-3RQE#$T-n$)k4kk+ zli*K`&eDlMW!Ocppz4Eq}fRCHV=Gpz4V z(fm4pWk8mVWqmm2Vyb+|Yw0#Voe)%}wHQ$Ko@t8=sOY##X4QTt zsknxs&>z}4`%-@c=ojT~wU_C;JUjW7oPHMrs{~}+4$U)m+kJ!q6@k_+RMctgXBbcs z#DEKxx!caQ!o59{U8F=r^4xDTz>Z?m^gDg>m^gexa8BH&IywtdiT!&9*675h)@9u5 zb#xPxP?wQ8Fb-lsMaNaBE+b}G(0A?1D%9E>P?vDxiYDF~49K!8 z1c}C66#}m@=ZTQg)XNllqwhnF$UbN!(Ywf~kSU{z(s|q>!l3?{L56H1D2Fhp7X#4o z5-1A1kXpac&nVj!#nD9}5FBZgSb@Aj^oX?13DMGK1wE*qERA3v~Q;XeTPWY#~$z z{-w`o+7_0ju9j+AWpWEjUt)Fc#$=@i1pvmef_KA)3YJhG5Ne`(Rll)de5uw4#Sdj2 zZ%8f*4_aF)+wB_GV;--R?b?`aRc)wXWUzvbm2H7W}1anNZ3?SnauB$vP<6Fd@l zcC(L47W#nJ7hs`VVp%AC1&m<*W=~#;iZj6*8cIK}fg#wvTL#m}6m~93RZWA>V#CJh zL2Gz-OgHz;!p=X*7d@(a(+{9wz=j}BsCpCLRN_S^O8O$NMo|b^c}Ny})>z=r315p_ zaEVd?E(@q?ihmM)q%;wPBf^QZJgpex=GKVT{R?@~aCiPNFsSTTV&a}X19jaciS zJMGrQ#6<~TWAsspi3>y@DNO{$gmVzQF2eiL)q}nmyOB;z1d(rwiA3DTiiz%T^{VJ< z;+M^OZ1ke5Tk~ZORi7;pZh_~6g9TTGRM5v}Vhd)^yH}#yHS0Zn<$`&T#U1|hYs~tk zR!y;&q35$zYW1bFjz1r52Ng|;uL-y$M#-d!2cgTfxpZbt{EuFB^#l2GnNrB_6SR!6 z+wtb?Ddf*4e2t<_U1n1X`BS2glqRw$7;BB`KFXj#C@!k?fzC{4hDe6%1Iz*k}vy`$s8kJ7*ME+&fn%bgH)+gbm+#`{!8)+ ztBTH_lK!Oh{%pT?vnGrDs~QEX`3_X&$*y3-6i>EU(fN|g8||(uI+icqgDX0Heddym zFSwn%Z;D=Xa_-S@be@vo`>~%dI1d<~8RmaRU&+qWkj4@>1-NvrihPV2 zxKj+gowg`)XRKERWP`v6osa(H^p%$(26$eeiNc0q>+0wte%4ji)i6K)v7YorcDve)a)iKjgBhdqEybMRMA0?)Xp%_7(rL6K`_;a&3D%OGY3sqI#H^BM2jj!F& zOp0^D-SEX#EY_~WSUpxv$$^C&c^> zUa#d05&qVO%`@o3hEgZ_>Cik3@X+qXE_IT}7*G-Rvba!Dw>NBKKt%}IccC&V_>WsB z`S}cdM@1M0CsT7!C;54D3{bi47Dn$0+~z_R8kt@86~C1M6=7sDadjsHDmt!`_Z27B z6nuaIU^Z5srJ90qY}BO)Lka}p-X16$1r+Kr$b2IcY&&ZR-mHl##Icc=<+^ z3Q}?PbOuy(TqTRzLj~H6O{z# zGWtp<0hL{!%7Ci(?7E2o6&+W}>>948vy}l=Hg3&cPlw5@&tr6zP5>&izL)`3@0s;A z45;Y1N@mum?al9Cz?F?%^GJ)$WY~Kdouw0j%CMhfK-GJO{T2f%I)?qGD5P6R5$UeAE4_YC_A z22^xhB{OXDO3ZBx2(z*7BVi@xE(TWU+>}hW2*1uJ7+_^1mIPuhjJO9GeWec_s+jo^ z11dUWP<>#(V?ag6RWiGV{W|mCN;i13aqFD%%b@Cc!^5 zx=SYnm1*C=fU5UQ`)&qQbX+AfZP>4K4+E-f3_E9joi8!EN+$r7S--=8s`t$L3kFnl zTqQGWlwaq67;t4{*Bt#iA=c;;BeVb8=;k_^HR3ka6DrlnO;d3VMWH`ba6;8dz63(y zVYixDC;6zjZNc8wx^OWm$iL(5B=#PX`|pA`H0^yF1K|Wb^+WTFjd*JqP!ZU`g^D`E zy@&x7K|;7tnH%xkyc%vo?_~KA;jX!Y0dy4q#_nk7MHtRA1lz>ypQdaCWm3AyKpLIW z)QVEqGN2+;}DkV{wt9sxy7E@KKdl~_= zs?-6|X(;0Bdx-Rki@mHB8cjaRph-57w7<+$;z5&X-uNMao|Ydwr218@sjh?wk^OOC zEaY2j>RjB3w++(~{Ra{T|MY52?H|a95mjm`ka|MqG8(|P{3Ifv`M1Xu&e+T)^4(^8%NCIv2h!A7m)6_O zrfs)(U{!&>e=60i3mO$0F4e5b(lq4Uwdzx?O1)O9LWbVb)Ks-%m+?KoWvf!#Vr^FK zuf^Pmn|%xyqz$=qt{~G>NBl;^pq{73F|$S=9O{*>G7dC4t$*rI37?8HPND>r%N8o5 zH1+{#ADKHksed79kg~*%NKL1Baqk#joSULvN4z~KGjxJ7u&lE39f}PbT}QOWm|>XNV7CKRkfRgR&8Y5 zF16YXyEzaTeP)55hlfB`YXyFc>?%X~VpP==SPBh$d>g6*hBuY$*XbBH0j;M@kdHsS&jf*hSclK+Z&=f}`tz1(9!Nx=zG>Y^Lk(Z#^DmKAVFz z9h>wqu3QrdOiv{fER?glUo?@vbl8)X+OP_kM^23PXHM8HsDg>9@KL|IdGM1}dHgW% z1bsHza1Y+lP`nG7$+y1r5lCTZ7e8v;PfPp=MhcC4ycze^^y6N4bBHfRcr#v}@GV9U z)u?}|=pm(v;HY<=1+R-)MY^(HGuVxEqdtgwbJQndK6cc1e`^(wlQmvU`bwtZzMV{| znBmTVLZzrbnG1!=K8xl_Y!24QtRiklREqk8L=#SLQq(^PjmM2^%0O|UR(9FfuwjZ_ zX3miwi&`miis*||XpCGzsn@_YH+M4pw?r1n%czcid zWiM#_80?5dbmGOXUtz#kz-bn^3Hal*@&68M0a> z*w%e61}9;Dd-(R zwiI*#;yhrW&uww2xO&x@D~6V@ghz`*%T}#gIkZ|kT~=JRYWW#wEISiERkY-P!P7qX zns(EFCAv-jqno0k8w@zfgcBH$;3ZuNq-qB8s-ETEwxuUE_7jjOEn^_mR^ z0shQtQGw^vZKEtj1)dlFTxSl3Ph@q0!=hw~W(0JiAJL4>mxp`U%X$M52zCA$L5Qt4 z@XAN)4a`#25aPJ^Snbg=1T$z4h^2$u>7$7fefAb;9&D3P5Nww+1a~u_B1AvBP*I~F z|Ahe+AxGL8!OLJ%HB9O>XKu*z`zHcjgko#m9lp=1Fmdz z$}eRvlN3*8bUANQgj4ozU_eD8MDJ4e#?hh6#-A#q$8>5s2_b~=k*|;@(x;iGa zewEQxIsvH6`aK3zy=T^6GoYg5Dw$cM($)PR1FmfBnn$`iCc_@|PP$o5CjymWk7Gd9 zdxjlkKt;z@GQ;|5;;jPBA2L1o%!Gob1{(>e^O=(tK|+HktM zoeZe5F>Lm9bxaA{VRV&F04lS-ngLbsne}!CRCHV=Giy}3y1N;0Wn*spUr1FCG?I%j^J2}W1x1fVkOb_P_v zXV&W&P|m0yFHFjW?+?oj4Ppe#%{X~11bWo zU8tzj*jF>4B8UMODwBe)749W`>LMk^tMyV#C-J)&U`MfO`b}$jOdM_(oD-MBgU*6f zVtRG4H2e53de2DR5V)?PaG&?kZFRx`T?oxHbi|Pis0cd3g^DURPGLYr7z!>_ zrjFQ8hd9iZdAC&%Lf#AvuUjt96Xd5@_W@6|!@?L=s=YfQrD^ zOk8bYKt;z@vT?HjQ|0KkO`8E0iC;q-7$gvx+)I)Kams-%IjMaAQU=lpv~*<@)wFpX z11f@P!<6UmWI#p7RmijvobH+YGVykp`9I8nExTzW5gEt5QG=`N{Fc{POdX}}>5+O_ zN9mgknnd9&{bVc8I!a#y=xG^hL$p+o2SYTWSPr1VJql-#E7_ zP$j5cZB?)i3D#L^w#xSQV&A1UR3oW1t))ZOc)g(-!`J1dN(~ALHJVldsvb<1T4NKU zep7R6)h;z^*11o+SXDBSmj9jumNxPDYfghHm_}LTtbQ(1FjxZW&)S!Oq<7yGle_XB z{lDAto&n+yEn5apEEi9#gv`Cj5c1jzacz0=jAiaMd~l_>xVpH)y*9W^ zyuY$|=9;0^E6!YbhPXc@?pl+TY847k!E39;CpEE2d+r7+AUFEWS&@;pYDgw%3Q6ApZ1j^;z0Nk zaM4$Ebf^rdXDy6ouYy_cq;q^14)GCXB;jrG}U`7Esz?lBnDsIGYlS=&M*m8^gK54 zJs;^}=H2C44X1bY9;dE_u{$rEhGt<2>DZm0qRRal99$JFiZ2-^wX4=o-~#w%G^<1^ zSZPI30Cd6nNW5jX9~Z2nOutwyP~#kMv=ou#2oMeB0(%4{!H+jbwERJPRWP$I;tjH?$dxL&KbM1_X4 zWFv583@V)uT2s~z@PU9hg2JDZQ|%VK+HPXW?sltEZ5D;AZlqNo0f?sR4Xp89@BvB^ zJExxo$}c!;hX5{(fa~)el1l76Sq#Y-v4b~r5Ib_kS?gcaR)^7quQ51GiJcMAM@kbx zvE!TuuZxwxbQML**o|~zCy0Dg>?GnoR_t_t>tYl;xr`W{LleJj7K7h+vp+00>t=Uc zG|CI|We!yUJ_2sXcUECNBZ2EW;ZZ-Ta~sP6VgZ71R z%avxUR2u^=TB?<*^)2;w6Y6vK8EajzoKA^l!^Xj{KWF;TvcsN`6X#Xc7G=zb~HT|xUT8rFXhWxN*{kt&@x6J zKgMpP)5k&NoBB8r_p$o8`&+L^eXN*wPa8D4 z2utjaspPxswk5mc`I*8VE{7?l9sy^BQa1&3#9R3Y=+BTDK1M(@)PyRO{s-<{O;r&_ zzff#h%A`e8RVe-Ya=O=>Lg{Da%TUT8b|yAVafq4Tt+UT!e3a%$O^R5(3!_Xg!b$4)^P^^oT%Y}6rGXG`_eG_Xb5sMbOBFt8B z{q~%g!&P^x;Cdq5>yCwKxlwSv^TR;3^;AXH&7$h6Sgu}O9sGs~|A)(;>+M*lSsNjG zYg3>W?AjH6Ep%);?Z2f%My2w9kSE7|#O;J2Jhd?$0-iL4>4N_^`ai zFG#OriW1+a;q+#S0|WjGI2c8VZ*i7yiSM9G%#=t4=dc^WMS7%LYO_KJ%y8*iA$KOg+E{5;Qh|axemPTh$v)*ou z*)xu4V&*7Wn*3(?T{q9UMf|i~sq`%X#<>+Pt#@7}j>qDK*TU(*wW5IONsI8_kKpQh z=MCbCH;UtJ;`k}c=#Y5R^W?QIUj=a z^%F;}cRma!u-bAwTy`uxd<5?}_lV<1#qnNo{Fpf2Cyw`v;{$M%2>iJC`xE&0Z?AyE zGHB=q=acX^boEp4bIC#dPCr~+@0^0)cpM%+jgNl@52uPd1-v+bhtJ}ROD68P(fL=r z{W(0Wgc~8itUthC`25503!lb^y}kBk;RG{w#tY z==l=)(}OO5Lj=dW+glw7UwqWCUf*1gNk#+cXR(F zQ`5tU2!Iji=Hn(%Vql>3FlY7$KTUE&X>81HHtUV1F^mOtdWAphB+uvEkr$ z2c127LDtJhfvl%pP->MfY?LPLb6u2Jg|TX>3Cry@1FHiw9pg$d^zuwfvinGLo&``u z4fTREqTlHp8~R#7a>Gb{)EV$rCJRpcx$}c9c9w5^{7Ef)XKUE%7d`7gd(e7(*=~-F zG%H(1np34Qd)V?HvHH(G8-$fy-!DiP&O-5??p+L)dQcgSbY7~~h6Z2*AN zfP$)abN4;c1{PcLx8VO-@zS(4&G#R zuuqL+zh`DXrKo4j91Bs;h}E9p4GlFNI%*uk?(Z9*dD>h@47^wFja$~>KW8D#R$O~h zWt_T>*Q#hNW=C#UrZlIK&UpZYXAc*g3OcbIIK&Kx8rR0~O~k5}t!xCS0t6AtT4t1^Ak8sKGGW4vj@?7Sk$t%y|$n)*QBm!K@IX zet0ve6xbK&hc&p0V6pq4t_pT*U)D`TGr>pakob={N9voSoO`h0V5He136}o(dlNn% zE5Dw33J_$ksp*-{lBwyXQolvh&c*x@7*;L>*oWbJG^Xw>YS`mougy4U-D}R}PeWs! z#c;bdJ!Q{yTumDl!Lfy$P_wmp{IsKYl?R?pU?-I}PE z!AxA$?a^Y?HzI9Ez0;DQSI&yH5e=iD2+l0h+pU{I>N~RO!nj?6UE_9hEvAtG7j&ty z#csKO)YdMCnAoN``tb*AmlcNscCTqR92SXWO`b$QqG`xKYFwuaw^-@IHy(Z){#<9y z>Ah|~5Zp9cRi**68pG;sFU+EdS&M$QuNIqwl^1ggs#`S!mvC^S-$k7D5L1I+_& zsEK5bWV{PdN45BKef} zfaEUkqQ+b2F)&3ip3j!Opz_w!7*G*-%Y}-^ThC#@mYugG$i3yQ1*oAso(VJ6{F--9 z@)P{6vC<9(VhF6%D_bLsHr37T@1t!*ywg18-0WU6@iUhsOW6;83tV0*+_!hTQ=HXvynZX3G-7RVqCL} z1J|{I_k9M&2>kUO9)JB811bW4xloz>wKvQ@Jj}|`D6VMu`U?ZH>>MTm&XvP>jm0?I zBIY>G0>qT(0SLkwip-y4}UbrBIS4g;leI%hzrZ*0;b6hqVsZ8QNVcZtgr1`^EcJ+rv zd?K|wYiFKDjD1&+y4z&47wvMY>R# zR;0|;tr_1DIm9~**s|M^66BCE#`DQdNUHSOC-+tcrU)~X+hi}OKDj#?P!V{`g^I^p z4=`ZM&RY`X-ttyo%@>_O~0dWLmJ&rcap5h^ga zP*KCU{>XspUm&8P6lp}eCi@35tE3Mag1Mg2v{T5^*r$3d>9G%4hZxT-2ZV zj9SqbF&^TkyR6XZT45REKQJmmhGNVF!#~8LzQDx-fIEH$L}x%MsZV6!jZSK+oL$C% ziXdm1!{TfPRCHXK(trL6Lxil*MaWYaP-U0<5{12$`$xu1iadOT{h$l*4ez#;xbl)V zb+H*3BaFlnG!J$wRTVTDP!Uvt3l&v9T+4up!1FFtrYh)D6Jd{<-AYV_E9}040eX}Z zh@cVx?3tu`J*iZ}OC|qMDfMawUvAwc!BpKqg1YLGgdH(|p#1ZJ}N-3(1 z^Kk}L1RIAb(Z9@qijFIujq{%j*s|L=5|MG-8#Tb_HqKFTOVLWdnM!cqz$@NU(zem= zXr|4>3JYU%fque!u8HDMd47hGxuq6RHUkq*^^VXbA*tt-4i zR1}^zB2bxaXk+0OjIj`<3_|;opRQO(BI{+^mjGGD_WBJcLo$Q&F{eyryfP*e#UlXG%of-R+k~X@kb)k|!ay)zAJkH|n=Q;qU$)k* zUvEJu?_?VS{4n*rLUYl&)PGqZJK{rq2u?lnE11MS)mJWtXyVe?M4zlSgK6zI*EU0< z`^IFc3PFWXs7A$$%HH8Kll5jxrpAXjQi*}>cB8b#F8fU2CL8$CKLpNnzszkKFX_>d zPB>?I%}>zahKU&4%HEOCT+HU>q)-f%vmD_BP8W*k@tJ6@4cescQ*=VYpxrxW(B1;^ z`q9}k(r5qfds+!INwuJ`xvr~&H?$6aI$r{*T+IK14T}hIC9jZTyJNcPq%QZYG6WiO zt~00=#e>ZTC6PwFVNZcT!Bpaqs|-az8B%Tq20OW|-9z~zP1Upb&j444%G%-0xP1<0 zmJ@}e2X%b=*`b43P29BC8e{x1;cJYMtLj<&PV|w|L~uGpEo=8D>_(uT1zI+apSZ*w zrYfo_NC2~@MI!!%AX;cWbj>R)U7&V<>-cVrs?jB>J+6cj0bT!2ri+U`Rbu>`q6xD+ zyW&N2yk0qN732_wB9ypmKoqHqM~94H6Xk5&6df>_(UQUHbYM@kCuI#AEPz?F+O=jI z43zB^G;YSK?IwstApzipgwg+}r4a5H93Atgb&3{06h96rZ0({?js8=iVNa)pMnB%1 zz0rSO!q*smRHOeK(ML)X!O`#R3$I7zCKAbuLZOb%1=x-Bqu(WfDKZyWz@EB3m6x=E z`K(@{%!Mk}8x;Z<$A$r}xTJx*wO8OyK*RCAq^KEA779%PAL_e9jnY9GWEeo)AD|7=|Z?*R1sNKM%vn`k=Vp%k+Bxi6%>#4OWRyBo( z+?!%j3m5t(DqAMt@xaV)tWk$7tKP0BF%#TsPqh+M!~G*5PBhhEOn2Ut@1Rnu;q?OT za=H^z4R|xVYS5zC1-plX)$dOD5=ExFJfYOWouYq~Cb9^P4`DabtA!x)O`(y9`&gmT z{jKt>aJnWll7Px2GhRa`Zf2SB7PJbj0!HHoO-mbGTp&7R8e-oW){oEhD~DIVvM^<_ zL~P5elUS*Z+mN2GY>hYSlS0%~OQUub_qLb8QHDtp(a02!Hz(>lL<_<;of2-cQ5$bh zmdbX#py{Lw2me*Rqftqlp9zA+NE^JFgS5ejV@;NZQWh@kL?x8T&Qw3LQm@zxCLl<_KeV_EDA>&p^2j_R-bf#>t8LHcS*iCjHbc)ULKH@H=A^OoG_f z!T~j5rrpsn{9wK;uY~r$2@J;wZM>OXXzL+#f*a)}t%tu%_!dRxhD`gPi5^m#$Rf6X zjonBuwu9(59SMopj~&$A-x{LxvPP+-FJv0+UnWy3X0$V)P-VWq&Rz9VwQF&un^kH+ zmHB=^E}W%b=wE!P4XNsD#wx#mRioh0N8-mdWuUm|S4;dwY?!jdZ?6A6>2eULDo97T zbm5BUk{!enSSWMrjWP&h_+!UJWo!a3P51Scrl#zYxVpg?zs}t^MF&wh_vkk|7iIW# z)Rzm+1I8DI`CrhD-YgAijBrW5jBr16*d+haGPvbp_!6vSenm$~{6g@4Q7DyaO24J` z=Q;WIMR(&KM%@=aPy2}Uayf6+Ozx$BVkPmHWmAZO{ zx_YL%3a869ZR*2sP2;!l1^Bld{;hz2E8*WN_;)6J_e}U*vrIl4k-xOCVbGeEc~sX1 z7oi4S|DepEx_0IAfj$u{RoJ+!Xu1CZ5XCiXRt~K`bHy4wU$$)3nJb1?4{aJykoA}P z2d%(i6#rC*G5pg#NEmkl%sT;DJC{Spx&f>^lcBAk+fx9IDB3w>!C^TbmRZ(G)@8PB zT@3MBwsq3VH5l&=mL0C!!*m+g^l@5Ut!xFSC|oJ_g|?nNO6I>?GE1c@#n$>~6sU zkcTUAdHX^eKz|O8rjUf|3M^5rQhMvVR;0WNY;B2cy&&V-x~BBT=r@_t`(YHhBBi%D z%QvNW(EelS9fc3QBBYBCl~g?*A2Q0pmZcw2tc$b(`_y5*mxM z9SNH$5!P5PkKE`Il3l9q^JBxXc1C-VdS0isTi6~e@a0+b`K)kn{E-%e`7A}BBar6| zBM9Ce%uvzi157jo1OLpM+FbBrPS>u(EVHa~&)vIbR!$67WA^5^W?t;5XUy&LQO^ih zb?}CUnh`o`D4EwcLi04AMQFUKB7V=z&{)h);I57A5Z!q$md-A$bS71K zehD@l9Nk_eV~urRmhkylft8`ka|gahd0mg4)P+E>8GR4v;U5j^iBv*>!f^*f^9+tVi2)UX<6Njr zj!TyzcZdO7c5ag(=gMuo#$qM}5z^gx5XYrAEe(C`KDe95gh0*&a8A%UIzhX-34tyJ z>UGRXZ%5aXUK*fd6Pk-k{uAi0lx!c@1QThBF@7$X0h5rBW~@|&oq%O~tWvgNaY2Uj zP2fzOK_Jop|4m|%EGqdwKBU~D$pX}D`=yj>f^O*|^z zM9g+)>!X_V-pCkF2@B53CVoJ%pCrcy?Mpz8TViK?=>wR82}v}e8@!=)xUPYbPUI$Z zScNfFv0<^ouDXuWcXv!T^Tx`_M*Iys2hSI*IbnQ1beOuf-VRkuFzvR;V_kzDD$s(nK({ftsP@ zjo6JqTmy<)nV}@$kWm>*f&?&QNE7iN8$;Utts~)TS&zieda`|Wo@m%CQsaW4s(}bZObU?5_4PWptvX|rhO1e z?kXev+t*OA&8lW?v1^cktQts$=4MTUv_<90SSz5i`nH!qC5=|?rd6jYfUPz#s-nR&6Ow{GDEUqmVUCX+E>nMyUd6-^Qx-HgvaPHQTj;cxjY! zx9T^LuYK2wE*vOh&84jpNne$;jTT9GGw!SDMUvQ?s;Q~)Zq;8Te2LLNC60b7`bTLZ zD2|*v;dMgFlwV;t(u<=Y@=bA+i2GP^)b*_m`@`Uj7>?!^M&#V6?T%tt!VMgVu+#DH zVQ6Y{I0=E7zctv6^x`jwd{g`-;yzaVb$@GYHn?AtC`mA7k|;-$X&WO^7*MD^K)bkdO~v`* z9FnybrSDYU=aM>9%sb=g`S}$LmZ!gtGhMTy2syGA@HQOA**~oB5zBp8z@^)-E3#TkVKJnKzj0Jx` z>_GC1d{$$Q`*P}72JO;uyO3VL+#|S#qWoL|sd)E8+$I$7BI$DBU51#x*L&0`4cQIVz?qU!-3vk;);D6YnoXyrPvNHPGzZ@F;roMz0jKa=GAP7)Lor z?I(|*$FM|`ic;5?o1|O`tVzYTUXZSpu2K8wfRR!A2Yd|9M3}lb%Ogx(MD*xd6-8lh z!j{%lCPz!v64Xr?DPx5PyD(rC5<`+y=u$E9xuV%}>hPuJEQBwGfMbL(onWkrnr*_$ zsB6cE1Cu8SGg2NA3IywBg&fF0xGH7Wpg>2^!pb>V>6r6|Q zchiiMur3h_6}}New#5oXM4z42h=<;L09YNI}^H%O&Ggdkhl*gA35T2Fomd zjtH1nf-zGWZHv5{^>OL{gOw8q0`Lb^xoC;TYhd$0j)|#KL#)GMlm0VaP4*V8|*=T1(MtgT$b)93ww5-YCgwZdH5*Q`QT>0Z5dn@N8>` zZOeog@MIengbJ{@QxUNV10p!V-Z=#w2FGWxXShKU5#Y5m2I;0D0e;yYuhigC$eK~E zj6=>+FySCO>2z}tZcW*>G6pn2YGs50DuztdRrwnsRUXAV#)Qlc-ZgRkG;OE|bEIo9 zV?vyR3hc13;b5@yCEAx@P@2A(3ogDC2aCr_r7?(u5qtx~?1|f~Gm*KT+Gtg_)SIQH zPqG^|$boBLY1u8SR4rPC<;#Z7P>yt|tMX}5L)de)ZuA6Ui=`9`A?))<&kxq@>AdjS zu(CVRn0)TV7wjrL`%1f28h}02&&Hwu-13Nb^Vt{J)m8}}z=uc2pDP~RHE4N%+q(vK z^(8%Dsl)3dllmLhX|C8A=`ONz+~pgMDJCnl_2hhVwu*ZI;4wGenXJxm$va zaWYs8@G!_E;4{*2Ke4^v?B%m-`P- z*wreCaT_PcPx8+FhrtnGkJTq9LDqvF7@h7qRPp<*?a)>W_^T>2a+s4&?Q??vwsDSW)CnkGJO z%vXG<5@pvz!yr_}O3x9|?4bu0;|pU3O@-r!xKSZ+pwGy=0{7k89adl2j&)z;Q z3^n7t1N$A^e^rFld4JTv5`C9(qhs-%30UMhQpE&YVetTo#kUJAGTKyeNpF#ac)~(0 zZ5d!SwH%1W>itnz^_vw~O%yOXRzKc*tR5(_`mvs2^=bV%3(Q#DKWO6qa^PtH;{x|N z$ZMTK-|9Vu4w4l5de12I)SUHCEP;M)66i7@P;0xOOm5mwr_XPCPoIM&eSX<9`kdIG zTAPO^6DM?i*Qb_HnWq3nwpIm2608Ru$BXZa*PskJ9W{4yHR#^(CED)XP~?J?{S?LS z{1o(r^D{WOjfohBXytSpmkCtLLTM#X0Cd4pDGQa(bn$jI7c7;sP@jeA^Suz)4P6Z3 zvsi$u3e|?OE}*}O1FU0Ap^9#hQotNF0uLDPYu4q8-gD$(a@6Z+0mE}{wrO0HZ--U< zzy;W_!Ru&W?~d^#=CVzrhdtH8jf=p&_xVCV*Qo5oJ;Mj&tl-RKG1G=c;$0|OKB zFYy>rNVfZ1>9%PkwZoA0D$ryjnI0jPxIr|LdYeY4D4j2Up)YTPo*1s^6?gB0zcRVF zisu>7Myq#G6X@?jKA^3pCG9#=L-r2YcR~Nqkj0yEUrj$`(`;k-M8cOSW6h4&R}{0DVi(n(kO_1}AiG8d}YP&X6YB_99lmbAL8aq=&F z1@_ONVVZ56h0?!fQCbW$Q!povvRJ{~{jEbHM3F{{q$V=SW!3V@^I31`@R`9F#q*ulfmbq{bu5bMp%sscA z#V!Q;*z&Jx^gQYQcyUdUfG#nVk~kh3jP~F+h>z*+=DjzUHtTF{PE?+qFR|4kNd%mZ z?=-+jHi5UN<}4a|imTe(;%X&J>}ldFf+&6nLMC-|40&kBs3QgxYQN7jxJpq)#G^AJ zHZU~F-dFp5&J|7cXur>G`SPIh!n__Erg&kD#lFtrXbYL4RleGl!#(C1jYr>~Zx7Wp z_PtylRosC{nr-gj?DhFlzBp7|@_B4H3zsY$uhvUxH~Y8`YwYpEoVu35wCH%9NN-(y zPcRO}^l{~*V&Cs@n^5eF)XRl^8B+RYbeW2nTHT**a8vf}J_kGyZ!9wiptk!Y!oBV! zFlo%~J|%a%&&3x&u$V6zy%2kMJ3EBjms+L5#^qE z`|IFQO%D~%$kH|}PevePsJMESX5Vgj6y=IldWUi;k>zkc2F6=_ydSHWNAgHJoh8E5 zwje!ZUCN(8TzhQm1?j5voX4@%E6|}Sw*{?0Q6#nniL-pS1!OHG&NmAcWX%PSmUAwabdIiBc|NtVKzWNtsH` zrrliICAabZ8cj6e*D>yCcGD%ui?rp9ESrTc4u7sQM+A)ADU_NN9)=5!nT&RSjhgB? zGu81v{&U_laxxUSu2HHSMx8%Nk27H21Ur@z(+j`S-_o=hng?5jn)JBAfa*xF`4XX0 zNsnEq%oMbH!#L5gCa!4sx`qK+_5`#NV2U9e3SCzfDV{B9VshBN0RiD*A)M&gQ%K#H zIA6uU6oIo|DSJWXthY0uB5;-qmC0EPQ0jU}l><^<(s=7G25i}ROM={6-r6syZ#+DN znaf`W(YVXMsv+x(3}g}5>tA{7^&bqV2<+uT6=JVoa&niw#3c=5KWD&}oxLQ;xw03p zv6$T15w?S~5iu3J>GpiMoAajIW0DLxcgO9%ACKB`Ygl34cH85U8jMPx9q6*0XD)iM#@4k$?~-z-A{mGdG#r%*-9` zy^~~Man)59^zQ1eBdF|(BEHvM(N%Xr5nsEyD(d2bZ-4NuxZ(rj3;55e>h7vj)z#fq z-F*jl;nSO*ew;dW>YP)j&N+1o_UgjECW!w6bohT@GP4jbl-!Hv=H_h z1|oZw>ltEltFX9Ol-?>H1R1X0`Fz5|VqdGGsH&dKBsmp`!jtY3efKKl13R}+l7bf^ z{7O!XcoD{jrdBOPn8p%0>+yS}k9Q=rW+Q*WcncAJGwY)b2w8;vQTW^<^Yv}mjqD;U z4}dDdiS##$aQas#Z6+35JnxdRNrIV6oNu%qo800&14-*&N1iA{d>>@wGt9vF(9~*n z@y(L7{%Ar=Hgczl?oV0&Y(V4@-CtlgvWsp&{0FINm@#R6|4*0)$ELp;$pWlON?Jd% zEVK^;z&VoEEtT}q*bVEEW-3=z(uq=LRMP2Rr6#Q>fykwkzicgZxpnf>N$dOgmli8p z!p3_p6D`9efe-Uf5?PmNwS?AkX}#^Nk2WCkOcXn@8`;%|JOHZtNTk0}eWZWolC+)( z)jnzcreX(MB(2Bb=|}FGE+wtU;1GGBw0cPC3I4avEUgMiT2CTKuIXr_wP+irBL^%* z()w!GNm1l=qHocdwv@D77fI_UG7u#tt>0HH4+^L1XA!WCQ&mk`KXG$&60+9e;5S&f z#zsXVUkjh+vV1@mxZf_e?;;=g8?M|d_y)<>ZN70yXa7U7G!*>vTLhekf97m&G)BYd zxq0c!rd$3lVU7boX||ENWO8(ZE@U@476Q_C3#veE3f}E;1tEABhb|xQzILB|ASw#~ z`CR!qXmOF$PQzCUPsJs*&)cx4IyNy1H815lBGFyKCTAAJCc!v}l=eidFFF)LFiJ{$ zXVv=k>mf`lr-iC{>?AF`w+A&W?W7|NP7)q1+z1pYIO#Z<7Kc0Wnn*gPv3t%RQh?tG zy~4f3VUCwE=@{J>`~9TQ`?oTTFwz+F&{7;+A5GLDl^E9e(6Gp8Gm zbtm08=<2jXuCZ3YT@dbCNHAWrD&gb-s8SwMnF^=;fGDBs?3GZS1mazKbDfzOlGyCw z{WyIi%BhK)%5y!fZq~KYx7_!4E#0~Nw|eiRMWD$rut=r*YXA?*-8NJ6HV3RMQt1M$ zv{X7|WlF9&>=t3q_c-8|Kb4N7Y-2ejWC7pAM#VI|aY+RNm?4!eMvD9!ky6G~x(Rq% za4OxAdgfcC^{#~&hkqZmsh?aSYoaiT?r0;ZxC}a}r`&94Vb`N@8Aw3p47$$A=hucX z^Ni)swIJ6Gj^S=sq0%+Wq6_+?EEY3`|~{e+;AyTf8}_d^7%bRD(coiwZ#Wla{6aW$1t9miwU>{}6&XxSV7ZR}Eigb>$zG(3*{M3?x9LYaGt{Xahoa z<=bXl9fRGFR@JEF5;Csj0Z?7}iS#$R^3%V{mT{E?$7be}H4@th{v=Su$&nz+tp9<5 z$ewZaylXur(+Vn5?Et-w2lb3X&8pEpNF;^~X_iJ5*0O?g7kAdYWtfsY(BC6vVy#I? z#qx)5fB}~m_h9r9RexErj4p(E6JvCPFyq4lggImG)sBSLY$Q<=<{{Qc8xXQE`=`O@ z7P(g=*p2MMEDwMx%!%|j3Um5b=VR_wZf+(Fn$&16$-l^Y@PhGICEo!H5qbHotNsyQ zNVGAGzME{3m+x^EmOZIGItZL7m*_4T!FMCyMg}jPxou=8AiprK-hqH^j4L(ra%dQN znZjKk@%FRf9n!-O7u!SOqy9Hn9u?eyMCvwoxWre!S}Y9(mpp)g^KePd_{#qj)Ug~> zM@)Pr#S;86;~EF)6ukQbR}g}Cap(%+T?Z8{!YXu)s<2XASY`hptkR+mBXOH3k0buQ zQ1vJRD~Whtv=CNWYGCE@Ag~f>!pguhZ;5yH;&x+#oqf&!8LJNukJj*pxZ2)mw;N-N zxAI5}E8io0y8#$DQk$RO4YhjsA>(inT|;#s_@Dj`-j~5PVMpLPZ+xPkpF`ds?7vZ-0rXQ<2PFsI4*M?v@lZNIkFB)61D2r)z&Rvwyd|e=K?svK?xB3AEyOp zQSPxi1vs?eKvyzv9^xeQBG5%$Y+Pa`Kb#SIg`4E5fi5)Md7x_@3NH(Ev8!SOU6Hp8 zl}tH-t~KFy+QDEezD0qZltZ^w$eDv)-8j!#L#}|(mkLvy108edw)!%iDi&#v$&_)0 z{gja>40gHRTvra=)`$>A4E$F>DVg3EPvhCz--NTZJB1&*9n)vOhIB9nEiQ(q1qUtE zL$`H;u+YUWXju3N|i`A@!Y43YQY500osjjB(_J5U{{xx3J-`?o{NJ z=5C{e_lP+B1wn!EVQ$Sv0ccT@1pwGC#3t(y|3RRFMU><~>_&DSA`gJ7LlWt4 z)FJ6#x$Is_glfNgX+^PvEp{)(;OR%UM3;6i#o!RxgATiwHq0!o3fR4rM37w5(Jz_$ za?lPUhQ_BO2P{Mk?ai)O2v0K_zDBoDwiw!9GY}>1UfNSE4+@Ka5&_#-{CW&6eIdt= z+|U<$WD$2$u{{(f)5`&{-SiX8V1hf4NZsZRml)dHilw38lD8n>JY1sWT^Z{)@L4tH zpx3(#>RJxdq7!x^yLIs)#yAf8QLyj7xPlPui=$Tv`#NZ85k{lF6NQ`N!f4SxB${Io z?pY$*<9h|MM%?dvEdwI2A31gIjvcnXf)dvL7ZnLpOV1gWewd3EBh+ypO5mJEB+vT(y1uf^g$1J zcz3YXuC{Aw#}VuoU`g~uc$27!lW=_P*711)C&%l}b?RN%(iPGpj8$mik^?pJMk+_$ zMr3|f-%+$c1{*Vo~qtyT&)U@qBqvtqaWwFmFz)IU^l&NI* z3mkCEzt4!HY-0n6twF)ODoz_%&PK&Fym6aJ1Te!sqZn!P2ar;s7-*;;1y2hO*&Q0I z&VpLqyP-WjP#0>dFg$m7EQq+EoYXr$wI74sjr1FEy(uW?KL$}#jGpd=f45HizvchL z(LESCF&)!J_;f5`VxEq9I3RU8z6m?AzYn`mUV&F^I%ZdePREgo(YV5f7Kh(06P(jx zE#5Qo9EV=vw3y4XE~bq;s&9!%@w$i{){}_sS)V%F%a~^sT-Ye%(j~jOb1($~ z$C&So%>9aAQ;ef$Dzu<;s`ivjtM5aOp+t!W+MstU{+D1=Hxv)^U|+eH0Q zEjIE{JqU_CWR@AbL%RQU`NDoG9330G8Ub7q9TomrwgGc+^=$nL5rYkXVO{=DQI{qzRI&0@b&97$>un2 zMvK%pWbRbk(UIvRc;d$P$+owJv%1H;T($!g4;hFVzc3L$Y%h5X2TtdSImZESA`lbencji zgjK1m_$Pyb(>XMlLYGcd$A_z}rQGZQ%!!#7z1GiP3#^mrs{c5*jGtuxa7vDBk)A+N5J*nW$Ui|qCez^b0yKeIT6CZyTe^$bS8~p)%yc~Z%2RCo>`{42>|MU3% zEPpBc;{<$qBL1Aj{(ctx-stz^^~f07kN3gboBS`pFRaDB1pnMH?LWr<`7QtF_xzv7 z`9H^@P#q0FE&oYz=cX20&f&5SpZUxzMj`OO_xy-8FkLos$EnLed^w!RVii?qZoLH( zG<{>hiQfgl+}^&t1bdqoBmy!r3zJ&;K(%wRYZv0rBlz`;OF`Hb0{vuj>4ah z;?Jk>=eT>|=UMoJr*--4kS{DY;dyY4cl~glSinl4l#5^Fex(YA z+2NdoXGRO!pz-O>Vf@Kb1*_PVY+SFOpWf?Mb13ZeXA~5yrRXc zYV;j(`B43udV489!)&NAHqjUd+f399;VG}?*9e15=;N5SmWtIpfx;0cQUd|YCK9Dx z83Vl;mTaB=bK%&!%Q%OHN0xaN=E%WX4az8kL*pdnRvdt=%n*^z!sT#!48j#O;qdV1 zR;#+R*5~bp-XaIecoBa zwbsyJtG;uvHBlX^t@WZ;yv6I+gNEZ(C@P$J0>>BOl-DG1ivO=bdP(VZW_ck*4iNq( zz-~EWJg?elatz%)O6I=ux%hJS9Pz_akUK-Wfb~Y)(eCP1V(i~ zEmAp`(p-N`hTy$=w<7j63_%_TR16jUe?}Czj)3l|4x)o&1cUZ4_6^d>dt5r{?kY;} zq`EWe#B@my`>Y=?J_kPzAN#5=i9Th{Bz}uf=*#vLvhgN;5y0E6v@}T+-lWelVA?6` z^8!6-q=fbYBSv(W(BqME>G8uZ&|`iyU4#_TW5ILqo$xW&(fk%6#+?5I0kt$AEnJQJ z0C*65+t}|x4p>>legmwu*sortcn-ToDCRlfmOu8(QC3|nR`Xq|lJ(zR-Uev$LxxN#}0{;x0>+CvMXZ#tO zddw9o*$~`Z>mYzgXMuV#1=+PDusc_w#nD>pt%b!Ivz*s%dtqq0ZHGt9KHJc0*T*nW zx~wD_s+d|$84D5M9OH?{W6Sz;^QPf$S5zDY;|M0oQM)!AN zYjW|qg@{ztJ&M|%1k{Yy;uR;uaPK=YHQm{NVrpqpFg+O7!vIA-ifw4m&Ti;HqQ(wb zQcp8C3`rz@2>|QNgU9WuiQ050Slz_!T4J-}P5v*Cj~V~{60aCfuDudEbCj7Krh`75 z1)b(TH_KeI5Oj)XAZd}nX@_hCe9w%WefyM^mlcmKG4hy^!8JC!6*)&{vqkE+l+*qJ z-;d-slgp~&=is#0Gin)lIM&yZz-ey>V8w9Su^~G!#iNl-Wj22r$tL?-I2ULNo5WS< z8aRL{d^j4+IvE?_v2yZcm+z>PB-xM@sGn5V&RDHI(ijFm&SG^n9P@TR0FL$L(2h~2 zv+(7dXlS#trO%s6%afgr$Pr0lcZhxRWikL1PXi0*$&me`-kfcP{c!9Yv>F>N;U7?! z&hsOphE&s6$g{SD&$Q*S^oVIn_?wXWCwkx0{3A9C;~xNcy9q8~Vf-BiOj{W5$9XO! zfxZfyH5EP!+;mDU>DiyP*2Ok7c#@-SyZ$@S0V|6|M1YmH{>zm6d%Oc~`PY9OWgA_e z%1my+4C{&*J>ox%@)bJ&wAMZgPYYRBaN`Y^7M;Tl+Br!7JsXCu6YEm!Fhv|D03T@p z6PN5Gb&}g=pT}ND)=k3dM2-EX&)Xsem^Q*@i4<~k=t0_RY6|dW$mA@2{nL-$LOiYtwwftd?M*aAtA?X0T9V zG>U&6Qp#wd48hZ)EtC^dwRm8wd<7ae*eZ&e4y~4xQbEVrFA@p3{Zb>`lVHE--qqtT zs6$=B20KHy5A%p2nK+z%AsboAB~E>t%s&qiv@)%WV_iF{3uMM;6;AbUk?sN2)uf;X z&=!)mLvq%dNa$@_wn6sxu(xe$o432(9`PCznE72D^(Ly#Di|`gX3N`#Gd}yfwXFx= zZbmuf0^G2-3*N=7amZ8xu+dlr?(9S2ny1U@M@bjx2*p(W*%EoogO#bWI{!@qID;c3 zX~0E=B*YU4%v=I<8ToScV@mCZvcm59oV*^OWGSp4N12B|N9PvEtV2!39>G+!fn&PS z-BYshF~zK4{_O8YM`!hC?}N>3scJ$0XDDrKCY)_hNVmWOTS@?nvR*3|6_b!Ej4Q>(|s!)3!#c6E&|gKG?OjblQJAb|d!~qvR3!*F^CnWs%EveCJ2% zj$$m`C*yoyS%`lY0NeRLWLdTy=PwpB&JgaWcwg`wN%BOB+AhK8UzBxP`*lYv#!by0FP1u-hgBjTB?eoH!*zn_=$=9PhBJIyzZvc@>OldXT5)O^&xFCu+@I^%m{}5B&&L^cS>x6Aa7L zBX1Oh%VsH?kWY!BD7{S~kOS zq%4vJSY;mVtcK-OSqSgy>KI>N$QY*^mVa9oxopQ*G9by!DcvXY%I#$#ep^?^`Hn)y zc~+ldZuHTa|E{u#Wza2i*)<3ht3X{B)P`nx(9>;BSJ@10~~=S=&impGg{iP!{6f z1;E`~X8j1ek$YyttZG6vEzSDLvdHD2^#b#dVhrOS-X{#Y=svUMWMh74>xP8@xO?M# z5OyQ)IQs|UC=$1+vf!zdMJ+cfU$~F7EiuKS2M4t8YGmW9EvEy8AqwkM%n1-o?Jp#tDc4sDB1n!o zu%qB-F&#b&un#@^F_{SX*xnxDQzg$GAOg5P0h|r<l63*GH4@)ro1AvFETa8tltX>b^dFi|^}uGx9In*T=5@sP^@p5rwa< z_w=bnKx21*Mc~Wa&sT}tt`W7IX)oXW=ykeCknR%|f0w<^%Cm>>gL-qFR`>SsNyG`a z_;h>!-j{R=6uE!z^8nsXpC)X%`V0eB{QkWkl}m%~akOps@9lNK>TuBiiRDRqq6s3v z%5DGN+%KBVUz5F>fBzmw*=F`iWhOUZhW&dn+Qk1fj$$a>T5EU0)1vq99h<1NgS~sF zzyKQd?n$aS+_!gpBFMNsds4T#bLstrn_*?Oi#n4cH&dRP1GEutn@E_LZIg`0j-7#Q z&uR{=!7FB)u&Z)x6OCOGcB%$$17WAp5_FsvQk}XqTBIF2c0ojn3nNmnt0G8o36{@8 zmq#=el~jIV@p+^5iA)u`k5MZv$X~`9VXPBTl?~P%+taSX8W3r9iwG`E+t{5rcDM|n z5>;-M+(6wa?_EV!q9hX>U|Zh1o&d}=M_H8jMqG_T6uZq+n~X$x@2xtn-QyK@GFq{9 zy?4xhs88zA zZ^ad6zTKW0Hify~2;jj^ur-_C>wuMo*&JY{na!CBGvDKYTYj^dqikbLXqrkCW_|-3 z6@v_?s6B((oXX}J>Q?{~g_zA?b+UrLe}e;aEv}8ejaT?*SnwCG1LH~*{FRgoH*c@P z&!U+t!MxQ=Qn0f(l!Cviu@Pf`ZwnBR@^t!NiYFFiYmXBC)v8& zmEl2K$X9mOPk^&1?7HAfz$1Ku<}&mU;Q){!HB!HNa}>vh+9K?TNvIz(1Vu-}4e7kb z#1I(u6A;7a8;qhLK97jI0wK(LFybDGI~6Mfv&QO1jVMaskKh`H|qjlH~ zR)+(nnr&~adQEL`BDmRuuj3!yI{Kg@+j5oOUiRV^cx!y3p9Q`vS6{un&l}j<=Uu&` z&s&cFuI%$x;J>Tz->v);giXt;Rkrkc-brwf=}^1Yf}@O1z5Jq$m-YmjQ9ea$t*R|$ zlzKex(c9kePVWL8)@=CO^yVyhgKG z8)dstGkJ=%89W9+W`|Kp<@@7Ma_}1+7XxP|-A4)2oAv2%^#ouhIk#~i0eGX3#o7v* zs*v1AI<94%4i_`xQt{D(y-0euO7$Y?&G|RrJ);-t;8<#qbx+(I#3t+Lt)_P}hfhgw zPU+;#`jm9^(x_qOQv&cXQ&{_y9I&$SDRHbEeM%0v72s21C~J?Y2*e;6)d|YQAuhJ|%3H=++po7|nouGyzisyXEsKL3_pdlmM86PYJuseM)$h z!>813(=&1{F(PX6nV?!UFUo@dg09P=^bpcQ7A4iSbY{A1X((6+U~QTPmJS|k)kb&K z)HAPhK_ZsH!PtukX)0$1?u|7ZHS%1E)JP;xE+kvedQU;SDvxTV=t^6Sb6%gHD`b~k9xqKW`do`uFC(VOhDXo zpp%Mr&n0T3MRsfZKt)ULxftkVEozt_v%2R{M|1ZaUUByvUKQ+~3$=53?zxjP`Q(mJ z{qx~hnH_O|R!&xUga@0C?XtFx2|uoo^V`)U{<@U9h1_E>R_uLm3BXL2kB#pQz}v~E zSZ@ZBD*4`YTsvK1mNL?|^uDBdUvi~w>CO2!;60fI zZ%*ls>RLNU7u>L8`Z1Do@a6Eac9JB0$~KzvTZAIF>nNsC#LB$};O*AGnqWy@AqGs_ z?Xh62)@oIE)|i?L$)TSrIWKrEd?N^phj$58?kblmALJdebvl090V@lqV}OHd9dX?4Of}uxrNaCz-iSuXj&}M&jR50LDPqHD zGS3~E85e3Rkek>-Z6#i@g&Mmmc%c^3sJw;R!1?tSq*iR7#4=^)HOBC`uQpZ@9~!N; zT3&q|4*eS5FYL)5th7hq{F{-+=AuyBN79;&rNxte0iaPXK06ZN9~_ z3~{xSb!~bV%d(9+uAR}6*6^{6U0POzulFosY{MwzS)|1f(yt>5#zop;@ghSlanno0 zFyG_SRrdv4dRNs2+-f&95RyV)1GVS~kByTExl9}{)|*Z$#D6_P+- zJI}#a!pEGi_$@-BPdJe1c3|W9MA*QvdM&)bGipD|(YIYSf5`zW3ziD7(pUXpW--4$CtW=(wlW9xgAr83Z z=PHhJxmOb4ti*e$?HWw*I( zfkH_a+#@vG=zv{*hT}*V%5ZML46eUa(@|^fe9%ROy8f<1-N{^kJ`NH78M^-PT66tL zMm(Q!FF*j%S~0=(r{^19g{gST9@cPE*LHZsYM5Mbl6Hqfu9=ZI1yP-WhpH_lD z@MQqZ-XF;LkNE=`PcnbtQDl@Uy#m%0+gWF1q0WT>ISE*w1<kw9@q9! zzY&>7=CnoXx0Ko5gzrZpOx-fNJfI9YT)HOMJDgpo9j$;(-q0aO!(_mC)WHeecqH3 zPFKAKa8!FpRMizFJz`o@J=Ohx^zNtmD{Wj)KL+r2^PT237C8ssXTY?agZ)(UXf&9L z$irzcMfLK2|81?8ZD_DBfOlAE9O8hL#X=*%N?mBo$&_Jmq62REml+&o8@->(Om4so z%ZwOR;(rh2D|E(dt=$Jt3t48c1qG{?(>cnlql5C2=fUW8OfLQo)5u|M$z#mG;tESj zz2yem7qR=1$z!!@Iq$L>Z0dmR93wSv1cEq?oz3c43lB)ZJN0om&)6HTwyS;KBqZkV zggpFZEYRm|pYnnnf2FucArQ%2^;`!zh}$t2*gR4Bm6@A?_^@px{eodrcjOFhg543- z(a|YycWv>oHv|#m$#%`V0)oZ0W~*I;fblSlS#^A<1{X~z0|T$JY9cszY}k4r*v#ub zv}&+h2W*|OMssRuZO=q)yj9;-QwFalwfOLhUSC$5WO%P8WJoqeUVGp^u%89~^KIk%is<{jRodN3!9rX{p zheo#!)EcML>oXPHXj9iFG-WXFVwWm`$Q%mDamryIfK%BFe{>Q#$Pg#>TvOL>BfFnr zWN$Il*sb{44|(dj6cROHl>kCV2SI*7I{d0)=`T*g=^$Ws5{{S!a6s-fbkjeRI&PvG z!xjH*!xK#now)_hxu56{&beV{?QIV93vvJx1~y%wG78gMpdb~LHIl^QUW%c=cK~=w zUe~Ke^Sg?rp*UslZ4wV_XSU!&F_%(pq`J`}V)_r#&UJbOy%dg-9uSVXC!t*jiG2VN z;u3K;>#Yq4`2-za75W*?+76g9M(abcvb;$+DE#;DyU#xC^>($nvj(fqd$AiohsJO8 ze}O2V6~y=AN)A}&<@!17Y4_!!P!Bjs90{g?=CYH$sOC%msy93Hk`YRR?5e~V5#C}w zLV;R-c618bn;3}fB7M$OtVoYmx7S8Nav>)zv>^JuO^r4fe=ytO?dtecdjt%@1i}8z zQdO{(mEfD&{R>V7#v7Vo<3m%cWeRrB1Lk%edMgBb9sssm^~-|o z-w*WYWEboO*p2LhEf0k%*oh-y6zue`PD8=AVPPWPN$_)t_s$wQn#^_QPa&wunPA!4p z9_hihVtXJCq1+09?Q}&jbYk?82!)Kk0~_BQSu-1fflON50kGI@OnoToXeXWN#T04k znO^u7&tks`2bpEDv#TPq*jeDA8;3VO2vOKQpy;W zc|ANWIx6$5EV?|1&m8bzQhY|y*I}gQlq?Oz#cU*6aJS5@gpI6XHjixvzq1Gb8-myX ztjl+g)W$uSd)lxr@AK+Aym}j-PQdOgDCOJlT>(|KtK+O-xYw9$vd_?Q$Ba_=uF~5B zMVq{FSm$qVz`CEmfzclJhBV#7Ca>C16`TPWkZ9J}C)J_$B#Ti*@4=S2N-+P zpKP@~@DL%602Vw76WpILF)=!Y_Yg6xFb)ei@UwculTEw}eHg9};dZ&m;lO>*zkN#3 z074|0sleYYfDXiVI2^dxWDh$mIYn&jDPR$BK{A6}urh{&3z*@aW4!p*sE&N5bg%OaF>^^plyFD9llbX5|93CkSEIU=)a0nAzrZYp{dm}1^ev@?b=9XFy=zA z?_j;P0U-;vKLMXxc=X?i-N-K3@=&OPoj4Lk!A}1wpGQ9lelGFuSdWuIydAI*9{shh zSO}jk+8#N5x~DJ@C3*B80pKPHw-J+o{KDw^5dyX`x>S$;KbPY$W2ZeecSHw1tzEu) ztykH&>4Hm68|d{mj8Bf$pkxTF`9>kt!h_T=I3bE1@x_*6kjPgbuZ}JqSnHj*-xV5U9Taj)K|Ci_oX1=ZHyc)>o`uVCQUsjDns?IJ~S` z9i14dPW$J<9YFJZ_{ZOXPv^3JPhWIIFsyHcF7dU(;_;K!z*Ibb!mj?P;wNWDP7;^c$+C>G zlc2Of5w0nA18TXxiq+rqiq`}={R6z5hn?-a*LC^!2!4YaT1QQ%}kaMC*jQG z2FwsAiBTy2R-}|MPI3V}Ejmu(r7N3jG3DZJXxqGpMbgn>eB{J5z;Uq=ssG%Jdk$e8 ztJuh^d09R1T|zFHNYB?dw0K)W_ont%56nrD!xQ5t81g`fv0E>|O&U3!Mru97au#&t zF6GY2ryhD_cKswFJhcuTj9(E=nBh5-v(?8)?|`k;McwOJP${xVFbvhGwb;@sx)~+L zLZq$jv2ac>_$_=yM<3EC=B6MJ*>}yZghyy8F{JR>ZxvT?Bd)O6*yD4=qZdR zVW;~E!HZ)j|GyA0)0lG&Lpw7;q8}97Vd1a%E&^u$3ZX19;&CTv>DcpL%is19sXTTN zRB=I~eZOjL;U{ff5<#LTfQH5(5k54nE6VgGA69H{g)jMF0BmPf%f4jWAkh)n4at{` zhC@P-NFEB+mz+2fMqhIJSFS;#B*-?VVc@J1KBeC?esq{tg@5fgoTZJfJ9UDa(QO}_ zie+^n*nh%U-4Ol7hchAA+Y{P#7;_=mgRHkUAY{SzPleAdf<(jEjqHLg4}~h&i6dbY z?DVhl1&Na2=MwJ=t;b0V5^?c%z(NFx9&=SP!f}nZM^4A}LtIZ~-*Fpl@W`<3pWzkTS;MZ% zi45hU1+6d1X(1J%G;%@4qcZ*wk>c@)6zr-9Qe5(xKpjTT|B}kL^`1XDHa2xBPyJ0f z9^*JIBu2iC4S=zZ7$yvhGHv}7%}Tr4x@O(t>SVjIxDT8@cnt0!M5^2Tn64-S->qXW z4*MDmm#LTks?^e-<$hvF@@YTg`tD}2nCu>2OG(iQepvZ5<+wLEU}eE^0ahxd#VE~XlQ_RB27RY* z;>EBS|FNR*$awsaNUNgoT{UAl^CJgEQL{c}SzyIpMHGX79O))=SV}SYC-MDAbSeLr z!DPQ@)G|Ph<>@bkZ36qDH&ga0*>ja&ON7ihXVJr_Jm0r54MpCw}hJXTII_@!)z zvsY19V06hMiol6&`@mxH=kimajX^+RRzU##);6k5LCcE zNJoPDl;2G{s7#n@Iqcccfv^GYyqKj_6@7mKI2(g3SU8B1*NA6m0k2CX;=?a`9U~)@ z`_KrPtN&Zn{%@h+KGlu>KPwX>5KmIlFl*9lVNiD8l;Cpt4nk*OjG0L_{VqX+N{<7( zi>!x-5HQPn5Go1zzsywA)#eK0QvG2#asp}(x8U4~HXL=(XhvDl4y8z*ES7vC8SVD~ zIMfze4Pty~GQd@LjM$m`Aayr66c<1E8|HQ$m_;O`Eds!H#;BZ(W}9VtD0V|iM#I^c zXPHWlJW*U+9tt%XEpa4_$!O_cJqu<{UMEM?&DQyrD99wBt_t$!SX})#j1?WmS0tD| z#<@9jg6Wd%b;ZNkTo>Nd0^%1H%g#c0FJ$a&$Rx#wGa^cSvbLu9m}4Plqh5p+aU3jY?@JmsW}-hsSm=N682-Ue6;CJVmpb5VKGz8KO67Dt{&?i$#b4iCZr5kv?DP?+!#pu+8b zy0E;?K?*V*bUQ<{4pZL!tWI z5=X-5b4&lq!C{^R)Mow-R@Gu*{ub-O2|x({+nX4O>}9*V<1qgqo(xA>5S*S{a=Vc{@efZfP0yz)?}!kah} zM&V8WDxMCV}#z`|ip7sskV zB{|I5q?GC~$G5n{{1zN!<}hbhiAHN7fh`}K9yHt+nBuixToxa=$-DIq}+-F5F0TlsM^9+F$h=2 zYVDE6@VdqIVer~S)iT#D>tEUDjn&5oS$_tH>pOO=8|d@cU$xe{O^xvyoJ$8Av({~H zPS(0!nc*Jf8-q3O+g4`y_XJ=j!^omC1LA6wnAn)O<{}l98Sc_??bOQ&jKpw@6cZ`7 zJj2)ZZl#4h@|0(Yp`!maL?QGFYvmaZj-`gYjV|^LlBM<|mrlCx9ZK({TBu<|A<95x zrKx-FpCQ2)Z>jYh!kLt8QVeerf<9?aP@8Q+zX$N(RMb-*k?hjE0<<*-GnITVsYXR-t6 ztKo~B)6|EAe02x%S+HBpjoo%TU}eE>0ahxz%^IMDgTD!_Ugm&Repchimdk1jWIH<~ zg3f01g4e<~IDbWV39;VjKr9Q!dV?Ed{i6d`7K{~Or7~8wYBYB_;Fh1gILhU+*ZgSV z7IKcxTXR^|4Pt}wTZF6bcc764SAD^as~&Q|%7Uu`tTe8|m2gPVzyf2p2*rNpfLng9 z;wTr&Rc^oxX*#KE6|J=ofEidwnod~b=qI?CxE8A&E&6|Og@1-Mj_^8ghl(0U(t436 zX?zF)L_P^H>au6oTy<_0&No@>t(}-!%XIqMZ7*zHGg<@xO8<6v)Q`_MwA%GCbTV!0 zGrzbQ>XEf}G@5Y8<;C?q_3>!OYp|twUeFSqNe{&yN2pV$sv2g@U*qU_Y)xJ|C)GGQ zApteRYO3PrsBv^Gv}YNhG}kyf6@b~-IAZ+AY8)}1Tze%{PO_?T)P08#mjGm=C=W#~ zbY#V2MHD(ZA2~;6vy?(d7vTE_At-~>&SlgxK#uhbCKNil6o3`OX|{!q)*;#CLPwkn zG=*)kFWuK*9z@0lc&wa4N6QU`j$)jDVmH9z3~qg6$s^h^Me|-oYs5y|nJfMvebPBG z2E#(@9^F6&fZ}Oj;XL{OQ+jiqv97tfXSVp!wBGkLU$~7|^VI;}Zh}j2#&sC5;?w{C zv0NIwgQIQh*}cmFD~okSfR(ncz+juQu3)#wy5iFgxaD70aFlIyeJV4#0W+*CV)Tgr zN~Ba6=+Rnh!_z|66>J5;iys|s(9S{j|Bs-_PHgyymO(nw046T?U+N^c&2|y~uv(p* zcUf(y(Hv$cF4n`CHmjo#?5lO9jxe=Pb=G0=Ski{)Cp2s@Gm?f;RG`8hg-esUj4-res~#Vy z5tVlJnXIdV=CrA!yV1v4%D$MS{%JbU##G-2d&9KpYy;EYLTm3xR&4gl1U;8ln^lM& z*P1O#YWV?C2y2R^vPidFjeuFYrO>g+T6Y?{=@)R0=o#kXPIv?}a}+W4jEAMb*~#^x zmbatX7?WiEUW%T-cK|$H^6Ge&QVeZ#u>=$e@0SALP!zR!5fos%nRf)!Hz_nZpx+gR|S zsns&2`d<>-wGqi+%!O3n$$D!8LY8X(2Kd}!8_Nf=8`-5=9tu^e6Gy@*)#+d5J3%xF zelGETz4bU5#M=Q2vAg9$S1iQt7PLC-l1PJ&h;mRX7>JT~xBM1>n|TU|0v3HSxT4!#w4SMq(L(YG6>{Yn5%%ZW3wxe$#&h)M zI=j0X&Jc8!a`@H!@A+H$yeYP~Bc!B$CLb&l!)2qIxGg77}z)uo)#V0I3ZPw2O*Asg~kmb4n)wJINZ%*f=RM2r@4~Yca8@YjS z54fGOCuKdxN)$n{^r7nLC>+_ad!#n*!F?PZ^BR*)_8Iy(nEeUgReF2SA&;j%Y;VAE5Bv=*pv2ygX7)aBdu^x+M?-kKYmi;Q zKB*41Cjk$r-yUXo!IuDV3hKEdKKxC8veou>))i0%nUyp&-CkDAi|wX0p$Is4+HyC&GY&09}AmT^~mQ z#p7ZkA=C@Ir@HNbUMvlTgYTyR*yy&$hooWmE*kzwHXcgkqd&9)o!Y=byds@78HQJpo5> z`Ma$J#i1_M+lyrqF^k_}jlC8eK|U))z#KG%2#(Mt6kWSG02aX!>cLP2Dk(U^=Bm`- z2)@OGBj3U+793$$e^kMdGa|Q$bzo#^mcU2^zRaLVCC=v+wVWv+BGn8J-So^hknR)h zzZb{cPW$Hxg#1!(uG1<<%_q`w=7JyxeAk-bHoH4|0KDD0HNkJa9|Kl=5ag6{X>cM( z+cpTY(g7=rAV`3fTM*=22i)=pK{(1bvsWrJxdAf-L1MItKNl%w41)X*=%1p4AjhU? znrk7P;ST{?h5(49n#177@rfYg0v}Shxl8v^qG_!HAAiN`8G=(19Fz5E!-tex+}OdM z@pJwlW{d%g_U;(1Jh!D0w&*nCWfo$t#x%aKf?XB9ilMpsx{!ZzgXtvwd zD|tcL6!wC0(4xutqX~kh?R=Qax)jC38J4r5mlR|>0i=x|A~1Z#o(9A<^vE8cLRgBD zRWF~hO$-X{tHim)sCaoddb}?%2x&E`Q#NWx_B7)1bw&*oF3fd8P#AM{sr)<^r;El3 zBYTZniv338*FRq+29}le>WJDI0Qxx}r0l zBaU+jdfitnHHB~dKLK#4Vm045J~XYJ$_#ovoY1a=un6Dyw^?s(K*+vv+o0EXu^W+5dp0iTVo#(KnNJ}Ss?=EpeaN^ zi>^88lFR|H2xw8ylqyh30WCHur3SR{EgsOi8wZ&MwAfWS0j*rLpfw{oEu_MdMlQ&B z(8{Ng0PLWZ&qSnPS4EJbYX_}}y+Y?h1&E=vV^&Tu#`D6@V`F#)9kOykmR(Xz7iJ_tY1fmeeVYK5^4%DQCdX{6JlV$b7@0;1xz+rj9*6AHox6-YU zjyloKRWb;DNCJJ+UC{@poMcZvn;`V@03KG_wgK1y2dpdtumM(D05;RXDbIGmEq?%( zqikbgXqrwOoN_cDm2MrJvc-X77P~z+^WNC<*bWD*EO;!yO69RE2dA_hFw4(j9N}^~ ztc24n{@Q_97R+^%8*|<2fRzPv1z4%fmF+Z(cRJvfpS?KB<+4|Cr&)a5fkqZwb&nfY zebE6c3$6;V(zq(qX%^pdz%4&lag+7WT`3>*c(?9Uir{KrnSU_5Dmnnkx))GB&_t<(y@)jFp`5DyiPks6^CjXYDgQ<=#Pm|{VRofzjmJ;*|whY?0Xm~!u()|Mqw_xOZd zBb;HiEIItVk=oETEpLidM5>4T8lt>Yp6P6Si^LxuB4}iqKVq$*pu>^1Fe9@9r|h># zmw>Wr_R2jjhfQE!WNoe3MbZ--8v=#1s>7Ir4*RU31Ws)ameFc?jd84S1=~(`G@;-X zB%)VGJt&jYK9h|Z+mABduI;Qfd+=_bhc&YB?r3d%XL}?(cO*OtgP%vj_Hk>wN#c&Z zc$AQUj;gl#qsU_~ev{C!!5m3qC$U8Ydlar>;*Pzr>T$kfFM57xy(F>k<1720LJUVV zMiQkpy=}9;_!;sJn*o9YI5a`N#pt=oo`5Hxvq2W3@&nT0O0nZD((q13z$^_<%nr!p zW$tjevWOiHJ=;;Yf#!?0Rl7NOdg~> z=x{>E6$$M+=tz+%y_xma285g`ZM*B?O6-P|DUB8r-}NB*WyJ{{@=&Om(upHs%#=?5 z>O%Wn5Am!`^g&X)t_qOtggDE3`~s^>)KFQ&Ks?oULc9uD#mTR=Z*$61CA1u}ee@IwB6`IFW%U=}?Xz0&tTk+sH$JwJ^cH zhk$KNFm)}N^-zxA7TW`nrvGb3cLySf(MKW_GWrf|EYkF;wNKZq4uD0PKJ~Pyqn(td z&opLgnm)e8bJI`!5nQn}eRfquZaRxXAcIEE=8~c;t0P-JvF=pp=Za!2om108ED`9~ zeD#6?EvM-2yr|t$Do&k=qitu^h>}vKx0)$j@}V1->HUvn!leEz za+)>)_`(7(f5LzjAAs@8rNIu4wrv1rj{{Z~0hj>9N(;T0bdefaCMBBb_=lOBiTK#Phja|aZf1PNpCV}FrmtA2 zd>jF@g^FNXbZ!2h^A-QUVksLG}(G(`jUQ?(5{2L3SZLCS#NDX$i5_7 zU-7T88I&$KJ-p^ zPE>C7>)*%5AquLSbGF`Gr9A>kp(BmaVRj~Up9d$O4mZXIu@HGJxV5|59AAf9Rio2) zD*oj4v*h#KI?Jy<>!fyVPkXJmnDu}0`abWh;aY2GuvOnV*qW#gL56Ddinnv%ztUXx9W6KgE94EsglSzd=MM?MOxCDH#T>-dC>62OxaL?D6>}cdaqWzh6;V-H zSPG;RTQcXspO}Z!Fami>=EM-uUxX-xu4Jub&Oy3>gj~v*H0}jr;vMhO#g}e}-NY}0 zpISCP*^TeBysY#ts-dtx8-WiyuUE@CfPxV(st4B3k6sMl;gpo_69TTXC!oz{rU3vC zOKsaY(s>S8S;Ub7tlZ*A&vU>ne;kRUY-3_*>Q0o+S;|L6Et_+oHW`IHRPj|lTOhw1 zzQ$RNJ|f)aJJ8M|a=U}~%a+^rIACSLZ2?wp-1c$@-12i9N4Z>XE3U@LZ4NZD;Hq2Q zxavI)SXppYfR)BonQENe?SNZ;uHq;c%2jT_46*Rk*^Vc}}3AQGe zpGc~4^3w#=jFxnc8Ye%(vEFWg9BZ^D)SlQ2!0c;JF#cmTP8d(x*Es3=`iTnwa#0lA zQHz{du~-pBP8L0)a9K)`lY{VmgA5qhq2lLYv;&~M!Wius09Fj6*%mpOk7VP^OqmNb zeQmP|QG@v{q6C1)$|-U(U@UT?Iu1nU?J4PwE@O2Q+AZqdwWw}#g1(k7w7khi7s+s6 z>2J`R>x_2GBQ&%1O}6P>FEYLMPXWB0%1KzsZehTRPp{omE)CioZQF(F%N?+?SW*O7 zX-kSs^-ZQ7aLd1>;3(VZ`BY|d17=uK#HbPf3Zzu%6V+Nf8=e-jq+p8&RynbASiEiy zGHX8oEq3BOt+c|)5%ECc@@b_W^6B_o!W@aKk`KOu82Vzn_1*MA=hC3|3D(NMBOqI~ zwpZE0&SHf<>5ZK=c+l)+MK&hKCtH(nWb2eS+SrY6oYrW1BlVplJ@qJ{)ZY_&u`2$@ zl%~!rps5f#_mLF>k+{}AMMzAiaf9U;yO0Q$nD+t+7?2s6_4eg#^D*cXFw2+da0r%A z(<+`J4JV~Hc|z#+V6k+I%HH_*BVZ=xL2tgydgCw_U&OIs@dr*2O=qN=wReTXsiSp| zD_S3j(7Icvp=f6ljNmP_R6;a@6^mV>a#aqpaF-vDp?zFOE7g!mNO2eWKfgo3EdNJn zI%L!`Q?OT?%XP2Xg!>Po%>)j$IF9%!^wMrEnxs)g{^cP67^oG$S05jm zS}ilbx-X$!2bmT5m%XgFHX!8uOWXYFe(Z*ne~FVj&#y)|PN3XHEe?4o)cniDkuc_8 zrhoOUuog!m-x5hq0_va*MUvKm)`Js}P!!rYfPr|bB~K3{ACw`y+jw{5g%=;1S}jv} z_awAyBYDB#3gMk(y|n=$3$K3;d~T6EeI0fqyYR|Gp$c!}NEn4T{i}@0(@B7G3G7zu z0Wk=y0~R8A`WdcRh}=%JA?)&(f{utn8+#cD3ll0zlP304beE{yk037=r$B`9bQc1) zF`iT_|LNrEEXmXVWzC`v$;i^fTCD$`qr4t~M z3zO+-k-szm;0p`5EM>ro54c=hE)6zvv~2?}S36*35pW5xatpZB9dOGZaN#K1%v=cp z7tTy>zzhMG7-i!3A*GA~mqX!c(E*oZl5}oR^4LZ{$cCE(fo7&#y~vP9O}>fnOTf% zcroa%5Z-41V59Kj!o>=&cZ5kM-6Dge<)NBfuLL4)v3<8`*_d9tu@>6Gy@* zyy;(Mbf_l*$|bP-TMvjqU>&d!4)qVZstw`qLmMKezwdUgdCI9qGE%Ha3FE1TfNhMY zryc74UhYCqPn;2P-W#k1#lfLIRVb0Tr4U_%H~ijO>q ztYC;bSQj7pb^hSNAA~g?TnWc|1j}dDqQ zxjZFEVo2%#5>W`fzgh{BBTSM&^M}o^k)(-zA2su^f$j1{&eFT9MY1CKj{2uofhcZY z{t@=nu&FI_2!Mx$vu#Z06bGyPf=D~o;klG5QG{4Wwk2yB}@ z{Bruau(zeP)>}IZbc;t|<72&n3Hh{9$ZX-hF>?Ob;lgI}$K8uv@OJ(c5uci`s)f0l@6HMl)Vxd+-_m zu|4=FWf=PK&}o+Ejh=y-vL`t2BahixOMyH^5jg)PIQV=L=P<9p8xh}vJSk3%EmzIj zXP?bbq^Px{(HyHa;gr&9+vD3JTH$`NmbbeOM=V#p))?##^TsE~w!@o^9bT(CHZfXj zc|(mcIFz|I+ym!1<32O-#*SLGJqe}!yh@|l=hd#AtnaGAiOucNsXl-=+Grz~=%o-2 z>`UvRaDtY4`@M~AZ>&1yZHL`#bzD_Uj<)d_>CqaL0|by`jp5oToEG7=CWip!o?y!x ze78eEEkqtpWo7;1ogZg!wXU6n{)C50^X~LWnD)V2^fXr>5s;=?t;4a@RS(SvIH@Aq zR>C%MJWXq_R9X`g^CrUh)c;{ngR!%&Dq=IMA~bRST$M~1(T*|yF;HhWOjj~^@H+EA z9-H-AYkDiZzZr`7bxt?cRxqrKM1=)C9nkQJvCabRA{{u3Itz9 zfVZ<{5-j`=GhoH10Dhxf8hnMLZM$6ju>)2X%f$dIZMm4K=E83raLd13gQYv%;X|3G>PYYQtvV|e9xo}L9o(@s~kNi2T3e2u0T7TiVB!F=# zfKs2i&HOgPE(vQ;i%B*xBSaX5Ho`*(5+=rVKoB}e4Wpb2G~=;@KD=UK6n0fa?10VD z-Po6K4j3YXQR;c@-UP!uB}|gl>Pj$)K}2J*afO16lYwj~WZJc`kdP>vS=scdJR?)- z24st9Wk~HTgMpmKbU8f9Cyj5U=lm`kF@LI)qDUiV3xF@oh}q156>r3} z%ca2tN88qjd5Hs77Dh~fm75XsY6sl%8!;SZ%@S}kVmLFo0W%meF>1xX94TcqV$Oo6 zMH?}vWYgz?IddmqkYvs%T01?tG#~Ql9 zYTz*o{fAz?O^ilW7b{at7mY^xRB^%zhE!$Yh zu5DA>xHGmf(XKbftD_z`UaMnpjBc~#ZNmwU{oUHu1LeEms26a)j<>)e84VE>zu5)v z!nf$%1hCP71@VtV;+m(c@XwGg&|&fqyN7tBI-7fWT4_j@7&W_iD28bq~F z=BBB0pbA;F*{n`29j#x(;z+HL>O{?}j1LB3r#^3dFpPWk_IgW~dKW5TLFJ-b*+iY*vt0pL)d?(0>k(BVVVdeUP5l%SfThNK6?X4st2uEXph zwqQJu_0|T2yamH{|I`bx8`2gGG!ps#sX5?|3Zz&RBnyV(LCPDQIXJ0P!tq;#WMgHK zEWk?1hY&$272UZ^Dk#3eJ%aEH%R>12Tx0Cl;d6^^HZQ_%XrR6MC?wdiX`JQPx!HUmc(r zI)pEhK6f>HSxMkE)_f7nxngJ2Y6c?vhTEH`QjNe~4=QX^qp&gA20O6T+vlnO4cB&5 zA=`;X*O|q*x!Q#C-5z9AO=5->#zKQS-mS@rT5}iVA`Od`e-#}Dt=z2Mvr7b5@C}c5MHb#wCm7YVOgHcdTRqB&up{= zyOG`M2!=v6)v{TZXO~5?0ISTSoz=2@URell>gpI@UdR}yTbA{*$Yndek_AbGS-MYT z`MR5|eI|MMNLh&A1%SJ^()uWNBlq04Z|X|xzsn+*gWd}aL@F&X{^5NhG2br>@$YnX zoPSuvIH#|(o+yi22EBKXZsgNpjeCKN?=ya7wvBBJ%)lZSHmWUSE|6Czv=j6ZLI0St z&_5CYcTWu+huyGNL$RxFq`PskV_bEof3@0iu}Fq1shM1>^M%&hB=_okV962@+4L&I z^`SOfRG%|ETn|F)@LUS7n-|WV1u`s!`N<hykw@iMuJXRw0jpCjD)lms-ONJx~R4x&IuJw=@ zMA!ifQ6OuDtD8^M@4HHLnZINS`)=!ae&bKrR(QN1CYyX%fkDO;~%G*xQJlHesQ@E@Z-T=*Z1j z#D+zVX~H(mc6IWEs48Wbjo`uc7zF(^%@^n^5v0%C)QbgY-#fsd4{E1UA!# zL+RKJ8fu8ZQ04iz_R2HQM#I0>o15uzx(H;s+nWsEp_8G=O@?;>c)R6D!shljF<`}S zGQ7838hn_eZM(_vJ_oE0huNr_|Wq<1$ zRxhu2x^uE}t3MV*tVLWZ#^$+y1a(nBra;)TTo4kIOY#4WzUwzg|?b@F9T5mBU$Kv&U-dV%7*3e+9zH_iO zQ5~wS^`ck2#p~B^6}~&}Zerh2<8}jbi=m2!bv5pb6M&f((iYXY5m%#}#2OdcG%Koc zpQGd2xu%@uP%M8)$B-6VihH}>u{6UuPbuygI{H;aA+#;DQrw3c=pk<)FuX%1#tD~> zz7!Uf{>$K}mW^R{Z_~l<-aI|f#4^8ihy4^42 zBct-x0Z@Wrq%j=MP$4ZUT7|>VYe!rs;Y~uUyB&ySaoq8Tct>nm>@yBnS+H1umC9oC zf|)<0E0@dYE}`3l4jATVGLCq;Otz4iJs~Z09-AM%7rw*kCEX_!d(?qq7M%8o8>clO1Se!BZyyc!vpcg#%U= zJQZN2^3MyL-oRHifo|0%Dxz!gYC8@Q z{uv%>f!BenLL6!#neW{6U5@~wMPhV9{S~H=5h} z$mtj4#m!MlR`cTep89xH%qa2Pi=7Efsb;iv7R%>ekj5#Nk$zQ=ySNrxlh-i|$%l05 z-AX{spoMcCbkTtJ?3{X?{hGBM!;PV7|2wmxs``BP*I2baKJDKC!0ZpYVEo4px?nuX z4!StXOlbXliBk#zJwn+V!^4jb0{YZjo z4nP^aHqEGIfE>H>PT;lM0a!7-b}ZpFjbwo)jE+obsAmtKe7=MPCC_hHNV_*5WcVXKFvvK<9>P=z}roA2_BPgF<`|<_n#=22EXHI z+xkZq{Kk5w@GVvt0an@yBhxtuM>*h@e}%zOw$b^i%;W~lu)>JZB>p#%w?YrR*4n?r z(?V7ld})D;jLwlp4IKpa&xFD282tM51calFpyERKQdjvL{b?dsR;!iEf*3xWCFYIE zp-7B9;(=aa#Y0S;-_q}GsKOat!96@1Y6w#R;25!14XfC;Yok+2;J=Iph->G32NC%_ zKP3He{?C)_AJuG`vAKzl={clZFsAC(oj--+(Xh5K4gwHhGWYjrqLJ%E6v%^7B#OgC+JbzA*P^kS|Q%66Tlfvkyx8L7(`J} z81W1jF)t{IR)igs2&1Vb8!P%UBoR|^a||4Eiy?8R;%DF1)^ll8oH|BVT|Br2T*mq$!r0qm#4Djl( zk_S>$hn0sy-SCk(5|0D3ZMP=Y$V>hzPw>%W8d?${CQNGi^Is)Z8mRE_u zCIQMNuwS(v5QD%vU?J)Y{FN&fVjDJEB6ewbK}SS=fffT{VTjG++pt@7){O3w5nS_I zvnbohLx8m~!B!(+8xu@jq|9yAMt4NIk;f8(d!z?{Qfv>zCj1Klu$^BlAc7cuBtjvh z@4&`lPa|Cq(gl|TV3D>?od@b@C+%ru8Z%6Uiq9?_c?Z+0JZ-&&gUr&_*;NsF+RWLG z3>x`TONu3|1zVq=xb6^9I4xU5A!;HvciR|OcSgT_(iXaAU^z}*Hf7A5TL?s z<(#iszbn+*j`AdCcxK|`_k=orGvib~tXLY070tm2n5}38>%#o?f6u8rP%MRo(`hLH zHaeB@;Y>K4HYBubGJ+C}`F6*rg2-)dm>r}oFyCFH9P{k)WmF1yOolc1(VRSmB ze^riCIjLQn89rFt3;)0p>+uUf2&eL52I8saRK5XOr3|O?6z^`lQyCwcS}oJ5{I?11 z+6ZSbxI(`FhV|A4ge>3wRq(lmQ~5R6jqLI*4}~hg72T)|T9e7vy%e-44W7ab9dp3d+s=9pxDqw zL1ky2lhA?61k{yTvqr8ng9+As-i|7Ilh(~_$r7C9|ghp>p>9iV8JJmuJgxM7pJ?6xrh!@nVGqWbbXFRO|{w8#KxsG@mooqJz zyad35o6R=nH0^+uMa(I{N{cz6Zl>g#!)_6Z-R^)}{+JU-*~a|P6rNOThL4I?YbGl1 z!HxnBDUrVp$lVSkvk2~fhX_MU zKmJPi0#{t&O(KhrI*`eNu^w?_tS20>vS6$LE0wWkDdlD0Z$hgDe=wVOCW|aTOL1h& zWvK#-%Q(=;f}c(R@D8)#3J0t#_$k0j<)@6rWgKwJ&s7}dLb=Kfm>~n>99;uYb5LvT zEcl|33=HsxO`uz+i6~r)SKD!j@Xx5Y3|t3(D5oYdDimkJ8*L+Y@Ei; z(_;vZ zE|ZQl5}7vt@r34WWH+!Q#8!6f7cer5-Ser9quChq!eU)v z2->TUO*A0P%tF)Q%^rLm|M1q)2bBaLc%`?Oeb!+!*T*&VV0;`;}$< zl`ZfB{MkR=XpU7!E3Nue~rq-^th$i)T-lMm@;ho<3fl3_#Ey^_V7?vstl&2S{V6Vl-zs1#c zsH*#W*!iE8tFQK;PVDkkr>|JHe0iU@6#iJTd|=tiGgfcygJ#%&_{!>)%T_L5zIs)k zhwm?2xn|k2f#uRG@ZqWzt5&aGv*L92%8JzktJbVqwo1Ix-`_7m9Oz%Za?R<>S1sqS zpT26@>J=;2oGxC!8X>M)b;bao26!#+Up8>Y83O~Wl}6VrTeEWc>8n-;jjma~e9ej# zTetEdv*w1tRg^lMn;Pt-2FShs-%dxO?4OoOeyB)%*HX)E~hl*+N9Ey@lq!WRK{;7jsMDArZT|&=zAKgUc#DSJVUbeCMR@+6%G zMMkiX2k>?dG)<62;Pq$*OpoGEr374OO;N^!zX{u&SuPDu=V;poST{OgWf8Xsu+rid znF6d=IN+8)ZoyHuS>dKKlN&HY+#*Jw_(vh7!rUFLwb}5rkhld8SYYU)!*`A*=^7T- z*aJ;>5;KBm`AWWX)C@Lm=cv?qKD*B)d;>GDDJtSyCq;`yQQ8P!pG%k+6W_9)(fA7N z1j`hCC0?s2h)?7~i2WAPPrCd6iuQV$Td04yw)l?h%F zibW>dWg(#zolKNxWMa94usiKd3HHpJ^yWH$(e+GBO5d5YZ0^>nQKV(_Apl>PW%GUp zta!`j{&H#X1&+3@W%G~&Ru+~`fR&qN^D_tB@>@0>Wz9TDh>j&#Hk_H=K)5Qw?$Ik|9DhN* zjkRbo;>Zd=LjW?2YI^myQV%2bZ8AR{3G@*G)J*eJYzR6CV@09br_8Lwsec&hCQx6E z6E}dy5K;)qioxQBw{6Qd58@}R{`T&Ad&Fx@V05-R>R}ahI9L(`!rRa?V1Ku^_2Aph zT6?kyAzUaW9Dy75cEP*wE!I~Du+f+WVcJ9Dnx{+D3h4qJshCpSTcTs6g1q%D6x^}| za0bI9Y2Zct67d8A2YZi^Ahco2ex#KYKerqGILb2)e~!*AkXeVCls$r}Xak$O(cM$B z@iE2Ba$M8+b4NEiI!meflhg;B*;Lhr{$lJ6n<-}-6w)oQaPNKbH0}caChP*13MiFX z)%~T#Qd#W&elY@OyT8Ruh-%?ZLpO`4>V6JXb!SoFrK9z0YN%;jBUOl>SH=f}m~o#s zJ{X>K(aY*QZycYPgk9b|q%3LWdnum&-T{dH%SmIi6n%PIv6K{rc5Vg0p+42Bx8p<8 z^sOe(MJ%OPZx>Wk)R6Rmm<{hwXxCx(5QRA2%X(`ALN3H%TWIG4*bS)=2U?3F(=w1^ zQN2AFiU%ogbmkzdQNrrReWAlhipWl}-$4ek+yzgZT-Ujx8)>t=b3 z{ZGT^7R6S+jorvS#wdA2{xwm2tSoZbj_>?P-BFCC`(&K=d(x~!Yy>e77a_~D0dV)m zd4KFi{&DV8Bw0HW^SH9eWjoG2VlJZtEk7V5eOg(l_jPro2Z|VJ|G>`!zmOTdmm0Je zmPM^#pxFvZt>=W#j1#)Co>Tf)2PlRP;ftitUCmy0mdER$H+C8zP$Htf&1)G5bLkv) zA%8QR|78d903`up8NDqhKi9EX&){GuNN`S{)aVtqmOF7pO-}~gL0Y6 z=0U2KgL`BYpXe@L{#P_YRVbkr?6a?NYO>Mq+JdEQc{rvl#E%5Pc6L^tx$QXYM((){ z7gj`zXe+IiWs%EaoC5=qVhnmOyiX)%Ls^KQ+tqQtu!wO^UuSJCi&_S~caU!6(_xK! zfsC(TGRBz=t_AYygm!{HBIsXV7W#VtaQD>E4cHB9H59w*Mouv?>SGuVyn;w_V3 zb*d#&-zeVcUmcaewq!_>K;;tQcUupML4+N!5M|Q;&ehE)syJi3*qD}`lz1Y}-h3hV z6lM>XN2hEOGc>wOMsUF_vjE#jL_mHKD4&mjZ35-0!}I7ZgX6W`-qNMsW+~l>xz{A+ zxsV>3-kHB-3Hxrz5~@$;vb%J>bwaUyUjV4^B#2`Z0CPopI6Lt=rekDqlHfQnwkS`2 z6d>p{Lkh;m@$EKaKZ74C>$RsQlsXCI38CS062>AIgKt2&ac*U5e<1-)xqfRw1j#W6b`<<9ro$^4+i@X^Nk+iO_Vx&$DtY<;tX@QB{rQ(&|%0@3!nTv=h>zGf@SWES1N-BjNs zSUSEIUf?=%Hh{NN_6b|Yo`g{Y3aKUS_sd&Z;rMcCa5STV_4x=(9k8<4e;8opw*T-< z2i)@SKjbLeOs%QR7Dm&bF zxHwZ2aeEFWa&QIlBczX99d#GYTo*e6RHxGV^G0ez*R(v`Q2{%+rl6SV4%liK6gzF# z$0r+;aELc-NbF_FZ((gdo)s7Qo%s4QFEBEh)f}WF;fUX8!=nE~!AzWb+eu4yiZ;;I z!tA6&!Oc!-yo?5S)`}E=j>xi#6gS`%GdtN;p=PHb5*R-=;;qqx7DwmwAcq_opl3YF z?G+I@UKx>tT@^u&t{vsJ>r5@AP4@E|ISDWMOHa910 zlDls5`dRWWxX$vc&pN4H+XID07Y~hATdl?G`@FM;YptQdR(}{la0l{4q!;Pp()ysbe@p;oGV&}AYC~M@WKElw#X)Uv(sAw7%2`M$ z93d3}DfV!-kLg`XtMQTNaJCo<`u8FVp&6nb&h|`=67r@4?J1e;zTnb1_e0pyJEtz7 zmZlxTMg(1mrnbz;dkow6>?vh)4BJBh9#%)TWlnzSfR)8EBfv^qW@I{sZPskF5;W

CLa}*nGPuH7`CGvNOpVn_55J~-hs&~4p><*S%8(sWSOc2 zu6DpJKa+8k%Vn~j@EErKWkRi~hew8It`Rp~c#~-QOB@Jg!CDu&vDQ`xtSne7z)EGU z*#m;6di&rJ99WYq!G0T!`x}JdEv2Xh>a)(ZP@55aFNUVQhFExEI7>Y?4XN zojL!20HP%y%(5m|m|lKsrVnHL_XMU?YkcHCjO~lqn!G|uI*jeV5>PYPkhu)G|PhU85v$*{nH5ahdG_Z2yB~<8BF=3p8b&P+~IBtHMdH!Tban z8{n~W4pP91vT>ORif=_^ADoop4Ml*l9#PsM%4`qDvT z7q7TYq=OxsK#bph;3;c?aCZwW(VOekyW%xuqa<8ws`shngAq39{Z4Z&+W3^t0q}N{ zS%NEM9RpT;_$@|beKE&m#VqimzwQ<=#Pm|+bO zqeJ|&kW!)FTx;!Qcv{FBf~^+Vna-VqW3+M*tbYSE*U`N3^Zf-!Ds7ClPi9njxurX%uM1nB=6BK3D808j2zD&i>zRRrV(x_H6 z9W40)>F`&I9VoHa?7tB(+lnJJ6pq}ThHe&7l=VzVA%b&AgN-)4f)+>&rVb&ijMg9v zfXNU&{}|6njTBnNw=T!}%VKFLw)y@H0Ef)3Z5qLcCc|8H)rjP)2PyeGJ%U~e$4Czd z$IP2+Zr4GyA3#SNE8sQ<0NdH9@)jQ3a;)>Q8`AzAoRfJuR>{dH%CX8rq3*Cq90}u= z-}J9~H)m#EGD1m^U6mLcp+^`$It;QXvG*g+(r42xqJlrw>GB*Xu_rh&66w+E_S$HR zr32!eh!WoKZECdf{PJOTyE;DA9>GIqL$=lhJGC0#vx{YQA=qdBfA+owPOhR#KM6?) zLx9NpC0xTJoj4gLlLrtOk>+vnVSy9W$Ez0>J?yY8uTzB+a4 zRMl4k>UNGS$cBeEJJGPu(!7^pbFX2aA!twur&=`Br*0I?Y@izE>SNf^e zLoatLzmiXLzf~-FEkcx*WR6S)+fsW$*VR}sCFlye+gT#0cU-1)Q1*994Q|S|2Hr0C z8@L$stdB~_#QF>vU*kqIYJ9H_wHO6^tGm_lebCyvO@+ddCT=Rkr{wDH@8T!1x?6n8 zVmY(Ocq2gF)CqtBLn^`qfGrho0$>G0w)7JKQe;XmmIx+ZVKEZ`5#Gf53woH? z34ll8Zq^e3FV=c*dn({uFkr+~K)^LS`}Gdj78x}?;H$RGvit(|;5v3_4lOTE+Hmaj zY17UgDb>Z!ykfZwBkgS?X2pPB33lmi@$K6itC@AP(&#bHHI2by#TYH(8A;n zsW=g4!tV+T#qnPi7`YErVI(h~fWqVxz7D(_a^QnS7~UJ(%mp>mz@HQc8{<&mghzo7 zzk~wi$RBq7h$k(a#{e3Alo5)B9Ko2(5R8qLC-6HItYPA0M-fihGls@%_$|}{De&MN zy`C-{ui+LV{JuC)g;Sj1|K$=M$yc&7ikM^ER)X3MR!4!PA5x0GO1eo15m9e=*;G;F zqnE$GWmU>&r-U+g;U{IM{ZWl}?;!V%l ztCq`ij^JaO_c9RUr4m0PYD+1?pGu_85!`^)@TC&5v)0TJ_)QT^C2B1Zn@UXnl`==5 z2e0BabtO|`F}qEB37j2d3)w|@NyN8_B3eI&r=xQOKSoTr@s!%cC^)sX;5F=rq!ywZ zHr|YTYn~1J3C(*Mwe=eIZ$)h>Mfe-G^?CR?VUFM_tVZh%+i!|s!`50NwqYm#D%~7` zuKZNZ`#;HcifP^qDZDv?w{WHKvcwpBq|6dmMG=JM8SZR=l7@4?RUGv4UE^CgrJ303 z_vQ%tuwY8i6`UjZWIlO093%GEhWp1#V`jNjF<17jSZNeaTYu_nj#;wMIHfW^YSv(U zHe{4bFjT8IiZ%OSG%*x}WosokEPe5kmB#!H^NoW2Z=-LSyZ+hw(7DR;XK&Iub~gHt zkg3K~lAngZK=zQl;K%F4P6ss;6K-oZz*2~P9s*9kli?GHw-&!R1uy%;x9bkHZFxP^ zLkD(=SH`vu*BMTbg?D@og#o-uJ!Y z@vlMa(jv(;Q!eibzph!$$F;}mv2)Wcp9t69osx{}UJ3h^Z-U~9-hbw7@anVRVtZ1L zdg5P1VcAc&{9C>{__7q6I^FU;hE#;<7F#Obbj!~evZbGHks?!iE6sF^1QV~YnCX@X zPhx!xH5EJE@-DcW^>oWY8ZUDpF3XrPCvvLA=Z>9emP2BTikf2aRaHi1S1Kr>OtCbF zPKNyBcmwi}Fyrv*;z+SvtW*bJ$^};}<0}6;tZ>9x2)rM&H)E(vEOf?okT?s0Pe!LP zWzw)cuT*-v-N6#Xo=&&^$=x#AvHnZieU4HsuzPUi^gS_q=0*`X*Hi_I;#8LVrCgs5 zvq>@Te{>~NLPL9~;^mD_B3sBV!b_aJTomymnJiVZU2y zA$s-)Z^pef&xU=I=Dn0wY1`au*f)sUQi||5Y^w%8C(Qobg4JlfVf#%HY}i^$#5U~Y zU!|M<(UqU7dH*BXPBG1!A%!>la{^ZiFFB2|N6O@MK@^eG?9cC@@VFLEX(qP%y`bwc zESM5>1;;QuXMf~e&@=MSbK*}3<-6=g&i~P8f1b-0BwjE6e*)SJoOullah6E~V|WU0 z_D3C&tAjO0!QSkTn&JsIDBbLj=&KTEfAA?e`?CU&Bxirbr+j9AQt3jaJCwTcaU#Z| zpvB`APDTZY(#tOif{N zUhiv3+}fXW&&onsV^JR&{)h7Q-Z2WV56jxzoX<3!hXLQboEhMZn->JAvnW<(lf$=_ z?AgWP+9XZ8r8z+%LV4B%ir~ylgicWC@+-m58|lBHRB1b>N>?CQ-U=79H9Tx{!IfO4 zcLXeUWGfBYv0@=K%{WW^+_`TBX~zS%<(NnQL{ZcAbTv`-w|xML&uqf=8c|qC6Vtu( z%R`fz-Yua4cvPwVXBo98Olp3*4Yl9h*Bdx!D1_hukq!14&I8gZIA1C%d61zJ!VLU3 zr42)dTBV9MeU)mcA2XyP7|NE4H~ah>hHU9)pQXr@2r<-~c}p2$TGk#)aN$@ejILen z=bR@byxeaUeC^T|A2Gyr@&tT6$HUi)7*Y}NWlI&r*DMjVsamtYQ*?GXL%Q?`lR{^T zFkWFX>l+fg+|b+325@Auz5y12j^WyccVN>Os~Ap16X8D{PI~-o=N~*ydS8$uClg?sYn{Gr?&M_5&;*J^}{aTuux=3fo(qlGLQ>hFzE7@c5VfJqR{ z3xElN`GaC@J88pAu%clOv3&y(31Wl|ZD3_f?5+^8M$yPJ`j=&%gkSg@Mlj*|Ua@Gy z932IEaGXzeBL@0@kO?26BwsK*lDz3WE#9T8sK%>4H*Y zv7{q}g%^!lX<)ojh0VmcoTCf`pcP~>8?Ow(3Xzk}T5Bv_46nzn&-T5*qKhdhq0+B3 z6eX*9xR|CDIW7vCv)up;fh8XX`eWSHKv6vO-U!uOFnwfjRPH^LuvS{Fl4=?P2mRqu zFU)0`^tE&>rCBCD8Gc>U$~*t!vzeEwct>DdpED!5ylXZc zENTC!lA_i|`zk5Jt#>QSa!Rg%q6Pr^%@K%rn;&UV-s(1NcJ!&>aszW`-YbsE} z)?&FdWXOfovRK0vyQ?%hRyIe0-w1g8T|qay2(w4Nhv^lhjy(@mG_GPOM9jat@2$>o zTV}$1ZB~Kkk(%Ne5cTNzQEq4bsgY#pwpMvXJE}Z}2Q{=4ux(Z0E8C&M74{&8*znq_ zi1XT^i0M78*C`Y(Xd<29nAti6Ya;>=`zVSeci$WmDG-?VuNvE`wF~M<`{uY?&o3e^ z+-3|CH>1nmHc|pVJ_xBp1D*U>tyHabx!zLj9f5oYl!E;Q>?{eoPgvRv<+buoRc$qm ztwNr3wv<7axS|-CgiblZ zn{mN)aHhb8ob^N1NXCMzqT5^CdkGw!WKJ_nRTu z#hE0P_l_7<QkDWO;(UDZ5bL&I3S*l-gvkQ>6Bk!BSG#Z(@Hb_oj1*m7)0K?S@BNDan`}8VQD17c@HRaF zk$s}jyjt9sG{sRMlSWIkq+CoLg+jCx8rsbTrK+X>oB~?%$;Q=GcXn9XKf2ATYI|%7 zs4Y%VrVfLVs19tYx~-3b?oxJJ=(RKHwip%h_BE;*TXmeqDA?QAs7}uYyC>bgMlo_ez+P1H8**TSxI268N21wJi+Z;m#pRvWXy6Z77?yq>k#2m_cNC}^(F3fV%kOiw> zz0>T8Ev=tTt?{98b%SEwN9Zumj}hR z3J0??a@Rbk4B5sx73S~AOs;Tn<>o#Sjoqngcmw8c?$h2g!Cja$@fqi~JVc-^gJ?` z^cHEAs{&oo9H*CYbWjKxZbm2p245)ZxtF0Hg6Zy-q6fh~TXv6*;1cf6mx_E3GUOxd z0hID(YA0S{G0RR9JyYmyCxXHs*ocj5!F>|=$eHHQaJjf;t=SM$X{~Kx`@JHUIs^;m)|$Qk zEo>AKLYvv1!PojXv+Wa61GSMpr;#+a|3CLASmrxpY+|xGXKVtuAJyxV(Od<#3HNuC z*MEce(MH*teQmq#$=TN?uqO7k3H*tDZAY}A_wWw4oEY&n5s!a!8iI@#fRD-#+;;eSEC9O-LT}W8_2IE zHTLGfU=x>|0qI0>sK=M#775yaeje0DZLjmuVy?#vc$WR|QC3+sUlh`W+AZ!CP?Y+r zMVeQ|xQ57~m5n-YT`<-Gpd~EO<+F{_JL@VM>X|4j98W@s``b|>=8u#ig;*py5=RRtccP(Rtzpr)zvH`0lF70eA}tE-1Wlqe}>w$Q`j98lw9s@NOew9B+hK&k7D~ zs5fAfK^0E85~pH0%lEqQar}p|O1)8t?N15|7m8oi;LLzkMrEuARuT?XM|+0M;o^9? z(GTAjdgUV<-~sq&PX+dL6w8Hr>0)zLVM%{)Z*RBJXBUGn?}2lhy~)MGhJ}W41Z=ng zM)^AAqh5N}y3@|+visU&+`Z%zD^~{l-&mQu4C9Fpec&eJRD06W00EX5BgL(zVNY+$ zZV6Wpn-{^E2yiHZn}u|_?t8k5wOVnauyLc&+q0x^`LRoT`}(?##qf`%eM@?m9k*gr zH@r#whmWjS*1N2)Z^iO%1E23*c6@K|l0M%f@WbUxm#VK_0nT3eN9&GoR*TOKCxLf4|=Gj=vfw;2V( zhMi5)brsNRcQ(m99h)88$ZmBE`s?~YTom&(bg9M2h%}TC`%Q~I_2I1XmN$c{<|||z z;7e-6mfqs5;oC8O5wnKd@spT96`wMlHMHEw1?RW&A-Q-d?j0>Q?0yD`E?}HES{)jP z?YeagoF7oH>koeCI%NMB@{*>rYUa0sX&|ujGPh7c8=(y^sqS1 z9MSdR*EQQ`8ZpOqQ6L|_hhhOGENBMqDFcez!&OP1UE@zSMQG0Y6pG-^t_3HX4vYhn zQ^)X()2{YUoF_sokD&+TnnCAhih{mQR}f{=>8nsYE!!CC8oarZFNwlJJR-A1Gjy~O zo+$AVg9=3i*+2guLj{Csk{?N_gVQ84(RVmP+jD~AE5$s&WynUDB9XFD5(0GdWHOaC zYcFU-F@IO2zHY4Wojp0VKGx#iGDBiwrc^{ znNDThfh|Q$Wi3Tp;6LrDtma-y=MhDO;`7lmu>GLY?f@Eb^ID<&{7cptgRlt{j&`(T zCqup+c7;|3aSxcguR%8Y7M@p-c02=VEuC=p0j#n=ExST_6U~d;DQ7S6Ruw7(Z=cqa z0`EDF_F|^FMm}zxf#QnT`?dH<#NOglwz0RXru<^>Wg@L8r**2eekZ?}6oelg48o&} zX*C*m<0Qfgy3?aySwQPSplnAV^;O720J|ht8}U@7PS;q-c)gXSpjw^3iRnqw#L~mz z*EP%e40ED&?>j6Y7*y{c_Y40FcHBdXQ<@0Z(uGf~Qu$$agi@`GP=wepd*3JodJqdP zznLW-ckYMcg1~JNRodSvYPpiG7D{maPAHz{mNn7a+eKla;Cc_G%{m$hbAQiqo^u|N zy_@&7qL>@=Rm?xjx=@$8eTE?wA;`3)3N3YOiMj8q4B65zb(128f;Y`UyN+!O1;NaD9-whRKHX8TLs*>NM}83qAA7r@YZs> zr-BJ&RGnz95IBnP`b>ujZ$vYRVZtu+;1mAS873SU-5o}a7kr(Ktl1zI>yA$~I$3-UX$m8FMxCAYoiO?5kx&Ogg7>_ghwyGR+RDR$5b-|8l(+-1G}UMk8soe$*{m|0MT0qmLqXKJu)2GBi%a86yT2T60B~(#oM?- zt!OM+3+s4b>c4B$G=ZbBUL7@YVcAd#2gk-lbsPrHm4@V1Ds9;UtJPp}8LT*iCV)ff z9^+JK7p7cO(%psYZYt&$U@U|62dj*7adcp)Xk4@s7gH1~6NQV66O3LUcCSJSCal=N z@+I?R*BI=$c0_iI0BXr`v)&^rCg{yX?M8tH4QZcnbFx>vMiuHHrUJYc8KQ1#wi+xR zpDjo{c9-Q)FknJPse+h5?YZ!NT*H^YdQ->EOprLZ2CpF2ZMg=H#fZDGSl0RI){vzN z_8N^UDSc>Y#a^h?`|rVO4cx>S`X}&W(sOt&pvO3^v7iq0iPZsc4-;MW;xPKFs^GX4e#`R~ z4$p20dUe}tAf+I5{H4K$+oOm5hc|>$($L=5id7ofBGB_9V^XEDUIg#!y~s9X26n5S ztXK$EvQe#~Af244U^^-llmToRQg}>8-CQX=?iUOyV)L=Okk4Z>I#3jm6O+*`PWaT($9KGk@Lk?9%t(Q14CPcCig}jzTU-Oy3VGg9cPlj#LjoSEN12Q(wLA%~LTbt#q4Q8shKqeZtR6EBg)qA?c zSs8d-1`vV5u0cHX3NzUvKNM9I?!XqWs@7g+lwgB*)vOzpY6JG|iK7JMNlwnU#+X?f zEj55sv^XkqR3L-z?Z#vcE24suWMlv(fEhUXJNYP${;<#tl5T-|2Y#EBq~qSk5enr!?f^)3ReIgX$ghnBng$J-?{~{It(P&Bt z`JhIIm;rLCQ-i+=@1rfr(6B2!1ciAMz|C2b=OK!JT#yOvu%5!1R?%FLU17Z?m=*lG z@lWq!qNCkI1lbZ17|w*maomQ}F04I?2xw>&p=`M zV$J#u>c_vp)Q^Mf1-Zo3^?Hg|(RsE|&)DMBhsZmIRP-eUQ_yIFDaUt-&c(?`;UQ1a zM__m2}AatVZoy6UdV;+J;yZ& z%^{gPF$(1poTUWu$|+8`WmJKnaj;PrXRy4=zKda*a;&=-A3>x86gtRNFgQ{yRm8cJ zlFmjmB^OBD$O&WTO9f`H%vS5(blh4f*y%$feo~R+E2>;SK>Tyi{SdAy)<=cZ%ls{$?g4wDMsY@`| zE1^OJnf=zh)MZPx3Yfv7&Up(Ry7i(^lTl3_abL0f+w-c(6{+lQ)!^q*A+kJGBDjds z+JV&|*O!qo&*dkiQ8nVgkM&+&8SS^ZZ`Mj+Shr()D zIjdt7V6cp9C8g*0j=8m}1Le{{&#TSRYHb3RTENkLz_0?_wrzGDXBWz1;~e`u;z2mv zSTdLaiB1Fi0_S8uvsTCEjU9=z9jC`QX~HS0yQ>21Xz*(sfI|!hLvq~p1?OfOr{S76 zkkGy(vIE^Xs)xr!aYa0Sx!Q%Fof3xN9Brh60ot`wDzLBwf9u?Xl5kNRW)lX>u#E=9 z62DbM9Wdebc;a%S0lyVzGQ+}Q_)25}{MG70X0~Ew(8*ia$pEL4@Y)Jw9xzn^4~~IU zc%riq4@u!baiS8%28cB<-Y`XaVW?ls2cS*l2dJL?YhPwU7z!4^s5(8_Rw8`sokxn* z6_M>$SQ!XA@2lhDkkg7&L7~f%Tt`?R$1I4h^Omqty&X{FBTCdkxQosbv>4sx@@Uh?z$JW=;_oNwfrlk(*KuNrT@}aj69nfBQxMA86~*G zFBDbnyH9+>rL=`mbE4v7uD^p*g;sAV;vbcl`17G)Vonsdxd0Cy49F&_-e3V%gX9e& z13Il2jt%G%f3;y9OeO3LH!=%1)E1~!{{iY^;O1VNH{)E09jt5)EdSo!cTauEY1y_D zkC|C3y?|Uqr=~E0=nZpypN|iO z=Qw?RYw&37S&J5p1rG+AKBh*n2WDGy?_lhGH3iE_vc1IqQ?F{OVA|gYoHK33P&Z1} z(khM~O&wxjk!r=zB6uHhbUa&(jt3{LpYLK*LO5gPQRP&eN$zb3&>)E>sn_ zsXm-~M~}DX=|yBU+U?eJSlDjc?XZ-S%@u$ucN85Cf}C-|X$(SjX=%@KZN`GrI4=KE zGp90vX6sEiiw@rZ3#F15WmL%&A#KwyT#KP?Ltuzu1rNy=a*ObgjE2kv$&47n+r6hQ zd`aEbz1@52O5Px1HM{p@F0lnJL7YUEyZ3HE9E#n0;!{4m_kwCJSfk&VKCQXG&D68l zKBr@`P2po&%9=9wxgPsDo2PrSXgvdKJmF~B=fofB@J2RCxBV)3L%@qzoAEobLT?7O zOR87LYlCoNqbOqXz-iMiodl9F_`7bJ^*-@u+;+JC1;SX@!dL69_lxU`@r&!=qrGn7 zh}n4Wm+qFv+4~y$Z#Py@%`pJ~%NnCHn8#An9 zptyCjtXuG3v#eXitxt&SZE)Rgy%g?`Tx)$2{$YIzFSq06(|EbV{q9cu^clQ-7B8Q} z%ToN|CDvW=dHu+N>#fhj2XJzS!`GI9moMNQ>x<%gx48bRxZWeKUlP}Q#r4Z@l?wcd z`1e=w-%q_BF1=9DcI)5Z-%!>2;Loe)EwC2Am+P&g@Eu3v@p6Rt_mObj zZuQ{jkx?YUd=Q>qZ+#oC0JZ;sKbKBgf0TdzBLDnN{&`0Jxf7ez?Qp4E&w1bMs9R4% znFt%aXNfbiu^CvuJjaE`Pv8l!2l=D@JpK+|jSo9p5F$Ig=B!d3n$YBS8;QSwf`#{J zo|DT?NoQlEY;dAN?rbvX?HyRTEAjHJZ^Gp}cp3Z_Tt@J6`?ulpS-hP49k^`5%enu7 zpYU?-ckvTm)_xBzr{U$n@5AMLczOR1;Bq})PJIY2>+rJ2!*JOfFN=Q!mp;7w-;d!k z{U>nw%p-950$v(Fh06q9PJR?Fuf)smeh!!4ks;SV&heelmTYhU=Zca&&0#~h77St5>|Nt{gI$I!o4Igy$y^e z#q#1MD~-py40>Y zV}m;`x28jrqg1CkSFGPD7aK@3<$9poY|5t8+`7XMD0hm1{VD5rd1JoMc; zd6=JIY#;!$n*_{f;9W0dz--71Fy~AmzzjijmlI&N|HJ{z90{1s@U9m!U@prGFmIef zfVl+%{+s~wZ5&njW0)J^T`y$7d@L`(d}Im%W;=`va{|ouziUr z{c{>t?*j!-m0|UzkZ#P$!+ZpDngTF(&^rO|dLaYmguDQA{1gJrV}H#JFndAKiii0% zeDOjC%s^g%>7PP?IUObua`G^h+2EmthuK{Qy{E#vUdVvio)=)=I)wnU3(Pg;1ek;7 zIDoM;z0biH@qjU{7mJxD>u~t9-ZJDr=8J#0vkCC?pTROS>tUFTikwFHSHA^g$r&TpFA}@ zR2{4zqt>mbhSV9N?ZQ%u?Ae(gD#Fy@{&GFY%UsfB=VYk;xga;0IQ_QS(>`s;8ggISM0XH=?x;be1>YS%|vm+5dJ5OZ8fOFK%RlKd{#euEXUjP$pesZ}qweJ|O`IJT%b&w#aZ@lZ0%& z@J-zY5OTm`XCRmWN3qft2oF$%v!C2UW${22XHQP}_}IMy_;sGN7pMpCDt_RPbU%=W z)cwiu>zbWuD(hfXr4>9s_7F{TP_?RkQql0t1Hd7Q;G^Zfy6ZBHuWjc)E$I{nf1Q}_HjLLz`aVp>iE;3zl?vF z>;;2G6TF;PvujlFHK$KF_oTOie=Du$V0!DJ95}o`6c0_}#-LOy15&M2r7AF_x&z)( zjBL$z)P4gzAltAl)m=fU0(>3Q19TlL7*c&LNvh8Ur3zZ`?iU6y^}9M|%Sx&!cqK#M z=?=)oef~vN+GXzWr>q4tz2_4X_jUab(4h-5Qt9bb2=QtQ`48Ulks*evc^g)M_ z-e9vtFR#jV6GN_acG_LqNy?(}Ik}nQUl~=-+7!D$sHGa>TMVg4hB$xF-WBVl!@9gt zbUsZ27XAD87Ej-#*7*N1YD~97$loVO_1m^cMeQ5^#*m8c??bvu=o@!CkUT22=oX~v z>HvmRbY1CP?OuU#j*9%F7!s1&`W-U@ZM`SZIVL2Z^6>`=UF7i$tTXdYuol@72% zhE9O>IYw3K2B3m+E2NmCjh5%j^6TqptL( zLv=H^Fr=abgPH^TJVPqFuJmvX=XJi$kSZNoJC@h^5u>Vf15m;GKMbkz2kX-espz`W zgEcCzGwTp~$eRwX9n9+-#HcLY2voo>U`UleV3#wbqU%ZzST~=dEbBj+Az3=ex^i@4 z%55}RXV_SEU$AlqpEZRP{I1o45{)5>+KAw z=(^H_H7c+3C5Bw-;F@7xCj^azH8S60RF({l;E5K_i4`AB+CX)6U;|ZLK~d@t?eo0S zEo^UCRt!7Wu7WRoBo@uX6SfmO>$>46i@-1E`hV#>CO74&x0H_jNrvtTD*G)I&)A>$ z978GsB5bMd3TP1asSbd5Xt!K*81s!9O7t8He7e#+4Z4@Cvg|fx0;I?Qr9!WPXfS z!0-Ga)l5J8N|Fx}&niCXUWOT>)YN*{DFsgDgYE{QX^f{KE1v4MtwfcF4Ez|-#5f0E z6|54LWWgnd45b3Mn!#=EBBB8DqcQyPY}|u)A%6NPS_A+2wn?jwzk9KU@};nF(#H4s zh#$dk<>OM3p5u24r40leTcKDVetZN>L87ofyt;USX$S!fmAI8`4$j?Dt-|R?)oo^N@jw+A#f*Vs-NfU3x`wN@KpDUy7^5njl?jY!(brD>_w{`V+WZN4a^LAC$dE1+PtH~XFDRSd$v{XjU0 zMyvy1P_V|$_1jc^KdGvF1@NF&bPokA>T9OGm_Fi(@_lwIjIQP^fkO4gr25VEV_U6U zmxp@w1$(!nW~R$9!oAsA$U9VcF%~TP06Jzd# zC?$`aFbaZUZy_F}zD6E^2QF6h8b-M|V3z%!^(7h9KPVge0~7}9vQ^fX;Qi7c zy#fk${Lu`fpf)1B8Apv4A87qhtz2`KP>hNS`#S{?{hGHieC`k2I=(^Fky3;|mTS%! zn~{dAwl<|`y5n1S2VqAvouJR!R zHuDbvf94jmf=5|aYrb$O&}f@#)>Ub~>McdH??ZUd=mvG9WL`^tuT+bGMyMs@&A7L= z-jYSmPpN1)6M3uVO_U~Ro84>0H;MXDitx8$s{ub3L$20Z@oiX*)>^S&@xfNC)q89! zPX5(`HAZXbRj{WkH&v^?ifo&hR?U!NrRx}0bEWXkvB%gUa7>e=`f{JQ4LUxx35e(#N9Hrb*ba;5SI`oioC>ERsDJk=H%QC81ir%4VSE053 zp%(EU)Uw+IinXtqpn%W%=xxS_Z@_6)!Xx%z)pQpRGea>skc4ks(rx(v*Vk>x|1Iq{mTv08 z$8;&q36+6-)v~^YU2j~V8&k z7IC&Ws{xO@txrvb%hu=1m&cY~kkRv;Vf);S$>>D?$j8NV)*K6(&0DZ3?&f~#f=@fF z-NkjTxb7jYdy4B`;yMqncGG)3CiJ~wlIXp~$suabgD&F%IGH3WpKtvUj#;^MvS2+8 ze_@G|CTZ5()vUlVBH(2l#_dtoS(Ax&(K#6;xc!(K7 z%li@zl=u!qD#G$UTPo^GutykD5mqR{{0>(@dQKPQPbuA)PsJNE#p9mWODb% zWgDQPZRX+htQ-Mtwp5{(nXvG7Z-!KamdVtW!H|lsEBz{QE#YzxL%?)UZWG~h9E=he zvQJ{@gAOCT!J-J4&tS-v&Q948E;CIr#He!CrU(-**BDZf3=vwYp4lN1adt@9w)Hkf zjp=p>`TGQ^CfgzvwQu|=Ln^wz59unQZ~PQPD!K)!y1IuU6fjrZd~rj%j8X^ng8UgGI$O^B8iavs1@onj;xi z&e{~=n5K^*70D1&E~Yt^QDeFtLj80?Omp^>lxmLr8~gx6ERx#^g;yDn4cb8y)daUO>Pj~O6|Q$Pq{<(z-(*Nd*OeZw z;RVePF{Da|*7Vd0Ot3!As4Cq6RIvV)Ayxiho%0fUa81{h9;{JhgZne&N(a|0$Of5! zUBsv?-3U~`9>f54u~kczG=Jz!muKV><@*$m0jLDrQc)h2u);k$evZGPutSp7`Qo(u`oLHGGE6EmNo6*`*qjwT|n z)5{Pmov}KX*ICP`YyNKLOomi+U{G^ln;BBkb)|=EIImM-NRAdO9xq3j!xuto@G>*ZU`!9=N>_i@$(1m!3?SBy3&I-oYyHZq)G?aj^%YuU{sZE z04i8dXGoPlST``FqU%Zz)~LMBFhj0%aLq8U6M{y<8kvh3l_f(Xj@#m+up>NrFTcHA z-8)1=ZkmcKC`$byIsoqwi7$wqI&lmG`od!Pm6JDvX3VdAJ;QKOHEVs-R0jOY9{{0g zoGl?Mdi=_XDi5LMyMasqGitIs+` zP}-ikxPIYy5oC{{PHwchiV>8_U(+%2K9+NQE0DvVV&=4k*Dmr`fC|X;s-c0;Xt<)p!sMO1C5@9yzlrfi141~QbwuLrF)l9T;SP)8 z1m0RKk1IUu0b>36%S>+Ere?g0fmjV;6>iZ?xHufDZ)4$)TGfREC=jp0x{ z9?|)tj+7$&kq4CxcmYO~$KumelQo#;y7x)Z_W z)J3*}?U6i2J8Yn_lvTPm{y~=z>rbMHoVYssvqiAyncjc}r}0d&ESw6*UhGo}LdLSK zrN?oditQi1+_jw#n~I=&+M2K(ih1Q{lj3Dj5#g!_5kiw21-3n zOEm={QR>T6#Fk!=exwCXOY}FA)AC9DBseX_r))Vb-BCt7_APC zm*MyWb7;6++|tu1*0z|9g_F%g)NgDeOZn55*(*2a$6jem!l11DxJy~-G~JcPWrNjn z*%XIk)q9EqgFPpW4-dmR5SJL2!HE!K6FvQni7_~StEXQaX3}3SU10X~pCwP+tFNim ziW3{{Cx_rkbK_<9^J^*-n>IxhQ!(oebEv;Aj_?|Uvet_)&a(gQ6qf3>_}+nPwG4mc z8MDLXY7x(x9jqdy@TKS%xq?J>! zDLeQogpNZ0`{lUor8gxC$7MGZ4^i%oFlp(Vi)l_z;J94Pkcu$FYD-03Jo+kzRD{WQ zTdJKLm%w{2hOg%{^qp?HHW!Y|^JE*KqOHcLJppaDRH2rcz%Fq)Ln=bcWa{c48B)=8 zrC%1K<%7D8Az(Tvw}}rb4n_$CUY}yZc5;NQTId4=TURtE)}(JoX3!g?(ajoO6VI8V@Q?1 zuDTgg(RHPFwfdcvD;W}!+IonDsjWLJk0bVN^M5Q-ouh4>P198Dh%CG;q@wFe-(yE`A~z=dE3O;i&c z%BU;d1XQ>#Vn~%gT#sW&Mc0)cu3;{OQyEgFLu-021SVL|V^o!H04i8V7*gdA)~yVw z=(^H_HHr)23Wi+i;F<*&0u!*;GAc_q0u`_~Fr>;Kuy-<~qU%ZzSeJu9Sv~O;hGgj= z>&lUe3xNsRA26y*Hv|>5zhFp}KWLv~NJZC`9<*UDglUC#2e9e65SU=ymr+%^0jOY| z&yXsAu=X;fqU%Zz)+jE7)eO1P`PVGC5SV~HlTlf^5vYLO%#bR7z*ZPi(RHN@?mbRw@)W>lAM2r6hVW=NGkXty(@ zqU%Zz+HhXy8irKq0Nb&=&drRf(hWcb>s<_~@(1gE45{e4(t|ZBuk(F|T!gWXkPu;%nts$lSMMXG%nQXK&A&=Qe$x!gv! zRBMh>cLC0pTd-BpoG%sm<}>757As$KpSs*F-(Mds)*2U%R~u%1a)-^{u>|(+%Kc|j z?0m6xc&%6&s*d*88^wkhvHjdpPQeP|ZLa^9&SN$?p>j*nB)b>kczIWV0~YQ4wIfE#``2u9vQvQ#KL%l@WX3> z8fvuIC=C|N37j*3S zI|Cl>DvpiSs$;bh+!xI3z}saEk5>e{SC13k$)LSmFI9Tp-i%Q1r=AofpSz&;{T$tk zl{di{wKE*uYZWmBM_&?kl#ajG<2PM{1qZ5*L-AOS?w8F{M#Cc~+Z{#0Ix*%>h}Qea z7+UYaa!6Z*k7G4_W$*IjjOEkbuRP&VsE!R*=6V>HasG5B#~yk;6uZWS0}w=L|3 z-mU~(oT@x(ph63UFuzNLcV${!bMgJ=5M=8SZimdJM^VV6et*>A;T60By z#RpxHR`0Q{DDhVt_JD>N(G(xO{93Q|!0|PRTKG3?SDXfaqSj(nht`W4xvU!G8^C za7#cy+@&JHc7=sVAEbc$VZ=(1u z8#12j+YJh)jgZs0zCE!Tt+_tG;)AYFtM^#fm;9^2b|7EzCOVl?d6Ory@+J%^R=Ppq znOrHn0~T=H7|RT=8+v+2$E+4bc-hg>M7EBp1&s2xS&DcX>lrSsyDFvqk z+1AoKI;I~AruiS+g?R`;MYS6t$^kKoK9xI)4*wxr9ePN)1Pe}sl$1xuOlDNE6g^AC z(J`74{#61ojDFL@?Yp=|c(_HgWrACVi@wHPd!ptY129T|bj&>&VZ(0q-qA5yx!3Ij z*|WgWF&kbD0~`1Bm?h%$821Xt$jJY}VKPhor^h(wPN?S~tXkHGXUGgM5y!(U4g7}( z$5aRVi{pdhHXbAcISx#LPrw%oMyvHk|1ieQW~Bisj0KqMz#D1=z2MR=SK3z3y78pN zGFSQ2C(fBSNk`oTg~elXd@_1tzy+5oLF-QSE@A&Pos?;+D`4?sK0_^=;+3p$A9 zn!Lk))afPZSA26&v85MeI;DlfelYDK5BvE!IvH`;kNA}BVL$FnO@4>{99^pS50om! z+C)Kr($9f`lYZRawS3IaraX@M@x)-9@v{xwvRgo5V&?%ru-Fm~`UxIplynMF>!$~8 z5=Zvn^Ns^ASY}{J?_L3*IZw(&Na(H-=RQO4^3xpI^Ox}Jn(aV&IDzXi+`AW3|_Ek zLNDmFxTMA7vt=dK4IyVR^qp=sTrNlNyh^qKD%yq^wI`s>mMYXT6PA?M7*Y{hCR10J zGo+&HO24FBOH==k3<1+YxlJ_naWG0aSKy-zeb8Z~H&_%+{ihgmrL$9ZH1$kVe2r1% ztW6Q7ssAoRDv}{WyD_@F6KW?@?a7FUd0Z1*6JYn<5<3yoVtb$q-X6rn!MpW4awe z{d7W1bLW(l>ML!LiW)t9hanX`dI(uCA<}w;Ar&20R9!vJkczG=eUBYM(fU`0SR}U- z3a>JtXtjeTstNWyW-1O04rNG{KU^0vq{Uo#gxhL%jUa`wNCt zbfxLh8{V7x6ho?X$W71H%5=4}d#7R`yDvkk{J}b(Ayw93jpAzUWyqBdu32!kG6B1m zQCYeX;@oVUcRiCK)g7=*Q_CrO13VxXj5Bq$nIRQjS94746)J~t8)pSk1^^>Z#q;r^J#`ubYM^;-+LKS(RHPVYdFF4AVaEjXzf^n z=TSyg=?0*J^$CVlcjVqDKFg4bt}8uQqY^xGm(T<8ba3rpg2!M~mTm+pV0#!+l_TLo@so*0LtNti-NW%rXJS?%A}jDL!*Ee* z@)O4BPv6KOEAUqknyYx5y~N`ZPgHpbEx(6t&RKGa?}@ADFGL!c!}{P8{?p+S-`(BB z97QDV+b=9Ljek-$V8fQmtt!>9kGVNWQFY{6NgZAqHi||a$iIP7wNb2XF&oGsE-4XQ zT2whn)!I*#pz}zqAZ?Sij#x~P013LKKVr@OB;GGk-UO=X42kz~iWq`>BO4O$bQya_85z|oss+1+1A{nz&#BLhKdT07GmVan{fb(_l{gf?xN;x3{ESL3-WwXM@kWX z2TWz;9>i++xFCfaie}{YD?i8usnvZf7i99UT4Utal@oH|6h`h-$+igb;$dTrrP}zmcsDJ?z|v1*gG|j5M8U=tpo7 zq46UbRm|_1t*uaK>jdRZy9%xO=7*tdT3Bp@&cp2wxkY$fifFb>aLaJo9+#pT{smx^ zo=b7g(o7wu$EB#1dtDdAJpnGo<^WO?!nr+_M!_2_Y_#bVH!WP)b!xF(HwA&A@4lol zT(W6l7dqJBUHCO{FfN6=;>Qj@hxD=Sc%k&ta!|8B=sIJ*J-wFavEb|R?Wv#qw}Bq^7YhM_M)Z`L^|LM%hy#n6U#w%Ys|`l4H{6QvZas~|wi}8k#LiAnv=EAr)b^ z$d-z_5N@m zMQE8!U44@w67d*ulAAafC9o1b&d>)PMtXxqk=*>1Ay+y(Wk+(u zG{v6F=$WdlO%W!!Ig}w4$q@OG+{D=-VTDXDqsDYQg#3MiRIA$}6}4}C6+I5oAr;+%R9%fQq@wFe?`rkC#I`adB(?QBX22M4x0*RD*Q-o6+qz3E&L1Rnk?&w= zg^nh@-Lx^ywG08%nQdyvG`BMJk+s31Vwx{7j|)GOC=lDZ(+$j~P;t3^C`+Y`b=|-Re_ECmZ z`2+R|hE#N2=>hBRr&gwXpJhmv4zjKsod^l`UO|tm>4u}{$MRLq@wFe57wxC-4`?DN(a|0_H{D>`;Uyu z(v3g`>~##O@(1kA45{e4(gRjM6LS|s!gSDmKFq{Cz|aaEO?taU7)1kVV|6@o+2L?3<)^%(<0$x2_!+D(p8B(P~Ysd0B-HfW{57w0osqzQwD;ZMJ zb)^SuR9@$G47t+5wS##bi&0s+5vbnvB8F7?1NLnUspz`W1J=!_D0!VphGgj=>&nrI zyw1lN)ukJP3fj*yq{<((Ut>r`*OeZ$;k?dw8B(PKY{&9CzhYFCZU8D+|G{h!fusd+ys4c+Gwz`6KP2lnA73ZG4<*uS`xjTuWT7pJaL-C9)cV{r9A{gA3iaM4( zpCJ{&Z`x7?E!YKI8O9~X`f9~=Oj(HM1{2$o!vo$ihUigv^|Qn1i4)Tgc*_zyR4ZM< zs4Brqwp1Y(mas_dJq)P`h-T{Q!wjkDy3&VYGX=7h!NY9~u}EkQtxc6eq#8L$6T~@x zy3eHI{(gqi2)4An)9xx^V{`f{$0^zU%PO^h`2j{SssffkXuOpJK?iELLO9ed^<5W7S%tzdl;5H7*>l0!zu{4m;Xd0u&H_MaH2w zs&OTTF1*5GsD_j2Ei$GWe$nytz&}b&t@oH2Ola%@Len_aLRR#sh7(mDGVm%0S+k@X z-T>uEs^KMQ4g9A=HN2O?$`VC4>?1#s5I+%1b7>OaAO1rhT(ss)q2Ay zmo6}Y-?3aZ~e0bHd~Dwd7GV#C~0t(AaQ*f@Knh|KqPPh-|hqgXS$hRtp8qsBo}EH|vekD3l4ER@E3VyPWa|i{&0;tvOsAFE>_- zU)3)hhvJP|wc0?Du%No=#ej)a+S8SQoOX53p_ z_c|hPqWIKsHs?Ogn;7-;JkD1|{U}BFJ&tuH{9KHo&5Op$rNL5Taz}Gl-040s2Dz&{ z0vq40`>`6Wc^tpugC0k#_gIgU{Hv$`UK^g`Sao_zHrL# zCZP9$!Bu^{WOqj1V91R{W#q>xKtcDR+3LolCO-%Yrj5jH^?JBM^|l*V97_G;v(=%8 zuN7Eu8hpu&iqn}Uq@l&hR0=rOXH>BiePjfsz9ud|T_A?hraj!gf?I@#TQplHxMeu@ zYuwDRnkERqC_SbAMHykkZuK6ezEZ|FnCB4QXW8;G2f^K8MzygOD z-{H;ol2wHz5RJo=0S0~f;3%ezapW-u8Lqlf8H@ORWvoXA^Y)(t4ggj`slep#r|S2; zQvC@Y1c2=R%e%$cVO5{_X#|h|3$~Wh<;aoZ+W=J=A0D8`(?P6;>Kz`S=2T@X^Cezm zOE1W=LJNln;Fv-l9`H}t4yh+zwP+p0X|U} zhX=e-9v@fjD&{}u4&-{-GaMw{>6umk7Aj2hGJ5c2m4Qr*@TsqPBI(lm~t`A zW=4(ab_n&;2{BD&N=kJ}Tcn~!5AR?|MUNgr7EFk=u4PC?#}!pqH!!54>q_5aNASko z$qHsqzQwe1=qXUFpFZ#T(blkSiTrv*3+m0(LEf6qpEZRP{H~jL#q72`eTMvbY1De8pRv;8-`rz;F<+*922n5GAc_q z0u``xSJNZw`~iC~Ln^wi^nlgR#1t43rh{%<&jYYA9zs*XOw0)kt5SF6yw3TIy3(6Y2p9=z$TCAJIxwgK@5KzM=(^IwHJsPk&X6h{T0554xsFj)x&f$Q zy_q3Z{$Ra}Ar)O$day?2b?#%xl@6{Q%L#q4%`zMA}bY1BI>*iCG zyw1#*(}Ui0kagwgL|*4WMs?|ipn~>jhE(~3b{Rt|x~}w~4d-=EVn~$^upP_mypB;- zx&f$Q9b!n8KUixFspz`WgEcCzb2&qhs!Wx-LMrFy+h-051FgeRjQ*i}F zsXs)=>YWGheX(1OLhj)e7DK9=ycslOQr){4hKo{D>zk%B$O_yELer>xJjL7e9v-P~ zqRK;P`2^TKOH$qYaiidc$dmFAS_A*-C)M@#DMyj&`nC#7#)?m2Y3?>S*h#ikr3m%0 zkp|hH3LdF$5y(F(TYxjSQLJq-1skC!M}YIG^`9vL=pz|H&$g&w%n{r~pF|D#32J|& zya`m&8G_oU6fp!fN7BY}9a))2%k;lkaG>hAhcK3)HfZ=GCselCatYYJfJajBVi@J( zfLX4)Mh}zD{&{hbbT+VUc-IsCm`q)BkN$BNC>SalP5+2Dy_TT9wRQT(S%QXF-C$yW zr@;9T&D$t_gbinp0`fpnM@kWXXG|rXeKA(UM*%5ZQZ(tTU->}_NUiQ;DIk-7b-)^+ z_>KanVhde4A$LyUo}EUvg>6ocj0+oUEDMjWy?f+@kBcI5A}2g2TO4~{>P##+jhCA5 zkP}WABS3#OS_Q^iL8aR#9Tm{-s?D^OA1JsP&bICziQ8a$+@Si}jT;X6;9IiQp@*N# zvEVfLk&!2xeDKPeR$WFxekUJqaZ8*1Neyc>WH}mI-bd zj@u(2R71c3jM9@2eg!HS7iv&?ZrcDJ`Jh(rbzKnqJXTT;8)#OLd~mFWG=2)nQ2{vx z@qe3u2~g1aIqZR6U|-mX%zxsU_(wcyLiER~$8Gn^rT3NtpYMPTGN$U&Yagf|8JP5_ z`qYt{#H4RH7h8HkdW{yS`p~;bs=i<2CqdOGK4nYQ=MK2?qw0I9gXQXYV{E*Uz}5HS znmIIFE^g_Oqt_nw$1Rif4IDF49W{@sjaMpW?U-%V+6Bkh1-pOiwL$l@{j#x%l|$9R zdIOr^792$BWnr-OUE*Wwv(>Sa4lI8n^lCN*iKr3|u zH8ENY-c-W&c^uVU0VERETj63x4!S}a!)^Gy2#O+9XYGX|>}2f2b5V!ORXFp=cZ)D1>Q37M%GKN%y`662?>QcCq z7*Y|Y5^bq=GWI#xJe#5KbdyiHF!r4x+W-}9BaGS;&}K^&YMBX(RJSsuBD74VuC8E6 zMc0*nl3&Yi^B#tP>7d*ucAGdDB`ku!fuRpNjPwSJVz;@IAy+y(WyfyAG{yalDraqq zFuTnU7*df8ksrHFoE;L@$oz&;W4awe{yssfKet6HYTr2fB=TU`qWk-ht`hpjeHl{G zElAbXe1=qXUFlt|exFz`Lqbwp4^hgrb)Q(AKS<~z*D|z1N0Z)e+L-1{hJfkJHnn4# zVTL}kHds_l(_qMz&Q2YVX|^+}oV6*!G0im$sYr&Haxu-#j2hGJ5bCEBVw$_Aq*V8{ zMJj6a@O_3<^yndE!GuWbQHE4>Tv2uP1VbviuJk>2#Ln(#8Df##PAI&}U=6n&G*L~k z_sLUnU|=w$${(&h45_k)Yj|h(2@I*yp*8)^ZYEgIU{sZE0IF|2pCMKLU@bGGqU%cU zTcdV%U(Apz9bB{6+06v(KQbyyHv$!~*D<8ZAFwwwq@wFe4_J3cwXz)IE{0_3AnVGJ zYG*eSv=1<0ftro0DGo;EItWjIMmoel@2iGjNcryX}N=9YrMz}F}v{OQ& z;B^eC@(1h?Ln^wi^xjoJB~xQam=3znhbfu2F|T?=qxHht`fIcz(sGD%}7#62bZhhE(~3b;c>} z2zd2ijY{y$W5|^bt{qJ99LcC`{($XcNR>ZePh?0%*OeZyZem3lysu|SmJYJ69Gyt; z3^1xoHw4wojxnUlAGDV-q@wFe587~Er^%2i9bh|_*ZDA`s&oTT!Fn4*s{FxvH$y7A zuJmAy%IkcSAy+!MW|-FrK_g+Y%p;7-lA#f|PyVA2+7=`CU)oFvSHlBxBb(ek6<1J{ z`a@edJ?g&0VAV5?8pA6rhPp3#S7^r6eKSs_2h>q&^7E05+~3@_W)8#I_CV~A$Fh%S z0c~8x+mP_6`w~?iLd(;z>p4s6zP)kvyrAxzkJi9{I@Eph)a}es+OClCNG5pHU??0Ko1vEVdb>Zmv(!zD&+ zC)MI_l#c11Y&GD~8GcdNjna}s=s_j68$BF4!yjdL$hUqTZa4g=nU0BFaV?UbcP4N zB2(At(HUyxUN;vapdg*$Q%GkR7)l|NVPChgbW;?Oq0NZ4Q9QJ%+t|3Y+gP><9!00C zP#$_u;$waIOqdtZeQ4tn`>F1Y8<*loC{&bM95e@tgBKWu(JBxV*UUk)(l7>#@2((#}$ zjiUX-mgyYN&xy{_k%K|yxIF+yF|78D_t%W)i< z?9O)Dfp+Qus9^16cXSx^E~B>=3cKUQP&~xsp((`#cE=_|D#DbaEfsaOc1H)Bw=(pdZhkTscE^uHHJ}Yp(RMGR_5`%qQiWP(!gh%V8B!5iCR0~G zW=KWXl|DnJWkUK5L%?)UZW9wy9E=jEtDa@(gAOCT!J?Ru=DsqUyp=zvsb3P29TO7M z6b7TpS(_rvgw(^3iqv58V?v6vL&7qulNdFo+acud6Qnw$EmBeY#`76c(fxf$R|$P% znIRS3f>d2y%#ez%E4{1LZzbH$kdV~YL+jAmx|J}_A0%{<*Dr2+F(&J%>xX%(%GrwG0jgIRnFQJ;h5%k45>(lm~t`AjMM1hG~EuNemWth znKvb+I;<^HQKN@$hE(+EA!NaXNNXiSDmt#Hx_Tu;D!Q)pJ$A%8o!2qMBDtMVc$LBC ze>-TRn!sYzm2LtmTrXlsl|NkH#*m7xD?MDpoBt;nQl&#{`py4Luzs9TRk{JFVErsZ zs{FzFHHK7lUFpFZwfXe;siTNf&!gSDmKFq{C!q5sGO?taU&nrIyv`RG)ukJP3flV_ zQsocYA26h%>q-yWa9-yZ45`uqwqtpnKQpRIHvko^vtLDzs`Cfyz6`18y3&I+Dz7u2 zAy+!MW|-FrK_g*}%nC+j$=;8Tf*Y`<3R=*P z!doN7i5fV(nIU!*Ok3YUlEuK`GJ%{pJ|;Q@sm8vJp*6a(cORKHZQ+|HFNF<;Kbbjg zT66lUKyzKCHrJaOQXK&A&=S&i!2^<*gxN6eVn{{T)taMJUCl(M165t}E5*Ux$B=DV ztj3!A)W^rhsTsU5BnDxmWw%=X?`{@0O%(N5W6&Azno6HfAF|+S48D>c5 zgfd7C{|tnt(Q}2ma*x?JQRN{6zXm%0ESY^RC{Hr`&U!U`!hbrcNizrrKAAN+x z_nBCfOGF4geCw>fNBLQO>!r$;vT4}lzCi11)5ZiCeOvsE((rf3I=UhX&Y~pN4IRUy zM`8O~th=AhcaHKVP)27cY!6q&NL^u%*6&a(SkU@;RmZ3I2qY!(}9jB*Kx$g0D}AP|t%frV_qEPI^C1?yh5AGQ9x7(DSK(4)ej zLXfjepHMr}mDwuGW4&Dg1%qy)S#R-X94518yKBz15Wya{Lt5+ofb%*yemWG)3vmdqokg zx6RjHXcUIa)nY@m&9g^LW3XBoE)AKLLDMLkTg`H}0X%?3o06(jF&gkptytM&8ofXd zXe{aJT5Ap$fx&&HpsRAdeYhbHT{=C`kOKqQw;?*RbMsz9ezVj{bVJ6Qac?CwWT8bh zgpC@(eL(XzN-GRCQi||5WNQ$9-a0j^bsbitwTA3hey|~HbsyW1lYg}~6C^7! zi0-ASTKzwe4Hwhu8B(lt9mis>6dw01#ul;kk-B)yW86MS6p<6-_Wy&z;~F}p-Pr2) zf~p^5!IYpXctpg09^-aw+#K_ag3%|kt)a)L{aaxdhLSvVppx2+4i2OC9_w>LNf#EJ z1|@P7?1aMlDTas@UGp=lSc-0=X;-1Oj^i*8m^Ng$Tc(HGL%2nFxJ9#Nf?I}r_87I* zacKZX=^3?Ol@T^<19*(uTDjNl0i&xRqxLg4qqajjyQJ4xWNci}sE#e@Hk?1BrJS)i941oLL`@*umg$|3i^J@6Ir&MW}Tg+O$P_AxU1#cKBZ5dg0e78|AU2LxE>+M}= zlY6TH0tqxX2W)wG&yvA*0}Z0Q9VinqYCjUl__*}f2) zui)7hpR(oIb`wSU@oXPm=@-c$vz|b+ePDoQ+x=b3EZdv%VA=M>V32HYg_#DofWl7h z-u$_H1*JB4WXIVSEE8tw{d0GF1#sp(DRY6LyGjuLPI_OOhEeFJS zqyH>9V_RQSs}(0U4&gzd8`o4OHf_S2>&<$@96HOqa2&Ij8{;3wrw6LlGW-EA09TQ_ zgTI5-(Xq055qzpQ@O@6jgGIOgV|O7`!3r)0foTk9EGIHu!D)?8(c1=vJo{EC9>VX? z(yavY?0Xne5tj4VQc+iUJiw6ZYvA*>YbiYPY+I_J1@C@g08^hym@O-*PPsk8(09~y zls}iCXR^(OJo{nU2B>Izicxz4+H9#pEi-|(YT9d{BO}h95LzZvS9>y~qU%ZzVJ*?* zp$q}jLAgytlW{OgU7#QB4SF7iQ!R_JKb+f5tO{FotNIUd1E_ZjUNrRdvEIHoZeQjrWXnyU0uwOimofY*NIq?vz;Lp$?b%~D=9=O zMg^t`u4B}dZUQP?Z)Qk!NA7UFiy;+VS9-XHNtW(oNRCGha)OG}FN~i@nlJz#hn`EZqoHz#h$zDu2K(V@O5Ul^(Dz zxskFQ;v|M-=^*RM(TR}Yb&TrL4M7F%5JRf`L0e-;Mc0)cv|*B^%NbIo18jPdC8md+ zWK@-I04i8N%8)95uzrdm657^%^ zq@wFe4_N(7%>OYYOb6ZP!%WP)GwCrt9Zh<>MdWo3V~CZ`Se?u3^fBs6Z#q;rb0R}3 zIxwhd$n^}V=(^IwHJsOZ14F8GXzf^DXN*x*x&f$Qy^JAM{$On~q@wFe57wx>&IcHB zrGsk+^E$UNDoZy46|i?Rq{<(#-(*Nd*OeZyZaziH>paAeEFENBIXaQod7M#Qx*@2b z{VPMN{6RbCEP4b>*OeZ$;k?fN45`uqwqtpnMU1M_4L}9!aSW;Q2kWT}spz`WgEcCz zb2dY+ba2fuuM>hs!Wx+oMrFy+h$E{YkoC$hA8wNspVMH)Su z^T4Idle-V19#EpmPiKTAKUYKobC^%o$JU zSMxTC!?)q=QJX$4>PRWV?^~(VrcYuue8g75#Y9t^`jsDKMAYg&mJu=eSFKT->dFbZ zX9~6H_sO=f&FK+wVPlPD&C#`Yk6!RzQAAGkf(y@%Z#5JU+7zo3+Um+|>*x`+9Sa51B8?C}P)+T|2Zvzr+-!B|;pA*AI1Nrx z#kb{*s^#~=)=Vh0bynJ@tUzl{cm#@OA$t}WjYG|`eK+EvX9=o6#=LIm7o?Y-7 zsAOC`!SIY8yP#I?bzKnP1la}8Kz2bd*54@U|CRu|-x5LF=euPS1;VYq;4R4>h@5~+ z)%Yg+;-&kQqmGY(9y8{^(`#@Z3z{AWo;pmDxblsqVoNW`hTj4Q9y$ogf%irHBslQI zr))X!+>sG9hG0u8SP$+GUTQy^GHkIt0AulJb!fb7PMVeyCb^IG*ym)}j}@(F;7~35VUt0!VzJPbE zFN*8k;`*=RdXKn%NnGz0*Du3WD)1}f-(SUlKlOUJ^g=<~t$%}mLsjpCKd+v*z*+!b zuD6cDcN~qEujAwQ<7JV!Q@}45;^iCo!#N{2@36j!x4(s#WpHD=wFGbX;pGANa);Fo zA9q;)j?YiG7K?wp1n}>%$0xklz-;QKYPO;F#A6EXPUJy{IL#z%cVeEapt6T2z-QcUM&9{4u95L zhWy8T@ehCPezXhx_+hY%j{wm#+|Oce6s%vVcbfY;oQdO&Qn_x}j?GDzilJ-tBgzQl z&j=_X-c$Gq!`U>s9&}C8iT*KMaPzoiEDco$>&GZH>#5a&Inr^x)&s>D%>^K@bOWll zZ|-VV8nqIfKDG&()I(5Ub3duRml?{dC!71q?-#3IkDR=|FK-Eu*)uk=5|sb~0_`yjAJtb2MWAa5a@y~G4#1$)m@tOND}#+vwGtd~Mm?ZFVgGY7 zg@TCN#qel9EZCptRIve-$=s-C!%RkVA@T&-m%8+?cG}W!p`NGNOA&Q!NlwU@Y z-KuqvzVh{%+q-9r+2}6~T_hU-+WkDJS(N7}SpDjq=1Y}I6yTtlp_PJ%QSh-|1__F> ziJr=kk~R!ev+k)XMvcFNHx)dsq~j?KG3$!(>za8RB$AYM4@K{)!UFdceVrDrK$0s? zL(UqZFYA?FO9iOCBLJu_4?=FOu1bC;OvO193v!DPU6uSw(MLaB9~45)jZi#PGBh2W zK*%}Dkcu!JY)eI5>H0>7RD_iRwp7;yj4f9|J0XXDhBji^_PZEDr<%1{!ck6$vjgOh9}E(v?xlKz16_3_tA;S4d0%hp{#>n8QTp==iS5b3IFL#>F=d04% zMJ)z6RP#2*RDrh`;2=>)N)i5vDC%N>!>}5@c_`tWq89`Bl^#w{Ud_a1H$ zp0h*CWddD>*Y*|&sPSI_NtgxvQAzFZcRl5zBA%t9CRN;T70>ZisA61%LFuq<^?S<$ zv{FYd4_JfC1B&u+KM|`JHZFm60DbWPrSSh{y)fmEkJwqzLeW?aHx_o;&%%lTwZa*c zCsifKC;tJO%6I{QUPo|1BLg?y0swVDC2`{$b;XumkWIUV1pw#*I#!q4afcV5; z03arwp2UeGkyBUQCW1Ym*?}Vl%cZd~b4Wig;4Cxfk&`p_Z#p?6;E3SP1hqUPu;Fx2 zvQz8gO5?J@YPoFMlSRdW!5;T~9Xor|4+lQMEL2awXm9=H(gkKu;Fu@-NqIEXW%l#V z5mCWnD&oYb{pCbc zM_ohd>#G&Bdnc+P57rJ%!-9uLz@Ok0dhj^M;IyEUh6vtNVv`x?l4FxJbB51`L!mt8 z3>B9hIcK=5`-s%3Ob)r&O-|y{P8m7SP)UWzP5rC>{V$ zoikp}kcu#8Y)h3eXMFYaY0xg=zvlEn0`p{sc!bGgTfA$)qxe(Qf4`?Wp2N_0RQ|)C zo5}t($HbY<*UH9_0J{*{N{reQ&}K^&YN83}C~RX$MQEZ-UA>hd6or2}7#<;d%^1s;uD}=A&H2kSZNo6Zt6f0_$rTRizt%>RbC6QsocU zQHE4>UFm&m6zl&R8FHnAYYVLZc>(rHMrG+npaS-v7*gdA*jpG<(RHN&F4Ly$Q)^zV%7(hWfc?T;8zMdWp^W{8!}Se?u3+{CCWz3EWh%;y+V(SbqDf&Cjp zD!Q)pa1G~mzQ>R%9a=k<*ZDQ0s&oTT!TLvrRQZE-myPWRc=cfY|LlDWoE$~9egX-B zOfFg=NW-@CpP7&x=t60S&IpGTH4-W->donVC(p5CRA&=pYCSh~O2FmwHtY zc_<(tsQAA40FjFi6rb1Y1?1x6ul`R}_jGr4RaehBRXwxO_`5gk?#$GD=bW!joj%?5 zm8!3^4FQ)KT|3y<*_&W&_Jo~BK$SgV7ZFh5eWfRC&`%NiI&UQ)Gox&PqZ56dA%eO1 zKwz`%N&>3vNqas472a2R(#n0E%L%B=2-~r~&dmf<@d3b+^)m!i*^~8Q0xG<(^kh}_ zb-qEsWky$veI1D!DbL9KgkUV18c7-s2uVn9(^S$xD))yfj{X+TP!jTu@USyZS|uDT zK@u{3S7=NUa>=vsu4Qpuou2w1s}A}(?Qb7B}?>q`f+>)h z2V$FTVau-|!VupAd>FxcL~W8pmXyaKPb8qilLhOmGYF{gzS2`zyMbYd0MLxeZQ8() zM5C0Pvzp)!JdN}LQ*B_lgn-K|PWCo15JPc2!DQQ^kT)>gK|qBHM0Oh(lHw3lB z4-zcK#{qkB_O-U4!sh#D2&nM+Uh-AS+V~;?6+VJkU%f&=h4+;{)#@Jwm_E?%YP+qE z0wm>wlqGTpf>-ct(#K6()9gtAh)U7YW{;^|(;PzZhwXr=YMSE-xXj|z@tWpLg2}c+ zA=fm^2&hnjm~u7Exde;xagf&OluGNeDT(U3wxGgR54RCe;j0HJf+>~OJp@#EUSWOp z7y%XDSNauO@$lYv2(VCTM_Q*XJiO-@P1q3poM00C= z!tO#a79RvGVdoG~Wlz|H2&nMB(i2vHC+1iJLbFV}KHQ0U2f-_NHtFN0=5k0uk$eiDl@irtgmxF!Bl(zuw?x*0af;7 z{T=}o-dB3Es`@%VBj7TlYX|!}uM&*K2LVgijnBr{(b*Gr8v-i4uk?fs`YA$R=Zyqp zW|R$ZbfT{_k6+(5u(Mpuh{9f=w#&&Yg+U~Kl(c$k0+PYuaeDNmz(gMcb~Up-4e zh4+a2^O7C5l9hp4b+y9?{mn5^T+$7@Otsb+v6`DEIsA zL;!}OhV-D)RNC*iAHjNjSR@LkpW-9&8IL>@AJ25m4dtz2vKuwecAODtrX7zIu^>3hyg@s@30ReuaP#HP@v& zZ+*DSJZmYwEXT7+A2)4HvjYL3S=gp_P18;AhwXr=YMMg`xXj|z@tS5a!DQQ^kZYPV z38+wkm~u7ED8XWU9HezRrP4ZgN}{@~EvT^7!*v8y`07E5U`nNR8vzxbS6E-&LqLW1 zm43xmJQwyD0TwFlNaa=Mo(uZ{!B%_-uyp-70af;NeTjey?<+lB<>$iwK|p23){Z?F zw%riE!p8>yOV-^9sIn*P0R&WdU+KxJdM<1s0hbwFJNR7KsRU#3LBJArkbo+C!j2M9 z;eDkiZ16mm@Lbrr1Y~BE4RF}F>58q&t{|9;4+NI9A0eR1p0uANpu+n~Pg?o8u+I}v znGv>Q&xL)9U@ATUSh7AxK$SgNe?vfp_m!Tks^`L9Bj7TltHtNSu-SF<;i*`|?m|G7 zJz?h%P}wG|{!Yw61cYYPT_5hmoJ8;no=y5hqv-3rg8<7cSe@(ZtRUEmpE`HMCD~Kj zkP`${cw%5v@_PxW@V?U1RqpFtLqKK5){gacK29(dAAmcMWWAq&DtoeinScuKD?M3N zeVy+SaGBAygMFP}5sbwL;SMBWUnQW*p0FFc?I?Klgbn&BLSJVa0x~no1~@v=*V&t3 zZuX>|M?jT5X%`Vt;eDkit=!jnD*=@mVLR5>86ud94*)j9t|Xw!o~-8+P~m;0C#$Nj zb2$N*8C@;*btGz}JR@^6!PxAn@fiXtJT)X=rCbI+OhA>ruf9P*h4+a2f9ROPNH!C)kQ6hS33}CoG>ft@zRm_$T$WQ0aUA^!AOW<%@rY4-ZV{iUl@O z5&m(Ds&Ey{@KR&TsyjSV$}j63uNO+S$s&7lX!)_lG4|Q*-~`m-O7_#N5%`Jy`ku*R zjeTshp;BRN%pJ~kPx=R^o(0zu#a9^at=Y%^2tO^J?iun|fK_~%z4Y?w{QSdJFhuu- zlji}*=i$%reLsf(Fw8S%3a>Q!-saZFtL2(gU+y}E@^E3utvQtuXH~v54nO7V{Dsj% z*~yoOozeW7UU9!C;qyWTza=v~fX?kZncH?U?r2!wNgIQCo|FEGEx^Fh3G#Ye@FijTAJjv75ZFK+%l*siUQ1hyUs z1A}S&@Y0Q(ocOKm#Ux54AB6ghXk23^cZC>K|8GJ(-=z7reDPJ7c5D{D#;2d3Ih5JL zC-BpOjVE#&F+)U;T5W7J=I`lp*Nl}4LxuX}WsO-?cLcV4xn36HZ?EU8%iQ{8@y*PP zm*C4UExybk@PzaV{B*Jp?1;UaM2k9qdN;!N-dVHG3m07NU_Z54NJqi@x>!ru+soTJ z@ALG**MSt`9=~T*V`YnY|K!m>b*8pUpk~I9`^B z=62x~!H1u<>%)*opJ4-=@W?+=y17Q_3wQs`f@xp1WLh*c7YAWb-aTw7GdG$>w3eJ7 zhr#KU6Hk4QQiljrAB&t7>JqZ&wL$h2E4~<$puQ|VR}hQgS;w!*kB*gKeT*_c_^UvT zm%v1e+4DyL#jE4As26tu?BB&;A93W7M>@^xh5r5L^*H?h4}|~r^*D2T9QbM8KzEl{ z-R1h>FMR{uJq}Z*=@xA@8_IK#XU0FkKeeSv3Gg*AA+KDCi!(L>Pt1gW{Dk=17Co~C ziE!fqTf~bfk1dfat;ErD-h|$CWV}37FI38t>Z`%!ck=fYH!XsBJ1ztAY!>{~1wUO@ z+?@Zr1^;(T{_j@&-`V`%t=Yf6OU`7Mg5k=|XYH$S<)@(dH}e9;!|K2F%Cs@dE!V3B zw>HTxAWw(yZp;~~lxyw~T+*&`bKOo3E)Pd5!{a5_5w3Q-CmXv6f9Q>TZgTmtC)X$Q zo=MB!@3Dqk5n9HQe`DZ)<&{zQfa-X;>{bt0U8$}(z#laDZ>>5M{LHVjd&edg3|EF~ zfV;emUC$=NXkKj=-wBqfFPaC%SC-s3ecH5$CAs_pXWdYxRB|~1YQ6cTL%qk0kBqog zXRWiYJU%)$(L3mCEe!JOiosH0h1)xL+W6R5rCP5oVwYY0{yT@+;@iK@e?Mq53=AlS zDZ910J3Lr(SB|^oAsFjq{)f~2-CykgX3s&;wuPj@1h1xC=O#g-#z_ryl8)3blIE*zz!UZqTC26<9|ale%WR8OS&>i)Q|;t_o4pM#kC zt6-%n;Y9?0tL}(IFN2pqscA=6>nn1#7B=NpT3S54{@)(+9*Uu?xXsd>o{FpMq*mTTo%w z#)Al`o@l)iONwC1+ITDh6+VJkU!6)oh4+;{)#~@c4H6KVCEd2}g-c>n$`V;4cm>ZU zecZG)&4mPjW?`G!HO(~yf7lL~s;2oE0hd{vI$qPgu+I`u;eDkiY_Mxw zctqk?1Y~BE4R9FkUMG_FuLN`Pfxwb>vm(B(&YrY85m4cMr6;Ytdwp*LDl@{G?_MX8 z^)P~|_yAzZdLjW;_GCSSfC}#`Jy}(|*M|tW%;;)k_d1cVs|m*9gMcOMB?MI26ZUEX zD!i}sgw@}PxtV~_jJoT?otS$GUcs|TA2&r`=WzlovtU_JB_yVqX9%|9rw%sFyhuQW zCkD0$_6h+N-dB3M%6*;bEAR!c8CyHn*V%z!Dn0;MvhGPhl|5Pe2&nMB(vwxy*Ex!S z%Z#oa?CYFHFcu#KEMfBmRM``@LO_N0m7cIcKSk*4oJT-rM%e&IC;B=cB$$g21eUZP zC7{Zlw4WlN!uv{3TDh`3}KUd;qXyeV%|Sd$RtHfC}#`Jy}(Koj((B znbFl^Uq_-w%5%S4mhj~|ni@$m3+N4INdu|eFYSK4BG`fTmSudWPJDOZHqsX0=H`Z6 zF}_=C)8>1dZ}A@X4*x7H+4~W^jBw5z7@n~E?l1x>MC^T3*vr}z38)Zh!ABL3C%=en z?x57?4EdV(Oaf#TWfM0sNKf9FU-O>9Ig=!yfhQj}%r%0~@L}E@^fw}+3ytXu#rX=q z3lsH10;-+hJG9$my8;mq;*_|8fC}%cMIgZ@_^L1Ft3J_JA0eQcpXjT`b~R6}Vz4%v zuhv(NS3vV&vMEW@2fOLLoyMLEtu6$#!HUO&Elqrv1#62!Ss|tra3Xvz>gVnC8WZ|t zG=qIujLSoWxR_-l4}{Uh;R66#wS=W?p7_s}ZM|mtG~f{Y4+;v_qMV;P7Fr25; zyTvH{#C~n+^lllEMp0??Ml?vg^w`bD3Up*(MzyZhd*ErHsG;W^V+FS|X7$fUx>*%ghhJbGfNBQ5WTAP(Q?>T5pbdC92jtTlgk$Q)kqA_Yq(i z8yspI?#Tw`+J>R&EWakI^&Tz?HwQvqx#H0YuSf#FyD&XpoW^fs2K$UyW_W)Rc(KT? zn?j-Ag)lI9MJ@EpUQA-6eWBmCYrZY1N>?otKKDbR-_y8_m?5H=xGT^_4!IP#dW(N4~ z4@;aE*}#|*Cw?}?YnR}M(83cUQYU8_Q2@BibmAUGyu1apiPMi8hS zsw0aPb}Ud#9XTG3clzqc3%a=8a6|!?DGD=DVNYq;6C3X5K?AX2rZn9AIe1UxkDyE( zyH?Heiv*JFQnpHc)#Xf=S0aecCIvrKDi$vxy~stbGZRP8c?(kuO2upe^OTC`G8b{B zV*Zm|rQ+byhtVw?rQ+R&R_O(bw-yy)hgP+$OMH3;y2Ps{@p8lsX5$i&AQrkxTpX9{ z^)|2GY^veD2|sg8)NoIbzpjy?`;{WN8v!+hqMQ9eNGE5?DAT$lx#GpFF-?-ZRXC-% zgh5D>ylreFu_Ul4eyg<$-rDR>`c}*LSf?)uKF{k*_+4;F1@91yrs)b89ukLiM?FQ; z^gIG8MC;Q>g}vSOegdi|T36EYQN{171|9JxvndVqj}V}%IwR3*D7`$W%?A4QoJC0m z9pXN#=VDAvrg;KlnHH7Gd*NUSH@?#IMf}E>|0HZ{+)zEd`_;BH!^XqAj~n>jzX}R( zUZi?mBFxe7^%iel^s^YOWOulK#eQPHHg8_cV8xMqzF=e#@v7Hj*$0C@5~SSL?^zsi zY{eZJf%C`U3<>XC!D=DTj>&+F0=Sdm47)>x(R|4nspk3N3G6-mxF7cu zQ(Bk#mj!RML!*=-_=B7Lw z*d#aY%3?m0uzjE2Fl5aYY+w`C z7+1}ASTZe|jf+RYpsnANYBY^#Eg^pl1~)u)@FwaIVWMM^vqD`$#t!@HV#OC@lB%zM zl-O5amFo{0>GOM>gL<5Udz?dhoI`t@!{89VxxEMV9X#)_Lk>CQu=$70pLgJa2Z}uy zE`& zxpD7|z2MwRn_cbcV`#RUbhZB`Pp-zh?B7%fJ?PzBP}pf&Kdl zrTjA1>l$_I%PYgI?-hP|uXFnH0{g>IrJAo-s?HER-MiFv#%u1d15fwDR*Mx*^Jv*x zSM0MV)t%LaQVC8st&NxJ@H{Yl%j$f!%nm(W>au^`(Lxk?%nLA#T^U|Zoy7*`ms8=Kf~?hg zgYd{`8h3I~0`NZJB4_#dXuiDv2%Jn@9xhF=lW6_3exn}<=q*1>DJE{=vQvCX;M^*^ zjtaYqRTwz2tH@qVVtVUcMZW7^FjUq8c)#YG2y^ObcH@DcXnQHQ4>Lsc`W4$vyquX4 zxp?IZfV!I)b$q;=sP%hdH!=NFxt8fGkWV+Tw3uSrj1_cnq&6d)=!q9rt+g5Z`4Abk z8NbXJVQ;YrGu)Thz$O`PC)Q^4D*#xkn=5pXy1Y9LiSH5^^0Zwm!`9;Wcx*7!S7Hcr zlof^$s2=ub#06Je=?DXdO$V_=j57kx)lL{aSG)-v(`cdTz~1LI9sa?7;!Owslhvj} zP(o$&NZ!7~l_77j9vrDwM)ggHH^iC_!be+eJT%VE;Hp|gLU?TN^)WxxD&y55caTm0 zOu8GptVAb3lkUb2^4GO14$2P4R-(Iuh5%p1<1Y$1H78pV%#nnIX!2a2!g0kp3_@b3 zWAg}g0=wdk4&|HTeGcWDxQB#S1os??cMqn^u>gj**5x?ZV6cQPM{2mFv_Bg_SnP7_ z%lyx~9A~kg*sskl$JQd}Rh^Cqv%ETeTQ*2gCuuqz(guM;j|;mPm9YtSHO3z02{1U7 zvKv%4thtddSKtlRSfN87Mxf=eV28NQC(K%1l^Wi<*oF-pea0s*d=rkVevuSb5u*FO zDk2i2V68r~t#lpXQ^8);Ls4_ZMa@W95P&LB8OD8~h2L9_?5PWGG z$kqoR=z*^SjhhAh8y7lr`VKgGP7frq)#X~Afmz@~Jeg&*g%0}<-)~VLhZmdP@Skey zX#(|s4>mj5ymNJ}kb+uDb|$smRr1$0GMz2Tif)ECo1%BCygv!+z-=0B{hPd~w<*5*@t*q2H0Tqq-!UG}88Z(VGKUw*8G@J%VjMDrsh> z92LBI6&AtZy0WDbrHGiBL|^SfK!x{}p2Ay+%YjJcIRt=aRL*((h=aNs)`I+m>Keid zxg{E<2nrrf@CTko`hd;ktGgJdlL)xX;-SBp&_5G_8RU@<-p5<5~*UEUT{*tPKn0xEpI zmwc77Hh!Fd3LinNukI(H!uv{}YW2tDeVKp|HP`RiC^pyIdQ4tYrIoToK1=Wlo=y6= zX=|Ea5dfNnZEDvve>j@LB15=^!o3c04)kAMmlh$&ao97V7g z9|vijPN`|$G9^*~OY62=eudu$lgn$a~EB%VCIN0`T0xVS8 zxhGy;Svc61*a*6VU@JZZSi0UzK$SgRA19!~`$|t&Sq=Cp0xC1Mnji8*Bh=kpfU@SfeSi<%ZP-RcpqX?+*zS0vm zI8au&<@*)_GBe5sIBfK{u~k`~U@kroSkhJqsIn*Rc?48=U+GD!*vv*iWky(zp%Y~N zD8W>G0I+2J6aiKCWPOl;3hygDSyczyevN?3jIK5gwk4JX&l8Nr2LVgi-w{w{PuM>b zP~m;0C#?QX%&c*Im2F1d_2Ev;>j_@Lvq>K}MPH|z0Lv^`o$Ko?B-o0dI@mO`n1BjT z3~a%BCIJ=RS9-e2eVt_lRAy}LSYPK{f~oibV99zJ0af;7y^eqi?<+l7Rehb?2)NAX z+QGig=LyE*gMcOMR|%-HC+rUhsPMkh6E^6l2z{NO6OfrvHo(z|OXb%H=Hdf^CGE^r z_zF6E(r!mUh4+=7v~pi(cLFLi!gj2$a}dE)d;qXyJ(hqfd$OKNK!x{}o~)|A&L9Do z8C@;*btGz}JR?&h7>lNcq^aPGT_KL^@it8*4Wx3vMm_T$Z>P?cuu-i0!pZX{bH(Rp zz>}lf%G-#W+v?=gv}W=*H(&Q2_4fZJtkxeSI2hrV%VBuJ#=DOaP$9zZqrzU%eu{t! zkr8}U*T%xm7mKFOo<3d3Yuh6P$SStBzIV-hZF`V&CP`HTPd;pzpC$MVALh+L%P=~- zr!N#IEBr1@)L#)$?F8SE*XfXS1%isiDe)=+72a2i_7;6LlWQo5{__7O_-y0V_$qjQ zqR$%J)jZLQ!5RqZ)>n>KKssXbGGBD14>sO=nm3*+vt0{z)yhXSJtHp*UE$}NZ}QfL z=nH}m-$3voVvg<%!xI*WeF>-#3xtmfn>h|8phC>2 zrArC0P;8a9FnA!08cbdYlGX)$&cyQm7J}0dvGlVOwywF0fC^F95HtA~38?VCiq|zB z$(pr3&(sR?f0KaCysGgWnZ#bz9?+B4n zd9wAZFCT?bp86G_R+VHa8%6&?Fcz_Z`Ka_kP@ieJCm zxOXrmBrc7+g1L?T+LXrKgv)6vPQQ+b^?A*KE7%}`a1o^0)=$5_?fB8LLbWgi2V5U} z+zGuP6zME2l-cn-3%E3HWxUP~l!c>sm{4xXEibDt_fNovOGJ37*Ewbajs_UX!|^^n z?7SZDokNxKDmYLZj?rfC=6z$Pwwtdzpj6qFFAqC#CQ9=!J57$S@r}o?k1A}{b;lGiS6Bl&$VwgF^C?&Uho)KN$=n6d})(_Dagz0dv z=6jQx^cr@AXZU=UTZoF z>g#2Hgah#Aj24FHbmf-kOCziE6Y%-^YS%lvuI4(GF}CQ{4hJn}SPDTt-opT6cFkoU zhSB&c*v-z>1F`u^brjZKSU?NqLUXxf7>|eLxQj2R{JsQVA=%%#9zEcx!U=rkrG-2@ zg%6~z3#068J~)1l4G*u?DsYxxVH6;YR^V4}F@Y6mw>h0a%Gu8*?hL|)kGtUot zn5ur`1znx0*o#Tu+Ip%IZhZ1DlJ9SBG?DyG1pC6|^bc+yW{7BVDt;Y4&M(5tN(IFk%#7BOQ`GVC zxy}o#lScTp!1DYm7fuT;K?;SuJ)E!S;W!RBCp2HKcfrvdp3c2fsIwgEjJZ{wN>it7rhMn`WX(5W@}Ezz zFoiDW_F;xFNuj4OGg?cbQOCzqsMha^DK!04*G<)#B5+-2hf%&d5Y2^zd__R9AgENY zre@8%g6Cw|C2iudIl4z}ZU}}rpAV7I!IW3qoz3C3{FQ8A%(eUs@ru2%7povvy(S=r}T!r?E5Yo+}8Q?8dC)*YLx>#A-bFtB`-^TB4Kh zyB`4*uT!T*y?7^p{W}r%lC{vOIP%CNy|eN9`+A%Mdz^Va&io$dpdRPo9_NrA=g=PK zupXyx?m%~!*LKhKJMc#KPWD#zUiN18ZuWNe{^kdIp#KHOLFD@9_QEIT_QFTz_QGf8 z_QHqe_QI#;_QJ>J_QL1p_QD6}_Oh?)bq2b-yIO_iAHTMcw*rkY&gFpm_`e78f9LUk z=ktFL;{P7Z|2>5Ndno_+u!Bfwd7IM+uEYG*vR_FcM=F&$-Cd_w^F!{^{Ll&~H(G%% zZPguu?j_tHER~#6zEPe-ZN>qdVxqX)w1`RXqw zkSFE&>Zb{|BFN*T(uY7kOym~?RHz6@J8`TXkd_pOAno|6C3ZmCp9mJC=@qaQ-79t*oU=*Au70qD4IAkzNqob`uFZNQr2x@$c+=*m#Z>Z!bM5!= zgj6CCdA46Y1$d0I%FcjawIrovmAM475p4ER=_4X%l_LqLR3uEy>rybRWtF5jq-2%1 z5iCZ>!6+GoPvWP}Ti8Rqj(rUQm1-ZZ8;k! zcsdSd&ng%*BFYeX{y2U&bJr8R3q-h=$*-1rofFs-gI<$2RtBcLS19MJ1RkiE@ArPg zhtHQWTcZ!3SA=f@<4s!D7YKv#-a^_{i0)>2*s>N;dQFSalot-3$LWW*Y(MK=4-BxTr>d(Ro2+(*j5d!x0RFPvJkon=lf?FpE)HSyNSrEO z93t~6arB(`oOTP%quUsTHZ8)WzMcKVn@9X7yUnA3JlQpmx|g|S=#bRiLG~n^zJ>I9 zv4tdjvgJn7p#4UY2n63wT5<_IGb#*{8>)<#>$L^WI`!%H&RS<(tA~a6`|sq(RSRvX z0mU$7c<9<49;~@5$6a{nuy^oe{)f~2-+%J$rr0_6 z6kyJ7n5Au+r2%i^Ezl>LAvk7yWW;4?22b;Zr)rDX?ecyv{jk;<%R2FFmi%UPj*1VB z$U#l(@3jU+F2lmAEK~R6dme z(2UBtR_lB#7*H*5{mZ{Otu{g zxjTIg0Tn6`*>$Ir;t*UVs_%JyoM16N4$?$TL3MvyP+`}`FB4GV^S$J&l(q4D1XTD4 zVtw^90xG<(^r=>V6x|;P2vKugs`J`<6kSq2NXg3^pNGHNz_UpoH*HO`4FRB8*rs+( zvp2yXwgaZBY331dnZ>E&HO+|xlWm7Wu4&F7ph5*=%GERlg2nhaNb7V;O|yDRqPnCl zsIb+;)dW=d>OqQNN~Lu(0TrHCSYLgHfC}#`{fezPJoaG%EL7T&$}09^QU4By8{7L_JrM&fXX&u^>T13wPSsq+X$xO1Ary#Jp@$Qll3tID!i}sWL5QbzC*xeM%NDZb$(7THX4L$Hk}5$ z8sLA$zs;C74eq}Ega60hA9;VUTf(m~vCMsm055yy{)2!j>a^B;rDtx?SP>dLTV8;# z$<4SM;OInyXLo|R_&{JudjJ7d_M}}%K!x{}p0sj#Mvp*o% zilC~GN*@CG!uRI{RAvz{zwk{8KuWH7jbJJ|07g?h6xd0fkJ9(t2T8%Az|K=JoF}le z&4ut2`?V>sGh5jFo>R!|ME00_GCQAVqtRq`_Bzp*((n$I8mU%BeZd`e(3H26SQLqF zwDu9#e+aD4|e zBXY(UPfqGHT%*p9A8(=cec~Bk>7RPNj;TUCbYn@m9dn%PVd!}HAq@}MU{g3z&Pl03 z;tvs?aJ4rdBBK+ou3#jvm#o9w)nEggTye)_^vPtfVG42k|@x&PUPjBYw0O_Sj$`QZgzme4!D!;|yy&rEDyHQ3Yz zJe-jQSDTsW0v;lNT^0v+2%%6a0?rEFA{^M!{HsuJyh#R~r3#?JN5zvEgd`QfMpsCi zCP#{KjXK49WTm$mY@lEWeqrVPN$|(ncz`*zby1X^#@2`J{*7T^Fjn2}XD^0xLj2a`#QBVP*CgnrM2k#S-{%dQZ%bOzREvk7 zqr!IoF5E`U5Ya^&+wR|unGxw5@wB9F_eY%{Z})3`pV;nC|I~Ji6iG=)ExIwJY>sL3 zPeaGS4`tZnVv{woQJ_n3VVnQI`4Abk`QL7r!(o;>jSXy)rQUct^zkEW6Km`9^=cJ6 z-nbT9m{Q*@FlL!utHZA7usLIx5y10^xI3ct!Bx#ddudGUq}zunBXTy>LH& z>#w9#iT!#@rbV-Iu@43{Yv^kd^EEKIVMG5a>JVYFW0A8$T|(9l8~S4X7h{rXL;rCw zF{#49EZF`+5jOO-sFe-O|9|-?H5B`7tT?eNq6936=yFa)r$gbVL-|~EIaKv3bSj)3>cWU~!|E}WcOR>+k-2TtoKYu9> zg>V~S-`E(rC2;nV(EZ?d1=yh;&G}~YUcg2dqZ5+Jy@0>V`LEHgxG3)l%#OLg>0|E- zQF>J1@P8bt5CjGFnvkzd0ySY?}9_- z;2nawNw6mj57+K@#M|*HHwg|RphDav@KIrJ5*$lFg}6!Jql(`om=%k0a#w=~IC#4d z<}(P;RgH^ieXGA!V6z>3DxgoUbrJUrJQrhX&9Key*Kgr|kvD2lsk|2smT=D?JzvD{ z85rI|I=}6_uplRKu7TtID28_jQe7^w@DzHSNMSuHxJ`Uotx~wM#y=$F?R;HOL%o}=l;WAn1`eHA8rx830&Tp z`wyQNU>F-5_Gj*61M~h&XgXWgTfYCW+Y%?|FJpY?f!F988?W=-CqZLRy7f?etq)4C zXjeX7zkJ)S&EZ{#ufxD#B41ObO$O}6Bx)tE&+)qs!BQ<)82nWr^9!19By=IdI}bnM zc4CHz)&ST$55Hh$MD9HBl&8M)5Dh^5&V$zfJY+MS7cRIuc9dWGr)I~ADa1hcd1;lv z+;#XWItJ2R2R20$`xUL-b-0HQkz&Al& ze@b*q7@8R~g_t$A(|Ffg9hC17tUJlBb>Wi`;d0#NS$6`rjxeGAlX>hVQ1B_v=R*+k z*%y+X-baOXZvbn5*@wlzd}w$h?nL2i26wF zK$-yIeMGV4;;}cbKp3zbkw^uxCy5GO$$PW?jU+2Gn zQF&ruKrsv?mAX4T*c5!|9Xy%;;WT&UxLY1_n}ZpBE&E<}(-Zy!0!HxfNU4%%{~fBZ zTgGePr&_%V|1O=V!_&vIt!W@zAAF$4saHyFH4nBe;Aj>)^V+mm>;K`G8!aoaz=;rT%M22h6=8E)Nu?ja8yBLI|Td_;lz?|JMRXa0Pn+(cH z8{{5=kQ_5UG6J_G);h6_=%vDD3XG??5?! z3Fns+0Gd&`O(&cu(I`b=^JaoS@HEl~Om)KfX9&2=;$-iHb7CkSCzxzI6!Hn@PZ3a| z0+HPb=Sgvh>EKKs5Ldew2^QnyAm#fMRIjuJ6?Sc${$BKDUJ;+~C10hijk5`;@DarN zYF7d(ysz}BR)1F5eguT5xh_dgwDqj8q@)(3Z6~+xM^#ew-5lDg>7orGY`D7`0xG<(^rV#!^?Zqd%8an)hk6n-?99uiV*R=u z0af;7-JO8SHd$4NdLBT)Wky#Uhk6nTdo00Nd=RkN^;80?>Eov8>s&#AWfrW?^>sc*uoXXbuxaLQ0xCQ)usyIx2&nMB($iJ$ z>wJrV%8acY>+AfCU@ATUShD_sfGT^k{*8bN?<+l7Rehb!--j>6&FI>}zRnv7#^Qs3 zCG7qLRM`{uZ~`j4uk?fs`YA$R=Oh9$Gs*@yI?>k|Aef5}1eUZb2&l3r?F0c8-dB3k z%6*;p5>S~Dwqt#r8wjT21Ary##|fyiC+qzLRCr(M$*St>e3^jDjII{@IubQfo{@Q$ zU@V#%N$L&=@l9{jRMJ2y_lJ6!zVt#UzPSrL>o9bk3+|7bFH{auJ zyo>x@ShZgxI2z%fS73O;2E3W?$Ctl|@cXE+SGL;`P$4pdk1Ddv~L%!_Y zn*dqG+Sd25nP2wq4w#d*kMQKfhWRLh&+uX1Ja$~u^o8Pth2MpV`W6DJo!~pPPr`M< z8$5jy;*{topu+oV(cXe;M`QZDn6KuEzA6w<%}?}IW4qe;7*n?ytc~WY^_AllP5ZLkC(=5)1yxDd0=!y7Lp#KbHU*;MPk7|;ZgooL8k*2`qp)s_iO4hGqL5! z0a?{?&}s(NK-p*|_(&`(?9pg;9P&B8x2KSb4&KPh|@IHoh|$zKv+a1kdv z!g!Ccfw?eVXgVwO?gmnIUpUE>l%5AArBGk#a8ZIXcp+CjI^mUKT(xqKeDt(OrfNH! zujhNb<372hkVbU*amIE*bUCI(@w{DEg`&&P!oc7ewdgW?F-b6{bYIit!@-`wDufiOT{9W*FcO!XLVMyw`CY;NA z!@!AinZ0N}mxaqc&O-UB?nuoy5$p@+@!{M)%n;FeT-*dc-nz1A@n~j7Yx6kj`1m~5 z`aN+Tr+?~DHjh;#e&K=-F&e*c!SxA57RadkBBQCk2Rc{@Q=NcfL69x}lbUcsxmH$8 zBN$SE>>e$AK(Kw%uI-^b^#`f!4SB=d*KXbjBGkfSB)lT{@NT<4 z4EghEHn0hQf^#{VmgxJ7!P^D%zGBHdgQcVqAZu|w`4XoNW}%ZRtw*Rsgal^svqE4( z2EUeF5b=^xyjG3z$yBHMe=U*2cYml;twp_f3#iiKI@P~sI@LjYqrVRhnT0cE;fPrf zrS5SK?r{$3aSrWq4ub<{{ljHJah1z2E`)S?@cf8wHLU)*_y915I7~#Yb>TddFJ96je%-7V;Cv+CT_+uq@F z_=)Rn^PlYMZ3hh@mO8T0+wNwwc(hWk)GOt}kY05A^|I)8@X3~yw+FLP-VT8fRe+@GC%Wl|hc9)jPQU@<-pQoc_?wNG16Vb{j_1XTEZ zFZn8EZ9Im63LinNuTCML!uv{}YV|@8XAuyZCEd0PK_umalqIrC@Cu$y`nYLpnhOX3 z&B8XdYnn-dKWqm~Rny!;z-1Pvj@LBz5lprn3c03vf`AGYh$&ao{E%QVJ`U14ol?{M za!R85V_Q&RtA~xQz}MmU>OqQNN~N_m0TrHCSYPc%K!x{}e#KTuH}w!;q0&wklH7jL zgbl&b1Y7YTz|!?(0;=rk`Yr-0ysz|hm7jJl5>T13)qD>tk*wVlNr6+74nIt?T@k;_S zGs*@yjHH{0r2PxQTznv~q}}vNd|jPAX?G-`!uv{3T3NbjF9Iqv!kSAr5y^Te!Bl(z zuw*@ffa;#KbD3_3H+WC)5`A?#0Ttd?da|mdo0bxAnbFmTbQ3WMs|d#8gMcOM#ROFM zWKP(t2&nMB(i2vHC*~#sLNn^F4|ifdNAL=sP5QVg`Z`}Cz%mP#1xapVnt7UFD}L%= z)66djsPM$V_P|~ypu+n~Pgl9GGwp-;g4c|#9qa3CPcRi904!PeAfU>gtaAyd@V?TM zRn^xyl7P#Mt{v>_yp3QiJ_uOCo=rfNJz>iPRCr(M2^;iNguc#N0x~no1~@v=*SV5l zE#8Kl{M&gbjFy5>O$+@1w$A*`7c^g~$v(s`v&xejVAGWR851MO4Re*?Gkln_lH3;%P$49_iBsYO1XOrmVI{e5B%m^v zbuFL`mLSQUt`?A`B=>`an3!cEo08o31A1$c+^K<(!oD|D1{Ni`k7j%BxFq*;EGq2R zrX=@lLHRru$$HF&(n>wS?{i*$ny06yviR!-TpK3*=TQ`cdAYfFwH$z9l z4`!&+y$K(pb(QYZ5Gvhau5aqdhC;_(nJ9L@i;*Q*u*4aLA*}DFa9%I*+@zk@?8T&S zZGBz~SA+bEa%~~Llm=7?!J%l z)m~Z&E313hz?jM^US`ix2yx3Sjmvkp{3(IQU$yInP{aEPa|SU-wwpnMQg^eB$J37R z3iIJL)24yUCj5_`Xv5{veqq;{A*FuC1~#EosDbUDbEChZ5xiaC%AYNnXRyks#k@7; zb^(RLpzNNvr8J6!X@iUc4n-n8n1r zmuv&mvZ?1Cuia> zmkpFSN>k2~U&d~5Q8ho2>yJ7Q9PMA&d%3(1_-t7uT+iekNC_eo2^af%-t3Mv{}M;f zd4+xpBH`?Uz!M4oH#XV1NI3t=u1I*$ipx$Ud@t5EE$7QMy*~JkvOYNbP|MQb@61LT zoMRxUf?wdPf^)++2!dxX2;L^~@1^*q*F^mLEcxpinKNCf`@Ly%8VieCBmA>azOIyU zr?t{e)V>vNDvmJ-iE7`&Fh4g;%j~CRz?LiFS)Ry=q>V?w`^SurjJQ>2tuuIKh&(y7dnS4{7C!@uyOz=L4hp#Vq_T%#HWr=LSaD`yv<~3U%qR zvJ_$OYY3ITIVefkh{#M=dinbj(Anbj&HwUn6`x?P| z1lxR6(#%Ye)Ov=13NbT@zIu^>3hyg@>r5+x`3eD`8I{{4f|*346xGsM*WjB*cpB*g zrV_#2fq=^_PWD7FiJ|Bwm~1-~vIyoO1XQR%WG8}|6o;Tn^ByRfJ|I?NiwPFv;~?ex z6jW!n1r>H}Tt+~J&-aqAQr5Ud4_ z8-mHULm}5RuMtq80x{)kn$53mN0~3J(jZKoVK9CRu2aeP~ocwDS|1L*0BUs z`1y_X)u{wjcwgyPY=r>SAORLC?MUU71pz3(Xu^h|Mz9qh0xVrGB%sQku2&FH;eDm2 ztNc*(M+m6Q*lNBLmPppS38vx$fF5KQ3p0I)Nl5op+7XmUf$_6-$1fYnd-Jf7CJ`h;a9!@}& zJ!wxOpu+n~Pg+?3>Kz1BW`s2tfFhE01;JE&0I+18AfU>gtnVeD!uv{3R+RwMH3VE{ zbhRM>MI`LU3C7}sfFaGuWVtz&N3Z6~+xGDNN zuM%LH1*>y?oy|Vfj%pg4W_BW=!V?4A1KXQ`%66KO`#SRosLa^fvA)iU1XJ+=z>@V0 z0;=rEIz&K)_mw`ks`@%B3AoJY+QGigB?M#fLBJCBY67b4341dE72a2R!Up{mp|A59 z0x~no1~@v=*Lj>^EL z4^0qrP2UWfrI_mwA&M%WwZ4POrkLv>pr?kz7jrowkd#Udgv6mGzy^zAt~Is=h>N*i z#G=A}ZHl>eHMcXXbX+4_hdqIcel}2`Uj@4>Ti0=Q5_DYiBDT`nCWaEZK6hNTuE$? zypzkb?aQD3xPmyuK1{^16+KZO&VV=O1WwHvv%zcg&98$ z1B03TOC`Zo_F~9;(c7&HGtT7Ji<_eTzX@diissu0s#2ji?^ zXXLp@Ew~zWeq5YU>w6xqna&FrTrk--CBIFWt=rhOGt_|F3I@j2 zAQDHItJ=*GL9 z%2kUPYEtr1RQ81gK7u+#nB-XetPq%xtwRw*vF3~M$yCH})Dk)T$sdXsYEdulf?_8o zV%RvRsrtv&y81!3P*AJuaSrKm4()Lc3kClMdK@lNvk-J<4xS&%21W-ckM+W@pjik~ zfgmoZ80A3F!E4ShzM^*$h&OY+>z#8UHkJkX^ikQ0MD|dSPrN|$m>Ri?OB_AtrIQu} z`B>WV1o^IF#N~o~{3pADe8F{Bc7lA}h4QewX0TovWO7G(Rle7Ys(ivHTbAY$sMW}D&<;le(6weAW^lhJU%)$(K}e57%P;Q^$zlD zn!!?Gh1(kwr1IbCiCC@k-`^CoiVsuf+E#-#U)-uUu1FPsKjmxDvRLsiO#_LL&FXQ= z3w&{|lPhJ{S?I9;v`M`0Kk!SAiFn_g^4B%mGZ&N!ep?EB7Z;w`YeE(Gpln83%f&>? zPvN!V7Z`*@Ex)yFE^nBjls62hB)}f1BN? z+EHCxO&UGQ@>g#TVA;0a4X~mFcXap#L)xNNM6k_ACC$u~P4>GJP$6a}(N_l$P~m;0 zZ!l?PaTXE)no+q;vN%aJO3^VomEaFNjr0Li$>IzWaGAx)o-7VA6g7g$wnHJy;#^2T zg$hJ=vN%a`NO`#C8iK|6I7ssI((s9NtPpu*>S$yX_B<0AxA z_y}Ts^(_J_ysz}BR=>gQIRZk|T$i+H+Pc9kDIcUPk$)g~1YWgr&DU0p(%-K zWm`}^fULC6C!oSt4^jkEDy_>2sPMeP`sxM(D!i}sE4E@w_{RybP-#ahuPkf{_lqWM z2p%TbiVp#nuHPV_%AT&z5>VlNrKhXBCHz+eRAy{7-x5wF>t6|`;sbys>t-KmM;VKq z*gFwW;eDkit7=R5-UM7`bhWW1oJiQi2*%=rfF`8ky0Ttd?deX{U!fz&^G9#?{mT+Q*y_aArJ^)y< zK2AWDJz1Y3pu+n~Pgd2I@ShNHnbFn8mT)3rUm+Na4+563)Bk-c*08e)sPMkh6IOpG zW>*42GwQAncVhYoUcsk7ecTj%oude_%!1XqzRqa`Tk%r|n`ZI^RCr=wFO@3bi&Lf~QV{6CyIv*sMiVpymtRE$y%ATyBBA~+iN>5f*U*|yrE;G7zu&?tSg0c7@ zUoNi=ysz|RRrPho3AoJYYO${)Q6uFU znac>qqN$N2{eY1A^EOQ-4Wx3vM(Xct-cFq>W6#KJui6mYd_Xx@jBnVQUT(hTpXpu} zA6~wL;97)7J_f@Rw%pxIK!pgnj|zJ&`#1p=A{Y3m;t}iu%?xKP-}l`NWiDAvjO${^ z7rZ|pKv(fKDlN18$;PazI|4iQ-N~Z#*p2xG?^7Okuu=LA!Bj+)d{j~jOL<7_H3BLG zqlvznc~hoktB*>*y3JsU24Yg$jsOeAR_WPP4}{T`gJ*0~^2g^)EbsRxI1RyjKRazM zDls;uFKi|ye|=dfhVpO%s-56F@;Yg{E++r@(hT^An8{Bfpu+oV(caUhbzeAn-ej)$ zJb-O@Boh>j6y$#g0o(jUk2SWdjgO60s`bIzXueusIbNx|waLqT6{tRtf`~dYiM^`H zm0G&c21`&WPM5jJQl)qmAtoxHwZ44XR4J|kdYnR_6x&dxI5iMb*l&SC)}l)B!)zly zS1G=hMTPy^R4JY9`A2sqXiq=p;T>Ms(7zsE9F&gweIB0AkhOFQBJ)A z^0iFe$Av$M8n#|`Z0#dLBke{@)bnRNm)+w^hqp4zqmsqf3*Q8;=!|6XT>^~Oqy|)T z%{Mp{dHfU`IA%J#I7yT&K76K-zn35Dr|w+w=!92_ah2n4P(6w390OMhLvGEfFV6#a zs;+Z-b=*xBJ8rb1obnC3P7C#pzX}6`kJNg{?8R{Mh@ncpM0qAwLbR%P{8P=h5tL#> zz2oP(jhG>#c^s>E`~ov0qIb-*m|E{R>ioFgvDWvAddKOXdR)qTw%n;GJUVIgZ z#jg_GHDjg1P@z6~nWhO+>}6)OHrJz$kI!|j-xKG0`lpI)uD6NnLhjH(Gs+#?pu?Mx zI|wKi1nK9C)C?9X8na?0QHE7_Z5+zBf5J8y&e5EnVKYK&Gq7VKmL~y0u z2^v;uWi~LTN{g3V+cHw?ig48%1l!(i*S1jU`g|%oLtZfVw3`=#AiI#bg;xY0e$=iH zLw?-I1~%bGtlZQ$CspTee9n?-1`A80X+&#l%Uzr_m_^UeiXnABMI9ofE{mKM>JoDE zwUFw((onq0jWNkor2WU1sNuUm6lvF@Uc4n#Y;lqH3z$f|*bnKS3rg*wC_BII>~T)W zmuha0!+(PplRgGY#0wAV?&4jIT)*P8!AN|-xKw-R;dtrEBf)<|oGc5r>m#%ciTI&l zyV$1kSR3hOC61o+D%KVR+gWAn3AS&13;e_d+xbs+1>1wJQ+9&w`xI(}L#4vlm^-Xj zYu`Dh)*gJUWvTXeWgyiaq9EwBuVLEG!3eqh28njK-2r#cGZcB|V(hHmY?jTrq8oc= zV=Iwp%{O{owfKud8MP~$i$Qyu&-*mpRTByJUF5H8w1MMF{q?Sp$D+fcF9^=+ktcvi@e=sQRbEv|cS2UP_w##?3TGAfV-OOR*N0(tZkUo2nNP`pFY$+`9s%$FbIPkv z&j&{Hh7kNN%#CC4a|0u-ek2SJMX2;tOp3JnDFjrAr(%3m*e5B@BA`M%9pIyiKj-zY zE3H08@VDxYU-W`n|8QC+(&{B|4q(}KF~NES+k8~g%uIP+?J5E)#LOi6>Lvmzysz{v zA*~GQrwIVfsN5zQ(j*$C=*E7D;14{F^Z`@Jkp3qDmsyIFUCOhAa5>(VBKwhDSA<%5(Z@@#@v@NCk@O{K)HnnS- zcN6?!J7B7s=1KxCvp99Urn!}1vh7gFHO*%Us8E5Jay89Y2o~exAg$9WHO=>@B&rwM zf(lzb{4W6&zIu=%m{Mu|oq!6@E3B`!xD{W)<9(%Hu@w?ruOq-hr5&lfvLM0b7fsj@ z^b%~vhX700BM7Lnr|X*tsPMkh(^Y=LcL@QN8C%VFBooP6BAAK~z#Xxh&eKzJ>p28e z*^~8B0xG<(^kh{@a9vBlWky#U5?n;Weu7{uJ_vUp3Hty6RrZAa3IP?~S9-z*(pSPQ z-|rKUnNc>tVYHE+NZMZ$%*6-d4kT&+kANzB($2W8^A)Tt!L=;`l^J2pCAf%W-G^Xm z_GFz;K$SgNk0GGK`%0f-RT5mM5OA5%)rJHYk+8!AWAQ=2X4fhKRrZ9vfPf0`D?MTL zcVa$3KxjtY_2Ev;Ed;ON*`$w~qOWro0hU>?I@i~Ef?z9t>R{8%cL}KQ#K88zeo8=v z_m!Tma$o0v2&l~1+OfXQMz^=4ipG+4YXYk5$+{Z>m2I-B`Z_%XTxN9bU|;8Gg0c7@ zUB*|<>->^{%Z#oT`#KUeQl63d z3&B`4HIf7yZh>aHR_OH_c!Rgu(%UqZG?2>u($38*g25KRL+4aM%mjVX^v$4geNyit zyD6ulr>UYVu-hH@iw~8XTHiEfp)2q@08MqguZa;Vk*2y_V#{_AcZ*7-y=?EoN~SDw zBnt-nwW&n9MYwrcB|{q7ChXCBM>bTj&l`49t`fDGBC1Vsy`we9xkH6v*C}{XbHn+1 zo~ufh3M<^wgySnAEMSs#AVmjqlT31Qbi7nAjFsH3Rr%65?2rc~N~TjcnqLEIro#tR zs?KPk%+>8Y**iY!Xnw+3>NZCVzVpxo&08ypHPoxuilRZcI|d>cW*DO5gO$8E$65nURv zDyJ7QGa~9#JVUBgPNU9`D<5iopQwD8{;AEFNSsGUA${mRDJ>@$QPUB$_x%YO>SwVD znJDz5o715r;M@2R#cU)2A7mj9)-Z9NU}z_0q6gT(CYfk2rm&o{Kn8iq%L1)^MBvUh z?b;t|uYHY2jo`wNJIsac=8hl^DCBkF6~TwUvFpQdHTxwS*n~rd<@(<(85YgS#cN?u zy&CN`)24yu4E&FOuFhnL>yr)Nme$hqU*Jn{HG8yn;z~KMQHKZ#%;IN-z=SLwiU*1{ zUyM(t;(@t4t>({AJWz{z@#awY#Ki-9xe8#YBi6tFydH=D|AFw|z8;4u3HCViKrfJ` zR#AEe`(ZBuc-KJ(gAXhV^XaVz=|ln}LSa7f!p&nun|7;(A*?W;|FI4W^EFY>h54H1Z%_ftUIi>uVZLSfWNjkM zHza>uM#6jo#}kG5f_FtP*O@S1^97-*TP35utAuQog_I@szAGMtus^^ zg%02v_^DQ}!oN$ipOQhLutAs)4u#{jaRWa$Fv5J7!thYwNwOP1lxR6(#%ZRw)tNK zREU{L^wn<(sPMkh-z3$F*!+nA(2UA$60u35QHtu&79Ynq8}KyJ2TUbm^Ev`9vpCrk zu_1<{mteB(P{<-SM-Wh<0+F4FO;Q|E9)&rDU@<-pQoc_?byizYVb{hI0Tn*qOTJ23 z8_yx2!bcG6t4j%}@V?TgTK#sgYY7NZb6rx7Y3p{dq7orG~Xon!*;+_HO-F*xXj|z@tWp;2qxPOgR|x^6~20qBA8NX{Tl%letu(p^>zX(ysz{tw&GFkVFD~v+L6jD3y*61 zMH4mzYY4XDLx830dkCnqr|TpE72a2Ry2=~4Zy}&EW2^ZFZX#LlBbbU00G6yz5Kv`L z*6$Kf;eDkit7-%HPYJlp=xSpFH<7S^Bp8bi0+z5FeX<=zCUzy-nt%%LD?MR@jnl&8 z5W5kOnNc>tVYGppNZJDl=Hdf^CGF7!RM}_QlL@HszS5Ic-oX7X0xC1Yns4AHl68z= zDn0;MvaTbb%ATwZ0xG<(^kh|S;QlZHml<7cY~Usm_R|Do@j<{6_8|hQ>nt1~O6`mN_ zE028%sPMkh(^c;497;fC#@3GYb>2)c6(0aBS>H)Ol|5OP6HwuOr6;SZud|AP%Z#oa z?CZRbU@SfeSi*jYfGT^!-cCS;_m!ToK|e+4>wJ!Y%#5-Dj!yJ-o+Oxy4+NI9PZLmO zPugD)P~m;0C#~Gqd6|I9jIbT+>umC=saU^mPe7GDS@$5IvQ1W1UuP}>ml<6x_I0E@ zmhz0uaRg)0)JWR;ju7VaHccfBq;kJTnD1iPrGe9$2nS0L=1boUYFU_XIU#T=H${~` zmOt5;Rdq+;|T0HdG*L1Uo5P7v^(9VZOXmb61YLm9~joCyEtH1AUYY95bEmnQd9< zZf8O0Zcz~HAixBvyZh~08%o{X0|SF`YN+I z*53|umY+#dYv_n(uE}y*CB)msp$BuR_4CU;$ zgMo3ihQto$q;|7I5Up!b&TgJvABHTM%LX=KiFYTdX@{3+hG@17}&KSbX40*eVIz*V&SlF!amXMx96+5w@i_yqb#ja|J8UCCPRqV8=7k5ET z6IZc2&R4N(*8BY+To+NT>x#cTCqJjhnX{DrGc*UJ?M}#-YB6m)J41ST*1N#C0Q_ZH z@lNlltw;n674O6=B9A?h%cjK9bKd-JLGg~|0Z;MnIz}e0c*lRTt9Tb&=wzpO*9(eR zwK^!O=c~hm=~{I^ye3V!y!Z){@0aAgSOpbF(>PGuw=4M7R-dJrU4xMhPPUiR`^J)rqj9)ZIG zpb@da*8yAT%nbW@hgIfRNklLuWPh%GAJeUwv`DVNTKmdJJlP6YWz{zsJ2;1%gvu2+i0d^4%$~;2 z8jQH!cVT#_JEdDYDdKv+AfQ6r+VN3gpIUpFfC_Qf&quXET(8N^8J~f48r)gnb#z)r zS7!0(CA9uNQ6}Pg)4&Xv16a20Ot2ooHXoHVGgG#;??XU^n3+Uh%_pG3`%2#f(hAWW zLjY)Y%d<^FG)Xi{Q4V@L!5?@U=>w(`q8TROGK-TvAsS*R)(}j#9ST{9<~;;ds6b>V zM3WSUl*d^+dfC?W$tgpUHK!x{}KGo{C zbp4co5H;7O=YiU~r7I~Pq%4ttBzOhSCVkwrHO)qMwYxl@+BMCN1b^5Ln5w4Pi-5~) zdUd>}Ih0_s?NG=y%?Sils6b4)n&zDZi}7)g*6Ea*X8DvvwW=+su+_uG1XTFyL5g5X zrF9hn)jiO<*B+&Qd(hkWS8S}WZX%$<`%1rJE1pF8GyxVW?MUU7g-zJR5PXSXD?S8R zy8b5t)jgTh^~VHMcwg!1DsRI6ZvrYawwiCkCX#j9-S`3;9{?;_w<4g*o~&;mpu+n~ zPgd0??0pHi%;;)k6E=~sM-q(12LVgiHxp20PuO=7P~m;0Cv33!S$I%lIRTj&Wdj^W zo3M$bT}v<*9|$aI-$y`|J!wBgK!x{}p0x5N?Ar;b%m{0~37bgPFAz+{2LMafCkd#s zC+pJ$RCr(M$*S6f{R;vvGrHQ?giR#up9sd{gMcOMCZEMu*4YzwdjcxFuk?h~--+3S zfY6M(>%*Oxg9%>2vq>K}MPKJQ0xYv&b*`_ogkURv>R{8%2muwI7}z#soq!7OD?MH1 zzRtS|sLa^fvA)i=1XJ+=z>@V=0;=rE`dI=hysz|RRrPfqCEzlnYX|!}-zON04+563 zFAz{=PuTw@pu+n~PuQTJBJ_3sPC#Zx*#Ji;`a0XfZ71y0;rKvcN$U_$Wl!2(0xG<( z^rV&hI!6#tnGv>QeVtPXrs4yDCF@xPRN0fYL_mf2m7c7szRo!WTxN8&*w>M$k@Aep z2METZsgb17fDqU7HccfBq;kKsr}K*7xsPvqyVb6QKXhL>c^>RTdVa>VX^ou{_5_Ff z3FCXVy24L1-{k2@MPCpW@Bbk98{wuqVR*tmye|+?Az0v}!d~D$NkD~25I(ASO#S-2 zH9;8FCB=^juvG+ZeLI_tONysCbCP6X@D#)b`;P>#;e);Ta&gK}UntI7_+6N;8+{I6 zeC`C_p?v_Y3*O*Ko)9O-)&x{|UoF~O^wq{7k05%B|3&cEZUkiW6aCfLt~Ne4R;ktp zYoqyUedTzi?$#zR^Y`fY!9M$_8?7!5w80XTSJO2FEGw@rB!s~%1zBhr9|oXtYG~3D zA1be=x?BqI9Z(clR9^iO+eFTlR|i-y*so3H)$L^sjGRJ&HKH=%(fku^$Y7r|Ec2}^ zu-*UAA+mPg}D-Kzjj(+0fLTp^}?&FLR zQH9#Gg>M3ibVi|ewE%;@qu)0;RQs#5fn%n#f;Um2_VAg)BDVZkzpl#_k4|`{I757) zv7;brdpgXY;e0(GFq9x^dzD@Hgp#%&fPujqYDru6VwgU}pxBqRyszMA#G!ZMN{ zFV&f>S6A-PxqC<6-km&s8_{d`=2ajMQS=4D+dpO`2^MB?W?_ixyDFT|Kk{6qp3m&X zq;EycXYNt4u2)^vzM}ayf{o#P{$Fk*W{Bu~Eb}n?3p|64Swa>dpjZ$jl1r#4LK#|CPbBJeDn*8TLqc)wm3)Yd#I+B- zH+ha@ri_m|ETj%%17ixQcvW<4x%FK0qXrA2YUsJl@SI0 zpJdm2p#bs;Ffi^?)ek_(JQjdT7REM@mSrtmJBmk zjT*iQt*u9^Ib#U3KICnkIz-4@7B(xqC8YjqgT|?Nog1T(sc`pgmYCts`B1o9i+b^F zxN?gNcVEPmxvS-63!U;5*H>1q70z)N_RXC; z*LzjbZ_0Ofu>{^!{%)q}rZjWj+0W@y>V8iNL|&HnE+_7RXjzsG*T-oG68%HjaIuZ& zaW~TIOB_At)w(UnhO?U3lMVkmqcWEb=Ret%4G+3c*~y0Q7oje2dRVU+zH6dpIQwkN zg5mj01;aTMf?D`hqFOlj#s-<;cE}9p>y=VeBz*4NzD#Ape}P|rOk~1;Dt}$0T~k1* z5k5OM>BZ)R^r}$uzakrxrX_2l4zBQB@nr@fQ5}3@gF5(HXK9C~ZIekGl)?E^PcOk! zPsPpd1G*xcmx#wfX2S4L*hkgmhpRd`U{ATvf@V?SFnY1dJ;{pCp)UI~1~t=I05hP=Ux!MKdW5!D8s$@R&Xz zu6ExdSd5Q@lsP9 zgs8a=50_8lMPNN&UFOy&8*SC2NXiE(OXM7aSMY4o$4y()97F(U7PhHf)0{-`hwXr= zYMOTtaGAxa<2B6+g2}c+A=fk$1XQR%Ou3roa)QP9I7sVsN=~OmkFrwyu$kGdjwQ?U+GtD#iK4iBfvtX9jUzXKp4qI_(c;o1g{co#fJb( z*Nq>*m*CmcbsGXIysz|hl@+AkNI+%AR&xa@B3b7VOvMKPOV&jMRN0gDtprqfU+KxJ zdN6)~fXj@oHnw{c3A>VDEItTW!k$k+l|5lEC!oUnN>A88xk-3P;sydTGs*@yI#CjQ zhF~r}5LnVaOhA=AX}>{0h4+=7w6cQKvjkLTgf&-?B4*g%6HLVi087@t5>RDN*3CYT zud4CB(vwxCAhi<#ml<7cC`b_ryC1<=d=RjNJ&b@Vd%~VbK!x{}p0N5mF=r4Eno)Os zxD!(#cm>ZUecTj%oz(bcBHZ#E z3{Tj1_j>{=MAUs$*bCaf5>O!$f{!X5N539#O<_iL39;pa_^Mh(*w(kN*|>z*3{WSF z8{sL44fY&@*YLr{DuEwFK!s2OCr*rG38?VCiYtN7oZAZ;2x5lw|0blkQwiwI)xbSh zT3rxmgC(eer)vgSRs$a+guyHgS!ffN0CaK|Qo)m!^-v8w)#Xxve*_{97S+ICh2cCk z@GDs`*so1B@NHsh7b+?6h@^xkdh|RSFW9sX>-;K^#)_O}645!13-_&4$a)6?e#`SU zPobNOc7xtjDBu^$bc4uhUvJk*Wv2pKt5s)pr8->eaSERFszM471j6&qJNK^*RjO`G z^RLrjgmiVSrFr7(euXmK|HYyemFd1(_$CNnJV+0m3`ZS+lx@Dw{F>*A(>1s5tcLhB zwYr!BkTYH@l$UYM+epM9RG@_0l`ne%Vsh2&!#Sq!?ykwRJ^no~XuX;*l-bAO#qJ(9 zNI6i?Wq$(!_fn|~25}1Ynp+xid`(CGO+bRClsh2uz7c34E(+_f83HkG6~e_8yV68u zblRaRV$AU7bt*C5=L`Ag%R}x0h*qKI6j(e*-E!R%(PtDH$%7I^6? z{yD6v71!U-FRfKdaM%kR>{4<;o^&Xz@1$cf8m+a(_J1gOqF{LE8yrs0ZWuUmda@TS zOwSgz^pDYe8^OkKdLG4X#0(Lgp2aTsI6_PRIA%s`(=+P)`1I8JK5q*hb*IXFmJ}UU*Lw5ZUs)t`g zWpv0T=F)a^iK2RcuU#L8ocb&q*o0GFYpu0=5{gGgzi!DegLOlpdao($zQP$pn8zV+ zAEyox@|K0o3U3L?JXF0Gy8|&AnX2CZ(GoNKG#aYjYf&%W9%{0<>b+~GdM}CIds^Ah z@`5sT;oM#jwr7c1TwB`oonEH)`UM+3Y+bot@9UjO6b_Z^#jdl*zesC3arB&5S+<~D z&ni$)xqcULj;CDDf3mAwAM`J>Q?8#=fDYW?vT9{~tfp73-zBD6AAYW7#rlB^6zd}} z2x|2oW@`1}5IN5g3!HUBl~TzaV#j^fdh<(%dIN3Sb>;EVv5DS6(6ohiWbYtvbqtmY zE8O0glCA$vPyKeC|Nf>5ZhV+B7sVZ{`Kq|RaVgvQ`zc?G*3*rDX&Oj`-Y!?BZ#v~9 zh(La6$?f;QusqDo3!ePR72VjAE?bFY6mw+!MWO7R$0jVU3^!4&KS2JvMmwf~Qn7yX z2-QWG39ktLIz~1i?WTf>QoX`o#YGH4qEdYUrtpSo8?uA6=lechwHX_A=xv(t1p%@+tJ+YW_X(>zH)g$l%!t7-m=U@<-p z(mI_|)BJWyqWV)?P+_ZwO&-D5;rQx7ieO5mwLJk9o>y33?Lk0=_mzIdRy>?CmjDZu zcCyf^_lqWM2#zDziVp#nu5Tlt%AT%g6HwuOrKhW`XI3VlGGnW`o*9v>?HrJl|5OP5K!TLr6;RO&uoN%%Z#oz^vsBaJ%?Z{J_uOCUP?ffJz=jU zpu+n~Pgwn(m|F=5&8WLR+=+RB;1xWZ^l?-4b-qG?Wfm+CL??>49}#TDPaSNU`85F* zo*393*#8kw;eDm2tK8R_@fg0~HDhbX`Z_xkOvMKPOV)h|sIn*Pd;%)Guk>V9^>vOR z;4-6Y2m3m2Cm4$l0+z7D1XS4*wn{*S_m!ToK|e+4>s&xUW=7cnM<+^xNrJifKwwFG z3jtO3q`ixP3hygDY307o7YV4$2-~r~&UXo>;sbys>rV-&vM1~R5K!TLr6;SZuk-&1 zxXkEkv9BXhBjp*Ht-pjX*U{8Sl5MyJHfH6Ok8}Gn2-m< zQ{Yi}syc3hEOGh<(YP$J)A}}JJ%=}K?o$?bvCSt$R^`XmpRAwlZzd1$7?lfi0l#WX zVansQ|3)wyL1-V9J|eUHo#J9Z-cCS<3W)T4&X%4iKodz z4olzD4T;2}&h>F@i_S_A^D17<+{S)w>RfLb*(0ygxQ=W__Y!6g8!HeLfQi()#`O`4 zN~OwbkSzxJgE|wpt*in$TyIx#kF(6J^FK0G1s4=@xh8_c#gX$v%VWB>W=J?|qh zNi}`^r6rUR-j8`IsxSRs;hVs9ab>cjj$b)mSd}k<$S-I&I%oU(919n6A8}uJKNYxu z@OZhfa@_Ub)ZKk{;G>+kLue~;I5BH{NC3lCV*;Ur;*MVwbjurau~5W~(7iZAM4&fm zfD#0#b^y~nCNmE}5cuBq>Am8Y>bxV())qBFxxQFPij6%K5-B<(Py9u@UJj+z9%KW@ zOlNLSlqZf)iaosq;pBKi03ntA9VQ{^O@vZ@savW=i2rCzvaod}gYVh(Kqztgoe0l1 za&jWk*o$F0jZMSEYJjRh{A+5i>-z{KF~`|CX5%kvQe6np%N4>ioFG zsn++25~t~(+D7K5u;S=OpeC1>WDwjx%scp0j< zD=;gb*!s|8HHXR-k3L*nplA7GHQ(W_YAO-(L+!foC;;LuWbYocRm*XX{CY&scHT21%hQ(%2=m65_p){pfT*L^@RQBSWY#i?$ zM6#fZi9NF7J197#7YhA-J&yN(2lhAz4sh0}y*#E}h)QY-S?sa$dJ6viv`tJ$( zQq6VvzXM(Uk>9+(Ig$6qt^moM<55MAnOkuW7f;YjgP&SOX9 zdM}ZCx#Hh|q>UDYBiZ{r;m8T*qRonsEcj1$g(HKaIy>RWec?DI7gYEL{fn+{CkGc{ zqm|+DlIsZSeBG0cHwb^|6+hateB{~o^;1=1EpqrAg0+`4~DjZk5 znL$XDjU0w~yJ4bEWIj;?&cqcX9|7&E5fGy0 zy7Y`xTQ?>q<%5(Z@@axs@NCk@O=69iP*ll1`tD!i}sWK~HCe1(9^jIK7M z1c-$F5y4n|5U_;(H33!jg#AAPD!i}sgw@}Pneo+jSF`KGotT{oUcs|TA2&r`XCDGA zvpmzezRm)Itxu#0jocpyjrhqAn`ZuvfC^6xY!B@11XOrm>FFx>b%qJ3%-GtozRntg zsrUe3$@(4ws_e-+NkE17m7c7szRoQKTxN9bU|;7xg0c7@U%J~&B;qRPzHcTm|> zAG{LKQx!XX5t&fuFEtPnhb{v)Sk(EumF?%^I)9&IQDMI}b^f*%w>GP!{vsQQz0GkA zHXKdrZ}&5}HXYOY8?8B@l#m}AbMw`FdB}A*l0dS{Q>tm<{X!x71xu`xMEl;)Y>tZd z-7kETN;2i_@>uWxXYWnmFK^R z(>FccO)p7?O+?W|+vVY)C_F*jKm|onc#7iVxgetG)8_&R681$lL2yC;=hR*5)~$PQ z-&41HI{f}GAE=&Q?x|DfeCyPyQ>UuTQz5o$nUYq@7t4COUE5mH%WaF5~&OjLsKQr>Z z?OHOI#`NAJCpr9!yG8C5S{`j5o?p+lWXuoVyBi4G zCk0J$i%hH^f5zb_)-N@0f+cRTY2%mE9iSRz=Ha=mLIx! z2oSbyjCANCei>+40-Ye$Ll;+t)TW?Oe(2(I);n&7to_tvHy{NQ685aB31P=A9!QqIHD>S=F31{f# zN-^g-Z_)Wwklp#HbjJl0$6yNZtcG)IltaRCtkF_DWYcuJOfRz?-Av|ZY56{_FHRn8i3WDW`LcxwSq9&V&(%_ta-Q%FRzY%13ZGC0P zk#!9cj)N@g)J%Ka3LFniW5vz`6@9N;>(n&2wKh%xqAUik?<{09sZ4ozcXdKh?=xjC z?T@e<5zSzK4T#gG!B&Un(7j2O1cxqat}f73u_Xix74R?NA2DAyaO0^84e*ggtR`1C{t&h2j3I@y14x+nY%r+ap9S=`Dn z-e!FX-@u8VVq;^{GDT!ITPD1j&O=5c75{{%`x}DU+ff3_E&vR(R8K-jXOniX`z@eKzt;V&-Ik^J*9G5-`*B_ zl;)x0QJOx_M?Ozeum5?Pe(cZ>)vTWCL#M5Dg^pT@+ z1hNoxPGof{5q7o!+6?c3hZAi|{3qUX=UNK(cUE+uAUaaV(WON>Iq+y84+EpLZdK#t zz|$4DBCK0kTv1c<&Qsuuu%u~m<<+2-Q54ZvHqDdJAqom?`vsZZzH;~heDz3z$};2x zIVps-MN_O4e^v5x`1NyZ8COzAoZ=oo><-svcvabww!gDFV_NKt!wQ-rNaCX=^VH6G zy#iN+&S-H(?TlYj;EK>0Ev~#8jNKXUQeeCJo$-4NId$laipqXaL27hmPxf4F)N+)k zyB;NW*Jl*Cng@0G&#tWLek;cFS)@u)RTwFe@galjpc!| zs?IJ|3OLK@DGerzw%KpTOK~cK+gWo8U}KrtPW9- z6=4`S0LUx&WE~1z5rzSaE9x+Cqykq2v|C)&eHb`Zf$ioG11B-$)L|G3B9cTy@MaOrZb9G7Nu#+Q7GVhT$Ba z@R(nkp)3Am`ayFApAZKB?V_tYu-*zUv`N>MEyP9OOb)IQhD*g@)psk4C}U`uGb3G# zJKgh;=->P%1Z7gz*&N>rMbk3dhbOVhheE0h8qfTIZF!hH(GJ@J@-#DVJU85iwNpY7 zC9!G_s?(i8`75D$z>oLRxgQ;0DrW|hWk`AibuJoA_UAHvnH1a+4atvqRdjxlhUc>O z!fnx@OcIJk+ z9=}*iLiQxo+Mn63=d@Hl*Oy6SQd4VI->zp_jwRlL$A7~4NM{E1TnTtAL0V^8f|=N= zJ(phP(=N!B+uK_vLiI0#F493?UZ_`N(Gw^26FtC*)fx zg*B0XJxl8?11KR|)J*N=`0~Ly0<@gWJa)?qiuu0CIKnLdSM( zb>~9Xdy<2NETj=s0<)>0~20tL05#XelN7!ob@ zwXFl?a-p<#>C$vQ0~ZSRFYW3~bak)lT59AWmn)e~6!JMe(b?6tdPVmtyVF_sz#kQ> zVzI{_79vmMx(Q<3rCo(-bGV{CDyY0Yghh%`sg8&Ano2P&O5Ogu6#K*!|_jWb_?H|;2bLZzy#;oPpvo$+*CSr1x?NYy1G45v{koh41a{p|TI`?X{oUh`qgDfEH{(SlzK~ zz!%B-i){nW&js56XC8Emnd&gps@rdWBcSJ$%1V!zI=w@AC=nOCQ7bp~2}jVJ6g+4YrJ zMOS_C!b6`vyc^D(0~4H?_**Lhl^5+4G-;SY)*4`k`7EJ!J zpnxmus{p=dD3tGw`-746?isoj_YCoHGvC9}nOL(1HYyy|wYYUzV#TTztCy|m?p(Hf z&C1R-t6M`Jg3U(hqgE_#?M`%duYq{xie)R7uUygDxrRODvvStvU;AoCsB7`!R*2U) ztNiSbZaW%kc9u716HGvu6XnkW9_qY9DjW%#QWxVpq{IbYvwyf&fdi?xnRB`bJEU;# zXYP>tHg*=aLyG-X-yKqd195LsaDbf9r12`8cW^OWF#no)?m@`fX>|h3G>RF>4%`C2 zKMT$Zu6C7RcW1c=RybjIl)28Cxj+x!Beg)>BjrmW>MkkA-7(%FUU}!Vug&NYzuCNP z%&1Ymm9}kOt6h@HXR|tssFo7R-c;haN?#u=3n^>%BvEJT% zJ_|1ym@8gn?$m&otUmDWT_a!(+icGOUO^IKL@i#jFA)eaadeY z_i^l_z!f1~-Qvot!8`un0A~34IpfVnir73{LEe5zTka)*@J+#U{bwn|u}+su%0rZ)U8$kF%7-u{)NM!^nw_{X9buzD5{ zF!2qNM0fZ`^is$mm#fBDIoC%#wWLCaRk#8}otwiH7$n(h=~&CX+qqe-Adh-0%+I+w zL4mJ$dTP3J^A3e3*IN~`b2Fg86-g0$opW=MLW}8okOu4;&dmq*O0KRN5w56i#1|B} zqPr2225Y!nw<>T&#}!ppcPVg1msR+P?Q@OuFBI4!nH_1IuERCXiV>m56xvEx0Tr$< zD{$3#xQ_aT?0?sCFzK=ihpT*z^E3sn;-NMEHO`7)ov+YTx&o+R?Ns3E8?YK3dUV_u zoaJgoSsksw60VD;Pmc!~mF@!)E4QID7*b%5Kd&{(<>sDRBWaP^Ib1NI^XuIRD~ z2dr~_vXGzh0R_(DLDu1;8KC{NLUZYgpn~=*3S51o;h_Dt0#|fdg@abU#`$gquHpeU z{x!~u!`y=kO{FV<3f5;7xcWxJ!TP!aS9Dp0gVpaE=kdR!`_=K_T90d-6#=`yLSyMl zpaQl{fvd&?cBKMWbXkQ1Hhf8Dg93-~p!;T6iP@|m6*`*2_2v`T=~G}Up0b)3*SSEU zt@N%#H8Z;uxS|7tI!pVw0#|fdg~L^j>wHdut9WQ_T3qLLg{IOKKn3fM6u4?USbwd+ z60VD*dZ>`~w=9$cFk*ZGS=W9dqu0(R{G(EaGf19p}IS9Dp01J;SB2yq=vfwOp! zb@*sTTxYpLbLonpg7!ECt{M;8(-pX)%PJhSa$M&;1+L-&wrO#lqC!*Y3ZR1ZQU$IW z57rMWa7C9@I9UDSI@c)h6%Vd;jO$3ysF5S{HHF5Kp%HZM3gN~ebN5sbAwTg;TWLSy ztWCaXZd>!-WqBuTvHyQ#H(%|1Xy+l*h)Cr1RdSzJk@Mvc6@gB7?U z^h`xrwJUH%msPk!5t>QAR)N8IP#&R7`XCt9*!r+ZK^}A%g)7W2lm49we8tmK{W9ql zRZ&oAa=ld{XVPDyz!gamjmxAD(nAe@{0fB@)Abtv zzbP;nPi=d*Pc!Y;bcem(3iI=64piVPo}QZS({w5{x!$UfeVU^cxFRWHuk&fnP-rn- z57IbY!>8H0S8|mb5w57-!$k^Q(Y*&rgEc&@4=8X&#}!ppS1E8smsR+P?UP0J1qHT9 zW=C?b>X1cdIZad*d|RQdbQMtHdba{sjfd-R6u6?xDjcqI7TIG8T*X6c{46p>u)eO) zRJsDFU>*OzBjLtUJN7;bT+w9}4pzS`viS;p#e-`-vd9zxyHcUCbR|#$yFr1g##`4j z6u6?xDjcv*_Lh)EwpD?%c#w7Yh?PaA2->njbLonpg7z{6t{M;8k1B9QmsL1u0VD-x)dr*O|cyO&p7MUVoUsPx; zT?tgc{!@Xg#shZBZ|I&iT~^_M4PS}bUxCAT(0wzk#3U4?LPt}$-hARZZ&6??p0b)3 z*EwCGt@N%#H8bZaa770Ob*h|I;EFD*aJb5GoeLDWiig&w#dSWc&{Vnts9?QDfvd)Y z^-Bs|(Pb45R=>E;?FxLwgKHDxI`=9xmaYUUVDDGps_}q*N`Wi7til27#8ZU0&R-Nb ziw9YUk7mSmT7Nqd-ZT}o`zmnNc+eiMz*W6LE5~(~D{vJLuuY5Wyj7v8bOlhsdX55D zjR$L5fh)SK!Y!;{T&JkOS3J1ZF|H#)qehO*`xF{WhDOk)KJo^$AVPlPr|%9tB=Yrx zABT;Gi{Cwrw?qE{ZilW;aX%?;#1p>~2J+7-$etjw>wvt%p1iLsa793b#T9k3`+Wtj z2*$$V%B$B_^HylQ7ueQnn-OkNA4yWn~(w;+Si>({wz z`Zj9BjN_p#Hh;UF!xU=YOMW6e=k|y6a;1>f&%MOF8Znnn7K_QDcCEhe9nZGbkUWlY zBleAwf~Ng65q(g$xQJ!v^1!v9OIKry(fbt|OBetxuEK|!2^I=OHC(B{Sv)mN6)+j^ zqR1e1w0rDwyV&R(6&g)f2Xzd)O@S+dU5){gA1ZM6rU%LI6&l@mkUXit)yRP4RRzx8 z^dOn^d-@!r@gSL}z}3irWT66QZ+eidQD}7IL2{x3S0e+GvlTdd(}N_V(CEg4WQPJ* zBLkAl6*$}bLE=oQ{BJn_q(Y;~AW@sTT9fJ%oajW&Nvl-PJ#c1V()cUH^S3};KZBGE zD0JT&s*N0cRh?SY(|y@wf1*;(WJ|*a?vNZ^}_$L5s^ z*-W`7nM?PS%1|bY>C6Rs+u~uX73bm9`_I6L@dy%m1^(LDV#W&Y#SdP_uU}mu zLD$q9YBysXZN^xLGPu5}9(^X(swK5_vYagG<#sJKpr^KJnLaI3UR2UttfbpDU`s2d zl35+U&*jSraZYn=7_mKA?o;_3dr*7PL=@2V1NY$SnXdrkRQ~S7Av`&UR=5( zU);9T(wXyGDyE#jnI02`p|$CJs#Gp!a{XGqPZPA9@KxThprvmK&4C&FCjzx}P2e}5 z5x=Rno}Mfw2lcXE1f;nGS?(_css3DGg9&6)t$QIuq3ri+E^TEvDVR{oi(6qhx7Bv*S(DYlean*55E+Qzb&jdWY z5mH;ycojIr70uV+6$S#+5c(QFtC#)8Y2)8m8!05*akJ{^!jKt=(RYH0N@dE!yQ>q5 zdS7{{0PAkvZRf_nuo*8w<-3fRkp*U7{|tX^vKV{ILK~=V;kPU%$eyWdoVMrEk7?AW z<_2I>P(_&HrID$&Dwx502^44SA*;d?+A(M|8HtA(iRe9Z{*cr&lf{0$tmTVZHrcCZ z!#d{c9Z;>%F+C^OuDCzAi%<|}HIsMDE+8D(G4ach>zF5n)TYoz-Z4*LZKRNJcT8gz zJkA2v(K_ZvY(}(>=@!1XV}{B;uw&MKY7Xm|5;TQ=8Ac^mzf6!d5xZZmaA&1xZJ5gd zJrb9EoguWO>uIeIJ}tv|${d^EF;p?j5<1vTjS`o|Rp2U= z#I8H5$3&6OitzUu#qM`TRJ-3NYnRzsuVoJHRe_ed_EYoFGW*#g0XkuHV%g>)vMvH_ zvjP`u9k=U2RnP5fjvtQmvP!Q47gswZ?lzsj=+n{(XTWNIG3S|+I-d#}9P>c1Ri+p^ zOZCZyir$YGn?waqz@gP zE4>OL~NPVB4XQsqoOH|!t! zAGm@2&X{OGEz!q($6PHEd25+1olN~ z822WHP`(pBCB*Ei6Z9Mev>^czS2xardaFxI<+Q%Nr=0I86!Vy;2yJd#j1xs|FrThK z=wAqYFCMNQDtwUed470c{igD8(rn(q2hD&IYY}fH3(V^c2+YgPF~jnkAk6a)Xt8TG z#1Ube(Ib9SJ=>>QZRLTYUK+?}(`&W9Y(5E#C-z_3QCe5Kma{&`cb)dXL?=wNk2W8$ zeTOzf_tZB{6srA0(~x?<6o$eZ=@zifI3KDvict8YTS_fW+=eWe3w_YY4|p26N)djxAli(N zdMM8DQsh7NZi1QQ{M7!92~F4Mf;4|lm!?5T(Z2`CgNUR}AZtbLTGop0$Ab!75!S9P zu5R~;xy2I@f%k%}o>Ab6klzSz)iGrX#7N!#CW}p)*=s-A?R`Z&Bci&>1bRyc&$%88<1g-TcmYGDA-NAV^jAfP&QM z%BF7F+OELWJec@I+_I(EG2W}d6-wG2O2;EI5Di>ta11HV^byZOVw z|1#v%VHi+U_Ma7`Mprg<7-;ze-D@KZ1B$YmuD}&tR^DM?iaVYnS~>A6!S6jtf!Fwh zgDKd$4i0L>0(SEHL~uNj2k%ba*xu<|6co{Xv$Ptx4xTFd@h8pjcq)2LsY^P(7UqO? zOhx}TkTX-!--+75w{|M}9G~!+Un06IK4k_2uSc3rOcw_K?cj#`2Uxvptxp_ZDrW|h zWys)#W&cz@*Oy7_xso-jH5v%>ACA>FQ*c#6$xf6e2W2$OriXex1%*MVSK(nW#j*0gFuFYm~JYLl$E| z^P&vA5t)ldqU|k-=xva!PsDU%wp9KZGz0DpDm_B;Ko{QL|Gg6+P0Y&JZ`W3?PAprs z5W8r}%;DFv8Qt!QciqwjI)sjI+k`f;CbJs$~%L)6PC) z)4EfZ7Ser7&(Vw9^s*~oz$dmXY%^{0x8J-n5qsOMA>G5cZh|;Ko?L%1c6;;WqiaDtW;a492Bu?#Z9Q@}_!)cvYK_)4tLLD} zPHN?3FJw5Nv#FQLS_*bVnjPXS_IVc!GiE<1K}SgEGl_h$e`!}|qN{sV*HR-78IQ?q zq5!${iO#OB)hoJJd62#&dMzTdeiLfv{NAV=amyoc>GsEGwkvlWba3)Mz8(S=P zwwE|_BR^MMYlD8cXfSDweK<0<7IA=FwAkfkc{XxZT~i7{)UMA3Nl$;sJx>+gA_`V5 zN%QSvlYy}9$4L7+@k>5C7Hf^Z{lpV|30#gpETlGtHu5bfhq5+ONVr$@srxz)$7Z;; zps-+t|GrMQ@V%Q9LS=8t&}Uy~?WfkA1)f!HMDMxuDj!V4mUuw5fXuKORlQY~r!|qR zH4EH)3+OmTBKj84!yyP0)b;rUEVx@6M^;-r+dw^u4DUp6IPoU2M^OMO_2bQEQyDO% zevDrR)ms04TnMR6p^dyB53)8=NVxm4u?8L|Yy&M~GotllxA49FI8^q5{kZm1`-%P7 z4NswehEa;uKhGv>BX<8x=YsoZCTE5~OGj!(1zh1A>G4Xv8@~*ywf?>PJ0Z1E zx~2sN-n(ySZKRNh)4RWm&4|{!-NN_w?oinW_U_tGyoUML zC~(2IB92z&g6}cGiHOqVjc-MKo{=!3&%>Nehr-Oj`Bc#0sE335KBX&J;^#B4H?V(D zW?1<-%o*)}A` zbUiA>EhGuO*0cp0v@2DH%|E3|w!BvBOsrhJY~|`T%hxP};8*AB6>D1gM_nsdbayRZ zzM?gVVz)2FHEULNcXlr8>|WEoa#i=5)j*Mdw6eRqyK_w-Mc8eVK5E%wcm$qazH&`> z_nH;U)&Q+#s{)@{fzNbx;zMiJEMK`|`SLZ(SFP$^zNUMHpuPVSjz>5qh)t*+0~js^ zZZduiVCJ8ODy2p|6A`_KD;Wj85m3xgF#Copks*+Jn>pi&un`bvM&?GqbFhQ6jezX0 zx^4vIL2fidjoA!%Sfv2x0_r`5@Ew42#m#E=Ly@=ry`%oy{v00cqwNTL{Z6zWZYvZs z`J%JAuY`#l<;?a>d5C{jfQb&Q((%t4ySuMIA2Q-~VRM2hR?5^sa#;9oy$><2q}_V6SyZPO8CU6}*{U<}P(cM(? z;p`6R*G>74?O)m5)b)+fP1h*skRYQKOxWbn^h5=&2;J1;irP)jR^W=zO)akK-c9=z z*lvC|O)=!uVKgMl4{9OKtzW?ps{`{Y{C84}~Ja53!P4#J9NAl)9wjK5!lC zxW(n&=!u+8!S3lD{v5&lFC3x*?%z1qbYDrnv;`6EJw9zGCAEb$fs?NXb7D2fqyR>Fd8#|M!sEg2qrki)r-* zzEuA@Ya@k(d(ur!sCxsO;aaL^rqMs4&MkcJQhliG1DEP+KgBLe@PVjcmcqzLgG$7m zODs$7VX`VLZSpL+2N{XzS#l@4jlHLlX%zo=)Z5W zJVOen6oKgqVY3pRP4`37S!ql*-S6w$)%aZMH%OQ=m-0@^_eXewC53DAV1eH~3wL}d z(^!T5P(bT5^=&K9qH=K_Tg{U|#n_YwNq$M7 z6Rjjr&;2L-V*&Rk)Cn9G?s*z$DBl~W!yL?$23jp+#-XD#VQTo(1}-b4p{lCgvzXoToI3 z;b{|}t{8S8^)_>!86l++=c8sy<2D2dadZ9C87&SJk{OS%+PitJb_wiLEes{BduUjmqWF>B5$ky!!R2)07AIlx-Ewu+ z2J6E&U2(jvG57sN_J@M?AC@_;wc-%xo&g^L86QIy0#g-dO3<-!B4s?a!cV1Zj=YQQ zaLKaZ5PC0N{t{gvl;p!N0C^bss98<7D{w_fm$0~^rc3-tfh$6~gvFItgZzRc3*F%k zvGa2Q_rFtM-OufGyTsuMh*JgoXI?IC2i)Lt=}Bmi5Kf7^rQqg@F@l-NA{)igM~_2Pq)JHW$-3j8RXm1&G1e=2nt56txkBg#K`j{E=H-j z^CcDvHGvr8Y(!is5Mzp~<%5L97x@fSCrVz^rH;dVdeF#{4A8l=dk!Z6dPNN zFPJZ1gqKam4XnJ8m0!XyMjK0k+{SUnm+{>=<16f|n^<`>l)H>0;QN8AjIY8Q<7-&l zg2mUd_=fY@t@zhBvG^7iw_(wZ4_;*44u5YN*mslhpYR9VD0m2bY-m_~8^1BW!^%5Y z`CV3ikCk__^82j(FDOj`-o@VkH@<)Q-=OFOLc5F~!h2}ykKpCh8Hu82fzL)7R%v_T}Bsvy$p+c;ltfVJN&uZ_!<7b z#pqyf4#jWhW3hm}KMcxUMgspH7{rLp&*9gbjQgMjsQnUNE*>^sHDCT}zWm*MdBc3s zu}k%$(J}tTKiOR}UIUs48~n~-7e!(hFdjeKfyN);7tVE!-WxCR$F}3+Ye=f&G9~Ch z!@DdbJ_dvt@T+gDd+f%%Z4!jY5{$%KFF|IV*szsYynYT8|HR_(ekj_pI5r2x30ST!Dpt0TkP?_|}C`+<`^cWl*fb;`R4H@lPyXz8v3TvG7As9D&8= zVJObS;`&cPaRU~!uZLnkEVkSLMGA{A-VDV}Sls_jDE^4W;_pJS6pP*e4aG;Wn0*fv z`(bg<&!D&u3p~5tU`O6#im$;kgV8-T(5tN&qxWN28Ed|bhZg|QMDwN9e3@dtOfz3* zm@l*71tdEgUq%`Gz>6^tii_b)wKIl|1K>}fbCCIR2)t}EH1o}T_Qo-KpofRYz{B?g zs{D?tHy#Q2qRn_h{H8kZ#cMxxqxSZJWEoG7-)aRCw;p4=2-camQ-z<2XTW{(Q4kE{ z?PK^Cy3vj|X3T@D;ax1^^?2#NY_i{`Z#uTlr-FC-nGnK3Q(3=Bqt$EX;w|--Pl`-d z*VOJj>3piRbO%VMCsXRNqpX8)UmfcmV#`4*Y--qYOmz8p2TyT$^cx1*_~LGc@l_NP zSTFKsuL(#dkPY1dJT7wPuaPBppUY#kng2C3a=FAT3WDmoA4;gkeFH{dVL%?mta9%b1d=Qx^<{B3}tNImyrb#YxX_Xwk+5z8NR@qFjBBfK~I)4(8ylBHIsvd61V{x zxJ;Xj={w*3s1c)hB02f%To*Q7-Xh4Hn&#xqLmxIZU2^mOm zvqcCQtfqRM{EIf@*dslb&H|;_q2M4V)BXwl={^DFvHR08z>3+Q#(DeGPlcLnleNBf z$Juk~HQuhX=hFXhbso{^iS>vrvdm;F^@)vj?4H!RTWWJ_8e%rUV8ot{1t-_f3XBlP z$JfQ!j1aR^?G6d|)g(OE5{Du%PG@a-EZE;s82recbp>Q6(oOaVX=HKak%7RF*NL3s z9#lm8Dt;vx*#qjUH||bGG_un@qhAaGj5h~PvFY}QLZdsH+-OC+xxNk_0YSc|->zoj zPpzxtF+xnYMfPt5G=?2;ca}5m}YeR3pah zX~vnJS%ug$<*x;)rt8~B`D|*2*ZWHfHTle@9)e|#9&clMG`zElO#~L1lO_%B{8^+8 zBrix7(=fGw%YVuhb}bOh8;bcs=A>u!ovnlBysCs7z+g^*GYs&xdv%yxuxZi|^WoEZ zAXOZ6P76)x1=uqN+eh-+wp@M(+&olj?SYXVZmMHf55ZLp`ARIyi0%#T-B@KMy#0vu7*>;zQj1xCDy=*=A*zL(&M?cIN z^?~x$BBNBudy&5uK)hXm zmgw-u@``48L0lASvOVp$aFD|71(qNHrf_LNZJ>%)SFAv6ivQfD_7f-7tt&KuSI^AF z>m2VF*!M&;7xFs+D#L;TMfr{dRE{86jK)iw`5vd#(=d$?&uf(J-v}|dU!a*KFyQSB zP5?(Rj?Sk7(7)GYpu-T&Vwkl?5rQ~;J!K#B=P@blu`c>xC5Y3f8fT%w>mNo4q;v06 z8e(esN!2^f%EM3$VOTcg+t(3dR1mhen-?Tv0F~WPSV*R}CHwVujZKZwb!t5qLX29v znCyeAC-AnyEp7H4X#H?2MWr_Zxj;){lB?%-W|O^3A#jUpCQEy>`CjwxLU)-MOfPON zReA?AWej~nME2a1PdoEWPSePjN(rbjZ{P)R?u)6IT8@g<77;rSg&^L4=nQ?rdkNum zkKDxZNBUMk&od#cQAQo(t8n#S_2_sCvlGwQHG*t9vcK2O5d~wrIo|oS_$wC;F%CIZ zzz0ERUJZ;zXo+GsKN4i!@_2nhWTvd=+OigbtS&>(C00H%tdCuhbn3M$UaM7|VY==e zy+a+Q3k$h0V#bX13%-CAm@UH)AWZ>d%yMVrGVvm|=(W`{NzOgd);jSN{0X?+>_;NZ z7KUIV)-rKN2w_UcmX?VRadjuQzA83BPJI$pRb%y5qCQ_}hdep2rlmzYytL4Ny$)9H z%GP3?IqtX@>+E?spH@06WNYod9dAMFc%dzIbny@M>SUczlWiuCv18+)*-gW ze^jge!~v31=F)*+Ov7k-4M+q8a<@m4rG&t1-!80aIvGp=4l%F8`Nq3GU;WaOB_V6T zOO|Lm1~RDuSU@ksWzP^h!N`dnxPXQ50<4(lAZCP%_^_l7S9`$;|4EJcMrByuH5b^E zS#-vRV8I#!J?)yF=ufoTCMt2#U~e*u3%eWiGSJT#+ZHFFx*lgOx@~j2Hne!FD>QkavD*<;vXgMu++45J|QEtrFlc?(+>d~$C)nK)) z?N3rW;5F$@2PcAhkUFw zKI>%UoX!$|w0y4t78#yKi>+-<_no__jJGwG7i~#c9%cd(?=rRpPq)=F({~C@7FB0> z&GZbjiM)k2sM{om)LvW_qCWPA0+{a!;UE^67qQlu-I%$fKN4!P!QARI*$ls61{W*ShQ*1O-u3!9NqU z)mdL{@jR)B+VWbFFk!~BA`(ASgqFv&A`*446`}B6ov6cU0Og?q>{L5$GsK_A!>C4&kR^(r#w|N)Dkk!S`g-SC^dyiSFRD!T;qQkbVKnl90U77m~*9 z3K+4~gn0oJM0lSgNZQk-yzmxt`UDS5{7QiFc_CFO7#$AdcCXP98)F+CVP?EGdh;o; zur$sGMu|5`<42023MX(w2Ao+gVCA28=Mb zzZJ$t&H9!n1BZulE($@0Gy+btne!Zu=K5TK-FrfaE5MGAbqO!*#AevA>mutzgr-Q< z(=%BQ_bx$&KH=@l&KTs?eZWv9{Y(({C+jP0-p3;fdl?9HsjVhU7zEcfeXx)zW+1?#RdSGO0I7_yD=Y1KuGDIu#9f5S(Q5YT$ujIq zgD?wc)r_b!iuTvoMo$C4l$YSZ3UCJUuv-mwu0g_PmQ7LEwl8Q?FPM84p$|8?cL^Hu zSQT$rW-@QO$LI>*2vGh>NCmOXZkN~WicPW2?vXKIBbo$}zDHEP2DtVUD?NJEq5-o3 zjCpL8cX&A1p2_(41aXk4^3#ApSQxMVc}cnh%LQ%YG!992R{H#hFW1yK`sviuf5-x@rP3hw##4$LeVgm!2k(E z807NfFj>;t@%JtMY2(h;Pv>Dt1S?EJ z4&Gn^D$c_UWhd-8V4I;~SM^}26_&W2DN)HYURI|Hk`z1A0Z)d6?7SvaoDxT!EiVYE zLSg*m=5dvG{1h8wkDrhoiP6t!Xdy_)cfb@`@Ec;MxbaA+&Z~_51+WTG7RR!%9|~6N zs3t3Fbh~GtZKyE4@;FG4hqv>JBB}9PK`N&;St{dAvqL~iRA71>Cid8ddRVs+;uXR^ z;YO6eN1R;z^XrQczH2+8fm^6W86yb7hy$Q$o}ozSOJNr7y-FN=*(at|FprkH8O&$!S)1mmTXIdl2RRzQ zMme(6c2UBWUg+iyhl80MoPq1ZW6Ls;LwN7z?|V`B^Qk8qhZXBwKtEyL1U37%;Jffe z#qc{xu+8{1d}myZ#d)|bA-Ry_E*^hQtoU;cR zF=opcF}8o65o3D}keGqywz-GbF~hb14zs&>xYApxPK4NM5+`ND##%fA>_{l8WATux z;g5lK&wwKpAB1!6;Aq8a>o&cZgY&fDj<#WZKLtXbg=})DCkFxA;p#rtnP1&nTc$8% z{&w+jbt2^b_E%u@)i5lWvQxo^t7FY4CYbNLhbz^o_OE&}xxPFjZ~e%5XacNmm0%(W zbh;B=%MzVHdoTm+OaR+C)oXJ{Wz?Gbrb; z)h?V5Tj>YjkNMrnG#pLbwYsY}y*k;symxu`vNTwU&fYcYRCjOZ%9YEK>CWzDspaXu zWOBK_ysrxmEKaRhzPfMK%I?)GR?oi}RBXIxYR`BE8e3yyv@y=AW8`%6_?uHVM}VMQ-KfKoo79b_A6^&TY`n=-O$(d? z{LGtEV(UeT9UmmI=aDCbjj_}-7I3`%= zzHe(WpC4T*fpLYyA+zAXVCTlc%X{LglW<{Xj?G~61qcjfQjiFUBbD2$NrSFxd0m0q z%pkOe_O}KD=E<&SRUo(ur=ke8pC7Y!v@n6STN?%^v-Y2j`*!TOlId_>!YX&?VY{y; z@*EgzK61ImFCMmROkM~@3r4$HEb>+O3{`?hHNzph!k$X61Th?b>MSb@bRN=q2`M5+ zcDQm1%f!^oGh&TiqOQXb{Kh3Ph6^s6eyRPgqw0C$Lx&n)PF=SrnwYfrGZRM!l2P z!vUvo>QKI4sQK41Yep+wqvk2=^EoTCAtzS;NX*J{45(50aU0cV(JH>_owaf{lir?_@*yG{MyWAcLIS`A)iGFy8RB&5Ld7CWRukjBKP;|(@A zbk^Wt!YLUz9IGS_a&uzVyQg-&)2%=pq~Nf#ID~f3k6HiIwd+67sy`tl>R={gB`XSJ zX-sAws?Cg(g6C|j@?+#JF&X(|ZASL9r2;F%FvVqOFZ+n(q?nvMS(}ps98Pj+y`Vz@ z+lBq4a!yQM9;?mE9GjQHWN}-5yB`;+m|Xm!HW%}3F5tKtI5-`S0r$~NAtoPB)#k&I zhP74Chl`72a`9+wF6P?Ou>27}VSFGa8;{gx!x4tLNz#vtPsHTnf!bWyH~WZp_PEEg z&&6bdU2fsIslu5zh22PD`kc40>Pb_F+bxdS)Zw#uM!Ndc0dDwkg4>)S+X;4Vhu~k8 zq&t)%PZuiHR@hnA@11kvywRNe;T+Cj6EU2an6nG?x!KIzK%bLM!VUBR*>u}Lhm6gv z4RntT=HsAq!e-6}Itd0F>2cUL*w~8$sKG`-9K8%S1mW;uurUD5x4~>M8c%~+Kr~3}y$g8yl=IVox$ycR(~743Y>b^U@R4ZlyXF=JT#ecF?Ydz)ava<99IMs?Nl$ z6F5P$2Xk}bhJ(TYM4nwsBM#~e&p}B13$_j$K8=3}Sf)+ms}osZ7V?mWcU8y3Rv*~^ zFwEi!RoL;6g2@AmVh^mh7FpRjQf$KY0E(wqA!X7LV>acp~N$h4R98}%H zfQ9+%qkPUM#zqIQ(ZSg0VD~+jWE=Ecd{IBGN`iNT zCsawWjU&u6GZn6|V8Xd*kc&I-BzHK^g?o1oJowp0`M3Knfa4RKaAIh`I{=u7>D}(D zN}}Ovn011=0Tp)uS#e&$2Ci$E24*j?Hn(=Ts+Nr2(W;W;M(;>f5?_nJo1(t zfU!c@GuCP6S2C$>S~j2G20I7E1eotI>64<^cdf<5GsE-tWn+(;*^bIGfl4!W-C;CQ( zx*8_&NehCbLJ3tVaf~0KN}}O{jx-lKt6_2{%!S^jDnqV@O{ydsu7=i={O3SB8YcP4 z5aM^HU6O}YR+SVN_W7zL8ZPWfr`z`j2!8FS8Yb)31z`EeE8rb@!A0)=Th zpXr;kMFkR^i-M{ORIc!f{tyw+gEZMfN?6i9F`o>T4CmJMf{je>e~AhHyqwY6;cr3_Rg8~%O^hs=i8 zf8!EzWZQ7RjY~B+_S?90m7C-GZ(K4trr^ncJV8*@8c!}}(uoy=yTBB15c=vlo>=G` zdlsBgC)l#@GL4X6_XD>QPil`BV=X!{R=#5nd9r~w6K<(D?<|9JS7H4U_LaJqE=~3u zpz-QK3*ZzzI|K_?QJPG2*i6WdHDfv!9&S@5!Oh{Vrs(P(sNcujpNdBu!chqwy_HPX z6Rdv;YA*GXfb=?h#0u8``_gzox@@%_tmi;No@^jZa<0-70A#Y=2mmcy!0zJfKo~hP za{y(}l4aNGdB$`sAU&%}qJcm%gZm3Pj`m!7mEEi0x>SBnCG4~jG_>&f`uMq$QLkz) z4cV-8IOk;|A5t%$56r~%dsRs^TsiyV=-_0-vg0VtGr+?(6kR^BDv5?G;$UwmsWg~}d*p143hLO_Fm)Uv#grHu&R8fbWk6M;Tq(LLiO5P( z@ZC+@br9a{jK|u-*^~Ufd;9EMK`9?@m{Ja2z|P_;=R4B*4#ou=U>q(ai}gWOfpVSf zVkAZ+F+;d^(0$wmU!dGzxnhFAZ?OcK?6E;sv6H;ny8xH(Js{t4SYb%1yv-ORdkILwNFnMpO4uXBSc z32rbx&qxGL_7%cNu0wy_AfAFty}tN;-VJ~+uZf4>r9Sw5mMo@-Q{(DXww`S3ULF*l zBG+u$Fm8YzS0&K|9nW5$FBWz4a0y>k@Bf17&oWcBWNkcEul7;(Jg9)?qefNrJ_}O3 zalsnjhs=Pa@tLY5nxOINrACKGMFB&3(XH^Cj*Qp6PxVoFo-DAa3ZExzUJ4txvt%A5y=PQOG(qpPc*=@z zC;zlt=MTIkp3b-U==^H3u%haGwktO#xSwA|u3yskm8vAX`ldLs78iWQ$(+h4kll2X0*3{D545*9d%Swi4DkCu>(F-$9G_NzU zJh7}@>*~}t=qY`$7cNg+*14=(2v{s@ln|@a7No6OJ6NrjK=}D6OXJJ5U6lmy3yV#) z)NiHA6#g6(epkD;Ogk-A&ijh~?1qVc>VmvkX@KO?`Gof3KRd;4HN%Z*lgb=M}MwT6&RQK zm8v8fE_1N-a1lbgwmeMa-)pGIm&qdkj;g%4$ZuCA(QuK2mFY@!p_%E@Hs!ZFRz|!F z<&lQTeA3D&b|uz;@K*O>{yy_7Nbr3QJ2 z)hP>-tj++zw?M@)UB!RywSu38f?wUPt=3Miz_p!{)E6~O>a7b5s4+n1hsBrqp{gVr z4)()P=H0m9i+`+Y*VgR0^kZFJ+6j7Zv63wMXyN3BY2kncu;Sa<(bci4V@+3AN1w$) zfLcyel_|GD8&pX&TrG1^8#uiRQN&=w6fq6X(=gQ^AbUeqa9sBNsw756_AtBZ?$S<9 z=KMRsM;j*lsS6CV(g4waNL6lJ^dC?qF*2eDzo)x1SoGg$nCQ{Fhl|3@(-e3p;cKem z;u60}m4sK~3gJ{9ku`%v3M4oet*Xw072IQYNQ_)?FZe!+XX}I_Y*4NE-czdD=Ky+~ zkr=`F-t_fwb)1&(!}DU(6}YL-?f$mDTp#yW5+3Zz!Yk`K@_l$nEUQ=QjuW8rm@e>G zRT8`-v@jBNUqfiMu8bMT6a92RT2#sw(m71r#DQ} z6BlHyYf&UIpQFpUW7D5gcKr1l~~e#YRaE()cp&YmuaW___FU{ER9I-UB{us-oVjM#0X| zJq;8%9`;_$^j6@|d7l%Sf2=Ak4%{E8l4!WVC!D31ShL-})1Mk9>xm2SI1FDgKcgxm zF6JjyNi{ zRT2$Xz)V2_X}qz;jri_{Nq?3oeO9w1`c753aqM@fl4!W-=dO3I^U&}r8Mxam0iDnY?Jj+U5tc+!>gQXHu-Jr7+AQMvna+>Zfca|U^&q|ZPlz(>Xu)M zFUBv1i_!SqIiu{mqO4s)xF-be)naGX{uaJ9qUT1M$J4S7um_)f6pP2OcpQr-pg8$o z@XvS>-#&%K(@^X-o?+#)tb7j2jc_v>d-FV$#tT@yhy^}UG4N*Sjq}Xw-Trnqe9R8O z|ADHoxb-lF70Y^j&Xjl1$goJuc>wdUbU&>`d2-9cGmh zG#^%#Ht*pNnxYCcl?{dF&}P65gXa72FNEgC(Izh6j~_(A9=|#M(Re;%&*D9fNAE-K}KR=U^2poSJ zYdCL3WHEH!hJU%yc{_d(1)cwiKV;~{M=W%%^P)4MDk+XmQ&M{+I;WoobIu~*vjj&{ z!ufRqK2K>FK4I4y)(Z%=>y;3ClB(Rf{XC(W2z?yU#Sr=;{>2d5V%pD_@PjA_eHnkq z5Q>jj2;JyKXi8O59HFM9_DY1#g3EDW*`dU?^OuvoSr16x-7t{Ct}C-@wpHG$TEgii zs?z5;y|9@$z4PB}oZg3jd0fz6;Ab4FyNnW$Ss?~20(o@b}jJyr4Ln+h=h)%wgYuqn0rSG*o!wo!tEh);=EDOt}7Cz0)7RavK+q&rsKC0>9E-2dsJn^ZMrF&ST;RniZ`eqs~X?w zr!o|>tLgPzSsd0s19jFT{wQ_h>huLB`t9RNlgN zv+ydNsoAA%nLRl&CWoV-wRcBPDU~mm zJ<4zU3)OB*%3la1Xg+aN-!=)ClU2MM5f$yeb4HHD1J{iS?t$)3VL!|$)owN#@GB;$Wn=_`9%Sm_qIvKz>RdC zB4XeRWXes)z@)xR*{9P#7+>|jCkrF0>JJW7J!^`r@!!x{iKy{kktsJ{B5BpTz?1!>%BimdT5!K_?4W>m{4{I_M;_&a2S!OI)w%fHx5HKOWA1y>P3x#_B( zo+vJ`OMv?zYIbp-AT?qHV~NDND8?%SepeBHxsB1{QnzaR-h^>z@ZsXz3Y})~_ea zBdXSU;Gb)qw?x+YwRBD*>iilq<)-U=UwyEUDP~g1Y}gwA|HRk-ePr20)&FA0HRSsD zZz=yx37A9(Um1;;a80vQVPh03I!L8sSnuYmTh_GwJL^)c)yY%1zfkt_?Y|OM7(x zzWBO-4_PEpb8!V}fQdNr42937)Fzwpua4KaOlna6cXsEaZ#jBm^=1f`W(q zjq17j0})$SD=2s%)J1b~EhzAy;C_t6-VhX=)2AoPm7)%wfh}LJomfYft<_#08$6mU zvWV)b@+3jtfP_z*WLt40ou`PlVl|nvWGhxM5+fHQ+&`-)AwXcuu-s#b(2Io}@D(#+ zxQ#5Gs90!sMT~4PCxRL#17d*ASVTbRWXeqk#D0VMD0sL!J|3aUvJ`mXcx`O z`9l)hSIe9Dt*Q*UH}PvmBG8){xlsfo45@svsArR9-5X)}2U)0+8}V1NtRm{g9b9x_ z1A`2_J+g`T3!R^cCgRUz%94qAQI!NY5hk!=nTTJ;;Q|h&cx+@%#2nj13?_@)^4tBU z8b|)UKE?rCR?9f7hPq--HC8YZfySY}M^l9FHl1=R6KYRtAeqStn~k@SWh&W*caTNp zZyO}FR1b9A2on?up&1q<{Km1j(;10q6wXprW!-m=@9!2tA~lfdDV+~@?MXKO{qgns zUb;9Z;%Vl^TrxYnt2!Re0j(4>!_1Hf-OaU$+()nOM#+Z%-E^iR>i7~eWy$bg$ViOb zsDFq626JJt)RXV)>4O!9+!NG}lV%>9>$Y6t$->4eRL%pO#6T|7JRG5rOe# zGUcWN;{X8|`pyEJprEG_7Uzq{#5@uo6c3Tb6BQJE7U^duJgt%d@c^B#h=BMVnR3$s zai9Q*zG8k5PSrTS;**&+?H{qt#AF~r^PQq1Vo9i(5Sk?q9TVwnMFhk+GUcWN;$Q&~ zkfNx=LcZPu7aqWENS+nyBjZD2HCaMYA;CkBen!I6Fc}mp=!``K#WFJGrh{U>018;L z9!zF47r?-g&h*)5y1TC^8i)@Joh+rOz*rV)EBqTL4I;gC_9DWghfKNY@DRO34wz>_)CRUpA*({E$$(a6n$ zrVr$^+5C>4!6e+6xYILs{X9Mte@a$NR4DR9du!|xS|SftchfnE2)-YZDNEoRX|+!? zyDGc5&FiuJJ-*goCrc!%)}^SHyCJgDU!^k=QRy#}DK}l|Q;K?j1x{50uf)^Q+un#h zZ&?T=8Z&R%-|LI;X2=SkPiG^d!Ve)+4p6wl_`ru4GcK+`f)6pvRA=DU^5-8$c5P#x zy|$6Bl(QK)Fv4$jqn`|5e}jW<6T+n$zvNO@Wn2z==?$w(-yZqz*_KHG@|+2Zw> zhTUYzS_0!~RPQ4TETVE;>z_9F38_7@jd%~8pNKZ%QZi-9MqJEDjGO~F4Uej_rRUN8 zw}6+JQSWb%B@$KlJj>eVKH+YPtoE}Ybe1B*U^$s`01Omd zc|IF3{YV88d^T{Nsu8nh15b_YY{1EMDkO91r0-ndA~KZyafmIeH5V9Cg#n)nY-c1C z<^n4BRD@?b&D@YICr>CQ2laI+xW2KJFA7NzpC${|!aSb}Tuqi&MBP*mb)p0&G7@rI zEN=Kr?kYMr5zWJus!FZ<1g}k!L&DAt#cLtbdKuCir2Un5$5-_a>B9BRfReglb!AOe z`!-P?9`2&E7*YRsk||5W!ySyo$V~(n$w2YhkmQ*vyb4UloFTqU7FAS}u%b3jd|D{O zscbrQ6D>f*P021|> z$;ifwhb^pe%F_^OkZPl|5)pk18D#~}qwa&$L81^6>B`{X5MJ>EmyLTY&gS^aJ)17k zh$9nU9`{wQ&@S1|oI&R+qNYzHQ{m z9f){>u0JfiZIhw#E;?@!p>YwJa?_!4uooI32gH0mJ}$mWmQYk&@btR?T(}!1gW@Z6 z#v+2^Ml$85gW>=g6!~IWmp6Aj93K%6lEo7h5&ZPPKtx!rlHu@sI#&_l@EbDaro+KI ze0UFG@pu(eMvaL(d`toojd2-k4IkdN$

2=Pe>M#*isD9UAjImZGTRsS6%JtceeZ zm1NOGwGs=x6I%|u0^G?NvZBEv6BXC)&1GGxjU{LBc30(Ln3%t*ch2@b!KYCy4gQEUy(&?!JaS3{DLg8h}x<0o6#(AB>b9VF~rwoenw{~qLH{qRkL+B`uq7v zA_4bZdVG*K;;Z*>bZPpAx}?tM+J+vYUTl;+4!lNZDx!*CAybydftMJGk&AOJ2*5&5 zxtPqA`d}NG2Ng?NVoy~T0f~A{Rb*7~ePcCH!J8-J<1jjV5%F;-nR3(dafly2g0S)S z_}Dm$ETX6bLc*D~gki&Jnv9FL(OHX#i%n$80k}|b{1a)@L&X zU*F`T@uB!3vR0x(k*5>dP!!rBIVB&Ua}p7G?5+84A}V?{nX=U5S1=MI zHzPef7!iEd=9!e{fXA5W7u(2^ifa3L9$;;3@D|GRj{!P|5mBO(DK{M@^8--g%-=i+ zxjH^Vt|Ch*Dnhzs@4$D^OE|5Q(Qzf6yNKwxf=oF89ST!RK07ssECmvgXQ%b|U8Zfo zM8eZyl_G;l?t;(q>-d2DC0Q|10m<)E%SE|2n@;aTLh>CrcOj)ukFEbJ&=bP;BL4aeAJ)_MLV`BRwZ9t+i z6B3@}6@UY$Rq`makj_;^G|VSc4nTv#5Wz7s?B^p1pF!ut@zwi5x-=sWI{Xr1+t>s&O13q- z=uAaa@#SR7lC8Onkr=s=XF-72_=M3j1bqh>j5#H~oh+uPonBt2t=T*oAK#?27ZD#{ zCsS@ZJ`V8{pfiwru<=xUY&=dDQB-Wm>$IUwlX0fC~i&gZn7v0Hr{p zi9X6qM~BY3hx;(%L&wH8RtE!##`w$p4sB@&a~dQ0CkN2ki3q}d8RfmfKba>f)yF&8 z7+kzi|LhA$O4Kw z^6>p|!Dw(ACXYKsI%5$rktb6Qz=Xn}!N(ob@FWIOY}beJFNVnJY=q><=II#&@P zxtdYl8%CmogT&!89&L-S=mEM&BP!a*{se&6e@3L!Ig6<5UNU8ARO(?QMs8GU3qwU< z$o4AWGUnvyO0uk?I-{%P@hJo!yp8fmbp@Trh)DSenR3&Sa#$czg1nd?#z)CrWI07e zNq2OVIPH@Wawna?hzPlZOgR7{3XTZ(Wz6AAfkYF1nK`FcvgOQRJ`LB(m4|#CnSaJd z=HJQsiHb}))aTzI$%}cN&Qe4$zRD=?4PMLvzOwLfVcN#W9-QY|ep<#K`$Chx!Z7G1;Dp_1VB)OvmL6vXG*7{7z{|s?j(Z8>i8k zi-?U=$dm)Hp)i>6@yIkp3M8619+@Uh}2R{w7_j5hvLJwkWu9vMu^Lowdg>px-zql7n8#>>NWHY4KYK{Dm0 z<7H78UV^-vSrcMoWjc^(jL*w2BM^Mv0IWDolyNeJ&SFHIOd?Ybz=?u`!hIZbKvN*m zL?35*m|wFoJ}lo#)=X3rrb#Bu+Z4%{IiAi;L;xPgDDMrv%p8vteEgS6e6<$ol8orT z$jSOX4U%n3p3YE2)n>_*CEJo=Bu36>ImAa~d;s_ODc1vYG5wTl$s&r{$>mJl(5A__ zxQ5PJL|lB5Ou6Z}IKV4BXR!8Q;=cHpxR)%RsF;vraDmN|@$eHmTM_Z_BQoUxJSaF2 z+y^lSA_Wpn^g&wB=sP`A(6gDGF6>{PI5DAj?;MmOz}p&G`_Iw2iKzXj$&>@Mui#K{pTxYwK!F6G=G>rqk~(rx=`|i1*^4NgYr)IO zV!vMYyN9A{64jmYhak4B);$ynsEanSvS7gPp*Vt(2%NdJjoj4bAoDiPR5n>EWgwS6 zi3frDU(R_ZS;kho`GpjxlSLO%O;vtGqzMx1HcsDm$u{FuI$sfO#>r&LlFc}gkr+8h z>}NuvsQ1GKt))OXTncQ(oIzYn7EV++aOXjQgVZJ&3K!6MiU@@rWXes4!ZZ^KzIXNB z6kq>eB10jwLRR;$>0Crq_b?3L35X)s+?c+ zz*Wv$BCEZH&PhbI|MShM_Cefqz+5CxPhTEi?Ok+X`v$8ekG$%qcHRS$zS2KPmPb^j@9%Zwcr#>$@1nC2QQ?=9DK}l=lXE@HwCmn6{X6mXeLGnkQS~jk zaZW2_b$^r2MMQOfolH4E-3nnk9_cfqL<%H$q_0iYF|i_j4~%T2Zy)>0S-6iTTk;F^ z{f!J>f8=4qY6bdUQ$+y}^u5AJ>Am@Uwx^u$$>h@dPLIEL;N;kD{(eBB9&Wy* zm@1#kGgKsmhR9Z7E}fBxR$(@ovSbxzFcKpd%bS#fEBp$2+N1B2fQ^{3yA#O5h}aRU zbDbgI)VI|HS<~z3EJW1wv1H0k*Ys4F`Iht)h-|y=(f0QE+Afg=5>?yW!Lzi@n;~nw zKxZSO#s|rio38P(sqG#`e>T3NuOrJLs-kClyY+TizyCq6J)(X;MW)v&RMHd!v~Iggs(9$(F8k%bYpQ+xezs|m8E-$rL4qNX>IDK}ly z)BE+D4wvXc_9Yxi>CyLlhTrcOO{4dh5PkzY=f-p9y$*Zb^T5<<)-U;I$HlL*G^_WPLwD z=OUuMA0<<6y1w^;o>3|%bLnI;-IK#j&|VwA-?Z3n`&=N=7`L5od^Bfja%*J$&!%$| zQU5c@l$);qnJ$TCE|6BxPKdAk^<<$$?eyMhx~D0!=8vVb5>fLjknvqH5in2;pjmtnooQ8xb{bkSRA^<1?(h=AKF}bAH8}{c>G=rT+(6 zCQ+5{T{sn6BJ2HAbWS4b{S#!$P1pOJLNQ;+7uk+wn8%gMY2BL<^RxKMzlSWCsLJP8 zADe@`Pjh4h{Fu&8LnJvr8friVvr zLsOga90c>LQ(wIHQ#WdFA4rz9Oi2@tVEjIVtT7MHR9gJ*;fsgcjEBrs0QTSnYb%uS z$dB10N#hUjL*uiLjvi&Sz|#ghVCPl%42isE68Wq7;oU7^)cubluIWNQ3VeEB`2N`iOPCruR`8=wM(b5EI| zXPlYr)5}9z?~s<(OPT(hAn@5UsBT_VfzMn}VikAv4s}=+OM;&PwbMLAiv$PmR8E(Q?2iClL;F9-Z zMlZ2}@ME}@jMhdYZVgtL=rywBo94jJU{kW>B+S?2GMcm56= z!QWwP_&aPCe~0bk@35i#9k!Ui!xrN^)ayrC)A>7;0e^?W;O|f>{2hvize73kcPKFa z4kgFmp$MIKmFm>~Y`zyH$<$mL{>X53rm25DEqvOV&JQLbfdg{JQP|a%6nmLm%;(EJ zrJ=#ze0JEF22MTt3jyqy5Mj&jLCc!YU{o2qag)ET<_H@mBodQt;`f})-q-ZEUB3h}ml zZax2`(p#O7?=|#P8Sy(%+Bm9Gos=3#=KA%LUS{o>V7+y|pP0&&O%|ZF_=quMKlERX zvFxQ%9g`{)@KNI$FoniU^iTf-{t{bld0hpJyfd!<&pRz~8%#FG30VFgLOnaEH-@wpumtL7Uk<=a|km z8Y1}di{=X&B6x>}2wu<-!3!E9ctJx1FKCG1#q8qD5Wzb%MDT)ug_j2aK}lwgwm|dO z^g_$uj>W+S6a$btWPE=+6d%3>ig$ewil;vY#YI;`QMwU|nO}!u)PF(ooqM5ZxgX5| znl&VM(v$Gfd$4%n&rs}s4T{spwu~||GobkV!BBi{2^0^lhT^2-Ti{VNh4|=~-Uc82 z7>k9yP&|{tFVR5am#>`ArUmSNMz1#_-Gjxb3P2kjh}#G(PyBz;0F8|nqvIf;a`W3)?@J} zEKa`_in-r`;`>+}@;xXv{1+7G{{V_jKZ4?byP>!d3f(|Mjzn@lfsa0j#l81Hk^U(Z zU%wBE&A-6nmstD{6vzJxiu-;I#ixD)#fiUzV%q&sBp!g`jR&Fl)zJCgW|n^#kYTl zV(c4GT!Y1vE#Nj?Ga8D+$3pSwI4C|m0gAIHLGjU6DArAd;*-;$=$#J5YcobebMZti zZ0>z?;iKoU7(N(^(F>t?r5%c+yP>#wEflXG3&rUtLUGw9d=v*cd~~0);iE1r{(24+ zi~6Bhm&3PtC}x}w#fPxyy8w#YE`(y)Wl;R}Jy87lawrb}5ETD548> zP~31c6c2n8iY4EL;sgH;#Xk2y@zb9{aoqz@^gj&6MSGAR9BsD@S1Q%fhBr*m<2MQ#Gbs1b>v;lq1es3@ov_Oce75soAu${ ztPAgEJ$N_kz`I%h-Oal1Zq{#iv+lNw^_<h-&L+EURVNrwol`0dWO6$b=5SF;6o$$JV8^SIPh$r7cyN-2hCc?6qA@Y< z2UB9?21bqAT^@e-u<Ixr0S18Hfn@;W?sxH>N1mTyd`@9R?rzE^6ozTZ{K6!N{#fB3p&t7i=&@I&q_a4qY`;p~{35z}NvYQq<5knk zAXtQ7iiQ?o!)1uo_MJ3BI2a)${V%5Tj8aqN?b5)q1_O(veP255GF~DLXSeS)k~OuF zMx^h3MNv<%vlz7$A;JBdAQyj%0ZnqS{e&D;JBK<6gePb;JpSC~r z*dkC8gx{r6{4hpwNjR<45)r}=Y9Q*-Zl<nDiv%sFV9KJYSJ(1Jgtq{jJKrYl8Z-AQYd5-y#dwrmbnH zS?C|N1nnc_?mPo`N7Cx1tRK&`Y|-gfTMdK}CMf@ne55jbq=_OkO{2e}-o%z5zYdh* z{qU!lToiA{Pial$afv@cPRyEgFV$#K%mbT~@7eu97qds5q^*h}o+5~?aMmP)zZ@Bd zhG=>=dUplT$H_K^OyXQf{@!y9g>!KVPOEcbnAduj`S?w-DS*cPR8b@6qVwkcypmCeY7QGPLaOV&_n1FaN{^I?=3 za^!n(cxGYEGtS+B5E-pwb2V;cEH8z0qCfL}50lcUOJuam03`0! zXsfEI<6yu#l&Ydn63ojQMt8}faP>|T6YDB2SL!wnC!{%Y-Kg;T*JcA_ zbw(SBN>S)cZW8&)n0ZN_bmyoZ&XA*`ek3Tj(sb=1OxGq+k_(_s#$Y+zm}3AKxmMwnjo3W&usk1B)>stT4UkX#o=lTNYyi+D6r ztdV>)vl|OJ*I?zryV7-Wi$X__987!_5wAU_$|;^&_8-Y0qUBUs>tleNeZu*D%_cnOFV>`wPZ!Nzf{Wbo{sRv{GsJC z179YX4Noc<-D#%7=+Sz_xnQXCfg*C4|4WYaI5+_+%~fEWd0ImF@ZTvM?QBiN3Bx&6 z!(fml(2HGIf{@IdK(0w11Vinmg^Ve!=?h0HJy}O6h(`ScFXw_*+^YdbE4e*r!fW(k zeDDRog)ybhhmH|CiFA69ifg~7=+9Q>q6$tY!t)}J z6)!2bc0)B$BU&q%@3fX^WjX4bxFUAbdf88&QxLjCSRG=lKA)u(x1(5blbq--?!+(? zs`Phh^{$B3I|-N_(?_ak(G9POTD^u=0l%k()RRBW-JsQ4xd}xy;(a&kXFaVQe(nXu zhaRKTNyqeZ$@3up4ptqd7`j)QK%Q=tKc-d72Q?34wzWsiVJFn_V;~hze@ihj)?icU z#{}uqdTH)Og)!D(Ctysd-FX0s7qIXu)iTy#)6mj&^IclKJ*H*Tb5o^Yjg;Deo&%wH z9*ez_5ABsqq#o0YOKZj#yrvNJ@HH7BT@DKn;u+1!n4Rs>)5ugoz70z8B$lbAAY(nj zIQf_)SI~0zS}b=^ODMI}^wtFP1o-QPGKLIsecQ4c4 z(Op_*yAJX&_RNY}o^wa*EV>FkG2q`qyKGr(u*t%;^Q}}EkxlRz?x!8P3pBtO z_ml6uj$7{)01!v8#V6U&F1%tRd24c<@*xn3_rr0Qlwe_K1(~3(F9w2jfo50ctL&i-bz(X4D)S*xf>gt zBT^<{#_t7;bMia1J^K2E3PLaFBp{MAST6cKw4?eGc2s52+TV_@uaVcRCHVaT?Z94w z9au@EX9p2c?24;6m%C`!_V=-CJCU%ZuX{?A_!qR(`wDh?C84&Us6;00@P$DM${*48 z@a5PZmXvzMDxw^j0JBvD>EhW%5%}P4;=J`0q8?@oQZ9!3JnL~=$+sorr7lA-z+lp$V z>SIExLrSeI%oTV}yo#N4$&^-*d^q+#<#-8i;Cb=pk|NS}6A~p~$Qvg-gEs1a4Ii?! z%}Lhy-LCP+1A6=e*w;_hn0iNOoWjGy;*SsnASp)bMz0HV=u@2Taf%yw-$xbQNZqKn z6~-w{JS<*Ckbx{oTe8#vEjY$r+?P=K8x)!FA|ewc<+h{}m=Ze<36k&QX>sO#ieyAA zBGK;;OVDixiMS4-4-<>xw>QP*IzWLEzx_!?GE!9XwLfvXhe0AvdRWno7!qxz$lDA1=Z<5sM2S4Mbe-)(Senh~emY#NKFi!nx5QF#*6roMoRlz?`h0z! zS(8yJ4{T0EsYJQF=`M5irhAmjo2W8ZZ=y!IyyGZy^^Rkd%R7cLm-mrq$1uv}jTM=z zH&&wD{w7E$b9rT!b_b$dULBRWyx>Etqfst9J~CH3K2a`@bTU_ubUIhY3I!)2=7M7- zWxSA#z&r^SL5aaS80JD}iGz8N5C#FQFJkE*{5^;B;vkMjYUjo@aO6`cQm@xk{m0x1XOdZn77=u+&6R;_szA zTW;b&DPyFN0Ubu_v?Eop{Gk#)J`_)YS{!2t{30$wR`83ELwNjJgNRTL3KKv1z?wB5 zA9B?MYw<1;M4#R@90VtOhY*m%k)-eG1t%{w2cG&h2u^9VAV3dsT%q2nQy2ytuR$O- zMdxBJaQkko97?56i)*2EiZZ6CwFiRTCA(6}JHA({Rs5opFJ^PLT`c5Xt7MnmO3v}D zawYGWPSLV*Zmx(wwUU+3l?pY#W|nO)v(#P~LWtc-*qr0%y>j02N|tNcZrROSre_wd ze9bS|wx7-B3b~S1@N73C%w?T&!7LT>3U)pTTgutFd<}s4qUTs;CtLQj zX0A|nbB>$MnznEHW;tuu@{V1~sUy&J`5w)g!RLgfwQpXqGEA+s_vq z)APWs=Xg%Zt(8lzlP8UMp6OIpm;F)>@3_zA^4X$U z$QRsF*|!S5XO-N7nYaC11>bUoY%QDjvU$hxypn4<*%B1(Wfkl-N!V=3af!FGX%(%a z?V}29%Pjh3+b%g)F6ULuT((@YDizbKcm>;ZEVlwhIi6Xnm29ostCFyg)He&ZZ#%A2 zD`zWCxdsImoDxK}QJz_=6^dEAoXguaGYgHl_$(KT#T?3Ti(0pPLfGTdz-pzkR|a9h ztCgIrQ-Z)wHlGE7lQZ*CXe7OLH=!Ilf_Z)v+7P*eC%YK||^ z$A8hsEA;VA`uGp}c%D9fKp)5P@c<&$YfV1oFce=$La=^!XSv<%*fnZ#J=x5H&7E#z z0XJbc5g>!+Ssip6XtKd+6iLpncc)+Lx}MJ$D0_#g6Arc_R)RV$dC^+6-{{Lg)ZnaS z29-`tn|g=f%w%56URpvdKjoa4%waf09q9bClleAw?4lw^h`BG09i$1iC5aKl-(Ojh z9F1pbX4kb=5bT3#C=Rm>gR}S-_I(gZfqiO9#11{8Xo3xUYlyx_^1OUh#qI}ZxSbZ9 zV~V7xqVruD9>oacx77Dd(2LXbs!*uc?okXX&P`0$=jz!9f(?jv}Jh=hM5hLkfWTc?btAKz*N>t0__SHSR=57j587o;X}GXZQsBDQUtjTU*pNc|wgl71Tg3d+6Xjuok`;gMi- z4IwP`DinxlmT(+A5^Rd6_Lgjf*o-_{L(4!AMWCu0mEELAD(Vnn1{9Xr>$XIqAl@!5#Gah;Wh%W!xI4x~My<{#Ff=oKAH^v(xIL zw=xthQsyStgT6Pnym9HZRzjir_4Mh)v4y(&&Kh$lHQd~RtfiYaX z{L0U*`PlI0&;`Xfby`F~la945>?e7{Yp;CnwhtY;-+mZJ7!dT#Nmoo8#<3rtdOSD< znDq{3^lb8{^#%x)!pXB5I9n^NZ=d+W+0;Sz_+SR+E+5`P=R2l_gTIWueC|tM5-$C^ zV$GrVPF?&fIAVie3@JQ(J1Ts92Ak*6V6Rq9?P|7d20yTN+nP0)+qj-%yNkv&1+rrK z!bKlrVCvH}nh21c*)e4p#+lnRdGE>}or+ zP^4_Iy4bCR@&A+bm@(tacVIY$zUc zY%kl5zR~lVekPGwr7`^ft?6Wo);NF6!YGpnLWeViQw}r`!z+;^@icKeYp~zJe*7%A zfA|th%@wkpcdvVztmKL*d!%$0SrBI181HQ}97fLU)9d)&Y`@^pj&Z@kg2B6b}P3%z!5YN|(TV_jpHu|Is%^nOl2bC5Z- z^*w!HW@_pHx$=$ntbs3}pEXug0=^&t5ToeR2k=xxig^sms^P&98qc?T84cmSX-+5+?9QCo8dK~$PXJ;|!QN_P zv5d!TN|nRIQ% zL@Kkmlauia_7FaUAJfs-r07xlZ1j~1A#f0eh8-o$@K@AiB(-U=)XbC?RqAVk%}sIV z7E1SScwk{u=OGYd-wx9(FjL$`b2&xK2r;sAmvp$Fxs(^edzWQ&ICPXGNBS<4(#{<-K+5BaV zGFwUl){S&nb-`@5RMm1e5?OAn4aDk38G4HOD_f?vbur_shsg{g;I~dX8Bw~<5oXxT zer64&cc_I`1vre{S}I)S@y0>{{Wmn6{kQI=frYC9O@W*)40;$?W(|2?UUk`{MIEr4 zXbA?E>?ujvhs8C8?I};y6VV@n~pV>l`*S~)tr@;dQDh^ zuB@o~+Dl4$q{*?t?%Cb0y^^RVD;rhB!P_(rYplVw&OKmiX<;AKfD~aLq>5zneVw*8 zz9ewmER$wEYt(1~UEyePQl#;*+0ZZM<5p#5bEv%*SE4p`E1T!UUWeX+P$hWHjm9@_ z*mD({UUkpjn{J2|F7?K<1=NqM*HzmCJl!VT!=Ke?o9INau}6Z9b|U+4ozJA$8H`%@ zCo5yEs}zo-Z$(IX248kV)f83ItQ?CGa+NyluHKUN;=q`wVciIezltMWRVtwjr;IHR z8bFItjV|;jSE}(5&M4(&@1dS!1C80YPH$mP2|p_2z^VFH<;=u|y_BDdr=TH$E*e77 zfrM4Wy`09QahoT3^gOq&Fv~2KC@=1;%LfuIwv>-N4gyxhR=#xsA*x>5M8YkYyvcQ6 zqvI=$8VId2`W?gZ47^1EUQrj5JiBe6x$ZO;I(#G9|22SSx05{Yqy8r+H diff --git a/_images/74d2d18146189daf45b1ee624ebeb7cd87cb427a8ee1b9a267a1ae8870cbaaa6.png b/_images/74d2d18146189daf45b1ee624ebeb7cd87cb427a8ee1b9a267a1ae8870cbaaa6.png deleted file mode 100644 index 6b92aead9aac7a172a2e7748119bb2fdba12ca51..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9455 zcmc(F2UJs8yY@k>IEW1uqzQ-$0)rF<3}68X)j}_VA|*t64-m1UC`FVaNKry>DkTU~ z98?6PMGyo+6r@H7B{4|7Z*X+JZ?1D^zWe|G`qz?`!|`OFefHV!(_U^I*E`0^!OMXl z2q#+e=t%@&8)p5iUI}N?8ehb~hoYytiRUR7J5Qf8?zV{T8Bf>qE}rKxXNA0N-90ca z&azSmr1tFwXf!D&~#MbM{tJ%-&3ktbstBD!Q8g9j-Fw1$=1>WP$YvditBd!s;@4aqX zY8N<-n%s1{YUck-cY&X0S3$Jty^s)pqrEA8Xwwvc*6~@ z_h;D>!#xK0?8jF5QWX7hW8F_ZcD=Oz^|pbvXpNCQL$*Z6TWMi1lt^ zP9*5Te>*8zOJ&scyWgOeB8bjm!p;OGFD)4v86~fgyKN~jj17hmv)A-tM8x_^b1kh9 z7k>|rg2~BAIp1+>b#?VU%F5;p1_NK2Qd(+u@7}$TTel1X0-kM=vdAc~Z(8YZj3BE^ ze$8H0vM@s}3Y_((%s+ax7*=Tgd|CPISQ&1rVL$h#O(}j;1DJO?rZZHlMRD|`@4>n^ zZww9}zVzkudl*&;HD1L&LaD68&r_{d1zN#~g!K}Y);6_~J8{%pV&R3w1&?BRd3nt1 zh#h7`=Y)#Id75@)R#ujr-J5NO1_lmwclY2H=b2vZmOh!q#YWy`mXU=xh9hcWx=+ci z_sVb8)yne0_5CMxbZ*7P#hoj7zpVHIf>?0WQ|>HG)=Nj-y-Uc>uP}oLGV<~&63u+_ zeZt-SiMY79D4Ls_n^)O8N4h!k?(N$G6*j$ubDCtct`W*uRPWILjyz`FJQuo6=J18N zK0$fc4^{PFeAcdAYk2(lhccS`)7A1w)q!Ziv4!G}4wFy;l-aQ`z7w#*W@cus9UVi& zw2F$;Yu2oZBwV?2#iQ|yb0wu>AV64H7}jFW89`!SWoRa;1ezTS7ce|~_Mw-Z12s&R61R>*f1JKbrpJLTx;*gUuj5sKK0>Ygu1 zn%D861QIoFZF|t!X(oC4naTVNSfs#N#XY)&-~O+!ID? z>FXOiI%W;LxtG#kA5%Z<>Dcm6y{^9g)X}3?qRLhxRXYphNQ=`os-EzYsnq<+cM&^| z(93Co`u@zZHaHeVOBm%GcW}sfQc%$ET^4ow_Jb%1;~9K~RVBXjnO}jsheyBb0Xc_e zq5e;w9EM4$Mxz@6G;D?k3A)b*32cbiz7Z7E_qf$jUIaO^0SWoG{e9VF6T%Id$uUvmTL2*vXZMDGAFF!6ADs1Gdb9VM#h2c$RijWXdFO{lA z7hAtztimTf&QB(4Ng4z;&5>^Z+U46;O9^w**~X%c)HT$7O2j&XGnHjG*$1WMi;&a= zn+GO#XFJ#jV=v8%Kb4hrTX|qcsd4NtAL*yh`R9{XkJzeA0#0q2Q4;3-{ovcg|3IH! z6sGEUibi@yUh%*~YFs?|Q0&Se?(1^a8Ks@Pw%ktTL#3QgPhI|%6OnK&fwK8$3;ySc z{PnB(n=85P06txxhVmvnEbWY2*Dfl?+14VRbxCeRv*J-+wR~e^^OT&2x%_$W4I%^x zn4rc!*ZuzlXn%^ntdrB1I1yA_S*qdf6D|CCn57ph^ys==kU(xj-wC6Z#&zxIUnlUw zt*Z77xH3JOQ0aii4N0mLrpZsiSk>6lGWX3J9d!*2aTS%*Yqv_ZzAv!9d=P~o7wwM{ zn4?|k##VubeXl~N`~#j}T7er(@SzXHyJS6kW>HjB6eo|3b}6grJ7H&+1^`iL-z1Q0 zS!R@)nu;6AOutmV7D1NZ@4u}QI8$iXl$cAIAM+{g4Uq^4-wznv5GM~{NTLtFl|S>_ za)3^UrbJX{nNPkbhWajd=5s+4Jy><_P+v`W`z;<>`WxA%jFJ))NlD3XHFw63Ff}=O z_ujqC!a}*q8VL!Bw$9EGrY|s01o{X&Z}3i);bfjQ&ZJLLqqYZ##UDO zSFS8apFDi{H${7YBE`kZLuJE;4Nu;m$HUgqu`wmMl#ME|uydA4W0J-6?q|RYn_VDR zUbqky74;QA@b@UoTr-q&BIVR(9&Yl-(6z3}qtB?}p&ISy#62$f;_kX%0k?#um1>Tmr9w(>!nQc z{%zl(_G7&)!h+6ax1^hp^}G504*~6OaOA2fR8?#hnUwW9W9Vj{_U|}jJE}f(df@{{d)ARAms`#*UzBGg|g!W#UtC?1MLirUYBcL0Sr|q-r4yv zjs?4NoIyQd)#RV3#@-h)$m&Op0USayn2a#|32wrT=2P&Rmd;t9I)sZzJEX5cxVZR1 zwi(em^8KLthRsg~`&(W5?{Ha1(#$t2(gMf=alral{jqtLR!QsX>F&;X_Us_1z(JD} zCr;EgHW~#6mQ!dMd3iUWN0qAZ$~-sP8avlSo2j zLC@XLGq&WgaY&)#LP!Ugl~6a6&8RToO4L359fyGnSkMS_BU z9YA5iYf>20cIumZvQV;FIXMPcY&MBR3c#K`dGhZ4`#B*Y9O#qk>Q`Td@k^AE$IS06 zY0!RudAy1<(OfE~p0*MR!t4#)DT!XSjxVD6<8k1QhYueXy7g(KrlmP9F3fXqaT%XK zpF_d@Tz#e|;gudKFH6>UB^HYB6ECfnZ)g}3(!Jc%IH_snL-y*dyif`HnVzmXk5*Jv z6qlB+%(+nT=+SXdbrrKxG1}F^TySQS8tsShUS|_NIGcw``8WkN0o980?s@CS_59S3TmupnbTRJ3 z#Z?Bz#_2Fl==S}3f&t?foh#?P(WDS=iOsycS)V_je@b??J$KHbzb>jGiPoNH`$AAdk zUzP9TM39O@e^RTac$rPe&`l)|zm^w-2TC*Qh7n?yZh$v5NtTV-N?sB+*5ZE_ZvVVy zM~n#h6*G>3^NjYvgFPJ`8Q`C0B7>J92>BKrw8zfy8jr?4*q1=6F$Xsz$WSlQ+Nra! zmPzAMnN|b;SuraRe$3X^wsa&bdzk_sf&`kz2%|g(bkHX?HLtt7yU!IfXcQ}BORp&W zR6J$*`2z?t^F&I$G&ff_QqKL8=4cmD-}tm&zby~P>Ovq!1LLj+Fzsb%~*M@7|nTO(5B1-Azx1$M9p6mne&3y3SIg_J|47LJadzlSsZugQP z>8s8cMoU>{-Pp8CTt?=^jvYHLCPJO6sR&i7}SG#aryBV)Hv zHQX}>?wN$2$pnCqMl1P_CsP#kgxL|HUrV`%6O?^c;?{vVQJv1x0%OvaYfO5Zrb``v z^d*d6xfHb?L8di`!sG?KXW6@VMx&HUt5sYA2M2G0@=#;KT)-P0p!I1-?`;`=n=XwJ zf}ui#Dt66R3ob-Zz1flVLTsU)04yti*|z?*)fz-CsV%pfTwvEQSw>^v3}H6|UYY2t zd_AYOk{wCTry3D#&Yqnc3%+)3q?DTXmXxX;m6#|H@f`lo<2!QPKp*j<-^>!yyyNy9PX?94N;B5+D-pnbk9?}V z!&*WMsTlm^ouuVB4cIsY=kmy&C$=|>T_|}nHm{}yv~_h2-P~k$h3&}D2-Q1b>C~X! zF2BEwWlEMC!D_yH=iTU|seKYqvki`GkFX^ee)9!eEr~mP9M`9@1yzl_`#1(`N_|`- zaLUOkm-aX=j#tv;ks6WgZC-T^)=Cs=~q%Uks3 z2S>cdKRjRSyhwkm9~B$x3yXpTNomXgnYP~1SIHb081N{bpQS9m>wS5X6~?Uiy=ViM zW5LnSOeHPmw4@xv_B`_|9V?}Zq74lV0oI~x`dXwfe66qFw;NDEH%8cr*i{6cq<>%_ z3&`bkzH#K{jT;|=0_EPiwceR%6@7>e8N!wZ$lTc=qA^s??0H+cz>wxwbUzB$wx9OT z%`52*sh1Ii(Ts?B2gK0E7H(I?bmKO^{#KsUPEbD|Cc#<%&&k=pE0q5!WBb{a+9KuW z-|y3nlS8+(w1k9*w*#|#O^=_c1XgW;bmQ%Z=a(T-N(D-2Yj2;;&HSmN>Hb~O#Kgo% zfLLegiejg(*3Ql>I^8ot(c=}-?msnnIUPHJ2gTmhsaDw5Z>gLG-v`q(2D6i&YkMDwYA{!B1Boy-RF+S zPr61cJ&r zz&=Df$kM^Fx&PGTg&Wr+ zK>`imBzB}HWU4c$(Fw=ZoA=%4sfB?O?Z2g123Jo1 zOO=VJ?BcxN^e2a+HogI~E&E4W2GAM-(E8zTGna5{HZ`sRXN=)F1J7XW#yi(WhPE0W zid%j0D1j|`6?V!O%xpomd^`sU9M7`QzcM@~mt0Dg1>F=OJz7q2U4d+^`3Q07--dsG zlQ8``J6!URA12+G$Z_T&_4{mNS0})w$uZw%JN1yNz)e_nhSzgNFzo%`!$-a`jjA6} zl^igX94A7zILgcRM@$u=EDu&st?A|ei@7h^^rgrQku5Pd<7UMVaX&QWGH}nDk)7b2 zxJN&`Hl$sm3+b}oSX%6xf8CQ%xpY;E=ewQ%mWLrjg02R*H(W1WNjLYH{Df{uM43Zi^7!%NIAxza zy(AU>7v)3zENO7gfUfRh5wm@$t6MU6>pblRY+$4C_gE9$=$Nd1l2`>=bWiZq8^v!Zm#R zm_SRZ7xhxPGRn+8uU68{(m6T*-#4%>%^t&Q1w7!9wY%>V-%f42DP55P0nTuu|JZHO z`2}WW4B5He+@(Afx-R-j7Z#qf8W4fAUogEdZbTAdtnj8jJ$~t@eLt=MKu=)$ltI&i zycnoH_S@Jg7J%3o2MMx+0Pld4};R_Lg1v+#$nK(m-EY zdV25XzD_Z+t>(2@;({h(f<~j`6g|>JF>hjJO8df;>EqR0SjI@3qmxtHGruWMN+8p6 z{0#sJjze2yo)tiJ7Gf%9!6ru%?%(H&ijE!`R9$@9cwaH)n1J6=$Pj0Gm=)=g=Ec)0 zB9dsAXA{?0bkyZsru*Q*1IRqy!Is)g4`f4xn)im%bBR6T`R)GCN5Pk{%py1y+;e%D zszu3iq*;PzHW3u<9|r}0z~N7kH(>c%#G24( z5v4OiHWp(sj)>Pl*140kihVr)0;PZX-R2apfvHv$qo5To`Qw-WAX(fh%ZAW#C`Q&f z)(BKaYj&jDQfp&EOR4II!MNvZvI4Q*BFu07Es?{uc!>!Zu_3WnHO&d>iO_alEgi&yn2~!?Gzr0zw_v3!f`_xWE71)UH4OZNASUS0ZY5rz)QM)UN zg^30l8rPsca|A#eJ5#wSyDSY12*HAQ6D|}zLKFklf@6|>7&Fv->Wy8A2kgs1^mUDX zA-gy_Mv6YQ$kR@INo8a)DE3MPjXD(umt?`3n4YON5RSq(6?4%HH z(AOMm)(nqxeQ|Imc6H@jsnTABZl4#p0Ab8CQ&ZEy`Fk&KZuQ^k2EuIne&^^O2(gsT zTZCWOIp1_);S}T$-eqK(TNybIddgD^I%m#2;Naj0V0LwOdIB{-^jOljcBNr8-FBrV>V#9{>Cqv^&kV^rwu7Wz)~ zdaRr1vp8sMSv}R}xAegXU7z1hEy7(_^MyOp=cbxi-PXD33EXgM46DPOU9${H?!xIp zoHXQwoAZZKq8t6Ux*0oCF*72;>gS3a3u~>q$S&{Lx|`MQWwm+2?Q-ms0*&@l0tz6V zoqb_ATzV-#c=SHG%!fKwMl(8jGV<`@!}NFNE~co+$E>b5`i|HhB_*?oi3t{}LXLNy zVG=D&3e+?-jOy&{q>p6hkAV3!gNB4r{^?w+x!$d;yMQ+)Lsy}$p`i%3Ic1#jD8Xmo z4G-D3FBD8=F>Z5T)XzQB+Z!&wjigSmHWFmQ0$|&+3}?WzIx}`_NJvVy0o1p3bU46o zu?PL0fNLZ`$fQo%Z~PTlu4Hm*s%e(-Xj%g_g@SW;#ywekGn7`iYwwFSKy%s9Uptkq zSA^r!9@i=j$2vNm1kP)-NnVA)U`~L+T4Gj~*p`&k1@E^-?^;h)ho=TE&9Ob&^=J5kfN%`i^Pu2H#yIyYVGr6Y8T&90; z;tH&$(zAJ*54OFvbtp`EtQj0}HdI>2!`j@Igu%6HuKhm@PQ7W;JgFAJ~kpre0aHB=-Qd6D-!y{8GE(DG3S?*4;DYs5TwQ+Y`bqDA@dKFQ{K{$bvrGx-eu2r{qGy)~tpirR z>ry#i4D}f}c;E%-nh#YMx9Hn%ke;~(aeY2vs>c-%x$9tHh4)xDhT#zH|Fu7+90urt zfS#tipZp2-Zho5x4`#42VQ`*uTu(2oErnFh^^WEpw!ZXVz#{Hf diff --git a/_images/c565f9dff80f5405d7d514d7c2afe2f4941fe1c6fb1ddecc4458ba39f014f3bd.png b/_images/c565f9dff80f5405d7d514d7c2afe2f4941fe1c6fb1ddecc4458ba39f014f3bd.png new file mode 100644 index 0000000000000000000000000000000000000000..15c89366c6fdba8a5fce35183a5046287fee1f54 GIT binary patch literal 9400 zcmcIqXIN9|););IC?exnP!Jdak&Y-G0xC+8-irnl5QNZ#(1Mh)VF3}4B1lmYqy?z~ zLK_iKTIfh`QbH)wMEbX*-Wl)IJNG`{k31oVllQ!3@3q%jJ9o4+lo+-%Z$}V>K}Gqr z4ua5-sju(0!j;7O*Aeh0g*{`0)pfMOx?gm@gs5M{I@vj5?QG0{bi3s2V&mv=Tu4&r zn81&hu~;V;X<=deUv3a`bhZ}$ab^8A46@Bh+1Ld^7%x&^G%w_nY!HO&u*&I^dLEA_ zd%U&6T-P^dm~Q*MK}Q}uK~r~(OYEGORI9Yj<^%jv$JX*H#X7H~U-DD$aIHb>8kVL9 z=Dss|k!$fzgEA(a9sUTz*E@;7pg1(5Zc-?oU-pwYla{qq|G?_{Whs{A?>uDN={)4D z>eWWivrA7?)UrvacB#?A)ousEIRq(_TsL5Z8R7$!X^{&&91MuxliQ*Qa*Lx0LH6JM z=3)*Pp)38?t*tYmR}epy+c^nyqa=O~j#HzgI09}Dg2?{y*Zy#<|N5dTXR*hO`O?x- zZo%QhhduKo#Krj}Bn)Y{?$Ek?`9)S%mY%L|^GKhzw)T^NfE_n)+~ARxHkli#Yksa8 zakZEqK|IiYt+d@&s#rU7F%hFaC(1Syqh#Fiy}ldX_MJH@yLRoWuBmCBCpRw;O4rmw z-a8jO3=V!08M&WT(&&XE>^quJVWd+Eoe5@am@VtJ?@TEAl|>RtXx>9vk+ z?CP5%t7etyHgD$P<{rtaqEINgZj&bIW~HW~M>NB^_A)VHUfcyv~W9rJOkfN&vniglc~!96Bng9{hpGu-LM7NmbLQ?a$fj&G!QwogR~Zn5cQ zrXLFz2$~;_^Tp@qOKzc~t8pM;I8HB^ z0d{i|;?e5xG333IWas8WS1(Fls&Ss(BMuG@S;D7J9@A6%5ybQYS%%E3o9MCbIX~7I zb@bx3A9n9vsFGjTURz!uUL?u*u3z1|XOG8}gsABEwus-AfaPrlmX-;(7}@cM5zInC!&F#LBq?Zfa_^m-;?B6#G6W6`b3$WecyYY*8Hpf;8{nOQvTM8iPZ< z8yML7F4LkF4lwNDLyx>TSx=q4d-rB_O@?q0d+?k}_h01YwPjn4*2ipTWHfYk&LWM{ zA!X45sP47wxHUC+u)ewZ)0C8yoXd?I3*=^{Ao=xtSeGcKO#o)g!^d}aU|^t{M2hHf zFofgf;uREBfBW`rl$1+ixUiX!fBBOw^!s=qWKW(vX)wi%AnkQc${TZW8!baY^7xFB z<+HSOJ6pULdy=xUjxijR)C$Qluh_n{vck{Lud0!xOD2;|a&5y#r&s35&(hBk_>LS= zawDSGRu&E2-15Q&jLlnxXpnxfa7A4CErv-4#+^G2w6%lp-o1-2D`*;~a zjOu6mRA|duC8MME{=nQe#aw^(RxDt^QGxwCKb$j<_u^)4`~t@}|NJ|o3VnnW`(-B^A9`{T7GP)Y=XqPSfj%eye6>J#Gi(+2)=2;I zp5Nf(e~oE>zPG>5ldo(XP8IjB)A|N$JQ#zwHl*i%of{P!?`N6=l7qQB;&&`8cVouOF7E88_82^#x%Q6S=7f>sY)H-j;qY=_WnXGL8vB zK1kPadJnwXQWq(rP`c7Hjcrz!@MO!#$Y=-r);BVG@iz1bX5w8YpO8@7PqcJ;1_s|&qg2!>)?PtcI?>0 zsHo17nb}!qF$oERrz|h8%C>FW_yh&RxBxqCTV7}bI>(AZ_Ss&(+>mKegN(w&3&RyNE`^T8|i5o%On=WwFaCm>5Fh>$6tn!}W;o+3@^j7zhIo2&ugns<-1nhTn zbr}EN@4x>sx(?8i8wy$O5-}=@x#IO})6sdUsV8=-2`q~Pn%#S9v z%DOJ<`L%1C&YU>|2z?%EIl%8(6_sEvC{MgnQpU%v>sw}rYlfX9b1wY6X?SGBS&{{5 zm^5Cl$ix_Dn%`VqTMG*dJDk*nwClg@R^D=xQzX^}S?mjd>e# zc%KIF8F#?{Vz0%#0``Lk)1E%%fIvVmI6}3_weQMfkv-7wRi9{e^TsW-3)On`Wk%aFX{zZ{20A^ z4$;b@{xrKfZF~}E6ViX_%hBZ$xy2nGX!yFlQri852$0`@>C5TC?W!lEf)Y=M51gT$Y&(_tn%b4^Np zin%po1yrbLdV3cqplRa6hkGX9Whzt!u>(UTT4r~MTGj3sL>KCj=>Z%XEij!%LlZ8 z5_52JcBOrR(-1EI@<#54^saLRbY0e^nmxOA4HQ&VRe8B5LGjoG#bafXK>09GF75Fl z9^m0&OiVh^?Y@T5$MU`<;}i;tkZn!sZ5X9R;`s&Shm2r&hvEeTl_sExu44^{);=K8DxHxqfOiO*u*Z)l<~nGQ58SGK zDx^4hGu=cr?Ng_&)yK(aEKu4p)4j#Z{nr^`nNN(ft&-#8Pk_{+QdJ+H5*SiPM~6$r z#>NKrs;&0X@!YFR&Qb?=3L3pUQBY7&q`MWtdW9<%=H(e^%Ff&X?z|VqX?&(cxy~rp z052XDlRv`Oxkc~g`9>(qVWFX%5Ym9;{4z4QPYO^4G>`|aW{Dc&j z?+KSYs2MJtxB{48U0qFKg9O3OT5_Muvzu9Up(M+kD>yF%g#PlI2Zu~qb|QYgX}ZC& z;`UKoZ%HK0j*brdJnH@{+}hFT=rhNX!9a(caBNFfCgkKOhuqr9ngYd|JQD3#a_I8| zV~H!UdA+f;2y#_5LinY&j?Po4d#!D4xZaBd++3YRhSyO9!4ZYdEE|?ChXLz;dS$4R zS6tk{$H%8PmLBml%}@_!Cn&n`|0ud2r+Z9bQDhdE zRiSd?US^gUgP?7QJ$7jmi=mE*NlJhJ1;=%Mnv56t6g{hf`%oWhAB_PaiMJ@+Lnb#T z5elZ=i27)BdXU_*GD&`;$Z#uU9D$;fz{$bU*}b^9*gi?s?FA$+}0 zh75p8739n!<~K$&-@ms6#xPSMf*?f+s?!PQOiYA`w{p0s5hW-n*pAwRAY(Y*gZKDxU5H8Tt5=J- z$P*pe%u>z?y*?}U89Tp2P}={}VI4YURsO~32o6?u_6(4lM%1{tv-=2_3a4U#maT1y zp+9V;1f^wQs)y*#4+M&Vfq_cgA)#Nau3jA;9mTAEnkgK*FEbxex;m^_w;ef=(Uh!Q zI$O;jh4RV+*b(m92S|_<=VNm7=FML+Xnmz`1Mkm<8%ybGZfepqHTC(NkQ$1GiHRe3 z<%?~BP{s?FuFe+vLomk#%*UU+4jbB->ag)XRC5mti`UotmjNc*=1B4xm6eq>d26Hc z8;wuT+?y|+_9kJ<;i#is$B!7%?-OWJpX^8MtVTxLU3+nzy-h zW6d!}+Vw1$UW6XEXoo^_B8vz+eQ;{4pF{2M8JoxMVE9MczcaQE z;=fgfS)xs#WST$C4DH>wFL7+_vU;?*Iz+Qwc4B6xHq;H~qZj;6DJTHvejXJSC64(+ z(I@P_1vo&qXcJZ2fusVM&T$#l05!!A4hWO5>3rIwf2sgYGF8E_3w+);)m!526}>`f zOV`C>bHJbzyE1sXwY~j+AT4DzvF&7RHF>qqhJ%Hf*vwi<2n95h40A)I(sF-Jr$?gD$OcqmeV61I2y$f%-zPgl>k+Ila zAB&<47lYtmKHzdJw7dH}D+;IQyGAi{{NzG4ws?5PZpnjd+g^U#y$N!Ks(n6AbUXtd z=fxIu=Z-cMnep-Q&a{l=WNkII0P8wJ>0}SC)D_&Yp5W)fZp0p{%Q;dPo$Iyez`!b< zQ}+=xZHi-G2_G--jI7)2dlh{>y*Ca7)evA6_YX=v?d&umMa9Ut^MPaoKdYo;7lJq- zs*LWVBO|up*x?p?+#!BOmUc*iCkz*;(%9-BD?MdUdg;c@E>x-`L8 z=1NfU|5gLb7H^9R{7ke&^2IqAR6htEK=6ToC;xtRe!iKKq##ex{W)h^Klkr#JXlAE zw<6R1PGHad-mCvpku?}#fi#p$eK!5v>RdCgT*oeF@0N@Fjup(gcz?{5f``WWqfwN+ zJqb$}n6X>Gftmjv*Z#=y(*qkGL2CQ$Yz>qz8xb+)LtDx7)<>?2?t-PC2x%E~=FN7} zBx0x&xy-B#7>AS@{rMDTb_-yue{oPi#w#@=CrFA3jl8Y;Vc^;|PDN3nQK6kzuoR?iB8+8#TKe>i;Zw>Mt0Nm!ij%ShHu0)eCfR1Y^A?RKtmirqnoJS)6Xy)kF=aqM<_F`Yh)X z)u4! z>#XkUGXsrUG+x?8#-==Z^5l!#&SK+Ven`91^|8bg;0qIY(G_{E874@O|o$M}HnYPK)%bhnIww zI1OCWh>;#H@Exf=z$$mu2-FtTfd)YIdEbpi-@?hfE>Y~57HVU4?(V&N&7j6V)3OEy zMpQyawl$_MN(`8`fvIUMo7aR$Ne6`1M}fe3C3f!wV5pu`Ondeyhfo2_p+|acbyU8+ z;vUmNi>@X}O$|WQxID)`JaB7L-|7IPuNHL}kA9l3-2i?={5*7^kbe7c#pU&tX`n$R z<8Jcu@`A=$r$L+*j7PnA!2^A#b;STMb)E;TsWF2zy8o-+8?Y85dKClvt8b`p`Y-nj z;o=C~_=;f|d{^Z0MzF--Vh=y|J^I-61DZ0~(}hf9Z-|z?hiLsgKMg`N=N}-@@A`_r z!7BU_2IPa3wQlyQQ{|oLUkO+3Y3Lrvwf{RVxLnBxqNXsTQ5ekv+5~ca5^rONUA_zp zmDojgz!#?IJh~~q|@5NAkpVp-srY%U z_kBkIhNC)4_0xh26E0WhsDj|Hx)<_4XMJbAn-)1wADs8~k1x-jhCzEwlr-2o(VDDh zzx`1C4VR?ei!yaz>yCo+!WB&|7l{4E)PIH885tX4${W|Ghw*zEs1;}O5^I4*&gi)N{!spuG4!pYHe50}=`)J!bHupoTS7;t-mX{;s-Zlm zVv8K*eB=mSlVJuq+v({;?2^=EK8K;gH5oFMYB?92{}+TwUm2`s8i@tN2z+3ewOw+`(OY)^6VD3-ntZ@3x?u%fo9j}Gi){CC^8>u70dMOT4= zm42YoA1Z^_yzfNsYfP(Dktu5xycMr4jDIvcNL(6;ZUtgPbqPI-0PsXaME0p~LCO{= zAA@)9*wF&+l)jG6pl90i=Vt)afcfmxfC{-l-sMlE-@ct{bAcm4o+3`S@n;l0gJ z17xb@h+6D^_Ta$-(<_RF^@Fo7S+jjNeAHv4^{-sHLKUqLBNhwFl_t6TYWX&7(lf?0blii5E=xT z9~5Hjx&rc}1!`b2nE$CtA|NJK9!5u}LW6a(yFjPr?3L;E# zDyfDUZSw0gjPQjva8O09>kmTL#29r~gj+2#erBkOlG|)fL{Ltt=N6gC7VMNV8VDp~Wu8T!=J$>t) z!Jn}g>8k-p8r;9!i{)EWl`{2$^2-z*7n|eO^)%&{EQuJ0g5iB6c|(1Du#i*=M`OL_ zD_I=7`^mLU9qrpAhGt*pH_pz^=D1P}Ci_awuG2B*!TNTQ*)H^#{RF-ae?L*)?m-{oShER>$o40P6 z$ULsdm$j=x=R2KD(ukSumUkHm*vT%J2G#H|7nhObBTr`+mt3DUT=B{j5ny8OYSp1H zq9xly`d)q`W)Bk+@i2PkRt>a~%w}>sv#o<5dcX}E14}gH%m4rY literal 0 HcmV?d00001 diff --git a/_images/d78e85605ed7b0b7927b040c65b314bea5f357944ad18bb72003f8c4b14217bf.png b/_images/d78e85605ed7b0b7927b040c65b314bea5f357944ad18bb72003f8c4b14217bf.png deleted file mode 100644 index 04e5989e48dd470661f6d510404f047675b4d4b1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 12002 zcmch72|Sd0+y5=?4yDqfkfO3DTV#tYlP&vB>R{~I8ClXPCy^SV>}BkOvSx2rmdG#@ z8j8dWW68e1*WEeKd7t;3p5^`gpa0uO^(o`N@89qKUEk}wTsO|?YOrqQ+=?IwD@OB- z0fI2m(BGRk!vAEwdzk=#$@-|7`51aQ`1sp-*&{l3K9^iQd|aI_9Q3pI@^*I6DTTV>O?T-(LdU!dC30Mz?!bP@R(lqx*kZpG8Z>AijY$pT})x(@QZ4{8q zpaxwsvQJ%`)Z3)_z0N7p6at ze{zzgknOoe#;3dCY=!;dzj|ri&}th zE*bmgwGRbWwa&f0vijwtTfDvbIs|#WWs46Jf~1H1B8ec^4-uG<dnE6f>f&qNye4OTT;Q&>pZ{;|@#%8 zGSNKa)Od{{e)`oOTkOQAXN|3`l;QUoGpkGEBc}C>ak|MTAKbgQ7t`JtClr^GQZQb( zr2F8(gBj6`yu7o<#>S}>(FCo@$;mt-(I_AwU}W14^~Vi!oqxQeI|JMg% z3-j|y`#owNNI1TG^Z8Ovdb+Zdl+;-aW^#I;B=+{=G%aI!`7*{JB%}_H$ICN`V4R$s zyeh3y3nmwZZEDQe+1XPC6cy`cHf}_eB{s+twsFhnp!+H;ti4TP`gU*N5EuWEBaJj4 zK}kuYJ9qBbtX#Zs;fs$PKSnp3B$VD-k>=r|sjGWSP)JCDG&#@^eCim2Tu#53&a(I9 zrSz>VEXL;MxfQ)QEmD?_p^c4AzNiFT+Ro0dpz0?Cu@L;k%f-o=$Hcr*6R#e%_d#vY z99?O3K*@(J0VPi>xH(cDq!1Gm83-uHiUXDz?OIr!9+lC;|1V2?*hrVO@ z<-^V$R*yQDt(#Kn)+4QFsjq)0^5)IKODFj-Y!RxPws9Moo8QlFjTf=p#m!y#^5vO& z3Y!EgkCesid>yOq;9%dTsxwHAsd5Fu+so^2YHFck@ZxYsuAxPVL$sH-_sp|RJjV_l zQXysQnVOiyKYaKQy^MK@!`si7u+ziu@q~^JBiJbVSoJs=&#whLG&4UCBP1aaOYNFC z<|(&dA!wsC=5fQafR;?luwdX#1$DBQTb{9K4dd}%rw<)%@$n*(gEXrN)tEi~l zy>sV5UY;PVod)MteVP@um% zO#0TJQKEVJv!X&<(T`QA^87dsekSP z9BsF4Y62dsM{{O!E8vdF$yw|?s%r#i(lqVy#fC zr}S$}Qg(N@MJU?_1W6m&`{vrv;Glqngkgqyw1Jyj0e8@-cxF}>y`)vqu)>`xzv9q* z@4+>eJvbYGMtA3w_iuQ05UK>OmrEd=K~EU8971+lNO#cy6Y?}+9cO!zjK?gl7B}Op zrlFA!cp>xg(pAS0N};uVMbF4e)HbE%b7{e|_siX>c>q$@L5wnsQtX}Ll9HJ(v3h_4 z)8TVQ#>TmMd5u%ugI){RGXRCR^cx65LPGo)eSLkKDcjH$-x+$Rmg@DN^Z^>)r7Da# zHMO>y8W`X&T(}@V)!yFz#jDb1e&RDOp(J4Pg4&rg0a^3&^Co*)5kzEXn+PqT})$0LY*S^Zs>%&p*@9+2d^pwfo(J?;=^u7dIHl@T%PGjD&ecZJ{+cYjer@XrA&Pn@(K&bafjpMEC4j16Nn#>*)R285%M4 zMxi2Ca`E%$&v)(KO@4@DLa=V?qhqPE-dWP_A9J`)`3*-36=F+0yu6C}Xm9Qu{tiU# z?FL1PL$)$L2lgXj=eM`rE*I7U5bglv&tUXaI#fQj_R z#zy(za@Veh6BCyJF3QhBqn%e(_V;&maByx(l)}wX{W~)>wzZ0X`SsV$zO;5VjTr9E zL@5`aCXtF9$JSK2OP|8NzDvp9@BZX8074ue90);iaee>3;EH%*^F!IB+y7%CxjZIb+a>7b?wTU=26?3}9#Kf2ap2w!e z-oBl#lO(;6CyXFb=U?8q2rXCTKf_zX6!Ugq#TuKM>|@4zuxV!1)=P6^v(Wm&*YUE> zU+Hmk8eJ}no_%XA`AV-7*}Qvn>_5htehg`UuJixF^#Ew{pzk3Q8Q;Enbqy>@f8chh za9Qi6t_p2de#+h+#{1D->*7$6+am@4_q&u#n4hlyy9d7DFB2twxdR(_G9`LeKy0lS zRumS>-hSNT2B~Y<(*lEY@yi2thOEIS|2gdh^0Y_HhNz#Ro(rc3r9&@o>@+qq`qDWB zRHw1I*{C&Dp|du~-~Q*Hb4p7)^7TADAEQhMa6=HVYU*o?A;67N1TfTAxY*RUZ+GwC z&!txTyEMg%(*HkjBWf!!l?x}@Fn^~R>A zz{jj{Go7Yo05~FMj}C5EU57k%T!)j0ZAp>|shieyKzkK;-VQxwGRElmp1DaZf?#DYj!{!!N1=e7fX^1x5g$D|e(l<|vPCcW?v}&l1jl#DxzYP&oEvU& zRrN;-$xku-s`K*mjrH|Ech;Ad8u?XINkc=9L204C@t|Yryl&?44)9a{y@47%6&|Mb zAuBcA8bGOZQ{^(2cdkfm z2TFGOpP>=(#YDy6s^a3}T^t;l0AheyT0pP>M&th_6kVT=Wc5TFK=1Cni?79gs!cMh=TZ) zlpxeE(uF!ZJFSn`1OMy`S#rC16ZB!iygY4fb$o4hdHFZm_aInb% z1YvaXUz>)iQAf=88yU>G%?t!xeoe5MMkG=0te%E?*T?1L?PY|q333oUiz#O zeL&XW@#DwEU9NS7EJ&DNkvVUz*WlR#n_3IBc@&L+qz$DIM+o`(`7_(rCbrcT0u5O{ zQ=+nXWfONB^q|YuEYPiPI55T({l}7Ra5R25YLzh@Vq>7)HQfoK*7VqZcsH%^NSoLW zw3Sh8gfMbG!?#WMAHBnbeA?f#l?L5(zKU%xc0T95Ah2TBn6jR-&~bMqll2HgtE4Da zy~niQ#~EOqwR}i4vA@9?Nndd?(d-Kth>jj3_tpgmm9W4TD><8JrYUg;+vw;-gUIk5 zZhOGOT>~pf%!XyTb`|4>lor0k$^|d_+}!&8^JL$4)&+(~Xj5=C6EeY`cHIXwk(~e7 zXj9C3B%SI^9vefUs}|ZgKR|^4-c6d37@`1&m zCOG!(6Tsx<@ z)Y)ND{4)LoBAI2*%f-V}q^GoEWLe?fxySZ0FNRY-;E{oW!DWlzDjBNehdzp=;A&=9&xTmM6}V7OyNMMMhb+J#ypd`ELYZx_B& zdobhqRSLN`4nGC5i2@Q#^8C{SkheF;bBPfxGl31W5gDj>v6ft#-m z+OB3AZ{2{T*H#ilXwYd;Tj6(-JoaROjq2IJg&Td`fc6x|$4WzSaq&GXfjq&}cid}d zOkTZu1)JowvN&VInClHHa+OY^Oi%5k06miOr5jy~h!8q)!T7Dnd~n(oP})^*D<0l1l;hGmFy$v;-%C-|;X75&PZspe?Ja zAjok{iNF8Si!X0u6_k$h^E&~KRDEj{ic3oBd8l#W>z6ObgoK(0Y-)YJykW=SsqUuWE10H%YJ)nJ2{>T6IC;_^+UakP*Nb1R^r%}lI|Z*QoWi)s#X_AX4T6e2;2sSpH{!$!4x_AEWhQg5)%n^MSZvH!^*F2RF$fT^by&WrE(bIoI48f}X z9V7lFEi*-=aRG*0kE*+~U#sE1(8DGqv_)5(vXh zV)fH>D4jxR6R6_~b%*ji-84l;gT7T2SjSD=eHG7c?2khb0@By~rTM-Dr?l(6vHGVewtFhY7B^oF5rk> zDzQ~*%?hjxa&K*rl-CzcOgoEMO}eFfrCR7BDQ(xDJwp|bfgQQL=8jc_GD_CXhQ=d5 z1?KzR93sTl-(#|8{2p`dFxSz%}_P zz`NPeuEP;8cu^w(n8Uf#r>|tU&N6y_Ly*zAL?AVpVX4&M#c3xlS+AE)UB;8YubUR%gh&*|w3j-ON`Z*3OvZ$EK$k;bVjh4R#Wu87+M{>0Qr!Y?1O87- zvaBI^2!@)Pzn(a8VtRS1btxDOf_V#NRov)@$Hl_=&-{{FvcSD^{`~wJ>+Frl$P%OCsy@OvO7KV1NFyg z%|E=s|KeHxA3o~)6U0i(*)=s*s3~3E(9P(s_peynx~>h}2&~4Rmm%;MxcGCLB>HUK zr}rJc9Xlun%&TWKnJ2JxIp-TLxlEyd@erVs9!>kDZPZpPZAm$0x?kG0t;%=gZbCvfn4Q>m0)~mW8$tTSS4YQgah+;( zudqE{UtDY;R=-?~MkGn@RTz9JP-j+dd9!N&aWX_CE7pPtqG-PyKb>G3lKbSz$(iv! zTOh6gUXS^5|1R9%`Xk&}R#z$k@g59f;CdBRLd)}1P z)Uky?pao}jbxpv4T%E0`&(%s0ZCU*YH4c53ykLJS2$jy7;qR}sIGj;6L$-_qf(IKueB)^9xd=8c zN&CiKV5nlD=)r6>fbxgS17i~g&Hrw6BT~9WJz`p>?{bEKVb(D49yGBktY5`3dTT8~ zhQ#xUSe9$^^6~=JI0sA%9&@_?rr5?O&JZ!Y7``1c5G}*$HvX})Bwoz6aIh%>jS-RM zqd91@(3ZOWKbI`nPfrn;?){(|x{s@HKIQkU7Ku)&FMl@sQO$7KjJ2)&arOT1ktV^1aT)@~LR&M;dk-;$l*O+5F(>&FmY*7RUbMdwmD zG8=okEF!kR12PP5klr%1?Br47;-6-}P}tjj602PHQBGzQ93(KUPstjyAjcPaN`KB0 z(&;>ZmdkB2MnZ*CImugmZj%_eiAt|ZZ*P&YcFNmmNXKf0CZ}j-|04gLrcGB-_md2+^69p_Tp~eH79t)%@>l-P|C~h-?pi{ zT#1IBvMIW(`=zx}USC)}R;8S<;h^S*CQn9|AERDDrbTQ3OP{lUJ}$Vo?8fbosTLV< z_%h>!Oa*0S&07`blHqtkhawCQ4=X2ZI=FdZ;7PgC>h=lB87 z=x#g_o~awM$IWBkGXuv*%c6ApN6x8XTTbiOi=#J07Ncgmc1qPkj?1iIVeE-U@Q@~AQOBIGyt3ZgL)E$Uc z?bn3(c)(c7QtEGBVqnY7s3_Nh9hN!}A)i~jx|UmhV)tvi?_Zv@@Kpgw*B_u50|evi z{UN{VGVqXO58Ogbz&C1IzY<@{2k7S1UFyUs>qUTfE2jW)lAQO~s3BJm1PRwq+DwBN zuGJSjm$F;f>>xm^OHr)}P%;y3ZS8a|7Y+z{as4-rihi)?iRx}N+Z$nyerZf~2{#ol zm&549rT5{h_uy|gjz2dpmG1L5_lS{m^fNjj41u7^rT^s(K|#T9bP2yvvo2TZBHDup z?ycuu%>;dWdsHmPvn~B}>a6$BJ2Wj*2%0sT8>7bEx#Rh)#YwxZ!lRGnwOvUUc-R7O zKl)C-*WjU%Ej^5_tdc=PlZ$M}JKfFWVGXG4MJ%X!qf~cJBEPuumgqxs{I)4sJ!URH$_FOh*+CUOl6o7=vZ?+v8G18wI+1AA+!{{EUqUHMW64~ zledGF5qrxcBe&)Qiy#9%k)J|62`zkFTH1K_)+9%u)#Nx+8>dRDdsA`vMQhDsbmXDc zrJ~2Ji{UrY<(M|p3{m4FNC$~vkXgV45SotizwNH}FUoEOSH%O4;|NHU8B2!J%#>%x zP^_NfV?J{TLCYL%fH9Q8ev?JUc67+xaw27!SM-GhT^-*-p78{jutdE#iad!NVQ)RJ z5G3BGpCs*84B@|UHiL@}c-q=MC_~ z2Uekcmy!e2$^c{@y|2C=m0J)lV+=qjI6FJv#pC;Fr?71YXTThKrV*W(4*OYDJDZ3K zxT1*S^)IUCb3xRgVd~22;qNMGbYW#^Xb3fx4r|<+p2lD>`hcQvtAV*hF%x_HOjqfi z4ReE`U++71lsM|4od|&vuN=nJ7+IN1JnoyZ=oI7_O&L-`< z7cTaEab^Spl?PCx6bZ4tH4w*KqF3=~{Wow78{ z(w@X^f6lWyv1z4$PyIRISALA{OyGi$9$~?YWFnG#P(kI?&Nnkc(L>|gi!lmW)6+f> zGv$L>e!5c8CV0kpX88R;_zSbFf|$iRbQ562hP)IyeAyE0kkf|%#(>LxlZzL6J8}~0 z91mJu3hWmy;D)9)ftmG9M3BiZ2t6@Lwa5DlETLSWFX zHRsLtFiwLfv`R}`#l+h?y^7?paZ?ID!vI&A1BP$u4-fCP(I5R<{59vUJL_*l8* zzTXGTYPjta#DsjgsODQFda3{nf?8zUf+eRF_G^xgv8_W>Zvcd{iw$hnp07BfXLWRS zja(jAw!*+F;Y}dh7fw@Df2eTZuAW-^m$&4 z!IkweV4P^mxu~GPI54o%b7c6ka_GtorMuW(D>i1QHZXAz&2^BytnK>n)9-$q{MxN> zr(n%?NWX~?^c`8N*SuoQ!y4Rb)9inj>RvRr*0xX{e~`fH@Ryt{@v@$s-2*-WY3cH~ ze3v@F_z}<|kJM9r{OI_ z95*sI?p0ap*vj2H-uH*km#PR+TtW|HcA57=_!QI1V1lhPWTo`3635ta0Z`|fnr}8# z$LM^6!5@^2r-o`gD^`4mzCNi7FE^v;^|tPc8IR6y%Xsm*?b+2$wW|SgYZ@>~ap5M* zFAun397yQUq34Y)EoIP-~b(_M^fEEqib-~qTFf-Tm`H~r1#NnsL zl%m4IcXU#A49u=Er24-2deS=tTp%JN!{tRV z5~ds}W8Gy<=y;T|nHd&Jp##S#qY%LXvP36c#0O47YBDpN5o58iu<(6dFw$pHKmSUM zm|s}c2?1>WEr8tM`weB>KW-Q}1xC3PD877f*iFE8 z_60g-4r$y8hXdfrx=gG!f%FExMGOyLCnPJ|75VG0k6<5ML34k=Ez+`UpNq8(oD7;J z!XSwA%ow!?=uRvs%JbkQzZhxfZaNVfoIIBX=febOI1xNAmR^s>MJzptTr4_viVp3# z7~J*(z#TKlCyTiQzp&?LWo5mZnanv0lUT3B|1uK$Bf<4Q_#gHziPkaNRU&o%DdIc! z(Hsafr-VZkysQVnGS1>5B^63)IRfqxIHw6oo-cwQZwfR13sReYSbEweP(G)6#xEE^))>66+*!>+5 zJRv#F&CNJw3q0Bl`L9b$s^)gteGAu}vrT<(rE6 zj`v!_q=l)UU%6ul{88mUUI>gH9WF%=%rs!-e6?%34ljYp3J=qeXJBpsO&U=}b6*Kg zAjj_A&P%fl@GHp0_DyJ}g_vwzuLPR%ToKG!0>jG9$$8@v0tL&Dv99u&{C->3y~mXy zPWbNNz!(IaRG2Dy?;*wP#%kG)&^w{QQ!h`oETZ`z0KQdw&;Y0tn9>x0+K9_z?%o7y z^C}wMcaq7@U*6oof!Lb?Ll~XYLWxG*eE;{D_SqcFgIS_x5o8g|X5ww-m$vK🚩 Basic usage -

'0.4.2rc1'
+
'0.4.2'
@@ -560,7 +560,7 @@

Imbalance metrics -
<matplotlib.lines.Line2D at 0x7f8da2fd35c0>
+
<matplotlib.lines.Line2D at 0x7fe6b127ae10>
 

 

 ../_images/7a974bfe7d9f6b4603aa654c27a8c93be2894b1b6223c36622d724375dfd18ae.png
@@ -616,7 +616,7 @@ 
Outliers
-
<seaborn.axisgrid.JointGrid at 0x7f8da12c57f0>
+
<seaborn.axisgrid.JointGrid at 0x7fe6b06cd340>
 

 

 ../_images/73a34d2ac46eb28b08f01358c3bc001af1f180ad4ba7474734205a481c180835.png
@@ -671,10 +671,10 @@ 
Outliers
-
<seaborn.axisgrid.FacetGrid at 0x7f8da2565b50>
+
<seaborn.axisgrid.FacetGrid at 0x7fe6b0501070>
 

 

-../_images/74d2d18146189daf45b1ee624ebeb7cd87cb427a8ee1b9a267a1ae8870cbaaa6.png
+../_images/c565f9dff80f5405d7d514d7c2afe2f4941fe1c6fb1ddecc4458ba39f014f3bd.png

This truncated normal distribution has no outliers (there are only about 60, compared to the 100 we expect at this confidence level of 99% on this dataset of 10,000 records).

@@ -715,7 +715,7 @@

Clipping

-
<seaborn.axisgrid.FacetGrid at 0x7f8da12554c0>
+
<seaborn.axisgrid.FacetGrid at 0x7fe6b03e67b0>
 

 

 ../_images/5488f73cdf034061545c78f25fe27c514af3927c350d04e04bbee7c2b07662e0.png
@@ -772,7 +772,7 @@ 
Distribution shape
-
<seaborn.axisgrid.FacetGrid at 0x7f8da016a060>
+
<seaborn.axisgrid.FacetGrid at 0x7fe6b0424da0>
 

 

 ../_images/07bc624e812626af7a9a216f8aa7b233e9130872991e9e5a1b2c98f0be17d7a4.png
@@ -921,7 +921,7 @@ 
Feature importance
-
array([0.36923691, 0.31790105, 0.22145207, 0.08204644, 0.        ])
+
array([0.41621216, 0.2725526 , 0.23427556, 0.07695968, 0.        ])
 

 

 

@@ -966,7 +966,7 @@ 
Feature importance
-
array([0.09514279, 0.35815121, 0.52083108, 0.02587492, 0.        ])
+
array([0.09713124, 0.36666505, 0.50735191, 0.0288518 , 0.        ])
 

 

 

diff --git a/_notebooks/Tutorial.html b/_notebooks/Tutorial.html
index 2d45f7d..bfe5052 100644
--- a/_notebooks/Tutorial.html
+++ b/_notebooks/Tutorial.html
@@ -305,48 +305,7 @@ 
A simple ML workflow
 

 

-
---------------------------------------------------------------------------
-ValueError                                Traceback (most recent call last)
-Cell In[3], line 11
-      8 X_train_scaled = scaler.transform(X_train)
-      9 X_test_scaled = scaler.transform(X_test)
----> 11 clf.fit(X_train_scaled, y_train)
-     12 clf.predict(X_test_scaled)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/base.py:1152, in _fit_context.<locals>.decorator.<locals>.wrapper(estimator, *args, **kwargs)
-   1145     estimator._validate_params()
-   1147 with config_context(
-   1148     skip_parameter_validation=(
-   1149         prefer_skip_nested_validation or global_skip_validation
-   1150     )
-   1151 ):
--> 1152     return fit_method(estimator, *args, **kwargs)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/svm/_base.py:199, in BaseLibSVM.fit(self, X, y, sample_weight)
-    189 else:
-    190     X, y = self._validate_data(
-    191         X,
-    192         y,
-   (...)
-    196         accept_large_sparse=False,
-    197     )
---> 199 y = self._validate_targets(y)
-    201 sample_weight = np.asarray(
-    202     [] if sample_weight is None else sample_weight, dtype=np.float64
-    203 )
-    204 solver_type = LIBSVM_IMPL.index(self._impl)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/svm/_base.py:747, in BaseSVC._validate_targets(self, y)
-    745 self.class_weight_ = compute_class_weight(self.class_weight, classes=cls, y=y_)
-    746 if len(cls) < 2:
---> 747     raise ValueError(
-    748         "The number of classes has to be greater than one; got %d class"
-    749         % len(cls)
-    750     )
-    752 self.classes_ = cls
-    754 return np.asarray(y, dtype=np.float64, order="C")
-
-ValueError: The number of classes has to be greater than one; got 1 class
+
array(['ss', 'ms'], dtype='<U2')
 

 

 

@@ -372,7 +331,7 @@ 
A quick look at 
 

 

-
'0.3.1.dev18+g743d11f.d20230927'
+
'0.4.2'
 

 

 

@@ -620,15 +579,10 @@ 
Clipping
 

 

 

-
is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
-use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.
-The figure layout has changed to tight
-

-

-
<seaborn.axisgrid.FacetGrid at 0x7efc2f1dff10>
+
<seaborn.axisgrid.FacetGrid at 0x7f153fc84830>
 

 

-../_images/d78e85605ed7b0b7927b040c65b314bea5f357944ad18bb72003f8c4b14217bf.png
+../_images/5488f73cdf034061545c78f25fe27c514af3927c350d04e04bbee7c2b07662e0.png
 

 

 
@@ -678,7 +632,7 @@ 
Importance
-
array([0.41495144, 0.20256686, 0.3156612 , 0.0668205 ])
+
array([0.40996915, 0.20901374, 0.31748025, 0.06353685])
 

 

 

@@ -779,10 +733,14 @@ 
Pipelines
🚩 There are more outliers than expected in the training data (316 vs 31).
+

+

+
🚩 Feature 3 has low importance; check for relevance.
+ℹ️ Dummy classifier scores: {'f1': 0.25488459423559595, 'roc_auc': 0.5} (most_frequent strategy).
 

 

 

 
Pipeline(steps=[('detector',
-                 Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7efc26efbf60>,
+                 Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7f153c8e3d80>,
                           message='are negative')),
                 ('svc', SVC())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. 
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

 

 
The noise feature we added has negative values; the others are all positive, which is what we expect for these data.

diff --git a/_notebooks/Using_redflag_with_Pandas.html b/_notebooks/Using_redflag_with_Pandas.html
index ff4be60..bf1e362 100644
--- a/_notebooks/Using_redflag_with_Pandas.html
+++ b/_notebooks/Using_redflag_with_Pandas.html
@@ -247,7 +247,7 @@ 
🚩 Using redf
 

 

 

-
'0.4.2rc1'
+
'0.4.2'
 

 

 

@@ -443,8 +443,8 @@ 
Series accessor
-
{'f1': 0.24642601013909113,
- 'roc_auc': 0.5071664777645397,
+
{'f1': 0.2411344733492839,
+ 'roc_auc': 0.5030196416166594,
  'strategy': 'stratified',
  'task': 'classification'}
 

@@ -476,9 +476,9 @@ 
Series accessor
 
Continuous data suitable for regression
-Outliers:    [ 141  142  175  532  575  581  583  633  662  757  768  769  773  801
- 1316 1498 1547 1744 1745 1754 1756 1778 1779 1780 1784 1785 1788 1808
- 1809 1812 2884 2932 2973 2974 3004 3087 3094 3095 3100 3109]
+Outliers:    [  34   35  136  140  141  142  143  145  175  180  181  182  581  633
+  662  768  769  801 1316 1547 1731 1732 1744 1754 1756 1778 1779 1780
+ 1784 1788 1808 1812 2884 2973 2974 3004 3079 3080 3087 3109]
 Correlated:  True
 Dummy scores:{'mean': {'mean_squared_error': 47528.78263092096, 'r2': 0.0}}
 

@@ -498,7 +498,7 @@ 
DataFrame accessor
-
array([0.23175155, 0.21627564, 0.34215632, 0.20981648])
+
array([0.23155584, 0.21912608, 0.33738409, 0.21193399])
 

 

 

diff --git a/_notebooks/Using_redflag_with_sklearn.html b/_notebooks/Using_redflag_with_sklearn.html
index 345adf0..74d2ba2 100644
--- a/_notebooks/Using_redflag_with_sklearn.html
+++ b/_notebooks/Using_redflag_with_sklearn.html
@@ -581,7 +581,7 @@ 
Using the pre-built 
🚩 There are more outliers than expected in the training data (349 vs 31).
 

 

-
ℹ️ Dummy classifier scores: {'f1': 0.26207946089678574, 'roc_auc': 0.49778842936294404} (stratified strategy).
+
ℹ️ Dummy classifier scores: {'f1': 0.25488459423559595, 'roc_auc': 0.5} (most_frequent strategy).
 

 

 
Pipeline(steps=[('standardscaler', StandardScaler()),
@@ -750,7 +750,7 @@ 
The imbalance comparator
 
🚩 There is a different number of minority classes (2) compared to the training data (4).
-🚩 The minority classes (sandstone, dolomite) are different from those in the training data (sandstone, dolomite, wackestone, mudstone).
+🚩 The minority classes (sandstone, dolomite) are different from those in the training data (wackestone, sandstone, mudstone, dolomite).
 

 

 
array([[  66.276     , 2359.73324716,    3.591     ],
@@ -786,12 +786,12 @@ 
Making your own smoke detector
 
Pipeline(steps=[('detector',
-                 Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7fa46947d760>,
+                 Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7f9c489831a0>,
                           message='are NaNs')),
                 ('svc', SVC())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. 
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

 

 
There are no NaNs.

@@ -818,30 +818,30 @@ 
Making your own smoke detector
Pipeline(steps=[('standardscaler', StandardScaler()),
                 ('pipeline',
                  Pipeline(steps=[('detector-1',
-                                  Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7fa424977600>,
+                                  Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7f9c489822a0>,
                                            message='fail custom func '
                                                    'has_nans()')),
                                  ('detector-2',
-                                  Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7fa41db54fe0>,
+                                  Detector(func=<function BaseRedflagDetector.__init__.<locals>.<lambda> at 0x7f9c489b4fe0>,
                                            message='fail custom func '
                                                    'has_outliers()'))])),
                 ('svc', SVC())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. 
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

 

 
diff --git a/reports/_notebooks/Tutorial.err.log b/reports/_notebooks/Tutorial.err.log
deleted file mode 100644
index 33ba613..0000000
--- a/reports/_notebooks/Tutorial.err.log
+++ /dev/null
@@ -1,78 +0,0 @@
-Traceback (most recent call last):
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/jupyter_cache/executors/utils.py", line 58, in single_nb_execution
-    executenb(
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/nbclient/client.py", line 1314, in execute
-    return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
-           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/jupyter_core/utils/__init__.py", line 173, in wrapped
-    return loop.run_until_complete(inner)
-           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/asyncio/base_events.py", line 664, in run_until_complete
-    return future.result()
-           ^^^^^^^^^^^^^^^
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/nbclient/client.py", line 709, in async_execute
-    await self.async_execute_cell(
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/nbclient/client.py", line 1062, in async_execute_cell
-    await self._check_raise_for_error(cell, cell_index, exec_reply)
-  File "/opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/nbclient/client.py", line 918, in _check_raise_for_error
-    raise CellExecutionError.from_cell_and_msg(cell, exec_reply_content)
-nbclient.exceptions.CellExecutionError: An error occurred while executing the following cell:
-------------------
-from sklearn.model_selection import train_test_split
-
-scaler = StandardScaler()
-scaler.fit(X)
-
-X_train, X_test, y_train, y_test = train_test_split(X, y)
-
-X_train_scaled = scaler.transform(X_train)
-X_test_scaled = scaler.transform(X_test)
-
-clf.fit(X_train_scaled, y_train)
-clf.predict(X_test_scaled)
-------------------
-
-
----------------------------------------------------------------------------
-ValueError                                Traceback (most recent call last)
-Cell In[3], line 11
-      8 X_train_scaled = scaler.transform(X_train)
-      9 X_test_scaled = scaler.transform(X_test)
----> 11 clf.fit(X_train_scaled, y_train)
-     12 clf.predict(X_test_scaled)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/base.py:1152, in _fit_context..decorator..wrapper(estimator, *args, **kwargs)
-   1145     estimator._validate_params()
-   1147 with config_context(
-   1148     skip_parameter_validation=(
-   1149         prefer_skip_nested_validation or global_skip_validation
-   1150     )
-   1151 ):
--> 1152     return fit_method(estimator, *args, **kwargs)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/svm/_base.py:199, in BaseLibSVM.fit(self, X, y, sample_weight)
-    189 else:
-    190     X, y = self._validate_data(
-    191         X,
-    192         y,
-   (...)
-    196         accept_large_sparse=False,
-    197     )
---> 199 y = self._validate_targets(y)
-    201 sample_weight = np.asarray(
-    202     [] if sample_weight is None else sample_weight, dtype=np.float64
-    203 )
-    204 solver_type = LIBSVM_IMPL.index(self._impl)
-
-File /opt/hostedtoolcache/Python/3.12.0/x64/lib/python3.12/site-packages/sklearn/svm/_base.py:747, in BaseSVC._validate_targets(self, y)
-    745 self.class_weight_ = compute_class_weight(self.class_weight, classes=cls, y=y_)
-    746 if len(cls) < 2:
---> 747     raise ValueError(
-    748         "The number of classes has to be greater than one; got %d class"
-    749         % len(cls)
-    750     )
-    752 self.classes_ = cls
-    754 return np.asarray(y, dtype=np.float64, order="C")
-
-ValueError: The number of classes has to be greater than one; got 1 class
-
diff --git a/searchindex.js b/searchindex.js
index b536e9b..c92c772 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["_notebooks/Basic_usage", "_notebooks/Tutorial", "_notebooks/Using_redflag_with_Pandas", "_notebooks/Using_redflag_with_sklearn", "authors", "changelog", "contributing", "development", "index", "installation", "license", "redflag", "redflag.distributions", "redflag.imbalance", "redflag.importance", "redflag.independence", "redflag.markov", "redflag.outliers", "redflag.pandas", "redflag.sklearn", "redflag.target", "redflag.utils", "what_is_redflag"], "filenames": ["_notebooks/Basic_usage.ipynb", "_notebooks/Tutorial.ipynb", "_notebooks/Using_redflag_with_Pandas.ipynb", "_notebooks/Using_redflag_with_sklearn.ipynb", "authors.md", "changelog.md", "contributing.md", "development.md", "index.rst", "installation.md", "license.md", "redflag.rst", "redflag.distributions.rst", "redflag.imbalance.rst", "redflag.importance.rst", "redflag.independence.rst", "redflag.markov.rst", "redflag.outliers.rst", "redflag.pandas.rst", "redflag.sklearn.rst", "redflag.target.rst", "redflag.utils.rst", "what_is_redflag.md"], "titles": ["\ud83d\udea9 Basic usage", "\ud83d\udea9 Tutorial", "\ud83d\udea9 Using redflag with Pandas", "\ud83d\udea9 Using redflag with sklearn", "Authors", "Changelog", "Contributing", "Development", "Redflag: safer ML by design", "\ud83d\udea9 Installation", "License", "redflag package", "redflag.distributions module", "redflag.imbalance module", "redflag.importance module", "redflag.independence module", "redflag.markov module", "redflag.outliers module", "redflag.pandas module", "redflag.sklearn module", "redflag.target module", "redflag.utils module", "\ud83d\udea9 What is redflag?"], "terms": {"welcom": [0, 2], "redflag": [0, 5, 7, 9], "It": [0, 1, 5, 13, 18, 19, 21, 22], "": [0, 1, 2, 3, 5, 6, 7, 8, 10, 15, 16, 18, 19, 20, 21], "still": [0, 3, 5, 22], "earli": [0, 5], "dai": 0, "thi": [0, 1, 2, 3, 5, 6, 7, 10, 13, 14, 16, 17, 18, 19, 20, 21, 22], "librari": [0, 1, 8, 22], "ar": [0, 1, 2, 3, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "few": [0, 3], "thing": [0, 1, 3], "you": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 16, 17, 18, 19, 21], "can": [0, 1, 2, 3, 5, 6, 7, 9, 12, 13, 16, 17, 18, 19, 20, 21, 22], "do": [0, 1, 5, 8, 10, 16, 18, 22], "detect": [0, 1, 3, 5, 17, 19], "label": [0, 1, 3, 5, 12, 13, 14, 18, 19, 20, 21], "ani": [0, 1, 3, 5, 10, 12, 13, 14, 15, 17, 19, 20, 21, 22], "other": [0, 1, 3, 5, 6, 7, 10, 12, 21], "variabl": [0, 3, 16, 17, 18, 20], "rf": [0, 1, 2, 3, 8], "__version__": [0, 1, 2], "0": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "4": [0, 1, 2, 3, 12, 13, 14, 15, 17, 18, 19, 20, 21], "2rc1": [0, 2], "panda": [0, 1, 3, 5, 8, 11, 22], "pd": [0, 1, 2, 3, 21], "df": [0, 1, 2, 3, 8, 22], "read_csv": [0, 1, 2, 3], "http": [0, 1, 2, 3, 10, 13, 16, 21], "raw": [0, 1, 2, 3], "githubusercont": [0, 1, 2, 3], "com": [0, 1, 2, 3, 16], "scienxlab": [0, 1, 2, 3, 6], "dataset": [0, 1, 2, 3, 5, 12, 13, 15, 17, 18, 19, 21, 22], "main": [0, 1, 2, 3, 5, 7, 8], "kg": [0, 1, 2, 3], "panoma_training_data": [0, 1, 2, 3], "csv": [0, 1, 2, 3], "look": [0, 2, 3, 8], "transpos": [0, 3], "summari": [0, 3], "each": [0, 3, 5, 10, 12, 14, 18, 19, 21], "column": [0, 1, 3, 5, 21], "datafram": [0, 3, 5, 8, 22], "i": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "row": [0, 3, 5, 15], "here": [0, 3, 6], "describ": [0, 3, 10], "t": [0, 1, 3, 5, 7, 19, 21], "count": [0, 3, 13, 17, 20, 21], "mean": [0, 1, 2, 3, 5, 10, 12, 18, 20, 21, 22], "std": [0, 3], "min": [0, 1, 3, 13, 21], "25": [0, 3, 14, 18, 20, 21], "50": [0, 3, 10], "75": [0, 3, 21], "max": [0, 1, 3, 12, 21], "depth": [0, 1, 2, 3], "3966": [0, 3], "882": [0, 3], "674555": [0, 3], "40": [0, 3, 12, 21], "150056": [0, 3], "784": [0, 3], "402800": [0, 3], "858": [0, 3], "012000": [0, 3], "888": [0, 3], "339600": [0, 3], "913": [0, 3], "028400": [0, 3], "963": [0, 3], "320400": [0, 3], "relpo": [0, 1, 2, 3], "524999": [0, 3], "286375": [0, 3], "010000": [0, 3], "282000": [0, 3], "531000": [0, 3], "773000": [0, 3], "1": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "000000": [0, 3], "marin": [0, 1, 2, 3], "325013": [0, 3], "589539": [0, 3], "2": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "gr": [0, 1, 2, 3, 21], "64": [0, 1, 3], "367899": [0, 3], "28": [0, 3], "414603": [0, 3], "12": [0, 1, 2, 3, 5, 12], "036000": [0, 3], "45": [0, 1, 2, 3, 14, 18, 21], "311250": [0, 3], "840000": [0, 3], "78": [0, 1, 2, 3], "809750": [0, 3], "200": [0, 3, 12, 18, 19, 20], "ild": [0, 1, 2, 3], "5": [0, 1, 2, 3, 5, 12, 13, 14, 17, 18, 19, 20, 21], "240308": [0, 3], "3": [0, 1, 2, 3, 12, 13, 14, 17, 18, 19, 20, 21], "190416": [0, 3], "340408": [0, 3], "169567": [0, 3], "305266": [0, 3], "6": [0, 1, 2, 3, 12, 13, 15, 17, 18, 20, 21], "664234": [0, 3], "32": [0, 3], "136605": [0, 3], "deltaphi": [0, 1, 2, 3], "469088": [0, 3], "922310": [0, 3], "21": [0, 3], "832000": [0, 3], "292500": [0, 3], "124750": [0, 3], "18": [0, 3], "600000": [0, 3], "phind": [0, 1, 2, 3], "13": [0, 1, 2, 3, 21], "008807": [0, 3], "936391": [0, 3], "550000": [0, 3], "8": [0, 1, 2, 3, 12, 13, 14, 15, 18, 20, 21], "196250": [0, 3], "11": [0, 1, 2, 3, 12], "781500": [0, 3], "16": [0, 3], "050000": [0, 3], "52": [0, 3], "369000": [0, 3], "pe": [0, 1, 2, 3], "686427": [0, 3], "815113": [0, 3], "200000": [0, 3], "123000": [0, 3], "514500": [0, 3], "241750": [0, 3], "094000": [0, 3], "faci": [0, 1, 2, 3], "471004": [0, 3], "406180": [0, 3], "9": [0, 1, 2, 3, 10, 12, 15, 18, 20, 21], "latitud": [0, 1, 2, 3], "37": [0, 1, 2, 3], "632575": [0, 3], "299398": [0, 3], "180732": [0, 3], "356426": [0, 3], "500380": [0, 3], "910583": [0, 3], "38": [0, 3], "063373": [0, 3], "longitud": [0, 1, 2, 3], "101": [0, 3], "294895": [0, 3], "230454": [0, 3], "646452": [0, 3], "389189": [0, 3], "325130": [0, 3], "106045": [0, 3], "100": [0, 1, 2, 3, 12, 17, 20, 21], "987305": [0, 1, 2, 3], "ild_log10": [0, 1, 2, 3], "648860": [0, 3], "251542": [0, 3], "468000": [0, 3], "501000": [0, 3], "634000": [0, 3], "823750": [0, 3], "507000": [0, 3], "rhob": [0, 1, 2, 3], "2288": [0, 3], "861692": [0, 3], "218": [0, 3], "038459": [0, 3], "1500": [0, 3], "2201": [0, 3], "007475": [0, 3], "2342": [0, 3], "202051": [0, 3], "2434": [0, 3], "166399": [0, 3], "2802": [0, 3], "871147": [0, 3], "fairli": 0, "easi": [0, 1], "tell": [0, 1, 21], "numer": [0, 5, 21], "harder": 0, "decid": [0, 3, 18, 20, 21], "we": [0, 1, 2, 3, 5, 6, 17, 19, 21], "us": [0, 1, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "is_continu": [0, 5, 11, 20], "check": [0, 1, 3, 5, 13, 15, 18, 19, 21, 22], "target": [0, 2, 3, 5, 8, 11, 14, 18, 19, 21, 22], "heurist": [0, 3, 5], "definit": [0, 5, 10, 21], "foolproof": 0, "intern": 0, "sometim": [0, 21], "how": [0, 1, 3, 5, 6], "treat": 0, "col": 0, "print": [0, 2, 5, 19, 20, 21], "f": 0, "20": [0, 3, 12, 15, 18, 19, 21], "well": [0, 1, 2, 3, 5, 16], "name": [0, 1, 2, 3, 5, 10, 12, 13, 16, 19], "fals": [0, 1, 5, 12, 15, 16, 17, 18, 19, 20, 21], "true": [0, 1, 2, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "format": [0, 1, 2, 19], "lithologi": [0, 1, 2, 3], "mineralogi": [0, 1, 2], "siliciclast": [0, 1, 2], "These": [0, 1, 5, 22], "all": [0, 1, 2, 3, 5, 7, 9, 10, 12, 13, 17, 18, 19, 20], "correct": [0, 17], "first": [0, 1, 2, 3, 12, 13, 14, 16, 18, 19, 21], "ll": [0, 1, 3], "measur": [0, 1, 3, 5, 12, 13, 14, 18], "class_imbal": [0, 5], "For": [0, 1, 2, 3, 5, 9, 10, 16, 17, 19, 21, 22], "binari": [0, 13, 20], "imbalac": 0, "ratio": [0, 1, 13, 21], "between": [0, 5, 12, 13, 18, 19, 21], "major": [0, 1, 13], "minor": [0, 1, 3, 5, 13, 18, 19], "class": [0, 1, 5, 8, 13, 16, 18, 19, 20, 21], "multiclass": [0, 13, 20], "degre": [0, 1, 5, 13, 18, 19], "ortigosa": [0, 13, 18], "hernandez": [0, 13, 18], "et": [0, 13, 18], "al": [0, 13, 18], "2017": [0, 13, 18], "singl": [0, 3, 5, 17, 18, 20], "valu": [0, 1, 3, 5, 12, 17, 19, 20, 21], "explain": [0, 3], "mani": [0, 3, 5, 17, 20], "b": [0, 10, 12, 14, 18, 20, 21], "skew": 0, "support": [0, 1, 3, 5, 10], "imbalance_degre": [0, 1, 2, 5, 8, 11, 13, 18], "378593040846633": [0, 1, 2], "To": [0, 1, 3, 5, 7, 19, 22], "interpret": [0, 1], "number": [0, 1, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "two": [0, 1, 3, 5, 7, 13, 21, 22], "part": [0, 1, 3, 5, 6, 10, 13, 18, 19], "The": [0, 1, 2, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "integ": [0, 1, 5, 13, 16, 18, 19, 20, 21], "equal": [0, 1], "m": [0, 1, 3, 5, 7, 13, 14, 16, 18], "where": [0, 1, 5, 10, 13, 14, 19], "fraction": [0, 1, 13, 18, 19, 21], "378": [0, 1], "amount": [0, 1], "balanc": [0, 1], "perfectli": [0, 1], "999": [0, 1, 21], "realli": [0, 1, 5], "bad": [0, 1], "If": [0, 1, 3, 5, 6, 7, 9, 10, 12, 13, 14, 16, 17, 18, 19, 21], "have": [0, 1, 2, 3, 4, 5, 10, 19, 21], "In": [0, 1, 3, 5, 10, 14, 18, 20, 21], "gener": [0, 1, 3, 5, 6, 7, 10, 16, 18, 20, 21], "statist": [0, 1, 3, 12, 16, 19], "more": [0, 1, 2, 3, 5, 7, 8, 10, 16, 17, 19, 20, 21, 22], "inform": [0, 1, 3, 10], "than": [0, 1, 3, 5, 12, 16, 17, 19, 20, 21], "commonli": [0, 1], "imbalance_ratio": [0, 1, 5, 11, 13], "which": [0, 1, 3, 5, 7, 10, 12, 13, 14, 17, 18, 19, 20, 22], "maximum": [0, 1, 21], "minimum": [0, 1, 3], "regard": [0, 1, 10], "get": [0, 1, 2, 7, 12, 13, 18, 19, 21], "those": [0, 1, 3, 10, 22], "fewer": [0, 1, 20], "sampl": [0, 1, 3, 15, 17, 19, 20, 21], "expect": [0, 1, 3, 5, 13, 14, 17, 18, 19], "return": [0, 1, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "order": [0, 1, 3, 4, 5, 12, 13, 14, 16, 18, 20, 21], "smallest": [0, 1], "minority_class": [0, 1, 3, 5, 11, 13, 18], "dolomit": [0, 1, 3], "sandston": [0, 1, 3], "mudston": [0, 1, 3], "wackeston": [0, 1, 3], "dtype": [0, 1, 3, 12, 13, 14, 15, 17, 20, 21], "u10": [0, 1], "empir": [0, 3, 13, 17, 18, 21, 22], "observ": [0, 5, 11, 16], "frequenc": [0, 16], "\u03b6": [0, 13], "e": [0, 1, 3, 5, 8, 13, 14, 16, 18, 20, 21, 22], "empirical_distribut": [0, 11, 13], "39989914": 0, "18582955": 0, "15834594": 0, "04790721": 0, "13691377": 0, "07110439": 0, "same": [0, 1, 3, 5, 12, 13, 16, 18], "uniqu": [0, 12, 16, 20, 21], "note": [0, 3, 5, 12, 17, 19, 21], "differ": [0, 1, 3, 5, 10, 12, 13, 18], "from": [0, 1, 3, 5, 8, 10, 12, 13, 14, 16, 18, 19, 21, 22], "np": [0, 1, 3, 12, 16, 17, 18, 19, 20, 21], "sort": [0, 16, 21], "siltston": [0, 1, 2, 3], "limeston": [0, 1], "object": [0, 1, 2, 3, 5, 10, 16, 18, 19, 22], "also": [0, 1, 3, 5, 13, 16, 17, 18, 19, 22], "inspect": [0, 5, 13, 18, 19], "displai": [0, 10], "ax": [0, 3], "value_count": 0, "plot": 0, "kind": [0, 1, 3, 5, 10, 18, 20, 22], "bar": 0, "add": [0, 1, 3, 5, 6, 9, 10, 12], "line": [0, 1, 9], "level": [0, 3, 16, 17, 18, 19, 20, 21], "axhlin": 0, "len": [0, 1, 12], "c": [0, 1, 3, 5, 9, 10, 12, 14, 18, 19, 21], "r": [0, 12, 20], "matplotlib": 0, "line2d": 0, "0x7f8da2fd35c0": 0, "get_outli": [0, 3, 5, 11, 17], "function": [0, 1, 2, 3, 5, 7, 8, 12, 13, 15, 16, 17, 18, 19, 20, 21, 22], "indic": [0, 3, 10, 14, 17, 19, 20, 21], "point": [0, 3, 17, 21], "301": 0, "302": 0, "303": 0, "415": 0, "416": 0, "417": 0, "418": 0, "799": 0, "896": 0, "897": 0, "898": 0, "899": [0, 3], "996": 0, "997": 0, "1843": 0, "1844": 0, "2278": 0, "2279": 0, "2280": 0, "2638": 0, "2639": 0, "2640": 0, "2641": 0, "2642": 0, "2643": 0, "2920": 0, "2921": 0, "2922": 0, "3070": 0, "3071": 0, "3074": 0, "3075": 0, "3076": 0, "3079": 0, "3080": 0, "3081": 0, "3580": 0, "3581": 0, "3582": 0, "3583": 0, "see": [0, 1, 2, 3, 5, 6, 7, 14, 18, 21], "lie": [0, 21], "seaborn": [0, 1, 3], "sn": [0, 1, 3], "kdeplot": [0, 3], "rugplot": 0, "loc": [0, 1, 3, 12], "c1": 0, "lw": 0, "alpha": 0, "xlabel": [0, 3], "ylabel": [0, 3], "densiti": [0, 5, 12], "By": [0, 6, 19, 21], "default": [0, 3, 5, 12, 13, 14, 16, 17, 18, 19, 20, 21], "an": [0, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 21], "isol": [0, 3, 17], "forest": [0, 3, 14, 17, 18], "99": [0, 3, 12, 17, 19, 21], "confid": [0, 3, 16, 17, 18, 19, 20, 21], "opt": [0, 1], "local": [0, 1, 3, 7, 17], "factor": [0, 17, 19], "ellipt": [0, 17], "envelop": [0, 17], "mahalanobi": [0, 5, 11, 17, 19, 21], "distanc": [0, 3, 5, 12, 13, 16, 17, 18, 19, 21], "set": [0, 3, 9, 14, 16, 17, 19, 21], "choos": [0, 10], "equival": [0, 16, 19, 21], "threshold": [0, 1, 3, 5, 12, 13, 14, 15, 17, 18, 19, 21], "standard": [0, 1, 3, 5, 12, 14, 17, 18, 21], "deviat": [0, 3, 5, 17, 21], "awai": [0, 3], "signal": 0, "accept": [0, 10, 18, 19], "univari": [0, 5, 17, 19, 21, 22], "multivari": [0, 3, 5, 12, 19], "method": [0, 2, 3, 5, 12, 13, 17, 18, 19, 20, 21, 22], "mah": [0, 3, 17], "jointplot": 0, "x": [0, 1, 3, 5, 8, 12, 14, 17, 18, 19, 21, 22], "y": [0, 1, 3, 5, 8, 12, 14, 18, 19, 20, 21, 22], "hue": 0, "index_to_bool": [0, 11, 21], "n": [0, 14, 15, 16, 17, 18, 20, 21], "axisgrid": [0, 1], "jointgrid": 0, "0x7f8da12c57f0": 0, "A": [0, 3, 8, 10, 13, 16, 18, 19, 20, 21], "helper": [0, 5], "comput": [0, 5, 10, 12, 13, 16, 17, 19, 21], "given": [0, 3, 8, 12, 14, 16, 17, 18, 19, 21], "size": [0, 1, 12, 18, 19, 20, 21], "assum": [0, 5, 10, 12, 14, 18], "gaussian": [0, 3, 12, 21], "expected_outli": [0, 3, 11, 17], "80": [0, 3, 14, 18, 21], "44": 0, "so": [0, 1, 2, 3, 5, 9], "becaus": [0, 1, 3, 5, 19], "ha": [0, 1, 2, 3, 7, 10, 16, 19, 20, 21, 22], "lot": [0, 1, 3, 5, 19, 21], "truncat": 0, "tail": 0, "test": [0, 3, 5, 8, 9, 12, 14, 18, 19, 21, 22], "directli": [0, 2, 3, 5, 12, 19, 22], "has_outli": [0, 3, 5, 11, 17, 19], "compar": [0, 5, 8, 12, 13, 17, 18, 19, 21, 22], "result": [0, 3, 5, 10, 12, 21], "numpi": [0, 1, 3, 20, 21], "random": [0, 1, 3, 12, 14, 16, 18, 19, 20, 21], "normal": [0, 1, 5, 10, 12, 14, 18, 19, 21], "10_000": [0, 17, 20], "d": [0, 1, 3, 7, 10, 17, 19, 21], "p": [0, 3, 17, 19, 21], "displot": [0, 1, 3], "facetgrid": [0, 1], "0x7f8da2565b50": 0, "onli": [0, 1, 2, 3, 5, 10, 14, 16, 18, 19, 20, 22], "about": [0, 5, 7, 8, 19, 21, 22], "60": 0, "10": [0, 1, 2, 12, 13, 16, 17, 18, 20, 21], "000": [0, 1, 2, 17], "record": [0, 1, 3, 5, 19], "been": [0, 1, 3, 5, 10, 22], "multipl": [0, 1, 5, 17, 21], "instanc": [0, 1, 19, 21], "its": [0, 1, 2, 5, 10, 12], "There": [0, 1, 3, 6, 7, 8, 22], "legitim": [0, 1], "reason": [0, 1, 3, 5, 10], "why": [0, 1, 3, 14, 18], "might": [0, 1, 3], "happen": [0, 1, 7], "exampl": [0, 1, 2, 3, 5, 6, 7, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "mai": [0, 1, 2, 3, 10, 17, 19, 21], "natur": [0, 1, 3], "bound": [0, 1, 20], "g": [0, 1, 3, 5, 8, 18, 20, 21, 22], "poros": [0, 1], "alwai": [0, 1, 5], "greater": [0, 1], "deliber": [0, 1, 10], "prepar": [0, 1, 10], "process": [0, 1, 5, 22], "is_clip": [0, 1, 5, 11, 21], "0x7f8da12554c0": 0, "tri": [0, 5], "guess": [0, 5], "follow": [0, 1, 3, 4, 5, 7, 10, 13, 21], "scipi": [0, 12], "stat": [0, 21], "norm": [0, 12, 13, 18], "cosin": 0, "expon": 0, "exponpow": 0, "gamma": [0, 1], "gumbel_l": 0, "gumbel_r": 0, "powerlaw": 0, "triang": [0, 12], "trapz": 0, "uniform": [0, 19], "along": [0, 3, 10], "paramet": [0, 3, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "locat": [0, 3, 19], "scale": [0, 1, 3, 12, 21], "spite": 0, "find": [0, 1, 3, 5, 12, 17], "nearli": 0, "best_distribut": [0, 11, 12], "36789939485628": 0, "411020184908292": 0, "contrast": 0, "andbest": 0, "model": [0, 1, 3, 5, 12, 19, 21, 22], "gumbel": 0, "040572536302586": 0, "93432972751726": 0, "0x7f8da016a060": 0, "often": [0, 1, 3], "like": [0, 1, 2, 3, 5, 7, 9, 14, 16, 18, 19, 20, 21, 22], "implicit": 0, "our": [0, 1, 3, 19], "across": [0, 5, 12, 14, 18], "variou": [0, 1, 5], "respect": [0, 6], "both": [0, 3, 5, 7, 13, 22], "wasserstein": [0, 3, 5, 11, 12, 19], "facilit": 0, "calcul": [0, 12, 17], "aka": [0, 21], "earth": [0, 3], "mover": [0, 3], "train": [0, 1, 3, 5, 19, 21, 22], "score": [0, 1, 2, 3, 5, 12, 18, 20, 21], "substanti": 0, "w": 0, "25985545": 0, "28404634": 0, "49139232": 0, "33701782": 0, "22736457": 0, "13473663": 0, "33672956": 0, "20969657": 0, "41216725": 0, "34568777": 0, "39729747": 0, "48092099": 0, "0801856": 0, "10675027": 0, "13740318": 0, "10325295": 0, "19913347": 0, "21828753": 0, "26995735": 0, "33063277": 0, "24612402": 0, "23889923": 0, "26699721": 0, "2350674": 0, "20666445": 0, "44112543": 0, "16229232": 0, "63527036": 0, "18187639": 0, "34992043": 0, "19400917": 0, "74988182": 0, "31761526": 0, "27206283": 0, "30255291": 0, "24779581": 0, "could": [0, 3, 22], "heatmap": 0, "yticklabel": 0, "xticklabel": 0, "show": [0, 1, 3, 5, 14, 18], "u": [0, 1, 21], "log": [0, 1, 3], "7": [0, 3, 12, 14, 15, 17, 18, 20, 21], "somewhat": 0, "anomal": [0, 5, 8], "suggest": [0, 17], "cross": [0, 1, 10, 12], "h": 0, "cattl": 0, "sklearn": [0, 1, 2, 5, 8, 11, 13, 17, 18, 22], "model_select": [0, 1], "train_test_split": [0, 1], "preprocess": [0, 1, 3], "standardscal": [0, 1, 3], "x_train": [0, 1, 3, 21], "x_": 0, "test_siz": 0, "random_st": [0, 14, 18, 19, 20, 21], "42": [0, 1, 12, 14, 18, 20], "re": [0, 1, 3, 6, 19], "illustr": 0, "purpos": [0, 10], "valid": [0, 1, 3, 12, 19], "wai": [0, 1, 2, 3, 5, 6, 8, 13, 18, 22], "indeped": 0, "x_val": [0, 21], "x_test": [0, 1, 3], "should": [0, 1, 3, 5, 7, 12], "scaler": [0, 1], "fit_transform": [0, 8, 11, 19, 22], "transform": [0, 1, 5, 8, 10, 11, 19, 21, 22], "case": [0, 5, 14, 17, 18, 19, 21], "pass": [0, 3, 5, 12, 17, 19, 21], "them": [0, 3, 5, 13, 16, 17, 18, 22], "list": [0, 10, 13, 16, 18, 19, 20, 21], "tupl": [0, 12, 13, 16, 21], "03860982": 0, "02506236": 0, "04321734": 0, "03437337": 0, "04402681": 0, "02528225": 0, "0385111": 0, "05694201": 0, "04388196": 0, "049464": 0, "05560379": 0, "04002712": 0, "quit": [0, 5], "low": [0, 1, 3, 5, 18, 19, 20], "randomli": [0, 1, 3, 16], "correl": [0, 1, 2, 3, 15, 19], "lag": [0, 1], "shift": [0, 1, 3], "version": [0, 1, 3, 5, 7, 10, 19], "itself": [0, 1, 3, 6, 21], "sever": [0, 1, 3, 5, 6], "themselv": [0, 1, 3, 16, 19], "is_correl": [0, 1, 11, 15], "depend": [0, 1, 5, 8, 13, 18, 21], "That": [0, 1, 3, 12, 20], "shuffl": [0, 1], "remov": [0, 1, 3, 5], "doe": [0, 1, 3, 5, 10, 12, 13, 18, 19, 21, 22], "to_numpi": [0, 1], "copi": [0, 1, 5, 10, 21], "know": [0, 3, 5], "most": [0, 1, 3, 5, 7, 12, 14, 18, 20, 21, 22], "seri": [0, 5, 8, 12, 22], "your": [0, 5, 8, 10], "assess": [0, 14, 18], "averag": [0, 14, 18], "serv": [0, 5], "control": [0, 10], "let": [0, 1, 2, 3], "small": [0, 3, 5, 19], "come": [0, 5, 19], "veri": [0, 1, 2, 3, 5], "close": [0, 5, 21, 22], "zero": [0, 16, 21], "constant": 0, "classif": [0, 2, 5, 14, 18, 20], "task": [0, 1, 2, 5, 14, 18, 19, 20], "imagin": 0, "try": [0, 1, 2, 3, 12, 17], "predict": [0, 1, 3, 5, 18, 19, 20, 22], "feature_import": [0, 1, 2, 5, 11, 14, 18], "36923691": 0, "31790105": 0, "22145207": 0, "08204644": 0, "unsurprisingli": 0, "useless": 0, "help": [0, 1, 5, 6, 7, 9, 22], "least": [0, 1, 5, 10, 14], "least_important_featur": [0, 5, 11, 14], "And": 0, "complementari": [0, 5], "report": [0, 2, 5, 6, 11, 18], "most_important_featur": [0, 5, 11, 14], "now": [0, 1, 2, 3, 5], "regress": [0, 2, 5, 14, 18, 20], "includ": [0, 1, 3, 5, 10, 16], "dummi": [0, 1, 2, 3, 5, 19, 20], "09514279": 0, "35815121": 0, "52083108": 0, "02587492": 0, "less": [0, 5, 21], "again": 0, "go": 1, "featur": [1, 2, 3, 5, 6, 8, 12, 14, 17, 18, 19, 21, 22], "problem": [1, 3, 13, 22], "machin": [1, 8, 22], "learn": [1, 3, 5, 8, 17, 19, 20, 22], "need": [1, 5, 7, 18, 21], "packag": [1, 5, 8, 9, 17, 22], "run": [1, 3, 5, 7, 12, 21], "code": [1, 5, 10, 16, 19], "burn": 1, "ourselv": 1, "19": [1, 12], "23": 1, "35": [1, 14, 18, 21], "59": 1, "31": [1, 3, 17], "rai": 1, "ss": 1, "svm": [1, 3, 5], "svc": [1, 3], "clf": 1, "kernel": [1, 5, 12], "linear": 1, "fit": [1, 3, 10, 11, 12, 19, 22], "arrai": [1, 2, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "u2": 1, "far": [1, 2, 3], "good": [1, 20, 21], "everyth": 1, "work": [1, 3, 5, 10, 13, 19], "someon": 1, "x_scale": 1, "oop": 1, "unscal": 1, "easili": [1, 3, 5, 22], "done": 1, "peopl": [1, 4], "stack": [1, 19], "overflow": 1, "wonder": 1, "thei": [1, 2, 3, 5, 14, 18, 22], "ve": 1, "someth": [1, 3, 5, 16], "even": [1, 2, 10], "easier": [1, 5], "common": [1, 5, 10, 17], "pattern": [1, 8, 13], "y_train": [1, 3, 21], "y_test": [1, 3], "x_train_scal": 1, "x_test_scal": 1, "valueerror": [1, 12, 21], "traceback": [1, 12, 20, 21], "recent": [1, 12, 20, 21, 22], "call": [1, 2, 3, 5, 12, 18, 19, 20, 21, 22], "last": [1, 12, 20, 21], "cell": [1, 3], "file": [1, 5, 7, 10], "hostedtoolcach": 1, "python": [1, 5, 7, 8, 22], "x64": 1, "lib": 1, "python3": 1, "site": 1, "base": [1, 3, 10, 16, 18, 19, 22], "py": [1, 5, 19], "1152": 1, "_fit_context": 1, "decor": [1, 18, 21], "wrapper": 1, "estim": [1, 5, 12, 19, 20, 21], "arg": [1, 16, 18, 19], "kwarg": [1, 19], "1145": 1, "_validate_param": 1, "1147": 1, "config_context": 1, "1148": 1, "skip_parameter_valid": 1, "1149": 1, "prefer_skip_nested_valid": 1, "global_skip_valid": 1, "1150": 1, "1151": 1, "fit_method": 1, "_base": 1, "199": 1, "baselibsvm": 1, "self": [1, 3, 16, 19], "sample_weight": 1, "189": 1, "els": 1, "190": 1, "_validate_data": 1, "191": 1, "192": 1, "196": 1, "accept_large_spars": 1, "197": 1, "_validate_target": 1, "201": 1, "asarrai": 1, "202": 1, "none": [1, 2, 5, 12, 13, 14, 16, 17, 18, 19, 20, 21], "float64": 1, "203": 1, "204": 1, "solver_typ": 1, "libsvm_impl": 1, "index": [1, 8, 21], "_impl": 1, "747": 1, "basesvc": 1, "745": 1, "class_weight_": 1, "compute_class_weight": 1, "class_weight": 1, "cl": 1, "y_": 1, "746": 1, "rais": [1, 3, 19, 20, 22], "748": 1, "one": [1, 3, 5, 10, 12, 16, 19, 21], "got": 1, "749": 1, "750": 1, "752": 1, "classes_": 1, "754": 1, "three": [1, 3, 8, 17, 22], "block": [1, 5], "split": [1, 3, 5, 21], "total": [1, 5, 13, 18], "stratifi": [1, 2, 3, 5, 20], "preserv": 1, "wa": [1, 5, 10, 16, 21], "entir": [1, 5, 21], "leak": 1, "hidden": 1, "cannot": [1, 3, 10, 19], "plenti": 1, "too": [1, 3, 5, 20, 21], "reproduc": [1, 5, 10], "enough": [1, 3], "etc": [1, 3, 21], "error": 1, "everywher": [1, 6], "want": [1, 3, 9, 12, 13, 18, 19, 21], "chang": [1, 3, 5, 10], "sure": [1, 3, 5], "v0": 1, "otherwis": [1, 10, 13], "pip": [1, 7, 8, 9], "instal": [1, 2, 5, 8], "environ": [1, 3, 5, 9], "dev18": 1, "g743d11f": 1, "d20230927": 1, "head": [1, 2], "shrimplin": [1, 2], "851": [1, 2], "3064": [1, 2], "a1": [1, 2], "sh": [1, 2], "77": [1, 2, 3], "613176": [1, 2], "915": [1, 2], "978076": [1, 2], "664": [1, 2], "2393": [1, 2], "499945": [1, 2], "4588": [1, 2], "979": [1, 2], "26": [1, 2], "581419": [1, 2], "14": [1, 2], "565": [1, 2], "661": [1, 2], "2416": [1, 2], "119814": [1, 2], "6112": [1, 2], "957": [1, 2], "79": [1, 2], "05": [1, 2, 14, 21], "549881": [1, 2], "050": [1, 2], "658": [1, 2], "2404": [1, 2], "576056": [1, 2], "7636": [1, 2], "936": [1, 2], "86": [1, 2], "518559": [1, 2], "115": [1, 2], "655": [1, 2], "249071": [1, 2], "9160": [1, 2], "74": [1, 2], "58": [1, 2], "436086": [1, 2], "300": [1, 2], "647": [1, 2], "2382": [1, 2], "602601": [1, 2], "later": [1, 3, 19], "spuriou": [1, 22], "rng": [1, 12, 18, 19, 20, 21], "default_rng": [1, 12, 18, 19, 20, 21], "nois": [1, 3], "algorithm": 1, "flag": [1, 3, 17, 21], "outlier": [1, 2, 3, 5, 8, 11, 19], "distribut": [1, 3, 5, 8, 10, 11, 13, 18, 19, 21, 22], "shape": [1, 3, 8, 12, 17, 19], "is_categorical_dtyp": 1, "deprec": [1, 5, 11, 21], "futur": [1, 2, 3, 5, 9, 16], "isinst": 1, "categoricaldtyp": 1, "instead": [1, 3, 5, 19], "use_inf_as_na": 1, "option": [1, 3, 7, 8, 17, 19, 21, 22], "convert": [1, 21], "inf": 1, "nan": [1, 3, 21], "befor": [1, 3, 12, 17, 19, 22], "oper": 1, "figur": [1, 21], "layout": 1, "tight": 1, "0x7efc2f1dff10": 1, "But": [1, 3], "around": 1, "issu": [1, 3, 5, 6, 10, 14, 18, 22], "41495144": 1, "20256686": 1, "3156612": 1, "0668205": 1, "As": [1, 2, 3, 8], "hope": 1, "attribut": [1, 10, 19], "shown": 1, "possibl": [1, 3, 5, 10], "would": [1, 12], "nice": 1, "smoke": [1, 8], "alarm": [1, 5, 19], "prebuilt": 1, "won": 1, "abl": 1, "catch": 1, "howev": [1, 5, 10], "hard": [1, 5], "spot": 1, "alert": [1, 19, 22], "user": [1, 22], "potenti": [1, 20, 22], "provid": [1, 3, 5, 10, 13, 16, 18, 20, 22], "wrap": [1, 5, 18, 20], "anywai": 1, "sensibl": 1, "test_wel": [1, 3], "crawford": [1, 3], "stuart": [1, 3], "test_flag": [1, 3], "isin": [1, 3], "step": [1, 3, 12, 16, 19, 21, 22], "x27": [1, 3], "imbalancedetector": [1, 5, 8, 11, 13, 18, 19, 22], "clipdetector": [1, 5, 11, 19], "correlationdetector": [1, 5, 11, 19], "multimod": [1, 3, 5, 12, 19], "multimodalitydetector": [1, 3, 5, 11, 19], "outlierdetector": [1, 5, 11, 19], "distributioncompar": [1, 5, 11, 19, 22], "importancedetector": [1, 5, 11, 19], "dummypredictor": [1, 3, 11, 19], "jupyt": [1, 3], "pleas": [1, 3, 6, 7, 9], "rerun": [1, 3], "html": [1, 3, 7], "represent": [1, 3], "trust": [1, 3], "notebook": [1, 3, 5], "On": [1, 3], "github": [1, 3, 7, 8, 16], "unabl": [1, 3], "render": [1, 3], "page": [1, 3, 5, 7, 8], "nbviewer": [1, 3], "org": [1, 3, 10, 13, 21], "pipelinepipelin": [1, 3], "imbalancedetectorimbalancedetector": [1, 3], "clipdetectorclipdetector": [1, 3], "correlationdetectorcorrelationdetector": [1, 3], "multimodalitydetectormultimodalitydetector": [1, 3], "outlierdetectoroutlierdetector": [1, 3], "distributioncomparatordistributioncompar": [1, 3], "importancedetectorimportancedetector": [1, 3], "dummypredictordummypredictor": [1, 3], "make_pipelin": [1, 3, 19], "pipe": [1, 3, 19], "standardscalerstandardscal": [1, 3], "svcsvc": [1, 3], "imbalanc": [1, 3, 13, 18], "420": [1, 3], "400": [1, 3], "minority_classes_": [1, 3, 19], "succeed": [1, 3], "group": [1, 3, 5, 12, 21], "316": 1, "v": [1, 3, 12], "relev": [1, 5], "\u2139": [1, 3], "classifi": [1, 3, 5], "f1": [1, 2, 3, 5, 18, 20], "2777104337392946": 1, "roc_auc": [1, 2, 3, 18, 20], "5013219070647543": 1, "strategi": [1, 2, 3, 5, 18, 20], "643721188696941": 1, "detector": [1, 5, 8, 11, 13, 18, 19, 22], "def": [1, 3], "has_neg": [1, 19], "bool": [1, 3, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "trigger": [1, 3, 5, 19], "neg": [1, 3, 19], "negative_detector": [1, 3], "nb": 1, "func": [1, 3, 12, 19], "lt": [1, 3], "baseredflagdetector": [1, 3, 11, 19], "__init__": [1, 3], "gt": [1, 3], "lambda": [1, 3, 12, 19], "0x7efc26efbf60": 1, "messag": [1, 3, 5, 19], "detectordetector": [1, 3], "ad": [1, 5], "posit": [1, 5, 21], "what": [1, 5, 8, 17, 18, 20], "care": [1, 5], "basic_usag": [2, 3, 5], "ipynb": [2, 3, 5], "using_redflag_with_panda": 2, "some": [2, 3, 5, 6, 8, 13, 18, 19, 22], "give": [2, 3, 5, 10], "access": [2, 5, 22], "almost": [2, 5], "were": [2, 3, 5, 12], "best": [2, 5, 12, 20], "idea": [2, 3], "though": 2, "import": [2, 3, 5, 6, 8, 10, 11, 18, 19, 20, 21], "long": 2, "regist": 2, "time": [2, 3, 12, 19], "being": [2, 3, 14, 18, 21], "simplic": 2, "notic": [2, 10], "extra": 2, "insert": [2, 22], "Or": [2, 9], "ask": 2, "new": [2, 3, 5, 6, 7], "dummy_scor": [2, 5, 11, 18, 20], "24642601013909113": 2, "5071664777645397": 2, "mean_squared_error": [2, 18, 20], "47528": 2, "78263092096": 2, "r2": [2, 5, 18, 20], "simpl": [2, 8], "continu": [2, 5, 8, 18, 19, 20], "data": [2, 3, 5, 8, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22], "suitabl": [2, 5], "141": 2, "142": 2, "175": 2, "532": 2, "575": 2, "581": 2, "583": 2, "633": 2, "662": 2, "757": 2, "768": 2, "769": 2, "773": 2, "801": 2, "1316": 2, "1498": 2, "1547": 2, "1744": 2, "1745": 2, "1754": 2, "1756": 2, "1778": 2, "1779": 2, "1780": 2, "1784": 2, "1785": 2, "1788": 2, "1808": 2, "1809": 2, "1812": 2, "2884": 2, "2932": 2, "2973": 2, "2974": 2, "3004": 2, "3087": 2, "3094": 2, "3095": 2, "3100": 2, "3109": 2, "experiment": [2, 5, 18], "releas": [2, 5, 7], "feedback": 2, "correlation_detector": [2, 5, 11, 18], "implement": [2, 3, 5, 16, 19, 21, 22], "23175155": 2, "21627564": 2, "34215632": 2, "20981648": 2, "appear": [2, 5, 10, 12, 14, 18, 21], "autocorrel": 2, "inde": 2, "red": 3, "load": [3, 8], "independ": [3, 5, 8, 11], "furthermor": 3, "clip": [3, 5, 8, 11, 19, 21, 22], "histplot": 3, "subsequ": [3, 5, 10, 19, 22], "product": [3, 5, 10], "mostli": [3, 5], "unsupervis": [3, 14, 18, 19], "iid": [3, 8], "particular": [3, 10], "univariateoutlierdetector": [3, 11, 19], "consid": [3, 5, 6, 17, 19], "separ": [3, 10, 19], "usual": 3, "probabl": [3, 5, 13, 17, 19, 20, 21], "multivariateoutlierdetector": [3, 11, 19], "togeth": [3, 19], "dure": [3, 5, 19, 22], "word": [3, 5, 16, 21], "examin": 3, "final": [3, 19], "bit": [3, 5], "mode": 3, "supervis": 3, "fulli": 3, "triger": 3, "similar": [3, 5], "seen": 3, "ordinari": 3, "rfpipelin": [3, 5, 11, 19], "contain": [3, 5, 7, 10, 13, 16, 18, 21], "out": [3, 10, 22], "read": [3, 6, 7, 9, 22], "compat": 3, "requir": [3, 5, 7, 10, 17, 18, 19, 20], "comparison": [3, 5], "vector": [3, 19, 20], "avail": [3, 10], "anoth": [3, 5, 6, 21], "compos": [3, 22], "multi": [3, 13, 20], "make_rf_pipelin": [3, 5, 11, 19], "just": [3, 5, 7, 13, 19, 21], "carri": [3, 8, 10], "phase": 3, "categor": [3, 5, 8, 18, 19, 20], "input": [3, 19, 21], "349": 3, "26207946089678574": 3, "49778842936294404": 3, "3682141715600706": 3, "when": [3, 5, 19, 21, 22], "categori": [3, 20], "y_pred": 3, "30": [3, 21], "argument": [3, 5, 12, 18], "element": [3, 16, 21], "redflag_pipelin": 3, "compon": [3, 5, 8, 19, 22], "yet": [3, 5], "sensit": [3, 21], "instanti": [3, 5, 19], "construct": [3, 19], "drop": 3, "leav": 3, "don": [3, 7, 21], "think": 3, "troubl": 3, "lower": [3, 20], "qualifi": 3, "rememb": 3, "longer": [3, 5], "839": 3, "626": 3, "154443705823081": 3, "higher": 3, "fail": [3, 5, 22], "mention": 3, "whether": [3, 10, 12, 14, 16, 17, 18, 20], "never": 3, "rfpipelinerfpipelin": 3, "imbalancecomparatorimbalancecompar": 3, "therefor": [3, 19], "infer": [3, 14, 16, 18], "66": 3, "276": 3, "2359": 3, "73324716": 3, "591": 3, "252": 3, "2354": 3, "54679144": 3, "341": 3, "82": 3, "2330": 3, "35783664": 3, "064": 3, "90": [3, 5, 14, 18, 21], "49": [3, 13, 14, 18], "2193": 3, "06953439": 3, "168": 3, "975": 3, "2192": 3, "32922081": 3, "154": 3, "108": 3, "2176": 3, "62535394": 3, "125": 3, "emit": [3, 5, 21], "has_nan": [3, 5, 11, 21], "isnan": 3, "0x7fa46947d760": 3, "make_detector_pipelin": [3, 5, 11, 19], "combin": [3, 10, 12], "ab": [3, 12], "custom": [3, 5, 19], "0x7fa424977600": 3, "0x7fa41db54fe0": 3, "class_count": [3, 11, 13], "worri": 3, "concern": 3, "seem": [3, 5, 19], "lose": 3, "dynam": 3, "rang": [3, 5, 16, 17, 18, 20], "daili": 3, "temperatur": [3, 18, 20], "europ": 3, "deg": 3, "dealt": 3, "attenu": 3, "larg": [3, 6, 21], "sens": [3, 5, 19], "simpli": 3, "suspici": 3, "without": [3, 10], "perform": [3, 5, 10, 19, 21], "awar": 3, "research": [3, 22], "contigu": 3, "space": 3, "spatial": [3, 12], "rock": 3, "properti": [3, 16], "assumpt": [3, 8, 14, 18], "One": 3, "big": 3, "pitfal": [3, 22], "non": [3, 5, 10], "must": [3, 10, 12, 17, 19, 21], "leakag": [3, 8], "thu": [3, 20], "over": [3, 12, 21], "optimist": 3, "evaul": 3, "date": [3, 10], "patient": 3, "id": [3, 13, 18, 19], "borehol": 3, "robust": [3, 19], "covari": [3, 17, 19], "insensit": 3, "dimension": 3, "analog": [3, 17], "varianc": [3, 14, 18], "certain": 3, "fall": 3, "centr": 3, "within": [3, 10, 19, 21], "sd": [3, 17], "1000": [3, 17, 21], "val": 3, "iso": [3, 17], "okai": 3, "keep": 3, "bin": [3, 12, 19, 21], "No": [3, 5, 12, 19, 21], "evalu": [3, 5], "turn": [3, 16], "treatment": 3, "crack": 3, "sign": 3, "violat": 3, "ident": [3, 8, 12], "current": [3, 5, 16], "visual": 3, "especi": 3, "ignor": [3, 12, 13, 17, 18], "forget": 3, "appli": [3, 5, 10, 12, 17, 19, 22], "domain": 3, "geograph": 3, "type": [3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "widget": 3, "select": 3, "unintend": 3, "classic": 3, "medic": 3, "diagnosi": 3, "encod": 3, "hand": [3, 13], "distract": 3, "improv": [3, 5, 6, 10], "desir": 3, "contribut": [4, 8, 10], "project": [4, 6, 7], "alphabet": 4, "matt": 4, "hall": 4, "agil": [4, 6], "scientif": 4, "canada": 4, "orcid": 4, "0000": 4, "0002": 4, "4054": 4, "8295": 4, "make": [5, 6, 7, 8, 10, 13, 16, 19, 20], "document": [5, 6, 7, 9, 10], "repons": 5, "review": 5, "submiss": [5, 10], "journal": [5, 12, 21], "open": 5, "sourc": [5, 9, 10], "softwar": [5, 10, 22], "joss": [5, 22], "89": 5, "91": 5, "92": 5, "93": 5, "94": 5, "95": [5, 16, 18, 20, 21], "build": 5, "window": 5, "maco": 5, "linux": 5, "ci": 5, "intend": 5, "preview": 5, "relat": [5, 12, 15, 16, 17, 20], "accessor": [5, 8, 18, 22], "is_imbalanc": [5, 11, 13, 18, 22], "conda": [5, 7, 8, 9], "manag": [5, 10], "forg": [5, 8, 9], "warn": [5, 8, 14, 18, 19, 21, 22], "valueexcept": 5, "allow": [5, 21], "pipelin": [5, 8, 19, 22], "break": 5, "is_ord": [5, 11, 18, 20], "markov": [5, 11], "chain": [5, 16, 19], "analysi": 5, "chi": [5, 16], "squar": [5, 12, 16, 19, 20, 21], "transit": [5, 16], "matrix": [5, 12, 16], "boolean": [5, 17, 21], "perhap": 5, "below": [5, 8, 10, 13, 18], "is_multimod": [5, 11, 12], "present": [5, 19], "modal": 5, "partit": [5, 12], "insufficientdatadetector": [5, 11, 19], "regressionmultimodaldetector": 5, "multimodaldetector": 5, "via": 5, "subject": [5, 10], "text": [5, 10], "dummy_classification_scor": [5, 11, 20], "dummy_regression_scor": [5, 11, 20], "naiv": [5, 19], "mse": [5, 20], "roc": [5, 20], "auc": [5, 20], "addition": 5, "most_frequ": [5, 18, 20], "emploi": 5, "suit": [5, 20], "appropri": [5, 10, 18, 20], "move": 5, "update_p": [5, 11, 21], "util": [5, 11, 17], "imbal": [5, 8, 11, 18, 19], "up": [5, 19], "debat": 5, "has_low_distance_stdev": 5, "resembl": 5, "semant": 5, "success": 5, "1d": [5, 12, 17, 19, 21], "write": [5, 6, 10], "own": [5, 8, 10, 22], "take": [5, 21], "sequenc": [5, 12, 16, 19, 21], "map": 5, "scikit": [5, 8, 17, 19, 20, 22], "unimod": 5, "soon": 5, "redefin": 5, "is_standard": [5, 11, 21], "is_standard_norm": [5, 11, 21], "kolmogorov": [5, 21], "smirnov": [5, 21], "reliabl": [5, 22], "exactli": [5, 20], "roughli": 5, "slightli": 5, "exist": [5, 22], "eg": 5, "sinc": 5, "knn": [5, 14, 18], "third": [5, 10, 21], "unstabl": 5, "caus": [5, 10], "erron": 5, "consecut": [5, 11, 21], "tutori": [5, 6, 8], "doc": 5, "button": 5, "half": [5, 14], "high": [5, 18, 19, 20], "imbalancecompar": [5, 11, 19], "throw": 5, "garden": 5, "special": [5, 10], "straight": 5, "fork": [5, 8], "claus": [5, 19], "bsd": [5, 19], "licens": [5, 8, 19], "using_redflag_with_sklearn": 5, "buggi": 5, "convers": [5, 10, 17], "discret": [5, 13], "ones": [5, 21], "test_redflag": 5, "wherea": 5, "doctest": [5, 7], "onc": 5, "pytest": [5, 7], "coverag": 5, "excess": [5, 19], "reorgan": 5, "modul": [5, 8], "namespac": 5, "doesn": 5, "affect": 5, "confus": 5, "either": [5, 7, 10, 12, 14, 16, 18], "conveni": [5, 21], "oneclasssvm": 5, "ellipticenvelop": 5, "zscore_outli": 5, "kde_peak": [5, 11, 12], "peak": [5, 12], "fit_kd": [5, 11, 12], "get_kd": [5, 11, 12], "find_large_peak": [5, 11, 12], "bandwidth": [5, 12], "bw_silverman": [5, 11, 12], "bw_scott": [5, 11, 12], "overrid": 5, "fix": [5, 6, 22], "bug": [5, 6], "using_redflag": 5, "has_monoton": [5, 11, 21], "has_flat": [5, 11, 21], "interpol": 5, "iter_group": [5, 11, 21], "ecdf": [5, 11, 21], "flatten": [5, 11, 21], "stdev_to_proport": [5, 11, 17, 21], "proportion_to_stdev": [5, 11, 21], "wrote": 5, "has_few_sampl": [5, 11, 21], "z": [5, 21], "goe": 5, "workflow": [5, 7, 8, 22], "stabl": 5, "flail": 5, "auto": [5, 15, 18, 19, 20], "thank": 6, "submit": [6, 10, 22], "request": [6, 7], "propos": 6, "pull": [6, 7], "typo": 6, "fortun": 6, "profession": 6, "commun": [6, 10], "mutual": 6, "consider": 6, "protect": 6, "everyon": 6, "wish": 6, "identifi": [6, 12, 17, 22], "author": [6, 8, 10], "yourself": 6, "md": [6, 7], "agre": [6, 10], "shall": [6, 10], "govern": 6, "term": [6, 10], "unless": [6, 10], "specif": [6, 21], "agreement": [6, 10], "made": [6, 10, 14, 18], "start": [7, 21], "dev": [7, 9], "back": [7, 13], "cov": 7, "docstr": [7, 21], "further": 7, "folder": 7, "repo": 7, "pep": 7, "518": 7, "style": 7, "tar": 7, "gz": 7, "whl": 7, "command": [7, 9], "cd": 7, "sphinx": 7, "manual": 7, "stuff": 7, "makefil": 7, "script": 7, "updat": [7, 21], "publish": [7, 21], "action": 7, "push": 7, "upload": 7, "pypi": 7, "interfac": [7, 10, 19], "lightweight": 8, "safeti": 8, "net": 8, "ndarrai": [8, 12, 13, 14, 16, 17, 19, 21], "analys": 8, "threat": 8, "channel": [8, 9], "program": 8, "standalon": [8, 22], "explor": 8, "overview": 8, "basic": 8, "usag": 8, "metric": [8, 12, 13, 14, 18], "pre": 8, "built": [8, 19], "submodul": 8, "content": [8, 10], "develop": [8, 9], "changelog": 8, "search": [8, 12], "At": 9, "config": 9, "channel_prior": 9, "strict": 9, "apach": 10, "januari": 10, "2004": 10, "www": 10, "AND": 10, "condit": [10, 19], "FOR": 10, "reproduct": 10, "defin": [10, 13, 18], "section": 10, "through": [10, 22], "licensor": 10, "copyright": 10, "owner": 10, "entiti": 10, "grant": 10, "legal": 10, "union": 10, "act": 10, "under": [10, 19], "power": 10, "direct": [10, 16], "indirect": 10, "contract": 10, "ii": 10, "ownership": 10, "fifti": 10, "percent": 10, "outstand": 10, "share": 10, "iii": 10, "benefici": 10, "individu": 10, "exercis": 10, "permiss": 10, "form": 10, "prefer": 10, "modif": 10, "limit": 10, "configur": 10, "mechan": 10, "translat": 10, "compil": 10, "media": 10, "authorship": 10, "attach": 10, "appendix": 10, "deriv": [10, 13], "editori": 10, "revis": 10, "annot": 10, "elabor": 10, "repres": [10, 12, 14, 16, 18], "whole": [10, 19], "origin": [10, 16, 19], "remain": 10, "mere": 10, "link": 10, "bind": 10, "thereof": 10, "addit": [10, 19], "intention": 10, "inclus": 10, "behalf": 10, "electron": 10, "verbal": 10, "written": 10, "sent": 10, "mail": 10, "system": [10, 16], "track": 10, "discuss": 10, "exclud": 10, "conspicu": 10, "mark": [10, 21], "design": 10, "Not": [10, 13, 19], "contributor": [10, 19], "whom": 10, "receiv": 10, "incorpor": [10, 22], "herebi": 10, "perpetu": 10, "worldwid": 10, "exclus": 10, "charg": 10, "royalti": 10, "free": 10, "irrevoc": 10, "publicli": 10, "sublicens": 10, "patent": 10, "except": [10, 22], "state": [10, 14, 16, 18], "offer": [10, 22], "sell": 10, "transfer": 10, "claim": 10, "necessarili": 10, "infring": 10, "alon": 10, "institut": 10, "litig": 10, "against": [10, 12, 22], "counterclaim": 10, "lawsuit": 10, "alleg": 10, "constitut": 10, "contributori": 10, "termin": 10, "redistribut": 10, "medium": 10, "meet": [10, 19], "recipi": 10, "modifi": 10, "promin": 10, "retain": 10, "trademark": 10, "pertain": 10, "readabl": 10, "place": 10, "wherev": 10, "parti": 10, "alongsid": 10, "addendum": 10, "constru": 10, "statement": 10, "compli": 10, "explicitli": 10, "notwithstand": 10, "abov": [10, 19], "noth": [10, 18, 19], "herein": 10, "supersed": 10, "execut": 10, "trade": 10, "servic": 10, "customari": 10, "disclaim": 10, "warranti": 10, "applic": 10, "law": 10, "AS": 10, "basi": 10, "OR": 10, "OF": 10, "express": [10, 19], "impli": 10, "titl": 10, "merchant": 10, "sole": 10, "respons": 10, "determin": [10, 17], "risk": 10, "associ": 10, "liabil": 10, "event": [10, 13, 18], "theori": 10, "tort": 10, "neglig": 10, "grossli": 10, "liabl": 10, "damag": 10, "incident": 10, "consequenti": 10, "charact": [10, 16], "aris": 10, "inabl": 10, "loss": 10, "goodwil": 10, "stoppag": 10, "failur": 10, "malfunct": 10, "commerci": 10, "advis": 10, "while": [10, 18, 19, 20], "fee": 10, "indemn": 10, "oblig": 10, "right": 10, "consist": 10, "indemnifi": 10, "defend": 10, "hold": 10, "harmless": 10, "incur": 10, "assert": 10, "end": [10, 21], "cv_kde": [11, 12], "wasserstein_multi": [11, 12], "wasserstein_ovo": [11, 12], "wasserstein_ovr": [11, 12], "diverg": [11, 13, 18], "furthest_distribut": [11, 13], "major_minor": [11, 13], "markov_chain": [11, 16], "chi_squar": [11, 16], "degrees_of_freedom": [11, 16], "expected_freq": [11, 16], "from_sequ": [11, 16], "generate_st": [11, 16], "normalized_differ": [11, 16], "observed_freq": [11, 16], "hollow_matrix": [11, 16], "regular": [11, 16], "mahalanobis_outli": [11, 17], "dataframeaccessor": [11, 18], "seriesaccessor": [11, 18], "null_decor": [11, 18], "formatwarn": [11, 19], "is_binari": [11, 20], "is_multiclass": [11, 20], "is_multioutput": [11, 20], "n_class": [11, 20], "bool_to_index": [11, 21], "cv": [11, 12, 21], "docstring_from": [11, 21], "generate_data": [11, 13, 18, 21], "get_idx": [11, 21], "is_numer": [11, 21], "ordered_uniqu": [11, 21], "split_and_standard": [11, 21], "zscore": [11, 21], "understand": [12, 15, 17, 20], "buffer": [12, 13, 14, 15, 17, 20, 21], "_supportsarrai": [12, 13, 14, 15, 17, 20, 21], "_nestedsequ": [12, 13, 14, 15, 17, 20, 21], "int": [12, 13, 14, 15, 16, 17, 18, 20, 21], "float": [12, 13, 14, 15, 16, 17, 18, 20, 21], "complex": [12, 13, 14, 15, 17, 20, 21, 22], "str": [12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "byte": [12, 13, 14, 15, 17, 20, 21], "namedtupl": 12, "histogram": [12, 19], "8771812708978117": 12, "5001419889107208": 12, "3286356643172673": 12, "3406453953773365": 12, "scott": [12, 19], "6162678270732356": 12, "1e": 12, "silverman": 12, "bw": 12, "1981": 12, "investig": 12, "royal": 12, "societi": 12, "vol": 12, "43": 12, "pp": 12, "97": 12, "581810759152688": 12, "n_bandwidth": 12, "grid": 12, "optim": 12, "fold": 12, "5212113989811242": 12, "largest": [12, 21], "amplitud": 12, "cut": 12, "off": 12, "smaller": [12, 19, 20], "x_peak": 12, "y_peak": 12, "15": [12, 14, 18, 20, 21], "kde": 12, "2124714013056916": 12, "014367259502733645": 12, "rule": 12, "thumb": 12, "354649738246933": 12, "162332012191087": 12, "per": [12, 15, 21], "concaten": 12, "67243035": 12, "88998226": 12, "22014721": 12, "19729456": 12, "ovr": 12, "reduc": 12, "callabl": [12, 13], "ovo": 12, "full": 12, "axi": 12, "2d": [12, 17, 21], "latter": 12, "implicitli": 12, "reshap": [12, 17], "97490053": 12, "1392715": 12, "11417203": 12, "69635752": 12, "22475": 12, "39754762": 12, "71161667": 12, "24495": 12, "pairwis": 12, "squareform": 12, "match": [12, 17, 21], "k": [12, 13], "55708601": 12, "39271504": 12, "83562902": 12, "rest": 12, "refer": 13, "jonathan": 13, "inaki": 13, "inza": 13, "jose": 13, "lozano": 13, "extent": 13, "recognit": 13, "letter": 13, "98": 13, "doi": [13, 21], "1016": 13, "j": 13, "patrec": 13, "08": 13, "002": 13, "dict": [13, 18, 19, 20], "counter": 13, "recommend": [13, 18], "omit": [13, 18], "encount": [13, 22], "helling": [13, 18], "string": [13, 16, 18, 19, 21], "euclidean": [13, 18], "manhattan": [13, 18], "kl": [13, 18], "tv": [13, 18], "actual": [13, 17, 18, 19], "zeta": [13, 18], "equat": 13, "length": [13, 19, 21], "discov": 13, "ir": [13, 18], "furthest": 13, "reflect": [13, 18], "minu": [13, 18], "accord": [13, 18], "eq": [13, 18], "mathrm": [13, 18], "frac": [13, 18], "d_": [13, 18], "delta": [13, 18], "mathbf": [13, 18], "iota": [13, 18], "_m": [13, 18], "l1": [13, 18], "l2": [13, 18], "variat": [13, 18, 21], "kullback": [13, 18], "leibner": [13, 18], "288": [13, 18], "round": [13, 18], "76": [13, 18], "629": [13, 18], "333": [13, 18], "511": [13, 18], "81": [13, 18], "61": [13, 18], "73": [13, 18], "65": [13, 18, 21], "maj": 13, "logist": [14, 18], "permut": [14, 18], "lasso": [14, 18], "cluster": [14, 18], "highest": [14, 18], "kept": [14, 18], "55": [14, 17, 18, 21], "85": [14, 18, 21], "99416839": [14, 18], "00583161": [14, 18], "x0": [14, 18], "x1": [14, 18], "x2": [14, 18], "cutoff": 14, "01": 14, "24": 14, "int64": [14, 17, 21], "revers": 14, "chunk": 15, "agilescientif": 16, "striplog": 16, "observed_count": 16, "include_self": 16, "q": [16, 18, 20], "critic": 16, "bigger": 16, "second": 16, "reject": 16, "hypothesi": 16, "classmethod": 16, "strings_are_st": 16, "pars": 16, "specifi": [16, 19], "upward": 16, "inner": 16, "token": 16, "sst": 16, "mud": 16, "lst": 16, "previou": 16, "dimens": [16, 20, 21], "current_st": 16, "next": 16, "hollow": 16, "diagon": 16, "seq_of_seq": 16, "plu": [16, 21], "atleast_2d": 16, "137": 17, "contamin": 17, "approxim": [17, 21], "lof": 17, "ee": 17, "mahanalobi": 17, "inlier": 17, "convent": [17, 21], "four": 17, "33": 17, "multipli": 17, "rousseeuw": 17, "van": [17, 22], "driessen": 17, "n_sampl": [17, 19], "n_featur": [17, 19], "6583124": 17, "1055416": 17, "5527708": 17, "01173463": 17, "67448975": 17, "33724488": 17, "stdev": [17, 21], "api": 17, "outsid": 17, "70": 17, "89163847": 17, "million": 17, "datapoint": 17, "billion": 17, "pandas_obj": 18, "automat": [18, 19, 20], "tomorrow": [18, 20], "rain": [18, 20], "cloud": [18, 20], "sun": [18, 20], "seed": [18, 20, 21], "dictionari": [18, 20], "3333333333333333": [18, 20], "top": [18, 20], "middl": [18, 20], "bottom": [18, 20], "baseestim": [19, 22], "transformermixin": [19, 22], "fit_param": 19, "n_output": 19, "x_new": 19, "n_features_new": 19, "sin": 19, "linspac": 19, "38077051": 19, "42977406": 19, "05260728": 19, "92571458": 19, "81188195": 19, "7482485": 19, "84147098": 19, "warn_if_zero": 19, "memori": 19, "expens": 19, "anyth": 19, "bother": 19, "min_class_diff": 19, "imbalance_": 19, "adjust": 19, "unusu": 19, "difficult": 19, "suffici": 19, "mutlivari": 19, "1_000": 19, "12573022": 19, "13210486": 19, "64042265": 19, "10490012": 19, "53566937": 19, "36159505": 19, "24972527": 19, "75063397": 19, "55581573": 19, "01881162": 19, "90942756": 19, "36922933": 19, "outliers_": 19, "beyond": 19, "covarianc": 19, "verbos": 19, "adapt": 19, "handl": 19, "prior": [19, 21], "iter": [19, 21], "fulfil": 19, "xt": 19, "n_transformed_featur": 19, "presenc": 19, "mappabl": 19, "correspond": 19, "safer": 19, "shorthand": 19, "constructor": 19, "permit": 19, "lowercas": 19, "joblib": 19, "cach": 19, "path": 19, "directori": 19, "enabl": 19, "clone": 19, "named_step": 19, "advantag": 19, "consum": 19, "elaps": 19, "complet": 19, "baselin": [20, 22], "dummyclassifi": 20, "20000000000000004": 20, "35654761904761906": 20, "dummyregressor": 20, "root": 20, "whichev": 20, "arr": [20, 21], "randint": 20, "output": [20, 21], "typeerror": 20, "cond": 21, "stepsiz": 21, "coeffici": 21, "decim": 21, "5163977794943222": 21, "instruct": 21, "human": 21, "friendli": 21, "source_func": 21, "downsampl": 21, "cdf": 21, "switch": 21, "weight": 21, "mid": 21, "halfwai": 21, "formal": 21, "unbias": 21, "everi": [21, 22], "foo": 21, "l": 21, "toler": [21, 22], "flat": 21, "interv": 21, "monoton": 21, "idx": 21, "atol": 21, "001": 21, "faster": 21, "isclos": 21, "\u03bc": 21, "\u03c3": 21, "allclos": 21, "absolut": 21, "yield": 21, "mask": 21, "item": 21, "unord": 21, "fast": 21, "reli": 21, "job": 21, "slow": 21, "1000000000": 21, "invers": 21, "magnif": 21, "hyperellipsoid": 21, "sdhe": 21, "proport": 21, "2816": 21, "tabl": 21, "1371": 21, "pone": 21, "0118537": 21, "decent": 21, "precis": 21, "1e9": 21, "575829302496098": 21, "039137525465009": 21, "8000000000000003": 21, "y_val": 21, "whose": 21, "68": 21, "27": 21, "39": 21, "signific": 21, "beta": 21, "paper": [21, 22], "poseidon": 21, "csd": 21, "auth": 21, "pdf": 21, "ververidis08a": 21, "exact": 21, "6826894921370859": 21, "6826894916531445": 21, "9973002039367398": 21, "9973002039633309": 21, "39346933952920327": 21, "9946544947734935": 21, "bayesian": 21, "rate": 21, "posterior": 21, "4999999999999998": 21, "54919334": 21, "161895": 21, "77459667": 21, "38729833": 21, "practition": 22, "field": 22, "ensur": 22, "safe": 22, "lead": 22, "overconfid": 22, "wildli": 22, "integr": 22, "enhanc": 22, "qualiti": 22, "hazard": 22, "situat": 22, "harm": 22, "concept": 22, "known": 22, "prevent": 22, "civil": 22, "engin": 22, "industri": 22, "decad": 22, "gelder": 22, "etal": 22, "2021": 22, "motiv": 22, "draft": 22, "scientist": 22, "alreadi": 22, "clippingdetector": 22, "although": 22, "subclass": 22, "attempt": 22}, "objects": {"": [[11, 0, 0, "-", "redflag"]], "redflag": [[12, 0, 0, "-", "distributions"], [13, 0, 0, "-", "imbalance"], [14, 0, 0, "-", "importance"], [15, 0, 0, "-", "independence"], [16, 0, 0, "-", "markov"], [17, 0, 0, "-", "outliers"], [18, 0, 0, "-", "pandas"], [19, 0, 0, "-", "sklearn"], [20, 0, 0, "-", "target"], [21, 0, 0, "-", "utils"]], "redflag.distributions": [[12, 1, 1, "", "best_distribution"], [12, 1, 1, "", "bw_scott"], [12, 1, 1, "", "bw_silverman"], [12, 1, 1, "", "cv_kde"], [12, 1, 1, "", "find_large_peaks"], [12, 1, 1, "", "fit_kde"], [12, 1, 1, "", "get_kde"], [12, 1, 1, "", "is_multimodal"], [12, 1, 1, "", "kde_peaks"], [12, 1, 1, "", "wasserstein"], [12, 1, 1, "", "wasserstein_multi"], [12, 1, 1, "", "wasserstein_ovo"], [12, 1, 1, "", "wasserstein_ovr"]], "redflag.imbalance": [[13, 1, 1, "", "class_counts"], [13, 1, 1, "", "divergence"], [13, 1, 1, "", "empirical_distribution"], [13, 1, 1, "", "furthest_distribution"], [13, 1, 1, "", "imbalance_degree"], [13, 1, 1, "", "imbalance_ratio"], [13, 1, 1, "", "is_imbalanced"], [13, 1, 1, "", "major_minor"], [13, 1, 1, "", "minority_classes"]], "redflag.importance": [[14, 1, 1, "", "feature_importances"], [14, 1, 1, "", "least_important_features"], [14, 1, 1, "", "most_important_features"]], "redflag.independence": [[15, 1, 1, "", "is_correlated"]], "redflag.markov": [[16, 2, 1, "", "Markov_chain"], [16, 1, 1, "", "hollow_matrix"], [16, 1, 1, "", "observations"], [16, 1, 1, "", "regularize"]], "redflag.markov.Markov_chain": [[16, 3, 1, "", "chi_squared"], [16, 4, 1, "", "degrees_of_freedom"], [16, 4, 1, "", "expected_freqs"], [16, 3, 1, "", "from_sequence"], [16, 3, 1, "", "generate_states"], [16, 4, 1, "", "normalized_difference"], [16, 4, 1, "", "observed_freqs"]], "redflag.outliers": [[17, 1, 1, "", "expected_outliers"], [17, 1, 1, "", "get_outliers"], [17, 1, 1, "", "has_outliers"], [17, 1, 1, "", "mahalanobis"], [17, 1, 1, "", "mahalanobis_outliers"]], "redflag.pandas": [[18, 2, 1, "", "DataFrameAccessor"], [18, 2, 1, "", "SeriesAccessor"], [18, 1, 1, "", "null_decorator"]], "redflag.pandas.DataFrameAccessor": [[18, 3, 1, "", "correlation_detector"], [18, 3, 1, "", "feature_importances"]], "redflag.pandas.SeriesAccessor": [[18, 3, 1, "", "dummy_scores"], [18, 3, 1, "", "imbalance_degree"], [18, 3, 1, "", "is_imbalanced"], [18, 3, 1, "", "is_ordered"], [18, 3, 1, "", "minority_classes"], [18, 3, 1, "", "report"]], "redflag.sklearn": [[19, 2, 1, "", "BaseRedflagDetector"], [19, 2, 1, "", "ClipDetector"], [19, 2, 1, "", "CorrelationDetector"], [19, 2, 1, "", "Detector"], [19, 2, 1, "", "DistributionComparator"], [19, 2, 1, "", "DummyPredictor"], [19, 2, 1, "", "ImbalanceComparator"], [19, 2, 1, "", "ImbalanceDetector"], [19, 2, 1, "", "ImportanceDetector"], [19, 2, 1, "", "InsufficientDataDetector"], [19, 2, 1, "", "MultimodalityDetector"], [19, 2, 1, "", "MultivariateOutlierDetector"], [19, 2, 1, "", "OutlierDetector"], [19, 2, 1, "", "RfPipeline"], [19, 2, 1, "", "UnivariateOutlierDetector"], [19, 1, 1, "", "formatwarning"], [19, 1, 1, "", "make_detector_pipeline"], [19, 1, 1, "", "make_rf_pipeline"]], "redflag.sklearn.BaseRedflagDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.DistributionComparator": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.DummyPredictor": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImbalanceComparator": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImbalanceDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImportanceDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.InsufficientDataDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.MultimodalityDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.MultivariateOutlierDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.OutlierDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.RfPipeline": [[19, 3, 1, "", "transform"]], "redflag.target": [[20, 1, 1, "", "dummy_classification_scores"], [20, 1, 1, "", "dummy_regression_scores"], [20, 1, 1, "", "dummy_scores"], [20, 1, 1, "", "is_binary"], [20, 1, 1, "", "is_continuous"], [20, 1, 1, "", "is_multiclass"], [20, 1, 1, "", "is_multioutput"], [20, 1, 1, "", "is_ordered"], [20, 1, 1, "", "n_classes"]], "redflag.utils": [[21, 1, 1, "", "bool_to_index"], [21, 1, 1, "", "clipped"], [21, 1, 1, "", "consecutive"], [21, 1, 1, "", "cv"], [21, 1, 1, "", "deprecated"], [21, 1, 1, "", "docstring_from"], [21, 1, 1, "", "ecdf"], [21, 1, 1, "", "flatten"], [21, 1, 1, "", "generate_data"], [21, 1, 1, "", "get_idx"], [21, 1, 1, "", "has_few_samples"], [21, 1, 1, "", "has_flat"], [21, 1, 1, "", "has_monotonic"], [21, 1, 1, "", "has_nans"], [21, 1, 1, "", "index_to_bool"], [21, 1, 1, "", "is_clipped"], [21, 1, 1, "", "is_numeric"], [21, 1, 1, "", "is_standard_normal"], [21, 1, 1, "", "is_standardized"], [21, 1, 1, "", "iter_groups"], [21, 1, 1, "", "ordered_unique"], [21, 1, 1, "", "proportion_to_stdev"], [21, 1, 1, "", "split_and_standardize"], [21, 1, 1, "", "stdev_to_proportion"], [21, 1, 1, "", "update_p"], [21, 1, 1, "", "zscore"]]}, "objtypes": {"0": "py:module", "1": "py:function", "2": "py:class", "3": "py:method", "4": "py:property"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"], "4": ["py", "property", "Python property"]}, "titleterms": {"basic": 0, "usag": 0, "load": [0, 1], "some": [0, 1], "data": [0, 1], "categor": 0, "continu": [0, 7], "imbal": [0, 1, 3, 13], "metric": [0, 1], "outlier": [0, 17], "clip": [0, 1], "distribut": [0, 12], "shape": 0, "ident": 0, "assumpt": [0, 1], "alreadi": 0, "split": 0, "out": 0, "group": 0, "arrai": 0, "independ": [0, 1, 15], "featur": 0, "import": [0, 1, 14], "tutori": 1, "A": 1, "simpl": 1, "ml": [1, 8], "workflow": 1, "quick": [1, 8], "look": 1, "redflag": [1, 2, 3, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "pipelin": [1, 3], "make": [1, 3], "your": [1, 3], "own": [1, 3], "test": [1, 7], "us": [2, 3], "panda": [2, 18], "seri": 2, "accessor": 2, "datafram": 2, "sklearn": [3, 19], "The": 3, "detector": 3, "class": 3, "pre": 3, "built": 3, "transform": 3, "compar": 3, "smoke": 3, "what": [3, 22], "do": 3, "about": 3, "warn": 3, "imbalancedetector": 3, "imbalancecompar": 3, "clipdetector": 3, "correlationdetector": 3, "outlierdetector": 3, "distributioncompar": 3, "importancedetector": 3, "author": 4, "changelog": 5, "0": 5, "4": 5, "2": 5, "10": 5, "decemb": 5, "2023": 5, "1": 5, "octob": 5, "28": 5, "septemb": 5, "3": 5, "21": 5, "novemb": 5, "2022": 5, "9": 5, "25": 5, "august": 5, "8": 5, "juli": 5, "7": 5, "11": 5, "februari": 5, "31": 5, "januari": 5, "30": 5, "contribut": [6, 7], "code": 6, "conduct": 6, "authorship": 6, "licens": [6, 10], "develop": 7, "instal": [7, 9], "build": 7, "packag": [7, 11], "doc": 7, "integr": 7, "safer": 8, "design": [8, 22], "start": 8, "user": 8, "guid": 8, "api": 8, "refer": 8, "other": 8, "resourc": 8, "indic": 8, "tabl": 8, "option": 9, "depend": 9, "submodul": 11, "modul": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "content": 11, "markov": 16, "target": 20, "util": 21, "i": 22, "overview": 22, "safeti": 22, "": 22}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"\ud83d\udea9 Basic usage": [[0, "basic-usage"]], "Load some data": [[0, "load-some-data"], [1, "load-some-data"]], "Categorical or continuous?": [[0, "categorical-or-continuous"]], "Imbalance metrics": [[0, "imbalance-metrics"], [1, "imbalance-metrics"]], "Outliers": [[0, "outliers"]], "Clipping": [[0, "clipping"], [1, "clipping"]], "Distribution shape": [[0, "distribution-shape"]], "Identical distribution assumption": [[0, "identical-distribution-assumption"]], "Already split out group arrays": [[0, "already-split-out-group-arrays"]], "Independence assumption": [[0, "independence-assumption"], [1, "independence-assumption"]], "Feature importance": [[0, "feature-importance"]], "\ud83d\udea9 Tutorial": [[1, "tutorial"]], "A simple ML workflow": [[1, "a-simple-ml-workflow"]], "A quick look at redflag": [[1, "a-quick-look-at-redflag"]], "Importance": [[1, "importance"]], "Pipelines": [[1, "pipelines"]], "Making your own tests": [[1, "making-your-own-tests"]], "\ud83d\udea9 Using redflag with Pandas": [[2, "using-redflag-with-pandas"]], "Series accessor": [[2, "series-accessor"]], "DataFrame accessor": [[2, "dataframe-accessor"]], "\ud83d\udea9 Using redflag with sklearn": [[3, "using-redflag-with-sklearn"]], "The redflag detector classes": [[3, "the-redflag-detector-classes"]], "Using the pre-built redflag pipeline": [[3, "using-the-pre-built-redflag-pipeline"]], "Using the \u2018detector\u2019 transformers": [[3, "using-the-detector-transformers"]], "The imbalance comparator": [[3, "the-imbalance-comparator"]], "Making your own smoke detector": [[3, "making-your-own-smoke-detector"]], "What to do about the warnings": [[3, "what-to-do-about-the-warnings"]], "ImbalanceDetector and ImbalanceComparator": [[3, "imbalancedetector-and-imbalancecomparator"]], "ClipDetector": [[3, "clipdetector"]], "CorrelationDetector": [[3, "correlationdetector"]], "OutlierDetector": [[3, "outlierdetector"]], "DistributionComparator": [[3, "distributioncomparator"]], "ImportanceDetector": [[3, "importancedetector"]], "Authors": [[4, "authors"]], "Changelog": [[5, "changelog"]], "0.4.2, 10 December 2023": [[5, "december-2023"]], "0.4.1, 2 October 2023": [[5, "october-2023"]], "0.4.0, 28 September 2023": [[5, "september-2023"]], "0.3.0, 21 September 2023": [[5, "id1"]], "0.2.0, 4 September 2023": [[5, "id2"]], "0.1.10, 21 November 2022": [[5, "november-2022"]], "0.1.9, 25 August 2022": [[5, "august-2022"]], "0.1.8, 8 July 2022": [[5, "july-2022"]], "0.1.3 to 0.1.7, 9\u201311 February 2022": [[5, "to-0-1-7-911-february-2022"]], "0.1.2, 1 February 2022": [[5, "february-2022"]], "0.1.1, 31 January 2022": [[5, "january-2022"]], "0.1.0, 30 January 2022": [[5, "id3"]], "Contributing": [[6, "contributing"], [7, "contributing"]], "Code of conduct": [[6, "code-of-conduct"]], "Authorship": [[6, "authorship"]], "License": [[6, "license"], [10, "license"]], "Development": [[7, "development"]], "Installation": [[7, "installation"]], "Testing": [[7, "testing"]], "Building the package": [[7, "building-the-package"]], "Building the docs": [[7, "building-the-docs"]], "Continuous integration": [[7, "continuous-integration"]], "Redflag: safer ML by design": [[8, "redflag-safer-ml-by-design"]], "Quick start": [[8, "quick-start"]], "User guide": [[8, "user-guide"], [8, null]], "API reference": [[8, "api-reference"], [8, null]], "Other resources": [[8, "other-resources"], [8, null]], "Indices and tables": [[8, "indices-and-tables"]], "\ud83d\udea9 Installation": [[9, "installation"]], "Optional dependencies": [[9, "optional-dependencies"]], "redflag package": [[11, "redflag-package"]], "Submodules": [[11, "submodules"]], "Module contents": [[11, "module-redflag"]], "redflag.distributions module": [[12, "module-redflag.distributions"]], "redflag.imbalance module": [[13, "module-redflag.imbalance"]], "redflag.importance module": [[14, "module-redflag.importance"]], "redflag.independence module": [[15, "module-redflag.independence"]], "redflag.markov module": [[16, "module-redflag.markov"]], "redflag.outliers module": [[17, "module-redflag.outliers"]], "redflag.pandas module": [[18, "module-redflag.pandas"]], "redflag.sklearn module": [[19, "module-redflag.sklearn"]], "redflag.target module": [[20, "module-redflag.target"]], "redflag.utils module": [[21, "module-redflag.utils"]], "\ud83d\udea9 What is redflag?": [[22, "what-is-redflag"]], "Overview": [[22, "overview"]], "Safety by design": [[22, "safety-by-design"]], "What\u2019s in redflag": [[22, "what-s-in-redflag"]]}, "indexentries": {"module": [[11, "module-redflag"], [12, "module-redflag.distributions"], [13, "module-redflag.imbalance"], [14, "module-redflag.importance"], [15, "module-redflag.independence"], [16, "module-redflag.markov"], [17, "module-redflag.outliers"], [18, "module-redflag.pandas"], [19, "module-redflag.sklearn"], [20, "module-redflag.target"], [21, "module-redflag.utils"]], "redflag": [[11, "module-redflag"]], "best_distribution() (in module redflag.distributions)": [[12, "redflag.distributions.best_distribution"]], "bw_scott() (in module redflag.distributions)": [[12, "redflag.distributions.bw_scott"]], "bw_silverman() (in module redflag.distributions)": [[12, "redflag.distributions.bw_silverman"]], "cv_kde() (in module redflag.distributions)": [[12, "redflag.distributions.cv_kde"]], "find_large_peaks() (in module redflag.distributions)": [[12, "redflag.distributions.find_large_peaks"]], "fit_kde() (in module redflag.distributions)": [[12, "redflag.distributions.fit_kde"]], "get_kde() (in module redflag.distributions)": [[12, "redflag.distributions.get_kde"]], "is_multimodal() (in module redflag.distributions)": [[12, "redflag.distributions.is_multimodal"]], "kde_peaks() (in module redflag.distributions)": [[12, "redflag.distributions.kde_peaks"]], "redflag.distributions": [[12, "module-redflag.distributions"]], "wasserstein() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein"]], "wasserstein_multi() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_multi"]], "wasserstein_ovo() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_ovo"]], "wasserstein_ovr() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_ovr"]], "class_counts() (in module redflag.imbalance)": [[13, "redflag.imbalance.class_counts"]], "divergence() (in module redflag.imbalance)": [[13, "redflag.imbalance.divergence"]], "empirical_distribution() (in module redflag.imbalance)": [[13, "redflag.imbalance.empirical_distribution"]], "furthest_distribution() (in module redflag.imbalance)": [[13, "redflag.imbalance.furthest_distribution"]], "imbalance_degree() (in module redflag.imbalance)": [[13, "redflag.imbalance.imbalance_degree"]], "imbalance_ratio() (in module redflag.imbalance)": [[13, "redflag.imbalance.imbalance_ratio"]], "is_imbalanced() (in module redflag.imbalance)": [[13, "redflag.imbalance.is_imbalanced"]], "major_minor() (in module redflag.imbalance)": [[13, "redflag.imbalance.major_minor"]], "minority_classes() (in module redflag.imbalance)": [[13, "redflag.imbalance.minority_classes"]], "redflag.imbalance": [[13, "module-redflag.imbalance"]], "feature_importances() (in module redflag.importance)": [[14, "redflag.importance.feature_importances"]], "least_important_features() (in module redflag.importance)": [[14, "redflag.importance.least_important_features"]], "most_important_features() (in module redflag.importance)": [[14, "redflag.importance.most_important_features"]], "redflag.importance": [[14, "module-redflag.importance"]], "is_correlated() (in module redflag.independence)": [[15, "redflag.independence.is_correlated"]], "redflag.independence": [[15, "module-redflag.independence"]], "markov_chain (class in redflag.markov)": [[16, "redflag.markov.Markov_chain"]], "chi_squared() (redflag.markov.markov_chain method)": [[16, "redflag.markov.Markov_chain.chi_squared"]], "degrees_of_freedom (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.degrees_of_freedom"]], "expected_freqs (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.expected_freqs"]], "from_sequence() (redflag.markov.markov_chain class method)": [[16, "redflag.markov.Markov_chain.from_sequence"]], "generate_states() (redflag.markov.markov_chain method)": [[16, "redflag.markov.Markov_chain.generate_states"]], "hollow_matrix() (in module redflag.markov)": [[16, "redflag.markov.hollow_matrix"]], "normalized_difference (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.normalized_difference"]], "observations() (in module redflag.markov)": [[16, "redflag.markov.observations"]], "observed_freqs (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.observed_freqs"]], "redflag.markov": [[16, "module-redflag.markov"]], "regularize() (in module redflag.markov)": [[16, "redflag.markov.regularize"]], "expected_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.expected_outliers"]], "get_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.get_outliers"]], "has_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.has_outliers"]], "mahalanobis() (in module redflag.outliers)": [[17, "redflag.outliers.mahalanobis"]], "mahalanobis_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.mahalanobis_outliers"]], "redflag.outliers": [[17, "module-redflag.outliers"]], "dataframeaccessor (class in redflag.pandas)": [[18, "redflag.pandas.DataFrameAccessor"]], "seriesaccessor (class in redflag.pandas)": [[18, "redflag.pandas.SeriesAccessor"]], "correlation_detector() (redflag.pandas.dataframeaccessor method)": [[18, "redflag.pandas.DataFrameAccessor.correlation_detector"]], "dummy_scores() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.dummy_scores"]], "feature_importances() (redflag.pandas.dataframeaccessor method)": [[18, "redflag.pandas.DataFrameAccessor.feature_importances"]], "imbalance_degree() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.imbalance_degree"]], "is_imbalanced() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.is_imbalanced"]], "is_ordered() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.is_ordered"]], "minority_classes() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.minority_classes"]], "null_decorator() (in module redflag.pandas)": [[18, "redflag.pandas.null_decorator"]], "redflag.pandas": [[18, "module-redflag.pandas"]], "report() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.report"]], "baseredflagdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.BaseRedflagDetector"]], "clipdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ClipDetector"]], "correlationdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.CorrelationDetector"]], "detector (class in redflag.sklearn)": [[19, "redflag.sklearn.Detector"]], "distributioncomparator (class in redflag.sklearn)": [[19, "redflag.sklearn.DistributionComparator"]], "dummypredictor (class in redflag.sklearn)": [[19, "redflag.sklearn.DummyPredictor"]], "imbalancecomparator (class in redflag.sklearn)": [[19, "redflag.sklearn.ImbalanceComparator"]], "imbalancedetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ImbalanceDetector"]], "importancedetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ImportanceDetector"]], "insufficientdatadetector (class in redflag.sklearn)": [[19, "redflag.sklearn.InsufficientDataDetector"]], "multimodalitydetector (class in redflag.sklearn)": [[19, "redflag.sklearn.MultimodalityDetector"]], "multivariateoutlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.MultivariateOutlierDetector"]], "outlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.OutlierDetector"]], "rfpipeline (class in redflag.sklearn)": [[19, "redflag.sklearn.RfPipeline"]], "univariateoutlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.UnivariateOutlierDetector"]], "fit() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.fit"]], "fit() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.fit"]], "fit() (redflag.sklearn.dummypredictor method)": [[19, "redflag.sklearn.DummyPredictor.fit"]], "fit() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.fit"]], "fit() (redflag.sklearn.imbalancedetector method)": [[19, "redflag.sklearn.ImbalanceDetector.fit"]], "fit() (redflag.sklearn.importancedetector method)": [[19, "redflag.sklearn.ImportanceDetector.fit"]], "fit() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.fit"]], "fit() (redflag.sklearn.multimodalitydetector method)": [[19, "redflag.sklearn.MultimodalityDetector.fit"]], "fit() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.fit"]], "fit() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.fit"]], "fit_transform() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.fit_transform"]], "fit_transform() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.fit_transform"]], "fit_transform() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.fit_transform"]], "fit_transform() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.fit_transform"]], "fit_transform() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.fit_transform"]], "fit_transform() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.fit_transform"]], "formatwarning() (in module redflag.sklearn)": [[19, "redflag.sklearn.formatwarning"]], "make_detector_pipeline() (in module redflag.sklearn)": [[19, "redflag.sklearn.make_detector_pipeline"]], "make_rf_pipeline() (in module redflag.sklearn)": [[19, "redflag.sklearn.make_rf_pipeline"]], "redflag.sklearn": [[19, "module-redflag.sklearn"]], "transform() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.transform"]], "transform() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.transform"]], "transform() (redflag.sklearn.dummypredictor method)": [[19, "redflag.sklearn.DummyPredictor.transform"]], "transform() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.transform"]], "transform() (redflag.sklearn.imbalancedetector method)": [[19, "redflag.sklearn.ImbalanceDetector.transform"]], "transform() (redflag.sklearn.importancedetector method)": [[19, "redflag.sklearn.ImportanceDetector.transform"]], "transform() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.transform"]], "transform() (redflag.sklearn.multimodalitydetector method)": [[19, "redflag.sklearn.MultimodalityDetector.transform"]], "transform() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.transform"]], "transform() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.transform"]], "transform() (redflag.sklearn.rfpipeline method)": [[19, "redflag.sklearn.RfPipeline.transform"]], "dummy_classification_scores() (in module redflag.target)": [[20, "redflag.target.dummy_classification_scores"]], "dummy_regression_scores() (in module redflag.target)": [[20, "redflag.target.dummy_regression_scores"]], "dummy_scores() (in module redflag.target)": [[20, "redflag.target.dummy_scores"]], "is_binary() (in module redflag.target)": [[20, "redflag.target.is_binary"]], "is_continuous() (in module redflag.target)": [[20, "redflag.target.is_continuous"]], "is_multiclass() (in module redflag.target)": [[20, "redflag.target.is_multiclass"]], "is_multioutput() (in module redflag.target)": [[20, "redflag.target.is_multioutput"]], "is_ordered() (in module redflag.target)": [[20, "redflag.target.is_ordered"]], "n_classes() (in module redflag.target)": [[20, "redflag.target.n_classes"]], "redflag.target": [[20, "module-redflag.target"]], "bool_to_index() (in module redflag.utils)": [[21, "redflag.utils.bool_to_index"]], "clipped() (in module redflag.utils)": [[21, "redflag.utils.clipped"]], "consecutive() (in module redflag.utils)": [[21, "redflag.utils.consecutive"]], "cv() (in module redflag.utils)": [[21, "redflag.utils.cv"]], "deprecated() (in module redflag.utils)": [[21, "redflag.utils.deprecated"]], "docstring_from() (in module redflag.utils)": [[21, "redflag.utils.docstring_from"]], "ecdf() (in module redflag.utils)": [[21, "redflag.utils.ecdf"]], "flatten() (in module redflag.utils)": [[21, "redflag.utils.flatten"]], "generate_data() (in module redflag.utils)": [[21, "redflag.utils.generate_data"]], "get_idx() (in module redflag.utils)": [[21, "redflag.utils.get_idx"]], "has_few_samples() (in module redflag.utils)": [[21, "redflag.utils.has_few_samples"]], "has_flat() (in module redflag.utils)": [[21, "redflag.utils.has_flat"]], "has_monotonic() (in module redflag.utils)": [[21, "redflag.utils.has_monotonic"]], "has_nans() (in module redflag.utils)": [[21, "redflag.utils.has_nans"]], "index_to_bool() (in module redflag.utils)": [[21, "redflag.utils.index_to_bool"]], "is_clipped() (in module redflag.utils)": [[21, "redflag.utils.is_clipped"]], "is_numeric() (in module redflag.utils)": [[21, "redflag.utils.is_numeric"]], "is_standard_normal() (in module redflag.utils)": [[21, "redflag.utils.is_standard_normal"]], "is_standardized() (in module redflag.utils)": [[21, "redflag.utils.is_standardized"]], "iter_groups() (in module redflag.utils)": [[21, "redflag.utils.iter_groups"]], "ordered_unique() (in module redflag.utils)": [[21, "redflag.utils.ordered_unique"]], "proportion_to_stdev() (in module redflag.utils)": [[21, "redflag.utils.proportion_to_stdev"]], "redflag.utils": [[21, "module-redflag.utils"]], "split_and_standardize() (in module redflag.utils)": [[21, "redflag.utils.split_and_standardize"]], "stdev_to_proportion() (in module redflag.utils)": [[21, "redflag.utils.stdev_to_proportion"]], "update_p() (in module redflag.utils)": [[21, "redflag.utils.update_p"]], "zscore() (in module redflag.utils)": [[21, "redflag.utils.zscore"]]}})
\ No newline at end of file
+Search.setIndex({"docnames": ["_notebooks/Basic_usage", "_notebooks/Tutorial", "_notebooks/Using_redflag_with_Pandas", "_notebooks/Using_redflag_with_sklearn", "authors", "changelog", "contributing", "development", "index", "installation", "license", "redflag", "redflag.distributions", "redflag.imbalance", "redflag.importance", "redflag.independence", "redflag.markov", "redflag.outliers", "redflag.pandas", "redflag.sklearn", "redflag.target", "redflag.utils", "what_is_redflag"], "filenames": ["_notebooks/Basic_usage.ipynb", "_notebooks/Tutorial.ipynb", "_notebooks/Using_redflag_with_Pandas.ipynb", "_notebooks/Using_redflag_with_sklearn.ipynb", "authors.md", "changelog.md", "contributing.md", "development.md", "index.rst", "installation.md", "license.md", "redflag.rst", "redflag.distributions.rst", "redflag.imbalance.rst", "redflag.importance.rst", "redflag.independence.rst", "redflag.markov.rst", "redflag.outliers.rst", "redflag.pandas.rst", "redflag.sklearn.rst", "redflag.target.rst", "redflag.utils.rst", "what_is_redflag.md"], "titles": ["\ud83d\udea9 Basic usage", "\ud83d\udea9 Tutorial", "\ud83d\udea9 Using redflag with Pandas", "\ud83d\udea9 Using redflag with sklearn", "Authors", "Changelog", "Contributing", "Development", "Redflag: safer ML by design", "\ud83d\udea9 Installation", "License", "redflag package", "redflag.distributions module", "redflag.imbalance module", "redflag.importance module", "redflag.independence module", "redflag.markov module", "redflag.outliers module", "redflag.pandas module", "redflag.sklearn module", "redflag.target module", "redflag.utils module", "\ud83d\udea9 What is redflag?"], "terms": {"welcom": [0, 2], "redflag": [0, 5, 7, 9], "It": [0, 1, 5, 13, 18, 19, 21, 22], "": [0, 1, 2, 3, 5, 6, 7, 8, 10, 15, 16, 18, 19, 20, 21], "still": [0, 3, 5, 22], "earli": [0, 5], "dai": 0, "thi": [0, 1, 2, 3, 5, 6, 7, 10, 13, 14, 16, 17, 18, 19, 20, 21, 22], "librari": [0, 1, 8, 22], "ar": [0, 1, 2, 3, 5, 6, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "few": [0, 3], "thing": [0, 1, 3], "you": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 16, 17, 18, 19, 21], "can": [0, 1, 2, 3, 5, 6, 7, 9, 12, 13, 16, 17, 18, 19, 20, 21, 22], "do": [0, 1, 5, 8, 10, 16, 18, 22], "detect": [0, 1, 3, 5, 17, 19], "label": [0, 1, 3, 5, 12, 13, 14, 18, 19, 20, 21], "ani": [0, 1, 3, 5, 10, 12, 13, 14, 15, 17, 19, 20, 21, 22], "other": [0, 1, 3, 5, 6, 7, 10, 12, 21], "variabl": [0, 3, 16, 17, 18, 20], "rf": [0, 1, 2, 3, 8], "__version__": [0, 1, 2], "0": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "4": [0, 1, 2, 3, 12, 13, 14, 15, 17, 18, 19, 20, 21], "2": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "panda": [0, 1, 3, 5, 8, 11, 22], "pd": [0, 1, 2, 3, 21], "df": [0, 1, 2, 3, 8, 22], "read_csv": [0, 1, 2, 3], "http": [0, 1, 2, 3, 10, 13, 16, 21], "raw": [0, 1, 2, 3], "githubusercont": [0, 1, 2, 3], "com": [0, 1, 2, 3, 16], "scienxlab": [0, 1, 2, 3, 6], "dataset": [0, 1, 2, 3, 5, 12, 13, 15, 17, 18, 19, 21, 22], "main": [0, 1, 2, 3, 5, 7, 8], "kg": [0, 1, 2, 3], "panoma_training_data": [0, 1, 2, 3], "csv": [0, 1, 2, 3], "look": [0, 2, 3, 8], "transpos": [0, 3], "summari": [0, 3], "each": [0, 3, 5, 10, 12, 14, 18, 19, 21], "column": [0, 1, 3, 5, 21], "datafram": [0, 3, 5, 8, 22], "i": [0, 1, 2, 3, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "row": [0, 3, 5, 15], "here": [0, 3, 6], "describ": [0, 3, 10], "t": [0, 1, 3, 5, 7, 19, 21], "count": [0, 3, 13, 17, 20, 21], "mean": [0, 1, 2, 3, 5, 10, 12, 18, 20, 21, 22], "std": [0, 3], "min": [0, 1, 3, 13, 21], "25": [0, 3, 14, 18, 20, 21], "50": [0, 3, 10], "75": [0, 3, 21], "max": [0, 1, 3, 12, 21], "depth": [0, 1, 2, 3], "3966": [0, 3], "882": [0, 3], "674555": [0, 3], "40": [0, 3, 12, 21], "150056": [0, 3], "784": [0, 3], "402800": [0, 3], "858": [0, 3], "012000": [0, 3], "888": [0, 3], "339600": [0, 3], "913": [0, 3], "028400": [0, 3], "963": [0, 3], "320400": [0, 3], "relpo": [0, 1, 2, 3], "524999": [0, 3], "286375": [0, 3], "010000": [0, 3], "282000": [0, 3], "531000": [0, 3], "773000": [0, 3], "1": [0, 1, 2, 3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "000000": [0, 3], "marin": [0, 1, 2, 3], "325013": [0, 3], "589539": [0, 3], "gr": [0, 1, 2, 3, 21], "64": [0, 1, 3], "367899": [0, 3], "28": [0, 3], "414603": [0, 3], "12": [0, 1, 2, 3, 5, 12], "036000": [0, 3], "45": [0, 1, 2, 3, 14, 18, 21], "311250": [0, 3], "840000": [0, 3], "78": [0, 1, 2, 3], "809750": [0, 3], "200": [0, 3, 12, 18, 19, 20], "ild": [0, 1, 2, 3], "5": [0, 1, 2, 3, 5, 12, 13, 14, 17, 18, 19, 20, 21], "240308": [0, 3], "3": [0, 1, 2, 3, 12, 13, 14, 17, 18, 19, 20, 21], "190416": [0, 3], "340408": [0, 3], "169567": [0, 3], "305266": [0, 3], "6": [0, 1, 2, 3, 12, 13, 15, 17, 18, 20, 21], "664234": [0, 3], "32": [0, 3], "136605": [0, 3], "deltaphi": [0, 1, 2, 3], "469088": [0, 3], "922310": [0, 3], "21": [0, 3], "832000": [0, 3], "292500": [0, 3], "124750": [0, 3], "18": [0, 3], "600000": [0, 3], "phind": [0, 1, 2, 3], "13": [0, 1, 2, 3, 21], "008807": [0, 3], "936391": [0, 3], "550000": [0, 3], "8": [0, 1, 2, 3, 12, 13, 14, 15, 18, 20, 21], "196250": [0, 3], "11": [0, 1, 2, 3, 12], "781500": [0, 3], "16": [0, 3], "050000": [0, 3], "52": [0, 3], "369000": [0, 3], "pe": [0, 1, 2, 3], "686427": [0, 3], "815113": [0, 3], "200000": [0, 3], "123000": [0, 3], "514500": [0, 3], "241750": [0, 3], "094000": [0, 3], "faci": [0, 1, 2, 3], "471004": [0, 3], "406180": [0, 3], "9": [0, 1, 2, 3, 10, 12, 15, 18, 20, 21], "latitud": [0, 1, 2, 3], "37": [0, 1, 2, 3], "632575": [0, 3], "299398": [0, 3], "180732": [0, 3], "356426": [0, 3], "500380": [0, 3], "910583": [0, 3], "38": [0, 3], "063373": [0, 3], "longitud": [0, 1, 2, 3], "101": [0, 3], "294895": [0, 3], "230454": [0, 3], "646452": [0, 3], "389189": [0, 3], "325130": [0, 3], "106045": [0, 3], "100": [0, 1, 2, 3, 12, 17, 20, 21], "987305": [0, 1, 2, 3], "ild_log10": [0, 1, 2, 3], "648860": [0, 3], "251542": [0, 3], "468000": [0, 3], "501000": [0, 3], "634000": [0, 3], "823750": [0, 3], "507000": [0, 3], "rhob": [0, 1, 2, 3], "2288": [0, 3], "861692": [0, 3], "218": [0, 3], "038459": [0, 3], "1500": [0, 3], "2201": [0, 3], "007475": [0, 3], "2342": [0, 3], "202051": [0, 3], "2434": [0, 3], "166399": [0, 3], "2802": [0, 3], "871147": [0, 3], "fairli": 0, "easi": [0, 1], "tell": [0, 1, 21], "numer": [0, 5, 21], "harder": 0, "decid": [0, 3, 18, 20, 21], "we": [0, 1, 2, 3, 5, 6, 17, 19, 21], "us": [0, 1, 5, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "is_continu": [0, 5, 11, 20], "check": [0, 1, 3, 5, 13, 15, 18, 19, 21, 22], "target": [0, 2, 3, 5, 8, 11, 14, 18, 19, 21, 22], "heurist": [0, 3, 5], "definit": [0, 5, 10, 21], "foolproof": 0, "intern": 0, "sometim": [0, 21], "how": [0, 1, 3, 5, 6], "treat": 0, "col": 0, "print": [0, 2, 5, 19, 20, 21], "f": 0, "20": [0, 3, 12, 15, 18, 19, 21], "well": [0, 1, 2, 3, 5, 16], "name": [0, 1, 2, 3, 5, 10, 12, 13, 16, 19], "fals": [0, 1, 5, 12, 15, 16, 17, 18, 19, 20, 21], "true": [0, 1, 2, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "format": [0, 1, 2, 19], "lithologi": [0, 1, 2, 3], "mineralogi": [0, 1, 2], "siliciclast": [0, 1, 2], "These": [0, 1, 5, 22], "all": [0, 1, 2, 3, 5, 7, 9, 10, 12, 13, 17, 18, 19, 20], "correct": [0, 17], "first": [0, 1, 2, 3, 12, 13, 14, 16, 18, 19, 21], "ll": [0, 1, 3], "measur": [0, 1, 3, 5, 12, 13, 14, 18], "class_imbal": [0, 5], "For": [0, 1, 2, 3, 5, 9, 10, 16, 17, 19, 21, 22], "binari": [0, 13, 20], "imbalac": 0, "ratio": [0, 1, 13, 21], "between": [0, 5, 12, 13, 18, 19, 21], "major": [0, 1, 13], "minor": [0, 1, 3, 5, 13, 18, 19], "class": [0, 1, 5, 8, 13, 16, 18, 19, 20, 21], "multiclass": [0, 13, 20], "degre": [0, 1, 5, 13, 18, 19], "ortigosa": [0, 13, 18], "hernandez": [0, 13, 18], "et": [0, 13, 18], "al": [0, 13, 18], "2017": [0, 13, 18], "singl": [0, 3, 5, 17, 18, 20], "valu": [0, 1, 3, 5, 12, 17, 19, 20, 21], "explain": [0, 3], "mani": [0, 3, 5, 17, 20], "b": [0, 10, 12, 14, 18, 20, 21], "skew": 0, "support": [0, 1, 3, 5, 10], "imbalance_degre": [0, 1, 2, 5, 8, 11, 13, 18], "378593040846633": [0, 1, 2], "To": [0, 1, 3, 5, 7, 19, 22], "interpret": [0, 1], "number": [0, 1, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "two": [0, 1, 3, 5, 7, 13, 21, 22], "part": [0, 1, 3, 5, 6, 10, 13, 18, 19], "The": [0, 1, 2, 4, 5, 7, 8, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "integ": [0, 1, 5, 13, 16, 18, 19, 20, 21], "equal": [0, 1], "m": [0, 1, 3, 5, 7, 13, 14, 16, 18], "where": [0, 1, 5, 10, 13, 14, 19], "fraction": [0, 1, 13, 18, 19, 21], "378": [0, 1], "amount": [0, 1], "balanc": [0, 1], "perfectli": [0, 1], "999": [0, 1, 21], "realli": [0, 1, 5], "bad": [0, 1], "If": [0, 1, 3, 5, 6, 7, 9, 10, 12, 13, 14, 16, 17, 18, 19, 21], "have": [0, 1, 2, 3, 4, 5, 10, 19, 21], "In": [0, 1, 3, 5, 10, 14, 18, 20, 21], "gener": [0, 1, 3, 5, 6, 7, 10, 16, 18, 20, 21], "statist": [0, 1, 3, 12, 16, 19], "more": [0, 1, 2, 3, 5, 7, 8, 10, 16, 17, 19, 20, 21, 22], "inform": [0, 1, 3, 10], "than": [0, 1, 3, 5, 12, 16, 17, 19, 20, 21], "commonli": [0, 1], "imbalance_ratio": [0, 1, 5, 11, 13], "which": [0, 1, 3, 5, 7, 10, 12, 13, 14, 17, 18, 19, 20, 22], "maximum": [0, 1, 21], "minimum": [0, 1, 3], "regard": [0, 1, 10], "get": [0, 1, 2, 7, 12, 13, 18, 19, 21], "those": [0, 1, 3, 10, 22], "fewer": [0, 1, 20], "sampl": [0, 1, 3, 15, 17, 19, 20, 21], "expect": [0, 1, 3, 5, 13, 14, 17, 18, 19], "return": [0, 1, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "order": [0, 1, 3, 4, 5, 12, 13, 14, 16, 18, 20, 21], "smallest": [0, 1], "minority_class": [0, 1, 3, 5, 11, 13, 18], "dolomit": [0, 1, 3], "sandston": [0, 1, 3], "mudston": [0, 1, 3], "wackeston": [0, 1, 3], "dtype": [0, 1, 3, 12, 13, 14, 15, 17, 20, 21], "u10": [0, 1], "empir": [0, 3, 13, 17, 18, 21, 22], "observ": [0, 5, 11, 16], "frequenc": [0, 16], "\u03b6": [0, 13], "e": [0, 1, 3, 5, 8, 13, 14, 16, 18, 20, 21, 22], "empirical_distribut": [0, 11, 13], "39989914": 0, "18582955": 0, "15834594": 0, "04790721": 0, "13691377": 0, "07110439": 0, "same": [0, 1, 3, 5, 12, 13, 16, 18], "uniqu": [0, 12, 16, 20, 21], "note": [0, 3, 5, 12, 17, 19, 21], "differ": [0, 1, 3, 5, 10, 12, 13, 18], "from": [0, 1, 3, 5, 8, 10, 12, 13, 14, 16, 18, 19, 21, 22], "np": [0, 1, 3, 12, 16, 17, 18, 19, 20, 21], "sort": [0, 16, 21], "siltston": [0, 1, 2, 3], "limeston": [0, 1], "object": [0, 1, 2, 3, 5, 10, 16, 18, 19, 22], "also": [0, 1, 3, 5, 13, 16, 17, 18, 19, 22], "inspect": [0, 5, 13, 18, 19], "displai": [0, 10], "ax": [0, 3], "value_count": 0, "plot": 0, "kind": [0, 1, 3, 5, 10, 18, 20, 22], "bar": 0, "add": [0, 1, 3, 5, 6, 9, 10, 12], "line": [0, 9], "level": [0, 3, 16, 17, 18, 19, 20, 21], "axhlin": 0, "len": [0, 1, 12], "c": [0, 3, 5, 9, 10, 12, 14, 18, 19, 21], "r": [0, 12, 20], "matplotlib": 0, "line2d": 0, "0x7fe6b127ae10": 0, "get_outli": [0, 3, 5, 11, 17], "function": [0, 1, 2, 3, 5, 7, 8, 12, 13, 15, 16, 17, 18, 19, 20, 21, 22], "indic": [0, 3, 10, 14, 17, 19, 20, 21], "point": [0, 3, 17, 21], "301": 0, "302": 0, "303": 0, "415": 0, "416": 0, "417": 0, "418": 0, "799": 0, "896": 0, "897": 0, "898": 0, "899": [0, 3], "996": 0, "997": 0, "1843": 0, "1844": 0, "2278": 0, "2279": 0, "2280": 0, "2638": 0, "2639": 0, "2640": 0, "2641": 0, "2642": 0, "2643": 0, "2920": 0, "2921": 0, "2922": 0, "3070": 0, "3071": 0, "3074": 0, "3075": 0, "3076": 0, "3079": [0, 2], "3080": [0, 2], "3081": 0, "3580": 0, "3581": 0, "3582": 0, "3583": 0, "see": [0, 1, 2, 3, 5, 6, 7, 14, 18, 21], "lie": [0, 21], "seaborn": [0, 1, 3], "sn": [0, 1, 3], "kdeplot": [0, 3], "rugplot": 0, "loc": [0, 1, 3, 12], "c1": 0, "lw": 0, "alpha": 0, "xlabel": [0, 3], "ylabel": [0, 3], "densiti": [0, 5, 12], "By": [0, 6, 19, 21], "default": [0, 3, 5, 12, 13, 14, 16, 17, 18, 19, 20, 21], "an": [0, 2, 3, 5, 6, 9, 10, 12, 14, 17, 18, 21], "isol": [0, 3, 17], "forest": [0, 3, 14, 17, 18], "99": [0, 3, 12, 17, 19, 21], "confid": [0, 3, 16, 17, 18, 19, 20, 21], "opt": 0, "local": [0, 1, 3, 7, 17], "factor": [0, 17, 19], "ellipt": [0, 17], "envelop": [0, 17], "mahalanobi": [0, 5, 11, 17, 19, 21], "distanc": [0, 3, 5, 12, 13, 16, 17, 18, 19, 21], "set": [0, 3, 9, 14, 16, 17, 19, 21], "choos": [0, 10], "equival": [0, 16, 19, 21], "threshold": [0, 1, 3, 5, 12, 13, 14, 15, 17, 18, 19, 21], "standard": [0, 1, 3, 5, 12, 14, 17, 18, 21], "deviat": [0, 3, 5, 17, 21], "awai": [0, 3], "signal": 0, "accept": [0, 10, 18, 19], "univari": [0, 5, 17, 19, 21, 22], "multivari": [0, 3, 5, 12, 19], "method": [0, 2, 3, 5, 12, 13, 17, 18, 19, 20, 21, 22], "mah": [0, 3, 17], "jointplot": 0, "x": [0, 1, 3, 5, 8, 12, 14, 17, 18, 19, 21, 22], "y": [0, 1, 3, 5, 8, 12, 14, 18, 19, 20, 21, 22], "hue": 0, "index_to_bool": [0, 11, 21], "n": [0, 14, 15, 16, 17, 18, 20, 21], "axisgrid": [0, 1], "jointgrid": 0, "0x7fe6b06cd340": 0, "A": [0, 3, 8, 10, 13, 16, 18, 19, 20, 21], "helper": [0, 5], "comput": [0, 5, 10, 12, 13, 16, 17, 19, 21], "given": [0, 3, 8, 12, 14, 16, 17, 18, 19, 21], "size": [0, 1, 12, 18, 19, 20, 21], "assum": [0, 5, 10, 12, 14, 18], "gaussian": [0, 3, 12, 21], "expected_outli": [0, 3, 11, 17], "80": [0, 3, 14, 18, 21], "44": 0, "so": [0, 1, 2, 3, 5, 9], "becaus": [0, 1, 3, 5, 19], "ha": [0, 1, 2, 3, 7, 10, 16, 19, 20, 21, 22], "lot": [0, 1, 3, 5, 19, 21], "truncat": 0, "tail": 0, "test": [0, 3, 5, 8, 9, 12, 14, 18, 19, 21, 22], "directli": [0, 2, 3, 5, 12, 19, 22], "has_outli": [0, 3, 5, 11, 17, 19], "compar": [0, 5, 8, 12, 13, 17, 18, 19, 21, 22], "result": [0, 3, 5, 10, 12, 21], "numpi": [0, 1, 3, 20, 21], "random": [0, 1, 3, 12, 14, 16, 18, 19, 20, 21], "normal": [0, 1, 5, 10, 12, 14, 18, 19, 21], "10_000": [0, 17, 20], "d": [0, 1, 3, 7, 10, 17, 19, 21], "p": [0, 3, 17, 19, 21], "displot": [0, 1, 3], "facetgrid": [0, 1], "0x7fe6b0501070": 0, "onli": [0, 1, 2, 3, 5, 10, 14, 16, 18, 19, 20, 22], "about": [0, 5, 7, 8, 19, 21, 22], "60": 0, "10": [0, 1, 2, 12, 13, 16, 17, 18, 20, 21], "000": [0, 1, 2, 17], "record": [0, 1, 3, 5, 19], "been": [0, 1, 3, 5, 10, 22], "multipl": [0, 1, 5, 17, 21], "instanc": [0, 1, 19, 21], "its": [0, 1, 2, 5, 10, 12], "There": [0, 1, 3, 6, 7, 8, 22], "legitim": [0, 1], "reason": [0, 1, 3, 5, 10], "why": [0, 1, 3, 14, 18], "might": [0, 1, 3], "happen": [0, 1, 7], "exampl": [0, 1, 2, 3, 5, 6, 7, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "mai": [0, 1, 2, 3, 10, 17, 19, 21], "natur": [0, 1, 3], "bound": [0, 1, 20], "g": [0, 1, 3, 5, 8, 18, 20, 21, 22], "poros": [0, 1], "alwai": [0, 1, 5], "greater": [0, 1], "deliber": [0, 1, 10], "prepar": [0, 1, 10], "process": [0, 1, 5, 22], "is_clip": [0, 1, 5, 11, 21], "0x7fe6b03e67b0": 0, "tri": [0, 5], "guess": [0, 5], "follow": [0, 1, 3, 4, 5, 7, 10, 13, 21], "scipi": [0, 12], "stat": [0, 21], "norm": [0, 12, 13, 18], "cosin": 0, "expon": 0, "exponpow": 0, "gamma": [0, 1], "gumbel_l": 0, "gumbel_r": 0, "powerlaw": 0, "triang": [0, 12], "trapz": 0, "uniform": [0, 19], "along": [0, 3, 10], "paramet": [0, 3, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "locat": [0, 3, 19], "scale": [0, 1, 3, 12, 21], "spite": 0, "find": [0, 1, 3, 5, 12, 17], "nearli": 0, "best_distribut": [0, 11, 12], "36789939485628": 0, "411020184908292": 0, "contrast": 0, "andbest": 0, "model": [0, 1, 3, 5, 12, 19, 21, 22], "gumbel": 0, "040572536302586": 0, "93432972751726": 0, "0x7fe6b0424da0": 0, "often": [0, 1, 3], "like": [0, 1, 2, 3, 5, 7, 9, 14, 16, 18, 19, 20, 21, 22], "implicit": 0, "our": [0, 1, 3, 19], "across": [0, 5, 12, 14, 18], "variou": [0, 1, 5], "respect": [0, 6], "both": [0, 3, 5, 7, 13, 22], "wasserstein": [0, 3, 5, 11, 12, 19], "facilit": 0, "calcul": [0, 12, 17], "aka": [0, 21], "earth": [0, 3], "mover": [0, 3], "train": [0, 1, 3, 5, 19, 21, 22], "score": [0, 1, 2, 3, 5, 12, 18, 20, 21], "substanti": 0, "w": 0, "25985545": 0, "28404634": 0, "49139232": 0, "33701782": 0, "22736457": 0, "13473663": 0, "33672956": 0, "20969657": 0, "41216725": 0, "34568777": 0, "39729747": 0, "48092099": 0, "0801856": 0, "10675027": 0, "13740318": 0, "10325295": 0, "19913347": 0, "21828753": 0, "26995735": 0, "33063277": 0, "24612402": 0, "23889923": 0, "26699721": 0, "2350674": 0, "20666445": 0, "44112543": 0, "16229232": 0, "63527036": 0, "18187639": 0, "34992043": 0, "19400917": 0, "74988182": 0, "31761526": 0, "27206283": 0, "30255291": 0, "24779581": 0, "could": [0, 3, 22], "heatmap": 0, "yticklabel": 0, "xticklabel": 0, "show": [0, 1, 3, 5, 14, 18], "u": [0, 1, 21], "log": [0, 1, 3], "7": [0, 3, 12, 14, 15, 17, 18, 20, 21], "somewhat": 0, "anomal": [0, 5, 8], "suggest": [0, 17], "cross": [0, 1, 10, 12], "h": 0, "cattl": 0, "sklearn": [0, 1, 2, 5, 8, 11, 13, 17, 18, 22], "model_select": [0, 1], "train_test_split": [0, 1], "preprocess": [0, 1, 3], "standardscal": [0, 1, 3], "x_train": [0, 1, 3, 21], "x_": 0, "test_siz": 0, "random_st": [0, 14, 18, 19, 20, 21], "42": [0, 1, 12, 14, 18, 20], "re": [0, 1, 3, 6, 19], "illustr": 0, "purpos": [0, 10], "valid": [0, 1, 3, 12, 19], "wai": [0, 1, 2, 3, 5, 6, 8, 13, 18, 22], "indeped": 0, "x_val": [0, 21], "x_test": [0, 1, 3], "should": [0, 1, 3, 5, 7, 12], "scaler": [0, 1], "fit_transform": [0, 8, 11, 19, 22], "transform": [0, 1, 5, 8, 10, 11, 19, 21, 22], "case": [0, 5, 14, 17, 18, 19, 21], "pass": [0, 3, 5, 12, 17, 19, 21], "them": [0, 3, 5, 13, 16, 17, 18, 22], "list": [0, 10, 13, 16, 18, 19, 20, 21], "tupl": [0, 12, 13, 16, 21], "03860982": 0, "02506236": 0, "04321734": 0, "03437337": 0, "04402681": 0, "02528225": 0, "0385111": 0, "05694201": 0, "04388196": 0, "049464": 0, "05560379": 0, "04002712": 0, "quit": [0, 5], "low": [0, 1, 3, 5, 18, 19, 20], "randomli": [0, 1, 3, 16], "correl": [0, 1, 2, 3, 15, 19], "lag": [0, 1], "shift": [0, 1, 3], "version": [0, 1, 3, 5, 7, 10, 19], "itself": [0, 1, 3, 6, 21], "sever": [0, 1, 3, 5, 6], "themselv": [0, 1, 3, 16, 19], "is_correl": [0, 1, 11, 15], "depend": [0, 1, 5, 8, 13, 18, 21], "That": [0, 1, 3, 12, 20], "shuffl": [0, 1], "remov": [0, 1, 3, 5], "doe": [0, 1, 3, 5, 10, 12, 13, 18, 19, 21, 22], "to_numpi": [0, 1], "copi": [0, 1, 5, 10, 21], "know": [0, 3, 5], "most": [0, 3, 5, 7, 12, 14, 18, 20, 21, 22], "seri": [0, 5, 8, 12, 22], "your": [0, 5, 8, 10], "assess": [0, 14, 18], "averag": [0, 14, 18], "serv": [0, 5], "control": [0, 10], "let": [0, 1, 2, 3], "small": [0, 3, 5, 19], "come": [0, 5, 19], "veri": [0, 1, 2, 3, 5], "close": [0, 5, 21, 22], "zero": [0, 16, 21], "constant": 0, "classif": [0, 2, 5, 14, 18, 20], "task": [0, 1, 2, 5, 14, 18, 19, 20], "imagin": 0, "try": [0, 1, 2, 3, 12, 17], "predict": [0, 1, 3, 5, 18, 19, 20, 22], "feature_import": [0, 1, 2, 5, 11, 14, 18], "41621216": 0, "2725526": 0, "23427556": 0, "07695968": 0, "unsurprisingli": 0, "useless": 0, "help": [0, 1, 5, 6, 7, 9, 22], "least": [0, 1, 5, 10, 14], "least_important_featur": [0, 5, 11, 14], "And": 0, "complementari": [0, 5], "report": [0, 2, 5, 6, 11, 18], "most_important_featur": [0, 5, 11, 14], "now": [0, 1, 2, 3, 5], "regress": [0, 2, 5, 14, 18, 20], "includ": [0, 1, 3, 5, 10, 16], "dummi": [0, 1, 2, 3, 5, 19, 20], "09713124": 0, "36666505": 0, "50735191": 0, "0288518": 0, "less": [0, 5, 21], "again": 0, "go": 1, "featur": [1, 2, 3, 5, 6, 8, 12, 14, 17, 18, 19, 21, 22], "problem": [1, 3, 13, 22], "machin": [1, 8, 22], "learn": [1, 3, 5, 8, 17, 19, 20, 22], "need": [1, 5, 7, 18, 21], "packag": [1, 5, 8, 9, 17, 22], "run": [1, 3, 5, 7, 12, 21], "code": [1, 5, 10, 16, 19], "burn": 1, "ourselv": 1, "19": [1, 12], "23": 1, "35": [1, 2, 14, 18, 21], "59": 1, "31": [1, 3, 17], "rai": 1, "ss": 1, "svm": [1, 3, 5], "svc": [1, 3], "clf": 1, "kernel": [1, 5, 12], "linear": 1, "fit": [1, 3, 10, 11, 12, 19, 22], "arrai": [1, 2, 3, 5, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "u2": 1, "far": [1, 2, 3], "good": [1, 20, 21], "everyth": 1, "work": [1, 3, 5, 10, 13, 19], "someon": 1, "x_scale": 1, "oop": 1, "unscal": 1, "easili": [1, 3, 5, 22], "done": 1, "peopl": [1, 4], "stack": [1, 19], "overflow": 1, "wonder": 1, "thei": [1, 2, 3, 5, 14, 18, 22], "ve": 1, "someth": [1, 3, 5, 16], "even": [1, 2, 10], "easier": [1, 5], "common": [1, 5, 10, 17], "pattern": [1, 8, 13], "y_train": [1, 3, 21], "y_test": [1, 3], "x_train_scal": 1, "x_test_scal": 1, "three": [1, 3, 8, 17, 22], "block": [1, 5], "split": [1, 3, 5, 21], "total": [1, 5, 13, 18], "stratifi": [1, 2, 5, 20], "preserv": 1, "wa": [1, 5, 10, 16, 21], "entir": [1, 5, 21], "leak": 1, "hidden": 1, "cannot": [1, 3, 10, 19], "plenti": 1, "too": [1, 3, 5, 20, 21], "reproduc": [1, 5, 10], "enough": [1, 3], "etc": [1, 3, 21], "error": 1, "everywher": [1, 6], "want": [1, 3, 9, 12, 13, 18, 19, 21], "chang": [1, 3, 5, 10], "sure": [1, 3, 5], "v0": 1, "otherwis": [1, 10, 13], "python": [1, 5, 7, 8, 22], "pip": [1, 7, 8, 9], "instal": [1, 2, 5, 8], "environ": [1, 3, 5, 9], "head": [1, 2], "shrimplin": [1, 2], "851": [1, 2], "3064": [1, 2], "a1": [1, 2], "sh": [1, 2], "77": [1, 2, 3], "613176": [1, 2], "915": [1, 2], "978076": [1, 2], "664": [1, 2], "2393": [1, 2], "499945": [1, 2], "4588": [1, 2], "979": [1, 2], "26": [1, 2], "581419": [1, 2], "14": [1, 2], "565": [1, 2], "661": [1, 2], "2416": [1, 2], "119814": [1, 2], "6112": [1, 2], "957": [1, 2], "79": [1, 2], "05": [1, 2, 14, 21], "549881": [1, 2], "050": [1, 2], "658": [1, 2], "2404": [1, 2], "576056": [1, 2], "7636": [1, 2], "936": [1, 2], "86": [1, 2], "518559": [1, 2], "115": [1, 2], "655": [1, 2], "249071": [1, 2], "9160": [1, 2], "74": [1, 2], "58": [1, 2], "436086": [1, 2], "300": [1, 2], "647": [1, 2], "2382": [1, 2], "602601": [1, 2], "later": [1, 3, 19], "spuriou": [1, 22], "rng": [1, 12, 18, 19, 20, 21], "default_rng": [1, 12, 18, 19, 20, 21], "nois": [1, 3], "algorithm": 1, "flag": [1, 3, 17, 21], "outlier": [1, 2, 3, 5, 8, 11, 19], "distribut": [1, 3, 5, 8, 10, 11, 13, 18, 19, 21, 22], "shape": [1, 3, 8, 12, 17, 19], "0x7f153fc84830": 1, "But": [1, 3], "around": 1, "issu": [1, 3, 5, 6, 10, 14, 18, 22], "40996915": 1, "20901374": 1, "31748025": 1, "06353685": 1, "As": [1, 2, 3, 8], "hope": 1, "attribut": [1, 10, 19], "shown": 1, "possibl": [1, 3, 5, 10], "would": [1, 12], "nice": 1, "smoke": [1, 8], "alarm": [1, 5, 19], "prebuilt": 1, "won": 1, "abl": 1, "catch": 1, "howev": [1, 5, 10], "hard": [1, 5], "spot": 1, "self": [1, 3, 16, 19], "alert": [1, 19, 22], "user": [1, 22], "potenti": [1, 20, 22], "provid": [1, 3, 5, 10, 13, 16, 18, 20, 22], "wrap": [1, 5, 18, 20], "anywai": 1, "sensibl": 1, "test_wel": [1, 3], "crawford": [1, 3], "stuart": [1, 3], "test_flag": [1, 3], "isin": [1, 3], "step": [1, 3, 12, 16, 19, 21, 22], "x27": [1, 3], "imbalancedetector": [1, 5, 8, 11, 13, 18, 19, 22], "clipdetector": [1, 5, 11, 19], "correlationdetector": [1, 5, 11, 19], "multimod": [1, 3, 5, 12, 19], "multimodalitydetector": [1, 3, 5, 11, 19], "outlierdetector": [1, 5, 11, 19], "distributioncompar": [1, 5, 11, 19, 22], "importancedetector": [1, 5, 11, 19], "dummypredictor": [1, 3, 11, 19], "jupyt": [1, 3], "pleas": [1, 3, 6, 7, 9], "rerun": [1, 3], "cell": [1, 3], "html": [1, 3, 7], "represent": [1, 3], "trust": [1, 3], "notebook": [1, 3, 5], "On": [1, 3], "github": [1, 3, 7, 8, 16], "unabl": [1, 3], "render": [1, 3], "page": [1, 3, 5, 7, 8], "nbviewer": [1, 3], "org": [1, 3, 10, 13, 21], "pipelinepipelin": [1, 3], "imbalancedetectorimbalancedetector": [1, 3], "clipdetectorclipdetector": [1, 3], "correlationdetectorcorrelationdetector": [1, 3], "multimodalitydetectormultimodalitydetector": [1, 3], "outlierdetectoroutlierdetector": [1, 3], "distributioncomparatordistributioncompar": [1, 3], "importancedetectorimportancedetector": [1, 3], "dummypredictordummypredictor": [1, 3], "make_pipelin": [1, 3, 19], "pipe": [1, 3, 19], "standardscalerstandardscal": [1, 3], "svcsvc": [1, 3], "imbalanc": [1, 3, 13, 18], "420": [1, 3], "400": [1, 3], "minority_classes_": [1, 3, 19], "\u2139": [1, 3], "succeed": [1, 3], "group": [1, 3, 5, 12, 21], "316": 1, "v": [1, 3, 12], "relev": [1, 5], "classifi": [1, 3, 5], "f1": [1, 2, 3, 5, 18, 20], "25488459423559595": [1, 3], "roc_auc": [1, 2, 3, 18, 20], "most_frequ": [1, 3, 5, 18, 20], "strategi": [1, 2, 3, 5, 18, 20], "643721188696941": 1, "detector": [1, 5, 8, 11, 13, 18, 19, 22], "def": [1, 3], "has_neg": [1, 19], "bool": [1, 3, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "trigger": [1, 3, 5, 19], "neg": [1, 3, 19], "negative_detector": [1, 3], "nb": 1, "func": [1, 3, 12, 19], "lt": [1, 3], "baseredflagdetector": [1, 3, 11, 19], "__init__": [1, 3], "gt": [1, 3], "lambda": [1, 3, 12, 19], "0x7f153c8e3d80": 1, "messag": [1, 3, 5, 19], "detectordetector": [1, 3], "ad": [1, 5], "posit": [1, 5, 21], "what": [1, 5, 8, 17, 18, 20], "care": [1, 5], "basic_usag": [2, 3, 5], "ipynb": [2, 3, 5], "using_redflag_with_panda": 2, "some": [2, 3, 5, 6, 8, 13, 18, 19, 22], "give": [2, 3, 5, 10], "access": [2, 5, 22], "almost": [2, 5], "were": [2, 3, 5, 12], "best": [2, 5, 12, 20], "idea": [2, 3], "though": 2, "import": [2, 3, 5, 6, 8, 10, 11, 18, 19, 20, 21], "long": 2, "regist": 2, "time": [2, 3, 12, 19], "being": [2, 3, 14, 18, 21], "call": [2, 3, 5, 12, 18, 19, 20, 21, 22], "simplic": 2, "notic": [2, 10], "extra": 2, "insert": [2, 22], "Or": [2, 9], "ask": 2, "new": [2, 3, 5, 6, 7], "dummy_scor": [2, 5, 11, 18, 20], "2411344733492839": 2, "5030196416166594": 2, "mean_squared_error": [2, 18, 20], "47528": 2, "78263092096": 2, "r2": [2, 5, 18, 20], "simpl": [2, 8], "continu": [2, 5, 8, 18, 19, 20], "data": [2, 3, 5, 8, 12, 14, 15, 16, 17, 18, 19, 20, 21, 22], "suitabl": [2, 5], "34": 2, "136": 2, "140": 2, "141": 2, "142": 2, "143": 2, "145": 2, "175": 2, "180": 2, "181": 2, "182": 2, "581": 2, "633": 2, "662": 2, "768": 2, "769": 2, "801": 2, "1316": 2, "1547": 2, "1731": 2, "1732": 2, "1744": 2, "1754": 2, "1756": 2, "1778": 2, "1779": 2, "1780": 2, "1784": 2, "1788": 2, "1808": 2, "1812": 2, "2884": 2, "2973": 2, "2974": 2, "3004": 2, "3087": 2, "3109": 2, "experiment": [2, 5, 18], "futur": [2, 3, 5, 9, 16], "releas": [2, 5, 7], "feedback": 2, "correlation_detector": [2, 5, 11, 18], "implement": [2, 3, 5, 16, 19, 21, 22], "23155584": 2, "21912608": 2, "33738409": 2, "21193399": 2, "none": [2, 5, 12, 13, 14, 16, 17, 18, 19, 20, 21], "appear": [2, 5, 10, 12, 14, 18, 21], "autocorrel": 2, "inde": 2, "rais": [3, 19, 20, 22], "red": 3, "load": [3, 8], "independ": [3, 5, 8, 11], "furthermor": 3, "clip": [3, 5, 8, 11, 19, 21, 22], "histplot": 3, "subsequ": [3, 5, 10, 19, 22], "product": [3, 5, 10], "mostli": [3, 5], "unsupervis": [3, 14, 18, 19], "iid": [3, 8], "particular": [3, 10], "univariateoutlierdetector": [3, 11, 19], "consid": [3, 5, 6, 17, 19], "separ": [3, 10, 19], "usual": 3, "probabl": [3, 5, 13, 17, 19, 20, 21], "instead": [3, 5, 19], "multivariateoutlierdetector": [3, 11, 19], "togeth": [3, 19], "dure": [3, 5, 19, 22], "word": [3, 5, 16, 21], "examin": 3, "final": [3, 19], "one": [3, 5, 10, 12, 16, 19, 21], "bit": [3, 5], "mode": 3, "supervis": 3, "base": [3, 10, 16, 18, 19, 22], "fulli": 3, "triger": 3, "similar": [3, 5], "seen": 3, "ordinari": 3, "rfpipelin": [3, 5, 11, 19], "contain": [3, 5, 7, 10, 13, 16, 18, 21], "out": [3, 10, 22], "read": [3, 6, 7, 9, 22], "compat": 3, "requir": [3, 5, 7, 10, 17, 18, 19, 20], "comparison": [3, 5], "vector": [3, 19, 20], "avail": [3, 10], "anoth": [3, 5, 6, 21], "compos": [3, 22], "multi": [3, 13, 20], "make_rf_pipelin": [3, 5, 11, 19], "just": [3, 5, 7, 13, 19, 21], "carri": [3, 8, 10], "phase": 3, "categor": [3, 5, 8, 18, 19, 20], "input": [3, 19, 21], "349": 3, "3682141715600706": 3, "when": [3, 5, 19, 21, 22], "categori": [3, 20], "y_pred": 3, "30": [3, 21], "argument": [3, 5, 12, 18], "element": [3, 16, 21], "redflag_pipelin": 3, "compon": [3, 5, 8, 19, 22], "yet": [3, 5], "sensit": [3, 21], "instanti": [3, 5, 19], "construct": [3, 19], "drop": 3, "leav": 3, "don": [3, 7, 21], "think": 3, "troubl": 3, "lower": [3, 20], "qualifi": 3, "rememb": 3, "longer": [3, 5], "839": 3, "626": 3, "154443705823081": 3, "higher": 3, "fail": [3, 5, 22], "mention": 3, "whether": [3, 10, 12, 14, 16, 17, 18, 20], "never": 3, "rfpipelinerfpipelin": 3, "imbalancecomparatorimbalancecompar": 3, "therefor": [3, 19], "infer": [3, 14, 16, 18], "66": 3, "276": 3, "2359": 3, "73324716": 3, "591": 3, "252": 3, "2354": 3, "54679144": 3, "341": 3, "82": 3, "2330": 3, "35783664": 3, "064": 3, "90": [3, 5, 14, 18, 21], "49": [3, 13, 14, 18], "2193": 3, "06953439": 3, "168": 3, "975": 3, "2192": 3, "32922081": 3, "154": 3, "108": 3, "2176": 3, "62535394": 3, "125": 3, "emit": [3, 5, 21], "has_nan": [3, 5, 11, 21], "nan": [3, 21], "isnan": 3, "0x7f9c489831a0": 3, "make_detector_pipelin": [3, 5, 11, 19], "combin": [3, 10, 12], "ab": [3, 12], "custom": [3, 5, 19], "0x7f9c489822a0": 3, "0x7f9c489b4fe0": 3, "class_count": [3, 11, 13], "worri": 3, "concern": 3, "option": [3, 7, 8, 17, 19, 21, 22], "seem": [3, 5, 19], "lose": 3, "dynam": 3, "rang": [3, 5, 16, 17, 18, 20], "daili": 3, "temperatur": [3, 18, 20], "europ": 3, "deg": 3, "dealt": 3, "attenu": 3, "larg": [3, 6, 21], "sens": [3, 5, 19], "simpli": 3, "suspici": 3, "without": [3, 10], "perform": [3, 5, 10, 19, 21], "awar": 3, "research": [3, 22], "contigu": 3, "space": 3, "spatial": [3, 12], "rock": 3, "properti": [3, 16], "assumpt": [3, 8, 14, 18], "One": 3, "big": 3, "pitfal": [3, 22], "non": [3, 5, 10], "must": [3, 10, 12, 17, 19, 21], "leakag": [3, 8], "thu": [3, 20], "over": [3, 12, 21], "optimist": 3, "evaul": 3, "date": [3, 10], "patient": 3, "id": [3, 13, 18, 19], "borehol": 3, "robust": [3, 19], "covari": [3, 17, 19], "insensit": 3, "dimension": 3, "analog": [3, 17], "varianc": [3, 14, 18], "certain": 3, "fall": 3, "centr": 3, "within": [3, 10, 19, 21], "sd": [3, 17], "1000": [3, 17, 21], "val": 3, "iso": [3, 17], "okai": 3, "keep": 3, "befor": [3, 12, 17, 19, 22], "bin": [3, 12, 19, 21], "No": [3, 5, 12, 19, 21], "evalu": [3, 5], "turn": [3, 16], "treatment": 3, "crack": 3, "sign": 3, "violat": 3, "ident": [3, 8, 12], "current": [3, 5, 16], "visual": 3, "especi": 3, "ignor": [3, 12, 13, 17, 18], "forget": 3, "appli": [3, 5, 10, 12, 17, 19, 22], "domain": 3, "geograph": 3, "type": [3, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "widget": 3, "select": 3, "unintend": 3, "classic": 3, "medic": 3, "diagnosi": 3, "encod": 3, "hand": [3, 13], "distract": 3, "improv": [3, 5, 6, 10], "desir": 3, "contribut": [4, 8, 10], "project": [4, 6, 7], "alphabet": 4, "matt": 4, "hall": 4, "agil": [4, 6], "scientif": 4, "canada": 4, "orcid": 4, "0000": 4, "0002": 4, "4054": 4, "8295": 4, "make": [5, 6, 7, 8, 10, 13, 16, 19, 20], "document": [5, 6, 7, 9, 10], "repons": 5, "review": 5, "submiss": [5, 10], "journal": [5, 12, 21], "open": 5, "sourc": [5, 9, 10], "softwar": [5, 10, 22], "joss": [5, 22], "89": 5, "91": 5, "92": 5, "93": 5, "94": 5, "95": [5, 16, 18, 20, 21], "build": 5, "window": 5, "maco": 5, "linux": 5, "ci": 5, "intend": 5, "preview": 5, "relat": [5, 12, 15, 16, 17, 20], "accessor": [5, 8, 18, 22], "is_imbalanc": [5, 11, 13, 18, 22], "conda": [5, 7, 8, 9], "manag": [5, 10], "forg": [5, 8, 9], "warn": [5, 8, 14, 18, 19, 21, 22], "valueexcept": 5, "allow": [5, 21], "pipelin": [5, 8, 19, 22], "break": 5, "is_ord": [5, 11, 18, 20], "markov": [5, 11], "chain": [5, 16, 19], "analysi": 5, "chi": [5, 16], "squar": [5, 12, 16, 19, 20, 21], "transit": [5, 16], "matrix": [5, 12, 16], "boolean": [5, 17, 21], "perhap": 5, "below": [5, 8, 10, 13, 18], "is_multimod": [5, 11, 12], "present": [5, 19], "modal": 5, "partit": [5, 12], "insufficientdatadetector": [5, 11, 19], "regressionmultimodaldetector": 5, "multimodaldetector": 5, "via": 5, "subject": [5, 10], "text": [5, 10], "dummy_classification_scor": [5, 11, 20], "dummy_regression_scor": [5, 11, 20], "naiv": [5, 19], "mse": [5, 20], "roc": [5, 20], "auc": [5, 20], "addition": 5, "emploi": 5, "suit": [5, 20], "appropri": [5, 10, 18, 20], "move": 5, "update_p": [5, 11, 21], "util": [5, 11, 17], "imbal": [5, 8, 11, 18, 19], "up": [5, 19], "debat": 5, "has_low_distance_stdev": 5, "resembl": 5, "semant": 5, "success": 5, "1d": [5, 12, 17, 19, 21], "write": [5, 6, 10], "own": [5, 8, 10, 22], "take": [5, 21], "sequenc": [5, 12, 16, 19, 21], "map": 5, "scikit": [5, 8, 17, 19, 20, 22], "unimod": 5, "soon": 5, "redefin": 5, "is_standard": [5, 11, 21], "deprec": [5, 11, 21], "is_standard_norm": [5, 11, 21], "kolmogorov": [5, 21], "smirnov": [5, 21], "reliabl": [5, 22], "exactli": [5, 20], "roughli": 5, "slightli": 5, "exist": [5, 22], "eg": 5, "sinc": 5, "knn": [5, 14, 18], "estim": [5, 12, 19, 20, 21], "third": [5, 10, 21], "unstabl": 5, "caus": [5, 10], "erron": 5, "consecut": [5, 11, 21], "tutori": [5, 6, 8], "doc": 5, "button": 5, "half": [5, 14], "high": [5, 18, 19, 20], "imbalancecompar": [5, 11, 19], "throw": 5, "garden": 5, "special": [5, 10], "straight": 5, "fork": [5, 8], "claus": [5, 19], "bsd": [5, 19], "licens": [5, 8, 19], "using_redflag_with_sklearn": 5, "buggi": 5, "convers": [5, 10, 17], "discret": [5, 13], "ones": [5, 21], "test_redflag": 5, "py": [5, 19], "file": [5, 7, 10], "wherea": 5, "doctest": [5, 7], "onc": 5, "pytest": [5, 7], "coverag": 5, "excess": [5, 19], "reorgan": 5, "modul": [5, 8], "namespac": 5, "doesn": 5, "affect": 5, "confus": 5, "either": [5, 7, 10, 12, 14, 16, 18], "conveni": [5, 21], "oneclasssvm": 5, "ellipticenvelop": 5, "zscore_outli": 5, "kde_peak": [5, 11, 12], "peak": [5, 12], "fit_kd": [5, 11, 12], "get_kd": [5, 11, 12], "find_large_peak": [5, 11, 12], "bandwidth": [5, 12], "bw_silverman": [5, 11, 12], "bw_scott": [5, 11, 12], "overrid": 5, "fix": [5, 6, 22], "bug": [5, 6], "using_redflag": 5, "has_monoton": [5, 11, 21], "has_flat": [5, 11, 21], "interpol": 5, "iter_group": [5, 11, 21], "ecdf": [5, 11, 21], "flatten": [5, 11, 21], "stdev_to_proport": [5, 11, 17, 21], "proportion_to_stdev": [5, 11, 21], "wrote": 5, "has_few_sampl": [5, 11, 21], "z": [5, 21], "goe": 5, "workflow": [5, 7, 8, 22], "stabl": 5, "flail": 5, "auto": [5, 15, 18, 19, 20], "thank": 6, "submit": [6, 10, 22], "request": [6, 7], "propos": 6, "pull": [6, 7], "typo": 6, "fortun": 6, "profession": 6, "commun": [6, 10], "mutual": 6, "consider": 6, "protect": 6, "everyon": 6, "wish": 6, "identifi": [6, 12, 17, 22], "author": [6, 8, 10], "yourself": 6, "md": [6, 7], "agre": [6, 10], "shall": [6, 10], "govern": 6, "term": [6, 10], "unless": [6, 10], "specif": [6, 21], "agreement": [6, 10], "made": [6, 10, 14, 18], "start": [7, 21], "dev": [7, 9], "back": [7, 13], "cov": 7, "docstr": [7, 21], "further": 7, "folder": 7, "repo": 7, "pep": 7, "518": 7, "style": 7, "tar": 7, "gz": 7, "whl": 7, "command": [7, 9], "cd": 7, "sphinx": 7, "manual": 7, "stuff": 7, "makefil": 7, "script": 7, "updat": [7, 21], "publish": [7, 21], "action": 7, "push": 7, "upload": 7, "pypi": 7, "interfac": [7, 10, 19], "lightweight": 8, "safeti": 8, "net": 8, "ndarrai": [8, 12, 13, 14, 16, 17, 19, 21], "analys": 8, "threat": 8, "channel": [8, 9], "program": 8, "standalon": [8, 22], "explor": 8, "overview": 8, "basic": 8, "usag": 8, "metric": [8, 12, 13, 14, 18], "pre": 8, "built": [8, 19], "submodul": 8, "content": [8, 10], "develop": [8, 9], "changelog": 8, "index": [8, 21], "search": [8, 12], "At": 9, "config": 9, "channel_prior": 9, "strict": 9, "apach": 10, "januari": 10, "2004": 10, "www": 10, "AND": 10, "condit": [10, 19], "FOR": 10, "reproduct": 10, "defin": [10, 13, 18], "section": 10, "through": [10, 22], "licensor": 10, "copyright": 10, "owner": 10, "entiti": 10, "grant": 10, "legal": 10, "union": 10, "act": 10, "under": [10, 19], "power": 10, "direct": [10, 16], "indirect": 10, "contract": 10, "ii": 10, "ownership": 10, "fifti": 10, "percent": 10, "outstand": 10, "share": 10, "iii": 10, "benefici": 10, "individu": 10, "exercis": 10, "permiss": 10, "form": 10, "prefer": 10, "modif": 10, "limit": 10, "configur": 10, "mechan": 10, "translat": 10, "compil": 10, "media": 10, "authorship": 10, "attach": 10, "appendix": 10, "deriv": [10, 13], "editori": 10, "revis": 10, "annot": 10, "elabor": 10, "repres": [10, 12, 14, 16, 18], "whole": [10, 19], "origin": [10, 16, 19], "remain": 10, "mere": 10, "link": 10, "bind": 10, "thereof": 10, "addit": [10, 19], "intention": 10, "inclus": 10, "behalf": 10, "electron": 10, "verbal": 10, "written": 10, "sent": 10, "mail": 10, "system": [10, 16], "track": 10, "discuss": 10, "exclud": 10, "conspicu": 10, "mark": [10, 21], "design": 10, "Not": [10, 13, 19], "contributor": [10, 19], "whom": 10, "receiv": 10, "incorpor": [10, 22], "herebi": 10, "perpetu": 10, "worldwid": 10, "exclus": 10, "charg": 10, "royalti": 10, "free": 10, "irrevoc": 10, "publicli": 10, "sublicens": 10, "patent": 10, "except": [10, 22], "state": [10, 14, 16, 18], "offer": [10, 22], "sell": 10, "transfer": 10, "claim": 10, "necessarili": 10, "infring": 10, "alon": 10, "institut": 10, "litig": 10, "against": [10, 12, 22], "counterclaim": 10, "lawsuit": 10, "alleg": 10, "constitut": 10, "contributori": 10, "termin": 10, "redistribut": 10, "medium": 10, "meet": [10, 19], "recipi": 10, "modifi": 10, "promin": 10, "retain": 10, "trademark": 10, "pertain": 10, "readabl": 10, "place": 10, "wherev": 10, "parti": 10, "alongsid": 10, "addendum": 10, "constru": 10, "statement": 10, "compli": 10, "explicitli": 10, "notwithstand": 10, "abov": [10, 19], "noth": [10, 18, 19], "herein": 10, "supersed": 10, "execut": 10, "trade": 10, "servic": 10, "customari": 10, "disclaim": 10, "warranti": 10, "applic": 10, "law": 10, "AS": 10, "basi": 10, "OR": 10, "OF": 10, "express": [10, 19], "impli": 10, "titl": 10, "merchant": 10, "sole": 10, "respons": 10, "determin": [10, 17], "risk": 10, "associ": 10, "liabil": 10, "event": [10, 13, 18], "theori": 10, "tort": 10, "neglig": 10, "grossli": 10, "liabl": 10, "damag": 10, "incident": 10, "consequenti": 10, "charact": [10, 16], "aris": 10, "inabl": 10, "loss": 10, "goodwil": 10, "stoppag": 10, "failur": 10, "malfunct": 10, "commerci": 10, "advis": 10, "while": [10, 18, 19, 20], "fee": 10, "indemn": 10, "oblig": 10, "right": 10, "consist": 10, "indemnifi": 10, "defend": 10, "hold": 10, "harmless": 10, "incur": 10, "assert": 10, "end": [10, 21], "cv_kde": [11, 12], "wasserstein_multi": [11, 12], "wasserstein_ovo": [11, 12], "wasserstein_ovr": [11, 12], "diverg": [11, 13, 18], "furthest_distribut": [11, 13], "major_minor": [11, 13], "markov_chain": [11, 16], "chi_squar": [11, 16], "degrees_of_freedom": [11, 16], "expected_freq": [11, 16], "from_sequ": [11, 16], "generate_st": [11, 16], "normalized_differ": [11, 16], "observed_freq": [11, 16], "hollow_matrix": [11, 16], "regular": [11, 16], "mahalanobis_outli": [11, 17], "dataframeaccessor": [11, 18], "seriesaccessor": [11, 18], "null_decor": [11, 18], "formatwarn": [11, 19], "is_binari": [11, 20], "is_multiclass": [11, 20], "is_multioutput": [11, 20], "n_class": [11, 20], "bool_to_index": [11, 21], "cv": [11, 12, 21], "docstring_from": [11, 21], "generate_data": [11, 13, 18, 21], "get_idx": [11, 21], "is_numer": [11, 21], "ordered_uniqu": [11, 21], "split_and_standard": [11, 21], "zscore": [11, 21], "understand": [12, 15, 17, 20], "buffer": [12, 13, 14, 15, 17, 20, 21], "_supportsarrai": [12, 13, 14, 15, 17, 20, 21], "_nestedsequ": [12, 13, 14, 15, 17, 20, 21], "int": [12, 13, 14, 15, 16, 17, 18, 20, 21], "float": [12, 13, 14, 15, 16, 17, 18, 20, 21], "complex": [12, 13, 14, 15, 17, 20, 21, 22], "str": [12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "byte": [12, 13, 14, 15, 17, 20, 21], "namedtupl": 12, "histogram": [12, 19], "8771812708978117": 12, "5001419889107208": 12, "3286356643172673": 12, "3406453953773365": 12, "scott": [12, 19], "6162678270732356": 12, "1e": 12, "silverman": 12, "bw": 12, "1981": 12, "investig": 12, "royal": 12, "societi": 12, "vol": 12, "43": 12, "pp": 12, "97": 12, "581810759152688": 12, "n_bandwidth": 12, "grid": 12, "optim": 12, "fold": 12, "5212113989811242": 12, "traceback": [12, 20, 21], "recent": [12, 20, 21, 22], "last": [12, 20, 21], "valueerror": [12, 21], "largest": [12, 21], "amplitud": 12, "cut": 12, "off": 12, "smaller": [12, 19, 20], "x_peak": 12, "y_peak": 12, "15": [12, 14, 18, 20, 21], "kde": 12, "2124714013056916": 12, "014367259502733645": 12, "rule": 12, "thumb": 12, "354649738246933": 12, "162332012191087": 12, "per": [12, 15, 21], "concaten": 12, "67243035": 12, "88998226": 12, "22014721": 12, "19729456": 12, "ovr": 12, "reduc": 12, "callabl": [12, 13], "ovo": 12, "full": 12, "axi": 12, "2d": [12, 17, 21], "latter": 12, "implicitli": 12, "reshap": [12, 17], "97490053": 12, "1392715": 12, "11417203": 12, "69635752": 12, "22475": 12, "39754762": 12, "71161667": 12, "24495": 12, "pairwis": 12, "squareform": 12, "match": [12, 17, 21], "k": [12, 13], "55708601": 12, "39271504": 12, "83562902": 12, "rest": 12, "refer": 13, "jonathan": 13, "inaki": 13, "inza": 13, "jose": 13, "lozano": 13, "extent": 13, "recognit": 13, "letter": 13, "98": 13, "doi": [13, 21], "1016": 13, "j": 13, "patrec": 13, "08": 13, "002": 13, "dict": [13, 18, 19, 20], "counter": 13, "recommend": [13, 18], "omit": [13, 18], "encount": [13, 22], "helling": [13, 18], "string": [13, 16, 18, 19, 21], "euclidean": [13, 18], "manhattan": [13, 18], "kl": [13, 18], "tv": [13, 18], "actual": [13, 17, 18, 19], "zeta": [13, 18], "equat": 13, "length": [13, 19, 21], "discov": 13, "ir": [13, 18], "furthest": 13, "reflect": [13, 18], "minu": [13, 18], "accord": [13, 18], "eq": [13, 18], "mathrm": [13, 18], "frac": [13, 18], "d_": [13, 18], "delta": [13, 18], "mathbf": [13, 18], "iota": [13, 18], "_m": [13, 18], "l1": [13, 18], "l2": [13, 18], "variat": [13, 18, 21], "kullback": [13, 18], "leibner": [13, 18], "288": [13, 18], "round": [13, 18], "76": [13, 18], "629": [13, 18], "333": [13, 18], "511": [13, 18], "81": [13, 18], "61": [13, 18], "73": [13, 18], "65": [13, 18, 21], "maj": 13, "logist": [14, 18], "permut": [14, 18], "lasso": [14, 18], "cluster": [14, 18], "highest": [14, 18], "kept": [14, 18], "55": [14, 17, 18, 21], "85": [14, 18, 21], "99416839": [14, 18], "00583161": [14, 18], "x0": [14, 18], "x1": [14, 18], "x2": [14, 18], "cutoff": 14, "01": 14, "24": 14, "int64": [14, 17, 21], "revers": 14, "chunk": 15, "agilescientif": 16, "striplog": 16, "observed_count": 16, "include_self": 16, "q": [16, 18, 20], "critic": 16, "bigger": 16, "second": 16, "reject": 16, "hypothesi": 16, "classmethod": 16, "strings_are_st": 16, "pars": 16, "specifi": [16, 19], "upward": 16, "inner": 16, "token": 16, "sst": 16, "mud": 16, "lst": 16, "previou": 16, "dimens": [16, 20, 21], "current_st": 16, "next": 16, "hollow": 16, "diagon": 16, "arg": [16, 18, 19], "seq_of_seq": 16, "plu": [16, 21], "atleast_2d": 16, "137": 17, "contamin": 17, "approxim": [17, 21], "lof": 17, "ee": 17, "mahanalobi": 17, "inlier": 17, "convent": [17, 21], "four": 17, "33": 17, "multipli": 17, "rousseeuw": 17, "van": [17, 22], "driessen": 17, "n_sampl": [17, 19], "n_featur": [17, 19], "6583124": 17, "1055416": 17, "5527708": 17, "01173463": 17, "67448975": 17, "33724488": 17, "stdev": [17, 21], "api": 17, "outsid": 17, "70": 17, "89163847": 17, "million": 17, "datapoint": 17, "billion": 17, "pandas_obj": 18, "automat": [18, 19, 20], "tomorrow": [18, 20], "rain": [18, 20], "cloud": [18, 20], "sun": [18, 20], "seed": [18, 20, 21], "dictionari": [18, 20], "3333333333333333": [18, 20], "top": [18, 20], "middl": [18, 20], "bottom": [18, 20], "decor": [18, 21], "kwarg": 19, "baseestim": [19, 22], "transformermixin": [19, 22], "fit_param": 19, "n_output": 19, "x_new": 19, "n_features_new": 19, "sin": 19, "linspac": 19, "38077051": 19, "42977406": 19, "05260728": 19, "92571458": 19, "81188195": 19, "7482485": 19, "84147098": 19, "warn_if_zero": 19, "memori": 19, "expens": 19, "anyth": 19, "bother": 19, "min_class_diff": 19, "imbalance_": 19, "adjust": 19, "unusu": 19, "difficult": 19, "suffici": 19, "mutlivari": 19, "1_000": 19, "12573022": 19, "13210486": 19, "64042265": 19, "10490012": 19, "53566937": 19, "36159505": 19, "24972527": 19, "75063397": 19, "55581573": 19, "01881162": 19, "90942756": 19, "36922933": 19, "outliers_": 19, "beyond": 19, "covarianc": 19, "verbos": 19, "adapt": 19, "handl": 19, "prior": [19, 21], "iter": [19, 21], "fulfil": 19, "xt": 19, "n_transformed_featur": 19, "presenc": 19, "mappabl": 19, "correspond": 19, "safer": 19, "shorthand": 19, "constructor": 19, "permit": 19, "lowercas": 19, "joblib": 19, "cach": 19, "path": 19, "directori": 19, "enabl": 19, "clone": 19, "named_step": 19, "advantag": 19, "consum": 19, "elaps": 19, "complet": 19, "baselin": [20, 22], "dummyclassifi": 20, "20000000000000004": 20, "35654761904761906": 20, "dummyregressor": 20, "root": 20, "whichev": 20, "arr": [20, 21], "randint": 20, "output": [20, 21], "typeerror": 20, "cond": 21, "stepsiz": 21, "coeffici": 21, "decim": 21, "5163977794943222": 21, "instruct": 21, "human": 21, "friendli": 21, "source_func": 21, "downsampl": 21, "cdf": 21, "switch": 21, "weight": 21, "mid": 21, "halfwai": 21, "formal": 21, "unbias": 21, "everi": [21, 22], "foo": 21, "l": 21, "toler": [21, 22], "flat": 21, "interv": 21, "monoton": 21, "idx": 21, "convert": 21, "atol": 21, "001": 21, "faster": 21, "isclos": 21, "\u03bc": 21, "\u03c3": 21, "allclos": 21, "absolut": 21, "yield": 21, "mask": 21, "item": 21, "unord": 21, "fast": 21, "reli": 21, "job": 21, "slow": 21, "1000000000": 21, "invers": 21, "magnif": 21, "hyperellipsoid": 21, "sdhe": 21, "proport": 21, "2816": 21, "tabl": 21, "1371": 21, "pone": 21, "0118537": 21, "decent": 21, "precis": 21, "1e9": 21, "575829302496098": 21, "039137525465009": 21, "8000000000000003": 21, "y_val": 21, "whose": 21, "68": 21, "27": 21, "39": 21, "signific": 21, "figur": 21, "beta": 21, "paper": [21, 22], "poseidon": 21, "csd": 21, "auth": 21, "pdf": 21, "ververidis08a": 21, "exact": 21, "6826894921370859": 21, "6826894916531445": 21, "9973002039367398": 21, "9973002039633309": 21, "39346933952920327": 21, "9946544947734935": 21, "bayesian": 21, "rate": 21, "posterior": 21, "4999999999999998": 21, "54919334": 21, "161895": 21, "77459667": 21, "38729833": 21, "practition": 22, "field": 22, "ensur": 22, "safe": 22, "lead": 22, "overconfid": 22, "wildli": 22, "integr": 22, "enhanc": 22, "qualiti": 22, "hazard": 22, "situat": 22, "harm": 22, "concept": 22, "known": 22, "prevent": 22, "civil": 22, "engin": 22, "industri": 22, "decad": 22, "gelder": 22, "etal": 22, "2021": 22, "motiv": 22, "draft": 22, "scientist": 22, "alreadi": 22, "clippingdetector": 22, "although": 22, "subclass": 22, "attempt": 22}, "objects": {"": [[11, 0, 0, "-", "redflag"]], "redflag": [[12, 0, 0, "-", "distributions"], [13, 0, 0, "-", "imbalance"], [14, 0, 0, "-", "importance"], [15, 0, 0, "-", "independence"], [16, 0, 0, "-", "markov"], [17, 0, 0, "-", "outliers"], [18, 0, 0, "-", "pandas"], [19, 0, 0, "-", "sklearn"], [20, 0, 0, "-", "target"], [21, 0, 0, "-", "utils"]], "redflag.distributions": [[12, 1, 1, "", "best_distribution"], [12, 1, 1, "", "bw_scott"], [12, 1, 1, "", "bw_silverman"], [12, 1, 1, "", "cv_kde"], [12, 1, 1, "", "find_large_peaks"], [12, 1, 1, "", "fit_kde"], [12, 1, 1, "", "get_kde"], [12, 1, 1, "", "is_multimodal"], [12, 1, 1, "", "kde_peaks"], [12, 1, 1, "", "wasserstein"], [12, 1, 1, "", "wasserstein_multi"], [12, 1, 1, "", "wasserstein_ovo"], [12, 1, 1, "", "wasserstein_ovr"]], "redflag.imbalance": [[13, 1, 1, "", "class_counts"], [13, 1, 1, "", "divergence"], [13, 1, 1, "", "empirical_distribution"], [13, 1, 1, "", "furthest_distribution"], [13, 1, 1, "", "imbalance_degree"], [13, 1, 1, "", "imbalance_ratio"], [13, 1, 1, "", "is_imbalanced"], [13, 1, 1, "", "major_minor"], [13, 1, 1, "", "minority_classes"]], "redflag.importance": [[14, 1, 1, "", "feature_importances"], [14, 1, 1, "", "least_important_features"], [14, 1, 1, "", "most_important_features"]], "redflag.independence": [[15, 1, 1, "", "is_correlated"]], "redflag.markov": [[16, 2, 1, "", "Markov_chain"], [16, 1, 1, "", "hollow_matrix"], [16, 1, 1, "", "observations"], [16, 1, 1, "", "regularize"]], "redflag.markov.Markov_chain": [[16, 3, 1, "", "chi_squared"], [16, 4, 1, "", "degrees_of_freedom"], [16, 4, 1, "", "expected_freqs"], [16, 3, 1, "", "from_sequence"], [16, 3, 1, "", "generate_states"], [16, 4, 1, "", "normalized_difference"], [16, 4, 1, "", "observed_freqs"]], "redflag.outliers": [[17, 1, 1, "", "expected_outliers"], [17, 1, 1, "", "get_outliers"], [17, 1, 1, "", "has_outliers"], [17, 1, 1, "", "mahalanobis"], [17, 1, 1, "", "mahalanobis_outliers"]], "redflag.pandas": [[18, 2, 1, "", "DataFrameAccessor"], [18, 2, 1, "", "SeriesAccessor"], [18, 1, 1, "", "null_decorator"]], "redflag.pandas.DataFrameAccessor": [[18, 3, 1, "", "correlation_detector"], [18, 3, 1, "", "feature_importances"]], "redflag.pandas.SeriesAccessor": [[18, 3, 1, "", "dummy_scores"], [18, 3, 1, "", "imbalance_degree"], [18, 3, 1, "", "is_imbalanced"], [18, 3, 1, "", "is_ordered"], [18, 3, 1, "", "minority_classes"], [18, 3, 1, "", "report"]], "redflag.sklearn": [[19, 2, 1, "", "BaseRedflagDetector"], [19, 2, 1, "", "ClipDetector"], [19, 2, 1, "", "CorrelationDetector"], [19, 2, 1, "", "Detector"], [19, 2, 1, "", "DistributionComparator"], [19, 2, 1, "", "DummyPredictor"], [19, 2, 1, "", "ImbalanceComparator"], [19, 2, 1, "", "ImbalanceDetector"], [19, 2, 1, "", "ImportanceDetector"], [19, 2, 1, "", "InsufficientDataDetector"], [19, 2, 1, "", "MultimodalityDetector"], [19, 2, 1, "", "MultivariateOutlierDetector"], [19, 2, 1, "", "OutlierDetector"], [19, 2, 1, "", "RfPipeline"], [19, 2, 1, "", "UnivariateOutlierDetector"], [19, 1, 1, "", "formatwarning"], [19, 1, 1, "", "make_detector_pipeline"], [19, 1, 1, "", "make_rf_pipeline"]], "redflag.sklearn.BaseRedflagDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.DistributionComparator": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.DummyPredictor": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImbalanceComparator": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImbalanceDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.ImportanceDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.InsufficientDataDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.MultimodalityDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "transform"]], "redflag.sklearn.MultivariateOutlierDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.OutlierDetector": [[19, 3, 1, "", "fit"], [19, 3, 1, "", "fit_transform"], [19, 3, 1, "", "transform"]], "redflag.sklearn.RfPipeline": [[19, 3, 1, "", "transform"]], "redflag.target": [[20, 1, 1, "", "dummy_classification_scores"], [20, 1, 1, "", "dummy_regression_scores"], [20, 1, 1, "", "dummy_scores"], [20, 1, 1, "", "is_binary"], [20, 1, 1, "", "is_continuous"], [20, 1, 1, "", "is_multiclass"], [20, 1, 1, "", "is_multioutput"], [20, 1, 1, "", "is_ordered"], [20, 1, 1, "", "n_classes"]], "redflag.utils": [[21, 1, 1, "", "bool_to_index"], [21, 1, 1, "", "clipped"], [21, 1, 1, "", "consecutive"], [21, 1, 1, "", "cv"], [21, 1, 1, "", "deprecated"], [21, 1, 1, "", "docstring_from"], [21, 1, 1, "", "ecdf"], [21, 1, 1, "", "flatten"], [21, 1, 1, "", "generate_data"], [21, 1, 1, "", "get_idx"], [21, 1, 1, "", "has_few_samples"], [21, 1, 1, "", "has_flat"], [21, 1, 1, "", "has_monotonic"], [21, 1, 1, "", "has_nans"], [21, 1, 1, "", "index_to_bool"], [21, 1, 1, "", "is_clipped"], [21, 1, 1, "", "is_numeric"], [21, 1, 1, "", "is_standard_normal"], [21, 1, 1, "", "is_standardized"], [21, 1, 1, "", "iter_groups"], [21, 1, 1, "", "ordered_unique"], [21, 1, 1, "", "proportion_to_stdev"], [21, 1, 1, "", "split_and_standardize"], [21, 1, 1, "", "stdev_to_proportion"], [21, 1, 1, "", "update_p"], [21, 1, 1, "", "zscore"]]}, "objtypes": {"0": "py:module", "1": "py:function", "2": "py:class", "3": "py:method", "4": "py:property"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"], "4": ["py", "property", "Python property"]}, "titleterms": {"basic": 0, "usag": 0, "load": [0, 1], "some": [0, 1], "data": [0, 1], "categor": 0, "continu": [0, 7], "imbal": [0, 1, 3, 13], "metric": [0, 1], "outlier": [0, 17], "clip": [0, 1], "distribut": [0, 12], "shape": 0, "ident": 0, "assumpt": [0, 1], "alreadi": 0, "split": 0, "out": 0, "group": 0, "arrai": 0, "independ": [0, 1, 15], "featur": 0, "import": [0, 1, 14], "tutori": 1, "A": 1, "simpl": 1, "ml": [1, 8], "workflow": 1, "quick": [1, 8], "look": 1, "redflag": [1, 2, 3, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22], "pipelin": [1, 3], "make": [1, 3], "your": [1, 3], "own": [1, 3], "test": [1, 7], "us": [2, 3], "panda": [2, 18], "seri": 2, "accessor": 2, "datafram": 2, "sklearn": [3, 19], "The": 3, "detector": 3, "class": 3, "pre": 3, "built": 3, "transform": 3, "compar": 3, "smoke": 3, "what": [3, 22], "do": 3, "about": 3, "warn": 3, "imbalancedetector": 3, "imbalancecompar": 3, "clipdetector": 3, "correlationdetector": 3, "outlierdetector": 3, "distributioncompar": 3, "importancedetector": 3, "author": 4, "changelog": 5, "0": 5, "4": 5, "2": 5, "10": 5, "decemb": 5, "2023": 5, "1": 5, "octob": 5, "28": 5, "septemb": 5, "3": 5, "21": 5, "novemb": 5, "2022": 5, "9": 5, "25": 5, "august": 5, "8": 5, "juli": 5, "7": 5, "11": 5, "februari": 5, "31": 5, "januari": 5, "30": 5, "contribut": [6, 7], "code": 6, "conduct": 6, "authorship": 6, "licens": [6, 10], "develop": 7, "instal": [7, 9], "build": 7, "packag": [7, 11], "doc": 7, "integr": 7, "safer": 8, "design": [8, 22], "start": 8, "user": 8, "guid": 8, "api": 8, "refer": 8, "other": 8, "resourc": 8, "indic": 8, "tabl": 8, "option": 9, "depend": 9, "submodul": 11, "modul": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21], "content": 11, "markov": 16, "target": 20, "util": 21, "i": 22, "overview": 22, "safeti": 22, "": 22}, "envversion": {"sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 60}, "alltitles": {"\ud83d\udea9 Basic usage": [[0, "basic-usage"]], "Load some data": [[0, "load-some-data"], [1, "load-some-data"]], "Categorical or continuous?": [[0, "categorical-or-continuous"]], "Imbalance metrics": [[0, "imbalance-metrics"], [1, "imbalance-metrics"]], "Outliers": [[0, "outliers"]], "Clipping": [[0, "clipping"], [1, "clipping"]], "Distribution shape": [[0, "distribution-shape"]], "Identical distribution assumption": [[0, "identical-distribution-assumption"]], "Already split out group arrays": [[0, "already-split-out-group-arrays"]], "Independence assumption": [[0, "independence-assumption"], [1, "independence-assumption"]], "Feature importance": [[0, "feature-importance"]], "\ud83d\udea9 Tutorial": [[1, "tutorial"]], "A simple ML workflow": [[1, "a-simple-ml-workflow"]], "A quick look at redflag": [[1, "a-quick-look-at-redflag"]], "Importance": [[1, "importance"]], "Pipelines": [[1, "pipelines"]], "Making your own tests": [[1, "making-your-own-tests"]], "\ud83d\udea9 Using redflag with Pandas": [[2, "using-redflag-with-pandas"]], "Series accessor": [[2, "series-accessor"]], "DataFrame accessor": [[2, "dataframe-accessor"]], "\ud83d\udea9 Using redflag with sklearn": [[3, "using-redflag-with-sklearn"]], "The redflag detector classes": [[3, "the-redflag-detector-classes"]], "Using the pre-built redflag pipeline": [[3, "using-the-pre-built-redflag-pipeline"]], "Using the \u2018detector\u2019 transformers": [[3, "using-the-detector-transformers"]], "The imbalance comparator": [[3, "the-imbalance-comparator"]], "Making your own smoke detector": [[3, "making-your-own-smoke-detector"]], "What to do about the warnings": [[3, "what-to-do-about-the-warnings"]], "ImbalanceDetector and ImbalanceComparator": [[3, "imbalancedetector-and-imbalancecomparator"]], "ClipDetector": [[3, "clipdetector"]], "CorrelationDetector": [[3, "correlationdetector"]], "OutlierDetector": [[3, "outlierdetector"]], "DistributionComparator": [[3, "distributioncomparator"]], "ImportanceDetector": [[3, "importancedetector"]], "Authors": [[4, "authors"]], "Changelog": [[5, "changelog"]], "0.4.2, 10 December 2023": [[5, "december-2023"]], "0.4.1, 2 October 2023": [[5, "october-2023"]], "0.4.0, 28 September 2023": [[5, "september-2023"]], "0.3.0, 21 September 2023": [[5, "id1"]], "0.2.0, 4 September 2023": [[5, "id2"]], "0.1.10, 21 November 2022": [[5, "november-2022"]], "0.1.9, 25 August 2022": [[5, "august-2022"]], "0.1.8, 8 July 2022": [[5, "july-2022"]], "0.1.3 to 0.1.7, 9\u201311 February 2022": [[5, "to-0-1-7-911-february-2022"]], "0.1.2, 1 February 2022": [[5, "february-2022"]], "0.1.1, 31 January 2022": [[5, "january-2022"]], "0.1.0, 30 January 2022": [[5, "id3"]], "Contributing": [[6, "contributing"], [7, "contributing"]], "Code of conduct": [[6, "code-of-conduct"]], "Authorship": [[6, "authorship"]], "License": [[6, "license"], [10, "license"]], "Development": [[7, "development"]], "Installation": [[7, "installation"]], "Testing": [[7, "testing"]], "Building the package": [[7, "building-the-package"]], "Building the docs": [[7, "building-the-docs"]], "Continuous integration": [[7, "continuous-integration"]], "Redflag: safer ML by design": [[8, "redflag-safer-ml-by-design"]], "Quick start": [[8, "quick-start"]], "User guide": [[8, "user-guide"], [8, null]], "API reference": [[8, "api-reference"], [8, null]], "Other resources": [[8, "other-resources"], [8, null]], "Indices and tables": [[8, "indices-and-tables"]], "\ud83d\udea9 Installation": [[9, "installation"]], "Optional dependencies": [[9, "optional-dependencies"]], "redflag package": [[11, "redflag-package"]], "Submodules": [[11, "submodules"]], "Module contents": [[11, "module-redflag"]], "redflag.distributions module": [[12, "module-redflag.distributions"]], "redflag.imbalance module": [[13, "module-redflag.imbalance"]], "redflag.importance module": [[14, "module-redflag.importance"]], "redflag.independence module": [[15, "module-redflag.independence"]], "redflag.markov module": [[16, "module-redflag.markov"]], "redflag.outliers module": [[17, "module-redflag.outliers"]], "redflag.pandas module": [[18, "module-redflag.pandas"]], "redflag.sklearn module": [[19, "module-redflag.sklearn"]], "redflag.target module": [[20, "module-redflag.target"]], "redflag.utils module": [[21, "module-redflag.utils"]], "\ud83d\udea9 What is redflag?": [[22, "what-is-redflag"]], "Overview": [[22, "overview"]], "Safety by design": [[22, "safety-by-design"]], "What\u2019s in redflag": [[22, "what-s-in-redflag"]]}, "indexentries": {"module": [[11, "module-redflag"], [12, "module-redflag.distributions"], [13, "module-redflag.imbalance"], [14, "module-redflag.importance"], [15, "module-redflag.independence"], [16, "module-redflag.markov"], [17, "module-redflag.outliers"], [18, "module-redflag.pandas"], [19, "module-redflag.sklearn"], [20, "module-redflag.target"], [21, "module-redflag.utils"]], "redflag": [[11, "module-redflag"]], "best_distribution() (in module redflag.distributions)": [[12, "redflag.distributions.best_distribution"]], "bw_scott() (in module redflag.distributions)": [[12, "redflag.distributions.bw_scott"]], "bw_silverman() (in module redflag.distributions)": [[12, "redflag.distributions.bw_silverman"]], "cv_kde() (in module redflag.distributions)": [[12, "redflag.distributions.cv_kde"]], "find_large_peaks() (in module redflag.distributions)": [[12, "redflag.distributions.find_large_peaks"]], "fit_kde() (in module redflag.distributions)": [[12, "redflag.distributions.fit_kde"]], "get_kde() (in module redflag.distributions)": [[12, "redflag.distributions.get_kde"]], "is_multimodal() (in module redflag.distributions)": [[12, "redflag.distributions.is_multimodal"]], "kde_peaks() (in module redflag.distributions)": [[12, "redflag.distributions.kde_peaks"]], "redflag.distributions": [[12, "module-redflag.distributions"]], "wasserstein() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein"]], "wasserstein_multi() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_multi"]], "wasserstein_ovo() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_ovo"]], "wasserstein_ovr() (in module redflag.distributions)": [[12, "redflag.distributions.wasserstein_ovr"]], "class_counts() (in module redflag.imbalance)": [[13, "redflag.imbalance.class_counts"]], "divergence() (in module redflag.imbalance)": [[13, "redflag.imbalance.divergence"]], "empirical_distribution() (in module redflag.imbalance)": [[13, "redflag.imbalance.empirical_distribution"]], "furthest_distribution() (in module redflag.imbalance)": [[13, "redflag.imbalance.furthest_distribution"]], "imbalance_degree() (in module redflag.imbalance)": [[13, "redflag.imbalance.imbalance_degree"]], "imbalance_ratio() (in module redflag.imbalance)": [[13, "redflag.imbalance.imbalance_ratio"]], "is_imbalanced() (in module redflag.imbalance)": [[13, "redflag.imbalance.is_imbalanced"]], "major_minor() (in module redflag.imbalance)": [[13, "redflag.imbalance.major_minor"]], "minority_classes() (in module redflag.imbalance)": [[13, "redflag.imbalance.minority_classes"]], "redflag.imbalance": [[13, "module-redflag.imbalance"]], "feature_importances() (in module redflag.importance)": [[14, "redflag.importance.feature_importances"]], "least_important_features() (in module redflag.importance)": [[14, "redflag.importance.least_important_features"]], "most_important_features() (in module redflag.importance)": [[14, "redflag.importance.most_important_features"]], "redflag.importance": [[14, "module-redflag.importance"]], "is_correlated() (in module redflag.independence)": [[15, "redflag.independence.is_correlated"]], "redflag.independence": [[15, "module-redflag.independence"]], "markov_chain (class in redflag.markov)": [[16, "redflag.markov.Markov_chain"]], "chi_squared() (redflag.markov.markov_chain method)": [[16, "redflag.markov.Markov_chain.chi_squared"]], "degrees_of_freedom (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.degrees_of_freedom"]], "expected_freqs (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.expected_freqs"]], "from_sequence() (redflag.markov.markov_chain class method)": [[16, "redflag.markov.Markov_chain.from_sequence"]], "generate_states() (redflag.markov.markov_chain method)": [[16, "redflag.markov.Markov_chain.generate_states"]], "hollow_matrix() (in module redflag.markov)": [[16, "redflag.markov.hollow_matrix"]], "normalized_difference (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.normalized_difference"]], "observations() (in module redflag.markov)": [[16, "redflag.markov.observations"]], "observed_freqs (redflag.markov.markov_chain property)": [[16, "redflag.markov.Markov_chain.observed_freqs"]], "redflag.markov": [[16, "module-redflag.markov"]], "regularize() (in module redflag.markov)": [[16, "redflag.markov.regularize"]], "expected_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.expected_outliers"]], "get_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.get_outliers"]], "has_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.has_outliers"]], "mahalanobis() (in module redflag.outliers)": [[17, "redflag.outliers.mahalanobis"]], "mahalanobis_outliers() (in module redflag.outliers)": [[17, "redflag.outliers.mahalanobis_outliers"]], "redflag.outliers": [[17, "module-redflag.outliers"]], "dataframeaccessor (class in redflag.pandas)": [[18, "redflag.pandas.DataFrameAccessor"]], "seriesaccessor (class in redflag.pandas)": [[18, "redflag.pandas.SeriesAccessor"]], "correlation_detector() (redflag.pandas.dataframeaccessor method)": [[18, "redflag.pandas.DataFrameAccessor.correlation_detector"]], "dummy_scores() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.dummy_scores"]], "feature_importances() (redflag.pandas.dataframeaccessor method)": [[18, "redflag.pandas.DataFrameAccessor.feature_importances"]], "imbalance_degree() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.imbalance_degree"]], "is_imbalanced() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.is_imbalanced"]], "is_ordered() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.is_ordered"]], "minority_classes() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.minority_classes"]], "null_decorator() (in module redflag.pandas)": [[18, "redflag.pandas.null_decorator"]], "redflag.pandas": [[18, "module-redflag.pandas"]], "report() (redflag.pandas.seriesaccessor method)": [[18, "redflag.pandas.SeriesAccessor.report"]], "baseredflagdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.BaseRedflagDetector"]], "clipdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ClipDetector"]], "correlationdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.CorrelationDetector"]], "detector (class in redflag.sklearn)": [[19, "redflag.sklearn.Detector"]], "distributioncomparator (class in redflag.sklearn)": [[19, "redflag.sklearn.DistributionComparator"]], "dummypredictor (class in redflag.sklearn)": [[19, "redflag.sklearn.DummyPredictor"]], "imbalancecomparator (class in redflag.sklearn)": [[19, "redflag.sklearn.ImbalanceComparator"]], "imbalancedetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ImbalanceDetector"]], "importancedetector (class in redflag.sklearn)": [[19, "redflag.sklearn.ImportanceDetector"]], "insufficientdatadetector (class in redflag.sklearn)": [[19, "redflag.sklearn.InsufficientDataDetector"]], "multimodalitydetector (class in redflag.sklearn)": [[19, "redflag.sklearn.MultimodalityDetector"]], "multivariateoutlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.MultivariateOutlierDetector"]], "outlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.OutlierDetector"]], "rfpipeline (class in redflag.sklearn)": [[19, "redflag.sklearn.RfPipeline"]], "univariateoutlierdetector (class in redflag.sklearn)": [[19, "redflag.sklearn.UnivariateOutlierDetector"]], "fit() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.fit"]], "fit() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.fit"]], "fit() (redflag.sklearn.dummypredictor method)": [[19, "redflag.sklearn.DummyPredictor.fit"]], "fit() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.fit"]], "fit() (redflag.sklearn.imbalancedetector method)": [[19, "redflag.sklearn.ImbalanceDetector.fit"]], "fit() (redflag.sklearn.importancedetector method)": [[19, "redflag.sklearn.ImportanceDetector.fit"]], "fit() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.fit"]], "fit() (redflag.sklearn.multimodalitydetector method)": [[19, "redflag.sklearn.MultimodalityDetector.fit"]], "fit() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.fit"]], "fit() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.fit"]], "fit_transform() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.fit_transform"]], "fit_transform() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.fit_transform"]], "fit_transform() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.fit_transform"]], "fit_transform() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.fit_transform"]], "fit_transform() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.fit_transform"]], "fit_transform() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.fit_transform"]], "formatwarning() (in module redflag.sklearn)": [[19, "redflag.sklearn.formatwarning"]], "make_detector_pipeline() (in module redflag.sklearn)": [[19, "redflag.sklearn.make_detector_pipeline"]], "make_rf_pipeline() (in module redflag.sklearn)": [[19, "redflag.sklearn.make_rf_pipeline"]], "redflag.sklearn": [[19, "module-redflag.sklearn"]], "transform() (redflag.sklearn.baseredflagdetector method)": [[19, "redflag.sklearn.BaseRedflagDetector.transform"]], "transform() (redflag.sklearn.distributioncomparator method)": [[19, "redflag.sklearn.DistributionComparator.transform"]], "transform() (redflag.sklearn.dummypredictor method)": [[19, "redflag.sklearn.DummyPredictor.transform"]], "transform() (redflag.sklearn.imbalancecomparator method)": [[19, "redflag.sklearn.ImbalanceComparator.transform"]], "transform() (redflag.sklearn.imbalancedetector method)": [[19, "redflag.sklearn.ImbalanceDetector.transform"]], "transform() (redflag.sklearn.importancedetector method)": [[19, "redflag.sklearn.ImportanceDetector.transform"]], "transform() (redflag.sklearn.insufficientdatadetector method)": [[19, "redflag.sklearn.InsufficientDataDetector.transform"]], "transform() (redflag.sklearn.multimodalitydetector method)": [[19, "redflag.sklearn.MultimodalityDetector.transform"]], "transform() (redflag.sklearn.multivariateoutlierdetector method)": [[19, "redflag.sklearn.MultivariateOutlierDetector.transform"]], "transform() (redflag.sklearn.outlierdetector method)": [[19, "redflag.sklearn.OutlierDetector.transform"]], "transform() (redflag.sklearn.rfpipeline method)": [[19, "redflag.sklearn.RfPipeline.transform"]], "dummy_classification_scores() (in module redflag.target)": [[20, "redflag.target.dummy_classification_scores"]], "dummy_regression_scores() (in module redflag.target)": [[20, "redflag.target.dummy_regression_scores"]], "dummy_scores() (in module redflag.target)": [[20, "redflag.target.dummy_scores"]], "is_binary() (in module redflag.target)": [[20, "redflag.target.is_binary"]], "is_continuous() (in module redflag.target)": [[20, "redflag.target.is_continuous"]], "is_multiclass() (in module redflag.target)": [[20, "redflag.target.is_multiclass"]], "is_multioutput() (in module redflag.target)": [[20, "redflag.target.is_multioutput"]], "is_ordered() (in module redflag.target)": [[20, "redflag.target.is_ordered"]], "n_classes() (in module redflag.target)": [[20, "redflag.target.n_classes"]], "redflag.target": [[20, "module-redflag.target"]], "bool_to_index() (in module redflag.utils)": [[21, "redflag.utils.bool_to_index"]], "clipped() (in module redflag.utils)": [[21, "redflag.utils.clipped"]], "consecutive() (in module redflag.utils)": [[21, "redflag.utils.consecutive"]], "cv() (in module redflag.utils)": [[21, "redflag.utils.cv"]], "deprecated() (in module redflag.utils)": [[21, "redflag.utils.deprecated"]], "docstring_from() (in module redflag.utils)": [[21, "redflag.utils.docstring_from"]], "ecdf() (in module redflag.utils)": [[21, "redflag.utils.ecdf"]], "flatten() (in module redflag.utils)": [[21, "redflag.utils.flatten"]], "generate_data() (in module redflag.utils)": [[21, "redflag.utils.generate_data"]], "get_idx() (in module redflag.utils)": [[21, "redflag.utils.get_idx"]], "has_few_samples() (in module redflag.utils)": [[21, "redflag.utils.has_few_samples"]], "has_flat() (in module redflag.utils)": [[21, "redflag.utils.has_flat"]], "has_monotonic() (in module redflag.utils)": [[21, "redflag.utils.has_monotonic"]], "has_nans() (in module redflag.utils)": [[21, "redflag.utils.has_nans"]], "index_to_bool() (in module redflag.utils)": [[21, "redflag.utils.index_to_bool"]], "is_clipped() (in module redflag.utils)": [[21, "redflag.utils.is_clipped"]], "is_numeric() (in module redflag.utils)": [[21, "redflag.utils.is_numeric"]], "is_standard_normal() (in module redflag.utils)": [[21, "redflag.utils.is_standard_normal"]], "is_standardized() (in module redflag.utils)": [[21, "redflag.utils.is_standardized"]], "iter_groups() (in module redflag.utils)": [[21, "redflag.utils.iter_groups"]], "ordered_unique() (in module redflag.utils)": [[21, "redflag.utils.ordered_unique"]], "proportion_to_stdev() (in module redflag.utils)": [[21, "redflag.utils.proportion_to_stdev"]], "redflag.utils": [[21, "module-redflag.utils"]], "split_and_standardize() (in module redflag.utils)": [[21, "redflag.utils.split_and_standardize"]], "stdev_to_proportion() (in module redflag.utils)": [[21, "redflag.utils.stdev_to_proportion"]], "update_p() (in module redflag.utils)": [[21, "redflag.utils.update_p"]], "zscore() (in module redflag.utils)": [[21, "redflag.utils.zscore"]]}})
\ No newline at end of file

R1iz?424^=m$XcXmRK+ z@(N1D_xs+Z_Gn9j`PE}h85>mWfT3tW(jM>M?W+pmi%mF`zmiq2Hn1V&8vA@TSgPdh z%TQ5|_iyzT*w{T3X?FMbl&Y5_t^#I28-hv0S5s`oSTkLE?&ZlFZjd^v0U2Vpt+Up` z$*b*YDAW)LGsa7k2L5#{Xb4S1JdAWKUIC})&qofu?d|Wq@1<9!XI?)4{DtSAzc9Zr zYfL@={C)RN%{*Yt&l~sMZ!|1y5)8--;|kVH%YcG_1)=0LHu=irxpi^A{#c2 zKl6+s5oWZ?MicFzhb>t_ye!6S8!w%B>d9vq8?PAW+#X#NU@sb1s@;m{so;_ly*)qa zVpa5qUYr)M%t|m4xnK^vYZU9Prez#;h7;kRG{9->Y%Cy?uqo=8+*c^{2C2T~MaFHt zdf772QzlonY)m^?lt74zXhHN*_Mjw&&hJnKZa?xu&+05b<1o~*dfja*0^T_ZbH+3w z%sBcWzYT66vQ5v-JizU|;%6AqV3q8Fgn2xRN-wyThNJq^Hh9bk|_oho@g0YEQ9T521soX7!1yXgEB{S z*#=?t;A1Dxo}7ck>hVtT;M=(+Y8hyxE>kDbi+k<~>aoA_W1`z!*FOZeZ$+42x|TBn znyZjiv}=KYBhk;@0ViVX3$evL=jLf9NJ2Q%~Z|c3%Q^wl@sfou^ zGt-enGgC9%EMy5N>Ilab+Ec_T5maZDnSs{DsDXLN1;L1fOk#`k7d+~Tkw4Pvff5dn zd4&tDu8#oBfJ&iNyp>Ti_ZQim_vjL`Odnm~E2Q(a|9k#^6nO#5C} z>r!uoOcNNejr;HS1JnCK?fZx%TIb=Mk6%!m9$*`Km;MdBKR5&-S4DM0!IFbpt68$2 z#bU(6C!+YJ!;Epie@-$J%eH91OdZF}Wl#HOp!23Ag7PM{0D5`6bdUGTt>_GzpxhH6 z0d;h)fC^u0ns5Y_cobyGnVvC@9zAMIO|7C3c;;sagfRo>rQTA!S$h1uiBN)5gZ zG0((|h6Y81fB-+sOEDHyY>TQu#sY~qLJA2?^Kz?NGGG{J&5?(WN_qLk;!1lzx1T=1 z@EbZjb@2J-L1kL|YN30+UlALtw>2G|HRfW1`xTAAR};zr?1`R4gx8AAtg!e;sMF0B z?D}FCB6d>(39yMulkFBZ**e=8;l+Uw5T;ESC*d1#H)CRdCk$d_$#P7{{Y??Wd07B( z_9U*6#M$aNI~v{?`7AM_YXYp?%@kp@BduLnf1K?XS>#L3&L0DFcV}WxLpCF_2+AGT zn|O~zjt=&7@TLN&aLll^7_2CM$dEJ@Y;9mVC&-T7j9X6TXKS;=h(>keEO7@yd6JMG75 zXXQPwSe3F(nP(nc5|D56 zUKLIr>}|~k+?=P6oq6<~#~#Idr%yjruSQy(1^Lbn@}XYE^nmmsw^^Iq?sx*uqM_d+ zid}7u@Ll;(|7OR-ho$o>Y#|jc{eVrskX&F2 zesiCwF<__hH_K)TVPxCXY&qS!RlLY$Wch(rn=E(y-Y!vw-4Ls|WE0}&`^9sg&B(PS za`_%n&Mr)6>Joo%BX>0(!pOHB<8F02tt)U-i#Bg|-Vx@~e@_#g+j9CROm4oZ#)S^H zReKzlI9&(9+3V(ZeK*M<*77|sg8+1wS0XK>es&qC#J)g?HZV=K1A4H@%z^E~AX7Bi zX!-da9)ymCjV8==70YBpy2R`re-$j|u*Sf9!EgJDy48k-^+3|zS3*%IWSD)uOi1duoVZEPtny!AL{%& zHvfyt+cA|KL!+39-rU>f%tC|kHfug{qdVPp(n}r_J4|{fJ#CnmV51YWf}%9o9^_7+ zTW!pgx+UyyBCf$+s=dQqO!i>~?>cF{u2NfSh}J!!F5LJ1HKyJgwnT$3fiQ`_yjhnM~~>GO2>?l##( z6C<>`(2g*jdvcN=kfp^=3r=d+O-c%cU_4alO61Ze81r}H(9yZ?I{3DWj`v|FS8?<$ z6mRY|;e`|i{#&_>{JpLYLQS)~ih9OPJ6<+LH{lwSR}sMiJ6;z79nMR)6!Xue zTw1J?q-9?HEg2DWfwTMYl5-zU^*sb9Kqyh1_RvCSVltNh61TCI* zS{AmG;SoA547L4jn=bl`R0(XC*cUP7=4R31n*?$TR|V9ga2u=i0>=)mux(xLjWn`%Pw>MdXltxNFtI5X^4uYkFXqT^)Qbj`eM z3jfP+Q0^duWZUO?C0iKcDC`QFP-F*Ryn=Q*)@{ z9ds%?8W#x?cxJF|N7NdEq|mtAE`qy2`ifO=L+@#pVE%Xfn*Hr=3HvW^b$`l=(4WrK zYzPX{I`(PXT#uZ`Va8>q>?c()tA-jWFbAropjqSz!>M9hI)QC@YMxWlW`s5YUtbsDZy-L2$9 z8UnZ4Vm87hE3xM5qX^(3f2}M;be-&kaH{op$o1ke(90X?U0y}nPLQV`VuKvEkR%@J ze7JY3i3o@bUR(RUws_>&MNudy)XMpu-I*^`oAZ?_g@}5u_>kqcE8f}Tz9S2~w+s&u z*wl???2ucI;_1MlE+%$^r38z5es>B+;fKtfduYK^tMn%wY+jj+f;w)L%BRsoF!k5LV^b zp9DJMb)nh`sj-hLU{v{r#Q__T@!0+KcbIiVE)=Y8m87z$db_MD+H-?I&|;%{)hg-L zWQ3DX`(#0Nmuv@Mg`33_YjUyjx`nVkY=henI^K%KqoPie_(8BTiu&8V{)q10C&9Rt zAf;WGcV29~5cNeNDjF_WWI}#|K&+l}w+{@q2UQN6N{pX{qSMNLS;6r3zZy(L#PPYt>=rRRajTW^bP@>hmOx99$c zPPc4f!zaGLn1x`07QWq7rV=OMPrOZ`jbgv)&Kd!>%mK8f?d-APcVGIjTrL@|vymg! zCeJ2ZPZA46vDQZHBupQ&*P@V~5#^<3DTBlW!epsk#}p&PtjsfnQ}Jj@2QLW{(ZyJX;) z1Ru`f7A;^s*9HQ(K!~_Pt;1a#!Z-?OxB&KAdLRBn}^0U zH`hbxR(EdBY2h|hfEla_OKE4}DiEtGKzmVa;Uoj^>V*8np^x{TH|JhFHus+V1?Nk2 zE|=su^-J@nF5tH^BN#0qXE{l+Q3qt?R)6Fej;VatdGSDeqOb=Pp1_=L@(5YR_i;%k04 znr~PLs)F4b<{T`WPMcKVFkKt+hfWzdaj(Q}!e@@H3B;bewlPZfYo%Bmagxk!_Er@0 zTf(u*=FO%4ZO>pGL@)*-jc6tqFOj0-N*?VMI-!ME9>broSEv)x#3l}s(1P!F;!YGd zV5o)ZK%AY*(|Rn<4mylQ!xvo#Vz9Hq)@n1M&o^fs?664>hBMlIZKsJnhY+}`Z)Q66 zm}0OFh>AGAMu)_@QV7sQaVm;6SKoXc@G3aRdh{B^ZcY=lE|(CUE#vk3I7>z6CFr@+ zGa4W|f#76#pX@x`e6(yn;`0;MYzj>4kz=W2MbN;!3HKkJWwUW$@P!_%&hQS-$0LbI z(tUsx1rNEc?bzR03)m?^WF_p18Be9>j#=?{y*Qt=o-Up0rQfr7YCiRzN9}hv3vX*g zAFn^vc;e|=H~rjua*scL>DbYw{>^Nn6)tul*TnXDu|YQGUjMAGqX4KmG#_%L%A7O2 zd0H#yU^pj-&qJ|DG?Jc&y3w7dy>n^KY?NfD50I3e(_Wv0*L10W_p%_DYQG4nSNkP= z^c>xSz}X#Q_acGg!d%dWHT@;q^p0PHvEUgknL-59&N2 zg{Wh~xY6GVUm0zw&s3)SyPWf@u9be`X~$kK56o6>tK44saOL|eAFX_hY~!oY5i)r1f1j_D?_^cmc}MI&pGJ5a*~FbQY5je&MKXSoUz3zTU$bqe{%x`zu@W2SS!3$I zb$M`ZKX+6S^98vteAE32ilxB1PR4n-(fAzj4v^YunvSjA40D%NZ?(xiNhdqqHFy3T zR^|?N)R-o4Su__=YhmfN{%&4vN&R%F$TM@&X`jx`)&3Y9+uz~7#LvD#&#)WwVDsbu zMvr&-`oK^Bgq~uu<2)Z9(X0JFzwI9!*ZU)SJn0OQpM0I3+!2UH(b89`f{SLCZA9T$ zsBpi0TbP=NTSVz^Q|SS>)JI8C{s&a<@|xfjQS!S~;_`rGUs3jDmE+1YhQic3%2)IXp<_4h&XqO;Mo3x>QAhjMUiW3TcYVO}`efJ4Vl zmmtOZ+kh8}WfRKAF4~%qpA<$kIuY961kY4|r_iP9E#78Bg`>?V)+S!|#fpnlaKP`Y zuzH}@C7kVmnE-~z5*(5_VBdpEdCe zd^P2w@7??5yQE}b(MI5VCsMV#Wo`hIg7p+?iQZFM+Er~*LIyV+uJVHr#5lo92d(l~ z$(~I}qlf@((bcDWWSjtwL6q5uf~u1h6K9w?x(2}${r&6<0gu473u*ukIb%u~{;mEK zmhyl(Y~Hkf6;`wHu3X+_Er8xljhpQe|^ufcTi1Qrmjug(iOi*L|mKr>$@K2G7=Nl zCJINyFA^2kCjMDj{33C2ZQ@hEFMg58xHj?7--=%(Hm*&yi^sVYn)KHuZu`o+`4Y!`RN}0>h*C1 z-O)-YUItn+5`KX2LivD-z~|EujMYW97IEek^8^)dB1!VmrSC)5m1(8}DRk#WsN1~U zhl?GlHJ?gmv*k>pSSm*o$!I#3N~VgLY&o7PTk%XW6-%1sL=N8)sc0#hw4%vE!Ll;N zcp;ier{h*s?N29UU*lvaw`3md%ySaxztjSr%Hi3P4)1lm#-9@r;?Z ztXLsu#?u)SILl@;(PF_g&GhoEM>B;YwUv#<)A6)f&X{N-mM&*aGgF8s5>_sjh-NeK zTrOtifa+KwUd#b|1uK>*Wz3cOZssz{LfOica^-X(nT{sVp;WR+-7V%41uLG-B@3}a zIv!6H6JV2gDHBg7GO1D-LpCk$`)e!|mSfFQCTnHE9x1DoDMSkyuwfyZjDjr+iCD5= znW=IjmB}TEcd~^-CJvI6L8d|sl*$y!4j7Uz%YsS8L9%!$SuQ8a8N8V(#fv~(45&bZ z#Z(~lbB{fB_8HRJUSl=i?(C_D-+AuT8K;!Q7L`t-^z^CYC(k@{63vnLqNmS~ zB_~Z08rwW=Ic<@R2I+bhvDz*5pBYQ@VyiY!%PO~e2ZrKHL^Ln;MuM0hCq!1L=V1)3 zVhx7GWatMp=#D;4z~7=3DO){$`OR7l|E7^EJUh<*x2tWK-*LKzI`<|WG`rh*4@AZ1 z#{pREapo!3ecmjRbF$T8;CE`k^Dwo;OPuGzC)Wnrx01~(?dibWT^WtDur^>?7AA)! zVX5!H0XPr!Yk_pYFdlLCegwa~F7VlZibyaKy3Sa=OGCN0A*ODaW9bG@d@?OIsxMme zw`;RO*h;8mENR)=mlhxcggF%Az%SiiSR3ww1rAhm1jEo;M026j=!tE;6FcP! z^RbM{7Rx$pE-)3c1zfiO8e2{_Kz|sW@5a5hg!9oxNV|2W>&gnuYiuba%6}&aoef)S z$IWGL{Mx;YC>^UP_m&$~g9@K#de40N_j*r{jnWF%N2z&@ZQC?=--sn?8M3XgGYMsd z*Vsf)16pZY^%|S-sixiypNcT%N&Ff+3kYWD0QzH5|CZbCyvBYC>cslX>lMhjz8lQZ zHH8gZEXJrPgl@f-UqF`QnB`{3|G1KWB>~glsHH)dUp~vidaWAddLRk1&bGq!vwW>= zmRmt|t&bUVggH9ai5RwS;9Nkny<=Vx_Em~r-BzsNni#~(;=~xo zwg`K!c)fB#zE%4&hF>{e`wISCKpeww<8OZpN4&T#bDjR~KmG9^{*=M7a7fifL8;D5 z;+@Us5I9Q_5`*==Z%N#cvz4<9Ad>G72*`FCtQbP=OY~r?)A=(TSA?wgy@J`F^d)Mb zK(CvsoO=QJ6`b1;FuE-wo)+J>AW7XH_4*TC6R8>~m-g=gSnXT*cyjMl z?av7Eaojo5u;#_(JM)wT1p(L`KkNQQUtzWO0z?C10>44+zD^(Cqz@WXuON`KosKpl zvu3-ZA+>Vo(6d$@!Qh-`?4kqpV&u>v<5YLbMxs|roGO{wF1|qqP#a0iw9-Bs~byyN>y7qPSt8(0-NsT+bWsASl zjFU5rA&@`}U@IbWTL_s|*rtE0ukSK0Qw7w&*;fUjGRz19=&lukB7&E*D`-&NSY^q7 zG$Jqik^nuawpQPv9m{k`rK;@EJHS}4zwd{}$yy4=Rj4X2tzm#SEi=I2xps4* zhxjd##ZKiMUCeE#M0b2lG^Ac_GoTCUDrDfEr$qEUlJ|6llS#6>pmspHf}9gH8do}~ z$XNqBddS&7z>dchP!Of7XRf!qxF2l(h}L}VAw2M*%Ek2n4)-3fSKH+E3`1g21qF-e z71(3M;_U-id`Le z8IZ%m!0G!cd4%m5m37C_phBgNg1RwM>A(P$S_-HUsWjO9+NrengzqQ|(rhC~yo&Xp z3JMlqRfaZ3EZ#AI#SbW;M#SP^^J~ZAJ*PPF4sowPUd%x1EM(juSHFtXA?hnQ{t0E^ zW5n^D133Os1=NT*9&CQ?IKKUq??_K5WLUr|7fh}FU7b*!#NE$nX<>K*bV%q=-u z`C;lVYvqG_O0bTI{GmvSfw<33h~_t4`y(_OsL${Yd8bVLChk*Iw?+2}nj=v@?;$ap zj81uSvQv)a=_)UZfz0PsE*S0=!4G1)@h$YvUX@nY_uYE9%{efgzyU|3NIWdkLeTA( zBGZyY?KcUvv_}>j9Y*rOGolB7LS?Qp8_Fd(EKS)M_`uDQSqs`-^(S$(*GXLo0|M9g zpM`hm{51k7yWn+-cVA!EIulO6P{M{5{2AKzu|j`xDjG>f;+t%%6Q0VUig#pmIX;~5zPtYGAMWUc)Stc|tJ1Z)dF9JDP*!`rCZ>bPh-ANA*a zOrm%5qIZ5GF-i8WZqUJlQ#j*h1}%~tN)BC)DQ=-248fr{Gsih7UnPq=Z}~?*B#VZK zz5ZtE%}_ICyE{|BDE!?$l86hNts)MQ^>DHoClq&bDRv5+HU(D4A^JNYI)4Xpz&8)v zE#7qP_tldAuG2UoXi%PhSgnvzN3qoCh007htB`EuRnD{Z#d|(E#{Bt|0t)t#Fafa4 zVxWtLuQ;M#IGsuIw@Z_gr84sTw@bM02MJz__T}j*d2$gZTj!!|A}=l2^G_pnL&KzmM0{mSo@(F%@ci}#R@WgP~vd9t%s_eKm(89UMQ$5xShs8Vr{+*CxV_wM6$pF zZYheKQwjNxeX#!JwhU%j^Kx6eiCAqIx%}|Q#oAibcr(m;vmNz@5LmTcs5da>0Zdy( zFKS>zr$lJM@N?z4&jA=+z9Ijyu#!Lc>NEETPCC2a4Vl(urJ* zz7w)QJO|HN^fc{^>*MN`AOOvL9=>mOVJNXk22()15`$=TXHp8erZ8{CE8aw6C^(TWphl47CzY*Y2ek?!(6z4U}>t{C+eW3Od+iIJANCyF&&Vy15mx zP&dJ7qq+^AJGkqH8;;=e@CPT4aNbG7M$&Jq^dMgh86opbnXN0`LaT&3r#mpZ9Hul00dz&oI5<0Hq ztl;WtTH9WkJc0}+i**ZwQSdoJx0dOL&9 zQ6qSmkDf)*5JPk=QvN$g;BLD00&fTImEc?OP_cPL*$`uu z#xt)?K?azW*pQ|_mo_#1xiqio&!urde=h9=`g2#$@(S=Rc#zVJhYCZCRGRm^hQ&yw zsZW3I+5PmAFcy_o4ZXfJaOlrnV~1COZ^2__V+cxz7^u5x^O_YSmBvW@xwK2_&!ve{ zf9~311`4EIMlWz}G+qI|g^cthiiQ}bG>>{sicv~a>ELr=HPxR>1M1*&VLj5HOGA?W zT-ubp=lB*pL}7D6@esq5)?2SxF-&R6)t`qk=b)UF>>n(jrSVH|U)sUE=lB*pOlc=W zg&_v&+LyhSB|(L)S$~cfgxxuyK-i!I3WTjLpg`E|1`4DN&nv*Ukl{*eH);$qUN-#+ zOSsp#J7Ttq>(BWWVIvPL5*G8|A~rY%776oXK#?>?dPVpaJa*Sui5f$U9o9@X-Fq#& z17|b7{@gX`>jl!fKlogjO9!6|%c=fc8d1IH_!c}=aw4E`h*A1{3tqcopq{5eFY);u z^dg@ZVxY(~_YM?!#@~S=&lKzx;TsPee`%kGebPK{l;{g>4po!!^*!VDJ>&H~qko%x zea|?sb-li4L}-I2VZ{<~eb0D(&j?$R;|bTfJ1ZleQY?edgOK3I8P1<_Hoox&xG96SI&fN8sbcd-~TUoKtD5~ceB5XE{B?B z48}1QC98%g_nizeYXNySDi=ij!Qh#V5zeICdE9pj9w+7Lum$dG#{HLXR}3@#Yt6x+U$(cQR&8Jx!H za=sjKP?vhfy^2V75V>;t-|Zw!87pQv1&cTI<#4MekohBp6I7g zGEk~;_n$2TC}h0}l){e8^-|{)zNT}xIwqN^rnYfBGy;lOlZ|N0#8?H!>QQ=Xd~-zM z6_tQ0Q|e2Ex*!CJ|C*QAW{_6~B;goN?L9@AQy?GdI2=yA2}x-m<{%_oHQek@mk+*# zr-vVmN9|XPNF-vsgwx#W;!<}2i76vAB?Tq;94f=ltHI201zvVpTy zA*IeqkKj&AUv=Qi-Z`egmtE&)@XJ+P+l! z=nPZeM%mM9;}xruF0;dQfwk{yx2n6^n^xY{26l8ntI+mW{r%@E$c!RVY-0Jq{e2xI z0CcwsLZJ?;q;SZ46=JBmQW#-^lBPI%wW}*V{{Af1Xl>Ed$E6dXe}`{JH`nUSd0Uc! zt^1w6s=QzEZJ?Lk#t&|1N7%;i8AyDmi0ytrxq|*H<3+!lVB+zQHjp~+L}Md+a%e2)vx3MOukE+SFG zMW{8K&T6>l^-Xd8b?Yl+&qGfbQpE0JzpMurBVp&b2Vb+i^u)E0nZ-mi{ z9}H}-ygqB-oN#95 z!n90`QEFBB7Vj9&?MGwj`C0_GtYOOGWM(WAi6Xcx8lRcP_MNa$x8`sKY0sjh0l*s4 zUR1EPx2|$x8rzsQXAIi(Hz*^bIue`pAD@d9_whFt~ZnrvJm?Aos zJK-JMz}sEoVMD(L@~Ioo?^D=C6%7M>`+Y%_SLZ@-6=gd7vt>Z8K^nPR(#Mwqrh_^@ zxzGQBZ&Pkv1#LJd*mn1ZdG&Nq-&l$5RjRFAU7_G7#zevXR`eetXQ@BCnn@^4_dibE zV8v&6%0nh?`~+5zr*fn^a^TEO2?7Sb=M!RUXiPb&d9(6``nl(S6IH)wvl222=gsi!Iz!Ro*$z6rx3zX+3NfF0)yl zrRG>k`Pl%XsY8+K={AYZRg8NMaD15(`!_b!q2jkP%!l6iVct6ot0UDZD&ts6-0KV;4+8LJ4Z!dh8hn&y49@rSrQ?{0Vrt^JCk~`WB0NJ)cV~(jNb}Kb zP-ae=kFN42*(}Pb@5HpF5DKJzB+@vW`;vi6&C4)7!MTn7GqM{YFCE#xQ3VD>@_84` zk~^t|>|CaYufOl7Hll|BqxVqZB~!t^%1djQ=bmu>R{`_O9HkH z;#;=&P=JPc*>ct$$2_93+{S@b_~<2tv}5F>&j#?(O1OV+I|b!5jRlK+QDlGv((Nwn zZR~l%k46hfuQo;aT@^Tm=r)YS0@vpWxM?0Sk5kt2Qja|?+0BZh{3`TXH2Wh>#NIfMW9{HZBpV@ zUB1b#HdsYr#P44Q0wC znwZg;VVph(`=17uZOcYb8#w~BZO&zdvRIS}Ow?j3~Z5hHi7u3-em%OI7`-9P|_EUXT zRjdYveWP|Y9eyi=zWRfQ&oP=$gzIv{d&Rp^3aS-}xUioUYR9lTaC1%=n+&zE9sIY03d#VM!-VE47Pe2|VzZ+- zYOI9mM)(YaxU<#9ZJX_St2=!OH@Y63DwrK{x971^2_e&Ux?7NyRK>bx)UC@Fj#4NN zU{-$Vd^4O(t}k}dyc#jDR;Zn6>wNTraR~1=VQYZPuy}L|z*I%(JD|V*r9J}w*np)z z{`+#Nf1ARP;o^9trJliQOZ~J4ICSA&hB?Fdxu&o6Z##lWKH|!HwGbiRu_LGP89zb1 z7`>V)XG>c`QcP~gGq-_YyrqpKZk zFuax5TNRgLy*)7oR?<1b{?5bsJd@@9Rg*#qY zEyC8DJDTgr9hX7}8#?Pn0PdD*!(6b`LrHD`a_!GykbPxoy7m|Ndtqt0LoWTB=y*`= zQB*`~Dd-DT#3x!dZWHg{ct||A`#W$_Z~+Go>v=v)^!$9j(5u!<^R-@k5ovkybT4_Y zYt3iOTqap4TbWX>oG#D}wx*d*C5!QlnJwlL1uLG-B@3}a8n?+7aTjJhUdrG$#!RYI zF2%B@6=^pYQM%}y*7T-6|u)^sPrZEQTApP;o)-aGG zX~#igLSJ#h0Iyv;-m7ZI+lJ7NgF33~ZF)!hd)yGNIdLl19ys#sRY6d07amcn5}vRu z@C@(>XPvh_)x%nAb!=4|^Byb0@C(HIZst1G+_MI)*gM($@Xnijvq?;}Usiy@Y^U!% zo`bd1xQHOCe9IXGSy;=xCWlEQ2(^pNh;7KiS;P`jWE7ogCZ{pf-f9tnR4}tTRg88E z2Sf(q2saZP)%y1vO5apO47fdasa;ettrsfz{>n07)_`x%OnM>!-|Cp8ne@b15UPwy z1*9TRpF+zm76ZX}L8BVrqA*=_8TD1yIp!ow3Ad_3UfOXzdKM=lCuJp--m839AWlq( zzXdmJz@Fo55_6H4pTAPrFMN#~Y0tsnv^~dv*8qoWA7RuCe?ueYb2|`0?N}I%L=?_Z ze8%|`N1u#j3~p3>ruj3&pILlnayfivbM!o$qvzRN)^(=h2NmbII7h{?Y!c1k6Q0<3 zJcB0ii8{E3B#O^;f}Y?GX!=Y>-G=Z3J;En?gikbqySeFw9Jz7viRTI2FwLKMg6{x; zPxKm}X}2N#K--BZLBl6iP4V}X^PL)kuNcnXkKK3!P=bGc3;1<336yzgQbgKaH_JVw z%Fdy4W_@-E-qbyS4ut{_-qQ`ehrDgIgAInavR10%Qplve1l(0Y!iPALRvH9Ymq}qO z)!MbveX3TveF&{IsG|cbo~}2|J2qPz`BKC&PN+i&GKU^0Pi6S6x0)4p)o&{ke{~sjmC2r7S0c$L58gst62N1)dr<%F>K4k<+M!$?tZ&zPfp?^a;apoMb*;*=xL|7 z;5?1gTgCHIEr6qn^aQqs9*-gLv3}(!q_$aaSInbGgRa>}HxRC0=g5Oz8=!M^-Y<2I z=M@GCpWh?t91Kp=Io_=S4%Hx*VU{rd8nAP|^$3}!4jWhNX2Gf-B~F+%7M&j_tfq~; zNK=~SYRGq#>GoYTD7I~?Lk`93`m9SHd0#?@LV*Xb6GN{{S64gOV0bI9ODZnKy3`v3 z`)I0Ze+XNpUq>6JzQP@!TrI-Zn>&7d9l7J9s!gA-+TQBUm&~P)zC%pt)C; zYClA~8+u^Zei&c-p$5!Ep`5g`$+(q?7vp9zTTI4dRxBM)mdYv9EJve>R3Z~kS!OYr zD_YS)xr9n)IuR{oQ?X1c8EnA(If;l3FkprwJxqOCqXBc6DH#TGBvmm8u)dUp0baYR zxL;KjCx=iKgF3pBs`%V*VJGhaY99GK8*JJswq;Z2Kt6oZfzP=C1$s5NXuc2GhE zRAOZm@EyQFt%nHmx?zB0Ynh|!!8o8;3O%X&mS}M;PSEUW#O;0D__8ER?|}ZoHd$9onXuv&CK{6*L%S{!Ul60yt4tu%8&e-G*;RQvxeKX zMlx11IL%nu)&Pf^FqUE5FkT-pRz{9E#%=`kR_%pOwG?@rIPg(?^TlPx;>A>^tjA@p z_GLvFe2j+4dbNs#P)x6nfyyKJN6?{A;KAm^q0N^cUhQCm;jL`GRBM^iO-G&3%)}6(nL+gx?)bUYB5b|6<1_2X9sg(OU_4)HmJJ{efe+ z=d+Go=U!q86DAS~JlsPPJ@cY_5dGkSA0|@^ROWH;e#`ilo!RxqUXht9)b(sRmdZD#cab$>nY+1O>5q0 z;C`idA1Jp0O7ExNyxEBg+@r8cxHdGB(#zm9rFWMGICSBg9#CQLkz9eZA(AJ=t;7x^ zOsY1CA?hpBXO6nYimKZ2Q0zFW$fGdSTETkUTJB@>h;(RJT!kWW0Ee5BNfk--K*7Sp zYsA8RxCeM$u<&+tD3k=jXdhZ#KeF1v2E$ufT~|3usOvg;! zadZt{L0-W`zE`zRQg}T;9VcA|r=!R<%6>_@FA(XRMYAyHT}0QsHO+T6LLT5HMF>e| zojlH#4IeL`hqySnBI0dsS3hszngE@o%U@a^r?0A@>;#aJUK_#y{b2=-bkpV$rB7 z#rTObZNEhQ;mw2E+fbCOj~&ya%>RcDg#r&&V~19o|Kn;08w_t{wOPfb;PEeNln+}! zM^c-E0P8FlCi>Q{Hor+#n|BVOHV1WdXc0R66iD4`oO5(sDL6@fo}ZqJM^eTS)`n+{ z`;BRqsz(e1k7tl3;43gOl;1b6FVuv+EcAvod z3U|D;T7<1PcU)aZ?&yUMHgxWf(S;0agL(pn9<1m>hW{A3cw)(PESoEt;22zC>lJaO*d3A~SD3!Up%y?JI7tH2F`aa2 zkuRDoy-;iD&Q3gzMQ34bKxUgFa)#SpLU5rrf2Va`kOz$Km_y3L(OEmyuLd z2B)d0zor2WU#7yS75;`!tSyh=q?mR;jq^<5%0H(*u|BExI20}GqcM2Y`6fCP3Orc9 z8(N?IlhqD37~abIq>4+SPkvpae%PEJY4HjIth3$t7cWCyymk+~@AU$RWLxuCpkqhy;qPVP}eO{vzMZSG@bszq-Z>jL0qn>!eVXwziPoB|AZGjLd|nh@Vmd*K8+mbQ2;2tq zbfN-Tn%O(d7kD~4L)}`ac99hl5o)+^+io@C6s|0arN2>KsB{4uPUhw;-->Hp!U7tv}vM4p}>RHm!Z|AORF7hFuax3B^8%KU8-ob51Zv9sY^kCb*9s` z5ShYr?R))$s=Bmi2z4o_qXSEP*d$nmn3`QC9hmEdkSRe`*|oY?{Q~WO1*tbcpgsIu zQlS0hki0dLKx1&4K>LISI8;0>L$WX`4+OXl>7A32^-*~2uFI@Vji?t7{W<0%#;iRIg;WM z1Xy2O!T_&bak*DjT=ov3xCC`nS6uXt_P6miiR>z-)V2hHl#*raJV6$b5$rsBPgHH( zWq^ZL$n0hC@hMgJ396v1h)0O~$7lTaY(HoJmqFW4P60M(`{_S>u2ZEb`IfQJg9(G} z8$2r4*x?_qn|Z6;s@Gdr=#U_JYxwa+Bx7nXMqm-@+86cM`BP&9qXywVu8dDL1`OO* zaI>$6D$$e@g<5Bq0T8wi36da=tHz5_KNmnPbu=Ewl_8ID20kA^z_bEvL;?l@NQ@4^BVZ7KkqC$d z&Fa+6<(EFUl0E~y0)>F*l_8IjfENM?_^bkKL;?l@I5#=~kAOh{)=ofd7honan+wa# zziqOLN<8neLb{ig!H$u1?+qZ`RR!3HqzeMj8y$d0x*z~+CmpnwZpUoDxD4ecoEj?O z+@}iNepDIh80nS|pxX~Az(%B75P<(_bO0XRf&i?YZZ}_?LQ-2~qhHRlvfZtt($4o> zq24bj;~gXQE(TEVa|*B#sTTy`v!es>s22o4r`~GpakW1r)6G}$;n<1}FKfyfu*_*; zef?+7Ay%zvHV~(0I~T-SCAx;I1+%T2NktfYDU=Pld2w5=F_Ha+FM-&D@j~ z&c@XemX_~rT_7mz_Z5X;BeS1p>nsGY--;N0*D09%+f_;#Eg}JB5Gs;~AVd)T zgR7d6R%cQ(X%QQxlzTn4Q-AQJWccW!mgBH9Xbg^RqA^Z*8@=>csGaQLboMz!!a zbUonN06oC9wd%S+EEqbb}2nZV7D@l+O9(hFrE8ObG*iFhs(&)_=9cv>U%xG!*<9c(bXm8GAGOCkM!XABIb^UZn(_V2p&+l)JIMu*mmJGO-mHgxWf zF|hv;J+Pl1tQ6QE%@m51YbYCwr{ig}oH3DND3&f~O*2!7ClXdJmWXCE@mwxu<*bw$ zE5wUATyj&eVwqCL47q>%tr8I%5ZE7%^sq%bX!kNiVE-^vG7RKM3P})PeQ^l`ymp0T zT2)AH8$uxo>Zq=e=pF6v^&4*IL?FE$;;+g5@f6pmgzKvV6 zajCYyx8jBzT&LY?YFo^e>nm&MMVc?Jl}j~Xgz30JTLuI?fJ{yz2R~d$jds0SL>dUb9f-#+d>yS`N0^i-C)89`A`IRQ z7iCsy$}o#a%wQuUM5o&7QBsChuZ?Sn*bRj={cXMmy=4?y-3r^E>L$Xkki&spDsK7* zEyY6rr=PW6f8P&{*y-2b_k$tbM%&}-xI+1+LX43q?^$1dat)M!?kz|FaPKl4S2b_ zmAOXivelVFZZDi9p|Tky@aSHl^dgcAICY172!mynvxo@hb25V25#vaY#rGJ8l}<^SLn+=@Musb}%sI0H8vZts=1f%$Ir zJ^R>G596xcsZ*y<j@j zNEPC-Y&@GuaaZH%TrQPKh@K>(=|nuEb~TQ?u<>M+kq}R0;Si5IFXGKi9M@~0K^(hI zXOe~jF&<5)(@BBVBs}KvRFYqerQ`6K3#_ISsdy%uNGmTQ7i~6^PUNWNL=y0#&WpKZ zG@6U?5HiVJ7S&X8Bw`ty437)6X8=E*736@)9taU#O=dE=R5o@&^U7RjiR&x@mQYsO zpC^gLmPJ)wg_>{H$Fk_j=Fg!+p}>PJeM4IoKfBt&2E$v~vZ&%xta3lA$^NiKXCyO5 z5MX`L2~(ifZpJvInlbhdVa5pR=zt=o2U*_p?p63lrD#n%#!k z)}s4{sIN?hKUPSjs-0ovTE;}+Z4^KMnITLBVN3oh)Xs;=i{#*9`pT@a2z$yUvAaKt zTc!}P{6f!~W^EB6r&oQYQZLn)V3qXu3GkC<3Uy3_Z};3Zh#0v=BphK#m@T3e2++XqeG#K zD@?eVVx>|l9W}Fwq*;nZaj``apIPiv5^yaQ)2ZMzQRgKhHo%({j`T3qBxsQx!kaYA zlnetok{T8SSYHsr0IyvQn^o1Y+lNrYf;zgQ8up8PmxWzvU9kQhNM>$GWVHbwu1Fi@s`?T3?;Z98WG1w@L?D{R( zk{1@>EAfFoe)g$no-rOXjvqUB?(|6q6q!V2gKjb<_&i{6cTLRV7|1`05h+sqLo}b= zm1m5q?CYB+R`z!N4&>O(_bk1#G+p~LzWVYO{k~e#fAg_AQihinanuKn54!tA*fhZy zFkRWIKC@C~1p^-+F9tk+-#6bjh=CtcfCc#bP9x|0B6csF{9IUV#l#^`o~h$t)?hD9 zh<8TY<&3v!1&2Sa3~P*B^sQlV7^WkZOjDY?bM z;Tr*o%=EB<&KlzO-#pCsUF&Evjyr$vHO@SB?&M(uUSjY^sYQTIr=Bxa_--Kb$>FMi z9@6AF+3|awcFTru8YdtPU9Hb9r@mu(}2f@0^U7pf` zDUlkP@gOl>Mk!GBROK1QWr?~6kyR$)rPDl90|ILzdCsh{_)-M-aL^PcsGf6YG= z|7>Gs;=xbInfRv)dDdwrGB|A}{;>u)Tulq3VfY)GV%Pr{o@YCn$fl#YEIV)E1cgU5 z!QN4LRO7LX@Ny%eb|M4!w&H`0CgJi;XW3~pvURAphKa+ zgUz@@n~is@cCf+lRyG@}xD<=&b^`8h-ouADl8q_|us(&yZ=;H-i|HLhET%ynU2!pe zj5ZieI#!J=D`JmbH(uybIuYd3cK12RBx3WuXC-Hsf>2u5R7ATX%}_MHW|gV+utM-L zE~)V^th}V^MDD-Yu}94D25}BHnK`yt%sDn0J#t*u53}Jc8$}*uP0=lo13kRQjUk?M z1D_EfKIg?t4`i_SUg6kSH>@tJPSm~vb^5}RuuF#4 zQn;r$UheTMT@U}sAopBUfCX5({#Lo&5S9l74|gmCG9wNc`YWQI7w~P`u2d2HUYaow zuWW;MY%s>PhE~1I2^5^LVCRZr#}1~X!8klC=__GYB{tj`(vveY%si) zRaq66g3EtIqkUKy)kvyr5MZ6@bR9w-8(6ztD5Vo#hc12lG{)56;V_Z-QM9+FNuCy1Y zi>>yeb9w_Id%|}T5d^lT7dkVO0}Bxzs$?2()BZ*44}tX!ShPANxoG{KLgsK0IntuV z;53rIt^p2Tg2H$q{0)84+VTj(8njDroo5QqPwbb=mfGV`w5-pv44uTg(pmaQPbI@^tZ*-ER+)?Gs^TR|PwMWWu({_Wl}QnZ%a znJX3jTj6Ex20?q%5%%MIA93!y7w&!9sDd&%A0~cvjdmk1NZu~|{T~`!klwBU z3)qEc`Fy!NS$?Sro7a^})jPZ^R(e|b8!fnxF~(d@j~mr zcP-fYkUW5WQABD08!!y;<$Ops%t0a)K|ww^ao`@AoN-Xw#+6*i<~)c;4Tp4k8mMhT z#p)n-4RIa-fQUAeOb>`$b2KiySMPd}XoH8HC!E91DkHj275o;)i(l_R^9KU(`(6bY zxR0-ld;hlqE)|@p-Bfu_7gusS5EN-TaGP8ZPF9?epFW3(8>@4ftbJfN+}?(Cp{+U& z`_`>4PVAc{FbIrg^DgAfSC3GvP|3jEW1QWg z!iG0)3r07D(jbjC6n{sbQ=Lpt5Rn$)}K-Etxo6KPF(BYi$w0<8ZZtCM~Jz= z8jAe*>@on?AU}4vH&1->HwQI6b#!vAz39h0K42MxQV) z4u3;86CHPgo{%ykjqDO>k?jE)A#%}JRAlyu$C9adl+#Dx+6H9#NOG1BC!L3(hqR5Q zMMYA4i|`@x2@r8yY=x3!eN0pyXM6)43I!f)G8)=M_1{)I*kE`oo2Y^~?~gRj3tM?c z@~i{_)>%Gm0a&|!b6C}H?jAzF3F_#;LZa(8ud-*Q%c+|D2ier^yb>xfix>a|+ae6% zu<`WCSp!L%W{pSBI?46elfsHQ@At7kVpW?n@tK7>cK*GljT0K3Dp?W`YlOWUo_a?ebf+-S_O0{6nL;&Fti$yU+rLn;jOHOsJIl|@Vv$i>!OAP0oK`Y{A$P%RSkLb z5Nb$JM^{|P4j&`m02yg* z@b=YPtxE=C`pDqku@;c4okHUcX>5mw50zkKCl{Txuv7YA@5~CPH(~QRTzbu7y;pLh z0(*_dqPG*Bi6Auql6uRdqzgR&W7jm`^D$I-5Rq~~?S;GGI5zqHqVL$%D7{w=^na=F zh`O2#80c@&AgcDzfl_7K-*8~8`%}*_zv-6-mo0Tv(lGx|$qy^g@y60gL5$j0l>%WC zXQ=f&2r&Z;AGR8-Vm)7!`!<-?$7jFi%-b;CFJr9N_J(g@Km0n!o5AQCpmXf~BdK%T zrOd4Gm24!PgTZM!#{ms+xCRl%W#Mn=I)`TskLFUbWL%u&O(2tU3c0K)RWoes*+eYL zDX8g=M5JiubH^*&*GFhknaM{9AFSD^*a{`d`e-&DXBmMf#gLkZsvQkC#lPk%| zCj0bBHk7j!onw<8J?pY!LrT(sl*{%2g_!f``@S1A>@+6XqKsN+qD2kGzQSS9@IIbn*wiB9x)6?-^z+eA7u(de1}4*3Mfgsi1AwY#a>o>HsW z>sIS_1c%;nUr)2N)Zh9pvyQ#M(npt^xS4ym-f+X28pR|3|LnaBm?OzmCOYp&jmPuw zWBeLBr+UU!J#MKamFivHFw^tu@pRA7)3$rv9;#DPs!D1}DJxT5U2ewLusqyceINVb z0*se??e#7!4;zDFS>xTsi-E=L!i5Xwxxj_t+8>yE?_zVkd|t!l{wE?cG9xlW%9K>q z-7{)?R8nTdiHH*?PMkP#9w&OYZdxtau)20<7eC-=gs@lepU02ecuN}qe-1yVyr11p z1HW!}?ea#+L@a8&b#{9y5p; ztP6++hEcd($A5Wa@5YK%>TUwg%eN6W4o4`IK%BxRp4jpl0w^!h$ga~>rsU!*0FJ})}wx<@{Sn%Wy_C!QS3m&x{t6Q-*E;NZI z?u4l-tW7t&O7J~TPk>cyH|3f zTEpJ43s?Fa`u+aiZ5?wPGeoekT(0fiMGFBl-r5A=G-}P7yL7H%|LB{lo9m~I$BWuZtoU6&pePTR(9(TvMRGwJlcwF4tOBpwe3)^$b0)-$#I^>Ei(VeLp_mU(eF_t>%etsdo!s1t3aH0Nrt7 z{t*k$>}*`p52R(@$(HHQdOLJWHtM_iAC5-uc zez$isJ>=hK>)(x{_3xmM-v@iIf1WTD!zr zy2M(!#9Fw-pkHE;FEOZ>y7j*UVNrZpHU=geurWMM17TzMBl^b1;L?!T7=DF@#Kw@J zA+a&AD30h%i&L2g#*4}BAcDZ;yD|Hl@Q;%R>=!|jB+GG)Ap*8k3%oKAwIEul_ zMR-J!xp$*h>aa^lgqJ0I8qy(Gv0XsvY-9gyvb2p&0pH#_%aBn zE|0-i7{h#Q4EUC)S8hl~mU?PRLC_ef2RI9*Zjz0tu3 z(-j3j{B+%V*0Icz-D&CP>t?TnJYnLgG-E$2jdP4M_PWT7{gl+yh%*)i|MAhm2QwB0 zug+MS{j2_$v~vFnAD(J#wa-e9aOLDu<|`k9nO7#X zgn=(e-5MDK!M5fI)tyY=d4c4Y8;*+;oR)Z9Hdv21cAAu@n7Br&FpFA!u!QCC{Acx5dRwJ zY>=j@E-C(dw=~SwW|yu6dbi;G1)tW|{BHdQQZd|!50Afmh4>3oJ29!Bu4#`?pWu!D zcZs<5Y=R%up$8?IXc`Wou}`LbuTClM_tV3l+a85Pn79iCZ#TVX~a zx#7V`+~l>d^ToC>R9eE6G-AN4#Es1`3 zquBn%G^>)dP9zxqe*9YbejFE4W%!6e)8(2JTaR>9^=oOZe@O@wVH)ELe&8ni&S!0- zYIY1HG~2Z83Jc%?)rfypjuSGO{$ZbhQVn`_{HDfv06z+13ob+t$xIJ^_RO(~gbzGZ z?zZ0*Z3uhwxSEm{-7$$I#<+zSx+-TIh~Fi$O(Z>+4JDOu@`DiLr5s{WGDwh-5v(9@ zXebh1-mzDBDGtVqjG(e$)^I_@JF$GDOAZ;M&68l|&sN%g4I%Iksh$>z= zIMAyS3&~UKnT+wY-9{`-Ot80vpmD+qg2yGL=&G>QqfG9LXk1|d=NzbQXaT2w3(;y4 z(dOYF;+$?vB5wUYFp_A4#uU-UQkvBZD!LV*ub~xf!h%ffcZm84M4Q;E5ckD%6^z79 zzMDqQq{}c?w20pu(Z-+s??Pv^O~(rxiA9@lPdCu`)&`3X6FY_~iutD~C4I4>YaoN|@~iff);KIb zPiFs;XiO6B*cm4f@qAFEs1m9vFF`Al=47401b3}exC;x5e~eYL55i*UOMGYjLurxf z1&5J@MKq=ei@&Edn^^Qa{S>T+GUNL<#ms9TB?D34Yee_=ly7Ki%rYZ-*y_Rf6*_oq zfiUL80y;`5)sMB#kg}PSyGA}g#i1=zieAzi^k0Tl;-FV$#mnm3zXn^lK*tfZg?OQ! z9$9KjuoVw-zQ78`uj8qy$6%*v%-L-hHZcx1eAl)cW!RQjbI&kE>)d=cU&!X>E-V)3 zV3;!JsbBGM4pyR8#=@|EVoek2@qv5BHJq*-u96SEZ zQ(21WeqoklkuE&3gO7djN;I%kL?}Ct25^xTnmZq5oE$vFEn!)*-Z4J_4;_?_okDBC z=$HEkc+dGb!X*!ZO)+4UUzi;v!+0!sz17L1W!0VBuippnq(3!A61V zfU|R|S}OAOO+}_p;dH{IIMV^hYslC_ENEEeAx{|`JaF29E)re?I2c)LPzt-o18{Ak zK25WEg1aGWjy@g`-QlmoYui}Df({U2ISdC4$17R%B3*@v3Q;M!+9Dtg%BqHg*Wu}- z)0pUBaI5U{GW}R+yTDMSi}A_snhmKtnSe{2VzRpuiBERdv5G|!XU$J`SIgfoC%da- zO?Fpo<}ZfbRnmxkl}^3vq9A-C)*iaOi-MnoyNmA>tF?ovf0BGOl3Ww{C;zV~NANw- zsfWkO6%OjjfBZW28)cpP^$B$9(QXdZpnfAHNKcI}?)zOhbi%{ltmEJ(Tr-#-J=3q2 zaMV4=#7&shE9%wJ!AX?%>equBge}PUbj?q8?z%Q?Q}t!?q=?{Z3>NgKNI+)^ubFz9 ze5`SS!PD=tYY9r12tQu9dR1$$`tU*B#srbGc-675vj2e=Ps^+;pgs~ zXztiV(5;@IyA(?fOUg91Y8B-2_FdPES$M9yTL*c#ZL>v-6o+ZPj``wksLOB<;7jv( zT0-p@=ka{ZJibk8Y{YqtYe1bx-S!z5VMK3$AG_QmY+ZF`G(j2O7KrQPmb*iH8;^J= zc0Xv3R}st`7r;ad%u=b+E!W_+$b!bOfZ_DUYT4b*Eki zJ58Gs^>m~O9V7Kzh@qZ=7%u?>&}@N0A~!IQ&Eib(>vm>>xXmU63sZFlg;yioMTJ)y zm@vY25DRAE*%9TSwMjSjW{_~uizs+xv=(Kz(f9R1=16X%@9zUxC)dWU5N{h44suVv zCuWx9QTUFdukVLbiKOKEGD)Rb&R%DQUqx(ZRgzL0=)Ka+aBrDRvq8ZmxVMZcJEEeL z?^Dxk1U@yfu@ttR<42sRpUVh7J+FPpcz3r3>DhOf7NqR!FFks_Q!OY{;7{}+l#wX# zXZiphi2}bRh63eLbW7@_%9AIb89k~I{zy;8HSnX-Xkt8)c9>rg*vvWX?pGX3foKT0KFz!hyF{hhFgMRK zp`8qZt=9P(0wPglA+aTR^Ziq8n-Af3pwZktY7VF%vJ3!e>3kAXJZl z3S-bL`Rk86gAXn)vBE#U{K$J%Je5h^l+i8|&k$=b;Mj3<99es#+cNd;_Z-o@l|?B} zJ5?5Fbz=jUixky(V?&5k6mo_6+)80-MxM68#U;vq z;~RiS(nu=f)FN|FjF&@m`g(Lo+jy+%qLQ|fy~k9f#h{?% zN6KX(PhgD|ghmiqU;dPBR+w!wJJrg|RDCHe%6}q}ioD$nAyNdQ-uG@qmA7w~8iPoo zV_C^fXM5l6Z8tn(2JJTO$`rC4!}OzF$-=S%(XO2Hvol+++jdsx<`4=nyNQ62-4arI zb(m!sBt2M(%sGgF*t*a#OLL@wf`ZVQYr;lu?%bv`_l()HnN6D@ri33^ttlF){PR6cg zn7!3SR+5Y#ASJm-w%o|Tu5h!pYBZtuY*=gT{qs|O02+E2uHDuGAnHYTLbb_S(r>*( z7IuE!^*J^;3=)AZF-U|(VRl0KX?_cGcv_5fnuflPQ<&)?VI6~JwGU56;j_{-c+@zu zK8Ftv9rXJhWb1kY*i&CTLK+aGfx~-pX1SqNa1H5Rf|1lQp{EL=~EA#I(F)9k3>p8_4J9yV_%?S6lE`;i$L;o z6ss>N`GNZEIFQgW0cS^j^K7kAE7!E@lfV0GN+2EJhGq%tmNrj8hkZt)IGLeleTRuV6T8$Hy^s zgpK4=x0ugI(5IWag(bDWkwGu5WTTXgsVlB5FGmXJi`fX-H%E?#VN`5hdYTeXDQ5qS*5-~@0Z5Fe|`NiCF zgha5yB3Q$-`RJC44MqhzzNsrlm`R_hTP|c5bA`oRWaL9k9fm~GIHcJ*CeG3q65*xu z^F*>|w)+#wo=zeY$)1GtiDXX)m5F43M7L2*B>TcdvggP7iDa+v%ZX$kkwg2dLKY%2 zY9H}%BH1$~+C;L~NcPg@SC1|T*p0M&eW1ND^=_m;2Hn5LOXeoZ%4E8`TX#hqWIjwG zW0^6*rL^tFUk-;aqi-dZ`rMX_{92yX6$?Hj<|E)pXQP7io-lAs3B$lKwTlN1$`%4wjDRCOf(kCrLsjtJ z(J%=dR|N=gRD|Ctv9k?+J@cqx@T&>@@NXmNtA7Du7~;wSPyI^R1DC*l=z@R&3$6sH zviFZ}132nKqU*roKyjfc6rlr)1C^{ZT=_PzIIvWh7Yd(2#bvF{gkj-+Yr?SDjp>A8 zO&FHP->xWzB?+THqLtD#1~YqO9vRr}{7ZC5D+v#jNb5za9*UJdKonIi@cQ``^ah(n z$^tzXyZFlbgP@X~bJ-A>K!I&j}?bejlc&wX#nE=cu5SAoG>E*&^&0sXEty(6142A1=m z{P+l_jERp}y)&LABf=}S5$qOTjBS|B!#$Y=Dd8TiFwL%--G;k?=d;BEvpzgCbHaw7 z%gl2qh{su^I!AVyS*P|M>oCQws#FguripvnQrOn;uP`P1U~Bl<&-=E9UzBJ-&%H*n zHDt{xwuXO^u;JmC_-*nMzbU~IkL#$q#8qC@dpV-RRWg)3Awz3+S2cKM??bl6{T%b2 zjI#nB!Or=vV^5aGjna?qV9*H5?`kzA8hSc>e=VQ!! z2?38vSd|f=5gTJAw+I4$FJ=lKmKxJD*FN6PLC}x52EIXQAbHS_S3d?P&P|HtK|D(Y z#F112JzXIQqwkXXFh-32ehfzciPYGL7>#RSc#Pilbk}WA#P$jz)0SO$?a9cDc`xD7 zk%l%#JpMrp9@|o5BjPcxf#LCZ_ailg4yu*9ghJ#WGTWAn$hZO$Ccj%6+!!(WhcTG^ zE~&8*F&Wpu2$*~fVN%Keo6E@*YDvLlOaTd#|3Vtv7%}-rF_`>crN&0YWLyI(Cev(q zeZsTEG3LnDr=APn_>@I)SNwXla^q%833bVi{+Tzlz{W}SfW1O`=j+wQ{ zNXOu!c7Lau6&Ts5Scvy);Z$~JM%wNR1eW&UsP)41b>1cBuS?US zr|*%DTC6$csP$_~!}=4pZtnColxxr4U9g5-T3%S0&lPja#l^*Wr2drTv*>$?cK;vh zE4yKqN1{d7-YE5gS^H~rNZWXIG* z-nNa5JsmeVfO3XD3;=1F-229{p38%C+*gi)T`Bw{f{!trq`6w@15~&8`kV+4p&Oh-{=YGEC6B<@8rr`<_M$}jeeFrn6l@&BYMG%01g2|T5iijq~d1jv;zVN;u z*^eHg8MTKJEuE9FFVoTx3q7Evuf{C&Evc~)X(_G&m6p=1hCZjIII@jwFzSZ8b&OM- zpff00=ukk@k;xO4vFy(vO$vkBvJnA5-WV8}Q3Nw0NN=;?A<_7L<8<3?yQ7}F_ODrq zj=n>h+A-46-^I|;Al#q66{+@)wTw-Rxw}(fP#_)Q;9RI_YGs;%rcFAA7S!()MgU>v zSY8%}X`7N3VmagPvtrBy(?_A9?HObCtaQ?2PiGIFJxFY%2F*Qy6BzcK_>4DAXpB8? znip!#Zj%S~7GeOuKt5Uq5qO|w&Bw+Gai--gHJY&`4uBqLao zCto}_9>l!xz7Hy>!D-)^mABUq^r4E#t;Q?k@G6Tc@kJy;{O5g|9D<<*_Z?r0Aw+q6 zzU1u++3DM>TlvGahA{#WTUV2RG;qiVDv3SK_{nZ{3%@ zH_}Y~%y_9f*ru<0cY?E%PQ}tEa*nEFAzhb0p*&5O!A$1BM~ zJ|FSQxIarf$oO^!E8}Dw@>TXH3hn83)sd8OaSf|PuiK)ASH|5bE8}iSpp1*_sJhju z9qrvEM5l~z;-XsM1VwNx2oE?~u?W*m*xJ=7Up)&M zjT=V$%o;f0*+_!BL#GO}v2E@+aw5qb zL``&#&H!PEY*=i>6$>eK5%bHnaH8>s&*CRSed+5&JZlOI`V$sXjVvpGgg`UNB%%pg zIkk)dtxCN;oH@oI0HrG!i%$E9Ouw*}$bmeH5l)9pN*>#W0WpT^k zY<6muES&r;_i=oqGfnQol2t7is`*N_n$O80@KRTnF#IdSVYq(3KFY>u*!?Uzq@CXQ zU45YR@R_uOjBjVK^dM6ymmU(6OP{^5Hzk>aY#sHDBfbiEgy(l>>wm}H628Xqtw z*TeH~w|)#I>OTN*&+pcM5P#SMr~V;)?Y(PmqtvZ6Ds%NNlKohn4eNqc?z+}oWog-3 zUO+TetFlzem6nigqy(G0^5Q~iK3^%gtAp%f(W@SjaDx zs@XR55#D9P|4fa3nR@XBe^%ZavH}`@>U+21K)-3th1v?Dti0g2#n-Xe3!#P3i7Jsr zdf)nEoavMEp0SY2UBG|*E+cO|bis0zb(x^Nv=skQ+eeMSxi^A*!07%S9U6W<;x(Z9 ziO>nRvBW%{rKoFiBtbro2dKi9uHoSY`B%t-{8R!#KCYvxAg^|`cMDS&kbY5Be1_lj zNv;y785}|1dCxIu-Jq#M?pY*vHXR54xlw-@Z7FF1t{C7-!UcU~jZUBqJz0dfFL(~; zev49LQEh1N?80*Prcn>iZq`889Lh5a<1Mc$&pj%45v@1T zkMnc|EcGO$u+_96$<8lvR7f=XxI{K1(`ay^d@2cz>h{V$qKm53dYz|rv^yP(Vii<$ zhxmR4IZF6KIs=UC!;!so#y_&3mZm_zL5_4}XU!=r<84aAdeKEUPx>0_G$qqLzK43m z&S!FewMf|;ktLX$ZFET6c)V0U@buuO9b|kvgGCk@hn%|Kt<1Sb6s(UVvcxs45}PUs zjIMipl`OK{mOx~Q>*&CZ^!O>VBEnG%VD)F?Vy0|%5DA6+>*%g2>)IPEqRK4t zaqS$Y`;LQCt#;Onr^2Vjn%(RioQiB4cqmH=d*57m+xZWeoqgDLzU{~SZRgVxIp~?( zNZSr;PT6+;t@ozl$$Q#eg5^Owi9UZvwTznW; z1I(tRV#79t4pQW)!uA;dgheKaI5&#j9-=2Nyl;2(UPz1fw)@66}$yC}BrlNyWB zW}JQp8HST(RikzeUK=1@xYTgNaCkr1-HxnDV16FB=&N=c%o@C7A%X#29k!U)nCC%Z zx{5sZ&XJp8u@7P!lCWEl20TXL>|Z6pu5P1EA)IXp#m!-Z31hGarkKTK7yQhl^yvkz zW7*-o!W%(!4`v1K!yt>{z9AF#yfr>KeCv7)bF&Yk*(cw4gLjj0R3Zkw7%-A(#+p+^ zvu{)y)(cuXiqY3lMYAQ(oIIB;=8G!}`C{=9oGFogeqnKOd6B-)=kXO$jp=(14-1I6 zuEx$78j7^~EE+cx|75IaQNK6hUqAsRbV%EHyjV6+{M$%7$oO^!i+?f>`5JncLRotv z{>3${lC-*SkFIxkoh<&{o*&BO@6m@~Rcy^vj4jxZFb%kI)?=z?ajDPaPBBr= z*|N7;ELO58hLi}+I&)*B&CfsMdR~C9WI(Y=g~7_sd%M!q$y-yzdGBVgM}9M0UKCHI zRrf=E0PE-@?)J{R2@YKJKKm#*slwXiQ9z<#A@?3kfjFt}GB_D2Iuh&C_dxcH>$^%C zY6HEgU>}X#qsj03+@!_HVIxSGw?0#A!|1$aDPcQ9&n1k0X1vr8$d|v}h*HD9ml}(a zFaPx^IAWV5S#Cj%2T>8xJxqs1>TTPOQ$s#8vsTV5_J2$eHaN&*^)H}qi-e42PJR+gX@Op(O9RrJ8 zEN4#6S52>_ng0!GGUT;11Rn_2(hDC*Kl7&_x%QfCyve~4Av_tzw%wX>X|hdBKTS3a z6XEGiHkw#}No_A{3g<1b{QWkV4gr4ff-?C=b9x~_D?1XYh{eMzAGPS@z9U!OjQ?w&wG!Ek?~cxkyf4QU zke23O^l5I0r5S9||7Xn7l*i_8(br~^V?f;)ec>+A&KuXIf&0YrL#-XC)D9U9788+c z(18Act|ry&3|;mj{c*l?aeDVP7Bbgay3xi!l=x!OqC1 z!qcw>oA9*&xY+5hNni|zu<5X(M^8TVj>n!p`3NZ+o;~%phfbcFd2VWo6=GX0zb6t| z&2U{rR^qb(6hzoR&A1r5Qpz^$@)=PZu6x{z(0OiZM_(u$=8=FAV+^3ZR|igCEDTUu zyc1N>{Dd(op^C2xe)zm&dS4VcU-`7JzkHV@Qt3%=!j!SNKa_FZ3qEDcC!C;>D1$YpP)1H^Sg)wl zG4Vb#@ex?>ANtm|~y)1MEWUj=R&ajvR2#K|XD{;Dc5tQ>!54)kP$Wu{+ob z8;B9H_IykUoP{p7kzocB=c-VrjcO~dxwy=P1dFVN?xI+IMuI(*2V0A)07%-*Y zeBp>de)2#ss}HkN-8@8wn5=<-AT~BUv=|rRw4d3sJQM&W7c$-?=GJHwz}NPwu~nQ|Z@hQTOV9jNB2%hhTu-Xe4vbOTgPT_K8LGZ9P#UkM(8bj(Vv>xj8Z*Ln z6COHtW3{|xAt+1by?y#9p$dK%?F(UaF`5rBW_DdW772-Zkz(ot>i&i4*alVV!U;M7 z9`rqkV*k|81n?AxF#agZAfY}n_Us2RueBU5;> z3bM^q&1S8Ea}#3m*-jfyY-{=j;SZNaR{={Vi*&ZfXjWD{bLL|VczTvNW|AIzEG=dq zNomB8M4N> zK(G7E9PgrWQEc#pIF7wajn)byV4m7;jcwO#cEFpxO*=}8T;lK+LMGUCK|=mR-b?Jn z^h_)hX1$I8l>Pckq+wi)sUwElce;HNQwJ=K4EakeC^gsWUF_7=9VWXm(PGe$Q;)*I0~O^QX8)ttXJ@L@>vV5oW#HzrsEERjZmu{cPQv&tENB~B3qv>lChgr$@n^I zu>rCjfxY7#(%;8&kcf*|R5@bu{5$wbtjz8&U%_suV$5cwKXZ6A&4mR1soUe&*0=3R ztR=fq2@WB(7G0`kO6)AczKRW+v6Md8VQmJdG2>#wbBNb*+KkvS&bT=Dpy4_7;*R7j zPeKVV)-1wkI%jbyftXom&v2>WIpd-s7;Fpi0N0G?&l*UPWRz^%1-miZ6cI98c5vH* zke}Lm#(n-Rr^`U#E^M3b*YLMxVXLR>jk7_Svj&U3kGqc0g$;=;@PVgmJ=o>*^qQXF zk7BsHtKm8ZshjAv)5g``1;|X;NjiY1_#6CiNh@t-Z z^*MelU&ovpwaVe?$nkud2MlI!T)Q2R%k&XeiAA91Z|M{(HHRWNmJ4Tq}4q4Fl^|e zcJL@65EdV0;6&ihZ!O3nfu@av+b^Iw504N7lcx*a~cGrQ7!j>xT zJ1uaNb6I1()G_9cJl!%LuencjOWaH*u0Go7w)}fszQ#pgT$syHVpO{DWIbvl5CHeg zZSVh5LX3~S5hJw<%dPGe9TUbV7Yo9 zqiKU0djOD^gRxVt7Mr&bXjnvo;SMGBY zBO5PWP7|7mrHALfy0^w)6HAYC8F7EKx2T?2dPsuWxXp(rmLB9`u}`!-vGib}1@@L< zyo4-0C{oJzec*b8WWqlR?!odbzKtS@uwc1zoDpr98!uSy$Mh*aZ-OfUrfzrZuKEoq zRlgA*UR2Ky({I-9$+Ydp$FB{?$^GaXL_0xl$EUUJ=wqfR!HrLU8aRubRcFEuPzX{L zBU{J$K2fzYT%AxumKU{!1N&C06a4Z|0r7r8)Q+V1LS>Bwr>^(4V@Sep2Vy}^OLW&Y2(^izakk@QkOw2=~w#Wk!3xYCVv_|Ru>l0%=} zks$P0Tt_3J&u+L;ik{V*LDGpbg0R+FI^C zA`40dF?F9UQ<&V@gNF=kgnpev#Vx{Ab%lXJ>k0-uQTqq2DjwlHQ_#8uZKn!aC+15W-v?UIMTXedlvy+o)-KbHA`GzhF=$=iZh)%y zIA~oVS+KUq+6e;djU#AX!d@`lf2<*KWaH)CKg3TKM@vBzdqZ9`kI^gVsfR?6I^|R`3FfY=pR{LF+`D zj0OiX;vv_KODCc+i$_-i< z-&GaGdmOYbz7wnC30kKCKBk~`8tCbQ)(IeT5TL-9=L!f~C;G^R1pcYpJ>#nGvbz*|X5wuPThBHo6W`wY0+98K&hx|Zks?I3xl7W}?6-i#rNN79b z8Bd=#Hj~D%WuRgnNY_aI5C+~Q^@9`KDG6}FqrMjfeV|I0Pd?n_H&A^b4`CMB2by%v z;rBDey;UF3!EKfgH{q35ADDwIxAnB^oG<&`;9Ag0K))A3K)+ndP!)Mp2s?^gPDAer zHx>&$F!~Oq|MQn?(o25<&HoZWop57Bt8LpI?Ek3)r25zte*?7c1vidHYLP95uRtUC zd_FA~LWNgk-cSXX}weOqXZ%i1)ooiU-|5vkgPAK-%mcRM+#LKcF%|rUejYZ zV9|j(;%Y#2T7Q)M2%$$~bt|b+9Sh~^U>Iq=Q}QDOB2_G+Q=?g_e{~=@tw&0Jgy5s` z8o1PWjt6sfpgXN^N`8beq*29WYE(x-Toq_8q}8BNg<&^C**zgOiskBk&>I%2W$nS` zlsgJ()dW;wSX4vDof^MPFRqmT$H>%{K#N>7$7 z=4)biYQd`>&KuswzG_Tg_GHOoawHSkiQOr)w1sWMpk&GM_*`vPjr4OIjosM`DFN}QrFTsWO5Lfd)5b-yFHtJoy0O@}T zKo5O+?}HM51DJzu^CxzvFRetUjnETZalF&4RnFyjz>AMJ2fHmbtZPFrV|ZZ?`cYa97Mf1 zGO;^77_+YgjCu&+HmE$REE_-?T67IS43bo}_q*~%`ITs9Ke0PCUAwcl5n;)U)ZJ-Y zho{S1xGO8!7p9FP>->5PDp-~uL)_G`%sUgi(~KJTW!k7!VlXwaJ9YLY;yjs=rlaAB z-6=v2hLg<_lSxR`6T8zr=ExJfQ<<0UF}f#qr?q{EJU_8J-M35%FH*ZxDfI7eQE*ij z$6pS;s*UeDra1n;k+$8zVX$N4`2S~ZJNhuPN_64VpSmtCj=vm*05RlM58=3T^NjBb zJ98*O5SZa|1^C)j@pm>&@&HlG|H5krT3(EFcm?lh=>_~QiNCCGo(cl}ig?GwOo6ED ze_=2rO$6lws5x$@R_eMnyLHrVlBEhxkO{TeeA@h|0e}|g;*h*+l$wCL6irbO17mgu z@mf&Y57i=DnNKJ=Tb@wzRZ7XyzV%mHzP_(H9D?xZUqpwro95unD>jFNe)H1hHTe1s z*Ie`5Zv7wlpMPY366A1@_kJGl{Z|RYd!54}u3se z2CpLlAzQ7vv!^%Q4z6hq89V&TL5Y?3`V|c433%gyeaRD0c!!@S;Pq%Q3Ehm8CxA7l z&NXp@& zn7h@noGrUiF=lhwVj*W7fd^ADmphm>p0zB)u^PyvRBPFtn!B^XywNOY!+=-2^20`3`wpEF%bjT?5spoBe zYE>hLIvBDM+`A)9K_CKUr(XEbNB-NVzDG_4WmGKJDwBxB`qi>sujOvJY*`hn!bWR0 z8pdYF?zUO_68cs32I+MlI0s${-3-B=IL8LuGOP=2GyzaZeZsI#YogZLG%BWR8ng5H zMdQ3<%;yivxG?6~fExC;mjs03H?0{=HP3q0u^QHSdWfNY`_I$Rn0&>jqgJh1xGsRG zU^%PC#hGe;W)+iLSXx@j=Zf?5OYf2#4-%kS6(YM{$&U&^B5sDP2SZfeDi)Pe~3axsche zRopG$W6eHqb%3w!RfFFltugy_7UkZtUCHpE??F1(TG2kYJ=j;*+7PnUOVA*qeQu4!*Hxnf!ETnq+lT%; zsJw#|+`bTe99-M7IPbt?kDII-8Tt`fI&HI3fuKmss%<+p5>rMi95Q0W4{wX|yL{!QbP+?6x~ighk5jtDcVbK_T{OVQl+r~5 zJ)LW<0CEMVbP;{zLIVHP?QvsG=_0or2>J1oO%ms zec!0Uu&DRB^(2`LXNiFb8W?ZDq~WN+P_3Tb^Mslu>GKKhc%GgCrQ;jI{odg%R>{D2Joe z6s^>s?WZTZ3J85ZZP+oYFf5_REB#VWK|GkNg4E~JChVXJ!=gK?3r&scD2S^A&1sc( z^CKwjn2G8$9jj6+!+$6>iskBk&>Pk~Bsl%<(@r^`R=GeGhNbAsl!9hrCp(4|Gzn}~ z_bdfXg0?4ivi;2c;>>j?cCv2AZmcrT8LRSMrfrzVgY-<8lf#P;{(a}Iev~$`lfCj% z&7iJk04Zg5TR%Bx1w6g2VpOPPX30GZgy_TwMQ{qDq0wrWC?>^aE686HmZH8|D7 z37!1Io%U9(bpgIbEeI9lc3rMrnJH)l^-t_%Cn;#SApPRiz`xT8OprWVgNJBF==>I$!J9t)|s-4;cvcVLBH0 zSEox1t>zeI3n4RH+d!<5ZN}oBICcCf6o6vFK^4fKV0{!-q|6Y<$&3&R|}j6mar~+lKe(8Pl^rr8VH=SSUs_mJ>vNaTrHe%Vkf)zd2uFovi9aC zPZEMHhh6(=3`2^@olklAahyf_m(S&!s-*t2w0J+YH*MugLSBJ_!! zEYAnIU+A9L$?iwW95Q=N#l9zYvco1ddy(47N!I3*^ck8Z5 zyxb3?77xgOEN#2-0eWw3)|%D^t%u!uY|5O+wC!jksz(B zo@qH*&s_PkfPZf}Rh77M+r2A;eErD96Gr zufyyl$+7V8d;J7GKR~N7L1L$o67;axq=Y0u$rY{uP9=9JJw<6o zCWF=g+K=k`tt8wp(UbHzcu}n?9Zd@S=n5pgT}_TlK#>Xd#6NK%K= z|CqoTS(s0R^t5=ENGtS1zzIE*mU6-$FM2rrR+#>sK#RVJx?IC0C)JI9=;` z#jMkSiZO)wf4c7iM8b~ficR2LnS4FWEhJVgCTvd_yWFh&%L!l6gnoz~g`P<=NWvch zoR{{MnvC`Euf4@kxFwYX>xfPCNLN6jT@`A$MFA=NuwMoF-4NA7T^^!#xSN{lI-aXv z4+4-}RkQE_NAo6tqbZ=TD!tibINEg{M()V-90n!^6n-eT(C?S1F3*p498$4xlLAoq zq1v)kTmBJDtAHdG2+_8(0(EZ$99@C^fD^`s=ur5fiX#2HA*zQ)uBja=(XS^-YD=J` zAK@`+AW3tb=!XE5sB~%$m23rs+8(VxgUCPB(0-6@X!^vsLeCO*K`IsxM;cd{PUMqD zXj>3)LeC@?FSVLr-jf_tq;7_O1f5AuFH+B5RB%FsBE}VZrp!;GH+u_5rn`Q>Qciua zs-@YMeu$xkU`quO{u>)&arr=K+qAbrbv0uZ1Q_Ckk3 z0Y_Irni1tkxZ?s)_@PohQ5yn~R65}>L&XG~&@(+g^>4-wM;e#(Lq?sh-(&BPt|2{6 zq&H*lPk39F@DqL!{vH}Yg3f4a?(LXDU6dM1_#?rv616ZqoaYW173R!tm+Dp-?k3;o z-gNCX^soM>H(YbgbG!Bb3x7^e%*lm~vu;9C&p}w02(t(QDEv^~`K}uBk{u4j$aFYN zxUmR0{V=3|C#vhaA-xH6mf*X95`3gOgmU6-$FM2rr zR+#>sK#RVJx?IC0C)FqB-AYV5E*b0LUuhww>ruERb@S2@o9L0QfJD10)NqRe zQutxN3i7)ls)xEfMD1`lHPv;(Ghmkw- zJcoga0fisRE%f^(s>}1E9fwpb+@t^$eyFxA)s}w*lP4fa1wyo~tU%ox0Y_J0Kj4J1 zAvzR(sG>;!Ziwokk!xy)O7!bVlG+j|=|^}>8c5PyC;A}(B`Pg3CF#eN0cQ~TOM{e< ztNS6wr7N%>LNhD66nZ8Rm_n4gVoBg=s84F{>VT7;4#c?9SCw}( z0jS>u>)&ar>!wwj8|jAzkiKQ9w)8`QO4th>3I!Zp0ckNRKf)asfWi-z@`>6IfTYq1 zhZ!m+;Dnw@C`|Zc>~N%UNk3%N>H0nP4(S@YTnGwp%MyOVFT&qL14w`zO-*UE3BZIJ zm8wcVUOaFj=Hyb~_0J6%c>R8Ts;f}$f=^tZI(NaZphMcI@A1hJ!uhUZ6L)+z?I7dZ zk@9CO$K}tEgV*!?8EPbXUH*)b5_iNktR`d7H9UOcjstSyj=K{i?uhHCnz%#lXzy0a z!qKR;EN9oOe~tS<@YE{utAF6H{*nFR$xXJN<7owcyK%!cbtPNH>}%yT8TCI$#e?6v z`~2=~{ZH_9>!{~&FcfjYljOzAJWTYN}#YDL=+W%i1*E+IegC!a*Z*#3FMc{mfP*L9OG1{ zYaKFbSu2Y~8MVz#tK;Bj)i7H-hMx??>{x~mD~q}eMu!2Qa%|-wsyWQK5BBh;S957Bie8_0ohM)hg_8yGY zZeAluZ%wppoQe_1thu|+Di^I3p)MdEqmVhP|jJ9f8KL5r+~?X8+?#a3^a zC95F=*w|nX(Y-8E!^TmvI~AY+kJeo4f}1fLwawP5QAT1UG!lmfeJ3->qGNBb zmMr8{wFser(Q;Rf=@-8LQ`2kJhHc_U!>YP|53!YO;ZZJISU|Tt^c+}Rq5lon_LhC# z>V$eQU`oCDf{ehkA+NIfMv5UOYak#9o|c``PF-x87cyIxhXSDFLdKiK+!~Dn_}X4I zwrZ7%)sp6hVK7Qo2dcU1a@>_zgph1kRPb>-adVlP*up~+84s;Vl*FM%e5u^1wO5S}1k%}j`+^br z@1XMT5WNgO4zBqN2aiDuoO(0#BOnBC=>*Jgt!+Cs68}~Wv*g%~F4(ZoH&HW=*+r)C zVijbYshZ7N1H89sw``|vmaR4Yg7Ak+qpN@=TNQ7Q(X6a^=B)DcEOE>vJ@!~y%s!NW zblPSIb7nO%*s+?ct7a9OLYT2n3;fZ(;|<8)cWA)Ca;;))BDos)zjYyloe)ed->>J4 zTn94ZA=iRqb!ui~HMB$ct9Uw&I=m4P$3?H@@#uC@8zh|rF8s}xS6%>q-jk`dD%J&h z-Dl=_7mbTzgD1ps>{V*CRu}+a0sr z2KN^mAlnhxJI*2feJlrwxQIoSBPP$kgP+98?Edl5Qo%Rp!X@P&HOJ{%&RikCw6I`2I4AHDp49L-W4J<}`DN4D zvDzI-O^pVzj}RYXsDFNajvvd{F{ehYa(Fs&JfAkoSlSMIOG4 zt@E{x-J(R~hm1C8%CSIcoi33cQYM$JMuSM#*|N78F+OqX_){nVP!6gv&8h)XbvxLm zS%H@AT3Ar$vc`I;W6T|Sx@A0GbD!vz4r%M7oo>rt8Jx^TU);`)0WAV)V0e$(z=*L8 z8aG;{^EGSR>aaDiK36)j4mv)s5{FaF)M!!$b6V(qNYu?AGE#i%zh+{vP24935W5Q~lzX84oXUNANM01%-mBF)G{ zF~fUIYzt|L4HbeBh3SJ+Xg^}}S!rrw^DFKzryj_dJzg80@HpOdS?6~#?fjy`u=9({ zxztn3F7&jBjG~r3k*<9w>VHz+PSpS5J0I@|A(-eutrOo5L)xQ>`rp5`>2v!abiv_$ zV50t)1V3>N!uCh?u7q!z!|8B&-9&RRzP3eksxTX9KPKvbcJr!Uti|hjChC82QW|9~ zOw|9I6ZL<@^urSaNC2Ox|ASkqeB4FQMEyTe|C7zmMEwu5(v}rgi_;ClMEx%e>O8JG zQU6cW{}c7UHBtXh?%epDTU1#&QU8vj_;#B`jE)I_j z>EiG)y+h?qxMyve?(WuI^&3#Ceq-Qz_+k3}OWcAZEfQ5HqpX4>K@)mPJN!ioEAGYVx%Z6O znK*Foc_%ug^(`8_0Aihq^$S4tTa{f^>ymeBZ?H45>>|ZipX#rqYjPxK;<$$Iq^S-0 zj_Mj7-kJCT*_rqi37m=JIvR0uy+QWd>ba+2-qx~fusNz)Cj3re*#jFnxW81GC!Fu* zX`DA3Fjre+7DP5|;yR8&ya2{!aE>Aa|MT!wg~4Na%YZS__7+U70LZ$~hV8TgmQ5AW zNX2x`tjrTGPZy-6+LPvUWXI#{X@6jjeVxBe;CQUg$v4a%1!}9^#(l;^KyTnhi#hQo z2^g;76|58k_g`;{va&C2Z)9i^rarV+m~sI{kg@38x;9E2+#c4`ggqs#PEK6SRRY*-OfBtLq#QCD0Sob z-7~7+`U8rezGgFt=jS&$z*O1Vt*;Q2UG$1}q3_4vw_a2K0rscs2|0gw14?`lk51Ho zkbT}u4}J(=J@?K7khV_L$;tji{ll!pN7(1TV4ojlpZ^k{^?yYlKa7vJUR(bW{^wug z&x!hvvdf`M5C-M3I`djdR>x1=A;79$Z=;Np9 zjHiJIv!rCAHvs5 z_1~cK*VZ%a$9?p6nm!J&-}mG5{q-z;-)bU&Lj8Y3=@a$e#3v+<{~doY^}Rc`;TKkh zqpX{uZwT7(yLc0F;O$+%SX_}AHhaRk0^f&!<^I8b=Fyg7mtXz!Xg(nMZmD-y&_mdU z!+R{IkJrx2J;d*D|9&?~|6`B3N9p5PoIdK$(8nG3;^SrX@wzwR;~x5$H}H|8k2l_jkJr=3&(p`x(Z}CY zq>Hc7$HxiikF%!#G1S;4*3c!^$R*amB?kNw1AK`Ay~F@sV!$pjK$p5qd?g0LI?K2t z>+I)=xv8v-eStS!Y=w6zXi9q?m5~IzWAX zw|)cva})l6j&I?Arud(i@jox;f9~Xe?#3Uil2_25YwEAWpZY!ccpfBja<~3^dfl!0+dGv68-UJz)IN4bnOh;Zah=O)=O;@HU4mtIv8NL(X!` z>Sqv7(-a|8W?7Qk-ff}s9)ZvD6?p9f=n?Db*9l=19YI7+so$f>d^dYd$!kVDmG=8v z`v6X}^LU%et9{AH-`INJG`D3ptvQ&x;|^mEYyI4u*FEvKVwat{4d1HWnPUjs@Jelv zA^HYKSGLyPX_a>4P=Z;bJi)z}N$8b^+7E~7PT%h^;|-NIMkWOML#^LKxco9b{{QaB zhnOz(O%VZ4&s=-WH4j0^Binxyw)rxNz|qD(_B(K>A@@YM_|7_(Wt=$+_lR0~qf2fJ z93N+&n?0MIi$2Ebo%{xvA^%zD9CKzl%b}bdfa0^L8W1eP$KVRCX&HPLj2W|BhTnwU zab_U(;~=n!!vP6j27kf48K`^!A{dU@Xxi{&07yi-!I@zPNWeLxX}Mc=#UY0ruN9sT z+7X8dZ;jj)L7Ti%ruz`|NGs*RK7dDBDX;WIz<_+@G5Dl??+fqyK|Nulz``G}h0=zz z6ByIR1sp|oKd>7T2?AF4XGF|-(5m#lcUOei1glYbQJ#S0IhUZr<6HHu#S8bhVx}r~6X8{MPxR;qTrM{) zcenSd*!92LyNOjO@3IZ8hYg@gzAd};)96<3HvGi#y-_RI+}-zkOl_SyOr1NPlqzov zahVh}sM5*J9)l8u#Hd3&m1v?7#j4m0_hlvC#JT7Q!+p~L1}vjtU}*_G@4ejUxgI1j z0&aw$BE^>zPo=T`v&%i!BRrl|Xm@d9de)0^wGs^&D@I7}r}Q?P>|04#u{*Lt+ouF$p#BEwoJ1lj2bWo|<$UW453zHJfk% z6(S86S%(E8Vdc}~o#6m0uZ~D31F`bS$0!)VA;UUvk&mn0-P|HwaT6$lkPl%O_;H0? z3$3!n6`eqq7f&$|96g){f@KZ<=0cjx8juDXHjY=2CrJQh3e&S~cDOo=$UxAoBGO6) zVHGh&q*3iyn>Dy9Gj+8mu0oC#GvW!E4~;wmd0~I9&+LpOl>Sy9z$0yiuZc{%JO*DV zUGS+s)eMb*otyaN${VErP+Af%TyEUFB@F>eU6*k^MjjWP*2rqsMgB`3Cbf6Jw~W0b zJT1;nb!w_pg&#knGC1(^-`J36Fj*CjBraQD^X9=yNm)Ga1+kiYw?LHu*3^PxQMEGo z%8l3&NW&6{>c^)~@J9bZqABfZp*~6gOlmA>p6L_*htjOx_&_&%`Wm>Gk@Ue+Gl-Lt zEp*EH8F`ArFC=O;FcbXH5bn7aIpe$rXJ=-1Uh!w>UUWv=wB}sZtTn9-b~Nfuk!9^1 zBADQi<(-KFYmnEa8)$rM1Fynk=KmgQIHXU~vG!3e!eg3M$xbI;4Sx-Ot$YoB?ci(h zm~QR`3;S-5h4I~nI9R)a=+0HdNp4rN9m}k2l%4alGk!>zj=7!XVPPQNbjS@8u{-<- zF;?pW{Hx~ZZk*!f%+V2k?%bv`2UQo&^E^Z{>0;RJIpEG9Ds!cp-9j_7%60FR)Uhx- zemh8X_*leu5P>IQ#Dy+r#Lp&N5hF2TG^Q}(XOw33Y*ojIlW(J^Ka4#H7FzEhCGiOp z`c(S&h}A}5mdBWl97W49PFjs;Y{xK;n;is;Vr3pb$^IC|v8NuP8V%Qc=80p5@vfPereHr zv65ZEw<)|=z!evkmsuGfTrRt^L}lq8fm_ZN0Hl~*Sk4#o-iti;8@!&vhXQUfpQks5 z5dycc#GY_)E7=_D-9m9?c^UBOAHY!`rsgBymKNvv2twezCk)*3Vm6Plqj&k`g$2KN z^L(&ClhV7D{36Fx2wWcBVgG2bG)w|loL|f>d$`NbXQ{{(i;0A3Ie{rMo_W+T9y7}| z3lnKP_0Xwfr{4Am9vM$Ped2NNJLYnuVQ*6Zp2C#~q8@MVcvG6sXIH3QOcLrC#(Wlq z=9hr^7j%o9D&XE~WC7*r7iCiNy1zUt%?Pe06Xc$|V< zn|uI=m@NH4#FMKQ2AP+TbH zKw3+Sxdlx40O&v^>rA1zl3U`_)vq&Xzc9aC$S&pzi@AZtB?)oDu=3!N6NWWmSZswS z;4~A41$HU^dF*g+8J2W%?UFdhj*nqcPkVgao0F?A(ss}pZPW2*$&mj-|C6h&8K_=< zRr5T2?l$CkfKSztDW2^CF*0q$T|L6~#w;CNsvVM1-I85_Dx4Iot1PmsUCq$Z+PElo zQK*2hPnz&e;%O0@h{oTr*4X>!xm*+vun!D`uhasdV-&g*svQo7$^tk0b^Vx`Q|m5^ zmdHa@AD+&Oz+7Ua(=_yTDEmzh3F{a%i@14sItrhaCQ3&QL{Y?thYtEJBz*M+6ZX}I zLiSf*@RNZ0l%EUKr;ndhpFqA;ANeN-^*NJTBM%={pKyUzed|dstG*C|ulhoW z!RiYV($r^xyr#a9q_^NDzIE6XW3s$CUT4J3XAZL+p2A#Ek>v|H!Xps=!asDW z&)FG5eaH@Dk%#I7c1BYl`X@H^IgW1XBYu8Rp8|mT2wPg@k$=okUxZE_>MM5sP#;2! zMTlT{|En)TqO|%-5`EQ|w4DUc@XebrW#;mD6IzV}W{%Fc0Z=}pu`|ccy=qBnOCkn# z99AFthhz0Q9g`!^*qKdzTFgdT8spSOVC$zYIM%3L9LLlVHj+;riRNlAbW^vmq?U{f zdWlpIYAH+|Q$(oGNhJ|^hACNyuBW|RbqkSB^qD$w#8f*zj;Wgm(BxA`dKLHdkugT5j;YjCc)o&7eU7P%LS*_NwIp;k(MOSf3zeE$w*OvNj4+cvQzuj} zY8yjL9YByY4v~G1iL>;DM0iye+rch??Z-E;e+gYF~#<4cvjH zhzx_H(;N?94{-ye290vBP4c46ss>29aSm^icb#mKcU=OLyl6KgCV77jyvMm1&ep#u zzv2{cVl9VVZYb2eEeq(-vO44y?ob^RUaFkqr%dVjmQT0za@=D zMq9)^;U?Zcza!j-#eXQx#vk+nJH%`RzU3!>Nu3RO1io{^t2H>3dMQ_x2d`UQaa_cs znZR=<+RF&d=!^vQ*Rra$_R<04D8*9`YTBK)^f*z(JMCy)v$= zG6%b7CcGQVi#Wo;ge$4E2Ee}&Fmlo?_V^$lbM*%z2C{6{I+GV0JiYIS)!o5*~@ry%5HW>X;?3K=;lga zLlsr-!p+;#^1{k|u9#acE-ub1LA_$$OSJkv>MI%RDI?LMYfsGeLbLWfI;3qp_FU0R zY_Rv9w1bUrZ=kc8f=f=0+X_|aHo8&V&0-r?$x+9Gh8M1GmW8Vu1`AiQ9gVOuRlGX* zG$Jo?>B@A@`2kXqy?oo4sdSsoof$HqM2cr2?C^tBMqdwsC0I=gD&g0a7RXOY(YR#%p81xzVMxLX`ECDVams#fX zndfCG^)j?Ct+Br#T(eC`o(b)A@69F@P~D%QL)ymUH-*HT(4V9oYdKjeirmRo;YdOt1;Xbu_|))lF#WDa%DHLAL{ge2UWtcTtlfpkUjf z7z_rFA7(Ua=Mbxp6hve=J@edIf5~}D#tgu)*mH>h$%n32%%(V)!{^!WgWm2O1Ca^U@#_?O>U{xD#Yw5(=9-{< zc$Zzk1nk2u``OR?yKF(4aXsf7X_sZqDZA{P(y)Hd)Xkc{hPum|7iXH5+1ha4-Nju& zWy9)p><%`^;?hE4IlHu6Se(zT6mlzzY|kyQ?KY?GuLMEbS%a0Y?yCFHp0sRF5iZ#- zDq~tZoqMy322}M;=#aMY_+2gWE_x#EVB^~xyo<`X??4ofUjWAtx7oCqD$xKMPR@?5lGsY~u*>?DC3sP+0;-zJ82O4a?eJ#a7 zz;TYlp!1vtinM6HU7E@<9`Anp>(RX~f)yQ8OR*JAw-KSjosHR$I3i{bDzQ$IR0wZI z9|VT>VKaJR`Z`Z<_kGfo=o!dJn-ObH*^ItdX*luLa{4Ty`5r}h8id-nyNE6g$4$fO z*0{SP(QmLzOg-Io8#To1S|!KDGl;8!cmVk#g?Ly(RD*?id|P1ODDuX_G8}iI)WgRj zUMx|Vj-^Eec34_OAdRIZyjafVrx1`KzX&KR%SL_ykrwhx#Ugzy5K#JtkOujsCA?ii z+>ksXSkMQ(Sf(O~E|Oo)Ed$JQ4zHKtZC_Z%>%t0pQ&>SO_$V3(`9L4bOZZr!Zz~JN zJi=hm$I5e4N9|6>YTzVV!O+OUX6g~r$@pp&zWZWVO}q_*A9%a)^YCDmgx3ki_XFb+ zr~GMJ9ZbBC*N%39dg8_7HwRf<6ceE!bX@%tlpP>JtfD6aKJk;va@~_%SRO0i{#8CP z{$2QXc^AGp!7d!v(a3(I?!xanwS{=9_&H!;{y&JBsVSlp2dM4=X>4)M+XauTrY>s@dVzVQ0N$U>iIZ9ob+wu)Szi zjI+2pU>g`k()5!_;uXl8%zi9d8dgP(YCAo+Nm+UGHE9qsbw;czUJ=t&8)BwN9-VJ(aU(@>&rv)^-_jt4(r0~G zu<>MB84ic6?UZB9KDNszjLQOfkkme$j_&@Te>%!aG^`cAMhceuBx_FD=-#3y6CUsyOqmt*I~?%g-q! zF*FouMLt90W^%8L6)o!bMy(c5z;Sd)+jzX1E3sPb$+UxwZ*Q<#O~xf(OOGoQrrVrG zQme%^tdh2l(GIUxyHghEZ%H7~$8~fs81`a_2gmKQQ6_u>@nn>xHY|`ZEB#JP|30wN z>CgDA^q(fAw~-W0tT~01zE5d5Ib;0DV_v@DoME=xmWhPIu=Xv%To^f2{n>+%I^~zk zCoES;SZ;nmIawyV^1Cas`VZ5*FjgvC=WluPw zJXX$%RSF$HN4!hsh_@!-h;bc_a70zbkvZ0?Kr?ZOCEd1JcDx{MH&4eMS~oKJrmQQ` z(tnhuP8Q^K)7amh5k51KHXG#_+c=6=`arT%?AN&kk(2hDrf zFCX-m&~j`(=>LHix_r?874PbQKp$Tqh1(1C@jLYMw^$`VlQR{&#EM*EuS5BnS!Kr0 zSY@W@rOI{Mb1rXYWyZclX5}x9DYNo{P^RR-X-!Ub>ywCQ#imcLJo6wh#W?JJ^o=B7 zkxw$B<`iyXlJZ$Rl{VJ7K7fbVSYM4yJzTTy?Gn9{V@a;;rQVdXE6X_Xm7_QDjZD^# z%0&mEFGZfuhxZtL^~2Nv+hpZ23}xCU?gK*(GMaJPh|2}FSnqHUtizc2k=Pi%TInA%%D65e?6p0$t*({fQ6W}$P&Mac`tFE z_T|P*GzV;|@r(JEMlGI7WBsO!^(nR({mwGr$ zbD<=1SqIB`AVYrsg%5q?zkTX^j0Yb)VY}qb4)b}$SRfu59(cuODNV(*fJw4gA3OXa zw`0~&aog;)5Cp_AX2IeNa#?i_8Z~yz-!ZB+TpZR&B%gtVAWa|1@A0nvV zu4MJ=?Ef(QL2wR!IXWOw*U$Dr*ASb<%Y-oIXUGkxOP(2Tv)DQ+bw@5EZwDh0d$c