From 39721697b24a82d083050ca8982abfb6d344028f Mon Sep 17 00:00:00 2001 From: Pat Alt <55311242+pat-alt@users.noreply.github.com> Date: Thu, 27 Apr 2023 09:06:21 +0200 Subject: [PATCH] for 0 to 1 counterfactuals are looking a bit to homogenous --- artifacts/results/images/mnist_eccco.png | Bin 18596 -> 22719 bytes .../results/images/mnist_eccco_benchmark.png | Bin 20835 -> 22703 bytes artifacts/results/mnist_vae.jls | Bin 1003702 -> 1003702 bytes artifacts/results/mnist_vae_weak.jls | Bin 199710 -> 199710 bytes notebooks/mnist.qmd | 165 ++++++++++++------ paper/paper.pdf | Bin 380789 -> 384165 bytes src/generator.jl | 2 +- src/penalties.jl | 5 +- 8 files changed, 118 insertions(+), 54 deletions(-) diff --git a/artifacts/results/images/mnist_eccco.png b/artifacts/results/images/mnist_eccco.png index 217094c975213d0afc36922c9b9d0d1653d1b7d4..4d91b401d4b88aaeaae8660904fe687f128f74b3 100644 GIT binary patch literal 22719 zcmcG$2RN7g-#*@5cXg*N8fL>DDG8a8^-0FZ4p9;%5!v%@C?jOcNIo_pAu<~z%3jGT zWRL94|Gc`Nar}?tIey3U{GRXczK`R+g+AAHz2C2KzRvS}UtX%p@;j;Ms5Wfau#==9 zqqbqg=8g>;{^0p*Bfg{M-G2uE+hU|BFSB8t`1g5nQqYDChc}R9q%<6&MmtSiXf&69 zO}4Q_o~2e`J-e}CqbJQDQhWBq|M@4Gtg0%ds<B6QGx^Wpqe}6P$A*2qSp=ju%LE@) zW67!8*|1ldboT-Ek!{A=g|$A@D+Af{7X2@uj+&fx@76xi8g<Ilq&8Upj>$*kymngL z2L1`=VUDBUu)+Q%uionmPx*h2wq?r+{rUFRaINHe6#uoVyPLK?w)pG2V`XKfdg29= zva(>okqs8=1GO<R_-TK2q_4%NTfXr-EN%_f#by@IMbxKn*l~MxX;$0N)wVK_)kE&o zsZ)ja6B1@k$zg_Wi-L!2ujlISW|k<rTH!Y{W79hL<HMt^I}Sbx4%V33xv6N(SE%ct zp!ru`)8)P(m8JO!_sJev72Z~p?BeC|!u7>kcPiihfdR?sFQ?+<e21IUT7Bt-#B%G5 zM67zs{1`=*V<g7ts;a8!PF#MgBDtzDmHz(LCzI@*^n#;}Dw4bcPSgF>2E|TZ<F5FE z+9EQvx59toYt}JV*7DOflRf2sY}&Fi^_h>gi{tHx#LBM^_;bgUO!oD9%G&Dk`r<$g zlm1LFr@F+#_f6@8+?hrEcrGS!C;j}}@9uBs^~*M`9siou`!(xohW5mMpKHIqzw36H zRwCt9?wa^(`}R`@`hPrPp8KvwO-+rp8+b>xofiMl(DaQZeD5}2o*V1&q@kgineTQl ztoikRJD=wvEJ3ES{%iB6ZRX?Oa?|4b_w(usGflpK|DI0Jd|_>Q!tjlCdGteHhBFNn z6$Ac~Ya9aKa2Ir^&CEOU>$|(xBP~m;lBC~Y1s*er7bu1u|M@vgn<l|&c376H#9^{0 zJp5o*B3lsW@#Et&Lydl?aQ&u?ONCcHJk(0dT}by>?&<9<pHRy-QHreY7diJil(&2b zLV?WgHd8NelI@6n4~#f=>{#>oSa0t>CZ@Hwn|5D_ky!ocOFzYS+M*-BE+`oH-jotl z(k!5L`}XZO);}%I=p`vf)5xB2Tgguf<#y|!<<_F1V-$C?xqkh+k&%(Hao?{WAACyl z#hvFaL<vt;vd0vSWE7T7Jd25$aGO+$6zp`J?=*|K(UCv-Ox!uDe+VnCp`l@CXE&+0 z-L;JOC!114vO0nxJ@-RIb$?s7sZSfjI@6uiYh!lHh;i8*a-7_FPTxposTR$(=2T4& zIe9;ZL;LrKVmbEiJ&9eVWF}`{DzsAyKk>th{aLd9n^)IOW4B)5EnS_{8~c{q%v%>v z3UXbZJ5$|=<(m5W`G8ZxUFuV&H4L)kXRdP>ZL11wM_9yNIty%#1Z^*bmX^Akm?Yk; zzQ1+%{!=r<&5B(Q5jfX*Gqlomne^MJ8=p&Uk|kR>4l)T`e?sB7+45qt$vV%n+k*dT zqDqXxbpZ*9uG(5lq?UcR>%6*(xaLYZv0~qHZq$lRU#N~at;7~Y;gI)dvMqJ6wzfum zH^<4Cn~#3Wy&2u_INPkP7{c|_X4}{;x4bXk&c>{)xcHPeyt<~C-8L#*Y|&Z3q+eAR zdyaR%VyWAzm=618nxM+yprGjwyCsu34@zASczR)Oz1p<hT+pZ7C`-rU;vFR5(W6Ic zWU--D@9<a*!oSAyy75W5(jHWSY6CUVk!SAo6KPj-N7-%hXBZ-nosCWKW{Y`4Jn7uS z9oV(Fh<)_~#q(Y5#m;#Yj)e0eTxM;SSmHMW&$!hSzj*FF#-*K6gwG7&)_#4f-EMxo zbGUn~q@?7Syx(Yh-ULO~XK7|gJt|RpYfz<4Pnp+PdtMrGyEbD#w9=Z5vJlQ4ulhrI z^+Jzd(j^D`9N=SPWgSDfw7t59>qLg@aAZvgAWY5MUMU}`eU`M=W_{<5yf0mIzEy7p zvwO#BCnT}I#1hAmBe9xkTGIoy?kkfO&NGAc*#90LtNt%fefIOJ*)X!&jeec{^<lSO zdP}Q;bGqB=QlZ^ggpj2H{%1GdaWP4m(e`!L)r!~G>y3t+Qc!sKl+}Mo*%fvgWrbIp zB*i^a%`%d$Sogk9a&cKfd=Chiy0{dL#L6iuE7xpgcB#v`L4;a?Tu@L@l2YVro1q58 zPI*Oz<RWUN#G-NUN8e6^Bxz)y>rg|2cgA?J?MTb<O9fxY=CD7l>3a6qlWp6!QJh6h z%s%=twj)9hoicfR=v1Pxl831mcfpe<Pvm^*-pGA;|DIv}CjZl^>FF?@i&IM@nWD<I zwYBSW?UtRRKYCbn@Gw^NUjiC;ZQfScxz-<P8Omq4)~s!4>uX|cyn|7M*b4l2VZ3l6 z;`GheE{jv_F)pu!74?f8CLb}oC3ASUna@p5X6dGnhl$$`H=WxpZnHS`vkPHh-Zq8p zF?5-fZOyoZo5p`dZC?i*ldp*uwQou$_n7NRpXc8+lSxfO6VGv8PVS+081>%0<k#jG zGmpQoQ8?rfbC9z!nH+}(g%$hA$z>rUx$ymd)w*BsA_^w0Y(RJOfn(R2oO$dDR~IIG zo71$lX|BEf`;RHDoy-#Y<Y2Uv{dAp0j?;*^veH|E?cTK9ehg=hX8sB_sgB6K{o_5N zk3qynfwM~C>CM&*Sy|b|g#{Kiw$y!wPD8A+<So0IMuklc3=B}t?r+)Y-KIg~_3e=o zTO&F~4-MlP>-cXU80D)_+Q{T!p)QAWYT2Li&vezcWnF#rDf>(K$#ZHi5kKA(^X`&M zwM!kLI}UN4vLDx%C6_Gp_(;b&&yU*{ZO+55bQanlxZ}0`!0{FA5i;<(1aD8j!lB6O zmX}w~$&wkiesx2%dQ)shzt-RA-?EeL!NZ6BeSI|9xpft`@n2HZlaRmHc4Ij<ZrVgI zWWm71G%jGIEcWv7uG8a>gBK^<*V8zv(9AWj+tfZ2_Zw(INYRQ2CMopS#z@+acWm0a ztFN!mb9@X}O>5@zyMcSrU{{V1Ad!RRnH<Y*^drdRWMuk&{-ni4t8q~T1dZ&CwpR&7 z&ku5{=UH@q`lL|7D6@dp*u>=aIe`CYP|4+Y8(q_G)AJk0e@Rq|q>*);@3i0Ui-Ji+ z$?)JP(%kY}PD;3<ezDW6X^iXZI|DUEMMY-KshqNhIH$|@sc?8tz1zy1tS%Fif-){8 zb+<PPrFeRFR*6L7G`ZPXp>XI!d{WZHx7-ml1oS#|MAY@|yLKJ7sX=mDc9)0)yKr$0 zKXV?x(Gc%dX<SuPBjGq@jL&K|!@_5VpW@(9*rC`}>Ry_enb|nDnx>t(Hrr~5I+v-D z5-2i>9xrM?F6O#4Q|@zsTO+yd)wR#)%nr8_{&@QR`}gtALUtCG75ojq)e{mD5*!@K zDBoUQUgd`8QO_&<7?)S3Ycmasb@}z&+}03~=#9F07GuJzWnTN-*H`WF@VYtIvk(Z# ze->fkeDx${JSDeVd()LXd={_TJ7$!to^l_o!L8=h5D}}6d@HmDMFoX$!CMifrKRCI zsTwJ`lUigK%7fn~Ve&>S<F#B}WIq3${x5Ieo;_J_lFh60@;S=QZn0l~%R4#XBew2l z5(DT$_Ut~yA0M8(3Unl7*;O=AvW&8UtaYC1tE{W5%g+~{{jsr`DBu>IPW@jHocj+Q zYRk8}T2W#A0O@n<>&qj+U#+cqXv)B$G*|sSh)@)<;b3855fl_WcI+x1DvZxCLp#&p z(Jsa^b3iM6hg~@eplSrLs5ef}Zw<MPn@LJcl#`dYA8KG_VJV9~U5wI$hGMt2vZ$7D z{`Ae3FSediu_)TT6BFxA>MCcH#hmBNO-xM8&CSu!sQ2wNt&aFPFwlzJ-^D0`1?{*~ zE6%=lCA-aA<2F)Y>n?_5^nvaY*JdxvlEwa}6!q3jLw9^4mu6~mBT{n}MbB-0b>8n( z@2-YS!%`%8??8<Ecvo?uh*ejS<I%qU*#6Iar97Ic8vab;4D8<Hm$FT&QFw2mDYd+~ zXp;TrR{Lv4Q9B;D?B*j;i;Ii0T;ajNHfTi7<8S0UrD$XiiP#JRu9ernwPF~_u9Xl4 zV!8G?^i0iTQBNQZ#EePpv*@U((S-_SG?Bj?`;57gwOxVN&?K;gRDb<-z5R81?=S8n zLPGWcb*42@m7hQRJbwH_FVEt`!<~$^R^AlE%2n)iPsZ735!-LCZ;dR-cywBH=UE!2 zs3i=yq(??aBLasXKYk1(jwP4<Vv^U67>J6B(l4+XLcuP4=GmO^;!@!pmg&cjABZtK zMk<YD{6e?eGB0)=ptZ|+f(T9j+H^w+?x~x~g$*9t57fj+0@?lqcrgSX@!>0Zshf`2 z1Gp6XuB_N6Vn6;O^E<N2eQ78OS>^4VAq{MRuqi^~B8YNswQEIpVe%m29~k(MkcGaL z-e@AV;`&PaC;2Ly;ik$Pe7>HZ3zHSh(I$nrf7}~+QjdgfADfGDUu&CfHE((Gv|xsc zmP@$#wRs!AEV;{ZfYJ6mR#TnrQ$<CR`}!Il)rRL2I!@$4>*>cY8lx4nKLdscxt- z$<@VWX?BEtT;YIw{9~+H?#(a?#~*+E5qJ*~uSp|Y^sbexuOF3MXO)8_T>tX)RHtFL zo``jyr&@3Tf6s3A+1!m>laCU5e;q39EOA-1#`Q5t)aKAy>^XJ~Qvu&`LyQ9P4_ngp zk~pe>Mand#C*`Zq>#=%V-ba~t|3pc)q8|pRL)dGGx|}_GR$BUAuQ?Dv&x?WUUteDF zn|1*#i;a!-J0)=I+YD}Ecn75&RecdFw(YOKR84WSmw-Mnq+Pvwwb|>+l`A9?$#2#t zfPbVlbNBAu+NKB@qJlA+-eKgtn%xHA9iLeFAU{7Jqei8Wp948#<h#VA*~;ea`-Ky2 z&;#+&7vm2Ye@eOfx|4zPnA}d`ozdCtV*s&_DIA9GtGT^0Cv|GGE#KW=_LfxZZ%9zY zvH^f4)4kH+q2<y@*3Rt0Fh(mRSH&RdhITzS)-I~VeB$!o6b`^UJC`R_#{4@OMVjt+ z>M{P+ZxY>O_3+5Khr&t+wy7uehAhxT^nR4u#@(;*6dC7bTFh9>f9TL5<Q(c{&o*Hd z-{8HKGwFJHT_~_-kLD*QpPsmaRU2tZzf-L83rI_(W*VUOjCdatJ$<43x|{8m`Z26i zu}L*uMdLLj1V2B2Lqh{YyK1TiXOjI>uN4g=Bg)dplU4$^hu1y)f}aXmKI=_UH}6BW zt`w>P+&CY0{L&liYe_?miAw4;*8pji?RlJL27k2eHIt>|JXZ4U#}Zo=$|I*YzjdEN zg%`F3tt|ag;p>WTPTY@!Ps(AJ0GsrHf{>fIomBvWAa<4Uw(J26@lAR@s8W{gug9>J zqIRRgHiLEO!v^`cui&GQHX1Yu7qd;UsT06pQc~}#Lbzr33QcTH#ltWmg$VeDRL534 z+Rgmz#Fh6QZ|<O@;fp_OGx)#z3Euh!Y<5gS!VSpy=s9L)X3OlhrMWTg<0NtE70#bF zOIB0M6Q$hVl+&So9tRAtiv}((F6G{|1mJ7Yv)qX$f(kv%SkA4T;mN(_ji={dLYALC zr;r$uhEUhLk;?#q4DxlJA=KQS)GcVX*j981vE|WhBO)*T{Z(-HlFOr~RCr}ad8U{Q zSctZVAu%b&jc)JWNfg}+;U}&D>H$9-Xbt1!<m4-!QBzR(bimN1{>8=YzyJOl!!xFV z`jbl2Kf?@n9XxTEjm-oz7DjS+1B0%W#c9d)m1$JAiMH&D$xa~<BUtl804Aua8TxOg zh-!u_uFiL_qq1OSSI`$9J$O)7QQ<yWegN~EsLkM$UPeFEz@%qR!<cmF1+J?Cup<VR z09kBCTE^bq-Q-7NWd}#HiirZdDQ@y5{NYY|15|?PT1i8o=zS_;SvMNlD$}JW!?Ih* zMhm}wkjZ3vLG$E`+5Ld~-A*Iv>nj72_-4<I)0ix~iiT<|bP8;4oTMua&+(%+(xG^! zVi4I!M+b=3a_`<oNy!Y_2{DvutQrxHfYuJq5&0u)HKG&w7w;E2@1_@gf!Qun@K!2f z(b{?nxqRm8$H$m{OF_>VJ;dW;j`|s@xNXM{8!_=At@!av=tU^d7HzM}&2pEPmiD_3 zaX2bP2;8W9{_fu9?Wh+lasgjrB)g5WX2#lugoIjqeMTCSYA@M$=3=nKM2KE^tITsR zv&%0jRLoC-1m2t&0YKtDe*8EG#~>mRD9dJL7XdY&IrMnpay8*6<3JOz1r1^ABZRGt zz&8X21u<^THa0Pt8*U!K<`T#_U26nT3aKG!{OJjX_u%7~oInSFkI>IGYsPS}JU@X} zzl>QzSTNVL_8D4>KE^aK6lhJ4cGAy*rO`mf;bOWs4=^*Y6Muf8LxdU{NLzKJ&;edu z0Zj9ldK~ac8TR@bD4~vyj>H29h`27<WVaRJK~ann;^TLKsKRglwR7j{a9U=QBdD<N zHHueydU~SdP7NOR+jP{wSAjt&%8&ZpyLYq0&C9+1lBhM5xHz9T*YkpPmIk`zX1+U5 z6wjBe+X5;}4;+{$BNTXTt56+iWgSPeDp<Nn^-f8TBadCvzf@q80)T`Lu-`{E`gbQ2 zQTu3-=VL$NCG_U2`D^rb?R4E{vs@>$_%CQI_%pf<LXeO1Yl*9~EZJ`C+fRW@kAqXl zaSwa5myC3j%*|gosi?51Sf-qNw9Dgoaq_WiWoJwPEtMMy?8H%p1&>Y)<JPXJs9?u- zS1*w-3@f0^t&L{aE-frXi95Gg<QWz_oj!3wb><4{F+mfB4=xpoQXjiUP<|cd$i~bX zwt~<`-U{sFMRG8R2G4Z@GmwKxL2Ng8M-Y-&p(96*DEpiGEZeTHPPmu5H!D&A8PcX1 z&REOndn4$pvtBqH>O;0Pa~ge5YOG)^dzxcE(KSqy6u{4}@@xhr7C^qS?P7-v0dI4) zs<1ZmbRs1mq|t@%-M`PLpZ{DLF!(`CjG?OPlcl%rW@f3P^4nS?pGcGCtHeMddQ*t# zzOjVvx?P;fTQVfKM0{&z1084Yz`#Jk2SLj&ea5hKzu>I)v7W+yG=P1v?9UwD*Vgih zi+5HB@EZvkzB2Y|v^lAkh}^n(@#1h<oV-6WDU?&aA3<nT_4Jf!$55AU(i@6j@ZJxH z7<Mzh2iyu-FSgzz^J)l8+PKCp|3*4a&~}Gf$H#=}$Y|B;rOeu^0y?NipTqcKaQpEA z{8?F98Hy`taZPP9txn(XZe>_!h!k^t)${9U2s+~aZ`B%`H*ZFMOixeWDNx>b?0l0` zlZB+)ii7PlqH0TW(VsT!Tj<(1X-w(8y5A`N0v?Akl1sUcS2ssBN!T~IvZiJi@W-xQ z7^LE_ws#>iWyu(-S=%1=upbn%h-$RSG5{NS=1iNF?E4QNz-cY)$^9<OrS*QYR!yGh zg<2g}CrS=)5y~-ZuDVg+5TQ2G=*?8oxqAYbFiPD>g`1IM*Up|4sw)_KyeX*n@1oh4 z#8}0|R#045Fl72MOS;vH&j)|C{zDVk@}oa<%#$Z|!28Hy;9RrOuUX|C+t;RJ);;6< z-rO0$Pv#JC^0Km(%=>8Ph0q$cuM=S0k3CR1TIBTgy2EGAEPj7?zb9TNO)DL3wDZ*! zzjGISj`8uSkZD?L2R(me4%6?`3<wB#`t<36<NC?ExvBDW8|G(6S}k#x+xPPvJY(IL z*X<S=8L79zHwZTO71(&Kv{?iV=0Ret8hGX$C80=824;BE#Zh826xc|UR5)T~Wo76( z8*<Ppai!b-<lJ~Ccge2af?%S6;n@Jp>|JhpQ8>UtEMb;J)8$?JvJd6Ld3HEqZ61@# zal;Z96#B+xD|ESRfZE0+6(5GQVNiK?D-(DscBP0M>!0V-^?HD=UhAf3maY{vwu&3L z&Jr_ShC%UCfIO2GFRQV!F~>J~FA3Kr8Cltsbzfg!R}|PV6ikawk&_frVjPQm(0EC; zvyA-SRwg}MZICQY4#w~xEh)M6oKCvdr18@r=~C&hSaUEgHIYISxCuOI1CqYbW=Jho zdUL&{CCQB%%wOh0Vyr5f`^gig2;m;h2(+znn+eLU$rg$&b+G*e#Dxm>fGhbO9r~?I z8MBAp;l>^_oZ$zJhkgo9PQ>BY_m@{bP>F9PMM=7^z4zFzyzkO{K<v3kA_kt|@~qHv zhDoaWHyOnoPO!5l)mgD(G!jR_Mx&0}60!q)XQzEPF}gt!X!61U?>A70ffv=+9#p<% z(d5J4i!TsV7_ZdZpVRRhdtOzKaqNG(_m~_(>@W%p7$cY3+S)RUro0;!Ww-96n*r4g z93to18Oyy$dI<o~Gv{A$bai<?M#Od)tJ0KL@FnU@W3<WzCu12svdTT9VunYej<lph z6Cy4Pw_`1}p?)ka^!lTx#Y99zJbjv?tj*_f=gu8}X36o1iHYVfo}CtkIoHV`8NK$g zH#9afstjiw_<6PxQE7(O?gk=;kWO5RvKN>w?Oc*9FI>2Q!58p&Y~kZgZS4$wGF9RG zedERR21%UI6)q?%O90X=Y+_?$le4Cq77jRKEgq*2?woV9ozgQ=i%B3Ln9~uMs}w9g z^aT0G2loOYQd6r9wg&t3wOf{Iu3y6R4I09q;fz|^yvP!EzQb|yStI?<az~|Na{>dP zA%n-&0>B2b)EE1RX&C%*?+5js8sb5KyTmJ;%19MMeoknu(H17b+}g*F9s4k}c+4ud z&*tPU{-;s=e<4gTcAo)pfheOI8>8HEo*T6?YX@gTD~rZ##oHsG65vOTJri|Vc)4Jy zs;XMa%$i|XIxcXDfmMHfl<ZH<+8~n8%FjOqUd5tjbYNf}90B(E7SJa`q}XxVBw(sk zMEM@lLku6HQ1$25t=$srQU&wT6vyd)qb4uWsxZEFK)dysMirEFBjI5J)-|!Zfu}Ea zo-g@nJ{5Es#fZt_`&|$LKo~!fWqT)z?Ogh0qppM0?X#hfX%g@QW%dY&7D-?Hgu4+< zpKU2O<tlG<&rDAPARCyO4I`kbl&U;m<I}2AZW$fCE6OgF-eeXlzfG3h6!e_J;o+vx zuITMVP4nh8wdnaL!6(mZX=xFIh?*LmkVQw5O3cfbCjwer0V<k|V+WamC=Fb{+Cun= zahW1vNH4G((@jxhwfaj3gEIE8lccxNpaI$i)&wlf3!SVU?3T6b`J!ZOAX`@o6PR1K zM+(YfQ~^Oj>VrOK^ewl0avIfY(y;RJ)kd4{0~skkm29S?^A)|VtgSvEyr+PQ5<R|B zzsrAmauV}(El|WhYU;qiz%2k3w)Azb02h1WGO9v(M|`s%HY(mOza(7Pd3=qYh6Y@~ z>-so(K2*AzC?JI|lhe~9^>G!LX^v*-1D~dHRH4W-$ls^JfUBIzW2GBfAe=OG)T(!8 zGX>Bu-{MPha`HZQ<>ckWeUo7WD1pNTozUR==+z%zv04>Xy)Ay;^X@4##TQy>BTCBJ zCfRK_9t23}x_fw|<efd@5mzQDjd~0&GZY;AZ;`1!LGi%+=l$8v2WV(Mtw-$}?BehP z(#+7!<vMcY3ba$Ko-ISzkBd`5&;9*t(di|DCjO1ff(#+_^a8=K12mP5{b@xx<M8Xb zgZt~azyIElw9mJNR5vurrhLzgUL&tVDBANiB#(2e;hE=G_i6eFpU+P`(_vW&_P1j( z@OkgeHQRj^f21p3YmIxLlle~!yag$W0O)dCzBO4E{UjjZM|doc-s=~Y#s#2CO2VFi z@y@riN;)+HaSfE2X1Z=J)H>m{>V7wGx?h2yYIiV+EucVFfBroEY3s%N_wQfwe+{4; zB8ucg=b&2cAqX7I)guD3R>F1@9d8K1El>YECaIQ8L&Nxow5foX*jHiqwITqZ@}Y6> zDffZP>3frYy~a`zEVEeGXaExvDoGR5_(gQR6~JbKB!@BwUhxX(HpNh$Ge8Eyv7RHZ zZ!{*Jkx1;@iJA9vb+v5)g;t0<HzQ4^9aKu+Qu+ryYUd|kBlX|-UEjk?W|k)&wQu%A zDms3Qxby4eTX$H;XA0PS%E|9%r!#s)LgLC8(;-e_r-*TTdTI((-%cUJ?!%s2T{<SZ zjJ&@UH#Rf?oB>9!Lu~A@4B1~WU)mVwFF|+c&>{ed!>~0u4+D!b%E!@j{+$2r1;AkD zzP31knQ#Ab{d^F-KpNQYWOPHLQirkJR*AKRtCo3vC_&1M?a@Ks!2sdnzLevN-K4rK zR+J?FB{s%wKILjF+BG*BSuwIEU1w%xU_Lj;70AB@9YT^u*2=}ifE-Mym}`0XWI|cQ zjJ=CVjN_vdZ55=xt$k4%$*Mm9CzY9%ZabyhSX;lUHn~G*Y>}%gJH25O;Na|F{Z%Y8 z&~}fK32P>972G_531cVJzk(V+=ydGsn4Q%lDc53I2z+IqC4M$#rqedw-z|}kYhpqw z#eNN!m9DRWJnaO-pj>;xu+WZIT)Y_JqTJ0c=am9b1(gj+s+Fe2n_j!W!)s+_WgLG6 zoWgo~URSDSS_^(!c5bvMp$NTV+Kw1wCb~<zCl!lPU_oyJc5(_7rgEG|qXChf>$+^m zNIGPt-7;H~bok=~QEGOlSpy4zc))iRS6M}u_lOoHzkOrt^IF!eyTwq3ztq<HqaqFw zyoLeaEJi(=l*{D8JmGDrorM5w<2IHm39?jUU4oHH7p%s*dT9T6CbIbh$J*K&=&dgp zMTaLQy0cAH;v(b1FC>B>M3-KN<pKTzSv9o=#I){fb57-ZU}!k*3XT%DpAlPbMC5kQ z?YqM=IZ8#@iOHWE?5S<cyAbHQgWOqB4t=YsJ;Ep|gEL!S^|2&#ocAi$^o@V~M_KhF zuo;3k8e}d&Xk&I;h;20QS=EGiwSuuY=hgj_Cr^U<0-UjS>5QOopnVXzi7C2Ch{ojF zHCK>>e$$@&VjEZUGE0`u_ig{<DxrtBna1qgxs%p^Z%7enA3#)7<kPTr24gkE_`2s( z!-cwFvG0J9D4ZzK6K`z7ALd5e49wb5!~jFOD6-pU4>n+mu?MG$ahCx8OSz@B63e5o z4FG)PG>!#8VbM$1s)(mPPY^}t&z}bjnJk^Uo{vQn9ZO134BNGHr#LD@{-zeROc)lR znc7<x&uW3<w!By*4B31<JoxG9o1x`Kjy+!NImd@Utet|EgC0->n}@PtRZg2ZM)APR zyWV_{Aq>;fUCO`x1Illc>4HC_=xYceDE|=8$QKYklU?Mapo};<Q;>{3_pK<oC}Ul@ zH(L>d8E*8%yp3jAGT-GKogs?6S5sGyJbkl2rFF*#4&)fY)<Gxg+hrKr*XayF0?Y|{ z;s~>ZivuQk%-}uhr@bi;JUkpTo#9Ejiew<fwr&!*ITXhF`g()~rtZRpVG4z#+kL$_ z|EpaUZ(@8rpm&aWTf^*`y&YEI5oW($^$+1xms@eX<_VSw0!~Ht8-IU);RT<d%LI9& zomqlUhKeD+G#IB`F78ZCw8c}kVsR2CS&%npW@bPu-}GG=#Q)HQF-!*q2I@~xSGLcA z=EjhoFA>gTj{3U3wt93Zj-v|jsdTZQo|!oYO|>B_cRW)!08_RxusMQkxVjS%J`ch- za4{he8otcMn2prOQ02vUD)oid2x6ZYtc>j06sitBN5=*gJWFp`6c7{B4KWw`p3+nP z@=4p$_j=f4^c4(RiC9&T3>Y=4zkKOH5FmQW?R%jvHpEwg#{^}#hPBwdbt|reCsrZ{ z!~8>(Y64J;Ia;F(K-lHK^8NwX#)_m{2rcHld$TZ*f+n3GZvNcbYL8t7j|!Vcgs94! zO$M}#jAQ+uweZ)}2DMEjuz)>Lec)#{Zrm7UQJ8`!fn!1pblu?KU|CriN@}YyKW;rC z-2HN<ZtgIYAg#3tMh0S#|8x(dKyoIhufM+`^pXeL_BF*{!1aKSPlEjgiN0+g8z9~_ z2$Mh`JnD&$Z@$-dG1r_@Iu!i(*RMK4F##yO**ACZrlPW5(YbGd;mzK4+VJ-6U-HbZ zeQvBkXqA{6P_XoXbFjdm4o@CA@&op+A{5W^_M;fGL2GpatvzCL8U*aNKrQm1qD8-$ z$Gx(#u<W1{_!KQVJpR{?9Y{f!p@c9%u7i8_0KQ6Ih!Efu7IpyVt1D}C^=bvO+o;SF zG73Qzf{DS%i+sVZ6N2N(s}F_K_74N8r-LX(xrR=7$xw?HY9MwW6#pRR(KR$CLTO2B z7QrGK8MpvcFB3i;1_Ra;7_|eeoj{{DD-Od=c5P*0l6aDc;FFQngwTT!ZbTRmY5_JH z+s_28Ju`CxQdxB9(Q$_1gW`W?QX8JU6O9_=L+HkJN71;<DDeuow1m~YI|XSx4<0?j zYPdnYL~29aT^F4wg0ca_gx(i{3araOb!3uo(Q&iyZ}0Xn69h8)M0qKAveS-JePEKw zN>vNX%eb8i+{<`NdV61G5MWMZaIk<`6NjXv<Ycpfd=HDle92CL^3*z}u5>-2bPIiu zyV9j8J&B9c0{}yfwo9-t=t~AZzXs5RNznC&#{mFxeKb+TX{Jt=5ejw)mnJnQ2Ix|Z zGj;$CxFFD}lfFLjYvAtvVETf~3-~6V>4EL%swyW`!iT$=nGogxSKu|eYim_pJ`}2g zD}(8xoLEBa2FQp)6bR@o0ADMZA)xnnL(IfiW+6Lw@3sWZ3*iO)*Y_oEjST(8dU<Ao zJPBe`Qhp`|Hsce<k6nnIp;Icdwo5ZNW~o`ZxfRL50OCHe-NX(R7_zgn7BBWkA`7h< ztR!IrK?q()13^bJ!{_5ykqJ;<*;Jm5&Qv{%kB=uv^BA{+zVWD#FJXD>9%aS3k00-7 zeNt^gFMRuXuO-hj4K<ns)Ih&G2H-X^vnm(IqDl<!IKXEx+K}M0M4gE2_8NlV53a*6 z0UaURxRUxGbuV`TEt%2q+@3vqPGBqyGjM{70rE_0HY^^1I*tyT{@C@}vO9yL3h0I7 zsp)vf8*j?YM7Lq|6bOICT^6`X4tPA9d~hC&=}zNs2H<josMjkqd7uVhj=_?Lp!rMJ zS2O)&g$eUb%P<QoYf84)$%1`s7jE<1%x=T(j4x27hKGlv#&_P>D;SxM2f|L|W3Zg0 z-y!6+`<(Ecfp*XK0K$luMA%5uB+)m#9LtK|p#mJpB?TTh3e!b$w%5C3f|1o(<`AGL zL=U1}hXk83ayt-(Jx0{NCaVdx{Zgqr4L$ub#&EAgWsWaVYL%5}4R7Z=&8GI2A&DV6 z!PaJb{vY!mX1tz-vocU_qUSbR35|jz_uE&xwsf<#&=Y_LI!&g_DL;B4WpXg;xrj2& znMA;R(KXs1y}iedul3P(H2}2cy5&O=OwM-w^=_*-MGTsXayg;gR4CSBK*C=rJe~lm z%gxOVUQ<4ko3Z}+^DV#)m|@kEa@_1?$p&x;oovVM(8xk<2-Z0MjPrU^ay@V45vO{- z(v==zat9aWj+EZpiiU>W2z0~Nf;ImK5B^NIU4f6OxlQiz!5{f8seqPe){ZdJ(Ji5= zyg8nLRRUh~FrdU4qj<7oe@9wXqA6XL$Ag_rz;%>dn;>X&3I~XYz&xq7&JUxb<|iYC zAETi(WSQ&g0!bmFsn-ei?NZEEB#j$T^VO8HGMQFWPgppRN_-}JKA4%cW{fpyOv+~C zl4q1@+*=6yQS{LaMJTXC;j<hVw;Bx&cbVo9%AyyjMeEg6IY0%1#p`|y)=-t^8hi(S z`^xpyO}~Wym|1K>#V%Pm5aYpC{{U9A)NHSrj3xRMtrt2!7F2JaJ^PlZC}Brm2lnRX z<vkre&UfpfJfYqq#31hJW)6u1VL)8PJsW`60!&_9T6zZJz+A9UV*XiR;49Q2pl;El zM=6+lGCm}m3+l<qq3sHx|KZV^hF}ZnfY^<R6&Ya&cMnn)Eg!xkk-75G(NVx?fDJZ$ z0DAo1y?eok0zIbbWKo<t?NBEsA4P3_y<IgNQc`?E0?ONYei4G^#_wIL3MQ}j6u7NA zIXM-ytQbuwDk>IQ^*+4nZr6>n%nYuCP&fVP2I0X)CaWMZuoGY)qr@Ef;jRHzU~=5| z6=9jv6}ErhzPOUOlgEzr;?vQmGA8Vl6cyXyvO(F$JTX^yZugt6;%-<ZftloBrdbP@ zsk}W_oIy~g*oI%fZqI%jM^EiJ{)F4m(9mkt2JV)$W~bIm_O!E%4rr^*PKD2O--M?> zfBtqzS84R6U)t3y9h6OblpU-Eat{+%r$@<)*yqnL1Mk7|^SQQ`DD9xI7)`Tvc%YkX zhn7ZHbO(SDGY@V|MB<(eE)UvXUQRAmWdO1fh6%V&`uh9V5ZOaRLns!WK0bE}Y-2)0 zLqW0RnrSBapYJGgL~cj-bX>|ZDu<J#V(3PqbV5Qx`NxlF9XF8C!)2|2UGS4EL+xO8 z><d82m0VwG#64lgWm??0iVV+{@MfT;P1yC}4WuK$aDsAinx6u~gZlWXsw!1ARvI1u zlKeP$)e=Bx74g~N-lP_CAZ*XrmU%!j006ZMoE#ia9veXq*gJ5zu+t5jA5_UQR1Cih za^Akch^Gmi5WWLu*BNq!-eFkHU}3MpZi(6s=io`OolmR#F@iYs9XoGfHvyjUQi;pO zOE=}gQMQ5G#m#YPy�DR+mYPDFD8N$mA`_cEuBOE*h01Fzm2!B1qy&A@1hwO!iKh z3(oRlXAj>vN5q)veHvLp*%I!BRczqrPfdL8Wbl<--P))#y$+DYbm7HRi53Y7387_T zf*+tAw!2oT{eqFaXMX=9B$Nli6pa)fSLf!ovbB+=ito_TV9;gA+!V6jevx7Qg?ep> zR+=q91g3{w+qe4=JE!&K%a<ajS+ffl9yeCjo8=NZ{-=OrSQ}z*eSM3e2e8nq5-kC| zD1}0qo9NEW_ynK>Q4$v07ZA0WMQpBvxP^>>F}c+#Qz-xupq`e7R*}N(3`_~`9rg<C zRE^3TuRA(A@E4JC9v&XKmfc-LjEB7`o`yweJ-W4)PUXCff(R^Jze{=7A9e2~u0IFG z176cdO6cA}&O1G2+cxQGGC+<1JvhvJIRC!u9%@XQunmL2QBCp;;71^3-%aQ8gFCjm zySw|wiGZxNTg%_C`im!WRAJ_NY~i_z5<ELOX;t)tPp%5Kp_aE=v=x8<v1w&>HF}H0 z_fWC?-MT#cCpSt|)T`v*@nSb)lz;3Uz>iYJ|5CI3$TK$eN0XtC_56c}fE~cMHEqp- zDl}TWWAE*xpxvcS75A6FgXqtd1~6;6lrAxK>*vDSG4`n>m+h{6nUULVLn0#!k++1E zYkmVp6v9Z0R#~{%S7a>9(yrg7-0AuqoCD#3LJnS<pm*>pN-=tD6$?E?lk`s3XaA6; zdi|>Uywsx4RRmu$ZD8r{HI%~ER;J4B>wV0m0C$03h=#`cgY)z6?%lhG(az)1qcmSI z#lOI%O#p|s-X#~*?gjsoq^00CLGHQ)Z240FwrfCz5I#eLDW*UE0W9f|K*m@$&su%k zdZ{~jDEayGv(zDvIfD)~Rj-oG-@JJPu?ZxLnwC~*W~L>qT)7_|_79A_l+~@qm66;S zdvcu-CxnRJGp1;v)#H2Xc=tx#W*o8rI@5fiQ(vv^6tcn6JgR+8S3p!$l$(15?Hi&6 zh#F{uEl$ri*zbWw$+VUU$aXfm1b82?D_uRwPku{X$ce(vXTia6VY4_^Er;5S-p^C6 z5}PdBhnA;lXfwZiLHW<`;&~mh(9<M14$(P%zVd~My<4ltu~V8P@sPsdy>hCyYvFDm z3-{5s{wcfR@lC9yOH+vjCExW~*SEwPr#XF)v}NvidF4I}m!mPbsJOs;yCqj%mdq(g z9QcNUN0OS<(&ZgaJL}VD*S@vf*@f!o(h(K;sYE>CO%Hu$HyakmnGf_svPrJ0U4n~S zwW68y?vy^a2xP4yeTyqpcFZ;SXH8g3{R$kf_IC8QQr=2F^K-4+#JsxY_aU0I<bdEm zet&gh1L@H3FE(s?@<035-!b(&H>e8O6<(q~{q#cMb>zJk$LZ6WY9~ZQbg9vp8na{^ z)op_^Jxda+D&6;1CI->WG<*zb%u`(){v1b*+zd>PPbml+EMZj)RiJ>24VEcxvL;o4 zMU2UnK5f?Yr0F91K)R~3vY+!9R|JN%n;!7Gvu<wBy~*x%UhqZyx1Q1aQ*loo2+h62 z@c@#*$&=&?YFb&)?fzQH$cCk1o0xK=0GVo&?D1Cxr2VPRUR}wJd-61I+S>1SlybH0 z;^&Gj6yIQR?(zTZ>HmAn_HS#%7F0>!43DRC+>1_&R%G#w8#n%0Fa>+{>{qW?>OmV0 zrD^4T`EnusNzrs4vC*g?xzbZRk56a^&V6#<#W%Lu0u3u{Jh=?Wft4`+DN+K*R;su& z2XFezfCU_Xg#s>ee)E<s=P78lVKSH|Gp>4-A6Y!pcS*Zp4810mma9f0-+sa%y$-|Y z5zenT!a-_k|6-EOVwR;d6B2SDxKUfH<Y<9o+_xTc2EO$EvFtK@u|f49=ceCba`~@7 z{(s_S%i(|j)`tJ#w|<=}_+x`N*v^sTks%=ona?YY17%p10uS)~5c%1Be$c?RQ!zLw zk6lvIkUKacVtDc+XbA<%6syya_MG6NC5Q(#QVxpV(*7m?wyh{N3A9u@b~I64Gc{El z4yMtdxdvFG8w>OJV4C{;{wJf)yea4tH#`6t6D+-u?}39Dk>hBm<Z35re9C)#UqSz% zZw?i+6iDn7s*&s;c#`Qkp4g=|^4Ih5|9JHO>2v-c7f2GP*xm+RU<+a~%WKb-2DxIO zn=F9>sC%SR*TKuht3X?lon4-r=HS8PLh-y1C@>_AdGC%Iz2`vFOO&aQsgGRfm3oHn z+HWl<B_xn2Amnt9Ec&s<I&a7E43b7k=^%llNHe=SxBiT*H_961=H?sRSrEq2y|GK@ zdZlGl4@b>h{n56K<wH-X4N~{B9wt&ZBqlp&X1r668q8uWi<2JXyefxW)jykl@bCB? zzrXtX4~75rx8BwcZh2eiG&h<;8v$##7Kez)H+tWbC?<noUUH=2X`h$Av*ybpd6!6= zTUJ%WPokrFy&gV%c%G7ylA?Qrlo!TF&UhfCZ1rhg)$*kdk8W&K6a(p9PL4qOldxTe ztcNkdQ-f*?mKkYEiK8v(bovhbkSiUyFSPG~HVrHEU+US9`=3nk1hSS)RdEO2!$}?8 zBWcaU${)lON;(bPS8dblpez;FMXet>V?&elqRqUeSe4Y)lk=KoB$&JAW5AP{MKmRn z)Z!UwYu4`*6MUTEfq_T8%s6Xm$?wItK6`cL!xqvE7?r?5s1mu-m_`b<IAFwA8-SgR zg}kk@Qr0aoC~7m!(3>?7v!OIRfSEGu@BWp6N95eEjPKtsr$32_>Cd#xYcFnOcnVhd zh6fJ9WYD6aKCzFuv&{eWLc!<ZwQD~&&z>gPM^D}B8Y~9S!dg_;^J{jtnd)MCOQ3lr z@8a_EO^-gk(|8I)DgP73%m8Mn-dVeyNHA{L1bh4Wg~}+p$@VG2Gajrph-zhU-OsIj z=!-6F-eZ#@K4s>DiWGRbhydr{<nT{SO6q=fCBsH2R~UFXiS}E*Rh-r!%mq!_NfZuo zr<pn`QiiNv&h;ZH>LuI>iHT+&nBIUSF45zJ7b)7>U@7EBBK+-ghEj{9Ge{lkRe%_j z(4c4`h2wNTCDvE&kRV=5HdC#_SQ2<|>YQ&V+DG2De`Rp5Jhs@dR*D$A=`l4mWupzB zpMH8B{H!_B{$f*}<E#Mx8r)4#Qc3TyC?nTv!B2IVf0caLX~DPX5pjXdb#rmOuH)4m zZ4%VP@)!$77H7$%HK)=xtcr#fwZBOLq76)5F%5a4ZB>vF|6-hXD51CnJ1H{!rKToS z=A5)NQOKLdFyo>eXw6R67iprrc{j7=OLbMFe=5FUHORH<l}lH}u$v=2C9ciX`TAC* z)*u+MW-3;8b`;Td9Zb5qv6xv%ROjcUDg%_<zJ}><d3&3$WP!p$hoVFqxIPFYX@E>z zTwJbnmvH2WR@Af~<N_@Y0RaueXq?zBF+HjF58!yaf#upi6=cWR|NXbz<b>Xyz=#qe zW9aykHeJ=1?zC7p-Hlx0c4$_>_p{Wa45ZhAP`7<xapV1iZMv~AAPlCR0zR?4vv&92 z%5HI%YG?C#UGB_AMQ*hzbis;|FI826GB_NHxJl=l&{ajCD^eiH1^}95?c2A{HrVXz zOQI@{-A7tH44xI9dq;gaONWJAdGew`9ewkD8XAS+88!EVV9K<T!KCQM7LFGvsttez z!Y}PtP*!fCYEDs?S2I0(_HPypWVzCJ@7@i(hiygauSqMk{N$LTD;zj+4LXl*EF8lM zRD##*-u8}hE;c^$_g|~04{X64*wAacw&}$Gelh=xjrqO4n8*TT@Sl`ST@1Ni-^T11 zZDH<Ir6$w}*7^^Rc8};7S;0cx>z6!T6A}@@<yGZ;8Bk4&12#ze+(18GOUx@D9qyNi z=Lz%d_hEs6Jml-K<<CE_dl24UU)J-2=9TMJ<BB9wfDFhYE-z?q>fO=+DqKX7H}haw zzHDQYQ}XeXdo+rIA_Z+7sFH8&ejsDDxuEk^FKgCP`HtA-=PRuN%#uIJe7qWp;B<fE zsT&@!&$4cgqfl7tQB@7NgM)+PX?2U8a^sa3ZNFi-W+C(b24bLWSn5I2>T<KJGjbCX z5KOK)@y~@E;y%YJusnKK8N{wg1*^0gb%?&KLd|C)&YCWkxHyt9U+8huP*We}9NY=p z8_J~U#$*5LNM{Qo**DQ|W`*yM&x=XI<!i5EFgE5X3*CVONwk5MQP75NdL$}GqiL<N z0ynbO14xntunpbP>gwvVv`y9Yg@Iv!KqLx8Igw$3$ZDs^W9>Gu9|Y5YKS~_;SWAO! zBTHRfTN@?=UMG#V0LP+OHfLvNv(|(Ex#<Dgh#gN!Y=QPm0I4Oa;jXPd*>NNnIDm9x zeQNU^4s6(PP@i}&zyZGVR3%Vrm@ILUWZofqU3tGxd9N*z8x$N;$kXCDeE6)|332gD z)Wj+ISxxSfmR({bjaPBa$>ek0)IS;Ztm^~A!q_<-#=f2Y-LjaKrn<?>4VisgIrtb$ z)^7D_M?$kU%*EsuBE!nq4^sEvGYz-PN?x?}k(hE-eRW0X);AW;War54p?_sR{ZDKM zAa^+&+6{>U0)FzN^q5_t)^$Q&iiHAQMeiHHfey$ba`od5k^l-LH_Js=S#k>qMB1v) zpMz*t@;J3KqFA`PKVh2<-vQ>iZl9f>Z><k+_boS?l)ISS_M%XCTV?GJ-&@cANit<H zwpt2ZM|@ekA5Vn}K`l3YhhzT=6v&fdGGHU>i*7;wVcGoQ!w1%S9N)X{0pTQpwyL^1 zq=~cp9BU^JaGsiK9^phbd`BoM*}P=$tk&+D<>yEG<jq}^ydWT+r@(hsPX%ASteUFZ zcSJ@jRk}`=G<S|=w*)B~=LiCmWsq&?Ajc{RBvTLFHk~*Zz`B_jYRJ6hL-c{K0&`Vq zSVcvbLwBA#NvgST4OL<(H6+RauT<bk!Ffe>>YdxR1<2S6^oQcy;+gb1Pztu%%ey}+ z{9g{H|HWuV%wZ?Kz;nk^4>iHe18|dzb8sN(P7sr*-39Jocn&j_WxqYcHs0`nh<7CA zl$e-4bup;g-(4|;rlY_%jfE<t(;`d;4qu`DFe;{IUUqXU(Hg{57I+WMU@4S?y-gx; zXJlw7TS{Yhx1qg;{8jG{^wBs%E@ydXCTQg-lCR64;K=gx4)7@>lOmr(xRYqBK7IPN z(9_rVXnS@WkJtHv<S@IO-z#ZhkrDsAPeE@=G@?&hfgB83)XW2CAA3CdSNw4Vl_WqU zP{<5&i&99!qRzhs+j!jrPQ3|}5BivfMmTZ_@JWot)ak0R_p}B}md6{Z;Cj$g8-VYP zwH^mpZg}8~HXEmdUI6p)?|TbW29a0u(yWiRSH_U1uD)6kb6EIwCH+a?l9ZeHF@NHm zU?7M7|HH<PDK_vr+Ch#qnD<~BSjcv>*5lO0bq~l8nY2_pcZM{*fdWR#0e7VvyRhIu zlImnrj!LG5A2>)Tbiwi}|5KLwrX~%N02|v!`sQIhiUkg>_u5v;%F8QK&{mgHXB)f~ z+^UE&DMfPb>pW)|-IdnT-d8PX90I>gGOby6NpT4)P8&%XO1(kvx#@v-btKXTPTU8P z6nMRIet+djDf_KYJ`weDb#--C6FmGKk_`@d>c)bM8`PsL!>P(j#>)!Ewm5jl#MF%3 zUVPV4A#Yc!+3olSQeGfl96>301+F+iYY_1e)O6^;0d_C6#*5U&={h|7)9V<Uf+qB* z_B}v(a7@=qV_Cwq-vN}|SJ4MA%6STi)P}6Go~V~pR8%%$tM*3!;_0lz5sqwa(hN-1 zf!Ed40*Mh#ms<eZ8Yvn8AWVj+Fl1K%S#~cRVENFi_+S~Re1;a1VqkKmaf7xNbztk$ zprE+S=N1KNA(kSJIS*vz<eZ9XdR|<{!2^`BAXdrHAM`7`hGU@AgwO=b_+<Mn`E8qu zInBZ%WAA)k$I3597uZZFbTHwZ(KZZu9|fQP`N^G8QnKymD%yCCG~|&MDu@aS!}@Qm z6aK+eP;i>4R$&?o6uE!z9t%0Ln$628s_1j&Jcc*-b1Efw@D>x03e1-p#^44_$P|Z& z5-L+{bM5Gl-ncVUaS!ZkMK}K|d-;C=t?#Bbo7Qd+(NPac>V^l7@a9TG{0?lo7$>)r z)KnpVY65^gM;f+~(D)j{+Dz?{HELJLV#fc}BF&5yOsJSaQj`nhkDc(U=*GhL@TsyA zHPqg`bNP8+AHUtGj;n3eH4~FzZij)jL1mjvPodXu0f%R4S1MK*l(C#zgRm`x(lEf| zT|p0xhlNa1w>_Xi!^*>Rfg4bOHT}uT--jo7iC5%k;bkJ$y0K6VNzt$)2VRHc0|0sZ zY#{r3*6l}u6S0sl>M@`BfSO7w6c1e0o|=E&m#H92enm6_QZ5J0|HGBU?0VP>K3R2c znmv1-)4pmSD`-dmv(YF-mFQG_kXN~UztWg1D>Ru!iEDAr_}VoR1@al_19hM5-5`B( zwB}WKEFX`X0W9T8qeutdW4iK5BHyf;%XKsS(PM3)9cr)*ix~`zy(aj4Qj@u0n2sWi zEI{C!@mCNw>!^mtD<7`wOpWm^jy>FQ2sPTl!-bJZTBn~?wCQ!Iu{qL#*_dUa3oeCz z#X;rtI=IhRY*B}`sbNoRrb<XkQlttMBR%5zacrB|rwaLj{6{bgp!QbDlY;@k!1$GJ zwH4BIW0E2ND=RP&krwK(Gt^VL!b~4{4|;Kc%%+VSbELuVa_3yHKT3)wrj+Y|hOA^> z%=m#a6~6RIamo(fzu7y+$|q)u2FAwm^-2rOQ#;ej73sx54p3KDR@ReEk?Aa{ma~?e z=!D!F8(njSMHSKAO3ds>zaH`W&1(~|b@Te6qWbE-(m1?oV}aThUc6<NdgzD4X?A!! zN8lh_RWq6+d#A=Mvvh32X16#x&(Pw;QwWU<Zkn|o_2Y(zGJLbNW_8c+#w%A|%cgKZ zA_6gJVq)eI%5(8($|-^nS|!Yc(*ELe;qjL%3)6S8<(+X18-(N4E4MGyTriSl7!`m^ z+In~h4qr?QA93W-nT5>gOQwN4T!uP?;Us1YAQoo-fd4fc`kzShKWJ2fta&&&KOZJT z7!1-?VZ~wHtny5Z(<_nSJ)oe+(JsOM!(v+nPnjGy4KWAM!A=riW7Yd{$YOU<wJ|@5 zf~}KJ7G`O#igeNo5Yl{Q$ZgR6atZIBXzsNIr8;<gxpt6AxhQ8h<Y9g4TU|wqy!3YR z+{*6x>2p$+#F3xzR|r<!Sc09-XlW;AI5WY>*^n{38!7%f_yt=blFzuGE97GmrF3Nq zKStW|Oaf7c$v_5WC6f*ien+ij7*hj9SX=X8oS6H1HE{5jtYIzLqPccL6+Cnn3mqNZ z@FXiSPu$UJ$lJ|?H<eI}-~RqL3*H@ZiBT~)Gp=Zajh%f&r>FGLzp{}09(1A72FoDJ z(=)%pbfiGRYa3d$(=A};3)A8_emsLkZ=(v1x)po|Ib*4jX6a=eI5(KlsE9L3iVj}j zXsAy|R*Oh`Q=n#>d7w6T+|cnNDJh-4Jv0?9yEYQMBEiw7g+d*8&%RD#FhR*)5ATwQ z6H4uTb<L;b9@uE6Tb}Hd^HSURZW(WL#0zBdGPD$|^R;NoO|pk9gC1%dILcD{5(FF8 zG*=p$YYSDSicTIa-)T*Q^l>*gQIMNKEK5B;d`>Q2Q?7L=9KSYOj^4M1Vj3h<Y}L}T zTES0M{x1a7|B0~|4s~w$z@wiJUch~<L)=qelYZ;3r`5_&%EE628Xb_lx^ni)-c1?I zWQE|r^N-4%^p*W{`$cungb-hkkh`>-w|m6@wV)}peG|o(6nm87<xST5a^bDZlRbi; z3_2Wr@&a1t#R{K26*U!HToqXy5SxE9|LoL0=B@D3{nW5&*3@pUQ@%vl$Tengq$Pm@ zU&ofyF*s6tm^l3r+IX-nqS|C={~9!64~-_X+$l4>l%QH_2|VD>kV{fM@~uNQYW2X7 zFK@%ZkdoX!mPm0pw`Kd)$@kwWZQA-J5f*3gLXXhA6AnZ7-9;zA!L5`;0ax==K#*nl zYYd#*pY<Hzt1I##oT3dlE_9rB=l30RN0-x*Qd8ILUd026#AEDUDSd0%S#X+mv+0Qi zlN$nb#A~^pK#>-pO*beOp%urQBBZL}GUHG<aNxjw0hPI$%Kesa-p!xd0L5O4&Yh!p z?%U0jK^O~bM%ce9peAhJzvYooJ6?4|8$W6IYh&A^pU`=0^**it4EtS`HXr;=(bHV! zAha9RzhepN{_GzQ|4%=ROQ7fI2j4B_gwrw_glFOM4@JIWnt1SjJ%PTntvC>(M$T(z zG-jVsT<O89%HE1x^wUZU@rKKciDv}_t9m_N>UNOli`zyVVLmTQSS->mmSKsz-hZ#h z6ggjPa;)P^+xD%`KOK6J%BA3r;;msblAf1HQBK;|^rcI|RxHM@FuL`El9|(IskZN% zxL)G`+~G^HzgLdOR%cj8CkRe6aoTdr0h~hG-GE(Bq?kT)WTRD5QQ3ML2iZOz2BoRT zRR9x%dOge%s?*<YX6|f&CpDfT(q*kA%HA~)7E8Q?Mgb&fgg4%&qDKBj+jd<5B{sD2 zt0eF7<6DM=x?O^_U++40tTN_0aVq})XdnN;|NY|r+sZ!<wYaRnDB&VZD~@9L?md*x zKZh``Z~@5FS<@{i!Ph3P0QdWk#}ULafCe<SYfbTnh~&9%7-TAxoruGnhsS;jZtAqK zznpfQ73-rU3$Etfdlc*<?vJ%%Uzs*JTs(cN21g*b3}JSes@k%Zx1<L!WGdqz{mPBh zR4&?F-E@%*oeFUaywAq+iruLXE?b=Ujy}?1EM&D{a|ndFQugI-oGX(mfG0)+V}FST z>{yA<O;#GFpDp5DV+`>)rq{Om=e<1r#+q$aAGKc$_1+90>naviz}tDkykU!tE{bTQ zzhTU>)cJwYz9Yc<)%v}x{QU4vl`8T1j(zdx*2twj3km;?$owzE_U-kdEf1RjY}M=W zE-ywN7dTGu&14jgS9v<sn+vMfqrC)p<M3U;^M2UNoQA!uKYskEMt-SD=PQ@jKIVK1 zL|SEG&v!l6Ul0Yh4q+mEvL%z>&7XUo7eCj?0dsQs${a7e$RfXkYkQ2-aEeCGtD4IY ziJYq!m|!4&=8ZGa9rGqmR-|X|7JRieL-L3>N=k`{ibi_Fv-8xOID7iMALbzSdf2B9 z@W5iWqXC{je%eduGbw{`0Z3KD$t11-pH7hXJ<~Ph`Igf+sm=Y*@-g$j`<DN-NJ~2h zb?0z&M8tVnWSB!2Z7*Np+nyeyCw`A-*0uLqrAbNVbyzEMEg@2!hrQfC@cm{YsZRWs zwmIIa5?uWA4d)16<?oF<{u@6$$lLk0Y8pf5pF@+q758Uew_7O6LRMCm)z-I?Rh`CL zAEcJ>;(&NcUY8R$ZM3k}(d5b#BX)(3+uO(N+(j>{Ww(9N3wQPBR+#&cLV78V1DE$a zKG+@Gv}d9=HFZl%r8|y!9iu&SAFH6vMaSs7c8^B#E_keg`6kOYOX7^Ol!&-^w6@)b z9`zQp++hyl9ZecG)u&tgnh8^+di_qJjy*gKhrHGzM?kUP6Zi>7_^t*RdHx)Nl|9V+ z-s;oUM5EKU{71RB^q6c}zopiJ!%Pu*Cxp)<#jd<OvCvuobIq3Rz4rD$L$tTtIKOgb z4F^Ux55X}Tt{r-JQt`jPVE^?}%P9)IoWffI1QqaZ&FZ38APOt>{&H_M7rdX-X^}($ zbA0(qUi;1l9Fj|-z_2#ZtS==Jt^8!mZo4a2j!bwHp1KB{buW7Lj^1lt)1X>WbLGXu z;k!FDPZfWXxc^Sxh-X=*?BVc^kJ@5*+X@%hsj5OFD^1PKLolY^pTX-eF394LQ|$=* zg2g3h!Uok5IlAeG8C~+;r9IZGPCN9u<mf6t&alr%;QbL3&PvBk-G0ma|Glp9|If`6 zx&?oH?;f%%l=_Azv~h6}o1j>=Jx_4B!g#uOAc(!B=ly%>CtFrEG()n?NNxVd6-FFV zCuy^rn}(<O$Q4Sw7w4edsmMY*`%>6LC31g~c6#a1Te+pAqElaoY=-lVMge}6Wj8t4 zynAFCSC99zw%yF`1hMRz`3CQl(xB<S%Hyz6s%_!THOb~t`pS}?m$?zEU!2=Ey?yyF z+06|*l!?H`DY4~t65r`wkGA=6*K!@k)v|jQz4SviA}JjCK6ZtSO;O?De>Irfnt%E^ z@-uq8yHwKhip%G=Ytv<X#eU+FC=bPggX|8e#T~M$a|pM;_8;frF`hXkBy^zZ#n7?j z(L;|lHBT?R!WcP$Vvs{Ov#<Md0R5Xj$Nt-kzy9ZOdD*5?((1>14{$fyny3G^xSZgO z6G-c8{(u-loi^(Jr`HE|NZ{p+;`<*ce%(-Wc+c%Eu{@@Gs;Y$VS6k%KuX{lzffKY5 z=wl>TG=D{GrtTcPm*)PmQBt4!cSv8XIUM}|?J1BtZQ1P24=!L{SpWB@H2*-0svrC! XZ|lruW&W)L7GMmXu6{1-oD!M<Bktuj literal 18596 zcmeHvWmJ`G+pVozECfMOEJ|8Z8bv}ZK$KRHE<w6MMclv=(M1SS64IR_B}#+RARr;F zG}3wIa-Z{^zh|6pzhj&q$Gyi;mhh}+-S>6RYtDJiM=$xCGW++^?A@|u%YNA_lDD>O z+4+6TmaS}iw&4{e?_ojwwoCh(jO3P0(tmG@;{3L3IlV<z^3rYl(D80NXUf*jk24*V z+vp$j5-;{`J41QK|MZi?JAOX#<UJz4Lu#i&;-16ar*FKWjMjKVzh|re*{JLW4tDz6 zmyaBhkdruUyp6eFb;Cl;t|z}B_<k1i_Sw~qoxiU;*z)igEClly?9<OuCEd!FEf*Ut z8-%xRvG<<n$TH~6Hd0R2XcQ*jA{Xz+BzH4}e`0B7z>#SiW#Q7&l2LPPd1d8T*q%pB zEjcFbu{T0;ofgfCC>){`{7VP+ALk!$mJ@FkCcC)%;7O6CK|eXA6tw`8xwaJby9Kti zqK<Pir(EWq&I$3-_{7OYyzuhMclaG^GdK6Md3|M`;N!!-QugQ*zhT4MAD{mgx6Ku_ z8lIczx*#Z+|2EfzJ6QVpQ7*g5?;6pns;aowQBg<h#mVkdqK>!akAI2#JyKs;R;Ka6 zx?0GeNNh^eEa`P!O&QJlL{X*7z5kThTESFtE#I5q;Ep0Ey9_4-eSInmGvlve!qgNL zelK5Y(O$iIbFw|H_mtb3!l3L{kIAvL64KW?$KM=bRl<EN4p#f^eE$<`;6p2{#J)09 zdCK>s=m+&YGg(>Lo$njh-dhe`y?(t;(`{YPWj;JCO!Q&jM_er<-ikZ=p}nJ{(8zGB zvL^e-6iI1mj=LYSw<rg(YHDgKE4P2@*&D96`@o4q2K4yKX>n4uetKhdig0XYVS-go zqrf&LE6eKd1GKzt-``v43>~X)ZqB+_<fv2eJl|zCm)*<5!$VL&U~PFMB3~MxdV=Ln z;`sOcER_sx@r|WucGi|$oyr#$0~I;uy*>5ya>SUAA3ut)pFDEp$e}~0#S%)j47)$f zzq|I@pJ#Az@OIk0B3xWLnrpM;lPx(pdH>X{9OFBF)w-gW4GrUi?xRL#%gl?HD>^zH zzNO!%F<F?Id1Yt5d-rZm&a~I}9F5wNRk1QnHxpdfSMvF9ef|3NL04|hl+Lf(FJDrw z2Xp&|rQii3eVDLa>f2n_jrU{iY4v<UX5R%49`r48T3lILdVWHXdox7Xd1)G}USR!m zHqCAQ+FEy3W~Qm8b9?GtKI4{`i@_`NW2eNNziEf_Kj>UqS?MWqx`2BY>kqVa-?e{` z`8CJgTf$mlVPT&?e=awz>D6g-Q_bo)aq=Wb)R{A9a&<H9XS8LB{AS;SOnBMY>YAIa zrh1BcdU~Q|e7~;l&Y`5HzF^c8gA!4Wm%lU^JocC3mxYP0B;_;?x9$6Bcm*8i;>$(Y z)v~95|E`_Cx?M`Y^vO;l{rq@`VtA&_n39jE^H^JoHh;dHQigW9S@#FMqT$EecY7cE zU^kT-b~(?iyM<plMJ;FBTDny1%`hP%z34)VsMg0VxF_=-4f!q<(4$hVAU+eN)J9Lw zJxok-qoboVe8z>#!y(JP-*H?GzJ_+-ZWHe$(d^qLOZ*xxYO>ltGc&_kycFdexM%O) z&P+W*xk!Zbtn5sGIXg!rSxB=^5`Vg!l9H0Gtu3}QD=W*=5jU~-A?xR7`)j{`ootSi z+nP$zKq%F^A}6PrrSGHhguG1By;N(X*D<$Rw+7q!^{eano68asg+)aSvL9Sl7rZE# zUYrsywj8R#7t5=wCTuqIzglsFCG&0SQDIrrm8aa2aZ<3pJ~Vu9xb<opA}@Dk8_~5( zj{hEdt$9+&`U)|oznm~)(-FX`T>Sg1@Z{uVw6ss6eB>v<#|6`G4TTQBFaLd@x}=Mi zmiF_fPmYU|McU=wsMH~*JKsvR&WDP-ZG3#Z-SRK#Llh~C52G7{u=9R?zrXSQ{p?xb zIRyz~466Ivw{Jl~K>#na-r~F0>jDI9f3>G+Cf;Ty$d~3SZkirDb_@%es#&se+`RBU zt*AwR*@a$bietw*Vr2dFY6FXADvo!5urX<Pd&xCdz-eI|;Bdt@j6qvl`<~1Eo#@7; zpK%dwsdt4rILv-Fy+d^f*iZLa)r&IK^SiDsRrnmQ58~44FY{WKJ+iaPl;6O>Kv-B< zJyi5*rd}<}ChJW`oVa@N&BF3f{Glz5hVSRkpE$iPKRl>~tVgwIeSCc*0F1v{lR|in z4wI8N;@kpFTGBLohwJ?bs#*Fe_lndqO%{9d%r#dRCcfzZ#;TaKCfZE*l~z?<$#7z2 z<r}E<HSf&+nFp`{Bw+z5*({`#KUn{K`SQ?Md|X`IY{@S7Gpwxmu{#ki3&EC-N=j`t z0jv+cf0m+K`fgS4)unZnYBwcs(3jy-_uZ?@%PzCkOl^&2Wo7q2Kf4hwl7A;jNqlq7 z3R{TnYsWpVnR2nP`~s*3(pPtMbd;8s8uE4)kCzjuH64Zmva_@8dR;E?^3J7|Y`hV7 za|PPvnss+ZNs&3^rl+SfTnl`DQdBKFS1RTl>&1FXWo2bq;$aF3G8<ML*mqY0SXyob z{bY9k#N=4>^y$<01qByO+Um}-m`Rqb&DJ(;F8D8_%;;sCijz1UYpNDi>hyo-Ta9en zzMVl91rTAYL?`pYpWbNXYgoRt9m>>g({;w&uR0qL#$)i+Fl{<x_)AEh^YSdd3Kg=s zT60Y<cy)1Vb!A0JKw!MPKskKr$KR)}5_uo?T^tHMcuH(;dOBV)?xvWcRCv{Dda2gZ z(ts~})cyPSXHTY%GxIpi>dF##?Wc*!&{wcf?5X$i@*=khG%s0K(kboCF}X&x?)$ja zNvxhi_H{V-wLrF4^hO(N%lXp2Cj_GkcT&^Rx{NkNI-6N6&khl&ImKMp-mhhQ`iSaX zXH+b5oTrz)Wt$!*=JJ7F_CaTMMo>QB<>bkeD5d2(s)dY6W~-TgDOuvlg1-sj+*sRW z&648RuU|{~3eJ3dBGCG+NpZM$b0d#lmO#Z`!{@j(eP6HZgUwi*#_I53H3~J5P1SO3 zX=ZNDI>V{!n_`6_ueVj_>`?8HmtySoSM)z~+V5or<)iy!bFdb52D#}WHgdsVLM~h* zQqs^Q7QG#1R!mZ2KXvNV(AKlbs#(%KpHFouO5bjBTlvYfD)x!u3O;s$?F5nDsLYc* zU%EbAw7{%eDBo@Y2x>dg8Bot|h5}xlDiO!=`uz7nR^?Q-p?7iDv4IS-G{UyYB2wc# ztx3xD)zu1LI}#L`WMnE)7|!}8!j3hg!`Ms<3ky&kE*hW5k00ZhKD4r`wfSl_@|9NL zVIOL?xVV_lq|LP9?c-9d_h`u;WYm_Hmd~XJUeU>vg{G#aMybzc=v1DdrDZpp>P0P0 zm258j{>`dcTqwfD!}GhZ)E(y%q+(%l@!<abDYxETjdU@*NC*j0NB^RuqubnAH6L<4 zN>2Xc*RReL^*l7bVK-Ks8(MMKHK(bfJfmhtpN`DT%s`I2G=~l~WE&|C&4K0g7T9qL z2)su-Z)|L|8m_ajvNGw)eGqpuY&Ig~`^3U{N0x)ybi1b84G<c@tRLfzK`#o%>nb0t zjdXPf>w<X*M_3sdsW|TynzW~)v;^&^-)3%S^1hg3+=|bKW};soem7HBma9>hdws51 z4j|z4^WE#cx(D56%BjIq1RQ1uZ-nsgrxoIjFcC&6>+28yt{0C82*^QgkWq8k+uLWG zb*s6)zi0~xLQl9`?A)Qty}YypoYGtldj4>8W1UvmmY$woKuG8rHs;wg@8Zf&fL>JU z9RShWw{HO^SeDp#?{@CqooC#7wJtC$tO!MjHE?otv>k1@v^*Nvgk?kbw+4Yk_W{8v zw*J|a>)ZrDndr*X1a-2X=||7WoYa1qw3CdAl2vK^%Z1+CHw*FYxcrkRPb4HH7ACue z&3i=9VM(XlxV0wG#@J~j%&trv=P8^@1UzJBpfc%BQd@zYxkEqp)}Stk9ET9c&-(~# zO>?iyVmCRRG_Z!VCU}POXLDTr+e_}Qo9m0IcMEDLPzfv&{Nct_92zQx_A}rD%uL?h z1;(w3AR=fY!57TKLGgYMe?e39+sq!~2nES?P&?1hzfk5yfkN~@cu1D`3>4d>jm?5z zenAIpePpyT8nu)ZdQ9#WTA|HUkEn=<h?v;DWgVuoXC<EQjo~^nm?UOkFao9(E@V?v zUjEME_i)XmvV^pBMYyOFhi38G^pDG@PDQ9;?~|0}Ix1v|bGT}EfgPb>TfOL_25u=p z?lxc^TSF=toN2&gH;NG*PfJS++gom`pXC514&K3V)!(o^HO%HRn>h-BotpFB-0Z9| z=@sR-8t>xbusxz@&H(!(u>?2X@LD{yU+c??D%Q6+$H2e<k&q(cu@^VuhF-O{{M$!* z;2LMqT+=nq4x(2sj(ta-mZjw^2_@07E$Z)#0xGfdBpz;1ACA4N{j(FG;PYS{q37>Q zxboyGyb5p&=j#;J>&$&%V&U)T<g~dmmPVC@cT}}I=7N$&kHqOUTW>dQiGNjS<L2f@ z$Vs_dphS!Tk&*~Um%Xp>m*vBUqg{FC`uee!mmF)}rhA2RbC#@S#=m!)Z&kJ&ZF+a@ zz<~oUD|6&_F~55iD@^$-%gbengZ=$c8GV85>h!XQ>6Tb>a4M4JJGx51&9e;ZbJu^1 zwLy)=6wdjRi-!*0->KXG_q)v1=N+c^^31~MW!-ll<OtHZzr9g07Hii(t5@!Q#L^J7 zl1P6em|IGNVX!2Q^v%W2`Sh}#>yf78%yed#!-Q-SQCqVIruzF2A3K&1%FfMwE8FoZ za8mhe*25nX2M-<`+Q(Tq{b{K7_0X|0vtCpwq)KCXxm0+H6oCqj0s`&8-n~R7M@Pqs ziVBu?v`tAF87Bva>MR^%)2`ebf`Ig6e$~8sHI(_+8FAi)`1tOu){<`@QnQ<+xIC~4 z=%^v4mTDapv40r8tEz!<u_HGl?)fO6R-?^VQ~t%##>>PQ5CB#t@2`$Kh4-E`eZ3jZ zosf{g!NCC<@ZkiwCJ8+c91yb|57NCX7YuloCAMVhT_gO&w)@dDv#?xUJ{^F!;5Sv- zI@x0>bN+Zc^GSoFLe}x+)(Yoy1T?*rBbiH1P-ZwU`2Y3SU*z?Utm?sKWs*1)C_yi# zzP*WY&(Fn9b>*djxnRZm`pz3Q(GQt|t>zTVHN3k<JtR`Hz7SG=dGgYwOO-EZ{R|Ej zxPaYWFz-n=<#2a*r=XxP|NcI*E)qyXr4#J6(gGneL|$3e@lkuTJ}0gYr4eu=Zi$HF z6Tdzr0@)zxb@&L&?eriqtKsXiMEx&s^eif)@QypXF0;#t>XoSrC(A^g5OvI^mjz>} z@miefwX?QP2HAZ)v?4I)-zekgxB_8*`SRu3*PLzuQwXXXVM6m0dA%eq;A}DjT84Hj z?y_PX!v6rkp@b726BG0P{d<7HRborLLNwF__I-G8(DYmSB{uDW^^2<7+Wp|YBu@G9 z<3(!f*AN48Z+MNWi3}SX8|Wk~-+cFdivr2KlX%<9)AQ&Bv(Wek8A-{Y>#_LIglkRP z&bVGx<rSye_#LqcO5gT+aDA~CJNUxW^PGC_I6&vwzGK|hqYYpSwRV&!YWCEl*$z%l zUG|sng=myz1f4v3)PAt)6?oP;rv}f13}UCfRe&xagfw8`Sq5@k3}?@NDlPrdZP&XF zl}u*L+OO5v^Z9oS<iY${`{rc96oknp_?E06BVI@Y6!ougpE>j6^FeX8yC3F&EXVnb zaWc^Y0<an^wY=zA<In*YFMdRSJkD>rH2vc<er$dE^TCPE9O%$=%kdC6AfiqS&yQb7 zMVHPq@7(~}!;lcvuL}a=<bW!QuT5VD>!&+=cDO#G7e@#Tka_B1Ok7+EG}~0+@2`)x zZole(F2iyD7s!L{ua=+K#hNIh2igljs~y<4`70?6?EZCN-~#SfQcB8Z^1B0Io+fW^ zIj2ERR$0|6Iu{ogyYX)d*is6nn^;fX$?y3fEd54&vP5nko(F>auKAxk<2W$l*QqLD zeT`C~0}5p1$BzuGcWCGdCZ^OQ5n}i5-J=z<hJwGWtsQk#^u~9a&3*!>sfPQ)q^R@K zLpQfg0P>xLTMS}iuE1lGoe~kz>q$;mwhw^Y3HZ{<y9Jt{_ggnlWTFSC4jzt|eH#s} zt*z@e+Z5(#cn#%2Od?!YjB5Ouqo_&TF*7R*bSmuCD}}z0vDT#al8yN^^fiA@O;^-0 z1OwQcDG*L7fL>JeZlR`mPoV=EwXKZ}i0v<wb-+~VcPKD0y=wt1q>4vRtkXKbw$Nn` z%gPK~$l19tlcyFx1f{*vD07M=+N7f`W(TW5nNTG~&dZiwhZ&&!RdP)`e2!nZ87e?p z8g}(uYdbsT*cDs~q7f>vr?S!jjSRr)hF;F9l>9AOl_y7znw)$FrT3a$-S)>P573L6 zx;hPrd}vgtz*h81wO)%?<rNiTs2qi8>3nH}FK>p%#|wcmFJHa{-+{xGrkYjp`Lj-A zl+>(<u<dxdo_r8^r}~_Jy1T$ZPoWn?0dtj5hVS3MKXG^8T>D*r{DPT3t1?GKNUrRk zj;4JuRXuO=_a-YlJA3<bxl7BL%g?G5D|}CJ%H9G_@%8vc@y9-gCP;o48@sZ+>|k%N zYhX}IL6S*~i~d|8U$n<Xxrl^n-M#zvCErdUHX5?UhjYWt!d4RLixzvFXvnZWw}?Ou z0m9Fyxa$Edcl_&r5zP1ig|nif3L-AaAOu4n<_j16$sg2VbJ$~nRhq<@YCk6R>zs<Q z&)wZGOG`iV8IuvK7S*fMw*r%=J#ivcBVU_8Wa@jqA_^$uAocA(*zV=k=4QvxsK_WF zuq4F_<wg(*`If_GCg?iXC_|)YS4qFPX4jFa_fPYCpl)PjWM*atu*$U;QU9K{x>&Nw zzQL+_SV~H&`gf?Hm9&Pp&94^O{N$tiW<jH7DH~^+`-cuhF@UYv4KY)R>Tzhi?;9Oe zDRy=sw5fiVTnAXSiure#QVr0sRHh%2lsk6eLS9S^y+i-<?~$<3P>s8HhjwqkTr{gy z{j|au^RhjhJFR#nkzN*6k`*KdE~iodcYj=FXTgYke2Zg^fS{o2sdSPb^PN+Dl39m8 zq}=HXBqXy0fXCL-@&g=DY*E?$V&hhpKWm(D>)owew+6jHXl!tf?CeV1Hj9HSmuL0V zZOwD^InqS+B<*$$C0vG&@NBL``M{HN{E&K`fdSDU6XyLb?CkP-iUNwrhr+psH#aPX zl-*lX?{?MKbF#9sqPKwXCg%wld_Cd7pJ77cRy7eiK&b%A?Fr*ud7SOt*8~0h6!R_h zn3$LdW4w*glJ|TIyW~Oz6v9W~e)Y@fUAf|E`JG}$H)@uPtWj~;gZiF)EDOyjtc_Yl zHpiOpMNWC(;Mf>y4h{KXe%&fCS5ULK8Cq}g(x-n>u*DMU_0Avd9~cNYRaRSDt99O! zT7j(QUIvZ7__cu97DZ|2hk6Fim#obUn_|4mt!H@ObtWAlJ7FijmxPb(d!3AjE?O8L zlDo4<K|ukv@P@ZKkZEPF_v_c~wVWk|Xs6%_tx%O!xnxx<b3b`t;#5^t;U1<sbH?B@ z!TzWpQ8;fmsiELs2vFHrU!CeM7#SN&S`UhUU!o9uJy;`p`|bm``RUPDQ?NYF&TH_v zB%@Vem4QNw@^k4?H?P?*O-Itpwxu<acWVxjQ|O6_iNV#odi84J?Sxy8>9=&v|7>Q0 z>k${>x|fVh9g8Y0ExpnEmYRxccyiK=mxdE+5p=q)uI>$=iCSUcS!Gb>>|%w`H*bu& z%KIlBfrHfSYV?kwvYRfP6(s4|bw4>T6RidoyYoVaL5;#SdRdzDS|1OJucbpV&hW^c zgRDiv9NKJ)SNM#5=i+MAb`Hg=KyZzNi$qnhtO8B~Hc3j?pIMRL^xIq8Ya%QxHHN&d zxFnVNBFVeQ%eY`{`#q;Gj?8DcxD;-QUz_{YTHD^PykRac-vFMF0ZI;(^*-56I)g)O z_bsSf%=+2xcSkE-ubyW+BYO)XAvG<+o#VN5w0&lsM5_52Q?xQ1VJM;%_|<W-vC#1e zP>A3c+9fV*6VmBekp8e|5};U8m7$}fhFt!!@Fv&`?CurVCn=ch$g!IWxnRx`A^B{Q zo0~g%@nKH;o`qkntZZy-+}xRfcPM+No1sU=ob6K|ynF_cOJe%hv&E!AgJKI0J!p>o z0`@Z~Ew5n`CSY+^R8+Lxl>tHqKJzX7#x4{vH`VI~-vMs}Yx#{xV`=H7jvnA=ON#m; z+%&k$w{o?=yx~)aVhMFOg%wkC+i7l;%eW;TWm6S4%x3!i{mf)HiBxBlzm3|yYhMru z4JvTx$AJ{13s2z6kmtD#9&7@QIL4z7|K;AvRy}C<+(PZli;metIpmZP*E+fr<Q4px zH9#c3+E~By_xFdel#!9qEOA{&tC+Q3z9m3MH}E~*3bKH;rN$FVAVXV9QnCzag}#|! z+LFRq^EgTYn1cOJQOz306oi6vs&2D3BtU0n*Nz>9>kC~26+VhD>>o_vc;7NpwwHjv z$sXI1q|7NMw$YNH*uVSw#fy)md6fDjJ*qxP<pYlVy9%Vrr|Mf;ZhLb}k@(f-N_)xK zvuDw~kC2lqK)-AB#)dM%l=0uZ3swM{`OL#3VWQ|N6jYvGpD2NRzf=LEW-g3wk`Tup z?ccZ0c>=x>%s}Y*bEm=&+kr!gZ^E`?X{V#1B?$il>&kf_Ogfz)@PrZHvQ}bwd3LE* zdi-g72ZuY!Dl=eq%4zq$*qBr2(_%1iHZMDy7e3+P!^zYcK}>Q6UNC;c#az_Z+FM(5 zM(Yn_OqCwQ@%3<<xYJ;k<SX6XB#uYV#MC8_<>%KdJXOd8g9XkY2^o2Kc;x0ag=tDb zRzh(NN<FmZ@KEWO-K$13AWq)*m~t@*aDp0iTb;=B_or;6oktU`9ize#o&zftv*n+V zp3WZ$C%Gv&87xZ4OPwZZUKVKq^@X0#82R{Gqat6?Cy;c+{u@|xDLt8NJGd`d;f8k= zG6ne2fWQUNeO!OFBxn%0&*s7VQyXObK>n?1Phx<QmFTrAMEVO)i1b4%XD1|x?b7ls zo!;YYmlULTGcz+o@WJblfO2x0|26dUCv(jQP1ogj8f=uSf2XCHM~aOL;mpHa1}Mbh z96=mX$34Q5!Je-Q%w&+iLNeX4R{&G+>XO+S);2k>kyeQC@}OU^#Acm5v%O@_G+~lL z8}xZ4_fgQ<7aFh`#heXmv;Kn5$o5j^4vrgOk4;U6fvbFl&Qs*Ua^s6_BYk}h7_5Lb z$iSMYs8|4rnBadqfvEzA<6Y2>#Pe$V36~z0-xbK}VA~k`_3Hyv4?Hlyj~T`;WK?Vq zEiHewrF5a~mj#TWxk3+@xRqpHi0}LP(}+vgt2}q`i|Tc1kK=?3hw=*w)ZK!?m`Ca( zUi;o4>wi6x`=Bei<bs@>+ytlM-2IFV+H)!q43d?{1Sz5$4PE@2-(XTAb&zf~etqu| zgTDwbBn}&RxjhwgS*Z&Z<l*MF{AY9o&neHP!+EktP*AW_d}N2M`JfE`=7QPxqsNZr zLz7eAv%l2A8Lb5jfL)-TYq|_C0)U-w3Q(*KJhtx{2$c)CX20zdLqqV=GZpnpmKGKn zhK4OPmk4b)c%N7v$gDgWLM3U&#l<yS>#R2`cbgBOdv`cp)DQL0Im>uy==`QF#mLs2 zYkFf@PnR^LYy;n(i*}!$o(A*8a6v=Ff{C7yk%iSCXOsKrK2W}e{Sw1{eOg5X_3UKa z4h*S#5J&KClh?lJJ9*KZqX#M+N5cUB$9}4u=G3*ZvdR+cGG<kbts}urZ*kbz@!fuY zei$0)aY@|@Ex_se79~ZfG<%1W3+C-`l}#B99QNiCiV8G<naWN%W;3_cSoEgCH`JCW ztb`eRtH<L%&`-XOoxGP`6Ubg**cgTDW6o<0R!bUoK=$A=QtoF{yY#<?COBVDIRCxG zO`MMIbHBIJ_bayxQV-{+sAPOvx%;;-!;8}vysBA~ji<R^osvOoZaV6!q7*6N0c;xN zyI|6PGtDLgG&@;yiX~N1@R~>~HfjD787JGl!X=P&Kz*jg(ymJ)eLAa??6Fk^i;xSZ z9Yx!>ZzmbJU0Jt2Pp+FfLb|y)J6F7*RhNHFuw}iI*a961kC3D}(0180i$#QlK7dR> z4Y4RhJr&>(gR=@Wr?zFRuCAsM&Sm!@^<qo}{LgdFMf|TUK>LG^_B|{-394DKBE%QZ z#>dCk4hp8(2EKQkPmFO5loxxZ5r3{`v=5u=PcOS%S4b}_<9qVXMjjjn%t!?QUnJh5 znWiBqEKJxv$hNe)s#$2?*#GV?s?S#|D=R~;GZJnNOGhij>>jNGDB?I_iLtd5biqf8 zaI#Nf&(UD=U&K8e|HjogFMU4bOaB3PkwPhWpXFK+or8HPL(L@K1tJCC&~3VO_iPyy z9<*gud3kyNv0=<fdJ7%0VC_*&F-gBlfZ2$aL(&N;YJ55ER3bj1p`kP+zH$FEG|cTJ zr3X-g{by{s&P{=ukrkW+ZT6)Vj&)Wvzk0O>u!LI-GqJftjDeWKew-9|`0+*5^Y^SK zE+dMETs{RzUgqqrwXw0u8DdkAH*Y+g_7I=swPn<DNi<Qtr0*x(C7AizWj=9taXQPV zZ^8a^4X3Ibn`EcC<gjQ94z0Jy5ubS_wIHur_poBJojI4}#Y=pp4cDOZ9Op)7U_M~- zHxBjLCQMtcb-o2H4r~bJVvHHRsp)uQv<%!CDY~N+6pA|pPYByycW6H^EW8RGLhRqx z`lRZ{b5*~8wzqi|bjy<VaIM7S=V>fow`1{gmL4ZJ?zu|5ts9-F;NST8{qjQ`M^uL= zvvl+frf9iAH=b)Ap`wCPElIeud;7L+n1(4TDh7N`ktN>Fw;X~?Zr=Uj&dJF03=Db@ zsWlFgmklj8A3$zK-P<#2(i9^LGXqnqL%!rkiogz_u1<4s+;pwYxn*y^1fOCsLk;cO z83Y<L=PLFaXhayKlQHK(CWm5l5A>ZCj6uO@I?t4YzcOAAI$bg`g_(>SJY;qAB0USI zK@1>JT&lMv8VR1BSFT*yvu97$rus>n#lF(*gn?|7Ddtk3gcNokKiEzP!Dx?g+i<9Q zc?J!}ZM=V(3x2nrf<8O|3=M(mN(C__(*Q?>icMu2+FrGgxmlMRhK2mVgSY+rqcbux z@}*yMYKq<ev}5_$M#;vC35pHVWD@04ybAcRH}Jv~7{AbnZx)`vsjCh+fG@VWHX=S- zpwOP8ZU+ws<1RG~yB^G0kTQV6XNkZ6Eb=u>E)b0F#zuvK1DdJXc2mG?2!7>R(Lq>c zn5kBO{(QMGQJP3ECs+Tet4K#%`v9#FDw=&JTvC>(mTjm2tj7czG|@AU<0^3uC&!cU zfY7Op&J0d~k^H>XS^Hm@c7DLv7x&#i62O6uisqSM`UTRttXh-z3AiWOzJ1@p9wED6 zKG_h;$#Tg<MV)M6%?wtu1;R~%b&rHj;{4KROM+iq+z39AwvJB9)M2BM1vpp20s<=H zL2TpSG6ue7=tPau$=*^^>+}`h7)39J?WvcW>y|A7HgFv(6lBEN>caW+>DY7(fFPLj zMLxDckJwK2OpJ}O_SBu@q45Fqu#*OW-NB@G1GWpt(;ky@%rY?Nz`})rO<TU#ypR3G zbQm`nf(|H%gO70!3JH*52wSJW$bv}EXV}mOr;Bu|zGXy*goJ>h06ghsfAtitqFEyv zBMfm5v<?%r(nmF8)L0Yu0PJL9VxkBd?Vp>&R#~8PLBgeI<Y%(W<!|>$)X2BwKaguV zTo<g-%l#YEpuxCTCfy%$2n0g;gA2iphR)d0l9gXcV5Sp*G$?^x?xfhu^4jAfEI==u zv6ZQ#CqStz>z}~hss8LQEh$N|XK^2v3KjMB=I~chcDU+1aswcG?@=gVHw7Rb)XwF# zN_;)c?q?5CQtA%yG!@uQ<@S8Od-rYtr%8GjbZfHAhLx4o>Trm;sb)0@O&f;$_@=(T zzP(3SKu^Ju!bKc1VJ2y3??LDWjU9za;$x)4gZEuuUq_0^5zPlwZR_@3-z;UisldO! z<0^lja{X4~<_2>YV<n_<%D;Sh0LU^X?AW>UMyP-V?i_YSKMc_0yoP-P0|-Yw#CgVr zNOPC$#Qa3;l*is9plBHQ>4~ZY`1;Dh{UAA<018qH34q|yXt)L=bJk&oG^mEjf6Y5` z$F6-xPhY)x%6a;+v+OzsG}l7~X26jB2;7L2;QUMhG=T-AE8(+(fs%qvLPB5P@YQOw z_J56}E&5wNzD&I?ISz#CJq(h3j{f0cM(V4xgLqf!{h{S|^-61Nld#sL4Zl~k0+SV= zg$z>)kPhcS!2>5n-b3Zda%tQ~izycuTbuq&qGW4MST+32dY}8j!Kmv1`B=G#4RCf? zv_>G?pd8*lK8UbogW%Ykq!A5wbQDEggj%n&IXH#$)oC_9GV*#%_>O5dm>kA7YI2Ba z#Lizk+(PPW7?zV-45&9e#3jrR0dE)@WFSxwB{@1cn5|n)L{X!I%xBe$p=@l>T`^dI zTXy`&kyfO>#{AN|;R^}bO^R3!UNJYH0t!Dr##2#UEnE0mSQ&&V9I*+Uel>7PtOlY> zWxc(d=zBOdcuh4z%!Q<XbCX}cRyH&o#T=bTBqnd7qHf!RzJRPWVq^&;{HcdWcfOUu z$46VK(j01%&}*w-pF^z^=}Ath^|~v*duTw2pWha)Fw7T)h4&F$Iu)#Gh1^;nAGNf! zG&D589DV^;RF@k=iB|2ZaG>qn++1FdW76nk=n>3VBQEv#sKIx(K{{_9Oknu}l^hE? z*So7nhC(p{!U|-4JC6Hiu74RC`n}l2$>C5e<fYe7>1dKwTk{Td1G|EsA#Je342*)I z^E)s(`tjq(Dc2?VGQxI~{szD2=fMNm`#AT=gUCFhmnF^YDnx*$5L&p-tUn}>)WBe1 zXs9WFh?LcP1h<4U9Wnc*mld)aer_4H<dLOQd0@zA=rF_8wbkCuTpbFk;+0>lIldIf zkF(Y@u8iJ%!wZkGT9-!9GRAUG;-g28NUek_<b3dTj7eq|7wcj0xP3~0WzY50aw><h z=aAroPF{x^MB7>yc0+P-`M$qkkDgN)8^d)vDlacjBxF=Xn>*OQ78ZgsF@`i++2l~o zEc+lV+Z=lXM>|o&7%S8^CB7FKuVR;ipi9~A7*u3kxl>sB1Btboe}WiBkVdnVurQIh zLM}jN`JyCb2K$R`78ei@w5sufUdSybr~qW4at+;lkP~=GZ-gXRjaO6!<&h)r){gw> z>pRV{k*&O>0=LcB?LEwV+3*Kw8~<3uR0NVUUURJ;&XSCjl&bkVu-uzBZ{i%+BKG0? zez6VJ>rev-Xx*43(z}2kYUiR;V6)-<`UDUR_M-Kj40-mAu(337a7fZ3NekXj&1B$< z7cUTT%oxks@I`Pbr=AqBbjStXGK=S!f)Ui5Y65vcBgvXqB2{>@N`?k!qXI909nB2& zKFB<~KCDsAt^@l{XR!yO;To|8@z049*}YEoi<5V`LIiv?-#@&RKaSF-mo<jpxHLsl zf)TsZ(0MRNuuMR}Ku!EI<)K6ArXAc|?xRWw*w_$mmmmM~;-qL|=sDLmpA&+&!q28& zgWicxcJybtQ`3L$&_Kt7o<dbYv<sg$^VU6R)|l)sv@ancD@){cS}+}w<TCz+1eVFn zN(-!Z&Q0owe5%H$7zEX3dCjJ-T_C2w6<U^0ClG2OCQ|aw7BdXx*xly|O4;>5`tcHY z)(u8QEv>hm=Zi?ABS76r5qo)@3C0_5kg7oIZ3Jgp$zO!%1LFXz#F(u;@lNfB;{nyW zh^jizjlLofuA#S!tb>-qHiIOEyO9jJhOzIhTg1Qr{@YTs5E)<OT0y&uii%)~O-@X> zz?TH8$NWR7*bKHAap{cmmR_=#A=uaM_ZHD`FldT&CVNZV#@g8J?Ch4Q+X0DYaHRN4 z1Xh6EGoy`kLmQ?Ac(oWFG>Y%`0*xVR+uC{#Vh`f15bzE#djH`=E_(b$>1_pwx^~(d zZQZ(c_NWiyQqT{JGcy?{yXHZG(ASC)*#bvKn(W9}!6J-!<WM_6-^zStDff>RwX1>M zfIt=&77m&ez=k3eTx>&nr+mH{pA1QZ63n3rUp%%OsyUL=I6oLb=zv6EOKmONnzSZ> zg~UfIg0Breu)ekiqwm$2)_$mb%q5}VOOVrnR#it(cE}Xp46ehjni(TC5(Yw|r>6%T zkX_!>g!gZ1YI1gV9*p}9S8Cs`%P{WX9^{($g09`b$c;1s`u?HBVn7-@0CmoGkL6Wx zu)}oUrAAvUcP@xJl^oB|FMMXqU~ts#mbey)%%EwkVjx92iZE>15gP%x;1q%<vc9~~ zfRNP1iFZ{nJS;DSA{qmbMjlDEx2O<K`3qWMG?umXb#O7GZmSWr3>YqsAVvXcYBCDm z&!3N@H$!_Pg?Ty_8A`)BZBl;O&>bN<^qqaX+$(xQ0s?F%I{65!6&g4=?B~vn&bMnS z_iX#wTe1mz24kcqoGWZMDTmV0k&hAb&e_8Z$L*$YFL3FW6<NCh@^}}3Kl=BBj?8y9 zMN60xBc27JLMhG|Nk9-VK{4*YDKU-7O8-}{B4@r{U4Bv-SfsqxLw@j(;ow88VNN@O zu%tH9*#8~lI7oOjIC=hKkWIK)O_EY{<Iz*6+z^L_LkI2z=7~<CYL^MLMuG*u5CMf5 zP4b-7^HN1Z1YA?x_AxRrAilzyw*B4aNw%5@8%uQ~UK+cJPMe=i3}E`CUDIIg0mBCN zqC%;BU>cE9LofkQ8CYBQCr^yqk`rcj?hOtOM#ObteqI!zhP6xBP(FMk2<!e60@JWt z|2}w%pT-Br@b>X`MmbD#TWyb^M=XEtfycqcl>y0wg3SwJr=x>Fpam0}o|^;bcvpV( zG?Ct`#2$Cv65h*3>C4`Q72siIO-d(R-qP}L->-NuH~flf_BriXgS_m$%H-K-B&tvs zv+Sq8J<&Nt^Xb#4eY-vbgoc=-;_ARzQgxJ;XOL;7VpXb(;(1jZo}-hF_r=&H==`NA z$vQge=MNt~l<%3Q7S+QpN8#HW;ZP!vq-yQ_QRhe>7jn4lyZRItTt78m6H!PS=VEcJ zsSCLvhc~}0a)Z%sfSty7in$q19^AC5gNE>iQm0uYKQ`YiSbgUru*(KpZGnM2DQLC0 z<shw)|C=`;<IQmvk3M1wf|vyF`ST4c#iioADv=dH)oW;kVq)-pY-H|dGt4Z94e+4~ z>PdYAgUX5uOhP+m#RfDi_H|+j=|F7w`1lwY${QOqkQcC>n_*MIv4)I<pqQO>0r`V5 z>D~Bx?#q`05Hk1+lxL2`m9)4P3a5Q&%@;6U5ENWSs|Nc(Ebfj|_!c?xtPbqzeGJhY zuJ;0fL5Rc_zgz8WdYtMR{AKvtHx)!!ec}pF)rRX#XXu3>_C|vHjkNCSt@TenoeQ(v zw=H+z=#IH^u05j!okI<;Y5!K)S~z$7&odia9HbO>{qyw3Zc4p>Ub4RU|6lrld?or~ z?6x)BxPJY)TKpyVT^<=yyLYFYeH$IEbKjJ*p&jVaLYfLIksaH&t02#iKV(Avy!i2* z;VKKX?w#2Osa{;Vm;g3z963GxFsA`X!`CK=L9WjzvX^O8YUx^!E1rB5Z-V90DgmTb zB6C6LnPyBQ$2h>H8d^(%PRMp#WmRc4J34OPpQU<q;9Si=Yc~2Q>i_bkkFrxc-iBbR zn&g47q=Nq0>mmF%*m*4ntD@?5oV$4UgS7%#@E3hy3119-$L~=sjerqzPTLrtiag=| zs0li=Rl?QP)i@IB#5masvW%wjFABzQ#G}*CRWfzG)C|Grj3eXY&-vJ-A}LJw#?LRB ziWKp!cv6pf^MCjL|Mv$Eox8c^143fV&s!J9+U3|OPo7N8=zDqQa*G5AN}ck}j})>4 zTB`3KMpirlM9?T?btF^4KF_7!HTtQx_8Pl?V4(h@F>)HFi<!m(yJma`M@QqSxM_TB z)075|f}TdH#REHO#!MTdJf!E)qKzX#8jRWO*H>(E8W3*cquLR!i{Y&z87WY29En`9 zadLBa_g%V`Hg)p^513wWGx~Ut+WzNb3%xzJ{m-A?ZukCgzx1$4_%V||EDE)Fz!=KY zr<EjabV>n$R1!i9;0M8K=R`yb&+(LIRh#lt&rpF1@kYVGHjYF-x-(CTi77?VuF-A# zlFZc`H|~&uaGJ0!QPR5GHjC{#1$Nq}zQg+wawh%kh%BnI&%s7DVvDC`zmw>%HVQ1o zQV#wNA4Zy&hewfp4$oL6d1Q0aAn(K%wQ!fv=@JaV2W(d}M4pI-3`50^qQ*EH(f<Sn zl1}RfRnRNxY|N(@Qrb!{C4JT74jxxAfVSX`0@~XqXHBCMNl#HuTf-NpQNUv|y~Y#w z<b_Y|#}c-BqF^hETd8&xh(~w#vV`l}P95yrt79&E<w}F6m{H~1q@*OZ_?KUumSjlU zL(Q<a*hMPXi(VE<0-DB#26>-RoQl0dVU_Rgroz?YG5Mn*<4{R|d#I_Dhlz)$xp*f+ z7V%UxBKGMOPr&7J%n2Tn1B+V7?R#_k#qInz7v`oT)7#@ftSA1q+2^TR<WbMtG!1?P z<1quZE3383*etR$v?BT7gFVb^2YsCD^s_3Sn6xD`Kee`=j#-zI{}vuqVh>U~ck_qa zJ{sODbSsoD8TLdB&E%#iH#Dza^_I4V_LK_rYCtN@#}Iv7%@7jS<K+SQ(c!OQNp^cT zFBj0(RaME8IXF5RvjyS6x!siG`8QGEzYviGY}UUkj++}wV)jd>6V2!+%Z}9Gt)uE} z`*`&08a$CgmSvAY>{*tETi3Ijd8<bvrgu_>Qpnf(i~`EN*(mxtVqEqCtJ{m?F{u`3 z+Om0sn%bcE3Cy<^Pt2k_i(9vCigZr&0kL_bpvRTS-o1O*5z#CTLiNuf|2H~2HgEdr z8y<rfYKAa&Xvj!e?n6z?#xRGPJa_HfX(Wj-Ry5V@@84PCOnoKTy6##$Q<fut`?kMY zJhYgtxx!~)Rf_~P2m5n&Qey7B5*ejul=v<_!)!g`aIj<-9y&-N2O|x2N!sa;UK3AF zdW22w96h}xJ0&e`SX$_9-Upqx*|QDmPx|aMX^D>{2enUD8wF1zo%~AJ`n;rPWQ-#b zXOU;mhK_U|iqS?c!Z;EP$%suQOaF$?DB^e%^*@7=&iZG8XyyI4{`phGR;mB?O9DT` zK2jJXfol7dUiJ;<9MahsH5*5QJ12Mmb)qwF7U<#W(F$XL-(H=ZN2Yk*k){z7xbMZS z3&=FHBmBeQvlH%g3^|^`P$J8D(AD;=a26Rw$_nGH9eB1Qj@;+@^A=Cz@dzomeQ&<# z`|O;EojF$Nb6okT`VN0Q!Fj>Q5Oz+h1j3ApWaVXLhRIoQ5@;HQY<|Ui;L)`dDm6q; zDukdjQ~s=>H03!{EF6sj9;wM`z|^%xg5<MS2u+yn21!oNc>4_Is)=Of^J6-_#u2J> z|MH57e}SpV7lp?n)9L(!gA+2o;#8YRLiX@REf|5WKTe}a??$tqcwv10=sx2!=$#o_ zuozs_cZA;}h3AA5FAW@RiFJ93HZozuh!94e)I~ewYZb_hPLM+rw5p822SFdm!DEVF zX&T{mcf7FKCietFE~nuSd%^&rK_zY>C%#%YlOaO{Ue~q9X}?va|6_%c#lXvZo81~N zN6t%_B^5$=ej}RP#`4xW#mL}byhmtQ7+>38YjmLepHxx+06GLj4%$@=VAIS7P)tkq zAKl^o5ysSnN+R4ynnswG-(FvbAJ-y*xpB66*vIB1e0Jl=$jg5lvypOpK8COyS|lL# z^VAF>V`;`P28xiTbddVbeM&tTE5?zq3=+Wc{JPcas;fbgfLpuVON)1Y(YGqqKP!6+ zShCj{hv(+NQMTvN*N<18ert{AsR~}t&(Gf>bHM|0#*xURcNIzXMHt{r+j17b=g4Wm zgrr3R23)Qap^Ek2gmMtNzMsD_A~li3<dQE6t>+e5@O8!<dBnW<+I|iUM3eh?dpCJ* zs}grFmG2`n4n0IKYx(eP_<=R?7nk~EhsVd0sT^Ud5V$F}P*prX283K#Xj3`Q$Cq=c z$-&m*&Of;GZ?Lcb&E%MhDC{NvJY>#$d5&{>%a%QtNdGQ?e%(=@oq3Sh<URy~A{m~t z><BEIB~7!8BatLX@_>;OoADJRap$2O7m1jZHOKj?RRMMGpZ(~^AujW@!<6IW^(}*~ z7(TR0Ad@CfMhdul_#Jq(ndh=<n<I~j93K_NeQZyy!|(pv5J6#F7sR!|zJ!iSY09{q z{h*6Krvb>1wLL9|hV$oE^%y-2;DkHIZHadz2_8*UUb830u+dfAjRa(H)Z&p3q#;9) z5|s3#xFVi)X_3J5d-7yP8oS<pY*hSD=;A-!^Ml2}Gqre3Y@~u^#V~Y~W*_W(t41U{ zaDXG!`q3seC1s4=UO7A@req`uKk}Y#a9@J{A{TTVUli$_v{D`Ran2U^-1XuT<sP4; z8?r>Cn^LI~f#GLjqPL5Si{~_8*vCut{P}Ziz$3R<jML&hc;8%^Xj>cb6>sxITDc*x z?DW5_-ooWc4+fDTHEqOp^w6QV<VCLQAJzqr@cLEb6WPb!g+opU)NYZ$KN_J^3WLg6 z5(AXwZ)M)kD-2pl{_K-4JL(xHbf#6c79C>YG=s5Ci}&~Uw@ARsZBdy<N}<)06eHUR z-P`$E(=~x=@4<uZD(QG|m!`2~bE9h`^wFlbudgy09`-X~8||Ccop<_%!G_wE=nQpC zn=6EJqN|daOnm=2aQ4#we#=M0HI7V9X7kxuA0`|}zK-X4TO>%MOm;6-CnWm#qA*&r zO;%i0+_I8*>z%js97OMbiNJ*+5-~7h;sN2^)_Yc~bdpY@i^67~v1!IjF)^(I5W@ry zILg>w0wK$sfJYUS$cmQw2{dG>Dj5=VE7;*g4;YDYREV*KR0v_r9#6h=Zy7AXRtY@i z)2`AmsU$nF*oWuy_^1%vXz(;X!HM2}n+$ZsIGKlz?lPTsVbs4Y?Zd^8`)KyOmv1RW zCuG=gT3BNF2g=?KkA23Fm|e_y;?})o7>TEVoPP$`%uvCiyIrQf!_<I3B*GgF`aPZ{ zTBUmK>)Y<RYxnLX4|t5@UD}W+<Lc>9NycX|Ay{qui_#yyXrf29+d)P~Mq^3z$uz1r z5EoefW-|r^s}o5@1LOXj%D)Ls|5Zqj{d)cqaUl&U$Zc$G+dP%h?%n-ERsUye|3m1y zb037LRT=Ucv+WVdfYRx%1$`5i=$!RCIL(V;T$3lsY@}%f9ZB>U7u&V<Tx)`2W${i- z<Xa_354BZ1!3WPYCwx>i{`B-Ov_P%WZ8;4@hHEVnup(*3PGE@Gz1$~z@jutihj1Ua z$d;FvkLWRe%tCl+G;G^+OToh*Po%Sv8juS7>(Ms<prCjvQd~trf15}M!WPh84ZHtM zMe_f+Z@E-rJK6B;(&<N^9=>VG+_ey^wQul7<;m;rm(Rva9r?uPVzlD&V$f3XcOB=W zEq|QX(|rz(+IQO>!t)-ielqE6ztL>H#`bQ`rPn@g|0f&%J*xlwe}RAL+v57Vm&J+K zdOts;&f848J-Z*D!+%fP{b9&{iNHVqw*~AEm-!=Q#J-CEk%8MJNnif2x4QU;zVA8o dfB09As529b;yFwz14%MTR_dl?s)W{){{h-d+GhX& diff --git a/artifacts/results/images/mnist_eccco_benchmark.png b/artifacts/results/images/mnist_eccco_benchmark.png index 9bf388b70297582d15f3accc2b6da83d46e512f1..49b590bc15223b0bf69a600c0648a91cc578c048 100644 GIT binary patch literal 22703 zcmcG$1z48dwl!>n7#M^gh+vVTq=<kbAWAoq3W6vljid@FK9ov{bb|;;H&{rQl(Zs9 zcO&tQ$Nhch|NnEH|6J$WXCL=<?e~2_c-FnvTyu^&#+dhWdD(0G$Y{y7Y}vB!x}=!m zmMuHGw`|$UPPz?WQ6>Bqz(02BNnI1$vPt}3R7s-$mMzD(To=2dY#%n>^Y9jh_{Q@3 zo9^A$&K{cFA$i$sXUi6{C*9AOw)K-0u@*jhM?!c~y^WO_UpN-^Zrh%-UUY;v4;aYY zxwRO(8Mj)#a65T&hh^O**B0|XBU93ar2g)^oXa+zY*?$cOD7~a2y1H_WOSGiSA#!! z!CoDdTONrd#KpyhaNjlS%B>qGY*}`Fr#f~w(s{ARt}jIU;19ohGyUcG&zsk;KkuO2 zdb~bdkl*Te?eMTs7Tc516D)3_j=y~PH)i}?Uu*CA;md8@_U`%NGqmE@d}w(s`oDa1 zBS}n1=&jda(aL|oc=6(DOR|!${z)${FJ0$_R&g(?5XJLr_nc>|&csUiR99EOP1@$V zG8n87D-oZV7)%>3;<^!PUMisX#Z%XHJtwAKUH0b9n~qD9LJsr8K1ccKV&{e$T*p%L zu;_{OBa=@0U%ek<J!V5ROH+L!_gj+mD|`cKeFy}Hjg_H3r@6WUt0C1N*YWxK`uef4 zu|AzSqKb-&*4FbG`W0k*_JpT>h!Ap=@S(No|FSz#>VvlF;&=yfX|=UHMNIMbQzc8n zYtx?<ud1dj6bwc9Q^$04bWqxV%g)Xo9v=Sw{d<3ZzvjjFNlC+%FHbZzHC0tr5qeDc zy09lPv9S#iLYff{XEm~ibJ}&-SXo)+81wx01%B@9>nq_Yaa>CKki~v8bD(IdH08rK zDM~szt@s;()xvuo*gg04%~fa5GOT0eU7d2>?5e9X{q@zS?hUWwct%CFYoSu2Y+Z!V zA5Pa5DgV<l>{MO{`j=;Z8Hils<IBDJY=0-etGc@SojY+o!klGmna`e8;KZwSHKV*Q z+D)>%=iATdc?1N7hH4hsP8<_*2%r^m-EeAst0J;G9DDGD1P<*C8(T_PVoiPh#_v#b z;{I%|FFD%VlQIhb8PCdOhzJZ^XfNAn?dj3Zy&)n}<|n+G6c;B})*vUce$rjN*xo`Q zg&=a0fg$n@uW@f~b6`NgrRfjb_tEk&Gc!N%{yi|@?(TkRsoRR%uy%T8COIkX&d*OC zA3uJ~^vTc9zqGOZ3p;5bF#X~2_EnvRzCPF0`4QU*<H{F|gh)xXbe+JW!NI|uBqVlY zZK<L<2PZH3U7Gbgz{JRSrKBrOyNK$nmVI*%Ya<?>$$c45aKooQl)s^-#`w?TM09jC zXYsVCM;IdAYyHoXoyCf4?8W<S?^e=X*HhR@sHmysA}$p;ER1UW8SO5xN^Z~Sb6(Q! zDYVJydBbN~Xz@#;$oY3&sM`I|^*?=^X?+t*eXi7^wfKOMc1OXN0m<wtZ<P;<UYc*b zs=bkJ@$0L~kDJ@JZ%@IxAMXqz#O?i&<ost558IxmZM7GHPqK5T^L*1azR-#98T!4w zy&`MVR|VvjdL5^#&Q{bB|4anE;u>m*Ojn3~dO+{{``g6ZG?rdAiCy^pJNI7m>2<T~ z*RMxJMBwl_?y5Y_O!*#HE3&yF$M|Kkr-&Zmn{&<Yn0BEx%h|K_*oL-u9Z3qY)ej4` zi)`<;Khe?A$qNWzVP$n#{`t(~z(iMGB)@s@H3nzpbR8kaF9=X$wF%pa&el{-ew=n# zPC0{Iq_A^@(`;3jZDG7rFd3uw<j&IhZ&E*h{={Q)u&|7DWDTA0yQG(+QS<O?gUF^9 z>A@pME*Mk?;NOd}7Ew=Zq4CI}6X(yLpS`%2QE@Dk`)+;Qb^n2eV*WlSrLry(2B*fJ zD+qg!1F4#MZBqiqZS0I+Ru{%<RtOLHS@jiv<5nFOU7K%~%S%)(FE7XSFvi~8z8$U4 z!^jw|k#m0!75n=R6UW7I3p=~M_qVSKG`tQE?}@v9m{Dx1x1?;j-|M>n>6Jf!_Ar)i ztd4~q6LeaBz$hj!-zYd$%x&I#DTF*#A@(bB$b6CW>PVs}shnIxu&&F)jkOhIo|)<C z7fTlwimKwIvC0YBsl-T^`*yu&wF`Ib+GTk6Ztz@A->#DetX|`L6_u3O7T8Z3Y*AWU z>@pW6jinn)R!US&*GcVp>E-L&TWDh}&~Sv3a-p1BcN{y1r^HU;OkRdZZdCO8iEJ?c z$%=_#T90tswa?PRLIC$wz<5u9!p_qMvvYIXw{6qNHd46HBPi%NSRHup-o4qfnVA{H zkz3EurfRs5qb)AbQGT=9+FCl~QjSvwxFXC`-A3)r)SNo=OG|cER)P;_<6IijOIL4@ z&P?R>1tq?{ypnUTIRO_T{x=Cys9LH<{CepPDJjhYO9KItSnX1$g8Qv+5p~ym>0W9g zC;Q6@v$((JG9avee|F5F^6XCkpdi&ETT^Q4U<78epEI%-U6-YV#M5Wbt|2>yKRlIR z(-U%?M!?r{v?V!S0$I8}RWotjuELjI5UFa2rtjepJ>wT8IidJLO?^GROP4M=IXiQ6 zb5oL-b!3W@{u~+#e*HShbZt1+&;7vmU3(jIQQzzzKD^0Jwaz<-ee^hh()5kI(f@jg zobbv(f{jk8(+Y=8-Dyjuy<J!1Z(P6Lk!RlLv4{G`jT^MQ_vi78R8uu_T7(ec$kCJY z^YcG`{6Mhwxo)mgd7V0QW(X&Qa65JC6bbpU07uni#dvI!s3#t=ps+C4tVcsv*4B0r zVS}W?VqS55=gysoLE@QdXlUSfA9EOve*gac4acTO2Sh0-C`|fFwd+m3y}Ox(+;xBZ z@<L{2X0B<M?axm;$;thm?mH?xTX{lQSa_8ldtB=LXFr2*SY)IwlDDU)Cz5jq<*R^z zY~+-d7G+$|>FMcb3@+bWTUE-gYG`y~>Hhxy$UeQOc|jbSL4&6%8I-wZ(m6+w02jvE z&A-K6*U{-!({)x+R6KO>U=uzfGa$LG$j*FdKO#m8Cy3%;V9vVl$hjXMNf^4ZVT%)8 zMRrqZrVPSP%cHF+)EpW-rk&ZdZAa{OrL-2J498ycb8v95#j&F7Bb&3Zu<Sd^x0jUk z#h=RE)SWrTYVz{$ksPgt>OI`uD;Y#YJrSTLUAZ#C-i<NhUbse;85*`++}ub-VF3XH z6B9jH7@uk9g-I*iH!M6-(C#cVa}p8`uW?(;wREilOWe#4A3p5bM|*)P;>8Pjl=8+# z`B=5pzRiuL>OeO0vh`e-U-;2q{r!le&!0aF+Kw;RaF*RMFyOuSE$(hZ1QuDm(v?U- zMP+DLnE40A!~K9#f^<{qIv$fBIAo+b(RHcE4wb8Mk?x}PFmg6EyZZFnTtjfyr+iZ~ zGBQ1V{S=jyHY79b9zHBFF3x)7+u+8ZsbIl7ckY-VaC3wA(_iei>vQhRK;lkLPF@&o z%`!eN>M0d`mUypR)>mhrM|^%pUX-6d%()0iv9bOKWho>mi0Z(B1BVWM%h118l%{kn z-@LCBXWNDpiL7eL9IpXz6MglWj{VP_=H}+>BYL<rLPDCkCM$?+2?+^=7~jd0aft5G zGj7#-<pj!y4<EYz>FUd-Hp);>kO|E-tb2nalL_Gx7p@v(77%!dI(6*WG5<4iZG5|S z?krjCG{!zIwgaLK2J6y>^YHT8tgkNMuQXhm^LBB(b?a8TPKgU}U2~#b&Btx|;Xp}g zx@9gXqxXUzWR^X!vuk(Vpm)sc?(Rkb(gsxI=g%|iAyy+B6II3g_eT-_z-ez)QmCk? z+5kr?q?8a=1~oyyD*PNB9qlGMRW`3*a9W-otO@owFjODj>=K+~(($diS*dHNG5RX% zd`(?lDni5Wm=KEZf=8r~Bj1@biFh(B6sPX#<Fhb7PbXj**W{S_;HRipx!%&1z^Thf zu*jt^Lqi2|Um3*`Wy1&7{bt{5r1rV|Nj;#~nSD>A*|<5OF6xTg#$4p)JFNo6-VkQo zj}-R<C$9PK-Mzbs&-W<*By!=(%21^Lt5*Y;b9J#BUww}D;L3F7q~vO1e}Kf+y3ET= zyYn+#H#hP$CLV7mSzTQ{tN#8+tC}wF>eqaw*P(}3w=4MtjI^c%_nbL#?%Z?*gKKuz z#Oz>=Z)6#6VAsadk?3$wPtu9;ocpbrY^I1JQO~?y2dS=1V7wyf7hYa9dpL`4EoGlO zVIcq5Wn<;;`sWx?&*|w0MS^MowXuG}uY4qb{rY7!{{6gZB;Zh<QPZci-O{hmUFl*J z5!pmR%9i@rlB96e)qL$Uxkvyxz0t0{M;<gQ_#&+V=%9}I_AE9C|B)u0nW<nPr@yGI z`y058ZL!Hsla^%;KSRoh>Z70MTphq-JN3HG5Q*zeQ4!#zy+<o$!VNjOsqY!F8_mo^ zkyN7Wx}{oO94AkHDK8(yZ|U5rgu^v3!h_)nzXd;N5Lz16jHxrs(ny^u+brEke6v>B z(Q`(`VLnONbaZ571*L2BS~c2_kFBk|?CiBO$<L^DofJqjtVa~fy#Q^}4>0lZsg|9` z|B*JO>y|y7`#oZHT_%(-_4|mw*}XVvRn?$!y_v<u+@rQ<pZ&-&?P@dIL^dL2?Em$P z?OkEg9jxfEsP$NzY1OM!8qF_$2_h{AuqcfeM&R1s)ApmQT5eI26QE)vc{JWvrn}K@ zCL4m(T;aF{K&w4nw|%kT!Otf>4Oy%zZ=G;W_?^X(Feydf>6B=cDbz>N96Pr0%TGi# zMOB6^3$SajjDz#qJ10PJ+b)A|s!iJ`y9<;^n}B1ACSJaLDeC$D{kih%iE@!<^S?RO z-(M!3`T2|?XoWKB)1`$LrB%7oIzxZ@kd&0MKsL2(A2$+mD$y@rzEp0O&eaQA=5jih z{aU7GXJ)ovXjPj~Jh!p2p+SB6TJ?BuiKf(BGDa;eEyLQ^(UeRK0~uDU^Y>_EBqd)o zq}+e2np%i^<IIc0J>mX6-$K7D*K|;r_kPPchpU-cS=!p#^w*wNOBE3zg{|isbeXv= ziDA`~(?36FW^|bb%kjRAj2%a8GpCXSX9?f)Pbm2_StRO-GSxY8S}pY9V4zwyhXDhN zepbgZ*EI{qFF!v&tI5oIeuPEe*SI~c1PGa2XkNa=VZqYMir=jJg7Ydd^&Jy-Qr~ZL zP;_8$&}O2O_w3m;q;>P+83|MkPTkUCWK3jBGDapQCR7t1qsFNIem#LlGNeDp#vG+u zC1qsj&)xcf`wNVG0*DVC3F`a$nC>PqA1zfW(D0dcFMl~Kr<|fn>=yy6Gt}A9iTs)V zOpZeTaDG?;Q3%v52$Tr;<h<B%mt17+fr3I)mH(MwPF)>&`Qvs-Koj5MrCeM#P=78V zl|6d&$cviOthe~4;7huJV#E@bw}u>Jg5CpwqAB*;;E64kkpfn~rNb^{$cA5Jz^;gi zi76_gg8RDwp`M9!vTRO}>Eto=U7YH3o#@O#dmBU>&VAQ6G_(svw=2gOcxky!(>xW) zw)XY;RTX<=UX37@F-I(WqqtP-+$Rh9M{5sF^1|Hx{Nz$pQ&B+%UPM|((EiTUNJaGY z0v0{my8X1w8wxtQV!J6Ffzr;Gb%sYTJh&w$_66VwTM_#5C8PT?^53()H2qUkB6gGA zSZ{|(ZjNz#{p<5r`P3&SSBWSa<O1pqicP%DSQ`xu4I2DSMDH&0W5sA|R%q(0s!(v{ z@QA3hz?maIe`cU)1?xCm?=x-1^+jF5=OOgEkjvhhqRIP%j(Kcoh~KF3cr3N1qGBdu z1vnKLq4vDP^pB4mnz^-T6@GkpTu@Lj_q$FL(7CVF*^f>jX8ji6%maWXnZ8#1#vlXr z$8Vf2C+n0r*otf)kW>*M$oDOtU}DNe4B^Vo`b~bEu<rlz97j_&Tg^sngM)*E*R1>) zL^cpW_nKnL2dexvbM6Pee0d&w(3+w~OpyCqrjQ1J1YOo<Dr#$`*GuNJ?lw&JmK32p zt?E8?NH5!1#mPlDP8OWk|Jw3aWeniO!omU=v?TYcs;Vk61sy)DYyZ=uY-1rEsgdyf zdC0ljpI)EWfAZwX0J+8ql(++;0T-vag@l~Z6>Tn8h)8%J`8hgDBorJ`#*pj%e0*9b zKZYTo)>h{Dohv2_hK`x?bR$U1Hw#%yfKkz=A3h_?W8PcbB6??4rRY{;<<9#0NRi0M z$f*ksk{X$Jo*w{PbI_M@rPFTwJEQBxe%nzT2bK%i_Re`3!8O|7k6NCI{W=q2FG_kl zM+5lr*pVYdcBR@GB^$@ufyxNf_T3~G!Bx7s@dux}ch8<?vk1ftuKgyi7KcXmYo2?G zIBF{^D|8CzTukyZ|GdBbnU=@sJ>Wy3&DaJ&)>J9d$W&=p>^1U`t2a?>(8L46`~h+` z;+C#ya5XeE#Qt$=7tSx0Z8|Sc|3qk9dhp|e`|iU))8Jv)+0q}*lv7_76$M^yL#OQS zz9W`@0DV3u3(I+0Pa&I8oJk7MRIW+KY;6cPvdh<3r=+%R+cx0MF{@(UnLUzVUKAP{ z+D3g;Te{jzs)R2@!9PILmq8@0ug)Txr$AFnE39V`2|4X%)@k4pTmszkqXL$9l1r>` zjqohC<KLs5&rQnz9(3FIF(9+yI8~C@vl%ZpJj$U{tiIMa9u?L;hmxBY%BIs`Bpbrz z8(<L-5^^)kP)0;VWZh_+M0J!X1vNGQ{gz4)Na(j#ClF?Bu3U0q7k>8lA3AU#%HB!M z*Mvu7rP44fRXszLv<aW9c&0z6!$d$p0H7vIoqhEv=gP`TW|@M>A$G?c#0FCL2?KCW zE<faCWo6M_u~SLmX>yx}EgS2>(%ne?z~K`>%--$?z)od$oxRp&Gu-&m?2lE0&>462 zock&_$tuF7d#TLu2^JO^xfV;4J+sXQ{E8B!O=YgG>pwj_JW%oHrl%VxFW#_RkeN74 zNliV}-~SD$D=ds|-E8);ps8gkx$yF3((|~n>%x{gI?<s@r&(EVklyC+$_`U5pP3Aa z(2C7N*x7asO49s%ASKf)-ojap-2NytyE@W!qo9SX`<o=qLpE_=$JXYwn{%_X^Id~V zGlP*KNAi5=Sbi;k^z!k^QD;X_kRAF~RrYp~K@HVPACRv$=?qZX$WjQ;y;leNQLNi? zzxxCvtE8x2zWhkfL0h1++>C1kG~Gjcd-rG0*!Clx7pA17{Bm|QO}$wpE_Y`gn9#tq z2DDwxw^GA~h*Wwe?p)s!odZ$3i}<f`a&tGM$82p~K#5qL(4e0`tT|luMG3WTzAt2z zdTexbbZpGnT1WX<0golNZ_pK(a&&TX1IPni=zWH)*RPK-e);jyjdGAq#HAbEpzGiX z!D=ACa^`yiiocO$+cuf}!#lq`Kb*rMVO3qcHe2)QXUuspL_IwvsCb=J_-jZ(EH*aW zg0o#8GAdr4FzD{-SvWkLkdT13x4f=S#`vJ`%1gzS<z*v}N}I{e+2FG8;WHo*MFo;7 z46_govZOQpUYw)+It7;EI(tPxA6k0V9?vuFQr*<PlcO>CWgGI~H@^ERoCpS~qL}?; zWT;cYzdBq&;VK%tB;Jmb9xSw<iRtk%E6Prh(AhuPl_%H5B=QD@PN_R1{lV6)Tf;Bf zfbMBUrSLJkvZcNQ-KCS06DTUw`1vk0M(e0};^N{}t@~8psUrg+<=o?WD0bsUHPZYO zH@CqBgXBANAr~xS6jt?76HpnzlQi~O&Mz(!y9ML)67)s10^J$PXx2nMqoSe|V{u`d z8}<|NN7?536si<j@>E-LS73t9oOhzhN)z30$J*0t?teE8ZZAR#%IZ3+s|KE7MQ)!} z)t;AXIuFG+59mJIPv4nmUUs+PSjGB;3$JNcE)f@OC)uAJN)P099;wiqKzJ1#R};*c zr;!Rc^|t4(3BG~f?dR<sP{ucSm}a(Gdalzry)H~ZsgDYnqcz{+7iw)neEhw!AJrpj z1Baz02F|n@?UlkdgRPJ6<1*{cudJ*@?yGzke?V`b@+F=}DNL00SGLl9iPUdsj=Q@4 zfI&fjxH`mdkP^^$Dc?&uRYPTeaXUL|D2|t2P<8XY-vK==CX~;VfW<7uU-Le4{%(EP zDXAc%W*#JTG;P>TT%p=wYZn(6@KPBW88~xG?@p6kv~NWP1syW(EkH1!Dz8aML<m@Y zHOdVD#s2Emq4Fc=ixSqq9yNCYh5~K*Qb~i95&cJ0WMiWwdb4cTqr8Wa?G!YI;&+ph z4mT$@5Nqdb4JX)|B}<-ew9Vl8_7q&jM<<h1vv3dCGgKrYGlM`eG)&No+Q)hwTsgWv z+sW>S>#H{A=2K`As3|FlWVNucjw}<K`-@F^S0B_fuup5aQK~5_8^y1Jy$+w2&L3&s z1z6d<$utJq4z=F=;zrH=oU^*6-Jd_}e{$cwI$<eMj%)C>qGIfs8#b(M@@0x*GN)Li zegAIf5bQo3Ajc<<J>b2TzDaTJW<*o$ts2<Ytn1M`S{~QSji!1eG4kxq%sVLKv-i4V zVq$=htAmp0yV7;>=w+{8za|o_V{ZU+In2|B<(d%FKvN6DO;?3UXpbHh#7Scb`@!DK zk2Kr*z3SnhXTBa%jhw1B>aGaX1*HLqKnZ2q!J#l$h?`q!;{=*N{B1PLfp2JD3eAHn zY6ufRI~!BR)pmcIascSA-Hf1T=o7!<lC(+OJ0@T$MyfE%9=%Ghk!zA%d9(7aE~Q81 z%b-rTqBm$`cK4`PD{3PR91-CdzHmwLx6%A|PRizJl?wt@S~@xrJ&WDlT8!>JmyY+l zwih{VU)vfc?5sih^ZWB`P$n&L-aRK}GCv}s1^CqE<m6I6R`)DU_88}dj(2AFfMU?n z)}G)3h1UW`C}Ja~O)q0@eae+V#AOYoxz}NggYgTZ0VE<?@9_)I0(8*moihtW0m}@% zT$iEJDfC!3`A&*;F@b}X^_86ZcV6iZ)<JHAd@mkUP_xM+9Xb$oz@;s84N^pFINs~X zG(gnjwp+~(TwhTJ=g`#<DbiQwx`_;SG~5ih2y}%x01J`az=;6c0Gh}Z@!CUsn4h<H zb#)c^E+hAw=kTFJ-mkbu7s2Nn*xf=x!9%<Z3kwSjJmq@aX8e1TnM+FO?EE}CJG-^X zX|NiUo0{&ul|XIe$1W|S{O|#xq0)tfgy7SR(GG};ilW&}-eZg|C{?GV6Pqz%?#j*D z*4HP3<1PB^*EP~~jbR;hG;}cr=nsI!>g++FhrWLKQX3{Pha7}7VkKP-hSCXW2%W$U zX=!O0nH+GK!yv<E9TyVX!`=X+Ufa}N`7@ayvVi9RcL}~_&~&d*YU|ix=Fte*6P#l7 zN+-X`aEfVbX=T5=M$?11*1<Z#?S>N}GgwyiP|4awi@?0~5khR{2k%W}Ac^gvK1;`E z@;xQJv=9*hZt81!IsJtP$C;S)z~8SLvfXX}hS-=zL56hl3#SYA?Ecd0#U9I>Qi@-9 zAhO9XO<%@d;L|o&+sjt}{Hf^+BC>#db?$4PBqSukZ&K5lXH_NS<>faw*2h{?&P>%{ zzZ~!%1|iei@=wjaJ<G?p2#jaTNKQ^ZvEf$StEgqyYfUm!Miuw{+9F$Ls=ZG)6FEQA z)PswQ(yxB`?5W@ap|U_tA~B$UWAG%Wr@?0GnN2!hrRJ)3gO=uBXPKsqt7;AkRd9%s zuGB`kc&)jEN35K=V#dJ0FrlhrYnyw3iIufFBX4$TDflRuck}LiNTmBJ3_?+=CMJ1& zkDS+=9jL<gK;q=*pz@+St<PUy{?a5+f`5!o(*YO+8Lm_XWg7RP<f6@Jz~<6xrxYpE zK)%pAB=*T`vG2a8${r<Y7TC}6a^e&hmtvDn98m`bcLoYFa8E^bfoueH;PR1Pd<Gcs zmAN4-!{YPPeWIQ~>a`I<nrU&T<-$Wl|17lY3LYDqno7@~R?16{iaK5~(tw3FH#Y;Q z8*uuEgs_w;wjiXVov-ZNv18!(Zy@ka8GXj1zCBBU;UKt=p?3sR3^D^9j`M>D(;%(R zA!`Ax*x4;9R!|ek57Z%Ig<=<FEjvHVAk%~<9w%vA6U4#AVg+syd=&1O>F-+N9XJYR z7UDIrH3TzJP}X{%C_bQ}Zb83*K7{GQ1@+UjrI3KobKj3#%+yl6VcWMh`?htl>>im< zrERdkzkbW)_*a==i~7t^zUxICzSJ?Z&(HBvQ&V%?zSCk_#Svd`^==6`3Y5PCh-b7g zXIWSZz)BFi4RCuC9a$(*7dy@5gcg*sbTBlfpu5pRzll6{>i>8FpoO@ixPf-TJ!qZ! zO~mSrQCI#z(Jrz}*B&-2cz23L{|Qq3CFq-JI}%KB2V46L!4?&k>lHYySVF5m{E!Cg zs)%&5m03bD0fO;g4=OeH&uZIFDQn9J9%2P)g0iS;4_8r<r^9UUbw$NjF$Z*Y``*2K zH!yG~_K!;@m+zcI^-=24DYK3)8g1R6_*w`dH2WgkiY$ITbvZ9SRB88NW`YRC9^}uR z*k~`ixZzo@eNE>iG?A{Jhe|wWg*qg9?SJ`z6703k0~W5T2)F@(@;8VW$WqX+inf|% z+6?d9wQK*eOZG^gI4H;Ik0fgE)S(V0r8by~<=&_m6OYZhV`vB+cI>VKy^upTpK<9Y zJpTBXw_&z-Qlw>N+nzQ`WvXD~x`cAsb%UEEZMrk)lqfSx-f0)9iUisuKP6`nzWvD^ z$|UxG0n95X^8Jt=_8el7T^i2<TREOJ%h-o-0T8(lSs4(|9@^(%^3|(XYi9LpeG8o- z%yw-|wX}SS{uRn=9ONW=lbGt!={;SuLtAs`@L_b2cla}A@F`z5X<v%sga;k2(-suo zB&Ny<^}#GD2+dDoYTvzM2aP1S+1|sTh)Tdtg^<<Mah%9Ob*MS>8`l#_ItMtZv9YnZ z_|p2F)}zRJsK<ySev|J}Q+5L<4QNs6!P>>eom?<?NvyJ^rlLB1CM}J5u=oH6J9|r} z8W|L#PQPm%{ddNixeH%g^H>kd7nNTh?4L&teB|=$D!I^|yf5#aW^2s&uUU@2(vKN6 z8@YVF`t@bs07q~~3r7d%m1zNgkY^(<SoDK$SzTcn&o3&fag4SFfkMf^psS_zu8iXz zKR1z#N>w#RPq{!70-SbJDC$#HQ*`I0SVB+RyPH<iKdux_nXT`KU<OOV`}d8*Rb9Az zCr_TFyJX)uTqv_4E%e~Wqn<^u5PKMJI3L$N5j)#);F_g%VT4J~D#KUEM`vr;jVZb0 z({N>|ybRE>+m<~WylA#cvV2P5t|pGI#`XT|6u@NwzA@;9^CPc-jkpYZYkF^C+uj?u zpA{!|l$i!K0MlUl#Ww%2a&XkmkjatG0BWJ&jYC8ic3!nMGn)inZt-I!WrW0!HtMWM zi7(QJ-NLBKx*SV|Y6qC6%-V+vjAIPI&neKY0CAr`f8JEan5oj4s?Kf{=z1IiSV!^0 zIh0VdHvzl%?j7&S1Kn?oBYzVR5D*-^1Xvn;UItyl#NCL8zeDaugn)WMq9{T456SKV z4-e1r<HvE1yu7Vu;eXI_rfL`&4VQaSPjtSt2F}dSzu;_)DqLGxNd!53<MG7yws|bz z#wNve<Qi--bU@qnSso~EXJo^s=jN<p1S)rD4PN?a3-X~9Y@M#IZc+S$d5}1|>gx8* zx=)i%0)?9N7Oy~o7!chtd;SzBXFB95eCcMrXp*b#b>XkVAk)?Z<uo+jNHZA$Dq5jk z0PdXKG#Gq7ewy4Aa3wu`3N91SIc(=Re{_2!E$+xjNin|J8N0D35$rm)4VA39VfnOo zQEF%*1Tny+^|du`D(*l6fuNeE#j;l;En;o!*mu7^UizemR(m%;R$Y4x>74$mW$q_X zXU3WYFR#ItL`eLd5(2k!pkb|gycn-s;pF1t8qck1Sc2gr#`L<JTyWlw9A2}5ux((3 zn;4P?{cr|vP46t6Quag^5@5}5$?*YaJSc)QK0|%sg5%;l1qI97!RUHvCf=jbV-!OQ zolwnh#LWczag#j=*lm=*+C>Nq!;I)Z=xwA0!#r(G=Mkb%@fC^m(W5P1<xIf^sRszH z!LkvT1VH(L;=#|=TQ<drcLx1KB8G_8ktz$ZRS`%JKT{rKp062p>EXB5*4Dm0-LjTS zP;vvo#XX}^XV0FseMU_|(UPv)r<d_gx2!kg0f297Fj&5`TKTu~<dFOqxB3fpHp_{m z_WcaE>wOv6q^kR^8*CA<J2oEth2_?f&{sW4+6tYcQbgU7ulndAQBR^Zi2YQshu%Uw z7}7dKJ9LHBUafl0DBZiPoSbroPUwm5sXYm^BX&KMDw@iC1*^miHlADY^=n~%{tgln zL6_eP6XLI$^^KMEN88B)=2JLtrm7Z+7n$&dIt|}LV>nx8X}dNQ>Dp@%eJWM_=u7TY zqp_>kJN>DNP7s%(ur$#Uy-t~MbbT<o;PG8KI4Z7r9~06j8+x*H&+q#1(4e3MW}^Se z%*+g~8DLyrg#xV>k&PL0@!gv%4X*A7%u82(bCm8^eoYjyNg0E8wg^vH`o^Jo-NX3m z)vN6A!Ps;p+xFn&i3OCKM|%yjItHY9(37$+xG`3>29F2rkdc<A5VeM`*u@n5J510n zt>>rZ!l|O1XD6MD{8Knb)JB!_q1rH;e!Nn!`U-41$c7vrTr(JUCMPE$ZyT_5dup+| z5SzYN2y8GV=myeFiPS!kfrPJtc@(7xXMRYu7!>EIe|5CgU&{goC8fZ|tdQk^XDu~4 z;7$+Jue0vob4^26#S%`iDBYyEP80GrT{Cae6`CW2ShLRTWT1uF5Fuy9(;_0ezAs0* z3+7-GIdb%95i%k;z=g>k&8}<0hMScq`~cP*;jh9e2X+k}Cz9VTe<t#9-fNJzMXz2R ze6f{-#R^(UNCJ(Bixcw8%M;fUq(l0D{$%7NyIvi|HU2#Vu<>(G&pN;!NQX-h!tpFa zb)oGL<%xt?*Tni#UogWD$Z7N!t&M=6QRT*Zik9&Gf&Iu$vkMCd#S;?V-{E#KF)_Jw zX8<`jJLObL>%|8@E{6o)%r&`bVls{^Sq3WV&s162`}gvbC#dyE_wV08pF*_o#l(Or z;dCGFDaz9`kWU6w#h=y5zQwXQX-P>*@IXPFx-L+pl9HGOf~Voit66C~b@HV58bim- zUK%d34YkMt4Ky1M)bHD&df|$oO+x!i@b%Rxw$E^KT183774)iY-9W#@cGuM6*$ZP? zIJA7wNY;l5Tz$G1W}@J{;j+yQN7Fn-e=fdIQ-ET`CX6ta&e<qjX5Zic1jcau@tC9+ z_7zk9j$6j9Zx^c0M8e)Mfi;P&&o_fB0M^K<i3K#_Gin5n34lzjQ$h|zMFFdtjU8Uz zuHra(*|jPKiJgb>3$Z0TYM_{aZW7-I{{?yynsT~USpv3QBBegK2UXjEJHR*vO``&y zb^EtAuI5ccs3<Q>COi+GAf7vPdzE^v3wJ6H6e+>xuxr;YT8?HfL4O6suZCGN5tnX~ zDxgAjWZgBMFhD2C$jAsd(l~WfU7h*Nrw0}mP&GXC6;|VF!702|OW!~#MaQ&?&H==Z zR1iBFx!iKSCKsPOckkBRbAuvQ0L2EWk4VIie2a%i&>8@$C0(-j-Nul}W^y01KNsLH zDug3QW5`V~xUk=KBip-|eSvm4sB*U;><dIg9waM#X1!hp^ytrKsm2{=Mzewx6cph8 ztAsRO43Gj8CA7IVhvUG}`iguv;nTcw<uTo-1BVaCCV3YRl+L+!u0Osf_Zq3~X4esV zdJg{19#%ngNML7!gWHjLVc%F9@8Gr^kVHQwAT2Fbjo%`mqGWHs48sOgjtuO%D;h6) zLEDx^78ubW3<PWc#EHTP@*bLKK`oKlAIK6#(P-=J0sZh49AEK6tBGmN8~AOxuxmIz zeAtmXz~Rq@{Y4@QFdj+M%#*d1Bepa&QhcvoynxT+M}I$;%i1!Y8#whw+R3Q(?0|v( z4p@C!&7GhfRd~~688yWaMK$zes>J(XJLX!p(54C2s1{bW0`M+7_fS<jStCXl+Ph|1 zK0zTRN`)|oea?fY0jF2>c+O8~@wIli)QubHmC?S}^!2Fmz2XWKe;JUWk&2LR6LDgT zRL&%BMJ`M&@cDKLC8SLKYX0_Zb#WqPU#*v?=Zh}<{P;01qEcF@S58(GltpwV)=J}I z5ZQLR%BzaI0*UImFF6UUgm#e6S9{Q|>GMlmJbwIgpBlY@<rlMwlWJ=1EJ_JRf*>A> zp{m&)R(F5;bktn6A%y#yNOVHE9uYg4Iecz3%&Ow05Lp>Gye<(EurlB;H~w1>gu!d= z^j|wxv{aH$%SF7KP`yu#Yuq@w)e&wmc)(hN_EZlYt%$7oJC4Z%utA`Bwo1_Q!(oW> z-fPk_Gz&Tg7aRSF?-)O1#!Z+h{ao_Ey;fV?T6Bj02WqJ)F%{oW`Lu_zxTJ)b4+Okx z&a=b{ow{wu<Pi`+fz}mF!U%tLoOGGXIxL39>&?Ds57T=nbFI7$`Ntch-AeT=V|y+? zg;LOw`tm#=d&S57fVPJX^20p^2~0%o8%^q-ijhlQ+4l|~J!+hnNcR!aD!MuPnx-=b zFfr5LO<I_n`vX62yvRu*q4ng%h|JLJ%8H5#vm~$BPoF-a!T7s@8kKR<FkL7s2e|B- zfiJ4ULP(Ywrq7Z1;Q8Q>Kvlk{1Wy})JT&A_wZ{$ho@GHNb4WBB0<nTW5C^PPXbyVk zBlfY%fu&f>8Z9FSs2jXH1tU;ym+QwTJ6F@!@wX}~B?S@`BZ-#MH|K6Y>B)MGR;zWE z-awidK<E!g&v-OGO^J(-2g_PHNfPeo=jXCqn|j({AY8m?*I9oqa2qXhUko$Ub+A0L z>tj<LS=ToArfZc~r41nI+BPtQRQ93a{+dx{r8Pmc(AcVxf*7+|+W;FGWNgw!nGYn) z_yskldb5))wA?o9X6(-}G!r*d+aUAN)R9?$azI)F>Bb8|AC0`Njg60=pB?i1_UZXU zhYo@6gQ`M%<jD6J@jdI}sn9Ewl#~X;qKHqE%OGeA=bkeP5Ok<pUQ`?a{<bT#21M~~ zNgUFcwY4>p8SGH#<F<nnGg-k!Z42TTbloU!y{{sDjlBC%Xq_#fG;Y}Mp`mtk7FXPM z5hLW6yC>)lRA?}6cpftl0+0#Dx!7S6hJONz1_zvPV9d6YU;42e24i6->LwT$7|(3s zk;#T@Wl{`gbu_k;Fqol{z|YU`In0WT&j&iQuWxg>DOTe#_5*2b9BJ>XFa1$!>N9HR zi5+<>cT0c*5@%EQS7hc+&d*?_VPS!ztRnF~dZAL}S+t_AuA8VuBUU`$ke87<@P{t3 z^P_euzK0$LZY-UO`H3!mR@PChT0`OoxCzKw5)3XWtqu@g(Y<Jwxs)JDAr6ds3Ul<` zO3+&oX~1y7yICFg+tYe74Ww4iMd`pifrbIZ+WPuBn3iJ)4!j5pV;8ZvEsL_Ww1nn7 z1``u#)l50N^;+%*__Ag}k7~#{tS!%=-Ci7PpF%#oE+y3k_<_Sge1iwpVzlA|JP0U! z^#;N{pXnXA@tmBB4=`Q2)II48lMy~j7{*xmRbjM9wmP*RssI<)EGk(b5BVw9t5_D= zvyze$A61(ISi^DV_<0jf<ZH6syDhpofTQa>ZYIjoSA+!Op&(+$Z2DMZp)iZZVM+t~ zAgu7qKiuNaQU!&D6$93JdwZjj5wi}|Y|ffDdJxKciFgQMhZw8oz!m~>!Xb<%w5qPI z2bBfRQUFV$YTW!Vs`~8t^D`()4Gj(Cd-gaEyu3z7ZQ<qT7rgX&p^p+#fv3V2*xK2Z z4MjLYBcm(Ji9=ck;|yMxjjD77mm$JoG?@s|*|{yEW-EJHL72H-gR}d(VI5s?l9Y^$ zkFReKLk$+Ry1ZN&4lpxO_z1rQeFRY+#0KCbv52yuBKDj}*0X0zQ5lm>F9`~2%AVCM zb8%kxFovxIq7Ur62wSQ{hb+PJjj6qom654yXvh;3yW%Ti3a~*JeWFSNyi-4sphO&5 zT85zA4>Dlt<-)HGTDK2mRUvZv%SF6r&Ya=kNWBrrx++{_n1#q@=i}ppxeyngI3l26 zg}VoQ>%C?>3cQj$mk)aZ^tG^yHbiCsrd}`<OiVE?fu~ThRuJUjkOW2BxKp+GWxC)j zHi})}+U=74QLq_M09tmIp--;3ZvYx!-{(23<Tp2Q58i0M6s%`R-WMV4+}Yfmg`FUD zR8Q`J^iCxT<IYTwFTu}mX@0)Nu<`wfM76T@PV>V8JD+dd&JalyQ9N4gSS4t?`ctG+ zlIF0n%~AE#HfRQ%?Cj(9uG?Z}8+T1z&Wvp#-|BzDfC>f(o%qS)yLayf*cmN|nWW=q zVBxl({()1K)!d@!o4QT@ZBkMa8K*y={oTwC6Tr&{R#wfbUXs$%mn{0l03ipvY3!&& z>)>b+2KQ5R>xo0WVDUcIw`w#pg75$c3KpSYf|5YY;XffU;etv4Fr#f~oob!feEXb0 zU`6-C%v{;fAc7VKOe+G;TUEWeS#1GsAbjuO!Gp7x1%AM+D_QU5+Ai>L7W|%}n3(&o z;VnKat`*frMr8ADcAnT^<fAGZb@v1RK-KtM*>@$D)CHD<H_$R*xeH$P-Bpv*F7IDe zK0k3|FkgDMr*h`k-5iaji7qva&tSK!g!}QaSSeh~fg4r38O1CuGY{WYE{^}?ZKtxC z^bCGfy$T=v1sNF`XCyl!y&kf_>T%d~`uFt^upmTwu=9|Gg#P9hQbx1RsIbdNcT`XA zH+Lh9_G~1ix};BLuQIPyl~Ky92&zh4Rf=LDetU|9?fI`PsW-SqT{r!2^e>COk64XP z#7Zt&NR(@`*4nH2MC_szHDdc1$a>;L?4h@@{bEP03s%nlV?ry*2m=Ct|43g}-1YZg zKJ56v{L&9Y+nrmsEdRpT10f0QuqkiyrNDXG%_HXZ6KWAlGBb$-4O@SleFbvcmU6=t z`%5r#aVb?`=HY2!4uF%Mxf$X=J7v+S(Y%)S_Vy9|a7cdr-H(xM>gnwl$8Qepx88Q* zzrD`?-~s<_>FVr(3h(L+Q>OhdYPa5S@X23i{ly)%@owAlcBlbrVqOG-nWhX6=6EEc zKYbF7eX%NdPC%fepn70vNYE}S<}HDm*&P9HJ?Sl5Q&puP=IrcjKKGam2W~U@0bqzZ zM%MMxjdDqvf9&?*7Xe%U{@b~&*Z;{cJr2ce-IgC_dRZM53SQ-kG-p!d^tNuvSApjs zP{9OkDMb@lcJX=8fwE!ePn@`VaNoXtykyCJTNiAeU_MKR%{GNXMMbIjz(NY@wSt(H zrDa%(pA|`AQ4w3rs7O$Hdb)z-`pXn`@Bj8<|AVLexAkYJ*QRaTvUZTUR90I{+0M7M z?=uu5W&ocW#SBf>!<4541PZtab(NLp$W~TYFRCRJ6%{o%t*tr5$^$@p1SbpUCM8uq zZwybkq*8KK=k)(rsK^(fr@BwE3e@i{3O`n|ceOe@mAExb#uCv$n5v>S5AtY*o${HW z9dZp3;4+U^sBCXnvxtIujj0o+@>qE@vowVylqmuiB}sonm0=c*M~iN;>#ljX%QP&) zk!fjZ1OT_~lubY+v>upux*jVpDd`zg3o3;r216>`WN@WPTKvEVdW%AUl3+|}eaoyQ zGc)0QX3xHTDq?Wyg|p?N{1A*36kalo{``5HLb0W-r>CcY`>n|1`;aIl7#9SiUPMNw zdqU3cV&(xViG9(}!QlscFmnv1qIk&aUY|$0u=3BF%)K4A_iwO1+AUfAkNAE4=%4-4 zhq`gHC`*-8jaKG?--gTWc^xK!O7wwfT4+4L;_FjfbXl_>R3-_W1b3k<hKDw#0Q;;= zN2GAXvjKPcQ(vF3QNh!MGb@q){Pjzp0#luebgy5&jP`_Yzk(P!lq7}u7yJ{{f}eMN z*2{RU?IB3Letg5EMfW!$?OKz#FD>s4h2Kyo;yhPZR%krJCNHCpq-X-YbkqZ*3zQ_X zk-|O9aixp$=LT!yG6mMnl30XU`2)kkOem@w8u-ar&W5-j0II21k+6_p6oa7eEh?Kw zDjp*02|z^a0g}Ru;;mvlAx4^$lT&;i=ET35qx>-%JYF&uhdHP&;vuq1n*v~>S*NxB zm3J&ZM0@L+NN;biL^S+5g4*L{8w;GVjqo)3h+=BOYSo)4&nP6pQA*g}m1jOB<_w}< z=PTi-EUN6AYUVb?>_LpQa*?&BX?HQ-$xyFWNz_af)|Z!m!Q=o#cC5U;eZJKKMt$q) zm(Rqxq?>Kt9XTs1A}O+b_g8;Rp};6y1r+Elg8DyH9CMUDNPo%xy+RT?4T)%cm9<*g zHH(spiq<0y4l=C}0{=DApNNL-XLxv&Eus<=6BQ(9dSt2ZU0XkW=JaV=5A0Ex@I6$G z!`Gnv2|7#cM8_nqte_&^tja@Wk(D=zK{zg)3N6gPG0aM-w?99Xhz5hjyx*ifEnGpe ziF^abOAh^Vv+ECqU*r*9a{VKaPakL5{`cQ*ZF}|K{?Y^PqHPKH8lxUFT?CU8D-V-T zdAr2Taque%7aoAuA`GJ&^A^Pnmo<~M5}*Y)*}_CudjS^;URdgWGZL^rvGT;?SgDtx zEMah3HZ19HOh4x`<qKufpy9-f!ix7p%our#g1b_pOIj|JFWcUj5=U-p5XBJ3ASSNB z;{>NltUQ_x3InM2pO{<VVlICSS42}8Gp!U_g_v420?aXB$<C8u@~4Bj1!!J81U#dH z7#LR{(b36wadBS?wnq~O-8`Q@eM;*AYMGLR^(>3W0ixTU%;3(QBOYt(>y!q7#cj-S zlO&YXU+)8SNkl{AV%|^3Zx+V%cKOLgG%^ZCU%hFN?sTa|J%L(jJ&rj|Unzf#US&7x zyV|XPHkJIRIjFlf?a@7GbAK<jpxV1~Jq0oB;bDVbplHG{roAYdAZ?wgS3ia#VkaJw zbQz)xrA|U23yU`{!@+Q2=RyS|(4rF2$kqaCA%ZeU-AtqXqHi`DJOBn8$$R5l7_@C# zYHDhjF?dT(<I(H#$5cE7?3x6oi&}TCfsvzVf*wNSLD9DxOeKLUUArj369Y!H9u%A> z(Wfc=CdwQN;u#>U2-`tyP%0>sg2d@^iu#0|rD%fh;fMzmE=rP%J>)?F0Y^L>7RQsB zxq)jBVk!b9ab<;Nzj6{%4fcE0a#hVOhM^k-t(8I0Gnnaj27Nts;ooO(^6WEATecjL zCcYQoKi$RuEZ-9|`RlKG85ihNy|+^)$cDf5gjYsonWh!p9Yqs{ypMRanAd~*^A;se z4cugXTI97lcPmGO?N=OT>?NWxblc3VjJ8ZX1ZO}n0tH-+l21f5O`sJ8)J#s54CU*G zd?PO`ETr{-i_u$j-i-m#gWom#z(S$tEk-4k#bBYiOW^=+(nl0My?j7OWTZK<j^y`$ zfH7P4ppgA^lmgK{B*7>?N5MZ9NWt(2h3<&Q>e5s?GZ@1JLJ}~A!Z4<s2-~x=vTy_1 zk;s1iiuGg_E)*pScqotLXWS)aWmSpTj#A+Sp#d%Xi4&ihl_5}HkY86xUuI_^gkusl zM%qRsY1uKk&uXWQ$oF_D>R5S*nEf9xT6ffgXf)?)8Cz6vtv9FqA44kAbKoA?V$gdf zdHZ*o@WnQQDfSV?>j`8GlqEja)JPp9vXhhwAdc{4gL@d;(sj)#3gH;;zr4m+kbfbB zD_0}6o-*aadoTb5F3>!bM93xH;#s)w?ZQZN#fbh)V!yS>@b82|duA3E1u+D#k0`PZ z7g-Z|@4Xhz0a;LKVWiJPolj!!(MOc9Gz#A@feV9l1{7eXv-&@P%VdrD3t_}nTFreg zYQ*25jBSMdP@h84^-A(49TBQTV~(<nupO+}TTjv0(%jwq_SvL;$B`t))<48+9VnZK zV{)Gwm;?5i0+UHZ!{CVuG1Pm}hAs5G{!^y6`Lgo5Nqq|IxBh}+!UPG;zdGqdQ}<>n zgq=3F5$sshg~qzNs=Rr4k|m<yxf`mcs9wE<4VQ?95TUGK2(uKE!>_OVVjK1Sgisp5 zPZO9o?4e&W-Oo_>7FA7Y9q|VYKk5N%o3|*O!wLZ-f1|PV{$$CLPV9?jbKe7cs3;QA zsOoI{+0UL;6^mwR&>ix{nW)2Aw!2kf!3|T{gzc?U0_(R7<co(!cj;XeUufY~bG@ol zXkEoTk0GEVf8mY+E-QMmkdWjHc(H`!K^u$n#V1mRnOfWPN=r)#!w{Q&L{W6O$S}Fi zR$W_PuPR2gxW>wZ*zLbuuDh~-^H!fB+9QIIo?Z+RQTFo6ihy>!xA)#NzKV8dQSo@l z0*98O`m-n)7}75^-Xl!8|HXV53Ll=Qq2$O02}RgWskSXo*V1y<RFL|A?rsoONAY>k zO?+e^3zRH=VC+B2vls4NiD(#WXg$`})+h|pFq?1?7Qa{pBQR%#?cs~~30e<O)v7di zzi3w*W(m-%yjN!@3`6$5OHo~4&qu~<@?BoR5FSsaPE5+-uB@sg5&gHs95HU4(HJn4 zZgs7|YxN^>JW#<991?}X>Xm?(g?->M<i+;v+2bRMeXvOrCUCz^83m9U8l9Lhr640V zZaw%M0vAT6qCGL<T*W*9Gd}T}h)YPY#^7fAC=5e<#zIRMm$R;;7hV01xrNvl;JKU2 zRi6S8(RdI|vKJoUmi$e&-l7DTX}r-uDInSGAfXfDzPv?LGeCzC1zJ{RgRmL1ihps( zn*YZH%*R0?+ws>-g>Z(%%HvLYi-LMr4iLEgX@@x6D3=e~)T2lzdJ;7wN*9T!apJ{T z#k(nJh#A|Q;(kYFd`#_+AGgF?^fH)Z0vS0ur}!dg8YI?fiq>6cx~3MF+`x@123!~M zB#SodL`Pgtsj04RL}9r)_NiRlMooo&VS4%;nFkTsI4n)3GH0Q&AQ%Bs`G}&RN<@G8 zA|@UJVNpR072A+PaWn9CT2az=A0HnTF=AHrWL^CTpW_h^Dt7fK<~h*51S7~@lnO&) z#N$Bq;w3h#tov)Lsw_%n?YJfW+nv*YP^gI|c&!N(7ITc;r5SgHVQ`=PWMJ`Gsxir= z1oP|OIWr^^W**ydb@31kx~Yjh7Q6|PU11nbTwb#HgoKOE5|~4#P|Us}UPCDgK7%a= z^W*$vU?D{<j#o?0@Owltd|?QvGqk#RUu@kV#`CRQ;_@vxsEFkl@&_-OcCo#JLPAX6 z!D`_#grGz;fR%U%T=#^eRr(L~HR#pGS-bbccW{o3W%bHJV00k^3OBn{`8doPR}X5x zzx9|2T(S+Zp^xsr47*UQysWHm|78!57i=*EFDh|^YNbfU^ZzVI^&fCQ|Ie4q4Ap-4 zB@pw^Ff<8oQ9v;X#?ZRo*3R!#Qx2CS5quiq-u4^sz~E}9!y9vc8ju+rwJuZ#SQnp1 zNvo&aqfEMbr8~ZQ?tD?*U1bIgwNo?^X`;rzJvvk)0vD%FagrxSx4tpAz#JMY4-XA+ z0)<`j-?pBZIg|R`!ohnvg@?spdksXA^0_b}`=C%5DOi>+9thh!|3D0w4(0(cV`2vG z|Axew_gk-Sf8p={tNXF+zY<Lo!>c<Q)(u07)gNx;6eLhX)DB{VorkQ0h$#S<C=I~G zGsj?-K~c=dn}%EBpfd>daOT5yImE&g14BlUDQ^J_C<@QQ{3C`je{&r1Eg><rj8~rq z#OvjW&3GJl|C>mO<BJp;;J4>&L^}e8%<b~z^GIz()QPA-9#n>cr^^9XQ9}A2H8r*J z$Ak!3QU!VWA7adGY*Gq_fLKg#lT6``M_QAzU=(}s;60PWU^OMkIyPEL(e-e=z`~pY zuP#Y(AH5(qBZ^_txC;+HJlaY~it$kWHuaG>8*`9%79%YzF(Bxb#VF|u-}E#6L=4sk zKK!5TQy>vjG;x+LqgN}ix?BDjw4sU^dcwbnk%uf51OEyM8mP4jNs!?rqTz&Ot0wxB z!_&wo)qyM3h(w9@&%4>`?0GAf8Qoj&^O6zmP0T!owMWE5Ku;)&L0HxdB6KK}eI?>J zYrMKfHtZl}`A9<|h)-`l%9iyXxV(VAE{%0EHuo|xcNW_S=Q0s<FJD#6GZt6EIDj&p zx}su?C!DfJJt(x}G;Z7=FwxS}n^MqTv`$jMtCl1ceiI>(XM~_#J+rd9deVghl%mdo z{bOTeV#5jLRFsrG*?M_5W*px`2PJH0`?Yin;z*2i4ov+O%=6#%{b)QQTsIzyhx|PQ zkdoe_qh*<*25Zl!=>9b<$%oDM`X2YMH*;LK)Mtle%V-?t&ER9c^6m+P_=DKoD9S3) z5z%)$`86^RST}iCpP-;-qOew={K#4;Um254l}zv|v}~54v}x)TCw#3WWt4ei{^ogz z-JcC-A-g$|l?(SAwFOreN+Y@F!nhmeCy#I0B7fOxWGBU3HCy_Q5ll`*wA%vlUAcJi z;+uB9E@*j53eZ9Br@8Y^!q&9!8{|)eGQHR)(r-3nT-Uzh$~^RVjEcxFsi~>ymaUk4 zN6SJ_k4dtttBc#gQpT%6>iGA^Z1Z%*gF%{4=Ap$`8;90eos(M(`o-{sJ0DZsQSVbz zInp0EI9!x;6AX239vT{Qv$nUtK)KUz{Kp_aFYiQeiJ)ZJ%I{ER9zH%Qiq1u^mgeTe zaXA_sk`VQknlLfE@g@_m77&q)L|Im*h|CmnTpUQhw-d@CyJN!-;jjHgbWX|jrTx4g zIsbC?Was|U#>^k&iNZqEma9af`_Z<&|AlWFoh^B!hrtQA`8xhSX>tA@>t-_cyYcWT z@lckmj;16J=XROxaS(><=E^Ew7r}0L`yH>y#<Kp%sWk>{SF#cE&Xu2_zh5lQ&&S0; zEI&?ZV`oPqG=(YM<NJ1`Tfl31<!7Ny(<LFJ8V%KC<tN!qMt9m1?DsqDH{6q}Rjih- z_VMT;Cq2y7vJ8Xh3nBEM>CtFzZ4D$macgU9qna;<;`M~bULU^1C!$pM9y~ZF>6Usl zG$dsAxBEG7g7LOH4oYWu*RC|+f+ohmaI?e1xDGtk8v<UsG3zkdnZqVo2BA$^IlX-@ z?KMZQz~diTDVX(BO&QEtS9AH>q{u&tCX%n0w?6$#PwhPN7e`RsVkXj7|3BYs)N<Hb z?(OTlYXpWtr6vr|yM4lC+c^RcO?u(`K^u5U5@RG{Gv2U0c1==ExzhRV+bhCXJjW-z zGXRefi;7K8VHg@7UgrrrS$LrOUgMi<AzI1GLF<GFw+Oe#f!{6p6Kuv_ZEoxA?4+dt z@iCE{l$FKJyoUIG!gFC6V;EO%-y-gEq3h;`ayGh1WeSD{j9VNp!Ti9BOlu(_p(__J zTzK7{o07sNIkw=S(-rl=(vpk07@{q!L;v$LPd?$jB5aa<@b@3r-aRofQPa!4K^v*P zj9bFt*s$!+C!f+fOUAt%|9`zj|8D>4;;G+DAYq=S6oL+S<tGHWCwM&?gN!%^D0FH+ zZM3_Q3m=Jt!%14A0pM=u2xe2b9X^Rz+t}<J!N>?JJc7FN%gA0kM^N+?72*|llWoV~ z)|HFAynzHzXo^j6UDMCk>adpc()uV<^tDAzzs-4giNtNb@Zo+#^U9-*H;NfKI5@62 zAh9RLKuF%<F{9WJE*MOJ(<+nz*62wDd=^?SN~b^VNoKYu>F2hGk>hxHc({!C%v}~Q z9_*%e5u94Yh;sXMKZiCBI(Kps?tbjs<m3?yHQf-$J7Vt0zh0*!YO(T1zLz-K*}j>D z(oZr1bMB$InK}(ysSbgUi+I@}DOs>3*+#JLe<9@l-G2V>VC4zc`9Qk>M?qo?@x=?w zP7^upPv&1<J67cx6r-3N7Xu)poQ-N1HH7^P&OV(ch{#J$(nw8+f$g@q2F(GhWEm)v z<Lh|YkrMG;7D@_8f{k;&f|I1*uwpLCg@uKk9*-qrU#dx3e7rlWxI>fa4}$cHT*Jqs z(@M-PRUi5GkbzQmi$I5G$BJsMCU4)aZMXB@wATJKdrXN$-L<lsrzU`?i;ww1f5Bni zsBsS7c+zi2AGoGvE-o$}r)OXw|MvLtV`XAiq{z+9{T;vHAVg_{(-*>v7a|B|B?~xD z==)bz@!EjDrxzFVV?d`BwU(8ZmiC4?{2EspaJh@icjW1Nz_YRA-g`!Uu<s3QYyXYA z{=YY#SYWgqVPd3<gLrgh^}}}ZxEKIO<!q3bQA3#Cd_o+jOdbZtx-Jf%!QIBg8_}vM zslNw_aWxMpcZJwt#m8X82~ghU56AFB%$^+I=W9z0<(pZwJ`yi_N%LB*rVA}jn6&pl zk@E(yjUxJtlZTPj$jCsUxe+~o$#B&Sh_ux=G>{0v9N}hdWW-GA3>RqfFp|T52aIK( zlKdq%a_Qsko6l=fEx@y}HGyr~b+1H6_qo^ak*O*2Z_7o*S*pLuYp%@-hMMCg#I&%A zNg73kwTUI#L#`ZExy47n{Y#3CaRXjA`oaZQ{-G&3-Gvuwq-%M2A;58G_|#NQPidvI z2HvnWjcuwlE(-AaU8VDO=vMCdlG8%^k+>@jW9rjy-4ef{L^jUBbS^87abO4ezgM#d zSf3Sx2a2qiiQVIXH&O{p5{=`^cx_%N;q>X#Pa-nL=MHsO9JSI<cSoct^PD^PLhXA? zOG{JJ%Z%5=LIP{bP7mmQd%l4#ONhZJ*DjC84kgEk#W{UqbZmTFTKvR`6Ay(j;7%2X z%}i$A@H|FGSF71jHY@dCFS`HVa{cJ{w>?|7q{TED4N$7G2CAGrsoCooQNo{@Ub!jt zz^&hrA5U<QmzQ@RIXS1{?HcA@N$8F=9&>YZR~nX6HLIg<o!0<bu{Jb3Em>4psMxf; zY%hN#(bUv586^id7SBc)U2u^9j#?9EVfs}s?G1|c9jy#cTz!KnnzElWw%WY^d=>nE z-Ha_Ca^jkd-ff7p1y*M+)w(dUWgN+*ET9*c-D<2_%rLsJ`Zm?Q^*lHC;W!{?Ns?W= zf*b|Z%8bwnMkrI15j0YR?8;H}m0NmyBigfYi{s-@#oi~vDR}1r0>&_L#zl45Ys#g# z#pGjM^^f5HdbR#P>zq^B{4y{w0EGnWVSTqN%?2i+<*7}l;pk@|{d!L=TJO3&qxy3% zUPfU4eBaNDzXeDQ1l;6RztX(pq4imoE5>9Y0s+S5o1>#YzBXf&9@9UZ8PB;%JHoCo z*U-3U;vfHO*@o#KUV+<U4AbWRUruSw2`%aWu<LauYo}Ko)&e$57(8A5T-G@yGywpK C+~}<U literal 20835 zcmcJ%by$___AYEJK?MZ^kWfUI3W%U|BZ!KGG)Nn?lpr-J6%Z6LNC|1AK?!M4QItuS zh@{eubaU?M-rxCM=eoW>zJ2!kSbxBp!kq8>JmVSTjxpXxN>?xM+0C$f%a$#BuE<EM zY}vA-bIX>k96Pt+6^+M(Lik2@Q|_|#mQB)sF{Md?TeckCaz$EF%_(xc%UPGEb#v*r z9hWXY9skxllDc*Rwa57Kb!}79bJud+w8aw#lA3aJdGo}>PZlPnoO$h*m(Ed5d4MiK z$);xujq<*W)EBqzlkDy8VIEox`{FvteLP!GJ8Q^5cq)vCykICQY%x;k%P$+jzi=J+ zvf@l@r`d9^{B>?_E<KO2^u>!|di%C)Mt507i#Sed8n_ubT)fxOy|KP(QuA^jGqbhB z#VtXTOTYVgjB9-T{rQTI6^K(DH?q--zx<4ogG0B#CbpestJRsGKYt1d2{F4b-AHL9 zXLg-l?D1G!Shy-9ldM;~ppdDPqN1wW+|;zTwieEJ+xYFZme^mvel^Bl&bRDXNDS5I zP9rQah6~vZzP<HDd}a8!fkBTfn@v}defh@9SWAlP_HElD<7WqJ8F`H5uUx4rvL7Sc z%XE#+Bt1qhl=H-i6V3zz|Lt!z6%`i_toH{h;=^$HH}Yl<PFPPAPnG#SdE&Z0-!@e; zTNhzh84wVV-{W3<CGh0&OHXW`(jGk6={)qRs;cUYcJB8alV=eTI!3P+Yr=Sv6r&gB z=Pkdbx9@QqKfLz~E-pJed$c8`IYx53r<h{2xZ7Y2J+4(`vfx59jX751=ch*p_#-mh z*H`k)TUC5MR#e#8*(F_lrM<xLi=XfIxAcUB1heMX%d4vqdUP3Br5@uPg_mbP2pQ&g z6gy5GVPs@HcrfVs^WMHbRjpICH8rB{Yfk<QeBlDtlcS^B3)}r3Ki+@f!0hZSBd@7a z($&MIT}*qwyf}V2J0}N=6wYgQQ|Y>c!$MWyDLp+sMm}@33~fGzIX|v4!Mno^xF<_~ zo%Yja4CJW~v$C=>c-L3v(>~>J7?iE0WtF9V+9pSH=+Lzc?YvZR3LBS4{{DH_IIy*e zmo}$1H|kqk`M9~WFZ$6^iOnf}R&<;jZq&*#7F+HQlodb0!V){~^X1DI$I+H6%Y)XP z1$U&Sy^N#V^j&IeYbU<Hy+xCCM(Gl^^ng^PxLc8mY_aRIt&NQh7E#teO4K=<FhAP- zTEXS_XFBY--AGg7?kG+Xk=5CH31)Fur!P+r4=9Xu7TQ(2FD1%_M!79$4cu(}^2Ovw zt{DPg)XjZ)fR5!;wox_vHTBNPZr51_mQVE(o371u1x~+jvV2;ZACvQcdRXLJTbsbi zla=-L)-(N8!M2qZK2+6Qf3flM=8j8P8yXto8iH?46%IwMuP%yAg*<<5)8n?tR?KJd zeY(xS<4oTBQkTVr@pjd!-C7(W4ii6&3=LUDNYN$b8|}W5!X&|F#nn~pNGFAzJ~Z{t zvg6$exe#5)eA!&9E@75WL(v}k=65&NmX91cqLXiB*%0%gd}BUKR;X{JISB_xGEwiZ z9Xs5X2SSa6-V_u#H6>g@*r;h6<Xd&gmOfn{P0JenmXS98t;Biu>sOhfE`G}&E$=LK z?61b-?ZP!S@d3M82J52@%9s~U9%oZkH!RA;AraeXdwK2_`)`hojSW&9VyiEzkl8p) zl`fKzk?9xOeikBK)xCT75S~IzPcQiF#i81muArh3?OL5G=W;o$sj0cF8#jI>Ebx>f z@v^I;#QI#^ML*I?Q&CZAYPR_^3Zy#9$;sI{Ix-92HQkZ6J4kQfq*1ralo-pWg^7+= z7aWR9acIN{bF7@4b=B3k8{<At|ExIeRD@Mx3-z>pF4rE&eevSOnZarN)hh{)ja;+l z(blw6UWX*yOJ4tQ?6TKH1R?rQU(@OQCcZw`d_;_3(eZ9#Fp^V1K!BAsSvBcu;-$rj z4wIaA!%D;X(N_Kl%c<^C8d1{v4m@v)z2L*CojaV7-#s%kldYXWxN;ybLnr@-1;2nm zzCgFrt>3>sZ>|kVoT2r@0U4yPNKsANwtc%dwW9cPKW?}334Pzl$Oy7mq|=W#H#{vG zO9}G?tYSBE$Olhy%`E+Oq)Vds=g*&Ok?Vfsj^y2LV_(YYqt&cTsQLQhxHonA+DvtA ziu#>9cl>D2Fz{Pk8$EUQ#EHa9{tSL}Tn>Uv_y=5d#lt-`qPH9z9CD0ny{K_eb^euJ z2B_QW#aG9RzKGA(@JRV$#~gdy9I<!LBsL1D<1{j~NBIYA1dZ#X&Uo24I(kgxwc*kO z_Z`1fP*_-H5;@vs7)U2Y$-rycUE<7RQaAo1FOB+RM~8@zkXEV5vm;__>+3l=Ij5I$ zdj9&`DD|;CG1+cZ{eA-F^~Vw$OBZ&=hTg&s4&&33MSnl__wUL!lG{;VfRyJ=L09?t zvtB7deeWQLi^?Sj_tA*bXpar8osHPXxVU5UQJ&;f@3b>cDMqDVx4h4t`YA!)-MuV2 z+8|9ML)PEe#KdEBeK9O7Y^MCw)ySovKFqw)n~cGck)m!Zb6>xHO;1nP)OQ|u7{DzT z!tp}UDrn4XnfNd*Z43#p#RdB+v-9oUk*3FLGzBaav>en@!~UPU^KOR<Cv75xr`mIp z9+<c;w3~QSTbC`r&NjlL()uMzdXnwfv4f19mX0ppqFrU@Tk}?Sqdt#~S!R|`6;u-G z-LqAvq7O=ytS@vBLkv9D)ps@~D<7Y?v?LIUqNAfDA|eJSg}JyCRRd8`cd}??>AQJK zoVMc0H&(gyG(M8sNH(Q$X=#ZR2Alp*pFVx`D5aMkNkxz4(*Z@%8~GgrA;>93g@w*8 zE+$4s^h^cLv&KRUbEtd7N}R^3^vBsJ#KgKPDk^TiP0k9#8acMhP*6|=`@5|!wB{Q5 zRQ&#W{Mk+xeU}No`O4tan%%=kHFC}-$*ZU6m#*Odxw*L?Ja{16#Udu=HdOa2B_#zZ z6IG>Xb7M6P5jz@n<;s<gd}|yy*X!4>SBIPtaTqs!d(GC?HXtz2Wqwp$SC{GV;WLZr zh%S_2Z|c>B3A;OY8Y#z!b#>w>QA$eBU71eN(9$9RUWqz$^YG*#H|iDLHR~*R`+A$C zq@-r1ZdG;l=|$`9N~bwEI#I$={txfHj3Yo;7}px@hzjM@d;IvZtb&5Qo!#y4Z*DA3 zc9oWtw1|A4Sa=0+(o-&hFF`>;4vuu?_)FnZO-)Vjth&Nqy!hGI*PL)AaCNe{{`2RH zr5B8i2VW~h)J2Ku;ONx75<%)L;*j{rQ!kohJ3z#mr5H@rqqMrM+(iUz-@YB6gu<(% zqOzZs^ri95K%t%2@&_*<4GW8;{v(EJA~993_??f>W$gKi+(`}&3#=offYo?caenr1 z<Xrc;#>=PVU%q#l@t}7o784d;>HXk2IXS6U>|oiN+S;CD(%jt4$Zs(`G<0fF2(=jD zFj+K~`SIgN1a{w-XFgtDq6^<|ace6nQPa?zh!)B>Z%w`Y>_}qSg{a`*Jj4NDprT^E z%T#GTZlP}V;K74y8>>@ao-tGH-09SNpB!6U<T$nQh1r8tVD(E0bX@wP&NB(+<sPP{ z$#y^4*w_F{xL>m0Y|l30Dw&pYa$4%JF3+$iA<UcKycw6D?-+Pe0jqlK_;D`1qLy^6 zoHDmnjb9vxq<n!4?U5PnhU$Xb2HNZwyBv{JMSup7&xw`4`@WFC5NbZN+uV!n-%W{f zA3l7T_>tG~_SWSS8i#_1QU41I3z2BwwOc4FEAQI1OJ84~xTcFZJa_J#&)&oA?Cj?F zd%TONn3z%Wn>T00#k(si;?>hM!nyfkk*6X>95aF0y1ToH;wJS`U3hDA^VGDo+lbg} z*RILP_`Z&$pyRaYE@>~gA$+^1Y#jlHMQ=?Ku^(+gZbCLj_~s1{52LuXTfD;xRrw6j zyoiWkJah=rj(|yv(wB9YNC#$(^*PccvH$=v{w+f%g5PrQ5z*v73-wCa-qy~pK2qoa z6BCEm*SfmBl$5#c7PunyO(g_;dzqVyw6yf*#`-`AE}%Y)XXuq<cNli$PF{VK7~}r^ zO*tm@sFfj8<d^ABoIHukn6DF=Qsew-=y4;by+uHzuC!yIIuy`2Bs`q3JTri^LP8u< zWgN$kAICz8iIt*O;4LPRx^2yV0E^?Mf`Wp8ajd&b5VIeeoADu0ql#sbi-guxb^MP; z_s82^MR~==#o6`PR)@(>XS_8)*ZfHHWu6NPIO|uhUPT`6?Cgw-kMHa2>+0(A*~9pH zQG{O5rWbD=7#P?ZS~ep<&A>1^HN}i<dAp61MY=6h@3c5waF<n<YEoUH-4Nh)OV)1j z`4-h4_tgoM%>KYfD*lJg-E54zc<am4U}yP}A9=SCAMNe!$V4-4iCkq%zXn1LCUKTt zOIA(YM~<EUK+YVbgWC8qARyaiak6-_NUnXthuPif*P~OsJ_e-(K4b!Xojcd)w2f^x zEb`#W821sj+4tM2OvUK|a_X|`qC_08F0ZjomM-dl@h~{vvXg>BwN4)gQo#(BEPkmc z_ZRRYZ`jea)|D)eb-7nh?w(a43myf|Q!nRW_cCotsKQdUtRe&9{F%KT2WAkyJN!Jm zK2xtaGVA6Sf5xQo=h4xdO>$gjDrZTMUxINHn2C?)_Fe|w;i7mZr0F!oFpzrf0v2aC zi}=P;A3#WIwJS2l>BUx0Mh3Q7l$o6@D~nTE?c&ZehPBo;KW%gY$&7RO%$gFKMt7?M z3zgyUjVks5FbzDpcUm)3&4FUquD9A5pbZ+6!-$cS7f5$y96m~-BVGFs@Ac`j+U)hD z3R;y<@z~r5zoJ75;xdQ3j*bRJcT)%n@;E<!esX=4{=rE$yPZ8&=i3Yz*WPR=qokJl z^yN#M05S0fc$Oflf<0%7^Xy=-h+ESh|DeLVBLSap{+^p_p%e+dFpU+7X)i~rlJY%p z>Z+Qyy>g17u_ej`@zpciJ?{`}3U$W>1)YGbxwTbPRLb4mfEMTG?ka@Y5(7dF+_g5^ zoUeufXbC4>9_ZK|&}Bt}0eo(q_qJ}&6p2tlZleBmpZrLJ#b#Ui#tE-$dFH`{humqc z!VcrthWK4B^z&H)xA1ltY4`gJbe|P;0BZg?5>{C8(+P|0O?_G;{rP5a-vtCxM!O|3 zh)v2DN3(kK$ArW3V^#VH9V8$QT0ic;sMPx(or<EC0w$7cKPJLWM;8i6#?I(NNq@{s zN&mGA5+7fcqod;@mBgBos?&`dKN+n{Vx5JD$Hvlf4+^Omqc9#8aZvM^kpPWNe6BK- zswgWP&=?eSaNh8elrO+6msYm4-kvbpCr_S?H^h2&CLt*i%Ab#qThP(b4ZVn+X|lpe z$-bZ_y4Yz)<63WpR3f!=XzaqW!u<DJ&*+&}5#zp11e;}rIQejX6knE4$;$D(#p|m* zo3v6TV9Z2X=NktOAI|8u1dW<G)yhP|@f0kwuM9^+Y_}gc8NXkz&~{*bv1baI8tI4A zpp1#0UI-uyk%>ZUu-AT{RR6%h{CGRhxpQx=d&-bvtN>*Z!AKm1M%A<|($}tiuk>dm zr#hmmtII+DW*19K;bt~!*&$xjhFj0Xz5yd)oj!f~gpCC`3q`>j6cS36GBoTz{!COQ z{*ph)<NR<VKn*G3;s}g)<WB)Y2fLJ`pm<>C0N*1}`P~+~G}YAZ_J4f=EQ9(?Jp8M# z&t-1-1y0_N+gW13!S3$vVC&tvW`VZHin}(jPV1<R6CL>;faX8mSw_5i<u=_bxxD*c zCn|~1fs^uJ3Uw%zOtiEiAtC&Cetj~)MZW!Vq@&<Y{D(NIVuy($+kwYSq9Ydg{mjfv zaHhhs%;KxBgy$DJtg~?KpM3X?symS&qpq%Nmw_f~7kgBjgzM59>bM&f55p&B7Oq{Q zL7lVwk=tJEn8h@s`a!iq*P+<$>vI;MEoLkf<O1Li$MNs60#7S`+K8?U$KSYd1F$7k zCw~$(%Zr+%fb>0+m>e4uL2gIh5oUS{0!PXo*&o<%zbFChfjDCdF4bQZ*zwNN<>yCl z5?MjAJj8AI6?-&bB6#Xl5>kMfnHiRylvN`lI#Sis^xfvw?eo>k-PiALC&yd!v$Kz4 z*)-n`4Gdt>9mU1P0ocE--jI`(1(VglAJd-E7QDPT-kyVWFg-ne83li4pn7(we)E?f z7a8Rto8I?ZPlV>;!)j`3#x^uWkQ}tU5}EobWU-sgon&8Mq}m>gEt>H0_O|RQ;u9AB zQOMHw?e|9tF0Y3VGj$8Iv2-X4Qoi_PBFB5&6FKFf-jNXmUC1I>Aqw-4QWr;H)C`TW zW{}Xv%gm_i<}Jy}qfH@P2Ap0_lZ8XFVw!jF&H*d60T_~q5f~<586V#~q#soYGZz$P zh%-9xEQHLO{%$`zR3BZAT6ikT=_Ys=*{f<)eQ#=fo^?tiQbk*es>#^53_#`|<sO?L zalqo94<1~4cI1p>0bxEh(x4ehskP|t$gxeg3+q7-p9nt-49*zAZwlOfjI3yAY)o)* zA>Xk>0ayZ{6SZ#-1MkuoiH+Yas)|AehrGPKC%TFk0XWni(#EmRjkb<~vh*OJ184!) z{94V=u(3UQ`ZQ!J1JwvXYGrj5_4n$e9he`MY<{ebi<h_Mr_K2Hw|$;e;xEtMkRl~^ zACtX4ePJe1%OF!&B|ZfD-owJWWv)Wv;_i53l6E323L+gF8+*Gg6K^~T#wO&x1`_*a z5zt^z>07!M4?+(?2VT6XoE<VlZ>XW60aT5XF*{SuC4mD7giq411gttypb*kV12kNv zb1E`2Umw$)X5cdq3J8c>q*#WUgIJnl7ztuiP1VdgvTt7_Di>gZKZrc=2+px>CGE0m zsF71>T3T8Y-B{ky_J${nDe}yx+opFHLS~XI?LaD#?NT`Dm-w^72g%6|k{rZ{z_q68 znwqtxzGsLGTm_#GVk`quEiA0Pe7!SHUXFadwaRA=xU_i8BjrGmIfCfGX2jv3S%Uc5 zbVYdHp_aM9AhtdkdJ`=zE!+{}f3)$hCqa^l5G<@(l3xIA>gq-kRsoG$qH7=>>11et zlz6r|x-5*dc{S)PfBk8buAL{lvk~V-<<u{GK_-w0KJ%70*EmMWxt5ogv&+x9pSZSQ zPJ-GNp~sC-cL=?TfL;h<4q7?Xx@_gyBOymh=|-$g6Kck?$~nDW3f_q`E_US}5q;K& z736Zdvcbi2?3mQfM(~_pzit}!L0%b1lH*aiwDUJAekxVD!-O^xJFpzDsuPi~H&{^( z@7!v>XV0G6sw(BFZ&?NsEMD9~(UHG?B07|(jt>pcqzW0~buO=l8vZk<)bF?xUONmo zu&_vj>hN_8$k4NVf`HiCF`z0vA4lm)wufCVttG-??%^fk*UN0SooV5=wc(+mN!^@1 zkF%C)J|!QsO^^qm<gJez$ob9ev8G(A{8Zl+0IuHy<=Xu1waJp%tMlSW+zxl{nEl92 z;of!;x3HILd9rwFE)_E9^|#lMt&+`N&fIyxt(K%lVl649_n6oKPvgsi6l7%HXlH;C z$XdG~V6%A>jcdc%yq_Ev(Fk(5&z=<5ux88KFPJ@5zNw$1_cU8s+rNgs6bUoDi{Ik= zQ7_Pv__Zw8>Gl$5JLk=BF_NBGPoi!Oeuy-Q4d}UA8Tu``pugWRmSH$3BI0&Vdz90! zT`1E=dtZRE?`C;ONq<x6s+80NKR>?};$?>*g>c?;hfbWiOzeaxGb+N}o&t4OvOP{9 zspfW8>B&e=h64u<K!XK33O-|-P;=O^GuGK4Rt+hFBM&;Rkp+JQVOtll0oY$*QBjnT z-6g9#b<cu`)zxxrhEQyzd{0HYs@PScBJZw{6x-`_tLEi7Dc?|i!j)1mG{2df*XTQD zY6W_BvXFq;5oZ$!44<~41}QUdK*;zDa^GKnQ8Ed>!O1~j?%cEIj6EN(kbRI{tu^11 zpcHNF$2U>Gh6FvD8Cx6dJ&|^~F;dt*^}~Tx*`cAKHk`iJG|f{dP6Qhj?T#5opga8f z^az&0?ZIo#1Hqczfc;2EK0ZDaEWkEK`5h!0A>b@cAQ05l)UIET87zzow-84WZjke^ z0IWa-0rpU)x->sG$AoJ_+Vof%IVIHjR*jyX{*T6`5|40JDK92bdO$|!mAMgAWaX%z z_2GPJ$;mQVt`}2OCpwcMXAsRz-&OD14Z)$&B2+>XpZZyGk6jhT3*dUa_5B8r<3S0! z3kn2>)(6~P97EAVTt5?ENjBd97&4hWawk&sOu*d%Vz5K;Iv{0(YvrXUhkhd?UzV2s zx~jfBd9Q?9^$C-ZE%d<Achf**&<pND@FR&=C$|03c{#n5jE7l+*FKH<-+&NPG&s@@ z3HI2rWA3=Ou)Kp(l#Kl8P+!QBo)ZNpg3gs{j0_GAj*K{?P?nU4&aXyfs}rq{bY_zz z*7;BeSy@?md3oe4zFVvay#0p`72K#GEAFz&(~jV~O%g8X=p0dg2P7x4ph&Y(E|Wr~ zzd2^~9s!byf_EfN9?!`<e);KLtCufcyx6yIA6c|Rd-&W+0iC{+<ofGNc<<H4sZEFi zmfa;<b!#d(z00#hV>Fq|`w|!@l3IvP7W9tQwY4--xb;sR9WKE1Gx>LW-`@w?Si-)9 z0j}v-mnMowzH_$Ywdxe)<>ftjauBdLDk=&B^%-_{22rQ!M+Z(B4qn~KvUy{TuNxff zq(V3##pQS6zk8}b-|4H=TeS2%cdIga>g&qFga|kgBxeR@L=rX?i^PvNo_7$6zX>df zw`%Dt0jg0CS+0A+CC%*Izt27l$-7>3wkF_&+_y}<Rfy)hS#<UEs+(k54NPgw5){Se zTkwIQTm~C+&5G3==E};@^x|h`XIsC3@HD_zfW83<QK@JUNUzH0bhxUQmlv;j3kty` zAVi=JYJHq8e{vV6e^7#aD|Uv%UMdCpgO`sF%#U+t&P=Q=&k`5X(>a!(!S+f>_!|N< zd+ifJrl&x$oI3ANsBb|@9zA_4@#J}<_I>>SL!*k3lSG^nwNwtQ=0hmx)^Hko+Z9 z$LFf-qZ7w_-1u0fpXRFRcdCCCst9@;lvw2SJFdY)r@`4Np{6mJT%SSSM`NV_Z@an! z_6B9HT03LI$fb8e9y`87wj?JbE4yDx(D4{*JSQJpd|1L2{_iz4@<U`}larae*9tq} zj_?*&Wh%6v0jq|R7TA~!>WXvMLYGJDHvo!$1iBz%YrwS>`1nV$qcuQ4<j`}KVlcu6 z>tNucCi$4bPIf-)UQM=k_E%Xq;aBb6z1vH*A}B+pO!c9TM#`D5R{0|NM?tM3BO~EV zRE3F0yG#}q6cj-8IL$?ue(mi?^E~2?N3wiQ)4edVpqjWq^#?5-hK!b_U)u6W)Oi8N zSK*;vS-i=#w%3yNZQHWdfXLMX)WJ=_^GA;!akHuB7%L1sOnqXN8*MB8t&q>`>6t#Z zATuqJ^g6Im24xPi$PqwfWKF&+^n{v-L4aRSV>1hjagd{O$gqB&Nooypecj7*eaI3x zns!%-2We?JVfNvFkV}YPzrN|1kYyDR(A=2Fbg4}#=zA*CvKhSS*jC!Ac;(8AGkW5c zN;nshoszH4pPL*xI3txi?yuH7pq240qFn|Ec^dWZY6O1<L^Vk3JNNE=3R-^kYREI+ zpzcDHG^pLqD<ergPJR9~r!{!3yG75Py93b@Q~?{J<oJv93-hg-5dzj_5GpwJiVo7y zSauft&TG>zhQ{jwZ%jx@^G-3ZN&xps*a#oH9D7~`1d!YilV~?sVw&ALWwUi6MBW24 z$B!I3lpOXt*OmmyK=!t7-AX0CbRA(}=(s^*A`qQ84(M+Ykk%ji{N)R?h=cqAC}OHn z5?_bZYzw_q^c=~5_s|-?c{Z*YX*X)?C#tK6z>qc*3+!L({a9FoT9?eVckXLj5W9@H zf6#h<_?n%dqQWT;&eEtO`TLf2<@BE>3t8`z`szs5s?&eUkc9ARyun8kMTymQb+l6H z2Ibv_`7`tL!Hg)p6uWn$SPqDCnUPA%l|GW$iIf4`tz`b24z1tCy@7Y!<#aE+lP&eJ zuRGIKUk@i!y^EcPo12*Z^*RJS;?hd&*5x$LJau8Fz3`C~c3;sLzm()(q41hM`9#De zSy>{MX|N;*mXQ4WT`W<qGgV*(S<q;Z|KZhu^<RF<1c&L_tcvVoXk}AyDp3@XVxihV zz0UOU`69<v$_vSP`R5ChXTH8?P4kJV7yh4KfR}_PI)Qe~r}9}dQVI&b3yvIzT*@X9 zqc3qHKS<a+RqE2KsRG_FA-@k2C3u@Ft2U2FxUb<P&MY2pyw%N%&Cy0e8mx^lQW=Dp zNV#+8aBEuI6MCMwxVVRV4+C|m=3D6*-8c$z+;D*kvGEq9;hE@+4Av}ijsVVxvaexf zN3^}dW>&U5pq|!8NIO&=@-i?meo-ujUO=x>sM;#`g|LAyQQ+eftqhG5Hxk+`gA-ps z(gJt}3UHsPIt5zG#l~jVme~ch6&2?hj<vA;C~L9U?@tHp$G*K1cO%Hl*Wg6Ms^)f_ z)P;MF;>21!Ff{axQJ@Z5fL6{WW1^_2=n<Fkb6i|mz!lHvc`gM873wjtU7<g~aqZ2~ z6DN!SdY}ob@f#Z&CPybit8TvemZT8Fb!Bp<Piq}@txhs40+9qYwf_F*C&b0pwqMYi z1qi}19ENn<H$VA;7k<Ak;QYl2{zK{E{#RGDwZkP@04L!@2)it#cdNY0=B}G15XtE( zd%Cjo1M}1Ch$_ZlaQ!g~x8NC#em+=zd4nv{Ll28bdsWf>lgDbCiqE}Y3&*$uNOH3C zjB!Ijiy<Su7$H~p)hDNX0H?H2hi^9a_Vd%zBx71x`GxVl2#dq!kSs4eq||zQ^P-ws zi`Zgk4qPY?kIk{Gacnw?v-5G?TIfA^?B~~dI-qQZc$%2LOxBWS8xmm=Op=}-HppeG z^P4qE&;H0>E1bKO+V}16h)QTGYdGojQzH`-Vx|o-$mW(<3uvpnQNJ|rd^zms3ZV@* zf-LeK799$B;q?y>Iy-fp3*>7_ObVH=tTDX0<74*X9b3PER2c;Y^{kg^Nhpf8{JU|? z@1O&sR-CXN6#hhb@lH1H07J}^BqfcGhE78mVUUnZ-@KV72A>{HptPKQJ<^&M`uQf{ z_ADUYf&KgYtKT3EV=2A^frC*%U+o{2YkIhc5hWhI81?uedG)Z+p64IGd>Miv1_fiZ z<@||&=n&`{r|qt4KHjbG3rRPF!@mUxxzIUX=6EmyK2<9cg<XP1suMcKs6TZ1MvikF zJ!>isB7`|puq{X#yr(8`Iq3GddGn@~Rpv^-s)Jd=-$wFBFB8}Mm^YQIgPK*@P>GRM z-Iu0+!Ze^yKVzNK-k+o74+T3Kq^zLe+WIvW9-alrRuc{`NK~!#VF3aAwZvkYsv2X7 zqVZ(K;MR&@hmEd|X^volzkmORV&3dB3t@BtmJI2i<cME8TF^9b``r|TM-r=J^kg6= zy9#^?W8%#`39?_g6s)PwR?Trcm|H0mIEvN}&cP)+363Nll7DOL;T+tFBltL)VQ{n| zw!*r6ofi7v)lk%d;B&M33uMJO?$AK!|2FcX1_0>B#zOOH$q_U%HWoJcxr+r_P%DZH z$sUCn2xN4G$M}h{mVrragg}0~1yL-DWb^Q8n$>040`H;r@re7eT24H&MT?IEaNx7U zBJUih^yj&x-^mur7cgYZIQ*@n1iE~3UL$oV%EbykM0F_F6jToMy%?Z47sk!nJ3Beu z1=NBvn^n4?jSv7hPJ+~f<_gquQX2_!>wpXq(P@k~Aaje1q|$$jx*Z#CRn^g<!+GPj z{JO&?cG)CP`_`>nC<ZP5dRfsbW7r}mCnq(vAYJAQ0TjQJpMm$MA^0E$4iY8pc3WFd z;S;8yIYR1y`a!fpw($1$Mq|dPd}fSgw=_WH8J%~Xr7roA546i(_y7Fa2rUx|PL<Zq z)+x@aw(n3s)5~V6YHEV6{B;o*N(EYlHBc~*Vd{Ux8|cFiF4NJm3Zw^tDeF_o`DIS& z;7g;weyN09N_FS_4tD|C$loVVrkc1OSn2v^|4PWt7(x?-2ZCRiELtIYJT^<Ir8xaK zH&z)P$~H?KCc>GvB+{4N?ci16F`?g(3(VSv78F6Behcr>_9c|VftDm#LmK=56bd^V z%RM}Xs=8@xH~fH2!Hen_p|=E`!R3S=e#CvTBvLg7THWaO;I-c&XLN%6)62YMmDSY# z)~q{iZyAsMs`g-#aPLGnL&u*Efh<-b-aF7+2qJ5UYbjs+5lBl&(FJ||sAtcfVSV4; z@*%{Jx3y&%SWkNznwS(96y%yVO6BNjxtRg85G#TCpo3^}&=%HMCZ4_KMpDVZhnv$c zu!vN{3zBNjw(b!JKD>8tOYNu{6e>thbF;HN*XH)*`+>forYx<jL<!r=whNlnF)g3S z(sHXZ&okf41#8%#yzKMMWx%&r6q*d_x^8Soj~?aYQ_lesdo;5(Q0xaJH>&x)Q)R1} z=})p(0^$(8R#sM|D8I&GyLDtNpey+`tI>QS2%$_nE3?c_7E+%{c91SDSsE8~b0d&& zT(0WkpsoAXd0|y&XJ_s{u=;p5$vTlTBx7Rg8TQZ`8DM4k9KG&Q50u3^AJ#K6>}+f) zxH?F$VDQJhoS=#Gt=`r!XkwbQ5rp$?{w*Ec=A@=hpx?0_WMskuoc0wQ!8IN1V;9(v z6|o4S9vdauzhNxX`hBji=aP`<iK!V2P*7PfmW2}1Zb8zkjP4+v0SF|OT>>gFN6@2{ zg>d5w&h}0gxXmp|&;3?OtrB|9Xy}1>HJ|ukoJhWhAwgV&vwIHUz%2EQ$r<~N=6Lp! z-<6C~I}15tvZY_?Qoliqhm<c|Xd{#5(J{ny>xr*sR^HS^lWTR-&2Mg0fa{db5?e!g z<sOhWXJ=!MiK3BT<N<T6Sa`+2s9boS&)@bJLejWWG)H-#hljJv>ewh{mi3R0h6e>D zScszLCM6}+8p|mva>@N9=)3;D$nvS+PG8H3)upBH7Vp3U*%=q7dL$r6LWN*BsIH_$ z;@;SzrQYp*fyCEIR?k2YU!>?5IbXi=v{<=ERt`My2{no23rj?`%MjIQJQJSic4VU` zfaFi2bA(iCKxLNeqE-TfqNBOKe7!sNZ33SDQv@{V3l-H=TUK=TGuPTOq$%hR+S!Ix zfH(aMXhhr10^2==Qx6Dhc6lgTz_j7~UV5bfZqiklg`;B-z+>_K{q4AP2Rpk!I`6-Y zlxX0uc6D}I@OMO5m(lOrcW1iy1B??e?H(xBe_B&I&_sDu;yu7iPrh{zq<M|>YmHe3 z<$#jJ!%vThjZREhzP*M8`iu+(uMV;Vz}_I*ngY--;jsMjEpjMqFJIikqesg)swnZv z99l&-Kc!ftuV3$l@dFJFhm>TH>}COEP15(zQUm>fqBc6&^SkGC;q&Luf!)$|3%LR5 zporLV{zMf~pVkZw2;d$s@87-&14Va3^Hu-K%2<|nvq~{KmvEMlLD4k$_U&8f34vLP z9w;f{IbU@rBsQ1pcYmYJ-&r_#_x$<yq^wvIHVc%|VZrZgLei{Qi-W_1?g%oWQ34Rj z-qA61EdH>llMOU^;AoO^*Lu2|NTvh!8OCFB>Egx1u%=0}1FxA1Y6rBHesKWjnYXjh zf5E2U`Fz-Q;3Vq6*Jp9FZhc^S1Bp2+0d3!bCA_I&H0KfG<%umBI&Bpdw~*FQov~0( zs6hjvp53XlMgpMx?UVyQ%(3zzo9aXNg2FUfDfEW=`@eQCe5Ny410zBh<%4s5b;uC< zjIc!i)L3g;lKu~-{DY+l^3Yw!Q_<q*vA#B2kAl$&y#u-gVR3Sz#3swtN3TwY)Iee$ z7oJc9akmG;9;l1-<;zgmEZeg$8c()Vmk~R1dV70;x>6X8Wn^Sh!Zb*qgwQjGX21Nk zDnTBv!u)B=&<PC+$^~|G<|zS`V_fkU>OfB`#5m*~6w#ZvZoyHyt(84Ut68_1F`^QB zM(3o<ELZs&H$T4v+6>@V@kdMm8Y@k`gTD{26D}TdAuIkF0zEK1jTHKRl}dFaCGWc? zldLx22`hLFStT=%|JcH!Hof-<iiNU2pl&LEh(2tTP;%o(hK_*IEenhE&SYmbhq+;8 zsHjv_&(QLV=>78fGk{)Ab#)q4h0%m36+fS6?FO3dM^h?9%m&nHiOscH5UJCvLFd?J zv0TJV8<@N>XZ5oUAJv@FFL6>XJKcg40*njWkL%<~V_YpT8<sH9c4^NEBc{EVu|Q&? zqP(Y_t2LO>hw<jdg~AZf+1o~ob0AGYZw<u&$Y4Qeq}fBA!Efu767qDfoX`2YL|4@1 z{k^TD{y@~zzWa`&W5Evzxh9-XP9p`@cldlcDVrok5k>(!^^hbGYDP^tI4|L2mdjGA zkOrX@FwoG@(9<t})3L7FX9L4Akx-9ziRaI$f%G3cE~@({$g7`|A(Bq;I_HL5SxSFo zH+qj4xD9=c-&UYggiQoa(%wU7&(pt55<S4m#`eN3=~uf+v>q(+*8>)v1<LD9>BYsX z4|Y)WpFa}7oqP<Gr;dxfHABY{>oM9jSQ8c>_8rwju}c$&=X{PsfS+GAT(;oDyD2De zAna@ZqJ=f3B#|D)WAc<BrQr8@hGbDm+`oIWO({~y?ltMe)I<uY^3c7<y=IKq6D7+u z)l<=%!}jmviv~wOLPH*)wUbl9tX99p8hByWb;~<`P)dO6H7+san>OAgiL5u`g+r4< zNoO8yL3LvStyu;n{ZW1DooVB-q5JKQ=&K}o!fsEQgyPb7b9qhA&8-baSofdh97=dH z^X|o<G+9$~vn7AWb}G@BZq`8V?c{sc#&hahrZ{rpkJ)+ai4$@d9nh7mcdk(R73q_( zU#;mc&fOhWsuhQRjuIJ1`Ru@rW2L0X!#R3B!k-7P%x&%WmvAvS73^7y;ry1PYuC>Q z1|ib~3{L3zeddNZ6&cAiuT1Ltoh^waT`1&~CmzRy9+P@ENBw6$&OjA?zL-o}VMxaY zAw5m@7p0|>4g656RbR_Dj;orhRQ|Mqu5@|5I}qXm;e63eNL{1W>=CtS?ByLIS!~Cr z$Y_91amZT77d$o>J*0ebY}9&vD)*rMD5RM?xtxlG`*ghkp~H<gKl{<8MLa^+7aFjc zR8t^V(a-=9UghyNz<UR~UZxM^#%-ewV)P12&`)+q)+Cp=vjIpZ#izd0ROOPmR!jd; zLlxtyfD@ySzH`u4;~;9I20(P17b&r&Ii*mQc+!Y>iWL^c(?jPz7M9!Tr%i%a-Yt`Y zLP|=Ad>-7^*49HeWM}v)A?2#AnPi#MewjD+zqCvOlver3tTNUbzDReIIIm#(P_E!P zM`N*|>B0wb<&Fsfmttf@hvnGRR8Ok<>G_KpXq1O=(;pebJ;rqyZN`vSG}7iFb(^8h z4$3N$#1PD(jk2#*RcK%rvmXt@Qb0poUth0}mhiwS=<U63<eY<wOzQvmwM*#^EK-zc z<mQ_C`Yhl<Q&Uq^7+$wv>SMSt=+~$g(66xx5Q~}&uc750vINx;QS_Z1Vq$W|Wml6Q zHOE5Yw2_d$a(pFnUt{bA^4dq}%#V+cM<d$pmSpgUQ}Z9a$WYKp{SgKR212$vR*?eM z-B6!#G<jfSfBGa{__!Skz%9`W3iN2H9Idq+M|(*py*^yq<HsxTR?ZGjV02ia*Xzug z+P1cQxCr5Necsfd@+^P8>QpCs-)X3*1fV-|a+1@!9@abwzoDu9H2wXSmKL~%rBvlz zRz2{u5w@B7r3_3=ObiU@mCzX?(?Js=%!IY2J3bZrn3&M5d3%{VMjI+Qd~wA{!JlJe z7+0{CkSND#CQ?Ni-*^o%7tDg-><o#gXuMfZg46(pJ{}0T!BM=J4nXC=(bR<uh5k&? z1~i-jMB)ANWy5mV(Er>L+ydDr$m}?*i>r}>ETsOcM}v#T@UK)v04tz&Ce{TD;@tWA z`l4e}vr#lCxnOQ?4od;w(xCYY8<Ipe5IAT{8=~d!zxy+bC)wxwPDxya@ZuO{zW&jh z0^&}pYSPo}Nqcwq4G2*f7J-nrA9qQ*b=p&2tgNgUbrHMs%S*E2E)quy6j(8|W+K67 zWdFvr$_hMh0oXmzPEff(#D7@4gI0PdeZPG?#O`+%?Y1j(X5g132Y-3-d2ld#Cohst zLj%qxHro|O9m+Xq?^s5F1E@4W95QPqG!7`x0xt(|K}nd|7LR%l<>Jmp-@;^<3j*DC z>AnAEIxAJX4){T8baG;1BH{y`03uw<p)hoCRKmivppfIXuoG3UFeDOV<_R+!aS104 zi(rj;3CvOir^LukBtcG6RaF%e6MLm;g+|_xz-sfd184w!XWfIIQ*~%0fPioXQZ)nW z08s1e1(p~ZpZ6*1<e8tiJS+oSbptr{jYWGliQl77$<{Uu=P%UgST{F2CuhjI6R9b} zer(XSCmh{_xHe3q*hix~9X$vKnVGrD$<Q>AnP1m}C;>M_>&gyiEvvK7bTl-+q3B~` zC|%<=k}1^lbXPHUeW#z^;4w_%t_3RJcrvux6gm=;l1|63Z|!u={h-r~F4YrWOCw3q zK_qW=Vzoj3o5Ac;P9~2G{+B^P{gacV=0DGNqSX!*=>1YK`hGrqDvXUr#Y9mLIzyBR zBWCt0?8o3!o^~sj-@4d(@Q>b!o0xRr<mB|BV%B)~^#wNsK<>91`Fn+S5mL5WZUmTm z<{xcWPBoE(e~Z92)=#uz0gyn*Zf-1=*JjFu>3Ss8JZHHO<+0&xv{gpv-R|=#q=+3c zY9g~%KrY6;qs7Sf(H<63x71!{@lNPr^8tJEDSRs4+6`Sr-*3nD2ZRf`l6g3A=#xh$ z39>Z}8pitj|2}n!?%+Xi>^Kg^YU?rp3eY@QPB?976#@Sk%Xstp6xtB5(HtD|M_9=_ zcl`C&SLff>A`q>sh(r|r<|ls_1$TMz3toSJPgY_FFX$*F!F_N7IBp(dX7)gC!W>nH zbId@Gl9ZH`mDMB?lq%b;Np?*%yC#M@uP%6c+(2s+q7*WX>LtTdf4=g~nlG&ne(KS{ zX}@%-5`SbDPq&{&Gs=Cs$SmUW5ohTz@r5FKre5nzc9o=D$(V6d&wGVdQjED<8XOP& zh-o+Ad4DE@NukEv;nmhZ6Koq#Wr%-%*z)pT0_C5d?(O;yUwYp<P8!(T!g|`L;s!Nl zoXC{Z@<bI4{h!&|^A*LO^(`tW81^nHDWN0+l=ApuL~Pi5+@bixeTWfc%3G3;Jqh~P z)tudWh5lbxbKv=Z{nGt3%;w>1BOC=rK|KER&2zrm83L=1far?#Sp@~JaUG<lzOH2K z>RKYni-`lSyR(~2TWs|H$*U;{*CX9pFaMy8pw-|A+EXN3p#B^k9ZhxlZLO4kCk*tC zjMTL=>W!+AN(brTEbA=bE}1gCXzJ3$Lz`?{*A&o6`)6U^V~FI>4_oBV|MxFt8f%i? ztRPW{X>U%NlE$C?NK;>Yln#cYKMWs@pVbb;fUL2hL8-I>8FpR@%#n}P4rrdNu|uX% zLK7n&wzs#vm;NVL?SF4RX%Fw2fo080!PiKC%%h!g>B@PCS*e0-*E4;N5M;P=NxeDG zKi^DwOq37f{(KY(=o9|craF$<E4<?8+2Y;76-(rWQ2O*?m5zA>3Q2~6AMyIGEH96E zYv-COm+@>EZCtxo2y8Jgh2~Xm!RfNqNgm(VuV0UP<9t%?O^>7K)nPvV4=?@e-_z3# z6zvlW5n2b#V0{r{Vb*umgl`EpMG7OZcs?}lB+K|_JJ^i*ooi*=@0TaAkCMX$n3sZ< zNk-m8754-@O#Psau5LOVv9^{^u%SSc`(Fp_DYJx?(rY%&)chd!70TYJljv~bY5~mf z+zxHon7S0&g^-k#FNp7`_YsVmdTzIN{3kb&6#6e;LzY)p9*2G~FNFqxvw}A0Ec|ny z>d9Bn(=U;>fK$KZ+T=~(uz9JhvXxYQ(j*m`5orR9OxdR*mQEN1_{078Jqm@Z9{{vG zlO-igpSVw-g#3>+;;Jv-<=J!I);9aYeSk#)UqHbNT)FmR8l?@e5cd#sJ0_51jOIYQ zf~U^+-EM@!p~b~(@%^mlcJz~1Yesh*{wH_#e;?3ZbB7&P%4oo8pqK}VX0J0<8VB^< zvzIg~L!*|oRtD*yv;pMO%2?qZ;|xY^N4;T%o7!LoBSw;!hewrb4s0~|_+35pq&86a zGfQ;$z6ZVxSxs0PD_mahMJLF-6d)=YdH0%oLu>2sOw~`DVQ(Ojv>4$fW(b={&8PEE zv$JyxHuTo7I4Y^A+@#I`UXvvCnG#~zR9_E!KiOouS4dI^Jxwt_L>UK1|CRo5HCK5H z1--#X%xPJZHKxAt*mTFr`-tECw9|7tW<b<7guChvv2Fj8jjnGC;Qm)yI(hWJe@Qdv z^mP)LJtU20Ri(0<85;4Tp<Py7m&4G|St8j28;r?F;}zuoaJ?NdqFAzIItC%zgb(+j zB&R(X4T}D-Sd&vP?!t5XflegbdQ7cxGX;o<0#{IEq=nL8#y2YQnXktQu|RO4Sv4f^ z{yc50XHh$oiD|D-yL!PHF?g_KjkpE|={@2LKzsvP2b6BWmf`UgN6{t3Vla}P=^AM@ zO99sAq)6>i6ae3KG4g(&@!~RMtAFQ`v!v1jOO>Y-tFJ<T+M)X9|81rHe<{(V;`_4F zoKIGU{&L!{^V<QFg7uACcTrKbQP6MNLQB=&(YlrW161~!%#WMsc@UtCi*{QG(@#c+ zE*Uwbp0{iEA1#M9#{QLAkk4I>H1_rJFHL!D>Tsz|y4%36GfFx1X<qzH{tuIp5KL>v z(Q$A51$W<bcy6S*+VQATE83|j;{b{YEPY&dnws%C<A6=JElKQ?=hEsLVlT`~p=a)# z;54j+HVV`k^#s}cf{u|aia%j99V+?XSF`^)c)1w?%v-kX`}14?971^>(}ts-reHkk zku9Ve(Am|M_UnoIPpFOjz7HQh9QCGjcm31%Pt-fn%LV4}<tW49!<N(&orO92rf6Kl z{%_bmS^Z#(vy?i=eR%KX#89n$=*tuEZKCQX;_m09@_&38AI#CVXZ}`MS;@d;x|Sw# z=a=;Im>MU#Cb;f0t_SaN->nt`I?f<njQmt~b5D4{+3}qiGt)2Q>301SUVG`erMYtP zisyETrC!gOwh@O)nST}(6<n-+C8Ej2`{yJ>!Ap%17SKW0rDQHdC$dJ2PLwL)YkBOi zpjv30lyP8(Z4{+*O>%@-7)o(c_D#RxgO7M)E^*IZ(y;cPI5bzWdc3-~8Gi28L;bG> z%y)tOa#=YzS}4|`NE2cq<q>0QQqM~`t!9(*vEOIgW^>yPHcrlO6bjMeUA^x~oij*Q zude5fiXY)Gi<?9@sbouxH=Kpm-uI9fM!j)3KiprE)5c>G^i46pKt_)7iT0xe^lW3D zPI7P5Bw<Qi8e}qoZnQZ`u`q3p?w?$||3RmyZTEFr;H41v?U$;F5U4-8LOh){>|GZv zkwv$A=gzaNIi27EX>s3UVq#KRX<6gp_A*MNy<fSs0eWjD9RZX1dx)<6FD_HYLFpjG zlEi<myGzqIJh>rlnp3;MNuZ27Pp_^lA!ytG)mDu(3`5pPB82hsH@;J0!ZkQcUQ)v8 zww)l8vF6WjM$^?`AHXh{f*@-o+ru#IovzXKr2_5Xe5|v70L`~lbvdqF*nytgky&Ht z&<5K~q27PN=<PM)zSQ0;%9o%qxRFo+=5?dVls#8JK*Ln$BKcVKL0VRjaoBtAL%1Pp zL{mXX*7x!=m;P(|@IOgSw>I;=K`s2tJ#j#L9G5Y-*bq|#hnQYE0*_*#J`;^#P$z`F zuYGG=%TTHW=YL)b&06PJXVD-;0?e6ovWkjr6nUnNA7g4TTtY9s)sBAA6KJ)W!hWO) zr?5@Wkv?b{nkc<=bsH5JZ0%853Ey%?Qr32ZQL!fu6D^GtP^M(L4l*#9D;a}yQ^tX> z5?G*Kd2R>oo0o#)3h41vf9FpdLCQGwJ4fXgNz-1^%!FZ<QYBPxeO8QO#K?Qrmz*u> z<sH_Cqlw*~trgf4SD^e)qOAV|DlfTULdj2m7`>7N7G`E<Pj1A_ZEAb_*7XB$2>uOz z-y5jN%RkXKg?2|q{?NxqlVF6oG*fCkSt4VOXPdy~<rPV^ZFzE!kl#;rAT5~m>in1q zbr)v8^;x;ORk(PKhzC8nAtP8&XQ-!z=nunrLvDu)MqnXrf~_DEnb9@|(xiyKDQYqy z7DS#Q$a%Dd&C?V<>YNm$H9{<DgMzB^Ob7nSg7|-iQ%^P8OVj95wQ^pQ;D6}q6R<CJ zWsd3m{YQ@I(|o=fC91_W2dP!<GyT?P`Z-VZ=MiE*ew6a$2F~6S2b@h{S&=+Xnu#IA zqU*k~_q?K_qGvKj)%97=om1ut3JEb*A}Mf`aeI9(aH*lj1E~|aZTn?_D$*uPm!VSa zA@WY1Am#j!$7cO7`1@FcsQyXJ2_o0Kzyk^1a~N=vG7jLW1;oOkv;jkZl*DvwlH?p| zlYF<GB|TB*x&zHUBA#;K>}h)b{COebI4oJox!+%yfw81^!lIfv>|6df=}chcLLlQL zjbR>xn4LXl)G09idxgu;HP39V`kXI%q{qCWZV=rnJA6M--CVoxRftC+T&K=>y!rtK z3w@ATPCI2BT0sc0=*SuKhF*3{X%G;W^8e3sP;gNpQc#&|4g*f~OiR!W8KoU3J5%UZ zFt}H(@|IDZ^r#mlxGDOkkOs+&pwN{`*>5}QMST;V9U&GrHUrZz`bq$uHhd%{1WEC} z9Z!Uzj3c$#Qy@;@uaFrr@C=h<FjU_ZVjY=L6V)#b<LM8yQkWec_J$BTPYQD~BWQ>8 z(xs)P^HOMmA&`cz4+ZVQ+B(o|tUySPp<@uRiu`cDa?z7)QLB<X<d644M|vEF{xG@| z$c$!orR)BaIpbf|3+A|H*><!ls1@?1#Ng>Cq!n4JP2V-Ws76|!28if$QhR;k%~Q7r zwUQp-P}+bwBck3oe3)yKx2nIyFqgn##9!Fh9a=m})(B}}#2Za#l*GB28E#)Z1*B9- zLnB1r*Zq0Vy%A{BNpvglWcTdFL_L8-fGAfax8o@$O}Dp+{ge0if8@l1i?767G`Q5D z<3?x&?iR*Cq5fC%R)wlO6cgOq+64O0Ww;DUC2+qKhgSBdqxhZaY&FWW@Jr(8Fd+`| zWSpb!Zpr>WhWW0YT{A@^)yAGblF9XKaD<Sl_YWRy^E5RyOwb>O>o6d4+~&X<JbXed zsz12B>fa|$gz0&g@B3$pW$$L5okXnI<{hT@i+Z>A55%yN%lb#KYRU@9BrpYitom?q zFRc)V$)}57FS7adTXBYaG8VsNkUhwG+9J-fEV_Pbx_E74&V7Ah)neht`0s*|!o}6q zmC02%7i+~H!0}y0+2k*iu11UNJ%$+W>5UF5iY6*%ao%XNck1fFV%rYF_)0rSD$&=z zw+odQ4Whp-Bn}V8X+(411F@b`7lHV&>liiquJriisZ*Zb6vIa-3yx`dVGd6DF?<$! z4qfzxKZl-_e=x6OVuX^64RuJa5jK#gH_8fS69(D`d1_<PM`ZHsjc-j>k3NYf(C$hk zX_V);{ioj^WR7ngOo1g86o)5MUH=J><G~!P>cnI`ra{<qy#pEP0j31g_AES!-cfTO zkAVn{gO^4|F;--?;QN6dy+W>UrlBuL3ZFgOaQ!7b5%Lk(fDGfiHs#V<*)O8~<HN^g z2dZw2rXJiuSLE{i;_z5oRw8RzFvcj4Bz!P9iGq@7dh_P7?>VWdN7u#v>Jb>M#0ao# zBeZ!>Z#OqLNrsYa62!WQ(ZM|n80@(IoMh(7$bq6Tq{q=m|ItKcV*b-_4Z&jXKSEzQ zkTBI#PSpe~&F^a*my`3oxD*o)2QfH0uSvPR*%4qtg;!LRiK7!wgLqDQfWSe$0-GCH z9|Lp-a9qSCCL+rF@yj{K%E-|(eJJ6BQ5*UOAD=vV@_`t1RnNPaf<IVDP8VC0nR8j@ zn|YorU>WB{7-Liml<q&qhljrx+_}Z3UGDD22H@`e#zb9RvgqDlT;#LuXaIUJhap7C z6*SPO@Is+|jIP(i<3hs13<)3VE8#bCUIdn-STJ;0{==dF^GNu2=#T<}HVTi~*fE0c zkq39dy%L9En<Sb-Z~qVlI<vD0#&&R=L-An_FXu6gO87V9F#$nw*woNCbmLsFM<V}= zZO#3c%bQm79cDIE-|Y4Ngu569dJiO^Tj%t}$qyG<ojk~<-d~JMO;tG<J%&QFV+8iS zTq6cKWnYAPE?Zo`epIG!))pjN<u3Go<Jm|t7k(MVSHkL#vG3tx$8xGq{ShAbv;JRx zyK6-CrT{~5K_pyIGw}C&iAcda$6WqeTHmpFJ*_po`bsbJFURY8ZFc-sT&?4eKBd9R zeeS+IlX%eI-#-|a{+j0yhafE9J;&Uw#s3IA&(Hs--(pU?;OzEVYiDS9Cd0$c;aL%A zOHE~v=Gj-H+GY=a{>Xsi-rj!)dF+20<o`Yuh;@8Q&Fu`0(=ua4QS+BAN)TbSw3YS0 zH907w`Z_%-7;mr5ZQbY({G(Xy3i|*2t!QKRG^7CxrVI1&@sT&bmvThiFW<O>tp+RL z>1?L=8nGi|3FX;Y7%BO+wU_eUXwlR1Um!HNT?9|$$lW(f<K3mJXp!aV{6z0niC-I_ zl;Sj@wpAFS+;IG}r0>&bJ^qlYzm@*GZ%f;EWKs-1vR*rm71?s-;#KKPsp}8^7YP@_ A>i_@% diff --git a/artifacts/results/mnist_vae.jls b/artifacts/results/mnist_vae.jls index e571c3f2ac2db78575bfa61439e4da7b817bb3f7..b0e32960a27364c9cf284cd5d8409ec363dd5299 100644 GIT binary patch delta 112 zcmdnC(01EG+lCg#7N!>F7M3lnaWdPdKIPoW*xnz-1;pGy%mc){+xw&V%ug=g>d()( z{Yp3&6JvXv3@Z?`0Wmueb8L^3;WR(F{g^WUd+qJlBDi)kZr8ErS}C#JR+tMY;`f~M Ioi?K{08b(*ZU6uP delta 112 zcmdnC(01EG+lCg#7N!>F7M3lnaWd@zFFApj3y8Uam}h&yOJ4Jn+v8+dcQS52uEPIL zd;9etd>^#8>p$RIDY4!E1t%lp_Og3?I~m)><ye834T#x+m}9%R94Am``zF5k+ROc( I1J(Hg02Y%gG5`Po diff --git a/artifacts/results/mnist_vae_weak.jls b/artifacts/results/mnist_vae_weak.jls index 5717d5eeb1a7e905354727a7553c701f328a93be..d3db5f46b841781aeaa993c20653bae898dc0aad 100644 GIT binary patch delta 54 zcmV-60LlNJm<*nn41lx&b_SR23j;8hdkX_{w@nrTFZGA62LZRP2Ljj)mv#mL$Cri` M0>_s<2LW&aO(IDW$^ZZW delta 54 zcmbO?gJ<3ho`x-qWo*;sxtNbnU(3y0(C+q!al6|erklLep8>_TORzKQf1SRZjj?cg K85^Skqb~qJjT6BD diff --git a/notebooks/mnist.qmd b/notebooks/mnist.qmd index e8b52e23..82d559fd 100644 --- a/notebooks/mnist.qmd +++ b/notebooks/mnist.qmd @@ -137,7 +137,6 @@ savefig(plt, joinpath(output_images_path, "surrogate_gone_wrong.png")) ```{julia} function pre_process(x; noise::Float32=0.03f0) ϵ = Float32.(randn(size(x)) * noise) - x = @.(2 * x - 1) x += ϵ return x end @@ -149,7 +148,7 @@ _retrain = false _regen = false # Data: -n_obs = 10000 +n_obs = 1000 counterfactual_data = load_mnist(n_obs) counterfactual_data.X = pre_process.(counterfactual_data.X) X, y = CounterfactualExplanations.DataPreprocessing.unpack_data(counterfactual_data) @@ -187,7 +186,7 @@ sampler = ConditionalSampler( input_size=(input_dim,), batch_size=10, ) -α = [1.0,1.0,1e-2] # penalty strengths +α = [1.0,1.0,1e-1] # penalty strengths ``` ```{julia} @@ -307,7 +306,6 @@ model_performance = DataFrame() for (mod_name, mod) in model_dict # Test performance: test_data = load_mnist_test() - test_data.X = pre_process.(test_data.X, noise=0.0f0) _perf = CounterfactualExplanations.Models.model_evaluation(mod, test_data, measure=collect(values(measure))) _perf = DataFrame([[p] for p in _perf], collect(keys(measure))) _perf.mod_name .= mod_name @@ -321,58 +319,132 @@ model_performance ### Different Models ```{julia} -plt_order = ["MLP", "MLP Ensemble", "JEM", "JEM Ensemble"] - -# ECCCo: -λ=[0.5,0.1,0.5] -temp=0.5 -η=0.01 - -# Generate counterfactuals using ECCCo generator: -eccco_generator = ECCCoGenerator( - λ=λ, - temp=temp, - opt=Flux.Optimise.Adam(η), +function _plot_eccco_mnist( + x::Union{AbstractArray, Int}=x_factual, target::Int=target; + λ=[0.1,0.1,0.1], + temp=0.1,η=0.01, + plt_order = ["MLP", "MLP Ensemble", "JEM", "JEM Ensemble"], + opt = Flux.Optimise.Adam(η), + rng::Union{Int,AbstractRNG}=Random.GLOBAL_RNG, ) -ces = Dict() -for (mod_name, mod) in model_dict - ce = generate_counterfactual( - x_factual, target, counterfactual_data, mod, eccco_generator; - decision_threshold=γ, max_iter=T, - initialization=:identity, - converge_when=:generator_conditions, + # Setup: + Random.seed!(rng) + if x isa Int + x = reshape(counterfactual_data.X[:,rand(findall(labels.==x))],input_dim,1) + end + + # Generate counterfactuals using ECCCo generator: + eccco_generator = ECCCoGenerator( + λ=λ, + temp=temp, + opt=opt, + ) + + ces = Dict() + for (mod_name, mod) in model_dict + ce = generate_counterfactual( + x, target, counterfactual_data, mod, eccco_generator; + decision_threshold=γ, max_iter=T, + initialization=:identity, + converge_when=:generator_conditions, + ) + ces[mod_name] = ce + end + _plt_order = map(x -> findall(collect(keys(model_dict)) .== x)[1], plt_order) + + # Plot: + p1 = Plots.plot( + convert2image(MNIST, reshape(x,28,28)), + axis=nothing, + size=(img_height, img_height), + title="Factual" ) - ces[mod_name] = ce + + plts = [] + for (_name,ce) in ces + _x = CounterfactualExplanations.counterfactual(ce) + _phat = target_probs(ce) + _title = "$_name (pÌ‚=$(round(_phat[1]; digits=3)))" + plt = Plots.plot( + convert2image(MNIST, reshape(_x,28,28)), + axis=nothing, + size=(img_height, img_height), + title=_title + ) + plts = [plts..., plt] + end + plts = plts[_plt_order] + plts = [p1, plts...] + plt = Plots.plot(plts...; size=(img_height*length(plts),img_height), layout=(1,length(plts))) + + return plt, eccco_generator end -_plt_order = map(x -> findall(collect(keys(model_dict)) .== x)[1], plt_order) +``` -# Plot: -p1 = Plots.plot( - convert2image(MNIST, reshape(x_factual,28,28)), - axis=nothing, - size=(img_height, img_height), - title="Factual" +```{julia} +plt, eccco_generator = _plot_eccco_mnist() +display(plt) +savefig(plt, joinpath(output_images_path, "mnist_eccco.png")) +``` + +### All digits + +```{julia} +function plot_mnist( + factual::Int,target::Int; + generator::AbstractGenerator, + model::AbstractFittedModel=model_dict["JEM Ensemble"], + data::CounterfactualData=counterfactual_data, + rng::Union{Int,AbstractRNG}=Random.GLOBAL_RNG, + _plot_title::Bool=true, + kwargs..., ) + decision_threshold = !isdefined(kwargs, :decision_threshold) ? 0.9 : decision_threshold + max_iter = !isdefined(kwargs, :max_iter) ? 100 : max_iter + initialization = !isdefined(kwargs, :initialization) ? :identity : initialization + converge_when = !isdefined(kwargs, :converge_when) ? :generator_conditions : converge_when + + x = reshape(data.X[:,rand(findall(predict_label(model, data).==factual))],input_dim,1) + ce = generate_counterfactual( + x, target, data, model, generator; + decision_threshold=decision_threshold, max_iter=max_iter, + initialization=initialization, + converge_when=converge_when, + kwargs... + ) + + _title = _plot_title ? "$(factual) -> $(target)" : "" -plts = [] -for (_name,ce) in ces _x = CounterfactualExplanations.counterfactual(ce) - _phat = target_probs(ce) - _title = "$_name (pÌ‚=$(round(_phat[1]; digits=3)))" plt = Plots.plot( convert2image(MNIST, reshape(_x,28,28)), axis=nothing, size=(img_height, img_height), title=_title ) - plts = [plts..., plt] + return plt +end +``` + +```{julia} +if _regen + function plot_all_digits(rng=1;verbose=true,kwargs...) + plts = [] + for i in 0:9 + for j in 0:9 + @info "Generating counterfactual for $(i) -> $(j)" + plt = plot_mnist(i,j;kwargs...,rng=rng) + !verbose || display(plt) + plts = [plts..., plt] + end + end + plt = Plots.plot(plts...; size=(img_height*10,img_height*10), layout=(10,10)) + return plt + end + plt = plot_all_digits(generator=eccco_generator) + savefig(plt, joinpath(output_images_path, "mnist_eccco_all_digits.png")) end -plts = plts[_plt_order] -plts = [p1, plts...] -plt = Plots.plot(plts...; size=(img_height*length(plts),img_height), layout=(1,length(plts))) -display(plt) -savefig(plt, joinpath(output_images_path, "mnist_eccco.png")) ``` ### Different Generators @@ -432,21 +504,12 @@ savefig(plt, joinpath(output_images_path, "mnist_eccco_benchmark.png")) ## Benchmark ```{julia} -# Benchmark generators: -generators = Dict( - :wachter => GenericGenerator(opt=opt, λ=l2_λ), - :revise => REVISEGenerator(opt=opt, λ=l2_λ), - :greedy => GreedyGenerator(), -) - -# Conformal Models: - - # Measures: measures = [ CounterfactualExplanations.distance, ECCCo.distance_from_energy, ECCCo.distance_from_targets, CounterfactualExplanations.validity, + CounterfactualExplanations.redudancy, ] ``` \ No newline at end of file diff --git a/paper/paper.pdf b/paper/paper.pdf index 2859dae90c8dc3dd0fa0be53ee9a0557c3ac9354..b7ffb3b71de08967964800dacafa97d294ab1dfa 100644 GIT binary patch delta 90864 zcmV()K;OUho)@LL7mz0bIg_y~D3MSP5juW}lCCI<T+Y|#&}*-afnJetC;_~YnIs9m z_~!b>SKsCNk;XB9smtAaZnmGkzPQv<Z2#njp=$1^`-gV#YF?zjcjfzwch}!<q&A6G zYI7-zq);jCcYC4IZQBv-^}!u`SO0PW3%VXBy|}tw5NeHr*%}G``JLG8Vc`3XND3hM zqX#>B;>D)kyp8CFEv>Rhwz47-T5qhdNt#+h<5kl(565<YWTanRz|S}w+U}ns6+Qe& z#OAB-3KOrCCR(RJ4{R?AUdR*lPa#xYl|$7wo^&7_Q1^h6;r9E^^*ya>ifC1xs8r4u zb;q)*2^5b|!f~YvVK0kB+G2BQWFqsh@=ZT<<!<ooTMEsB0+|RgG1urMw|0}FBmuV9 zM_BB2J2r!V>u&KxV9l|tfkCF&UVXZ+%f=JfQ%~y&zjb_+WkcOnGmO<x;TRlix^>iD zHhXFyuGQUPxNW<Sev@ub3(&s@f*M--I$Q#`u9_KnUwtQmjx;H<jOb#T3X^2g%t?}q znM;PK1wTxYC3#WMWR`uc70Ny~^d#-rd2=BP5FGk{gBk<)J`h;hIqGiOfqKTK`Y^iW z;xe^%dwr1s6B(3+V_JpgIk%_rTT~eA0#1y5byK@F+?WxhzQhewt9;3h+=5-<+0%Kj zD7>VzqwcCdSp<KYZO3NgP<lO++xxCMmR(gpP=Dv@%JKQP4cm{g>)N}EbXyK=e~yuL z@qz(=3)Qadc*3DYVf(m>BQZ_-366Zmkjy4Qw#Y^*0b+lTQlLN@_T^A=XHVZfaHgwn zE|dgOaeEK|EmAOkVcdZ#S+I<ka_e@eJC=3F^9h#hTv^xc4miRyrhSL9e@`%=kG{uq zhR#6=KNHVow~9Rxg=Q^xY?{bS(&WzFgIv3RW|$0zP6<)?5)IH`hG}3y=bcYH=ntQo z)d0RCOl}u&vDhT!qF%$64iv5#fRCVYD6G2hQ`RseCMbPMdp<KJsY#SoH2cmqt^@qM z#H-Jgi6r~zZ6FNSZTp^DC$0AoqyuVu7>^~*LOY~{w?p{H8ytje+z!mjq;P7xYa6hC zCC63t#}wEVwlo#l#=uu&sDYC|R>J|%$RwXyCbl>3P@)C>rE15H#=LlBLBydWgdf;M z6O0XSg7KJhvHkl+mTwsri9>;RVGXZhFaRv6yoH%|kStnjSP@f`J;92ln>AV`#u%E+ z=THsa-(`Sk*N%6G@W(sN9DQlm?#CT}qYgtJbp(O<pzXXM!9PddR+(*CkL3ya=t@uv zZ!_Q@yWk9raC_hO>y#iyK40rll}u8IoBU+ZbZziFQ24>hnJua}c9r#A+kuE2!C3i@ z+pau1vh4-=65s26Av9Q<(A0%U=`0#rLkOHN(6~Ai-o<l_NrW}?Ij|kZ$9E5Zmrrb% ziNv7r$CF<_v0;`anOSTIHUXoh2G0458yW@Lww(OLhDM7d&*gGMQlM3$5id|IX3j81 zZ;>r!1HxWEOu^?FoM*Gr6p&W)S<8UcTSN_7R1VbgffzR0hU_48G0@Dip1L{p(UbQ< zP>1^3d*5OpdduaurI9^<`}XC3nRANqHySbsE9dz84D5Lvmx(UslciXxjJhb`*fN@3 zv*kc7?8-ZDDN+nKcHlIrUGB-SG`lcbHS~2}A2QU3o3baTRuIQ(jsrv7Zv_|~x36}K z!~pt7Shxdo)_^H|J`ZM8$h8r^&ZG3;!&o*$g$dk_O{W%-LB>D3NiX1kuLTA`*5d$g zkOfm<78}7<bv>fi&MCzaa`)x&zD7=B4>D&3%`w(et))4Ok^n+wa7|y~;hwOxkb2%% zaID*E7s&00abGzM^)&>rA00)ndv_%BH1I^yHypa6iUKx4lG<ih)e{WQ=F|qd(44Q} zK}?1GV&tBJ$I2GTI;(qsRg>fOY3n{pGN>6jXPa)5FQRwJ+X&h~n$Hbjl)g)wfc8Ts zmlWts{S1iug%H~};Ol+$CHVU<?n(=VO`nQN^E|4jXaTCDzLf5#W|{7%DFzMRV^@1e zASL&=n67+;HOBfSb%8Ev&IsAErh(7qY<&Q_PuYLU!98?x9GgymhTF^v0)B|1!xa(~ zlP~Ravm0QXDzM@f>H<CzO>I>AO5-5hLO9d6)a{y*`2f9KHQ8|%fYxMB8DF&z&dV|f z>~?p6#LqQ%%tg?jBLhqUV`_uDN-^MTcm*FR!uM4aRXv|eGg@W#Tw8-&$}?Z{!ij$a z?H{|I^05>|ydPYDxu42MKE`eD9cQbi2$65Gz2TT2o9(BU)OvnxDylxfzp>f-Di!QD zZ2<1*SUooeCYD5m$$Sk*z-D39jUueuQyFaV!hDC8){8gb2SLU#b~h74f>rX#!2LM% z^YWOdtRFbC&rje5WmX`LA+v(6pQ$PvViBPM&uosKDhMWjiW8;srIH!gJC1_h1Z6gH z!2-#{A}~<#at(vy9c1wYhfn#H$P#PhMp>JPg7egmTsjIFcU-2LTQ<S*%#<vW0~pvv zGBdF>!=#n{`>D#+SLn^T;syTivbv=|A4b<lTeP=}lKO31*HpHe)&iU$SNnPm!(xh+ zc(y6Ci8gkB1NI`3IVZFK`U?pOSR9Pg21*pW$`_ZQcM>cJhQ_X=l8PVUxULVWs}H)3 z4cs)rz@=>9escjvssDU0@GriI?syV|3~d|XLd8|;r*B+^rquaJ1LYb<#;j2CsTxmw zJE0&^R2e76bz3%GGxYZFoPDS*i3H^o(r!5c0m{dJT_^;>P}NZrf~w&VvJ{qA2MioI zkH=CE*K(xz_3wGJ3nMV_q<+$Ozt)tzzzz-9lIXm`#vw;~c2SHN7E`Uh9EwuN6Gvfl zfnX&Js^>-Gk`4H9xPTM?&F@zPL+aV(T(lc-mI|g98K+ZRlhurnmfHbh;fMRlMnjL+ z`6H-*fImI}^#=mqy+a9RZwCKMUZL!;#C7Ke`rnSju01+R6*C?4YN}Y|5Tg`x)E;Pp zN;lZ4bDUrkCGg(QO1@pg(2L=0v~UI*pF!Mt0#sN6%eVh{B;lT_5;8H6X3Y@s1sJ5S zM=FRVz@+)1K2Dr5MUn#6vo$}RK^h|vGaV~`;rkQAiTGAdB$-hG@OON}HrrYxsk8y& zZ@h+z7?~xqNMlBR`(=?c0up(!7&Dfdrz(OvHXLAvh2;!(@A_R=-B3NxqCgRf=lCbB zOfsF$7x?ykvFEg7rhIv6HmMxwRsv&IpWmScrPBo@J|3#wA=q*kyMf1XQ;?R6RL-}5 z`QZ$|i^N*Y%@R{gl1p}Eakv@SnRFAueSJn!(j?WBr2GU)Im9E`uO651m@^t|f4bmi z)j&`ag0i`bvtFx#Px~r(9x9cfFCxWW<-+4_)iRHp^Z0W^`af~jfEMPP8C)vP=&erj zY+~-GGYbI)CJO+koAcQT0e+CRGmJfdvxr#eZ?@3i2#1x1@X^rRg55~<1{6P$DJO*J zy{$ZxY2e{o!=*%MutSAb@5*j>@Tv>{yf1+75oG9C{hNG&O}*4Wcir~9((TxUy1rk| zJ7Q>o1l^b9>uH-6(ljGQJ(=6u$Q;QWJi6h8j|JXw${xiLAmVh-3Ed$}pNge_-qGdk z=wKk$hsZ>T#HMDx;e+SPS<`NE9m$qBV|-=;`v0vGk1q1tGrO3?sQkYa`XyQU%u_w` zyd{<iZIw4nvt!~s{%zIl_{g7CKUyKc@op-6N`Pl6V1`~!L!d*m@#tP(c}jg91R_cq z9wb<>-ksY~4ufNKF`0(zWayfI-aMs?QqN0j|AHl(vaYy@vzz!J<68&>LDq0}i_1iu zm`~L&@FF7x?{<r~{Pk2uQ?MbIDnnH8Tuw%;Q2B}~mxO~iT29xL{m@Mpkf~hM5HJ=g zviTgU7R{E0D6-Ic4)%_P>AUJgqvSL|hEO`Z4GGUj_;_&Kmrgo2yAqdwQ_%8AvJZ!I z4~gcd>c};LXvuIvu~K4VnpCl(EF@Ezq$(~8J^tn{dS&O?mWM<o%ADBvj^#~wUDG!1 zk@CZ_?FXKHyoWTaY=*$J`Ass!_2FI4(LuDh3oix33%(V1=)|v>YAx3A%YfsM>d|*d zC`>(BCM_hsN8_hh@W<hQ4c7^rI>Uv9I1N`#&$H=sk_q}xFS$g}ao|qPI~>bBZ+!C* zmgf$3pV+KciB?RomMfF&v3Iq9QiiAWv$XG$6-l&y>UK%YVh0JfM)D2t8-54aSHn0f z$sSzCwbx+n#N5Q;<3R>4>C?FnBN%GTwL=N`YLev6fe^aITg3T){Nn`R)&9P#NbM25 zwjP63^RLQQoJ&lu)=zP2W?ThW3lZ*pN#gi!08)xq9p6J%RN1yzU&YJRJ4X%|V9>4o z^y&@!HJ_W6;cW;qg)^4+eymHbiFw*f2vNC4S6A=-ds_ni)0-czsDDu&Hjo#gPmNKg zsA)!)Nh$l9!M&S*y*RPkw|{)~;~EafYiYB>NE8^naXPhdRT7rY%?v`SWwl!>=}RRs z)H{^D;^bR$g(YKMpa%!ht0zaEtI2&sbMcNb=XxAIATTiD8y`mJ_zG;Qo;TFP`T?z( ze&D`6ed%Hh8fDn)7FR)Vut~d$QqtVN_u5x1=eY8!%hs5G2|8VI3b}xYlP9_c7(r=J zHr0nSOYeoVY-!1Pa1WXfeDj_RfI@wwr(u2?mVI`~k?{*D_?85E3_i0!pGli%#77vt zal3Ntd9i_tjw=`x)2Z#_@2_)Ulr@o|R(WD9UjV-yZ;sV4giwbf8L`#bz=6!`HoP~O zKa~Bm8@o_IK7B(E6iycH$F9Yvf79*4+lPK|$3B?dRN(A4Kfa|7C6q>!!Vf3EWgPha zHG076OGU|9O2hZ+`o(_$^{@GMlNt{yldvl(lWh-Ee?l#axG>TzK0YjxxF`zfOBP}w zk}S@&SY#rJlQdg=+$}ywzb=K2s{VPolB$R{^)S}$dZe!k`+nOuWm}GQ*ACRWE?auJ z@5U{?HC4HRH=RUdM=j&FqL-oE@!PK3R1LlE`)X6Kam^dvY1mimx@;Og$J4grO*U28 z)a@fTf7h_%mybV80RQ2=NW?<NMV47`1%q0MI4wdz)9hqsfG1&MBNi)|P$b3T;|3;d zt8yum=-1jF3SirpJpeOSef@jI;98i5?_WLBiq=kO)ie(VpFU5I6(=Hd*QfJ1hr^jH zi;WTl)#rG*5-N}EBa8U!%W{<_25?vH5ph}6e^!USw8%H`K0Yl)5_SF8fqKinqOS3I zU$5OQWC3kt(V^W`{jd}fUezy2A}tc2<Nldv)1AY57H><bqOxwv`=*+4X909+@!Fli zUF8lpDvfhv7RH!3OC`<Tlw)b>D~-z5o>dUObQ*;Z#Fr4q3m$kdK-5<cU0;2{h9p{d ze|-<6+PT$;+7kfSes1ceG!AP+MSXw=4H&Mg@tGRB2O7QZcKfQa#61H&K7cBD4Lw@M zD$^lNpW$erVt|mj*WMt!AnIa7N)r7dWk!vkmT>yI8M>CfKc~r;*D0Tmz@)Fl6%G_i zE>=>+O3{Q*Bn6Q5s&3!#*~YT@N^j+Te|H$^^-WW*x%Ex=8@=3F=DcyB)eNnB9)<&x zx(_+90KeILay)(<1qkFhTc&foZeE&?yQ|wxd{rnQxDGY)Rn)|ZoMd>uFd_q~u89Wz zY`1g*SLZ-h?MT-=QV+pVL~q~S&<Gw{L^TLk*HrT8w&V3kMo>4br%uTxXR+b$f6c-k znt<SkYT)-~*9{|$fCW$z0osj1?n{-9-VqAhIc(sgK&5k#2TCx>4b8L%PjgUZ<xl}9 z@>jXv_g%RL<(3vedwsX>1{8L7<TE`#Ei=HtdJEEm8mf^eH}>YI1E(^HbFIRSKg;3^ zjXIt#RY3WP2?ttbi_1RORl`Rpf9YH(ZL}|KuyJt5z+1P+I_3BoNcIn+)C?r+0;oIV znKhn7qr5u+W%dt9SLJ#H<{PjhAv(elbz6^M1k{9VXy`$1ce{yL46xfr%g5NcJ2Ydx zZ|Zf8k`-Gl%&_1~a!oC}^2D|qd3@VEQ{R0xi~Iukl%9i`T*uO|Ndh7Zf7lH!@u{gc zj}~Z?TOoo^B2IW|YCs$E4S(OG*g?UEA3&Obv?C>0h@idN-S_3X+I+uUX*9#Ys;k`k zNI41&n+@NA$$)OEuhz`M5x31_*Mq6GtJiao;)ABlOl#}s3h0BCW)c08=;Zci_!XB# z?V+vzd8j6H@&ObzK<K3Xe;t^nHJB<*$&$NblNPy?l$Xf9-1zEmvUkfJsG6Iz`_f*+ zy07oywg5oDNSb?qrAEYAUO2J7sec9W0Q5c}jlQZ6(kurgPBT?Dhp0>nI<sJ+La7Uq zz*^}=G6?|W6KZ+vELI8!d6AssO~8{%3&5n6@;I$(t4Va<poJ+|fAT}8PowzV@$PTm zxzlXu<@RTKZrwTW`|j|#9p@0553b6;)kH)@fk6VI*iHo4t%@sqJXxAsBMu(B=e{nv z$*N9xZmI!vCBVmH2ybcrLb~3NY4^0PQG4Ksr;49-)9_;Tus#d}eOQYDcO^92y+*K_ z!(KwO-MDE;V$3ree|^AJF_Sfi%DQUt3@=BYTBdov5F#$%9Ns1}k5$2&NU+3{1gtj@ zijTlEfc!(tURLQ|ey*BwbiNm8V2w`9oMVYA#8RXlwWu8WwDIjMG1-yAp~XrHN%st` zU@ag`fN<r8q1*A>y#>vIC5T60>RZcvAgz4<qpo)+Mwf87e}LJCo?dpHlmF;w;81Eu zBK>v>34qmd22-i5h!d4Li;B==B493o*JIs?BKo+@C7F{Z8pg7>_Mk=%gHu1;@SKXC z_uwvphnYUpXWfo{w>hjUn#1O%iNIIecAKv09(mvaR6yT6Q@j8Nu-&O~%duK@4=b3w z;@yo^GavrCe*}*GxGZ#ZYZcB6ocWOJbS7K9l(|ILBxlF2A7*i!ddYDwwwEf_hMg-J z3ud`L_2s6n+Hv)!92|4K<-_?0`%smZG1uEU=elMc3FC#QG`O}(rm@zH)lb{H;o!vE zbNGVx6CQyUj!*#|@l-}B1uTqH_y%PEJz5E4U-lfsf9S34_y|gVAVyM#gFN`IqtAhD zuXGw`Dm<}N&aj^#Q=qW2Bn`(|>jPFN6=LIVb0m7OmNwV;)kiXhSCo+O%xSs{2jMj< z*39s-@9Q1-apWQ^z#6D6qK}kimx|U+37EoY(0UR*IJ3KNs@-6D-$XxFBN<C@9`Eiw zzbBI?e@FT|Pe}X;Nept$5!N4JD{#S(g%ci}`h$xYOe#0{Kh7+tVkM^m!m&OKk_!V! z2fGdi<>0%SMG6G1Y2aUI&_x8Ng|bn)0Gdq&K1W5kVd<p+h1F`?jVrKQfxtF%?%rQp zXV-LE;S1{oke#ya)E&k>1yDo;epXqt=5S%we^ZpYb#l<#xeV93fR|}=nIy5$CzCAo zR755cT)V1uDsA9np>$4AI;YVsNul#%Q+Q&NzWa&@*Xdap!E%m6TwurJ#|*UlN7wmG zac^UV7*^Vk^{)Qi1=?y-fat#P!BFwJ2x@|AehA}HQ>ZF5246uAh6T#rTBNwn{r{ll ze{ysg=Y+5IsqvWk6jFeklUB_bU{pKdA52KvW2!7pU<(xsk<y^#40~!&Rq0~ojbe^3 zdjK{Q8AjP?9*E%M;u2l+VzGivP(1o)07(s;ip$yM69rPbC}emB|DeET1x8Shqoi9) zcx!=WYXEL<*xea<2ety(O*&2ti;{;ke=K7cb;y2hx?wnj8kqq9rEU~Tz%$&M#yQ|6 z3D4t;wjwsh0;dY?R+93ppwu8af^pY(d^mfhg?@SJ?BW`iXh&Y79T{hMZ{8>r@1BVF zx6D9=7bl7$I8&e~p3j`g#4^!~V7DYakI4MRseq`ZjQ;(cyfr|=;)pP*&k&4`e{(T~ zk=H0U&nQk<=m_E~x2OMq+@3kPz3Flu&mbrlv4GoI!Kz>qPp6;OI}N6!3d{_}8J7P7 zxg1!0B27THW#OoaPlL6zg6m7ekz@#<K+iK4<hfx(>zP{ZTK4S$+!?m1U{KlgRk`6o zlSj1S&ifAS)+ta0L(owSY*hi~e>GqxIFBP3|KKV$*0Kx+)_kU_#+(>$N=*Z3pIIrs zU}2NY2y~?qthzL%nft0O8%nByG1b$vq<r5RRAc3khushKq&c;{0i|5p0~3Ul0#y;4 zxY*gzv)*C&->usY;4J|9rxk4YiavU4%Re3(u$q4_DQ2=t6BWJ3_O4mYe?gKDsu6RL zB)~kA9PIH8gehQ$F96BXW+#Dc!1S<~N)t+9VgGG2?kL%16CBWDGYc@{G{GS=<iRxD z_p^MF-;jljl~CchCq53K{fs<0=1|hO5Lr0&vSs0!>*wSP*fUACSb3xVc+Nc$V1S&+ z!xObo<dfw6{fvSIRS))n9Is$^X9buxnXg?R&n!iI`AglM5p{ktDF^UC?6XH2PXQ3m zx<nMA=`SZOA<ih9EQV#XrW=p~1i@(z=Ce5-A_0HFqYFlTnROBV%uLO&=S2qIzhsB| z!+L8|@t_zi&54(0j?f^gr3mMJmg$!%%rOza0MKPPa94gso~&pOB6QdUD7T#=<-#0w zC3aez8z1M;$T%NpJOxdl`J_AtY~RCi#{a4QJUD))uVL1=X@yB**qNrDRKRL?Xl<O~ z$<=>j!&Ep{(&LA6-QCw^d#sEy(FfoGVDssJASSvi_w;f*j{GkaGUa~waChqjyx{<n zXROhuXRE=NaOHCDpC&WV<-?p^b1VzrM-r-t(_|`E*-@6m1t49dGM%dXQno+glBud7 zrT-^zXOI8c!)U=+uX%XObwgl7a?DJg|3iO(4V02bOQScSKL^174X+ZCV>1goK8V>h z2Qu&=Me6yUeMjZ@PBHt|iH#a3MRdF0Peq7Ur_@|v?pf{bzmhuPN={p(?->x*8KFO1 z`UVh1B03l8u>WPiLHz#^XO2J%-NHDlhCcu`%l}0cjnf|%!arhltt+!1yY43ZbC!P} znP6?&*H|Y0FH)vq7$z%b7f-r+<@Z#pyrZ41z)X-rYX`h1F1<VdsVPC++`HTUW(gUd zJ5Royj!E%@va;88)cg3)oc^$`UH-$bNLstf<w+^%bBb7t07^1$Z{Io5=M^o#y^wTy zS?BDktbs^o(60|(J|}7F+*B7wuUmf%<Rd?)aw<aAimVanzvVPU&9#zt{HEIYxdH{2 zJbfQp;M00tZ7h{%q+V3yav1}dN5s5XeTnh1qk_=Uy6Q(R%~STD2z|+Pqpkje?z$T0 zm@E$1T%P?e@(HG-kg)(0X$5X=?n)@aneRS+_rJHjMtcfnZe(+Ga%Ev{3T2blAv*#$ zIg_y~D1XgbZFAeW5&o`Ufp5K==~2Wx(8=6P;>5XhE*&>cr`IO_Aj`DOiA?GwDz^W9 zpQR;Gut3Rim6s0&NDA0}cAv#!X^^v=X(n@K7|%KLj7yFyCLA6}CI#*k)7&v`nbwlw z$_d5r+!-|x0)wStLZi3nX_m&%B*=LZ%(b;lVt=B^(JRPNoJorw<E3LFhXOnjx$*-g zn2@<(N~6ahMIwb{%A<#N4P=&khD%|ghg3O(=N7$34|!gDW+2ZyKQICiFv*aOz+<42 zbIlB(aZI*3Of-&Jm@0wKDnNv71X*dptYgwZr~_o<<-kFng>eq@tWod*lRifed0uMf zbAOluIe?<z0OnzuFgf!u1;ChhOsUps92Z6mcx$YKTXGF+Ir-5r<ywb&TwpQ>A3DeH zoRbF>J%Q=DhqH;5mNM|7;ZnwdUJDM%P@@Gg23cA-FbH<Eg!i~055jy7el*nM0+N*@ z)*#sc9f$X|k;Eq?TOtr7X&61=U`aa?sDCiaw;`gK$qhY$Z-t=2h8egB7Z%>9I8YAm zhl9E1%s4@jA#eezBs%W~91ew(0RnUzZ*c*?Sq}2J1t-$OaTcWLHhd(r#&e1%(4;7^ zG_&4g7SuWtPX2H*mjezSF$5|taR(N;%bBw<je}a}FqPw}&p8k~$vj77aM0pge}92) zuMlG#(h**sfnlTa!Lw&<c*=&a>-RMqzGOcwig8ocRmOj2zy3P-=_4F~Kl?Gy^EcE~ z)HKx0si~>Cpk_(UIQ&|MU#p*cm56O6FQ^#>S)Ztx#Ojs-N2~ZF!YNGJe*BJ_f|_X< z)r4o!(0>ONt+G!E;LG!XJ>{a;VSn-{NH2r3&Ue4WrY_QWjuIw!&|5W^vAdcucoZyN zOFIoSM`3z9>1vOi36_pyMy@yYJP&q!j<GI+H@3mOqUJXI)(V`3QAL=(9^VAr>nA5M z#miXZc`R#N?JS;N#j&yx&8^(D$0Dbt!s8Jb%P^!2+V8e3ze=o#N%$dRe192+cH<|B zmGCH=#CNypZ4gt1tLt=3odkhJyci#3sn1(s@vk6%9EWfdG?np+yxX&e<d?0X<DlXq zPG7qmSa12MPDt2JE>%b*UGBSnpsYWKCoFp#G<L*xQ0f4si^YzXZ5of`oO&IE-+W2B zmZ|ml&p2IHaa>#mH+N)D(tlxFJj(Td*-B%t<GrDXP2CluCvo)55^;LB$06bebjXjh zW@Rd}UnQuT1h4#(SXYa<UV4CI*Ph?IEJr)m^8ZsPL_~bVJ4dkiC~j7XM)Urxpn80F zn+Vo2Ue+D@#ZH1$YDK>a!O_{Z+_{%WL0ZHm*)opCMZdlJYuUS!Z-2JszYMY#f!1#K zUF<KyJ6ArR&aU#5JO3UGdHV<fiG=c`aDHqOc(i5m2LU#k&5G)xyv?3(1L}&k^LPVJ z(z%JM4hF2B%mVybq6F_R8vYSRcai@l7=F4rR8Z4h$=xiZV(T<6W$ugfJz^3O_AV|q z=J6}n=QNSqE?cC~Y<~{8j4Ro`gb*lx(erlLyW3B<w58&)i6d=$4=($*p8gl~eWo03 zoAO(nEiV#)TJ?WRyKo-kTMwAVyxkWHJ450q6<JRL*S&*}W6xYX5n%-KU@*H9t8?U2 z5C(Ez_T<JguAP!GL(N~)3{O(~=hpa6{(0hMKN{MJxr`T2k$))sc2^EBQ*3;Z(Q8mQ z@uaJm!aZeiSE034LbC^R-@jq%&@@4F{it{QAiD4Ew4cd60u$xm`(CQ|$kIJ8m>ok` zdnA}$=2htg{1wvZtDb+JbZ(u+|DEf}@F$`AJAT3jwc(jpsdex+#xO}ZW7|jTC%=cu z?*oQEcDUqtSAQKeOZ*csRW^5E@3sp1QQ}o-<6n?l&_2+CK+fK=;c?lV5x8g12E+Gv zvw{szMw4PNJgTdvsG0@iI;W9?;k#l{FX!W8(f-%Jee|}tC`T{qTlRs*7%rIg;%opB zbIfIQ9?*_^UR5<jeQ1v#NG+W{-1lbH+g0z{{%jCIYJcYshNsK(roI2YtUe8fFY5V4 zF>h7#v*B;UH^U>`aF(AD*m1)?s9a=udjOSLr|F<4^XP?BnbidJIeW<2xNM5-W;DKP zin++S9oI`ZVtzRqH_Oqq<?$fUxXCk5XDo(iQqsAJ$UGg!S-hb*-jD6NZm!DdXex4% z7q_$NsDG@=YH~neif43C$c4-3AdqVS^X)NHrnK4xY+8-x1gj*E&E`cjI-eGYL#C9< zG@bwCJX3V!rcFktW*i>VrXSe6JTJ<54K~fq)!hL-1;x@i=JO1ogvcZomG_xYwja!N zSzVkL^9jY)vMMjj;$jog=F<G*KmVn(T4uG)oPQClT27~D{R17dBHuqqYM|z3|3D)% zqisCy7+ImU>zED|^*V=mIxAGG8zcv=_3DO>PeIP=&PqCDUfs~asdnod1f2Hko1D&| z*W&0vny-HmxDo3c`sE%1;0;ga_4u>^FGyi8kJ<2jaoaphBoA|&cU!s5o2TYBdykS1 zK7a3fx$0Lr&#rQwUFAHx%6ZnU`g{B7!1KOe$#W}tZY9sH<T-uFTq(TF+H+lv<R~ni z#%G+<LA=DO+p+F%%ITu6Xx)!TivuoqDF6sQGXUb~!vx@wAVOtMn(vysrKDV~>99Q$ z^x*;$lLK4YiHzs|`{izhTx}J7$sjT;I)7zUW;_z5#2%Boeq4)LU038Y!M~Qzgv+xW z;Uzh?5#g{0TWm9qKI$Nr`>~Ct&2@3tf|IDG>Pb=6%f$hKDM`K(UT2y!p{b*9P*f&& zZ7PSSl2-f1=HgWbI$A)2KCa30%z4x<2L4LBtN3#{iq7m014Nn37(-wAw8SCnBY&s> z1VN95kVJA>PL}f`8;@oi-#;9v20${v-Xo9=BvP=Vy%Af)E;L^+EySLZNKHtXf)*co zDR>5_tsE!6A!Q1w+|xHc&Sw^-n?~$-Y3T#5Ov!J}7{EBye#et})nak<@f2ZmI~Lfa zt}iZ&>9oF~@6NtTrHiGd2pLN5oLg!Mn@LaKD>>{pJ4(34_-ffuu0$#-=HTy;>t4}& zfNATbHeV|1@7)J<;Pe|tkwhUtpRaL2OA8w?-c)ib`y^!~{>5QLHKw<ZEN$a~j%jSU zYNKfVA0@411(Sv=DwkpV0V#j2J8N^}Hj>}xS9rhCRW^ecADI0#xlB@%ecas6?B3o@ zd{wjrTilUIElI_3e*JZ$0Scff%S@$QWq}~jXf*oWAiH|JVpl)BVUu4D|JfD4;;g*N zbC%|eU#)g;{{1H9y0q`chV9mj*$3%<q4S#$JAU<D`{uvkZwmGn;og4+fWQ6x=9}-e zy3(o6MSk`9;fkkBgh;3?)tX;@-d%l3zONq-ow>eMj3@l<^=;0J<bSSVSkfM-cUL`Q zLnKW*P|vph3L_Fj-Suz-4aJiCYr&GkK)u7J?rAjq-hKY@ilw?NM=XjoSNtlMS;|U> z$<wBSxgz69KXmneZ`Oae>-Jh?$x}n!tM<?grhCA(tJQF*wmrSrw(VDJi4n7OTr%9Z zP$@42t@a=Dz(n%UcGMUST~jxY^iVbQTjGyQeqtFj_2XuM2B$Z5Gqi5(?BZOeBA2wd zgn_cOP=-xs3_=0gOQd>NKh{mP#SuEGch#dg4&IsvyW$_AOR0Yug4mU($IV14Ges-! zyLNq8nKb|?RdVQQgJqWd_jREG$Ohn1hZ$&0wIyPDeiKrrT*Oen2z@tQ8YlrAIawYz zu`<oj8QR7Sx|!ywQW=e}8pJfufTr*h>{$B^+wNdjFxKx1nm>N}%e&hMeY-@-(oE*G z#C_G<i5bvv4}gDw2J{36dISs4_s{hEMaVl#l2H`je;%b#iYzTb4u89#i?f36VZSWw zz;{|qv6+*2lpKLv$7S+&M=}(?L)W#B*Ff^YIFVRYP6F#45a^m`$<O%D!PsxB!|jyi z$CX0~@9X<|TMy6Id7gmI5C8*o2DdsxupC&eM-gHf(0+f_8911p9)CV;8`D+C*(vmE zZH4%D%0%PRp}3!jy2=@ey2|uX)bRl~i*HMMoQOKUAyKzu&n`X@cPWb#aaUy#h&zsO z;_e3r;x0=$5%-bgr!)^G&It*gQ^3u96cT9u?fpMKe0opqFOje)RRE+Ipgvhwfuu`0 zQ3-bh@2P(tHq@$IhuLn=9$6&&{obtVpBNK}vdoHzGpT2)PHq+Oveg;*w!)v>lkJ-8 z<ov>+MhNxktyD6g96mY9Nl?I^a@akgT%H5pix{w;F0TrB04|9}-4Q&Z9JZ<m@`!S- z(_9ozt+#Erb^0lyo9&3`hCN8P&hvDv%lt2*$%=o_UW5L~K=;eiozLeDLQ@)yE|9kx zNU6Z{rs}D&tJbcIya8+()EvL;xAm$XsK@G6`1Sgh_!2sPM&n;~b$f7g`}THKZMU#5 z!1$Z*xh!KRXT%q9OiQ6+eAlM0*T@G*h>Ac=-J}tM5@pI{3?M~a$&$}#DN#?U5;<dU zi1L4kpXop`D%fL4Q9u-rE7e6o%eW<g*QJhEDCK14RI`U3MJ7b53U9?)FK6#Qkka0F zz{2%Vx1c$lpG4La^?0+ck+?tC>!TM{Jz&>^Sq;QE!dW~Ik^==-bq@e<ch%R?GwPrF z!R-1QXDUuz5-=%l<fc7r*Gp&<?yyuZ(FT9dE)R*rd79;(IF1YZebx2mhGYPa?ibLv zgL@Z?FV}gh;8Y?oVwB%;DX?0gu!?xx-3@_6`nOGWzjaa<FClWCmOP&<QJgLTI-)4_ z{1SMK%2{LB+T2zoS7`<sCz{Vs*O6c@Ri4eSgEk(l_xw&|q0&;yc;+dsWT9chDjt7! z6GJKi5}%M$@KaD)rA7H7B&}h@1ScU+ASnjpR6f7!uBDKsALh2LRC$7g$WK?uV3-mw zA**r;L#EuuPC*qgj=i{VRlsVTPe7eQDkUiN33=`u+ct}2G=xxQFUn}1<~CkUHPct0 z*DzrPY(@SFP?z&N=ZEiF(k?6kwPt?<5@>=AX&(FZMci&_4Mxz*{DL}-^r-^o6S=0H z{LS>H>Q)=4I~f=?WQEZ0U9~$W4u^g0?68UHf{rJv5TBi@rAUz_J7WgFInx`jWv!h8 z8|5_B)23cI<vzs%q7q{oYLR6fOw*HYw}Zemz5XmC3Y5hKeH#XC$eG@M0e64HAqb}M znL<r(d!S)RV<COEhidTeYurUCCX|DY9t_BESl7lqPqZj7a*3!12#E3|7S+=FOyQ_l zZXlXSMf9Gt6K4^01qW~KJQS;I^9dY%>U6>=k-Y>*0Hwiy2}h_CFj9day$D9JRI(V% z32h|Ah7j*ZgCM@OuJlLKZK{8LPbYL};AHn*jqWe76@=Z$pW5;+9nHFSE<^`D`4YYh z@hdO6K%tpeId}*ej~qO7?rf5#q9|7;?ZZGq0<L`9gHPn-Be(Kl`&Vt(nJu!T_3~8m zJ+d&Rf}|6zYPa8#_aKvZ-C(wZd+UCunG&>%yqF;QMcs|D@@US=5{`c$9)}J*xoZ*# zT)8Ej9i}*#-aYSYbcz?rdALxiFDc20;1Dll$_3RfUdIfasn*WR8`{}ifpaO3Cbcnr zZ)q)(PxY?eR_I3OS>hbY=}x%|E6`DO%ZgF?p)zioz;pFTkbQ9=1SuKRzndj4dbDTF zUTNYu*`OZuvGF>-a@v1>;!d4OY_g;?7|gjzp{=yM3eIJ}srS7%pVPF|%f?aj$>6d) z-H6E3tfcWG6)C@ltudB-oE#4B4FW6789zD;_z8ke+w*AiNDJ^17wit7W|7ewWL|%~ zv#UNH!0iThl9ruR=5!P^CVT}w?F0SJp8~va@oetd4Z6IC5<!3NAe`u)J+NkFy2e2u z;|GnNd<K9OS@PHOVzgH+7no>SV&2xLINH^L(w=1=h2&NrVqU7DcP?;;)?<tM?N*5* z`LPAQb8`p!J;@S71fB^Uuli*sORS5OgZ~|kvvwtSnRq~EqJH7kld-xT7j`FMaWym^ zb!XQ*%&aPa-~NB__-MvX6vYKp53$o~L69yBkQ?r@G<5@^a)nd}17q0^Y%KYi6i#z> zh6`bw)m<=vb_pF1#^+q17ed>Wp_~Tb5imiJH7b;j@%iUW5+uywf`b93FrI@4AOswM zL)WH;EqcM;hOWZAZWxzBZ$%@~$~FUancclvuW|DW4kLd=M^7V;c=x9f$N#>(XU@SC zgDsX2ol7`B%Au0t7MP$7!~~vK?V3_;Jw4OmKx0i_2(%szrmhD%V0Z?rxB}Bh515Gi z?uU=AiUb|N6&Alj&K+U~!VivPgxoJPr(W7X+bPtam}CIFC@-FO$-(Q4p`(RnMe_L? z+`E=g1Y3XKHIwa*XA14{OmCJPYPhJ*m*}+&oLsH_Nm*U-jG144tl;1yqkJ$sNh9-Q z*RBobsbI4?DCG|g4cu4VP_GW)nOsYaj4z8KTEQlfz@v0v1_04g^U%9BErqb*DTHs2 zTyI~YCLsJ4&@0@vE-q;#J~f$Ar^?O#$2G^Sc~^g1kAggmEO~brTGIf3Q}~@*R)wLm zOy0fsRnHtHy>7_s%AD7gdzLrU+grumzr@!{rVN!+fR$(K>?#Km$P&lrFsitcAk&#= zZ6;^fzrbkXHX5g_2<YSoH=KoNK<Jkrr6prCs6zZ$j1u+h43I2kw(RDC@H4V@Oi%$I zXDWZ%^V0^++Ic0ec#(qrjpqDtVI3tfLn)#;Ytyu@xR+b51)q&4?zq;54t)VH2B7t# z@J)&m{7V;zpt$*X&Br}1fJ45^f$vg!{OAG;i1yZ#k<(g-bi!?$)|G)@TZ3|(dou#4 zEu$+h(++Z26PC$Opx~(JgRLbr3U{jY;xvDm%kezdX1n%5!)_1zsC}kvCi5Pog~07? zC}N=A;}s6!wUkY_HO3deCvT|C=E9e%F%CK%6$^^W3?hXK?mp~QN-rxAP%P2*j6<mG z>Z<=aP<{^ea-12%p5r;<Q%^A_KIG$}8jL`5t&{KC-F-)wP5Q4j%|O={e^0}D2nT-w zg$R`|*@<f_%K{#Xc%1c&ES}1FMu-nt30Mm+BRG7mLucPw`+$hNir>mIW%*=P7`cGP zLW6B7TphP*yB$Q(zml~Q+Ui`Q6g{KT$KSr)y5g68eE;u*<u`ibH)P@rR)ZiU9%`Gi zu<sz2eIB9v2^Ia=jFQ5NY(hyTS}K3G;LziQ9Gf<3u!y}f$ae&bcFmbsLa;*H(utkw z{XLgsB7%VB0e=wo{uLOmU|I69z1ASj)%sV<ZKdNjeHut9@cD`?UgL}4r;${SSw#^K zBtHbet}!i)5wBgVAF%S(lI-Zf=EZi=GcrKdK(h$)|G5dFk-TMTsYXk>p96o%QlT?H z;_a;K%EtHq1mOg}Fa9tCNoX**qZ0YTX3!}h;wk-zKhD5VU`@vXMA7pHtt1C4Cu1s* zBV>=aCE7yZ-&@n-x)(BG2%NJe@x92w!elN+oizp}YVKi!I!`g3{0UsXT}}NI#<NrI z!_-$+#K3K#X3BkdlY#MgVC8>uF@}J<Fsfvy*SLD>cNJnc2HeJHYP-TpIp&(jY}gXo zhNy9NDT>!cNZbtlW*2jg9z~ea^FD8X%rM%13<PbOlPB-C6Qem6eb^**9^FRsAp1?_ zEo?Qq0K3*1YD~|(rF9G@>PNre)u|3orf{pAWtXyX5f7?7wZ6KK#cY47%admPVxBEO zo;VD0C$91%n4vqED4mukho-%!OBXJ~41EwzLqNmq6)|``-qwIf<gnWT)BoxLx=Sfp z0=B<eFCtR7QO;hDSIOOp9J==YUuHD~bvj?_Gvnn1iYp@@?4jLm$@Gq=yEe8^VDEXn zUFLQbv-f_cdEkkX0U&=;J0tmBur?*~F+=>K66HB`XA?MRem)*E;s|KwcJ48zI)|Vr zK|?bY13&Ra<=NRVtI+Z6KbzsDq#Dc8OcwDJFj^d#>tA#6E`$Qd6L_ADa0ScfBiyry zO9^IIOt7F3kBCX$B{r-CVGFF(y7u8dcC2f>bnR|%kLO9*s8@drMTh`!%WElb8H<(n z!VOiBUB&<+_JSgj!snW>f%zEFDmH!@sBg8c`j;{ch?*!wyv*-)00ItxWs^NvBg^oT zoWmde(iadcz!`xz5sY&=kO)C`3A-{+`2?^{)L^*bNQzF2y&DH~wR+S>8}=tGRoRgw zm?V@pbXEMxy=;GsS-)MxF(Fc%O~c}tQaa6L7OT-$C5hOK1ZTEPAE$_pS<<rtEI2s0 z`gajvg@v^cfeS%%jv1(NY0lXa_k|Z(n&&S2@Yi-Q-bo?vMNCw=y&0bR?;85C!rFt9 zaPG<RvWxKciQ@+%ZoY6n4v$Nn{7jZYkYjq|9G$vZ8R~z2^3$qj313C~<(w}y&wcGY z5pu(Pv-X#D-1QwZek*V;`O**Lo!e^L9$m6Akuq$SB}@3FxHQtLT$L$AZ$yVracWGJ z<jD5aZoU6Wk2c|i-S?Dfb9Zn{4D+3V5UL<b;PBO^Hb-xUI=z2Yp1M1>te}&>H=q@V zLjxEci~oPP$mAOYTmg&zOIRS>I_GkcxX2<^S>}s&V-aDz#*Tj1-ZWrjSGE}79Pd#O zLXQ{o{j({!#^0R)zMv#KcVNR=tL*{rbLGeTT=r$#L~#aBzTH-<uLStp_LoJJ3U|x7 zS`c$`ydU82>;J`tMY;q*>CN`xhNv=r7KU%!-3@>3D$KfcJJ97cb*mkJq9M%%7*fkj zFp+*s`W($R3>MVDvA4w0HuDDxX9vVyIeZ=_YuQ@;HBY+dMU)D+%XxN*r({Sf4l2nP z?oZ?)RJGFW471X0c>f3(sBR*aE5U-h#3x8-H=8{dVFvto79(^Ki9U392DBL!Z37f$ zu8e<+lPlvAuZ%AtXh;;!mz4b=fKLnm`9nQeg(8y=1AQ51zgfh_y>Ztx=`)UiEfi+v z#vENkLo9uj8dVq8<3X|0%}VO9yrevNp(9oWZvMgD{ZRh9K>Hns?U;Pbq^QQKe5AUB zd?5`uFBaTOzzdPw#jo`ibj;uicBs@xy}f^L0eg2D`pLZ=6YaUz^X?`Iyc@qHg5K#p zO_pX5n}zG@=|^LDX$0NDaL^q=_W1yBnF@&g!C^(OWpJ5=GV$ff*fs^#Nae!_Rh;>F z^0lN7QRMt$(Mt!UF9kUoWLzfoEBjTByX)txEMgStW0gg^Pxn*+qV}I!Nbr|>b2EPd z?F)NUCmYQEjJoi}HtHt&)Z6HGpF9?#WbEO|@oMjdOJ5UuhD709UvSuR;H1c53o_Vw zRJE0SOz_U#tWd5}`uj%{%0(0B3eKu{Ma4P$4Hf4J0fMsiBVm-kF4WO!ri<Sg>O|*t z66yHc1I&Mr#1e>-SJQ0QS)bZom^wXErnHw+{D*JjtrYuJT;*4&oddRR!8EKd`QMxa zj~pFv!Oo=3qCE>RY*=*%XCp03cY{(+KN|jj1Y?Z0vvWSnWq%>huZp-xWqS4b?n)&2 zRVI=+QQ6h!>gtzB#_)H2Ba$SEes0Ut*xWX4Gd*74NRvd<ez+ES)SvG6RPeFsnnT&r z%g?s5uA1G{T#F?7C;qFc?r+_$9;UMCV5na||2Qw{>klFkS0*m9%r59gz~YpGI=dVp z#j1Is{pH8dIe&paVRw=iNo*2x_4xo@KkfFX2`1NBRP%4y#yHy5+{c($tFYTIQvFJe zys<MK8<B<$$9;b-P4qxRPy5nNl1EcdC5PHgJMC+FIEDm;5@;);+uyH6R3p)(MxvRB z+duGcSJxE{-t}%v*zC)(ZFbGn@?eL)s@q`7JZiclP=Dbiin~qbd7PwKxJM!71@cRu z{8<s3BBicXGfqQudo7dbG&Ow}U*D)Ki+=8b1)A<2R+kn;t1RK=Lcyu4>aiKh+m;LJ z?!JNT57Y&k_PB8((y*_~ib|WVI_)fxpwI0i{f?($=<lyhR8BQDvlJTN;)}79!Z44U zsN-)@NPl&KI!Wr2C(YwDQl=#TwaJFz0>Dd@zZWT@#-i>U8ho0<xm1D!e*A5Z|B zu|yJchdZh{4lIe%cua*PUL?^rY`Sp*LgE1l5q;j*&EQ6`YpgaA$ls)p`XvG-aZv=~ zYqB`Ya_W1ir+r`bZGUf<DWb7&X&WQH%jo@|Cx5qVs1@{Mj~*)T2N0R2<*w!N*gg^m zLEVp^K-@llOD_%gC-OqUU0qJ6q2@V{<&Ga8nrTlh#;NS8a;T_$H}vCpvx!9hHia}7 zNR$U8(rKKh1@*1F2~G%=tlg)HT38A_!3yc2>*@DccV$Z_o<^42uvOdIQ_t|!uSFVh zeScLSdSHry<i=Q0>4$o1cF^N-HA8(kHiKWo+)Ukwmkb`k(3iXYCPMj}6*7IbDgyc% zag{0<nML)nsoM%^Q)JPuKXp?*+#%u0-E=BjuDI)Qu|*y|?7@CTyFI-TYZOku!Xm!@ zAeBEiPb~8^PGu2H{E^$ss}#1Wa%^A3X_GjoHGkW9%TA$HdZpr2%&Sh+%d6HR10|RT zL$e^k!uHMm-W^E?gUPA}-4t(P5pQ52vn|F-n%J4Sp9iukO+_X|I)fx<n+lK3NWTwt z+un@FdWTGc%dRW5C~1nlM(%f>$)KVfxCMiOwnh;&8W0lj-*oCg=s=QE9nFKfiD7x= zCV%31TNE<CWUGu%9id~P1@+y7>a<!H@B~?zd@)DmIGzqiXMS=Y2ssS$U0d${;K%+8 zb^GYBN{(j6QJ*KV6b6mb+@cDqT(iKQ>4--^y%JfjiR153$l^un5GDmw92ZGJ%wLZa zAm6DT<4t&0C9CEk9OsE-8fQW~M6MW*e}5qGeIV=n0qEr+^PT}Y(-j`y_1zs3s~--{ zM%1muC8K0KWt##S4M6GCk@MSI52caOBw(Xv+zRJq57x-pUZ`knx*fNF_e6fE$$RYE zS;Nmb-~pTT!yi;%H3J~&mSKQ1+G?@yjv1khn9;D1zum$;!FGj`TV%^<9cM~X-+x(- zNdGy{ASW0H<uk#SO<Sq+@FKLXYV1!WMU2RBvMz_VsRwoixDWdfFbMsC@&yU906ob8 z3AlELl9%G08PB@EHWA~~0aRW&Y%}Zu1%y%?)V5J*2Nf$OB!iNmO9zm}!Qwr9z3X=; z#I5k6tj5B^9!NdVBl;Ls4Z5WS9e=AdGQc=d6%YrU4<0A<*Kn|ZBqsUZ(i(Js*O1!7 z3K<Ki6F@|xO!U6{^VC?MWeZjOtqG;KP({kPK!t%_%iI3605FDsD_7pIn~+*2fY;qw zc|){40?cd{ba&e~ErZOeM~C&H<GK3PoOgZOQVWLOCi?S)YP0XYL89sCw|~Ekt`9KX z7E<~970PTOm5^2*ZP&BA&T<rq5&T!!IlgC3k7UlMWx4fK2j^A5dj;I|=D)6QbOJuq zH5Bwz-XKUv=afcbYYr77di;HdRz6Qjkf9zNE-Spyprjvg1<?p@Q&0XTg}Q{Ch4KlM zK#9XtV+$CK0}LsMi3Kkj+<%Hw*^$2u#r~-#hEG+`$OWFx(%F_Hok5hC)KJ8v#wSJ+ zsZ)|>iEyMO`}oj;`subgslgV7$}Sl@k2<<YV&VK-CuvIa5|s-10xBF|sHBMgew_<z z5ETkV+ft9xn)Ulr?MAZORw^_JP-CeHzofw7p`>=>$=Z2rzH5k(3V-2|1xgY`yq!H| zC_mKYNDeM^wL*&{b>jnQ#|<<L2q9E{$<g;CAv!B!V0LE#?Y_X3c6>xenH@~whe`yg zD^$}9z-ZY)x6H*JKPe-D=(HXgC^UCeb{<-YGtdIq6EOK93;>A54}3MP{QU~G8Ef9w z`w|0b|7`lxa1Hu$8z1J>$p+6kEx>I9LsoEr0wV)A3K;a^x&W9}k;4ZE{<DLttN|Pi z{@emFDyq_O>?ii?IddWl1*S}fy??4F4o{|&ORXv&OuT_ISbcGI<2C%xb1~;6PR%^u z@yzxN;ClJo_L7&gm8~iP1X{DchLgjtkAJt2;W%F|z|l;_S`}d*^jg!x`9e4|`9dlY zp)X|X+@;XSuXGf+Tuw^@U+UycJeH&1P!Cg6+am{Gw&DG)6RmK*a%VYUQ^-2lj4;WT zGmwA@6-T=%Nny!YNutB4of=x;<BSn(%^9bB)<*(Ku{({U(`fFl$Y`<xHjG_FPk#bw zi<Wa<88Bx%u7hOgI@h~tzMb4cDu2JiT)d0Sd|HV#HqyM{3cU?4BssS%eFab(@AG#l zr4%m?#oFTTZf$Wd?(Xg`M~gc&xVyW%OY!0s+}+*&_x-(ZW-^&fX6}-Gc0aOr&jxjQ zB3;rZ?N(gEOlLHspgJYFWgzYm5tTAJC(F+rN5JFT2^^&2O}!ruTD?8Y@?qFsx>JKr z&ZAYt$*9y`x)r$7eYv1Q_;&x(vY_V;52jutAk^GPHt3ZjAs<3-wHHMm?)6NLxJ^>j z`ws_I>RYF=MY@#(dVX%;AVwl0>lx<qo1RniwJZ6AsDb-DhVQ75iozqCH<c3VMR+LB zoAkRe3TK!kL7yr-Q{olqTcJvCDo;GP4JkKg{4Y3Z!WTcS2nY<a?#u%$LA^MI*R>H# zKpK4AokJf5C&QdAj-Py@x#pYYy#fh>w|AqNGTJw}os@H}lnFKG_TG|-O}`4*3h1pg zf*0@x6A&+z18|21MpT;_fZT+an_G`G70CIsoyiW8)F!1yC&6+@SC6%|cR;wU?|MUV zg78kgpn|@HpuUEw$$WYjY(OwKC!S_JpvzR(x*R)$d8C@?<QEr*!K#W+Hae(oh7h(3 zlhJmZ!vUXw7`2VULFwR<`fSx%`EuPGfh*rXOIN>0T18}(+uuOmK*yEzYq}4o`py&6 zL@GTME3vG2C%i|9bvBmz2X35O#XXxC+#x8JENCt4hrPX;yJ<I>JgTZTC?i6F!mW*J z>wSIr8y8_dwY@!W)v4?K%~9SVb!!ft_wWQ*JAY0;BW7?Rm=v-oocrZ1rXs~Fz<pY~ zJzZ%#EK{!$*|u4o);Cz9b3b!hoytt^W>GW6=HtKY+r2|s#`(O3-)}znWm>1W#oKXk zJFw<{#Gy-eL0+?PSMgh-RJq6ouv#D7or#*)?r8E^+xs6YHM};Rxq_@zY0YAR19%;u ztE{MG{*riNURfMLD3<E2B$l|W@)|j}xb`8Mszd%%YQ1!t=YzM5#q;}5@0~uHSI_uh z(ACYoI*L9$$-^vmPO#>4ZhOODOdZuHbt+knYARLf5!|gJr*NZCscYe;0A+XYH)&dX zNucND0wmdTVWna9^bqDYr)ON~D*{}45O2t9k!!59{-4i-|GbUglmz6R6j_W*ykp>K zewqHz6DLuXyq*v)z<!bNC8FN`Pi7X<3&Uch$$h!et;|R2q)?R}uiKbwB&?%zR?@4f zc^TdfRj#q~O)KVgd*u9~Dj;Dm(NuBAzS1qGSc*6`ef%>VC3hP}r?{x&>#7P%28QAu z9AUB9suFepUETHfl(D>&v9A{As1!*a8MbDJ?_fV!@bLN^Y?of#*_tr^mKw(VoT#6R zJEE=84$HbIW#YYd)8a7oY*pzTbAZw?_u~z!>d9kCR&N>K&p*>@#F0Swy`pUH8Ai!u zXFy&n-FQI2?}Y$tTx~TtCa##TTBENE0i(M6-3LGiQp!70@kg0C@`mY&uQQn+jm42V zIaJW!std|Iqx!O$8G676D6l)yK;?{Gbv5&?>Z_s!Q^ZH(r|DukL-SfBeU65NYA$Ps z3P^k&(l52-xxHLMp_oAEyVHlXPxeLHGMolq^%F~Mx{_VvjAYdK?Gjey#p<Gl*@ew` zeso<!Mlq4zbD)o`){0L_vFsK|;dDBGMU!*MGsXhQ>K}BZxN%kJvvNgd?u*4IB99=P z@Wi6hQ5m>uelP`RkMwmfqEa!*i{HKg3162t1h@Y9hK?rq8?OV4j@#8$#*s9bE^G?S zj>xeb@VDB3pC(9R)1N<(sg^{2%38;lem5E%;qc6NyH$EKAd~UsJ_T#PkI~xe!RRRN z`I?Q6<n4TH&V+Z@VYKC@K$LoCaDRo?>FJ?8Vn;i5Hi^7fA=5XMlO+OTq=1KkTU46Q z8`cBq1H~;v18v-l-Xa4e@OFtqx3e4{M~*de`&jQ8U?#}S*vh)p{(c>Uao4yeNbbMQ z=y<^W-55{_ajv6*;reen3*>JdGc1Y|1oBk(3BY@9Z*@PvzHQRjGEWb&vUhA)qsIK% zhvU_iq>VSGKry;u(&CoVYH{PNTkooxO5RtzikniB_m9T?S-*k$AiE;DS*jvlp?b@B zBF?hZ+T!V$MAAzw0Wg)Gj<Y<KG@69!qafFu7B8W&Yk6O_q0+vLu|1xcVZ{Z<3c+=F z0Iru)jhz)8yWxyZ$pn7GId$qO)g!&bn}I~v5!A3z3Jmf8$W8AzOi;8Rf`;Tm$a`#; zukQXGFKKH!D|=_8r%n9nH|F}v`E*2PaATyBD~j&A_*_iGkwUrVyFRErwINh<i$=H5 z6`ow)+O9$Ko~=TPP6wNvgU+QTi}kEH8#rmHw{M%ho5fyQen0E4-O^6~a1mOvmCjRs zd#t88<7%uqTk@yhYR8U33!ig?P{x;pBR6EdD2}itUR!mRKSo46rPIJY{-4ww?sc=- z++BTnv$Cc&E#;u<SE&_U`?OfK2J6}F{y~o54a?F(zfS{R=Dt=UavA1Dq(iXNaX>ky zRjh^bb&rv+m-6u~0^1q#Wggn}?OcBGqq;Cs!dOJ>XNmA2qha63A9|}hH**f#g_&qd zKi#XT!|MA7HtH8{?}9G_;6LlFsx+wnCih&7|9Qa4`J{4fv+8OisS7X~abYG0{8grD z3O2pqJhF2*_+zeiAz!dmpx3TL{0#6BJT2pNa7X-r=&)Ze(xO+4X6ntwA6jh3sW(n@ zTYcE=j%e<Ek6r!UPjq8Cfyz=J?UpyS2Vv2E&%_DG72x^aa_;#lKAOaP3W2+35YSHI z%c}51SttI+9ECA~bGzLMR6If1Y+I_mPZzOZUysFaR&U{sdRr)Ih~iyzX91?!s#5g| z*P(g<F@S3C#zC>vr>8k#G)NtapgJ7Uo~dy`w-q^}I7W7J&AUqNnXcrmYID-+vo;vT zj&l-PU!n3SGoeEruNAc`6f%=br*+Ev<emG;wbJ|BO44A2L5<Q9UHT|iP0xOqRzdeg zBV;!spS4>Kkz$xgaSuz#1hBc;PTK!VCs&36nL_u7fg#OxCaPAdwE8j?Zt6DQ^<z80 zTng;863V~u<l_z%xD-rb%dPolU$oROq%W}2)D-=d;k%0D3D#R#93K8tfS50ViTnFg zwVqL&#m7H|X(pJlkRo;quJe$opN?kHdD2N)T@{$5o$HAaC?=B+ZorUBRrsPdQ&xQF zu+j(TO10`Hlc{#0Jmj}G!)U-gY6fC;=1KBszP-Wiy!Loa>WKWMnnsfZd0~4VR#7xf zep@irt{I6#3SQ@BW}LLx1<*&y^?~h=MsIayzR@pO+U+VjK1%^HjGViPUAz<wpLB;c zx19)DtAWwp2P`jTci?_v9#y7tj+4;`U_Qu_&Wle87_%;B(=DxMTxmB9V^?~4m!j4^ zaj}<TgUc}kEpw>3+wRkyI1cXpX(XFB7*Jn{D}v*7VU|WQ8t3o6_$#1-(w|4FX$U@f zY{Bnxzg!_*O!FmUzKjV+b$q@|o_D@X>WlEj3|5UkN;1g@X26aonb0A5u@=++XVJRL zpN|)WUtXNxJkzVH?0aqEFJe9efpB;!XGL&kc;l!j%fU$!?e{wbud(EUGWc9f9IzV> z(OizvZ<zP$<^x#F^S>2vwJiKYIJ<kJGn}*;DV1gs*Ow+cLEl03O)u7W8OK^{urs=n z;{KL;=v-+8atu(@XDX7ut(HXy;9<M7SHQ@d>|(pCE#p@BWaXK%%RG^~K-GnPEt=-J z_h54U(@BqAUSz@M9O0=pYB9dWSoK*xoqIixV+9(~?lJ$qfP(gWg}uJ4^o_Y{+27H? zIqe$v;uLFVD)oetjUufAN2|#_Dd@b^NjU->SJ1DtffyjB#mny-QjG0}*(V-aP7)&5 z7a&*GujerPJZBuyLD+$*y~{qdsGcEBdlh{l=H;t>dPGBhM&*W$ZpHgX$>{WR?5L}j z(;?QUKN`O`sxqQ<A22$q#|Ic6x9_&)q6Fp8$KDi-{Q3xa9|I$0MmC#*@MFt7exK3i zS<tqm(lHls?RDclZyU+5*Zuu;%5a1Y_s4<-U+U<(QtIC`_Pex=_M{xvp6^YAjQb;e zXPb3BZ}c!9+v|dMPAd2;&|v@#@|2zS19+}x>tUPSv#(b=WcTBw_4H9srh7HiJQ^$c zjr5$mP&3mbUsaM(Yl;?G1`WhLV`09=0ov*<_#b+JojlFL38%M+Y^`u_1KC<zF}#Yh zQZ>Cr!S>D>ed^nWqXj$8BPAx2I<}&r_ZLdrCdVd!JdJRDE_0zL#j`{cYJ9$b_$Yr~ z7&Z|<<M*9^i~VW3&-OClZ}5x1GizDFH^Mvy9!QxV$n;Tjk#sZ?OYZTKp!WzZ>^>(Y zqdJxZGE)R0zNshD7jW1UxK&@N_J*>x`Srg1p8JUxXm{a7<L?+jr9Lr=k!<$|dLfmf z9hgF7r0W+ELFqhGcC(C^`s3H^V7>Xko|3K-*8FdjF!5e&E&`v1y{)C?@^>g_Fq&Rr z%dXa&PW_Jup*?SiaBvRasJW~<5SVMudfNx91M72zuo&o)+R;BAKL<?Fi`*{pX#^Z@ ztBi=4E;=Y)iGLRT6bV;9a^Vtu%<TV-v&K;ChKoi2xHr{bGJrxpzUZ^-Ma4VPs1F$X zI`OUckoyE$bBrH<d~R4p*;WzO9${{RnqNy*jge|A9t+$RGk)#lSeJL!tEL)+bE?LZ zqX0kV#eBJf$H3ie_T-;2mfr+U(L{c`@UBFpVrsP14p^=Gc~)HXy|f+=TKVnIm&RW+ zW5Vv&H8q6gRb6kcae1TnyKQYnewE>W#VbqF<R|sowR&$Vc3+N0jD>|^<N!x7Ffh6{ znlXdLjfv=0nI^VCg!<|);-eeZg%cFSSs4!$=O=U!Zv5y@J6t+$chPj+d&c?od;N%Q zt>u6(Jt<+$?qre+i_gZ1D9W&_WNZUR%bQL1#LE_+({ne6MICR``S4o+3|b*%9fl01 z7W1PCYE3r6f)#3wQo4oRp|>ioV4&k1LINg*K15ZJlw&&ru1mf=q0f6cGwSr9)$|mg zLGKItvxI^4<o4H)`F*^$$VW97<tXJ>-!Ab&ze`gQ6p@cd0l1aRogXthR|qfsEw^U1 zzRKY#DNp`J%}k^zdSbT9WqLWRE8y()DSh<DPR{H!<#H>ps-mQL65yeqt?h_`sfTxI z5W~mGWT;mbV-#`_=^!y8)*+V6q-2Hxbh<qA+)V%Jze;1fOIPTPLKpEDkR^RXOsTz4 zGOSboUFMdZq|`5XK8f_wj4Q)xmRPU1*{T9keb!C1%glk5;o{8)s4`lr3xb`#w`giY z(HJBPzxocd87rZt3f~ag%F__9DYpoV{Vg{+GHM3h-V>9;(RG!V*(^=`{^yenXfHrM z1RVI-3DV%o(Jk4qDbIR#I6q0*5q|T;qpBBSJJXNAP%ooi7emYPdgZ&bm)$Mrcw~=2 zmbAce?`FS99sPplC(l|9ZUc-gPjPH)*0)5i$<@meW`~8dR(I0NUAFnVLh~Sm(W6I^ zjZKEeJEG`o=5zTI)zdnY<cjJLsj%Wx$F5v4p_cF>B%+fDU=r+>z>4Ql_B3+lZZU>( zmcO};h}xSmqA=h<&JV5KCR$jeQ|HH`cY`z5d}daQ6*}k_a+cFguJz93Q+k&qYqDN8 z@yDIPgo@g{6yD!UmE>SNE$|z8Dv}W=mb{Koi0xF7RXI1eR%-ATadY`EMdARom5{xE zZfBxi=f4;Zw7(^I{fzF!{u<!~9}JsMV(xXZm)S-4C*W|WDfLj<X(=Dyzkpy8iO(lW zi=j*I;wC{Vzr=G|A?s(Oo_)vZ>u11UluAn_-qVftswL|-CiwS<+e9Ccv@?H0KdT%_ zU>6lYh5KC)Gh+I3LfnN0cU=w=)A3p5ofHJ(M@1|e_G1mlNBS+|`*(lZ$8*-3qUIFU zPCrimUXO>msoZq~X?LYEC~jY*Vyd-LBLk_c7rU`9xU?wr6A4RQv9tKUHNqOk)75bV zMV%`pPf?-VVYs|o=>z0Ke8nB}QpvXHQfNN_c3&f4__2QpO&SgCp@+?xZ5Ip;BU~km z7E=gN@=N%MW=K`%*O-^KeSH7-`5e5_+d=_Znl8vo615}kH#8Ac17d&n_Go(w*^s`| z#-u2ju>`-M$c`R5E&vL-h*;Ls`<1~tZZ$hOpFcF*Uu@YRVkry!@=IIg*id7xB)y3M zlKtd1(z`y~QdVP&72`$U<*=iw&%xoNsPeckc1a-jFFC;1_thUwjQlX%l0KnMwL#p$ zi16{5D>6Od0f*KVF=DdvbR16KYnuv~&!ugpVVztJ8(jP$AN$90gWugr&txfjW-pFF zz#87=-b8OxBEznR*drnEUNzlvOqg{YXc9=_i7!Z+uHt5mv)O-IiLq<gHbaLP)(YsS z_sS+VL^5<1b>}OD`oaAft<)8Hugp`aOU~tL)X^+<>WsAcli5y8lIH51_?B(a`~>b4 z@7pGNrAuCH@*znI+WZ>IZ{qT!n11MQg{7Yf%~!a{nO}TXybDAcdfKq=Hml!r0yPHy z69(=!JO3nhEAy`W=Z+N|T?9%g%TO}kQ8AqDW-XNRf8Ewet@7k4WJJEbSDn~xCkUWb z;!BF?`Nz=fEYNHyLvuZ$(5c0dS=KJX2An>xNOO~XN8t7)W;(V|(~UmePzg@AZ(}$h zCeX8pJp5j}z_CoX%AQO-zWZ792e1%3d_?**0hi?OEP%nKDe%GXE-1#&(B?055XJyK z-FGbXP(%xP7o~5qW%64siOk}g>y6!0|JGr+9r2`9U)sf5KS><!Y@G9MW**VM4}-QP zIV8@s&b!vyr0+U9%)_~T{qd25#5X$@f!LBVJ#)CZj3cIhn{wHq6-@|#Q3L?kG#Z>c zKXU65ZFisvbsG)cJQs2x9aMJ^J@;j87xE%eMkMCybm228^7_Yq3?D`3gAwDU9P#?b z_x>9(@!Np)+#mB>JNkbe=bPxR&n@1tpAMbTq=suNx;u&fWj4*GKOL&?%MpoWQvP1o z(HXdRe*Ok|?90za$*wzOCD}&6>b)qF9hUQ3dk4`mMm(49w}Se2*EQQO;Y!eRY_<09 z``I{Yni$(OXWuKikSaBAMG4PI-LvhmD9846LOew~aow1&HenMbiCVL{u8`4waSJ0; zf0<7$vHJZB7l^Kc*@+u;HJn##x{DL?3iOl>{r%nI>sl$BcCNg=)=#2701iG@3EiTI zkht}B>nE0`-|A-!R9i+<7`v{acb-0MYA6$W5)*540(7HVYKuk7Jpnw&*Jo){$S~ck zP(2hINH$x$&-H<_<NbjU@^j}`6DEi$UBDDE?lVccnB5yFHzk}rKl0(vDpfKDdTQyh zUx<PesE3`xEdkpuYC@VYz+DXk5-8owQ`H8pv*`D*D>`XObkBR%gwOg8SFp8@(z;g6 z%6{+f{th5Scx+obPq!wBI-XoE5>t5a-;RTAeR{a{wr9$?-))lps^&6A`M1jvldu=V z2gUvBl@;c;@tx5+>!b0J#DGrb*t?zUVJgaYvtP&Wk?X9L<r)(*fpl#X0WYBxH$=qm z^b$F&yM{Xhcxqg7zwU(pNg^Ab>(Px(jRf0OazYZ=V%bg>l|;V{F8gPF%CeD5$v@0z zM5Lk>95cqIbW~@|wbOYoGs^bC<sr-!LO8mcx0e2g$Vb9O*n)8Lw+d;y$Crg`gO%6& z6q<`9PUWovs1mxz1|a)KmVOtV;67KYC^&!t<_xPnZ&!R4LEw-(={%$KYyN_l!O+11 zUHgZ-s5f~ncCa+#S^IP|JrYkdteMkDrAiaV73M0%uR^6;>-^>5dtCLRaoEza8d$mL z4awKU#7m4u@_<MD6n@5KKs5f*6gux0z==Yca@S*;W2Wu{P>1(twCJ!#{7YYPef9U+ zXC%{A6t9pW$IQTJO5wTigBT+YjXV6~9m9}qLZm7hTOO`?3p1Bv=?)oOI?+gn+fdt| zQB7=lZo2J}(EGN)2I~_rB>+WcQID3g6&+ql+4;!{4G9!$#ze7hwREVo$&y8mnX(Et zdv_neWS*$0dv(wHi8bY4;sSL@pkcb)u!c!Gfbvh9$W{K#E)*NR;KSdI%gIb+#y8EB zPQhL^_&(xyL|r4$R5-D=x0lF7)yh1D;V<vr6LBS+D17}<zj`I4Af<?+{Q=E@@?Nj8 z0pjx)NAM4{@HD&5&ki+8S<uM8=Rk!VW$HMzz9bzITI19%s2YSv7KXlx`E<?{`a6R5 zVp?Odsmk#FVW;o)Z6^0NWrF@X3?^jfFD?x8e+?_3PfHWB#8K^YTk&sceY(mFim>QO zY%n0pZEWf|tH_NeQ6EZbFA9z8RsVBg3_SZZM!)5XWeeBlW=A9YlKIQ#3S~LsOIQn> z`qP>J-R|%q<@m~$K}<oDfrY(y%V+cQb4>MraOCR64$Xh5BoM}N=34qH2Cws5HCW33 ztbWi3WR{wuPNuNQC9DOECgVoSosVZ$_;p_oe>y22cldjj9^_LmJ$iK9e0w;5#wvNJ zgs;?uZBcU$GB{jZsy0(0xYb#G%F%M3!B!j`pryeSbka_~J|1>%jeKpHM9$>!^|*e# zj)EmhZ_Dy$FiJK}%6ofF_K%00CXBjMT;LM{fF7OikMeFBDQ=hAcoBvEJA<r~f|Vky zL1Lgoa;Vkxy=wgHi3i+Aa+w9Zg8~`jLj5<VL-|l2`_tR)_IVZSh2(Ll{7h{{Nj>ci z?W^)?^RAG_qkV%+o1^xdEDNY*EqVU>CN}1`!=Ls0GYVVKi$P>Wu@B6WWAb=(pU$X) z0T{gS9UH4E9o4`ox(aa&yZqcpGHqjV1D_hLU%Q8@6*~9C+wJ^pc_hu$Jaaq}gj2@K zr?!VCy8;5r%l+4`gyH$xZ43>s&g8}$@X)x&YHH+;p>*BdpVYmv@*cm?sL_gIjj0Q4 z_PiBW6J+2;^}k9X()#`&U#eDXp`Z;l0~VAYEmW-<+IL~Brkn!u2n0@39JKM*b3)Lq z5y{Lirk_p7mJsqql*j@Z!TGd3j6)^pS4&!hTSz#Lx@>*r?_xClrfWFEgBsoV{1u`h zeBIle-MIvByQzLgTCxh~Cr|caIKUNaRZPUlzQK9Z@Zq8L4GxV|x*z~vqM+Uj2VjJW zf9;xbI#5%|#2Ks`g;yh45!*L)rMcy*1}wjghsK_`o0Sz~LT!nBsOx2iMuQB+TT4qc zb7*WwZN94>@y_v?$+xJ}P%rJyQ`+%1E?rZh)c7#C+%8R?R7wlDN4IQ*d8%6<G#^u5 zl@#8T2yNoj(<jp=3%%v*bv7?30ZR4FOhdklBZ}S=I@6JJ_%>z9)-f+n!82BsO^oaZ zufzMjQ6j<$?L#~k1(FNq-o;_lczGIs>^_P6RXOwqh1B>n#_B{ErT-vo%ekD?I=Hv9 zy}nMqIb$cOI`~a^s8neD`>}5n`#%t3BuAI;qD;0`4hfF?QJ7_s7_rr2*8paJ*2&>i zw?T0axeB=hHbZ8+g851YyuPnnHYMZ#+KWy&;)%`$kZ|)Ql8pf@To)MJct6X$;4FeZ z1RQt8Wp~)VEQh0<MH@70c+rD|6>FN;omk&ZJafK`u{z$W{;(NRxAz<TVJY3%EHsSv zibl~~a>^7?wcw=BI<@sA&%kf}pY2Cq1hnfMG7ht8OAQQG+{$@^KGdC<HEB1XPFSGz zy!$P@gST1IU&wtJB+1xf)@~W<45vNcJiZcHvl8r1<@|2+P$3D*!_O0B@nt8xxaI+= zBGu3Po4_C57xfulx6$X{p2q&TIb0T|2-1$Z(`lCBJDO_e>F?h;LCAo!v5Bw$gr_cN zM=C<E0_nn<JKBAI_(kC8VdV80)OlW1P*PJ0o7~KSlLX0<9;3gW5@fV3pZDEfLtguI z(c0kK*eVlX&VqvQd3l3Q)7>GSvBb%C;}RWO@{)2@82jqxdV{`6@n}#-RuVIzIHwd( zBTo9(qBZoEtfmGmK0SbwP19uxI<{Nz<!fqCCvNP}C}vHztBjbm!;)v+_TNMH)avkY zQr~gMJGJhf45M7JD%n@$!QK$*xHm%P2w1IzUJY#}1kv4UTXa%|3q*MklGcdYt?^n- z=fj6YxK?JQYTlqgZEH^4<yqr!bg!|1k#|fNys(TeO9IZrHc~*;gzGKWm(r5)lf$?! z6O1HN+geoi6zmUbp9hR=Z*PN6?!|qp|ApJdEBv|LxODISR~Q>ydV1FF{8u!ccFH@5 zk@z?ANM!eSdHPJVLWi`@S+7aB{^o@5f~T+@x8CY+Afd5ad=8%aSMzL2EZgdS2wB|x zKf?X1X*!Wg2ljdagDR|Kl0k#-FM*DzZpLqle`M-0{mmvhdw$nD(i-tuN0**m@VDu7 zrNM^WyGI0#&ATx*;rIkh#qYqz;};p9WM6T08m^4D_|%Q$*zQAd8g!RRKTmbMe#<G! zj*Kf6FMMk&dLFeGjwz^52(MRV%=Y;sZAUHVOwsQpD|_zF2-xPxD5<F530S=Sun#<C zgphaINmkyF#KbCIw2w#>$1zRIkzXpk9%i*r-OST=_iqI!82m-2GyeK98wL%sBt$OZ zj>G6DAb2SAk1YYVZS|z2oTh%JW4Nfy&nWtP&y%M?6~>V7Lf?>HRn91+$lr_JPp1R@ zd%l)syosNfJ;2LN^tAf{^$X?+hYJJ+Z&G3fduNaM`$OP}r$fyJAv_GWr^C^GK+WNV zNpdu75PA=e<o<a33fCg5YdRF~^!^|3TgAo7pgh)0j^FHgI@xfYBzkPbjyK^(gjkrr zLq(<cd7MZuvWt=Cz9zB)=w_*%e*Z}JCKflPd5taKX9Ety$bZ(jcKxD&j5U99r{IZx zvOKMUr%qz=Q-tfHv7&K6S{l*)=fdVyJR!koumk>+?kDD_E_n2{Ew8)v<=X-%w+l$O z@1Mo^MorB!JBV7j*_|R#`N>G=W`a}&<@EYK{3Gd|A~d5^lkXfKA~rwYavRRxk452u ze<nmB0Z!=EE(<w21f}>Tl`Q;XVXk{s_iSA>09S}h9Id^QuAd4;LG6XRVeT2jB_6^3 zQz}tJ)qQPI{WcaSQ<4I|+L<>$p`F&qo8m~*!L*R^^{q#{-CWt3iG}nX%wWKWERO&C zQy+i1_O02nU9J&Fsi$_vsuAH0HPM7f#6AW(kY;T6QpqZ2eQ6!5@OPc-fr2r=@hvZE zNO1FQDte8<U;GG!IvG2;coQ-`X724TAQWupPF3{OL|-QrwAy`CON{<jd6R${#?!oh z5fh(+ftrMKj$>k~&0i@lyT^H+eur>M&AZR<-RI;Vu1(6aUAnzqG?*Tp?|Z(v;#t%K zhz7Z2U=mxacG$rnC0X8~&Z=NoU{xRxr)zNu(=}v&c3?z2rFdpfn+Ss5b?!re;Aqk% zl++(TUe;M#Q|r&r#?G89nqxLoN(AMLqJwp7)2SWbK0zYFb9^#6<c6WtVU(0~D-se1 z6xTr^yN{@^D70N_4#c<;iq_beKeKEAErA}Ucu$glM08u`#YIZtS6Jkx*l`5RkK!H= zu?0IB7ov;mKD_8e^hwfTg*=0hoJ!7NCIn5hf4PFTti|Jf?OE$gh9r+Bp}P$AM6HV% zRFR)=!X68de8MifPTxETpYcXYv8EMhJt&QSgrA#qOFi2ZxtPmuE`hEil+Ba_jh93t z99F|iW0M2*jlG|A0?p`Fv}F+(m$Mcg$?_Z!DA*22ORJlg-gOqYAvwdAdY&21*-XW5 zR~<41M7SbBVr2r4hGG3#QD$!@wiA{NuI0j&>D<+U`tL`x-VbC<E69;2qYNL$`%9;z z;Zb)Ud+JN#PeU0w^n*zNh7@JMeU<&D*59^f<@VHvqs03_L+5nK!L^3nNNE~wZ6Z{F z<E&Ka!chCTrJZq2;jT)TSa>68C^Oa@`p_ovl?2U7u-#`>&g{p-0D@nz;6v?x2-l61 zj@S>H+5>#P3<xO)oS}5*_c3ENCJOv%HP!2+;m3TPILnMseQ%yWeG@*w6~W!`*42}v zc6~{HGqtx(!^L1L6W}XnahV5Bse(7k2p!0*zboKp^mqRjUpsT+qgf`63W#zrcE?vq z<w@~KZ!j?s<@q_)4S$${&nRA=wLVN<W(i;<m`^tT9hCmSOk87KSHiQpng=JM;FR{I zop<(e1fzLHq!&l!N!lKG`>CFIQ5bH;|CC#4x3g0UpVWCMw@~VV+s<1VYuUIUr$tx) zXYXs+cl6kTa1=*Ym!jOTzdvW+8AXJ!4Oh2gR9bm4{hKk{-id{>2b4|qCeRKK_IOBp zg|Mbra7=N{Oz=5AZ9wpt+}wBwzUw4#t!mDMJ7b&vaIJh>G*;sVu(h$}AwZ)Fw8~4g zn{53$^(WZM^9N%p3R}5rq#UyPbVRKZsPWxvZ$2b+&-aB^{$=v@ti7-wuBUCDq-jIu znNwzvoIB7-dttk&kNQ-m?N`Roec5jI*r=!LAC@pMC=m47A#OnGflqrkJIb&2S~2H4 z)BW|j4XcJolWx};z;4<-YFD7ZuG6KugFa0aWru+YBYov2=A~Vp)8y$9M+Z@!@EB2H zk_{&tR+q+<?ZL~C7ybL8MxRGFU2nL;x~g6kRZEk2x2YyD&$5|5Y)sv9s)G8ajM}Bg z=Y#GUf^N~C7Ckm+T=(qprn~NNSrAHX*{#S_6Q||W*(IYYz-3FZ+U8Ogpc_NGG&{Je z^LlaP_j)|{R}cgL7j2nAZD|k2R|b|OmQ;gmoeoX?tU<Z*n<7shOZXq+(d$wcyd*`| z$u+TV8C}>42P?!0zw#$Gb0e*Jb&~_*%*V3v8H}{I?n|XQT-<)wZ;<)(NjC2dkZD(b z``!pAbe&g<1b8aZ{Yd+;p7FQ&ui%$M424KmLXkBC|JXxErp%=AF1;x+ZoH@dr+xT} zc3I8ay8QZP0Cg&Gij`tFKCMsrSW%zKS1=H+!@8NA35o3f4d=2cjLvnfU54P}pDTfY z8NsX?586mZMKP|p<}a0ETH!+?qD{4*&)l=bBe&1=je#|25q`jsQWs-%sbKl3HF`US z=#m4Wa`@O<Dypjf$m10@s%%v4W-9WG=?SG{VmG`}RxkRs_ClHzfvNk@rJFJEBT<>3 zW~8`X0(|8dDJDiY8709r88xMhB|$gA-V9AvY^8WtrTl%OoQDx=AMC7-ygBc;M`(@t z!-y^g=y}3;`r=heQ>e-wld)!yaD&?-{rRAfO-6iJ>&NfD)|J>tfxlbn#`@YUtQgq} zTHm>th8mfg90KP>(;rH#@0g0pJWOf(nJujQ|87k+HN!{t5j^62t;%o_zBU{pj?^>; z7w<iENfVcZwW^d`6YGb8v~IIpYydbxMmc^3FlSs2$m-JG_j5G83MtZ74DFAW{kO(d zH$BGY?`Jclsd^uRO?WcrEe)&dqwny*@P(%lb~4EiC8x;$o7koI=)G&_yKdw6QB3z6 zj5;%cqXMXIjhkM+<Lzv?q9^4>3gI-46SSp{0|n02$7=>EX&$vK{S5sur06>%aD$`s zfIwj1dwp5$<Li%vgyl}jh=<h+U2FG;$jBUC%A)7IJX<gHW24x0W0%FRRm|1eL@xGF zJJp9DFY;{vpn4Bl$6Bt*M`$f6?y44F!T$nq#3E`8Q(#w8{EmW9kQ68-Utlvu<#?9G z?0<NP=)X}(Miw<-b)=6pwGykMzSFJy9$3H%s;8Y3jr&a}sP3odb3OOf@dP0_e<r_N z<)v+)+X{U=N;4Kk)5r(8{)2BI``TZ1PHpB>9ua@kO{a3*!|e9-jjFjue92{fM-P(A zEE<Vr<EGEE(hnL=o7VC9^IphJ7L2$V<1GPQ3#o^k+)9EoIZhurH10~OWfq7ldI7@C zvs$!Sc+M{?uU9ucbsd5PP*R6BZ4Wqwn=UQu%t5=yz=+N!BsCdjk|$yBvHsTCjO8$X zkGs`n=DR8_jE&*DJYGMJd?-Ycb%5?9d$O21%;o3EPIBL@{_)96*61cO{js9t4-`&| zpjZt1dj_XZZ|U#2$5^ty46z{Kn*d2Vjl=<S7vC=i_Mh;35txm%Mw(Pp-O(!KEcI<p zjYQ%H7?DmwIrT(Wg%C=;v<5#<M)IP`s~C57oWW`fW$@M{dJ?SdukQZ!M|3n=`A+>L zqaHW?OD64d{EbIK{4l0OU88KwkkSW}NWZf&=bwGVJK?XeVtu~Y|8F*2P2i$?FB}UK z8#gN?tBw*lUUqLJR8A7KLy!>1`VfW)BW#3l_~EzJL8V{jZ>rBdZx}v&cnh1ohG$Gb zWEB18Eoli=CLPTqO$i<1*RROG>H77N!u`{PeSUoIxLxO)R#b5%Iyr7%Zg||eeD<Tf zI$mmMd1!SWd)zNRSf~*J2j>3&#{&iDirXeSAVzrpmo#b~>+2-jE!0u&i2UU&NN^sD z<-*~1*>&J7@^$gQkD~Z*)Q-q)8rR>a{K!r7+NRaLzewn?;{8jQn4sff4t~tFo9dYS za#d82?y<|e$_*aNwtm5+qT|Jbk#AkS#$?&^w5{WQ)HdC1Bcwm0Kgwm*`*z8u1sLU} zC1rd(su@@9c$jHuU1A;}tQlr#dAhCuh>ANN7cDD@>^flvh&`>QGG3lf0bS!bWdp{l zr;FhZ@X23YM(lOgH81tF%?Ox3O<e6y88X_R_u&%A{|R)Bov|Mvn!74^J$-%dz*f~_ z4s?Cud|4(PzyAeK9K8PA@%jjKL<oj<N3DA=7$>-!8gFe^_MnEXKgVN^%K2PC65pLR z?WTWuni3<l?`>$mE^E%Psp`Y2N>FoK4*-w)QXy79LmI`0;TiIH+R<Tu{W3&banyFZ zBKWk97Eu@z1Ba_+CtYI&-ew_mr#i;98BX%NCzj?zf9iAFvU(or>ITT=Iff8zF0F`% z*W&7WRh^^i-gV<n61Cs;G2(Eh126aTiWzsklq^wCS!mvS)_KDE<@Jje%=Ua>gkjwc zAe3^%>=sJPl)g*09nUPobdJy0b5TURH&;_~wg9h|>#{REiPzbHz)h71jyhTT@uU<Z zKe!bLj5v6@^D97dH`%gWhI6^LnktRmQiUzB3eF(OdfJ&)@Z~&e>aiN?FwDN)f(G36 z?4!P3>%J=MZ1sLv1zw+7qn^fG+iUPvm{o8!%(9&4v|Wc{scjcX%Gw_e3@t7uqI_ye zI4@c+#~#aF+YaeZaVi+<XZ+9vxN2=r0&sQauL|TRkN~>M&QZ=)!qe%wj+g73S16Gy z^gQGBJ|pAhsvtqjVeqPb;H|@2hffa*XK7_OVqap2{zo*mrg4)LYn;m$B*xZEhag%o zbt*QN@7Lf3)u0%>m(17P>;9OCWYjCrepe2RTWP`PPIv*PXj6wp^MbxK#<r`;W@;9b z8N8JVz}ovVW!366VAbdGc=dkFRp7cvu5Fk9RASumXNIem=W!kL0Ji35j<qz`74@cZ zQ37i$R;#JFKqq?23@?Y)@2?LPuNu&cVci!N*6z)MeVf-y!B@x%RLxZ;L!j+E=61m} z!zl>3PXGo5gRC2t>rcjIlG%z#8V(*;UtipSb=#)H7qFHHU0W`OXoKufNG!+H+@@t> za>SzAcakj)4i;=$ju&4YZ^59;ixJiJpz`+qrg^bxjc+tw>mU{~OLLy3zQF)%=15sp zTe)dG-SdRo2HKckPV1duM!y*mX?*kkHSw2MDCb!(8Q1I6B`ZEYJ_W?3ETWOw5a<uT z-$`M7uC-zje7zsvjQ4s?l%~MRNNJ5>pH(B>Id3#hGLCn@7^J)$KbR0BArkcQTCVj0 ztEI0uEs{HALBHD{AxiMYEoDi6lzmRxQFsK-k3FeoT!5ED{^(=-d4%l~xGZ;Dl!EwC zmD37R$~g3<sbGKEXD7+@lk+mbnZy=o+q4}&BnPHxSJR4kpHcR8q~^=<>dP^`48=|| zTeqPEhsAVZBf03y>dQ^T2;<9?;IpE|Ag7tQ&aXsiZdTJVEwA%FLspJsLc?QR-c+Z| zWw6-MJ;PU@Ph72E`oNT`YE8h49qdhaNq64~**@3tJa(RxpggV~1{ll>>_I4EKZ#}~ z@sPZg*<l3krJxu>W_~8zV62A0Kv96u<+@2aV3?nQ+G}KRk;Y|jAT2Eec>E6`Wk0#^ z=Oy$zK7!!1x`Xsz9?|xAu2DE%j&crMh7_P{yCa{D12327lDKMmza%?crerw#dWb#t zvI5oRfTWQ)RUQ0>UWMZQ4;{}pOW+Cn&&~%(blvAWUY}2yDf2Vh^9FN`Cqrq==kIp2 zS4~-9rIpN%zT#**P2@{Os+lv^{`+CBk9n$1R~(k6Jj{K!<~KF=CDi+*X_q*5P&$o= zJzef;NS625X(NR4q+!*^T(<S3`Ebb9^QdY7Ffdgh&X_!<nA$h2O$-kwgM^T8cwLS* zygVFo9-D%N_}XL)p%&1Wcs>Q8gNV~-UrKjKu%rTbKD2K*tmtUB8GSm`eQi$sW1#&| zAoyG~dTa-^A9w~AJY=BhcEuCkm<232g=urP%_=H-8z=}Ao8JwbHQINF89N98%jv|% zh~|?N>F{+m+LQLjlei4obiO9M^|B=C`>9k-+cx%{fX4H^oG2eDNXR4sGl9FB^iGiA zlRlpY-Er~@o5u77yxp9Zqs$`(W=rrC_&dv6PC`!%e}Zp|W>hrkPjm%ZZ$OR<*W_5T zs_C!uKB6)iOD%Hq95PyQ0Q@N-?vG2WAZC?_9m;d-oJ0XnhE*l_!GozzlM?phigNsQ z`*Np^n~@jLPp>u}Mq`-{VCss>^qoakaZ*9tkL%_p1?UlT8_&;r(4sU2K-g40X$5O} z;GxNNjNFJNV9@KXhh*&4fF;Qd-tdGLSA2-k=RC~7AMKyf7{GH_ie94})Mo^eYoJ># zEE-=Wc)E_)7bJ$pOfC-Ic*0{{<sESG??Ada1sRiG^3MCzb2U?XM=|3;3HqAphguw- zw4I>qGh3>@?P=3?J?l8mf7^p5SgIk`I>>k4i;1i4BwwpHK<GHqhpS6Sue{7p;<oln z?R#H0HK1}0W`t*Q`hQfD_(&n0_z~EP<W#KncU^He-CV!{52Xd&tr{RMkzQrK9@rEk zwd=<>eYzh9Ojua7C@`nY9`s6BP&w!I{P2E(h;|#)YcyHRXyY~RxdOTG+jBM8Vr;+L zh--7Ib&wa6=bC`m_PO7d@2Jx8zM2pV0$lur>CuLa4CK*oD^mN}tru$(e`fPX%_+3= z*Xu*Md0b&DhAA*L1>PIAl5VST&eAYrQOYD^NhN<_PWsCUDvCyXhzy7Msu7s(>C>it zRG~!{AP-G2vlE?-3p^f?gCz2FJ|I>E@`<3eWbA)m24o*RWlYCakaz&C{dxm$Y~U~} zh&cJVKghCbB2wUCucV^Axlt2qIWIxy6K8+wjN7z_K1<bCeo*8@@*EWY2X8w=Fv%mV z<9v=Q?z??R;e9Ken!|Oo8kR@%RdRyQPWSy{#O`Fo;0>63mjt%0%pBr;CfjPUH<+ZR zU}hc$H9CgZUYLM8kJvdhj+|*}$Bo#}ai~_nktS4CcVe{!+ZjIBCAtv=m}DU4sOWlM z+i&(O%U;X$@D|gF>eZ?;w*qH=B(<+G!kbupR1k@h;5ZeHqH1;=9k+G7mAD+Wsq(r~ z&PiPg%pBL#w%bTRDLG9It`C*_ra{PzrLUOr{S!M_H2{bK|4A|#^v@<YZrGG*P6{LT z=amy-?2#*pI~xM>?B`rnY-LAnn=j`LFLwii`J#;Zm5Ha>nsg^Pu8kl{Y`Pl4a>(`u z4EE}V6mjI&B+?RSPVhjIm<>gr%G}Q8J$pykJ0Va*Ue0#(bFs~U+{5}lL0PVKf49ND zE?Gb*@q3aqUq&rWq^ick1iR1Ml+v9wKQxsx(j_AUnZ(FaT8tV|tRI_eA<N*_KIX&H znz19!u@pB=p;-{cH!2vL_p;-}ctNP%6o4nR`_?2AEMj$!E*kL(TU#j4&yZ!39U`&f z^Y=>-mSCs}YvA@S$aA&fgcuNswn4s2U<6FklJaJnlNzwLlx<d>revmI%NsXBMb>*i zea>IgXG<FQK5?{v-T3oXWLC{EqOr~EOnU1#5<@Tni2u5<6^|4UoNU48eYr4_KDAIy zRKce+C#~7&MCq$f_J%KJg)qs|8fQ?DLx$-aw3yd&T>jI67t0&KRH^D1FxP%lci}C| zy&VgOqn7Cv1TIR=Q<|~)ye%j+3o?8>o<cTk2&`-6OPx<!PTP$WwClaB3;!d+2ntNg z9Va6PNvjMnU3qL-s)iztNvy5zn?&*iFGpDKBQR6=PZr$FR>45U#XlUDHRzoCGVhB` zpse?G!dtTJC;l1&emTYvxy*mD5j?J)8sf|sx(>WSbeoicgiH{K)NaRX;s|<N&!`$2 zHxAL1fT9+_3mz1X=w0Rj&BM^K?!#ol#?2m1SczWVdfV&EBii~Iap~aG0PrLRy$4N# z<o3;R{St#s#Zd)FIpvL2t@gR6(mSplkJ`rZA?cPQKq503_ha|nG){ktnn8+`Tu9`c zhGm&U%T?N`SAkbU;?Qt{tJFPMyxQ&KU@<FbT~#zDO5D@lPgd%JNMdLiTQE$u<mN2L zcP@O-9ZtYm?m$#y#8S0ITh0-G^FHo;b=t`1Du*PlV5~MKMF+mUx(6Q=F`HtkVnohL z0AF`3wW0zHPKc|iS(F?>>|m<rNmB%g?wHS|Vd)@*GQrjhr1#0bd*#Ew97$1LTckl? zyz1t32y&=yXsXU4`;11?x6wWsFqPI$O73TFn4uNOrhN+AHH_kSDJiQ5L4}jFcgXSO zem6>^WoH!YE%!GF_eL<O3&@g<{D8}cD(G_`qfZQ~Rk>DS#Gv?`G=+-pFkQ`v=j!81 z_bwXuR`lHj3MZ7wp8~RT7=lS@;&V>0dMEn8S5-7fS3hqcpE!X5LRQYiYkmk<x}1H3 zX@>Vr0<8G*z&WVI*kp9=`><saawd=xY{Sj@ZNd#W&zfyn7+cSN9Muj31);)Xge5I_ z;vgy%@h|B4p#%;YZFGQ4DKjF>tWN~W6i|sq&gh*_I5t0+@j*byy9Di%+ueGQZS#J9 z<I-*WZQBqcxF>SraUh$=!nC68CRBhSziET)itT7qfO)gmGU~BcSGq=_R%4%A%lmr9 z{t?uuN#(FVPv!uFPZ8Dxhx2Y*V1aPrK>m|#n??N*#=p$jlAIho=-RSJ!;6?^S0<=? z>Ho{%7r$<`-u~rJ70?uEiW`jct%{bDW;aJh&<*-)oHq}ZEc`kmH!wsE89V~5hyAW7 z|I2JcJ9dLAg9|PJN4=5Nq}kSttzfeB6Yl|eKLFTo*M>2+b2&@EvLz*QeZutzf$U5N z{E~(ik^ggreZATX-Xgo~(d*jxe>06C61DSgzhZ#bTOev_vtygUbTk?Ja2ElSLMhTO zPJksz_+uDdwRjb*wAih-$9`TKQ&OVutS<0OmHi((4iLF&Nh>e|*cnJ8iOhyw030qM zn2k?V6xCFrx~~s&@|MOdq5E_mPmN3e$!#=;-89#JI($V_Hg%DP#K7ktNc32KtUjE@ zq%Lsg3;3jbIJM`58*u%T%(MOb#V^|>%9N0h#qc`ar;z^$sQwZZbGWzR1A~du$-@T9 zgvtPjT4KCSr|pmZNU3aqxx#kzA4!|m^L{dV85xRniPBxeoWA!VA#`O*pn06T;LpJ& z{u`NXBgh1@42sAmJZ4eH-E@I~a+CLrvTDRqflNxio|x}oZ%b3ZAO%m|NT@fcV`*(d z6e2W1r&=<S4DSA90i)Z`2ZB-+5EiHAj^A&TYe}Ja#5x6D4zI%00ppaQVNq20JBuX= zw1E{RrPY$qyM=Kdj>|BRJnf+c=i<X`-2D$VUg<tOg(jf=pf`zdd$A?>b}+_(Upknp zUUV*1emid%B}tHof%KS|b2;Z5Cz}YavPu?$zDb9@or9B{IWk(@ARnlY_xt;A+a`>% zab^K?adq6Of5mh*u1nSpjm$Wn`@qzoZxD%(+wy8?2xIf3nvsfZv;=JrM3$$B?`TTw zY+FM-DDFR*wY?g_?haLZ;TU(CH{G@*nv`w^<>yS&NXF~at{Np{RWC-|0yq8K<!Vxj zS>ZWyuo26-*U)O?^FJXp5kEqRxqUSNlwQ5BPAKFZcBrJN0i76UTl+280-16G?qZ_6 za?gXE@O2;|UutD*u=uqXj2N1>{@l5;iGd()PnM0JIhe~L2sQ#zlBMYch6|2F<glEv zmUZnZe6IXp@mHLupn5VC>|@*7VnhF{(xETp-seNn8S+%t$<oMK{p;F*08W(^%l;^R zI~E;9oiLjpOOjd>`%52)UiB=sv)Zo94!k$Zr#=l{=y94hO?mrFw5)p4`SQMT&KlKW z8}_04ugA7POXE1GITMnH+-8hLprAG1=)aJ_88n*JavZ%-l)-eO3p|vj$j?noGwd$b z;{5C}*|-F@W)c<xfqi<eqspG-Wa*LRbDucfzyIYor@&b!Y+uB-p#f{rqm$lG3W$!| z{m-Xr)qz;mCVuZ|`P;nE|CEiP?K&Vm#b_f1Tc^MRp^ypH9P(>IqF{ZDI1Q8%D+YZo z4n%^I7NqZtl;?g|A>7rdf02V;M}{Oz&k<H2zwTcE1<b{lx(*4E3YM*MEJ+t$+Uba4 zFWaC26SR3_&SzM~4hiwFZElq&L03Wj8=i|<;WfHinK&||s;lig7($tj_bR(OJQX<z z{s>g&*3EOn>qHeUX5UNP2Pq27wk0nV>gZgxGo^OfZBxNV_4}M%HH?AR{)b9bc!hHg zA0$A!dBcq7t_JTWjJ{qi4@s)$v7f-!N{c~sPMtYvDD*bTG##JU#j3T?fLfC|$w_(w zU5rrP-3CF!5CII|zQwP&o-;(q0vLYqFKWo0tlF+RSWQOo{_13VNvya?Q#>R$I?@Ty zHe~ob?C&3!K-;fpH95VVS;8qWk4L;l0R=6ZN-LI$KIv30`|UW@NI>xUYO2aqypH1= zL}GVLwLLPIDXD)vSux173l2B;)f+6;_bjcnrpjQ;U|+acR9Hsrk*$8$xk5H@&gjpP zG6qt8K80dxDc0)?m>HU>Lu^zKd`=s!O<g(?wK(bgC;7f3&hk~Amk*yujV*z)I+bO4 z@}g`*dW|Oj6B62$#K_?u0h=N|S&bo;o!?HQg%?>-=3g{o2ItXoG4n%(c4#OdvMx4H zH@}>24Cqo=mzcD(55Nw?cSVS~R)!d+Mv~p8D|~eh-k(jQ_Ok#+w&w@Gs}r^pjQ<)a z`4zGc6GjJP+Q|am9>~KpDuCv(_Nj+z5=_|C>?GW-A$gKuc{Qkh(0yjrO|3yxlwxQy zI+`6C&-JQggT&Y*OB;cmsPHeh8)1wmAi-3<OXG32NTC34evoN7uGic)n2QL>vw}9A z|Hc?J`cy&i3Zhv3evng{aV5p&%56L6$?9DkLlI|qdCk6w`76N7k_!h3QQ>iE`cEDn z{h9;C8b~I&u<?t`Ne=PqCQ1KU!t=#?85tAbT?XaZpnbdT|Jn(C#VpI#A>{GFKF6t! zV?|i9&3J~f2Xn8?=3O-h#U=4U-kaO%lZxJ;=?8UPgyM^6;(sd31vf$r$b$qT{whtB zc8CMiW>nKPdBijA5ta)HBNB#XomKP8Vr_xPC80a=R!~5Uax9fP(C5TD-Ctc~32$#7 z{yd&C5|=jlxyvAuEh5wM@E=sXfq*JkA+q0`JV|={t#HjMUw@rLOhi1Z8f3vNCt_o4 zB3#ubgT+`9O6=F<;Q8>b^^L+lIs|_jXp)MdZ-BCR<n0wt%7^Xy9m%G)DBTBxmW_n5 zLc`GZzg9(liC@3PnV8^%{I-9B6PLlrovy9;gHbNu5kXXhv|Qa?`FL!i1?}!OIfNQ0 z)=9rEZ@XE{r+{dY>zHhZ<h2d_XP@JTCb-I!B44R7ZoP(krs3m2-@)SqwAxFg3aHYM z;KuwBsHP^VAtN0zGMK9ZJ5_yhs-W#si|P0D?j?}0+;_^j>#J=aeU0Ogq3|BVQ}mji z{tizRo8AvLP}Q3r!0cd1k+#qSn_+im)f`Z}9w$Ry3QWJ(1x|$~A7_f9D9hGTZ<Zu* zSewISu1e}Cdc?XAEFivY{(r1}1y~eo)W3>=N(m@PHz*;}Ah3XxGzdsHEGZxj0)s_| zN-j$%NGV;?T}z5fN=i4<4gUcP_1^n^-}C&R$E$aD=AC)ZIlt3qXWoHac4!M~P{>E# z*bM4Dl#^Rh^dQT|Y&M2gx{4G#pgA++eF|EPY6Y!vxWsl9YY6Cy)AGf6M%?WOqp+be zuAq#aKwmv}>G5%_wqeVLB2gLNKB<wdah$QNX4~wm+>Ax)C?z}8e@+;Ch2V_6tZb=~ zp2|cI<W-}Qyv1jWhJ4sp6-G)f*5CPH$euG`{@MGAnzbK~CFLW(lI1bdbc7Y?)#Y%+ zviR#EWSnrJM>1}M#-AFuR=}r-;W9NiG%uc!qmNy<Ux6v!Z%m9+B(3M9tgQ=9*Xlhm zb;0Q|{v=`+6mOOi`+&I+G*q=!&3dY=2WITRY|F#rjJi)p^5~WI!ZU<Q`@B@|Bvbt2 zY7GW!U4;i|rI|9_$Xe<R6QtBw0&1*och(8$l7oB-my0JG1R*_1g1l<kLdYpYzt*L! zz;(50j5Nj{v5?zxbEUF#hRefxhZVzjL&}626wgky-Hqc~(PT4=a*8}zQ!rq7SC(Gq zdairyi!hFMUK;BoFvryeoeas;R^^cgD*rt>`V4@v7x@S*fr5nyES<15FmBW2mru5P zt0#RsG5Zz_jI)fpQkB@Em?+GW#py#|f;l4*2ej@QIT+dPw5a=hC9Xt~+O2P}yg?h9 z=5C_PHklNv2z5SiV^0GHEXt@KT74=iUoGc&Nf)6`ZJp&_o957FY#2-MXq&SpAd%S{ zTtCDEOTgFz4eBE>?q>MJe7|=VzqMgpA{u)SH1dTOJC7QaKYif3nxR*3TnN_eSFc_~ z3tz`In2g%2F_s65K+TJ@q94Y1VK?;@=($jX)M$eZ`c<rvz+?1q)(@`^*<p7%-<hi^ zFG!)8vHRU4$x3=5o9ynZ>H1KMlmR(8kB|k6a<f<ckdb)Yn}M_Zos6a?(jze0K(I%G zyuj*YSZm0BgH3y!h}^!FZB~ob=$xF7b@F^>+2kaRcbze@5T`7<6oKiSsw@<&wm#4x z|5Ob=4E2Z}2sL*vpA|@39eV@s4V7ZbX%?TR&gr#a`~ZgamaYb@G#$ox?P}QQ<zTm` z1$6Cg7?7|^>I}Akn<ZwhQ!IG%U%<LgDZ3Xw4gu<`;4c5-0{3{Z-BiCCf@u00E!(*u z7OJX!D;q4UM#KgU-Dij0P)=5XesMT}jrk{bt^kW%UYwp%VwUvyGB1mc+WD8YD^`x{ zL!ifMbq=5RFWUy65C)`LuD?AFEZUy((91=uIFQm*8T;2Uau(~|ek`c-=?y!C-++CV zM5e_V4)NFp0Rk4%6t&l~4cVm_4Lz;CJP-sEG&uNp1eomj?2h>+YjC`u8t04hIsh~w zoV4_zkk{Il83l}cnd<~RyKA6xfw-;DtVX)s1v8asvgUaNXkQls7$3b|o#=B(OIr8S zeYoFxT!sSE5@*H{FwApY56{E-<d-1FT1YTIonzF<jhDF|i4fa7Za@_HjQPjbnz2vj zeAxVKNvQk@Okm-aN0*}k*~zQ*=U>V<ux9e<vBB~o{b2oC%Z1{&tg=0%<J6y&hT!yE zh>}-_tTxdEXl;URrpF7{=PH(=iu4?gb6rLDU7krI@)W|HyY{>4c`Mqth}h^u`!d{B z*3vcd?oCF>(X;RxIY#f$H`irP%8W#c=esvOTu3{vQ{^HC0jGfnLGMQ#s-@^@YOUFk z$#MbM39^wo+{Z11(i^K_GNUmH7B_EN%O;o9Tw=ns-Pn#mz-3$C9%oZ6Bn(bm<0E&| z2blI=bhuA(gzG7&$&=TtxhA28y3V}uF?<%u|NM{(c22%UYQ#DsSl$(^-A=^=hv2^{ zvnikIfh-(9gi1yGDp*Ek)Z0z&H2%~}#R68;CqLgH=-$aXD;Md?oT;SE2Ac^8uw-nv z-mK?*KySm&R^JFlSb^GuEFM$$AS85TJ9^rmQp(Wf)r1tw4y@VPh7Hw}b-S=W8h>J3 z0Xvrt%An?FsOPgJN(5=@KSuSI=3Ax5=g$PL4NoG`#t*^huMZ5CRV$_>EHqo-Y;;ah z;4_huSY_#ZgxG3Y)SQ<q5OuPhyo$*2ltkr(@PMm2lO^jxp`$ONTIb$p=|T|HI`tl4 zQo>}N7A4!70alMkK^PKOmgZS|vf_n4y5cFj1?G2iIr}l=?KuIydurTJenb=?o1SIJ zifgZJq^ww>xeB&Qa20N74mH=$7?Mb=k(3U;(d?7KiIy#?>I6aQ+0Hjzcimr5s_PMB zcP^r??{2TJ?`;q&0mr4mVcS|P&=yWi!EJP5M7?0n3+h_kVFqP|iq~;YygweHWzDzI zr3@A}wvt)x7~NW<0G`lKq+l^xiQO5r3sgR&>`n`PoMo^;%q#?Fa=UQ^*aA#WjhlKI zAqU-EpY6QEojLgmQAZI}62R_<7rYCm%E@sJYxC&vsC49(sK*pXyi{*d-$7d#e90mC z-sC<1*?iwVpSobW!s%*siWuUmhBQXUw4mNQVPGt0GzWmy7LB0V(jo_4IDH-%>u^F` zT!VNnhwf~Cs3Z%hQs1u|TLTvcN-^kAesI6r0LJ663ic^5g)0YJ21Ys_JCl)(0XpVM z;r=M?13WM@aigboPKRL1L<mr;iVW&*M))IIJ=e74jFJP0xczT?vN5v7nU-ztN9rfj z$N)z48QQ6gFxdsVvF>`&`Vs$F)skTCmHIlCX;9Y`_MYXxq&YT)B}ruo@+P`(dL87N zTxxQ9OTaijgny~1k2lAUnAH#8!{3r*^ED!nLa1WaT}|64uhW>ALpap$rXA=(10vq8 zBJ?#~8@>ihEP!pCpf6;3QnyKyR!D%0=<sV1=C@KpSdlBx8*HlqrAa82O!4h0Nb0eR z@lK!3S9n*94Hs{N=BUAPHO10Z{0oVBIg}lrLEh?iO`_U64p;*isTeBtuCo%vmtxf! zC!C1{GsURz%#yixQB8*Dq6J*-9Cl@xbHrA7*{~B4#9)4+R<Rn+lvzZr3*41`4i*4R zV;%kTprE5jxb^|`UQxc|FtA&}mUgN6K9~lrE3%0+3L1Tq#di>>T?V@!Ir6Eb1jAA4 zC5^QA%w0kebsT=yTi^^qaJiU({+z|y2$c6lU3+#POI-rB$9B}=2X|sS#<k`gsT{H~ z7GE-Rf!aQqI*(6;{M<m?9>tcGo2xC66g_^xfZ%2y4I1z;V(=1E`iq_fu-cPQ1QswO zmWldZ#)AU*1wiyt?DaMJXUQ@`KDizDeu&1zoxm1=O4($`fe|5Lx$(pJ8DXObF;gP+ zGzW(4j#6rTmi@-mps0-Yt-GL!2(e|@R7F@{dF5mQI~wrH0pf`a%bNSxWo+1pr)=LE zIB660&fUYdL~Fs+5Sw^=GT6jLF4^3$SCEz-$=R6)HcJw?kzs1>Zu1#xJ5G6^rc)M+ z@qztctFz}8;j;NgJVOr3I~Z6-&-K!tNQC-{;S+M`OcvMEyS22)kvjDm1oiUE(c@!u z=0_>`0UNHIuNHx^2<$JG(W~ecV3x5-LTD)0t9uuA%is>u=DvT%m6q*B3P5`WTZXu! zPKsVR@(zRdM`M2_2N3!^(X#pFB-TX+E9VX8cECzo_aTM?;eb{2sw!D@bn6071)0lW z(Zl*Iu+M)^u2SO$!KY5LUJtH!4pg%NRn3yXtz<U6NJA*8U1*xj!%thnvQwZr3$E_r zeX3HCaU;3i;k@}|i!fMoY^CCa9k;(CT<ga>gpT&Z8O=Ch{WjX2)MVs}#e+z&<@<6Z z@Z#4NJ%mnFD_A>=%`8x-O@6yc7(aWtBKbx<Mt_$vHKDGH!HUQEw4DdL8d9I7Gl5j@ zb9nV6G8L^?-Hy9%QF`)%8(n$_b855JV1)Q!|5aqa4XF{4O!CZj0?GpcI_`_D`R2&6 zUZ$3mzN>Y&*T6Xog~&(IV7Fs1#ZG)geNsX-8C_voSe${xnTewMD$`>sfmYeKY+!-X zF0iD8l}g$b98VdCfFV`o`X?Cxr-vb2l`*IxtC8&PaZ#y3#*qHRb&ain!!x_eU}pgA zs+#XyUUFIm5iXx0wObJw2F@O^>*|A9Chpiq!<wJ}Avpfh?=U7aVhA?T(McSKWXES7 z$S%Zy_rYLo)Y9fDLlV|Wl6!7{*>;|~(pw?`I&+(y(OGL?@`#1dYG?AeVVNWAFU8WJ z%k0AV3Y-*~w((qptKW!qUqyf|G^t7J70Q+D$u*CA<Y3>psNC+ht5s@Ij(f)2C?;gu zJ+KLX94U>%v>m`XZ_|5VkHFGOV1z-MIeDA{94TUB)pP1M2})t-k`ws6y)yn`*lk`S zR4N6)X@vUufzIRbA%=AiXU@p`0hury_K+`ESo6$#iQr3wmD}Q<A#x!yAz0)rn_5ns zpUmr7;t2=~LSf7Pd@~!pdLb`gP?WQAab{kF(@Wgp1b=v6`XCYU)`r<%gWY?J$TUW2 zYeR~RcsNIwrE;#BlNjUkwc#9mGq)uJfo>%rQG&~Jr__N%svB&?WL^DGS8<!8CIGcV zSi)w`dDzZivkqUu_|OonVh@dVGAc`?pJ966Q#1(%in66W@dpd0E6d5}C~)?`jx?3@ z6nJuAG5euTh1R=~2I#HLiEu}KCFaS(%qXVu{s!t>aR@MB=`Fe+Sj?}hKR$7d6`-O| z=M<6L!TfrgaV4EzKBnk6ch|ei4qN8}I-fOQvrP4j`3F3pKQtWDP1rXy8oJ7wx7x4B z)@O+Ns!(AZRT!*oW;TPll6LX_=WK@ik|<^FF}|tQxDo0B;3mr^hx2a1ARgi?`^Tkq zwai^63q{TL2}J1e+)wEeQ1U(vv2HZB1I`Q;+FgH1yZ}8e+FrYJ+~vp?3I&S~wqR~E z8M4<xj|}mfrl=i|460Rsnguq@k7u1o9!SW7E%*H970_7DHp;@->EeKKjq+OfgTnq~ zce|b`>U;6zS=A}?NXr4nH5F51j(nSstuPK7u(q<w;01u)=RI%&g70g~wZg)-wUGW* zZU8JXjZJbMbiEcu2*nf5t!4GEFAMZ3bGfK-0~sA;{rUUuhbr;=Bw+wmY@bN@axvI9 zY6VS#3`>E^Lz$Ao24c%}wrBQrf*a;3XnGHtj=N=`jrsyk7qlFWId06}!SbYr?{nDf z5CU553}`Vy+@G(zb&G?2^7WZcuu9#rJD)XjXjHhvZsgJdrrDEUVl%HCRO5Ks-YpdN zDYO`}sVDGk<R8ufv&_x*k{o=J6w~SI;}Ixuk_8Uh&D*BN;FL!<Z=jbu*m}|dr^N_0 zj9-pLT)nSOH9Q8IsvHHq_H!7_*#M|CTbe>epf``qdbq`no2C%bJDR_{{<*MOpnE!R z_K>7&6~lbTb+c>RYC26mtE0}UWS>#O0!uftt#+fB5grlWk+FfO6xkvC<YzeRi8ZVe z?-V!3w1GGp(>SIy7(sv3s&!Z&!I9kUFviBe#a>$0_Gpo7v#X&K#~+wM7w>xQ`2ul^ zh`!c13NzGzUDg}?fP3(o_=?iglmF*x`gs66J1WqZxC@8<_tWWV5-3!jQlFgu+jS0J zUkJthew|YX!0W6(wNQM90RFfyeIf;TTWX8HHgxdX*HcmK*9L!Fj5+~LeCh@9f?~=o z7Px%2s1JKa_j(r`!aSar5|a{X`E}4r(^H2mp)z!S&6XRMa+?D#U*^11*|+L6U-!NV zSbkoj_cY6xV<Ms(!?M$0wx_feJ3@<WEdAzyrca@lC%8x7RFNNd`$=FRxEn10KQ~`% zybdx!LJaFq_S71SeWUl!6#z)D0sBAD`+wyqC^CAQe-HpJc=eyV{wdz?VmVL+p5{qP zYkEgU9F478l?YwX@??iKWQa!hUWCkz5SMYmmm=@^=t3FHCikt}EU3+P2stqO<gv&# z;!E>pSIyG9^!ZtA6+|R`KJT-UHD#BzE~SL{1|obx0YCc_Q^))JlQ+lm2U!3j@n4zz z_W_W}yCS%!VEKcqxScrf{^3C2ze^GLPcasT%6=G@ckb~k%oNQqWQa!UT1KQ4MEA%h z$AU$Xm&jOR0UkJZ`K*V^Q&^C_lt+6rm>LqzS`hha4m)HSBcmCnLC|?<J}sxGWpSRY zrKY9v9Ct9=bMS3Cp@Hi<Q1er_eh_iOi@&J@i4YS?MHBy91&(=fJpm2&Q@Y>K3SI{U z#dm!^1z=xaVi0oQF#-I%{dd(i{&D2z0Z^9RpcemJ^8J8>(DfQ)u`bF#4}iNlwjE#< z0J(~U$H{GdFm5Tomvs?AdPvOQwc)%oiDQ7}bR=$aICinW6<CU&m{oWaR7Px-f>^vU zGebi)o7LOr=b)#f>8XA&nr)h6rTM5eHW!A!`Dj;!3%n=DfX>tQr{PIF;xtJ=H$H=Y z!V+q5Nnr0U8wT>3MpoiGD}g`A+C5Qq(8L+Dmp%Clz={82<S0Wy<@;L#C)fTr?ll=7 zTNdD#X^}W(H9$)HLi#HpA>Gpj?GqbT*zZD!NjE*SQwXLzOhbWp$2tn+gb)ub^|ml= zz+iHg%SIu+`orSOEy*F?{ly#R8akj|V>zlH%7v9e%DGJ!RpSqJ0uthu@<gGntkG@m z{bebT7GnT;K)g_QzZ=Jis@KHcj=QCYfde_&o4`_;mp2z`Gr!pieX|?b?v40c3r~P} z!mqB^Kd^g>n}H`z1%$%ii28B1($kt>`1|pt0sD6u{QBZg`;{tk>OMbFe{cdtiNE#Z z$MV0iD(ek^GXB2sb~J0xG-9`PPIfiPL&oEN<}u4tdRLV#cGyg1xD)4)mh?#0TBG*# zYHSnZrhAaJE>n4R7tBXkh3V+{xv(fX&<;XKx>E`|wyAfp*I~P5it*uj8n@uB0^4y` z?DcS0S+2fHzVhzD*fzR;haLMQ11TVxqU<_ciA5ai5~xVuDE~<jed0Hzwor@;{Km#p zQjib=AstA31=Q^IZ+`lxjyGtA9Ygo~>J#!$8Osy309g;N_Iz<n|Ic;ai0>-%gJU2s z|McAwCmTI=!gr8^s`lrp$8p53-Er}*vR6RJb^|QCrboH$%sp1=LvIWNDDxcXJ)_xg z_ekFMx(!FHNqg+hcy!@JSbhz+a>F9wKdUzcV8nGKPmU}W5HBR6PWy7gmV_3v!6{{} z-sz84*3I<D80hf&e!@z>)zmwM7Op7QR^3Mw8&5^UKlCyv6uIUgtfqVCkp~y&3%Fmo z_UV}*HL;@6pMTpN@DFe~t%#=xJuy0oXx|t9w(h$CPBHluS5FD*w?*KGP8{GQQurri zg8MrG=HH>vvAn)%*Z)a!KTtsdDrAE|Ux)@HymlV2*EO}1^ayUBBI|bmYCTgREb!Lg z4W*}oH}O2yRranU^I*00(7xk1>NY1W`;g*PT4r?6oy24sJC@IHhKmb)Vl8=Jy$Sc3 zUvuLI+NVl(jdy#>JUd$H*Hju!kQWKbkQOJFyb5VY=5ZW+q3#eb6wHD@8&_y)Fa_{` za`-Qje(~_TlRU)=wo@M9xYF|TD!-KHS2%l0YZ?T8IRfx&8sN8uKX34TFGeiQKi!QH z`EQ2ocL)7b@+ZRnr#;*vI#HBk$MW-*tue~LQ=l1o|GhbkOtW43SORg%@ew@j)f+Gr zOIuCuos>w8DzGhR?8&yKvX}Z`_E0-QFTiOgq+L0F$)-;?v)U(b_9L=IxkGgWjQwxM z%PDm0Z@o|N-FyT_9g7aRWOM0Sk6QQftPggXqvR^k)G|8=Hq56NE!&J&AAR1}0|ql8 zYbI+IyAC79n&fu7)!+n<QU)~KYAU1S?e4xF_s)mqo#TU$NUT3S{ZBgnnch?2{3Xdh zEgVp5{9oYz&s&@l>vvOgqF;aB;uj8nY~z%n0{-4Rw8#$N&MJuR%`;zQ!)Z(2gIh0J z#bqjZjt?ruubc?Rjl_J1Z-OcnpB^b`W7$HI0zTWR4vdd$H|?+r$3bE092zLJ(<^Uy zaI&)M#2>z^R-Rjn1y8td$gb1$)(WB+FP;Yzf)~sId5#{dHXmpEV^rgPwB$Ucc8=Zc zRO|*~|Gp1rmPuwO4z_@+rumM+T5WnkBPqNM)YAm6re6Ii!pK&raUj!A=$+;P7~lND z`46)HaGEDz2mX@Mf2iSqO5<Pd@;|Kk`~H6m<Tt|p{*Z`<{;E3{)@`v`@@l6ZvEi!5 z9oxq{p1b47&0-UC6Z|Qx1y*5MgSF|yxSjf!os3hZ3+_TuJN0p6(Gj5lu)}h+w4f`! z+&en7F<U3ibrgVMk_Yu*X9b|#JHr`z-Wq_$`d83JMaeQ8npIG^>v>EeptDx&??+m- zzV2CVT5`c|uCn&WylkW2fU&}tLV{XZ<(njg`cOm7`C_AVk7C*~`tu73JTih76yra% zojnCVOyHDK{prU4iPS%X{9oSp59$67eE%W#-|gSui@wE1fA8c(sZI#_TMJL<m_grT zTW*?)*xeU|gS{L0ZvGm(WUpz;u0Xh)ZW6T1wAKoI^2;26BwqOV3UZXaQ&C!==MI4{ zeGp)&+@I}VSK{e9a5FE~Sh9;8!r<yVa5jCp>j2owTha`%=C5p+@0d6NXC~CPiO$d8 z!IE!Ho+K!W1+U=~%LJDlj~F=zKH^JJVTy&99nO`z<Kn>%tZZ9B;B5?G7^mCo_b`cq z)I~G18gM!^LsQ|f5%G+7m*jTtW>_QC>!26XXD7S<Kg2UXIQTcu{x3&P%l~hu{+mwy z&FKHTxjU^~Ct~`m{_>l(Ohg-Kh4v3d$a%9vd!_^WCmxz3j|1ciB?_*-=fqaUJm%8| zrGs~!MvPZ?w77?s(K!IN4oQy*OdYhxBA_Rd)SoEXUDw2t2LrPZKIW<cey>ewZZfyX ztalyRz4{E%z#z7u6?o`2Jf}Y&%HCm|XTnX`Jzcti!10sIowXC{YcHCstDQqHec=wi zFxE7FH-8`P;0C<)EDFt(5#)b{=Wi@L`S6>X{h9xrNb}#4mc--G=|mS!ht{XW4d!}( z<-^~u`19*O%=M4_M?%O9gX450{@cD&tA|_btjIGITF_SYxfOa-CM#VmxYxQQv5p;1 zp5<cQ((S}B`x^ML<x<z1$dQXeF&viJ1wMkbaO{kN5~0@JRJ2F_X&K^=`i)mzAAz|{ zo|wlfQ*Cb^;939~=$Wpug23daxHdmGDLtiO-{JA7KIZeJW%k~hzC!mu)CYeOeVj=D zW9<Ju%>c>&8@MMfAIx!^jDL^6)5TBh+ldE1Ip<qIcADGA`~yoN$GP$^ar^-7aq@S{ zD1A?weo1}iN7#R&ImeO#e)0Sy>_2_0Z!~@j`zgYx-}f>gA6N89urFIpeb_`a?De&9 z@iNC2Yy~6MyK1p*u-aRb_q0}%cO6nQQ%pIuO5pstL@&Ae?6MqWxdpp>CIL1Zc8p%r z*xmd*f}wKAqn_!;e!!gy-rAVx@z#|^QmC&|BOL-N(V8eV_#*m0uoU<W5#QZ2Siv|| zF8Bt@TCk$<e?j0ew|?S3F-7r@Eb_b2|D`U!0<}}V=DRF@NZ^;J!2JP{UqSULOoP=U zS&68?Eg<;!1oQ%!6TPec(oEk!s2r~mE0z3_y>cVds;s3}>nWK<V#zWJSu?V~^@}$0 z;6srp4u1xOrT~o<(U4it;z|d<DFj;^XadXLBL!v^I*W-0BX%+n1@1)6<|q9Vy$J)y zhNYh$zGa$c=;5~Lu~2sg_=to3NWzga1R4tLfpt*XIM8#SAo>T5M!hFF0Qm7&O!ZH^ z2bq~;cG|Uv=76L8-z4)3sej_@NBpUt|F@Q$fb>^1`;(8Sjrb2;0QvtNAm5MvU9kHl zniJ9jvyGjmgn$kxlpA(&zI%6{7anhdj7E^Y3KD$4+N%#Z_Sn~e?*=5B88{AvQ%n-k zm=Lm;cYMmZ;DI=;7rA&Dt}D{xm?BpRwmYo6KcEdLMY8EAFf>dL_FKW)-tM-l#&6_l z+=K@r7WCqsp`jxXLAt&n3Okwt3b1PWl8PHftj!0&ALW|28S8e?kE}tPRQ{Jy>knxC zz<pF;!{gs^bP8(U>HdY@)2o5+)t^6@^V{<OlFZ*l?!PtR2a^6iqV)8S`0E&A_Zpz~ z9v)B=dw{#Qdzu5x)=YFY;#=Rlu#<fKRLRw+>`~|Iid?(isXVYBZdGywaT+rKL)^Id zwirb-`zM(Wm1rrwDS&0R3Du4ncdS=rv1Z#|E>XA~!#gYRY3`{V*c<)SaL8v=N8ber z;4Oj_)~4F;P>d#7@KWBYBrg~7QMyHRY{!aO-~@pG2D{@9%^%L}d*!vE=ILo+G+4t< ze>~yzPc`_X{-o~m8|V92{`QIA<oK5c{vHVg4zZsKtWW6pM}rv!>R%_$rp_S?Tq6Ve z2IMBYLMl$^>~U23sk}G(Ib@Da5-mdv+LN*e&on_N*(7eQ<Y&Qo3y!trWpwFN(5=Db z`QbM?QdcXtZ9R6KS#Bo>IgIV3YsZ%%9L5j}acvV;VAHN}qn{BDxfdBBDc@4rSIOn# z%x!6m^qWQk%5$GA<8dm4NPZ{aHy!`};lFVBjl_RJF=&;3*{)yb9DBCY`PV;O|JZ~6 zvOvGo?e~V^U&1)8VZR*gk2{|>RKSlfPm21m53=M6aql}U``4op#`NpGnr(&ssnw8- z>ZN&+mXKn1?%nE}3eB~-58aB<_}5#rT9Q*F^jii@-8{(KlY1?)TgEvmt2^50jo3|1 zkd<KUk|qO@=`o$PTE*Gx*wDy<#5YYP_Pggo2D(k9!FbgdXmp^Dbpf3SMeA}{Nh{Zy z3DU39MUoq=f3s{oEl<Ap57hsZ%{P(#3-#a2h5wbXfvWXS@%J|u|IfPhPjdXjzWkTM z{w0_n{^u4fc&co-wV7V%sl(B8E7f?73~vOc4H#VVF5gh^yAH=LV1OC#R)d4Wppk%W z%qo_zcX2O2CoW@z@692JM;z~d)f|S@uBwzC-E=lY=c2aEj-~&Q(nS|vJQup`?HMiy zb<UCZkZ(^m;XG9I*hEZu^gHwm1GhQPXgbBc{EV{{*5<jvR}T3AMN-WaC8EsM!4K`Y ze?smj)BhsjpO5@6)#>;6^AC^vZ#VzV%m3p3uSn_NwDG6e`)Lrr#b1Ay-G5ybyw<GQ zW=6+I9vI;0^-jOIzqV$@9;+gua~Rzw4QdBi1dOw=fI`7i)W;Zoc38{{xvhAMqxPpe z{$@J}y?gQYc|>enQLr$673QIoxFwsfUoxtlWRv%>>=@#JIh$NWmN-YonCOP9Alw~2 z+LfIsRO2?hICu7j%k0N%Q7Cfs3cz%)Y0K_}-o|`JvPq8l4(k+{UGN;B^gE=YZTxfC zc!~voQ+-0+3DG~}&%d1`c+!8V);})z*}?cPB{;2Fr{n*h!N))Kkdl|}RJeEiqq;YY z<61*EG-ybSULX5dlv$eF!c1VtVzXthkBo5fV^zgFh()$2g0rxkn`y%w%gI*+^bPG+ z>}9U99`w+)&E3Fe`Vpyu!niU9xFC?*p9z`oO$q7oG`fv{pidWRj8vxJce-=;_PTq- z`;bEUlS~H<_OmSa-TxhL_UCsXvyaWqX~Mphn?aNQEB5@wu@lyx1n4LF{~NQu8N6e| z|GnydN(=rMHVr)cUqVk12B$at4dEdFPj3)Zq2FXK(WP$#y5-fpPhjCyDSn@MC)5i2 zeFxsg%FQj%IPI$?n;@0Xc}bSUN6;A<m$it3lSy4Edn965(5W755lITVk;C;|ghQ%F z+zUB0-S#YnVORE|Uiro?6`6h^xN07N_}V$RK}0Y!bK|(ky74r8P$ynAuRjgaVZ3I@ zo%JDXpTxm~JEQw`;Yp_QUs%Tdjg%h>a8mLALDa8|^n_{&A>deyKU$E#eBm+ne@{bx z-T0TW_%G>xWACx^{fEH!$97KTe<$ELk?${<{1%Iy%<+h7J!Nt3*)iRA_n0~_gs{I4 zeP1{jCloKoAhAq3Tn2Xb3(H=b%Ai|h@AdUbazz1sTJy+CdZheQcV!RFrOD+~g)A1& zhIRGZD=Lp3jL)D0;2h9#gZ>XAj{9#D4d9f*KhbkC8S&%5uQ&#rML6lp|Ao7sGYx;m z-~T++0M4y^9~k(>*ONVezr%orxU*sP$N?l_&qm~swc?fBl!4Y>Mtk{-rKeuRr0+5w zdU{MfBPL}l>iTTi8rtQXUhSkgitX3~co<X0o_W7i`2u2>vPARd-zQc6b5P}9=8eRD znzSF#Iz0+=48~vdf17Cf1+E{$|29VQ&9waH_>L!w5`I?1exOD|EGqDC1Mq!VL?37K z=@6jvc^^Xj3|4q^ZF&_r(5JYn={yDgW)aygW4&X*|M*O-OQS+lGXA4C*g+j@c?jMI zQyqdaLBtD_-X7|*(57Ojx^5Hb=vai(|JU654*0*Pvwp;%|1zHS|7$u6gzZ#}r|ozU z4`kE}#d8yCW&Bdsb2G$MZ1gd@ciFc#KTNIj`M37qy3MiG=NOZNwx^4{d^v=(l#i5$ z+f?j0QL}Hy*frm<P!z)gC#H_ae!%g)P=iF)P}@XG@W0C!S|9Hm32Ja(IezbhDj;J& z$c<Mquh#nVUGB9pDew^wwEi)67O|go-gBqf*}aBd$HIru(=z04_S*22RG*bx4J>|W zp>SU0^<z)K?3RXL`m1hd!iz$c#pT;$j+tt%F<RzoAGVlq8So%<OgVT`h0@}942(KM z-0!zK6*(s-!(~Hf7DtXmf)ey>-sb??A$t}3mrB@)t}c349K_J(vdrzyetI`^byH*e z?uhm0H&#m)^u0q!`@sklXAfY_$(J=tC0cU%oeXY)<(7!pNCaKk(oFr!$7-)RKbAds zcw==YM8<$R`Mk`b-QGdnDq)s5^?mwwWY{&RbsjVLlLS+B#z&l6>i7Myo|&u(00iub z#j1Jp{DWwVs3wN5%ybs~9l0RY@b<*L%#?;qR-SIR^qWb13uNBQj~6|e-}Q8Cd+6mG zJ%6P`Xw+TMB}2_a%e6EoW8szWux_BHmTlFh(m;N<gyoBjr2TyE456PzL#E2?4JEpV zaVBq4y}YmRwGDOGd!{xK2L|ur)d6f_i!;2WsYsYFTjzz(!@9bDzUXR;)<XB}l>_UU zmdMN<xVDwXEAFg(7A}j{;OSJ{4SvA3OW?dR^)5P}z{+H3aUf@5nf1BvrLSHI<OF`K zS01bMOUbkt!DqX#UNeoW3d54!NxTCSe7PE&{^0fSUWH|u-Lj;GtK(L8ty3VNV7=`h zDQ6~<wwn0m^*ySw!D|S3Yq+M)4P1;wvtTq;x{KR;K05tsSl1nSOKI^|WacJzUUB3U zT}=u`h7krn*TWM#JFK@{o_Gdn(_+}S6-h0M%ktTW7ykmb2uDx`0TY}yN4k%%qGGM2 z)67kJe&%KT<t$@%BDzg0X+qvkKyby;8t7ZIH^d{taJevN3wFmGd+*#e50+@Iy-R4D z{ZO#qx~5R(;B`ug8DeEjyoYp^sbJsup$SvyWKMHG?yy&KSokO~Q`$$o>5M{qtq+&? zLo=!$HpEMLYY197)%)s6O4sA|oXUr{S<w{;1xdA9`7ae-gGq?s_~%{&fEusX05k16 zQkHXU29L9$q%s-pMHP7~A2)hC@~6p$>8{u}z5Teb<jG>1X5t$OtI$o5!HBpxL28=y z-m@yk$Z<l&htcTa1{{wC*XwKp4a2U%bss4yIu8MMPrUp`^3+W@cvYS@r1i;tL1i^P zB(iHUy2`;G1-fs`UWli)!GQe8ls7Jzbq(5fpXW<;cwCGXANuZE>pdvJT}L%eNivX+ z8B4C&S<cfNd~J&hn^E_3fLwlfWg>NeMf8cGkacOCoVPQZ0`_oZU+d1i661MkPvmPq z?^z`$S@&~t336P4sMS1CxSqPy>n|wM7WvYt?!1|&jesQ-cj%x?d8`1pRo^J>_4m}Y z(p;i2d&0?tQL0KLpZzca8SbBvJ;8MmYj?Zi-d+4V9XIwIg0`POmce+PPI|2^pKfBI z)OzHRqWyW*hMJ^8pI2<HC1@$PtK-<SjqLONQV9D){Vw)D#Y}3qO-&CjXr8XC6qCvK zA;ZCn!D${|`|>542c{Od1MGiIo{!X!D=O@oeI-m!C6=<wCoHEtjKkR%b><cM*yY<= zaiZiT4Y_?E(|p=_Zakaj`e;rulVM5bW}iW1K$1%4CR#8)x`)r$t=UK~`1$b2D(A5* zXP<wBeMxFuYtf4UIQb?HPSGsgrAr8@SQe!hO@<GGw&u`+&(dlvVxa-VXN%?n(3dc? zqxe0^79PAlyWsQDVsk@%(IU>*_L5<e&(Ph<%!}Go;n=p)3JyG7$^{%H?FO}rsMw`q zW>nLcl?fBkF)?m3&~{pep$bdfP9{nDbXoGsx^Q9!Uz||LYk}F9=+9nkwumd%(lWSq zQun+-Ig{Fe7uerc9Rs%Uf%8Um>KNxK==XUd8Lmz|2z@%4SZ%;#unQju7-22*rK5F5 zeex;IkK=|K_!_VSR)hr#1zYDk0WHCjH&`xWF-b1_S!&BS52cc>s0;KxO+nQVn|6on zY@kj*AGGGER9jA`N@8xW`*O{DI6_>gnoV*ba+a<t;p?~%!AF*KxCoHSdub-`IaQRg zZQ1R>@yR;o&89vtjZ2i#d430VrJt&!)joE)sN+9OZjI@;wXu!JLrzWN!l^{gUTjEi zw6dT)qj48EjhW*zubmh+!z#fXal>Oz!T4*qy0@6r?@jiw`mKzjt}tDWgxsHA>%(AB zeFM!=BPSBKzOPoDnx(4_V2Dx1!{m#MH0QGoR_;YfN*TJIy;D|zJ{(A~ObK<VYNMh` z<-E^Jk@%4%Wob5FoVCKf>It&e=~?#bOpQe48=Pl6bd5G~_1(--g^Qb9AC|X`7O^ib zS@vUhKSV4D=MIE8s%{EIWxrZiymN1+P4NCJ^z`*KC6|Uu&M{JIEC4LIUA}x?;W<j0 z3<mjCkwi-!nxLgix5<kt5=GE`M|B0nZbgh%1P_1Z;U#wLa=UOzAH{K_yJ|gVP`~Yo zE}uE1b3l<xRcC$u9{4O5qHB9N?|cYbDP`Ug`JZ3UIdj3xz%cYJ`32dlmw6o%XpM;v zTwqhi<d?YnBULz+JB1s7A~>dZNxwwcdx0xhNdV2xOhQ!zx3Ob)Lwwm)lBnD4+3S5( zgV)+Kt4DMDRc$eoYMU5Zn2kxBSnAJS8{eJ74&69Zq+UbM_sK<V<&=Luk6qNDq<+Kh zMU@m(J!({;7f;2z*fnBA=?&}T7Hv-&Z}W1qDwD#rbEv^}<r@>6z<Y&c=W7?>yf24g zVX8SwJF^RMH#?R%<-K>>8_={TE-Ag(RMKpYL~{3u-&$IzICOjQdYrbc<LP;?!Uksa zi=21P7wcX4KzWymZI;8l&74j%>&Zjb$5>u=J)Sqy4UQ<(MFG5?j{u%!U!J;XU0NyK zYmUI_Hg9#BBE|%Zk|)56*Xdcw_SYWp2g@^-jQbwG9D_Y^fwlRaug^2*VvaL755scj zdOr6U`9z3CcV~U!lRqo_IEhY$0b2F=Ma-<8{Wlxq{6gp7;22*s5P8d)?2T0A&k|&9 zx|G)@W1lGigHeVvUesjMj>OjZq@?_Hkuc7eqzMD!H~hSSsF%?RP*+}H$|SLfUxtRi z`@(~+j2S0<cIc}YUjM-;JI2U_;3{SlifF;(iSjQGY{^gq?q({oj%w(zyi#e(;B-3s zMA>C(r2st=_v(FIbt3`{j3sRa6NPPp3(7=lgx3SGq$v@CF5XJmA-ASfGpkZoC|Sh2 zy73#H<HW$F&V9v>69%4L<hz4o>ZnV4nO@d2;X@=V&J`UR7F<0_6!Z4(o>$qJnRs6Y z-QEpd5$v_L!?DGU9xo8m+3;@?#VzZMt9tdw<7~sW)*?!=l`g4=!RN~=`CoQehH6x+ z8Hg~b#dR0lCK6<FiAKCA+M8sbnchsCke;&5RTDUBe4zShL7w0lpikkErEXI^T362R z8@8xkOpPP5(LTOj;Wo2tEmSr}bH_}>cVoc%C_8Dh#T$i!G1KNHQ3(xtuxnlP3^GBq zJ5a=&AhOU&&<az|sQ+rD9D$w{T*x)&!8Ce9$k)^_fqr!OUpYI*I?e={DyuDLVOmYV z4Yh3muRNTQ5{E+u;LN8>)SJ0h0#WFZBnK3PuhT3B<%M3vK%Y8sKBOYFr5b&cht$?a z7h<!mCwTwj@F)V;onkSR33I6u{Ufivn}-KSr3^_)!;rDystwt;DAtjMGHI0arh9{Y z$j*J49eJS!9%uxjgKLz}3r0=ob7>jg*~{My{i+&hxXx>+4D?8re;UV`b<E<;S*l`9 zoRy>$<3ffA--<%!$2_UZ`*g{8QLQ3Dxtpu=^^tdKbIm+|S6+iE!S-RGx%q}^UV66f zC~6FK&tziW8mVl(`t+d!g5?!A_Yjuj*aNJAb4QnLa~*n{zAj}Zh4!cQE4>kAFQ;sE z6r!Na*d))!)BzqE<UpHyw>!<T(y+_y@_evv;+izY<ukCoW;=7Zme^bsx5g%UepN94 z>ddC_!FWXtErV%Je4ECt8*@fFhE&6L?M1~E6-!eZ=I`+5p0bS(Vc^U=d6|kVY7gF_ z^C-WueTc5C-h0##MlMsb^hJ9X6KD<-tkx;JVo?kw9Cin^j#8=}LRA998L^7PxOLur z+NeN(L~?Ls=)N_hdAI~zdUam(@#5sWc8ER1Wou}pa&qx%<(ESD`zT4_0n|>1{edr> zHnZSBrK|I}O___D^XQ>3Nuw)E#*#Jx<D(-<v8UWbU7skknaAkm4x4A9q;g5NaBy@k z8>&i6+5j%V+7bcW|Bj%;PI?%ljqu0W^2^azfikAX9AkD)S@9QsTb32ry`7o6ql0<L zYI^#~6psqBLdQQXmiUZ!apF>X=GBGY*)(QscfsqcZhiUDkpX%co}EdxfTR3zqAh`S zqkB6|WX)EI2B~oF{=F(%ma~*o4<mB?r{8>;+8nDKMfrH$HZp$ctkk(%yvJ|9i^N+# z3jxZOA3exmZzg(Qrpld48pfieK^VR!A!Xa_r<`*o@JT#M!`pN=azYIa60!b3p1Pu! zZQBTRf%feHH0R>$@Pz7j2NdLl0n4Z%80m|ctmiEs#y$~$I*IR2FQK2kePckt&Sg%z zhUCnRo^!!L(%P*>cctBrXi;p(w8W+C9=9+7h#Ozdk#G)%+4tQTu}csbrr?_n-@<Jf zN2Or-Xb`9Ha^}@){a5Pu`sXf8#$Fl><q$_@7{qUQ7Fm``88K0VzW{xPm3o<)`|_(x zeiY~?cj&7WRX7LnuH#GHA<Xd4JVRJPQvTI1^;(h9>!6GLXUC!v$j++D9;l?hTH&iM z<y!;tZ58{{0?J0wa@7!*Aif85)vmnEQQ11$zS3uX#_&9)$z7BcZ>%wU-6H9Te|2u< zEQd*W{X>!cIus|~*@fz>+wR!p%C=*CULL|eq$1aR3hZUQ;48E%`N9L*Ri@aDT2@n$ z{)`h0=<DKmkvZ?qH{$TB8cs~Sm8L%WlBNF&z%y#{>JP56FPiHZ^707u5`0c-BCtt? z)@nuF-{&PFCmka>#X?#Bf-vKvI~sYxgv{Ae4W`ixRD@6L3~2RvEz9c}`%p5su?8Qn zJr->`7tu-`F@Kev#--*-{ln+Vd7~1#B4t$*>O{u*qjv6C=$Aw=pz90$X8U)_C&dzV z(|{G5qa9X7=%nZ;qQ2?*{)M3#ABqYAHuSdcSH0)>AOaso96k{YRPd~r@aUzPc64pi z8Gk$nJ!+P*Ouag`iG6N4d$x^CoHVAi_^h+mEyr@UD~F3%+(b4h2FtIzr_e~vL_Z&% zV?<FoKn>I{M3UNA6TV(85|`w|JisbsJ9Gp(<#azVZQKt6JXY=njpPIAU5nTwgW4aq z-xQlkj!*Z2ZxdmmDo_EkB*xVibG2CM7jq*=4m&G9ubHnYZ~3^jWQh4XF)oookj!6i zZsKyUdB$|`Gj9~Ch1J~=FD6nZ<Jn7y9t=zi9+)PnQ4+V7(2`V>OiRofhjyq0!#jcA zhkF7&Ii4d^x2-EgGm3~FkTF@S_1ZfM{`d>N;dFNZX~5}O4$<1!I*Mr*3TzN^3|MpO z4E<O^a%8mMvdw4x^@}s@?)endw2$P|XP&3B_%6GDI!AIPqw|GA>t4=uYp=z={Z_KF z{#>P8^85RM1%2dur?cbX^g{qKLy60X?EQJ@rgLtsa9>Pv#-%hfM!w~OH&Y!Nq9{u~ zg)!QhYWfC`I@<@t^P<~Xy-`p%GSZ|9&##H(kIDw)Eo@o4@}U+tCp>^6CoOIhT~@*T zEPN1pPsIuH(vIQ99Gi&9y?mcAR7Ht%s**KqW4tWFpVvJ!n22L_aN3XnaHbrO`KyxI z{G^2-L-`rA&u#EL4Sv$=*M!ORZ3|QD9(&!YkyO%geBUyg4tqQ;x7WCl4r@oBbd^fT zs~ZRn!<>utnrADPVZX&UV3d%9o|kkb#HeJ+I=O8pUis4{E3S!^@O1q2md)+af|;(; zbV*9V+zM%7I^fMEaRxU8AgOUs!dF>lZhgV3GxqVCPnX&Y9=*eJs9QH+_$sxIYiY4^ zhh;lwRF;Udqw{9H^P>9~pu%1kRq_m4bRdt&)-H-!Lf^mN^e$<U;ul)BO&D_Hdo6!; zG{HvGKN+wVl#Izle1?}%^!Y&9%Bhh9P^V6o<o7M_sgiKdK5ZX$1c=GK`7=j_ap`t2 znameGwJ8SbRYf)2IpuKD-XcrH>GP4df+SxK-D_p;4G39mt8#-hkiXif=v{k!fA8Ac z(m@-BHp3pw3(Y1v*X&Tjyb{j`8?Z5WSrEK;>Up2FX~dz0lU^Z4`OtWKai#je(829W zPraMlaK?QB;Vtztx*Nb8<iQ(3BN=ttknCm#l;AzjD~YUkmCjF|LviwAz9JsaMM?gZ zI=W?Q3o0L6shi*8wDM3<`>UwqQY`v=417UFTq2R+E4=u#h_VY3I?h;1XGz$AQLZq4 z4h7q{;|&{jdh|Vev-NJBb5izlgo>pG2kC}UWRHWNOb_m9cnrS<%xFA?{Mt+3=ZSBb z@4V^#I*r^~9$0#(rLBi8#Y9-OC@VEasS`hgM+TdI>RqtZ@={?>D3>Sg?V?wD-L>>v z@o4V}F_a%^7B*S!lefo<UW>wiU3Y${ot9DnI<@50^_C&OWvc^I`}`N5_%j<9DIOP- zDrR1n(J>h!d>H#-85a-|s7a&ZrSl$h;A~}<eC8udrKy<iPO;-mklc%oYIbA&qD7k( zr^>xR9D+l_30Zrdkw_IoJhqY!yr=y5dD30HRHX4UWJYd)djh_gCFQzQTEinm{hnXr zL0ZEBU!8~4UFaoXZ>xWq7NWFoS04!IEJrfYe?9mTMh)d6Tm;sP((0oiGA!20-Z%;@ zJ%S}Af@&8>=dd*(eSuuzYCQak{@Ao=_PNc9qvN7Z26=euOrP?wRuE&&WQd2jRHW}| zJ&jP$_fYa(rHSodP3_Td^u|Da;z)6qg|u(f!JumXjoK^V-c?f=<>RuCTZ|Xao%Num z#Pi5n7(6>Nk52<MY$4a2xOIjwU8Fq<@pJ{o8Vsq%Zz;zm6{2`WEKUrN!O1wD-3rgV zevYEHgig?>f_U5@c48a1n92h^)uqSxS(rf$$;V5aVdw;WlyZbGUbiR=nZ%ovKEBtl zdcYQ!y1T6Kc8;f!0X3>EP≫opXhXJbq@>m&4w}!Ejjs5UcEXF_?$5CD$lOvc^@A zy60rB7dvk`ufXRHrOkEEc<EbU9r_OUZb4jVVTYw4L${m!I|(`uBSBM1q8d~v6)!B6 zqwJYJrJz1r3$wnbu}M+lqswjCj#RueF~eW%qYFM$dS)q<X~#e4?g+`7m*IG8x0KhX zFANnHG=fN|0eHBT$Y63?Vfc<X|9ocYM!MF0`x0W#Wd&2x1yTLSRqDJ3x7;xMR5_L* z+VVuXrBnD(+ZK0K(B|G#ZU^GF-<qGhFd{DX#6##xC$rjocf1&<CA{8UF}{`q(ZPN7 z8Ri&%)PN;7Jue15&L(HDo#?KxcpkYGENo72DfLUN5&&a+|MeN<@|6nc5h_!XVg{c1 zQ~={^WL#G>3-*qHFXB*4#>qK><17XEI7HWE7Z*F5&aZbI4*T9E$i#0w&GvS1SJf)p zob404OM1YGf&PrH*~i&vkOPW7_PP|h<f-V;8!<GS)K`$w1)rpfCDJp;>=!IB!t6I& zqcqxHO8~U=wy-4l3)#B8ZuFk~QPa{WHNM_LnxyHT1`jV$NYe_FW^y8U(4f+&-DuaF zyh)Nd3O*sjhM>*eRc<Dfgv;~LZ9n0FH#R@Z^YCJIk|s;fqJHz6sy-VQwr~`zwX-tr zlJo~JxM=zW#R3A)%uL_$@t&i6yIQBZO_nhUL@i@7Qmd>n^F=|-32>`-Ug1pY8Q;BJ zoK+!qjW?GYgW?t^<2kwPFG@HT4ARmUjrG+iYTnju%9$~c!h8}q=>)0p+-M(XkRZ-n z3>12T!%dA^WSd-v#9Z_;oxsg!V_U)~oxWBP0bwJ@L~h~a+Kk+dx^pg@@Z$QWL$|-g zC=gsk49PfRH?YPpeR{k1ra6+Q@$<0nZ3FwTMdYoU&G_#KBNVmgJlLn6s*5~a=rP=S zdLXY#Htk?6<LGUM9QR=i4&1;Jzb!;nc}wPg-)pi!=$j`g&q~c4uOD7S{XBqq=~jQ- zZp3Yz%{O}0PF;Abp&0qkUzv1RgU{bXkwb?7Wa+3XZ9;D&0^k$ssMXt-A!}5ada^;~ z`r;#TQ*0ygO}a9+&wXrK0w=2xcm`L_a$jk<W@ly6G?A>KRjP9hXUk@*G-YIIXISRz zg1xN}E6IiV#(~_kOvz5ZxsRJn$q-}m^LM=mvd1^17x%+I?=TgtsaZ^Cb+zj~WH(0h z1u}wOV(E6@zkPn;PS&M|u>Mdvm-H(ygcsSchYSsDo=gJwV*Kl|27)bwSI@{MTVdY6 zvCsN4Js@&<K<bX|IS*#ek^K+&%B8liuVt_(U|Bc12!n4McaoOKE}Ok<xW!+J_qLD0 z<a)eJyz-#oEQj!ze4|~9;t_f@LOka9B}|bfU(Vu0O7ETh{z~jf|Gl&F04c@gF$ROX zIM&P9cP~?j(SAiCARD}iUEyNrB=&^zYr8{ip<_mi;pWz&s!;t3>cu9J83rZV)@_<s z+ZT;KLM4&D4;&S?&#qtY+NAdsegom9+^nT0@QkTL|G<YS$P%F08^jphkBe2jl?tbe zh)$}h>7{&Ke}{03t786KJP$CN>zEk!sJWE~<1x;cX|vXSVc!*oO2ti{&Clrp^nR@8 zDVzm3LoY3NW*FTtrCq7$xI0rE{k+*=M~;r9V1|HY=-&Ns&6)g84&va3eDQbhB<2z{ zgqX&xF&<*_`!--C;>J@iUw{VTlfIjin9kOHL6_JiWAgZUagAy6;1iKlAiRuckG)&Y zuj7&G^*kMSEtA}g4FUTs^L~P$cS}&(ug0JA+20@ZD>W5uwRgc42)Fv(=%a91#^3Va z;ZQH0-o#zyUFBOa%@0_*0AMMip*O1+iI^2hg0Hy{r@td)TcaEP`AH~7mX%I58Ar(L zx0dPi26MVMg0g9K(4&&O(SXbDD82@HaFXc&H2ev>py$OTuV%-pFZ3t0GaE{j;RWD5 zN^jP*F~A{4=3c*|pUYgb6D^tKFU3oG*IUBy5~k=<sPCxa`@z61uTLahRP4kWLi#uw z%-PvVN*=v$B>IDo@^j7d`9f5p+lVjIqdl`G*WkMSfJ38A-SFl0XU-Ra0CfoQn}`<7 zJq@v%eTB;~#rS&nvNx=q<ie|7dx2sk!V=2HjW7k&dIhX>Y*M2z2eW*-BqrrR5luR; zD(dsZcHPV}Y86aO%wBb2B8}yIX9Bch&S7XVJf(cHYj-G@q;;z>^oz5BPRWd^mSs50 zoYWZ->#OvGG)a`i{(jX6;2CD))Z`r#$CRYhtQ@v6&TH4j7iLMtOonqlrFGrRhVA0^ z$<||M=TL51b2`+KKR*|r%($;Po&Q?5m`<=-O>E!Scg5OU{{0At!Z{)7LN@~2GUW+D zQVhw$4q5N=G8#QwJId=TeAB$cCDP=Om+S(os`rUEG!vhRezc^y&jg4sbw5xI-{SZ> zO3<a4_n3l0?pdRoFRO``fk7SaX!(7{#(T<R%A)p{$OkP4#mMOIpu1iVOi$)py<tb% z{J5by&rWRfd{~RZlk-?LP24_b&CIo!vr~1tBZAmf@4BB0pwhbKbOF74J7)fQrmZ1* zK4D%-l$GNM^-F8Qz`emUKvUpO`qG(M+RZCfm2sO~x91KqI+d0fM&E^8c+KjNuy?1S zaO+GRvGc7YKMDzi$h8JY3iebyW}LC|>=k!RRIhSGG^y;HGY<DTUc2A-LlKp)R-a<8 z)s2sl%a#-)!+k!j3OAqi-rrh7&x;txh{MDg%s?CTkGJL4ZOb*kzX2>aHim?R97;!r zN2y-!P-xkAi3{Iq>}bJNPofYlCY<0VqF{NBFGTAQC|Kp8Op!8V9a5!-)^o0g(YCg+ zD2>hEfDw0XsdO(JRV9Y@sp_g!BN@uVGk)t5$H4~Xmy2u3IXL%*9f$SZhFpC%%Utzg z5EVU(=?kNZN#l2I{2u|~h+69yx75ckUUP+%g%%zb>l*KVxy)Y~sR}bdYVh^WDr|fV zO3$aUN$l@X(dvH38)IlLp_TY>`yP3xR6{DZvlubrDn>cd@vO@Iu@>|UyQ;i1h#0~E zJlTi+J$()=$amW5;0tfhNX}UV(ML_g7b?=L1}1OU`*&P=a<1<U0AJL3%uCHYTz;4Q z+=Gw?%d)7){AV;#oU*KKKRZuPPlt+e$AmNt<U5v;dU1I<rc*WGRlUh;BIeFdk4>sj zG7pezCvbM!b0YB8?e1wa(%@?0y8q-1RzpOI?U2xQ4UL+0mD=klCX1?5m-mofxq>AU zG;@;f`kIMq^TdxVG=b0uIviA*SNMCkl3#GWaMsa05-kgXKr+bB(mlw_tVdi-sFKKt zXqFCjW1#2dYEU^pOp<<XpNr_V+!rQWRxka5J?SS9^0?V5-P(Bzqbvq}lYA0lAsJz3 zBIMyVA@SXkI1>7<XmQdZ)#lipDDgY>HwkVmXoL!yE=GK$aAXH|QbnD++$#wu4JH`! z`Des8!k^b|SDjzbO3ZB#zEX1_1budEl=e~(IcI4!pxM2#lMXZ+z?&Uh;|nr3YBU#$ z3!U(G%es4J?r=`s)()4s_$;kqD)bVy;jMD#%njnf)IIjg*0Ca0?m~zLY#!-QQ$!3d zvM^{;AQxh8WF!a7O^e;P*N}2|Wm<C=<vzdFUP&@`Bd-vn;Wcs^ZxjXBdZ_BY&hGoN z+UeO)tAI4q;hhjwdW-<-uEfijO6Na^-o((aA_~szx)k_{6Nbqnj=y@Zo>HFmT_tIO z_f<akWvGn7D9Y9X<%1dAY#NP&k0S@UB|;Hv#DUdpbZ1c-f$BRI0q_fRqI=%(zK#u< zZI4^m%<VP#hX>Qu=A37&-&(AmhkZ7+5}j&9F%12vW~sj&)+ZoB;KE)bp7Nx=^O5gG z#uhQxb8l(lMQ>qfxu;X)+h0?=%Wb$!%CGb8Ql4b}myZS_J__`6vu>3<0;q~9?C2jk zJpLa5Q$Vc0XR7XuB`))_T7NB#mp3z7Dm8!|*4k9=6nqW0MiaJA>B4Q%1j45#q3xnz z@B{j1uS#HBnUjp&Py7oqGMt&hiooNHXMT5j{Q;-^bCxi#tRCuRxiU4OqXah91g7dc z*m%s2nzoNX^{iEM8u(EeUhrT;S<}3|;ESw$>>AApO_Ahqy)@zb=zk6kw&;$rAv)DA zxcs0IFPUDJrE_lAm|fYSc|qjIls_dc`y3hJ3BY}mAWOnmlNPbxld(tu(R3F6oy9zu z;wyYy!Zz<zmH}Rb_c#-xy9&61Ai7zWuJ_F{Q$_8XoRtSA4eD4ox|{OmC+67HVr?d} z*h|nzcX_hSXyGk^41a>sZ5kHeO<by~T2_Wh98JN&Xp=M%Q>l!WU7EovxXf2s&&_B+ z_%v#gyq<+d`wb)G!Vd$7`9Do&7u-IqKH19cntX4NfOUf%0qHtAU23(&et*uQ1Ww}K zb-5~4RUExlMWr9G!<9_SxeeEBj_(XFg!BSi&sxk=6|!BpDSxhkrR2Gsq`aez&?Met z2A{BTh>!fRyD0*zQno+Q6VMK2)Yx{wly!yL@$Q>Pz}SP0iF=$<?|;C}h)c6Ur!<p* zO+!<atHCrA^=g$?s>#+JwZ~eM!!y~S`!&ALC1#|dX!CfZK!AGdvURg9Ax@Ykwc)O5 zl1znqQz_}pU4LixGH3R>XiquhU&|_8_GT@3mdX&5@Yy7}x>QfO0#vE*T0Q#UO$*f= zL)_Bl|JI9ty?yxc^GEQpIXl@E5R$|fl)f<KVy+yFY+P>^1g~Z$@e33%2>pn;xaqS_ zQ&}xcTn5(evek>SX*7t6(|E&NlMQhNf2<7q7_$hdMSpO>B+JsUk4LO++{~Ew#d5P$ zxnXXAs7yB|dE8bCn<|HO)lZR3^{J!nv4Bj>x_}o3w;1B^xhm3SE~^JH^F}6Mtlr(+ zd^A@k)FWZUj-pWf<ysb{w!4Zwz$*!Y=(r|<An_42Ctg6QD+DnkSQKvL^SMaQ%|Vm# z$~u6;M}PN#i-p3EIp2VbzBKFT;sHbDpX>;9DgceJn=)m$DJY6vTqBHqU~(_bKqiSF z$D0MSS8GGEUmK`^fsV`GEM;c69h`4W!L8IwYmgJ_{U>X!Uy`*fa@YQT1_7+QD*0Br zj_8^ydvz2u2$@6hZ{KtSNctwLvao5!gm@>)=6_M3%X^)>I@BPjy24o(O0DoymrGcS zKSc|M+hPIVN74B}DnRW_raA~+1bI7)&8@X%ST@*N)JS>25@&`%rO2nu#SLoj!o|2D zbiuUZ7I~6*&Cyft9dQZtGKot^&gPj+ACBhb4}4vyRM#%66neRQaA~<0OJ}%0Fc?#v zP=CFy8<h_jRx*iUu|T{8(*5nzkYSPF1(*h9AaNIa<{Am<+Y(|#n*fGGdM_)TYx{Qx z_b!2f;g2RZ_W}0VHJkvk0;0RXF*oV*D-$BK-nLxbxlWjxhN16jIX6_n^!)?+BsQ~T zE?h()Opeer)NSQ%2`z)Mb>-cp!yE371%J`xyx%bQZOB0fQkP9QQ`T8&i^Rk3lCR3! zOb)B+GHZwLeL8VfmGw%c%?2KZdrX2y{Caqh{qP{*NEju*f(MO)4LoQh1}HF1J5XRc z_3pnzf$2L&0cUi4@nE_PgSqAK$#U>NNMnEbxK5Rz?K#LVZ!MPBKyOr7}wV1Gy2 zM7Rs<$o`$-FkSS?Jj^ZZzC-C3!6@~K*jmJ=YGy9XQ>FTA@(6Q@_WuZXIc4H>cVRVS zfp>b1FHf#N%-Bg;_0d{D9iC4~7`5VK^}3ivp(nMCj-6_}Nv&k%Tm#=*AMU(;u^E@5 zUde9t>s>q|V(_8ui<XtVSMCxWAb<3gQUMXs%kvo&;^R#glMymm`8v8m=nIrDWPZq9 z{Bx56+s5B<uJJ#d4{foSyI2exP)<;|X^-9&u9q?~4hL@W2HV;KgFV+(uD}RM8~m6* zg-WcoKwUxf=l=SM``8XT_5aa;ueT89qPqrsF?5DoV}w2n9dj2<$E?G|V1I(e8#Ul# zH4sh>#6}Gmsomdr_RmGsPgGmcD}(5jL3rICb)zJo9d0kAx?k?1jT&}29_Vy~Zhsdr z2fGOa>PNuSN86c{z#oldgiZBu1BKv`h>b?@D2jTOAkj2`MEL7fg1tZ`2nZ~45!)GZ z$h8Ub!MQ^azm(sk&E!zxok%VfxS|r9ZZQpX=>A8wG{g{%TsK$(J`ZPV{wjoE>r<s_ zu+#Q1&FE9v*5>q0$5Z@I4-}-v3QLo0Lt9MB<c;>i$kaQ3nA?{G3Id}OoWuE16T8Pa zc0BU@_P757`XlO>QNINfm(B_T7y&bru`4K-4+{bjf4B$|soI)y;v^FvJ1N_l>{c=l zFa=9UC{oMA9_QC@<Df*+v}Jl;Bob$%(Z|=_M0<-pwD;i`H28mW^~>RV!S+NbIN^I& zH+vW*doe~KqVe9<eD7=U6-R&0{=7Qb%-O>sBJhOv@E#^2jAF5!v4R=rsw}l!9ekO^ zNuaK)D_YHPP|hM6gtG%qMDXexLS(KoUEjYlO%w&6FV4&+hwqu_663cau?V@~m&ywQ zDSw3bqEN)K-RS@e90G07X-`eD7>w@`#&8&60<%ykkZ@COv^$bJM~|s6JfXB*JA9gw zgoczw8$t-`4c|`dUmHBa4seW+5YpZpAKcv6g9xGE?XuKWU96Y00}`R&yvTq*vnX<e z0X;P7tSpj{P~4L9F$d1B%NdOWRm<y4`F}NJI>S-0)VXgsQ?kr;z8GN!CP~OhyyeCL z<uIYin$XRKd)s$U1QE1@TZHj25_rol{Bm~1y9J$d6!L^Q3A~UiS;`qf!L82ca1KF& zQ}=gX)JqLwpUDi)!a(ScR=PHQIJjKOawUDUbQ3Y$iprO=aMQ1h>c|`zk`Nrc`+sYl zNp0C_dsi}boHj36htrR;sa2#T2@#L`r=Wxk=Jr?x5-uKafr&7VBR4<IWL0US(yFY? zz2Tr<mPNC$@<oEVo{=cHonaop0OcCfqA`+mGs7s5Y2C=o%~VE=%yDyR^tQ6nfkEuX zM6*j8$WTZV+9&N(Ib%^!q)N?!Lw}yQ;-)3i(_*B|HN7qJ8|8#MPt_!jcDJR34(Imh z9<v@r?nM6mERF)H%Uo5J*Mg(ea!X!oV_tltl^gSLWi+=mY?FDlmM!&TW(X%dq`XxX zztCDPROKEyioX%UIgTgjABn>xCR_buFW0|h)Lfk!@ljTWv}e+%8OAv9=1k(eDZ!LQ z!TpRsX2MvQVAhi8h2q-sv#NFKmRSu=SgTmCK?FfckLI@$gu-(j%%@JPF&+zG4yFU^ zcK-3oQ(nTo?qDhG7IMDjXf&5Q4gzt1;ZNDT5jI7Muu5yEpUNs%sfNpqlPGvA%S?il zM4-7xaNh|im9cC0_0njydC&B92^hq^)W*msIJgEiU4jSs;hJT(C`w%~S4JXDL#aUT zt;Mw6)=|K;5z{$=4ZU+v5<kU;F*`Ld(B2req*q?v!EoRmQtlVuNO|&NyFt)@Ln+7c z@ctqJ{$VKQU<g_<XI(Le_Ny5e;ILFB-TSeuYw7zsBF?xGabtWBoODBXU%Fw06WPRy ztR3M6$S>za+f39euuA#7nRKJwlTjk33N`~c7JGp>lRtg{r1@^37zM!osqENEnPvBm z&WqyOpq{3x{kxY`V=55~{_Qb;(E_Y8NQr?hW|VWdmbH`xrJSn+@WsHpo65CctNKp0 zOnh5Zb+zTs6ozz9L@Amo;@i_1C+sA=^*l#iB{dE0(MKH*jz~!O2I|W4Kl;{tUFWCQ zrOs=wL#FdJA&8no@MO%lP!i&V4jee>8rkJhNMsh-C>wn_NG5nh*^;4uOyLA#7~G;{ zXR4Hec#H*~ikS%RwVeNS^3OmU(lscEz3a>3hZ$XDzVAXdneUN#T~r4b#k|yuM*Z{y ztT5^Ce(_`F{=qTzl?(P&b-T&?3=p&xaclq=1+xu~=Iy)Jlf<lhNJ@8tXg*{TibF=d zn7&uC(wlH<1MZ}YUN;?=s1O1Ue>jTz#EigZ<Y6;vVKb=0(b304U>pRL=dQ)WXV9I4 zNsR37P3d&(Y{9xCvQ^WMUOC=D7?xH;%zRm-T8&2Pn9z{N(c>7IGG;I`jnMNkGUgHJ zZM;=K_F_aw$Uyyo4MXi?aU9Z(qe}}T^CnIJN7Q86zG47a*GiX#RT2uif3;FhIe<BE z=S#0#UU`tkI7Q{AerQZWr>enr89Adoc=g2ra67bG7ELyHL$zzFOYbTG6cx>{uUuy* zteqe&ozqboO>}mQLj)we&RR*PV20PF@_C}lH5gep|A1SuJ(qdu#<{bI*<==rAJMVS z-Xt-=v%j^`FxJ(u?yeiUe+aRd51uw^W?n8oemFfocF#5+<CK0H4(yQwceqRGjNj=g z-5^%(so!Z{++}LMFlNek9qS4t5#Dc=!NEOs1ZX9FET<ny8WGR}OykG(5@Q+}#l)Dg zjb>uLD|$6qgN|Q}U+x#_h+m9`;zxOC*04}Zx5)A`T{g8xioaK>fAmi3)I?6o2_R>I zA8-MxS6B|h%X#XCekf(V^aIYCRBjQJyjEFO_^vm_VlMO6n*yFwGH-m}e`i7f263nu z5Ub3*|5UYWky$uNzB)&xG})o2NDMgzhy{F;oBu)Os@wp{q)kF@5|GgJcFZwC`@4=) zbS-c0{UWP%rc+(Je>Wp|E4UFK(=exvc7-*7UuE##l+$;~r&R2~1`jMaW+7wVBRVyq z08-$-YCxZ<d;JV*SJq%aYptxqCr>#1b_W88G#YHsw;^`zR=JZ_xdCHY#uzdnb~08l z)$M4rK$dBz?tVPo(tTOO+9rS)%a?R$ix3GD#QMbTPhxv_e<o#<k$=~o#1XglB<9Q~ znm(PMU2L8H#Q2u|4am(N`h39#B101vQtTz}YFVsYCIz^^E(%be8Tj6P*K#a#cXj4j zmA3}46(&7<t5Z9K1t+p{wwwfK02pwPFZ|>a*ADA0)moPGwpmM?yf)7!lkJ<miFbP{ zhhiz9lEn-Rf663~*gGF(Wa`!a{Hb#7Ve#8XQ1rl9K+8>0dO%rT>)NGoT-0am^1>wZ zHc624Vy?26CqNi|IVc>d&^>@YG-4r!f6KsQAED2kjk~Oy+Qm~MI4yOx%;l;n>kX(& zg5&T0|5kr5>ZP<58hAg-w0pRknH<%9=KKo;Q);!)f0-ZUVI&L(JJa~*<DyAbZKJTb zS1)?DNOVsGxO^fO1dfNq*AjnU*Lr2dfFf4~D9Y_?x4r@7MwEaA-@8s1eA~9COPBz$ zLe7)ku5AUgSgX8Lw_4qWIk;OK9K!z1>Q_Dg*RJAM5^}UHez9n3(Xvi{KLGMkz|KzJ z|MAy|EP)1x5hvoAwMzj?+NFoT-01P$scVWUfI=?-m&Fo%xXBeK!RNJ{Tj7Ok;+NVK z0xf@V(NBo+R^UyC%Cto(Q{=jPEXsDJXmK<^=1=6PCfFvk?B*W-MshYD30Q|0NfHVc zD{&`&qfAEJc%jc#-Q?aQ0r;^w4&bZ}RH5l|Eg@1ht_=r%l=n9b;4DT2UKj55Oxuhm zkAkCKMul~f?B>m-`B;$YTuHypHttKUYw&*yIjHsAJMEp2GVx@%H4t?$7bGSj65^5I z(OA<KuKFZvvVm~Cg=A(>?*47gt5akId)+NEf(3GQMkZR*Eliz}_3MoM(K_RnerC$^ z1N!~SE!YBjFtSifOagnoHEA>%>_K=arn%?{zuZM9yUiJa?F9F};ZiQOfh7V3e}GFY zn^J`RW`H7O$`85gI@YO8mx5<1@_px$+>MF0aO#kX$;A6PzkzHUKgL9~MM7c=gc4z* zPS&OqK^Qz95-lDQX!8lel>6!)k4BeJ76KrD5O1$HpO+?17d-f4yo&7BJ1N}vn^M`* z01P<SH3V1?%+G7v+4>jgvfuK!$BU+_APh5T1drb=3>qeiUF#iqi=wF~-DdYRfW)TW zrolWepzr3CuQQqc@Q=k`?M*i|gfn$pdY`LQS6hg_$s%nQ`EdN{VzeAX7z_C(xBHua zgwQ8u?PmlhXYT)>?PnE&1j>C95RTY5o`eLkK|YG&*9pVh^i#a6E&~Xbc1rzG^kNC5 zX!PTWBM>vM8jd$bId21&FD53`S>;_CoVn#-Dl0VzfZoV^RcV>Gcc9k&uOyzYb)Njq znTM&zB-sPm5>Z6Dho#hh0q6jZInWw^1Zb{PRZZJ1ez@C1&Jw`rq(xH@{vu;^-<?m} zX=l!BV<1o*LI45(ER5UO;0u_4<>W4=Bk=^L%zn<$o8<932n7eaK=zHGhKO;XE@VJ} zCGBL~WpC+$s3HQ-)mvJ(WuV*@fkm)r02+gh*?tn^+UMGo1{@x)+k%!){gAPLqmU#D z0W0_STaO$i3K6EgqkKc|<24wFx&|kVP`uY0=kURRnKVq|jSjcW<6SKW=53PB-$zz} z;D{&f0FQ-8)MGzE5p2XUZ%ILPoa6+gygSapjVCUO60m2(d%Ago)07&)9th1huv4Q) zPqv>i{bPh;3}@fw&e1MfISL7X9bB?6>_0|r9EX@i{V69Sq=Frc$d*(H=>Sshpobv= z=y9NQ`&~~0qTGIuWa|HQS<D;v{TK8YyEwsH_I9Dsv%k@Rh(UmmVjnn27p_(i#b)l& zgeAGI)e~&Q9996g+g)gT=Z|h3qmZ-y_SOc#rn$qEnO^vkHMH5t3I5lArKwq`zV)lw zr1Kd!38N_Lt%(yiq+2h8Q8@06+V8KE#9;#AX?H~YU>QLGps?PcKaH0X%o|rrp)H-* zXueo_p4y6s$qKlN$5tMNuu1*yieFuL+Y5Ohe2+Ql4QndD-MjxaZH)omi2Iv2<;2ui zcWuzD9pbe8J_F<lxNAXwn5}@8uKv33N*;I0{mW9hnvXURQdJImK}TC1lIwML@5?c9 zt1fYn7T}RLWds;kNmFEL$E{0<S>ddk#r<x+x2SxjX<4MM$t7s3<)$VBE@lFgx+kR^ zKgpyPQgsmOrub|0AHa7$mt_k<b(NNSr45MoA2&yBp>t)@z|$Zd5GT)peFR6gxB-Yg zOaQjnxqVCW?&_ES0~5FGCzoO20TY)O8UjRr+&Gf&^DBIBG7xL|B~eO{hirCcF$dgj zu=c|(GIM~eR=YLREp_xUiTBrE6<Ji1vbx(^<PNwOw?vV}VzF4?G`o4aVK;yMfzj`u zAAb1LPg!=8$9XE!n}_WUXW5PBEM`*QJZx@0M}NM(<BYNBW7}+RMH02$q1fNviG)Re zpSoL~Mb)M*hq`TUe|`A(3GknO;*8%Uajvxid&gl4DdC#|DpNV@o+}@Tm<ecSHyrTM zahmg+G|OTk_|3xshCl2o#2|~dw|P{QgMArx1wEC3>x3t~?u)*!e_>2iU5`z9bnM#A zSQ3=J8t(qUwH5oZ+PDsGUA^s8H-jC2L+^#{SMG}azG|MTx3_mvvZy8$YMQ8Nhl_;a zv`$zaOLe$RnW|S)DZ5FvjwKg%Xni;U{>4!3p8+o+qxSKZC($2uJNC9=*W!x5+Lxil zUlEOcWgGgj+}WoY@vv9j(5M~t26_(_!v8kVY+Kv&sVg>h)eLu!MURxVok!?@-ED6< z!@V0}m(~!-U!_cwO9WzZo^hW-X&Ngg?byC5x^fo-PCSi1jb__aw5bh~Z>tWl2HK@* z^aj5qw6TgdHZdD(8p=IDvTaDy6lsbtNK^c7Xo?Ldma-p!?Fd#)EkAx43->*VI3f2F zQnu}ev9bG^YKPPPFb@B;L#x4mHWmAL6*+y9$TYpkZ}td-IEZtW+k^aBB){SqLu=`1 zEp*Ispm&nQ3P2d(yW&=`=#N`ikfBE!byaDJOw?(QZEufXVoz5ZZM))7S(*a3wB7Ia zD;#e7{iA=-ljz}ACQ(<^O?}HFpdyc+XfH@KAbt9lHminH+gmt}<iYlT*TrMKuLr{f z>xk;FTc&!=Ayz6*vcwL(KUSqVc_qjgKtq{*&l7X-fG3c0SrYZgcFM3_rXueJ8KeaP z)em)PKmL`@qy74qsxPOPvS{qXV`YCwyBRRba5A(ENLuPW6RDXy5b)48dm#VwDvJ5b zmT9(zVp7H_0>z=k7|M!&CVQa!va1g@oShoC78p=j1_b$4^uOC)ARP0^$pFV9>IAOX zY-&81meEj}{#KO;P$9r1vV5d~rT1_~H-rO037AxY)^uVZwkqRqO|^<v{(@ziUz317 zt%QhmN<*!PH>-i|dc@Q68$8%`CA2Q=AW-JPB!HL9&H&d*%=6iQ1l1PJ1H-?-bLF#z zaSlJhd7Nc45U5o7bl#;E3!qjUh9FBCx0fC6;ggkvGOD`H4iX>`hRV(@q|Zk*u@r#2 z;^D+*vsiQlsdW)+sq#3<lW_1GLTN|jtBg>Y2;q)yV)Z2UDC}!sw}{}7t>O?L8L8P7 z4#|V#gxip4XGMU2R5o_QiOFFT=(iqR14(x1(iKm1xI%3wQQOf&{ZHz$smiVb!=R7t zHb2~EAmknKYJy%hn~<O|;W+Ht&Y|H9Gmk}JmP6YPyVKNb$mf$lYQ9z{x&;FJR3I^i zXZy0La3>op9T@3+7U+By$yHXg7FPr%*WT7983<Y83bHAG4!&YhsWoy`VvQX5^>K#R zqQ7vC1jDv)nvc|9+@!DwkRH%q#~cjYI}R!`vFrGS34t6Cy|dl5^17$7)QMX$$q>Q3 z`IA^?>Lvh}FaqS`DdP+P6QFMkh@~-8IzX&mm`;NEsr~8REzm^8N@zFNFO16tKwx<B zQ<sDTiFFo#y?wt#Vt9n7sk4+$9($d1tbv7Nrd=<_7G}l0NpJ4_evVpVPOXXT{UV^$ zTjBSnxO@f0^_=3_B{oT8!IFU9woe-LVOf6a!<GnRp4M*d75Y9<ha@;Ah%cymp3L## zc|b#PVl}?N7eJXb$G^!55MR)0zPJDrEY3uDmQe|Rzoh%5MKcNKIt@lVFOWDx#2vcA z^87!pV52}F;~IR}Uw2@mUyw#hX0ZkW`eRN9=loO(=q|&loG`TN2Oj$R>Co1jH9EzI zC$(IwQnq7Lo|Ht<Y!+6Yh&a(=#!>;~JWlh8RjhhtR$sDccMC?z5$p_5<#)#d{Vs6Q z?Kkp&1mKAbF%}Kg0Xi4M*paI1!AAjy%D$jic-dpR%LMSZIBBvqk&YyRO-d;S@N+Ya zwQt)`3Jn7gA3wn_)06**5e$|_W3$1<;TIdkfCn&G4z-DYKnD}Rz^`N1m}Oz(t{S`A zI#c)!93C4U@&~|1Rowu75~_V{fTz}W>FTF{w!`?#8ou$D3W{(Il@zGXgk1XoEs=s% z1?xC~VT@b=<a(s$t~yre!R+b1ueXEU))bv8K>ulHzu40N51V2r(11(w=;y&USzi*t zQXk@=l$;`Hd8(Sq80O~9GZxnn$6uk;=@sHI=~G97kFLl^uQ4D+5x_p+bPg0jQ|YOH ztH2a@2k_8tD%TMYqv;qLyle{Zc(6_eed*bJKD5s!m@)}5j&89Gk>$3Fw;lx|BS}@* z?N?(|i|D>?tZB@h{mi0$J-EZWhTJ}Qsr3rSGZC;5N&dZAx75+cAMrOO3PQt&zuN{Q zn&5qSKGrt$VVc1^0w%V`D17}|8~YxAKfEL>w1VsMxUUYqF>QJDwX)6Iwj2q*>uKo% z4dA?^&`U7h1H@y|2Le@eaO%f>vC0h#7A<wQBI2zRfXhMo3(^^uIlH<r;hNma8w>@Z zfWu#;lc5Ye-yiqJkjKxSM+vW=d>#cTXt>>f{6ywwPKH1Hey#TVyB-9qgK2qx7#`Y@ z9*$#&0lVHpdaTOAMmlp7D_uh;f1y(6Yn3B-se}ixcH8X9-#XMyJ*6t(_zs;H&u39^ z`bepn&|&iwuX4h&tNwN3odlJE%mT}5F~FDD&;g6?&9=gk1us#dZw*?x-Fsd*h!@;s zlFk0vMsd7gcTHXz+G%Ns#$OhHy|gq-tZA<7LYoCcH;Z}BZ@f<Lm!@WM!YA)#yXZ^U zK>hb}Ce&-33ANIhc->rcS26YHI^%W(zQEJMbe28~(*>S@h%-KUFYoyR9L(!wlLh$h z?c2BSn&tS`#ItDEGcZ5`hOsscvK?8E7`(4Y$+=Tx-#{cl(*=f9IDu4uiyWD&iyUd= z(HGCEVj@lx;ctS>_zEjZX;6AVRvQ&;Ob*K|Tf&h<oA<FJorCQZX*#o1p2J2069+I~ zx75;R$<E`7;Zp(5YXBRxSR%Pimm+$o3XI(gxYxaH8!0izDG7+X#UmT(H*aom5REh~ zwhNj-Xm~#pO@J0MCtJLKL0A+wHwc)dU%xZK?-eQ{Se4Ag%H*+1K@<DAW68Kv_U73T zgPFzRnwax>Oj~Pz%l2>_2O8YBcTVHtYXhc<)wH#>`=LkKg3@_=fgNN9w!KgRcJ~Wn z1m)++Z(EeG9PGbjE@9<N!ixXHaL)IT!20`0VEsx7tgcC5u{d3SGLyiQ-VmpgZREFf zI|WYq9g0}}%A>7x9&=C-KA%kCk5``{Z!pO8+0Yl!#uqW|1>$Ps4bW=e+E9)cO-zHx zgW?l^{?`IiWIhAGTYwO#<bNz<qqD2=y;Mzo^uO62Dp<RSwVZ5~zn@9|Oafg4S`79# z0SlIKFI<!)U~+DMtFChi?SZn+#o1KaWT8oIVzdEJlqR<_i>Q=fiU(cBPvpRnz-Iv{ z<J#!x=f<VR31(2lfekh}h3*vy@zBG1W4{z`<l*2l=;f}h%j%S-U&Eq4mNL5*5n_IB zLn+YnImJmRP?uX7jE|WgL4yxAq?bp(js0*jr2%{iO#$?Oeo;K6*E0tovU1_avESP> zv&5+!d_cip5sIF8^*<KS%HuRmUZz?WvjR-NGKZ2}QvvDv915P-&kOV6ffcV*18e5{ zby?z0EG2UAl9Cx)y|Fw)wInK=xTtN2-@xTGu?3ZRJlJlBL-CDzj>B=J(ZHKvAROCf zgU0fjbK)a^C9`C$zidSjJGqSQV~^o4bS^2*yDuKA{lb1^NzC-Wv>yRhNt}i3_E}zw z7jvGPr0nE%zphjXe2R>g{Zrk{yzJ$0+$nBXxZt+2n~5~V6x7@AZ3$ifW?j5MUsS${ ziW%t2JBj%eG7-+DQ3HeI!qLuVCeU}b?$|4=yYG~L9(}(oEAgy`)~`Nm{XQ?oF}$qQ z+oj}+iRAr1x1Z<f(DW7Nl9%cfYRNePxAR2&|6afsY+Zc<^JUSt%h){r5guoe#hfby zC4reIB5Q~E3#SiwM`9J8(l676Y{@m3a9}eX4tn)!&ibDqsWFWjK;2YLYx6GJW>GF+ zmGd}%1AQ8d$A$A{Cs1VKipc<afa~;MN?)IiJO~*l*=&(_U&f*t>V0LG*={d|B((&i zTZI7buS}ZB7_8fH%yM3Ia<>_7othJq%gZxKENhXonQGcTG=Q}-sUJ+2g8nyZLZ9l- z;1SbYXmn?J^r5!{tm@TMF_flKF#5E@7zogRl38{wDdXqBBvxHY3b_TbEVSOKU`s`H zLuFcTW*!4(SX_-PRb9F=+mlzZpko0x78+i%yk(li9Jo0^@#CV~mz{L$3ad3&%T}uk zEmo6bFbl=-ELjdHoF%o)!Trs{rBF(c3Y}F179^Syt{A%Lx*E%#J);bWRveD|b<E*^ zPYL`t8>?qte=3vEQand1eTG&up$#fApw*^z$qOo;$7tcHys(>@r9(HmC!FD;Vag>p z=2EEfz8B)f5m>z_chyq;o6?|^7Ak@Qm|$SANv2-6c7?*g!W7JxIa?932J;{ml&1aL z$+XARoQSqvd%!2|7aqc!wm)=&p<|GLIpnj<A@>U^@YObpsG!ev(+@>cR(Jc#tIV+9 z9*e$4St6N?4z>sxTKDzu2yz{Ndn=VWzm|tnK9Lx>29kmeA75Tcv9+1sj{Bl1ysRO) z1b}W^;#G?~$+^3Z#AYP`+=)=HZl-8l_2<Txtkj!nHb=7yRaQzun+}n`;)bh#^KO_= z6P19e0UkvFdQ%;%X5(j8*KCdtN#<e&2a6n(nh;*OK<ZRViXo<=gI%g@ElzJ6jrvTd zn;z*TF5%gg82CVXmwK(}i&NNXGAZm-U8pV+nt9MFnzSZ#4mR)vPsrCf^8U&z5djTk zF4vF`i_JLI#klkZXz~5Hq4dRnVcZY3p$_Icj8LTvh~ZR|zcA#R@*+r8d@=_BALy!# z(d+=tLYi_VM(b~ZR?<{r0p<F3O0m!c6@j!ike`OZ(@_@TJp^pGX5_0W=#xR_>Y8cf z7p$O7nlchC?pU8L9ax3z7geRH3#>leW;|-$6)(Dm^3~MWIV-8A>mn6@-8L$NyJdJk z1;elfKz}@4CwU~>pvR(Zx_V}Ut^Mh;%7uDJp<}JXb)C^wJ}s04CotpTxDv!+y{YC` zZA!2aSM84vQ|8yM^5wqiDpHJrxq_nYg@tpT#Tvc@BhENJm}l`4Z6@Nt&Iry48wCzI z$m9V28!P|6?rM9-2Fu8QzKnHe_i9qJr@9U9Sv%IovE?7sKQNOjDmb$Y;ejANwJFy? z194X^WqJixI~d|$NClZ(=b8=lmn`$umj~OXT32e5&qHV7)n%GO<fdYQB4_^_x0mzm zB_7~@=Sd<0L{yx)qU#TY$o=?usJ&7`n`8mgp*YgzWHtq8|Far@yPrSZ+ZVyay2~N? zs|u+^Vw@v0<kKGAJXbJPY-aX2+9%!U*H8hUx?9A?m<Q#s9rvyPiz*}iQ0WBmKwpf- z1*~a@fx2A95Q?$23^DD)@O;IWdNJ3UvJo!8AK_Hf_6g7Jw7;76H?!5T@ZKX&3?%5? zXYFslw%c!>4x@E{hBS@O@Z2AZ&J8chvh6lhfOCRI+o)e`qp5uEs|M#^arlE3DkiRJ z*W9NLNCCkpXn~PAqdMh`P$D`M&-TGp^$A+Dh{mJ+wGwN#@&0^5iWpq+V9KU$sxyjj z8kR_VugD*FEa=9t0Q<jrdPBD(jb%jy7seub8aukxCZi93!QD|oK+YtA^XVRf0IiaT z(_@DAR9huhTjT*S#a@V$7ufiPi+LW4oI(jji3N$jH|^JbwRt)K?@-R0jy#yqCRx1& z8$s%*YD%}_7xYf1ZNk$wo2IMWrEQWQ)y5DtM@~skoRWHxrwYG(D=T{(QZHIXR};}B zKh)IwYrWrp2lx5u{<FEBZXz&sMKixyLu!8+imBC_u?sH=VucmikDxMON%Y-#;l;Cy zrC77<#bpgT-(HTZ7-q5^tC#T7ds(d%z}K>mDfs6>8g6oy4~0>{Pqot~Zm~|(c?q}) z&mR9DK#+$Uc5PpU0FIpvI@o`9fi2Hf(e>9?hR9AHD+|q;Gb<EafZ7*E$KdT{dkZVn zN<TjQ@IOSDr5u-G;Q<qu=PUvj0XCDdD=2@JT3M6hxD9^aU*Y6s<*IHrFJ1e#*KCqX zQd7H~%2Z`jDcP27Wo*ll<mv7G^#KS_5;Y#X_24qa69hou14y~pE#%^-uO$C}_x#n< zyWB2vktaG?JZ~3DNDWPLp%zM}BC%?bDk-E%7thDVzoKt1-M((x<)g7_R5T?On(}{t zm#Qf@_?1LmO|_Sno4Y+1{$5_1KfnKlKK{D=_w!%e@`=b(ley)2ZJlY6$qd$3BF$r7 zyB~0sUY#Yv*gT~78OIFM=2B#Nx=3MbX`WD*AF0b|qC6I<nN0M7h;F;r18?S6DfOXj zY0velE2>km@{L7zYwIuNs;#<`h8BM<641-!>79~l5d%xoWXzH*6EaCdqO43OV*}<$ zkpu6%G_ysL=R)a>##X0IwJtgonvQj}Di8Hi$I;6&Ng@H1DHFXvlm*HV+mFS^rIHbU zwU@?~RP<V3sOsW-x-Da2eQBEV)KR~lTi8;Zc-2$gQQ-{p=_LA8)fevbX{mqWsBGG* zKDA8G^D>jbyW(SY+R?1I)(qwa46ri0#XJQ?V-}CV?_B1K=M4;D>FZdI_alKhuT)rZ z>#nIUrwzAm>xK$V`QLKg!G^?5q91u_NsC&UPr7H>6*_e)l+`rkyCsk<W%P5|HC2g> z{Di_Q4n#-2rT;72nM0S7cldvoXbW_~$+8&@dES>_TsdS_e_Zf`)ddI#d2@$#ecG0w zUTdDFI>Fduf!yUm4Yw3aEn)wl+eLMt6YA#Tex0YOKa_4zcb65oyPg#)=sx{_dIxrC z#F_+j$|R0AF{q`RW8Zb>Z=RlBUS7lrHea1V>s7Q~KiwgO=jtiZH-&#PG4DCdl_y{m z*%p$3a?4U7gB#NBhg&UdoP@)f@c(G3jW}<%cMP_M(>Ngj#EOQrB`QEREfWNFU2}1# zhZ{*Nu<3BPKqJ_)VHg!a>d>!YqXHGABOTcf_-@L_IrbwU)haXBemF0A1e?g}4#xAE zzMqS;SMww6jE@ZHcDsLlT_$lf&wMC5S0j>K#CbN-2$Lx|FNaquwU_g`Zk*?EpX?Gd z?X|{LyQ7SS!SlffY6g|6_J(#Dtp!#Eqy*XptKQZwD-)q}9ZvDEe6(N<(b?GOrK!5E zJPqWIp@M~BGMg~t8f4KThGo;3kMT8-Vnhr$>T%SIV2Kr0r(k~tg!YE}N3PGH|EL<k zhXNJQG`BY69UGA(IZke2P1pO6w;2;lBeXQ(&cv)^Fdhl~e2aS;AA|SJQe_eOCGYTW z_yjcF-Y>8OV2MEjc_y?*e#tlwgb)ydLO@>koxBY4EOs)$b3Mo)7ADUZqv{Vt08EfS zQ1Nfo+HIt6>n(pD(tj>fq;>N!aa=zyt&E=EdCx@KcOR#k{txwO=MQ~<!2WROpc|kj z&4!bn+&SsWPLDcRaWgjkHoJ+-0Xzwt!MU^+7@6I~<-=k~CMf!NvEZyJlZY4qcWfnz zCxGR{JXQ%HXEe<RqS$Lr56Y=}<Vze9Z%S^c&*(-R8ghS842olSad!EeTSm!9VS{aK zE1c!_?oFJCM8)G_4@AbxzFO~zhILc2`-1v{>xyI96pzrddG#AQBa8zdU}26q2X<K7 zs%gj&?)A!X1#Et9s#AB{tSFm{42H%Aqy(zf?-VgR?=&@|ox(>!fBgdPi!dM*+RN%# zwJjk!`0jsdoG#6yQtSlJTr?jlwB?_OCsYTg?uHa|P<>?9n9dWZL$|6{cU+3eg}uMU z7XTzw!tiE}n8x#3H9I^x)Wv21wV$)VSYed%=HiPxHb!Jg?7N+d^~YjYPVhO0eTcgm zk8`9rL>Ixp^`U6@cW?`ELBUpfYj!*A8RM300nUF<BpD|P*uSt&8LRlj-%;Q!5h@L5 z`tz2?yX|7(rE2$BlAPsG(YbDUk%B9lVC5}!C#dJ9z%yJoAG!T>s7@s)kpW=Gij757 zdK@=ZaBRD@4#48@nE`OHIjiN{{ROZ%Gs4Y^V+Xuy6SBX~sKwFQ=M13!;tSW+vCqmt z=$d~eNw~mmqtg?nQ!UhlHWD`G3}g&$t!jw~K9*1-8$|RLRD}ireh5ikkJaxkD+1M{ zBm`AB<%VHSoO2jICeUhiCvB6NNfOS&KC^_=K7$777+`GGq2Y;*4`m?$a@gv(j;epv z+Pr6Wx=cy}I0evpKLed%3p}rPP1!==nQDI=WvO!oaVYobSJ>8d2XH0kTv5;G*iLu` z>vML*a(2W<n+n1;Fg;pD7fwJ~OoO?9JZf_oJ7$d4`d&V4tk8)Pxd$<=0|&@0KoH#n zl|4;|B_7n>m{8+Qpoum${c|!492afa^iBbaVZOpdRmakEi5Z^KdAyEUf)0<F%ZY!u z&q3{IN8m3+9Gh@gW70l9NaN8K^ej=~Xin*wJLlJ?aDD+?2V;9^^ksW*vRtHD+8ca5 zJD#SK&S1M|HUQ{-eK~Bd@XMu$`(%j=X+LL+mLg5G@8nZ@z>Lkr3A#9)qm*L3F3+9s z($zs&e=lGM11PN;7%?kiN9zEdJz;<2@@+>>VvL>)_>QhRIyaLKHX5tzW5omR80o|a z!0EwKH{kD(OV?n{(qPyfe5L>dCE-GEL!gMXa~TICNkcG!oFs;g6mFZG0d6}m`&2dC zxQ`aJI)1b8zyxV<3o#?U0PiLlM~_J!6`Kv!AXK2L)8)7#-GgeUZP>5kew2UT_*9jg z(YMY@r*_EbLvOGRj-ASU0aqEY2`W_~k=HHBcoZm#1o#+?YRat(Zb!uW+}@YB<=hff z&KAdbWvi39R%MiaE7}21qmHnpAtW)%_c!IS<}^F_J~jfIOT!lxGTN0V2<C?Dv<JzP zAkQVX&sEvZOY!OSj?R6S<1>GGA}rYKQRv_2U2bN5flqN94iEBjUHRK}{TQWvL9LVy z=Lm05Y(6r#P6kj@FpYp_+I@LA5I`9WGIYU=Ue9t)u0k~lG>!?Y$mm-yK62sEW6zfa zD80~vI}Zvys#&*m!QQNXb0nuopkVF}g}>S8FDMFk_llV$_IO>@5$=D+#ucW(*WEPp zG=_qM+Vyjeblu~~aax+L1ZUn?>3n9w*(AA8ac~8Zq+zZez9%;TN#YYcPElM3`tL1E ze_e~kA*Yz|&9&=rIUWJr6%Awl(KNr5!&+(d-2?r9&;M+k)98m;dNJOqHFB<L8r{;) zy#_Gq^Ke=rV2ky5H3NV0Nz?Ee@h4}z4naD05RFR$j6^ewsJnRmGhLBdSR3dH-UE-c zT=kbGitV#TO+opSs>I6aIz>H-?23Xjx9*D5?!Ys~BBnxhTJQb6^{+CP#!&saS{E%; zC_m$dNAl5AQGR`b*j}9g6Tq{w@Bt^RG512se8NecD-rkaB>aD+{h{1;K5T22Dvx#* zhjA6}K@n%P+nA4;Vwv+rzTXw!+5f{o3s92!o@>hV;Y)$nGdB(~Y!Tf4cQD(5pB$Wv zH7gwP5unTlDm(`@8#fav{&p+1vv?Zt1Yq4vL#8t+692y7d1)ZDKDrko60gDBofCch zTpx=Q6&)g#{A_;$E6xrq(Q6t>Oxn62am^jNeN$g{5aOV*#{k`F9JVm3mD(vj*0kjT z^xDrwcXHC_v#{SQRcv^T%b}acu<?$qiRT)$_bBJ0DRxb9-nWyR`?fq6P0<HctJiBc z6UvB8Ymi26W13T4i|O#@;BnOH>FQOUR()`&ugrpM=&yfU7_}mu=iXVn15O7-vI3%l zK1^M#zxJt4n-ZMZTONg2D~uk}qb8ZFoUsumxa`5yJNti3uOphkqV@5!t6p(WmGTJO zluLS}X~W!5SGh9^<JQHwePR#gr^UoDcVE?q4X4Z3u<O$4IIYpWl%-GeQ+kVL1i(}M zj&A-iODlgzTeari8>ws*kZF9@pncSGIh6GFNHNC@#4Yt15utRgRMoS~GJb_ROMj#S z)C4YP{gJB4M_3QUpk`HfU45i7&urx|Gxp#*HJX`8!ikwqz_yGKzI=;k(*(|pfz5(S z`P`Yho*>HlF}b@n4jA-wYmp4&_{ji!XORp-gKU2y1?Ohw2tQcRWHT~?8qiM+p$UcK z{#0uK*Q4kz@bcq_bK&bZf1I#b)Bm7P#>XIF?u(sA2fehh+!YPG$%6k?=yu5qCKI<y zpWDXi62FjRBF<wsspnoD1iY~(pC484%6W*@${CpyEiG7Yj=0{Tpq#JsIcqF91c;`} z07!oTSz69gKhO&h3a{F)sr^)t=f;F@!xOY+M~w)HumTO5_sxD5=Zm4OEKp2X!l`&1 z&p22=H-D&Ip5{5S8E@WNHG^*|2U96y|N07WM|-YM8%A0g=AP(Ez+E>nOw0f#7GU`| z+{bb5>m{;?YG}(kP8l_F+6TT@euAoH$DV&V!88QfQ-*fi?(tZ+o%fwdf8bKD(RdyH z*vo7Nvw|I4tLHE)102ymb|VeZdFE)Ywp89!E<$q2e%w-?dLHuegg%6Dpx`tL3ywYT zzpZ=wofynl*hITqNY`m!(m-Y_RMD#}D)F2>TbAG&9>^;ox2YBU%$}*DPDBu;WZ!?x z!Z9DLot?KINF@Bkv6F*%ea%c`Vduy(j)lzmp-G<;#oJ4lhO(f?=W<Q32JZ;*nHcBp z;M2*<`pYn=m}Dkg4Rzrh0#*J%e~pV(cT2>*e9oX2&%o{iYQp!Z9llhh53msHj{q1k zd^nVw-K-~z!B(w}XJ(?@qnK$<$pwEXc$GCXO=*+aDTwbm1@R{e_S$bKgEz7m5^Pcb z!nr)mBPhMYjyT0PV^*Yqmgr@fPaW==py0wO$O(^eaPU9^tp(*P@XBa%rxfgrFM2l< z{-2w=&)S{p%V`{9z<6_M_ntG`&k};@v+j!xH{NsUZRyJdLM%St?<&~B<H0jsKag8{ zGuQlk5~UyeOo4Pk@JwCHufE8hhJ{Ll`e~4HF0zbYsZSnr|M>jX{{i&0U|*ME;Q<qu z&N~7Z0XUPfD=3!^JOU7Z@a>zkS#Od<;;NmS?b^an(1<ZbFnoBTxcuL@fo||2kELO4 zYELBb>~4JB_`1nAj~l-E*DFrXAMRh>z0I;s&hkVioBRDn@NAO`&Ulz^?suE_!JF-^ z;G73PX|*fs$L{s^HWWPQbYbe<_EyF`sPtCE!RIYB>uUS){+Dro{kyk<i%rb(G<B=r z3fL(Oq0g-y#r$k|9?fOJ!M9SdIE-=1zumsKu%&cc#&%05#eoFGukK)misXCH_$+ID z3Vz#|vhMM#KQ)@IlUke&Us}*hoiZ*$G9nYto3THX?f-5?dBuu}j6fdFM2<7=?XLfS z8(J|&nZrvq<SfsBpq+1o17sp1CNt<c!qj)xLaJ4dt!fUPUFA&S`Q#*F$=Uq-gKnKN zQBXQX!$4J?!4`$<Mfu!-w3w8jPAHeFeGp;Pcxf&RBQws@<?O;7j|$z$?kxoz2b_s2 zEA>$68*G0%l*IuB?R4K^V}BqW=*UQ+8pl1DYDcp_a2^hS-QnWlcn!0R@#IXzD2`s@ zqYyH3PVlPqzP~|WC?6xrx+-hJ&{NqT2sa06>K*w1^wXXhG1HR=ds9`$TIxxAe4YrG z;Acr1=p%lbJwdrq#ab_qzeT7JERSP3S3HzV=H%u-l9T_V>{VZyx+8Vq4CLd`ZbcSo z-`3j`_8-`Pwb%Hp3*D^~HF;40h#9z@j{v$GJ-X}Lp>Xojp*2lK=IjkVXQ84!nR>0W zr!NYa84KfVdFzapoN(bI&<s0&_Up`*T{0H{IZwvmld>cin<$T28fIevxez4;m^lGY zSWKx^|4=?WA0DR7;+#dPT+RgCeo~K4QvvE%6~6g@a9kO+Ll+R>6fM4-%s`{)6nA>> zg62^5%-%a<X;%>()oH%2fT8`tw09@1T5=>>yB?0ZEsGl()~$&v3&o;1zj6xM{0fM& zh-EUzxs~w&Pf<7|l_SsuE+vH+vGK6iZLKQ&0_M<_T@U_cfqdE~N#M+p25)>+HD}Qk zY<g6GJ-%ZsnRT|-W6@iE$Fb8DxJlyu9AbHGKTkNK>rd5m_pCA9T>U8FYeTXs3f;Jn zLoVKV{P>XSTS~gpOZpx<A7V%I^$;DBI9L}>6Y-K5B@z~9BTFG+ccuW;)reSs0kqHf zU>>s6UAJ!jcbzT_S(e0p7-4^+ID0erTT5Mk3oKCzH)T30xnyGJ&ogmj4v|7a;FC=7 z1eZAUee?S6?pU_1X**W*Y70)sO#66uR7GpLyGlX8yMx2%+w$QKm9!7QSzvnIv1Yfw zEH&*r3LRcN8RmwLekei~3i9FKtVd)rs9|6G79wh(1$_iwJj1y_t9Z^b$Tk)$TUu3r zl)dhsIlh@hG7?M*v7BoiFP9^20wJ2#>;`mGE7C0X!6)2yt!dg)c^xp0LeJ2V5-yxr z?L3LG8WLlH2oiyVzqMZo$`||eT<9oSO|wt{b!;qCT;+=K8kB}`pLvi{PB@;<mxJmc z;vLP`?QJY=y#1`ZzI+5*?(CqQ>8~(<8C-poEO}8rI1^<&+EoTfuNYvlZ49?oo-eok ziS#D^rYUHuih0HtbCKsUJjIweMVu&<HPIHX2Cx#07tlLCE;}wtGOBTv$3!#F4FPU> zCJ=5v@6V{hQ`sHx4evnVs0FoLCOkQ`LDORWi-gBZB_R-}+1bo9!qbyfrkMzT^-S!M zxTxJsSfWEdN1(L9vK#PiJ*hW#kcKby+=akVa!zEHW_reRYdy4O)BQ(s89rm9BxVzN zCVRZTjEpR1BAo!9^1s2u-vP#dL$lwTcXTWw_(DhV^$Q;I*EJ5FiWPT_j5C(S`H0vH z7!)ZmOSzo!T@22*i6sM_7xRjLN_7W!S=d_y5tswQ;Fde+7MmxO!Uv);M@#`iLmomK zcyvJRg{pBRqBQp?g%&iXW2m;@C4i5P?Oae7cm{(k_e@<gDSY8L(uj%aIIdNW;xt-9 z_vxVPDfJi=@-Z1387^kM)ivPK9-~0v-vC^=x9NP|d!u}`z@59@I@Csg*HV>yo-jt1 z)Iewpsf6OQi*9&0mR(0AmdFyc@615NJPaOyVffOG%P+9mCnf;3ma>tpOoAuMa~fCx z0yr}DFnF@ro@qZVi$Y`GG8P?SqHa6O8*7VJmkh<gyM4w}b|eWhAz0&sl;O|ynpnB8 zM3lx?{9lB#03dP+Sx<_8b5Z;#g)3igfops&&Cp@XOy4NOJPlfZF}0=v?tX?Yyq}@r zef05Wo8(rX2)n?$v5Qo6?`Uo4b$iCkJ#)XMTaHc3g*?Lx7J4u?z>DQexE7tEU7iAp z-9WjcSYg<OaiTQ22GNCKGr@9CJ^S&zRZGW=#;~==a;LEt6x#ZKq$Mx_JE~9m0%OcI zdt^7his=Ub4oZ%Rw^I(=A+^%2hqqnpbLlMmWSP=A+92fCE>%CG*=>_6OyIa$9ewIO z$M_l>&g~GT=`}tzznw%1aOM8apq#>KAcN5!GH{{aK1aa?RT6xb1TVJCfNvIk+e`#+ z7=FK*n}E>jR^8!$OIa7yu=7<LY%5G-9pZ#v-)uHnwfqZwU(-tCA-Q~KjS=UDh|+9r z9y8q?Lj$>t%k*2y$&bL1AvLSk)f&=#ZN2dasyDv1STv@$8ST29BI8#g8(%me7(jAz zUd$c+rr-VbGF4)_MzwJD`Z5eeZApxtdunW}CRAJ2e+*@R>+3$g#DTlr_}pYy7MTCe zI=k~)JWZ~L<AZKTUX_4JY*BB*Ma(&iL#t#65lW(x;<7a(AsMhkxOrJ3VsBG%%^~BN zO(74FIr(x~FF-Hm={m6Y;9aE(eKusFw+t{Sipg&tOy8U1+^J@r4dpB{z}sC+zin^} zS8>FJo5q%ZRb#3?f-tQv^zM7&tZ~J;38HL0xjR2<h*;%c2K<r!54M9RcmBtU^av^r z9xyKVrS=AJ)!ER_R?)yLd{GdY6$^hg9=`rM`v%C$JAtkD=yv?YacXqu3r!+iM2dt1 zC=)N1+V?ZuPs7~*=`k&DhPvp7S*`M@+D{#O#$Qq_kROt^8RF$-E6Ef>mOOWo=vm7A zjf|4zu_enn%QA|3V!7Wx?_d2FUdhi)mto-n6qij!0%3nmbKA%fz4KShaedHWy5~Ek zY)ZCE*{y7nE!#;Yarr<|Sc$b1!I0oe+Fzg7Ai#+FAR&=u>mUIGG-lrP^mM=Op|z}x za#1-_o>XFGtyRPpSEnc><-KA;le1#)lyy$I5YToiB#*0C$@+oipmM^5y;E=|QNy+y z+qP}nnb@{%J9(aHVrOD|;!K=OY}>}fwv(Or{l0(Kf3j;=bsuzBA6|8>?$vAEw_jWo zOsB5maoGuqQa0x^kfTUyY|OWaCL>fUVU%|dsxx_*-U>rcE`c=0YNN+jlYq<|Br!P+ zz|uil^kYk83apzG_JjA`M0s$ISE7<<pA$XTJ43t&J-(Jy(D>e%k;sh#G@<=vH!?Yk zLJ1-=g&K@sj1tud($)LtDD<r25P`U4?em-@J`~rEjH~w*P@9*0491X`${lKvH>>)- zB0GLgD)<x9dt}Ta6*T9T3LMP$i6I%>(urLZ7Zu)=RWndN0TwJiexXKV02_k@9Ws7{ z!aA=&ERU=-#KeCHjz#^rA?;zLb<~GsCm8i2D<TWR0NjFP2NfcSg?i{082)TQZ)~zC zxT7(Yy)!u%&^U;CWJKA+S(*LUPka^PB^HR@OLY0+k;ZyB9e2W*D9QVXk_d)oG#v@} z5#`@exd(1#rXWo4C4=S{JwsKdlJG^8;>SF=8zO&>DRCKSwkYe#e%d7&g3IfxXJ1F6 zPZsw7lUS}>z%U?KG1riN4#!kqjc79kWSF<9Y3eY*0i7CBEGD72MItWi`^k0;JYy+5 zLy{fYyMEq64G)Lxb-p5u_XFPYqktc8!cqAl$3==W7w)_n{<!{MALzj{>Scsn%Z{RF zP4-RI!4o=uzqcui$QK&Ld5$eR$?8;*VF)^=9*IKdZFMX6%`~#bm?7|;gm@{%t$#NE z6qM5L0cwCpQR2K;fC`JVWH*CCqscGB$m&b26IQW%Af_YWUk(({dLTkenQR(U9&U0O zUt2;V^+e|#EgqZcR8ChszkHO_38ip1=}w=_UsMf5?@I8}Y?%NK8V!w?{a*Z){b{fl zU4`hdW9_VoKAHrGk+(IuPaE=wAA=oku@Ts_f%|$lQuJ-fCyioSdHBNg+5^)yH3gkR zkL`1j-m8bFn#tJ2e|@()o$~%Z@(Qe<j$PboylpMu5rpjR-&Q%U3CEUoBSp0=zISAE ztK~BfA`iw7@^j4eVrSgLtOYC0)Q_T&8S^<4^4i{ntz7c8BD5tBVF^|2O)r+o_QrJK z17purnI+T4@uDTM4;r(P&u;GbVi^WRmD_%K{OZBXQFM0NN<eZ(BGn<>YypEz`2o&+ zSk1K(Wv2|P<&-Ds0ZNg!ym$aHGQr4j5tyD&Vm26=Y-ukVZZUB^eSMrc(K3heR+Z&! zTJPD1BQ{fS21bea1%y!$gbZFHsZ(+H1fqp?Vwpn3fi03`a~VVY;IFmR9UQ%JVHa~@ zs~BEveAa&7?~lKI+O#m3#sbnrot@bU;wzq3-Zp2Ssd#8)D^x_AYBHWmuvV0ItKU`b z{<G!^Khu7=IUL+Ub!iOpI_v4zsqGPOh`XhSo|Xxjrn$;)PKS^Rb2+qRi-@Tu0Q$>E z-0e)I?)qx~F2DjiWWg2x^w|jt;OWNwDy@8xU=`5A*r|6WLO6VO4bAUeOJ?z%+lge- zQxF>f<-q}Tc~<K1=A?DUj@t<`o`H?&8-CdMe-0A^I$u79-m3v$j|bYK-@7C;X8Z_8 zYPkzItBMq+q5TYF@hy^`xzVE`fw<l&<o*8U^7ZZ*kK68qD~|InlJ@4l7RKueLt+S` zr@Ww5c4)ML3bp9=Q83$u%IS2jVGMeVS8XLU=;TnYF<#fOs~$DfA=?-~xWJa$)kdsB zRJ=w&btL!p!1oFca{I8Dga!b8NOTBo)Ck!5PE&$E|CkTG0s4#+GF>jHfiWJ=BVcc^ zY9PoLyrOZ22)0jqy`Xl<0mz~u&vstpD$Z*!E8+>&P|=%==`56Y=9bNg00&D;e3>kD z*AAmHeKyhttuc)AkYBVja%xn|r5ptc8Dd#%P3*~0<ELvSvJO#;QzNg6LXI+#uMi8x zyF~IR!)-_^iDY13<0E4lK;FFga4o6jgVjPuS~)p|u)FoWv>P8@+~t<H@Cqb%><Ti} zjwHY8-|H+WD9R=65+q@Y1WcB_KWZ^J5wK@v(@6w`Vge>j1Z-p<okJ@Xfx@oB9|!k& z+;8}j(9P@!&)AcsU2JvLg4$Dj5*?zx%#dpIq%&=`u#YdiHFeI&KqPRoafDY3(Xm}$ zM51s;kL1b&e@~z2_ob=B#no$j0bJ(Oo8!PyuVA@AtMfooLFwk+hgew*g^W;sft4$m z<K0TIBoGg16zhaE*V<Xpu@4eNP*ltHv6L?Zq``lUi~iUV5SKM1ZON97a9kYdF@on< z2qKvyPbe5!{xOI`K$J$Pp>-*gn;(iko^Y?$_ht*XK?KcwPw7$OeEp?T;ZqU{1>yM; zGrL6NU|fX<F}5uv{0{oaqN~9#e_Y?eMW?Sr1Q~*Hvqm43$z@6*TN?FPP*xP<3q;9S zIUe}fR?PG886KFhH+?hfRBpF<5WH`#cc)+n<ZK+}k*ysOfXpRrj9BYnjf}Ru;(7*p zcm#TD_<EW6AApokKgVejvC$Kwx_WTJTYp}bWHf$F`@idE3gPfD6y)sXJ2|QI`oXMj z_CdVeC6)%vXWOXA-l|AP^MdqCSz{*nO$5bn1Rg)^cS_we{sm&bJWS;qBbO0shhWLw zw7wpOqDj|<00YRJEna2U+OYdzOOyXu<LlJ?B0z2XSG=yH;4>cVL8&L9Noa1wYn z2HGah0Z&UuMNPC7B<TD1ryfEX_Cax`#<)zAb-c)_j86|`Xr}3%87vlwt9e<`yC>*! z>EX+w^Cr7%u?`e3_XI4e;{DGDJGjxLnHf)V;fx8USYX`Ks#1*L>U8N2x<vC|v2z@n zgL5KL*5XY;wx!L43(|;*T+<E42o?y(-ABeg`=RzSrABV0-m9>d*o0OW*H87G5be}c z4eUq@<u!VW(r{ANP9BO<uKSYzb5M30Neok(_rlOZOda_Qp4e*!g-B`#cn<2EBFwu2 zd5Nd7d^za02pBML_WooV;e*y{Fx8#^AjRj)dOnULm`eDU8}D?#E?)XWlv}vq)R}}j zc=|GYe-qTjd~|RRZ@7J74tn^le>VXvwAk|B0fG*IIIN0tOsRP%I`>&)V4r88y0}Y- zZSd_S8ybG}FJ$M9E`Xp(ZKgfnAnq?D^=MLQ01&&e_lx^|i&S=&SHM|%wR3^=VCg@H z#TyX%URV!bekcvK2OK?3LkSE!&EyS~7TBbt)3Dx*33#gA5x10`eBLvq-VthZ+2Bep zK6##M%%MR31tCMAR@_H<J6U_xD+c#3g|cBBT@*y1=Vj`aFpy`Jn&;(?Ucm43HL3@l znxY_^JmZFf9FJB$Y4T=Kse8v9K4hB;hqXGXA<I`DrbHU<%_PI$`{5}A1yYP+2nfR- zAO|BKp28+$1Y^P`9y<1=IFdhw4U<vHZhTi(rWJq1sl+jd)_m6pUI4*5idFzos7|f4 z{;%vl;LjC)gKs`q+1})75NbAHB)*L8{v(F9b7JLRS<P?y#@B<Bb?l{dVG}zTvqS-w z7z}JcXIV<0O&8HXGQFH<+HTEpJ`k7raZ(KdT}7Hb5hh4Qa)qE&-U>UNE$;iv${jKn zp_yI;r-5r1@K?AdLi(=M&9AkKYhT)#(<sX}Kqo6u4kp0PVJwk~1N9fE`dICUIG~Y* zMQqNibd%#}KauY*tdsD)r&%$u^$WqSG6po6RuKp{?FHC3T(uJ`1*}wKQXtm^Z!nFk zxSBWIBbWsd|9-$PXa$!rHY{a;RfU6^dp=45P8qOTF#wyOhhw;KY&<_d1`}eKI$IyZ z{5dMP4sN-hAb9f^L~0Pn_rKD_AyTw0fa}gJgWT7W*H;VS1Q!Tt`ETMkWn#C#pt5td z3OcU`%MXvZVn1ASAIs{B_<-k-N)w1}(W57P@mG;h=w~ss{KJ!qI7t)`MeiMde4rZG zn<$E@GNj7A-LxsQ=_xc=o|lbn5K=u?tt8ZK*JOV650OT~uZSK(2#Dk^*t@IO4A{Ry zxUf{fouW9i!&2?3lhPUATQgqt3{F5j`arIhISReTnQeP^HF16FWB@z-5Ec676l`wk z8t-h+hDilQ!&a~p>QU~ka{yZE`LX!+$R0+HWne9BMlq$O6>lHCPnV}d+=>Bi73-oR zop;ki*_poUPKH$5ys9CDDPr1|YMpIKUdG^OlC3s9h^pB88DF0#JE}+-iDHYy%cVEu zL}~D9p<8o>=lN54dO%@P;T(A(|E4o2(9NjgJBx$^n50kb!>l@UgP*h(tc`2)JndW{ zR>zk}Ze)7FhE;-EtBm&%`|Y5D*Io>$R=ex)c>2&W`MXVlk~3hsAy}TeAds2Nzv?24 z2@$~1$wGS8&6{SS3p$CGDz$!<9f`hEIZ5$?@rQplvX)If`2d#@qB$H|V0v&MY8Dhg zIMI}E<y~DPrgqed+(cQjJNg5k76TS__g?og3VSC@4Q-*Gsw$W4Uu(2g5<e|Dxeo4R zqcAon#XXbFi00sLQOXkhNvqK=Z=RQ<P%@V~Hxs4fUm6@n8oh=Ba}^BujtiXB$9{^X zewH-931wlXm;j$9qmu8NzUq$OwIt5AmrD@^w^C;?1!NV)bP#gqU;hMpalHM4-jE=n z;?{lZ^*})@8KCS!6YuBj+NVoJq^eOp2jfTj!*+=YO;WXup~2lMqViHkyOYe~f=GL~ zzyGphi<)Mgd1CH_enSaByGx;JI8pOOI8_b`Mf#o&=>aAv(JL5qcEpfycBY+JL5$|7 z7K9E!(Eer~)Z0edfMIm9&U8e`hb4Vj>qb(ykz&wzwR9%qGn0j)z<Ulgqyyk3%G{R= zLp^t4tBaA-6^LIN?Rot<)Nd$><L1kr2m5&!1DkVqHzn4+`!q2^Hde5<v@~JIR!<o) zntI=tN&z&L<2x2Jjpn&Fdb{*}{)D@lgN^NGVT^=`E&X7Ngpc733bb<x|6>!AyC<?s z3flI;E-zJd8{-Eg<QJd+Tk7x%Vv^np@<$MLdQEG(!BcEUN9ekW(4%dY%U(8&?zc^U zk57pp^cpjvbF<fu$a)-a0;@n+HQ{)gL_Y*%%>i)E`Z;g*oC2ZV&!opp94?ZLz;=uH z)UgWU&bgQ$^dLBqB)NEyswMR4+Ac3m;)#G4h>xT!A7DwF5DGy$f6&~7t+JTo1OjFt zR5$EYdSW~{hs+sZ1N(6h$!hph<|j^8^(}Iix|pQR-_n{#ixuDXtEZrgQOe9WEOkT& zuVNrfh}=7wA#vP$gVS!P-#YV>#|NsjL+x*PYAwm(Ot|1Lv#uu}Ftm??6#_9zt<<hl zSo1FY);2$(j3svim5YGkf)!%P=-`G<qROEh8$A{;LrL7f0dDKql;P;=o;MN!cei#( zkmS;E;}<yP40miu241$?0z$ddR*fgOa6v#SicR5Mp-W=3Y{vm96nrkq>rPi0upR*N zuItGO3zh`Ybzlqm5(`+$v1f;CM8T(0xq{&Y!*yEPj{)GV0!?Js^xyuZdr}qy5%3>@ z{o*A=7RZVoBSg;GiY*d;bPj(U|HgYV*I1ZsAk}V0_CE?#7b{K*e~gz35s`Ye0Oo*g zb(pCaUXgtY*7^Qy0B<$!*ws)_r5MMW@oLdfH{kmE<5@UmqJWCBaWe#dE-72x*&pXW z5F5YS1hesn9revWA<Xc%4+4X3ae68(1Y7K^yFWg~aop14YMA?AwmO2vN&-AcG5MWY zK{~X-Lm9PioJ;%0a?4Xe(CjE#jKF{}$q`8Quuu#RL|7<dp9=;by;}|*UE^4gU`Q7M zXJ{!Guc!21p}M%gZ+O+4MD~)zBQ0Z;Qs+b2>f*7aY1uY=6SVp6V4DaBnqDAQ=dlp| zLO?c$jr>TU{d)X52t_ayA)|iu(xo2yIWzD`2?}fH?7ko5l?|QCC-Wb2cG&@2C*BFh zeyI)g@<6bG9-lunO3WZylbFG0D+srNA=;a|wSplIJNvhTql{AQp$gq139%J5WFd}F z6M>FkgGPy4+edFst-#Hw<D=*6WnJ3KV+zqm2Uz3n@M`rw2ifvR1mgTj1qy}PzxYJ( zqOgR4lah)I&?$FVX~oVL2@?QmvUcsM2T$tV(d8f;7#L~d6$LpyGoSa0Yin-r|JARD z)miQ^+#eEiO`)XS4=Tk<TNrD~4a<_z_Cvl$w1GXGUlkjGnX0D>uoOcb>}?x9yn~sw zI>9e0Zh~s1%XQ+E6G2$P+&Kq`)G{f3=RJNk=WIE;o2l$DgKl2de4XQD=`oFyAO^*+ zf8o(B;Dk;BH$U*XHz?2l=RK)f8!Sm7&I(pWjA-g|iCuDEXMm=FEOWEkGB0HP1+(ZE zREti=;T?UAbwY}Qp4T{6<(TE?+2;1!NsSY(1-nEN4O_ASYq~a!HM<&ZCV_|2zm^ys zFnmz(<~QrK3SBS>V0-@(E_tM?{|Fya)@{U1k$4PpDxxv*)Y{HGa!d1$ybYQ!%MAgk zt0;t<7=f$37CB|joO?8x9iH)fI)Pf-bc_s6TrgfMYW}Yp=A*qbrRI0d77#)=nchqC zc?yS+MIZX#Y0Zr_8|s<`^QLKMY2ma-tcZ>jCuJD}xIUm-zyg2>bP5Fp!cWdvJqjrK z>GK@ur?vVBKM)MjMBRs@UbYLoWm}gNaIH#-n&=_V2f|HlYsIW3t_u%1lyR`4ak}T_ zY*s9F1BW->P83CyN3+@0-a6fkD?(V2iXtfpue)@}x16)7bE%zMh;*DAF;-4YDgZ>5 zZgnI2<EH*^VE*MjA>2HwBw{`1RM=N(C){Iudb{D;${Q@Q-DHPrXWIJ2{W~&T&2V59 z={yG&fd|lZn2l_x7zb2nH8DTSjA~NINM<xvgcjzW^|Ol2okBB^W93+Nxg5Gy%G;RE zASBQvL5)frG;l_2jr_u~Y09KDTn%Sj+JEH&a_O1|NTx!A+!0B29Y))idpJ46EGNnn zSf(10JH-mRY;E64B@Xwf(cY)Y+`Y2*!KLT;XQYZ~^?P{%`+2|Ev`|%GVqrTa8!Iau zpj{_8r!cQ)Oe&`ar13{^FI+yIcMbuCIW}u)bSIpFXEK9LEA!x<T;f(BqYKUyMnufm zNRVnOgx~V$V9S+0m=YN9BeQG|M#hY6VKyNidnpk_L^g6>K(Gz2?8j`8#+H#TWPqIO z!0=sG;;#W0Hlmx?IX1Kjfz*A`kh@(_2m2pI`ajqqMZ?tSYf8nWmyf>_Tzx2<)B{xe zNo+KLGG`Tc!=ImZMt1qDgm>eO7q)pnF4!SZCIgu{c!MHEFh4DU`KHkMbPs~c${@T( ze_n6)TWX!^K%5^0KY_?$0LUu%&+mXEi7Z*$(jXmorm5p{e3mZ=kE?mC5%4(#i^HQ% z>e{1Ar&1OG(@&*_tA{hQM?!$1pKSF2@h9?k4leDj$lTTNOW&|E49p1nrIs_(nfWVP zLfn(onGn|H8e9*MO|P^~_~b}qjam}xtq9^2CybX`y{>m}vP(N#8$Y5r@^t!ZsoN0d z2?7#AfZ!4`KoiX+;l{h6x$(-NISMIBeSx~zKebfpH9{2RYzm}l8m7It2;g`*(mUMw zSm1ieTKqCM&!vb?8hLr1*fg&y9xOQZoV$}i!Rj&Qv5yAqx|+i)aGr1IKbqWr)VV`R z9aJ0l#iIK0V-$g+7EO3^e}fNVHmTP(+|X;q4(f>gn&3JoB+pgH>b)i+8&T-f-{eRg zg{iQA=_OPS3$%vw@rnIP-kp)mgste=NdO89?w@R^{+|c&F$_EJ)TR;-1I*^ozIFE| zPXkYlWD_bN3Mb^5wfu88CliF664k^jjYtOhT7>xkMF-tD2s?4snsEc#4D_TM2VT>v zJ@z9n?LJ?o1T5>%eT>ZaoH%g<f!t74$ggZE*i!MIvcaY6_Kk_q>I_cusN&bvXZvA! z@KVVzeX}=(BMnvhhnuoar|vD2sgpiiuoDzN`~{+c$sDTg-#LT5BgM-5y^fpV@NDod z5je;JSjI%rc0567w_v_>Jhide&yz*{RN1R4XG?EIBV%@*&}}J7FvXKJDu(VpSr-DI znrB5ew^jbWQM(dbHwF{4gX@*i`H_AXiQ)>8gP~-k(Dz`|14U|9L(_j3+ZU0$0h@ti zd_jMK$3Y2lNYnCL=vcY%wgjZZD$9vcKuN{Ii+5Og?DfRqu)o~^#>X>;Wr*VsuE;9u z;7vDNR60U)|2}$ER5zORH`J;K5QIShCk_5zeTe3JPg^18!)z#&lA{`r1GJv<yr?Yx zBR4CFQ5mrCd{mY7=FQIbE~fhSn$xhIPTq2$vU}DUnZc5VTfi<H*c9!}uBvuqL&0%* zG>sd&tAW{J$x@|VgB=M77t+B)>A0q(beS?ZL(ce0Z7lW_cErzQdVYOxdY2OoDKcLZ zuwq$xMq|@qN@k~->-6XlhgCdIer*<f1CDx<YIZ-i5FtH-wYhbGTR6>rg5C~_%nx>8 zTq2<c;2;@#Ay=R1r?W`x@V~X^qCD<Wh<9@LNMl3jWG)QcNep^2kT@y!5Bt%u{%Su; zQ_r^frr7-6twT66(UrWv%w||%8NEDi%7-EJj!>jfhwDh#Aw5a=NX)+;rqxJ*KZ=vw zPjij~&p(3$vL0OO+(xY8z+=!wk-vjs0^K}hoo12V=Ifr0uwHT$Me3^4+HK~1g^?Fa z{6wf&BiAaM%#)3To?BG&+H>Tb_Q%2!yh!@je(Fvm4IY$u|Eeb+H>IOcIlpXhYWLJz zjJuF%e{%e@8ix$Ohy>}u)5iOJC0Oip9s(Gl)6iU#QV&^1k6L4QSQl>oUC|^AY$>kP zu*AlB)t|XT;9ZbcnVfz6g^_k!)Nh4Mv$ax|oKrDkoTlYq#xkwWo@RZT2Q2xU!=$wu zGA_4D&*P7^l(9}jgQ-{_Yj@1PKPT9kco><^sAG;lu}z>(Njz<3H==i^TQXRgL|cXD zs3pU@7{!X!8~y5k)y6)egLw4>-2MXJ?%s$c#^=S<6-4!X;il|Q<C#}1S5;`98fI?D z?bhWX)sJjDFx_2lJi~4EJQ0u7YS(Ttfx{rVq<0Xn(ZaXGDeZ;ekSFkEnipF>(WstZ z+yeZW{w1O#BGU`In#E>+Ec<mlzQj6Ell2H!NUS}|7v&$Nir4~md7tzG{0UyuLpl;B zE7IZyGFK)8J<WKQYcjM~xKsLr?Wx(Lt-8L1Na!NeNoU<`_PEXRkb%u$Z(r0)G}_~7 zfxT7$xBTp6j%I9IO;-MjLuWpihk)0Ks#EMfOOp*S#YirdS9)!pkbr}+MzcM;UqgJ= z^+tT=pC$O8sth-GR|}IgydH44w7(YrJ2RB_W&tJ(N|h#Q2_^v+xseuY`F%OlvSJB_ z3kuA>n2wd1V|Pl}*14&5J--=F*<JDLtY<>h;587t%71Fo?dK8SKBtjM2<qW-W)q)Z zZl3qxq1}`Z>TILP7#LNg3s9rcWx5eXZVG@nI-d`RGxxZU6=a4;6vjmlh6`8T+5A~S z?4UF8@TY8TbJYgL(bDkQvfvba6q`6WFBG`TQxN2jFaphvp3`qFJp+GDN1CgJ5aAWx z`5@;!*RH8hX9%?(=++$sW2J4$PdoAYGGAt#+i9M=K{xyG55U%$k^8ziT5ACrdT|4C z>Q()kk>lqPNE^|~{<B8c$qzKu@1#dXQ2N)MIk%@ajep&5V89{qq3_%=V?MgOunrLM z{zRd(V&U!i5oh?Vhj2JuxeIXXcR}q#{4gB>Rv!}}^njD4(DlhFn89RFy91C+=-=7i zkw|P#$^1exxRwvT@$$YA-;vlYez1-wey4a9Z>p}b6;4;hSwY{322;3`D5|8hMh~Y& zeew>ebF;|P;H~?UgL~D%Y=p0o<^w#t5cD>#Zmf@$g0}`N1Q~l=0?6JikC3my1)2F5 zao^f+^mLvlJfU|jzE`#kS~-Lu`!;WK^|6kE&FRuuuRf|J50ZMI-2N;dBT~W5d}<A! zT*J6R0qaDlyod%jQDI7>(t4<e&S|(mnBqpowqo6q+Nee_6Zs*(Z<5-A6s&u#VzUJO zloQ@mW=fV|b65YRbb>rB#KRv+d1zV&{_ASD$5R=s+b0`2gn&&II$CWCjrZ_6CVcYs zqMt_z`VaAYJ}Vq~Y=ia0E*othGaezEB^&=Mav^`m{eR!P!*y)IzEAM)6QV`O7V>}& zjFUA@)EAN#7@#rk`27o^<BWbqJn-L6`mZW2W1M^n`0D}%6ljUsxF2OurlSc5;-6jF zn;LUiqDWj}<Exvii9ZYj{8pyy*M<M;xK}O~@js;%xHR0pU1I1PXau<NwmZJ>>YuII zJo%Rqg>|jAs~DtZ+0GLV;VW&qPo9-{pr5&^?iwO(0-+%T79Nt{INc_B@TwoGc&Db) zlJPBzGHi+k2#2(kK7vc$Q(x`nRD$vxd5B*x6*Kg@ufWf07~jaD_@UiU%MOz_J__uh zRet9daI+NHB2UuLzdFTjky1EqPZfRFNCXfwq}hHRb5HMIOZqwmzkJNJ@6L4oKAVQ{ z?R#|P19tL7sPJi5tDik~)jS;xUmh>KN0)DBC^=D=iRt1mt=w1h=Xu8Bdu~R<r|Q-& z)YoVQovnR6#uN)&QD3gPd0c#n5gt?;+a%bF!KI@G;RJ<(CnASJ;eb{PJ_b$fw;qZd zg2Up_YAnIx@Z$Ky1<Lf&%$Dro5kZf`#YCym0a=zfAlR3T7mODsu5tPm)c!@=R2)7z zqJaC`72AlnYJ-?D5T?R9|7h)t@D(M9?&3T2hRkMZ?xFqOY=S!+ndjz+XwQp8?9m$# zspi@NQnMoST>yGS=BO<$%0n4P^|sms!-ZG#9SE@dDich+bTFKmYxeM`l<%zj8NKY2 z8wh0xbJZsyt(573<BUFub60#@wW}g&i0@QA9LCx)B{npZDiNb1tjA&qp1d5^F@iSq zJFg@rGWq6xCLt1gA+3W2{y7OVrhu0ox4)>$RQ|yRfWDtIVmmaG(eQ~A;I>2@lGgz6 z4R>847FU{jMIW>HfVG^~0m}L><)P$x083}G8>TR(d8~3!59+5PTy@F{ro#f7)4vNg z(r2TlS?iwV32tyZtDa+?=Ax#L?FOx$Z3eCOBBs+fqo!w^2Ca@8_t-64_SpR!_ShG( z^9r`VZ|g)%AL~U-?_lq-KmUA25d8Tp-}e0!^MKV}^z^{=vpER^HKHZ$0B}M}HR8(~ z8U7~E_O`{eoC-({xrqAJTi&XLKui}mj0)h%G>>Pw(rC(7b|>2<8N$2;%yFlgT&IC- zvb$I83kbVke$eqfP@B)jU)G)A4W4!(eS*{@?x3fMCPHGgY^Fn&fP-;yrKto$G6L=P zSx`FPw5*YTJ|;*ep-a(`?ySK6t8=g!t6yHw)D<_wU)MSA-u5Bqy-58z(1ANS;m7{k z`g+rvS8Q>&M|D$;p;Y5EWw1-NIxUWGU~r(|BGl&F>Q&=@(7LuAIb1{g=!mks%Cx<> z=q%p*x7}Mf%`xT`IJ4HN`CtX(Jpg=YcoVeQ{&X+Rno%OVY{T2K`FKkr(bKo@E$G%? z)=~(dUa0<+M3B`!k%{j9G|S-}ee(NId(i?LA_99P@)wqc214(ilS?5eiO<(8@?~RX zyh5XX)CoG{qxe(rm}B9IxK?{jh0)-H1g6i^QFDNoGKqPkZsZ(cInIMGkO#=i`mwcO z@$ypSA=Xgcky%J<uuTNFOn9n=%~+xzdEogsO5XsWr$%~kz%xXJL680XJ3}|o47|f) zn2b7{Ei|PherYs@0PleFNT%<f$bkPDVHiOqS;vkTo2W{NH8|FVn!WtW)Jg#x4~j`Z zXw+z8p=72@EC%OX>{S#Yz9Z1_+|+WoCaOhTN{~eBbfb{?!h+)7ivP1wl%X>MmoM2Z zFTA<r#v9RIP%&tks7NW}M*Y`NI>lQ9B+FeTPCe$`S^9@jEBZ<Uv*%3N;n!=v3MJq* zJzLj%3ekB?o9%1uEo1(y(10Sl$S~W*aRqJ2q&r_Oye&jHk*G*`-vtPVDCwdQ>w|M) z#)8~0NDGfhWlz(X(YEbyZ}ZN;KIETdj(|vYpuc3cw1tcq)?zT(Ms+_Q!Rxi}XTHU_ zkL$kH^V1vuF%~)Hq3s-5KRq5%|F;=9_Eh%d$3~AuhFz|Ud@It9tebF)K(>gGORKdv z0@HE}j~C&lJ%IIjX%Dwcv+1t@ox?m?^w&FH>=j{ExWhfR!w-|p|H7K)p9lHfS(XOs z4N0Ho9|(yI^c1V355+)B;IY?Bv2D_lmgiQLDMUf~c;a_DpK)wL`{6Xiezz4P><AFJ zqS9F;+Mwu4+Z)VTmosXY`E=Ws;O3UlGgPd>CCaJP=d8&k9&p=E<>!uA_t&$}@@*~J zaZu|rqT`nQ5Vk(pIz42E5ZHTM{K$3hKQVrV{h-(b8lLUuEOj%()(<XX5xkB+9JM<T zg|?@uCYf!j`}hT4x^W<GnDSNdE-5TRgYJRwCe9UBjFW1=Gb(X_P+SR3h44FMnc*{H znZAle9~FEVTX@ahm)GhWaXaljRz!9Dm0RxQr$J%UWs*3EQ;+ct*vQLH2RNO!zrW7% z7OZLl4HZ^3FE=jamanq7u^Ef?qXsP-V)WGl{)4D9ftgxVikrWBVd_6^aHkbk=8*yf z6N{4~kIV$|qK-oWnRJ4Pbcc@q1aghgBYo*o8e0^Hp2C2rSlIPYLb`Bp)Fr9k=>)j8 z=Df=z%H(=)H7kD(4~Ll0_&qf~SDzNZT}yyW46n0>lCr?&eI@*XxoGK`jO-VIM#k7- zdgC(}sE%8lfU)edLXIJd)x7DT45Pt>>U5*w^RK>~KE<vT(Y(x$vk=LY*Ap{W+e_Z% z9$d50cls+U#oB1kMCTx1m#H=rIh^p1U?##tq)&C<n9rDDTn?N;PR>J<#`s<VgePDz z14nvY!HlIPpk=n~reOm2P9}+!BR$4VCtk-#m;-0alXE|FMv44zqv<=|nmY#lxG@O+ zhU*-knC{GNmAI9K7{66{7>X&ISMRwkXq;`C;V9jiuqOo*;3&Zp<iF=UdyS)C>*RCd z*S`90dR;vjP>t^upx)jrj`j7zi3h*UudS4I%q&fAqVqq5Mil;k6N=fmMz8SyLugmK zj6d^WG=EE4mwWR2Q9-n$V^niTwm!Q6pH`c#zMyc#Q5U0^BTCCl^9t94vsCYTseiZn ze<eEBxj6YBiC%2|htP8Fk5B-b3-Ha?yX@ggF4*3s2{QcC^`p%(3%cO4<kvrKZjG(n z{5Jvx@RsyA+c*!k2hl+9pV`tjDvJjw44<jgcpyn$#7Dh3&69s(vEW$)3I^|HfOYkM ztzQ?kYHG8%UHmj8wl+)7wg@p`a2eAIU8U$GJB5f873I6RJq)&h?uypUDL^f?<`jOf z@VSTZ!$}Ev+BDNYs|@7J>f1}|(msN5e`p8Cc!lUx<Xo$QxX;tE|0##n)!)zZDU1}T z7`o+B$Rquj;My`7Nu=v@W1>*Q;Edoho)sD#3U%m1O6d=RIU`q>k3-<B&$cuFomd^9 zb*}B^W`-R}_?PaB!1oliO%;fZ^<m9SULw4HQ-)}IB0+I1KjlxfmO8YLS@*yLZs-#u zWHF_tf@hX=K7G_PQENJ)IZ<o&2;5aPp*A|tSDO5M5G|7ZxM$_%e9E@liTPvx`Q4;e zwk+{ix>cl;=V+sjGNvCOnug>C4Wtv41P<*Z;Kl4^;@z>V4I6)#i2zlx@Z?vNt=ZYT z*N^9)bq-@*C`NJc<cHd-hO0V=@erK;X1XXGm!Y~{u04%(;19w6e>#-${l5-Pb^DJ) z$KZrp$o`K*YnEF&?gjtXp<PR{e}(7_)=B@XQ21|$mMPq0{}D4O{~tnsl|Z8Z?|9FU zR+kNl1mp@`(ZGllAv>sZSX8g<EZuQW#1jc6c>R{BeWvGM)!<y>|47uK1|V?xEzz!4 z8Gri0Wd5e3|03EIT~ia)EI@3)zQO;EsJ~x3dVGN1<pxR3ox>l8)7`M(7KInjnhl(X zuly9h>MS`J_ksTm^Cw|uMp*zc;YeW5k*{}Apwkru>Yf-3(&xde+9sEm*rqIP<bN0? zGWozz2<b?V3q$&5v^T^%sOWzf)qH1&=K!a;+ENPPcgzz1uSI__D~W$iZT)AUH)`v0 zG#q>w#G3u<w%p09{XZ5(QjdM@+$PRR2b`Vlf86;Ug&qQ%ZUJM>u4Rr!?SSo$c5BiD zRR*psi+`D?d0uqI9Rx!wzf2DZkW+qBqT1~sqTdC>SisQBAy?0b!o=QY-cgv4p|Gxd z_o4h>j4J;xqoHG>Bz><inCOWGlBsU7-=H>KMMZLQb9*MP{HeU1?kXcnpa*)G%*H=* zslMLvbyblvbVfqtjAl%Wug`gRfHf0Y_0Y%9mQDE3$(qS0z4#+dywZg^48HPNekOZH zdED9%zL&3RArWbumc@^jw=L^~Tg6bG)e1~!Zed@L?Seh*WxMsKvLL-d8u3jKzLwwP zeBj2jd$UB@*-rFZ6NmWVTmofuyje`dcPA&_9gCFqtuojTlPS!+S#Xc)i5qSO1pY^& z*Z(U~k8g=SH;Vqh63sx?{T}9Zf18D1O=W*0ns1?F_g_S3{x3wI3H&#<Z#SOYn_jYd zTd<y*95;roO6>T}Z}PgO5cZ{zE5pAT4HPkJ{-6C>`M)8#L0QvCbG}!r=<B%Qb2kH) zYmbMERZY!|97{^a<o@w&F|M2OA3)36%6+d?5mWsm*bSKS3Z$CVmyl3<nyRMFvgW`W z*Xe2iQIM6=iIkPn7_~mBps&U>2(ZYm{5=Y1G^nj(_M20kYeg2$fcN0|l>W${vZSg5 z2AVH(EK3^~wZa(O0P}SYsLmlG8y{6(%oR+>5euuHct7GJhv|z!AlW7hTUI`(DGMK9 zOwshcFiM4%SUE8TZcJH1WpLK~n84=uuSB}A->R8(py+5JVnIwYn6<z6=oQG3VhW|k z_%o^1@g~D0ZKM`(GYz20HfRv?3shOb2a;3M$y6cT=LuBj&*xMcfPK;h5r+}9EZN_W z76*fw&B~wYkd0Zt@`y5W6r^NIQ?BY++(>J239_ZcqQ&bUq+6o>ZpgJP1vO0iM5w+D z$fuO97ZRzEOoGCotB8`vNkjvOT~8n@Q8w-s`3c7^s!wK()&x8A%M32k4DyiiPZdka z9}Z3487mux$c&*RU}1?SQeY4XLh%U+g%Td;Kr6)qbXYRQ(q<4TrQCi`GPVe4Zjxp( zW{~9#M;~3C1iQ>xr0l*;D7rE-D>Y%G1z7AgSSA^xH1cthcR5xSPrgeil}w;IhzZD{ zI!P=fI0$+>j9oDbqzKg2Y#1PMfvOi;6xOU<kS@4^qI2{&kg*p@JC2G^H)O4dd{-_S z07CVHkzBBpt4I5XbCD?Ib4xmUQZY3MFQ^`xH)c>|j8YL68OuRAR*~TI%TdVd<Wps7 z#Z|22{;FsIP=MEtsvDk7_oe)^37{{WkFR?_FZ$iso}<y7yyJ&NvRqL%LMNRsSPh0U zGtZ~oy?>Sr#GTX;CXDG?cmjN8X#Kv*nS$C^3DEBj_`t~{X0mLk{3<^i?=@%3mG>)a z`25YCo4uU&F+b|9i~QDbs29LTG)Wbb?7NVcQw*QDD(|Odl?QxZ-$pwAf`j*YiCQ+A zM)glhcQZFV*ICKA78E6G?0aOupq%}#gXlax%By?@wpI|wZpT!<nmqK^<_()sl~4n# zE~8K`?2&8cej1V_lZHMuMr-6puZsSpEBBUGOU#sbXs_4?K99sL=xvirYZjgDUe6!K znctc(@$)B2UHDKs&8Vyr1$lc(;fpCHUwe5i)Jx&5ZK~j{NB;}pBaDYpVi+nyS#k9q zNeul0Qbx;q*{f4+r<()Yh+oiFur95KUJuOueK!(LD_#%!iz)!~{#hD%?bhC_!cIu1 z(2dUQnF^x~QV8KwW&3BNHtYx9y$aKr4WeJ4&w7J2E*Sp)>cuZ<AF#0&e-8i%b+pw{ zC@{Jxp!19W><V#qnGM!Gzx#lXPCn;1LDKbs2FxUnk-1`3F=2u7pz#PY+D%w}4WFZR zCpnL`JA}R_MXVQ|^0H8U6fa_weuiYr$FyUx7%#MNf^RP+w7jLYM%_%=bBk$rujT@u zV*eDcCT^5}pAC)xI<RScX=-8qq$CZ9EPOe-i1NZ{Qsj+9rkj`+lLCqQKX1vrHnXOH zuVqG=PG#61v%HDCT~%MLj-@y()zvc(%h6ZiAt$?w#V;H3J!8A}@B7s{#^IB+My5ek zLVrX^Wj~}?^VO9gii;p%icvG`=s(Hb^Rr8hX^$8tOzy8tgY@;)2YvuOr44VKJ!c7W z5rxp{CnNk%c4gS#);Nm#Kb@V0`0PJ{t(RsiCO~(|%~GxY&!_Rv^Sw)TuHkG~!7;k8 zuUk1q8L}s?3TlVFyz}!fq3&OJ#{J$!=GNupNu=xSOP80@ZxOi#>LylFYt#1xlwSP& zwr4b{W1ECF(6er$SI58Q<6S{cqZHN@+Etfivf>q1)u<&@Gg|~+hHf0Gwqdq_m;e6J z-o{aH+RJp0QB)>>XQb_`x>D{Z-8AE-$rtuX3K>kMBG|SB*oeDQ3CtMg&S7vr<&DiP zZasL~ib1ibb67pR6azh2d2&<_?p_{ts#cqe+S}5s+pIea*$Sv*UX}L2UP8%oevFYL zw6YCIyl?M;K~)SO3Tn6Pzg}zrWvQjQhH%^d7Bx5KxVd;q$rR3iLfy+y^3-e`Fjeoz z%ky!*$bFJmJtH4H-V&F9yd!e7_0D=e73yVMk~Uw+f5mwZl-bjioV_#`cSh){t>u?n z(T#gnx8+=m3QeHPIl$tNl`Pj#yV+n0D_F2v>G;y~5z~&KDEQqZHp{dbGDz_%bXh6j zLRjlDmY9m&QIbsC$T_|26HwH5A_OhBie|hWwH?`AN0lQm$c@r!eYcz2J0@`%G;hKZ zp~$FmDJ5ENs?RmYw*&Z|1!r<~=r{XsIDY2qw=m890G6aJ)k2bi`lY?pLQ(@yRM#XU zH@j6+-S*`Dg*=X+YI%!CF7TYB^Zil%tg(z28%TK+Cm^*oP?CmWzo$oc%=%*B!Uj4l z6a5>8DI-hFt-g32JLLUVZ>z*dbtP)>7c)1SQHP{q7zc>9mT@}5gBkNJcg8pz{4AJq zz`8m^WvjiM-OCkMxw;q07>j`_<%01F7ov%4s_+uv=@O^vNYXh~VT^j^EKPNCO5_>g zqYoRz#VF|Bn4$6RM24CAk^Op1HT&eP1N>~g)9w))!9u3}!T`lAhz>b1LX%E|@OM~4 z?8&1e&T>Nf#t)al_ltCcJWryDS-=btW^j!>@!m8&XSWm~ap`m&Tn12hM(fd`wgXGh z>8g!*t-Lw~ew^_Kz-D=FaV~;$&2AL`^ttguDE{IaI^*bNomYgs=6Qy_RhF<oYnWB@ zl}MPn8ea_D@WAK!^;kJ+yhKG)%`ezIE;jfvYGL@_))M^053PJ?hlS+L+Sul_xT_n! zgg+AefQj>GTHWAa=s}?O1%~f@E@Z6=NV8+2sU4kD#of<$EVB>)Fp0^e{&-#~82gCx zdrX9-WO51zy!15WxT2g;pJa*x4Q&iC#3~pQa$itrQjS9z0o-DD??c9?<jfMA`lhB; zIdcUOG761cc%>k`*1dXtX-W%S&0bU-SF)25yn3?Uq_A8CkP_gKm0yi})G@|CHR15I z83Or8O;Q#qkT1<ZD>D=*#FO~78{KkQ!zte-%BTA|Hd%_IaChW9(aIeMcDcY|Qh9Wx zS!cko`dE5yeUUg(XxccE!-_EK7ZM(cPvVxbR?_S^jwh*WAes-uy{M~Y_Q7$}V<9KM zIg>-3*Ee!uFu*Z2KOL_m7g3n}IZ#m1zP>`P>{`eX71m5KTPu9bxH}bz>|i4$>0R#K z4M_ZeOayx$FnX+*>_L_lh=rhc$b2glzldDZ(A^hOy<xt7vkq7(eVXx_fAX0WCn6*) zI<UW1N32<;S$R<#NGMM>V3P0r=F+bT+9`%jVI@0^hk<)5qb!Y#2Oe>Vb9IHF)?;%h zGMK6}>W7UPcj`vz9&GVHUCIEoKPUIq{CLqWoWHx~lcehCX<loW?mS5yG+P<ecK_Kn zO4I3kNT&<)8g|iJ9wks16EGB}XQg!-=~}AL`=#WXl19B(kz6$sHQpB;d@@Eu7oulh zQ8jC~jRLv(;D`KgaU=FelQH~N8+%$rbuo*%h_bAd_=T~&bAeqAYIg_KBY1`^?fUdT zdXg<1FdoGGHr8g#bth2A9L_qtP78dT3UGCFNC)R*C>DaQ2t_LfULKRk`w48hi9ADO z+O)U%rcwWz__gV^$r!9_kX9e&;x`W!q7nX;6HLQtgp>z*<-q?U8(&?MZ5si@Zr*OX z<p7v~tU9fni`F?DSvLtrmAop95payL_}uk!XYv_w3DYhcX2DnC{|dlP(}S|X#EuN} z@}KFUY;zc=#WQ-Ao_3b(w>V86?0u`&$C58@D!R{RwVldJOd)0Np^e|4FX>q&Cm|Hf zkA8to44MYoyzlAD*(P&&`KObE43VH{&7$4J^6Ms;RmkkfTgW4<cVKzTuhJg%LU!AY zi3P(PnHcE&E}h`P2^b;z!~eHe$_*(+&N#!M`oLZ=rJVBGk?Pt<VPu#;$?X$Eh65hD zP4-`{pzE*QM3w6)%2Cy8NCU8NPJ0;h8tCxQRzVtIF%iMxT%Rfxbn5S&IkyC*Uw;d` zCQ_O%PR#gH$31?^%egg2qn0<NfU7ZVbWq;vs1Wg9<@n+tZ^a%YDItuN$!M16%9euR zjrpw+65p$b(SAC8N8DNIkW>mf^udmu+9Z3F%2IRtx4VSQQ{fKmHOhqMlqqQMHkT<} zL?Rvnt%dX1EBtl;`5!@)3v${jWjQCY3rmc72tC*+rQOP?`^ZYHXZsLdRLiFuVIP$# z9MG!yF)9@tHXgMb^?S*g(I(%jM=9lyI4zvm#xiisJ|0uVRgons%{YU1$q`N|)!Qf9 z6q+HJ0{+2}&F~t?H6Na1p7}syZR&42=mkpy9ru}!utW6(!y#M72Xkva(#0^xiR%VW zosbFd%0i9CM@x~9*PbWZf5I*KkBRr*&R2A*e}zr+k(Zp|kw0XE9AG-RQ^YJbxYKrD zInwtfMLZW^17GCRr&-pKxps6Xs_h+BbS#AQAVAU{wSw{{tEa;yx~t+`a~l_FsTe1L z3s9?q7|l!>HeIO~cdTthuAKow#L0|B0h;M2WqYxlTiC+(rDe&zi}nICSMhmI%qOFj zElP&M{x|a>R!`e<qR3$%cQzKP@o(>YuL-3>q1Po4ER0=wzD~YT%gaov)6gH4Mp?Zt zg9y~V(448g4dRjE@m3$ZJNH}1{wwN0j*pwFHve!f2k3`4fr!?8UZz*{j=;|XfIhH_ z`l033?_>HkZ_@nTjO@T#1bqiyeQ^EOph^&UbGScCZaL|+GhsP(y^i2?V00w^5}O?$ zukV3V?@AoDMI;>XutUjuKQ3uND^4Ks9t<IzdSl3_%~tqN8snXZl<V3|*0T}Fu-ewg zjT1I`v^u)e(VD?{+EA&UXZ+lu)t-gPz2M{<;4^BpFupx|1}AexUi@}t*x~aM7kYnw zLq%$nvdARA0&3l<a1q|)g7!-bAMzm|p#7yOT%NZ$ea8Lp)^79^u7&;a>Mk#^Jh|x3 zLJ+@JS(T;J{i&a)l=)eev49PH5I$x8sH_ACR)v3zC$m>@%-aO`7{uEqIkDr$OrHv$ z+6WS6&$~DHdIsUb*c#xjbut`{hCexNH6UE*qT1$B{#NK9hn4)J5<HEjW)Su+gdq6w ze7@KK5rtSI(kwJJ&TmRH5{u9jD2;-X5XW3FRXnlE=lJC2?-Wnm8S)A=bgBm-*M&y` z$^hM@cK0ML^Qcz3TJ5J`Umr#xwl8veMH@XH!5&VGU3~*yd`7xYO_QJZ+l8y9WrPx@ zycZbs<#q*6D|a7$i48Tj5fr;L)SC5u$zD7Ay{x4%1N?6GxJR79jn(bIRLl8M3$_{h zC}2}T(sPiyP$j7pz%_w?1uhThw!45|*QlmnH{r226q?}#iZst^Jb&PsA`jMAf3Dge zKaH{h%83`1Mm30%E8j-z1ry6dOfQr!V_c`V+UyfK;gfp|=j!M-f70yv14+pBt1 zHwKTjr423tyf}$4QXk1C-9)GqFM0?4pZ8?z#5mU1P2(p!t}MWFrS{v+@z_t#ui51N zVTSDo$6t@p;nIwhfTz=<4)7D*7M1o7T2`)fKri;rS>@<X{mE@}nv|gL*ZHx^o<p)! z$v-;X_uKxxgZ6g#<ALg#(LmZ&2xVP)ipg3Nf99jtz0pc&;=IrM^XJcoSXg$KIHwMp zSR=v8K2DsLe|W&X;Ja8}Z5w7qFSY2ShchH*05kQ|W$%p>Gw|c&`FIllT%W5I1hqnZ zQn==kXBO#aS#o_plH*a7x~#*_h^Ii{aRuth94heR74|I%`(gZ*lTz^tg<m?a?7KC( zhVyH(mvZ=5LwkAFKiU;qj%`KS>cY^oyPfIMPl2vn<sM+$Z{{u|0}k>i0VA3#v3p#^ zk(an+_^=|7=;-sx4-dFL6v#qh8ybIiGWX`|#Rrc7K|VXG`T3jT@~^6H$F<|<&iCiL zw<n@*!Pk?Qo!fuDz8l1Xg8rM?Mox9I@q}PsEHWc>x(4Yb>Lpw+o&^f!+}7+XKe?(; zci3foN!NfB60Z#AjR}(#D37kqwU<Ee$5RcgzO$QyI~RZ7h*~43gb?rw1%Q$aX-&+w z!4t-KXA+vr{8p{qZ^A2gX7D%c;74+(CntzYE8MMGn4MvWo0f-dAD}Z^xScEtZX<mD zW%yzfts2zjgLf)oco4jYdk>$~ag^<26sA)=Q6~^^Yc0d6M*_F_d!|A%LyS|%UEPcy zNva)RWI_9n9J><SW@Dz$aQjQ(<~n7h(;9J3FQLONH}!JA3A^6x{;D_6j~^9TpC=FY zmr+d9J2aW7MsS$O%hoT%^u9v)%3W-P@?O^dA>*bf**OSDm_%z^#k2k`*32aAO6@Iv zoesbn$J*n!oz2>KVSjya%Hsg^Y?^S5XEkCmrheG<R4_#*Pc+od?1&Yg8lo{XA|Ex8 zCTCeoLol1zUg~XFma3*(G91yOzvR<cgrS@|{meybVoS%_6!p(O-?LjWQzj)IXGyxh z)z_My9cP<&>Ut*m{F6}F&oZVbH1@#n*;;IkDgF$2_Dc4hv+c{6+G8?OvGdWF9R*UC z{h2>DV$2G_w6HnTSRiyOdsbPIcHNoTwbC@OX)v2xA+D;@DMy1N0%U<&dL;?|xW)cu zczP~HXR*<T?BAY9b_7?|=!7Xbb;E=y0&61M(4HpP2}uHs1k%FmTlZp}XkdO+P+fnF z7_@7fr>?YPtR9qUP;0!aKyxIKw{GWgy`NR3BtOI{?RPs3bffU&$(ORXBD3{>2R#XI zOPfyviL)n}O5cZ*Td%Ti)=^1c5vcx>if>5H&ILWQiP~n6PzasD&RM3AGzg21L$8fv zWLQMW28#h{j!`S`S3XX3g!m0hhZ*NX5S2(tb(H^U(Ym%M>pW3-X5`n2DMylC!TT=I z2?Bt=sYt46$1bMyf@rX7+4*&{%B?>G+pTiOA*zjay)dZY@b$n8T7?BS-TEzDH9;I? zef1-W+r$(xTI%Xb$h$0pH@M*UpWNMEsz{|Tm1cl*87pjpCRttbHaC?_tQ8-lI($RA zWW&+bd#I4vlNAAjdacKc=ouDCnk2=46Ph6vbpAR(^#Jo7e~#%rUmUR4S>S0^O})&y zqy<sbpt-{jciuplXRx(!9<TM8;59G^bV_=+IG?N|(WQ<WutGP{Zlyb;yE^UOv^Z>~ zjUWO|@!NhCVf}l}O7M&Re*#bjulabeYlFB<vf3`;5~}VdB(Dh>_;UeM{Jnr{Y&qw@ z{kI~E>&f7Z@^P7xJp5$@zN!?EDwTY6rBZ^0KOBndr`xQdQ=Wt$iKT0bkF*0wYwD1% z$p*Krp*OA3{;inyFFE8tXuxy*3;t1!vkGNyWOH<KWtUpN1up?Kmx{jyUI#ZYI5IUc zGMDea1sn%AFgP+bF*27Dzy(<-G$1HcWmq6gX?A5GGB7eSDIjZbVRUG7Wnmz8WpZ<A zZ*CwqE;BAPx0ApHDG5<DIYuxtLNYN$LNPHoHZ(a#K`}5nHaRsmFh({tIWa*#AUrfV zMldo$GBHI$F)=tcG&x2=F)%qcIW;ygMm9A$F+o0E3NK7$ZfA68ATcvAmtp$>DSsuF zOKeqD6o${*_g<cb7AR2Ouhy29@(_8KQYg?CTG+Hefzt9ybVQ<Yq61<Aq5~3kObnW! zkQ8H#iHRZUNS!;77?TwS3>^7Lltd?Iq8QxYPX}Mt{_i=b`>ge^wNFtLzda8{5eh5T z{9F(n&vDsIWFUYmXzPe7pqk;_Q-7{ySp(D10@@mu)4>e17PQqYXM$O1ThLaqoDJ&G zUPfEVat@e__6phxmi3?kZ5!Hhmh-@Tv;%0%SS|pKXa~`jvRnuj<z+OqB`g<%CN%B2 ziKTv6idI9@C3@&`w8dzPSZYHn(GH>M@p_rnXeZFvK~N&rqK%+wYf54>+J8wjb{|^6 zOK7Li^jfW;4Q&FAHxKJUJK9AwrKAIFK)ZxS)<P%Pn3t)FrgUxso6+=cWISvEq&-bX zQz^Cr(w=6ZQLV5IY)6}krZVmTJJCpDNu|Rsup4a&nk=vfbfJ;h5|@O%pc`!+n(VU= z^q`TP5{HHTfYK&;NY?8Glz%pnuu|?k1P+5f&<_T{5pWa?f)iF0_44=-IL1@RZn^-* zz&MED95@3`gY$s$q!I4bC1gCZzesW-#*BM_x<}WY1gF4hFbd9qv)~*U1Lwgwm;e{R zMQ{l#lW|w$P$O5nP*qox-~(4{;2c*&C|AQ))OYHAFSA{q=X5~AqJQZuz=Ua(J@<mW zfSz$#R37g#dv=|tI0kn07M6E<!D$kwdz|iZ-Am6n9qM$7)6-6WI8(ss3SVnQ_l+X| z{r)`TPezdA1D|Ha)$jP>Y5u|5^aDn6%@Vr8t5$S;tPRmjuEtpduusH)aUa+Pa9G?A z)QC7Xs-4xV_$q3X^naGO13Jn#0Q$%`0=ma{g6*KqiU(h42b;lGo<h$=y(Mkny8-6+ zE`a5|8(?(DosK&lcRKEL4D36sn7XMa_W(M;sZ1IsV%)@KKrh{G#gp5*xIgErUAY<} zcZ!aI<7W5X)g=*}0D2VeblmB<({ZQcPREJfXT|rw=r+vin19tVtB;v|GN~W%spC_Z zujJFqfU_bpJR;K~&H}SR9ndi`ZuZwf&W|Wm0HZ2hwlK0x+8odT=7ITOAy^Mu!E_5V z7wclpb`5g|Pn-+t!2-|-G$J<vhG66Xij2P44+g*ya2T{%Xu7K>tF#)q9bgCO1dP|n z9EwN5AQ%Enm4C<?8krlh&qC|3dK4og4g;o2r2Qg8CNg*;^Ci-zan!=@Dc!*^ikeL< zlUkS4Dk-N|EDYS!59BXRv)a^SEip*K<B5zXGMPw8A|;7TrWIheh4E(HL1Gh0OdN8F zv?tP@$X_CViK?bmfI}&*wD9UR-Ah{~nkmtPiOM8$m4DV-c=MJnA%BSiBvO}jGEs`8 z^GIWudL$i1WIX8rVxA@)JET47u%V|D*-biUn6|0Q!dvb7M|&-N`an^)g>T+gw9mqm z2}M0tX?R`Heyeo8rs#lGhTl-sYn2;6DmrMD$xVt5S>;iw=&)7(c%k)KweG5-eycX! zQ8ZxH&wpO*;D}WpK2dbks(=5dXwYgs&lC+=?VVUy?fQEeH^0qz|KE&T)r{M986Pxe zeAu7y(Y1`b!x{HmGA94Y`21eRmzy)bTAJ~7CF9{!eTU`f(NBu>iKFvU2PE|<DOpM5 zl$4^RJSFugsYgjYO6pNkk5b=e`WT}Wr9Q#*%^pQ5N=i{uijq>4RH38_WtY`{xRbZ> dI2Hc`55I@xmrTzE9Sk@!HZV5|B_%~qMha|mqRapQ delta 87421 zcmV(tK<vMzxfk`G7mz0bIFqp}D3MSP5h}k#Nmmp_F6V1g^xEsiz+I7WC;`5anIs9n z`1<<AZ@(?nk;XB9uFKtfZnmGky13L*Z2#hhp=$1^`@44UYF?zjcjfzwch`U3NNp0W z)aFtaNug5O@Ag8a+qNUv>w`P?uKwi$7IZyMdU18VAk-QKvo#X>^E<KG!@!?6A}N62 zj~?vki5HuC^ERRzwzSG3*~*GUXuYw*CTVI3jaN<EJRIA9k&%9N0YBq#XuE%kRP^v8 z5gS-3k5@_)ty7=}wig92<O%wx5UQ@qp=ujXIuH)1dqBx>`+ev7o>m3spH|h0O67b} zcPy)#5r89<a9pWE*vlf3w%A-6naDh>eA5qIxf?wDmO`_jKqf*=%r!d6t=*(3Nr3J3 z5f*#hj?LhIx?4OESaU3EV2~-cSD)_dvhf7=)YE#xZyg_H*-&@Y3}ZD^I0na>ZXI=( z&7K;FYjt-RZrkpo-=y2q0`%{JpoW&d4wt~Kt7b;tZ@-ly-K0s8WkeU#RG1`_W=@h^ z%v>@=E%;%IEXj+4CbR5otx)!{p(km_&YKHafZ))7AJiDY_kqC5&QW*M4%9O?)rZj~ z7niBE+v|%An8=_k9MdW^&$&H~-=e}`7jR<itDD-b;l_+0^(AhgTIEZ2<QD7-&z{bM zMd2l#9d%dz$s+jEY&$j^htlhr+}?N9vFxh)f%-dFSB}rWZP<Q{UDw`Sq}y^}`*Vz} zix&)kSg3Yo#}f`M3fsq39EoYtPjKWjhGaGgvPCvh2@v~xlmZ3PurG&_JA3->fiqoo zbD<=Nira$#Xpw^P3*!z{$%19Plv}q$-Lb4Yo=>o3=gPWncfb*zG3`5){d<A|ee^w^ zGjtA0_?dVvyH)IoC^T!iW79-tk|uZV9^~48HN#{$bV`WAmuP?nGfV>uI`4eqL4Wwv ztOoEEVRE~Gi^V1(7xfypbf9p}0DJ_ELt)j0pR$G-F+u55+Vhz)Nll`xqS<$@aUJ02 zC0>1|OeEPyZv$btZrk_NI%&O!ARSQK!+0!d7TO^tydA<n-ryi)<91+HCWTYmUE6?v zEjg~DKc>L0u%)TUHU_>LLk*n#u^JA5Mke{xGO@jJhY~I5FI78sH0H%43nC63A^gB5 znqX{r6O6~4i|vmWS-xdhBn}1Mg*Cj2!2qzN@)l;=L9%GAVMR<$_5>@IZq{g(7-MKM zpF=fxf0qHGT|3?#!XNK6bM&QMyB~Ldj5-W?)DZ;YgSPX61pgd)TV=LoJ(efvqborz zyv=}r?1D2e!tH(AuTz2;`FyQIRWeB-Zt{~s)3w3#K;Z`~XSS%`*j3hdZ3iN91Y_kp zZoBg6$hH^cOMI{Qh0tJaLQ@warL$;g4Iyy8K;!C6co)wxCK1-m=fHLtAKyKHTt2a3 zCK7|fA5VV$#D-axWM;7;*aVE08aU@KZfF!}+j8;~8yYQ=JeSK2Nr6_0M!Z0=6b-fT z7THoZAnf(S6nvh+c{VFe0cka#wG3FjMbw~0<v=YTh+(5`$PPjm1I;Y!shd+DJ$WAl zb*Qhs_bmpZw_I*p8rk!=Z(p8&Ij0zZqalN^a*n^xz@Eo(ndo9ZS&Eg)sEY!QEu+~r zTMpF1uDtV>BE@iH2TqgP<(>>nvkRkDLtp3hAwzw*DSL8i1#ztAI55QhR)EoQ`)apH z44{96g*z~34Vc2`^I%4WTpQu*JW3BfjAb)an85AWbZQY9Wc;(6^aB2WT3`TVJr3{& zSuh1=u@P)l*CT4}oKhSicV8awYvd&MAahpG9AhojTAH&c2_RGk*Yp)0?g>i^spowK z$GWX{f!ux=_m#s?Uqb-<(NXlecSkZ$15YG<!=WpxC}0yLscm*uJ;Cs7PHmtI&G`x* z#8k*HM(!zitZb32v$|J*H920Nw(g@OgPM_Zw&^zcB6^p+ji3#r`P=|T>ASQEXg_3f zNrBGP&w!|32(f(wzTQ_~g1`UbuC!3t^r@&c&!c*Z7N9!nOX+@Umg#<)V$k3{cC~i| zQgVNb>B>h~W2|3N7wD4ajF2sB8u)C^)(4>bl>Mh1+(ReFvFT)gxXr8};D;zWTp>X* z`O-c&y8*_j0xNEzF5n~4)JCPRG!DWogfo3h-L5H_575h1lO1OPXifH%@m2fayexCT zZg&Sr{9JR#Tm=0&GQbotrZ%{%6a&77SMZS{d|yRT)$_SDqg7_lwKd44Jo7a#ocIH1 z|Je1EkEI~u{ou-f{Zu~kF>ZVBI9oMEh<uCf4afZ0Y(KrE*7IvqQS|}-jm_RysbIHh z18_&j>bWs6u_Pi)=4&_tHVdn66k*+-%3y;R<~y{sUc3Q62r`DTyO|ggtddU#?#H2@ zm&ZJ1{lJlZegZEjvjTApnH6;XOjX$siwF&PW^?pZK`>E&oG6tqmCV52aTN3>D6@$R z7Dyfzfq{ybYZx5wAd4qBe9EsxmRKV<%GyK}oTq-|(ox8`<1*FUvI&l7reu*Ez`!n& znTe$tCavt>PgSnILT}C$FYtet)h+$`FuFe4qP<;|)Nk9mrn1$v7T^TA+E;5B7E`Rm zvrU;zw6Pn1uosEUIhp;}-$+Qn;$WOMP@>pXzPJRvlVCwGG<F@8RQw3Xb$v)(eb8-e z;HC)%E@cDvn+q^X{pWjufAK|h$CDUjXxj)EDy~vLed8)LrOrnhDAzDDW`&YZ)p+9D z2?dFw$~ZBu+p_VRp|?MB_Mx^U5|mR&yX6D~C?9u!p%4T^RYy$-s)j?zQdnLcFmT{J z9!ou3%aP*Of8fn7jKIK?`bppYT2t}@J2YHNqVozHhaBnIMKNMnOtt!QC`utu9EHsV zf|W3+o)?KrHsHhI0#5ule^?O=sb`mS(Qd$5DwtkmoKA5~Rx?6cZU=~kAMPg`4Lx4x zkDvm7{`dgY9|(N+4kehq8T>DKg|fpE*PR>ae>)Dl_UI^8%(9qQQ^g{O7^Rq__COP$ z8#{H56KtXc-uqd}w`&-B5u6s$!Wn3M265*JP+<uy-~Qu~gnOz=$izUJHABP~V358Z zsUVgBljeu|IB~`lNeWoc*8Fq^X^cS3bgYDb?@!DG6W_{-Br_@i{+=MrY-^FE(guhh zcnupdGD~EU#*F;t%OYn4B=TS}W-K*NRRncxIKT`G%Ngw6^}DXRp?aQ0fg%*o@lRTr zWICNM@Xh&R&uPa@`SQ|iQaRAA1jejBze5X3rwd4YJXE_wu;ngx1CQgTAT1ZEoNx1g z-5GutiM5!UC8n4pm+Z*ma5Jzo=_Z2v>WrkMNvbDF`3aJ8h)1$tJucxfXEfOUbivK4 zfuJS?Wpfv2y;cLC_EqpaR4PGVM2fx2g~!{fWga)@@#lv0f8wkGEzCDFxKy0cTb<<D z#N1D376J-P7648+=d%+6{2*&*7<*=a5wXzUY@xpq4l51eqoKJ4yOHV*D1IVSP6*L^ zTX`naz{9tOONr26hYGFUmEG>(RTutwUjW}D$k4I+H~9jadZ~f#y6t(T+p!6CeZQP{ z#Lxl>x-ZGs(>5!lX-0~AGPkvnIg&Yebi)ZB3%ui$J&Geh#Oa<Bx<i&e6-&K;qs!UR z!9c7Jk%<tAP0f762hW$YrrqQ^k}Yw@_{;?K|5_y;NBehYb}@-j`F|<&OS1Brr+Vah zODq%GDsPx($HaO3+p5{|kw2?`v_gR6-Bk9J0MAmu485F&K!;}I(Y?O%l=?adM3gc- zNU&hNJGY}82FK`PG7Z<s&^5h(c}f?ho|n}A1xq$%U2zd-H}OHnw-5+|tl{bwmx(wr zpQ>NrMMetV?G|tO>#2;UU_&ldhN$4VoQznZ@)cDs2?uYqoUSSRp_?usQ@N-iU@TH( z^Ep&4nk@@aWTEvO>>Uf!x7CS8$!UNLp>%i~5}uFn@!+^Gopf$?B`&9bpyiQd9}edp z63tK5k!u3clHr14rNqWGsbWQ0NTxDLRa_Q&{LNkT%FeSb4~a^YIkE8_%bW1Jrfu9K z<%eV24?O#L4{27}41sC$n`DUV!@HcLgJ^LVUJ8a6d@JtIiC;0*TCCxh0mmWLqwkPV zn0m5IT1b44#!s=}kHZ^(t`j(Qh6@XE8m^k2XVd2-6ZD^6a*3ehz@3_RIF@_f_~s!j z&mHVOv01GWt(agfS0>qG?`r>~3{UB2Y2PI)l4$+Z?UI<q4iapQ<Qw2O{0^|MhH+Ms zJ-Ci*uff`hxrxKagA82Kr*j`hFw~f9hZ6ABB*~ovA#{tki1Yb>#|glz{e4%F+9P^x zJqD}hUzM#mmzZ3wpW@WaxC*cqBHa6u#PQt#q!h0@zK5)+vTd=xikGQ(jvOw)pj-Rt z)f@I}J~u1F+Yn?5XDsdgSeINA^R$-`qH>L{uHO6iwgmc@H{V@R|Drr>ATL6n8ly~6 z(~K;WQuZ~2dpCQ3abmY`|McqnH5`uD(q@H`C@^^AbZX(MBrKhq8H7~JYPVF<mr7!& zcPM+s$+zSROUAlD4-TSNPmVlSllz9|;vHko^*DS$U|_=6K8()s71&fgZ>Wd$16niv zz<qoA(#04w%COfhu7coTlXexQq`80ZwXaytaphH)tuYgSbh_dcasd%1Pjn41g3_RD zst;$D-V0~h(vtJw9yA~L<~<nzh5ATO!~8TX`|Oe<;}=r!EeZ4(d}e_@lQz$Yk1%@U zcIDXfVgnT&S1>51Q`^ViU+2ImYa&Cf^2Aua0De2(9IIgnp$<hdVym-(1DV%tcyBO& zDEn78cA<Pf`i34ToGjY+U5iiurrU+L5B=bdeK5PJz}auUe@h)oD2*nCA5MP5IPm>z z^nlfuijuRGhVRw&i~j%!NBZEC8xJZ0Gn26^D3fjvQ-2~~6memsS$uq0Bymv`(3dR4 zLL^z7X|c#e5+`Z4__$kqj(%MV9aa7FawSy}ZR%mH+x19a754qMZ_2hD>#iNBbzQdf za^H<xdTXk318+Ks#*SLXZAC9bx#PE8x2YO>-S^d|UgMfKywk9+)^*u5e2%AW#hYxZ zvZ>ogZhx*}$1fj$m;nC6dy(jcj*Bd_;0gw{5OG?BfTr2W%m7cq#6~PuFri3_#m5ay z*jD9ICeg38JruyUFM9xHtor)*iovxo4d1_drWLK7(5h)33_g9H9xF~n=B`iYaSn$w zSr!{52&&KVawSwA*+&-f*O%ogO$^|!+9Tq!sDG^veQA+z;C*~riX`g#uLJd#eMMd4 z^S)lYTgU?1$f85Lsrq3lBD|_!l0;f0K*#+v&!#(v^(@|&QblFml=n?F<IV!;(&Du{ zgS*NdZd4lQ#w?66ah6J&y(!1i(pMUltv#zCeCad_ABZm@ju$-eV1THv9=g8zf(=Qu z?tl6oNVRjT5w#}(u>IWBOKBX|hKl+C4;nCBSK~7^bPqIo-R<^OV~KkPdVBy?@)~-y zj8&#Xnm)tPK*azdbFaNYctO;~h?FGyMaqmCKP}<(bu)A=eSc1qFRxQRAAw0<i7Ol^ zlw7Q&h?SxVpGXQI>s8&p;j@ip^OfGp`+x2*((9Y1TyyK2?l*e5v&?zpK&u&A_dE;- zCUqZjU;%!!_vCo|I0_KRbGA(9c-_1-A9q)`oA|0wKyV#u<g2KO6FJH7d|^ZeQe6`b z{Ml~l1g_43tlE*Td88hKqln(VyP*+0w1{dDuCA%%(QU`;k&K{jSWlgjP0nJ&-+!Bh zJv0Hq57of$&8{0p8UYKSBm%S>h1{1a9lawIwsY9PM}bP`AP<yak{g<751!_r%F3Yv zPUNq0zwf(p4azMofcE-s-wi12?8s+&ep+ULf%O)o1vOM7Pj2kZPX|tA66acl8-JF? z7aDauU8;cc6B7=!$`+S>uB(QRP=C_7P}*o;+F;}0j)Avsk9ErNGmz{bM5!4_)&)>^ z#xrX?iAH&M0Lttikgm%02+TKNM?!RjBkHyu!3d}c+0f8~-0pT0u^3>tkCu<Ib9ZRQ zdf(LR8YL^XSeRkKm*kpScIAm}H}d$ld8WSmY8Lqg@F_h9Gr5kXVUq+z7JslCT;fwx zZ5}PqCbvQapG2JS($s)9<Qx9JN3nx~4?lo30cl4{un<9ewY%@jb+!3^xzcEcfmK(z z^^tNE7&aTe1Cs&WR9~%`g(Gg8$F2ucYge!5AjJnwnVHts&lS)IE6pPMCDF<4&+scQ ziP}S3|MO5y=Hvq?YJkv5`+qwyO=~b!nvx}V#U?FsCn+zHeYx?~-(>HWJ5V(@XZNMO zhIL=x!)*b8fDsVlN5E1e;w&$mSl`sYf_MOWACN|0)dy*o0}`j1Dw{)8CIy{YFj1k@ z1xaA7^dgxA0P+d7Ja!f<g@e3E&haMTNu>o~(n@)pR<+e6x^K|J6n`xFq0^^P{O)-7 zx9{9(HuQ4)Gd;KNocDcqc-)S22+apq<=<)|BBH<`0a0ux0_;}Bl|7y;&8-m!kKJ=$ zm)vAkCp<UR0J;+3<1vJ{G=CvoZ^*QJ+SaH&aKux^&$?-Nv3gh^hJik;#elmKn(baA zSj}NCq1kTSG$b+RnSYHw;HsF(nnPt>wRnb?qhDC2av?-qz&X54WFD)6H<4h8Cka?@ zAQT^gX8`$!mc6Xfz5HA?<>-7b(7+m<m^sH1SBRxZJ!(-o^l9VUSz@vyg+qq4>4 zTESXCngHR-4MVr%w|fhk14|H(z|^;v`9NCv{6}5yPK++$aDM@_4?Vr?Iw$|p(ZHe9 zjzs$H6cPZd<qW1$SrI2Ha~2h$$3(zf0<Xuq5k>TInM*P!O*D*UZ|y;i90sR;xZyb! zJ@3I?0uM8Nrq8+^`)+esS2TysO%s8yw(T}u(>?OQ1E_$$d8T*)4q&@e<CbH!>K;}w zdBwXMt7bm@b$<yQ`*B(5=+-Kn894JH*Xc~QdMR^>u1U_0T|dm?IQ5d_UTiN_tPML? zG8W8of9lIkUA5!tO*uH`ddr9N5B8xdEn}{?bIx_mIugbUPib&%l}ux;8LOYRb;H4l zx99K$?I%0}EgYc&I^wB}QVLiYr|=EP{(H0%#=h)1hJVpp+wl>U{6LJP3<r7eT}Ph- z+g|B3&Qy3}shnXyL8d@qWl0*2v(^W!PAbI4-R4O2U@dK~@vDzy46i65;hEEP7Y@Q} zR;-!fW#893@Z-ouR)957TSOlz%PtkIn-VaE(V+DtdT?fU-&DK7^1g|FtVS}H(!{@e z&+p0P$$ydlP7|c^CnPb*HAh%~gss2@Ll#bWaOMv#Vlb)P;Qu(YoQjp41_;OcFbG^Q zKzf?vpd5TRvq*uUH4Xd=4Z4Wnv`{um7eKSAz~`t4H!Qsrps-qPyKx0}D-hUb&fWWK z>+G6ND|}&{0J2lIow~!grvQqGz|Sgc)*LR(dVh*iw@wavJD1^F7w|G|E|Vk{`ec%& zo{Gpsf@@c`PNfZeER@a(O6N4XB`I`XYzj|o(sy4G;W|AFBUsLHhzsm^{Fs4u|L8iO zDei5o5W`CQvEJ3cyFgn_3J~2FJ{T%K7eP%>%@1KbY6?|_#^5W+!LUHtTZ<Iex&I%u zTz`%(<DBrdJ~bXQpF#?dbJD6A1B_}X{DTRp@R%x#lLYuZ79yoV$r<+4psLcv${WQT zU-kfOCNhk&(LCVu<Khxs^J1}rO;9}gX8`gCPQ~Ty@`(Z|U4Whp&fp&u*sQ<^>T#5G zYiVySuxt&$?G3v-Bk#ag02<M8Vpx<soPS{%yQo9<bJGpO8Pv!G_%C&%Py(Le)-=vR zH6_7$0?}5)##rD~q1{SSo)wfDBu6mr`i>80ue8uFPn}&{;}Y%2YqTTd4DZbwh2q^4 z@&1+>sPN)MQ3PiS6vgwIGnrT>dJ*iFq~{Ttzc>{TwUp7npOd!+NLU;ZCiNMD(SLC+ zrZDmv<>nd12@4%TeC77^|BKrTxC(D?x}3)|2+Bo_0&NAW=K1mT(|V`DlvIJ4p*X|x zUm%wQi%+Bp$hIsTHSuY%mR4|mX*iM$0Tk$Y#)3RIY-l}Gt6j^!J%BsIHWdsio4zVH zJZSQWHr#pNq1`$Ks$d8@ih->vz<<0hRCpdoF#f?+YOG}$46OM~RgF0@-jtdK&_1(L ze8IvdnGxtpC0KQ7N;CIWTQ-zb17oVEXG!_KHK@kQArHGB=t*;Gdjm?jv<D^#DFvz` zHgU1Dqi4Ot@V{HP9l%=v^iM0;@D+XZ)|P)fG+;IVUQ*0tl_n~BkL_Kvnty{NA5<ge zAW49ECOO#S8wgXt4qpJ0rOi$P*?{R`F_k8i!ovRBX53M-%O*IW#by>@#A$*<X2^qS zxbJ8ABEKOE87rZ}aZh|4K>Hbaa?GKmaUrsB>SfEqGuO|_7qDlNY_al2{qdZ8BESGS zk%uR0p~xr6`}-LM3#uOM0UTe!?#>D@Z8BfGKAu^M_VSmyJ0t4+WKs^`0eQ1X8czWb z?{rBTn*MUq65@=q$zpI7v!@%70t2NC=d(K=A_0Fz5svyY>mvM_nVMnGiwwMf$qx62 z_1321K`~gG6EDpip+Qtj5zhN8(=St)V<LV5pv!RJuKbETS<xOu=&%V;ZaYQFg*oa< z?6f#HKF*<$aX!#^3YtLkNqG*~zK7$C|5N>WaQsYP!>n)93X{aJGfh3IfYt8M+Bn0L ztH*zasc@{M#}DPYyRXakSQ%xa55NP!=F|T`OmtW7>E(7D`Clkx%Kh-+?$!x-!vQ4E zSffwRR)a6$%H`ZYO=h6WhdI0ESQfsIBvcWn$yBVeqb!FDK)Og}I#u_jY=6QfQ&mAq z|4-n~9{;n4(SosF^YE7IhQNm8n3+8PhX8*YC?$=SMsGlW4uJm~UL_>QW)^mQ5VLCz zWZ*%H)bl<2j>_+yV)m^Q8#PXf=yt!KiV&?%sky-1v)bK%C3V7;oVG~cGa#%pLVvjQ z4Iqj{bS~0i|I2`b`2Qi!9Dx?Pg>hC5e*kKh|BEUbr#~!&f5hrqS7twU-A(xCEI)rT z!P>O1u}u75q)fvwOjgV;o^<uf@2OUKM>|`AnIMJM4tP&odUyU)Q-Zj;cenk`5;8n@ zo_sqUli~+uWv}a~_wk=O{b60Z{D)tWw04!tlTy&<6tNZolw{oAzH_3_D_VYgA?fn6 z&e>I21Ch+2Umv`DPSVu5sV<IQw-|rOM}AJ_RD`M(StHPY%V~(3YbEXYO||iJ1qv*A z`aZP4r}etpSSrs*y{O3LG6pb@h<UO4660k@1)-yL)sI}7r|drw`jY8JTm1#ybv4W} zSsbvrJo{hd6HG}VV*w`83f$V<l~9B;-+lb<e*vXRNTLd5Ze(+Ga%Ev{3T2ahJ_nQE zAv6LwF_W<?D1Xgb+j1MZ5q;-Z;4QmV*&*(ilxwSO+44HIPAQgC*~HcZMUAK_Q!`v% zEa~radPHFa5ktxfeR&`-7oc&vPovR8Krqe>Q=C~QxL|<^C2+;0#{<Qb#GPhFcqSY( zMloD@sTrPos|Qk|v9e4W)DAWEGI&jbd?3NXIL8z^T7QmOLyi_qIn-#cJd+#);F07y z476lYamlnnjYgV8O2u?QjnNH|IT08xrNcNhl(%^9PzThI7ffIl@`4WoD**wWEa?b5 z7DEbQm<2R}&W=Mx>zRY93izA`MCeA4wUNwurYwYdK(;{*Jmfhj=ONEo4I3~OIBLiX z%CNwp3V-APiiQDLfNIim7N81%vEZ53t<eN7tQ?3|Sr4;t18oJ_(K78@g9convj884 z<Gm1M0ZmV!Iu9^5vC>ioUJOji1kf8PAQ{6LNsK|3ksb_!9iw19A<2SJUw|Kj;c)@U z+7oM#Y=KU|`o=2a6OtVf2$Bqx9tf~xJPFk36@OY6(ads7PheXqsj+1iCc=e-^~n#k zhxuV(VFa^Yl4nR<fGUM5_<?{yVPt>+-8MK}z-~@}JmJ8J3NV}lDW-KF#heX-{0TH^ zaxBAK2<U}jJqag!c*WH~fJZdJkdC+mi^6l}9aIyb)_ZgncpA6>Vy{>b@C*T3LTfM3 z9e*@@Oh7u^D=;u@H6J{C#)iji__}%Du;EMg)1n+NtEMi*&+OM<2S0s;0q}DlIp=Sv zsHs>|F{h%T;*5$F7327}if`+mdk2x5gS?<(6lHy)Vv-KGia6SVKf;}2r_IOjs3@tJ z##YPtENS}hI7B<xrws7bX~dp0(d*cG6n~{xaj?#Izoe=z@^}t1DtFM^Va`)?Eo0+R z)c8)?aqKyY-P=wVJM_%3beJ-7d4HVeQIF3l)<v|&Cb(BrT*r5<z*%fn#_o6RmvQX7 zCr2s8t8~QERMzIOv$T7i`pP|TZsq1JmKZJP9*@9S#U@o8{bob+i_DCe#1{$UtAE(E zYd^`%gh%Nlzq?LvqnJ8gUFLo2C<-jo$@m~jeco`3e?|G@)P<LEq$-_}H#_E#`m#B6 z7>77Z!`C(gHXC+oG7>g}OC1AA7yB+B4AvjRGn&1PBX-1gP?`v(^Tm#qO&Sl=n0gt7 zUwuiqR=N53&oo@tsb8E&Gk0W9@_%kyKFaie*$88=)3u>YRo&*IN2&MBGJblq!yxhp zG{}!LXI0L#UuCG8M63LgnOBQ6UwVLJ+nV1yEk|4C^8b@4Bt(3~H%HX?AT8E`#)$r? zpnGh0opIJGoz@-t#a4oJZbrX~&e7?$+Pan}PFkiZ*(&wMMZdo0Yw5d|Z+|!Czl^dL zk=AbYUF=T6J5xTN&MtV)oPUpsynTd#Oh9>(J3lrEJX$mLg8&=NW@UX=T^G+c0d>jR zX}SPs>Aa7si3;33nML@sObXtgH2fpB?mYiZRQ&jUQ%Oa4rM9z>^R44FmAOsMcZkV& z*t;~@n5UmypYud+nrx9nbAP|Vd78=g1%ycPi=MB;-qn7(F<Q<am#L?1uEAB`($oKe zzDt#ZO;vtNqvcr!P&@qJ@+O?8`0g4^Q{HY9g{>}ekn^l3f$P4($Ejt`o`^63xi^?y ziq#qNDF`FEFMDERmF7-apP}Nfd4?ys^>d?rC;v3_v7a>U#GI#-r+>^Oe%mvLmpL}R zNa;IJS81n<l)@cpahIXBS;BG$=DxpSnpiC3$jzg^?W5?vuhV`ecL>a+fA4##-XY8M zd|-AAUF?uxx2ad>1MpV}qpy1YJn76jOaGngiSS1;`#XHX0(H+auX6L?ZHi%%F~+8i z?w<S}JHL+@{@7xY!+&jg&@A&OU@mR$z}{>m^rOtD(7nGPH=uo>4FS&HvEgC0JRxw; zo(+cYZ)PPM9*rjDV0h5f%d%cBm@u4L4u<c_MYEcZ%SHRIfBWcdc~*^HG}r6{wXs4n z7v#wRBIfAJXg{EB_q?tfi2BfOKhUtW`*2&^b?w%*Z|jpm0)MIPKNudbPM7Wd?^XS2 zFnrO>&&qi_v^W|5HheQYz>Q%1gusrM?1SdA;Oz!f;k==Zo+6-@UKh>~(C6$SXX9#F z7FVP3#j>1BF5I|T!4UKF(RjHUO<NxK0!>(61lnV<qEL$VO=J;hGtS`)#fyGym(B8` znvSNDOI}{jrhlWVuIkAifoW0DMxl_tpp8Ib04%iIOocXj8?b3TniH&wEH;~$%hBny z+#fQnbzx}#hl@hfmYcB!?V1T#%-DWl^Xjy$<_*}iR~I*Xv=jzb-m}09fReIMm{cJY zQoDXI(^Y+TTFxirTdTS{ugbIgi0)6#KmPMy+N)*GxPQW1$?DZ~deYy}Gbj1(M#=!S zu)7;tRaoQFc87=xtzL(;!)NYdNbrpIXm4+b5@Xgkv{?#r)_1h)Y25mToZa~KO}qUZ z?%vR};OiSi2F#JWH}FeXVtqqzZXp2P@MzwQk4x}^5ccwr4d0j7%ZGvFVQdS2Ben(m z)Y#^3QGe3L=WVUl^*ZLcb<A_?nCI3p&-rzIt3Pdc-qve*el5?h<@vQdZ}u50Wl%-C zuWJw-VOqsaAp~v2E6lnr^Zu%uE}EL={dlz4<8)UNfM7EVAf65;0FMF@y70<=*VwHT z#cD&F?S-U+3kXaeY#A>L!Nd29-5RmlX*$Uu3x7;HZFOM-0;R$l!+k%l#jI&+vY8ZL z%VyH^g2TO(z%n8|)?kNa#?zq=V!0pNXu7;CZ(48)*;F$r>t?msBQUMVRx+5v2qq0x zbOuEiYTKf+e=2FV-&<UQE<i^MNYddN&I=!qyI9yOZ?5vs)hOAs-wzON3u`T%@@a`f z)PILl0SKHP6CsP_yqc`$WicMj?wx<wQx1S&fHhYl8YqNdO=}}ou5D<(URX#ir4X7B zFeObs)Jlp1Mq3+BeM8DLLV2JwK0Xu<shffC1m)-eSE1FnW(;7wZqM-)LAO{u9iAd= ze#-=#G|kz0Ih{6Fbnfh{WV)DInvfyo=3R8`%@r!pc_okaW=jgU7+<WG6e|&m$~pMk z=e*bS9bhSia&5fSF5H?A=)mbW^df~sfR3*TNmC08Fuqhcoh4Hgk;E6f5#^Y{Ju<aT z8+vB2<m!7#>;C}Ib7U5iaXu51nJX6oG?TF_DSun*bK^FW|2}_(_ZwYhGkEcV*-w+p zBsJN`&F#$Y?cKyzMN6>79f{PER2=88ziu=@0TgAKsg$cM5(FEKMn8Vt0NK^!6}$T3 z4V(OO_|LBR6=&sDp0hM({A#s(^Y1q)*QI?nUf5>Mn7xti7aG6$u;W+XwQv3l{-$Ja zk$>)OK=|9wZ@&2+2<lYlBES0laK%$5LMBv}YR#`c@2<Wi-`9_a&RpLr#uNVb`Zni9 z@;}$mEol$bx~rb?LL^N)P|LRd3Oy1-&Gm2t7m6kK*McR7fm(-6-BWM)z5D#*6-#wl zj$9OJuJ~0hvy_#Nlc!Au?~05k{m|9>y?<HXuG?#oB~J}Cui8U1nC=0`u2#dL+V=Ed z+qPfvN{pPP<B;LJg-UrLXte*BCnl1Iwxf&T&^2}QNH<kOza{?2<R_LfQ$KD7xZw1p zZid$NogJLZROFHdm(Wp`mddc{j6o_Odx=u->c_gNw%9`_^{#p}$Ie^xU`PBTG=C{I zBM>|Cbh(*GWu|E4eb=rJE3*ayrAiJxO|Z<8|Gq9X5ZM4dYA^%!skS6cuWv%il#7_^ z7oqQ_LxUthBPYY-Bvz&wIz!W#VK>t}RVt(YRfC-78ORiVf*ET+VcQ(c3i|q4!R3#i z{_^fNV&4u?vNV%94RK%f_QecjxPJ#iAOpIC1wE35`}=45{UYR@70GCd?>~>$C`Fc* zV28im(8XCp_q1O&cF;R5rrgX~JX(%Gt>ZHJyAv52-=XW;$7>MzV4O*;DrbT94g_?~ zv*c&|=V<J=)!}xk^5e*%h4=M+y{(7m>pV}uX9%DHK7(7IAy^Ko)}slr41Z+5>I^JQ zPq#lGwvFkk<J&2;Yi*7AcB(|<(4o1Xn7YatnYzmK(bVw<CyP%@x}BIhJ|R=Lea{X) zF?T786LVK(5tuvnaOUni2j(tIIWhN9<fk$ZEzTJUu2Z1Rd^8fc{M-9~eE9U9uD?Xa zqErEtVuJc)Tm_ac<-{f25r4g>df3oa<r>U(dv?hp+wb>gRsY18K$c}zM4Cx0Q+IN! zK$or0z^4`d<X&voTqoxT4n0EXPj97?f#mScNlt<T_L9TqiRAJe^j^e-^>lbuzzt|g z)a#Duk>v2IiYSjP=Q_<r;oN%Lc3bD4BDvXyNN(7Ia_hWK$G*(}B7d8#2;(*Qj|_aj zEZzEi-XJxlA?Sj5tAU&f+;6I$E_T)0H4z%XD}$cnm;JV0)dRIyzY4$J-;!QJ!_OG} ztFCSj?%lq<T~*sH%nLaF=6kM0401+(fycBID&}`>`g)CefP$!q#1tlt6qG1aCSw9A z`bw63#z={NN|mS?dw)ZcNB&F)j#0rJLx}>TEV}{+Tog2n8v=A)>Ue}wPTrh)_7G8I zLZqtjQLOcL_U;2Y?R^I-Tn}{%p3~tZil*qtn{|!C{kdKrQB?JSO%G-@km3jz@jOWm z5?s|i5WL-0Uq@urKlg*#^*1h5oI(-^DX!<HJ#5!YWE0M?RDUnY2G=eRg~NH8<z6^W z3;TW5_2!0b0G93-@VA3|7Mm~Ed8%MlA~IsM-*G62THvsXxZm9kkwp2oO?AI@Ru>N; za-NnvpA1o)4go%*DD?agxQxn0W0>09R3ukv1|BDRpP!B+AzZ3Fn;!>bJVfvLnaDz= zrIhiTr?QfThJOjGxZ6!ksRT-VB2K|iNokc9<%^WGh8`21ggl|781z&5{H(i{Qks64 zo3>Kr2@@he9U+5mO1#9Z$|ZD}Y8yKxRX{)X;=EM>qj5eVbxNs};Ls=HxpQjUEV9v% zLYcj2qj{R!d^OcfUwvM~3oB47!Y3eI&hH!!-?ijjSbqX;%_byp2{EL3?9&%{yQMK0 zQ7`ig?lkhJ3Y1Uenr8Ah)0?VWZJh695Y$i=LfpG*cg`FR`xxx7N$7%xC+iTOovWox zktI8020uB|8}DUpoPrqTJk`^tUODGJ<pQ!2V;Z`m$U2y&C*N*6L1=pYT1FBmiwpiX zOxjR0J%4@yxZxOtQ20!#rjI>vVaQ{le71*b@Xu?UMJXndgN7ag$Z%NK#@$c6C@6A? ztOpE;@+244(qg8tS8O+sO{5}v&e;iA1Yf}ct(~W0eQiFWqfbF6^b*-ibOcBm@JrZ3 zosf|V4CzHOilvgpWKLuwAvc74Kk5Yet%cGbO@Ftk_C2l8p@Eg%cQwLaP%B8gQ9rfS zU0RxT?I1)4n0$%eh5VJ5AW#_QRSpOt;}O6^aA%7&6=k_HX&(kM5`gk;517c=M{e!I zwy)Z*Gh0+gi}F<RJ*qI3f}}I8YPa7KdXUMxZZO-yJ$1j+N(shAUQC$$qVC3Ac?@S| z34cov_d@_ra7}`MD>sCT!;}Zpv*&${pm>p;hXa-Rl9P-C4*5c+TvF}wb*#XdYVA<o z(9YHh9Hcyk)W-C^m9<Dd)w_CIA&kzm!~x0aOu0)d5U9Fg#pwLd88=OUTs;#MUmOWR zP6qw&W(h=(=B(K(Lma0V)Pp}Z-p5zY+ka2s)S1F2OFDzeoO>yZl~z{)T=tuK-}~@6 zEla%|95tU#M4V1U<Y`t?f02rmU&GWGOFm8(2j>Qf71oR&T?G6DNvCajv~{Efe2EKj zhfk}>hz6PWAMfm_j|YI=pia`NlggZrf{Te>K}-8Uzw@gA4_rQ*dv${*k5D4Y9e<<~ z-LogwtW4K93Kaa{q9@D%w4zA<dR>g>s^x+ZElaH1`VvRGI#AiO%%hat`a`TsHT29S z?r`<kqJO(pqDX#hLGRqV1O1*<i6H~egpNo3GE*hiMaltxNBwME$z3HLn3=d=c=Tkf zZ^wb%N?2YE^+(^?^^P;^3gEXtJbyl#u@Oyifz(6pv|5m)%L43%yDClHK&o7!)FHrF zwSyQ-IFr(8uFhy7^s~MTI?ybk;lcQt3$#LNyE0VMkStV!plVbo9rN?gnIcG7!v%l= zp)h_27eEMD0LQK^4O{ktxeZ-~b=@#8h1QCCVw7zLYBIZfvtHxm7c54|j(?tJ9P#W= zGmig#dCr_eD27-pAv>3_epEvx$1Six8<+{)ui7=0+IqUD#es`8p%A!wG+4SGXo2A# zqT&idAKhRf?z<m8x?Ln_0Ijh66~){lW?=jP93$p_nOXJHCfd%S{=_5$;zfCJy-N<L zGp3Fania|CYk+qxu?VrgYkwxw9oH1D$2GlKvZ&#pI$z?~G61<+`<1f3;u$Ny{J4XI zw~Xq+?4*p$lU=(uSf_%?=HQe+G}Lilbwj;605Z9j8Wmp_MKppfA_1awWCkG7(&eFd zV_FH}g_jUMJ!-vugr0!-TOhA+*1EXlk@z%ZN}VeA_CKyUR?WNGB7X`(7+Lb}Ftnxt z{igIgx2g(VWtqHt?{__OwDh_m)Rj5Zm3x&p)Y@Ce-M^&QN~R2*Q^1u|YX~7Zh(MOu zKZjn$l?0p4ylOK!qy7bE6Sq-6WlcaQKRB`~WCK#a{Aev1n_(65$6~aoUuTG9DYM&d zo(Ml<YsUf==y9f^Ie$NGFsz+-;))k3#NX(hA1;ie1Xd_T^v>Eet=rtot=0l&<B40Y zwV_2{po;-%y(oQ?q6B>D5)m{vpRf76$0cy6cRA=?O1B?fVgcFSdeU>c*CCy8+e-^& z;MeX!InBKp3Dj26mA7d}IouPL$xq<mXwwI;mdGfasn(0jWPh&4^IV(l+9wUWJ<Ox_ zm9m-2dr%ev*xOLXK&{6k9Kw4kTW)KN-~66Dp=~yozEq8I)M=?$u&K--Q@8;4VXjho zTY-dPiMMAQQf0TV`kw>U=g=?5l`(8Nt|Q*{lw;yeJ}#=k3^dm|`L5mFcXZgK|60=< z2yOBAG_8kp5Pw*RSoxBjKwDWBa8tznEHbiuDu;}aABqw%79K`${8~U~pW66<jJ!(U z$}(m7WK_=h0vQVpv88bPxJ}#bAcOvuqLt9r=aQu89-Th^_U+bfe%agi|2|lKqdR^> zA<p1#5TwLIZA%vR8RW9hBX$2mML)Kpq;N+zp`sEE6@N!?XmLi4mo{s#jJ-0+cLIxM z&6!vtutM9d6Z@*id#=Vr0)fZ_co63P6%?*uS@N;H)?m%m`d6!MrPDTjnn)?Yd_@+I z@kQ{{Oe)8!qKG>Z4gs=jEDK}CYscyb-1%zBc61Q);<)G)87OOzSw#8&+zVllyk%*r z#z?xKBY(+Kp)=p(?JRU<<MV%laf03#f0&^pGz8qyiF{!*>=cmkl)lFwXJ{yhreg<^ z==p_Kl0%e}u@ndh+2w6XwvhPuHnh0rg-RF_=WI!SFLH=5nafdUgF%U&d)T1QQ%om+ z0?4<ksh!ezcB*|?`pSx!xZS9kY9F3tU_9<vxqn)WA>uBLD%t5VuAbW64zcS4u<@C$ z-Ns5e)|$s^*b>=>tZ{ZJi`PXc+zfHE%Q;6x5tj5k=IxIaM%#{wpe=Lq<lS}>G{;RJ zHYuG)r_nsgepC4fTa6H4*SbKB<(aoMj=@6xhznj_>hNL;rwTnURpTNZRC#K#y3fUI zsej9hX8mHFEkCX}baE@M@*|m{JD8}PmM4d%y{AJLuEGp$kWNEF!|V|;xILcMfK24D z+kw*m>Iu3-DOm!szgjO6QaDl0Ud~qu?nHpDz5kb44Z%L0-|92t;RMPnBMkP?ZnqSA z$JJdMyHQ}zdAwZ)yNcO!Khrw!#K`~=sefIN{4N-q3i((ee$k2Y9GbHU9SlDoj}>tw zG;=yP$f?dSC`$0qOvS`cu&6rwHoR5n`0YQN;iaM)%hF61@hcFtI4IY@=JH)g1&%B5 zJe%PPmd|InXBn3g!mgNbK`9;ylh7qzSPQ}{h*Im?r~BBjuJO>dJHb7!Csm_fZGRLY z1E4LhmAq9fR@wtMw1ey_29U8Al!+9+)`S;Wj{&b@^Ou3zR@<t7sltG)i9*D~{9X$n zU;$V*nS%|o3=hdU{t=hHz+eGjq>wR<b2X5NL3W9|GEe!0ur1VJy5U5Mpv9hz1G!p1 zYO@Xd6K+-6o@AJ0ls9x#{K-9RjDK0bU8FG~Q=CoH;#g8T&1Dw5(N`6T*o*~dcAGvf z5gn_fXAM|z0J!>hF<^xoYas&{lI9#MP~*^?vnB9_7g?I;uKMuTb}$~K5PA_4S8h*+ zr~bQ!e%xX0!AUrHay;xJe0<{gfrxuwIE=&NtxkTXN+AfC-Z-FBH!DNUPk;Wks#&5} z(R?}QOT%+tJ0wCd%wN|2u#P*vW5#a<&J|z!VLWqNZQCOx8w)AJW?8X>U&>1(ugX=K zLiR>-_!O7MR7pU#r|Z_^Pr9`QCv3i_N}D@_TVk5;0)$WnNdmjCHnlmT8EW+Ssyu}| zc3VLwe{aAm4u=LfI&S{sAb*o@5O4(C^k1R^;nX>oi_Aq9sme0HX*X^njK|m!ckN9B zL3U*~103)k4IxClSnr=L!8QKu1n317*|{SdzO~vO@H|(3JkMnxwoR00@Z{TVwfahg zzioe6B&l$=oT~*nC&%*v{=EKQTw0_{FqGbGA8tr0<7Z*`#GT#HZhwbamu?2SoR)62 z(@zYfxqv`wl?h&?-;zE@vlj+8)BxC9;b>d=1BbH%VXquN50kO%Ui~#sy5~ib3a86? zc1fpXC@Kyv$#2}B*hA=QrJEU6rQ7iQ5hzgIL@rlC1b2l`u+VO{dM?5W_;D>p>LN0I zXzmPnGupHbSeQ97E`Lsrj7vN+zC@s*P&i+*?FR{bTKLZ&>cKh`nS2=N%Q*YZB3|4Z zcTAH$;|SD3VP$Tt(KXb?%2%n;b>V(IICeT&Nexz)lou~F#IC@-e{g3%l>aW!e#c=O zCLc2?+GABdQ(YpyPzIbA3(h6rfk^K1*Ln*+W^fyJ=+sBQy?<|kdv_T6$vqtl?YZ~! z?j#938^0ui*6BG-mS&Kfh2!e!M`L(s1mR%V>5eG-dVr5i1?2t!SP``huCh=jetR;G zO~G!Y@@a%B&U`%iTG59ra(;2sO9!Ga1py5TE|dK$`&EuR>*se_#AwpTT^8v+-BSUH z+J9;x0WbCDW`9E3Z|u=N*<ki(+=bt4qh^v%y^T)y$>T<pj1it3kM>?T^fi%ZC=|~1 z1;CbrCPjelSiz29zDy+_3%qkDE0o(Q{r$5E<+6!$8_ueD#g23K8+M#00tmLPABm&< zb*YX{GhO_~R3}=mlT62-9$@~1B$hyyyqZ?K&SGkNU_R>1Hl;nB;y-*FPo>ze;wnEv z?Eu)ih0w6Rgugil9XSGU!OoS<$|zCH?5;b2jkGM?2}(KrX!!pD`bLfkvvEGlWq+ZN zS4CW;GQIkIcO{biDicYZsO;)<b@fXmWB9wi5lNCnKey#+Y;K#jnI5liq)DP_KU|AE z>QDE3D)`uR&7o}R<!4)2SIur}u0<046aUpz_qT3W4^!E6Fx0P~f1H=}^#_rdD-#!4 zW*2lLU~x)8on4NQV%5CJ{pH7rfPeDjO4yyGMG_kr?(+e<e%kF%6HKnNsOI0Yjd8TA zxsNfiR$;ear23T_d1GffHX;ohj{E*vn&^Rsp7y1kB#)+^N)EM~cG}nUa103wCD2wx zx4&PDs79hmjYKmMw}0T@uC6N@yzAYTu-TVm+w7XD<-rbpRky*EdDL`Apnt+k6nC4< z^EgSfaF0UD3*?tR`LiN6MM_<(W}JrR_F5*<X=?f|zP?de7X91<3pCw5tS&8xR$0Q! zg@RL8)nhZ1w=Eac-F*YwAE*m7?Q!Eoq+wr|6_qw!b=p}XL7&@4`W;Wh(BEI1sGMqQ zW+^nj#TR2Ig<&2yQODn+kbmj|b&}L4PnySRo>AZ9&>#D;c49@$Q_zV+$xzdw7E#~1 zHZ>JA2Rd~sKA-?LV~Hf@4tG>@99R;i@t6upyhx&L*mUCrgv0|9BKo|qo577>*H~>L zkiSVG^-Baw;-Uz|*JN>)<<$33Py4>=+y34zQ$%Cm(l$nXm(lw_Pk(OLP%G%i9z9gv z4<Is4%U#Rkv3(>Cg1R3+fw+DAmR=g}PvnJyySkiCL(Ov@%N;*HG}E41j8oZF<xo-i zZs^DHW)q40Z3<~FkSGsGq|-Q03+h{U6Pyq#S-VdYwXhU=f)&z3*VFH@?#h-<JdG^3 zVXL;ar=H=dUyC&2`hTiE^uQDY$&In1(hv32?4ZZvYKHo7YzDuExtY2VFBv?7p)Ys) zO@#6{D`fg=RRr`k;wn`zGK=bCQ@0h;rpTgQf9j@sxI@B~yXjQ6TyfXqVv9U_*n|Cw zc6)jw)+n5Qg++Y*L1zBkJh9BvIF&^(@keeC#sjvga%^A3X_GdmHGjMCmYqVY^h(94 zm{*;smshPt21+mwhGs#6h3%XBy*rW)29s3{x+&hoBHqA4W?PJvG_f;tKM!P8nu<(_ zbOuSzHWeP5k$xZQw!ImT^$wW?mt9wAQPLE9joj}%lR-r}a0><lZH*#mG$174zv<M0 z(19eSI+_P{6T|Y#O@GAkwkTwN$yOPkIzq=n3+lTE)oHaZ;0dxa`C^XBaXcN4&iv#) z5ONsgySCi@!H@kH>h{rLl^o5Cqdre!DGVB=xkVLJxn_Yq(-Dt;dL^=46UX17kj0DC zAxsLWI4+Wcn7<w;K)zEw#+&f0O4bv}GZV=)&V+V|TrnR1K!4!-K-T#K(91*SJp*#4 zD?GmIyE`OSKOCBks9T9kM#*@}HU%;ofYPZW=eM^WN+Y95z(&ou70$~ZtdX<5P|?_Q zJ8u8(iTqHL_t>|yhM#f312*Z0Kd8QH20+p+!vJTr)neZrGeQ|LqhTR`yM=p#?FuEg z$d=JM&XlCSvws|s{&Su|PB0G2XM!!8wo>QeMQB~s*q=y>7?I&*T@Gzi59|tXANC<& z5c&b-3ld}jdXfVYaP1ByFU31Eo^^k1BF3i!sJwF6X4nG?2&FctZKKc*DppKL1|>n4 z4j_wz#e4XA*Y8e<Tj51njfI6hkb0m;^f9U$bV~_3R)1+^fN`QKAPzVmJWlAZ;b8wr zO!B>@HR%4XA+?7UG8RxLfQUw!=zaI+sj)uG7OMDL6H0HPij;AI3In^AxBY1WU=06O zuDoG4A+<~Zue-DIhG=^PnAt4o?zV4Q2ANfl4(mh5bM>n^@A|f-77V>j^ydlHX5W2- zMAOl4e}5TWA7HvIr1JMGl-WWmA+0>xu4i|h<tP#(_^+^Ye9xR7$(&Kka_gxM&Z~g; z3b^Ube_h|`1bnD#DCnuYL6DBlDUHO|94bci`1=m6e4dgZLp?ZLR(PR7Nk8BUq7mGt zp8QP;bqP5O<r64@5{IeA7BCtI7*Y@u3tlw16@RC)BYzu;{Zma0pQ@gb3p|~rvn@wD zgD5enp@>P1PmCl|rzFi1;YdmL@u3Cv(`|E7gDnb`T{3nab##%$!uhvO(v;>UDi!ht zR5-p+NfG`1Iv3U;Din&gr5>d<>-VSHjbyj2RA>^Q#!?f0NrA&dN$tjywe#3~*AO8U z!ha(Rlq86FJA2AdeyGcl99-yXg%(HZ#s|=j8)z61La6+bqwhyTbXLT`?9Kw(eSs_O z_=t=$JD9=`l?YN-sHPWy(XxYXnTtJsQbq#NX+1JfXzr-&JhTvJparleVDdv401%5G z_-b1D`xR<4*1WCvB?i*|+4QI38uaBh%pR$e4W4safZGO!tl$6zMh0#aFzCZ|0Whl~ zhfiqvvx2Lv0Rs>I%#$LY16C6h|6Dj?L}KpCvQxVrHg{^z-va}uX!p6_^Odj@d5 zd}e#Wgio`RtttToO0&L-lfkZ!e;1%(FwU0?a5Ph~Rz=tcz1FmFz7Wn#zK}{p=nL68 zcPTXTD;)(cm(!BKmpVBUkLBn$)Wg)&_Q=7PZFqm{L@S)H+*uCT6tWIBBTTa83?yJe z#nEm`QdlxplIU=1r-l~zIAa7`bH*v3^^rhQ>`vq8G@83BGMcP_4PzJ4f0IDkqUD@d z2F%%x>mV7r&h>7ZZzs2q%HOXr7w;l7pH?D`jWi@(1yCDZ*KTPG#c6RbP@uTGwWUCD zFAl}sUAMS9#ogWA-QC@#xCAGJf8X!VOlC4Wlg;kA=R9)u-W#UI@76uY;^Sq)&b0+G z8V3RjACpxe2Sq3O`)9U$?LIw-yC(mBr~5~eM7ekE()~Hj?DMtM{Cf9D-b}q#w(w6- zBgY-`v6-6i`uyA7A>EW`v*_JKdfWJ0Jm4(Kibb4t!$d(z51H^$ACW=_2>$*cM$1y` z-}4c}CMlUZMbnR_NVocJem4sA2Uq8XI{~-n?B0&8SCM2?&n_Kp3*jpZg<rIy!Y?i( zuDMvy-hr(C<MsSJC1fTp>{q2N+T)8uE*x3VaHO32fQCrft1zD1j8U?xcV+^XJAl){ zH->i2s-f_ao0PuaSVqe@U%4JlrvqMjv6(0)2+&*%ahwnBS$Jq>d^ED!q!}|sPQlUR z6urvp_E6sPzhZ&>EgvC0%<Fh=(=M1Z@DNH(dgz|M55~C=y|ccs(a_K#+adgYUv@+p z-E<nMq&h8|IG==HZ+!8UOm7^uKOWe_m13~wGQ4^FgiW>f+c2+pR2g2}-VR5-d)u|s z*!rn(tShfu-_>_4IF;B~h>*Dy5U|}5iL2rWExY|`fq-9hX*tAzEMxS^vC5www(hqS zLrwk8sHB)@=VCI9!!Tr0gmT?na7@1I(RL$aIYfQcjx?kEVwgKj+oJSdJO?1BZECd8 za9i|lBmRJn!|S#&=ivG10*SEul@gxN)dlb0w96ONO)cYtUmT_c{awU);FG814S)aK z;(YFAK5rr4w8G_>xX39<!oPOMUYK8rGOzYdcEaP5$4j{3-Fw#nTXnnlbqPmS8=7`a zTNZ*fnw5%9vp7c&SQz^;=Fz}?14A}*p>WZ8D*jIu(rc;VZ@7}laWfx}OK*#aUhdIl z%#UbqTgBL&uob#7C`0~yd>5mL?IMn*u<+RPH}#OcfI;yf-AgA{y~8`;HSv#Ri@J=r zlBYK>sUL&@r9YfD*I|d!t{dJ^_7+PjW^4@zjxzlsJdCTyNal?M&O#qxMAzQch{SY> z;M`g=5%_P0{5ack#6XHk>*d`Y@ZI}hOJ*B5BBoSK{QQ&EK?lFnOt;9rc-j7=cW8LI z5J$I-p+c$AJ!Ot;IMncGj%Dg+lYc%Pq4hax?Q~0?m_H=)v*(yMJPn@V-nm0Z-#@cE z%|zT|N7zHTHKbgKe2eUW6H4Cwr8rk2dhOh!7=(fYwx3<%G8J!`W2RPL8vc$J^kTWa z4y0Y?QWhbTwDg?Jw?E9U2~uzM70+KkAYA6{`V){m9+Bb3Q^F5RSqj~pzIyxK2=DNn zeM0<sXV`6w8foKm`Kp5up@mkiThD17#-E<QPcXADwsh!mpE=?K0SbLs941X`Z!x=# zE)CO&y>8ZTC*3{~++VLzWOCoDKmaFQh)Q$i<HmXS(eJmW9f!@k@x1D}1X$T9rmq+K zX}^CuE-2b~9R+VGb)G3#Y$W6VRCID?J`y*^iF0L)S+o?BO!-l@%0Xo)Qp?rEDgD>O zb&u?ZeL5X&;Dk)HJMcYvQ>#Ofg0ZgTP*mzOiv1jeDx^H76tM*1?27NG@Yc2|;Jvii zmqxE@SG}%IDxZfG98)*(eW=3_T%*kH)=+tE*mh*^uMKmWgYII=xY|Nq9c-HAXwR$t z&YqydO9-4f^Cp&8N8bE~35|jx;g{WWg<K72pyo%ps)v|LdO*{?T$8hYRNk;VLX_4h z!h3puvmH4}=+Sq&hSYo4>_(n~o!>V&6TeEnJmVlebq>~e$o3hCC2zaW3zy9ZYpd=^ z57-lam14)<%;Z9BXSsU7f{ZtH|M&RWQ$S{GflK6?A_N^9zOc*Fy+=Pw?&W^{+q)mF zr;89(N0o<0E~bKtfA>4D&=eomm*IVyv_flL7&rQ;li!BtbKoJX^}43VKB7wRJWc34 zBTr2RTKsRKK|meuYp(w-l<Ti!d9!8`75i9603?FlcF6YexqZvv3_s@5_P$k@B2{Jx z!@Un%3v+6oRC3>#(<P_t+{tmf#d$fmWQcMH6Q_z~mh#nOkCo!Ahz^Hif;K~*!O%!H z-Gb7}?DdLJ+;t`6%XnfTokb)itLa%Ge87_P+-X0Trss8A1TAcw{prjE>u*q;@VgE- zz!@^r*jdqWAjRa6Oej18F|Xk?ObSjIK;=6kRD>tV)1=Rm9KY%tBWS)x|C{nrGGL?m z@Gxtop{4$)_)$=RFDH*QVJc|#q9!(IDON3-V6SQBOhvhBiT^bMitJf(JV|n!`|lw% zqgjW&n>huROjj+1%i_W!-KrJTG;fu^z<Ikl;YnS7L;2zvXC>9q@{Q$Gf{G^PUHgvP zMns*mr%JtH8|`!A7}2;N-HvE#4&p^m06PnRU5w&F_3?1?oxz7`s!G*#N?6`;sGC-; zxtoT{T5(xDw#3!n!I(Q0O=`+H%M{0^Z%gp<9@5y3a=xPp@PoguVQgjRKd)Xn0+dcZ z;R<ENUWq7C6~$|U-tZB+<=0(z&vivdUf{y=JbMbJpC5O~mRK`$FlHN?p6fKpu&=$5 zXk|GKr{=F!S2>^3Nle=>UcEh8Il7goG&padjB6f4?NDx8xg(Z2JU;hFG~PBQv->N- zxSa$I=S@v*HXw-im_59uNvwz!1Gpvvyc+tf3+17?D$;FE61}EuUl!~3n$>v>aTp!Z z2)mnXau}<=`CCk8MmL@x)0pd`-|;2)ATHbfGjhOj26(@<T)Gp)N0EAB`ll}Kc9ct{ z-&gRVdZTA1iUpg5KG|({D0*>^t(04A=%?syb`TH2p4$JUx!mna2Ij3L032bC^yc%2 zY1OA0-^q}g+g7nkHVV%SA-Xuu-E($1Ooj3M$W0WGI5u(5wQ(`SiP+-v;jy$CbpD5` z{BEtO+c~oinq|7anBz;2FGb6A$S0m+9g*$u==JEmd~8kf7V%~&eKkpXPTZc+$4aUs z&UUR+urQlgpCLPg5TU*xASuPu)rgmMM6slI*WpL|;GYlEdV%!V^csWgJNU#-m2$4S z%hT2Dm|}4q5r-mIMVH`uSwteac4)a}z42|>um!ChCVCr$xcc|{^3X_30j)|;um1(A zGIO;A$9wTvnHt35p;-cs)cf?An0KhvaWrh~_l|mRxru73x}?-e0of(Sc=;A&s#yiw zB%~}f97)avi)H8BxNn_a4_izdQ;J&*g)K%krgA4FEyu3$u{>rZl5|`}Z|54~$gvef zY9kw^Ytfrd@jn?%O5{^KbZlc1y(JK5&{LCBtnT#wd-W41ohySPSRVS%K1>=>NS4Qj z-@YHaZpTQ^6REv86@Z$UiBT;cr{H#U;N8gOD~ybNKj2hOX8N^)YrRp`M?eesNYj5q zBhi{U?aoi$q2&tI(T4tAjrfTo5<n}>SnJ>RrFt_~?3mrO+$P=W_tr6D*0@6Xm3Kbd z?I!i4Rvv$3JyfVlLzlihy-Fj;sZt~1d(dtPjZqH)yAX!nCg8x%vt4UFBZKihFJNT| zRd@Wuwya9!0X`w2*ohGhDdLr}>Ypma4D~+&mnV}LVxv-5V_X}J1@sT5!=2t$Nt4W& zs2O;aUs2o`oU){nY1$`ExCj9_e!)KrcKeMx3I*zhwgrj~BTPsbc$B{zL<m(_nLn3` z!#qRm_^}}d?tldHzuBNarHbFP&``Zn<9-x5Frx}unn%RJudMI8O0lyOQZ{Cf7xn~} zTmM2ALHHG0@nwZUz&qnse#Nfgq*!Q}jk<NVKM8DAqpxhv8c_b@Kzk!2duysv)|!G^ z(P9Kq;#xV9t7cT`Q*4qsSj?SDXsk+D)xt!wL4yk;5d-$u_6XtB`5&kv^0R8XAO1B$ zUML(1h_rFTNj-l>QN;LOqDCl6)j0+`c^(YOT;n3TagHZ@WrwtQwh?U7Zry~HxLkKU zmGk#76;Xa6d3w0dW4fe!@_<(BMChDd-$SsrP;7>Y-m{ou;8*&I>a`_(`jKvw1e>0J zVPlYUi~z2GhBaVrjI83{Q4YSGb!*FiDx!+5>eWVX@mtl|%2HhBvUf1z{=)S@nU;j$ z)hdeeinHoigU{p)Hk^g?;i5pf+Vrf%>rc)~{fSc$ZuA{_+Y7(m%GDqcAefR38Ck(< z*xOGf4DUyCxtUrusy^P$&ikV++Uv{LN-pVj@g6{7kf2<7&aY_2WI()R5V!#6)s)cc zR5O^(+S%XZ$arhqS~L<m(c;ypCo37gaV@s1=}+24Tk_xFr)g*@?xRQ!L6D0%Ac=#j zmWu(Rw!9dWvuXgri~jejPLj<@E1J&!+Fsud=@Wf9A$q<no`~8)qkT!UDa9YygOO30 zUVsYR+G^6<-CnjKY^C&eKkRScRB%p@ypa%F1G<_0Vh<F_Qq8{)g;>Q;`o-?X>nxwJ zuAY2)BCxRFEh@39JMZ7bLaddkm*x{Kc+9@?W>~EB`=RMwv*i>j)4p~pG5LzLu&-g( zbAhvvZCyo$2>xGTr7A)vs~0lYbbaa5HU?0WUGaeS<Hwi2PySBdkY*V~?pFBK{g3y4 zjfxmA+bLfE__WVKglv(tcZ#v1|JK{eXrS>#EE<u8g*r<itL@8(l8f_I1&JuhhtC!6 zYFF^o5GIxB&m`iHOJj+X9$1}sZ%)u1U(_mwaZGgXWFh&2Z^o!sG`%e=8Y5ZOHPzw) z_P4sEueU$(zG-aB`}^mo!yCLa72CHl=f28cy|c7Jv8@)qca`MBS1l{p^uUP+Y{Dz& z1YaE)*AkT%b-lX5<%>G(wzS@RqrvurS)HxHP4phk623M^a{&PX2?>$4$tQeg+vs9{ z+>De56Un18O?c@;AdpSoP|^20w5Nwq6_8YZO6VZk{th>BbLynCGf(W+L7DlRn-BHA zoHx>V|1)=L3ww~yKzR9%ExpT}+Nw`UWdG3AUA%3LGb3%RKZ~{|0u74Gr!*AwPl%am zf0*qPv84x%>=W~@lzcVLoAsc0<62mZSX8>PDngi?dtvXo#LE-<JlCQkBOS+U1^|ig zmsz{@xo})0m#SgjhNbV}MpSQ9Z_u&A{CK&6U+r1%ecCSI>Iw1S1S`1$`L_s~I1&ai z;g$c^X1?)|nk#{_Smb_z9oH7H^?H>)d15DLb{ccLlowS|P(cN=am<%DT3^>AI5mjj z<76_{D<9|t?1p#=4f410$9<KZcni3^JD(fi^F@0yE*{i(duP5sKR#$A2PegU+_P}8 z1n-|tZRxmCJGQ>XME=WF71g4w-XGFl1)Ilh*embV5BrTD?J!52)Tp{7)cNNQU1^7m zQn1=LWI;qnu4yFq&&QW$QS2j`K^`T<g?>vx<Je0Seo@lOw=MO}mSV`?TTB5b!*h`@ zN_W0b^1A$07A;dsYUgY7woF~NuTFI{7jdRK13APE>TVH*+}`iC9CSqrr?o7fEO;5n zDbx&NmPa30pt<6OCA*rhAq)>W3I~=D*7q|@lG4ZJ8f9iOgrbGju7o!<gutSDnG=Hz z-VODj*<)R>ces8DY~!3ncZ)-DoK*?mu%}i=W6a)&4e2BXz6illhDgZIk*H~zG=x3D zBb#hA25Fy;{TL3&Qi`r`h17FOf=G<4{cY(NfP%9Z)qE+p_QWK;EGS1p>mx;7b1`o+ z#E;7s7so#T`g?f^^36dZ*-yj+pG8y=!HTThhC?Mzi!)-zvtU1Tt%Xh+*=~gM^na5s z7owV%-i$|DUlTm!qB^l<34#&c!_7o`d7Mvu^Huwdyf9|ZvrzJ{UYhN_ELScrH#EIb z(<fv1gh?vD#C=*JOYV1N<HjA}0`x}8{r-g`*oytQHu?1P$2UKBiH@tZe}4MD7O}Cu zU0(nXMjtOKf}(?*=p!Y@?hGml;9KeYcq(cHdHygQ|4s&I;#(|~_qi{EkpTyc+UGrP zfl)Xp4ZHnS-Po|>USmtM-=%p!@m&(Bb99F_EVqzci5O$gv<zv#yN99T)fg1j@pyz4 zOs9&Pb|zF(Trk4iCEor>rt^=9s<9~l)ENx0!(UsxMH7!D&Jm;4&iR``%S1hCE~LP5 z$#eLVfc;T3h9gZ{|J0xP>siD^Rk&QN-fumgT}8Y5Q>@+o&x^ghF+XxEP;#c}-<JKb z0x{^@wY80zcE$)SmRvd0Bu6Gtgs3ltgY@0E&Ha(s78*IFrnhKLUMoTReVGx9TxMv1 zAh`Pj#cIajFQOv7uiKIH+y+{>>n4rULo;YHdd%zbe3cCKhO$OD_!P!=vRe*{%n2sf zkQNyM`-MZv78%c^#Hk0Zg7I@+h<MA{=kwgo8K%&oV+LE%_^J^Mcq?x;HlIjgiN!=+ zl<^TuTMf(NE(JW9E0)G9O?#?j#EBbVX|{@gEH`2-smMX{+Fh)BEj~x&ggEC05%Sro zJJr$QwG1}rUj-uiD2sq+TGqm8?`PVsCde(FAa8{R-jBXcVj9n^(7VkUlY%YeHI_g9 z6u-ms1UVK2I7th;2;l@OPo^T9-sRO_Y8_2$G5-m;c7@7FS|PM!UHhu}rl_$1-6mE1 zT=xHR?H3i?x{v#3Q`3--#m(P*c^!iM=xV}g9{6($nV_Y>_p#e10l@Y=YmsmK-WR*X zjS@~)4w)i0S15{%hug1yZF$3x_27PRXN2VWmU8!%TW4*FuIIOQ<nk!~9XG960glXB zqLVGt8p~$2c5`-t^oeg_e$_Myz>?TK1$>g92q|JJ1Fjz#v}dr3g=?K9@Z&DdUyP9V zBL3F$PVJq1b)v2tePQ1S5C*U#0)h~BQCJeop`NlX9ML!j+ZTMka<}n5A}-eXL`ED; zx5Q;B2M?)4POsC0Fi29+zshGIl9*GcM~yU>aYpy=QLouGqwlcQhQds00jto?DCc(G zj2A%^#8{e@yPRcukA&ybe@ti$Vry!d><Te%?~FU8PB9d|Gjobvyd^qa)!%=!&GPE% z0^<ux9FlHqN+8*UZlK!H&fKewR=S=N8&)Ujy(xUMfz;soR=Sn=2ppbnCI5=&cbq?D zBN2Yvpm}#IBlR0++QHS}Cjx=qIfa-(m;^i>a*N>VB)_eNvG^7?1>0S^N)O@bJq?G( z&lx412wmIsomQ7)_Pyb|LEYl1+>kqoi=<aNn|+g!=)a54H?jJ%j9uQ3lIi_K?Aq5f z#6)Sm_YFg3u8?Xc?CD3^Q3<+7xl4^hhc62LQ!@=C4-eV#Ir_rLoeAU)=fopjZnjYb zUR812qmpl3+}h#1!Y!4mJP`Ap!$6G}B!Dja=ivwB$)A!i&YBhkp3AYleLrF2%h4z; zF@66ySE4euSAx!R{U$WAODeqzOU7OO8sH}BdTkRZgOuflHGkPB6a8CVAu;t0wpBLq zoOiGj^2li+IE!I(q8Xs~2z~!^C*4t#blFGS7OB<l5}OM}+D|+6OzR=Ejct*zOquyv zvoZ=(w_||#e6ikkvAl!t=HK7;fve%y+Fs93?c9kIP>3e=2YS8(%-zi<L^M6bj(+#+ z7q-`Tzu~HFlAc*_bM=|zjD4;i4dXC%YCE0Y1T5DVQ?E+OO(X(I=o^z%={}Tll8;mP zkBJW~@Hpd&7=j;aKlZ5d;)O!k*~p1b#&#)DDN(gkhWX{}xO59e3s+|H51S7|;f9AJ z?bZ5*H0P0NQWL%@vZ4B<!M4{vi$Ppz8Vd{pbz+F42@EtR&3aXsKDTI(J_!MeB7%_o z5NKQq?RVK#@oAuFk6(`>BaRNc3Ip?%?3RXGghAS7O?oW;%Mh(z@)&h~Y5Lf9=%1JO za@+oda;`!7HA?8zmnsu~6qqU%L=xKa)rw%~RWX5gjf|BFS_XN7=#|;V2<e%TbkF*F z<C2^4Sodt4?%K^SVf1$sja3N9)&w$~mw^+aQ`Jxfyl_Csxy^_mOQ7u>hWIe8^Rqoa zN;^e@N|4fy%W)ThdIT#jV=vQr@}o=>(wCy~wUHX1R|`4juCYTaE({ZJwxte7bfasq z)u*k`%$XL+-c49CPd03W2HzOl@EP2VlZDr8s0m1((@acuG-G`oksbAdQjLUvPz*Bp ziT7CKOk@C4iAw|1cvb8%CfxfEwWWsp4-2m@kGMs<dT4&7bBlb%Nl1V<ba;)CF-T@N zW^_-s<@}b--X15)?cE+ed9^aR(*Dca03vQFXBtGZ73)W`qP(I2MiO*A>WANrH3fp` z6esUQJ0H@*kMfQpW(q<dv;I9zx5#gZm?LZvk(79`4ZaVYE0YkCYM@&#caxzV|L6&n zqp|$Np=hVR-}#O8j!<Q{sLt!4KVlEGr7y?<i~nj8qEcUD#qJN{{BNnu7obm5BX*^~ z%4?xwQ==05Lpt9pnuD$w$^^}rogW(GzNbpM;wK*w#VuaRB|slN?B5tyerl>z60Adi z6~HDiBjA~GmQESk@=nd;#jo)o^q6|1mGMd>8YiTv@8;Ae_x|&J4zfhG61GFMe9Xsm zhH~dnotR^3$2tQ|%8rlS%jG}=>GJ@cM2sjfm|L-|WxR6S=Gp!@k#%z1?}_-N%3-PD zcsJ&C`se=AD@56T@y%jcfL8gVa8uo>mU4YbxTm!hOu6jwF{Eg>2m5a@VRQNQ<Lw-; z_JB~i9lRXj*S5#g$3Snijn@1hj0WlkNm+1?p9djvh4lHaDEdq+etZRzKXPI)>l9}H zq!~G#MB3f{EIVvj{0(JBPDU|0ocE<WWW%E3Rdy~7q40BK5eEnRrq<lAm5JNu_T_|? z<`Uj#HPzyyTgSDVJ+Hm?WQ`|}pXOX=^_EWc$e(7*Jj3gMaCtQ9!I=;jGq$OR_z(&v zecO6ZCOX7}<SX)q<Q>Z^z;~)Uf??rU-9C8>TO4jYZZ;;jf<ye;I)LuN<K}8lav^8g zIk4VNn9I;wgE}~;r8N23a^~!0V4!(p5f<+|Rck&!cPp!+KxNgbRaddB04ceK@&-zf z<%dlpd;E0$nMW_lQzv}Bvfpmz&Wwbqra<r-i+1VP-ZCe?{Ev}xV11#*uEkLR{dY<| z6YAQ9>&CBRb!1ZMS`)=j;;{v{TntOUm{GIIr#y-bV$8hcWx_Kz_9dt?suG{78Jw|$ zR!wu;UB{|1a03J7kn9wGG(sg39fa?{d)x6Z2pc3THmiOwN2+Sn&Y?(qMgPj`!?i0K zy;3~C`|W6Jk>Vu&8z6`rZeqe}S3xeBwy%2#&k%Q!f7>pc&-Q19M9n+;rlJ$bB)&3r z;|ecS!Ky6o7=0wlMQx!$U3vXz&8K|vuHJPr+o(oK!EvHecGJnG;Z)w#=vnFPtl{sH zZjy(?C+9umr|M;P=>uwqlES+ZVRPJih7~&XuW&@Yj)wUq;ehTxqu_5pkwhPe9O)@J z|14$ws;gR^L13yX8%mn{(1T9!x{&t^mM`{l9c)&%0MU#>>E3Dhli%rIZ|31ws1$~u zJ}yiJQ~M3QZn2dW-f{zsJL<!KHIp7BRR_Ha3y}<ohadk+b@&}IdN_6ElJt5we12g$ z+*~geN1L|tOP4<I-Z(cw?J_3%I$b+sbSA8?vrMn2`8U=`R7<#^@Kb*K3Z7H%6TPOY z%ryN|TVo}1V<ns>od}8+olNE6@#8rD7qq|nBsWg(|J;~kblf_M)>4$=;`MWHJ=|8T z`UsdrBRBDb?&z(MR0a!Md!?hlZSyN9RqB%&`EXAyd)XiZ0pA{41MjbIhP}#1+Sx;b zd3KtP7|3TEbLO1Z)P5WbpkTiLn4}+8p;5LUMoOD@lKoK5u)yJ<Yb?}8Y`h-C^F{jY z*r7tws=5Ggpc&bISaHoGaz(1I=T|`mRhSwFpUaq6mp1;E2wg<KI@}r&jpH#v&I8V` z)tNtktYY4-13c<)lTF;#lbe)3SPxbgK9w9(voD&wrjl<`Ep?KGK|b&K4UR$yT9Y$A z*N`e;wO^)i@wMNVyIyfYUH_3>EA(i?caoAAjh+y-yYEY#$-9|!6H`BXh|mc1N%YoC zcgDPCV<2rja1)#ipf%;X8?<V&$@dXE2{5vzap|-&0XR?M?b$L?0)lKv;B@3@`D8~! z#yN;thRW{DN}?A^cnt9~#9n3KUR3${3Jv{?)FXaD8R`v|`kRTIB$>InySZ|zHRFS| zOm3|9{pPHY|6zUUr!b7Zq2$bhwC&G=+c%?w$x8Fl{p^+I5Eh?_rl_P>qE^P6eO4_6 zPD@&Q%)sL<3ALZ&^N?5D?4lI;8&3T!BR06#$OcI#V=&mH5Fw%*PV$Fw1qmc3!3-*t zaEahSkHCX^Va_W}wKF~sCybEJlP^SAb8sO6v@3`fW7Jx|OWpCW?FBFR7F6Cb7yT6P zqG-Ssjg%IqR7~ec#7LeY>;3Vi1g^D{Uz8drG!K~E{)zMEN+s34laAyIHJKbUp1~CA zy%n5Z{)Q+<MMXT1kdLuajo!A*+b2Zzo%?asAMv=Dir;{47MGu~q|~1j;*rJ+zKSAQ ziHk(r<>8EwW6w6>l5Wi?VM5sc?ptK8&%$uHvj-Jd=tNgin6kZMq-<zpAyQ!vnyK6N zOx8e-w34V=qo5hw`%59%M(@Yp+?1+McRz<|Ty=0hkNusTm8G;-dO6PO_;R~Q*WJGx zl#o62f!>fDBjybW6<44{%oV*hyr<KAN~S3pf?LPZf~S_%@yjno4TPajz5x&Cy?T^! zuh~NXcIk<wP%9!nsKd8;QTj+V&C`#;M{YX-cD(l!ABetFty-Q?5i;k-w$fcs3HV%N zC*AEDVZTFzqrKf-tU)$j$Qhd@LqMYlV2GPe^Gvg4H$Ee8np%f+@xduBPxcJ6Wpes( z<Y{NW>m>cnPGWx>mP?F9>=Pm?b;#>Lag|++yg;7F0emn??ev`_{Wq1gBgJKC4xeoY z^q|CSav%6azNBvYQ91<8_kRW(y$|06qSj4s@GX1a+&okSi<6<#x~Hzk=;z?eGy1+r zQUnM!eu7I)z1!$`K8xcUV7y|V`1bNa7J^Uk?;OEcrs(%&Rv?ydp4-b+0b(iM>qlRg zqc^8->5%T#mM9p~iLBMw(^$V9WM<@T0X=Q+%t_|<osEmcf+eJ*STob_;hx82j?cZO z%k3y5j?5>Ax8r^ZT8Ck+8-CEI$VjWnVc{g@x~WgzhNn_YM#u5kKtUiPWcyRRqh?pI zW6%8{xXP1MaP-eY7J}H@!5uT4`U$2-x`0L=N=%c4daTWLz=a>^DIw+{uiyOR2Vjh! zDs(a`zv4lhhh@hd(LMyBDesIBCeJ=gXVd$I!jm(XRgZW!G#&Pqo~nQ!#DexjheyZ- zy@AI*4HMB@9Ny0urO$o6*%4Na9=Ut@e!}@8t^P}DD(LhI7>~-W)Lz~0!!mBNI?Tjm z`U^o)Jmw-UW~|h?G{2#ZcQQu~Km=RmQ|g6D3$)u_b&x#p{I>;Vmipz<=GKtEa4!-C zQnpR@h10ao2-{;6At|@#)g4AmxCNID65>P4#D(2*w-9&FOwplegmo5-JMW`3>H=2= zjXfMRHatup_SG^yzDW^BRz|foHfC1#2%UJsnHYvb*QIJlf-63=`h_YJ_<q``7ob~u z%b3ZhIyj@GScG>-BQZ`(%cpl6eSJ*>uAtuwudRW)krOcSa8`?bP^NaZ!@4!Xr_v22 zV!u4F6ouGVS(|W={?p%(y6o<+_f>&l_I>E}u)VA8vbGhxC;po8-fO_tG#-~Gfl-;Q zx68grK<56E{J~sfWA63>@SAs2S#LsfBdnjZwEm~BZlQ<DB+QO;&RO7>0GmA1icwg4 zi%9^XC@pSZdE0r^hU)mH)bm1r!E5H%T-7nNf3P!hTAXyi$;cbO8luwE>=CB=y`v4h z64k5h2LqqQv}XtL->s%ZrzvU}>1EnQROm#b&ViOXOdIhT(%l$B08FW_<fz?x%oK6M zt?hgrmaFnKTi?3uJa=YPGE`WI+L?pxDYdCqv>TYee%H>lsc>JFLHc7mX*e@ZYxOZr zhMW}LLa5d4fO?kfdB^WtFR5qq^$#L<-U<pb?4~Oe?a`qR$384no1bu5>G5Jw%t|Xf z_pjP5f6XoD=_SgF0oB~gkzQ|r!_;*5@)E1Ld9J@Br}K<SxclfA;?nJL)C15z*F`QU zN5eo0<a;85fw;=~S;LLQ!G*B_gxmtZMX5P1P@JegFV7*WydFPme^a4uCI8r>Ml0XO z@Qp^B)WxJCSHEt3nX}{h<4SGj&*Aok-i86U1hwxAEkTRjKu`vw%-5dzZz+YHDHj5P zM?`ooH2S$RNm!2JLI~v*A=xb_4i0z7C?WR%%NL)kxGG(%e#XBJAMl5h|CF*s8>#Kn zy)K!52To%Al_fjmsgcYp?XgsyN?tn9o4{RD<i=K~NIb?iz$6&_+BY!4m}2l4>A*cF zxvKn1>L1##Prz6xJ&81vbkUo;9h!t=H<i<tPd2LcWo4$-yL9Hp<D)SaCQ~Cphpdzo zk@F;53V1E5A8_#DZDh+eSF4Xl+F2!-e8=nlhECTntCR@UwcW_))LAmmiMXsMq(ve> zl54i|%iQw3jV>YAo-R1#O@M+AK)lS@-&1w)tXhhe6au$&c<r}RjreCu#r<^m-TXcT zdmm)<$p457u76NTFgLZzkf9tgP<BGA!4AWu7_!5e@ta}pH;((j+AWnh{+BxO%3QJZ zH15p=Y9ypvy=Rzn?U$i-S>4$}{F4lBi>{C#-MwFh(rtZw$gza(&h2IQg55z6eDeHL z_33F!l__xla6p&J6>F`tG(TN77;kwnw4w71-EVt3O&ApVi0@5TrdJ!*^O2m9HHkG< zFI&3<UpH$gvi`OR;5A41{xfPz(yRrq$WpyBjyt0ZM`3@RM8!LQXh58J#;Khhm2QM5 z)TlAaG5Vl}(d+c$t#qIGd)GLJA<|ffF1UAF@F>6-lcCmPj^2l(AMam&%!|NYt0hF) zrEYzJ!==bgo#^^w#E9T4O}h8{g3!Kzw6&S{baf#)`3S}%MJO|on5yA~qf#g9pY;lc zhXZXsjPIn6+7(!JNO<RRXsRm&*ijw|`tM~-s;!6YNG^Pk$+LQY@&Px;E?S<E;k}3U zml%EEorfwux3igO7OV0F@@L4vO&d+O%6D^(h@6ml{M4B(+Ayz-_U^93Xs6WJtjAGU zF1q6VAKEzX?Dn!pd()lLpROM&PSD@i6pQ(*&8Z;P6b}Tb%~5oh_U(Z06Td6)qn@U` zeaM2}r+nHk%gV?88fYwxp+-dZ7->0{-+`boL;FM>A0fX`<##v5yjPf-C&O!fjKo2_ zw9>@W(+N?(St_{Z))A6UYG}hH^Toa^4b#0x5H-ckmz&2(8I0{%4nR*^Hgn3?Bg&a~ z3zHH|FLB>gZLPN^`}kxk#tuj=_1Km;P$~BRX=|&yWFa0&t`Q;o+<zr`7hG)<`4(Us zp5{6I+s4e^NGHhcESm9enIq2x<?t=|tZ-yCIlyL8+R>a&sLH43d3k{SVh@L^;QV8@ zufV4?o<-(liT4id8wsfZg48EXw~P0&6KC7XIZG!!e*y)@5$;duJau=^B&hZZS#jIC zd7V87s8>)JjpvHQ==4wYh?qa>j#~gxnvpjw^qlYQ&CDwTH#cqa6jfAJPSM~ew2XgO zZk5o6Y)p~eS=(4u6xyb%zy^MeIC(Di+4gAdAw7sqef9J`RBWqRGp!anvD()v3YIfW z9hG<3WR#eblYYnXxzvb&Q6#NdI_J78upgs*f(|33Cnk!Yq=qGsLCReb-%t&B?~HGt z2<|$pZmx_}4K+dWfz4@!(l=6kO8%9SuifMv>Ay~{P1Nv(u>R)@p2de(sOFu~HKtE? z>y9DsiTe*VJLW|_iTm^`Y}w+Pd-h#OAz8HIr-n_R=A}Fsnr}Jjv@8SzG@TPdCl1!S zH!a3*Qs9a+_H!ICIMo|Vsx9XL;)-6Por_t7W8V~vb1x4FY<VpM_3XpaI%gXkjeA7} z=cGZSXOHOS$-B~eD>N(ejGC#6G3qD12$C~rcN8!B1iyP$ufy@oU>bLYy;0WCw!&Jo zl4?S%ns%eAI@OgHz{H+gSh6K9My@A(nJn*zMLTj@z*l6ih#D!AplT`Ldw^R0LA}^v ztw$8JiWh*l{f>f<Yk!7qJl+E_Wf(n8EgigSH0;u{g_k;Z|Kj~Ol+N@=v+V)da54M+ zfmNpEMH8EEQ_brLn4lPyQX+*tn#7^iaB(i8#Zf8%zp16pD654Qe1ugb<^TJU`~5jT zdhudU>gCI;{av3vaJ#rz2SJRQ$YqP(cPyMd9IOc}h;Y=v>6+`R79_3na+u0goE+;z z-_H|uDzlViRiA9(Q?tq9DxA97#Qb^I;viMt+q|jlu(ZPdUy`SFSj55k*peuwcpo`v z4caT9+T+L9sqQjoHM>h!Fz8gm`s#t}nZTXL`1#$_s{KS78^WvqfBmuQdA{2KmQ4$! z(|G5A{8y7v2kGvN5g%oRo@=GO(+6rM1PNQ5p%v1vGs!C2AI*p;&sxp}Q{YUH#fWTs zo!cSAE3c71u^Er^Uv$2yXxdK>czK-Hux6<0{n+Myw{ADWAoQ>sTYmA!cq09|8<~k8 zdeJkJFHQGi4xNELoxl9ciF7lZf^c6?3U}NAZRcYUtDXMv72^!gbq~nc?PCim0KJqK zBX+!9GUkFVpbJ55#yA$ja(Zb?O0T*QNFAarIb5%Hxh0^7vH<PN%=O{S&KKJehK9wQ zD5vwuBk*o5?<-#JfR~14vy#3u;upe~H4zd>u6V589SoB3q6sU&5OO+SvF=!-147dW z#HrJ;TJHD}l69clxGe7l?^f+k?+ax4PHXie1?rD<8rI#8xh3e^@3&tdLN7BS^>edD ziaTE}w?moYjn9Fnl?^nW-KY`9mQj*9HdTwNzDG{IlCpZUfeuzL=sjI|qn?*g0@!7{ zvd?%*UBH4wax;4wF;*3{-L1O=dwd??31pn_8-S;VlYT<0MzYk$1mGbdc>^l@axI%N z^g*w@?RJ^PrWG>IH^yJdqThdgG*@y&+_~noVtIeD1)jya!|R!`1A0|&9q4}6ba1~D zxnY!I8Lw_u<Wl?J?}vIpk4h>?I4xA&@{t*8Cvh|^<P+n@(*^hdoPer#ddZd*$3MMp zYclc{4D<f}GD|#fzxrE|%Lm=178;VZ(?b`!8l*7yf_#*uk3L<mszAeMHRwU*BI0v8 z;a?D=5Q{j`=u+u;oI7ib##J+jo&aDFNUH{a%i^zCYFVod+`Ie~E3^9w-RsRRUs8{Y zE|<Irp8dr7mnLc;!{bT_wj<=UYCEtOuff=M#^P-O8#r${Z&y~);#e`(;|kJIZJdbL zu)^Pgfk#JH$G5pU9;91&bzoNsH5%K$*Bg>EVAlm|pNF(pujmMS1!g+H6T<Y_B6p`H znZo%tz%VHb8-x{Cxeu5f2MR%TS2Dl|33(0E6r2E+J!m@j-MG^`7E@2e&KsW2VYW*+ zL8$k$in7>eHA_Y*eeYLn^1ab^vO^g|aR2GN-00M3cs(EMESzjzRvcP&ygZ-Jgc3r^ z4`&Jz07zCKN%Gl6xV1+PjO7FzF=fDN@2|>PgvO1e&Z7eVr7KBu2PEyhcg^djM5k_t z2oT&)Ww|UQAb+|(v|rG2?whOu6RGxjqV0Y=)HvOBAFMqR%;Ni&OU>>0eSqI73zc*6 z6Q4vF9?SMP-#Pv2L8dR-(MAW*Qyyw1M$fS0A7Oe+1<10UZ*$0^_`E?tn>CnZOP1oT zjo;}nRja|#a+tcVc%Xv(cO$lv&%h%KM^d7Pm0*J7yc%`?WuqaOQP!=OqR%;Q;Dy7Z z;K^~6Zg@SNve*>Z%jh}av71bqSG3LdpH`kVALp}>_xr?iCY4mQ^K!})VR&8mlBNQ% z2c4J4g&nTa%5Efo@saz>ot;~{iq>iEg-dCw(;jqzYq>2QYT5MGNlhd`nks(XcEq{k zY0Z^03D10*gha7gyUneSq3Yn}rUEE?=wkA^3^f&R7Y}|!${pHueR;kML?y&YsoEN5 z+4r*T6sKNZvmGF|?RD7>re40sy<60egvw`&NK-}BA~UtxNJXLx-f#Z*DZ}$t93fl? zx`n>?#%?Sn{og$m1Sk-Crm+gvGKm#kwdp~9po&GK3M8`o`M@=BF7>i36&u{;{BJUg zg_#4o03sBp)439bb<1hJiv@Va=garK&MTG;-Dhhav91?g2s@X(JweK@C+qI#ZO;5N zUA_po^XBOM7hj>vn6ms+R`YquqZQ!DH&W&+px#{!kOBbzhQYL;$GYnQw%2JOsTZEU z-s1uo33h39%euK?fN}mQSt`~q%Qi^W?J$o}hDR@7z+f<ny()Ntk!o(Kt9XtGM9afX zjOx3ywH6U+qv1H3OP6i2TMz}285=h*deCL{w*~H2V>?#BQ6fNyg~Ec*)(!UWc+`_o z+!TP=V47_(wVN;d3Ar>UU?9NRm!wGDqDiX1ls9gN*zUYWAd-72{I6acS3tzl;4p@r zS_3Jl;w((h=P$5xPOCus34uG@j(ZVkI<B@$7I+c+qe)w)^!@q@$!m@0?N9wo!AqvF zbg=Tjjmqn9)-O1E#0GnE?}t2{10BGY&OjJ`?CDmSIqQS7J&EgXG#>7Df6X|rdAc;! z>@f>rlVb9yVS*M;2SdIS>I+AF;RDwun0)2+TuIzNG{LY;@I$0Z1=VK_wwdd0m(2&B zAq5NRUXO>iBOq+3rLPQlZ-bOaZJl7o3R&$@jD0vU7UHwp9aMG00>%^EVGjp2!qRNg z`yg3`xog`EQKG)w3{hu{MwVS}piYdMeo)bNHRQ%_aXxWpFk=Pj$(A?Y|I<=<LAsmS z>Q!BZXPM0b$Gj@V{)E;+jbF0Vyup9)Is5Y4jP(+!e=z~~v+eWEg0Z_xtn~hY(2Hy2 zQgPa}0a)4X_kg7ssi#8^;Cb1H3zl8~$?8d>UF~x*t1}3Q0PFw|eEgS_bs+@p5vna5 zIswtj_GKr6ue@@iw0fAf#&}|U!~W^C;e4&-ZiK00be?3xAYVGg2{Oht@X=zm(Y9gL zPLjT;_>9MNIydoKUoVZ(O{5Uag&-XU@*`J&JMhgHzK_)HO0k-9OHo!p8CKiJcixJ5 z=Xx`zg52Yb@_hNEPsR+=m=NqTG8u)pWT=-pd3}-gBrwIITKvTOAk|)`g*}P=IFzvC z!k=jt`n%LwZ-NwLnyoLyl1&$1dV?J&{SYy`Hxet_uZHPPTfTMg;ee2%)ccG~y5k0b zfzkgOyywcF06ncj-5Ia4YuItLi4A5T<uhm{f5@{MRn}9{blv-_FEPU?O?AJ84&ZTF zwLk1zTC;*_r>Sn-r;Q~%w^*gG-#2R$2!O$`Zo8QWxspk#?WnkffNB^d$a9c@kj(W? z+`%G6E-6dY>DvJFCSiXR@U&;(Tvjtq<FMWCJ+UHNvus$y;p$IR7Bm+yXJw&i+fOzh z=ZB2`hj9JFR4Joj_-y~tv5ODOlDU^@6DSRCju+0EfCouff01HAzjcrhaU>MfIgzLz zJ8EngC02q33P3R0N4Gs#oViL7(4Jp3v7KcY<yR~TPWS_~uGJ3t>0Odmtq#5%-?iVh zHM02k8YPboMpHc9o$K5eS}(WtR4=~Kcg1eGdpOA0xNZ16ENl~+ER`%$+WvUtUseS& z#lV>scPIz3I^+g^4IH9%_d&A2UH}V+j|Dm8jUAEoO4X1-P5a{3IaoHJzI*aPW;DTj zt!EGk7~5|7<M!j>c5u$??X__QG&RbqVs=pH=lkb4uL{BDArnFwIBqO{eJ;2qeJ577 zfgrSTd2w?7cKtM-ECv0GXQs~`T2<YORc6LoV>A}hf!)C$LBe9k@j!OBIKGEV4m078 zc37*w2lsEgF1U=ViA`IM1{1)A-}D#JL@i*GN!RfvMSbjYfOKL$ea%2mCULxUBuJj( z$Cq<{TbGB?jhZfa!qKFsrr?P<RWMy@I@+(NC2_r0P`Oqy?s$$0bFN1G5_|Un;R@|G zy*WA6E>qTjl~l2APl(j1QO}C>ocax`;6=}{S8F9psi)AlUUYK^xg4Z9_j}&10M;Gd zry3SjB9H!{WK*Y-8GWty{;Zb@QfBQ*cb1{0@JT<-aXxqjLOt=8Yu!bE)n!pPaOsk_ zeJD5hAE;3NJ}aI`+Kv<zq$iJ$m?cnQnuj-5!7K`?QlyeEz+Xb9E2~wg?+N7F8Hk+N zV1QW@++2CQJZ(&D9DwqXgdcFRfuS9jw^+gWMy9PgZss*~ydL&0sjFKo>z9mJ7M^=Z zVa$5HLD0G^68DoTyVzhJdtNr44=cvoy}>uqR7Ooz&-(Z&fQ9ZOn3+dhG8VUu#t*aY zzUYG7(l=t^1b?5q@veoNom%l+BvYh#jWcbwH7lRaS_V!NwB1Z$K)*w=_LKH&bmAog zy>ryydQeoJWc&v@iTLH9wg*jt1DiAzQE*E*i9oZ>6UYV_4FhH@El9tX+amd|2Ax*h zG?op#u5(EH(jvLHgSt;!PO2qWwYjwgAfs%y`d&MkD;!DG=`PvK!@bER)*J00zCh|0 zv{xdejUZzHmn<o-HdwJ&BYBE4Jd{8K-Y_J=S@NWDC*t90)$O=!N#vzEG-<aZhUxUS zq_kSXA{=UizuaGw!fB}vW4S)x=&&KKnKjTGPSCQXCq_kj0(z+I`><7Z1IKHl3AGX0 zZ94Ipe}8>o7-yT{XY=X-ks|gF{^e2a`GYBg8Nk{B-D4WD)){}ewk!p;^{#a)kG)Yd zw~&UrQ|yvSPPh#3VJ?W&e7D)$#l5|JRIw~>`x_=fX}Tan%2HzwT-kt>%i=2dbW+o> zV%5T9-+@nNlnx3nl!dd$xYDnjO9nEal@PdHq_B#7^Igihq67Bmpl84J-4eu8pmeDB z#2nOIAbNYuAINfV`P~<Q!&5<=B1KRUhz6Fluh4xL`t(yUYRV|<2tB4=f6T>S746^~ zYl5JiO9N+j5b=Pux60N74YfnLx{ncjXC~al;dM5!e!Tge{;0JGP<HLFId6pfI>B<t ztH>jkv`&7WE*eZ<8N^BhoTe32m@h3eGJJhMvEIxFQ>QN$$Yvy>8d(bzfRjcknn2K| zmQKFD8etLw{hn<D+c<X)^P9*+lhS8>1>!RzP|jCHgz7RrVYn@y?g+AM_u5B3_3B9F zDA3nU>nC#C>aBWBenZGRezm(`&JxyNAMR=a-3NsN8C9$h47iNk$?6Y(fK#+$J?uGT zxd|~eLh)z0i}?F}mDOyv@R18i|0AI@olX-MM-sOLI4K!4tJ{5P%(~x0)Gu4FK!qOh zv5I9SZ|DTfDcb`(0m0iv{hizHzB9d^{`fFy0%TX1(*Ssj#O=MX3@x5hP!foj<bw5y zLbQjd3(Onn-I4Iv8K8_+x&Ob;#YNMpx-v7mV{A2?Jfe!7)_Z`X0Cmm_NyEU)zICdA zyVGa}0xE$LH#*K*;ZW||s#yg|LxfHTrwx!hIE9j>P`(mcx7z-^ZrOM~17%qFH`@M+ z6Hjlo8Y71KMZGuhC_zAoH+}9sD5JnXa@&iQM=`GIk8A;PM(t8E-R-Cdk5d0%n8>es zb*Yx;C^BKagRl%#zHPav{IsgT0Y6R>Vg9Z}-u_i?tvMl}?r7Gado1y(FC&rH(ahpN z1Xqjw48Nlwe<-(#-l$La`9C{90?r`iqfg%)rmN88&dcot)li0nWDgZ)B=C73QZ=RL z+xs=%s2I#UYgl>}j@ABGc}F4>`B-t}kSjt=Q_m{!>sVGg=4Ex;w+lKzTBShdP;W`o z_y#6jT{8aDRv>Bm+Q;I422cxYjipu|xv@%fCb6;^jRx&#jP_p5FiXP|&l^<h8}SA* zqjiIhbQ_7T6a%MLB^Gc6rOJY){aE8=$_CVE3_XHGfcH#MaE28%g5_ltkP%8#VgvEd zVm4^tC5fu=(Lo%9F@nFtI(D9$-UvAH-oc5B19(~hs_JOuf1_M8iKV+gD!{|@OV*Us zs)C9QY!x`@KR7aRCE4iuetc+7bSmrKb?SJ&4JFjCP5@xmkIb7Oe5>Cy=xv71c}lT@ zJL`(G^?-(fxnrfEVH3ibJ0sBmrUrDPKb7BV6i6}VJ*~N@Lo@xn1`6Mj<WbU>`+-Di zCJ^`hr+B0njyu@6^0KbL$EC5s1F<jt{{bxx&LB&o5$SDYk~W)IaIvgfeeIA%-5mIz z3Ki!9R;!Hx13lrK%Y`1Iyu1xVy^OWrD5^QM+K2wbzsrp(ZiyExx`;TFWD8bt$bYsM zHAPBF5JI{X$|3K9Rnl=1dtXIjVRTncu&=&sFx|}q{QH?|+mG*`BuwskDbWICV^~_S zRw4g&K8H31fgVSD^+d8uPfjv89{{C^k=0&@3)pPIbt(fnmAQlH=`s>X?FbqcMi-d1 z;TkdS#FG;4?B-{v3q83rXn6*uaq1e#pX=hG!!Gj=A&vimNB9G}S}s)$sLS_B%?L8} zSvBVj^nQj+@xYgMJHFAACUE8h`zq%3x^9U7A!>j$RsWew+Z7-Sx*0Ot9k4l5O$a&Y zotL{g`wEI1x9tbTOGq1UKx_BuVR%?Elk$%{GuEne2G|`tbi2Mb2PaMq6ootS(DBvR z(njN}=K+$&#pbO4;;3Q;ORqupHvjL~cspqpgEZI+sb2yZHLTklo1vyBb2mD63F8WM z8`K<00MsRo6shKB1T?iyR+w=@Rg2A3nC)Dt+W8Idk*N*f4}DeI_bWgL(i@Cf^V_cL z9d0jBaK2|M8N1|px2As=u|Zlhz}^!~+z9&)6b<z*TTXohTM<<J{uPQ%U^K3*1qR}{ zVb-JQCEH(P8lVi!haowKyAu`-Iz~x`NI*$tt@{S>^1OGbSIUblozJ|J#-c9@_H(wy z4HcKZ$BG|dr8zB|`VYi^H<#KntJiH-|GmZDS~^7JF!{}YWd@74Ui+~FR9<HLU!prc zTWcgsm6~slvpmqRf<hvpAfdwM>2}3><6<cbGewHt7{~I5Q&A`Azm!KOvxFA_RsHb$ z^Zz)|*5GG3$CAOc@d2`qSPVzfmHU{fzxz%&SN;p1{r;$t(|LCRt@@h5G(yqv2adE; zMeTGI0X_$-SaHLOuTqNyoJl7=5|<m10=KHS^7){`gFQbbyy(Gti)Rh4td&QT+@Eiu z8m~<0!C|;59;X!-9nh?`0o+%Gj9OWU4xFDF^Df+{mFk&sa?M5eWId%Yr@kkJ?R<Ug zRB{^D%o@r?=S%4D{N(Azl0U|=!mO2j1cgjkFB%L(AgX>i@T>PrMrc^4cIl%H9nYr$ zIzW_m+7;R5AVs9b{mCTArgO##`LY=#Eqlx670(Y7fMCY!n#eLB4|#k*sv6ch%*mOw z*aJ4MG9pO?+?w{{LwnR=(Yvzo^9GaA(o~BMGt&AApp3i&4Q556k4zG4Ubr-sY?w4i zzdBob3x;~MgwBjQa^zs-9Ctb%#;iF#V#^(CYlrB;#+>cTl}dANoo*>Fp;df6AO^2K zWuQkx9JmVn{iRM5(RmDtg3NEe(}<FmrmU_3=%ilPQ(_4fmMfJ*><>$M-B9MV@>bBt z7}pFtG=N^1bKV>TP3do`4lMn0H;En8(k}Dr=4DVTopydnw?eSpI<k?-DFY+a#R2<q z+?sI{FbPtEVI%`Ej^!U~9=r7=sS)D}Cij40`F2gGE5?lakJK3+c6?rl){-fs|Jmlo zczJRyK>>hP-s^E$dw{)GGS+m;IKf9XJ74&D$v7kJT`WkV#YB6$lpIOj?}GL{+#<}k z$O+5x^Q4Vx#yCUy2J~8Oo<O;^bGw*?+)&`$S@Si7aoRxrdMWQW$Q0pq3Z=!sv|8w4 z_{qa1c#|5t6>YcbUh@QEJOAO37BRb#uZpIv$krRCLx*0x%Sf8&b^M|8+dX@V8R4<^ zW3~^%mRt6&MMJwA$`g@p|26M=sA8KX_{X~6NQy<y{nD^Z|C_^KiZ%W+6y!b*VZXtd z%BG5yA!d>do_UgZfRKMY1Q=4FJd*!(rK!+}=}IfVLytk@r7ucQabs#PZhz>Iao@$> zQT9Ry;^(1fKi+mv5$L`d1;QK`v>I$~OhH~-HJFCG1v`DABJ-fhOt!L+j15kEIc>r! z*ZDu%-U6zswfh^Tq#LC}rMpvF1?lc?1f->5AxH^`f^>%<A&r!jlypf*cY`3^ckK-v zeb4*<zH#q2zB|Sl=bXLvv!3|P`pr2Pd+9yaZjWZQPEC-lVem=e`ec^692_twBd2)4 zJ`7gPoO{B51CPenC=Zvcud<)odU}(wfkg}uNU`dDl<hdGERu;qQ?LdYUmnB@xW5K% z>Rah5SOE_s8S1bJc|MfA1rpPr_u#<VA>Q7c4MNy~&nZ)%ak!>M^2^_~-Y0t1`|;c2 zX3`o3Jz+9(*>k>eF)=^GYWht<P8zi@78VHV|0P4(+UG-?3>`}jhq32X=pBWVxUA}s zAoXkB=6Tdlkkb&S1nVE*oH-BLT;x>tw<gMZoC)hs5>gts#R)r3m_|uaxO5o=KAbV_ zq}Bb%THC==1S&5@h1rqq^C&6W^yrxZd8COr8v<K}oL5T?dE`?i9a*gH{9t;pU=NUO z#5ymWTXF>S9b|3%UJ}{*4c0~4O1$IEVmb;v$c9>N(xfz)(b!2ax!B)=UgGylvms9; z1)&4g%QolM@$)-9%2DncpDT&+zi)E#1<*jU+m@^F0R856^(!-2b`g5?7BJ#9Wb4is z)^0QCR-1uzy@!-;{9{KJ+S6sA2rrUQ#K&v$5?aRbJmu+j>g5kA7OLpTI#HPO@PO1p z>pNQfSe&;fD(yCUqv(^?VxOhbbtiO#T>#I6^?Q$;<}iA=I>0(>h@AOIfmR6?79rdH zE3<+vx9}PBXCj*QG2&Jn0Y%+ifnWC@eBdYZ5sEJ#XE1or$Mbv=&_AAzH~eW98$N+H zWB&#dtT`xzQhJRymz6P%?-DnV&6t*|ffY?5m-XD7?5y~n!l6fTOM4Q;+lQd1C{f#+ z;Y@ipGxCA?0#(i&G^!qh_i0bFz|gf)ZXve}rulS}Dbvnfy-{nk8y#6s#ZKO|l<4p< zRj#%8e~Z;g_XN1(@8jpKDMpb=f$W0*V@%P<cL}nWcPq{pc^)Zb`xnuIEG{lkgG$~2 z{OMcH>|ak9y%_MO3OibSaQzLzZTf5GaK%5_EZjwI4=0JOKj1*@cV0KI+3pl%r5Iq5 z%RbLG5|H9J%hFHpAaxlt`pkj_2EX4yfJzj-$jm-JkbAzEPFX}7Wo{f0+Iz?0hn1%7 z5tyu;w~z}Jb!71w@R2!xdyR5J!?`kqCcN12@N+j<)K8{x=QI|c1b-Ie8)njPLz-s- zDvWI-=icUhDP%(;a)`+jrlqa&Or@o0h%WX~QbWDJtr)rEOHA7FCFYzj;y2%9mdrn@ zLg_TX1qQ%yukya?O5bxUx?vYwc?&G2hq(r9yn*;z2d_`stLg9w-AM`x)0!aRD7z<# zWywLrjwUz7>g_9}H<(@w^hVG`)t7Jqm0%0tXluf?KTYf>Hx`;4P4pW=3Z3236p+|s z6n#uekUd#AdA{G*n;K&Aqg!bnOmVG&SemHmG+i(xqP7?A<Hnxt6&p35?yp5%DPuXe z(?m%GoqLsb(BQRae8Zs^;frCd_%J=t)tl-LhMmNpb@{@bqk}Y2>iYo-6j@krc)pHl zcc-2mY-q?=t?J9sKzeLL!{numE-uDV9lt!mFyq5RH3brvgCo0k8WlGQfL$~TYr$eP zi4`p3i9oDfdshI`hubX!6Iz948Wo=jc5lOz{UL=uTYj*Um&mWE>OCVDn$Z1$US+;_ z&d2Cg(zGw#(aQc8^OG{eRdzWVv&wU=9<Veizq|}qLG0T$%a;@BR04YpPK6Dg?B$TQ zzqbOboqfFVVCfSm7d(?ANCJ&#O>X&M)F9&C6Jb42X4R+b`6LpTU|xUsc-9}Qlte{E z@8z&sVv<mA)F}-f<r@D=Qq&Be!zUuP*tkl9w-0K!YpmzmhoYk<cK5zoK8<n*%X`LH zeMNU`?4mlpJx|%+GGE*LK*VW|PReHwmb`3_3!M)awtzuXR09ilNcV}=8<K-=ybDAp zigcw-R2>B{ENi+=T*BwYqe5OfxX88ghu6nthyUP>C!AlPdoLo%vK=$+)BzAvC!eJ1 z4blP#@){!d?Og3RN*Y?zX+(0ZOFOc(=D~z~thnQDy*g72bDhTlv7np1r`lWa5J-h% zb-*44N!S@{SvLpRms7k<AbCEJFcTKSXUJ1_E?H^G!G0AYBnZ4bdTYnQuKdCE$Nt&S zPx_J%p+tIfHTz3q#d^?6;T}clGYtm{ZYxz6ne>j9v6?aC(1Wds%JZpYwFOTJ^z8>e z=tp4Ea2yA8JFM_M0c)=$Wz0Xg;^P2=R;7n+RlhUt0~L!P1K=Q6W_pQ6kQw@dFm#4* z@ylonxn42oDM>L%cs3KP3q$JY-crqZDs#`68qYi%4MvWD)M8gsfy?@{?MD~;Ly(^9 zx9?S8J0XJX5zkvYt$7(ZmWm(ByA)vGryuNsmY)Ca%3*cv9EoGM&6Wn7z*rH)0XpqX zuw2()WYAFV39|S}8kOw44koaAjgjd=ED6$12zQhD{#%!YJN`IxPR|k-HOPQHskL9_ z(#u;Wq)EVA<Ok^A6AB$lu5uO$rq-gQ17zs4Bc8UfQ(-cd2!TcK<8l}#EVbv++V%Jk z1xh<U<XUmCcL5B)rhk6i8y_<TNp{X}*1o>ogy$R(DkKYM@*6LzuOo`KJuQmmU7`r} z0+>F_8W1^weJ1%NKKA8dJQ~?x+FDRkEohS}>pEJLxp<!0tbnzyhnG)E@7wkr#fV46 z@2yoPv^^uBw0TA*LP*oL5VoR!MIE=+JxC~pMvw<cgMBL8-OYK8)|of{YBg_l4_jM4 zFN4)kh4$Cw@BKkj<(-O5Rif=dTjSQl;~=*ut$?&hz|51EN8TpmH?@Ot^89!pC?s@3 zwzN67SUr=nNz+a)u$*_V8Y~#KL}u;u8YZ~6ZIhvufb}V6mtTZ(gKKn4c2qX>B|1QM zGJl<Sd@rv|OG@e#bMmpCo2#%l(?jx|kFom14YcI4-FhIsP^qT@YGO2k?G!ew<jlc_ z7}&kiWK`ph=Kvcb?77y*1Z784AaD<6r5Qip%^U=iLn3%BbWxMGu#o7>(k_<7i<B`e zllQ}wb~BW3`5-nCOpE*2h!l9uJ7(y=slvH6Xe!<YDWD+EyHSD91IXYn>X?CS)!-hy z^CTx?50_{=rQkvsr*VoRAM;mP*(nojdL}oOs1Qlq{3%Fv9z+psDDTVV1bX5F%)p;U z4`}YK^|bGU2KHD!fuL9J%@#JR80oVGoHnJ0+fnsnCFeh{sw{x!F8@q04~&~6cbk1x zvS*PRsRR0%AziK+Q)Q(|_m$+mBXo%f^5m(x&y~~TU?y2wB-=SXcnWrqhiF?kA=v<x z-KF;xUrVbtN3BAEsEKV-o0uHp)W;6h_l1rl>oj<qCGF(9Wpn1$V0OqE?j6GSwQo<G zsOOz<#LPS3T#XD&o%o7d`boi`2O`NvHK0h^#&3@&^iOD*WCyDOTvV7-AUMRh)`uVg zwCBWdcb5n!Ry%en1FKBzFGB<=CBnY@iB5pYT|49q=LE!U=naNq)g1^W!J+R9cgBqI zdiEUgXp^0lPdswK6!i(0+%g`!NJN0?#0=mdle5E3bropWOv7oh9iTZ>L4fOzh+%cy zBV7`0One2N?|r2T9e@jh#84_Q@K%myB9ulpPSKX5WOEA4ipr3%ANPSLoH(RSVfpg& z-SvUMGALOUaCP}J0-ap2YL1t&^@)IbyP84x8_fIOIGUH}ZRLF$@594@t!dM|@51|2 zvQhD1sc_R~2`6jkg&ezcHs>=m14Kv<`in`FJLn`#5@IhdU%?~cGtu$J^E(w;zL&?M z)7@SJRq4}A82#)@L*yfC4v_h(*NhlTpi8|-^~zQ`CXT#fG6f4=li*H&9^quQ+BF|Z z52`yptsocuPNGr|BrxuS4|asI*Xx3PKS<g(IF&6MuY4I9%kR`z5=O65aBO@>`|_C$ z0~?s5d7Qf$o!$-di?h%Nv+FfS1xU-|>~7&IN!esE$Hnh`qEDI~ZBxH3>|15i$P_r? zJHhfOQpu>AH;U3c*gXwBTP&g#0n_P@VXDuO#7jj$`-?zHa`!ARsqP=9`e0A$_yW?d zY9%o68dlR-Qkb(vvjb~YA5aI6%&4Z_7Q)^999DkY1+S1q(1u-t4e}}bS(zDQuk+pZ zi4B3s-_trYn7t0E=K-+`)P>`9Lj)~ItPSUm=dL}Hy7^#*a9t2^uhF@@S`O$DNd^;T zz>Zz+jTrM`UEI!HX>$p|Ua$wvXD&?uJ|+O_yLOe%dE{}$N#7ZjzW2d!Ro#xm?=eLO zlS^$WcJ=HC>AI`SGf0O~Ff!4uzWQA1jXhP0$;qB@x+Z#ite%TjSQl70^E}Cv#R!?< zF>LhRs+_3@^QHD6ld=}k^Rm>70^r_M!2^fMd;#f21&)X*`V{kKH4B>>kf;d1NDW;1 z*p3)MeJH5G6*qH__o}4IKF9oPS6iBb@Cnu7>r=2@75F=><Ut8-i=P=-kYeGD-w%Jv zF5R{*1a>U*iWCwQYF)cE_WEkr!rESgy?Z`nuJcVJ!5`oQ2GI@YWMoo#fYr>^<q`N8 ziKbpzkOf|f`Qdc=bo@$-&3O59Zh)P{VcvFk0`;*(Hw;?YNYxTpD3lHw0sA#9m$gQ( zA`H$zUKGSZpldG{7QH)jQcDf~9C{O9B*F5lc%~CGJs$P8%y20~!AP*W^hHo3tmILO zp}T!p4mP|xaoXclnxaeqH^K^Zr(k7O{W2sA<dMs)_~{O!p(Wh4^Ts404Vo`Md>8o{ z=h`~N^p*F+mJK_+)I^RK>^puZk^E9nZwXi$M%G$3KXr7q!_FFFQ7&hMGL=5_*^1|m zw>=G;-({^{j10)X^z*mm27R%XWqJT4pA3}CeuNv*V9?+L1gM1YjlH+2oN_5aOLiWV zO1^yd7Ht232rbQQgB)%9nc(GEUET0l2qvT^VO>xXXji_*4r#jw>^<EBC*p9~9CJHg zQaEs70s9;(m(5x_u%80`g~F6FCA`6BiuAw-8A^2q)#Bz4w~w89#w|151gs0IX^{AX z4~+q^{7b=SKMU4_-%UjpelF=1*l=#o;q=&FeF~N?z{Uva<_8>$Xf<^yif5Z(m%EL` zZt|YXFG!iY!83>PDR9zd06t#h238!-CRc=cja!hN2IL*UXE}IvpMQ)-#3244%vsus zuR|#20b_8nu3=*P6;iOTET~z}+r<S|X#1u%)<7raHdbt;*V6>5s4x&-+Xn+40R{;c z(-C|2exn#B94P|dcQIe^5<jv%cnSOlj&u?H#@8SG2HF1I|M$Ugkcj~p$nB7MVIkAP z{Qt4gUq|@YO5pn7(%|<0@0{qbh5p70dMF4|(3K#dLXQqb4){NU?tih+UqboMrT&2Y zZ+Qa$w*~rVssC5<1peP>&a7V}<**kQa9o9t=~yi3Xu{3S>XEbg8dN}}iKpN-Y<HIe zb8YU1PfJ}Dq>AAO_rdqay#2JiWL2*ulTXpzQ30-!5JuB1X2}7$hnomfJZcW|UpXMq zzuy$pY&i+=0v8dcqhi#6DIc<2pg-vkQ}FZcIOs6s+fm|CCFF~c;o`TW`)>zB=D<!s zM@sJi*Ln?Ia>W1Uf56M&l8~vuQQBBm-~a#|foa9@UpFkKL2tdiW0fhTaJl*9v3JRd z6gTN&n%0otmx6`+<Do(M;5i1WF-N|t@m9y2qO8PO@qKT)^X}E~558k5W^XI@+wF|y z{n<r&hduT+9>Db`A?Ln6|MlL%!R6#X{u2lgm(}1GLf@evrqN_V=0Hc{|8#v&lYHnD z;JN=`4Sr2l@)`6P|1+GHqr;{Eh&>djo9X6mS9pE9z^fM6VKC)PD2etb-F&}kAa{Y) zTWAJrz~ESX#*vj!c&Nz#y@_1vm(}u+fo^@mW9#bNn5{e_y{^1ra3^Tvy8Hgx`1v2r zg)BkQLq!HcawBDlC;)nDs2D9liT{V>|ACJ1=9CbP0FQE`Nl@8r+(_>h22h$1m4Rph z1ku0beSP_M{H=NbVxrf>|5h~UE+Lcrdo&0YxGGe7e<4r0XvoQ=-6Ovj6q<J;&aC%h z2;&o|&W60+DC=6KF)S5#HepC@Qiz7_i&L~9psd0ms)HMKfk7Ju25ZEXuLx?#`Huaq z<Ua@8sJ#HX6^9GVtzzCv6jc8K)3EFFLrfvf0ipp=l?E{ZB?yHTq7b*cgxDO^XbQk# z*VDn?A_$!g;DhQ9i2SE(eFA5L%zQf=2*n@kfLbK@@pe||sCN(pzF8BxmF$NJVPw9y zQUZ<T-*Z7nL5)F90*IQM^;?*gtMD4r)=nnVmeZIhHYkFiw>ObTQs?q$bdb|U9FxTt z(<S#}Zb{oC%zrs!#NVAKFMENa8@Ix%4#Zat>k|mvW+|z<jD~0Vky@D|Gt_%rpY(5B z{$n=~002`yIx<U+<&6IZ@ZY#Xz0d!2nEwf{zhJz!^jlOxWBVIM;D2!)av4;>|Bw}k z@>ua-2WxKXosZELwqm9j9jux8S?4k(HT=UaDKrmM3`OBm&_mW>&U|i#jq;D1DbPRz z`A#nx60Is{7CuC#*X|f-`(rRS$|MoRek*fO@j&51+{ZOM{riw@-5P)q#9(jS&yD-I zH7khHf&S|H%j!>1UkXb6Ruq36IVgYVd=Sn3qicMIe|-2&7`TZF&|q<cp<LVT>VH{1 z+pdvyZV@B5$XGZ}FHuFg#{xRYq}rN#%?`Ae+YLx{L&42-+pUx7HZm{VM+a6(Ti}E- zw^h0@hi~1?Kd#S6bo4(?e^(wV6ep#>d<=A7Z8u&NHrbz)3k2_4NdLq3Zg5xO10f~l zB7pc`WO#w=VD+B|^}WUnauFPxZ4b3*h^GeEfX1&sW(kRMH(ty|(nq<cTiZh-$~`^i zl;OY}3|59Yc8duHo-eug)<Pz=dXi3>Bdkh1?Tek(+>jmt<X}XHA1jQZ&ik2>aI&u` zsitz}pFd)p(9+bq^h4Xq$9@L%?2pMbdQz>46hS3|%C!9bt#v^C3%lI>e;Ec;6>e4i z)>}e8-#S%rhBhuB<c~Z1$6Md<fgAVokGr|~9{TxOL!p}hs~xu%c*8PoKi}Hgb-4MX zsZck$Dw+d2O5oZWp#caw;0Ev;^Z3iXLL4^!$`9ozj%*FiRPyzpJtRy=dmkrr=Fheq z+#(0|%rYZ`O`f4bul>myd96XU<{yhbG3Ng4Qhdqklbeu$<n)-icH|p4jhR)AWqX8w zYI%$bV09a$62d^*1fqLwbJvXM9|XX!K>zLd7mK>V8^VL2UqR3Gzr73UQf{Ng?OMP! z{C~j-0#b0Zk85n8igqn_=vUw(f7scrk^duDXpp~l7|mi_&35_EU&6;Lc4b*<Ul5EI zfo^)g)P+T#3DaX>f<@*63#iu$jrI4}i)U3;*;6?P$hxeH91-f(vECH`nWnOd*2Q|k z<<ePIf;w+}_&-?nn|{?K-OsSTAx}4^03xTa4lWITOL{BTTXg^20aeL=Gy>#b*8vLj z(%?S+t!vQRpm+QS3fJ`F#wGn1O8cdt2QdAYw}Z;-hV((U4Sx+e05ucn9j|E?mS%5; zf%Y=C6{p`L`66vO`tu1rD-u$j3z_0GD<3OIW(ay)pp7_F`CC6fD4MDvo=Ecl?(~Ei zZMgIWcfQ7+J+nT}_4GzU$k$^nIsTcNZ?&Qf)EYiy$PfTZXKwUL6U&2)f3;!(>XHA} zwSzQJUz)^<D6iG$4`VMts(TAz^#7)qpOGN66BC^7#_B-pfg)JvGUBf<3DIOI0l);H zSD|(cGTw6X#kA44{t%Je-~-<8>#zR^^cmydN%xH%plXgRhe*2lR#&AbXfG&XM|n?0 zpB^)#PJe&oVs^b^Y#CIs-d~_k1g~k9CXnQnOz{O{&VI16A-&!MIHx8SG{EqG0>J67 zkArx<Ay9NsnmYbH0sS_-z+-x7L30+^o6yI%`m_?7fIunu-;`S)6CBHb&C##fE>r`- z{fkHK{<Hl*_5<=?sQLb(^0)eVo#C+J|AD;8eC%_~TE!33cUXBp%VYGcKm`om{!Uvl zCJY{#M@tW)69Ub7M4I7SZDP(Wp`*rU*OU+f*o}_CLt+<1%Y6Nd!6N`%ME`XL2>dq@ z6>{Di&jN)kj3D&dMnKnkYd28ee(SaVak<zxS=Tk>e?#>5^xVKd6bBsm=a$(U1`h?i zUt$D&6dx)cP>pB3ma43T3zlNEeKdQ#JRSzAsqBH-S%4+!liFfeZn6frrTa)*xIJJ( zguV66HLt`0BK>VE;lkGJg<JE2a+-cqu>Nqf;TsU3%J8pr>6Y%_(4ZS+xQIxSZpqPK z&SneuntJ~giEhGHzp0J=e}e&lXz2Of7{ec10ApI42b6q)-WIBvO?Nt*uyjCv`!HV( zq*29*wo;yG1CU4wmb!e+thBHXV-hMc8`Qvy!OJJg+^MR!Y|Byzs_@{Jpvl5DvxIB~ zq=10f#*I6_4Z7h49bone)j~*$43?U1GKX6p2!EYA|FO|O!o8jgsy^4z=8yW^Mjubi zKMD;7Zjk?_9YEFXKMwzQK)(r95H-9>%&un`ft&}lWl;5Q-8N_tV<G3&2@zIn5`DXw zBjQ|`U(hH)JFz-8V<ugkJ$ET?-$w-*596LJx6m?wiZ&3=(kWI>P^&()u4jCueG3AO z37BVt5Zx&GKRFKMGvq5s1pE*EhpG`6H~$Kb|HK#$Xf6+a3Ee9+)wr&NfZ7N^?CU>+ zIK*S#@(%Ef5Ly6<{eR96QR4q$z5nDeP?mMQN2pSdHIL;cU|AEX%fx!TrTBs`$%E;# z6n+kjYJ0TdgPy=pV>%M;+mI{ivLTYa1NZ2UQd?%db$*aex>uk>;<gQek3kP@g>wZh znDr-EIG8b~{*$gkbZP3pqbF1>*E$a&dnwnsDAWdTWd=YK3aJ18&(XIo5;C<=&_5Es zjpzR!41T^<_rLM`UtIo@MYF)y4dIOd)EC}*Ezs%zo!j1ChN$LsEGVbG6~*;uP^C=F znSYHsN^pPn5v(2Nr~`j6;kPdHAuOf~3**S(I>9HIy43@qgrujEKe%u+4a#*y)HthS z)a_PO@~VN_7`svBJp#K=%i-F=ZB3YlN1&(rI6QH3HvCmZ=AuX_D<LSqItxGJI`sYP za5qsB#1HY-3Bg`l$G-vkFP3s0XMmf4+9m^q<2v!b70!)pSgEh4{I4nY;hx`G$W4%d zSoy7dZy<xLbIS++(S_TDQW1cpiI#9tgxXz_U=3jIhhSVz{w{-)z1YNeo&r#(k}q+K zQ?9kIi<V5jhf!ybC1><K$Qbdg_|szEy4ruV`ugE|YoLw5BGn=MDL>pg9mx9Vo8;iA zMrg7Cv8d~~27DLG=LG-PNC;w{H&qL8n;=_)#~fD!qa*ZW5ZJE?RKLU*0eJBC5hpNY zUn>FRgy1kpth$-tuXTA!hvOlpfxZFG4=U8P*SLiX5g^^iwfv{lbIpUGk{SQ5ZsCFj z?gV6eP}d0E9@^b})jf0WgJH7`Z4V6yUnKZm+AGuDq|TNRV__9P6uqMiR%2rd%^S3B z1TZu7stOWPe;5xz3Ps>%q1%J#%x!#y)IX5rpu!LQdP{(Azr4{TC~E)gydTX}YlV6_ zjb`B^lqW$kzuou0(S-)DeK@TV_mF?13tB5AAl=lTKve#N@ZIkc014kM!2hsiD8T6M zAlrnfd!rb%*bUC}f8Hno{`YN_ehEZKcjBL(!Jq2-zYF>Qhjo15e`@25fBzpAgp~9D z?>B<1|3F7V1X<wE3IDr)uuq628A0y-LrGHah@OW-vH2y?2R=CeSO3O_4D$E?;DfIf zXudH{;8Rvke|C)=Ym^KtiHt9LN%20t5;d0N7pxjE6_vz;3(PbalmBF36-yOWK6+;} zLZ8!{Te~+xttL-CM&uHN5QxI2b#{5Wp<YS&s-1Ir{)f<m*FThjs~-=wgg!?OyK10_ zG*ma7&YPut{>@i8Sh!80@lc-1OIqESI?^Wk4VAoVO^uzpU1q&y=LShU&A>*(l|S** z%4zk-Ks7n0-pM^@GY$q9lG8({$nSbeqrZwiztJ~L4T#v^vK@`>dEB!&F6n_eQMyw2 z>zDq~?m@Wp-m2V7=8UOvZ|s3eGn67v4+qoPdvpg}b~@l|QBN1N<AUj%A{!<Fk<#;4 znfGzgA$wfZf$<Yep?Hb%L@}Mc%e`jNW1^ZoeSpaW&IBFqv%=OF{rZYDG$A9c^_m*Z zo^C_#`(rLY#$1=OwXudPxZ3NQci@YsFrHTIar%hdtxXs2C=5-va{VFmke7;kdtKVf zx7>N()<C1!rbjgp^H~k^oQ#aqM(HYkh}E}3)ir)4YKIiF^iRHlclmp!MqAU1z7vPN zt-%Fa24ZWQ9L7{~IB`reV9V?3>Tz(e3SG{cMSJAf@3L08rVXh5lEer?ZMBBqwKAW2 z;=T6hOY5x8WNTu+)u489^h?h%46`FQ<|nGYNOxa0Jo8FN&g$&d)+V2jEwXLo+e65< zG3=zc*SRS~Z)g5O=s?)z#X|HMpJG>jZGOrZ;IWrWGw)X$aWv`Zz9Tvf@s?`#NZxqH ziW;Sd_!0x87<tmTJ4dc(rTN5)R)B*P)qL!ajvyKNmU;CL0`e;QZ1_G>*mv9j@13`B zvJEVum;HL7=ugWnDdxrR^MMcTe9<njiELpoS~)&#+K|XxqyL;~;UoSvvcvMjSQ)+E zEb!#0Wi<D~sIM<X%9LsL!KdbG5uTAPOmS&W68Z>Ay~d`tEz4Sz36=x@lyzgtw*;)E z%kK<wmuN#7b>f*K)Oz3UpmKdIK)8B5)2a@*tv+aKeA`&9#`4U02R5n3nm35MA?B{& zM@;9p7vV$hKRs(!=f;eum5N&%xllb6KePhJc!;L@PZl1Ue?e|}edk+(JyS)^>}hY? zWAM+M(u98Pu%ySC&;*#D?O5}J-K4MG`v<ss+Qr>Zuq{~g3)_=SUM{KzF_<{KOvGiz z@r7-pq&=-?JyVjR_D&)aK^Yg4#95R?F>K&{Ypk+~q;Ir=k$v(`Uj<XILO<*4yQjH5 zKtOqHPP!X<iv+UKhr=3|nL~0SRnm<5N2-Y~Fy62~9iGSG<rFWQUQTQh@Y3l%p%GAj zn2h;^^bY^JPuIINKJ*Fj>6ke^*(m=bY96Oc0hs{N4m)D50XCt|w;>8?Qsud)>GzKj zIluMEye9umSyA_z`w5+MatntF*U{rqF=fEu>+5qI!iv-v%-u;!ZjyMW^`*r+(Q^nS zv;um$W2iFvQT=HVzZe6!9_)W8RTvF6AgtPi`4BCX8Lx-Jf0i!fO#Y)gty8h;$Dt}m zpw{TDs>PTJqKl1rq8kt?gwlyJ=8yi7#r{*l+ltPdmWC%X<?Uog7)e;2y?b+W3B2(D zLD<RpPWD!emR!}BA8V1KG!LHSoIdtV$o@)US<DVgCDiu7`HNtX;0TskNxBMFvYj$= zpLJT9XGW#VN`IoY9P)(dRzFD|8InkfQtpTV&zjBIRaq+{$ABTDw)|R#2giaqi*1dF zpwL`)EFB#c?aMDu#2$uLa8Kux@FBi41uA$6EfHq(7*nb^8;!S*UzS&<AQn@I=kxz~ zTv6oy@Ed(_G`S1qMGcL8fU0&QJ=wsNqC!PtKlq9#TUPrqYH>9Fptu@BAwx}j{s$rY z8B8!7gX~j$(Sdv!X-LE`dUns7kvpSO+(nU}H|Qd8%R0soFdJj=!}wY;eN5+%8v=fQ zeaWWoS0TD%^bK%wR~DP*S%tT>ACrr_+`e2tVq`T&>Ck(X=4>@D+c{iQ?QtekI^HNL zTaL=JzZu9gi{lV8zuTZ+SA9wwt*nZ>-8AIKl;I?tdhYSf{XykK_pj*Wm*VuHoDPD4 z>6K;!3ijOthg@|Cns<H9+u>>gUUCA+_sV>QwFv#B5Zm(?`1IvvjU&P^;y%J;@F$Kb ze9dRl+(S$t#<G6c`yrm~(NB`3rOhgLeiKeAy8BII&b{V{2=~$GA4Z!Y!b!gUJ|{aZ zuGh@hU$lZp`3<Gak6O+4B9ahGKG@(@)xK;ptubqoYCuAZK0oK1$pTwHC4*#50PV^B zm2A$R?4Msw7W3U(R*KZr_r<o`de6Ji{wSD;+}`OKGDG;i-gY|YzFbei7XzWcHcMvr z%gOE+2-X%4yjX>wlk3<`v~b`?%YHHOxMvILQnU84-<kIIsg*v*qevU9$9mCZSTqGx zLLc7U^>B)aUc_Pawz`|L!x~=o`k6oQ<0CZ!LX*mz==z|a<kNmj*TVM_Sa-;<bZ2b( zaUNC?VBv&OR~2PyoMXI|V6I5<gVR*d(;Ma#qUF^rOVf}~__g-AC?StUz=J-da}ho4 zLUOnn&HNqpAo^3dQ%x9za<&pFWh{g?ROBQ9C0vehpRe*x99VY}H>DX8azD|U0Fx1j zkEd)XJJrbF1P(U5_i|P;lp!gtv06}=euE*~gU*yp5=YYflbcYN=M432x-;R4X?#E! zeDy~@7!zF$A;VH(QW?`r-$T`H7)}h6xtcqL4tLexkW$%4t`X22?^Pf~8`-8Tx~i_` zo~N`3+$%dT)UEjK<-<!9$Pq0rUk04ocm%yF4&hu&meRUM5}n$&z4m)kUT}hK=I5Ai z=;VFWL1AebcYzoFdI$?F+Z#nlC<5|>=N!*qEUmj8--%MnzB>!BNAoMkjq3f#of&Oe zhuW45M*_1{aG|T&d?`{Kcu7@|enmA>Oi&UStl}yoYC+hSh*2V8ul8iv`OX7COv^xS zg{{V#Um$n&73Hbq8w=EVGahQ(yM1lL#cqK(rW`x1gn6FwXqV+~3qxfxjP>8c?3_;m zi4Y=a*}iJ;1tn9=oIXJIzTb?D_V6P+cT%Ct(D<HT0o%{7T(O-|@hHl<k!kmuU#`8Q zCgZ*{<1-gh_3G<v)aql+M2FAD5de2<;e1W{;fbws?mFPa);f!Fw;uzG?){W2OWBUx zG-sc$V7~^*vuToP#8IW<;6>B}xRl|Zhf)EP(k2A=`2sA+4Lt3Ml#K4Z;x;cSp6xwQ zJ$!BViY?mV<*U-MG=#`We+$B;9b^;zB~&kBtU=``FNBPBj~lDwsbGH1qC5fO-cjz` ztFN@e8hu+l+IKnqEjqwGh`W1-<K43I3uctASq7Zm&+X%K0}fj>M=%8G{Q74@YDK|< zcbiDIaG0t`@z~mCtSCCnhUQm8o_i|}1g=y%qiNhpHDwCE>t3?)K9r?{#tYu3>OLn< zN_AKyV|;Um{_Z(NrP@}>BQ0z{0DQTiaov(1-qH30<?X=Ed+x}2mE<|D!zvRML6>(Z zaKyXB3mUAk6m+aoc}R~H9lS%k`^ot2yE#Xm%&-cm$`O7rcX)0+)6~|_6{F|y({#7> z%SjZ$go}saIdTMXZ=5Cvtim4CC3?Rb$IFAmwnmA1`oM!jB)+qq&oUbT9B}{hePh<H zHh*{f>ZU6P*o3^mtz-BOcOFYgN&-h%0yuJkM}4g?cJSaeY)VkquIz{!j|PORzs+8H z!i00?R93nU)t1-4n3Nmgyc&5W@?)onr}e$NMIXVYb8n?~r|T(uJ$qT0Pa$j{Z1>%2 zK6N((jQVLMp1LCAyZ-GsiKRfwfpmmO)@a>)OAS&(SR2JF?BOsGxF$pSAxCsLiVy1d zts8dkCFd1}AYSl3QN!1tNl)P}ENwiZm6gdCNi+*MfMcD#Tf#z-oV;Sl&?ayMNZY<I zFIltwglA_xhJPI78}+ePBGA>9IayY|=PfE(<k}sh!m|^Y=Ue2kUH$g}0(|Q>uW*Xw zk#|;ojJ!x=v$#run^K<m@Wk-5BB^SKm`M@*58wSt|14UGv`%q!kA`0$^ungsPfDrp zWk`Tq7yrWc;o+BL^N%I+pCa1ATv-JRrr=ZVR5&@HMeiSE&z@1p8of9oQSo3|s|j-Y z$a&7L;)3A1t8CfMUAwb90i23pv?XR~Gbum+{;_;bIl2&wY;0ooieRBua`d<BmB~9Q zLR1@8jhBb<drgVIE-#twijFZVm&%CgKI`5s+3PcZU0w!EU7QUkJ^~h6Ydv6&Bq#Y~ zt)IW#C{_G<BJz;9ydy0J@s$}4@AKap678~)Q&k{M^TW<p7Vx-e&Ifpp##HaFr*~O= zRCR~<lm8XaUvRwem>-=wD%}WtFOiq#-pi`Dhr^FnQn>3*;W#hG^1YKuW2Zkq;*$@@ zgPrG<(WN(4$e#D3eMKfqilXOgidcfOLHx}}1W|69=~P(*BbAsdf`FUjg36Hkj_e>V zj4`<dQN9~7@%DDnCE6nV4+eb5Yd&NB&tZAs*x4a3`ixyThZP0{zq0D<<cB%7G1x_8 zFd&)9sE#~c`l^JR<T$U&bm#NziZ2hnby)jT^$|oRo&^kcTT@P-->?y!ml;iZES=ew zY*tr6?XB~kO$%@)kDAe%G)Z#|`wdSJQbTYEnS45VB1lteB6ko)-&FXTWa1KVvP9y} zh;+at9jhxv>dx)}(vH$qjR+XDOQhzVl}U6FN0PnnOWrLzZcUPC&Z{dbR5e*%>|eh# z#KDNU=fJHj$|^OXti0x#qh@6Y{#dnxP)1|~$M8BB<#m?$eEWm=cPMOk?_uO1bUXpy zQk<W`*ck9jg4OFG17a_srO7v0U%qThNzr>MGxsu0z2tXndjVZ$rn~0r4_WzMZK{>} zVHx{K6_aDa)5sDKWGFXgRJ~4(M4G;<+Nq0nzq@TOC+ogfqpX&h11YwM!z(g%0ncK% z)V`)nG<89wek8~5IDQU<kJ=Hch!k)&&`Nvm2s&v_8*?_Osy;|1?I!?#Qa2BmRAg2) z<b84!L&$lvffy}7-S*D+=i5ep-GdEVQ3}emoOeoXCgjGV=6F&j@O}v&#v&G(vFqN2 zjvxrbOESCDrzKXvNg!(>cLcomwIA^aRboTZ-6g4l-+T4=8LUic@RD1ADFQ7M-CM?j zggYee0b6$>O-zFa{FaW1@$Zr_#|@NOWbUFJ#E^x1d~9pD09G1A<D;>pEDTeNEXrIn zDSVC{+ex`3W%SVwcjxLavZB7k9oD^Ntv!(z^2}~y6=On+yI^Exeo8ohh`H$+x4(=z z5!*dAsfd36U>Wgu^YYBJ=&Zv8Mq;D5dLl`2S77<Y9S-<Ur)VQHHns23mtA0NtjeAu zorrZ`U}Upjz61v3^eY(;)WgAFhEfinDF+IEY@yFg>Q)}7S6fOhti-)|WWZcvoqMSt z-c~ejR;e#LZq@*tNnTm?<@6{_QLHoP;FeUVIQ-g)H-F{I9#On@wBR*u^r^Bgg9@La zQ!de}HlAR3F<Y);N_YnOEra9G_;}5@^b7A7yiVDUljT7Dmx+~<F9&Blqb_@7R;_Z@ z);bQg0x9_m)i?i|2&<$V*T>A<-8lG}*KoDsd}+jWnX8jj8LI#KaO#+1!Jw_r!5^z3 zv!7Ozc@uT31XD41T>Q9~mbqALfEeR49sE;qPJ{g2zNtj{S3iJ6S&h$^KV(@nw&2<r z<!S(Kb?4ps_=1t1&0kr~qGL(fpHXuy8Tfxyq%ZerJ%-;7`jVtusF7A&XSuSKp(VFM z(EQ5pbmRw>&a0FA+Ql@IcMd%(zb1+6nho%jtvPZhqa!mQzDT>Ir)PMSN>`2d<RC7s zSf#w31?^oJ!YLU_SMX9f%=4k6kLp|kwd4soz!i);wdQPQ|47%chrBy%e|aLWMVSkq zBAc&3<E)KRh(C<c>xhh+b@kXGEl&6qxwH0zg7{vfrLR;2TJu}d(t-Q(jR$d?k?69$ zhjEshVqZSYJIIbs^_25pIZ121Qh&^1&>_%NV-t&|A1Yth<$*9rxsi{c`kNq6(K#d5 z3;3`;+H<lb=k(YxbQ`^!LfOEm;p8^~U6n#dQW|k#qQaKV@0A{;G{;fj;UqcUZY%S$ zL|9mwXFY+;wO)q;%XqIxy45wdFkZ$+x%f;QJ*_=(6isGmd^%HpSMF-k<BO(VR0XfQ zNHJEAvB%TF33HbL=Is2g{0FX-aEQrGFNp#2z(<9KVsqW6=#0;|d~_)$TGg8Cjx7_& zYa``1@Z<aCo4LrJx-hbr>9Puc;f3EgA@qDUa;D#hq`hVGZo70wKB2XM2>U}<4cj6j z9c(7TTO)Q_Un~54my!IULlaINtb+O{#S71lw|+NW7(0V6UuyO6nEtE|zQ|s4GV<<A zAoWXsN(nVnq@>}mDA<Mi)Rt8=M@DhSSFn#n@ok@`a^EN4d6>|(d}J=)X23dbR(s4x z$8wx5aMbHR91ueODLCxDBx+K~zNtP!W?^mMCtrzf3O9_U-fle7wJL|Y$=HAcACD6K za*sjXp*ufpHAV6X%_Y+^XZeqO)Khus$ARD(){MRFb(;ZiZJ$-{^OOCHvoE#l_@l9p zJ3H?bC(}zYWo_W;Wl*ZX^%swL^Z$N+CF!9eJ&yT|y3H`)giEtdGj4pS^r`v6k^Lp< zx5gwGYMNCS8rV5@PFJKX8liN(`UZ1D93GK#gii{`$lXh#j!(7L88+&JH@<pD9M1tb z>KIM*?00iAjm-HU3Ywx0h#N1RZ2}fX9^Q(+G2*FdBi#~@saua{d#?Ptxm@?WrKo9e zGS8UUtA^O~pM>Lm+kHFDo_*B*NI<L{Q7rX?)z?_vuc>a6saBJzk0)ban`ZA+0;w1B zb9k++8r{dEyFS&%a5EJ0^cfmX1HvLejCR;s*^hZ1@b@5p7$;}u4>_s96!yMrM@syX z{d?UMNqRu6<vy(f5vrHhGa??wSK9AWUIZ)PYiw_l65xE>{m^1p;M+({m1CU6sY5<Y zyg6n+7dTsu<-$xlHtTHExRI_A2`JyQh`;}8F8h}nE)ULri0HHZx>6@3uOfvoLSROr zZ{nx(OU_w_gP+oFyTK%(0rI}_zXh!x!C3wT-x6B#ll?KW%G#TUJM4m$Su6diZEl*h z{Pj<4pUuEBq*y!=?_it5uzZRw1s_T}CPy$P7MohrCEVo#|FJax)I?C}VCL7eVY|1k zsBDQundDom&*vWtP7gHUSS+7fwokhQ!9GO~s;wzpWZU&f_P8ySj<yEtoeGPDfX+Ei z%J)mw;ZF)ycyftfsrESy9=Z$lNgW8%s%1vj?+RK-5`DX~EN0K4WZ{O=WO(Fj9HZ5E z{=L&)^5}ko(VDn@KYv~G3Rj<%|8br0uA}!CH4%~CLe`#loz;ED{=VJ59&KJ>Kq1vb zpByrwSzn&LP?r%s*A1=8f@NoJ%jwi!zSYNuuNvL#zZvcm7U!E!dsiiKn7a1RzB{&h zri!?ZMxtr_nzP&K<?CM=R8931Z!BZ-57rePCRFqo3xDdHi(j;eM-@lhMOi#d2teue zTWm^cqvOrOQswINXO2>?YbWFW$_X%Vn%_(5NAmkNTF@{nl?(6xu*Xa3j^lWgc6IB6 zR3!GFsg@nvF3vQwCW2DtDfHyqlR8{qv6Dr3@>T~|E{e4t3kc^i>z_FnP`Z#_aG@c+ zmi&NK)K+EDjoBjR+A~>~wp!18mLFq0no=s5Bbddpz!?4@KgT8P0on_4Q*;2(ciz~j zZ?tUZ$tGr7y8g$C(K;Iah(jkA-(cPJW3S5k-H)AbqMs)64D*bBnXJgYc+FU~yRn=2 zl+!>T?{rZjJhg$m!BRw?b}K&>5Vy}&4}JM4&XJDoP)9~~NwnFk5qIWil+Slg$}yoQ zp<ytqE8;<c>-V#Mx8&?R0<^o>XNXjvd|Gy2G(64HdV;VbBm4n)|3GZ<a-aHJ<NI;J zW8ZWo97{iph#JL5O3KpM@cF0MG)g(9mb6UqK^a`sLJx2~s9t>}>3~5A6Y;~se|V?L zKD%WIeaqK+5vQD;eH$%*g|I$Gn4KJb=m@LSZiX&S9JUxA<@cfU@Ed^V$26?)=c`gf zTfAC-fl-#{Lj>*P)4>8p4j;CL*jPI8@(9S&8;J*LO@xDK>D~@&7x)y<tf{v1lW8d@ zmsG6nKE5Z}b{eQ7Ao9Q<j+&9FA5&s4%`g8+Y~#A(Ii9Vh9Vb<zspq=Py5Q>L2EV0G z)Qhw;{rJ)`+_l~r$(URK*|GBuQ<~M~g9_bAs&)qCwjk$eOv7VitIazK`&-Y+_b%QR zR3I=4dg+)mVY$R0XCfD;v$ef5p)^sjeN#~}5wL52<<j7J+LQ9@0-;YB>1fXce(q%V zaLkuB+a=fp{(T=qWNWhed-O`9_Kj%m6UK_)8dgh1KROL^qZ{T;f$!+pG9;8}U-LdY zBaa2>-<#(sqfOk=q`&`a+=R5I_1ic?*HsqZy-<=bq{E_%uyL|K2@8~u4IXL{u+CIQ zzMe%m)wHZXv7^mapA%)*)=43re7oz*u^_VbA<WQS<w483t2*_w5(R0xRGCzjN#iw6 z(RulHN10Do@L8Kr_fTUIQQ+vKiW%u+HBsQ?0dXwk-6*y!q)JyLs$i^#xW}-en6?B+ z27>I59*SYRS=7i+)Qp(1pPe1%rOqGwA<T)b(kfAPA5%siqnPxYOAZCUc&RWCzxv?Q zmfX3oxVOFNX3$fnb3%d1Ww!ltCM!MOJWF#)uEpt0+Zau&7*sR^e_wnwy~)wzLNu@G zETC&7TzQ+GbA|~)_;qR~`yTv*w$yX+pEG0DWh@C)_1IpMyZy2ZUnMKweoT7bawbff zzG8*X5VXV_ZSx~Tr`%aaOU){MNTSb@k9Y__H;*_s)cm3#xR$wvee*ssYnX)Bo3E5{ z-17FH@<@`KJ;Y+dlv$(i;4h=5#yg@RrmF+Lr#HJ)d8vhesik+j?7oQZ_%gEBU6*a9 z!<AQ)_`Wgf`A}!Up@rmwh3Q8scEWm-78~(~66Il0+sHkJODPkQ-xt2G6sHcb)KH#t zixQF2nam-k&yk1V2;YrIzGy`8RI@^pXZc$C@{Vh_pkHKRNnuc~=SQw@k<Mg>3F;)G zzz)X!z#d!MBvxYCcU|20%eK$5Ly;&=Lj}r$iFT!#q&G_#tm^`VEM>bg6n#5NSC_5H zqZw%C?C%p1htRX3S1Ua9d;Hmva~fXSPBG}arRjyQkZDQdw-|{7y&z(<N0&pL83W6L z%FlVMMdJvuYurtTSIc`$xlKZzW?)ZKGXcgYmany0I5#bDQ1(Q`OvSzN_jUv8pLoJ_ zz;AQnzJMW;drxK|eDAIZcd>wdn9^YSK+K0iS$4$d(J*kK*p}bb%9!*{3JZ#1a8(e= zj+SAVY#mUUY?9Iakk`9Tc%yBb#^eKM0$#3Vq`vs9_T>{TtWA|#oPERxKTA3qL|Q!X zDapiGwCLgFn2h?iw%{Sdw7VraPT0}z?b12QwT<TMl7^i39yPZ4jnxkH<9Oah^-9Rw zu}&WH^H_@6M=-$IrF_^{OC<2wr%w>&obKnkR^zVx`y+cM(x1YdM2ElMdNp;tN^4n3 zT5#K7a6f+1x$|8^>-i7sa9m8WqHxX6cY$h+N;S3VzD9o?#m7B}K3-fn<Qos_KfDMC zz>)Ml(#|E7kqc44=%IJBFLJ<p8HY@^n9f$3u>3vey8|5(F;ZVA&QCl=77-L&E@a9H zQpB{6FG?CST-0=UI#nO+qA&&8G>ttVRb6l@B&hioLe{U}y>47u7s4LmTx&SFf+z}@ zcU!zfdPZB419N#$UNoR|WDxw;Q3O`Q`w5J9I^Glk$Co;!`y*BU^m6BH(wN`a4*6fQ zU77AsB}(Van$W>)%8e`<qTWd>OMqP}lO`o}L~Y}UB|1D^wDA*qxE@R=STrsx!@Jm! zDiT*gYT)|>5ouc;-nLbNkEF=_Cs+O{aI~<{-YyAH_egg$1h3?n`3UxPo-M2_Ar}lr zq)(zbCWb}Cd<&t#6=)-$t<Q}ZvaOVyWreqfHM&<dXEOPNu$3)3*!^hAdkl_2KC+47 zBx~U<tjjkt-YEfFlbG*^?n7fp^uGk`*y^^wKK7gzES9CnW36yPu>UmZkj2|t2XrnP z@yZMR5PjC4AUQ3ibEV75abX{vJkyoeUA$J1w6UM#u_~cH{=RZx(<1M)l^Ush30LOl z0X{GKh*c^R)u2ZY!x!HKOt00zFfi^e`K$BKYWbRiKUsv5U1ei!Qxo%Cjb$XDo7<Q2 zWrYM@_nw@Kf%@#0W3q9p#T_x&&3>Tguuzl~N8Xh+GDvhHbC;Oad=}Gp#CIy6B<XPK z<m80vJ;qArF3$@xRwP3VLo(~&5(N8IrqVzRW^0RFJJoUHsIu1NsruxAbd8Fadz$J! zj^WYwMg2=YvgjURNvp@O2@SJ#ifVaA^S4}brP)Lj4g{a#P{fU_4%f7$B#Z#2I-|0| z_^rL*8%s<v7WHCBuCRY)MkwS<ib_osSUWiS(G@G@e=Hr$nhrsc4`;vk>Ig9(29QIv zR5?bSM7uwBSRa`d5o94yJi1deKDL3PNwgK%)`#1#*H$ia8GsmBxDtp`VU8o|8trHy zZ2n%cB=jk&=ZI;aRxS0uWU?$Eyxvd7J@f0SJK+h+7N&=ix7h=BVK&&akxvEe*a7xe z5kwEr`9j1qk$MW3Q`KL33vZ-4j%9P`O<R1nt}Dj(Ec~4OTG+0Fy9PVF8dGCQ8O|uL z<Rr^4m{9gtvUMFI?|MD@YaI)0wi$)elIHNiMJ*1Cmhu-S{1F8T<71jpz$yRxVO@1x zgXvDenRggXb$h=8-8u`l{Mc9bs}YVxU+eG|tHoY2{MvCprJ68ak9WN^iSGE8fqX!R z@c8bl!>leiLi@l>#tOJhE;*WJxq;VTRoR1wLf2U(KN~&8oT>e(OnBTV^ynFh2g2qv zb&-A7hJx*grLTx4_OeoqjSfKZyI=D(ey9EQb2Nue7q~tY=n~^eBX4<mH=<9;YDjVu z1jVusi6-8i?D~#T?GF<Z3RCkayt|VUW<QW?=&(<2?AOVmlmfH%eFeMw8$QJb(iUmk zy~yyfNA2>ldEYjb9Qd3y`{$xUJZh$YVJN`<$nA#Rmz{~vdt?&Q^|e49kXcyj35$`& zFbt~TiGFm)p!xH_>n)WUdmXM<JGoMpwRD8%zL!7qamUn`sZ5UWuKdE#EwYOr?(i+d z&m`*ujr3PZ)ZL8vK^|I#vU00*ujII2<(^{lke6j<Z&4}=Sq~>6`ltpH2#zU^aM`gQ zKV+n+m2eVQq2kwNl{*%$0UrA^*O=G@%U7VWh*-ABWXGDVB~5UfYq(hIW1p}uDM)n* zOG>!G+0RgYkK7r~dJ6tdA``ACS8@Pg!H$)Ej7kw(-18{f%$HzJsQ2}1Azb18VB46F z8{TEzs!Fvq7E7<B`~^nBx3j;Vgz)oJXeNd*9pZ8g>ZRClYP-qY_XpCP69Zda@nZAx zVxo<3B~|R%#;N35R2eeOV$F+DS@zUMoH&WGg~Jo5iY(Fxe44*k?KC$UT`ENVyi<vl zukgjOmS%>8%5ch1Qnco+e5^Ke$xLb)-K(f7SG_`MwR@6wYD#NJoA%U0j<(I*i3?!C z@<CnWNE!Z~Y5@4VU2gzuLwa`>TKZp>lw2W4aZR)~r1O;EYiQmy=6%>w*heUTOvL?# zjLl3h-R0}qG7j6Jp~*aX&W|$+d(Qbmn|}HpD#M|E)g>#oo+owMAET{GUrKJ3j4bZR z@~rxV|8fc;dQLYkI8BG0HeF*gWg`=emo4?8$~u8cC4E{|TEJ-(h_CC8uVWck!8{o) zm5!~`LQDC`(L&|LBUQ*UtWpT0wqC0qA?!9J&fSh(S$@)RFmGT-;d6eD<7Lw;?{eog z)$W~-tg_W{j7XFuqltH#^5dn>;qIV|ix{)mo)!$Ls-xk>zN)CTImoaf#>klGnr0g{ zeXQF=!PqR^#sp`D1CX+HlyYq@;8>IJaxQz9Ofsq2#*y4-7z&pnuZ;ed-D#wEphBhM zy>98rbRVybWj3IRIgrn*@QrhP*E($X*Y_xd`L4XY6g|->2hRvgGU>pG8uK)FtI!y0 zN80bcK%vzAXI=<BAq0x+sAAp7_yHs*UM!JLPT-$Elwzjs3;;s2#_2mIy}Yv-tUUrX zZjFj3w2$DDQAH^?vt@t2Kz(COFp6wK5jQEr`A%xSeb>Bcb9nsS<|rbAVcJ3|uS`6V zEz$~!iaq1OAo1dBkE;&tjaXCW(8-F1R56&1Lh1VGLdu%#PJOagbn#{E^9kN5n8^B$ zJSLk2_6O4;rS8Dp)!+Ing_zvPd4={P0m_W$KbCMu<`o9~=Duh)9w|8sze81g6qSo9 zP9QejYwTqGf+z;#3qH3pd2vg;ks|$XdM5|}@mhO!TVy@9&s9%TsPvuoKX^*&!qv&n z556yRrx^;$bU%SNAYd4-=wb-aXQ9y5-fkTv+Qvd}Q>9e}iZ&#c-~*#&jWwCDSzkE= zXI!S5RBo`@Vnoj-TT`kf#81DxCLEygoqIRkCA~6!In`7rV`zAs8PenJ>+OO;D_Y>Y z%3|LwS99L^`g=hovxaLSUUs(8YOQuJh8mmqm9KC}4^uoE0S<B$B^Sm^ooXHNE<+nV zciy#~z*-YAfQ$bZZ?`vzWB;okW_Z0HUaF5j+%2wM%>T_3)tpz;JwE4|DzB?%R;T>D z>{ZYldDJXU139^=h#)c_u0%)CtXQTYJQi^XEUN4f=G{2?y0c%3hNo|p8i~jZ1mjp9 z&joeYe(Ll>C6w@lrD^!Z`r1?npM8(t;k`x;ql$$O%oy;V2WR`6Kq+9sCrjYXf#rl& z`%CfkDVwzS!!P)|xe4)Td#bsY34-5rGcH8F>B-0QP3dX&XwD|<FLXt1U~#%At9zH@ zD+aBo;7WWx)~sVOS6Y>Nk!g}cY^Thq#Xs73G!pd4&cLSa<0p+$oeK|wh+sl5%d-qK z>R-{dPmquS?~kgYPxgO%AqE_~MYWo~mQ}BRYm0pfw}ci?;Ye^bnbr7Z*EPxd9BbvV z4%0FVely|+yt}sJnc(lJeUuGrex>uZ>C2Z!!@if%jBMhAh$71h>A2R+iW=A#)eS!L z!e9L5F95FD4d&O?tA(%z=*e><gz0_a?UQ$g*f-eN;{d~535;V+jMpmgB}(uTR!6)k z7fv__c*E-Zo%cP=u=S55r|3E?f+o;%w_|H9GXwSBA_+{TP0ZZsZnFL6dy2EOKj1<` zy(39UWTYZADf+;T$~Y58@J)t3^)s#>3Y<%iXhT*-6gaq0-4>TXQpXp5UiRDAEv!qt z&pG)&xaB;Pxl{P5C0j=po~-6di5Y|a3FRn8jBj6ad_n{2gRxW9T;k1gAz98-)h`wN z-b1^0uZH07<d%FJq?+i*kK%C8tYhOi=uJgvi5(<>%e+g9E{ITyUE9v*BKZ6Ku<{DN zxNajBM-L7!HjxmH5cawYHAx7E1Mo>bRMSzBPcof1p*4FHH6^_an{9}K^3=+GY~lR$ z1?h)p314LULZ8graGf64BwE^)1RV;W`ypQ075eadu|^8vya|5dsln?>NbSik@gQS& zdf4li_0GLL5eq;+*=Bij4jac!+|vyU59hb0jYWZBTQ!3Wvj&oZxdZN}jXXwmPSOvY z^8WTN*f=;}PXn>z^JPbmie&MgHm!tmmUYZ|%Gb6Wzj(&<?b(yqSRy!jpykMoZhmar z+4m0SE1uQzoNP_>wj*Q{zQwpkrn{(AlOIU7-Y)hIm@uF#(7hPNOwFcBe_-bI7+I`t zZsPfcwZG)p{{uci!M_2H5fVb$n~MfF_w|4y6ue!Qx~hxya&|yC3eJlR_%q|&5eD=y z(pgy~A)&Y>=VK0>U6(T&2db9WneuCY$aIEzu++J4I8(CBb-oy31|~_!NWA670gYfn zlQp563-`9~o(Ljn2e$}|LN4%@UHIkfigyco6rnImn3KQ@xss)v5ft3&d=BRjBsg_{ z=S98LAoiKe;4BP;{%ECZ(}#o0r7Ty{H%m7W!>y=%DGN9K%BYUafguUO!MneI)|u3n zowj!+Q^#rZl65%!D4SYEN|F#oasL#Qkipy@t3blV11>NT#xZyE(@a*CHY%;k%G?_c z>Sb9p3oBnFnCltg!R-u30Sr*CF)bP+NjEc$0-4s0%-l?6#K;^smqu?ZD;*fbZcH@0 zq=5{DG@*UcK9w`ZgCbRG4jl4-#1%I!k)9SKWv=OMk>4mM+<B@dakRTFC3HBqNB5ZZ zC~_zA?`JU&q%Lz+RbC5@Qp+uQt&Mr{jaF{V!<Et8(y&eD)mpaHkC`EyL?Mk@Rq+e0 z<w8~NF+%Y-LZS%A6ZDV7VG@(A{;`+qUovX0PL22|D?{2d>C+5j9C&j~ao&_*%6M=; ziykv!EKD$KN%TT-ZTVT%I(5seh9<04tk)odAf-q1TM0tpxen%2r_~sb1uzHGfpt6o zc;zWC;a+#J6m|=vXv<MPmk1mJaes-PvUwwH;)$?IYp0*eDp#q7%Z(Eryp?4pK}tAi z?h)K~0!n4<+I_t=T5aAleO&?uaWAzo@(B*EK~0z7L4LSqnJtP^*UOcWNYhX%(0gk! zZMSt4Fm1$iPGCdt9F)XQv0=<k4Ggq5MlI=;mv=B6c!!kx#Wzx(yx49K^nXywaXh>~ zF2Fww#T*PlE9R^#=FomMiv&0<RY~`LEbChOzK)2q$cVTxz6Vaap}Q~LFv5v!Vnx=D z@B-wQbE0h~>J?a}eBMmD(eBA85mN=50UV3HK%B`RKLFBvH&BcMVE<Hh?4-=Hdq?L* zacxjfQ`P?6OR6!Ihz0-ln15&iRvDzkz!o#gIb6$H%7RkP)dBco;N4B-+OJi8r&=by zEvmZO@@EP|x+kI(O%?I&>5LP065e{Aqpp&ghW6;Ajt6rRl4t{UW%(a{>%Fe?)9X^_ zwbvoj`I-<!%^{*>%(qYy;)D(yIOrPL<xvPXi)@sQz8oYIJfdvLP->=d0x=A3QL-~t z%0N8Ef=|Uv1ov9be>(YRpbhC76vW>3W%0v|E;8SDA)Czi$h<D9gNtHb>P4e|`T<s$ z^mo7bv2y?5nEJ{E`>ML#<b4JR+KM<ffQy3J21oPu-RntW);%PpJ3(|bmtY<OBY&9l zJ~1P(8F|=@TG$M#aCG$X5Eusm<+*F|@ELUHU=ky{ds8|cJ6o{sh-}sLqgRf15Qe4I z5HnvEsaB(rIwmxXV*WTrri>YkOgVZ!M#d2by^Xi($6k!+2pOm!uwkfuERI9Eadc^6 zWZuLH;E0+`+gA(#>ssluuu4Kfw|`d3DF-kI?tJN$%PSAE7^kS*)DMkG=u|b>E+c0& z3SND20Nf6(mPM1z-B9hC>e9Ok07XUf>nqpU32P@vOXqZy@`=ulMGyfAud`N?DVX7P zseGQOat%h-%|GB)Y|mw0x^eD|Gn>p}@gq9c*_$K=c=oq88pgUB*4=eO7k?oZ^TE?b z&CJW?#}B8+$L`tYW1P}Y!+||=;0|{wo$)(8r5nV`J@q@yi@QwC7sgEau47$+B*Ocx zGB~)WjsUHskLC0uNh1PUfNA`=USdqSQA~^(+h`_^c15oyYtZqF@yq=p9r25ND1I~w z%^DVJ=@waDrpu=GNb&b7m4Dtzotnr=IRT7V;0IiQ>J^rQ@N%BIp&v?FFa3bCCY4(R zC9hSM6~60Dv6#!e^`?O5l*}97_urWifI%E82E-~e?>|-TT4WYZlCREDDNT0hDH20Y z0b&8)<mP`+xhgk6GHH{Ln*<~@y&ZFm(EhID6kW@kd%wtPo#|B9?tje)-U@ES$281o zqg`PQ;8z*EH|6wQ@+lQNu)zZhj#<c<_lQnSD1a2WuNu&2>RvyC+LbjJ&{`|&@W~Sn zzukcVBISb(`ZmO_-70s|DmP#(%NRoj#7@Qvrn((%7RWN~)ZLG#Te>f6Sla{;WBHN} zZ5)v>L99>Q{v@_{XMa*Q8TohZNz5Z_PvVIAMAN79vx}|MpBUe=zX7?~L!U3$KxAmb zLW;e_T`h~1%cKDJ*F^#9GXvkd?^=#!?yk-}tMb+Ww!)-mZ*^*iu;4^i&X$wl3;+WT z@`ay#;@V-|rCQ5!-ZpD#lh@|iWU_s;H}P&y<xngIRI-?XL4TP95_{*Pj7+`SpFdTu zJuH6v2#OvU3uw71N)IT@YhAk(j*I$?U0#@E-X;lhUd&bY@&pK@F9(Gq6}kt|hjJET z__qu^_7VEr*|^KPsa-rJg40r0%UrISvfhBYBsl)=|8Mp8qFzc{p@H|KOuL7xnaNSz zXU@MsFr`)toqzdJ9!A1&urrN+J}#P6)iw%?d-bAci$wQCfXgRhLEv~ud@b?!b*)!M z3@CC{fTG;KcIz8JE~f+}_}+E8;M=x6UBU#26-H6g+qJD=7HgH4>Q<|}Fb8*wgG1QA zS^cW#|JqgjO2P<ji(iaSEn3#e?*~9W3fS4{`#=5~F)YyFFycf!vvw&!NxSq!FE@J8 z?$kBK6hNUDfXiYDKHTJrli>4O&aLpmHAR=FA_6UcM53P%i&}v<9V*inrA(3Q?y)G_ zm7>LbfXtuBQBAN-X4%a>{*B~pJQA=DFOnn_ELP%9{6?9KxbZ@ttGda(M*{F;a~!}~ z8>m9l<yu0dYFrx*{3!2l7{FPK2)r)b>zTG0&4>p_y^IR$B-zcIOY^ZH)47s<n{C{e zTG!xz7jjVRxp&$-A!XvpaBCpyU@k~ZLL|f^!K1OJEnM|U)?@?Wq85^wLAm?4Ij>HU z5$tuh$Osn5)ft&+O}8+0M%J%0MvvARxAZepo*&TfS8l-;(1VeMT4EB|>#a%oWUvR} zp_t~PIexi|PIj9!0^5nm`-V%o)CQIa6#M~8vTRBb_L~8UkSRapuIpH*HeCvysmS-8 zOL8|R+QO+rDkc-}=llk;ZTuJ$e2av{76>K6M4hZnCxS3|JS18?B+%v)gemvcJs#zk z9V7xEe^At3Z$2+goGzl^i}5P5TkoWB-)~A~O9L?AT-Oj_K`=kBZD;FWpv!*C;~p=X zs)8`gpb<QNvoL6wD0Z!P;4O-#o^+et(*P2idYcCGxPZQ!Q@+k*`oljKf3-K=)DX_p zZRvfkQeAB!`X-CCS>(g<r;E{Y3}GycHo4v3e<XxHF>5~~I5~6w|7<_25F}9UlYnr< z#zjd;5F6y9D1MzVyiGsFyXrE4U}>k+&-sfbkfPC#CyqeOylOb!6y>}PSiYE;P-m5Q zX>jJ2gQ=|4AOLzJ?^UH`-rj*)_rH>OzSep2H)noOi6?s?TY_`aJuId63qS{O%z@S* ze?W7cs%qM9@x$F7a+Ux_CoP(S@D~}Q`|f<&PCIj68v}vj5CRDJXJOpN24BGZD<^kx zJQ7b}%IxP1y-6Ow!^jBeqKOsM5U~iT3z=Y!w3Bg{y`=}D3J#vDx3q4{K)EXdi(t_J zGzJ^9{UpY<&$THHI6Pdp1udWYA!A1&e+dr(EBE(Xj~s=E2-DtCz9IMV8VqDzgA;NT z@Abwxd@x`p4U>4I!=8B*b+sIrw@EsGA6Wr{qbO+ycq{~x(`7#aF#+MlQA-M<<0K~_ z<=t@(Zai^Olz=@O-qXz!oTk(W_CRR9ft?yXdb0hD=^rB$V>tUZcaC<^8ljNTf59dD z!v15_#&L)l?@u`yAr<T(CtFe>qytE~gC2$ipvQsI?RPy1h;sWqlBxgKWifBu_g~Os z?BWD(+1rKkXMdvs5rY6B#XfM5E?li3ip|`k2}^Qat0&lqBUl04Zg-*Woj<yDjKYZZ zx3@L`Hq9NT%=E&Stf9?DPVm1je@)Fg^{rpcCY{f?Nys_xt%(yiq+2h8Q8@06+V8KE z#9?Am8=VpHgJlE(fWmr%{xn`nFmGHfg|>8JqxoX#d1@;jCM)179$R@7!Y1{*D}Ht1 zZ7<}3@I8)5Z&*|L?cV*bX=@DdM%>@LDJQ1Bx@&`G?GUH!_Zc8hz+DT%e{2P`boJML zSMs=1?q8P5)qJ#pkg9Uf3p(2BkX)~`dtZ);TXl(pv;dF1DI>tRN}3`|J8oS<%nE1S zEbe#ny+!3KP0J#6O)f!OEjKk8a4{2@)IBMU@RLkxAyo&VZi>G~{{ejGb6K_!R99)K zSK5GR|8X;K3!N*I2A&3i8zS-?*het8#SK90VUi?nZr_r;yZYt-g+}dmm(wQ#SAXL; zlJD~?d~XVnX!#{k>PA2G_RcKkfV*vM@^FiuIY5!+STnZd*2ko?zy7MoqD(rn9WD9} zxR+R>$Rb&+?<$6^o>px2*B==D{`ujDKmC-8RUYT5NLLS=6=&H>a~3nHR}bsem*~$o zcbqX6eQKM{jYy)l+ZVf=JCU&HbANZkv#46v<xscH&94vtJ^}vIPn;#IB+j)qVDC6g zAtih>KxHaVy62g{h?ogzXDbft(Q%sdRhnh75PbEphv5&~3RjRto0~i;%E7)2+k&1- zSnIS-c-<9!U;o0GsJb4T^61dD>#-y#eKp+ufqN@<W3_f2+`f9-scr^4hJW4*+ppXf zyIs{hRqt-@q-0S|OQ>n0rX4OKhSNS_do0!AHf5^bjHPUqY8^{1?9h6@hxHdjwR?ee z2^qDIH#~{{sN1o(4ciuX{A^!_7Jo%F_LXhu$8u|*PLPMa>V`&bsW;$zs1W|Qfo9v- zo=;t|uB&Fadn|gytnEBP?|*J{!x^642&c3JLH;gfnp{E<i}Q^87)sMvF=@y4Rne8( z7}mto=<{ffO-1Y45c#I+VAX)TG>vZYOF{>$=wK6bu%@Bh0VLaoI870!_<}ga?*^yX za3m@F0mzPE)ztFi*RgQllZeyeenQN)-7q%xJX7t~bU%#4Kkd+JuzyX(E?$IAA0;wP zFVdT3VGsv#&T`AhUqtdNjxo5F4%b4*42Gsj602NU;M?Lxu;`B)*pR_T8g*4^kxbZW z4{dMRFR|Q}Mw_nKR~Dy0Ep7L^{R+%&zkl)>J&7J}WD<2n-PAWc0xa_AiOzyV1LCJ| z>9A_x+TOx(C=ZUmE`J{DT|F2gScX)8-!j!pm{_Se$r3yC{!o>M^Gc90unc9+Jx>hd z0Zkz0vLxz}?35w9Ohw)c5=aXIsvqjoe*7!(qy74qsxPOPvS{qXV`YCwdl)dvP%^X( zh+67>B2qKQ5b)48J3#--B8>UlmT9&GV^YQ`0>z<37|Mz!%YV>)+12|Rc&Emr1p-u- z06~5g{qMFH2**5fGQg3DI)W?K>lzu;5*kX=->MP;Dg>BBmW~vV^bUA*O=}=10g)=u znobPFR%QIHsTSeN->^*cYZB1Ml@PH`X{Z(PW;bwLkH{^*!GqmbLi@rF0%aad0_#%Z z3~-&qJU^MB+JB&VVCWZUu6(gD&aF>y9%tDJ2vn+k;&*Aq0;m<YLXahmJIfBw@X5+S z8C6|p2MG`eLuKa{+NUF$SPEFX;^D;Ruvl~esdaJHQsr@yC*j~*TGE!#R~ex)A;Ph4 zV)Z2UDC}!sw}^nr7Ey@57^&G63dsX@!edCZvm!t$8-KguNaSz`^ji<Efh0S0>53;} zu29=a)OPex|C73`tFo)WFz91@%nvsi2ziIRnxI$BIz%W;I1bykbIWjsnMWcp%f4-g z?Q!ZQ=<`t^HD9U|-3EbtDv%h%i+x#Fc#@5k4vcg@3v@n<<RU9tiz|YXYwu{241_FE z1=$pPUw^Tv)EYS|u|^L3`fG;QqQAgLf?-=Y%_r)gu2R^9%&@<XIT*Ni98_dt_wfr8 z0x2MRZ@cTv>z>9^CvL|iLxl3?Phy#=RRAtw1jt{fj5Dnqpl>q^OJk;Vu&{b&Itk{d z_NRM4gA)}iq1{}+FfL~Rf#JoET@nr`)>-uK!+#u#;Srvu&XVA9zmtwNkZ{bj>&4j2 ztavu*>dx=yuq95hHKDzq1(bR_{N5PXZ@{=d#dvm!Oww4eB*3@nBU#XgW%;oWn?sCw zT6(ls@cTd=@_<cny`buO@@hRYz@a#j8lRyHz)YIs-{c60&uBGYT!0A{XCmZfRKl<E zK7VP^Oafo0!HAa`6lb__w_IUq{vTIXqd*|z9(>r(Td>hDNFyb)SflXt#vB>v{8S3? zF2kvuFtq9i9{T!e-`49TI>m=4wOp!FHe*vBl|<33XLg>5IML#Sqyor!oaPg$SoO-R zzGTt%28@ye*cqV8?+yj}UErkKZ{!KU6Mq?EEE=jkbS{RmBURUfj{**reL=7Avd46n z37~Ir)MQH{9Z3R*lu``f=Vlmd-?pC=8U`RfeTHAAC;t&67%Yv(W{sP}FE)q)4`8tD zYZL!~4kmzsU&pR7+rq|eHFmXirtlj$JT^S!4}gQJx&izoRQuQfPp$3J)lY4Q@qd>k zbmMOo6yXvqDNvmWx%R=bL<&|F>|+mxF;W4b>yetf>QJEvv!nOE-VF9wQ*^3e`A=K> z#c~5Ytc#&Q11`y<p9kAyeMtmMeTafma*CkkscI@?n434xSX_b}e}_`1SCGS`j~xj< zx*{LF#()$>0Q-Q_IbZ}$rKhd}Q-9ns;J#f~t|Ky|=@=TkYzpsqu#N_O>Dhcfv@a%@ zG6^w`Zm|p(%WW5LKMF)flB%%Vug0hr(S6-m)0jK^nMJ#LaLl^|-9C7!^#aE;5wH<S z{=M0^)X}FO@i!$5Lc_<u+Xf?=;C*;G)Hd{Cn!!5)BDTgTe0{EseUBerqkk1z!F74u zRr}tUwmf>SZ1biqM}qHqTD(95IPWO*5{&l%@>ukdKouQu{kSU@xnaSkrOp;aymi7? z2?ymbNM~5$?CQdVYjP`ZFcgFW4u26(1~c${f7lsA9zS~?CA@z2X%wKK;dcM&Gnt<` z8UFD5T<vyuJqT6@)6y_Jw0|Q#9L5d<cD;r4Se1p1bmk^jx&%-DMy1Y|Do5~AX&pe? zZL=ePYhO3@l&S#s9Xc<b&!T|)NU537Ve=F(a>BB!{&nJUg33T<fn_xt;7e@ifJOJ_ zSb=51OH}AvgH~>Lo)-?{1rM2Iv(MWoj%Vzy$xA~!Ee)6Pmsu|@&3_VWnk&1}X2#IX zVxIGr*XhID)GSW;<h^WWeF+<=|6b07dW$om7CIAeo9on7O#QjexE+Bn@H8`>#n0Sy zz9%5!j8ERn2R;J_^Lp820lt6t?%n%lKE5^4EZX%943L0etWAStN7f?-?<-Prj*ILY zhy-Z5K#&S2kZP79^MC9jMcR1uMP5}*#Azb@Ly#F?U_~hnN)OO#qk@geVVP}9U`e!j zA3M@H*iMnAGh5|393&8N0P}5IEp3+U{8}-5D!_RSV1pJ*B)92OTpp?dWB0<^>)y7F zl$hg`1jN(gk&X15H#azlMw%Ae1x+9{yk7_>fD4(EE#4q3ihrA%1(>8?zcs<{1u7!g zmCVG#<grRY6Z^Si$+%PY=Gh>Fna$#!nDco|TWf#Ic7GTL8r-*cPUGTh1Ez`9w6(SS zp-0(*(s_4*9ApNzJqQecb@wx31m)+^Z=02{9PGd3RKn^L2`l~&!#UqW0_*Q1f%O|D zu(~FJ#q4zXiGKv1^oBTcwvpe`ofJ6fcPL`@8(CZFJm#Pvd^(xJA8+O$Z!pO8lcBGo zjjv+bGsxA(8=&33v!R?L=>+)AfqN(V{I40J$b15RKLa69$^V#Njn1yd_fj?W(f?+9 zs9^6R)^f5{{(dI;GYNDJ%VNO630Sa<d*Pxa0h4o6b$^{pXb+TiF3zUXCJRk!6Qd1) zqBOaYSwy7-Q#|PM`a}*C33L{KGOmq|er{Z9oL~k;9N1u!Q|MlS5Dz`9Tl=MOBlmlk zK`*y$T~^05{Sp%OS1Ge=5h3R1Hk1NApHrNK0(H5S!T6Z@5j6N<Lwb4i+t?2mQyM^* z&=f%LXMe>*dOdRhA}beu9Q%XinK?@3-~$T&hEViGtN$^xtUONB<aMfLHY>pN8*?bh zH5HI9&!Hf{ewmpM8CJYe4J?`O*LjIMk(9{6OG-}2>ekW>)sm=eqN27TdIOi!#1>TM z(O|n7_Qf~qISz-BMgwhvfpBP>H5$uH_{3k7%zu)l{<0NC?C3JKk3ELJ(7B{I@2+^P zb~ERZB{9?g(s=}{O5!Xew=eQqyqNRUBxNVB`)#F4;8SF@?VsxA#LJ!!#~tH#g$r&Q zyO~f^OhLWf&X&;ix69%M`l9kpRLnqE-bu`-kcn_EjT#sv7g#$xF@e6bb*J87-F>I@ z=zoWKS&6(FTEF_N_4_g#$MCXJ@8*&#CX)C6+<rbyho)~Zm%LP`P;<@+xSdDj|M$## z!PeDBFkfeFyNsR2KSFjES<JaYP!foFLb7%Xf93Q6?MSS`Q~GtfP|dmK5*Rkq;h;C~ z=B)n-k{Z*f0n~NXv^MXeZ5HLis&XD@pnp$;@wjn5?*xiWTrn9y4{)9SOX=&gkq05; zBs<yU-Pf^bhI&`oZMK_BAxSO4=vE<s`zw=XG6w5595bI6o!o7PN2gAa$>rslB$l<v zlbLEdJ~V)}GN~U-mxBH`YC<3D&)^Z$TxfJ>dGxWj1FY)RQ!$jLQZV|oz!(UYC4aN* zT2jW(fk~{oloWCcVp(XtQ^A&s>W0d+ZcjW0%&@o`S*p5pWwuAJVn)XTY%DaqWO>Up zi8)Ynu*6TZZeMoPtqZKyJe#*#U1+hI9D|ck49}AJfWlc+%N*R_JlqPU1gX$jMPNaq zDdCEti>|A&?AbHQ0BObkuv<nP{(qD}e<x%0iPxXXB(xOI;Yy#u)rrssl^Eb^-MZuj z70+X|@K|2hotULVH@YXB;i6&6B{$|$sPVqn!ixitdQonxx%xMyK`G5t1O+g`z+jV1 zy>9Iag@J`Bm@jj-AY={ZK`bau`?sTMkEuBkZMt@kPuwp&gg0$}h=ZYHkbgPkCz(U; z7gXS@Z5B~MpX;U{il(gYc9mC|VZS{VeT}k2G8ye{5i+#y>faIMGWzy*Dsz4<52t)2 zF>nne1sguSzLH{VGrt{nMN@cLLvjgVxowG8E$$@e?m7}XDFNV4gnD%|MdPYJ*S2J( zUQe?*oL#80QWDy9xcDn>xPLnDhWR*A378t-Q3RmZ)uC$Eer9#a;rNhbE*4O*$U&(I z;gt)dPNk$6Vk$Z~rOMXg^tREc&vd%!kxt?go?VH752Sag*NVP4g`Fmo!cNtN>LQ_; z2d$z>Yg*3U2A<#v={iT+Uw9=Vz=6!=67*rQ8K=4!m%ackz8lw+zJJ({yP-DN!CZ$C zs+0jSlxp%927Oar1hI-wh5_(_uF4qA4$v&5DOX~&{swR*O(hm!u5YIl3r$cFNNWT6 zX&B^=vIy@XV7oOV-;6;Y4Ki2POe4Qw1#Qxlk!W#jeY|vF6|!Gcm8LGR`f!u+sC8Go z=o-qisjqWZQcc%IDu23dR0em;@O}!0VGDr%c)U*XNVY+bMcZ`s%miEe<7Jf#^^iix zAX0*TozYc3E|df(FyrC462xJ>u1>Golwcz+Iv*dV%&%SL%YD;Tq!<Hp1x1?+8|OTW zwUFV6Gma1DS-eD>i8!z`f^%Ap0*4%AasdC<%KztWZSUA%8GqT=vF_|yO=|X7x4}JY z$J#iy{Db-jW>Q53XO<v55Jaao<r-)p?y99sufS>tL;NeLAd~A{a)ADpWxn|GVB1v7 zN^SC2HD_XG3Xz+N1&W;gZ`@wav)AhY_d8D#5iCT-nJc>fNDH|iANRFaN@$ZTU^)~B zx}40W0PTNPV}JMa=X?7im{@i>B!5#Ol}L<pWQKg+p_}Ilri%56J&yKCH~KYHK&S2& zu`%XBIc&zAE5M@4NIz6MLEO_9V{rj#+F_tB7ZHSFY$-uZ=P<ln@ugnPwWMr>3-Cuc z)wF#^zMalj)A?q$Iu_o0q=|t9z5A^F<Jb21&C`Cg&VP`m@fq^{q3GQ3qAc5PO$9hd zXmpJF)iIjN=e}xi{sqh*>`*arO}pkkc0dXUMnMaV%o)`wPY@-deeq%+TveZ-J&R~O z*k3ELP7dCmPe>7iD;`YQ)J=6p@lC@LY3~*J;|>Mg7#3jvH&3^8JJMKIgm7UjqNlN= zTWvD>7=PRy6$Io=5;&jkAqdbac{n|0Xpgm3VzEUY08{LhIC-@izi=_nW06xRp(wE+ z@%N^E-c{?TJ<ty2you$(gf_|Q4cG`$M^#h09lyeNG943g+sQOt<t}ZL{HWFjsX0<g zdZd)pi#%2M<y%=<c1XQw6<tk4lYC!O@8^2A3xDqO)BR_2J>5iL>WXH*U4m+V8;YsL znz0Kn31Wp6*^i(yU`zDfc;Us1i=|kz?A2ur;%_g<RSYMx9jlk{(tBAg6u{TAk0}^f zK^ksymiL8Gz)!W)CT_D%)OiWGX`Ma(KY$<)H*DL!3IQBC8+5S$>;hX}s-o+!?+h0^ z?H(*NXU^<UZ~<yx7#)MRm+dXAP%HiT@WcNAR*R?hm!moYDgiW;u`4Klm0DYm>$nYm z-(QjTr4BHo(apDg+imysg0?u=PSFLrMd3-D#63xz+RmAs{`!(4<w!m`$@n3NtSd=T z<VQ+!v0cc;@4u1!|NZkfPan!+QHnCt+2VP#P(o^Gk_)v^G8dUui(E+|O}=<OEdH5% zcOG_a*DoK9&6BFDsnFGb|2;Qdy~eLB8Ct46_uM?}xbWBd-2L(6-{|Ad%YQxp$t|CW zGB<@=p4Zle7KJQeZ6)$D<+aBFSLxM7CX6j(dY^I3W!h4TqRbaLu$Gq@b@_q11QV61 z$jxM;pNQywc-u2GKTE0ibx%CEFGJNFs~6u`4Yyc-tzY_PsA*__)guApo;-a}GF_w~ zk~|AVQWQdFc}$d*`DAP)94ShWo!?E6b6E<d3mV%T*UhRLaMN_Elb3qmE_Ir`F0(8V zK$$Yh$9-Ml9%B2U`m|Is;jjMOxspoW+A~$1eNV?S7FOr3tB(Wq8>NLU)sa^{wgVMT zFrUtn&rN&gKA)F=DoyIHZ`xze^gJ&M39_p`HODQ@ifhdfUL*i3i(A4|P&8)o2=Xpv zxp-c~5Z-;A%8(xk!g-^@3%72&_IzA(>!$6f(AEE`R|7C4ZW8^-OG{eR%5qAlzCx$Y zg|eE4e7^*;rA&UThpwqnke_k$sy)%sZs`9CJ9Fq#@{as}GHrn_I9ax!A<w(|t1HK% z8jlNpu(|-@u;1Ka)gCuBsMm_8X^t@VP@!~rP{%FRQcK_;bh~QybVA)++;8wSjfc_= z8t#e$xf?~HqVCiGrw^$KMU#O}nas&11+{c@?1tg=?bFli>#H~d^UVpgUL~v5(;Y&1 zu8|Ubb5kaN=Dk#lw9LRJvMr<yDlP8{8Qhq5Kiq0z(<~m&g#TMhZNzE4xnr<3oW=<O zu&roFd!hpNre}hnZs^YL^l&3-1vc&XXJ`alb{R$m*mdaFu~C5v(vgAe2Yh$+;~e`D zk!qEhYd@TqJb+DPbqC{lP2W$|$*cJRIO8J&y4`Po-j-RK%rhU#&ee#l6lqxm8es|r z=Vkv!rT%<6wVm@E?vq_&p}p3)YIl^eaPfTbfto?3roW+GMr(mp5h;;&!K$~l%gRh> zu$0jh56edj))1YIO<ucZ80zDN+z={Q7$%E}Fs?xsEmBxEPx%;M11UzNfTJFRUIa_5 zusR2SD<HHt+&^%A0sVt&03QleK-1hXCg9kJEGuzxTUzS<>)V1!r4d@1m@_f!7=$B1 zp6_u_;W7BwEme__U-AzBhEG7#?frt^0Uhi>SqQCBUNSA?P0*7~Kv|ES{2r7=>h=K7 z^<@uIVajq5RR2T-zy#$375~z#93yStZupRY{$rUVt?P%0<N9%FW%B&NdnRJveH>f* z-?zuDKlI}P`_-L;Zh)G+xSaIt&Pi8xdep&+o6z*z;wCN!@FZ*j=h9jbWN{OhUlv0$ zL21LqqO+z<CQ<<0sg<-n5iGyVW0e4Mf@yvtioNEHpq#1$U*eE>S93#qLO0^jkc(n} za67hVXP3XdWt5B*HezGb;4HVfH)$p^m4?F}h>X`=v)U02tFC7E1@#rzRfoE(9-(FZ z<{3I6i~}EFVU9Tm_OiBB(~u$N^~!MtY<}vR<8a%oC|imGhNcE~2~=z36frw<nwx-A z_^9Y_T)=%1282R?emOLKPlyh_hZd)Q%gdw|Tfs9|-A@hL^3Nm_s)JK^V;4(MeW_wP zkDw02OY?HarI=FK`z*c!AfXb5H*>ZroY$(^;mN+O))!Fwr3j1_Mk#MDzRIyNqR3L; z?NqHkRoi-k&pGTv+|78LBgIQ}5e;1JtA2L}w}2EBurgY++hI?LTZ#oZKamxGoG4)b z!a8NF;uC*Ifs0J2Jf7)~8yfG}#lmaT@315}%b}7}+w&q7S9H<J8|qF_&rN}6xa~f1 z`*GhKYfvHsz>XCgi>UNCZmQtecJ3X3#o;pp;D|Y^<@@~wh`2Dq&5C0$c-3ZPf1OcF zlatRGK>gVluB+pim4VQ;$g+5Uf!juBBuwX8s0nSf*_bnsDY&(!CnES*LWyh;(OXd! z8UXkqBzZeD|8rRps1A}4RN<5xhPmyWBlwU&tJR&fO<^WUI179h8K-?N8l+QzvCV*n zCpA8lg#gH5t6v7H{#k4Dk;UmUDH-4tK<ncSbcQX+yxn$n4}oW{ag?Qh&JDz&++$o} z)3yV^m6UTuqnuMakr}Md*%8ax5u2<V2-m>$XqB8f0c9}_=Kk@h%@J%U7_0TYd|0T^ znG&T3F}(u^C@nw`!vmE)P5UJt)NM$p@g~qD>z4jGnFWrE7&fC*fMT4lFiA7;?zzMa zPw70~z#>71$HL`A+?Sw#HsA>Sg-GFiMO=lXeR+_=(H8V9Q}Jj{>6ts{*XD430bEC8 zM`-kQdvA(T<V8Ljd_6m!rjyQKdlWVR=v{l>udm3<rHIF5i3@4J6pNN3&$RF4Q+gnb z^~4FfIGv-EYPG6QgYPo5QCNR3U<U&zt-1(eR>Y3h0X%!g#^t+zft*B$o(%Yop*c7= zQ(kN|R=0<S2i!5znGt}~qor=Z-%BoCgEh;eVR!JE0uYqN3%w74BGN8Fvf)V55KJIv znPDS^Y?CuUwj;AoRkMwIu%OlHyEhL^kOsGqGUAKyZdP#gn3YMjUQ-Q11*$rp4=<#9 zQ0=r0`!(E;@*AIjo0>EF)>-M?UNZX78*GCUCuWVW%M)yZ%2iC{bxRVC0!5JkAEQxS zy>Y>9K&;R0eVr}mmY{O>c7!Wioz1l>LHe!gFL)Ytge?sri6GzK)rXeT?BM&@2&~T? zUsT9sTOT2qyJV+5NS*|FF0p-T>V95|Pv>`Z?u#6sDKlYz!Da`c|Co2Vne_!ZrD;4o z%F7M)FW2=WNc)0XDIL!d-=NqsFt=_Gpr&FP0nPNgdcP-taxuuz1v7f1$T_(R)wH2$ zN?1iE-}&t$7Y;pkd`W=27h7=WL7_)8>y|F!&FXhYa*8$-%-z27Hyh&xMdj{ZF_Xj| zZ)gU>-Prhlf+_ITFwH!LQ1GI5<D7x6dmI_2rRhp==6#heXC|CYRtl9yR}fhq=j!2m zas!ZMKEdM@#dV<n(Xx!!wOG956f?fLb{)=#1Ax1#W6U2+^SAo4R-SzSK>xqxe>To} z^1E4j5prscoNJnbTiUtT07iWoPAdd#sSZ~&us?Z!9$zE=-Wjibl#ab@jY|RqTQiHO zyLkNzU6EQ?8|ez(0|#2J#!C~$_F1E*;Qo`Uq{`_!MLmk_ih?t@8mi-V&oibXr9yLD z?fkv<&oY(9Q2nV{RXtQFKjWH5^3hXCd3}P^UY!6Fz_YUOktD1!_d?2YB1v5;k&f>q z{H6VWzTONzZ0nY)OtuY&aSijJNHW?n=3}N*mVA-#x#Bzfzx!taN>blbOPM}=De!jU z#!C!aMYsP0%(mwz2d8Sq3P*ATD6@tNFG0=5%_NGy-Aer|nMN`JSU1y<=|YOkzb|-R z8VIcq?uCfNYcO}`L?1u4hw4a0he#zqo4|^HlLJfinnse4HZDk9afe~owdXB_IB4uK zKzAC4EsScVc8ZTReZ2?0_H)slob>rD?Ds|$YhL5LALa=x<k*^Yu0i{V`&@O^wyRFN zesXi)*Qcth#-Qru?b^+RGNRC6%0y{Xnp0hi>G0;@G3fMk^(s%RF*wv$W<fEG*DZ{H zT9MAv=&aoVrvoBc0Z~C8rY_cB`!vUO4NmMmk3y^!MqkpSCY!6AsSzf+?7`GK`+rQY zBbvaX_3^W-e&L=f=Ml)1OM0Ve!`#r&xHAglR@JG0Vh`n~#l$doe`)t?PM5EM>)Po! ztuegTwNLX?dW&WRz|;H>-TZ!*RtBtpT66D>R1pMZ8lN?2AGMtKHN8DjEHMLdOM5~@ zC|xU6jpDM5U!l&@AE^K}fy-HaqH6LH)&nu9d1;5CJy4lvw(>GF_TV}d%*-U=#7rk( zTSf?9zs0k824}_qv!GHwcc!i<h>CGc>28f90X^MXq`)|SGQi$hq=3+%nCyaob2D=` zKU&ZfGctl2&`%1X35DbSRBHg&L39^+`S9Uf{QAuwCoHz~f6*u7V-PU+)z+hfaksHN zR2{p?ivLyYcF7B76SqsBo6hMHzmQ`hPNAFBbFU5}*;rG~kE*xzJj80{j7*A_7OXc% zTpw_woUijaYb-bfh^EQ_NPxY6w49}Wpcfz%UiH7B_G3k!8xy`APtex`H6kR!3N&cm zH~U$fFNU_d!fnD5PQ~MR#*6iH^T*odX`Zt;A@kO%8FEu4m`a)Y*H?f$`cr#cGtw$B z_e56$?z)L#VgWF*0?WVVK2CDKS)z!jhFI2V&Zv>oKJfkGCun+h?1kHZn2sQO&d_c% zJRaJ9@V+w}4_xjw8n442$32@NtcYW4^&DXpfFs7oZloc)EF8_vhRW;4MMy5$k1UnB zmmwcd=tBqx3QnW2;KT#}n|8F{nZbO8&9u9Pbe(oJ4P>!G6}`%$63;n`WeKj~fxH4r zn_9uo?3gO*L<CVv_T3_X4CP?$?7aPjM8Z!TJ2{9q*32{(cFsPgsgNZ<G#PWEczfy6 zP!{y~RIdou;2j}86XV<+e7e1|{xS?ICYcFWLtQwBK$X9vzs|*~+a=;&K4(yiXJC5< zHQ{^I0bi=p2Uv*JCjg8XKJ4rDcGi={h*fLTnVBf}C}x^dasdi|US-WpQ`&5H3gWk% zg7^akd;PbR!3!*g1Y0z|aIW|B2+Hq>BhB&6m=!soC3;!rQ-?byD7tWpa>5}Fjvh#$ zwV-?jUKvg9lp@afqIW%!|EX)otlhCaAHxs>#+!4$^OD(okq|_mb${EC@li_eOJ8OX zV)6O@&;SdMdw2aYKyK~bQuFUglztpD1=0n<Gj*-J`XYN87Ag(ur(usvQ55`2ee#(5 zhv#qp5A~;Esh5mN0xAJHld&r(m)}VO5Py*1!#8KM-Xw>_RXaD^wS}QDBgPcT@ZpK# z@_*k3y1|DmOT*gKmJTHG>~4JB_`1b6PaD4Z*DFrXAMRh>z0Kq%V_7WY&Hdv>@N|<1 z&Ulz??suE_!JF-^;G73P8NDm2r|$LkHWWPQOkP*J?X6TiD9u)=;PV!mO}YJe|9{K4 z{@q)_)kd)_N!;qU0(J^R=yPjFik}S6(zz@+_*M$0LWNWQ?e@KeEv4I1*)5$EdlC@8 zx_v#AB;SL<XHnr(@Y|*?svf`kV`JDlsl}<(@|@HO<02#@GI8FF{k~}bcPq*(R*Yo? z@^B_HoN;e={r}t0iZRL@Ua}!)pnn2~pKySTMZ{zZJqMWj&RR&f`l;2;zO$>GC_JAW z$1FaXf4?`aQzi-ur)U`Hva7L0<9aHb8;};064VLha<va4j2bV^WnpB>S+bm+*N1~f zH?n(60mlJnqKi^Ll;#H8pZ7(+M?pK&ci7nPNe4PIQmDdl4|Tbt*&jF$hktH=@o>C` zY07wfB4VVXm-r}zjEob!O7qy?ATYF#5k*xN6=CSP==X%1JvH?X{D1msXGYBQ<iTTI zmbJCiv+?*m5-!2d;v_H!{Hz}d%8ky~db#=*p+c}sDLGd>luTyi=0B2?|D))2U({7c z>cAPur=i`7G%&ucw<qjBuz%~(;Iqn2w@%dfMFBuDa62CXOgDOT*SACN<fTJvnv%@f z*Z7=;iuPDnYn?rLQNT=DsM6)FGg@-Og^xfp?EKlUGgo@aTma-O9)nN9;!JF!OtB<P z#{hC6N(eA>44$x<QtAGocsL&(rp;8wqC_rd0&YL)C#R_Z^~)09e1AADYrR7k5a1Lo zz8vd;M$swm%%cmML)kNX?}(*cMR3r^`MLsz_WQcMI~v`RBhlK`a4>C=-_WpbO<Y+h z7OCvYDWvl&AW9>a$_(e0wGVij!Xc>~fhKS%X~c+)hrMYlUE&uohpy;)@GlGG<2H^1 zXO1Lz<D+VQ5?#Tj2Y=n;JI0b(XKOtcz14RdI#Yt1#NN*#mRI)kh$FiGSWb7(8q>|y zk7B+yB<nmkjSD&C;+@Bj52?PTpewzg@1gS{b~IlP(IHmBx^Nncm&7O$voIZ53JJTb zb3k2%i1imhd&UQ|kR|TAb@RXLbYaNSSovXu{fXi{)`P#b^nbO$5+!g`CX<p&CU*Kf z5m#}D6cPfTWP-=I#J=yF*LQb^qHXK8V|lN);B>5RpY9GiZ|m-^)DZCQ;4u2Oc(_9) z?E`QY)V=9gvwOTOHSIeJ9bP;c=7x@bC_)wr^5NgCN2D^SU|;(dB5I%oeFR=S!?{4K zc*au5HWn*eT7Q)nz3I;!-%KJI2_}VD&b5x0$&ogJ5KUX}26R&^(k%ADC){>z-L!@F zI$#`yo}nWpTsX1Xc@kqaB*p>}BmxJ2YrhbbFZSuV&{4daW}yK3&{(Fp$`#cbl!kDh zd5}_0IG)azz3w359qO;!TP1D0{cO6vcmiAQ?4VuUUw>gTxcVqr{GxntCdzoUs|=7_ zF~DM51-Dj~Ew}xN^d|mhC}`@EdB&%>$T9^_F(ytCCkkavw1ukytOVl)^p20qj*F6v zYFy<p(adv0fLoRdgxk-LCsg6N==S)Acc5_8f?6&Uo($TcX|euA!sDfq5QvlXWabIs z=}D@(nSTiNOze@k=-o_MqC-AMptQlV8}My2sW*0zhA;Kpg}_mKN@SL1I^(&O8QP-h z{v){z&)6tdY$DHOkJp!xkt!yV3E&C;8$A3SVEi{U`+fb6jzt7t=qSE^!9)JK#=#S@ z;;xY@WvR+W#9qLlNPt<&<&5uQaK4R_40K-1%YRGV?cHTzZxKXb1_*;&Zf{y_o=^%O zh{g;t1qcm!2yNie0k!A4!jXv5%%c=q(3p;)+J2V+J~_5?L0#Y(46@u4b?Zst3&)W} zOiagdt#YK2XbIity{V?uV@$}$WNc)(nDv&|fJ=Lf0)>AAaN*vj^Lg)$^3ei!?sn@? z8-HC(RkC@)7+F#Sp)I5miq9^(;o(qp9g$cfOVGZn2O{QS@Bj?Mmu_5sfz3WK0jRZ< zjcjEcJX4<2zyc7!k*SBlv(5JE_S3Q`H0CX1(Gez^wzIskvS@Y5kOJQAGoGR&NstM_ z8Xu$#f3DWV%7rDOL|yTJ5zYdD$RuPv34hK-@uLK;e6t0v@wupn4qImWMk(fL(E3YV z85-d3XXwKF85-V4A8)pCX7!1%3%nb<NJaOK)`niUr&{ir`7PaYY+5elDPFM9gRuc# zEMLO4=nU=h6j1C2+8xCT!!C>yCGj<gE)1IrmU-&gkLRshI%YJ6tvwbygSDX0)_*50 zfdSZ2ebN^g6*ugO-S{e|8~i&cIVRptIc$g2%CsKdcCF8av+T2FN~dUpkXyM_{eWh- zO|CG3<0^gdsrMY?Yiu~TLzE=f_|*J%5(&VS`#Xbj3a5b#MtjJ>g?{@S1s7CF@L3YP z*fImYS@dmF5xime{bp_gLaSSKhkq|cm6yZLS8cE@uN&(SNBsI`v&pK(U*P+ORvHh< z<vVMPI5$L;q-*n->FyXB$Yorn-%?I~0FDf)S-Gy(kYsD?jXzMm@vX&TUH3MlU6)g& z{7Piw3kL)PNKVd+xuf6oyMMh*m6)#4EnL063<FVH5~Jsy8r!M~)t1d4Lx0iwx{oh$ z;BGfQH`x_A=D)Mf?z9$9ldIwIVA_#a#b6R!)SGajIA<!fN`?@jBq}K`TQd@p0Xu}7 zm&HPPn~G}=sb)5XJVa*X%SE*Sy_l!#z}|y*rOwUCkcHkdz@R85zj>(pzCO&IYS!6M z&LRW6-Np2`4Q}Boj<|5s*nhIBqUs|E)0*7uz9-HaSDc$5O4pOS)1!unRs2<hKhpn$ z?cm9s|6@gZ1m$}V7?=A}djq)YY-nezXkZ$?D2U98g}>GwzWzG<2FThwfvxwLcKnOu z*qF{2nnbjS6fp--#$GJ_*w1i34Rilbk7;=`RCzzlYLy4we(Km6e=SKsen{G8h?keG zBohc(^3+M9vy}N8870e<CCeF0Q;K?Gx!*tUU;P)>WY7th2~z@ff7^27xDkEVSKx8y z!63TPxTTy;&83{($|l*GnWU0T&4Vm+ZPm(>BGGGmzdola%CUSC$5PGs!6rdAfrCb) z`*cIzvvEd}5i)^HX5+m##2!~M6tfAzFrmrCa1i4~jKqkxn3w~u!DJr>o}(!l?>QMF z^y)dIpSD9h5%2J6e?gB_j1SIGb{VfAQ%b@OdZ&O_;tYFFkRgocWZ(lEjtMe=$T?^~ z7~YXHD(@iYf#17~{sey*)Ub9=$r~<s&4edG=MeEE;A=<^7(IB8$DBw3<n{dUMD!-> z6Gh_niNa1$Ny1l=1g|jpsM;x*V=U+uU;5<Zz(+jEg7?Bkf1D~K1|v-945|}fy!L7& zB<&+Z{|Y=7BZYN9F~Jo;K<|Nda=;vXAt)nZK|IEakcm1$;0cMkwMzJcB4m={(VGnI zGgKII!gMf9C|Ci83PTCH9tAh03=~{+s(qJmlc8&%j08N2AQI-pm{Me?I&`=Z9W>$w zX21?NY6Bj4f1-{IRY!rEp)A~}`mlyED)x|JI!>omOf0JF=uC2|M=V8RwUxvsc|e9j zO$w}^i%Ai<Jd~EQ_XD4bNd+y8mK~wv>~I6cqL=Kjpm>+bs}!zTdyO!0RdL2AqMAjA zIjF8-sX0j+`0P#2_=goV#i_YseuZ?ob1_9N3U7<oe`PHWH$aH)ieM4&u1G71-5}a+ z!M9M};P7xzy)&O+dDw67P4%yT|Hlw?kV3K<x}9E3CZ7l2fB%SJR@GU-=GrdkgVn9} zq#$##0qU3RY=WA$2uItlR{~b*0fA$%#ovK&G@CZ&@X%C8SQ&zix1Su5gUQ0aS1s58 zVF6bSe;5qG;8zWp0Kss&hMHbC=n+O&*U@zcbI<FBn!MxnH`-WttzIhLG@?=S?iy;$ zD{uf_{k)isKGco*WU8Ov9hvH5ebtzoIeomI*LX2Jtq0Xx%&(p{OYHifpAV|{^>TKx z7}d+xHMEcZTAz%EZ)R8KlcLA=f^G6=3^QEde_QoOE4kOx=?q<cYW=KYQ9rx7#_pQB z>q;l;W!tN)Ca*qr^?d!ldoJB`c(&D*yXUL+ovF1r2Gxg)<ECx@G@kxCsNT#LC-tJ8 z0)4K2sD7;8qJa)R>!e4}7JP!$O@<Hw(}C+K$*MQRcDGRq<X*S7@WE7no_(Adn9+Bm ze{oaW<>>69!J^S=J*^kRW;{K8r3<kaRFaEL8n}|!4EGis*$C$lv$sjU6)31AVH3pQ zt;1Hl0Tpo#{&7^NKyr3DJDUKRyN0Fh5fc>TygG5Rj4dcw#)7>Gk8a6*D@}1Iwhbq) zSW(6hqtzV~DO>peeQ4@25Of0q8^spUe=r=Z5+iUFs0QJ*1*0Ikd9~B3ULPK|BUG<P z&3HDgK2-mB|D*nWch)rX<sYi*^77Kohm+>KzOEN`G&`@3C$rOPK3g`+YBZbvGFzMv zCkOKdT*s=9SI-8Ih+`eR+ZsHa^$I*RD^y-Mc+M7l#sm@TF$qo#<1FoD5E)-MfB2LU z=fRyl!}YLIL#qT#Fd0YT%fJKsaB(&M&CV95)$n*(fy=^qFqq@>5rPKWK+5RJf+tGx zmXwGCaCH3T+MUho>7xE^TwmI0-BeKK#rdDcCx86m*Q?*J+~1maZ=R18B;A6NDZRIm z!p$c1j&1V!%fX(^#;r0*{hLeGf07)$%7J4(a4vf~h`VpPHQ4p0<AT`8^uoY)n~aqh zg4A;cSZNa}fXy!xY)%N@s!*6JIA77NR(9M{REQA+Ii*|pl<bQ1Wbm7U$VS+07YfB; z)GcyAR*<-ah<NC^r?7{MkEx%qK!vgNgdq|7=F(FbOXfo8CkzH@8P|Toe^>`W7T8ai zB6w)e333W*P}>&|4%oU9dI&niU%y?BqF4#3hah_k7Q0<AV@mGv%<Ojhbtf~sowPwl z6XH$|yq=xgDP@ZOUdj~dxha!$DNXEBrr4!S-ORM&vbwHQr7p$lX5_<KK0T2V^$Doi z!acaCj`Jo&B}xeV&m$}6fAwN99-bdu*2l}HqbwaY87{7?U&bf(WZYcu9;()$*P$vA z!7Is2Mcsvgh=8iqEdntVb-0)X6TMK>FkD0{WrFbdF!mb`6Ub8b`y*UU{`-Oa^p~T5 zUhQreYp`p>fPb+Z(+dOJ*@Nd|bHW>>_gXOZ8UjVWCfF~}ag~J!e{dKOS%zN)^q|#U zhsW`Wy2<&)Vt#gw{MOGGv*Y3Mcrso#<Ix_I?+lj!&$tGL^dS2d*EcFrv}F=r<H3GM zK#yM)kOrt*fIx$SmV2FzTJ8sFh=?#xtz7-zi=mpF^_Fh~(ZIbfNN%N>n}RLP1Y?ie z1tXAV3OxkXCLdyhfA<8vgYoteL_E<`o~?o*Ir|W`yeEgP&ON3gNN3pf=ujkCiai89 zf)4js7O)YkXH?q-S*(*Dg1QCEL*@8;f`Q=&dsqZBHk0&FBWb1ux3pa_64*|Up~-_R z3H3TM*kqp@EcG@QeeyJ6qvXGF81U%P!mSgC=hEDi@6p^8f1gWpJ1o8f=sVPUhPJwP zG&ps%H+3{Oh21Lscif&sgwoT$=yeAQ@_aoo(-J#Y>}j{hmi8AANJnNeF^JXET!Jxk z>VQdjqGsJ(G`}Mr@T49traM-wH<iOaSv^P(CE0}7z-{R=>j5kB>#ae-?@v3h2CJ45 za1HGVC6HhTe}_!q%Jh}Ab0>roOegEnHnLnTIU;iDNw;`Q<%tDbmuwZ)O__F&Ob1+7 z56A`4EaqgGL_NHKJqG^-w-`=O>&a|ByO_+D-4RGLsrR^qP*ZAuEWrvykL+yH-!9<V z);zx&t~*AKG|R#7!kiG{R9{%Xwvem|4Lxn-#hqhtC-3^^V;d7pY)x$2wr$(VH@0ot z&cwDgnb@|SY|iie_te(b;@xglcU5;+_w%Mdebv?7_jBE~<abN}vjv^UL`AvBM#^XL z_=^@KSkU5}4PuJn&MvXxcCK3<u=o`v$u)4~kltU$%S4l=RbKDHUUz8kuI_74;Xlcb zV!?TtJ5_7jLyq&Bl*A{Wgudw!pVT>?_|Ia{8WCe`+y_MoHjUvvbmGkrUnrvfu^Z9& z2dm@(Fl5NBw>nqm+1#p3QZ`}<umS7b6gS=omt?heIO)UX$RZx&!O~k{dy@_?umK1* z5Bq09@pj<Hw0aFHFk?uuvD-@i^0Dt+!$<hVZ*D0nFcbIiWH73k@M#R&eH^bR!W|{F zA$fU5?9`q)16~)`phN##|6xQy3%pC1n$!k^oJ20g^+RVC;%n>L>y1Jr)qRE#-J?c` zD*K=1^9$h^V0JD2ni`+|9XUa&1A_4#Inh^03DA&8+-pJaeyZK>Qz@xvpHr96cg%3- zme6i7QmdqrSmBjNA*s(GV$rU$_<H50DdKMtwKU~G2J40Fy!y2T8dj(iRM@k=Gj_Lt z>rWmdF3ce&F<zKNLBbIJC$vM)cVG?zq9>BxP*Rkf>j4Q_Qh{hPROH_I=}tHdj1YPl z3c%zd10@}rJRj7J(w~5aobm1^=;^XaU|b;^JC&R27K?9?BS__cLDNc*M37P^F78jE zGUtf;fdZIx)2YTlRNhwa)Z(TO*egA^r}5sZ#ay_Ha&fi3s}PRdO4;ga7`}(r62go; z_BSADvp@TVfikjEfgwjrvyv0K)){R28}PSv0*Q<$-jE0dq%f(DQo3AnhQ1gF*)`+@ zgqzY@&5z#Hx_`qJpoxTR=3@0^?_o0>zwOx0s&d-N3Y>~`y1JS~EMiVV0a{k1^)_;@ zudg38i0|B3;}pqrFHX8!`X1XS2$Ffh<6C4wkYMi*by!!1{zzRCp2?!g4h&oG3z!BL zj;GG(SE^H^xSPeYD_pmVP)cHqy@k}VJ?#V!h8kl3)bcpjyaH<H-8WJFUCo3;1r;O5 z&OtqT4GwOAUh~QUwnm9e18O1Ihe{mmL(=(W-FIMt{ncglWyh6f4J4?j$o8m=%h(7k zxohXF@cTe*=@49yWQY4Q##bzv4Zwz<{?iddYWS=d2ZBtMGSM_98<!yo2|sEqHF`=Z zEqk1UkY$>ic^xMO`3Qw{{^$G8I%Wu|wev;-#y?XO<M@0i;y56#ahkx0apdSfagwDN z(s>1OqNut!!PaSjQ5~p|(dj+uQ(CqSO+nt8{LYn@W@`3kS*oq7o4isutpHc~66&3_ z&Z@7js<!LwMdYJM9XN_V0`Q7=ukKKq>I0{`Pb0olZOEJ==hRbGTGu)@ZB#mj>nmeb z7GTR-E;Y`KbZpum&i1)PDq0JZpvX_u?PwE!*7>`DuA^;3lt<ny`t+=?B?*xg$-9Oo z*KC9h9898hx6)H+l{Kag%K%1W#IhgsY}R!7I|y!^v5eUR2KmreR_Qd7eI?_cst?(t zYM6UZI@UgtMi28aEN4tS;du<(YQzxVammA&zAmufYq&*c?KSxatbnU^VVR}^L8jCs zF@@`HA^f5J1-5OPR<{FZbsx@DV8{2A=zOzT0&)DSg#fx|MrW^CR)ANL(~@j(eJGIB zTPi;oXbKNejuo-er}Dlw0?e3cgWk7_8f!R*4+}VjD^nx7r7ka3lfq@4OuDi#02}t% zu1S0t=EkIuX`&FGBGWBWX`DA<HOl4n^Kt+Zwp#W|d>G<Nqy>qCSu`-uSw-Ef&{kd& zd@%E;mC2*eJZ#4E24ERhcGv64V6(mUcDSq7dCx2BSN?>TG9!%1oR{q0F!yHPxzV8m zMo!wf`2mEQu6P{E(X%8JyxMa}B_=Con`HOH`QMT8I<<3udf&uUn=25HlN`=ax%WZz zqO_xth0Q-itaFQdW7A~2zkE?{lZljEj=^2Z_yu1Kw*$>a4*-G+T68nS;v#k?uh0UF zWhNAagaR<9k~hQ6JZyp!SQ*1s@aBTz8y(9zR8wL3lFRq9!sOCpe!@Jtvra>Dpp4MG zE+at8PZ5&l{G?4YA5QPIi&@mH%Qq0AjhY02oVji%&&~7`w)Ye)4So*g^wkUw8Hkpm z+LeTyl>{(r34oW5xH&THXV+QH>lNKKE$-Yi^+E#wto~}NM3%uMGMIMw&nOw8dlE>P zC+N}3Tmw$b<kIz*v)Pl(X%?9UaHxSnh_DlA_dlJSIV`B$Gq*WrQ)N?AB?gL&$^tHX zkg~7`?6ck${!CpwkQuI{{!u%G)>G=Nbl9R4_Q{jcA%HKeshEC(E_4WP<|1+V2%o7p zqa}o7{li#iu{>>h6ypSTJ+qK&JYE-#_*OdqJGM(85%!OMMFMDO!QlxTD)NFV&1E34 z)he^tEtie{h~S?U9sNkJXQ)QMVWdb5tsBPqq!n+liY?A6*3o^>WLnoeTF8&gFR|s9 zS})@J5dqUTk@i09w{qR+=OKDk6{lGCHne51<Z7a!8887~9BXadz~R2RwNKp%)G%rf z?u=WH>+9V(E`@8XbZ#|9xmS;YB7G~Dp%o65nGloN=mNvGn>tTJK?BfKJZ}Z<o-ZuH z0mw;E0~eTM%r1<NHeS}7JiIxw<W07XDE?$5n*biXT(?+4S+(7P$cIdnXVtbOpk7<V zPe+S3{0Jh*-y>@%mH7UW&P>`ILGoXviz!)CG}miVM7z8%e^Q0{j4ym;Uy;(L^MHwZ zck&ex8z4)^%@EmTM>0D(ew3)QZ9q0+tT8g!hNwLb8hEBe3J<;JUYh9OBE)t4WIIX9 zgaJ(4uL&EFFUs>;uyxj)YSw=E5sPvyAF9&zxA&abv@Z>0iQ`dH&}Rn1%ORhvJjAW3 zgV-vs<4iZ3u+b{I1u#TkG4=9u!fh|r<!rDtZGBzukDM15Uck}^u$AV;IjH4G48di= z1JMlw`NE2FXO-76n^kc51!+Q09s%{E2m`!Yz(9YHA;Lltx}DPYu)1kgpD~K~`w4k1 z{}ncA?|vQU$ybH2^uAH~73bccFTAiyI^iIAvLXgeLW*^jCr4BL8I|#4R}&C&ZV?fZ zE$Vl<SBfy&hjWcr3yBo0<WC|{7t!{DhXXsUK!+%5#tvvZs{f;<W0vC4e0EC5)B^}& zJV0}xNAQ;h;^g9yL3Rem9{meax+h1=51OfdMaMtDfRk$rBs>px1C+ZD!7Cw2&h|4- z4hJNTjvLKu>+k+rH7j}^?eeNn>->ep**rjTpKEKe*Qq7I0ra5c+hiEhd^ujP+)f}l z5$MA~3JUs#6_>h?)WD2Dy0OQ7_rgw>jo9-zAxnZWP1lmgtMW8|X1O^mqNBULKW<nH zsx#cCxj)5coko&7uFS>uAMdRSi7^RC7}V=UOp}tId6!)kB@iu{0~KmeqkX?nk)fl1 zePh+TQ2u2f%)1=vf2wOALI1Q2dB1xLhP`upm3ea^%7q4gi86b6c{|fxe(+-+Z64|Q z_e(9IPqe__`{j)uV2j^mssFY~zNR1vGCPeyB!q}&Zf979H#CMx^2k${s*N*!7w-`Y zl7VYg(swWDYRseKCDk1!nJOksUk{g8AK$-<qAJpfB+$~wYA~f~z?#y_(PU!U$!}V9 z%s_qugVwy+r+S%#hyXZ7%%b9jDS3@?LuEV$pXUgNAtxZ}5Y23^PeQe{>`R!TdD7ft zklF|WI0z9qS}NmF)GXRX;#uJ7eWhc{*Ug4W;KT&r*P-Mkms6c?7Ra@HE4BP$+KTj_ z;w=(d`c6C17p1f`)oiIMXD#X{9wr8o?$RLG67CnIccVJ}Dgog*d4ZBBC?WkB!@p2K zOUxdp1HEiC26=!Y^2DoO@AT7Mqpg~MkNa0H5iN@tb-c#d(lD3GSY<wPf`^&-&zYdV zTTNraR@Ah7Wa&bYL%r1>pX;kvPd>$f5iHFS2XuH$27FArm^~8Pdw@tsx#y>4z@YL4 z$W*JYLciJ4Dg)%*UJ-&%pb8;Yu+0Vl3%cN5I?_6HHs>Efq0OecZJQG|rk<aW;LAq* zf8s2#QDfTq>W#3FjTEDRa?izQrx+4Vb8CzCMf1?WzALm<u{cqv`LV5?%g+`Amx;OQ zlWPQe=|{^4<$(yA;vU62w5pxbPIl0S8By?Ez5H3YBLL!P<Dhm0(47Vmb)_Cm_Y;ap zc!3X;!g5Dxepbw^+KGhVZ&W%4m8p8xH@=y_TGfqJW6zftKd~MS^3Cv7d&LztP}0*d z!TC05`ef(i^bZPU)qpgK`t-r&(K}@kP#PjJ7lw3$X*(oRnAcMcZ;Hk3dQ;fp%)Tcm zn(XsaPJnft?a#ILT7t-d05&pim2n6yq=PuIZ*TfJQGmoL9TG}Q)pn97Je$Vfq$>05 zBx0W3eVGyx*ky-_b@enw1JXwvxy|i)x$~l<&66U{O9)2oEr*trp-!-UM&H?E_oFN1 zEHO#GtEnt>Tt5G9;XhizGj|yIrnl%^B$oMv02N?e2a}Q0BbW7W0pOI+fs~88Az@$$ zj;K}neBU1*;C}$sbdP*p_087$x%A=NQ@5BaNlY=*M@|o6@wk8<=H^}ctb%y(XXH=5 zcRuYutba_Q4bK!`TRe98`b>5Y%vi~lCqEB-30U0Hh~SC8ez5C3W5NIfd-Q+6Oq*m& z>w(PQe41~J^y_E=1Jq3?n4ic$Iwju*M-9Jc+u#n+9|gg%s&}qnM50=O#xpB?yllNL z!|vqd`T2zobmh%R5+N|++5Jg*?3z%W6G(`74N97szn8#gfYRT<%6r5TNOfMEnZo6G z{=LkrJk1lrtmnBpY(Ydam(A1Qs%a@+H-fc=ijzQ6BHL!G4d{Q;(IiH*^>lsid|BhQ z!s~Bvx73*F4+^75_up69E%nIK3MJ5FRKJ)#L-3l~_J+s-?RL6WqCJb+LXU6k8_A_R z&w}X}asJDhYd=QR+dTZ~dzc+wBSIo=iuM&f(ktk%9Ue#B;wzqR2tU)%(o|E~pCa#` zS@Wl6qQ;VO5&%|EqK_L5{na`gtbZ~Vq=64k;UxSsJ}NCp%>+yT&`9a0wJOMKo=1#m zA#3JEKQFn7wpb$tVTpZ~U}DdLLs{fVqI|`6?j1#+bD6xvtaD~G>#bkJK{TZyRJV)I z`nA)JIf?)~r!JaDO7cXf)`?8^Wy?wf#|)Q$dQe!b8NeYyG-5gjiWD;)&64|X^_#tb zDIo&#Uj7Woq>%$WxxAn*za02cb3AH~hx6YcCN9ejPXL;RNA(jy>n*f@6Bg-sB&}Uz z_Q;l{53@{8vYgy^rz)=QNRD=QFBfEHhgu%TGRpcid6IoU-R*RD=hMk&k5<jr*PZ3s zpYj^y_5chXB*(Fx^f9mgekXxw;(hj0PQ{y<QHiE(KK~O#uG_!%Ps_DKzS##EKwVp8 z@#r#jUbMu5#eq?B?jlr%2;fe90qDqn`G0F6OpH<^ds8-Lr;diQ7Jv%w*PCm!LD(OZ z9Gs54FRLgxB#JOmn{C!MD$mY{D$goxp*AxUVE`hnZM5?yIxNc=H3ZvPDEPF&$?QKP za@xZf*$9_eOm!{0+F3gwK=k+Ib?w@%O@f?ZSbFE%qCQsLcf9@8+1nZhf?H8ibzMjb zFv$2T1{XodT(xg+A>d=%*#D+fD>MdzH_nL=!_IRyk~1AQE*1akx?pn)V?<~JM~D|@ z-UDE+C>*HqdhlP2edn=3F1kzCMDx9R7)kc>38q3Fy3kt)#m`CC6M<~IGcU}fShKIU zs}Y%|a_Ou=VV~R75TFEow7oH!62@UgF+rN}{@(qriP7)AuxEgxk+`}R)cE2CzZDav zk|^B_M;N`N``fC456KnkeaPO+j(ndN2LxbOE4}}5QO5`G1+b0ZIspS)^DNIKtA4tZ z*J+0|MoBE|(v)I-IS2$$Ka{Vv-LuwMLwP_lR_T;IoXczLMu<^zHPDm@q6}T~zLi*g z_Zs}GTjX{1BlF_9PX0n(J~S~i@M}{jV}$oOv`W#W*hiSfohQGHXQAc8D6&HH%?TjY zu4&@xpFac6GZQB?g|>uaBPZcN$;ava=(ii~!?{u(0q5$m#0qgI&EgbZ^7*3HzINi6 z%=5c5sViW>%pkihIzVxUWbJndFB9#?!cU8wu$2UnmcI8X0hQYu@0O5GmRc3fPO9|& ziXGSFB&BLhBjnDqnWr4Cz^tWf-!H%i-}T4D#&dnVQvMREK`KCr(L0>!B8h6r_{{sA z@$98C7_~n+O^f!2uS`ddzf~%4l6!Ha%g+*i;N9+d)_u?B`Va$bY5sx1{3FI+&e^(4 zoH`d57;n<hN#IFnS#e#I10gl{vEA0VLg(!kwFIyJ$yJ4;r4&o{R@<_4>3RV6Z5W&Y z>oPEBE=U5O4Cm|hhD$6{8d?}zNfIYJt<*Itt<#+a+2@pIo*&UUR;JTL3#7bw&KOPV zZgM<#<B9R@IkeFQ?>xnW_p*sBzrqIM?@Z^Zg?lVW_m0*X9q%n*<RGBK39sqL-R^&% zjdWanLP|wseU}Z`8ap{VniwRmjY6kJI{hb#bkYe#64*2q!x=;bgnKhp*ZF(*y0zRH z1Pd6@|9CV^a+1zAdR6tT#_{;PH*SC4rK^z|QjtZQ?>76US#6M&Z|9msGRm+2lRZ8E z#A@w?Gb_oqq<2$0L3-DiJh__^?N{n^Ug#=sfYalN5O@RU>u?T6z-Vq1v_P;B#r37& zQfv#&;p<<ei_3FnC^jZK??(9t|NThBKDmB?eby{LFT{Redib;fGs!Wydot1tHN;@Y zz~(C{yM<0AnL1sdO>f&4e-IN*V>X)U$NPyA{fsW7oNe;4rz2nbrnKD0<^FO5NdKcd z&_jpn$K-SuXYY5cVY;ANb!!*UM3?h+86L^FN5fAp8Z=(@#U9=}L?<4L`yaE=?YUI| zh}ZiPU6oTGZ?C95pY0eUX$n2Qm#)Xe&e&HoVPK76-dxY9DKfpUj2!9I8Z~=9;!%TZ zyXyk+HOVPJD6KnL-!oU|GvRfC{k&(>2%;~_NB*j+S~I>hCEPjmrHFsYOTnB9dQ<p7 zQkYk#z~8opnF^f0f2X6|HdAY(D<(Pt507}<b*h>x-%%*ce5d?%oNj!`zKwT~&;B{7 z*{4xH8_(4=-liRa*9|J%N4t$JeULnBwm)~$jDanFp*2~*m5=SlaYDWHE1SfY!A*Is z5186SxIy{rhAce}`PWgTN+ni$t^`hNygD9bhDA1FUJ+lahA<EimE6!zXh8~SJeM(_ z1-?xWtST`ek2ZO%e3iPh1MFQ<q$Y=CAt|;7{4esreDB!tAvlbS5Pp<qkvdN9U?FBc ztc5z{AQ<vJ3mBn^Vw=sS4VWkf=`nK}Pa3=4<HHbj(f(t*L#f?CzE{xi6|9xo9sGa_ zl$Dj>pP6MoDl&G3^hjNI)SaP{7lhI9JCzYcSWt=x9n~3@&C6(6wnY#`f(Rc^XKYMO z9hDW3vv<!^&r<_`)wb|jnARR=Y=3N6J{(Vfn3%6uy?1kgtEs7MX~)$31h6l+yJqlg zm51irwb&{zAC#;*hu#b)vgzD;T5JryW-0$p6?y^)^l_fPj(udbnc_tM@%)2hb~G^t z-#9nPteAtaS6S-Yr|2u`!&+R{E60|F=;Ky8S)Kdj@3NfofgGJ3*cPUACvo{X+Z;%t zJTv<<O};tQGzqyYv(OD{Y_0X~I409}3v!}3gYR|hj=eK}GgIG}ugR9(neOzJ$v>yA zD@ztoi(r_9ph~^e-c@_%^HR^n$?{cj=61NSHdY=t9Kyotb2eS7vlpWCv>Q<Thq}4y zOl7<Mv4;cIVf@Z_w}wY;`4jz=LJwRj&=^&*HwkJGiUcRjn}E3&%KV}p(HL)p1(Fe8 zyjQ%uLAH0aZ`27)8b&l+g{o%9p{}a8jJ+5DVk9GD4pY@vrqFblge_uKv`7jWr>F*H z4<9@CxoFm%_G;^U1yMg5DP&*+g#oM2Tr<E390R3BFF+S&R38<?p$kkN^~-*|jnaPD zVfQFY3sfs+z(VJ`eUOqv7f9`##WEwz37M@bpCAiGYyr|xkJ#Ptw=Woc$Qd~_Uep92 zmci%b)JWRp58#Ge_QMXY6KOLzGVT%NjDDLegW*-egsrzQs*`n7GZx;+Jv%rm|5qet zp>K<RCj?n7yhl7~lmed=7ApDPXFee+ow?3!Kh3t3Dt*Xdl`&jwLj=Q8>8DH-PyA9; zK9ku8!=EV)0G#jis|Dgg6<<hB)&n^pY2p?2KBw_B>A8xJkoQbFpTjJhvfE*rlX%=D z8~LC?R*3J%oAq2IdhT2ydajZFO*;E7)1QW2rpIFR-1-{y+?`VN+;C#vLN{t&p&s<y z{Dp{_<Bf=!>#2wtWj*f@-|xd_guF%@g5D54NV$D<gJ#E+gJ$F3<9U78>6+?!llcyl zgBox|&Pow}7N!cmkMPnA0xHJ7B8oHKbJ3K=-XTkOn+?C4_HxHuZ<{A@^mD5%ISS5& z2NhzcPQK~PYKQdcp*o|^wZ)=-&9*&FoG#|Zi6Cw`E{H_V`QW|-_sk!Orry+oqqXLh zfER;;u+gXLC4p0?(l&x40z&wu(M5=mif~%~>v8*04lJCI{QAUYH(az~Sqv7PYj)V> zfvNZ5zAoF)?&XkptXfI#c0Mh1K=v}DgRiZFuH(Y{`_cJI`{LB$$-NXWv}UzEv3;6t zsKiE=EveI@^2zC9xay0%dfjTlx5Q6Ohp%HR@$+IvKNR|d8E~7ExxjS+*ivj#O>N#? z)U#!0)$#g%$o^#bxo9120Jq2XEjm@6l$mZdJ#2%QVT?jcmz|byzM%6}f@1mYUX0xA zBV@X6fky^s@Xj6HFniZEWa_`tFWQ=~s=4?mh#WtzKV2cfBq5|osdVtL6lz?#L6(+m zg|=Js0q$jk0iCP`C8w5d=WfYAT`wwOe`wMz70{&mTb<c?k)<T0exzl}*W~OOn3_uT zVmplWb`tceN61LV(o36y1)1YJW|yP^84nf%rT7iXb03Lv3MfTd!=}hf&WG(f5BrS) z6A&lEp(4lSi={Zl!tpTPQy+p<K~wN|q(p%<oq;$-0_s?bQb%dk;N+!&8l;d#8Q`$9 z!yb;MA6kBnLSCQMiSI~I6q4K@x!kvfxc>^A+>VJUMtEP9>=ewB%p%m4fScnqGn0X; zWZB~=!aig}7G;~n7mWh!$kyffXn6UMePRTPCXW6LdNZZXvY#`?u{zX)p3W+Wlm!{0 zR~6$}2D~nh*8`4b(O=ylKZT{DUaAJMnAHb(gq{tA#{BV9%or(|)d3WFQ^Ssi^rh%@ zPBAacr%>3|!_8GAHDI9-6OaRg>!`0|hBZ19QIlGZ+=0`JPK109SJ8;3RLxOdw9kp2 zwD%G`7}GYIVRqY+>D1F4BLKziahRLvnKJidIzBbP>-EmAW1BYQk_YB-$@b4MJ7DiG znKRl{<*kRZUA`^by^ruEA*^?BJrl>We>hIXsRl;_;owNsPXed<Ut$cFMXLxJ7AN%O zdo;yv(W*%)uy>U1VTU)&#+TEYSatbmi?U($uq(UaQMOL<)piz`nORUdEw&sJJH1rX zeV&82csHw}#a6NAtz^Aw+F7_Sqt%sb<u>*Tm>=(AxiEuqU%aS%<2f1G+eAQpwb%!A zvF`mB#moPum__F;Z?fyZC`N9V`-ftYseFsGK3I9Le^ZS85s|wT566G=xX0YSSHk1m zXP93?*W`g6im2*}A)Ont3NQ0kVq04QwUP7oxgp>`-{)9v>6T~8e71Laym<d6zkIPA zyICH$3=myZ*13@VsBs*q@p0-CJS)~rI$*T7`LLN8RBYhWc0?Uta^jwxq=8l^ro~Fb z0K=53mpDNV8H@5mx)7>aKtuJ5`i<6$5{DUav@T9=ZW(XWhaxF~t&la1NzVafT$Ery z1j2Yf>UbHSFBalEr0vH73~s)hpy21Kqi>7c0tmTBSviORj)3NOrR=8&5x^if^l>P8 zZTx>j@hjl}FU5Sc|D9sp|B2$7|4^LzhFV$5_zX*W?`ZZfiYfm00Gt2I_WYj#*4-d! zUp^hmZoiXnllXMnf@EV8QOl04!Nt$6)bUy2;VC=Hul#mBtuG~io2J~w#xh$x`Iave z9=?i_y{uMe(5}nYvi|}29~r&{xK2IGzHPOlRWG?zvp=N%l$BZLrEsckCez>e<KY%` zsYL&<Zt1DuWWMTo4YEkR4@Rc!q7>~rG;=Brk>~#AfW6_cfY+{HFTa4X${jrbN!<Zk zA}4eaQsSf3s-_ZTJLB_pna6*k-=^HmCC`-c-~e#8eDx_id%P@kquOr<AhW2bbtv`J zuGiUZY1hqqmj5tmgVWXmtTELmb>h*sK_8rQ;F+4HfK?%<!cD@0L>2!nx`!Gt7Ud6n zBwV)m22WHQMju)nZpg{D2$i{cv_&7fm?WA))(kEU2Z&K|j2;;n%hQ<SX>^uYsK=1D zH^UF4$!hFdifQRvp|k)(p5f<?LqJ1d1RZDwXajkXsP*0KN*^nT`=HM*>P6QiNeU>h zcbu=<LY*lBruJeZijclGq`HK%q|->XBq8S6jg4eMOBpvfitu-tP=!Aa5s8O;?8((< zx~sZ)QNJPu3MKa8`+b-&WPh78#<1Mgf|<$AiIDpnVpbMrS$zPk4*vEy9m9NdfC36g zhrLyI;jpWAatPn+^7nfYCz#UFu&emcW=)Ma7}6FZQaMJvv0cF6S@$&m7^wva1s((% z7+yku7&9!_n1~+!;>Zy&J8g^0eSI2+WJ=Z?=D~RXmf+W-9M~h)UxRG+#gpjYP2%_{ z?M;H8hs~6^?{jG@`Fx)39on>O15df(oRzNO2U~%<ze-$|r7EsGm2YzGS|`3`Sm|4a z%TOI#|1HCp4dAH%7dP=gP%P7-^DV<8lbvic!)knZ|B_+db&~d_(=ptRg?}hshE!Ag zrWm0H_v&91`+9XM#R{p}Y?Rg9$<$k9-h?Eu**v&bY;c@?Nl-tnHl==3d}j9KH6I(A zUq2A!iwy{$nR*t5-rA%DSp=8QdY^zFDY3drYFpAot+PGr<l=v2Nb~e$;elOcv*B@v zKLw8fL9J*n7wy?Kb0I*K@ATn|xvaBz(y3D~J3;N@jv3&x>VPgm{0C!|Weg24J2{`P zLjr++FkVw)%Xsp2v$uS;sfm4>x$06P1k^?!m$$FtzUdr<=)9c<1pkq0rkF6<UVY7V z`^Qaiu;pv>j0{XpCit=JCir^@_|>CjCgB;RO+rD<@$PfVFaVE+NdeOUhv&ObM>_|U z{8;%xlb=+CJaiHToCwM<N`*y6L?9GPbA<N|^Re0_xH_u5pX)EIZ!rcx`~fhq5~qvT zslm+qb|tAqQHGe#u0(&#%qsXg{JnvC5F*iXf*2(Q0lH$TEQ3~9#t?4KG%nlAs=MgB z%DZqkl7?Y_IJm3?)vK{)2$$%4!s*)$KIskLQQZO_&KFkCm~PbIuw{t2pq{3**>?)Y z*#AuSpk#4~U}S?u7*xeL)&L&X#_PBKh4H38-yDh&FSP>%{2%)nB;UXCj@zLJ>C!Op zfAC?<8|$+$CoP61vW$46IRhXv9e$nFQ}^Zf-S*KlJO%kSq**O965plZ%;YgWXphQ$ zbl>zz7pFMPfCCg~f_cl2`rBk+Z{W2lorXA$p5<V)H3++Ju+R}dXpc_i@Oibh>F}Qf zT(BY9sh$ybwScw&3+=I1|Hk;L^^P>+A2;!n-Z}Lq0vt8<Pct|>FzY|>q8Hj4PN)(s zzE8DfBbUc@R8I#G49GM#84!(Fn0bMaE40?|4f`qk5Qob%FS4c*<vNTxzuj!5`Av!& z962W3QYI6s3af;R3oDG9oR^dTL|k?=POB^$2iF=_RWU4LQ~k6i4X(*@bbd;9>P}Ep z)eQp0l{t{9ih@$9^S^}g0a#FBe>c?_QdayafSxf7Rw3@W-&qX91A|bgT^zKqXh>Zg z%uAo3StSrzmV{U~DhX~<R#3KU&gdM&tUNA`E~HE;lk5i_E|AZkS`?wCe3M*)3@JKC ze1JQJN)>G?RM<p(3O7{)ifoGpF)Lr52D~dFC5>DT(r$rJZsB@T2GB4lk{5OwM8lN* zK2=e`zuvs$fd<)xSw~hLR>r)TOi|)dRfBszSteH6q;QZ}jiV$T?6j&h-NG-mh)<}} z3*Q_%p$ajsBEASXIHH0GRkUc3zn`^8oDxl)UOvBH8YvYjL)Zp{`5;YjSKZ%3iiTR+ zf+ku8;a&q<%CMv!P-I@7460861!}<wHI^s}&p<2j;lD!??&78|J~q#Oy$>$$S6YN_ zA(E%T9bE@wJtsZySupR8y#ux=G${dTlg>}v=~p5SI}h4UqFVt@jbM(GFM&dU&X4KG zfi7;;2h<xx+mB5t3>??z)s(MC(kyW;Am6WU85^-pBVoq~u#~C;O(_hI`IGl}EdD%S zfbR#bFd-gW4p09BdEHzd`199c5XlKNzie*`n68LE(cVH?FqE`M#gIAT<px*TmUoYB z#p|a&eHP9lVo2eg>3t|cVRG*2)+zae&?|qWFK3w^n_1#1B8vA2@V=%Cng%#@Q=tkF z2&X3Gshgt{fHR-t%&e;~_4TvMt5eYD%X<F1qfFxK#Tof;-}Wr&ny=EDTF=5cd*;h5 znfAbGduIhbml@Fkhm9-Q47-OFdwQ$~*)st*#|&FxQ>IJpT)^jx9e^wEONwUyfLa&8 zB6cldI36EfZ)D)s?*<k=3$s=)pCsH->ibmb^;Gc+D5}6m+=8ooRd`si%MBGGD<%fi zTt*;WSVPv#2g?#95(c?7MXKawt_TKGmAeZo#b<~-v{!5ao=0OAwYCVwRRc49zZPC& zjBkzqXmQ1hUAU9F9hX^$@^^L>!si!CJg;$Ct`Nf8Tv0?{2;cHL;l@JA(F_v@ku>1o zIg%Iv!i^P9l;Er-Pe331KMs7sQ2+kmor`*yn7ckNB3x2=m=F_F`6zi|E$5vo+%b77 z;3&hN@1N3VB%8rwz~RJ4v=cR(O4|cx!(}__x(wWDjZoO7cz!MuzoY9Q#-4DU_`uXR z(nKdjY9atB=@@$wX6V;zZ@r)e*yfhb<X%DmdiPH`f$Qa*(F{$P!Hi+tjm7&bl96(p z<=$kDs=VN@W}&U3Ejo-88Ij1wFsN2;P})Sr6lC*8<rI!rX6T~F7<@inT@I6KdbAfy z2X-)s+`P?VLIrimMIZOF`R9Z@M8c|*NFWM6-6CPf1?q@igk=ZeP>JDR?l2!yG1|@m z)9&*;Z}Z+<9p?zNVUs&5A4f7w!+s7n!8JX)zI^A=h~I_RN2Xw^2;>8~c2gi+*0L`s zu*MJJ;4liOd=bFKoJ0h;r2GWYvq3sH`1zm*%-~WSCI&Et01Vju-2x)A_C%rEh|t7| z!|Tqcbae}eeJMn_%(3MXEF9OjuE;)s!QGJz#sES`pwlU9_oZ8po(p-ZTWJI3VbYnr z>dRNEo}(m6TdM-D1?rcv+1Jxc@gmUA;p~L`;27}`>k;*iF5(Mf&XD=rYFrDx1&5?{ zn~SpQLUpQEw<28O5%8|!LPp$i;4*4fiw@`Fszg?NtHx4Bk%C_oE!-!dHk|c<%rQAQ zJGWcNDXyF>qiVUHaS|)quXdZ^;(f(o(mfj{+H~RIXz%t+c&tU&xA~BLY4^M??qW*Y zQ@-Tlj;^zd#W1)MHp}U=NQI}@1~=A{@uSGhO^-$kvF46c^EUIY0>*ses8_i?kQXq2 zO_6b8xZjL}BJW$fAP^OUF?iO1?!D8CbwzTq?qRI9uELh4Y$pdVF^Pf&U&z-Y6dbin z$5hs%So_EQ{n(e-x_!Q+wFy8H$TgR_V{~EmR-~<cM(|%&rVq$n<lKh*q?*08ghwJv z5sSc*oN}7A=0n$h$QOD!nr2dKid5Z>n8{+5cjn}wER&P!w2mSIA?6FCDX~?ug9e-f z=9e6F6Qn$wwxkH?sa8Mk(qCN%6CC2kPFNtd^+M@yM{T86*AeA#G*V-fYSgYjtZfrm zH&}g8xCs)9taFH_+G~nz@LfKfuf_6s8dci^_bgxp+H7@-!hMTUp}W9|fVom>y1>Z+ zm#V9x;T!mr6C4g?yxE?Ypt?@t@oOxbar`etuCp|~6=p*AS!u9!6$B))s9=_cy(2+b z=y2g4LqsnFc&#KU3E3Y<e?8J4TXt4(NU71=ES0SsGet3p37e3(-1UsE@nBl~GW@9* znl6&toME0HQK*_X`{s%{P1fF3Bb(v?qQ#Hgtj&-jmQuga;Pro$D{&CGG+?(_7xypr z({e`}<B=^p0pbLuw^fj6Pq;go+fYJVwY5h`e-Cmo_RTnltq1TLPVxE5W`cD}3E~=b z>4d&R>te_p9kG<-Qa61#jJ#i@*{E?L9-7lNi3R6TFNnN*6qn>Gj11jlsS@4+AYaG3 zFS3^ljxNkDLtQPc4*DHo<MmdXotv2rqaSr|LpW<%Hje6@-USXlK3x%J!?<WYA=Ju= z?@!r>CAW5tid=-udn>sS_3&{e9ov}4EiL8ZChHYub>m;t*4I4!(~lAE^P)W)-kRrJ z=Wlp)AsJiDM`F`)`9!4Tuk$bgwb_DptBu<%FukmLMSnBKzrUm<Zdq65PSaOvI6gBR zLHWbSXLkqmc{&Ca$$;M7_Bk{q(%U7FG{Hm)=J}%&S_{){69f%&hm!{;A<T3h_$oFs z%e1txdWBa(iw6~rJMB=)gQ{t#FqIccPf)Rg2+5LkDGRBRsL#(fLgy_4o~>t+Ws$Q3 zyibp=Q8EH4=cvFAp|-bRuC3wv^9Vl_xOAyi#wIjo+V^vGHATaX@8d3an9R{TZA_uB z*@G;0DY2)o(j>7Klw6%hzuOC~<io#_?`{czlF-fnJeOqj#2TO#Mvy0p4dxY}j%vi| zQr&Da4V^58f0P|}oJJA=cv#Y%$uiPH0V{J75QwX*FNWMT194D^Dv4iM7xp{wR)i^C zpFvZ;lVx@27s@62|B}-m3W#sSgvj*cjOziqhciT+Q;MSJ<}*H1H*=3-+X;g;;h^J4 zB$MDof|6DRF=1uYgj1B39i$PL;AHFHf6rki;|`@At5**|ru$nDV0UGNvyt-1HVR~} zG6%|NU=~&kMq^IqusP&j!Z6LAG%{T;*ON53dtTIy5$4i1G7j8FK8K0;oOtNe5zj=Y zols_P!~T^3lZuOSC>N8;hu-KUjzW*{Lt%0%a+B^CQ)P0Oq#OgPh_7m#n--$x>zw0P z$`I%r^t2nQR@M4G;Ab|t5$_A!;LW}S3@@eT_8LJojN;GOsm9W5d|2)ozKxaglUr3| z_!&%{Ds-alu?E%%&wL)+?1l1-DdcgRvnIFGd=I;PEDa69p@k@tMgOZ`0u_TVhY7?3 zXqH@vYX*w6s;#n4gD-Vmf2-GvYR)U-RGns6w2TzOIXa|xQl<L9r2(zkut`J{E31ke z6Ch?Se0B#G?~_0cTXide`fJm3mQH9=4?5#G%;WTJZ`;`=)2$D3<IQS^Ae9g%TSEsS z0-8e_1v|L-%=QwtYmO1aY`pVKS#$R3uf`77zSODUs1_F#JZ4cDcc#WBqp<eld(Y04 z_K#5FVu;6vzJkWvP5^8^uH}T)qA6VbLnuE6s6mw`Veh?|ANy&RDC|mDr~|CE;CM=| z;~w^XR}l?y1pOZBDnBYHnGi(r8^q41U4Jtl$+v-}tSo6x|4~ZU1i3N=$z2Ze?j+_o zl8YB^w2!M4{#+#%!@|P?ztT>i0pFS>wO1bq;Xm}W7Y|zt6a<|18PNWsF>%xnhoR+x zd=YM=K8@7YSj*upF>2FR8*O4X>%ffH)Z(BY>X*?X%0)kjU)U@Uz1iMSr+pdB^Ug3% zJ}oz<%FFL8-Ehn=Wt6@FOnjwiO@L@zSfI+vr^sbiF{yC2?JPv&%4QlPH7<}Lx8$%I z1h3_=Hj}fa6#}~W&6Ho7Mqk=ciyjxtcx?J5rti@xmtPi3d346f6%HuTZJbJ6npznR ze08#NSd&YoFS@vcGv;&7e8IPVMHfqtD^c>g1avBtcCa+e3a=T_IvAsedk2IdZg(v1 z+>=cFNGIbQCMXe$Appr<=rXn%*R9WS)1Q-B+GrsS+Xt|II{FIyUQ$xG@5s71S)D+u zQ19&hQQ5=eJgElVlalCyajf|^*`5xgs(p~J@6l{Yx72f}X;S2@XHb-bn%B82E7q^h zBb9pl_F^NVj)cs2zZ*Ie^a9t|RR_FmXlbGpIZk!ALIm`?sR!oW+R}%2^3}v8>8_|+ zmchcJgcUIQB4luukbda3!i$@DM!39ow7{^!xM~)h?n||)zUOmOXzI;+sv{Rtc>nqA z@f4BM>G^j5P>9jP&Fy=w3*$L^r5i<^=*hi}u^h_$Ko~?v>SuBDvG}&f)Y<JC@5y_v z`}OCZmX@4-j;pL5E(ceV+ne#^(aY=!662$!-~=E?HnqgnY58s6j|2w6ryN#rcfjxE z9ui-Tcq)39w$1>5zN|$Da#1P8crt+W@~Adb?2Im6BH8d`@tCZ9;muf`LbgoZsR3C` z2g{C+3=S+KamjD=_mBH4m7#Ru`FhKzl32SGyBH+T^-)ij!wJZwVg=hH(DfnsN)3f3 zV}NOv?!H+&UO8DWjG@r6D&98P2jmbruVT5x-S0feEp43}jE7sd`@`U(C*=7+H@eME zZ!tkm-v(K6O_OF=)D|F3JH<Cb`z)}7B~1aID*UCMWx2DxSC5YpUp==o+ppIKtz7u< zqxLqur`G`iuT&SNlRvrN7HJ`yx$w2&6Cn0c?B%mj{pQl+<>D!uY|33zYkMjnb892o zwd3(&##1xW1)E{3C`ZcxDqy1<;z~E+@w)So`9vesp%}Dk25pIYB_5zqmAvg>XqiLU zgD5n^i`T;`o2R}9V|=#P*-0D{pgkcE8wTc&ck&E#Dm|W6wd=|^^7OcW!&P?m0N{kB zFK7n35qiz!guz&5e52`m98z%-n5~r)d$zp-Lnx?j#3-BbENslIobmZo!N?rUW!v!e z5xDht4hb|p)P%WG(0j5QMq?bFQlX2^^u|T`ObrNKn^^AlzIltp=n)FB0xHx*jg#C6 zhx+hDCX=WG>plPd6iv@)iCxDz1K888xxILMip3*-%=K3PDQD<1x)T(@7mUiam!RIA zt&{c;^65vjxBTkx5v6?q-8PPh#@tajcTIhkWhHS`x`7;6n%-X~fmpT^K~d%vIMXFy zcbna1g0iLZ<jIZoN39Du+<unl!tD%LAfZQP^D2g}@x$LALazhosmAl;5@4>|?bSB7 zh0pElc^h=lu^K(^dxKP7Jb0z+ljKIAbM{BFm5XfHbC2#B#M_7GREOoR^Ws1ub`u|; zN4B&2t}IDgBvQ{;y;EDw4LJKZGA9;2X(o_lWO&gFdeqf{wjQ_7!}VUHUW^<bPOVH@ zxRdvuh{gM<26|23Z}4R#GeB1DRG*}mgC}pZyKYa;-q6*-{w5Fi%g2FTPZmy>M_~2@ zHU@#9OWDiF5+3<#{<X8>bbVl~k_c7tAA92?Zof1&;`w6Y&({Z~M^L)c)CVictW84K zINq6V5-S~x&$B?O7|J6TCAKl8IwkY&Yz0jb=;fnLJ(&*=ccubACxC{YZ%?;11e!;; z{ATbm({cPAE*Zvm=hPo&D{60NXhDQ9!hkvX=VRex<HO3c%vV$U&8T6s0R^Qm6@X6b z+>O`E%@N`ypNH4|#NFo7$<%WZm%Hn8d)sdfqhvfTuup@8IF+V$da3g7tmKh&)?(el zDSflmCQF1|iFu|uG63Z~OX8d~>xAIniIr~8>z(JNN}8bMfy$$S=W`^z9$jKcNaf7; zoCHB_te&F{C7LHm$w3#d9uJ}HJJ~0uIsmCTpQ-(q>^AT8wXX;eA7NNe_1E-U-~y$# zQov|lHn0m{RgH8yqrF{7qBT35c9{`El~NFGxoNHX&ExUS8K5*4L%9*SKt39#+A@h! zd2b-g@;qxG-WD<po4Uo~&>}xmmFY^I4ZqH-gXkvu``zq!q08steaV&`nUp6t{^MJi zxXS`hN4m7m+!6<l2-CJ!{_ZEtuP-BsnIoQYwc)OtAJMfA8gK!33!hE>LTiW?%z%t$ zjJR~Njm)l1GJsmE+P%;7Wh*&8Z;c<yeK&$^(g4+aIU*s(PLPchFgeB%3UXIk*k6kp zym2GEHtIZ0c2Xuf|EB)!#49jNRZS1%sJyw0c(Xu+{)nob<vuJzD|-Qy^pDQ(FI=K# zJ@f4@62FwGE;PMc%`+X;w@uM`CBo7lCe041Zh$@0wJhlq)D1iIi49!SZ%7zgB7P)d zWhXBv^(HR-wY;zWG1VQ>(DXoc%HdS{tngRdaeH>hOjXCCQE2{eZdH{;ISLG(Zz8a% zTLO>pEk=^=>A4t{$@(Os_o_s^61eJWD-7|Gdn!y`5Ph-6U8?;!H~}CGKnR;<(f8v- z1^uIe?D}KWrajFh<!?LM%0a0Kxyri&By$3>`z$Wo`&m_S;sZzSFktKZ8rQ|2(d72{ z#vzaojkccz@jPE$ZoF+ccldI<-F6{%kU_^zY3CVm4yYoqkh_s!<st!b&sAjNnI-{~ zpJ2c6%;^-3e^63E!vOO0#Ap_bo=VMb&fVkjTE!7rxr2j@1>*HeMmGda?#SyS!GcKx zB;h>tW(!kJZr&EYJxn`)Eb7mbc=6d1uwavb{$F6sfIn^GvnVAGS^dHWM$`mo-{XC* z+s9{-@@FRCsqKo<#-k4XqOslyvx_Ha9qWJQ*-+-ChDvxt1vJ@{wTR38EuvG>d~cA7 zvIIE(h^hZEdSh7VE(~neXsvhigVys!*fhR~6zar7d@Z1)YJ(MYn@_$~_~6(3<1W@; zqG&1ABkz;n6Z|Nt(Cxu{x?Ug+;^}Lc&Ne&r(Hdwux`drtzwc!r(IfY1(*rdz?4<t& zuWPx#%Va)*I|2g#3ez5xfw%c$INBj2w%8zHNT_C#Y6~u12;N4-`SW4W4{yQ#?n`lc zT?0@z{LXotro>OB92?LR-R_VCE>|2AQ==kPe;&yH4QQXj<~)#ij#qCleHQ2PYbrr_ z$+5Oy!1mn0zSxSe_(~A^420lb?g1hfjV}1Fvbfa9NpN~#mekHka9v1N1{P*E2BuWP zDR7+s><CYRYap=@P$-+I6G&UQnh-G3Gcu)CPl00qv$PIPfm1>&(u)YN3kkCc(2I(& z2(bwY2?z)Y3o~(Wuro4=Ft9K%@e*+VUr*72p_4YTHFGv6U|^#Ecgi+tiiEYQ3fjn4 z+t!nUxj*BK5$t@p21QeGQ__5j;_pclib7jyb<ENrVIf0d8D=&V1`-r;<}wHMwBuoT z8g26eGBUGb>nLPYmdnj?ip{NDT3?Q*udXN0EsigzOX`T-z5#i({5r#fkAP$Tm<bhO z2$0`lf25Uxm*9?a8o~i4@X~^?=F}R0{Kw2I=Tz&mKu+ga3x1ic0F@Nj2x<*GVyDGC zvac$pMC(JW{%9hlF$>Tz@0k73m<4~BcOj}Z=t!HEnmRZ8qah3NN1nwDtomuFh&c<h zPC+QGKxQm!Y%yySoDGsp?D9kvKUdf=LIBEKkSnH)mJ*6uKCS@3=*fV^9qxi6L-%`z zm;hJcaAv6LY=|p@45bAmuKCg2sHQsXp97PM0?O>OJ_zQnpIC@Lfi2`*%&CS<`BxW= znJds+{Ho2BW|fC!>)@kFQj|HZA$81Q=ZyVrX9GnIrL<98{dAj5nODrnkA;XiND*K^ z{N~9##Q*#RN@9%%)G1!#fO+*IVL}k=(_w<Y^$Ji&h<bR#ogYyevt@&q_JW0NlVC!Q z^jh$H%o|)Tks5P1^oTnW4M%P8Zxo)z_!VwrvLg)lLEEEbft2=vv4c(rIBj#QlI_(D z=Zn_3=2z5^^+DGB>E);ik*`6}nERXm)Ya?ik+T2{9a(}3075O<JNE!O2fB}%D7bZx zUD?XLLmTO>+3dfSrDK=bb&g%&sqs3&Diz9>b?{t0K{SJ5*V&O#z3*1s@7cmPeIJ8z z^xjUa`t6*G|2fX59_iaFUZWwX=Drm1_;VF$YTq&|8R$*;9m6f)0w{FIH&1l1Ug4rj zcSubkv#7Nb06(j+34Bbf2YHOQ1<?}lgL?Bzo$D_U>m8aW+37C}&?}I%Eia&yCtbfe zTsO{3=k=4{3k-E`nl}fPo{so=pjqQZLc&p*zcG)Cy{ey2GHCIp+bor8hDWmtKDPZ< zs+XN5z##qcg1P>4wL<}-#?6#nJA5OjsS9B8v~<$eHxK{1d`~I0c7FlZuaSt6n`nXP zPap(6`f*ws{o4W7bS#B3P$8909X&gh4R#u^X@G`4tvR?AfA$I=al3k>&OlZlYH6S- z{m)5Y?D#WaA$mt35m7yyf8Eo+pqey`UwPz}P1tQ0d8k$3QOlz^5rz8rn4r?hqW~=I z^q&r+{RJMLXvD;LAkxX=Zz3Vm#@E7!QbjU*4zRe0&X5BXmaO&CmO8SPMOnH{vmaf) z1OSVKCEoUGQV0om?)V#FGE_>5B9i#ACNySsc6(vBxWB?EsG-_K7vW9hx2dCg1r-(? z+wzhVG*N&GFN;cHCQ?s&g>>N>ML=aRdCxrQKAnP}@M(f9nPj{(o&}szY*ArY6ge*c z<U)~AXcIXu>%B8khr|)w0_%giyQTJ*d1&x`VSz4eu1}eHY4Fvi{GwU1y_7<aN{XIZ z(*#uqzKKmQ)yzkwd8^81jy$t@ve(pi%-z8!vCSyeS68L^---u4YV7(`E<mhn-ExH+ z88vqEY3)VCqlS%BW&uMb&xfKxvsurm`%Y}sL^T$j?fCEc<eS@?sLC0$&QFQqOf|+$ z&Mb#6(!JpsEH*lm_3o^j&7~-=<$K(eLNCu)#awnyIv0M$*o1^+W?2bJ$#JFcZO^2| z!XiA<2Z{%ql2`^wg;P{%{4MRIf+951VhTzT33SN{`A7AOOH_}aTe4_hpbed&sSY{7 YsHrjQ;IMFP9E^+{Fr=g+a-uN*4T~~9ZU6uP diff --git a/src/generator.jl b/src/generator.jl index 72952aa3..87b1dcef 100644 --- a/src/generator.jl +++ b/src/generator.jl @@ -28,7 +28,7 @@ function ECCCoGenerator(; function _set_size_penalty(ce::AbstractCounterfactualExplanation) return ECCCo.set_size_penalty(ce; κ=κ, temp=temp) end - _penalties = [Objectives.distance_l2, _set_size_penalty, ECCCo.distance_from_energy] + _penalties = [Objectives.distance_l1, _set_size_penalty, ECCCo.distance_from_energy] λ = λ isa AbstractFloat ? [0.0, λ, λ] : λ return Generator(; penalty=_penalties, λ=λ, opt=opt, kwargs...) end diff --git a/src/penalties.jl b/src/penalties.jl index 19f06ae4..92b007d0 100644 --- a/src/penalties.jl +++ b/src/penalties.jl @@ -1,5 +1,6 @@ using ChainRules: ignore_derivatives using Distances +using Flux using LinearAlgebra: norm using Statistics: mean @@ -37,7 +38,7 @@ end function distance_from_energy( ce::AbstractCounterfactualExplanation; - n::Int=10, niter=250, from_buffer=true, agg=mean, kwargs... + n::Int=10, niter=100, from_buffer=true, agg=mean, kwargs... ) conditional_samples = [] ignore_derivatives() do @@ -46,7 +47,7 @@ function distance_from_energy( _dict[:energy_sampler] = ECCCo.EnergySampler(ce; niter=niter, nsamples=n, kwargs...) end sampler = _dict[:energy_sampler] - push!(conditional_samples, rand(sampler, n; from_buffer=from_buffer)) + push!(conditional_samples, rand(sampler, 100; from_buffer=from_buffer)) end x′ = CounterfactualExplanations.counterfactual(ce) loss = map(eachslice(x′, dims=ndims(x′))) do x -- GitLab