From 785b748ba4c848dcab47fa19c1c544a10a23d73b Mon Sep 17 00:00:00 2001 From: Elias Projahn Date: Sun, 16 Feb 2025 10:36:54 +0100 Subject: [PATCH] Add drug plots --- R/server.R | 1 + R/sysdata.rda | Bin 24021 -> 114673 bytes R/ui.R | 16 ++- scripts/cmap_drugs_analysis.R | 136 ------------------- scripts/cmap_drugs_input.R | 47 ------- scripts/drugs_analysis.R | 237 +++++++++++++++++++++++++++++++++ scripts/drugs_input.R | 103 ++++++++++++++ scripts/sliding_gsea_package.R | 10 +- 8 files changed, 365 insertions(+), 185 deletions(-) delete mode 100644 scripts/cmap_drugs_analysis.R delete mode 100644 scripts/cmap_drugs_input.R create mode 100644 scripts/drugs_analysis.R create mode 100644 scripts/drugs_input.R diff --git a/R/server.R b/R/server.R index f3f6290..6c56b6a 100644 --- a/R/server.R +++ b/R/server.R @@ -237,5 +237,6 @@ server <- function(custom_dataset = NULL) { }) output$gsea_plot_ranking <- plotly::renderPlotly(gsea_plot_ranking) + output$fig_drug_scores <- plotly::renderPlotly(fig_drug_scores) } } diff --git a/R/sysdata.rda b/R/sysdata.rda index 58d77ef84273d95234fabea4e9c5dd00f8f62c3e..c0e023493aad070c144555860195bbb7f17a340f 100644 GIT binary patch literal 114673 zcmbTcXIN7~6EKR>JE4gbX$d9}kPd?MP?Ass2mzvWq(r2PAV@Vdfe=DRfrKU^geFY{ zr56F|MU*C8MT&yL<$d4p$GyMqbMHL6XLe@KJZI1B&g`5yt7~`frkoC1!V--Sa;~_1 zhY)%G{|3vvZ#CJeE;$8WiiK!{M5wMkp`yA+1;aLl*xQH54>z$9C`v|`E{jn82bj32 z%&7oO|7mhl;dr#g(zwm35-&CGTuOVw{4B)5U=dBR4k(!Co^5hm%&g~H>6&78cziZ%AU)rirhpit|_B6Nl87qO&xuAO@ip+ZVGC_fX8_o}3ubs;`6H4bopa_LRgJu08l z5ZlK;s6yH37ogZD>`@+a^HdLXFjON`@64I4x-X?TiAa#F0B|rNN;l5@a=L}6o(V0F zfa4QK>k5EVG`7Ca-kgGsPMoRX9pJ2BavdO0n;S9Po8&MxPKqc!NJ4u&pli0oTBk^1Q#{O-1&!hhs!@mt=Oyhlsu$G3<4@?dUzqcQ-*J^_(}G_xQUMT& z|9kV|BBp@aE~Xb2+Cu#D_rNGZIs+cTc!^eA@5SadWNmf32UwhGMQfz8L`C%=Z0XWS zqEw0Y3q{2jfYzHc1C`uY`6Wp_R>eA2#c@|R>jfgIADT74H=|^#j)0l zkvUto8{OyiDYM2yl%C<(vHB9vJbUR%N=lX7?MCOr+)`(t=S@_HJ-krLN)tRq-oIiPt?cf}eMumSWN%Ij&re zn3^i0RlvH{OTV(G1{4`rpk6iTndsRyCs)sv(^`vNx=<7s)g?K3M=E1u#wZplDr1Rk z@e3wnl)NJs6&GVdw6mjxgt3XNiM+gHLW*|f3!DVa=w(MLDw=mWvX|r(`!kF$C~=8o z#!?PvR(?gtR9$}0#7FYRpR}DJC)5Th@~)puXnJz^sU;8)!;_N8v&!;M!snHh##AQf zXO)$)@6xEKwORS8^~M#kCUg^@%rva7Qn6l3yH*;nO>J0C#ZRR;dMS;nkM0T8rP8Pu zu9Age6PXakiY@x`QEG!HR~1L8wW(aGsK&PLU3x+FNn25Ilk0%$}eo-n?kx+oVT z`5$B(k5XNB6qmT9_>M8QugmcgUpAF-sgvRu?m1zeD*Q*-V(RXQ?dn?7b?E9^etzTX z+A~vh|KNSo3tnCZ@jo5X{e%Ag3x`7CS=hgui>aLjdq?*VYGSTB0g`LG0LlMp(aHBR z#LK_`AB%60A=xcfu9xM0mt3X`)bD~Ykndt~dj?=}ixt1>#L;8>^`gS$h#bjo&n{}L z-c_gnbpKC~Z%|OA$5!`$y?kGv@vS^l{eP5>!4i*I#fKW2kv2Fc0rNOjGji>D!gQ5RLENlaFFThlE7I=M#b|OdMa4*SOiZ-&oMYv)IJc9Ny$< ztUtmuwSP2e{6{z*E zrcU}ab?v?t@OZxy7VnFj{i*u9Dvaox^!#d5&$kxr&v{KP;l}yJ#y_kbzD=)t+pznp zf22G73hR6`=GPRCZ=MQgE=kw!|JX_kDLkYPi>ZehhKm=&B-D3=PQ=vz-lC8Cf$8Y{ zZN~hyO$*oQQ1j6E#^5ifn&W(f>pV$4E`HO0BlN`a{cG|~tjguUVza{PxDhinfL-X%*Z6lLsLXG!oh$G+^0U)t&IMjdLgAmK2@THKC6cNv&Wj z{+Wg>^?ft>%<^v&$z{fpZ{4e}<|CRo@+0H=FfLnSgnZTD@6h=iw2eF(oXiAa{F(V z%5d&+jkdl=x)nhjyUF;1^k_TZAwAS)j{8L+dQ^}!=2Bz`RDW5F(SQMvX3VAI!9@xwTC%F>5d|Y%dt#eXJlqhco$)`Em&HWx39#h$ynk4y z0wqe5M_y$3(S*hpZ~7O+&GM||C3d)E`R`;#h0lKqyR1SI<;Zx1ZK|#;V@--(YChU^ zts-_MWL=vW?rFw-RXUOgd1UX`R4>Y>3Q^%+A$m8{4Gh0`%8+Q7@*57CpEPJ;5C8zE z_;*8OruoW0qQ^POD=?TStNTFipqlfDq=_lDlUpA4ws#}{QLL_*%5I?@{2N#7bwRP~ z{C=wAaKQ)pe!H73o^Likl?j^4=Q~mc)T12&=2NT4T7Oywk7`Nc%*?5PLkT1TIr_FNCJ5w?EXF&+kupfy zK}JUe+>umX*9UBoX~A=5%3=a5q{uUE_AoXxj z^@hmkGVsgIx)_ditFMYMRaxAV2l*M~`ex9?1W`&Ry$o9o-&_sgQmT@Tkw59b8at6KmxN^=5{ zhrNEeeSr641IxJ?oNCG3A1FA}N`^^TiR~VNv^7=Q5e%sGKU_bu8j17eCsKrl9JmrzWZMJE!rI+zJJ(X;^F|G)?8qOk< z!P{cIpVYF*onzl+M{A7Ekd)XV+6J&V3(};ub#@s$X1pjBUFWrQLxlF!e!YFK4wLkv zWqZH*+g-UJ6@HwU!hQU&Eq_D304BLufM9E}f<9Vfv%iKdl&7Tr11I5vK zG%!6LwaZ9RjykBj`*jH?;V$0esRMLq&;rC24(3R%o+7_bOQCT zxoJ4E>U5EpBTme=7EPm+0|9(lOkfhN2rT+M{!Cvy#W7Z|x19+LQ&%4?j%EGjWE4-r z`QtV#b@*h1J;d~Tf!ptkp{!1Bwp|7H={B(yK+zvRbvY{QCmB_YgD}Ln?o6;g7 zZj7OXmiqcN!wCPuqUvXtbMY{xk4*EnhEx<~p|PcFg2_fHS&sq({ayuR-^cA%;{R98%;-dOu&6AWYMUBJ}etVO^o9iv&hjOk@``qhZ0X{e=JIue* zIK_wdj@7W97|R(mJg1srL6&MiJkXL5V+;XdGKpyeo2K z)`#{;_}e}A*OydOxL$k))!H4}=}X%QwB3ldEMxv+qA+IXKRzk?Hug_lmx!2{ddwr- z<}>j2OSKd6_?6Mp2O>EC_h~303t89fc(cNj-KIsDBMv8&zw?Ty3ltCZ?jVSvkLcKiqA;9Xtsl4}LDGFGDwK>Kft1Zt0rhzo;@I*r-wpj5MXdu`n;J zf1{!(IHjsNzwLGq>%OrR7zg0kHqn_YTze?)m>sJJWYCLR-!@ZHsB>6sycGibwCz8} zxq<6vmDrS<+nG6IoC$OpuTh7sy-Xt*5SmO)jOq$7n3nZmm8W@uU3B1~kMA(Z}M1pP*2z?)X} z){df)Tc;?%5-OVGA?$;g_!iX*llsaCDY&Z?H7Y=7{@JSp^sY9h%63A z{RfX*c`i34P*(Ry#s{YYj-+h&OfTXzLU=IR1h!nZ^O#^ zPelNyNE8i+uX*QXYS__Y32N`u(zccPOQMU5FR8FHdflHTDm2k~nV2oU)C+?khROd@Y1mjenOp zJMsM&8vJRYVHEcjc&$igAAgM&sKI|1FkYzfYw7Rbk93RcqLX>>*dYlVtv(|Shh176 zhLN6!i2=BWy!NGHIBYd+hkB&!C5tzB@{LzLod=(d<2rfA$Xq0v zLBJI(&ur4XY5i>ROYJNVMeFATTUvI{enJ49_?|1j9=;ov(jqIOa?e~_`#qWG3TjNs9H^%aki)(6KO_yjL&*Q5J6&yO{Sm+aZ+ z#uCNEvHu3qYzG966+F&wdt8)V=D2scHQ3o;AMm^_QgmNtX9wGq+o!x#ZM2zlcwy=Q4C8?we*FcCFf8~}A5T0ou!Xyb|lKCvFGiP?}V?n+7CYxiwxwKv? zM24P}oh-`!`7j^ur5w%_X6LafuDN?|pPGme?;<^`+Dg>bJZ*uTLqxYZ^%`2mEuZ{> zUYU&Iq*G#4KDvFSe55MDpn*BMSrWmdLti!Ua-*vyuF}(jpl?Ww9p8C?u%B^Pfy&r_k^>?wIwCO$z0fuF>v|+>O+s9UnFdfgQYE ziGv04Qqt(V5h5^{uh5#2n$&K`nyZGwR2%c(X|^B4&%-XP&+{8UhS+2O+!%~(A1myp z@cxd{YHHxY#=6cZBJapduq4a644UtL1%dT=DoV=+(J44_Y%k&!1rF`jndNVb0jz!`7(^g zu>jIMygtuJXt;Ibhp1wLsCfGpnk(h&b=Ui1z*ssp?RMyvdvR4NmvXs~+ccb0BZ6+tpBwovpli<{R`kMW>{u&(#UKBBjA*$xcc2$H5kG{)0lcY=NQ@w6vaDV~z=)i+9Lz>^R*j%%jO z5Airs9?3Pq7}M8d+~ehmZim$xKW?aGoZuwYx>ERA=ZOA^DEpKqZQp`dW+Qd9Q^r3FxslSGwslsd)pnUYglr{?~fvlcL zA*7JOpFylWb6KjapJ=B+L08~c935-O@<`x|x^OZlfegKZ5~ryMWtvXb|=x!)GHu% znJe6gprRx_r5r^?IZQf!P#!LcP8^z%be_LR_QxnAoQIQiiSFI* z`h@-@x;O}Doq`g+KS@WL7C)S1=>{g`)dd#Sq(dOmMN*)^DkF+5uVpMAzW|SN6Wg-n zCbyuYZ9vh3Vo*E;Oe%JmOJ{}_!8uD5n_kL1;DZz;ri-DFG)3(gHa6xOR4yJ3#m7su z;8v2kK@z%FL`GWzS`z8hUrupsMi>mD2IUcUMCZ(YXG&iZFcAR(XH{5KrAv(4Y1R7z zI7?pWOzp*Yf86Xo)RI_FL)dG|Uxs8x$1)Um%PiO$%zILo`qB!m`mU)d^! z)RdrVJX6(~lu+z-Gx|F#xCCliGN)WxECHI z6Wv<|&@Qyo&ULY!d3t)v2(-ITmI6Akx|9V?aqJANBFhX1$Hz^}S&Hkf`=IOGyQ7E3 z>y%Acu2%I+x{r1zNg!)2^>l~O^6s6`xvSNqoi!6FpPY1WTe?XCGgYOkKUcImwxA3k z7)}%%!3%dSawBvC$?qIdtJxs9b8!NYV$r&0@#oJ-hy>gfrJLP+2fZXtFW6U%hES&b z>)2H27!iC`tGwt7Ybad^xnH2Zk=~_#J)jH#;DyH|$QFdjBh!4j7n|ui-=c#{4`pr! zcg93ez{9-$FSFq8lDv-n)tTcf3xLCc?UPlcgbY|!&Gv0$zh6uw3 z@mLmoXV7dFQJSGUhK`km^CAx+^DZ-mm1X?G_(3^U{fXK23im9Xs)?JxMgb{R=`Rb; z_(6yi#BH90CqmODEf6Zn`S<~65(dA01(Qw=zQ`sJTIsxW2_?F=*<@F8yF-#3JSKt! zk!C~?Moa&>jn_(5;R%`efXg;;h#@P&02?fI#g&Y=%_O3o@v#>o2()ila3yULlE z$8Rsy$mvdGWsQp?6yqPDlHqa)F^B}jk<5*kL%ZV%2-_O8Ylpg%tD}!HU)7ZRhZcht zRITdId|+UXc$pyl!$`j0r)Tt>aJ2`UYJQv-?dyVmz|Ee`tG$MdoD%s=h(T@wS`5{S zTHe%60^?B=6BH;x+&Np`0Rx)lx62)*Bfa=QFleRa--PfJI>8h8i`^VWC@PW!adw(8 z^NG~yT0uUQ8EmRPHCl#WZ@kX%b1|>+Ux%+LzXNymS3(Q0_41%9l&{v=vEL=WIeLVj zh(If#gJxxAC@4$a92p{W^(bWrMcLtXuH%(vR&aErY(wx6Ji5-c(=De46O07aPUS-8OcFQ6QjeNf3WBf*nxJgCb|wziVG@UCE8GTiWIEH0 zvun{wdScu7?sRt(CPxAy3*sJcY%4<<;%wPM^2Re?LA$e{6_C6>LrCs!H+*rnjAN^W zcP+-4TZV{m?@!!9=kXfnfO1hool>=yO4%2gsHzsCB`?cFfAki(-`ECioKuI+?Q2!6 zCM!4&yVJ376Kb5h-7fY(t6`{BD=!P4jL)2Q9uAsvw9S;m7!i%HxcA2Z|C9P66P@em zyt6QP8?>8Dzk7UqJWI9$npY-+4k?Rqmu7VAEQ01#_h--&-G`w$wU{8Hdo!|{Oc?FN z+tyg}WK-^;i{S2c+;y%*@2XNd{TyI43SIng3!|E!~P@(1|I*CV}1%X(%&rA`2ji;6)qHlPAb2 zCc&+!wOQ~Ykd%u`^j6THM(hw#26zO5bGb$iL3Aa~-zOSFptB0z4TRyubRape0h)Z} zzS8)#V}b+8q9Vy6n1(FD=m|rTRuaaAuEVbjseT1sq&x>9obejF2Te%T=WJSe_BI#3JqzvI6VuJvJz^jRMwDT#6UPh&W-l~3S;`pFqIW+Ua zY!N2XZsHG1Dcemx+(~@kId2FvD3~}mqEuhX2&t$lo!dg7JP}I3iB6-=AUUKHm{d-N zkfxW`R9kojaXWkxe}ZzII4N=un!2qh8=D4%3>#T843TGx6q%ajFNALvLRB^nLY zA$nkVN0b%vY3SIvQHI~e7Gbp6%WnuDQ{C)Y1c;MV^G$&XYKEL9AM*V^T=)WsSW+gQ zV&Pg)ePA$tM9N}K|5c>EO0P_Xgf~a^nbRx;MbG3k2!Yfg%wH}a{0;XqP*bs z1cQF4tys=$e80C6J~NLQWKf6JQ>+DgLt4;fX!CAqX;+LiXpAgPp8b-XErah@nnKtr z$=t^;fdF`mt0Yp11Qu@L%m?%VIwRzqTXhGoGCC3nv9<6Pj0vd(Bc)jGKFp0&5~odo z8&Rw}^~W*b8B5yi3Qj^jF9rceU|gL`SrX9B3Ch{xoVp*ra&q4P)5{sS5)J?K40w?l z58UjOSSeM5t2`DA_WQ8;J~;!I!O4~p3YVF2?he$)%d|jXCER%vDe%C4F(5D)mT%Gv z=;h>C_LIPyh+P*{;mp15Tx_cZVML$^2@nJnp9qIIc2Y_={WmCjJb1)#_Y@ogmntV@ z$znK$!JScV2}Z@noM;m`CeQ-hS!C2*RV?dDl5_2sM4+ZISI}1wLnv@kHF?^$#Reqy z@fcn|+8MnL$4DCW2j-FIIQyd#K@?K44cgf zFi7eugf=e`hLM2I6mKVSCLrW|%3BC1BLbW(>FnI?4wvaPA~+J9Z8OC=Q3S{C=iHvX|oF01E-A6`%N_bpu1<Te?%uE98PS*yq+jc!fxO%%(d z5suWMfDh|V5Anaqid(6BQ_~c4651ax1Z>MX{$~H_E%WpHqFGFq#f2P2yzrz_FV*+j z?DlhwvnrDtqZ`a><6Crd&nJGGQR-;?_VDF;Jz9^_zdT=E0zo3Ld#lpcB6cavGNSFy!E7+ZDJ_b@pSj%xPta&4c?4anG`kQWcMEBK0a%1Yb_yVqVci zIu;G9CC1^Am87h$pe)($;~W4V=--~)^o)$2uC9uwj(vz*c5C=^YGK6W2Jsz#zH?(=*-czY$6B5{SrTe{mCl{M;8LcEO zFKVRJg(WJS-k1qF=4>OAX}dt8N1{gBf)5=-k>YASD-?(UBUQP`lbCnIt2p&_i!bEo z{Cv_I5d_FR3@A0W3#jS3V!o{5(Y13mR?_Q=PeQx#tqIADCGXjZX5iIbsf`G(@6Q{) zdxqQR&-2)Z>^7afbecrBR5ZRy<)2Y&T(p;R%5U`V#+u~V^AHrQt=%gthc*31?>1~d z|Gi=MZ0Cd~_*+Hig77D^2qG94^H*?X0)2c3Z6N@X)}I32=U7J@et(np8q}BYbn3ZL z5ENRn9P%-x!P%y_t+TB+&cSe8LPJL>Ab$AVG`;jEgUBIL?a_x{XW)S?Y(@l^8;XdN3FM4Z5-3eM= zjj50jbu|`W2d26grh6Q<3k|uut8>u`hDCU{7jHZxZh1vsXFix?!{!YS>TXDHSaif1 zcahQ#EOE~{=^5|dtPWduIWe_bjOS($c@nkCAtG;j`X)g;iZhx)MB3`^qp{`vh=cpr zGlGncLX_1t=dr)A<(Z3(^Vr8NA0H?_y8kVpIgbv@5Y3!n5bwCZWDnd|K3VHT+ucoM zzsdYjHz!g?;mCVBtF)vBlJ!?NTessChYt0t#8Zdah^#vWXvLWu2;`9GkuPHD-Qnr?pa-GZ2%=J=*t zt?Q(n`_Eu7VW;ju>x(}H%ZoR6g@x)5S%gP-*}=)rgYY5=zGG||uwR-Xa;*k0Vh(i? z_-V8*hUd`wur77bW@@^%Do)POkEiLWv-LdLS~7)(<_b>^fW9%B1yz#_)AGK4*Z;=4 z)3wEql43&q=KVXF42i~uPFv3gj_zeMc8$I-xt+;UVZc-gfxJ_JdaVDX9b^1g3a!3y zfLz?|;@;EWUTWvfj#UvGmJG9-;=*B44}H$Z^c%hf1-9R*e*Ch3YfZ&d1|qkem_0(!$He(NfiiGOwlPeK6fcE2iAv zLeDBbqW1prNuV>T_G+;$Y0w90A`L~_GosqjR28?H;>^R37-AM$ZVulHd5Ye=V=?tt zsn7#m!SQ4N2YZ3}L1aX&*$2zsTl^ci-2_}<@KcLma;lZM&X#cVpF8~%wm^14`2=p0#_)$d0;jEW`N`U|tdY;xH^{VnpG%)n=l>B1R66X_(?eeqW0T}uE>-g8 z>RS8dw#xj7(<*jb{zOGrj)tLFy2>n_adpf+Ku~#HhFUf*>yFpi-m`$dYM1JcQ^SRV zA1@!XDG6sPYzNARclf3fen-4*{I;~P7ouJ;vOXLB7Nw&896wgSc*m3A5w63;AYo*# z^G!Dj8P6aR6By4t0oFLQ=brqs9>lcCwXPk_ZYVc=x1faXaJEcxFLldX)ubhe_%uAc z=iiKwoax)AjTUe%FN?PD3IVF~Jf5$7Iv`&wZk-l8RIEk6lf^y!X(n3O@ahk;%vL`B z?c}RIEb2OXVinl8ZWA2;271qn62w~X`eF>gacX$y)Rh&A+hxPCa!e>b%8 zoPNm9_TP1pFB%_oyUM=Y;W2QzH7{#q>_vN|6z7hI1thLk?;xt$fl3>5Yk6)Ip$49wZjV?+3GxQ#R%E)^hu$dSB!giEha;LsPh?TTSgmEYZFeYYuWfkn=Y7CN&m-ud)rE98irQQoOUKoc`iY5Qg z>jhVGz($~9457fHO;p@1^%eC~&oN>0$!q}z9RCvx3q5$Q0rUnj+~g*l zO-F=;*hJU}O|%~~0t5}iNTSqjzzAT?KSifwBj0mx{Ul~QI^BF*`qPQ2;J3Z9(uF`H{P)K@vQot-XH&h)J>;d6lcjfmmZriwUi~q9 zasF?Y1-lJ+UYe(@wUDQBz;O#U|J!W+%{+F=Abe9`-(#s`;9p7A?DqtQRB-y-0g8Pa zPL^XhG`q*7Ar)S%v1LKsXAEPPJVwyp`sWpRyjcbhywVw@v~;*C_$~RR!iNSvQ+%8T zM`EN2bzxg^3W9SyWcJ$J#S2 zrp39R)Zm8S3(i$AvhOa!hD79sJ-Me~o>wt&syn4c_*ID&q(Mmi z3ACcOdR;%PcP{HK^)65l2JT>gusgRwy{Ml1^oW$I1%B8BLjk@&dL60bqVTbF=|nm& zTvDT5Q|`?0SXd%h;SkVx3QPZrikVUGO2394IidR*D7=5J#E}Zjjs-F3GjW#a-@#wg z+q*|!kgh}HKR#P2Y3H95+1L9c8zSSZ8@3(-m7di6!TBuG_MHECIr_32Djcbxz1m)O zbD=d3?ejA;6I*D>_9uZSlQG>YU5TA6=;dFNz{xF5*Ll^tEt1V^=l6KB__{tWC*d-K z2JA-7S^)*o_7@R=uj-g@s{S?YIxE@wA(`W#VykFtl!4Qe<@tMQLZp0F{BZ&=-?CC$@=H}?D?0?oZlG=JxA+j zgB^dDe6w`5oOQLxvIdOTqT~P^N3Z*bV|u>)Oi1e7x9Rr6>fSWll1o75?6Qh_UeD8j z<|fy(q^WNKspa9pwC@e#?aXsppB|vj3}&q#0?3_SdPY|Bt%QyatFKreKA#nlC=my1 zE9H-k97uo%E^qzQO8TtUi$gX|zv}@Rf#>>=-(g(a)jRBkE4+^g?Yc%gsSKyktCUv* zG%tngO=PglJr8DVOyq;vxSH=x@BprgMugp4lsp&{LOy3p(SXOIs57@sawkVlj7`$ z2b^SDFSkkHyy8^H(@`zLvGB$%-@}Z1xV+E#s-uKjk!Tv|bk~+jP9TTaG|%RaoN;Pg zqDlHIsQ0PGjGyM?&6BsCEuH}j#W}Q|=Q!cp@Q(y#F9g5O8`QPNtK4JtRdZc70F??| zmKJVbi8 z^o$eN%9>?4-lPwa*`l))&&;G2<@bdX|P0uy6O{ClUG#vNq=);N2oO49tPx+(v| zK!)3{vf9z>vC(uthrBW-;J>tpo*yNXIi*n#$5yHJmJ%P@4(W|XN-A z(cPP4!a|dCd@z{006|ym`&KBo*v)TK!DX8JH?WH`l4>6ctEFUTq@|EEh@9nzIt|`q z(#7uS1LqUtKQbRY$Af;FTQ6L>dIE$R-6=6m3zym45=G^Ga}D#z^!?24+Yx%>>|x_? zn5I@ZNqY*x0n=Oiv!<2Rg)0m%fBs$!r+s#kHFc^UKR35K2}L})I6ZXBtR`}KOh`i( z@|W=RHwf@HJbu$7)_tQF8$$ncOS+}?qdkBLY5PsujM@PIy4;krEFqjl9s-F-ps;5Q z5uo=(q7TXp`K)wb{GJQ6q}wklkl17$4mBUKj6d08@6@x;ra56?01ZED<|H`;B*cjh zXlME>F$UdaZqjv0OE)>U6Tbng^;XTF-`kGK?DST$uVRhJikVo3W>$VKU96bc3R25m zTw%1(p`KIrogogBoOO&9N!>3_6;h~Z<7fN?S*w%0bD-g;8$Cmowe5be?X;~ zhe8TGimEItGU-Dt!?qEKohn9`d8-Tq+UEu&cKPybnZy3+2WK8`{~~$`I&7Zcm}c@X ze5|le5MbW<^HqYM_^XwN@ye17E+ z(5Tl!>Fx`ePNmz~H>73h0@jZg*d!yi|Ji7vAiRcxrf?0Ix zM)u*I)+x1>QCXSaUbsIU4W{}x{vu~IKOH`P`rUx3^)hbNxYdJIv_%(V`6uVk$$DYB zmR9;J_Zu0%e*F;;V)Xs(dyRKz z_5@o`wl}Yk@2jg$v`?jfb~->!9C7{gwRF`H%#hv~d*vH9`%lcyJes+dzGn0$*87(o z=#Dduj5<@)*QJVeK6QcMGCZ;Xi5#wQZSH-euW?Fg7yr@vYgy)o^#dE>fZ{(K4%Uyn z^r}Jj@gdJ!>RJYdAoh=naMJVUBNct(y3HR&@+pziP*<7 zXNyqr=2k>uk2x&FblX(YbmtV>HPiriHGl3ca6_QlVN42a7Cced>*qiy`Rap)aV;-` za1Q|d5{F!pakO$TXX~Ke5OBMe1nK@#QU^SUTLJhCQTk(Ps~*Lp0(zUIZlo`Jmq>PO z63gM$=kn^mVKhG>@$bC4vNQ!$=wqL$=!SRP8!e8aBMNiW#V$bd6`#Kiw>(Xi{{6Z& z?DTZSXK~-g^YWY6huj{WM`HRyEOion#31!}b+F-8M!jKkwaLh(-iD9ZS`~*gHuBK? zVZ^o9hA-VZg6d;EqU^BOhwX%c<9BqitQ`02GyojvN#kjx_8 zPgPIOt28&p{<+#8#5Q{b@*X%Vx+H^?;zg=F-jqvxE3NtsJnmsvBi`gGNh^z z*p@R^BLlv4Bu%&d0tnWPzf5!9iLCHv_A-7-BlN~d@|BHQ?(<{I(tfA|OQI%*a5&Zx zC_I*dzBBLh@y*8+hn`vjt-o<;-J2=aa@Y7O;mU}<3BmD=IK}q*+FRdDU}51rLj6HI zTNuT+Vh_JHE=bZ)zXog;He_w=*vmpiHvsJK*6xBL7s1Bw&ou1A|5Q`k4Og=5SK+mS z<1$H&4#$3IM~sqNpN@0HNXx(@9{Q;HHE#Fp#^yfw2j3jG$ENnGC5>3SCzHyO^D-}5 zrv@w9T=IjC>o*ozV6ex5C4cg~4Cf=!wEFH#iU2+^t7g-795CIpr5U-SCklsBe8Oq z?6LR*z4*EggGo;Lk6cFY)pj^#B9vn@b2E)?RpUs?>}d$bFB(88~H@{oVu$ zDROu$>u_EK^@{9kT$*drSiGLh8;aQ&9YfAzr1I=ZK1g)t)s}aMIp)LRBS465G=pqP zUgJu`7~+%mFD^IFYY#0_#o3PeJxub#h9jbO+Q~mT-RPX^JwAUj|I3$YP3y<~E zvj;CXL=@p%CszIfr*}gH7MqW~X4=d`w#z1tf`^DnH|^f+90k4-lJZcRUD9NazTeQ{ zqWHGh{Pt*04@MKFP;MLnV5N_k>uK8(dgl#D82=mJ)P$M-y`&+DZ;64W-ArW%xw)X$ z51)p=zwHw(%c;Nem z7m6y!6NCVVi8Gya%h}kM3H|8XX0=TSEfRz6DyaR5eg4$q-{;N~1j-1%=IMmZOt~1G z%PK9kpEJhwleyyl;}hxWD(;}kGXH#Q>j1k&#qQj8aZGjTN|oJiaLc#qX_uhIltdb? z&Imm^p&$qT;7g-QQ)T8a8(;I3`B{BSE{F_yT6Jn0FIpWkqL9<~^GZPrVf(Fe_tXv6 zWp3ZG$y>lrbd?e|jT2ji9qYYk{I|rPvD2lgby*0-%{?Ej`_ytdoqh20qw6i0Uiaky zh#AH=w3pILoMhu?r5Y?U6O9}RV{CdbAr$ubH3t7zMLPK5%T3*2Hi0eqp}FY{SE~@a zfinKU&yaXcLs}y%{y0E}sciZg7W=f$f_S{QPf%{K^N>s(3-!N3tNvFM;G1G)ndc7o z*q2FkeljXkS^8SCSkW|W8I31Oi#X)=Sl_n0{h=%9osFbSSwy}iroh>JsjVkH>M?R) z{kQpxk*ZZhtAF>aXKSy+D&R|qkrHje1F(pKhyAkZus_0@(Ohq($o}f;uMRASwp)HT zW-_Ln`=XM!KUK!Osn%?)oGs`S`SALLZM~OPx%FR@RC|ncSlew% zL#0M_D!KpjqjO>J<&((J*S?)u$2UVe2K+YK@3sj)es;dLWFaYpm9}@;pF4Q$t?BV< z>h*oaFpb+I754{yzUSR~`%%BH-RCGY_bKZ&Y>sQcW5jM^d~G>o?x?GNFay}}e^K_9 zL2X6-zwgr)DB9vq(NF@x9ZD%qf)s)VNTImX;>FrxMT&(GtT@3nxR(}bfFQxG6ew=R zt#b4H=bRV!&V6yt-h1|%J+o%bmNiR$`}_T@T1v^pcuV$0(yIJ-5n(NDxZpp}Eo)y| zXi9rgEPiUElW~^QC70)BIlHDF?jmzVe0jsm9mAZT-+lQz{DI_cpTMYyi_}X_a&Yc2 zcjw*==Z;~<-Ft#NEk^xPQXhq?POBe!Aob$g5eveHKFn*vhZxt5R^i;}uRJwa>PH6x z#}9aNxQ7))&qXwkwkoJEkNk^ry*Lertb!w{sb3mTL30a)7^qI3~r-g@(4TiskS zHz{nG?~5Tq%S@tUUs#mo8>OU3 zIL{%LL}v4M#p@Qub)^M0`ZF)NuWHdHDAaLxtaRue_IW9enc**__-XWE!BykfahzR; z2E0=H(P>Fq{tzfJ$RJN?wlAXNt<7SSiS9`^5IV;dadN zgD){qZ3R`m;sU2WBgEV5-|&Jhb6(BwPZ`o^*@zO{Z0PMbrft(d6!Zs72B$IWkH-L< zt<(h`W%uf9o{lGppI~%c3RU6_U))x=+>9s|mX=cNStLV@%y4;?!sJN6IX)xsMX9W7 zCt#G^`A|~tsmzm$&<|@Di>TK|)l#5}z2wWP#!sQHi(i_5VVGVp<)|IG1$Ds{jjCt% zyqh5&wU*iAE7c7_oTq*6rWZ;*p=0+)HJY|%o=<;!878cto!v-_4>A?Ty7I%IltQj&)=9?;19pF;{#w( zJN3G>8}Anae!Ch;N4)wbEVA2A0=yfD0_aS93;}vXQrj{5p=CXpXIw;HmH$T3z`|q6 z?wtpjJNohZOBDV(=k&m_CY3)Fl1~i$e#_qb>w>gI_*6m=`ngc9Vp6lYiArIvp_$aU zQ2VDkLd_XFTbA)gr&=r|FtwpGD-Z7tftg zjKr40i$z3JDy)~Md(*;69dzoplLxiD+%gN+-Ju8O0{ zo%vs&r`-=RKTkqEh}Yx$EB)GX{yoMnx_7{vRa@S49@H{|h_^gmF8W{05x=k2m*-SF zIx%bc>6>FY6ab>2Z*Oed`gKGf71&UvclS$KfOfKqNsSL@+k6gHJUw{aYQY#{(zil3~$<9OA8VHJ{U~Acz>FbU^B3sXc)XdU=0J&Y2q_MyKR> z_BEYML|ZmJNUEm)0W2lf2KKNs7TTxN+9`t2&gABK%JQ}CP?Tj|@e$Ntk1vP2H76D0 znd+Ne4AYPTp#k;{o*2Ep1bJ|FL^UH@vrtynZA~g$F|RmC ziVlz-0Wo46@8I^sH8&WIOAqie4w*tYUjxQn;5rnvEK*$U2FS)bTco;?5B=+^MNP-3 z6b$}=+*Ms;=@c!`uia1LqOK~zx56V8@tUSl^8m3w5pxycF-SR%e}zXn>ktdTs_?}i z7(|Vj9*Ky_!4~iD@9)rZFRe%BjE*V<@DW@(A8cZ2eOLSNyFgpxmANX;)){ul&U=rOH2-h~!?@5_p*U42!gIFL4m>V!9W8~0^L zsu=HB;;bP{J7<7^o9Hk?jG;&<4;zuXGmo@%R)VTEHXMq9nC}>s4qjS%x1zh^p5u{*<iQ-;h!NxTjVRayk-XjH`oRNHewWnRYBuHP;nhbQB!m#fD+m(2($fWj~I2(#kcQ@ zgAvA9usKGA;M(XVD8KuK(jg$EO*;w_t4Rh$qR2G}N?K^9!rDG9mM@bYluAz^3&_vv zvkg$KcL57|_(pSBeyBkOqWL^!>3dlU4G}!DeYTn<4MZ8qF`k56I?1mOh^gyIP?4%2 zpuPHQx(d?fGu4>YjAEOGfX56>0D)LO1P{14iRQcbPnwis@B^CWVmNg_4Sh^sF@QPS zAyQ_%ub;V`OovG<4FEs@bx|^8FdaTjKhU=j3pF#x41rtwwfp@jK#S_O?NB5F!pr}} z-bL;c*Q#7X-+J`x{CMun#<|yEb#XVIj21oa8go8mQ89Ze%o~tb}o(U~lmA-i6cj2ISiMq&~4(C=wHs5l8PdG=md6q!DQB~%fAmcYhG_fjo z+%Hn$w&E;#rYj31QBTS|>*I#SRslOZ!3Q0l!NiY8F%`UyCq+w$JE{MM)Q(@JMt5EC z4h_$omc}9yE9G7B?@IB?GO;b5Y$U{WM&`0fiSAfpS*AF9=1rA_uJhr`TBT?g?a$3* zX&crqAHn1ftQ2(av1Jz7XSNT)!46h~-+ptpyr}+s1%EPYN4zVr%@rPW>HM0Ym)P)0 zo{M&QXU3#i1(77HCEFA-M}1rqD)$2u;R|!D=$=zKJ(s8YDz#m%(_u5%RPP(CKFnR+ zzS0f%Y}v-W^lO2Q0G5lPQ^qp)r!cbniqsoVa34N@t&1-j@m@fsjQLUQ{w|)kw%c_l zjKs`!%e-D|n`HUM`IecpsAmx|(u42M{Y_&${|b%eS}7%4$NXcw5B}3GK1}Ps_1Gt! zOf)d7xl61?!A<1)b665u*y%;;52vi@h~b2kfnF$!p8BOh zTJcWr-(a}3NAonT?9W&T9y_hk-sL(w8zuG289KPnx517aC=b}~4r@Z`KV?&T@x83j za2E$%i`osX0ye+V$!Z;JMh>K4%;)b9^Pd;p5VHt*rU*eFur*dykXeKm$O!6uN>|~J zeAr}TX-%gZ7nl-$Q(u}mV8~o62@bbSDhvpH0CiEx_p)nA^=gPR8+&z?$Am=4ig`ORn@X)0ck1t{V7jvO{BYtsf&QN|PK-R$sHsO?sl$;YA>atlQ{Zm4 zA>(lek|^#05r<_=V(3GFg};Y{CghRZmBuNCF-?v2dTMa!d^X@!NrUIaumzL9G*_yZ zy*l|V?Oy|m-gv|`ksN3XVP+s5tKwR=d+w%wPMLnD3JP2eam3E)E^t85^653j;@BHTgs!LVU| zbVnv|iD9vFeo1lPfy4Aj$ThxB{k&HHT6Uwj=Q>r*7|$uRnceVqNZdUPbus(-T=ZSU zGh{iI@2`rwx|&vUmNyk4-h;oV8BXCEH_>>c>Ob`O!O6Q+zv`;@E|}W?gs(M7x$+A9 z8&fIMJ4x<+A3V%9Wyz81odeGv{1xGw)%KBYr0$78bX`(${AA&38A!+~H&CG?q{&oI zhiZZhZ7lPY;G+yD&Kw-BAwHjKjjSMju0%%%R)4SZHc|@($q<2+zTe;}pjTJAWC>Qc zGu}E;$$iR+t@y`jNqIe0vvZ3{&9mJyvV4Tk@8ma7A--HPQ09LDG%0wBKg<;pxz4e4 zlQ2*BFXx%-s4l)X}Da;en<|OCK z8odP?T+i~-_v&9SuooY5{6uGvulLGNk=)7JoIXLEc8|SIBn0G*M1f)i} z*%CdpZg2^75>S78Eszw5P`vFZ3*H+4-KJ!h7s@pL+RSmHySRz`u;_z-?B|i7WpH#6 zTJ_6?sC?o@#p|-aw=B8QFV2sC_qboe^sw{tfeJm7H=$GiCPTqp2foT)i&3}U$WIIr zG*#`PJ)T>#R_&^JO757FLGOw4g9R?cbF1@>+oLOd~s0@++i%`&p&-4 z8~I5o0D4lSrR!oe&1uN_`IzG0(Cgg2v$R_)QTIKsuOF_vcvIF5)OkF-USNyD^w)D! z`6wlRohtSBH#wwiO1oIX)5LqUp>kXQd;{p!-?WgV{;Rz)$_+JrD3-e3PIhhm{bvSA z*X{m5H6uyrk>|7 zx`R^hl5NFBA+^?p<4#zA*2f1u?xJ(X)LW* z6|}nvsp(VP#THqP@G9`Zi`(L)?WbBcx63|OO6jd_fWMb^1$l2j+MT$MdB|OIFt8uw z-VkQ}T36>M}tMONRTcxr4 zqCLp8Wjh<^ap!W~y5l3xfG&_$n_Bgm(u_xyXZ939L|ia7KP$o;dGvJP&qj3|Nl-(19P(5th!=h^Qkb^7op~JKHXGgmi*{Mh&LzRJXs5q zpmuI(NgunP(l8jz)mr@ry#89oJ0mFS&aLWOvTmF^7(>w!{4cvWQ?wrp<Lt=-CXouU1g+?5j+5t0wr(+1^6wQIeY3 zoDkX2_CibI_{|Zf2m=sVN`4Y#`LmtYkmlAJJ)2j*p3!`n)V-@Uu5w2iPQ9qDI{n#j zxu{nz{450{s=z;(Y5w=VQaslUP1;9{_}LZHeU+s_Q`G(HWj(y63ttbn2De^b@RIF6 z$MP9{+10u-kT zZAa1yX#bm^*vIoPdR!E{2f}e*gP|lu@Kgi7ZLh&|Cd+Jd=lfh7cOUcmHRa2Z`VYqpD8zg8U(Jsfqiq?65q(j4U zJ?O2l_1MKtyWE~<_UX9s8iZnpV-YK0p-EhxzI^UIBmVtygDT6;zG59~Z4 zC(3>P=2Mz?(C{2}J-M3PFYktH9)^-J3Rl!5RGL~zF%`@Zj8{A=qc#>qCn~Lqm;3c? zE@oY0!FsHtS1X9AT@dNO`Brcuq`kTM`L(oRI_WNrn9+TD#8bLLK!jwA-1_d*4q2;> zq)l}m$pEI0?%hRK)Y2YQ)ZFU-Th9x3EO=1B}UMR*vYc|&bn9>$H3zhQmzEL5`}p-5jK6{fyGsMd(G_+ ztifi0d&QKz#vs6W#-MOL#U!VM0$Uzn);uH2@6m~hp7U;G#_?q8KE zQwW!FtE}@kD7cubuz)PkJRi`A(ww461oOSJW;=Gxm2FK{ILK!G#hZR+>selWv}_#Y z^3bE&rph}VRj;pd@5gg@bNc8%K&|#-uD5YOnl}d`IV8tK)b10a32&?u2G-mdP&tQU z9UuAECgl*GvP|XCl$%dz3wXbLqvu=QDQy`Zv&wpk96W%BnfG`3t%4{{|MSP(5#1iD zU3$|C5D7kmuuV^=d&WHaUU8Tz5?{0)M%vglL&X00eASPUKU4yqhcOca8?5KVu~iGPBPP@6y&`L#jr84l<4z->t+zn&<#2i6FA%dZf}IUzFF$DaVEZ%+ z1esJ&MX;wB?@TH5^e=6`3_Q_ebR;-o=Ri3cD_Vi`I}Mkt{$oxJUzSg$=eVqANH(Zl zZW|*B9sQjZzKWxzz2O@4jQmumcW(Uz?MQJ0A+FQ!fU@t+$`HWC%a8>(Q__EHho;SA zq$J@4vwnHFDFo|m)rU+0^6-EWeA?f%KfNYk9(c&4VoTX%7FUgUxH(zABg45lxF@Xv z^WBxLvMW@3kM4Y<-pG~z=<__eh}zxQc4WF5>&na3|CGq5)}&i;L-n-*q(U&fIM*9u z^PW1|eM6guG^CL_DgsHp`EED@#|aXUw5_cMZqgnuY@2S zZLVr}2tPeap1BIElr@kec=HI3?C##$dDKKjq`@CNPbZytW|^OL-5nfPwI z%D6uZ(Lq3IXynYt^X$M2;$St7LJ$$m zPH@TRjDGUWbG#kA$YZ?i(Qh!EN)x|NMZ9bcg_RD?R+T^ej{!{;MQ4Of_CfV z-ekeZqC}V@1pz8Uf&Q0Rm!kbo_O0uii?9FL*1O;2tq-o*yd6Hu;Ok9I_Yq2(PTqO& z4g3W7b$z}?Ulx4RgpApy8E0j3cD0>akfGp(>O$SnjK0K343O6*oB&`Y(2lB5p2_Q$ z37~8$3XCK-CA1GA1_ndSi>EM=#d8o|qLeypRfn_~9FbyQ&KsaZ_}c)<1gfJ++o`b9#ux8vAK_w6i z2jJlV09&kEGqa@aoC~Z>(-GOkr9&SLhSAVMc$mxJXb>Zm3l+su1+y<_ZjxpO+&uup zg&Lr&2p0%Fz68Y5C}JNgf=1SZl^=mJns~U&1!$2Fu(r4wAxv&T`_C9;1VuuC{FH1S zA2eQ%%7r>jzMQD3s!Y5v19Y`RN^(2Kz1htWe_vULHT#%ELOE1x158%pqUWWC3sd(& z6FaVvN%`UA!%3fA=AxyywDOa=7xi!;KDFzoof>!_TH_Y!}1cH^{yD}j<0o6YYEw=Xmf)My{6mTmJ|J-gIXEJhm`Y|Y`x6&UX<5xE+2 zMWz8ewY~*h&Z>+dKAZy9$0`@CpS$fTNjh{p^A@!{e{?c>^3$p)aDzQNIyId7S0SiB z?$AWgC=KqH#auoj@_CaM4L}PuvVVp7@Pln|U_Zyd!;&sW+=IMo^k|AE0=`MyJ}RT$ z4d@R-)?;E^ON1%)D2miLsB~)P9LGCkA^=F7eYryhyLT2N0UQI01DDzN0=V21R5wwR zsv`?Hf6OLdEQD5jD%Q3=AK#!xg6T720Qw<&tD?qx{bF9xe@u5J5Sv&nhNY_d!*`^} zA({1(Ft8C|0c+!Gi}SaG3Bu73X9xm`ahSDUll@?$B*8oJB=|r{A@}9wi?*2+vWNzS zs>zVi(vMk1O|dU4Q+>Xc6^!ub;m=Z297Glt(6|6Ar+Eer|5s*7O%D!4QsV4d5izOwGGC=wPCfFjDQ zH=Be5K5gQdBvfzUG%wq2&OLuBxHYcDG#fIf)TJ z2xZeRRA)bqmUM>bQ8E)=J#^P`Je3$nMGh0DA~X6Npg4+MXZxJ77*evi=s5P|FM#Vp3|E3W!m&nU4J~;xi#e~xRT$uD45IFx&oNyDF| zj(|YxMKp8}e|>?&^?su-oj|yedi#_DR+{Wq;uhF#?$7dSuN6y z7!W%jE%bbw7POy%V(hWuKe;%_X|_uJ{%bVqovldeHIk9GxxS9^ZyE|fA2C-PLBUA!+@La5bmFc{@XvFEybn|Yj)q> z*oJW^iDc>*8@V7ypEuz#S9|Aq0n0NhN3gu_rRMeKiY@FYYi!=t@1CuWz9n0cKa@{J z@1v&|K`m9vW*4gmfp5NZKBRN+xAs|5G<0nJ`r!e)T!5SzXW{OM>tezH<>b*Pnn5@s|S$W(a!U3vEJ{qdlc ztzgmPZNg~zpu@5gQPkNRI{!VRg8(Fn?~*Tu>@|uzmLzIKFam8(K!aJXHpdA*{21Y!#{Z?G|vCUBjE$~Ce~AwzH>bogE)HG%Gi zgjipc5QN74RsA4{O+Ogc9JP@C+~%$8n1oKNk_($}S?lPkAYzI~b54n&f5bCe1NTQ@ zAAJEje!bs+Nz0 zVGlztdEpBmS`LliR-rZxJqO)S1A-Wk+Zru;|{>q!See@KqJToBNE+o7-+tc z4;!A*h>jp}hxP(tj*;aNjN~>As{5Js0um7Fk~!MvZ-x!&9po9X&#r`yQWlz8@AqwL z>9H~N|3XedzwGTk3?|*oA3{%Nw!A14B+sfS=SLXQ2)dDRv)07=R`o;dHz=pj8EC!+ z2*l7n1C4-3QOES6{mGqeQRyOBChuLN8v_D=2!R5_1f8Wv=n1$l5H0HOE-aN8m{MRT z^Oc>F8Bm@|AXM34Vj(GYC6O3thL{mi*DxT9S=_ckhY?jm$r^LfXFi^W?{#d~%U5rs zs?4&;kaVTTQEMd2kh#?v-DBV@MpqFA1Q-|s(1^?0wMR?Xd>j_R47p)I{qZEkzybii z0Xi~c-y5&PfJc$D0Yv%>grtCA2mzPF!%Cn)Vcq`S+fxW`?m_?a!dyKJy7C&o7}GyH znh5zi)2)0F&$f7UD?ikgF8|+#!lKD_y3(|okWBfFN_$wEPB;DU)6~4B>!RsG^K^4{ zlSie;|6C-b5ib9K_J*MJTdTJk=g;515k2pEbo(JBj8?yWeK{p*NvEV^t>bQpASZ`a zQ`qcfyV?$A5Jjg@VUJs*UM)~rNcG0|@MC5`;PGUVw_g1N4l49K|B7})p*vd1R{}>7 zsMX8KhA+>jmE8}HOMDY*G%@m+x%8y9i6epOdFkZJ-!V)<)a_H;eh<|}XeyZ_mLhks z0z;%b&)QY$HTS!Vv>%ucXS+J`FbJe+0lZNS<6}v4ZYxZQC!)>|C)K%2)H@lPv|6x@ zIEwX~@w`cYYvc=?q+k(gM;`6ikCcG$zbK6xq?v2_9U->kI9(Qz{y118BOsLlRNwB1 zP34c0wCT;39hRlWlCdB>_*3#)g0mM*?nBI0Y?vN@d8a>7Xe7E4I3SFpSgc{NjFEWK4LKpba zgM|s*I!@Rr+>Mt%S_goD-V8xujdd_#5jYqYXK6tpW9AAOh%DNg-tc*+vDgBdL?OXvTT$pu)Pyb2%Y?x=2yP#+4g-|v9^y#)K z!$xn36pgt$4Y>F))1hJj5@@zki9ya-uHe;6b0}Hn-cMCiVgKjj*oqU zFGnFJmAfItEi%~uTHBnifWNZ{NOc;Pe&>r0kqWDoBrza9ye;CQpfbASaZE1JQK5Y- znN;fML&e;b0g#0$>@E)C>HDwEjTd*`U zOBIsC)QF`4j)Jb81OVM!b2i9$d_hMBtiu4p7pWpkTqU6CwkRPfF-W>2Dk|Nk#DjQ& zl}U$07nUJX;_B=;KHeXv4M1cPrYjwQtSsg_ajOQC`8r5O**NZpxfr}a(AoAg7DB+^ zK`jE396(`>@jJfF%OcM;5(*Zj+Hf4V za~;a}p}a0?!Nv^j74Z>NEDv)VkMrpIzTV`i9VziPC$-vbqs;hMg^t=O!q7eU(D`P? z&p++}Au?O(A@1!}yQvHd&yM5|_XfHOvqPV8HCDe?SRFIZoQjjZ!|=XUN9H3%J`&}O zI~huDDAGk+D&a@#_=Gujud*MjiU9`Uq(}&d~)N z5DQ1_=%@~-+hc}odwpvNTwelz*BO?oYAz)ug2|}2B~%1390=JVAefnK+A|2CFANH5 z1{dV%Lkj_!Absg@2Yfu5z8#6I0sDdC`7lEopmyW-?c#DEc(mu9TTSU?k7QGeRO9a4 zdn-Nk&R}50vPHRIJY-6`;&f$8PIs@;K>0&>?cZzB``Fe?zBKm7{2h5vs|E(32rJTd z1OC1a0*!AJb8&WY9LGm$y3_VTj8K{&GaW_{0gs9uZUptF6hzP$Ky1;;y%BW0jFFiQ z9{!ycu)3h>g%MU}DKw$aAp-UKEimekbjW!4^G7xUb)@Qz_(}V-NhmE?nH!}Vfgl8d z5FBdn&dyBL^F#2r)KiNkN2pm8a>=br*%}n~NG4znB2!$E-wMkL5mHI`2^rXBF zH1@FG`BebEPeyb1C(qM_hvF2r+S4sDPrkIy%f?w%WPBL&EN`F%jme+#{<3`hM=LlA zm!mQ0J7EG%3DR{tOZeyui)ttPV`ispTe(nm*MLWK7b9 zyFVuE>x6U4Wy~AKFCz1jMOrQ&%%jQdMH!BHTn*ZFt9OhC@brGj7^A=+3SHPvibgRd{3ARKzC#NilC<&P$;8iLdFld$P6 z&n9uCcsc~bh&#Ij?Hl=U1+$EVNm2@vCfI(e*#6pF!qt(@MPptJ>>rgOjc_(HBB5N! zG6$8W5rRIu_IS_~s<><%>6kk7y4K({p=CAXLnU}Buiz@jBW}El|6AWip4SU}=4 zR=Kmy&&DUFT1%(mD2|&9)>xRtcVfp2qhMiGg>;+wSDY5jb26fich#r|%VOIfbebMe z;C8}lDmt@ywzpyr`n(*iJ5 zGZ!1&t9D&lbtBajv;aZLl>wxOse+Q*wIlgRQ3vp#G%vx(3sadbo|4AI)0c93M#?OA z0?_&4Bxyh0bH7MNc8MIVfBGeMheeYgoM7W{xoM#zsw)`rTkPh44rp`56CNhdw8_fesz;> z)YJ7fq`89RGWhxTBmdm*Sy5f>4m;Ks}XC3qAS_hjAxHX19($mWKZIcF9f^|;q zO<<_`JpY6W+l8GTz7Rmy#|v@nlkW3sGY#Zl`}XK|^0IzIHg}oJby> z-?m`Aqw7RHC-rYLKj8mWvWn3`= zqdor(3G%q@zq6UjU%qo+u=Ntp(1v}#^P{%E!h0=*mxw0J3dV!RJp~qX9 zQN$L5kM3K}*gzy>lG0f3M8z zQ@rX>Z@nZnqs=WHF6*kjW!aLXuP^-FaZ{Oi4FPv0`=F^gbhNx9L_f7@qe>Vx6x`c6 zUv(>-Cd7o}^YpGm zDqPhqF4HVWO#y#2qqx*btwO6hcaC!mEr(p!5PE@BN{#ft5j-a zzf{RUg@RS35LwYU1$n4ifId(nx^FKaD@R4Oq z-J_uo#)~@L&F|g|W_eGAW_Nhy+NOK!ojbeTEsXn(!3+m&Jf44HMjoDp6DENR$Jo%h zF~!V?x!-)*g@0|=omy;3I~I1Sth@OzEH?$J6k7GY@vg~fD8<%I2tWEWo8;7WASwUp zfs?#9#`=}dNQs)fMZVKhLB``X?ll-d`iVEY@52L@cMX{X4EC?-T1O~8AVD4`FWoFi zIcCU`xW-#uYMkzT-Rb(Ehij=D6MmMfFZsaY*JT!wqYmwt3T0cNl3HazwR#A+;#G{* zid*Gy^SlDOPR;0tK58S%)sV?9sS2%hta|Xx3<&tot{4L};6?)tl=FcMH zo3a~GZsjm{?w93|#dzSFbd~1YMpF_Dx4c^!u+JJ@u5 zi+ov66EW*l-@=j~a9-wln)vImMCJWv$Wwr6#a#6mF!h!7!rS61Y<@WP2#npKTEL6l z4FAV)rwgs}ww7X3;|P3@tkfcn&-2frl7{f_Vvv|>BN$>{wwJ&?NScYW$N|kNwu=c8&84c7C8MVt_E7Oyy?v}YB_JzKXQ-{@fHwCZ zEiDH5oA*Lz=3J@gt?N2ybuYzBM{c#7Z><;g3Wm}PabdCS0uM4XM3(K*YYp5Oi3iUnqWSiGQ1oX4#4oej;kL^eh|@$(iMpbl*NJFBJLKl*Li-tzhj4e!3xPmMP7mzJUY`1UbfA)WSWf28KdN5y#;U)I( z#Z5wuwg8=)6RGU*brR7)7~I692660 zJMUM2u9$QlVnokZKk7KCo>Qr9^%y@RHWubT)_C~!pB!$lrn7u`E9Ih)1HJJ)7~9eQ zhjj~Guc1&Wlwm;lF4`dvqf(vl_B*{^Q?u3FwhNIH;ct-9*q^UoEb{-!yA~zfFqNJm z;)BXlYvut4+VOGPv;$oix}WE$5b|vEy~n`Gk)v`~!KD$o-R!%=lH}QrLmkh1KU$7w zJ4KyVf^@vIYJqXNJEi61uKBV@cZWK~Jiq>NMi z^QQwUE8-(Uecl|whgzRDb}n1Vv-j;L;@1vwl0pdEbgAmNtDgV}6#v`&e)(U;iuE&Z zq{ixC$jIx|r3x}_S z@BU*(Cxlqeq0iF|zGq(;qtx+{y&coI*jJOa6B}Zq5rK=Hm&DOJ@&{}!A+T zeUPB!@T*A=w;&O&&k5l*!7Ov1yf6<<9hi|IY3`%Qu z(x}QU7cOEG{q(Qxoz1j}zqqXoU;8qe!k)dc+7vc*$@RyLxLRtcgt=QztEh&J@E&P1 zJ{C@Y&VYWOrj<6(g>?UZ`fgL;VP;v#DBDUP)8PJ&vdMDp+szy+n04H@FI8R#rEp6C z@d6C_6XN})JYFs6dlmVbpX!Ub=s!`uCWFKpo;jG@96R&#gzuPIl`V-O`~q4)KefVQ z)~RBvOm|r9oV|HM-#pz!+$2a8#!a_jw}|pPFF(TCyy8@7{mNs#_M?)eo`wyIySRCy6!qg@EeSx{ z@%c^Fdq?_EHD;`w@NV&DUG4l$$G%|6kkFpxdN8iizoI~b6e9TplEn{TjSDiy=I@M5 z-46G}<0PE@HAN-HdkKb(fj-$9`kD}lcqoX z+fDtqz@6~9FF^3Z(|B9sl7eq9IZDoJ!pO5tdyC6?&T57AhILQH#4=>XV=PkQ3v-(R zqbKUiwSs~M+fU7YHww839ogdVyBO(C`JOMsR#eUB6gd2%Y#}e!A!%Lb33wBPDR{)5 ziRjNoccZuC&+5^=yHi!7=#W>BcqfC%Deit1uE3+vjfXo8FHQM5sse#c^Kg?-Qns$0 z(xfP|W*z$J32g8|*1&0p7q0r{Qo6$#8n?ivJ=cnL6@TRLC|%>KJqe9*oh6FBEyWep z)KpP)AS+}%R6{b$vEjZ=5;bi3slqrr)NlI8&=xa8EZv;c;99JT>bdC|B%EnKVc>0C zs!hLAYmhl-pGt=E$kh82s&7fCfL z5}lw11iavu9xsI6bxYPrYELRU4HcrNxAyn*vSU`e{F{3H59nz3Co9!ZXgR^kYv)`y zP=WFXi=*^tT%>>8+IUx41?wAC0|t|qIRqb$izW+buvMfW{+EQ!nxfB3kh#dUE~B4Q zPQdJ@x2XH6*SGy4uRL4%l#mAsBY!Q?!YU@_8U=d66>83B{N;O{IR4o7A&g?FH&)T1 zYo~b!ZMdSCo`3KuYWlZQsrzQV3(#q^N{$NgZeAR8O7ibxCA5xD?qGP*a$2K+d}*=L zts>+UUWlxJ()7C2?h^yITy_u^b)X*Tx*Lg=q>KpMH6Pr)U0_^RC~w=pamjO@?Fa4& zh??Z6VwKLmhMaRo)EZ9T@7^_*y=bcx+0ipX;3}_mghbB$U{?INjXJUbzy;4@^n8## z+bmGjXx8aR7C%`7&rl(4n#WPqNbt~?idr>(ym)0t)f^~}!h8f+)_=SlV0yp3t0m!d zsJ(t{ImOwev~x=eq8e9Jx@$)sXGkk`ylXc{OmkEt)IrX3us~Tlr7w^}%S1E4R2J^}YF4`Icb(VuD~QR~=7Lh%>w|8(?hSE@ z#S6!r{u+8ds(582DX^9NE*CDmfl!1!!cq$n2B7)hTLM`^xlm z!SH&nvqnQgNro(=J_hrNHBTNLBmY*c^#yl+N-;J>h+8bD# z&N$^2>O(H+v7yy1Fy>CBB-*|v3U_*b^==9kf|{gy8-Q$P-QoDxPR3&Ul#=`-!mfl?`9es?0 zonJG684jlNP|Fg+;?`O(W#zQ4kU1T^o|R+zgHyIHqfaQWuZ1>Abk*aw{-#q!9c)^B za-yF$A`_6^skW+ql~z%-+i?{;g=GwwQPmy@QO6JB`(}oFHM7v>LcVH|SzOpuhQ4e2 z^l`nRLnQ;CNb1MJqAkJyg^OVsyN|iMRuv((o^E>@2iSk zuxymo!^9+G-Wl>`iaC)XsMpOceD=g{7qSmbJ87x`1~*ftv4^2M{h+!dy8bwmBGwC; zgLs&pQkEZ$6?R|3{6_fDo`Dg{8cm==ZuOgb5O1V3yiz8ktkofm%^`?)lTfqDAvL*B{359k`7qOaV*~X{Bk6r5+K}jRuVb@$nU}gVm(wVgSQsz7W^L zD!+7KmYzP&;P|;u#9BsCF`b&4#AEU9KyidDLy;p?jj4njK&_akUjnHS>DMHd7(T;He2lchmayBb<=$G z6g?+DQN9vM%9sKz1IvscdgNgwb$hs3Y(eX+;QRD`XZ_gg5?0HzY0r0lMHY~R*U_AX zNj))GuA==}-;FbH##=qgTRh70Zm{pU9iEF+K#>USO}Wz6%w;8730kDgeAM0;CX8B64y-29<7m8eOY|fkEWq7 zTC<5i=41{613RPm!zzV6E`(F^*PT@5~atYx&;d5GicuB$>6Ls=-&hjsL z0KkxOa^W;~`IIS_v{lBn{qN6>7BHSe*3iam<#`hK~6(Sq^ z>blhw`*Q~nx*j&-V6_-Ve%ZhXRVA6mq^{~AG}CyBG<+=w8||QS*8+xp0G|sg^SmqM zVW^&kq6hWIDt(WL{V*i~M(JpNTqxrHP)N?%FUp>o8Bo)J->H?VvRcCd;^c6GHQ}WU znabE{@|nsmR6Fh+IOl`+L=(+H^p&C3T=VZRAXe!imAl2rjET<1JNW)pJerdTIZl!NPv&Zhhk|4`;I=!A1W4g$Ng1h4qN6+ z_SYF|@lL2%O-|^_Zicq%1&voJ@i|npl?RNTmxzlh3_0}~wd4?sPx)N!4%+MKFq2sP ztXQvo^uh5eFcIfQn}pDmjvgKs8!%Dh`99l0Y}ZPqOow-TgUdzf?v9U6j|e4xAgf`b zrJ>3QweNtB7%dbS+pju+?{?d`b=_77N&yp6JVw}QDt{<1nH!Ga@+rJkpM~{P>h|SY zjqAl$L;>#H=K>dT59khWMLSQfybtgbJ6nKBNVM;kq*vY zGb1q2>6}1Ugm7K>QkFxP!?C^jd`Lf&U-CCyIQ&l$`$!&(lIC>yR1G@F`dG_ldmotk z>U3g~UU-KWB=)fk`dybxVpcf8OBtY4!0->?__O#J%|9B|N)Qk;#@h+d``|8W{O$p*iirNOAaPTmFQ z8a-%jQITMZkGHZ4Y}h=Nt)wY6hn$q?EWKZ>UP7*!*XH=MV|S1TI4nD6NYsUk_xS|~ z`zRzt?T6!v^pqcXn?*Tpr1OD2tow7CvjPKg(5N!mmpu=2_$zjRRG#~u+$eO0)RJBH zuPeelt4Y-TFSm@;)@gs`+0L3C1X<0!E(^9G!QTh~Ab7Nz+~*7OoU9Y_Zwd_X^0>N9 z)us-Z4QF{KMzRy@P_G-T9Ijld-ME{f!28p z?m{8@YD#~pO+VZ|v!lFoaQ8POJyRNc^898@!vxVsI-4av>&2HA+k{^Q%NPi}VnbjS|4UuQx?^5$4XmoT` z8-!KnYO`*TE`bJ2uzT?+bny!6PxHcy)6(d|88VKlt&|7z1R3VPuke2__>;+CMd;hb zQ=A?7r+TFSo5sTBuLP$BN5F+AqXR<>tiJ@&$&NYyd#RExA6TcIMuSyugcme5QXJkS zv(2CQO)yPA1F-)CSi*FkM*W)oAqAr43?}o~R)B>BR3(532;v+0%5@HWSa0X~m`a#N zvemC>(B#oU%$cjrPZ8ec7Eqyf9*SwWCl*Ks|tNu}T_^@lPUo zF#|^roKh>l0SeI0ebBWcxoEEgB{~7gmGC5)>CIGO2cGtsXv3{krDxGkq^beeWudF< zO}REJLaNv`zo@NeO|zyfG`Yb%hN@EgcMFik9xY()Vu9De8Wd6}qaAyjP{3xRkd&LZ z&jDz<(449DN^{fLz|gfP^Bs7YGGW&8d8ggFpYGuLM0#4-$;-HwU0f$0cd3O`;?Dss z)c#5aFVv0Z!;mnD@K$4xa~fB56o~K#SAFVU%ejIC3ZTJ)LuhaX@>ZEg~Ei}bve}TA8ZY2iG4u-X*`_-zYO-F9c(hEGyhI-2-xicc& ze7nwiFlr6}PU53YrgAoN?*?bd=lzDiu_{W)oXJ#>nyDweBY2cvUYq*9VTchi+6W@r z1f|t}E0NJq$3q2!r|^L%)tfO<-(v}eoeI>QoT9$}c}(m87M?DntXv$P+(50|3;ywtb1u8Y~aOcJw*y$OD|w4;q{!DZU(MHVS4sxnko-gobfo- z81Y#V>Mr?d=C8-{@TLR{7pYs3`%Pd`TtiXKN)2cE0S$9LQ*7T*+-qTh*K7bDYc1kk zb)XqYYb+JRML`-maUMaFKL*VYvbCP#-&I|(-~jP_gn(+fSQd%$!S9lU#7k%I4^sbPjyh;(bz`iCIQe9z_#q9 zErN>HQR-XXKTXHllA5d|5AJupuZkQFhqrXsf)});_^SajJ1S~fH%MQ~XfZ~qE z8nB=JWPw&MTbDb7y-Y_I_4t%MW=11iXwCNwJtx?(fTcapH_?t59@-t_j9#7(g4zvg zvVk~MiiGANuCy?hH;v!%@i9v6(&Mdn_FD^PwsM(_x-RHZ4b@YqcVeN*6!=uxDYxpc zpt-SyoFNP^as$|Fm{C!UcP(ZrWqh04i)FQy{J$F$h~ME(=P!!J{w`&37Y)xU43Pj6 zazfKM>oJ4-5KSnM0x+%c_~&1V!G4?H?*y|*^;i*^sn zQ?X2R(7eD%RnkD2O;yAzuq~|v8P->DNgJCuVXt>HVD2b*TbJ!HFqH6zs5#7Z5BzOl z-hbKbGJIjE87EWxw~h_|VxqD(!f;e~yr>3|l*b(6Zz4feQ;UikfQr3wL>DkPUx zMqtb}(qYHhVzO4;sbJ9o-gXn#$d`!P%Lz3;$d^Y)I~r0`Px$d zeCoL8YI9gPZ@J?(n&B=>VAT+{yg$Np;`AMWlQYkZ#@;Hq^2d#w9J(Ny4(p5iFybby zI2Ezi$wfsq`Jf`-WR^v4eAmDLet;N2?6h`1F!7fK(pHLk9D7zAruxrBwW9uKq9Xn? zQ6nTM`%cL*@DnJs-pr*k_ub{z7D%t!&+vr!o$02ilOwEVxX0=>uvq`xXumOO*G|hf zF$czSaXA~R1!8FGBvLQ>m}zi3*~?HX!+p6g(0;bkY9&6Jk)oOWR>p^QL);@L1LUe@ zLaFgGMRUKrlL?Oat~AS0<0+k=2USp!BB^oAkO(mYE=XXd*=x8=w6lZJA7x4J7Bor9 z`UF8OyqMo+@Gb1i2i7y`;{XI+fHpRIIJIw|vG#RM4wl6WoR3eRU@Zeb2sgnXDJly> z*fx1CoB@x-S}7*C`RdbG<%w=)Hvm;~H=m0FtsZ<#rf~w6k}Mn-0jm75#MEC39Xf*| zb$s_!V!N+_AKnlyxd=ui1G$88`rRu5Wjbg5Ip9k*{4q~ro0_B`{RzJaJ zScZzAi%iq@2jloiJ5O^CXKorf7&<$0RLuqduBD8BL8&Z17j72q+a5Uw!+G_HuQnP%OVN#;22+dR`E>e8z1MS# zMSs=lAJDY=N%LfZMU(N}tg?HNh2}q+W~mqOjT1wF()`MMpJ0TfF@6?#S*gAdRC6oN z(%Xu{WuBwx$DmE0v%dm+ldQusKMqRJ(RSy`;M(VPEkV!8wU=?I#)?85NDGTbVpP13 zoRUCu8$$9b>OBu)Zpkj^P~r2}EVys!qrbh1uu>*N6Fq2>e;GQ+k7_xb!W5;#aHT~n zm#;;jmer&``3f<3ppVFHX`aN8^ul16N^?O^ZPCLS2IOC5*xv`tRmm9nx91PerOi=~ zuqz)6t3Nm@sa$oe(|{1nblwVLkKRS_;wB*`_O7h_uxfW$?ScK2I1=14L2=4BhT5Yd z!P98*BBn(ZXKHrAY}rUMnMRs_^rQ^Dt9?z{i3kyOB&_{qpcqGEH>{w3DC#^>L~qDE zpibn1I;kH!86)abIK7ln!n&gGTwc;yI#6{$NS~%g64$AHl9UrYm!Z-}~5&m1>qs!#vNwyBzCm1HrsP8um;vfmtb!p%%PSE7wOjCRvy@A zlsXcxISsuvur5U;utZJBKq$FPm;;b~&V7*TQS(vvH_*pkSV7Yup#FN=X(+~Kv5SUF zz*L1=!ozL38iruC7ISaOx9KmJn$Z~C_`>>Y&a*5eHA;#+x!(snOX$ z3tt`mM$_x5DKNEVdO$x|TWj62^)6Ozht_GC@+Y+3X2n8Ye>c86tL7j!G8txFV*f-$ zV^ZO!KE0Wc8>#I)LIVdJIxJ2BYpgW6hk$0-lk}__3#Mv+MBOKPk^%078_X>_WF3}U z0v55Z(fpBZ+xa=T1u?fZg^AJvip1O|M+_nJkLtv)ze%g6$6wTIVkbtNR}2?NL#kyu zxO^PcU%5S{NeOu<624BJa8SX&i8WkOtFrZ$IXhLF72n|1CQC`$Z8=Ytx5o`au7-Lg z_6tEs-c2-gFV_ze}yWXb32KV}lhi=8wt+oP?Bc{W!HSo^(9<7wnlHFUbVZwf6j z-F_J0zZOdL7%@1f4o@|`&vbYZMO{&Q%vRc|eL=TBz}6r)XUZogH@#)z?K~MIr|ZpP zPgr?Pir`XGCs0F8vdVODM+k=FpbWRwVKmx70+Tl#mLwNDE#qA<^wd)D9>5MM8YXNq zcumzihDkxEgVfRtOTGCl)hJIYJuCStiHYDA#hyuDBe5+Ut36#c?j7R8#dlJXdEOHLn3B#hLR6KE0*RKg;FT zIoh!-3jN-0%ct%WG+`g6X9+Gb&iUVWlPlo*&;C}_bUD7qDM-lB9jEF4Wk(`m(WeI4 zNG}0>H2X#GqTvZ7av2(4<0U#`U8&Dox1Vn_ z5ifA5Y71OcYwaF|VMXkwQ>wEDpoQtIWTo_4E;~Jy+yHv@WeUR-D$rb7((#hSgMo#1 z;7*fMEEk`x!(xI3s|O2O;SALPU|D5(uk_DV%2iJk{RjYe>xWNWf{G6+q^mL_z{s({kB;-m=AY#WVu0^F)UmUMB#Wmc7w)UaXh)CqCCQ zSFC2qn}o6~KGN3~%!KsG$Er5yc{AKC>ES6%7I_bXa-UT92Ft!GYMS0i+a}X2vbGD! z#yzU5OtydYMdPGCsTLb6CJExAREyI+wY(l@5jAhjPfZMXq%KnXwW5;pCWc9Y8j;DM zFl~tqB6^hkO%G zKAD#_X5m#GF$761M;^;tUph}J#f{i3c0dN8p*(cygfe*8jpIrH3eMZVloJj_!$!Mn z6PNf)PcbEz)Sju#m;wE5O5Cugz^K~f)$7RK8WnF$#{&@}fkThD@1N5G5Pu~Ke0CSs zTU{uJ`f8Tk2$m}=dzKIH`_l0;zvZP3T-XagmQPm<95K&ka6`;sn>!#}{von&94o`Q z?EQlUQ4_9EMTW}e)?4i?in{e-gauCh6MBI7^=7S8I*HobVv8v z+~!>v&o8dCp+^Uew2WcvH7?3eY}xxTg-h$7-?-36yLPs>sYIuSHJqyBAKy)zw5J{2 z6*cWo+u5YF<-6|~u%V00d&OKSS99wT7`Y`uYECxI9tozo8heN32X|SLZaPp4f9yAf zq|%ft;G`s z^lRFl{AxN|GYT%8+IXw{KpYINy%C>FD4e#tYuLP6VDY}sR{{0Rex;8B7Msk%AU&0P zoZC8xkj|Yva~WrVNoIP*X|`4{WycJi4{(xBqt|ian(MJ@Btw;{9tp{^^FngYuFmJF zDWZCE#zgMo7RC;|-wm$;&lMb8gbyJBL4h8T8{?t?RBOmcoss}C6~sb3JjO+s4CQ6F zOuVK=)T#<+g2uKI$zf(rQ6uu3z{Atc4E+evPdWQZO`(@(+?19Mdqyr$V`*oEcDc*+ z{m|{4ySDq)B-gO)1~epmZ}E?0kE9p70SRid5DruA8JsmF>Uty6--LzRt`qZUl6^c< z2+lMX-qgHy3GF3*xD*+WmTlA9YK&DHGs`Cor{ zphx48ThUL8Pd58RttYEDr7n%No?bru5V~=;sFvpZ|az6Ay;EKumrg|}GrcS(Gj0aKQ{5mm?CXHho!;++lga?p^Mj;SPEqII9U-{r`Ou6a za5;FjBgrn(8izJdadfr%?`z%dw>Y-8XzCZ?@En?GdC}j_&cQcFlr!8-W&$fbcP-Pt zvwMWMcD+##^*rx3**6^Swb|g8CQ;M94Hm}3My&G(=Vp;2eyp#f0^n!H6Ju;+oE{ql$ zM^$?|c&WU*WO8e>dU<;!Amd$af`}AT3%-^|^U0~sr;XKGPBXGd~^KC<4kJ?H`8JkL;1}v-4rF{ewQyXHr2U4Cd7Gdgr2?%&*iUPe^x+;b?uR6e@4fGJe1LR4 z`g^?B_hs{T6(_yuuF}?HAK|@7`)U?AM9;di^MNBQE4_1L`%Z&N(8l$rjdgpt7>fO| z3Pfm}$rHxAwo}!}mbA%b0ug!7)EvpXc4y0$k$B=DaA@iw@0QW9=+>)ys+FN%eY4c! z(c0qBX{!G`1HIf-4tV~I-%|oM#x=L6;l*4mm=EH}H+=({1m!IQq;}`Er^;`i$vGjf zI!9XeQx;{GM|m|k+S^Obkq0$2jTWsx-N9u}({iS_CdDi%|77!Cowu5n;~9Mc0%AX^ z1b#H|Sh_S0#Ce;$f~0-UJKq=fhklYZ*-UnV#Q`~&r5rpw2M1Edy`K4CfS^;=UK|Wz z`L!;Ht9!Tw*I4V%TM$Tla#?Jp!v6-d!8QCzGW-}s9^b@y-+X87wvj>5hV-fYF^4|9 zmDFt|kZdb(lb36pXPmKj-rI()%&}?u*OHDG&HTa|u)Ogo-^5GOO>l5{p1H{MR2?ER{ITYq0BcI;8y~?Cr5@02ob>^RQDFNre=e=0j=N>`eta(z3g@=2%H#&38 z8~8lfl@XkE@4Pggo~gEW?&<&xp;bK5!O_#@qROB&^zrVRb|#FKlcr6W$xt!0l;)y3 z5QfcrCC?qsb5W&BjV+?CI@9FFDJv+O%Rf|c(WaYEkIyg6XS<>JPsD;w-hdPa%CIfJ z>wr{RB53_MuZu0Ho)$xjXoomya_^1A&rOlpyjy$gT#q;h2UB9@T&pjc;mGDZ_M4GL z&(EIVHZg;+^xC$A#Bac1pBdScH_Yj;`q^o9Gw+1CCAhRyZ(?SpqY zNJDvcvLIvpucO_f4O7+1TFJYUOE;sXQ#dg{H?P652TaQ-iZ#)ym)JA2WrWF%3EGKv znY3ahB+ToxDR2+%T{S_l_ma*+gbB!;Ae#3~XK+cNh_H^NE@^F!$frT`)$QA+qr|em zK5aTW^5HffOHT^#zI385$F&^(Mq*Tuwt;IG=fOzo`2^kb6)@~4DdD_1GWzn*JosfL zE|Ploeg`)9jMPkh{_C?{+-L8Nk+FXRDe3%F_U|QR2i(rdEOke8BjzuvCK-dzP^x_8W$V*pWirpduw^Q{{9BO4P8DS+W(XK zU+(`aYtsaF`hQCOn~w7TU)O(2wH>eh-xmJM{V$6e^WVn*lXUjB=6_fF&wc)X-ia`4 z5Yc~g(EZOp`KPiiYuMEK`oTY)^0NMadL9}1w`-23kRAQM1Lo?yxf9y|<~)1<=|7$Q z^2N{p%l8rbXPEvI{-?u*%Kshr|6#xTrFd9&e=g7W{!`!|`U~AZ*MGx%=Km{d&qxa7Q(8<0 zk)shiB>m4*K)Q%(`oWxw3OSMgjmx4UB`elaVUH7;V!js1Y1d20yA~O9y2Af-F>#jS zIW%0BT>~^_RgUMp@SvCdtDUaABb(*2t8j3D5X!H3vZSABl_FP1?q&*1XKS5hdwQjq z*~Il;&o$wi{?a-gsuSvSJZDko=%Pt*%mAeFO1iztvY8w zW2pAnuQ1u81Cu^P^X8WZ;J|!NZ`TF5ha|khkE9j9eNo9&QOxidz&5&b11MALYSA2& zG_DD&w+Pw9Y^2K@t4gBsnBxafm)ayyHI0*Y4sxH7U>v+*`u3tL%2{o?YZ2>$pLJr2 zl_>?=l%k}Mr_iNaZC*+9&CF0b6-us8$oG@ae)fUvW!N~Ub~`*a*XGW(>1-nnG~a`d z={VbJF@H$eFa<(yTZ%Vuvr0qhzq(O`il3mej!iT~S`7L4_a)J)8`yl?RDO%ykxSK! zR(E5Ks8P1|PYt&e^tZRpjZ_Qs{cKNX*BtVZ-IDh#yOy&Cd&+QQnnLI$eyl(z9?!nK zxK%@-1&Cexmmdlkc`$)855T321{1rLJ~`T?twBD)f+!lfQqLR>H`89Ec2UNO4l9Bv zmCz}8G5Ox5U>J)9i&EZycU(h(5>bgk$lJO5cv*h>agu$)>cY6?>iGEEI5Icv6_Em6 zu#}WIr3DsrHH}L0o~w^1SKM}Sl#-@{d?;GF4?9@$d@y*Mu1kieFd~q}UtBWBBrdQT zVvEn+1x|B~ni&ftqs>6OQ=Gf+goYuUz$U_@OTz%)(yaSOqRG4Lr{7Yof@u)^`fsTGHJ zl=##1`7BAc7Xdv6wWQCk`)%xU;f=WG9tGwKnfpUA-Cuf;;c!>kp6FDEkdxQf5o)~@ zfvNzbMeg_97jc&S`qvNj2ksJ16%b2(AGu|t(!T8)Rs+Myo1?p{KUa}#rHYC9Hxrin zjP|kDz{&m*)_bA+JI~vA+p~m7Q&^M~bzpz%9Rf7)-0~Nye6xNS1l~$6P8Guf(JkoEC#PcPq6X;Vt7x8cEJ*c+bdbrl-2nKBCWI`PQ5Q3#rBL@Wu8Ka9d|SpFrVZSM z>$qpU^bVW%8iAfaBHWogUPVro?#(1L{QVN5ny`pd>dxl+ohQhHjHJU@rzS#p@d=m2 z9iW-16|+1gIeVLH`!PUCRf%c}vJAcr8i3)D6B>gfd*=k-dwCuG;&h%@{a`=F@WxZ@ zukHNm^KUigV-5rXHb&SGj0Z}5P8Mw3p~Dh6L%e0y6MMGDBb};~+dTn{z@RskGfK{c za!vrL$~C#$`Ngz>F_F~iq|=wKk^8r4TYu`g-#;s2?N(|N@8#d*vUMNu=(ArIKl8D^ zbsoyZoG&`|L9t2m+_gm*`$wfHJa*lRI|dm`HwmN((Ckpf2Kxev4B@5O$}&t)crJ7Y z=rkbhJ3#H5L|0`(EhFX^GRsdT-%lxBzrPl|Lq$)e9Ix`K2t5~Qm?)#%h;$Ydh8?RM zt7KfBz*POJ^2d+(JS;lR_)29Bq+6yuh=pN0W6tX^YNVSKCTPEmx-zz}SV*ijjXW`r z_?o}%cA7Ny_cYt_NRpTZXDL)Fd73r(E`GVrNOooD0B*dpx=d^sRl>9ufy@EFgCsA3>PCf+A+nN0>F2-U5 zf;Vk~**fR8p@6}hmhwNEM_`m|Dd8ybVCT^z~UFtCa)mB0;-DgyQbd3jby?Shn`Vy9_a(a5)gHB?PWx=K@XQ30fQDIledG@nT_z1)IK z#%?RpH*CXF-&%c^PRTh%=g7UjtC#x?7FKj`>{HT7cV;X?iyD>mtyYtj1Ow?QS48)g zvv*r7*wymC=}SFi4RpT3tnrgAWI+9(^R)69S;l##9IYHZ_F;^mM%`2nAE4Pv97q8e zfO8do3T$YU5uSYh>Vx$tY4yCJpEEKuW}**z9;YQ8@YFm$skoe9R2B0oxJ7w7l&z6 zKXxh@0=UPB?e*|jO8u%Ry-$Wm-yR*}NdEN~66V3^PW%y<)-B0)47ZDxGPj)Sds=uc2N3U^ih{85AV+AOR>E@J zBERv#nHE?+t#hb-;G{qj5ND+LJB=2z>50OPA^UziTR)6D@^|7-S3D^V z5dBlc`%9e~9JtqOr+nXrx@51q+XkwPlh{}vzm^uUH&s8*Y!(nt(}z|U1jOUFHgn=) zN#ys#h}}WnLSNeYf>i;TwwDiz6dz84vEJGpzC;7H*i#;}zMt75+pL@NQhtecqZ6-! z*1b+JA+L6ulTbk@TpVpoiqv+#-ZwWV93h;t;(vYSR)AGL=djk_#J+l{R6b+D1S)OZ z1%~N#o)=tk5~BQB5y?78`LNHvTyRgO^;9ZwA??YS!c6jn-T(b;^s&&vpPLE^04192 z4IL(c#UjYBlB8mz(1L7(PQ=U~riB&jx&!<@dTqEllH5;NDi!UtG7-bEu zetZ|6>?kqfZeCF*fugEA8$j?SWHwtzt;YYm8YeoB{1u{U-CBh8*CVLmDZNgDBVXli zqV!E*um171CvN8Z>Yvb~+KHC*rHa;N`2S5x4fNS*N^z+LC_gLaK~HgQ;$56XMqSU9;B%RYtuV7JtgK%8q)Vp5w7 zwq$wT5l&<1&-!|1cyOHv)rSv;>1VqdQPKvot3rw7W8d#HUYwTYx-6qxM)5au%z$xV zp6kZ_&wO8@5t7)HM+*Qlr9Bii0x#Ba)wm= z@#te>wR`o7tixzP%;l@^vooB;9xsFV`W9NbTXseV!VPl8-YJ_Ymx57IN+^tsb+OV? zY`u2rb)N4?inw#4w>N&7x+;D`7WZY!`RYQ}EKdJ={OM0$<HF?q3G>(Q zDYcnh>@$VLf3Sl}Yis|kxZS#ZiU{lJZITfi1=t}Zno&}t3s^e;P0H<5bc8S=2GpI^Q zm*6tZ!m2Ww;_5zab$GYkT{5Wqdp?%i%Nk>;wt=Q-15a(QW#{YMO*eZ?xCri`U?53#7xh-<|yZ zH=ITpHIUuq%E*Y8H-CIzvTS3&axx{rDQhdJZp|l67)u{|7-svcM;+f5mPudZ7fPXe z+-IB@gM})CMYalg|5q@&{djpe5$u7t?5#@^KiW`?hsAq{=u@Ff_w^5v0~nJz%uBs` z2Ws;e8h;lW%1?ajx9O(jli_g;z2L}%pl51tKREG=r}WD$nh9ls{)1*wdbpdH&~I#7 z4O@9^bLv-A02*8N8+y?P73_9X3Vzp}bo-?y)9JZQDQH8DH|c6IBYU1)wsznus0w+B zKU`rif=@$Bk_=KhnMRQ#(_W(RMZH`saw{uoGu5TWxQa&!Irq49yr<_F$@^oDP2uv^ znZWRGL(0bjKk;nlKfW|5Rp_(;olHt~$k152S~pN;wkHJjbwGpy4h+04MS~`=FOL(@ zO*5+S#3DFt_p_bSSzEj^>cpcAo<-hkIzFmz45*a7<;hL17U>Fil1Nvh;wlqs);f0= z*k`)vk`=d@r60>I$RZQF9Sgdn9T!x|L^_+P7~!lC5l=Ku&R*Y>Az@zme4Z@?^Csi| zGsRWns8X4Gj5Fm9t>Xz}=l8MrzMO;7)%_T(*g^ym$xabF@e^ z(#bW{g5i(v8#P|*r8$OP;$QC{zCC{vw|Q3oO8F^Enwljwqwa5-NtHZcj2ueElSc=ZuUIw%A=#BxsND{JqJPoB_uM`fu9eom;4*JmUAQK} z1-uKe)IjZY^?S1-G4C^3hSlZ65paTYRnFz4vg9ykCE~PffajlpQSORWWtrj}+)4G_ zqfSXrT%LsUEMtIA2DkKs$_JrW8Z;(&?fUK`kKU-vMz{MK0ng9#c!i&jrss{0b%?$V z6l%H1@IsFvh^3(Oq86Y~#MGh-4wib}=3&~oD%jcD(mBkurGNf-#ksa@QI4ICfEy19 zC6`6rQks5fiQm8+_N6B`OO}LdhM!R4#D5@GdzyS3HFacduq>mDnX;*G;o_~;ZbRB0 zrn6d8!(ndeAubgqu2nh(;^cq&Yt31kf)Vd!$RVckyQvzH%|Grk*Z?y>D3tb|L+soh zJ-S>So4igN3EITvl3vbpiez9sYcY#iQhXv5*WhH&mp~jRo7GQ2i@sGuCg`EN*?=r*t-2Jp@aZNI}O4 z`phjxw$w4jM(+9E+6RZG25=N@)abU8?Za~Z)8gU&`Gp*Jn_SD%J@0*OWN*tgPt)R| zWtRK{8Nz#l9%~D+${sNwB1e%mAC*B$qG7JjFS)qc_R1&VO^*z3tU2?VRTb4Y6i!6V z(HH{w;VXD?*Z)azHsh6Fb05dd#tGQCeMa)Q!uFxoPT2@YQcF?N8~o`tpG-Zp!^%J0 z-xuGDUvS6La_mNbPcg5o&{9k$Ig5NIR?wkZ5WTrPvS-)QG#=?Nf!?*Z&?7MzR8Jal zeM{T;h?Eiqg?Wu;O?mU(glB=J&8<;>JyoBUqYY8iprwB`nr{=2vDfE>#xW-!{9QxoJOXt0_3N%0)y^r+U&F*J z-6-|I(aRJyJ{*>Iv9#!1kj&eU&TBk)TRLe8MaSK8XXUhg>)Cb812KJ?Ap+3z8wx9#YR};DEb!gZn>5$W4_oVdSqg$XBf^o=c>^suVmY+^ z&8+5YO2>LwVGq`uWhsO9Gr1pUt%X3Z&z54b-IeYozahVGgCTzPyFjckhS4vy2My>$?k>OFLRe5cURoP zrr-h(l}7%~te9ziqDP?C^88;=tc((g60`rSw={E?5ue8oF0bbGXmOD1xq~~e7Q?Hh z^%7jCZ?8!zmC<6clsNig)utDAgn}-UR1}!hQ62pecI;)yWk;YNF~Np)YJsE^_q@13 zZ@Abd7t2P5W01?eNLK2j5{XOB-cCUS*aFMZG}fZ;bATlHlhpGp=`CiP$tPfoyOQt$ zPstGVhQuy$>Q1c}^Bl8+LtMO6>v7$n!;!&!jp1fyGhOiAjn3Ggdwi!B6O&Br`w{N` z+LsaUH%qcZ0hn+qCB-vRjwK4ZkKG$D-oEf15ngYf&{yV4KW?PQww%c#|2zxBu*{e& z&Srl8W}&Y^;iY3@M}VA<@oT=5g4s>#Xi0=+ZFPJ_mF(PGR0m5by9KXZO6~wkr5VHQ zZ*GztOij0kjD<~x6da!Tan=0rKaG@t;@aElSDq76F)l`TN|pYuG_PkqLoxFD*2V@f zdSC%Oa%(s9mR5!FdHXt>%=7tNVrxh(4hpi`sf>%Thv@A--r(>#`x;?!FWk+ds1;cQ z)SUQmCBnqw;3g5CUzCyygfv{!HO860-mQJVkvCefiT?U+vi6Uk+?lc|FHbhvV2Mi% z*&bmblNBLj+C{^jDD9QA2glOjoc`sdGh{wUecq$b#M|nzLZjr8v~$Me{rj<&ptN(+ z&TcnSkzQeY%wlP()&Y7d@!!E7tqc3jKGVSxwmZ zKjQ0(e8#DHe3il|60NG0KGj(h0SuafOi^_WrLz{Il-Lx)Gk=2~z6hrRz>TJe$t&7s z8lklZy!DXy_477?!X`KWkXV7WW_kk7Dd^YM7IaHwAH36fBSh)o9k&^;TJy$ zi|7?&aYTl={s&0!gP7l>qJ+jWJBgcQ5Jq88wWA5&8%ta4#C>tr<*2~&zxz=&Oj2E* zcwPvy+aQ$W2^FA;(A5{yBNu_i!z+)Lh2iw3DNi?&rHl(EzbnJ}nQ&iR8XMl=x@fn6 zdy1#OnS||S3j|N%S8rgdWDGts-r6EWN7cLe#JFQiWEfVYF?(X|Y8G0Z%42E4_6uDtpN)$R09e4;2srmD7_qImyYJoV+H_NqZtz4vCMxKT!D2}7L)K|LTpCtpstK}s(uM3OJh{+*1N6`BPh{yreovGjf?X5 zE!c;(KY?W)IWwg><85lnoPSNCjt?+Lba!P|+C27PM)m;de_L+Tdqz2d>3Ya_5iAnF zdp1cAuM!gvOIXVi{L^MLMeS_Z{=1ZVD6vy9?PsLe$()eXctY8hGKRcJcx|QA_|gB4M0xD8w-qtC97oxs$bGN!`8$fHI#7fc zv?5;+y7}Ql!+}E+qlTJwfBy7um!`FO-`9WL_jcy|go*jGEay_@?8W84n?I^lz(TD< zul(A<5o*p;V-a?Sgw8#G z?@sONr9*KX7$P21STBjT?aY_@X=$~UauT-r$z8Qx7mCAKusx;d+_I*ZF-E!1wFQ9b z6-}Ph{c{#>p56XX+_C)SZ~7b69@he)2zuD(#)H-8_}iE4^J&xezShaD-&y~CH_6^% zi5}2fG``zQ+1uroaSM9--RGCX26vA5OMUT|=7B|zl%t)dlz~rP9xFB8-h1M(NE|4i ztm#S3%nK8ljg$`_3oO>CF>UNI6v*>~W|cPNTvcc(Tz)%{G=9gJB9Ojimq4%4)uzTp z^`|>HKA1WfI6WX%yr$s43D^k;i~THXmUvZcas(2qu!>{;bFnl!NX2`wW z2?3WJYeUL@VAKBp?UdU5K&jrtzc@Ln`^C^|?bjY;rZZ0-IoiDLXBIsgP;O z&?2EC>9mIu!Z2^tL7bX7IjQl;fwBojY@|=M_h|}hhb2T!lLMV&yN}I_Wg)IrBBnD> z0;0lKxz(PXYc|8VGp|UF7kE$w{eSw-p&@zWpBGp6b0f3IuD@2t-P#bfwA;cFHLx z#=krep6L=w{L)(TRK8-DAJfq)oejwmMe#+@+$|{fANp(}%ygl1{^s-w!ol<*q>ExtM5iuLIP7f>7tT5Ikj*9T0XUk6IA0{i}(rxORx;i)W5&sLe??5 zr(M87xo(jk7f_SCq?8k<(fmzwPxMh{@{pZ8?|xv5U0LC*;L65AijsL;DaLP`#T>Eu>@qM-Lr4iuiFO{ z2%&OfCsSKW&0ZACCQ7iSyt~gI^g;CX^}rC#?p-#i8$bUosmG|wjs@&ztCuCda>gFp zX0=!(twVmAu|7zHz}3xYb3JnXQcgmD@wbS)zVzreXaL>8-nsu*d`^>K1$Ui;e*ioW zw*DO>%=A=aFU>w~IFL60_Q+>E;ABSgG~?nkNRTVlvgse{55HycgW`!iGkoyIN#wiY z^uTmKR>yTnnYt8C+=aKIS*h$&V+ajOaz_k7)O*63zM(+w16GuATp}pI4YsDj9*6 zPQd-5sP2trdtv`dwuZhxe7Stf?crkkwYd-fMyE<+{Xf%=?y`vnvSeFUAkT#Il4U zftf!mc0?Pvwrv&_tJhH+cvld^uFg_IZ->ImlJX0?J+N{Lmg+0NBayN6PMfZUZeIo) z+;jiv4pQKW;Pw*XHLZ4lUThQi(5~$-Z{Ll9-v_NMZSueRLeI)>q7uyOtOIT?)TJnQ z_a47gZ+l!2yW4OvGFn%9o~7~6rfewWe7;Eh(1&W;#Fy0TBOATo7({)sR<`iqpxp65 z7O`&m@~d|yN2j>z15>VNwTo(%rPr!93g^#`v?zop7&B4DaCd-=_Tv4SUZYL<{-&fa zE4yl9<+@LQ))hXDFVLFCdai0WFV!pa9~CFcr~aNQl@1y%-XA#;u+Gvm(6!U1Pq}5|joCd!|1(k* z#os)!<+>j@bgZ{@zL2o0S#UUge#q1AJk2OpJ{bnu6YgzCCx}!Rgms z>WVBAUfk}h#e9BVih?8^DcpT?P`?MER7jp%EvGP$D3sla^Dh^U0ff=f(aWR6wClBp zx0s%sq$NLd{HeJi1&Xm^Yi%fsrWyQ`53Txd!M(kJHky58hBAKhSfcZ0v_^2mlMX`V zWO3jiwn_Z(s-{{<|6`n1tx~s^uK0I#Mc)mQL~K|BXSeO62zudV9r2%>?hU)lNA}3b zXR-Y{txAa2)4-)Z`~A0st@J=6CrEDC7rQ%=+ij5Fx3?BGtr}Ar8-o8C4DJW{G)+ex zd0d#!t^~7v*e5@T%!=a%-oU;_6YLBMXlS@C-UR7Axvvx#bO)ZU%KY=|EW~XJYVpnZ zGAm$O3;&y^$g#n3a@OSeM?L$Sq`W>`^v!g%a``U$y{7S#{xtJYD{m)J)@V7SFwx^n zB`P7a?_=LiL_Lnr9j8yR-3c7Hqr6sDueQ_TtIqO%XY}c>3e)8oG*~n(K z7kSULfAt>O$Fr5J`!ub>bzJXHIGjTs--~O1UxA1>RSx;0l9`j0-YQ;c%{ArU|ZPDJnQ-lZ8e2pa#P~b43 zj7&4GO_K~u0}(UaMMII%gXzQ?lqyR8uaJ)RJbeCES10D*sn5x)4Izs@Umg#`g((pG z3)8V_s3eeHC|bhfVP_`LFLieD!Cs2W`Sg9Wig2ze9;sY64y8qMC@!6r#G5)pyp)a? zZWr9vv$N_>9(D{fj{ld|<3t#(WB7GnW8gNf9e4b>frii7qIe`$-kk0D_Ut=L%bU3g zIdW$~0_?fH1)nE_UbFoX2s8b=dGV!3;)4a@INbapsy{yF>w8ANhNpU(j8{1%huOVA zWPPN_JWw71bwxO7;}8^Nl8B>7ca9^3Z_dowfQNt5FFs{2Yif(N=%-=e^p&mry6-tD z|C};)P{I^`xX0Yhvsa$%!NbM#MepsJj{jKPDwe$zD05irr>J`Jzg$o}ogqWo!%;27 z!0Rz7Zv>vH9;-?8zLjE4SgW&U(wAjSIIYj=RsUjrej#J5?G_n2KUIupm|>t7Ak4iJ z>K%3an$aL-EH@6R(Y5}5U+RwOP3|T|rlZg^Q!n<^*jXKds93EYFQ=ZN-Pl`O;~$!J zg_l{*4_?km@}g+ioB&%=9|T{zAzNh_06zt;o(iy>wAUV@m(hFMo)37RUF~lzT>Xt` z4l=0SqllU+&fn99D4k6t(w6gX6KvXqXUyjF1^yX6 zFa7R4Sc2)Qa0@Z-NWj!Jr|#36ZrwvoMS~`+Z0pif%mu#P410bf?sD{g&68{r>6NKm zIk-^vF>-M^qc#K%MIDJHU;i3yYwtKWP4wG?|JC8jV+xIaX{%pNy*0|u*tkzgyRe@;BrK^)n|As!DNQWDeQl*Kdnuv5d7>4aU!cVq<`ld+Qt7=x zwIqCVgkNgPG(KiJR=6~Dna()y`)d+WG5OZ%?c^4t&%(C7yUTNiU$B(H^AupiBf}%n zvZhV$+TZ!5E7-BTlgm-gAFg6?f>1o}c~(lF|0)!zu(#5U(@bk^?wK-0A(2R!us{JS zDCTqMWl3?mQK0#$e={Yl@=&M6(4{;D`jzkT|9FvDW+h(@a4}z9DJ&5^t`q;9n2G|r z!vwTrumxb#_*4ur>HPTerrp1tNntn7Czr#|CCTqE>>n$}yWm_w=k0ZE&`YU2fuPzQ z-$xQ#_9q24n~j#5w~O-e`8)ZKYBbNKD2TCj`-6Y%qUuAS@ULe#=#%}oL?ir$*b=!l z)l2f2&#sljSfB;h63ujkNiakP(y)+A4vOL9$%1B*)YOY^E$!_II7(=Bm6vOj3g^H- z!a7t}Z%HM%u=vGTf6GecNIu5D>wyySxRYq!%~Bbe1p_1|c)hfI7BrZZ&md{y#op#Dq><7&agld<&^OTD&O-&R3K@md`{bmj7w$Q6GOu zHNY7v1Igmu!Yuh<*G@l_xGBY3>reP2VTRW6C|w#1J_=s_G)vAlhAAO+&h9haHN_}` zHm-kucmAEXQs84}XLuCOxxh(|6O;|n0Ra$EdKgT*D7a&|e!e5Fb^-3DnC#N+^h=`t zx(el&H1A3ul;Xt$&41LcAvr(KHp=h8JEV|Pc+F9QB*FJ{P&Z2RU~5vJydgC6gcjmu zqT$YIZ6M@VZeyG&JXjYcEd450?Hhkt=pxHG*hCYBQk-0y<2O+m(oG}SXM6+r{gCQbRf{Chg zoRc;=xkNRlG^RF75sjEFy59>PxnDnj-eOV_{wxzkkQ0BC%@iGh#y9z4Q3rZ18P)+) zb`p{#Tu((ub_Qw)CKV$L)00J6LO(UNyXmFceyvt^SH=78N67+8#)_gy}j!Njo)XAYJgEJ{3{WxZeMoAyHyVLmW}5m{oOvzCn+_BBmN< z7`8U$%ajFOY08*mQ!+|cY@E}76ywACX}IfYZd14G6Tc@Oxw@fq%H=F8-HOTL8?Mp( z_f_7bb7CF?jk{h+j`;4Z4{%;53|v8G`5S-F`JK$D8y>yIYx;C%aI95e_PNHzT7cZ(Yz>R>YtK zp>g)i>Fi%t5YrhD^Wa?vi>>kLcf@u10B3mWDVQ7lI;L!sC;**)A^TH`F9u)niInp# zLmIbjSj_j?cvcOm@`iX|@YtE^poM)!-b(4-2=G^peA>NIw@~Vk?Axo90m=3OX7o1= z%Ba%Kb}6&a;d*hs^IjD_6;F8-RO!}$Rx+Mfm6938=8gT_7N(6-`Jd=U;K0{aW|a3Y zqC5sZEh@N2(&aVN-GSzkm#)g@ML-ZOiEubTjt6mrMtE%-3Y=;k{Ar{Baz zHsu#twOOx&F3O@gxg{4+($$VVLI2^9${J;DHP$po;{_(x$5{U3T@7=vEpsob2l%L11CEGl|lOxbk+t|Ms* zMhws^Vh#n4L!~A#dAT7spuO0rVX(BDBVR9pslXquBd1TfH^9IaCy9Y0+2TNNAVihU zO%@i{a~|eyuUOiuwJe@JUfZz9YgUCjQ02$?m7>J4Z>9iAK;awH@ev07;{qZUcMo5I z5*oAmH0`ijK^~H9a@}_7$*>xL6MM+rB(X$hv?04(@0>oOIxZXO?$Cik_YXJ?frmIH zacCzZ8XxcEJ%oKXc~@4HHRn@W&;pWG1CCwM(EZ^jCKFO#YZ5P*Gw3=#TC$(5h2yk% zRZYTab#p=a*KdFOS8DTKGrXjJY6m~~;d#?hkbTTfoR_Yd?i+u?TEWW_hi?U*6w_ej zZrXRs7A&YQ+45p2_3o!|TFs;RmYW~nkp4)my*N>GvZEDs%7X=1PA#|JF?L)QNIyvk zri%>-E#zwMdmHvGm@1xg=4!2@|8(WfB-?+E{x|;=|d$+1m{&nq&{|JzH{!i-! zx$yyPxpm)s5>TM46MCaga8XxCynmnLz2&9iVH;7WQq`NcF^O8NOK5pw#YG${d3gVN zQ<9qp)<>I0(lGzG>CUV{YRWU+=L;J6aMbs>ZPl$>W8D_#QHDqQ##jbkqcm5wTiphW zx32ByCoD|M$!f_zEb5bv9Civ>f723=UKDuubAPH0s1vB3^KRG)8np!+aq4N`s)+d=`z$*D4C}Um;QCT`bu~->HG@`@ zPu(JO(f8-}*G(5Si7AJnhB zo9l~qGvB82-y=spsam}(EY7r`F{98fk_L_vZeCVncUfC|0%MEWbto+DAq=t21_o|7 zdNfpuY}#_Z{shEngQ1)rWEy?%Q`%LaKN|^ zf42-zCF?2>&_ey-ejJ3Zpi4%%h!%(xTPdBHvUbUUL5b5SG)BLf>K;g)Y5ccU(o95w zVBg-gWECoBFUs%Ry$X#hT(vh$0SLb)wv=UKlIW__qMAB>P zG)R${ACibD;v~|!3h2dQ+GZLM&ufKu{`~Vt>q*}K))gaR!DV7%AifUaO4weqU)#t zs|H3v+y+f!dXfIe%uM0`FPM<7Xpt)=L_QhMlO?xlzv2Qp34eTO|S1on! z+TQ)6q4<2gPPK=h@~ETePTQS;{mBsf#FEqPl>hnp-XpxZaFz7Yu=^IxX0PVyoaV~+ z7xU!#$Dic98m0>-=4_P#FqEC6VAENCbhk&ZaWTPWPir-QU-NBw*+<26!Mg8)>wlGf zV&8t#SlQ%5%psLGA))M=JPnh{^72JVdHriX{k|OwUcD1uv%T^~(0QZJE4A0zMwIgr zNN5_hx}ak`4#Z#q90_TTPP~GkJGAqOE=*qP?(AKx zU=3#{rDgFYuRVgz32H|XJBJUp5^r3DkiZb#BjM||RxhSc+rPIm`rFX`e7w8=U%A6?Gas4cr@@{6NVLY~~M4|b&k3IeM1nd1Jd$qP7~8EqnK zemp!NGWS3f%dPqgM1l!}k;oa`>2N;&$9@F#d^l@>jfn^kbV4Y@F)c;B+Ztm;NyrO3 zRJ!Hjs+AufRbXaf8OVn9gbe-H-xE3D0m-Uwe&$~xW8$r5QRrD$YJO%#pflFb==vbf zlbDE(=k(=3n~IwvLG^1KBr#02$Tkm%!)IFAT^iX}4h9P{blA?@Rghpj{33rzt-d^X zx{d%4pvCT8loil3_qNgHROjMz8i?GTnDit9bP2=*=rZ`bXOOYAh7@&1>HkFwpn~IDwg8EEP0Z;a<9EJIld%@1;=G<^tk_`R^dx@>jSjlAaSXXP!KWq zd=I_)ecrqX$@s4n{5sJ`Ib*jk=fTpd#*hWy?Mua$xkb7|)+9zk%yIN5-HuRnN)ot^ zVMw=cQ+oVzldxJCIY#;pE-_1mt85Z`4jTtXB?3$IqiUWhVzmk;?c{Z1X53ucv!)_x zWz!YPKPO0%2hlNTYu9e;XHW-hRfnNufeVZSH=yl;UwzE)+n6k}U?8vw&nafxGp2ZM z^MfdXflt-J`f05L4S?C%anTfkJdp+CTmy!@Je7GOf}(zK)|;#@YSMpTz@9A1k5tGu zN>f?G;NWTg$pR`SD(uPX>;h06zbJsBlIyFoR+ub;1wra_YKj5SIFW6BwWqmHMfn3o z)Tp^C9yQ?95z$SwgI1x3gi&^g4vDIJ9TLJwI~Pg3WV)~u0!i^zMlNi3>Jk^IV-;UV z_~)94vSTPuaX_fL$|_PIS6$6SWm~=fKwUlUT^h2MnolDkO`YM~m{lJcQT79MBNYbt$btS}5x5|gAUSt+>?~_cUiTi(--Mm))$J=^t%d}s zne>{d_%0AhNAquLm5sjP{JOChy*4wfFwDs0U8XA3&BBxT#nsAm<1qG#yY-p z2vHAc*Qh_4 zpNe;1Jbo1T%g3rE$vUz?i@i?Pz}o4E)rBHRnqO-BX04JWrt#$7uTsBl?Xa14R|e#& zDlVNP+L#5zy!7U#u#?_4=#snP3ZGlE+|NEmb^*aB!UBSFTl@GN*DGG*RAEnlJ+{xE zGC#xUlcR6|Kpemc5gY5D(Tv6uU_631OV<}=4u>my9)U=tDmM?njaDOfC3ht#^+@BZ3&|; zBt+w@d}H*c-5zm8a)w$dO2%tdMu)f#$|9Ed+7)o7Qm;^86}YZ1dGTnWtl{ISzpIKk z8ebgh6QvuvO!q%ClFPyln>Go#Zoghj>xue!v@p`!n05q0eeXSUK zKW1`fU9uu-1DFY)`8|TCtjpI}uC#L#6b$B`B^uA`DDWn`P;BR|OQrnze$6sM;czh@ z6Np1oyF5G&4BlHXc)ghdQ;z00?oLCb7(HG7?`^4 zQ$e8~Bs(^Hs?Zd)gB83pnE|}p?(QD^oKjA`TRzPCB^}iClkCnd|DTE8Fta%tt3Uht zbtwiUKGIN#V4yLX>Gx}o^GNsRLTTof~tB)-70S&tX-sgQha#NcU|AY+)HidSHqDix5;2TsIBS=JOy|p8b_;%=bm%W{1L< z6@sh|BoGJ0gJA#RB|p!>Q6KOBB9yS~^=_*c_!%h2js1xsyP&XzX1x&b=j$5Jo-oqP*M2dBv zmKDU2og8#=&R>-{t^I?{eqssAvKfSkrzfm3F#$nx zN>Tbr>Lw4WE*{&lVAzHo=Zb!C-k zeM-26TX5w$OKpTwj(e};4%+C%WaM+Ij&bLpY5CI;-$xN+M|&vMz%JTcU0viy57_Gx zoGOmRIEDsdNJHY?mbVMQ@`H7ZMShRjCIa8U4Z!o(&LjquGOG-E5QY-Y(GEzthWsW% z@s;hKgXgL|ibCMU`WNf@)09{!XknNkyJuR2n{KYdlrz3z_{giVyC+_y*N9r-!KL$C ztjbvTaTM!$$vUmE&ANVVl)eJs6Z(`EJnhkX$;wK&AJ$UwhBkgOw7Ac=$adG<(fa`o>bH2{t_w8)Ew{nK{@ye7VRJTk4)xl-T^$Lm};K^CT}eeSj`Dnd_-gdo{dw^)c}OHHmTy^+uowJfN6`S4-LpTBvxoG!ce zzpL!W)PG5toUhH{Yj0oipK+`VdMUMfSUc-g-&$cQev#i~TfxOl8fDs={WG9r8{r=n zwf07(3#+4nLaaR;C7*Bki5Y2lAO{3hMXFgUQM<`K6;UkXYm{Kl?~DA^&ytD7ue};# zJd(!!asB^Xk{*c|R-oW@Sp+_`n{EhSk-IXR8&sAPE)?~)5bE+ddjo3l(ZI&tO$Iu3 zvh(D?wJiqdOAQ5{)&uCOX=CW-l6rqnK3NwmD7ZQ*p8s{)Eb*nN+QHCyF~D{gmA`oO zaCW)`q#hvn0P#G5&Swa_KSp!Lh3l_j#lj{W zV(A9fb;+8Kh4%v5l8*s|F2EL z;=|qOrh|orx+h=CEIvG_doox5q3r*?E3ufX|5E><&a2Gp$YMU@|9NBcWZt63tM32v zk@6`x9N%{JC~iBm`Syltf7|`0Nyx|vbM`Q81-DcxFsEJ-+9TV!o-ZWF95E2c0XGPN z>wB=JSaCQHDt;_8UWMyt3;-tXq3+@1P&~niFI=h{9&FavUp>0>gMo+cCtZ-zo}kKv zXP#&B*7kmT)uaz5ChAUvg9kkY&Ktw9mjA$nSLEmQyYy5UiIO49KT0zdm_uXHD}G86 z(oV=mOwuB6obYXD>@$cBAVQ%)*Fg*e_Y|N7blP#V4OO)~=zpRgS(u%2b@P$qqU}`> z;KQA?E>NE`6&L&HnPXh+;o;x=eGabIGW5l1-{azOf`#{ok@Ay=Z3dmjzXNvCE}{lQ z<#mOd3sXbix~+ZRY%#ZQDO-m$7W7uomm?oG-74Lw{;{=$7LWX3dQ(;K=zroFJr=7U zHi{tb6zX|9!ohrngmCFVUi>ww(d+96~p-w4g7oiYFKe_}6ARd3= zH0j{GBBnbl2AgNPB!>@=+lS0@QNAY!cp(DP9d-wQ2}VWsd?>vXUsNl+B*bMNmsDb*sM>FaZM+73nluM5f&h2o!!X^>-?F z^|CIlBjcQY{{X!7Jkf7A6o1LEXG))pQ)kc-25t(71)n~1di`Yz&5d1B8c}%$nQ8pI zjRjn6o-H>8FWQFm?KlI-$;nZv6_i+Iz?xkaW=;kUPgzwSW$99n2&dhUZ#8bjAtBJT zz`#H?b!awHexw*% z1c<;*OPTUXDY^a#uIuk~4a)@AH{VQ{fsrWmZmjf5?C$eT?mJCl-N{TBOkkFn7@Q&- zUQf9kaGjngjmJTsS~VgtUU^?;+UMU_?%S2JzKgCxB0}I|vB;|6%-Z|+=XEIrm&&W{ z@jr@~t84#Bdw% zFl~0QJJ5?=KxMeg>s1eTB2I6(2HX<`!U9~tl1j7Go0ZQ;Xh6;#jKorj0|eYl#5nOg zqjFipzOkv(5bTh*2P9Ih%}0jNMUj|*6g;t-{-?++8QS!2K><+l!$YluccYjg9zE~b zlJH`|nN01s#?jIH@_B$k6>|=h49^)XU(cj=_k3$ks5umf1T+9BUKFUiQtE>L*4DPt zs%)PLo&Ox4zizM%#Pe$;hwY3jIfZfiBdd~0fQ&HoDTP=7b68QqsrUc{Rcq%7K!qHU zv7^3%@HfAtm9~~1LEmy5=?BT_qquPQ~H7-nK0?BzQev_s4N^clTFC=G50sfM5EvrT<2j zR%?{#NllvKu$ZA=lA z6D(Zuth!HWZg2Ri)+&E1i<&7v+V~mVsl`8OyrP3k0j~q$LW1F5>`5vA1lww+mHcJ% zeNGP3f{QbJ7&g<0tGUHoj)`K)ssU>G|Up9ZIt|P-q2w^2jhHE;IEKu4Pa)Q zQUdh2Tf?0F46a-g^WwdiikWg)vvfud*UfFsc{CbI)+DQJ)R-AUg*))N)&Q}!0cDoX zKQ*tu=18T}^HCr!Q%Fp}a3{#|nqEc9BFz(&kLd6m1(H(auO0F*KL8duZ?vtl<4TnRItE6p^z(%$)6iEPT=*W92u`pZJ3RdSp>-`DpN*T&~yqJKZSabX(qxVLAKV%m*&t($hun_p$7tu zxNFJI9ngw&Je6)C1;{y2T7>Zf#*}@SLq@b@jfl}4M~AC0WjNvuiCkkyml0KMC@e|+ znT&K9>p1@!haz`(ckA+wNQErnM}~^=b||}2R}UF8#Z1>UnsVo1r%ZIFYmH)-LXC4e zuEQ`(M$SxxjybEm2xZ$-(LL0r>)etE9)9B}-+05TnJD9Q7?&^yUcVC$C6<`Ya8yHzS@YzyJNo#da+3K)jBxN$ z1YVEM_cP?nv=^h5-%3b(hPd&MJ%Zqn6=Sxy1H#H=qtIEJBZ*phQ zC;~)q#^i5U=1I82y#gb;fdNIuS#IJ0Nh&hQv(a_J7Ke^NJIApj8RW+_W_%RpLkfCz zQ$V-lpfEOPxY&$xvV@^ScaPveqwjt!EhN-~6=r<;KXKFxmzvtw#}Nfnb44hEIz9j; zO;s!hMu!_zPF`b2#ru}`uXB1);SazN37ZZ14}E*1UX=6hohgL=Y^WL0RgUj3oq^AS=0y8yMdWDFv0 z(71a5s3zhci%8B@G2r)wCbI((U^kp`@eQqOq4SD4zgDVz=wq6}XdD9y1f4?ymBxXt z7^Fy?(wnt>l~8h^C?TZR=cYW9!DpY`c$Mh>CD4HEQ=5(Ia%W^e*)wPAWJ80s@7hys zD3X|Ftbm82ATFD>L)lI(NuUa9(GIW89}mHS0QJ=aGv3*Z(C!YpF2|4VKFC2?1Linw zVHle)r*D)mFv`t^-gXNEalGaRLDCKzfT?#}m34WwKCy<1J^DCl2MUu5)Zb{5$oZA0V*&U+%C8a+_`34IIM(-BaSV9&_wQ}^=UY^ ztXZ+9s4a1Bw2>pOu%3q#;dAAlUD0df;yKTo@c|#V8@`AKlfV&-5w{68wnWofHJ~NBVM!b21qfoD3Z=eRy!dhy5pUTKje^(+yIP_l>PV>)Yhn z;fC4YiP0uS|IA{`XLo&%#ebjzV$Q-JX*!Blg`=D7Wf}KNzX>{i{ZQ$(SQlsA7?v1M z-z@f$%f6_v3$$zX?M*MDvcNU-aaeahp^V3+NHQQY3=cc3` z7lanr{!HBTZyaQq1Pj~PUwf+^d3tAim%lCf zu1@w_%5U#a4XHnGHs>RyNA8AOKg3ef1)XDK3^IcP{xMJ%72DiHigS7L?iZFcR(~A_ zL|hh3J{<7g9KX5$FzsE&rSh)TdZypNPTY~1$wozjh5^Vv?>61es8d5w(6`|0r&`&| zQ+oomKKP9<+iBm-rp!h!xGZd}lIJRAwhxOgzsw*1O)F}<@CxU6zd6ws8b5cJGpyxz zdC1+|!c zB4r2BFIdd%xgl|jaWp!QIQJ?fR$BUsrjD0#CPKXpYW;7BetW5$q;CKH1wtqV8q*y+ z>HdY2_Cb)FMRD>1fCviP-91D;7|UmDZf^~^PL*8q9_mS(CsfEK(_~3kUfhhkLE8e) zevbKAs%f*>V%%I>1fb}jeVqw#i-Gz_u?<|y!s|He9I@8#Bi-aT1dn&5T_FlMxPA;C z?&2sH=1Py*PWY#UI`Q;4RDT{A-NJENd$)7D_P8{hz;DL+tuS&=*UCSa8202QLxkRT z1&syWIFJP`7%w^}+V=5k-pba)t(u|ZI{!+1WqaDsramW|h_jukyDD!5Gsi=`dmH-h zzIk3bvzEDw^k@Bp_eVSho#xq+4#L%tLBi6R8tGXu{|a(EHFPs#j{_P2sBJy}wK#%z z?$bP#Rkv7VcN}q|sdrV)1Zpfo?V3?%l$pI;7aU;#E!}}a$sjrK=zAnFd_2+_i-ejw znd9`6j5i0Ye-HhxQ2m>^dNd|Vx;s_L*X#O|X5OpQbqOf|YMfKjpC9zi@|{`mT!Dgx z#S(}*Hwyoi=X*>(_8i#v8EGmlWxOsG@ZT%ruz}}H75k=*Za#=m5-2q^VGTd5kep3y z1L;IQI7M3q+3vD`JbWDX>*D~-Rh7Ns9@Z^eYK{ua8)R9i3C1mOo%Z{Qg<3WE83g)8 z<^X_U216lNSP6El5%^{X107)~;VxqolfZt?wNGj~2W;JoR3K0o0CXV2;m*(qq!6cv zFyM7bhm@Z}YEm%98y^KWtsir87Q>sN!F=wDsbo{2oIX~=!gs>xkk74KqgDya_xOsW z?(8kca#t_zoC4nso1Uy}CQcdX(!L;m4(?#3Pah>KH0-a5c4F;sp-ThzAB7Z%oMj8) z3=ogmpm)Eg{I@qMDU$8InlB)==Idw8ma&g*9diiQ&!FmGx{f;;O7=g!Dx>~fajbt5 zg^ovw#ZiSWeY>K3yBEN|eb?Dz`Ar~k-Qx<$(6vM(EN$u{C@9)Zo5hF~f^qt0V`4gE zZ#w07Sq02{#vjHa2 zy3oA}OesJ4dK; zl(#rzW|gx1J-0QslC~CAe#F%pBnICKbeA6{#-xrI;0_*VtHd&@SmWTP1^%^ETVt?V z=Psz6w+}#c=n#N)tuH=)As59L2dcLs_Y?4iy;@BF_&uEew*2X!Azg($)P7{jf$%L8 zs>TLZI~zi6a=aG^U{wV;Y6KUs*zA7{NmklZKggqY>v1S_oT2tRF>9%HTk5XQLE`be1kOrkiLRz{*L8L+HlxM%^pR--pu5D*K@xJd@-GopH2z5-= z<9kKbQvLKAL>2HwioejsBg%)aKhKBa6aU`ot8caSJPI4%arHb`(m?G^p$e{wpRb=j zR%pNR`84m^xO397xm)>(nAKJN(K;ZfVPmxQk}+4X=vf9Dc)Fwf4QCt!SAyamKgoA_dtUA~aZ4B@|1UK-lyh;a(=)}h@Z;mP zI(_hS_OH=DIT6slgs(3~J1=w2k1Peu2P#cvZMMsQ$@Rz~Ljymz@~Y<=!9=5w97r!w2Xnbr_ViOWS3b;xT$zgwPMDe2Urb(~%L8#7{5L1m z=S4$CfkqP|kxZce|4Y>cV<=v&i$8d<>as{Q9r%M2vzB)kyu8~5#}d~9BZdQfwRam; z+kfZUA8^5jzq9XC)@$Sk8}C+C9MkYzC-m0%<~c#*q+yMea4dasQ?6>$pXB~UO>T4; z7f+Y_``gK4^B>G93@(Lj5axLTBT8jG|t zPbDJ-0i7j9gpdgt(;hVTd~@Ixj+EEnAN5jjN68!k7G0r;eFDYI8<=ah4lL!ZGJ}*3 zRR6*6g<4;pR804{8$e7W_}hcNJXtR<3>e;>Dx=ddz*m!Uw2N^>NiFCDh}}>R@y|gZQ&=@scA!0gvTWq7 zosfFVBPpcj;<=!ZByA%Fn&sJe1mZ3X`Bhiob+VI)Gk}@M+iIenE1{aM=`eNjJB673 zLgjGiGjyV8OVo@ENlrcIdn_f(7K}h|J{iEU!+QrP#{8ZLRe%YkXo6$|ZM<{n9M1v? zimaa~)^>o?cymJ^=!X>_ONat-2(y}A%x8yOmpxr+jl?(FL8=`)21}_6z+cFJni
ITl~AN^TqK=@7mlRgbvuPhk%CIsPbZCs{FTLwb17SeWezD>osl-7oa$}Mn? zo1K++)tBDp-?797Z~J>4E#>V$yE6ITyj46_pS(CxS)=H^N;9jK`!80-cUC%ET+2C%yyFM%>H?0GwCg?hq3`&b0k3?{Nsr2Kak|%-rC^lJ5I#EH$mHAMz zW+scwEF=Hie@AFqMQQ}AB1ysAAT26Bq&`{EYSd_rKr&WwKr2fhmPo@CZ>aB00snzB z#=+xho9Htm;Q#<_S}c6RxW?oygeukw!>x%f_EU>vL|`C7->@U!*&9Qb_y2(4Meq{c zqiA;)_udgOhLS`FuPGA);Pr3^YifdAKswE;=v4fo4md?3i*wwSM-wiy#-^SM2kYQv zaxhq+uFN+&AW9+!^NG%D?F||{j*^D||EHKDAQ%XCz<|M;V9hZg&}H0}6P&HS%BG^3 z$oUmT@&7mBs@ZICpf0iC)1^z`OqqDQDn2K*$lNL63WV2xV;0wRO~Gr}v`RO(Q~O(U zx}#CbDJ{~BFu*Gw3M}XuD_RnOf~kxHU?9Gx?KtLi1UOuc-uwr&rKXULfqQry1manE zJstd-aH2RkdiAaHqCoi|RPQ8zW2f!=WB_C4kiwmhjfWKQY!~J%rmYPLj-W+=6nS(= zqy9raB7Dmz0`x1Dswt%HBqNDMAeW%Hil^a`YLj@G4XMtsuYCAAB+eQ~#0squ5FoBX zW-V9$Ev_PghcDh30M3HqY7jbYo_Df)wLu7(LopRjCT#du2(1Ml%;UkpaOIaioHXti zMdG{Z&WG0Mco4d`^2{m0JB7j^TZG=3^|OO};xC6pa8AwGs1LlWW=tG5uO6e3tG-ZN z?1$E{iG?x%<4yR?Q(tAT5AP_q8z+=RNkI61({`&dKDCo(?S^@gQDelxajZCV9Q+n4 zMO}%+;_`S|GZT2>jj5VC#3c^o-VJX|!ON7>geFC z60dc70i9i7AW-D51#9%sCW#JNj!t1G?Ln%9t2hP#0BUASpd%+Ju&;O=5@_K?&TuZ+ zJa`Pu$uq7=L=W!5S-=w#Up43H98fvKZJ%6^+7D9O9ozB%Z<$lj@c4+k`VSwR2?w3t zw=kJ_#4dP@+YHJ5P04Vxf6!@`eH6QW|IsvM;OTsaidVJ4VEfuOsR_^D`Ct`rxrorIY2w^L-H21nF!-}8x5QTflE?mH)wi{ayj%U6!-7r#5YE8Nr` z3HTY!d$_lU%Km%0l{T-G_fxHzZBJ0;{nvjm_rzrGCv6 z>aQ5}jf7cQhs>yk?yR-IoBL+K`}R8B1p9I1pBS*zf>ZGiSya0uQ6>Khlf0o#3WyYP z)1}O^g(<)N0iefavCtGr>Db)ss1Zj<_~JnfDw6R(@#q=8Za5&tnk<4I?$P&e6o;Xd zac0V|+1zi*>k4m38*lrS|O=Qs=jKBlZwZ4f6xYbfHyfja|BhPBc^pinZ>H zxVsB9(E7$;-@@>9ubbeb9an3S%00&|P=;_r5}{^nzXo5z_0m!6_vlgTD@}mRn(VB=GEOOSA3U6SZQ>$Nwb0J zCBhN_fg1t5znE81lZTz$H~Agho){Y@?SA2H@-UE?8fnyar`gLN07A zdQlhaP8aD;&#lI3he1R^OEy>O$8n#OwG9an?ezb1EyC4URrG0kaiykaIuFw$aOyTb zE1X

F0G3^({y<0cb6bXhjKmFyO4feD?gJ@JM><=Hwn zM=jsEE`OR*{VrbHCCa)1u-snGwuP%xu&HnUy#(~Qdmmpda5-Iyl|&>|+@iitWe{4M zYe;BCnKbrS4|Uq}Tle@twHXXZMXWl@e4@4RMEp4m+8+n5=&>Ok?@VQYYBLey9!+bJ zQ5p9WCvZS5usg&C4>@C7+e3tdaXkcY;)D4mL>+96c95BxK|nNBq?n{Xz^oj>{ZOD7 zgMNjOqY%0&E*S)%cQ6%51UkM+cn1@As)OYlCrW&m;EOV=|!kCE)IyacZ~xv8qXNV%8d68;y5|)Q=|g3 z`|07a08)AjzEr>J8vIXI^%A&N5=>g1doX)FR>0Ei4Vq^TJZa%zU_zv@xuE9!U41`M!JpcDRp$w6zm`OOksKV@cUDyH2#V?p3_%^!>| z+=4!LkucAS^rvrA>A7vhAJOz)cw^J+c=>Cv+SmoFPFq`C_SaqNYV&RpR~AisTMda{ z^zj&5j0~B&dM#}~PiJNP=%lR#HANbWsaT?Ssxp3P!|V?D{iG&(p3AtV+I)?(!b21E zi#;ajgglRf_HekwM+Xl=ar0q768N5!R*7^W*95#fu!u{!vgdw^2Rfd_HC~6PGHp|C z6l#G3vh{)LqVGqgbDO(NrEoO@u(EpF&xr7r0r%f~!%{lxP_vTst@mqM%oz?^v692#y2@np z&k}TKj_#@G*!USJ^VIad$tiaJqK^Tn)9>(KdBU?D*ysTlFo}&+kpxaxwLzqj-}K7* zBZFGkWdw|!^u*TZ@py_{d|$inwW{Ow=)??g_6PWVmHlO}}SdS0|e_!BRQ zW86*ZN%@xi)t=ykE`^Uu=NaaKjJsxgitDmSmihU(zNtkXL0`F#^OhUdy=MGIi1m4b z*Y!!=&~3}-KXY6D zS%$^5X$N>6p>_;7Lj0w7gX|JkgAUCgKIDc58JV}QXACvY`S<83%%7j3_j7&v{hY?D zUWtv$kv7P^(VcRXo9by5y+j8Ls?I5LG8iYH5kc-oL${4tA3-k^*G#Ywv>xTYfCf8Rtt zVDFyt`%#PvdK^6ibzQT*8yy|}#e$i{-Vw>=HRKW9L^12_RVhU&JFp92mdHkTyGjuF zxqfkR*|j*;vqtOo5gBY7V0^^I{McQ|lzKo|t1}EFQOLwvf)kTwWOu+0>6FlPH?ZnBE<33o0TKC`YM{~#E?_t4*r!B}`!&LJyK2jO z6{0*T|E+z79Fa>~+)>b5bYxF+xHS)+ryb`jL^aS!#MXs+l# zRNKHLQu#xQ$m=u=Yr6^YMtM!reoT|CHr3SW%H#buo14S8P&i%&eSr*6#I-%u*n5LNT3- z=FeR5gin-Av_BSXyOYsa86kXEZ0cw;e`fK%fCMy1yolqGI$$sLaoP1II)sr{_;TVh zZ_0Et|F|H%0C+5{f<@Hg=o#=_6s^*(#RIXtRNh=JG?y4GA7ImtKlo1jujfH%Ex_DgQIt&d9eN4YQj+c_ zkG}gPm10^%TR(`2#3`$Y*Expe5Miax7b%JP@82FV)xj_3?Q$6L9Kh;`2Qb?29_z`j zN)Bc|2w#*j;@ckqeKAJI&>qCX5C}yBK@XZ*PG+Wb5KRf(1n&GdOSBHdlMK)1NlA7g zHq&f(b&ixH$iWK_?(sx0fZs1O66Ny}ZZkv`Hqi|BfB7_DoVod-kyf_Do>tZpOeuh0 zbwsxl2^QWgv-YJQ?8^aZQw{l1?EweCwYVe*&;cYjC&7oha&nwl{5nGkkZNa6z-QxC zFgBY3X>PqE)QoKbu456z8yCc*ml9#9!9x@jfxz;bOLAL(bv!2;%{>`9@jV1UWAkPh z!s#7W$SN6EIPjTDTzWTQtVD+9C)p2pZK?_um#dec@SK5s(?ytXLJUS^tUb^e0tFpk zQPE=f9>s0UjkH62ShtHbkz0nq2we~aL>s_`7Wa~6W5q9&EK!UV`{_ypT}S#q<@>mg z>-^#Kd;CEY_D-Dwq&bJc5kP7{2MGxgH~nlbA1n8fH&MNvJYV%$SMO_r<0qqL93`>< z_|)k12~}HS0S(b|udsJ#K&dj!6+*OtNCXvl62WCW8r_L$mf?BUg2DpR>%ownHb}zO~l`6>ls3zBTi?c=SsV)UhYJZLmKv(2&OF_!6$L zr3jeDZM1C|dRZzq*CIWgn2LtjQG7kbOqn=nvoQq91c6l|i6DciuLSCCRd0Exh4@w#E1^V!M4?YB446SKtk>Ln- z3)ISC_R#`(Tn%y%0yVDj9!GW}tUKe#AfnC{ghv2dqLC@C5!j@bfzYpY5$eHUhbX!2 zwQ)$pk|-=T3!+X^)NhrJt2W^`DYMHWL`X6cWmdpu=r9Cnq&8kBnaz@+ZjXX{l4c;q zY)1`LrChYLDo62zI8taGcXl?74s|_&U`y;xhXn;hENqQCy($Rl=Hqod0+pTNnb00W zcpM04Jy~lQl@1XgXq9>F5bPZ-5JdUVuol6qEIc#ABHLJKw9^ikPV92A!*<;E{31wG z`gjH_0yieo%6b^v51fR@zA*8QAGhzTu@_*l#aBC8;~T*J7>Fnmi_EI8z*{w?GThIw zU_ithb3?T%iBkf%teZu&Bx>Mss$>YwVeBq5w^s$;gdeU$I#-J{GT?#Rc6aw=_d*=3 zdVCzY`4J}R$YCl6#88HDC$QO&0K(XpL`POOZ)+K7G2p7LOK@dzQqHD^aSYr()Q}wR z%rYhdQyIh}e9M3oLWm%#Ail$Z6qtrHuElCeLetYS#qG!YYP4!CB2?*Ad9;m)vMj7U zE=v@#Q-R&GZ&5{LHi+2w@I-5s5sk1WTHsoQRWV78gB5a+05?$+cR*$v_CvJ@P$r?t z{!|_T`Wl2)2{p76Vv%CU9X?<+Ihi&sQ3i+SaIf)b)8nh5xJ*&|&Tzv~xHYbM2j3J& zCIAUnzi(K=k0hQC7GZW-AVU)dE4+!ifC%wWLrlE60sIIIxAmR?^h;;>3o!)IT`p>& zhHcKQu|Sv*^=KF&qGl3;Feb#N6Q?9{XU9QHv>=5D;-p0+aj~)PCO`}%YD~g=DeZfF z?lVzZ@ayyc-zRugq@$qmCeUK3XdQuS`*d8LgH^vzx`3$l7sLSZ$BP&|il-Ju_FEvB zM2yp^87=IiscS4Ec%W1kaU?(Ia9)ctu32$)&QrwqL>{(Znvps+PE8SZoO;gkOsk_-6IZs{7oS3~Uo4Cnrbu zC{qFwM+zbC8$ZNu(u9wID>6*WFgDSluHlX&uXjz%E^y753h`DDDCFC%J@EYXQv7|z z`BH;U`(0@VoF+Df66_|j9Q;tx_Gs6aMJi!q0mh)RI-suE1ha~zz@cmVq6PDEzJoMV z0KBa1%&ao|a6C^o44jx66D&gskRUpiVVYy$efQ7S>O>WUb`Fp4qBCI}k5z$N6~cl4 zcK|G`iI*e}UlglvYl2Y2#W83x5X8nn^@;=LY^V{^=bKMe(kIL!)O~=ly#D4O) z47=ZRV(3jAxxhL3abh_$VQvKIuIo*)ria-2ru%da!HUn*jFiZN?zu#dl#FjRdJqcCtiIfv9;2Ez29okx7Fx_qSKLx)SlxRx7LQ^XLZCihmuib z@j-~!Ej;#q!=E0=(XKV*T!_I`XztL1MBSGD=Pa$U*Fsi{Ja$fYdgmyV+%s+3ZQkGV zv=IjY_>kYpqBX9S)=nO`^5bzLfK{I))J5uB>*-=KTM4$95J&1=cE7hg}qb1Pl^$OGqQ%ktcU}Yy^#74&Nc`ZIfF#Tis_Gh z<5?~O4t?&9OaQ-&_{gHJ{$#Whzs_LNPh~)mepwpPsrojNHNj(;Y%_WkolqPrf8;fV zc^l*6yjS0W zMVpvX)(!WxBT=EDZh60?&J0Ki)6VIZnT)uriBtBf0e53Zuo^7)zAn_&`Yv@vr%Jsk zP8A2Jf}eDc_JavPzF98gFDy)Aq73G%1Y)pOysnNmqdj^W7DtOy9&t}4XQU%(faqwd zs+y3CMISX(a@Ma(6<~B<@jiOp6}UbF7qqb&J;A83KKS7Q6?sG9jK^uHLC05fv|XYIt^hwlCYE)m2s~cdXiLG7+KM z<{oCK={L`JZdcn_r#@-PdG3@g&6a2FihrlrfxxiJL|Fma+tgy(ZR}4u(l_Znl387I zuwEEA)OjE94xfjj{+yTU!}W`OgH2}~bw63&?VDbcx3~J9!V8;4-U2-zJ&RDW*4md* z3R&Z%9;g|;tI`P>^pB>-^BN9j`*R|13)93u3xkO$YmsISkpE9c{cm{@a8^6?FhJsp ze&{L8h~b8A$dBUPXU?PKEHeKROUt{7e~oy#`^`sd5C*e46TZ#PU-MJRH>evPhZ$&) zLiUPeyCKT{?2qzpM0;C~Iu@2&iUVm@fm%oy6>#Ih2mkPNWpWi24e`;$?Y~-;-s(3H zrzdsMF0+T9&?iJDpAHD*LBshX@qdOjXosn@m~gfr@RzjlwEIIO`f7ujMSNHQi?+(| zlKWU(V-i)-mc4q|>I(+=d%U_@bUKKP!h{E3ge-m*pQ87`-ok@9^FD?d3spZw3;mPX zFe{cG!H3OpsDfv);9B)nP3U+e5+s=lpqMm{aG2DHwV*{SS6aKVme|^>NCL1JHHk@M zIxHm@L&UvIh-M_fQ%pala~gKi;1pqjA#oNb;*2VA=RoQ7g&~;sVe-;i61C_CU6GGr zj-F8TM1ORyV)x)alnCwn=3$L3oWw>GP6mfLWs?#WDMk9J zJg{__)4)@PCwO(TyQaOhID?wGW?5fx_QdW)>G*7&?rg8Du7n)F()a3qU0>Y6kN9TuWC3=Kp{%`J92 za=E}jT;gJ!%8d>z4F9Fu^s97$6^@G43n16=%nW4+fkefH#3j5_P7m7YEzyf zRTR%I=1PuBT&rVkl5((W?n9&F6C#~*WtLf}i&eyc&c%1Nsrb;p*&epZ)QCz_u)5G# zZ>o*;a_Q3(O+JSa_d>d3-(+hOGx9;tR=Dx$f}q}7wz%j}xr=G{7@pBt=(vc|-&$K7 z>=R9$?Tke~3(Z&<0HkTb#|6@fk#J@}Aq*WHlp9N^43L}VU)HSo&`uRjn;JBH2=!El zY*>zM3Wy|u=q8%y0jF@%f%~N<;6&FBibaPD4Ew6X$;qYZfF*`(#dy-az8?Wr27)%- z&Tw-oroRlN*~-DaYjD7_+(YV;g_h4Pd7Khh9SJxc&|wS=8d<{L75DDqKBAk$UpDw!?f%rO^|r zy@w7}h=NYh-yCpSwUBQqFg5qGUCISrK4V(}?4$MjEwOPIs>Q0SoJK({YT?6XitMb18&^ljV7+RoN&|HAK`Eb7f+`K3#^gehN8d|&GurR}LSq_yfeYRV6f3X! z7^rBE&23bHTdz%72LKhZa_x~jux~sWwSg1sPwGYV67}Zv`t>w@8+`B`4I4|XZc*tl z0z{2*bMM+(?Wz0fVmMUe0t8mKFe>mr`znhXpA72YJ5Ss^e9y%3OzmD43MQ?oq5=@$ zxLMEXD$0;k^$fF##Y+ydI=*T%v28$4!gv4_i3V&#$cI#Lo*W+6eD?#LB>G@hmxT2k zH*Tr#>I4k)~PacdWpAob_V6F~1(xqNa2B0%Ox<;}w*2G*d5@w2-ysB#cl7+YN|D2^Vcew;$g zJvq+(5wGcF$v3p1#d8Coq9+Vierr^`LOVz$N;o?-+V?O~jyl_pt`<$iEo{gkcx@P^Fov5%Uu^t~oWEp{qx) z8}4<3=R|2%K>$Dx44u$BE-LM^S}Z2nZCs6&E~LjiBa#v%nnznsR_c+(uLrrqIlJ9x zPpMBf?qISSU#*mer!RiS-(LKX_gDc4lZ;(3>~M_fp27~dPASj&LwuSOyY#`32}58&RD2jjn9 zhUu0GQ(O+5UP*F15>k`*tdRitvs4v?%%cS_v!BKIw?=ry-`H#tpu%y z#)dY&2tM)hYCCRonilxOBkvhm5x1n~uM*LwO4j-CLsWIlze4*LQ)$u27q6qs6pjaf zxG-`@N#~kp=L(-JBRp3SkX0snqi+n}_a99Pen`+uns-g{{&SAYYdxsM{?%X6N=)~C zZD^~)^#uUFtBKzEfG{qS=O&B`>MoC^o3 zoj&yU^Yvyk2M$Uc>Qd(wcwFNakm7l+A!$n%LacF#vPESz4u*&EsIdj-V>i@t+o&ItC&EmnKHlCT{?~4Q3?{XDJBIbIQ%_3AOXmksP=h$f z=)oru;Z=P1FW>Ee9q-Cr{MrQ2dOmv+4)}~@i-a*7HenQU>v?frqzbhFx`;J_UEW|N zcERg{KYDz>ED6($3G)_HHv|8guD(}ScJI4gn}QBK;g_jL8_5NGvTXtWe)U)WI}|5W zzLDqk7kaT!*Lq{7dz`(pPU9&UZ$5cXoaEUW%CP!-leGgMgyEUnSF;oDH|NxT zb_3pw{mt?aa8^>b23@;O-hpM3)#bV>&R@FOtUQEYqw$#k;6aT36?^OZ9ZHYH@b~B6 zXRCZNHVR_T_?ItxvCCX^bIf`E@HLN&*Q+9)Zt;dTX2RqJ)KrtJHzk z6z|RWUz8Vly%Ar2WKQXC0tcyZ(9QOV&~eq~?}xDJ)2);J+)^LCJ#D{Yu(xzR~wlQm*wvPWm7}3hRs8aR&``VA0iUy*8>4sr3s}$?4TIrkdaU{Nww9Q z*VaUF4S1wK7d0+34ujz_2#%kt-fJ7YQ_aYfqtqVw`BIbq`pX(U&YO*4*(22%xh$G* z9B-0|hT}ELI=BC<$!VR{w^|B*T1+hzBu6D)9Wl!|9n7maN#?I=x@P>#NgF_TdJfhts>ry zvnlDaotRX^;K?KLv-~m3CTs`vc%$Wo?d92;=Z+_*j3QkH2*3zLe`9so?>d}-OZ9^> z(ySqOjWe-m1%b0R%87XLO(d5X0znK|i)npBkB-959^xfaEG2((tbJ@qq3t?XU;)WE zxv|#e`}Umb)J)M_)yWsCNprYETo@4M;?e=CaCabrIq%K8YFCUzJ}IGFNHSWDZHu7e zbBAZLR)Z$OCz{wU@8uRz+#X7eqLx{CV2?-lhr79|xrF0~a}|;L;38HB8k{mjz`>-# zC6UVyS1qgCc&>P8s`HiGE{sSaRD^MJuh$GsIyWJ;2b^iqszH&O{|7VC_EgVtN5nfo zhXFLCDfWDc02oq<)r|bwQSjfE{<~7y44f|JJ}bRMy_B(4D<{#IV0p|CA?d<^|i>#)+CGsv53*32K=t{o0w*;dcq9y4E6dD=hwZOuWOm|6ZfY|s_IAPAu0)!xrNav(+XJ# zAT98wRqTT-{ijDKdfw1crH9p@W1@Hk+R8&ih}2g zcN9>U)w3|?{9C%>==ymuF42DwBJ!E z_1gKa+u;=0K~*cKx^C!Fy2&G3zVtYO*WhJ`(wxQf<4GUGCj1fHhbBscC-ooZvdjas z^j%e3>05@E&t6Dw{(Ik^fa3;*uLa7VZnXmHJO0X16lfQO6bLBv3k~*`ua-`=@#l>x za?9SLPKpC5LL(LVAD>W*#F%|-Kb>Emx$|-Fcc5vdu46)Fm&TmR`84S;3B{9IuoCbN zwZ}$V)Sj6oBVlT}IGC_RNtQsj7KD13LS3m6{;o>+{iqw=N9)+OmQSOwxUi6%N|0@$R7OZl_aJloRboOj!qG-Wu9++Vb^w zHiM&}{cJmGUNNV@Qprr^GwoDzOC-<9fOp))y5W+_e)*H3I>E#2Jr)D|ymt+fw|bjz z){xi2)z>vH@I-+}iYy^ieq}R=E!TYh&l?p)@#%H}F5_25u>T{UPo}@qH+bg}#8ln$ z{jZk-3f7horJA771M|S_WB3mBW=22ddEMfR+kll$v&pI#*W?U7l1NXV<^h|3bPw?v zotLrNHyZGunfL9jEgru6s++a@Ey>@D1t}-&Bf~+xQDRYK3YSX0W(=|RbasLO6Q7^c zx+8jagSdef#WVXOwbb92K1v-%m>h)2-ba)Hu`jpgcf!uF-Fz{v70%Zu(C7)aT#)nOZmZoNHKCh#2Kw zpC7<=WCst}6nHl{c=f2y`?;LR8tfSK%j>Y7rukv6sy^Ik$=$U9en<(}H1U$mfEQ}K zdOpVceVAe@2OkBYn?k11pC^g&!3Wujng`8-lFA|D*+fyDlVB6>z-P=$mt6rc9Qmhz ztE|~(O|ENJsXx@J;GfnF-Fk^6_SeMb<%i-cU|_~8gTGvR0xR-V9e0Dn0|G2h z3g!5p@2A%1C+@{wq&A+!?)PtRZGZn-%Aa{Ov1dl*`QS(CC%+GhMhJtPK&`2h^YSU) zx{k<>ppHYc1B3PStDg3~;IYuAy`%=O%dMlWfXVChwPV@4`)Z1FLU(m1Gh5cmCz}y% zrU6th57jU3=DV*wFY@7_d`XypzVui@<8^52>_Sx{$|8#ItUao~1GzyuI=NG2U8<`W z7U1h@vXS~{;wRldvD#pMi;Lxe`A2t=l-*gr1y^L*peyp`_(s1K_PQ7S!GI8NH;CZz4 z&#j{1N5OBsXzw%yo9!8%%rjjROAF!V0({B}@cIF|>RExXqC$3|*Gc3}Q}9{awty1X zhr(Me{m-`ztsh=ZAU*d8PbW_`et5c0-}-RO{^8%P3VSK4uysDQv{WXqAsPBL9e-2W z@mS@18Q(5SHs?qnHqYz)_>!!);5?&G1vNUJ-1`mm)YbE^?*U3IiYokXk}@+kz%j>m z=BHeYMaOdIg#jDyu+gm>Zma){ub@o$kLyyxhVZBXd;Uwt-Nkd#*756JOR<#}OUy*h zPlKOyaX(Uz9#iD5fZV)2L(Et3`3)h|Ymc3G+-~7}dqI#Y!s)Vqz;c=}E*;-gUl7(< zTJCPxp;C3AmvZ#M8+^i(7CIl|*~l+@@2u>nL484!@WSl#&C+#QyFf9zKdBt-M~@Et zX4;G|6R#-VKBRulQ4pCiqxbIYgFEn=r8Ts4Poa3>@+ISplE%tf=)#9TQbp_^IDh`w z5qpNaS^kJ`OIxFT<4sak%c*-~;P7MLjNIBiw}8Bl--(*-J)aJ>I;V!uiKfLT zF*n~2luCAQJQUpnSudS}X+ACTjufvM+!9U)6+CQ0GQE5QRFd9p4rurUGs^B!--_v3 z7Yq^ayQQjIh2cd}S*mv@C@>F#)7_ubf%fJ!D6{;MyaQjXnB44LowwWgEM7k(JMH*( z79?*jQ9M`L-oJ?5)t+?jPufpWMyTj7A^FSshMo#PGV<@s@QS$F6#Br`7eFPz@LzKk zN)`5xmEQTml5XakJf|IasA0p?U&nNU5wi{%1TE!5q4GS@P$PdA>JeYZ^1%wBBxTEi z_um^FJS^*DAUH3^7X;=w_=FLuci{IjVi49tp)9K)OS0#pUKw_KDnDU`#wi|uV0J%e=HYH8TnOSz~d{DEV*rJ z;`==PH9Vf~Q#PXQ*&_*F8ttl#mMgD8r}2$!1v4LU% z-tDiEno@nChgaToR*ufZx8tjnvmYruh`}AhIp5jgTNhaxo2yB1KTGqBqP^;VS*rlc zWpuJs#bHI{uU51xsL^gBQVbCrk{EY48v%Uwa=M4K!PZQpzWnLFLBQ{QU)EgH?bQk$ zD*BHkk7Fr443ZF{l$ZU&37*zw>1kJ@Lv{aN(#J4gx1~h^w;G+qAfNPE`o~}FIN9kH zPY?^iwkfOS%A z$Lw+!0j3M66l<1nBH?-=|e?le4OLX6iCXK}Hw^+go>xEWt0cD(#nx@gqK zioeZ$)%)`Chsg>lrvRS9t=41LllOspHdRi`p3NwZ`H&`yj;g_{{LhLN{M;UXth|MD zo(uI+jb6X|%@!@pn)WGCNupkcgeDx0q>42Kk@Bn4F+uO8z-YU4A0ZE?eE=0xyn<*> zyN(tMFe+HM~plNN}heK5LhD_Rrg_!6FAys#nA54cz$pL!ciEeJLpj ziq9%Dv`gdknk3unx1IWB`lh6?g}>@gNiMJcvTMqQ+h0Duy?RU%H5)4XT4Or)&4kY@+Vv70YEN(Nu?>JY;{0LE z=qX({VZ|odoxMR)HUP*Aq0MVRb={b;^gk%qovU|@6$|nc#0(7FOfZ)1cr6=R%YSXe z9C4g7o}RSkZ_PTYPE6|Y?6g>&w2n;hPgm?S+%cG|-;N{8KQ}v0=+>Pl=r7QFhyAK{ zDkmuyvdp1qk{S8<_st@KbWcgDnxoT}wjiEaWo@d`(jztqydyp)y zHv#%n(rcO8+2rhE%6Ev0Am4SStGNcdP|H8>8yYV8AHG7WyqH_3Ss9i3j@Drku~KFe|fNo9a+Dp-}#tndLy1$8syHi>Gbv zv7O)gW@Rg-1=5h){H+xa1=6sy&Qh#2Q3tQ8|L@8DPs7!-R?zhZyI{lz_Awh@fBvGx ztN9l-AI&q2o}LN{Co~3Xd;V>aHx)Ou&>P?(z2duHHboLoQ5gQ%y&;yTvO1n9oRiLaN+(yqT=h zr1ZA5Di>}aif`MSeABsS`9b0XRrtlriS)ArS5p0!02bfoZ@O~6^_$lZvn2AqL8+Sa zx0j3NagOs*Jr~tgCKgr`i2*xJ<+o?AVXir)$k~aUnCggCmA9wdGv-&=R>C}U`n}BW z6!@lIv%F)3V4Z5f=e}>hisA+r0+OFZhC_oH1^Xd)Xm28iq0MWsX#*QjrML! z!&Y;Mw$0UkH5IkTM9urFw`XSS3BfP2W=7g(SqNg975oWYGrEDUceTJh+GWCffj&Y% zH>+u^8QiJB!f@(peb#QNn;vA&b568}@!4WW&A#u4)aB9O%a4z_CC!ng_2m}-ENg3f z#1vLY4Fk6tetJ6lKj`FsJ)0>psB;LI?kwY}^$u?J{M3y;?+L);(LA=<#Rt$$B#ixu4doS?3jL z@xnf9_anpruxtcmobN4vXz?f^^n1ei3&s!OU%Qk_MSq|c#1J!6^KM$!XQmnok0%I} zEj28e&;bt$79YVq5o>DIALizbNgjQ{?Z5BZAcpJ}^~#q=U0iPhr)%AXhsGrHPZ4=Z z)B41~Xxs6>*1pR^vQ3s2@Y2n2D(+`5@+v+r5*EIpljkb-B8yy5&)84?a=-U;-#gZM zd7>*d^ucSP96D&8TYpG)C)RB|nt7k^ewcE`pX`n>Dy#q*?p&wnwE;V z2a)SPj(>zZc&>QjN69})FKA>?}lSsX>--m=;KvYB{6Z`t+EelDL8VC+EILzRX;DZKt2m}Zo z+$HFsgF6Gk-5K27-Sy2=``_B#+N#~!?XGJ1&{cO;%Q^Syb6r0fN-|-{jVlxr7)y`y z-G4{x<2z{gH-Jh}rZNPH2h*4ix>|A9;d`yVu0HohFd-VN2qgxxZjHC?(V;KTUX)gI z*k*}zDR7Lz(PMr{PPEVw)K5YsKYTdA7O42GkU9S@!K&CIms{sUvC_`x@72=(P)mEeL)5i7YOmjfD26%W)XwjUY;<1B;8QuB(PfsTm&szDlLMD1$PXLX7$_w3d z(JnNYq-NFxRnFs!nV+jengu3ZY%de#!?Hdfwv?QMSLBsKkPozuVNT>mE;P|H)4(TC z#dxnoLpqHe2>Po;Y~G$VhX~SfmY;IDv+~8XTAg_5qxf}>;0!PRE7AI0kGHmQMv%1> z*vX#240rsRT5oAL?<&bs+R48mbhO~Q%7JDu8C5F0Wwe@VjWpSj4tgZNWbF*e7KaQo z$OIbmQ7X;t%vKe(J#hWntG2bif_P}%yrMNz1${z4`dn?m7p_5Hl%&yAUCF9jnEi?5 zW+)YI3tBR!oR}Z%*ecvVA8V9=yC3i*fxrHiDRL>5nt~j%Y^S99mO9P*w!WL$lM@96 z{b#C((l%>cuU_Sj+~fGI(bCf`QjWj5|o@!o@c7r@;a z?@YXAcbBgDb^Y2JU{+QSk-dn9|3bM#@6W4b#bGiim=lM2&w&)Zm&2^~s&8L4I+bEz zV=IQZ&rYvdm>8nQn8fC$%=cWC$^VBnVxuF{FKRNrziAir&fr#%eM13L{+8gtQ_a_< zl-w~=-+}eGa@74OZO~HNEu!Sp`;9(RfK8g_pL~|dkS#>s__&kY`2|n7>KzLdzs%R} zql<$WthI^Trv6V=DLqD_+g`WPda2SU%J!U-C8mn0qhTQ4Dcy@6yf$okFIifd&66 z>7z|i(ufSQ>65%d>YoR8(HK^t*SVQ?WZ>epMi$H~Ez(~VYjB)OZbf|v`g1cT0s79p z&*NzL3-ydUPEf2_-^^xOKBuj&eO&FB$0?Z@9Or?F2}cSIkxkT(!lgJw`)jo0iM^TjDm+77@dsELjV+jNcs?ODK|^A z(u{Z0YcxVe7Xe)jrs?IYS)Ym3nd&_e+Qt&=^9hMyALT66k27?Xb)3#;Z8El4Y4)^6b_@OAS>LObR z#5xpLJ~R<_{T}(MO(Bu_m%pNPvgCD&>^OJqZa#%^K_kmSZoBRx$^4WD&gW(e4I9Z} zR-Z!*G||1Bf_Y(1PBT4Ia&t9$mFYZV*>Tp$lGqFmc^L$|Y&9mEU28sG@$1JzfnNxg zjsavo++uQf*zRtbxW~G6)z0k^BpdZ}>hRjbHd9I_Z|?Bg-8NH>{!+i!>QudWvPlAk zlmVRa4Sy7U#II{|Qi~{`6u+m(a@k0tQFR8~&T&X$fg)jL^C3Z^N^TA||Ckux_}2rU zA9X^H>Y!kZkF{8P0}j_X@?93AxSQ`DxVB%)mJ^ub4~nx(OB%WWOvs7!RKqO0kl_kx zdHIYAR3!*ggRx#3bQchqaP7b^*$s6;mF702r`E$055t6VJ7-2ATn}a{v{yX$E|RH1 zTyBZMm{4dEBhaT%>0EIY--W#C8XQcX{7l#_v!##;BQ2u-YV~{HcbF6UQ^3`8nf5Wv zXcja<(*eQTSzW2XE;x$NoE8vKQ*q`hy5TcY%@m&qHQ?$?hoHMwqx>qkGtl*DwVr_Y zr#Xq8?--I={bFuzZ=^6^=NqO}Pbm3r!nlXSXM z$g;Ud{fGVBE$;)b$rF9!_v$aLFC-1J96jpw`Gh=hvI`s#u5;5z{23#RH#O}?tU8ee zlXwfZ91-N6j~^2lnmt1BDEM94e2ze}8!&rax3Ph0Acn^llb%d>gXK!x`3kep6lG`N zAz%;P!3%wVvSY633n`M}x($37a9dUu7iGL$>RtjG_@0zvzO-78QR2G|KO(PG;l&Z6 ziH&k?w!sYD|7v>R-Cp6GOsIa`{U?At^^9?b&pg%k9IG0rovPJZCCGXn&?;2UK*|w# zIzeg8d%To3=>jM7@z+3JJ)Q2GYq)LCfDNaNJ^oGI-OGo^F9#kIf9YObXzB}qH|$XwG!x#Lb@iY&IP z6RT6z!Dk}sKEcZ`v`o7-9L)>OcE{m*MKA@TbA)IqAWK^@z71$3{xS$uicgyLN5O-4 z;J3UCI;=&jYVDwgyO9dSP`eV!Ac71C5Ug=FcLepf!{U1T(bs#CJpX~$u2>&v^9|!L z#!ak!g&X=oqT;qIpPrU>T)mKEn-&dGC!I@UimVTxIYu@7<`%B~v?k9zMeB}!Y1rGf z?4`tesF)IE{xTg_@Qe7#x`F5*WR|C>A|%?e>i85IACF5pkB>siOS2;7i-DozbzZ9} z*NSX3a6CQ}4Lx{2mc2&N-DN)QCeW*%*{;%Yu84@bJ`5*J4@`C?5DKH0FrG4AuZ(1V-;x;gf+poSnu zF&8LrbTy4Dy6jrCd(;uoWrm1?q5Vr+fuV?c<&0GXMprc>ab5l=g;=B>Mk{@>Ml_7n zO>ILtg`R2IBM$P0dWrcxnS6XnHS(_2aDDNr65)Hu2G0=O{X7l83UX4fYo~E>RA;?h zhkiRPP(+Djb0R~_n_sys&^#ewiG8@1mcb%E zQ>7&z)dbY0jL@{76Pffa%klzUs1wI`^|3e_TQdO46CU%3Ae3di`m2HtG6hqNHsq zfvlPLbVV1~x)ZahK6}5QStORkWBtv^GKLRmJ)yD02)!*<)WbeXU_8igs=OzPD^w>= zL?xMa#4ljE%S}!4nEUEx8_T{^IQZH*R0p~|u)I)pNc(BMdI(56H7}mf&Y=G=B9Q&W5{4zw<&Pg* zP{fgnwH7JaRSz(B*lNz3Kx4I4!?e@*rDxnt`MMHOWb1z5VzY*3J)vuO5)+!7G z^AL;|{YTH(8>r3)6$`95?YZY=JWWqNaYPFTd-F<+aSCn|P~KF~z0KDURF>E0As!2X z0yo0T&5xHFzzyEkxON?iTh^GmWf(ta#)uhFA~7c_{Nhd!HgI3bUDCm%^j3y>%trwr5K?>$ZNK<_&6D&$k-1%yiZu$uMvy->JCuu`j9x=0Q;IrXkY_jx?PvE$}Lw zG5?Ebvjob?k?O(BCG^uSQTA%hcD7Muvtzir&>u~(+~Nvtirb7@7T0hX1{=))WC@x7 zdpUi z%Z+c?hPp(HjbU}6L!w3Tq$nWw?Ldh<{Z3U%fn9FTV$sJrqj77$a(vxtz~klJ8-#k? zNbP{`QitgUMT|U2P*w5;fnrBNTYh!N=sSVynW&#| zSSD^2*5+}Np`qbQP)mN1cxw{;*HqI8>TRjkZymZQEsUm;V&q*?hS~t#ATzJzbBST8 zmd$S-ML0<4`Epi%1;;3IH!K&2BoGyOtPq@dHi&g!1NwdSEj;HRp1ZD$6+VzHG+VT} z7_Cnu*li0+y*Qczi!T#vfo4g@ehY=oH`-`F+})|t^8Qb#6sPnZp^^V%g z^1m->|1Wr!mKmM?1HZP=#j9nun4Yb(my!R0Ui^RFHT%jX9y~L}t)92+a25@ni>|!O z*cE!(8F2O`$zO7QRQdLhp`!i&1IY3}mr&Ku-eV80dWkEnA*i4`%|=E?Z8!Cg%NxCJ z;;#Em@Ly8dV~HS!^nTlAgXN@Y4;~7bZ#D19`XhmN5`ml0BEe}k9&mtmr}D>STI^?#$7lvwfo z1DO1mS@M4YnEdyo)N0}XasBozek+=Q^+P4oIrL5Pf)ED~VQ98+J=#>Vt6lp$;G$45 z=m})J6}DfZp*YT7vZ=*mNj*~B-`t^nkFoF9>&qu?Wz}yqUx2zICfz-!2i6t%zN?vZ zLw61)w&0p|su1H&QWz=1TIU1vhJMl+Teu36jC`aTP~EeI>@>gyta+TL;f=*tEm{jq zk+**W&~uWPSRQArQ-N0rJn@` z4^2k&i`N-^(fW{}a3p|X6%7+}*63@gVh_0Q<7Vp?FI_zGqQa!_cd?Q<F&szjG2 zKU7*&UfV_K>BX15us4(Be_i9mND568qa~os`Gn)qFI!d_u2;7tWQ4=Iv#V(3&hM+m zwzWL#*$SD2)-1X<|MS%!&Y88Uc!+o&_&)lnxPYgOv@>NTtVcUvRC-ztoKEpbDoErBVGk z6?~@(imOG(A}e4%I2Z_*$)*l7k0-3kVB1?2bnK2JEYJCnSM-nbY+Zx!RhY=HO;w%b z%`b+K`usu-=*K#!D9AmEpGd$)FWM_`ZVGC03x=2KJ4*$tOW$Ps^ zSYh3)QS&AN0W=i3{~F76kL>04Ib<{c-D0oTNj$RP`X=O#u^*H5aoM8pcE*B;44Jnl z-1G$I+)s0aDH!R<7+*A87?fW%hIc>v4@26p}%-GMCxDxFOnhcdNm5=eBfMRdZgL%nkO06PhdxIWE zz+E1TNw=fKVXZxn;YhB2jj;% z%Z%z6OKTOFuc)_L;5sV|VPqMG?JF3~lvP#h!0$PQHz?a8G#R9{BlMQAN=ty3lA?LBTXdI}k!s5JG zpOFV%vaOn!f%pCli75|JI0(+=VKrtU45Cw>XNVE-lCSY%j>{oKWie5H`Y4S(#=Gm)WM;=GnM@L|r`0Wd&gq3`wh> zVSG2ZGbAZywmN)4&ph%;i*vP6;a*cuto7xUfpH)b{_$RDVk&f*s`SGn7vg0`b z+UT>cUcxJ=A;mnHqvwwV>YTb}VQhHVc!>di!C#5FagGD>4M=pNX^^V>QkM_JTD#U^ z-7US#N5`EwP-@oi{cGwDPY-)!i42G5+e+L3J(vkqSpSfU(K6r1`E_?Re+D0=f&Fqn zbb7CPGtYDj7n^30f^4+dDrK_2A@2H271|%0c3|`ibs-nLZA^!5Wv2j@Zfi#hIlN$B z_BWR{8oVTqzQNTbV1E_c%#N{%yuN9Xc0Ox&4RCgpEcMUVWqg)ZzB9!-+d;TfpLg7D zR1E2aquKl9YY7M+ncy9H@ZqUVkDNW4GRg@uQB%U6M24KoN?YLU1w#Y-(5OOQ?jFFI zf~ixcXM;CM=I)>Zpx~*Sl3h4b@|aSKzOKFw=&NxGiIP5@5?IXg!xT`SHD8fcSkAG9 z$l^%P0DcqiY6=v07A!Trb5HeCURra$uyW#QI3P(9Vlbv4$ReA;TsYA9Q1jEfZ$cCE zVbMuvXMIrUy~!zra2X+N@L`l<-G=SA2MR8L`*1r+#;>`PW0UfU#Tm)argjH0Kxd%D zyC#-X-dx9{+)Ri5v!eB#`v}R{Wl_Rx0vnxW)L-m~kCqn<(|8tg46l4vR*-mwY66Tj zy+-C)ofjX8&9G$KELZ8gs8-oYStWQ`60o(PQUB*}PyKLp6}$jLuP|C{h+BJs7GfF^ z!>5vRy$1WxJ;7z?YZ-q>ytZP$7dLS;$4H8TqYH`2v#hPg4`4W@)lQ=etA26Ek=#f| zr2Xph#Thz1a<1V~*A|VdZhCVh%3YiwA$p^$X(vgb-Nk)kHla$jR<4NXU3Qw%44gRr zo8t>YZ}7tiAF(j#mAW+`kxmR%cMb2pnldO<>TF*6*Ow*g&2X_J6ZKvn)4D2|fqJsNl~E7;hjhgJF@pqelLwiA0DmOqxd_Kbz4{c#2UO>Lq0462{S=o0JEi+$jRX zTW)NRH(o~zfym$fm=+G6i?Mi-Zoc#7zfP!DaD!Wqc^B2&jMw)Ir>B0dky7ulm8wQzSYWg>J z=67Si5sI`q_2W8=M=J*K8TH!veOV&|hZ#$IB#oLHxPE#Vz$s*|k95WRrZHZ7bW%}T zIe&T9>b!Zp5Uo)lR4@+m{+)0x){~u-ogd_I;6&V?OYf&7c^h3Fb93DIPcncO?or^(23qwpyZJh45H6_ZX_bR^*Kzi(z|dq?=2 zRFgQ*nm&`7+W%*BlU|QF(-${>rtYtK^-2_Aw#IP)cE@I-pGeWYdC)lLt?{zK4Y~5^ z<&K$^@olX5(ex9}%9rhoD`IGLGFFNCPGcc;Qd3yk3v~dw{20e*kveG3ls=|LeeT!e zjwsHX;7H)p!)z}_A!)jOUxOr&Y0SS- z@{1#$Wm^6o{=24n&Ia94D3wXcAGPe;#~z1QC|I7!lQi0632;}fN4Ut*PuQG>h2XU`c>W980Md^nSZjK_v* z)l;epQ_0-wK7edK>)lUi+dS7I#gc0V>;_wRy;X=2d7&2*p4x(>Q{#N^2<*#Io^TK? zdF<PIlyE^I zMcQ_Hrkw&KXW}Al)up#-egKd@nD7k6T*%QF((Pde6e{l@m1waK1>EN(X;570bO7m$ zI-Zg~4&@Ywe_PSJgV27>Y)xXpO=2x==CIDxR!Qn6J7PHAj|~j9B%JIM@ehMOtUzEdlV7B@5Gzj&rLi zamV8{((iQ3gp?86sHUiM8OZJy**@4^;DgxyjEN*FE0E}h#(@BRNU%%0S}akWjGHH< z)+qv+3n9O<+78tvi z|6H-w+d2H3hcg_&XXRNOBaHvf05=KHKX~b2@Xy;%k7V27C4wv>@PS;0s7uvwfxe~c zXyWfdwha$HtmxoeC94y5FG#jF*qf0v?iAUiJ;*Sz z(~>Id5M}D7$BrcjiwE@8vV@mt%g^^tj9Pyn(JJ8?ofNK3hl5JAHjZ{gqe|1hRWv_{ zU435Zu7|%22ZZ zc+8qU{V=}?!#5M0C}$(vu7=^NF8yRrp!OKe209|Qk8(V1UaK`ryvm#Nu?pW1u2s{q zSS&w7r5VYojd<#KemdGk2Al0SbCM)7Dut~;C^g14#?uZQ2wR@7Gl{X3JnLor3WL?SgdwJ3fKm6Z&c zjD>w;n_*-^@kPHkUoYw(u;3!Ehh7gPnTc#^QBK@GL z{`Dwz!25^qh~i5*my6P<)Zo@Nf|$@jnre0@)fx>gS(kZlYy&P47oD_$_#CENYYZI( zIY6Y{Po8p%VNj)}OueRe`-6G+HxK1%!f=8_4?5?k&DuUMGic=3=6%3x$2@M^4d<9Y zKiSi`MsJu8Ma|YKb#W!$v}PEuATsJq_1~3snoObiqjS0#kSrrUg@%7=pInPYi7Z4AS{}N7jjkXL}LC*(nxD!Grw#oDx<+_+H^q4?x1bOCr8tk zyzknYZF5wO^?F4BR#b2}RfWhjvRFQxspnH7POF|Scxcl?9@{yHWQ^=+$kZLX{X3Xw zxuN>7Z-ATnORdWcF9G#zXj1I$u(S?%2CQHcb7gj5o$7cSX5y~G$nvJAm6y5aqTygc zd!FRB(vf2Ee%0@McBrivfXL=Y1J^-Q6wJtz&}ZvR^*+_*;OgV$hiV%V2Mf`EuWqEr z<(uz)b;@-Z7B&zKZIf!@~w&fAX6W8aWm&$Pd-Cg32TaY9v)+gxzRieSuuj%llRO=Ba2)v#evx3cFAor zX=*y(`d;=Wjd<&@o+HP!xv2jDdkk((78qF8O43ut|K1kT9`{nLZ^XHIhkO+TofH=- zco`xnU2RN!{CVvbXJD?PQ`%$ApbhxfH~p`zkT3O@L|+k)7K0kCO7zmy(szodoT=yW ze*CIYJ$+XeIm?+O)T>)<(}c5XZiYzPtXxe=U@J?(lF~9{@x^P?kTpT`3I*R8L_7wt zdcN~hoYdn${AaiDHh8UsPA8O3)$7p7xdu_s(5bN?kPZ1p!F#al9u_-L#KoFMc&cUA zdE>q(8)TsCI6B8MJWHx~uK-F=i*H1bYF&*Rahp}G)DOLm& zF-w|`kGj6})&3Q0VK5D01DAr=NPj-|H{2&nVwpXk>d<}9)9 zN#qMn>GQV6aGbAXO4u<>H8(q0^(oD19iwNz2u@<{6U519RyBMmGd=)8`CE)wC)ozh zZS*N?srK%@L9Qb=j<7>6ug_V~ye_b_^?t)8vi{xL7ywI4Gvr8*@!?bg<-&hMH8VD1 zv{t23&)%BJYPXiHIM|od<+SzPbs3;ocs2CXQwq_Q6j($(deLuHtiD0aOo` z{JA5kHd{Z(|Cc-B&6zhw$B%(x87}f`+xhy>QYN}!K&R7Y#-M46L;|peS1Vw(4Uf6L zu_Wh5O+`qm7QwRY=%>=b*u}hJM>I5kWirLlRHny8wAw2^wFwAPNlIEEJSvKQuKAem z-f59(`g(~5g}48~@?Ku7t3Ak4(}{)|NSf6Dj5D%nB-F5$n*z-8sAw8J1vy``T6(#~ zXuD0Z>XLk)a3v5w!LCG3fcg0Hw6yd2dK~moihopAVz5>J<&f_9Q&N>4_)~xE6G!UB zPZhx^jKXSeDEn}?hY}O6d!J}{m#=-|jU``1ogN@~(D;0|r9P7BJ1QIMqxBIRYGlC%?EUGH{|CkJ;G|wt_RF}H0(o(T`Z&Z2^yzq zg+KuQ_Oz%#Iq`l4&f_eteo~N&q%T^W5Vfw~RBPS35FCk4DaWn6q+T4$VVB=2`=UwV zi5yWC;)DuzTf|a2w$3vy$jlufLVLz(I7G~KD2*wcH5g}bYFh>>cDDiD!Jm~Avokcn z5adxFB9Oggw}$UuA&K`0_s=ByOh-#OruF#Oe_+Z^Z8uBm0EuM7ly@UrY&ew1iC;2( znBxwrm?8=bf3tYWu(2K7TW8e2`&PF$C787omX^3>!h~;i!g{p-d?wf?Q+IT~;MQg^ z(q`W=Q>70at^ZNA$y`4|rMuSOV|WjtV2CSgC<8kS`1E8^G%P|mQcGkm7BBr=4}LYf zE?#?y8#bG12-{ejk7Nt?f!<8`_Q{jMT5qRz#`=wYvxwvd;20b#KAFb&U*Yh zO7h;tA{WL*{gTO|Z!05QR(TXpfWcoSZ=>PKbg;qHo~<~ zdpU}4(^gFu+2Q(u>m2|sK&KJnfsw%1q@>-mH!o{6g0aOq@JT3Aa;vRq#Shz$>=e zcFS8(#qmK_*I^JIt5Zi>&fBtKt=Z}_a2hIg1&xF@58L4D1~K!>e78fBUE7q)hYR(E zZZn}q-8->;oJdz#qkAxVYqSRrk^Si+eG-?&mvMd;WT-a~UV{0b8h#a)a;w{LR!o0pn9*+34L~|J01;xI!)qw#J%Qg2D!M)OVw1nF3!dFI_iH zY20XE%L^++wci0*A?@6gOq7)7>_Q#)Q)Ftj=; zbC~hxg97mLF9+b4u7 zQcp6LV6Ro{$fvw6*4>@p8y=y>@XTF$T1k6@y)Nyf*~LE|DdhuS`{8}E{TR;}{Y9d? zp|PB#V5!K~qJ`?%}NXk!% z`=@DTn&rnQ(IuD{r9w&Tiir6O+=GqgZn`!QpnH~Txe?h6N(UW5v)VIe4*lWl&p5Or zQF`&j6ch5QgjdnMpOp50+-smTI!Lb6>}D9tU36IxnRZ;~Zp%Ksd7yp)%igIP%ype@ zN_MNInv+I;izj|^ai1_<6H}%LG?9PQB^lc1#c{BowcjcYb5CTosowD$j@=*SIP_vK z7q3}2d(P4OINaRleLT!uDZ-f2;cA7UdJwO9ZkFvfxbftDEOj(mpx?{IKz_C@9e`;v zNV++%lW@7bT(0PnmjxV=2(uyK%{& zrTQ{D-+1>Bh?#=EaaP=rlP;F7lxT`^;^w4!^7oiZsymL7O2y0E5!DZFZ>640rjRD8 zQ&okTWbb5y{ZR;CKVGk_T(|J!YzL(0iYrX*k6toSJ&qPy_MQe_9x6&z%bT%9gs-}L zbz7e6lP70b%>4S1CNW|o1V5)Q;u+qj39?8mC^D15vCZ*>nEtq)-zh2tsqJ8iI&^v9 z`@iz@MYChwKW)aWVp&j4WkhvS0AP9+tP7SFZ+7KKz-Vbd1_{;524D{ey~H)7WH_DM5Gr_DZXCbo6g_JS0(xwbzSY)cJ;tH;Vez_4PVcA&J_ z;+k-idPPcIzKjo3Z1Rb{0T;Ovj+*JcXV(II#HgsrW|N4#!DD%|HM=}^_DCeDqdFOX z3Vz}r4n7z~{aFG2${CAP!ceASYD>k~uxlccfecU~{4CRkG&2p3Lc(Ik2Z6-Y z*%^iHQ2(JXv{dx^Yc*c5Z?w>RH|0V&MkBOq^av|fz)>O)3=%w#5#GKlZ@mzHv4iKj zGypHeE{Kv6hxi6OGxaCm>k~Uoa!R%fEonMp8V&kvv%QzFPtXdQ)|AGncY#> zv5(Hcd!M}gu=rSS6%S@ARFE^R&p;m8{X7qx<*bi^;&{Cbm&= zZB~}B=cG(cI^{Wr=__eC4Rc6b=|hh%-~k&}$^wXcv^E+f{P$0WOgooh@21n~fqn62 zI!u;&z=H^qfuDK|b{ku+&Y(AzPA@7dK_&cIn9U~hKq{p)`U1|>h0Kvz4c!R+1Ng)nRn%-Q(pE%SIw%bc)BF%(3Rw(G!I&BI>x8C(Q9QFKWJ=ll`Wy~`n&rznh@xj z^qN6y#(>@WzR9&ob{` zBk0Ty??qdZk?+i|$UaVm3d9WhD2k$XTWh%`d&3XOUKStscSD?taGh&fBo*;P*2PoCSGF7IqN6Rb)yaC21tEj>4^Snd zUwuyvyGbrusw+Rg5q1id(eluC7(UnFw6%EYU*g)v9IM9l_Ll2SVqQ~ zCBpvkPSdw<>Q-`eNtm@JQF>V3&eeP!#~N?7kLSO8Ng|7Y&VJt?{FkN}PX;ClPLU&D zC3{?C(Jq!Yv0OF29S>BqW~aBlP%~WEa*lW5;`%wdI!H|KJO z)iQ`QOj?MAjQLre;j@t5VuDX!q{LeqIn8w*?Y?)?f zgy9lO4`b8yUGcP}fuTK;k+$k%$z7aV7)^oOVrFaWA~!M_;5nAUW~PvPT+sM51NvWw zMOU+V=1q!%I|uVAl=s$O_QPl;4LqcmQtNHHnXTSggTAHlHGY!tlKki8wL_y!Z7@x5 zTjfR^`R7~e!@ATvGawvuQn8A2u=&sV)Z5BG+SB!>6&xpbOdje%T+Ny~2AykGYCRN7 z=ENxdDe|f2e5J-8h>!eCCw~>)h$A!joHG+;62M^BBdC`mM)2+2PG5DQZR%~RP{bRn zEhd{Z<-4@{vLuB#q=VYmbVhVXX;|4H%Az>xu!>S;DEoQM)ZaGOZV#V* za+I@=gc+(@bJI%1(|n~~@2_Ve4m(POvZO-b<%i-2Dsrnzae>vclA~teS#tN$J};;v zeUA%^EVY6!{0;xHrkTH)Ro0n?tu7du4Ne5hh%PkRh6&_!Rh54`Z#!T|GNq76g>_Yw zCr>f_j=^oDqv{~9xYLsvuQXT)a;S4LxKbPZs?StV-^fPLW(=uCV0J6D)~r7d@D9;- z-Qs?c_hc)+{9CQC^;y<(p0HE*ijrW@Yq*oJse<)lO5VAb+Q)X zSyE-NCDL^ux>z{Ut*$nE)3RBNsqyhKF)2k@gY3HTnmMY-$(ih0P3XTL$9cZ@8ppQt zmvhfNVLYyFg})`qB$wep9=k394B_u%maBH>Qxo&`d+?g?H5RHs9Piyh-i<*mzla&JBZ%?y=D-Ww95^u(ThtAy# zKFh9TwbonAZ9i`>-0FFAjPBdEs+=I2AN`yTedC_mu%2Hm#OvLh7JWt@Ms1J0@37yI zn?a7u>f8shJ!_rk^+}lg8NJHq2?}nV2Rgj}1>;|v&i3B7Y`M@m@vT!5XZq}w3ICC{ zm8WIA%Vx?}U~3yn$hY|SjorRAF49m!KBkNUo1Z7x;!O6g9 zC4%U+{y14YD%o%m+yFE|=6K+8V8DU9&+f17a4n540S7{Vh|NEW%aUPAyvehY-VGPr zeSDMBRp=-OI~MIzxfxmVqGemJ`(Zu>>aR9gwZ%X*HFgZCsGtKDA9XeFep>!et-AYI zyljIC=6J@V6>-x5Y{`}_F>VT(pE~1H`v>AY3EM^tVV^<0@xL6-;IWmhuJ631spEOj z>9PSbKgggW2w(H>-u8%^9j!mtV-SF&#Rx z-^bSE{|P|58>z^1D(|>H`5P!R-!GL9B018in%izx-*vmO)T4OE+sHt0B;phj?rcUa^1Ax_ajvY3*m38G}KN^TP6c@)qU;6knT~l3VpQ|JCiy z_-379Qr+AV%{CP;pR&$iSGuC#x*|kE@u9Jp51+Y>gJ0yFUcyS!zs!}RR?ljxE89o% zZ?1HmSdah9$QeThuxfV{VC!0r7K9m9GQe4`Lk7yJA=+f*yQs7@yf8d0E5?7G=C}SC zxX@H4#YA%1?JN){{8@rqLdI^I_?3vOMsJDvi=o5-6^$#4@x7VYn`1G8c!M+i-aQ9LLp=scQT>7=^%e4|Raq0Sz?cUWarZ4owx7gkp-0|HnI_CP-k}Yb7?Y)BU$@ z#|Blv*MbIC{Eme2?WyO4UxS|S$0yU}azO+$ZSBg*N%jg8DRSPCfBQ4C7bYvTv< z2cd&toV!6lEv$V9GD44f>cPirEUTTM{oT81<#M``bFFgnCEgxnQNGUce9ASa3O7Q> zbIB${Kr2=SbEB>2D;_iTBDo04NP`$k&ie=c6D(E(`}NFsl6N=n}cbO`FJ5W`_U%N|`d50qF<}Wf7-r zy9#yOd0X*G{5}_`T8=Q}OHC8H;POWXqKNN!Lyn?9VZ`4w-+}dH{-joya&zVrDz(Yp zDeEi%!<6gU3eT~eL0K2Aw0pstG4O&zE0Bcz70%n=ADg!u3phraZ%Qxho-dxnj(Ts! z9r<*WR1F?}#Qx-Ik^1P|NPW)?3*FIVTqGe9Ps$1{ zi~zFTBI6Mc`AxAzCmYo0Hh6GpozV=eYAIM+=fUymhc3d#5Y5=XIZO)+io>W!vjyd) z&jhu`aRjbYiTD@@PepmoN~3C$F4`pV$YGVhlQrgR&Mz<%&<;>IJju_vv+4>d?DRl( zKn3e{VOj%HfU%ppDbdg4*BB}SiYH2HvAQ zIxNcd2bF`$J|nzU|mZ*?ub(idU8kUntp+4N{C&QqQ-;lf`u+>q_j!`U*@oWqiU9OA|uje1v^c34nf) zz#vc!J>bL|{PelEVK;wbI89J?KRSx1PVHDMZm_8&&zZkE)BIT}e<{cO=1|I3XKddg9wQ> zvjeQbC?!WF{VN7;nl3J4bY?2wPr_tjDh`y{PV0G_RQ5B8zIz^-iKNf0X!#P|d#-k# zC%tK2g{Geg#OJ@IWN295vJJB}E@tgBPp8We>^<%Z+x`+rObY0cyK8_tRnldcP{X(zq0| zZRe#AcJxWWG}Em~({oHKbhyziVtgq5Sh+>A-=mv0**yt~O8Za z!OlOP=julic%eUSMyiWEq;&}xiw=CtGdg832!^`Z?ZRR0O`Am;Z^CR(`}bF`*zqDu zp0tgL3F#|K^ofWnW8AYQnLfJ7T7BNw6c!1~UzkaEh~jfL2%t5n+~QalTbQDA8BKC- z5`{3`I%E#$pJq7HsRqF%e?|wTNOskn2|U-{=yjge4=EQs56Iy?O~GnW)b8+wH4sIF zMq^n=z6`1|)m66%MQDpO)GdDkcsR`m=g;rF+Ym{ETjy6pt%jE?{5ZFVhFY1P&U<>1b^_fp;&cKkhZF zH*MjoDlW!+c>NX?e=goDG=Kbw_mN@3;5eT`3MsO%Sm`Gf2y6X5V-H_-wOH2)Gve2B z@BUnp3Ib&&+Ue$FvH$en=d!uD^HcKbui#cX|GGrIwTxHYr^&Rdwi)X>4HPL>;@tM@ z{3CYoE^WPb0TV&(mLJ-GFkzHx=AyoG;vH|h<{jFQLFz2eVvSGhp=h7^F|ePJ!Fk1(RQKb@@?iITSbH(da+axoC}K8Ch>2z=VvE8go~RdWr=A!T7d;AHv3{S=hfXH_GxZBSIx9`SVm6|y zowzVZJA+f4h-GDwGxg~+c^0h6kilu*uRdb{d^vB+kE2x3tiwCipW{dPRDYbyJXZAk z+sCvGs)lh|RmC_ag)gq}Q`uhzXz$nAjQNP22qVhh+J!krfBD0Pjj_p_zcb-CIVXs- zyp>E@4%!zeyC1fo-alM~5N+`&;ACK+Ob|9pr_TvhDIRo7C#bY+3(=%|sbue_^Z(pD zTghI@dJNQIggqh1`69^k#li#c0Se|+o&?mpt)_ahx%8ovuRCeux)x4%Tw?n|tbCRV# zBRaKtL7BB@TE7HjOsuXER7>&-S7NOe_~wm+$1amgXrpFvmNYb87Um}%Xl>El5Jbk z^bsnafT1BCp%hnp0mxdvf=J;*>}Dlq9*l1%cqBiQb>LvBdE1)2SH&x6>qK~)t5G99 zX(Xs}O29HW;gggXi>{$G*T`$KiU_AAq=~hdgT7Xjs2*;rQO4?2CEBlUAc~8?u)Fy3 z^|Qf~?fc&s-dX`pC-3lR9b$&7!b0hWlmNuF*|cG2A3~(LZ12gLcRz{e!lChrTjUpl zWjqn7s>#cx{^p=2^m^yc@3kO3&WP_=a6uUJ)+{X@48ERur4sg{)gmn_Rnt7#(S|`C zC~KZTOGEgQAAgSZ%fW5qO8jJ^+4`(Ct+ZM#Z4o7Mez2m5R#ANd_P;ti>zFvg2F!nL zp+#C`k+x8r#id2dB3qWl7I%l@4n-E1mg2U!OOeI3xVO0L;#S<<{r2RayG!mamq}(a z$z+nrJFh>_@7c|{?*e{@213`U8b`RMO#K~H%e~JP#M;8;3JkL+nDYlFefduIu@|z=@;`hh z|I4LOxK4=k%tNns{{P}l`tJ|4a+f^m*NvPAx0Riz8L;nMKSus9FZ_SLeQK3V-MgP= z>^N;|H7Iuy?n%AWJyP3x#1|Vr_iB?lZU!6vgA0B6|Mn<7Tfd_coAn(rKUe+4OVx-p zFI;9xZ7g?J-<;e=S@DuZNaPrAKO*TGa-XV8>Wm*%*xGuG6)v4MZWH-e=O(=drb#{B zx6cbcPzg^3bstU^EFZq&m#RASDbi>Qy4p!%4Z2ad@g;A8jg+oDwBavb&T+K81v9SA zKTZwF2gR?QJQ~Q2bey~WzIo*5xEPo*Yw&8-H&|PBJZ@4wg|-VIl2z5TI=wfc31K~9 z}A@++pc3;x8mGcvdLa^dr9?<8BxH=?RlJyAaOGHt?M>H$x3t3Td9AL3(T;^7Ox%IvaphGv_wHb!r|$NE+KwHH_MV_jx%I#+J0GZbcS+LIkUun-PX=MlTz>BMeEkXg^V^9Z2il#7#1k+2%nXV_7ni z=Qw1=eA&#&6hsS7h*+&u+iMHrFQi|Nk^hCXgUB{X*iBL{e1 zWE?=cgbL5if|>8)a-rU@BD}6H%Faf1oV(I_sUr4C%za#fdLCt)%GFa{3iA}_CH?1t z26PFtbP}r#5$)B>wR{|V5d+5zSFwO+W$A4UG;-p!x&;=ufc6?5oKT=ZQyEUqgL&p! z*_iZubEUGAmI7ocztdvg>^+c)(Ta?$vGTKZC}sLD5Av;7y{AZA>jSA!0I=SMn9q*g zUPD#YiXJ{1jD{uc7vP?;oX}2UsC@4zIFX_@CN<$(OwJAF<|JcQ@wvGa*8L{;Ty=j3 zS~(&{b6V;WR97MW@=WA*8)qEWKF!0_uo%1X@8PCw@hmK;-s^1GZ0^FZ_2BosZFLoX zZNnZPy6Ky1t}nA9hvhI@PzKageI*Rei%<>xr_X8EUPT-sk<~_d3p9q7*}^)}L%#Z^ z0`B1ra4vJ@hglv7_O1y>gw%yRC~Z#afX}CzpEI0#wWyGzdC02O_f=t}%oOSDOtUy|`s7D3G+0}392VpJEMbUEsa&MBQHK1ZEZUlW| zH##cQ3k9|YtF?c4r02{gbNYVk!J*xsRj6`dtu969GlpTWn;~~w^BZ6O(HN#z{ z&H#g<09~D4UEmPL2YMzzv9;qt%!j*S%A4DiBtnAwBL)=eDY0le(|WJg@!R-%%(TY^ z)m*;A&Ont+vdlb)&c7-Pd4*gv-H&;&bXVE`6|5|HtMq8MnKO|4;|ZajADX!B0?ELn zr~331Do|&xL{Z6UvKhCooH(vbRi<>6>$r2!D}C6P$$<_LaF)HnSPp$qi18k%>XW<) zjuVQ}U*!CFXdG^`@y(4fTxAJ4m#(zMmfPB|4Up9G>Y{Szh`HXSIRFIZ#XgQ(xS3Mi z41pjcc|nQ}`pD}f@;c1Zr5k6lf-EL+`dw+lQROF-^kv62R0hcniQ3^f|2jnxLJ#D9MaSmajR4_t(oS9NPGm= ziJ=@gSTt@hCHdg3f*D$+!w_&6y^}Qc#)q7e%dm6@#(C-a7~h3oha+1`C5e5~m*c0W zLC2l}_@3;!k)binoKmr9NI{GnMh+EME|;qsb@0)S#H!>7jEYwA2Ai%u_r6d_1%^n7 zt)V))7+0k-=3MN<(n zPDr^35GHdJ+!J5=H&H>D5V7`iToUR7`+~fINv3mV`$n+`rB)Kk zLqwI_Wx4*E{r6Pg2+Hf|Os;IOJGL!a3>gP**v_QswiF$TsYl~HUS+`(AkW(>Q!%BboZU=IW|Hh)n_{>AyXtX@g@=+0&Zojqx1aE z;Df^-8b?*Dv@-s)0*G(12j1VYj(${*z{n)(9p@6e51yZkevDgE7H;J4BXS+vUTR+3 zLsG!el0eBT(5b=!G_LoS87h|M1H`|FVF{fx5%7`YbmvM>6M0A*9;w)q2e(y zNRV)%9f%*++w-Pfsfe@T(TM7tHzJi2nTLpfU3h+nRwAc5tMqYADtU^h3Uj$`(_V_Z z2+CYZh>RYii!>$gP8{NUY(d}VMi!d>&H@!-ykmmzSR*$8S33^$K{tHjwCU_pUi>aT zO@zWC!BBaE3}=SzN}2>M+V_|)gc+6!I2Z(Hc|g7AH+9X+B}YNxbY1i=^lh?1`7)U@ z_c7O&-s4I;dg6}*gfjr4oD2Q|5tweM0XE&Kpkwq5a?g~&(-1-)4D0= zPYV}Ej6!qlUF`jY2Qipk$eGexgo1mb<)LR~sIAj~Jzq1<`)#!1jdG+oKkMYmn&qG9&Ad+gJ6pq&Na_6g0 zZ+mBPaPCEqkDMh;YfYWhfJiD z+ZjlBu%wQlP1q}YvQ1@nN2LpMet7Ch*1V4l9Wp^Kw{FmM_gyt=C*{VaKX67SZn|F3 zb@i3#gu9XR86 zi4j{~5*N$SoG)g-Dd9uFuRRuWFM@6LFti3}IBAKdM(ZtO(>xaxh}a8792JA_wh<{; zcm+GM_`y5p4?&WSmv%93SECNWe&C(zzxO-t?vgMWJ$-N@S}Gg#5F$Jk1CrSV-M*t8`*6Wsl@ zGREouv}}#`Fqg;6=m2<(ZUYf~IKM6bY3oOmI=z_>k1mzUA-SjbHh{_2{{t0ydOh5f zr0^!?Z*mjA?l$tKNJ^O4NEk#SX3RbydHY=OrOC&Ph>@Sh98y$^{@q0J4@@YJ%}}K_ zmsIrLq^ii?GmvMrrPMt-8Au|1WhlB%)QnKXPJo*!M&8r5x;NfRBqR=v?t95(wMN~| zjQA={Q9LPV|4&18(R?*M7%1%QG4LGLydOtzxe-a<=suN0;2vgY#BCPCLx|1|#QJR0 zWm+Za%SMSzQC052+-%5I_@N;CUeLvK+PKR4B?b4luRiiEAG<5DH?lG(%gVEc6q?0v ziP1WOF99zADVD02>^~uKUqqL#?Lt>G4T(m?Eq$et7grqEuIe*QM-5vB)iBy`fma$l zq{M&?TGu#VF}_gIXW@`9FP}*%$F9pjwu@z(v;tJLRW1LCD-mLwbS->So(Mi{vc#zf zHCx7E|7Dr-5^)o@akQ*w2F z-HrT!)I6el@TxJ@oZLMcD=>pVoM z>|7Co?$L}8p{yREHUo@s&|Q>qZXKQPWL+gDaMrv?))lgeRYdW4!5!>$6e$(R z2_%+HV*HZuA7b3EtD-LQ@L`%Y98#-zjzzc2eK2)JoAkGG$Mt9;3+Cjkxip@=T%*p! z>xXCG?53ecX6-Ru%p0C}wL1=81^`%UQAqasL7Rs7Bl73h6Rok0ctO3nsk5lLoSjqX z0Z!NgOcNubSCS{B_&+iE1xQV+{Bmy&7eYh>>ClYM#)euY8?(%!i*8V)NT^tJ{u~ZV zTu;4xpO-TM^-uS*1CQ5t)0PaOfY4_alM0sCxVvqkSJDXeYd(l2vZLRWs z?6B?Z`jlL|=h~g>Mp|p>wEYjiu-a4K%-a@_>4y9=*-}&O_DKXOfBO}dpp|1%N%x1 z21!ARJ&fegBE4{_i6-DPloW$4%Rd$E5}n$G2+q~`%CO3-UsCaPFK&%_iPWMQE#q9G zBZCBX>JIv|*ZR(zti(qUIWwsGd#_3TyPmSK%LF}jgss-Ga}9g#+(qqy%}v5hzeGA* z2A8%c+eNPGT0`GFuT42)-P-tLzQ`*IaYdr=pGQ4RcsZl0D;1NyG-h> ztBS{2l)M2o7NgmDt$aUz!VeuSi@#0aX$KxUPqcU|MLJ(wWwg${|Bbwd zqo-V&b5DlqiD2dz^V$pLz(x18VLknvTYF)+EoA@aMfRZk72Wp^%*ll!<9s|69(uo)?US_g3&=iuy}uMwphwjrxje%^qzZdY@j>mm(!;*#6mR2@Shmao8ZTz*-O(sjh zAn=aJR#P(|HLHH2Xtc#Gtzwnup0NMGD0GAp7k@(|`W#ExDz^GBYP`-cNGHWq;JAAx zWvlzBm-y&DN;u%=usO6?zB&&d6dY=|X#S9EH`D#22T?olLUEEKd^m@A49u%{%oRzd zTg@JZ6Z1znZs@a-<|cCbb1^Q-?%meA+=vQzTtLp|SA7jj5l_}tv!B;P1+od`IjPR^ zN@T}uQbl`>0Y6Nxv8NuAl&Ff7%1wWBfKpQBetiJSZSj<6S;C8GXZnigaf`Rmk}iG> zdPX?*Er9`1T-LZnqM4HML|1*$JmR|U&_jPMNAphS)I}T4ah}tn^o+sJkh&fvB?a}tu+UVi^jh<5IZma)Bn|_tD9~LF4R;KhOOT!^OtMcu5i!9NHt`Q6u}} z!3Vovv!9e>dAzn2lcL*}MD^#na-3t;PNVXmQZbI__@GwUpoB zct~~#EvA8UssZA<8;VbHi|`F+$yED+-d-a_TyZs2{n=-=GSy=YZ+E$)yxik9{JYPJb13fMQ`Dh8k5rEA zIc#LU*pFY$2sf$`pCILyq{RQ0xDI5`l{}kW*|ck68xhU1&7*)4LkrF?Fb-j%rJP z#jmS0%3;y2$(+raOBO!=zcXHlk(3!0g|2^G9OP%(y7HixBtKmDxx$CI(;3n`b+GeO zN-AVPk^8`X&t+|;jJ+E##3E3IYAkcJm7jvmEf#~~vc*tAW$LehOq7R4;&otb8FQHP zu8^JkO@k+2`ZW@}>U%=rNEQ5G{bHQcFM6Qph(FnbfC?xe zg_wZdE=(mT>PsqQeXt2-nZAk#vl4lAK1Tzz;gufpE+Hbz6p}59Y$y*A3r*A5XH|xSBehZkPrxfB;mR4sx#8>KGP*px8o3SJz4n5u>Xeuz?VQ0# zTY|?-54BiFg9vF10^ZbV=WO6qUg%Y$y+)U9nJpO^+Ds>`QRMgLcTtodo*-4XLoS7N zlO92i>rys81qKr%=YiFqS>aUHcK7X`ZqY2s1%Jr1k2Y`pS9A=MOdQd;j-|cUw3>o0 z=674n!J8Y5X03vvR}qy(H0FzKquq}k-oAx@G4!+bnJ5Z zw##ToTJndA-jSDm{q$ZDu3LQz$%lZC8BX{C7?>Ty?)I2Jz|E@#>0i_08Dd&K<1;JR zs^j7`#sm!50ff!(Q{={3us5E~)NPZ(l*RIDX+P8!OwpCI(=DZf*Tn!CpHvgCficF_ zn`|)*9YabISRx6}oSKD#a~Hil6}$_@Ke73hE%Mtr?K1T}7l@Rjb?<%ql9$Z?f_#(o zS1AZpjH?UPiR(tb9~|ck4$|W{ug_qNr?DSRmx#V>##zG(?5E8e3;iV~-RGna+$_9!$ODko*?7DhNd zlTEJ+`Mj_829JEb2DgTk2YtOC10`#WZ`m${%eUk@O!icl6Y9=v4r(GYewrs1uU)#N zn;Do_&Hi(fcZ}-d&v;deu*-0P8#J+$(D@B9b6T7?+4K{l?3Ye$TAFcBL$U6jK*bmE zeI`7Q!)TCl%~-9bW{pL-p?W8IeyO&v2C;F{t$`DDV?_k}3Fg6y&z_%8X0CL-4#cijGN6sWp*Ko z3$JKAe3hVNz|y;l@NwOFjyKwX0&gZ5xsdv3q!s)O&3%Ix{-WQoxM|2?4o^_w}4>Umxs;}$x*(X%UZ3+$1ZnfZ5E+ox{kcv4N;%_$RD z*p|%94Rvq$YJHS};r_0HUX~DZM_Ol!Sh>-^E{g|e4v4MmI8wRAV*23Wby(`7OiX%5 zF)sh>H!7u6hQaY&qNwEhlAZ!!^8YXb@Ri_?A&CzO_wW76aVJ& zD|CAmg%d^19T7u4vH}W7dx>EX>sq%5{$F#wOKCEpv>GN0=Khr4y==`MQ6qhVZTUyc zP_!{oHunzUu$cc2=@~c8SvIT7I;cbz8ZzCq@$B{^4(xhQL-mKd7D}D@k9TBTjmy`( zZE8^rvB>kP-K7Ra@oEd{@BXuBZFF#m=yx6ciS`a87Mhrc{Z2h`x_PT&7xb$Rdc5nj zkO|H-+uEy}i8%DkRPC59c5h6u$4o7{*J@s}i%-oT`90Adxde8mr-yuhcmSGjc<@*Y zT#U_8oSY@t1A>Em4;6%}%G`srwEkXJ3ihh>Qg~W5Ye!;#F0*Qd(N7b5QPh#%Lq$9!TD)O*tm~td&}M0CA_|dmyT` zm7{bLX{YjX=U1o{>eXtnDkIm#rHT|bpn zUkt<8N_ZXN^@bBW&IDh2XyC;>Fb|Tpqg`DMt25d%}%P8(sVF>&gNq{+!q)5^-* zbZ|SI&2ae`(wDYh4W9A|Dea60}IBB}Wfz%4r* z1?}UPih5S6_wBXvwbo1GkLgjQ9Q>=7h=EXf}B zv{D(3T7qSAL=mQG zbCvf3)IP#FyezYo{xj#%vil|F4-8dnGYgyz*31c2O* z_@UBXR;ZrMTG}Wy-2^{m!3Zl)X{)Gr;+;QiuKJSb4NJvLnF8S7FM)++JuzR_y7AiT zL3wcz$X6|VZ3!bFi(h!i%fDcrNDlyD%72bl$wuXCAh_o5KYL}>BfM~9eYH;n18hfq zXnqJ6TQLp$Zc|BiAwGotXFF4Aw#g0+u^G)96a9t!+mzBhT#EuG>`!hCvabZ_$}kUp~eYO6buRh8>)0i$lY;?M!oVQa7&YK$IF3Y5HjP_%bPMC zEsu`faQHaS20`BO2a?z@;u~`H(i>=u32=Rl@J*w0${hvHQ_dLq+Q1FFJNT_pBFFB9 z{Y{31RZsFiLr|SaxyH}Q{5^PW+6B&Z<)w=txg6Jo`^+5+%R;Wm1w}ILsL2X*zpH8G zH&Ud#w?u8eKmMDn@Ls{a;8flZZ559`76Wt3p=RC>Jw?OQA{mt!j^{_j)Hsow&q zOk2($4=_*Hy$Aev9FinJC1W*h%n-=8q5rc%YJrzE)9! z^F1HE_|v}5XIYb=2$=E(sK@FBkl57M8g*<-p!Gz>fC0yhOYD(f^;W7?q+?9Xxooa9 zPha@^HV+hKd1t#0)Lq84O_d0LyXr!18lytO7f(}kaHM-7$&hE(kcon)57tCJtxcwX zSGYJQViF+(&3OXpFyIHi_c9U(!f`M?GX}#3)k*))?(~hM4Pu-)Mq)2-^$+_*4ye+K zzX#Jop{~SrA->#^D)H1#k|R!dNq_cwVe|Xcff>~CyhDDd;krUX{cj|E@gHSSolbLV ziNw}o`$d>TPNmMOSoN6x6M%HwRk#aQ0 z(IY)$#9VfET!J_*$xy{nsJe;_G9YEqOPwY&J(o`)rj7z9m&>E z3y9T7%{zf>7-$QGsgu`zim(Mc3gl|*--?ufet>XGb!V%LrbsN78)l4!!O%n@|K@s@ zqRyxzvRqjl_k3qIX}UvgpIkHeA85I-t@6K{d-Qhb=Sb26GD5;>We;%a;}p!G@=*0K zcqi*VGhSi&_6zN@AX%VEYInpCBa_^OcHnT)e(KZ=cd3UHzpQXv@(c}C%v(m{0*L}< z{K`%v1LF*o%tt0odba5{mYHTrL-BC6cat_>Nf`pF>~aij7)4!bitQ(frP5JcQvUL& z&*^V1f*VD8;}arn77aN-U&Vp4daJ7Dh!4 z>zG(>rx2|h>hEhLD7tQ>9SM6xOR19z9ztG(KC=mQlhWncEk*S@r~8>UsJ|u7UPV#+ z{RdByZYX8l-r-u;U_<}DUPqxny#S>NCz6xMekwp&u}=$2WSjGT7xndIiJ_jFCONYx z7hq(&dp+$FAhN69t?Q>3Kdt)Eu6NTDcY=tyBJ~a#06g`^QJDbKid*6w}8 z2Af3UKJ~*p39(%_PmVM6-s;YzK6P4-%NDf{HU_}|X?&12`+@V?v3r>9Nm#P^=$K=5zVHZin9%b#QYnQPNfhXEFZN6CdXa6Sp?b- z%CH{N(zQa`Xmk`svBUg1r_dNdD=FWz z3jwo<+hwg&3jD6ZKc4A0gT2Q*!FC0u4ERLFw49o7jPDK2ejBqnR70f}o>oH;pEDqpc=5@4F?z zrq{>_EKpN-{@GOD;Y}85m-n-GC4tYV14?os5US*ZtlS6C`_yCNb9;Dy9Z%>gJK}H(HlV% z4PC0$GbC|(oaPN&W*2Mc!LV7&+IgGFiJx0H)g-WKyFIz4HI|PI9Ltsj*MLn!X^RZF z(nA@u%rP{Zq_cs`BKn-n{Ez=s9s7&4xcZ38_PX6r(N$PV%(F2cz5Q%lVirkeA|+g% zR_GWXsAl5Jq$yBWWAM?(nIiQRMt!1BSo5w{7!;?NEFP^358!#-Q!2H~ zL^o8@z-=acg>1X2!cJTew{Kz|*&&nYC3%_6?J0p@zYZe5thIa29t|=0U^)wR((~7b z-Nv@({c6=Ru3$bYMCzkj&KBi`N!2VR8fip1!Qkl8ZL1WilgR&#d37-5Tu7x<};6^T#yP@F{K!gll zKPcjPMr{+D6Ipv{P;Er5(qiiLOr^J;!TvN0hcf9R4N{^pODJf3h0a44C3Xwe>18`q zI8m8F_O`_?mMkJECOJ(Kn9<@BOYA)B#5yA&JsXGQaT#rT;`e4+!gbotbg@s{usMYg z&hf-VnMUO1vUsPXOinfZtTb876LEUw@|e`a(UD4%AnW~<1 zZlT`v^n~ZdgN3DpGVE`>Y1*T2rkadj zg(bM2kX>b+0$o)m;Q|BJk0A-Z7GdoGTkKg;kwAyT(^+U+%drKw_fbwx=#gI2e^slU z)h40ky7poGwe#NEL)GJ0!cZn5CcRUVkTqIU%Bu!*Pi$Z-(WLpe?XH@I(t-&#qR?RL zsr(;Hvk>d-Q5Qv7f*F5WoZ^Fu*6Rck*DrqHs;M@e9-~>8{A|r{F_(6{l3dq_O|7SO znXzWaXm^+3WM{_y-)D=VqQelh!%vExN#W6OOwgaT_^GalMHJ>VCe+Eq!g+B*;CjR= zG*F~K!BIz}?i7sZ!%f?vWwrBtH6$IQ*o&pCA))kgXuGM4q*|3yWzxSzoAJzUGOG}mY;eCe0S*m$igx`2J+)C#^ z`-vL+abCgtsV{dmO#;+#J#p{Wp*PEN5#)4eg^*vtgNn(Jlg|ji;t47$MCv{Iy#Ge zk2PkSR`rIBcY<8Qn2^DqUpUu`n{Aod$v9YOY1;J;3gOe9K|vb`%Z=*pqVZUyOgvmV1LwN46p_gqJP1J-FhNw+#0 zTy?7k+qNmB(xx^l^g*3Z>QgP#;gk*x7pHS0-A%*wFb|VV-rh@+6v~Kh&2z-@-MmDN z^A3ppZqsBwcL4n-jm%P)X1U|d0<>`3ngofho;SB=`|L2Y#m{n;d}V=>T2;B)OVuK-{a1*;^b5*Fgr#xG=c38j-aB0R8$f zeUa7k(930*t)GlA(`+5D6ht=5I32Ug-axPF)O7@SUUg{PqDf>^T2 zN%TtYml*SoG|t~d3+5v3&2M!Dr>g$x>5Og!He*adtr1qKy?Mb>`gO^I!<>w_5$=W@ zFtYbwAUdd^fS_C_mc`7{Nn>#2+(BNK9gA*8f6K1=4ezi5LVJCwK`31kUr%-RQhO-f z$-J;@OR(hSi231|<+9*Ku!ibqlN!v~mj?tTHSV7=6^U85& zwV;BCSYwLB?|BRnMl=ETS|*U(jS>aeue_=V>r*KQ?$>1_+(kK@*k|hN3_aK{S$A@w zc@}baH#ME0av<-3O@hbjQd`AqB1k2AW0QC*3z;IC!K0gW*Uj{@U@ZVvCa zD%QO@3FI|Gz(~sQGm957v`z4EwQ@%O#eB&n;uj+L4o75HYy*6e`Z7{R3&neOt3&wu z`NZp3VOFR55c%oAArI7M2`F{)v9GXXAB}d4f2FjtzNK>!A$v3J-*l>~{8m!jp9XRp zRmb7^t>i|X9gOCCBp+;Q~juozcF?bogoiw zxE^1AiIX`qzR9v z|Btc2!91Lapi+tK$zh_;C#6SSjuPZpazxc_ZR;?|a>W1_(9P@#nhdyRhdHziRaY(n z{@Pt{WV-j@l_VC?(i{PV904zI{6#TH&%N`VH79G2ey7e`v`}@iGWRvrgj$fGoHAwg zN9l$@CBg0lmbRS2Z&sA_Sjp?7$~gPpkoxyz@x%6b8t4UjH5gb)2f%2dq2YW{FlE!e zv@eyI7(_=y@~}%PZUKhTa0AUSp?6~I$itsSCVf7bho6 z!A{w|rs8pXp(G4XCF z75cMWJJsJRc0_a&91sb6-A-a~>9nT3=-G9c{>pIzsX>FA7BJb~O5=tfVji*Hz$Yon z5-==NZEtuZFc2dae4>Uqd1;)VP)U`F? zeAp*#{)XPp1`%3zDn$Oq75?3u1nB4ZF*FS~O z_P5TPiz(xfOgO8I?XnMUw-0`nkJCBDR%?JaX_pxvHg2zdI=!`EL7GZR?yeHY*%+9C z5Y)lZ8xLi64iLrmlPxH}-Ph@CZ?C0QO*I?pG1dk;#KUi|>0;%{!4QBjG2RLb=2Fi;n`7P_ze&Yxx0#aesX zE9O?Q4#C?Bi}$ajwCZQ=jNu&7$@g(cL(=t(|5|4D2vS%T#UP*-&(Q);o-n2(;y3OS zRYCslSbgbhfA1~kJ?bel>uIxvrbjDrrTnRL3bqqN;!dL;jf3JdqaQEbpZHa-J?^(D z^okEtMkH>xjK0XmRzJtU56^D50?=KYfac_VuUfOP{ieQYr)arICDPZt{R2_c8Q2KK?%xRJ@t4$v|xumpc z>5X@st06=pfXa6%`>Uz~2rnwT%#17r_F7Xk@^1!cnZ^;@u-)!8*cfnaJI(n!2G6rw z1QvftE84Nc{^3A*cWb6}?jg09P3nxqWN?Y_WsddAXyE+jpUII|bUez{$2?#?=@0oH w;g(!C8cOocUMJ8VUBP(W)u+yRWSj&4BPI0(GyFeKtA|qgH~@fri5m5P0WRa^Z~y=R literal 24021 zcmbTd1ymf(vp2kp2Nqb|o!}bWorK`Qf&_PW*Wm8%kf0$D2(AHwySux)%eN%Y^ZxI9 z&pqdR&;4z0S9MSK%yf74Om|g{sD>#ItB5+4lDdx{xip{v!{_<`4=bO9fX4u!e+=MX zpccX8c+q|`OV=oYQWl=4!*4IsIL-#3TH3ggyw|cM;95EXn3O^rr^P7%0Hy!{H}FqQ znN0zjxP-EAlkBEt)tv1~b5NpwOP&Du?k2wrUIo)!VdM%x4kn@kBi*}@4~yq3070IW zn?1!3?*kIPzW$TJ@9-;lEG$6{8yWBY52N`ZnF7eRA~Uobn&jwdh)VgE~rLedVMhv(a^!WI!W2c#WF|QCDLC*zVzSV(a6$eP zJ%%HuX4RYpK^y|I$VKB~?zww!klCRT#;JlLk-v12_l3iZn;1&ro~!2Bxk`!a_?1u)mc1<10)QHfEW;flQ*D2yrGm}rBUW1r;5 zFk>+^D@eFfe$vkY5OKq0k!^~`B8tYEA&P&YMUVNS@h3%#DDj0B{Dl_n3oZW3G0B)O zkSMjJ9&zamn{2mzUa4}3$m9{IFEP>0F4@_Y z9n-%2{5jX)9+p--*KA~5Q~RlWVp?tH;{hhEECX#D&iEQ=+ncnmbLLxH!~a zH1t4!LLz9&j6?GW-MnSrbTPB+Nj1H+^H_5#&NA>+&u$oZB@bLQvNMn{<1zBMTIfZMHHPSWXzD>gL^UQ zSdEMfIbW}e;*OmZF)$@?P+_qY?7y!H!t=}y8OC{^V~Qjbs~*SakiaaX=qieho&2>u z81(T27MRRbfkr#EA4R5pa#Okh2&!%ms_09^!n?ynaC!}bUdN;{N5qTg;3{`%)E`vl zz=dTMHmnN4>v>fL5*7t13e!Lpyc@;?bjSSOmOcyq=un_lM9=nx##H+3r06#Rj~wWr zAGAdK8w;mP2XGWV4(LjjZtG^^{?JY*0SH;vVh$ltbSxT7-eMTSO3ECKWFAn|^VG(X zv2)i+f)_RP$2RWKOPN1c7Hu+}jf4g%Xtw=g!dd-n@IJg?6iJ4>VjQiD^s*DN$8s({ zh;}TcPp!QpX0_PJ{)oGqX5A0`&cGkkO)x4(rC}K1HkA@6PDkdeK*_1OwwugW&j2En zUSLCgC0@}J!x{+srRZxcqo^1GLSMBl%1voyVg1blwv`YDuz;X>b%AEWjowxxUyW9h zw`g*`m932=Kl*tZg3$BwK`ljXzgXzr(mQ+@#7hcR@4?wz4RYKZ2m1wB0fW+6#c*6x zbW^J6tiJ9h(9`IEe-?f7H3Fq-eAL6oXb{X*SFd=}MbpMD_Q7;OJsF-;2PZ0+NQND; zM-1l8y@cen_JG)T-njO>>(^sAT?0A_Pz$Q>*FPE442_E+1-VxAq)>r%jY`-gzTT&C z+PAfG810JD83hF?zba?My5V8=^s*i-g>(9-|1L?KA zS3O{d0B9zMZhZl_nW!FJoPr@fH+A*a)EoyBeYhzdpqRc#d@hq;Bp;Mt7>n@I0D4sj z638{xA%cbyv0pZU$S#Aqn^-$}bs$BOpN1PAY){RO@~S)Cb~F5B7*}_%KgcyFO*Ci$ zPWT$|AjVJa>SD}*oH33GjgTW4EBqVpL{LOAjx0d;RU^)6 zvOMk}@y$IczWqa&pQ2b8`xY)doK4{ceBerrxni(V$+UTKmmHHrWq*+AoE{!!=;1QQ zvUW1lOhztT|9+yrhuZH)<9?Jk(klgntXDI$+DcH#Qr(MCn%(+(Nh$TrU)w56=j$5H zzn@h$BJ~ewL4z~Z`}4?83rL$-29MIi5Y(68UWEHt zW3`;I2Zj_oLVr{w7$c>^<~`d;ZQQe5$l^+ytGd3fbxvB-PH|9EyJbOsH9cipd1>7N z>Q^jcb^YjCS+zPJ0aoKd!y$gPi-{@1_}!O|6bs7QNEC}4tnfJ^%#Zw4r7%!B2CnFH z0`oh(_FP5Q69tR!FcdUELp@+FEI|*YFJ%B3X@GAJIU=QR-YaNMv3#l?JP5~ zFay|b_)Z$2D40fB84C-OMigwSUH~?26N5ND$7YeNV3-T&Z7R}4a)!iE4 zhnYR|XplCcN`Ph&Zhj+iD}o^U@QX%SAs3O*PBhm)j8x%UMb1YoOvJvhu%G}0g#a4S zygYxXyu8YaA~L8-FqvpORwA+O!fOKrOwt6>31I|IaOz=l5Zv>D{^RA(7H%`<*$F zz&l`~S-|VSDi8kFst{HgXbTWmG6_|NDkje-1qb*>lfm#EV!=GIKnH!^Z5T{}6>y)} z-TI&kIwxAKCoe@z9Ap5yYOXHiLbu)^v0W zZL~=P{DMW|G37q#%eN!-y#xR0@ssqIhA<8e<2*;~$#{(&MhlL#SxhYef@)ZgYzy?e z!t5pm)L?+D%z+{ZOv6|53k(h|(D4`k#$ zG;uWV;%Go|Qsi%>C_{#qg-M!kY3PF24yt(4`%&4ROo_9umzABK3WZK@OJTLXaekyv zA;n^ax)%~HLNU-2zaEwMUl_lXPyar>e)&*yAL-@Q)qBE_T4g+#&S^OdA>^{ij1rld zS@o^e3SNw7T>^1Bx3u z-nWBk@eriIg5QKX*DpWG_YZo?68#qT+<~t9rO$$zl+H7@;Q2*0^^KAFSZOc4YMDm0 z{UjF2c_2S204RhT0EI$D{2FBIwK#v}!RrA4qKG2m9j`xU2AZ3Y&B;3rE8rN;3Qgm! zIcuXD^?TYJdvrSc2*HfUVC00siN}5=!S=}3j5~kGQVXkV&dM*DtB-PWsXsjb;iz@Q z#ryhjzqkKJ?fQc2>Qe3caK6@hvC;W2@nMFVRYC$HQ0Gy8 zdc?e`Yt>Yb`0cJ4T|Io9{pOMHjb`b#9I* zKoiV7a&mPT)Ea+xcjyDX`|!N)i=RC$y#I_s6-^L%-1PnvCLb<2O*V-K3B_4ew}X)b zg0HY^M^13EL59{~M=%N@cVDLYYL{$BVChR&nNLE0Izi8rv8>FmhaO&|dIQ-D#RA15|8)_B#wsGq!D zIC8#Rf`~t)!_};(<{C{8mjkL67hEI4WrvLcz-$06f*7u^E?fCCJ4W;46N-yh1-nCj z<`&9iWY>*=(DI5~Ip=jP^AtG1Zh{6HfZN3iXoG>a$x-igD}ShXleDb$#aT!8SA#;X zXdogc&0j*nM%PBrKyKa~%{O@@Sv&4%D@+C)KeA9uzX{^8%m}FWTwTGjfWEn67%&() z*fys8QjpDVetW(>oGs|t;KkZa=;YQ-!Mz^Ey${m~MxYlKm4pWSis2#%v-$$MpumAy z$nf3WNj809YlqgH{L<^~uvwqtO@44mN29lwzYWncTLJr_-+HO0Wm}}jCOkE_p097= zymP}lt6(WdW*?XR6HEr#=Sq;_Bb<%Y4%PYw()+FOQ6d1MEP&U;FfA~fweBJW^a6Zn z&qn=}GA&15YMVcK{QwAJz!0byIPw5iOaLq(pbCR3M1Uw#g0n-fVn&^L#*z+8ToWQc zwyPb5!6?=C8{s85AHQqW+Z7X9I*nKzo%3W28JUb%8(rKB8Gm1>CcC^|KH7Gw${e~N z$dIZ>1HcIjlOlr=gatx6nb_ciKXAlKJsX^^Qm51DXOCC<_j*dI#Bn4B;TrY^Nu@xZ z%d-5FNkF0zUv69*fN=82og0BnfdBMT^asJIsORA1b<@f@Gp)x2nMhFWu-bFc`WIgq z;K0+R+J||S=1fo8-|=$teo%2R2w+lSKPV^!GL6p&$~m7AlyW}5qPMUROLmdr-74H%}&)*`bWX^n!=e7wTtMRvpyM-B=QtQOsTL_vp2yg{ULVz9e{0OdZ6{X(+a8 ze3VAtm*SD4pqBcJz`#IsN{Lf)aSQZ0%6GBk;;vOcaA-r^#_w-A9*@Xb%;?$3NdX051UAmOk0eX)KS;(ed(pd)t_MzhkB3M=ghw!5@?T*H zI|BznbXDmxsjLO*I*Ez%_Kmnxjp%IvU`v5Cbb7K4tDB4bh4*)t!R^0($8*Tia z&T|yeVWh^I%9_TSP!(X&tF|z!d0D+{aPdT8ggLb~qbPw1386g&U%%B}(~0|bLK(s5 z;P|*2J7DEH=StR?qgm-k-fgShylMOz+NAl>x9&2Qos$#*SXwpPuigjq{6ve5jg1*O zRSZm0chm1@sO)E~S_}%&vC7H{YH7#)btIZqd`hAlC)=PmV<>jhK(7>~<-*y>hY%AU@6a2sZ zLb{uJk*k$E0loy{H0N;Nu{pX7Jhyo7c-mjn<+^-e*`b+T+t`ch)v+V6&0joNT01y6 z=$~osRr=!O;huC2|1aPgx}a(P%tjalRLGI6#=JW4Hx#~HJq0x^ zESe3>#^_?VAtje6m_iS*fLW2hna{j^P13JL8X&skvi3$f>q@l}E%L<_Q^w-28hZxE;OI+&xAE$?v*{bc+Ja4)Ull)G5;0J?>@)vTFRp`$o~L@8SY}^U*v*v@Tgb`$Xsz zh-NpCnHS21K1BI0;$?O7cabynHJuM%xP?GuTj*Q2F(0nadmWR)_R5dwP;dy~+j#%O z(%F4(V*l6o+%`;0+V^{tamoC2cmfho@r7I7+ik}c-f9j`Hyu;}=)LVQ)XX<8;+rFr z`o?e;s-KaADc@@DS-relo(3=NLlSM{dN;!8d0~XOD8aueIst?NyqWBoWoKJv*ylk0}O6207n#-Wv!_RpF|4%Vp>?eU62 zxlCTi-LXQstXG2mA~_?xTNL^EIqUf^s2a+xwQ*~qz?~2Vbavv|8j~^+Hl=a0Nw48v zpCw2RVm9dV9aF&x+Eaky_ohm>0?0u8R4{DQi3fSagYuCYZpysf?rz7cYBE!UDXy-r zQ7_lJlo}tSmdhmUYnvbNCBMWB=q!>h?hXj1_^KSj-OMZimc%uAW-rPFKsQgUIm%7( z)5CwU%+MRr_Cc?GmzY}2kKj8L(iTMfywjt!`8Iisoq+Z0-TPlelfdRV*S+0PO|IkR zR_{}ZC|T({RW^3>lpm^HW#QNiAAh{&4#3PI> z%wF_{JSiqj33o*ZdvRIj$8YSf3(bhbBMPBa(o)%$?1zWT6$?WVr6I`%B z-{1Yu|6>e1;?O8l9ezAd|8)GecI)0{;`$Sbz)rJ#^*x~w$M7jXicaKa-FLPL>$32f zTb}6S`QlxYA-a4sAWqKi71tQo{2}G{b1zhB4i!eDzsMVxw`3^6m{3+$cC~??x@@-5 zoLDCjTDgI|yn<0mePH%XhW_+UZRy^PlV?MViOS%K=h1U$&*VSdpi#CgKfcc4wu*jCmYpS@R~jQwO-45g>~yLEM>RVdj}Mc zn!KJGRrB-)HAx9aQ`p$3SZRtf0ROpKW>of~*TpelQquS9Sc1dl#T-qO{2vK|8q#%O z$1WjDL*~_utJb)}?h79i!q+adeZ;2G1YT0`D-cuI%RBNQKGcrG-Tqtt1*7Z1}jgCsfmNc+^eAnx9Zq~>3SqwfobjSBddCPdd%9*?w9-1 z<=QQY5ZWu1OJLrtPi^}>3-ig=g|DGpuHxS3TJ!*U$?8-T8uf#Z%`dUG;I+l-c9p1% zizl78d+R<%86ebh0d73pCeKQ@k^AKu|C|iw*21-Df68ibGKgIaDtH$}GXUwWA#;vx{DIECl|q061NtyUt&oGEf-=OYKafPtpl-5&)C2k}ri4i-IU z{Z$0df%khd2rx5HK#N8XXd&Ru5(c;h3T|e?r%WpQF7qSJL4rV``--auC7eT_etJGE#;^?vR^xe2>bZ{q@VU^zjktdJ9)Cc#_x+ zmH&L0|4iu>`>FQW(H(O-Plq^R@mZ>=E;9PVr!~fuC(l@s9KBcIf}kh)nNUJ9V*sGC zB4}7!Wo3Qr?+Oh4FQF;GR7?Pz3o87S^85lw^?MbH=2s(2{6p>L&Ni{iii({-Jk&s- z&t!~U`og};IwA$plWCVId#BC2P?D@enD>M_`K0(RS5CjQ2`*cH(!q^M$6#UKqrA3d z^DYX{fxF61_i+FY=(J!{BfnfnV6x?Z$kd=DTkT#=HXrRg0 z-F0S-%v#@@3$D}Qg5LZ>Ih{D;0 zS;Hx>bK|SuF`fU9x8~VHJHi|9D*yzz-f3BS#7;`75ub=%=c=Z5wuf^Z&fdG;wt~== z+Mu{urN#-Jn>h}-Hu|e{u7~cvpgeUs7@wFEs0ssie#=X{+HH(}f{w80x|ddPDHOmp z4&@yGoCq=Q@BFUgqjbEU@>qT%ev)I~XTkBNelKW@ZW}9qr321!e1dYja1dI zFK)1jSY%@`{-;kgqVcEKa7Z?Hn(V`U+)e5Xi+y)3-AljYnYL^JsZ*)D`So?rI@P=Sz@1MtN317 z+c8Q{SF*(D3sv{)BiD_UMc#UuJN?YwS=Zb$QI!X^%9;C?=0)0iXpUfn&BXV5wd%$sjedcG<$4 zuI$)-vM$|#M6I>Bc4m(#G0CRJf{|HNa(Uc-IoxEa-hLTno6NS_dDcO%VaYoi{>yXe z<9v0?t&W%{`N_lRUix~rgswI)LTH094p+_~Lq5!5|van#ly-^<;6wJC<%03}l?;ts2%zR$n zU2xpCY$S39@FG#5h(+{53pMp!HkK*)lu9F;b`%-&UphIh3g~TIqxS8fdOOlT>OheYRl~35iSDzr~QF~!4fG5ya*Fn*z znyr)rzoT6}W66BD*Ez{}7InUIGpR7Tk-L<5>LCPR=~%IQdN_hQ5?_v7+Al zgF6nB^EH#Ji`C4^V*SW6PO{Fvn}gr-F_Z1JOM0#M;c$nUx3*YyvU~q9_Ssha#nR$F z)55V$xagS>)3LNmSX2GIOL%|l(9yjMmzl42cWP5(=V{Aj_rSguGlThhX7hC7YPoFb z$mH?zeAl|xf^B!vYWE|LMW@}fptgV1k82z0T9R`I6_?OPhmJ-EdizBiW;5rkA&L!F7_2HRF0hjDG(y?Zs6^>QSqgF1P2ALwMo zdedZs(ng2K?}M@on~d}H=cG6k)(vy5UlZmJtD4JO{VjzUY76Vt2(0+$ElU?Wz?ypF zavGb1pZYTs8LCb{S)k82y;+`iNGb2!58SnOwTaMcnTr=(vb|{0nAT}w4R2YRlKaKA zzj47>Xx#m&)pM$m$ih1yb3SSu_xG}u=Dtp>t5eeRvAp&2Ys+Kj>u_u9Up2%7y$kgY zw^}tr*z?{_K`cy?TS=S!LMHLfTV0#|?d=CVy`?MFo>sNJQ=E;53vLaQ7w*&HHTP1G z=4N>>f3CT1JgoMdmMWdmJgCp&(zwQ-+|lH#KGvw&#_;k*Zs?`-=id1d+A=0iT(GuS zmNUd@Qz7L2u8Wmx2AaFBbJ>hHogqAk6;eRh1b4PY$i$5jv~I~YgR)M6-!;>CXeh!0 zDLW^1TPejBS+T4OS|{M@u3M6V=APp0T*mE2-iQ;5lMapi;WF3rQgL=#ZrJKahF(jX zfTuwetIOQXXT1p7tIVNUvJA^*UDsU-+|Ff#_F?EXj&ii_8T)nCp{|*!o7=&A6oKbx zBD>(YhwmTj<~0w?CAuTxCx_w&3@lov_#fgA%M1u)PnTROKTBf?Ani@7@3D%zvb9kxcZ?aZC!{i1P5Nm$*iX)X^j??yk}BBuNV3R4GNY zB}M8Z6QACZ`eo&Sn~=4eXUM`Kk{q_nR;(Lh%h<*n za%*`n#p@!`6wf{6kcrxof_ER;1t|haoqPjb3;f|vyHn!f+^^tX^3U@#QQzXSWti|# z#ztJN26@~D2L<5`d3CKrs;tf6bvf*S@D9I$)_I1!1lKPft_9~EBDQ(D69r_F#PEh3 z=H0vmYDP$IDKCNM-8<_lXvsm9Hl$1r_+p{F2u|I+Q(;2br*cmOw;|7&e5_%`vTN_nFE_5 z4{xMUJrN+gG~gM!6!DT2DTGCa0SM+vkpkBY<6gFJf*Mk!grYAT@VQdzg(~<09MAr6 z0049@|4!K4+d=lV0skKVbnG$rPsRU~({|#judXcnPX^?)e-a%YOPl{( z=)SRWwc~%N`)|=dx1+uOpA-F;x>eCOkQFdzjW%2J0i+8zfcszm4Alz{74Q;62BsO(_x}O#&j>!NQ~LfV z?}cNC6NVpnxee5ce~0Lw0`LiOQjnqhZ-9u&Kll2d1E}~Yr-lG5UvK~!0t@1EGLH09T2Pk$_VJB|kXq@^O)CN{ z)APIg-3k3Bp5<_Q}FEfs5Jv=i()${-w%E0lD$$A{k}xPU0nj4WT3W z=Yr38i-Ax@aJPr>?`gpAVBlT>M8WVH+|WnF-tv?oB5E9GrgM|B5<^CO14%E|&DqOR z)zLD|DK@TG{)l@r9eJ1^JTQJ|h%ZPWn6sF=vh;ai-a4=W=gGR-F7@qV=eIowc5r)w z>*4HTxltv9lBhNBS|u8?jVDS7PsSoRFO2|z_b9fyr1K~b`o+b?abytR!2q&1;`u$k zu(?ZVWN?J=Z-6LQ^gp5p4{4KuQo1>9UQ*vzOif7z69|Xq!;5{K)57mCswN4**3NUM z;DFBkf>}}=yx+IN_-RE3FS8FV_~Zdn^?5Jy0BQVdL2=Q0IH-}w*Y=Bka-0i^0{t?! z$^fA|#G6aPrP~C=hCx*WR`uyl?sujYMW+gHSeBk7NIZCG3Xl8_2EP6jVmNn|e@k%h z1&Y3GoOd7(shqoUzG%fE+Hsjw zoOetUT@*Acuu^^N53h-)YSNXJipeVOJPze+TNSoQy%@ca=hvPhb*5Ih2(o@&kp0Yp zC3d%LWQ0BuM~z2uiOO+{KkYspK26CTu_!LTR@RZ@;kj~mCt(X&M0qjNLc*Suk%j8` zYi+2P z*~j6=w%IN*k7zw$f<8c5ToN%tb#R1=Q-rS zbgtKZS4{Et=XBFZJxhy=HfqN%HkZ@s=>tlKtag83rKZ2OwxhbB#TED}gGO}(VxDGX zB)p59>8v~HVvJ2A2SAAfXJAN?Qmc5x?kQQ|B?)}DaZkMk>qaH3g~=V-15t@>9tB56K{p6R=o!8m>4LWSu((8b3 z-D01!;!OSHHt@%Lz`lw+@A^I1v5Tg)RW2Zbt>HL6s;CEKhG) zmc&;5vIO!))qW>xI#F=TUdfF^MpUh4*;Kn3A|_SEi-{fWkIOs6>m3rTyr=?TfW810 zpf8ARg**fa26O4TImE{s(SOQq;^;}|;yQiWZCn3Ik^!q(=uD^pzMQD=+0?tP)gU;} zD&~^h?(}_bqOZQoPo0w!kiAcw1L}s|OZ~Qf4n7@~elWMxSM%Z? znV9R_p_4XqTWia{h$_h`CyPrIN_1O@c1Lj3EIbzGj!(l^I^_+#D&x#QmMjw~^*5Ar zaRD?2Roh2sj*=;GB;2P#K>FV_(DfTnbN->{Y%12aOA;U>z8m7_p4{r;@dE{vH->8j z2h16=t?fyMFo2WMhTfwT=d!~=9FCno&g zTy7Q(Q;m&HlZ#71JhxTQKuI_o=s$q^W1(4f`uztT^!}d>^^QR>geY#pwjGfH#bA^5 zeF?tQy}<%cnyA&=I>Df3Ll^FK>dDV{B==%IL2`JwsI`ENHEKzQ9jfm{3_Rt{V*7Fp zUV;P?d84L3H5jqOB`QsSs)JPHrM?t>T9%R*3(s*D^x{k*86xU-6G7I}hVo#AzIuCV zepM13+C9=I!Vb8*5JOkt>0Pnsb&n#4M?%)(PI;cNA$w{i_tiiP9Ecno$Q=BG{?hdH zgx>f+rd7ok)2d={15f>0VGyyhYZj;f^1y_Uwt0r5(8Qf(I!t$kt@~P(sOHYm~a$uOO zJqyUk3INOS(8s9emJgll51yt)s%OkNxF)$6N2fKGv~_e8T$^(P`SXw}*~AM+gN9}@bQK54aYmr78I0h zv+>=FJ5TC5U$+q-kbJz5 z8=Vv|XnAlz@z>)B5?d(#_*fYiA(AocR#)|5q7pF(3YEG-`DPOUa85;og$3D@Au32d z+c)69{|Z&w+2r!3+@xE`=<<1q*;+Yuj;!mqke2oq+0ZX!5Oj#I75Dyt(-opEzI17n zU%yNOuLHfLME^;i(!$_lcY^c!=_L|D{Y&$rj3Tb*`Ma|8fhsYXmF{xM9{}!QX*tn!zP!9_hgJFw> z4d+Mo7$msUKF<>~Ww_dd&C z_i70{9PT}U)4)hei<$zQo-usMwmUzVC0N!&C!x@^ALm-*hKI`e`*?LtChY{XMTRiWtV2{i6e;xUmh}znWCGU6F@l4s` zF^T@}i7ath<@41A8}_%0a^`OFUO^4SBwn&d#Qfk%Z&aHLS7(BsyiyI~gD0zxB?X0! z7~0soWj9Sw1c`KuJIL&WRGu60FdVf}r^Vd!gSg4_dwMoswfFKKekH{;9APcM+5&=E zm_j;n{Zl{1>3z}@wwvNK3bl*0H{qP}^MmHYkY-SlQCd*OR1&W0*vYNvC|DmGX9n=R z^D*T{`*KEpaXRs~)qmE~jfu^o>F0gi25**J`cEpu-Y42 zdo(T@+AfTIq+DO1-=hf#fmr-O9jX^M08ZEw{l$yRfT8wHKg0R>s0v*6?3afNj}#uE zYMGdU7|i$96+5r(V-EFB?Glui3kfg}^cK5~7J8PoP-u#(Lj9J0l@{cl*O%ZJQ_A0- zu<~VR>zl0)456`nNQ0-YSRCFqt}-4SC9C5+QYi>!QW>(5(^QIDyc_Zy-R?iAH1Nl? zy?pI*)awLoRvuUF(U`d8*ELSV13+Yc>YygBv9o1=5a4sm58b$RZs`A7G^|$jb=atCb`wkLP4$#H-9Eh*x9!)Ca4r-=wc8AIUmepn^;qBB z=u=$abla`OJl%5cd4VAD`ssc}-GWzPBA|ICd?8D`${fRV&;&zBv-NddC>!1T^7@EH z4++NzB{k+87c_U8bHyctZdXh>CgL^ZCoVih>bY-kDjeeNgTl0=nmeD(`elBCngE64 z!?1ur@jXe=m|Wk$cJTW_WbiN1P+kpB&pr+;b4(gV(LCcgT~QTP&dN9iBY1)UuvHIi zIy*GFYgL(VM$_A_jA9aEbL05=oE=hpsqqVqk}qdlhCy`Nl0|w;Hu60dZwOd0{MI;- z84BJR?b?57*+JUR0RA$``B3cix*IA4=a(nnlv@WgGcBu%03qrJ?io+o+-T}Cr324B z__?%qR!yH^dPLx(Sm2#8FcPIqKMjpF%DmqAjHSJsViN!VBBiXl2i}|df0#SZF9Ch^x$yx8#JMT zhgj&*p#9bj+EzkV(dO+VEtv1*p5-LH_ktYBKkA<@z6i3zvrBUaXRokDrgo+@mb$CB zsk$E?XDiH`ad$Q-y2ko#VHM)-|t7hz^fH6zo6Ku^Q4>@|~i{?Teewj{A9V{m3lj(3k< z+%?t*VRQjRQ0;z6*b4h`QBnhbLrK4fhdbPzX&;hH-fmjfZgGaj!YH};c~U<`WMm{A z$2i2J&6c$qu6(v-fQ{#L8(;%Rdf}YL_+YDys>M=V0LDZKBBjx-FuOOHaC+6Iop|J- zW>d9&z;1TwEIz07myH}wDq9zw5;Q(gcO79yr{kFJ>HYlk?0~kFI<{=S?&4TWtB6vfKHpUgeygb z+K<3sO|m!?wj;DWbU3=7qH+^ z>Ju^?=a76CU?A=zc!1t}M1;=v+iw%#K1Gw0!=q{Gl;d<&DoeM#SfB3PvrCY1WH%^BHTBu*sh0De_V{PesXHm}-z0XPA$sof3k}WIb)RD{u-E+ifM-hqN zW9VRXhQZH$z7K{sSu^*0U-{a|O;g1C=eO6j0wwh{)K!fp<~st&SUUb{BCB~T-K~Lm z$$tByd1mNV0bOr$SZH@Tj>LWT$o3zG80EQET{W_i+UH##2%eE24j+x~!tY-I zAy-a=;r&MGRDV9NiL#t)6VYZxfMdZ{(0^MVJmN6YQY^v#6W>;I|{p&Q|AN`kC-T2?svtppQ8i=e8RM{zjM`AM!N^ z#23``g;5gm%N^M1I+XZH@JNW*qL2h;Tb}>{xFR!waoACl#&ZitOBNo(xsGw# zSn7P}Vd7*xJ7GxF=zP!t;=f%V=06`~I3LajHz|e)9w1Y~oULI7t07lX(*pzrYmaS~ z-w#tq6y^h;PMj*B%|fTexkA$3k&Kay!I#6x^)VX(mR86#K(Mwf5bsUO;OWw_3rgrM zTwlcw0MtMFOELs0+ts&4cRvLm+*5XPoMYthfsr9LicgAsxUZgLP?u3r0450Tb|(+` z@JJ|Y)ErIY*PSRz1G%}rS26chDJgYAbnum70N{** z*97X@-*?N|i6^zKE}4B!PX%lf4{n671^ZGjxWBGUzYEqa)NRfqVU?}d9^|C)WXqNr}A;)r&R4AW7_ zYE^b zmvgG?IcIxp4R`mIBy{e`{Kfo)E83xB^2U;cJboI{o;v6@oev6m3=fU@|-x5 z%rZ_2z{?+e*!;?%s?dzo-=;*}bQ}rYgQv(V5m=%Qj-Ib-U_KL9?#T{_?wg@%cNgRasehY)y^cU&XwY zCB!@3u3I(Zg-pDAmVRX^yMU7I6Z}0@HNTbQPSV(?3yv4|5{H&q|E4?H(C6|k3g6H( z$DVzE_xHmpU#M+9y9+#y7BQKfaQ-#*uX+8}43$e+(TAIYL)o$O9cnUi=@}ecRg4W@ zpJ*?lu+pi8-ZnQfW334u2KDyb+;gV3?6s1x|9_oa2{@E%`)|({Em{?)B-vF&p*g2Q zl4MKPNwUY-ccwy;Erje*h`}(HF*D30%5E?i3`4fDjBOZ$!TjHG>Rji1*Z=$fzw5iN z$Md}A^19}Iujjd!-+lk?CAGS$7{*DsK$smg5?*Q_?Z&29Wt5hx^4XjR3bp4s*`{<5 zs17FpY%xN16!2LI`=hfKxGZPP#67hDs18&&E+iEe*44T+K9AWT3B1vxuM4UTh1)5Z zWILT15&`ZW)63Pq4BR_K$o<3!{kowHmLX<&II9fQ`fXxB65Y*DeP!(2+zQfc6=NHf z8tA4dNYJSO64En@GFSpoyf6w*v^SqAN5%E?4D7S-#tZAirWF$7zs9k!D*DP(t@S~B zvmgjmc1*S6TxaHHjwpy$ZTM>5C%?cwaL|$E>eRdm3;k-8L;wS4Mc}&Jv&rp4!*7{7 zT}YRCBsgjEG*ee8{|T;jx}hbtEWN+`!ex6O&n7-@53>CIobe}lTp|2i{MsKLWZt?_ z5@o+Fc1^%?*M4WzuAj1VYgZH+8yE-$*l?B4^bRd`Hq2C#l2Ezo$B_@I==ku{{Jc2J zC2P8*G>hdro57{9x{@E=cO9f4v+iD$0k|bjlT~(r7rN0;xCluoL!G=T~g*b zOmdORRyjLMnJlT65-K^>$8)oTb+-`s37!TP`coymZCxMk<4&qhFxdQRi`<;p5tVNwg^3bqY8 z*9R$6SO>ZP7f{5{TijDXVrAr6ZzU%O^Y{{ONDSJd`p4I`7uym01J-_h(p>z#;Y83E*UI81Hra4TWRpCSb;^_H(_}|8F{~lpLa0rbaU)aiFeX(0W;_tKO zA^gi2GT-X*(2NnZ+qZHgcy4#>FPm%CqF^F&Xa1H}HTZ44#qkxWV62&J{(ZCa2ZSNkp_%OUoH)xIk+GhK~w0uO)$k&`Jwt2w2%X_d!l{3FY6 z!=3ZT*r{v9773)~b(4bIFRoIu9Ubx)n`fz;5edzO6a6iW+y=HO;kc=UN%Qi0(NkPC zud0gg?5*>SW2O3QiUe<+nf3!C57{jAMOz-TkAmtv=r-5nQP;{Cm(OlDT1}>I-7+g8 zniC3$4j0H)|$&^f7WG>M< zVYgAL@XkQ+I7+M(L#Gaq&DS1=GjIHvgi0`8WE?Q zVqNWY<-jp9bZX%-FO+(B7pd2TL?R_YAWr>cPcqq+Og3Y~T#`nQw&5G=73lw%h?WmpCy$z1+fX{p~xWgj3WLX(#4-( z60mv~5hAV~{V3W8!Azs#%nWbfRnkzS(^ZP8e7?uK>FeK5SQ)Va#qIH4soIf*Q+ng) z4^eRGF9SzG!_9fqFw^_^3$CwO^?Kj)7d%FehTon+Wl?X=FR=|#PrSH({*-P>_Fc^G z-MiR1J4$+h3%x#fcg^UgjPL`9Fk_9e3XPpC#pPaXpY?A)e)(AGKKS8A`%xs{UyjnX>8PGPSSVPFwn!Dr{} z7)-ei`G;$T$_g$G^J4qQh)he%`+4Nfj!{Ub4q1_G?jR#2BO@bZ&XoyBOlBtGL3?{c zL%guCa3;QiEqEILJVdnXj?L86)Py_X64@SG5Uj;3Ui0~N+OrHWZg1I_$1BqU7G7rz zCsFEmUt6UVH`P&Hkhy6p_URkec^l0r1*ypx5D0V$q)}*Gk!Igr?&v?j3x!iC6aM0F zB9&BFSFXGl%2+yE*NwXECYF`LC_Wqb|GU-nI2`Rl-ymi;}mJ6rONcm0C#6K)!Z{kTc- zmzP;Nyv*EX-TjSYFJ4S9&Gt1n1MGMU<3GdQ@lYnyNgT{o2!`qbgrj)$0kx`H(SArLc;w zAsbY6wR@t3gUE-tm=%lf)dl|aBobfg(!&-;^po7taH|r%$@wofLt9nZ*6-E;%fY4Diwv1v!|RTb@3L^x%pqUXYB0K)6w^=n9aWY>y7 zf5mvB2m>P2H=N0&3R!@#W$N1mp4T^=tNx#A~0d&!GK?x68n!z=z$ z2iie7A4)WlZd(2UoZqVX`VaWQePuT}f9z1>FgXO~_`Usisn@|$uR}@>1~nWEDbdgv z)f=#8D~KY1Lii;A%~t2OoCAdSEbZJm;TuQ5a^_lC(ZmB2@q4_&V1YjIVT6X-u&_Gu zc?EJ^F5^tQ*;3YKxM^&;neXQQ#@awV2_sehD&Pga1HSR<#%z|W*^+qvolC!kP0|^5 zh;%J_N}Q6qJ6sT&W;LrqHkwsVpVqQLy=KJD#rG??6;acGUK9Pm$!r(X&3SP*UOrk- zSx?{VrQmU7cTEQsohw%OC4|`J-LDLdtipYr>L{Pk(;2xs8AxV$HK+RM>FNF~qp5n) z*VjKpGa0dNwpAtImoN-Z65VS>N(cx;E@IWn!}D@Pxh=qyc~713XO@uCJK~U$npQA% z{{6S4zSVbv@_~4pn{=vC@3!WY;(3(U4}=PNk!+g?%&N`SwzdZ4$0uZc#U(ie#vRLeovEIHXE(Tu8IvQhc7$MZlxD7 zi=Z%uVgX`Af;jB?sem7KsX5h^*De*+fO5Mx-pCH9eh#no@o@pnxZ3ExTb8YZvwrLE zL6MBKjM)tz))f_$C&{@*V9d1GBiF&i_6YzS0y;|Tb!67%ho=8ucenDVp5E5hZr5A4kZ1?=3a*=~1iuy5_OHI|fBL%_ zuXK8SKx9&M{ZpH*|0ZSktv1_@FKn;kzmk2{w%?&sAAJcE_7wRI z0Y$B%!hW@_BQGOL|Ezo1-N}`6yhmDCXm#mrYYl0_*wq>3m?BZ#9Qa1`^=O#7Mk4u% zjm8Son|DxZAMcZwK);nkC$*BOTc)B-X>|@;uU6oOb~WfI9Z?T<=qy$aklQONvfl$! zK|z6T5)dcp=jq+dzMHt;R%^oMh(IZNCx^x>S>R#V#6O}o;PDpqN3gGZ*v_u?oxf+) z!p~jac6Luq%Kams#?Gp7|GR`5kY(d0(XL0#K_Z5(!OJ762o#U^@QnUh?4J$k8iEk2hyxXCad;{rUDJ=~%%S5ROUZS{QWSyhUN%$`@~<{A#^t{LZHPWIdyccQL3&2nOHi3p^Fj{G5By4+RGibv zcJvm)WT5voLv+4>pf;tUlwkmWaztmGD6QT+$jnR~Aa#7SfdHCbz6((Bw06lwXdNOF zYkv?kv*@oZUY1G|Yl|7ZY88@y?RBkYSB3?^nYhmGa| zySvR&j9D9$xLdxR6*Y=@dE!L`yVJb+n$o(0wx)$g}~@ExQMf4$w7)u7iH&M&J6;0&~h{ zeXUYy6&_$bM9fe?sgV(*2wQrJh;NU5Z}y!xy~h0mOXo+m9D=K=uJt-oMA^)1pnpuS zEZfuPIkCNP+Ibod9w64e3h|L6Abq=h3qy!A6tJbwBC(*iei~lAH*kI-L$w6#C_5A| za{Tx0l0A0Co{?)>8$LG9%x6MfeZv$;RoN*i7!CK#t+$jZn?VQhwzYjvXX0HGD)<(@ zvEeES_h}D8UfHV?R)4%YVM!nmx`KmWUJW(pzR@Az@zK)8t9w?SH0@=_JQ&a-ycB4b zi!jJ&Y!$xMp89gJ#5wSi+t3U=g+2 zwPNccgVSY0d+2D!N%e3mo-IRk;)hlb=QO60RFhIwjfG#+)YrC};hHbuRed}ZBdd`R+Kfa@nF9;$HxPI1npxyY}O9# z_76R=XGb~IkogSLK7Bv6$r;n7Awq?VJ$c}LHT_Ic4DqN8%k#t10RZN1T+2Ef9DG)^ z(I{n(2(|Sw;+smc@86yJd<@G+-T(cD9sJ2`n6$fPexwDrsb8)=vQC#m-Euw%avTnzWZKPTHJ^~Pq!||+^hz#1bF(XiQ9XKC~ex2t#eAowj+wi#Hzw0H&MnDw+Vhg~`R^NhCbZ@djr zcbkMM=uOKT zTdI#tS7v+B+g&Bti;i>Mt{o)ReuiuE>7Z)j!&aI41;R-`bX%%^uoibR_&W?zk)PdV z?`!}Bc5T;CC{!8n!b2AK9(V0c8Y}lYItuPSQLh zq)l9~vps>zQu6qn;`*>eX)|NCX30&I*3Syvnk&ct4s;Qb5nYOO-cam~2*?<>`mI^Q zDj{U=l}4;kek~K(}Q=r}d^DAI{c1e170gl48s`K-K=Wp#Y0V z{Y)B@p@wM5M{H$5LpMa`r5Q{io&>jBLq64pYqT5nNViR#-CIKoj>EENcRc0iJQ5mw zA_UemiWtT#ynoxBco%p{5q}0zB)PHval4*B)_%wbloCw{TwL@&5o8 C*5oDt diff --git a/R/ui.R b/R/ui.R index d8d336f..56fa0ed 100644 --- a/R/ui.R +++ b/R/ui.R @@ -272,7 +272,21 @@ ui <- function(custom_dataset = NULL) { "Note: Click on the legend items to toggle single sources. A ", "double-click will isolate a single source of interest." ))), - plotly::plotlyOutput("gsea_plot_ranking", height = "600px") + plotly::plotlyOutput("gsea_plot_ranking", height = "600px"), + h2("Drug effects"), + p(HTML(paste0( + "Scores for drugs based on the genes that are significantly ", + "influenced by them. To compute a score for each drug, the scores ", + "of all influenced genes based on “GTEx (all)” (X-axis) and ", + "“CMap” (Y-axis) are averaged with weights based on the fold ", + "change of the interactions. The position of each drug in this ", + "plot is therefore a result of how ubiquitous the genes that it ", + "influences are." + ))), + p(HTML(paste0( + "Note: Hover over the markers to see drug names." + ))), + plotly::plotlyOutput("fig_drug_scores", height = "1200px") ) ), tabPanel( diff --git a/scripts/cmap_drugs_analysis.R b/scripts/cmap_drugs_analysis.R deleted file mode 100644 index b563a13..0000000 --- a/scripts/cmap_drugs_analysis.R +++ /dev/null @@ -1,136 +0,0 @@ -library(data.table) -library(here) - -i_am("scripts/cmap_drugs_analysis.R") - -data <- fread(here("scripts/output/cmap_drugs.csv")) - -data[, c("drug", "concentration", "cell_line") := - tstrsplit(drug, "_", fixed = TRUE)] - -data[, concentration := as.double(concentration)] - -data <- data[, - .(abs_mean_change = mean(abs(mean_change))), - by = .(drug, group) -] - -# Source: PubChem ID list upload based on identifiers converted from CMap -# drug names using the PubChem ID exchange. -pubchem_data <- fread(here("scripts/input/pubchem_data.csv")) - -pubchem_data <- pubchem_data[, .(cid, cmpdname, annotation)] -pubchem_data <- unique(pubchem_data, by = "cid") -pubchem_data <- pubchem_data[, - .( - cmpdname, - annotation = strsplit(annotation, "|", fixed = TRUE) |> unlist() - ), - by = cid -] - -# Filter for WHO ATC annotations -pubchem_data <- pubchem_data[stringr::str_detect(annotation, "^[A-Z] - ")] - -# Extract ATC levels - -pubchem_data[, atc_1 := stringr::str_match( - annotation, - "^[A-Z] - ([^>]*)" -)[, 2] |> stringr::str_trim()] - -pubchem_data[, atc_2 := stringr::str_match( - annotation, - "> [A-Z][0-9][0-9] - ([^>]*)" -)[, 2] |> stringr::str_trim()] - -pubchem_data[, atc_3 := stringr::str_match( - annotation, - "> [A-Z][0-9][0-9][A-Z] - ([^>]*)" -)[, 2] |> stringr::str_trim()] - -# Source: PubChem ID exchange -drugs_pubchem_mapping <- fread(here("scripts/input/drugs_pubchem.tsv")) |> - na.omit() - -data <- merge(data, drugs_pubchem_mapping, by = "drug", allow.cartesian = TRUE) -data <- merge(data, pubchem_data, by = "cid", allow.cartesian = TRUE) -data[, drug_category := atc_1] - - -# Select top drug categories - -results_drug_categories <- data[, - .(score = mean(abs_mean_change)), - by = .(group, drug_category) -] - -results_drug_categories <- results_drug_categories[, - .(mean_score = mean(score)), - by = drug_category -] - -setorder(results_drug_categories, -mean_score) -top_drug_categories <- results_drug_categories[1:7, drug_category] -drug_categories <- c(top_drug_categories, "Other") - -# Merge other drug categories - -data[!(drug_category %chin% top_drug_categories), drug_category := "Other"] - -# Recompute results with new categories - -results <- data[, - .(score = mean(abs_mean_change)), - by = .(group, drug_category) -] - -group_plots <- list() - -for (group_value in results[, unique(group)]) { - group_plot <- plotly::plot_ly() |> - plotly::add_bars( - data = results[group == group_value], - x = ~drug_category, - y = ~score, - color = ~drug_category - ) |> - plotly::layout( - xaxis = list( - categoryarray = drug_categories, - title = "", - showticklabels = FALSE - ), - yaxis = list( - range = c(0.0, 0.03), - nticks = 4, - title = "" - ), - font = list(size = 8), - margin = list( - pad = 2, - l = 48, - r = 0, - t = 0, - b = 36 - ) - ) - - plotly::save_image( - group_plot |> plotly::hide_legend(), - file = here(glue::glue("scripts/output/drug_categories_{group_value}.svg")), - width = 3 * 72, - height = 4 * 72, - scale = 96 / 72 - ) - - group_plots <- c(group_plots, list(group_plot)) -} - -plotly::save_image( - group_plot, - file = here(glue::glue("scripts/output/drug_categories_legend.svg")), - width = 6.27 * 72, - height = 6.27 * 72, - scale = 96 / 72 -) diff --git a/scripts/cmap_drugs_input.R b/scripts/cmap_drugs_input.R deleted file mode 100644 index 2a01ffc..0000000 --- a/scripts/cmap_drugs_input.R +++ /dev/null @@ -1,47 +0,0 @@ -library(data.table) -library(gprofiler2) -library(here) - -i_am("scripts/cmap_drugs_input.R") - -# Source: custom -load(here("scripts", "input", "CMap_20180808.RData")) - -data <- CMap$"HT_HG-U133A" -rm(CMap) - -transcripts <- dimnames(data)$transcripts -genes <- gconvert( - transcripts, - numeric_ns = "ENTREZGENE_ACC", - mthreshold = 1, - filter_na = FALSE -)$target -dimnames(data)[[1]] <- genes - -data_drugs <- as.data.table(data) -data_drugs <- na.omit(data_drugs) -data_drugs <- data_drugs[data == "logFoldChange", .(transcripts, drugs, value)] - -setnames( - data_drugs, - c("transcripts", "drugs", "value"), - c("gene", "drug", "change") -) - -genes_0_0 <- scan(here("scripts/output/genes_0_0.txt"), what = character()) -genes_0_1 <- scan(here("scripts/output/genes_0_1.txt"), what = character()) -genes_1_0 <- scan(here("scripts/output/genes_1_0.txt"), what = character()) -genes_1_1 <- scan(here("scripts/output/genes_1_1.txt"), what = character()) - -data_drugs[gene %chin% genes_0_0, group := "genes_0_0"] -data_drugs[gene %chin% genes_0_1, group := "genes_0_1"] -data_drugs[gene %chin% genes_1_0, group := "genes_1_0"] -data_drugs[gene %chin% genes_1_1, group := "genes_1_1"] - -data_drugs <- na.omit(data_drugs) - -results <- data_drugs[, .(mean_change = mean(change)), by = .(drug, group)] -fwrite(results, file = here("scripts/output/cmap_drugs.csv")) - -write(data_drugs[, unique(drug)], file = here("scripts/output/drugs.txt")) diff --git a/scripts/drugs_analysis.R b/scripts/drugs_analysis.R new file mode 100644 index 0000000..c661b88 --- /dev/null +++ b/scripts/drugs_analysis.R @@ -0,0 +1,237 @@ +library(data.table) +library(here) + +i_am("scripts/drugs_analysis.R") + +drugs_cmap <- fread(here("scripts/output/drugs_cmap.csv")) + +# Only keep significant changes +drugs_cmap <- drugs_cmap[p_value <= 0.05] + +# Keep one row per gene and drug, with the most significant change. +setkey(drugs_cmap, gene, drug, p_value) +drugs_cmap <- drugs_cmap[ + rowid(gene, drug) == 1, + .(gene, drug, log_fold_change, p_value) +] + +drugs_cmap[, negative_log_10_p := -log10(p_value)] + +ranking_data <- fread(here("scripts/output/gsea_vs_cmap_groups.csv")) +n_ubiquitous <- ranking_data[percentile_gtex >= 0.95, .N] +n_non_ubiquitous <- ranking_data[percentile_gtex < 0.95, .N] +data <- merge(drugs_cmap, ranking_data, by = "gene") + +drugs <- fread(here("scripts/output/drugs.csv"), na.strings = "") +data <- merge(data, drugs, by = "drug", all.x = TRUE, allow.cartesian = TRUE) + +# Use CMap names as fallback (for drugs not present in drugs.csv above) +data[is.na(name), name := stringr::str_to_sentence(drug)] + +# Figures for single drugs + +results_drugs <- unique(data, by = c("drug", "gene")) +results_drugs[, + `:=`( + proportion_ubiquitous = + .SD[percentile_gtex >= 0.95, .N / n_ubiquitous], + proportion_non_ubiquitous = + .SD[percentile_gtex < 0.95, .N / n_non_ubiquitous], + drug_score_gtex = weighted.mean(score_gtex, abs(log_fold_change)), + drug_score_cmap = weighted.mean(score_cmap, abs(log_fold_change)) + ), + by = drug +] + +results_drugs[, bias := proportion_ubiquitous / proportion_non_ubiquitous] +setorder(results_drugs, -bias) + +results_drugs_unique <- unique(results_drugs, by = "drug") + +# Exclude some exotic drugs +results_drugs_unique <- results_drugs_unique[!is.na(indication)] + +n_drugs <- nrow(results_drugs_unique) +selected_drugs <- c( + results_drugs_unique[1:10, drug], + results_drugs_unique[(n_drugs - 9):n_drugs, drug] +) + +fig_drug_scores_new <- plotly::plot_ly(results_drugs_unique) |> + plotly::add_markers( + x = ~drug_score_gtex, + y = ~drug_score_cmap, + text = ~name, + marker = list(size = 4) + ) |> + plotly::layout( + xaxis = list( + title = "Score based on GTEx (all)" + ), + yaxis = list( + title = "Score based on CMap" + ) + ) + +# To not overwrite other data: +load(here("R/sysdata.rda")) +fig_drug_scores <- fig_drug_scores_new + +usethis::use_data( + fig_drug_scores, + gsea_plot_ranking, # From R/sysdata.rda + internal = TRUE, + overwrite = TRUE +) + +results_drugs_unique <- results_drugs_unique[drug %chin% selected_drugs] + +fig_drugs <- plotly::plot_ly(results_drugs_unique) |> + plotly::add_bars( + x = ~proportion_ubiquitous, + y = ~name + ) |> + plotly::add_bars( + x = ~ -proportion_non_ubiquitous, + y = ~name + ) |> + plotly::layout( + xaxis = list( + range = c(-0.8, 0.8), + title = "Proportion of genes that are influenced significantly", + tickformat = ".0%" + ), + yaxis = list( + categoryarray = rev(results_drugs_unique[, name]), + title = "" + ), + barmode = "relative", + showlegend = FALSE, + font = list(size = 8), + margin = list( + pad = 2, + l = 0, + r = 0, + t = 0, + b = 36 + ) + ) + +# Figure for mechanisms of action + +results_moa <- unique( + data[!is.na(mechanism_of_action) & mechanism_of_action != "Unknown"], + by = c("drug", "gene", "mechanism_of_action") +) + +results_moa <- results_moa[, + .( + percentile_gtex = percentile_gtex[1], + log_fold_change = mean(log_fold_change), + score_gtex = mean(score_gtex) + ), + by = c("mechanism_of_action", "gene") +] + +results_moa[, + `:=`( + proportion_ubiquitous = .SD[percentile_gtex >= 0.95, .N / n_ubiquitous], + proportion_non_ubiquitous = + .SD[percentile_gtex < 0.95, .N / n_non_ubiquitous], + moa_score = weighted.mean(score_gtex, abs(log_fold_change)) + ), + by = mechanism_of_action +] + +results_moa[, bias := proportion_ubiquitous / proportion_non_ubiquitous] +setorder(results_moa, -bias) + +results_moa_unique <- unique(results_moa, by = "mechanism_of_action") +n_moa <- nrow(results_moa_unique) +selected_moas <- c( + results_moa_unique[1:10, mechanism_of_action], + results_moa_unique[(n_moa - 9):n_moa, mechanism_of_action] +) + +results_moa_unique <- + results_moa_unique[mechanism_of_action %chin% selected_moas] + +fig_moas <- plotly::plot_ly(results_moa_unique) |> + plotly::add_bars( + x = ~proportion_ubiquitous, + y = ~mechanism_of_action + ) |> + plotly::add_bars( + x = ~ -proportion_non_ubiquitous, + y = ~mechanism_of_action + ) |> + plotly::layout( + xaxis = list( + range = c(-0.8, 0.8), + title = "Proportion of genes that are influenced significantly", + tickformat = ".0%" + ), + yaxis = list( + categoryarray = rev(results_moa_unique[, mechanism_of_action]), + title = "" + ), + barmode = "relative", + showlegend = FALSE, + font = list(size = 8), + margin = list( + pad = 2, + l = 0, + r = 0, + t = 0, + b = 36 + ) + ) + +plotly::save_image( + fig_drug_scores |> plotly::layout( + font = list(size = 8), + margin = list( + pad = 2, + l = 36, + r = 0, + t = 0, + b = 36 + ) + ), + file = here("scripts/output/drug_scores.svg"), + width = 6.27 * 72, + height = 6.27 * 72, + scale = 96 / 72 +) + +plotly::save_image( + fig_drugs, + file = here("scripts/output/drugs_labels.svg"), + width = 3.135 * 72, + height = 6.27 * 72, + scale = 96 / 72 +) + +plotly::save_image( + fig_drugs |> plotly::layout(yaxis = list(showticklabels = FALSE)), + file = here("scripts/output/drugs.svg"), + width = 3.135 * 72, + height = 6.27 * 72, + scale = 96 / 72 +) + +plotly::save_image( + fig_moas, + file = here("scripts/output/moas_labels.svg"), + width = 3.135 * 72, + height = 6.27 * 72, + scale = 96 / 72 +) + +plotly::save_image( + fig_moas |> plotly::layout(yaxis = list(showticklabels = FALSE)), + file = here("scripts/output/moas.svg"), + width = 3.135 * 72, + height = 6.27 * 72, + scale = 96 / 72 +) diff --git a/scripts/drugs_input.R b/scripts/drugs_input.R new file mode 100644 index 0000000..7971a8f --- /dev/null +++ b/scripts/drugs_input.R @@ -0,0 +1,103 @@ +library(data.table) +library(here) + +i_am("scripts/drugs_input.R") + +# Source: PubChem ID exchange based on CMap drug identifiers. +drugs_cmap_pubchem <- fread(here("scripts/input/drugs_cmap_pubchem.tsv")) +drugs_cmap_pubchem <- na.omit(drugs_cmap_pubchem) + +# Source: UniChem ID mapping +drugs_chembl_pubchem <- fread(here("scripts/input/drugs_chembl_pubchem.tsv")) + +# Source: ChEMBL SQLite database +# SELECT DISTINCT +# chembl_id, +# synonyms AS name, +# mesh_heading AS indication, +# mechanism_of_action +# FROM molecule_dictionary +# LEFT JOIN drug_indication +# ON molecule_dictionary.molregno = drug_indication.molregno +# LEFT JOIN drug_mechanism +# ON molecule_dictionary.molregno = drug_mechanism.molregno +# LEFT JOIN ( +# SELECT molregno, synonyms FROM molecule_synonyms WHERE syn_type == 'INN' +# ) AS molecule_synonyms +# ON molecule_dictionary.molregno = molecule_synonyms.molregno +# WHERE name IS NOT NULL +# OR indication IS NOT NULL +# OR mechanism_of_action IS NOT NULL; +drugs_chembl <- fread(here("scripts/input/drugs_chembl.csv")) + +# Source: PubChem ID list upload based on identifiers converted from CMap +# drug names using the PubChem ID exchange. +drugs_pubchem <- fread(here("scripts/input/drugs_pubchem.csv")) + +drugs_pubchem <- drugs_pubchem[, .(cid, cmpdname, annotation)] +drugs_pubchem <- unique(drugs_pubchem, by = "cid") +drugs_pubchem <- drugs_pubchem[, + .( + cmpdname, + annotation = strsplit(annotation, "|", fixed = TRUE) |> unlist() + ), + by = cid +] + +# Filter for WHO ATC annotations +drugs_pubchem <- drugs_pubchem[stringr::str_detect(annotation, "^[A-Z] - ")] + +# Extract ATC levels + +drugs_pubchem[, atc_1 := stringr::str_match( + annotation, + "^[A-Z] - ([^>]*)" +)[, 2] |> stringr::str_trim()] + +drugs_pubchem[, atc_2 := stringr::str_match( + annotation, + "> [A-Z][0-9][0-9] - ([^>]*)" +)[, 2] |> stringr::str_trim()] + +drugs_pubchem[, atc_3 := stringr::str_match( + annotation, + "> [A-Z][0-9][0-9][A-Z] - ([^>]*)" +)[, 2] |> stringr::str_trim()] + +drugs_pubchem <- drugs_pubchem[, .(cid, cmpdname, atc_1, atc_2, atc_3)] +setnames(drugs_pubchem, c("cid", "cmpdname"), c("pubchem_cid", "pubchem_name")) + +drugs <- merge( + drugs_cmap_pubchem, + drugs_chembl_pubchem, + by = "pubchem_cid", + all.x = TRUE +) + +drugs <- merge( + drugs, + drugs_chembl, + by = "chembl_id", + all.x = TRUE +) + +drugs <- merge( + drugs, + drugs_pubchem, + by = "pubchem_cid", + all.x = TRUE, + allow.cartesian = TRUE +) + +# Prefer INN name, then PubChem, then CMap: +drugs[name == "", name := NA] +drugs[is.na(name), name := pubchem_name] +drugs[name == "", name := NA] +drugs[is.na(name), name := stringr::str_to_sentence(drug)] +drugs[, pubchem_name := NULL] + +# Clean up empty values: +drugs[indication == "", indication := NA] +drugs[mechanism_of_action == "", mechanism_of_action := NA] + +fwrite(drugs, file = here("scripts/output/drugs.csv")) diff --git a/scripts/sliding_gsea_package.R b/scripts/sliding_gsea_package.R index 8bcf352..2adcb3f 100644 --- a/scripts/sliding_gsea_package.R +++ b/scripts/sliding_gsea_package.R @@ -55,5 +55,13 @@ fig <- plotly::plot_ly(data) |> plotly::save_image(fig, image_path, width = 1200, height = 800) +# To not overwrite other data: +load(here("R/sysdata.rda")) gsea_plot_ranking <- fig -usethis::use_data(gsea_plot_ranking, internal = TRUE, overwrite = TRUE) + +usethis::use_data( + gsea_plot_ranking, + fig_drug_scores, # From R/sysdata.rda + internal = TRUE, + overwrite = TRUE +)