From 9a42e5b3107fb8fe819bb44d3792d7b67e771c86 Mon Sep 17 00:00:00 2001 From: Arthur DANJOU Date: Thu, 5 Feb 2026 19:30:36 +0100 Subject: [PATCH] chore: clean up code structure and remove unused code blocks --- .../TP4/Methode_Embedded_FOCI.R | 43 + .../TP4/code_TP_Filter.R | 117 + .../TP4/data/ENB2012_data.xlsx | Bin 0 -> 76189 bytes .../TP4/data/student-mat.csv | 396 ++ .../TP4/data/winequality-red.csv | 1600 ++++++ .../TP4/data/winequality-white.csv | 4899 +++++++++++++++++ 6 files changed, 7055 insertions(+) create mode 100644 M2/Advanced Machine Learning/TP4/Methode_Embedded_FOCI.R create mode 100644 M2/Advanced Machine Learning/TP4/code_TP_Filter.R create mode 100755 M2/Advanced Machine Learning/TP4/data/ENB2012_data.xlsx create mode 100755 M2/Advanced Machine Learning/TP4/data/student-mat.csv create mode 100755 M2/Advanced Machine Learning/TP4/data/winequality-red.csv create mode 100755 M2/Advanced Machine Learning/TP4/data/winequality-white.csv diff --git a/M2/Advanced Machine Learning/TP4/Methode_Embedded_FOCI.R b/M2/Advanced Machine Learning/TP4/Methode_Embedded_FOCI.R new file mode 100644 index 0000000..154c40c --- /dev/null +++ b/M2/Advanced Machine Learning/TP4/Methode_Embedded_FOCI.R @@ -0,0 +1,43 @@ +###################################### +# méthode Embedded : FOCI # +# data : Student Performance Dataset # +###################################### + +library(FOCI) +library(dplyr) + +setwd("/Users/arthurdanjou/Workspace/studies/M2/Advanced Machine Learning/TP4") + +# données +data <- read.csv("./data/student-mat.csv", sep=";", stringsAsFactors=TRUE) +str(data) +View(data) +# Conversion variables qualitatives en facteurs +for (col in names(data)) { + if (is.character(data[[col]]) || is.logical(data[[col]])) { + data[[col]] <- as.factor(data[[col]]) + } +} + +# Définir la variable cible (y) et les variables explicatives (X) +y <- data$G3 # Par exemple, si G3 est la variable cible +X <- data[, !(names(data) %in% "G3")] +X <- X[,-c(31,32)] +# Assurer la conversion des variables qualitatives en numériques pour FOCI +X_numeric <- model.matrix(~ . - 1, data = X) # Encodage one-hot des variables qualitatives + +# Appliquer FOCI pour la sélection des variables +selected_vars <- foci(y, X_numeric, num_features = 4, stop = FALSE, numCores = 1) + +# Variables sélectionnées +important_vars <- unlist(selected_vars$selected[,1]) +cat("Variables sélectionnées :", colnames(X_numeric)[important_vars], "\n") + +# Construire un modèle avec les variables influentes +X_selected <- X_numeric[, important_vars, drop = FALSE] + +# Ajuster un modèle de régression linéaire avec les variables sélectionnées +model <- lm(y ~ ., data = as.data.frame(X_selected)) + +# Résumé du modèle +summary(model) diff --git a/M2/Advanced Machine Learning/TP4/code_TP_Filter.R b/M2/Advanced Machine Learning/TP4/code_TP_Filter.R new file mode 100644 index 0000000..b0de5c0 --- /dev/null +++ b/M2/Advanced Machine Learning/TP4/code_TP_Filter.R @@ -0,0 +1,117 @@ +#################################### +# méthode Filter : ksi-cor # +# data : Energy Efficiency Dataset # +#################################### + +library(XICOR) +library(corrplot) +set.seed(123) # Pour des résultats reproductibles + +setwd("/Users/arthurdanjou/Workspace/studies/M2/Advanced Machine Learning/TP4") + +# Chargement des données +library(readxl) +data <- read_excel("./data/ENB2012_data.xlsx") + +# Vérification des données +cat("Aperçu des données :\n") +print(head(data)) +cat("\nStructure des données :\n") +print(str(data)) + +# Fonction pour calculer le Ksi-cor et p-value +ksi_cor <- function(x, y) { + result <- xicor(x, y, pvalue = TRUE) + list(correlation = result$xi, p_value = result$pval) +} + +# Initialisation des matrices pour stocker les corrélations et les p-values +vars <- colnames(data) +n <- length(vars) +cor_matrix <- matrix(NA, nrow = n, ncol = n, dimnames = list(vars, vars)) +pval_matrix <- matrix(NA, nrow = n, ncol = n, dimnames = list(vars, vars)) + +# Calcul des corrélations et des p-values pour chaque paire de variables +for (i in 1:n) { + for (j in 1:n) { + if (i != j) { + result <- ksi_cor(data[,i], data[,j]) + cor_matrix[i, j] <- result$correlation + pval_matrix[i, j] <- result$p_value + } else { + cor_matrix[i, j] <- 1 # Corrélation de la variable avec elle-même + pval_matrix[i, j] <- NA # Pas de p-value pour la diagonale + } + } +} + +# Convertir les matrices en dataframes pour une lecture plus facile +cor_df <- as.data.frame(cor_matrix) +pval_df <- as.data.frame(pval_matrix) + +# Visualisation des résultats +cat("Matrice de corrélation (Ksi-cor):\n") +print(cor_df) +cat("\nMatrice des p-values:\n") +print(pval_df) + +# Visualisation graphique +corrplot(cor_matrix, method = 'color', tl.cex = 0.8, title = "Heatmap des Ksi-cor", mar = c(0, 0, 2, 0)) +corrplot(cor_matrix, method = 'number', tl.cex = 0.8, title = "Ksi-cor avec valeurs numériques", mar = c(0, 0, 2, 0)) + +# Distribution des p-values +hist(as.vector(pval_matrix), breaks = 20, main = "Distribution des p-values", xlab = "p-values", col = "skyblue", border = "white") + +############################### +# méthode Filter : CMIM # +# data : Wine Quality Dataset # +############################### + +library(mlr3) +library(mlr3filters) +library(data.table) +library(praznik) + +# Chargement des données Wine Quality +# données Wine Quality +wine_red <- read.csv("./data/winequality-red.csv", sep=";") +wine_white <- read.csv("./data/winequality-white.csv", sep=";") + + +# Ajout d'une colonne pour différencier les deux jeux de données +wine_red$type <- "red" +wine_white$type <- "white" + +# Fusion des deux datasets +wine <- rbind(wine_red, wine_white) + +# Conversion de la cible en facteur +wine$quality <- as.factor(wine$quality) + +# Vérification des données +cat("Aperçu des données Wine Quality :\n") +print(head(wine)) +cat("\nStructure des données :\n") +print(str(wine)) + +# Conversion de la colonne 'type' en facteur +wine$type <- as.factor(wine$type) + +# Vérification des types après conversion +str(wine) + +# Création d'un objet Task pour mlr3 +task <- TaskClassif$new("wine_quality", backend = wine, target = "quality") + +# Application du filtre CMIM +filter <- flt("cmim") +filter$calculate(task) + +# Extraction et affichage des scores d'importance des variables +scores <- as.data.table(filter) +scores <- scores[order(-score)] # Tri par ordre décroissant d'importance +print(scores) + +# Visualisation des scores d'importance +barplot(scores$score, names.arg = scores$feature, las = 2, col = "lightgreen", + main = "Scores d'importance des variables (CMIM)", ylab = "Score", cex.names = 0.8) diff --git a/M2/Advanced Machine Learning/TP4/data/ENB2012_data.xlsx b/M2/Advanced Machine Learning/TP4/data/ENB2012_data.xlsx new file mode 100755 index 0000000000000000000000000000000000000000..96632aae115491022718a922f7c9580ed13c025c GIT binary patch literal 76189 zcmeFXbyS;Q*EWbt34s=Or~t(&6bTM3THK*Xa0@QMB}iMeXp2*dySo>6m*DR1I_d9u zX4W^)`_5Xk=Fe~5tdl!(pL3u4T>IL4U;89Va;Rv8NEk?1NJvO@NI7vgKLe4GkO(o5 zkO+_#kaZ>OY@JPQoek97?MkI0kvM+b`Ja|&0UcX z%^H71v-0y_@Hz8WOON1joQSf#fS&>gADd&8l=8-;xhXwlVms}U%o)}o+8-#eERy9r zX%9oOY&I*)`qdhT^*yd$imPZ8v};Ru0+qs~rZszQwvb=xLpX`}zxzhLsGyV$Dmyd0 z>2D8Gc`g#1b*Bgj?HqB+m4^Pj!kT(r*z)9G41)r$@t@W?NiAw*`U*A zj-M}ynRqpxXm{#5+fCB-s@cduk~E^01IW27Ml=Af;J5f?oP>_Cjb%HA+#d*tw$5KoeZv3>!Nn%jq_vX#vaOCZ+9U^QqO$9ooX(PWwQK3n}C<3^i+SE z*wmZCb;@2R{FRR`1}@0<>1)Jc!>OISVKK_~+Y_1c#%tGyhy|VmV_q(j<$Hh1OZ%$& zjPK>b<5Fn|GCe(^A}RgfJhDoiE}KxoIey}tJr8OeEA$vOH%f?<`S9`)ueR%KR!4xI6tuSr-CMmtqK zmQs;xC>kK);9KL{q2P4?A^YO>uWxVAgJ+L^{~j|edFwz8NuFRkPc$YY-*IuD!tE23 zuX%Sr>1UMvHX<&-zL1Aj0Twy*WZh72E9d2~VICP@qSa$ZGGv0!|7~}KmidRy>+W9q zuYYJuI@WoEdlL-HDLPE#INkF->^aI>=h=N1df_Fbv|3U_~S%TH+z7fnd=8%AGKkQH6F6LT}y^n#AUQ zEpU2Z_@CVGB*uVtC+#CGiD@>7!}0USV38G=uV2ghLJvNH`~bCwo!#&be-4FWb-fQD~?D8xqdDUu=Hh>anz2U$B+(_pPyE`ekY++ibQEC z&1ZTg^pB02B+H-9P|| z$at)tYsnk3IqO+Y_9^p1er+kv1f@DVrG@ANaVv2Ck4p^FgW?16V7BT zD$grg&AP}PzaZ$)*@o%?NA{?COFU8X{M7o_8Xo4+@Yx6W*4`skOC-KQ3DE0Xc4_si zuR$r_O0#dM+7)QEXz2Fsq>s=7E}oBB|EYeaTC4&n*C*#^AurG6AAOYTB|+HWzvi@( z1>w_pgu>LL_^UGiv68ceDa4fhpCjjAFW=Wzw4?Y)*z)RxO48HLn8B4?$|ZlM47<`Y zbB1--p^^GXfvce+k&NL2x5{2zT%2$M=LIh?S7}1_bHFvmP6!sE*!No^C|5E;T+K4JOU@YaU7h4xZD!jZD(NFzS?eeR&hrB{tqLd!(;*5~apRZPaBv zc257nLvw1;XYZZ9I^9>SfQz!vo$~BzOxk){QNjRY_wNj^gX^A?Jl8m83JA(*y%Xg% z!U>J*I~5PK+|MAD61_ZLS;_2xbsUXW;NkgtTt2VoBv(#@T9YLKQT5BBJzC9w<@}6t zh9C>f7g+@+_wW!{;8kQ}Qigc7C>}E5ak3D7;%@qOCXr9ust4W}0MAp7P1vGo+ zm3?+P!61A`el(O`CDE`D>j5NlsMdaFfP5|cCP+~kAJ^U4lK2&MfqNP8ioj=Q2`1ubF;7X1L%0O&-JMVJ=~AcngpR< z&PO|=O*9dQOCt4GDOnpV^M4$aK3}iyDL!4FqMqNyl;{gyH&U{PUK=z&TyN2cFk^~i z$iMM;>|8TQ6ZUyLj#+AUS3)r$fhq-FS$=q3uW&gEj1=WHCe?I&hi|SsipS}qv5aq# z5OtV4f~=ors1a=ad>UGVMi}{SSzt{dqOeIRjEHr`>wOsIGVxYn=f^zcVk>=goU3jJ zrJ>JZp|w`6W;8Z$NJff)!A~Z5G5?hx#fPX+7Cqyg;dVv2qv4Z{~#= zNfgm1ed+M$8%9g8x)!~O-OKxz#jl8djyzZybe|ZyEY=_1>ZKFG=1K zF0f|0<2vbousvRI{gU|`0MB&L`qRwpM)!epZZjXy+_?Z4JzB=39Co>4m8En``;28f z*81F%oYupPrII~EN#KI_*NFj3gqxbkAi)vPwQx=SLhc)z!_ zco4A zlgx{+fE=(n708Arc7&p#AKX!IhHFkR(4z!juxtCZEldC+=I@3xvmf+qZI>FYGU z^e#K3qhXM@L+jRohP^nhp9rThL!N(eBRf+n!ueA^Ua@JmhtMe|{TVOO)FIb10Tm1UE$8OU`dEi7$B5WV0YeeS@qv7-HK30b zpQ`O+y6XU&MYPo08cYq!hx_?IVnrC#zk%;XR6iau*z1*YPf#DPC}V`(l~$|t-kl|W|FGJ zY18y(>(au_j0r~8JjjMTap1A;%bSLLJ-c{wPdnx3LY$BaD{T#=igt|=>G4ORk9=zy z*3463U7;7B_>NZ#yEuOEe!%{GOZ$L%DZ=DsCZe#7TQ%&KUj6cVD*db2jHsGHX*lK> z`WO(H?obZn`N93xdalxCOrxJ?&*{+Fsku9>=#4;l%do|MBfrxue;qWnOM!KNW-emz z{d?#o^jrG~qd*U7_m3mpPCP{~drZnEWX*fy?BCe**M+Y+DpQ4GFr)6{Gqvk48UEWe zCIERS*M>MFju0HL{*}i5iVY_VQ&VTBe=FC2KKzr>{?V<0k!{})0_5Wr>Z1hIGiE9X zAfd|pvQ~Wy)#!E(1D+6dMfl)ZL225$v0*>F!IN|+m`7m-{LV5_j}o+QOkz=b>^aBU zB38z?J5PwsDi{SGXKPMGRZx)q+8w1ugi{uz{Q7~k!{^UzSp;@ol*FrRszK8YY7;sRBsQ*{d!&sT&s1oQfjDVyNc$hh#`BMaevI= z>zL^$e3@^nKYxeao_2eT(7&dldKG#nQ)URLa zgG11JvJ;yhIG~?e%s8`Wo*zi9<`ra6W}Qa53S>dQ{*ovH#vANhf61od)2tS3up=yJ zq*jX@X1eTR04tlzYtQ?Csqjhs*?wM+R`$xwk%4k^){|g}bu&kI6!D`KQ|4{CuX(!N*y8o| zeRvoTiEQz?aGkS3sF8<@yGRkQ>kD>+rU!$kn`@E7rRJOSn}-sS#;2RLk`lz%TYEV* zPnQ?IPj&{6Yimco59i~1dt1EaK?Wk;7neE1X})*kBnDo$k2%u@i@tMS_Xii6%0Bnk zckD+Z{ZCg{EnX)(HA@CdPaK#Jr)MM$2bb5Kh*S5s8a2l`OHXkSultj3yrmYOyOXwMBGZ{u~}8T`l=O9$!uSlE5|Xp6*Z1wjx`&y|b^hA9uQ!L>^nF z4Ys_0h~yvW!|4-UUe%A9&u-^D3D5-G=j`8;^e=WlUA}TpmU+56vh#sHoID_Axfc<6 zT)VmGFz~Tz@SJXMdAhEEZajIP^@qgo)!6yCKN%P_#i2c|b>OA>M*Gg%xn8-AFF3eO zyWXXV^bdXAyKC`|hTVv4ma*>e3{~Uav^0k=n1O7-IOSz=@}E>3&U`ALNNv}BTAH7W z{Kzv^ygF~J6M$T)3dD=F_}t!Gxa-1+kc%5$KCLvogD8w&Hj0d9UW@-6a=*EJ*t#*V<4xgQTXdb&M!VB_i4 zfp7Cd3JjWvYVNI>&s%((?oLBnFW5{Dwd#Fekb`waCXx|^0LXuXE>|&4P{zQ3+z|N~CWr4PUTVPd+qG?$|mdxbEZ!XOg>) zn=LT|pnYWh&}!eu-GeCeShC?<%~a(q!A!a{wZYPJSfXN64(X35Aqm82`Uv;@6`o<# zt=UKSp#SI!&F=I4=8rwgg+_m3wE825-1aP%hkUO>*(QOuN%)-lz&m}m#lw2*(*Y{e zQDrfi1&7)gt?I;bPocaGFO%;RD5Xr1X>9y~428>@h(U;P3TMJztwWYQ%G$u>;1gUV zWKQq))T>YE!^L4Od(r#dyB*=ZB}wnOgYrkc2`xAf>fz?C0nK7jy*D^+<|P@Up@>i+_R?ZSPxM)vHjySl^{zss^x z+B>`tso|?Sc96>v-Gszx;q?3(jWMj&R%w`j28M(gITcDvq}UoL{4JlPlTsEgIaS{fA79)ar~btvwj*CtE;$$z8>Fb9dm2`bG2 z^1Get4ZKmv_F~!6gUc75bH5uJNw~HvsX|~pnks!DgX;sEEJ_z~{=PuRSnLf(l0GJ& z&Y_o}oC|HXIRR^>QZ+7n>@a!-i1MtGKPSbrOp!Jj?kol>8yqnna#*BG&iuqD_0vAW z5fm#0uMlJIdKgM}X?Qi1&6a$1W821an0%EaK_0bHHa)M6y~X2#HdF&T|E>CM>2V6A zxsc=xVMvbw_$jC$dGz|{HGW)c-l7z>$a7I|l3TL7ggf2S*zQ}Utqa{%)+u`48Ugd3 zE(P&GpOSRNCF6yQ&jxy_MduS3g!7LoKSik44SO?qE{$0OUA;eGX5i^ccb{8~YIIpX zrGBd7BJme8w#X=W>6d8mu{I?$y0W8w8X5qRxcD$h;CT_aA62)J}cNKTUl03fEYoMW@Y&yQe?iQH13aOM@`lVplaXCIk!|E|H@!nPGoGHTA z`qSjErC#GCHA~Gq3+CGgOQ*R`YumYTl8P9vba^E}qk@L@jECeZm;BQdL(VMn ziLB}yeBQ-nc8!G1O`>0LrX*`R@mb#(z2(;*5YwvJVT!#d>S`Xh9H8(V^xs{akxMIs zj>`aPQ`eEsqfu4eRlB_vc_W*R8}pK^|0X>0CG+gLW6dJwQ zw|2d|P4|u5TkrvDVH^&=6^TH8fF_?-gt{5>ed@NkCI;-&k&wz#8xqU2-e8NXR*588 zh`E;h7@WLH7#f*@xNUWxCE#KTR7kUbbND!hsp$E6p_NY>N0pIQ| zCpXwTo|?3HP^PK2US)@TDFctWN#5xB?K1LhQW8W;sy^!`p*pjk*LTXTRcss?n22W| z8~6iMifhtVrE}F zZbt48Q6)yjfx$P`p7HFW*~DUNMUl-|&>E^!S8b9ej|d&na_5m~l9b-G#gkDM6524p zh~U||NSB)nH41uisE0{az>Ip{<++!l3_Z%`18rjINx~K_`M^2$K;rFuox3=;?-396 zsxX%&nf$t|=YGvJVF_m~>~7MhzvwT!F-JDu56z1%`Geh9mPmarYp+gy4xaZd z4Er17TB~pc=0DdGFU+Rib`s5Ib2@+v#;1NjCf>p=(rwyWXCzU<1*hpmN5=NQu54Dn z6hUTY4nIC_xk&)fm86ALvXo<>ipzSjmDiK>i*%=CieLCUWSn=X z6u4-GeHc6`#fr5@bp)ao$kzFqHtxdaaM#jP*pE~VGvqDNw@4?lZHti(Oll zl%GOW=FkrqOqADq#7BMOs>>6Lbwpin?#R2opKbNykA&i%1f>L$O?eYFm zO*>Itgv4TqOi3y0514oeL}_=Kc1C`yi8K;9^mNuuQ3A(xq4dJYl7!T|%EGSm0JAt0 zwXSBA-u_C%%g@r%X@A9o8F2gdiE*8(=i*K?>g~++Nnio4i3eGKO?&CZhr`)FVid0G z{o1L`v7TTjs93+e-qD0~wfw8FLWQ?-uh>j76?!CpMuoq7LxCGu*axHc`qCD}5=ehx zl<{cvTX0$y)91Yug8&M=iwJ`!LQz+xT$#Zz^HZzj&wy|Y6pamKOazn*XUO6)9u6*V zXC1k0B7i)N8h&r!**`@u%?PG;%jgcZ@^Vem8)lnwNwOm~O!4gUQ#W8Xv{!0fPWNjQLn;uqTFeI`NmwA;?4n%b z)3Aix%OYNHi+(*Mo79B>~b}Q$L&d+sV$fyvG<@6h5 z%t1UpX`fFmNd|MDBH7c%#MXhRWpBi?skc}YF5RmjONte2EhgAYr0v-Dm=&2O9}HkS z>rZEEcJDIT6fezu)86*Kq)s2FIoi9zPOQ64$6mdOyjsKXSV}&7v{-?~11Xj^ch<>Z z z!dfPv$BiD~O&m@edU3wB{p9FM@Ri$hTZ(LydEJ^-H;~s&5wyr+@<1b51rxIk2-*V1 zqb#cVu-jr93P|@zIMdnXFG^LWes6AQn7fSBxb7a@mYZ$hfuNtt4f{Q3ZKTR3Y3Cof zd#|g54A^%dAe~|UYRKpemj0Bm!+`b1p02i4eX{?yarSa6b1G^QY}&L08S=&~Erief zS>ENVItMgLip+ofiMV6LS{dgp812<5->;L(E{ogy7g&WP`TBZR!LCvrB3ed1)|JEZ+r!`e4eqwwO0}a(2w<#wIAdFbmQge(fxLnkRekDGAr!Ve__h>5DDz3U+EO`L zbX(svX74z)>DGaigaUkwZuW%7*+BAle_ov8>-8jA;okUEu;OY{O+{UWto*WZgKT53 zCj=LEL?yWR;GTdZbU}_c?jk+wjwChuzI14#=!IQ6AFnj{66Og4UlikiuFc;iVofM> zbSeZMb)I4geD^J*%4KGmuL6gBpQ5w)1lo0Z6Y5@(iX{$`Bp6d>`;A!SCaJ8nggsr6 z6@#}zL;+R8RYb%6^-d>%=$sQ5rayMpBJj5Nvq$zdk_S4j5S9S01 z8m71O+m6OiEizt;OB>UN+%1-^WF_(|vv1P2Fp5;Sg;d5Pf@le(Uxh9kekO8B;Nx7n z_Zo!dL;*ji`wTALP5-%8jqL=lRu~Ve%j1ddffcFEXu^HiAH3(fLiu+iZ8zT1NflQ_ zi#QhbK;l&>3HkXL9qsYg(@ECzf%UgupZn)H(CQ$be)AI>$kK;zG~vy!5`qYxIWAy` zEpF0kY=CIOzrzEo0x16u#c~|Maa5OjpfbXC9LMaDKTuC?W^C+BFe&16Tkj6|Oois2 zl!kJegsZ>B+QMEkX?ONxaerhN6H^|YPnt=TJ&(g>WSuVlH_9)9u26hizja>ivo#TI z=-VaX#E!I>9)hFFa1y6d`laB!sL+jS$q*Lyr(>M4oAMJ{8lI!LIN#>S7KtVw#W2tc zE}Xqlo$5XG%bP}dn%L$%om)@sM9{*R9%QNL98XnS?WB|P_c=TT7uPd- z1B!@2*Qs^u4&)RQWant~5jo;dRNRO=*7n<;NM@H(twPHB-4Q7c`Jocx9OsJ7x4-5@ z(h#bNX?dK(U9))4`b0T`IaeNtwQU1N=O{Heh4~AiqDm+PeT6OJWxOXKP38jUhgTi^ zgxWrA9upX`p9vpn9MhgoY*s?q=5-XoK&^g%ppPqC)CQp;DmSJB4makgl4JVnasU#I zf+JGf8_fJm%0dIY{R%<4kd;009G;qo49e~FEya;tcYGHQ>JO-cV%#H?A0&GHzrk=i zylR^QUTpk3>UjcXrQS((Q>Ts@@6^;W8`0eBpStRfA=}mo|K>VdF_Bp9<3}iKeEX3w zzs%o%)O_Mvg1$Ty^B{POfZYS^sl%vk{l!8mG@B z9PWjeKCMn6S}cc^{>i5sHTbqYsyDMa@-B5o(AZvuJzJ-#KPlr*O;6KFtEu0h^ck;s zPqn;tSdoH*akVmoP3EVWfPsGr$lSDULzNo*&olXRvlxyZZsYnUdo}0nJonP%v(>#} zWs_ea13bHdkXUTpC^EPOt&KYM#SZDG8F71Xft9)Lo(5Hh?Og||34AlZ^>XUK!;?!n zy1H_0jM=8J!Zn$uucZR&yRA?BMi$foOcSj|=;|(f`Bn*MWV?KxwJDC%b(1^0!CIn= zbds9qEcON-Wf5j_@;O3KzKC}G(8SPGbKWqNxqRG@$h zK=_f15YrwH31=gSJ^Vy6Wi=e*8wmhl$Bo~}6sh9~poh}cE~{6q9UO-hlP4e237hyA zJER56l`P&Yb)2q*2TF^q_jezO2{Zn0N)q< zp>UQ;wUTBy{Lxj~=Z#leamDyp?0BkB5A$%5rS5pve4AKXChR*VrkEYbZlE?YQ0PO> zt48Sg*pH5*Y(R6Dr*Zrob(`Ipx?hWEgv8H#GggLP!4c+O%mSj#Fwv? za9**^zcAV%anI)wZXyZcL~5(yr1vwh(&p0&1!PQ0K@(qzz7cJ7Enf}Y_?i10* z9Bl|GP?C>qmtzi{96gDc+G?;Hf3_AXp`!iVIN}U$(Z_4+cN&h-hmalyaZ(U|41#9- z&)4~LHRj@p99pH$8Ljw7;xVQxXdDF}mC1pJ(Ig zaD5=S#Mhfis;}JivaFwb?qMAt()+-Wi1Y+_W!SRt<7vS79$BNjQ0@?S^=)Hc1+rSH7JcF})nx}x{o0Dmp{S{`q>=E$) zt17_rc(+dh{x|j>%1>6hM;0C9W*^|eWWgFC$((b!1eMD47MY($B~ir?^&M53F^3oe ziK2X}gN#yjDRYWPmDlBv7$rl`0-7`zN1a=Tx8{=%WgoR;{;bL~OwgqoVPdY>f{r?` zZ_orkkQ`_0u*dTzMz2}Huk=|Se&t}a)yOdTCxmWqJB(^$zIrgU9Q7_ZL%(i2j|-w4 zX(N6nifL-M_On_4;|xNnPU6eYBn=t(oi>e=Sev}{J8ci)Z`|HsP;3Hy_fB#}xy#br zBjgUYQH`b+)(u|)0H2Xj629ZZGMSVT(p9(nmM5GB!Tc)(mmY@rmbQOpa#1f>RXPOI zO>vrs&0u5^{aH@`(kAvC2BX#Ro@h{~dKtVNFe6<5>JX3PT>rK(A_BTZrPT$=)+U7$ z!Oo+~iMu+whaFhMDh4&`Vo-q5gp(WW_Eo%l9t(pLsi$JE4~MgL zomJSWA>rOFv)LG)7uR<;<2ff4+fEcg;u`Urzg|Ua%4>@oMw}(tR|g=G?xNC1?c5?S zOEX+%e$AW;7f3r6D#0+gcXHzbX$#R7;u^jwNlK_;-n!b{sOn4AXSv}4aMprehyRC^ zjnHugyh-?orQqVuU%<3CJ+!_4DAMy+(J)~u z#}5a6oCG7y+0X|cg49iZ^D3>f{=I2%)99bN!B4RjKvm-*<*npQm{SCBh#$mcu8tY* zIoD;_Mb>UDRIr~sywNSA`GjW2bW9>cu*D;!JOt7R=a)+PS9iXx?c8K_DxM?K0X_-n zMq#;Ayhrh%E^CStREXWd7FA=}tHFKm!)D|sD-q>|`j?7GT2PGEc2%VKMAR6mL5g46 zFKC8vSr*WK>ZB!P@#;v63)5eocWEARw7jL7Q2wSPKeKv%do zn7nao>#o3UoEX4DV`zwtEHU_{H`5kxl;sV+f$Fbvx4VXRU6o(Nc2}y+w9=9jVm@!* zj$>z=Sl(8Ymal%5WZTm%CBljh(ziV@-gg&hiwq7}T30^nwg_0ly)A59=A9kJa?fh| zBx{Ck{-Iv9kuT&Hwj!f~V*a7K`8yhr@EEONc(%Y4OzNt2(#&AmZjCWriClxR)Z`faF4soYAwca^*C-c!TjlbO@1mUV;)$ji?9FuluMk|RkBC+?Mfv7jCUT`Xd1>-AEf##bNZ(( zdJ}mg-Scxp!|k@#5m?4AO?N1(pGEK@;MF;kz%625dJ){95TgTV0yKA5xu~yGmdZz~ zriVLo@gM;>?zP@uN4^iUKmYx4_EWCYduwGw!y9DOemv3_DczRu+@0P1EaGXtlq6ur z9h{aXhyV?aeoh!Agme@aF2BtQ*4f_37UqQTt(CXkj?TV#O1-?n}hX+EC-BZv#ZFmyM{@Q$GQ!RV1FxsjI{u{kDRj2K`h-3V?NGh(+MMeZAyItWpz zE`b~4;-=L~HG8i|FfQ*smRq9esa_`F$kpFKe{4oZdm1#9MxlR;4q}iM>8ft$LXY=Z zcVeSXz$5#tZ_nGi(TPiL;FOhim_Wj>jS=3fKm|`0Nr`4)^cMeAX9Y8=EoQlD7D%B@ zAdc%(9FdaH+ef*mpZhr0tJpW9Y>?-e;^xaQvI=~+nSXX18UnwelVgv)id`_u2`p^F z*D#m<0biEl-1|@)z)w!Pnaeeht~xN<#!(<#5A2b5YY;nsl?%aYx3(;xW<2;1r4X2rP>_I$`jW0bY9z(y?7NxhTq(W7KYYb>9C@~D9XzDwH%JA z{If&mL4jbd3G0=yM)kvu)F8{+ET>UH*E!!ld&=>B}vGC0PGDVM*=gO5JI>v^Tmz<9KP)~RG5mEAx=e}d8UZ0 zr3D<|*j>dRjz&-wn<<1XwK*}`Lo?Lvq=R1YNY342O{GWTXcZ*IdZC}HCG))UcV0&E zFsHvl^9V)?EF!IyuRwSo!81FXsHFq;<&=a^_qO@uL9g(FP z-4lY$qy68AcJsA}nAa>_)3Kmehl{OsLE}-s9G#oBl89i~&ATP#&HKQmplk8y78r^p zKuEIe+o<5U7O?)@&HfSlR05F&J=Y9{iA~%W6L9~B*Ek}0&iIvhM%sS-+{#|EG;QUE zG#t>F0pP?inmcYDH)X~3Pui9~8t>=M76j_j5?e)?@hxRiPS} zpIs@(q7~_d8yu%a{KCP$c-MSM&W9-e*L0Dw05|ovgjd z7or4pY1ouvC>yV40J#(^H^?}{cv@OM6SO6fl}XLQjRWVuuS5m+gzyarOipz2PY*VE z7BmbVUaeRDv=i89bFcYbV4qZ}5-tv8b4%kqy9gW0pa}R7BCzdeO=ujRLiLp;rC+^@nJ*FJ>}+*RdaD0{Voo zH`sA&J1c0d%g>t-Q#BLGcYh}bowZ5OzAXT_cOrx zE6zNIcX=?eyNi7cpHG5tu1Q;sVW=r<%y+$Hy~{O5w|v`?>uB_thtIX_A{q6!z_~hF zkqa_&|FE8dgdl+ws*O962EMfw8RFK~3MArG^il*eS!QAzqo&AiG08Y)%O@lvpN8Ar zE9Bi{S+=R6#3liIae-7a)hYsGbDi$M>)iucV&__J)L|4YC~<3h1wx{u$4N~Gc~O2{ zIWq|c6FZ-+CLXn#Kr(%HstPI~Z55>pHg|ezec}`+k3BA8Q%J}5XQcn;67O;F z4Fsb5eDtE6GDzyp#aI#VK3t@H(zb{(=xIOA6+eWT&w1|441p{K(7GKO3yjk@{3-;4Z^)f3l#}+2X#6oaHQ5J%^ zpXub(ydPOc^lcS|`TJu?fIj6}#7QXze9{MIXmJ0z(n)5P5iOV(3yC8%5B1Xs^^fl) zz6&>4o!=~Nbw4DwzPfM&)v`V$5rX(geK|ND4Gr(xlx_+HZ5HqcpHZzc`^Gi7$YtcP z7Y4QHG`ghmWY+B#<68Rr9?e_c7VK3GWb{7(^b%26@5QmxI<#OJ~K6!Pk8{ zrX?=!`#)LQby)THt{jTG)b=4Gze-(DbZv35ZS3u53|C6q+6`eD?T9gLbct>Hp$T2T z$~)q(3Or{$jFm$>gu^vSgtE0=^7gg0b~O%V#tybR0)fvcSP6M_uxz*qXXqpA`6LNu zNYnZ*S21@=O&33T+Pj2y#Anst3cb|0EDM*u&kg^v4at2*}nRH z^ezJkl%xWLfk;VRIMjBT@RImHRGbE1>nt(}xKsy*b4SH%p|YBb4%_4(^1MbLs`0E- zQ155uU%>-*(E!3kND*dLdt}19Zafw}O6~fegp+Nd^+<6x_;@3yKl(G?R?1@@XNe>Pu(ZCN^`e;TTA&8_NzK z`B4@7@FUn|JC?bwK)EFi%W;ruakBC)Q!;i+Q-r4Vep}ltET{q##~d%dPv3Ot&=Mrh zU2sL*LeTBFwURUNl;QaAK%*x93*4@x957x)kZhWnr#D@B;3hGD8Fx8|YMjNVn4{Jr5mqEBdjTuA3 z(os$xnww%TXY-3oHIXN)~KG zLm5$2`M;5Wf@636hNCb1HyI0J6N1++rO_qfv8aMUjCHCvt0B;!F8g(*1M};Q8j_R_ zkItNh*l(DadV9#M&P5?68LcZYQv3G+IRBrD{E+KspEvX`a-2`%i8F~yZsTf<6d=EU zwYp5{paOwFN)}2!9Y*_7j%6#-OXn}x>>h@Vli0BXsDy{T5o?7x%{6`wNMSMk}qi`lsgFrU~~Xe@g-6v6Gc zO6sEo{a{XOqFU9arfq(eT%hyJU}JI4Q`vK&Ak*#g&Q`|VLP86n z$o4Jk3z)@{Tg5b1MNx08KxB;8*Z5sJxE;m7ld$)HG^dz62RjJ#LW<(`&q92AwbXTisZY|YknN? z>-^GDF~dy%Rs{?U3RbjgGRXzXHEf$O_Be>6UsI)(F(hKhV5ytKdR+ggd8y3t`t|F81MdBp4jR zrHLF%olmvDT%;=GhhS4V%K$4!>~coMX;9OHPJ(;OecgFFpt1seR@AH3g9Y=}kHx;K zD~*$@AK4|8yMq?)o5K|eYlqbPg>K92z>oOI|F)bK-@h#9;yka6;e{Y2=A1tRp{ASj zVx~ac9gm>$JV?E01p~7impFogg_2i`)b>5V6ZD5`9^YV3cO&ACO*^ng2Xtir?Dws0 zhbod!L*8EHWRiz$^@I=~^kr*10WxtaR%z*nT=2{cUFsW@RRYsI&p1zGk!(5GYjM`a znT@1|=D64|JZeE7&WDP}HA?P%)^@@%C{5}jJUOC{@<&_2YdojJanua(V0G_(HqsEHt>U;jfux9jY`_xY>Tpm7B8xD>c!{xuZrT{!MOqYsqw?!ng zXcXNIpg?2iM(N}j7%ySD)-F@k&$}UQuW<6t9m2kBD1(HGNE6T(t?kk2!C>|fXgu1N z5*ejgPyRcK5-uHgDj8o!k=|R4hvpZ|kAjJ^=3<9q4^1Wa0_A^=c!F6u(n&KS?w=Wi z#M_aZW-N#tae`jktAEjO4Xjsh(r(<{V1ESo*WA2SdvH7vgzwj&P*PIz{k59?vLU#2 zl4Ezrhw<^6alu+p@vjU@Ks}C)DbNKSALr<+2Gt;cLz(WiDr#?Q^M?ifbvqz2#%J8j zW}oV7PWvy4+~~D^R8XHp*4D`}e>`6?Z`)T|NQ<`~cb;Z9Zu`8`X+L=@>mLCiXn+mv z#1@aBnBfXG3XWV9x#ZsPazr^X+R1yd%bV)Qu>0rJCg0KWI;YdV-(7)mtX^qKE7^&G zLRsDTU9>~E__oV|7IedHBdrN8qKY(aTdsF}KLu^BOB2GX$**@_=fL_-1xjwDCQgf# zTfpbRCGpKe19iN06TWkwKU(g!R!LG&Ci7^KLO1{xu$(cCpKg0OJAlzJo;pW zjJecLhq8H&Wg!rG*_CcWEw)ZA_f2?RVfM7+n>q5V|eKAxAm#8T|m$L9hvjOPp0 zxb7JvcJJMAu?&7qvCMqV(~C4m#9AD~6>TKB!GJ#4rhY`G8S?5G_VUT%{O|@tMl||D z0Poe==KP&+pLkM(IB{d$Q8g%vwJKWmA&SzaDA**IWXvR21RxjuOy|mBWLnkvfZLWd zzQJ~}UvJ7vx(ZIA{o5&x9bol)Tu|2~o401{UH|f75ZEm_ckJ3X}s_yByEzT%_ z`wzpnF-!%P}w}*yaH#kAPH*{4p?5aWOE+0f;M%frSsNna;iu zj^Gc9mUQA+#8I7>J!15-QaRWDlu3tA5Q;9@E`!Wi-L`&b`N7^G0a%a``_@Pj@_v0C zi@2jK$oK}#dZtGUIfFbYpHy}b{~%`N-F!g#{$j+eD9UfK0rKU{yvfu*c!8MG#y{9( zB|&!P84Nf0neGPoDcAyoVwKq@u4!)LI}wnvU59G1887L$$;D`)>rJ1|R_+ETI~W)E ze-^78YEw*jx(LBFg>Rr;uwS^*TvDnLQW2l!8tk&L`L=HkqbjZ*1JnGU@;2-}DU)?v zh#uuHvb`$k&MK3DwfpB}+n}t{$<S$eDo@Lf9*=f_c@6sC3h!@ zZ~EeVH@{bRaP`M&HB~#umQz~)=a(^Wrk-VDem)RRdz5dq@kxD%K)6prEx=}OJ_=Im zdiEtlE|o6*j%>@w{+p7$?OLs^qqbJL#<7nAb)vrG_a#1T^KWfVa(6jec&EHNC8l>= zQYoKSEGZ&A9~~rDopj)OMATp-`*b#FJEfiX^AQpj_k-n6$d1L!KhoP^aHOhD43?LT z`ckW{!B`Q2?a0(|ArR)ssQ#)XQ^l9&INH8+9;!_JtE-S8_ z)udAF9ViFdyIOv0%WpXI>=}`IcW`=!?0S4o5&+sJcL;MTL($;tT$!~~`Yt!f_TD^p zRJ#5(A}{%Kc$QJkUdLmv;3wj*o6Y((q#h0!d{VEc{cbqi6I^!7jUA+F@{a4miY3h` z<_US6z@En?iLayBLP*i8uo~9GQIrkgi>LS}OPYCpBC|Buy7*ZgL#PK^39o%h-LN5n zP)tT*1x&kH1;ReCK8pv1*u3MCV~Q!dQ(2mN>~Jk@Q*Xg;`CYU028Hp>8?=v^Jv4)BS4}QAI?b8pt|h0K zOwqoUJ+sahxb{JbTodAe=LXYUgPB{XV+lnL&N-QGF({0TCZr|)d4=~XFdb`pn|WvZ zL2;eXB=@O{08psebHOyP#Mj52U%AU)m(wSd@!g#2+FEZDv+XAUMm>YT287%Go0+>2 zlr8|qa@9c$Dh>S4NOSdTjeLh9pBUG^l5dj&y(buLE-^_;{*hqY^oGVJ+}lQ6PN*qP zNrr@Wo9W{huy^8{wM&SP?`j7IQu%Abt;?DQ-l_8cBiv=!zrww?O5cMkY}GU~s3f8L z*<}3O=#NEOD)+SGC&~ur1CNw1$Lx;_{9Lw_aY2_Mg4fQOTZCepiz<|4G@&gcUkoY_ z_P4U%Uj`s*e8FOC2Xh&io)~h`)qYsr`tT^J#HiVcJfg}->1xzwo-37`LDW-~W0Ns5 ztAfWO4y%A`|59*YhaJs_j@;H4Pih!dwrc3HxUHy7loHC z^EK2>c6&@1jY&QH4>_^g{zFbz{*n_@VM&GCT|2ww0n@FO? zsr1ya4=4@+k&^@D^QTlX1nQbFBVW0gMD(7$D3YT^)`|v;=3w+!I~H+|5F2gw*#QNO&u`bbg`X0ynJIV8FbUg>t<4#* z{EU-J0XsgYw84-U&JD48yP&ts&8Hh18VNxG2F*p4z=ovThP}lZR1(sTKRQ1<|V22$H<#)bEI|eDp{LB@Y_*# zA!i3v=sm4`Ygccz-WgScv{bUn`8|oTRZ3M-4@r&OW?e=02>7fE!y|>M_6pi>5x=UE ze6GuweM*q6@n4_)EV5E{-zSoIR`@8SGL>QddJBp)$Le-=9NBAHHA(g;^mYEI%gH~| z?c`!h*tN{(thmw|Z+!pyt%6o$A$n?UibLgi-?MRv<@T7OjmpVDQOwgUpJpbecRotd zQPNhDY}(EleSX&t)KF4^Dpo1Cx(4XUJofqu`ZNI3r0*Y7Nng;T-;cZO;e>=tllnJ91^JS zaIim1ngYjCSiv2)z1Nd}+>6xp5oElWYOl_Gj!d*lz=yu~2@P+0MGIE(o9GSoy>bp! zww@XEXj1UDN7viYk<*hg_}s+ltm7-gz;o&bMI0GhZ>Gwhch8wuv2#t4fe*yhK2|6+ z)zU-*H(areP!V-*J_OzdSFBcNEy5zvn>!h$?hmuQ|D2PEsBzKfUL6Pv4_3%PU{we_ z0*XSw)cE0I6^-mFqNwU^_{7j!qe+!+>&m{16`W?HpL1F2Duv!hub|b3hC;*fmxDYN z2$cODU{ch}H#k43XZTrLQ7>0^RR-0$!;<~3HT$$ZH-`QgSvFq$Z=0@CcKi{>>r?1+4INw_MHrz|~)$q4lmVKvHQ_PwX9JdEb z-aMtA?sq*MJRFh&gDA;BP-+kb3y5AHWVd1IB^N|#E@2AF9kr4$S>`GJDp=U{Xra%4 z(1;30!FQ*HPieSu265e46L_=)Z+ae_yK~e9IW%hLG$#@EV4JONWa#|^vvrsH33ygY zKroX}=Q-s8JI+10M>(_JF70MCSVk9*mu5pvj3O<%$rL=wlg3$SGZITJ{D8NUqrGxt zDUNW>IMtKYECZjlK}qA)+>}y<#uOU(hC>wEhCsY-+~tS}?&};y*8y)g9DEF8gr0F* zB(=Q$IsEPZOYx!UwY0g9w_QXda#njHSEaH7&);^TK*NGTa56BI37<4>NSkpXaMC+; z!EWDB=t|v$wQK04wU57%DXI3%eMa4DHMSmN2B$ki0m0|7QM9yP^ifNFyyg+lF63tb z8_1QV3qdotYG+Vd;JG}FwZ}@6yqMD?)U`iTi{QvQ=TSDSC9O&T#;{Pp8RikdEtdVg z#SGvU%aSJhgcp(}U{`pGJCu&ra;vZVEc15^pbKT^o2xMQudp(;^zkAiRKTv+D4%C^ zO|&{Av=QNRFEYAnB#*^R@B6&(7~fm*c-T?uw;j@9oE^CE(+Vw5-ig(IXy|C$=;yOM z-LhA4p6&fc2A2~(2co8zIjJr$%<$JK6Zwr%i?{wE5whuwY>&Q4# zrX~eV&i7N7RB2zG^nY=;e}!X@$z<}*$0J?17Xe=lY>P?c%m$gdM@7=OBwfbn%Cqg6 z+*i+(nZ>HB3s)mIQ{k=^>YbDQFLNIE|GN4mr*%?3*t4Kwk;WYlW<-#vNs>jmP$TnL z1}Dh8S-Q|`ZB%4pnn)=^*t=uS{(|MD_1%i>w|ZlA8S_SYu>^|l>9V&!|Jwxz4U<~Qh2t#B+ZP)L8|gbv*xTOQwnKjxQutZz0r zdS|$6n&D*m^b+UDc`UF!aZ+rggTJ@-odBsTvbRsP$UhIugwaX(eAjiCls2nS|1R?R z(f&@Oq1%3LLvCq7*|;PdW9KN+yjunAA+DBCdb_vHho$E=kfKV5Y9yrvue+A3XP3s) zjlU{Y4gDZ_vLsn3cDLo|NBjL&0$u?GCg32HU=%f;a*P*H+27lG$F7`LcxEAvQZv9D zPP3LFsI_a_U~f>9`fLI6Zod;l>NtdhkL7czC)Defq;_0@JW-E+6?DybDl7R>np5iC zyg+vZ=lc>0t3|^fg|1hoWBg9iqBOs}^cGI8CN0cRHfH|WnUZ6%>2ifbjLbEd5Gak{ z9-Kj1&>AS5@88YS4+c`Qiz#ILY$e(O?d<-TMKRN-)UIoeH%x5W~DDrPC-%Mar0vM9lPvl zB&JD$7>EbKNYe2_B}=#Rke+k(@5QGsRo`QZ`?L{#VKn~o#fJ-#czf`M5fi*UNTldU^MW;WPoe*C5*0lX3Kfc-+79Z&Gs`K{K$h*;{ zs@ykH3b=>6M~UX$WMFr3%G^?grq=~{@yurLMF$p6rycr?MVEays}ZFzz&+y!U{lp? z<&=WkL;qis)ITO>DFutIqaOE@t*@VacUrHDn0@HF-?M%1ZNY^eb#E{!0R$lflQKfo zSfEU0#fUah3P5W*hSrMjCEW}P_HRvYv8=4AI5#5~6tAlEIls&O6v6p5?aQXyGQ0^(3Jo%JkPV+GbkAEN)s}Zu=PtU=*R*Tq$k%@I zEYN1~;7lyBLRVAQCg*y@f1;5L?DaPq$-Mp(jfig3W5i=E5p{vx_&vv@+^B7%MMuUv zFP5H0{4fe_W%8quA(|^=8bWY51~BZ>8@%|JW^Wa12~$X9lI)k#NQ!%w23v6Nsw;;T zx-NhRzu0q&o3+0U7wt}mFEB|vb^%eD1m>QYapCQp;kUgc8)icba1mARXhlQpDIzl^ zsGaSwxT$PK)%6DZ``aVkGsNk?%=@ufp$YLGFWxZj-E%9i^Vi%l*>7S-(Du-+)%%lq z9j@p7EC80~scx{bMb4@LtF#Jn$AOaaAOA}uP`@uos0rU>|AX2HT49~&o5E*%!Y}H_ zL$2DrZT)uXU1W9h(_d-7&X&@C9quhX{WW+RkL|^XHwnj>qNY#2L@K@^$apK1QuHm z;}P}p0jbIt%3Jz69m>C#RG>6AbBg;ehH&+NoG-s;C8{PT$-TKcJ_KvdU5N9CZwy~_ zUUI?$3Kdw%1`V%PxHVa@C`47$Y`fx=Km(Wa<0zMJgv?{pE=L^j=?~Bfd$mcE z2Nh{@r;@VABlVILN7R>TrMO3QO9boWn#o4O5$i_Rt@! z9=~4{r)seMqRcdMazTclK}?$AsBF*Bc`@_AnwvRqD)HWk^Dz9C?$CXnonO8@cgVV9 zu$GJzk_=HUJjfX>j9y}Hr8W$mbTt457#nNk)+T-%ayr7u_136TYf`JESD-`o3Yn(w z{W>x>Ql}syYq_uu(ZZb=Ii=?#6!WEvM4Ok z4$+Z2^b9I=uDo?lqBS~0b>V}+a+=VVbB|Ge7nL6b#P}Dh(I8|lXmA3$<3c*Q?f@p~4ZVE2a0HJZk$`hkna2u__z71=WZ4-?UA zJ8GAA>LE@uVw(7Hfw~|Cph6V?*lg>@K9^&`FgX35!P_N%9J(FS!k61ZILY!a-PxD< zk{_hl;tnuelJKPTquhJTw$%BP($PdYs19WDp=8L)L$QkD2^HtzYW}gk_YaIWB`OhG z!N^q;?((TDE7e=)CR0_{mDvk!40ZPr0p13?U!zFKP>AZ*gS}OmMBKTtYAcqU zL05ULXRn?Ue_0zgS1h7ue&GYdUK#UkX&nOI2cY!v`=!DsYz^>k+Qh5pHQA=ERuJLTIq{TdUMN#zu0?ljdK zvwm2YC4kyEQ4>eVyl#WiBO%9A9ogplOfOq$83tS5FS?waxDWo=?5NiCO!uz3minmX z%v9%K{QjUmRVXLPFDY}M6%C4qi4XDu7$C6AQ20#>RBTjI^;VirAUz(&&n5QwFuuFN zLp8UhaLR062o)SMdU#c%kW{0Er{MFVZ1`zhatjZ3u#zbJc{d+{~<^Z8X>Yh5$@y$`!$ya|O04SwN}75gZ(*;^vb z2|D$dl_$6Ej{9L%O^0iBF6#AUt)6>zn5Dz^eov#x+lr6*IzHO7RJ<&t^k_<6BCxG_ zbBQ$T=u|x%jGt7@*p_pfo4HKbC)Ut5{t*7WY+m(TIVQyX{m@;3qem>W4%i~kbLvfF zH>?3@I^|k)VJZW&x7`YEhAwN>pR!nue!F%3m#4bG$)z2QokQNL-1ZNw<32z$YYsWX zp$gjrnpy2Y2MhpJSy~4D$hT55b$({cn)kS8w)gh~9F#Y<2a4{I#mDhV=wl-@0)1uF z6WVnZWt{LrWpmz(uCIyS6P+{LRc+dEj?Lrh$$3?U#yRCiq2c`W&S5r|=L~y1juL5OqH(bP#3x74b5myhHwG#+FV<8@@D*lYt@;+P z3E0<{MSe_wQy!@X**RpjF*m!IDV0!>P9IKOnYyz}o%G>m385(bRxM5JJJdkGM`xtS z@X!86GOH60ef`04BfG9<)D#&hkedK1!HfW;RdKtwb#M1H?uJqg4Fk}Rl6uqm*kqg^ z<}BPH@AH^Z7ceqeuc4t_bfiZ+XW)E)cfR;-t*(dVyoB=PPTg_$KKbBl%ssQ7@wf=( zb=){E-~LFjdU4_U-Cd$NBc_3uh|>eXGKhG9jlDI%Jh_a6h;6^+!G|MPbDS6U6Y4lEZdCQjUG3oy%*tz^}N933Eh} zu5lQsd;9qW@wDy%z#5sOC{*vrV-QN5<{*b1NUD8oS7?#}fUdmRd&M<@=nGJJyQa2X zH$|kEf1%TeuBITzFR60-ZKmQ{6*jC3965u+G^yhPUt$&5zFEj{gBkSUcKe4yecA8* zW4--23;SDMpNGxcaf#(@Gx9nNLR{v;~4??&yVdFnTM=K$f|ZPsV}1EUL*tK zNb;yefXqOL^Fm_Ne#7mt=2mWc750ZUB#+IfVA3=Lu{)EVmFpptiw*^c0=Ivcy+B8& zbCmzPr3?qkLtG0B6gw{a>)q#zN&QX;FIMM%7SA8QSF6ohiTKFD*tv%^e@_nfl2uDs zz1>TC;>Y^I;cAdJ)}(MZcr~6A>E-+uRr7Pg_c5bkB=qsa84bV1-8 z5L`up)P&fRqrlq$jm0O)_I5av#mCq`ZHCkaCNH$l4T`%r$oAV?g zwP$#VdZ(=%?Go9{X~|&#tdnC+y|9AJ`{x^iSEX;69USD`*FC8kxo~<>RU-!%EhD#r zUU3!d_2eKY{l_D+v~a-tWeQVm&N4uv6nnq8b-2?Q_V{-|9(=0$JeTq54adle{gNxz zB@)okKmND)eXViF)3!N)x;`c~&uM;giF}KanJV1YwHD;ybbTz7)A21cj)O1nZrA#Q zy;QFkmvt!^U(>5eaz(i)A}s>-kv;U^X^#B(QIw6)*eG^fx%vfR`%Jr~@ktNE4#`kO zF7?NjgN~uSy!BVpKam@K?;5AhdfBp0MmgMbN&Qp!wbumkXth_$39<&u!V(pqK@riW zPxJ9QTMN4#m*3jNQ|!mpqy+hy`e;mz)F}d}{E4H9$UQ+z!V7d$(A3C(ur-;>{8}rB zA+y>Yuh7-6+=Lz^4-!h$Cd3)nhs>xkZG;$%PrA?=J}<6f!zzdn1I;nuc3cv^vD0L% zp^uv6CKjC_g&wS?71E`aI64$_(n3*ZlxbF51a^t@vKvu#N8`*vr0pO8l%X_az53L4 z8+Ld<4l#*@CZ1fDM^BdLXB7Cp1r)(Da~iP}K}!iJT^8)b%7p-i{;PeI^=!8#{;P&Ki5C6p;g4c-Y^l}ZvX@BCRDxRJn~$YY|?V1?iMm(y#mhWQF;U;1%O$6hpK9u6uUq=UfueSC0L?O(M}M zFazYY7N#i?7bpr=zyD@Y{2>6>Kt|IVbWor3^!Y+pQs*43E?{4yF&?;F5NN>|3~QFN zw-uABP&vD*(@(~$Hb===)JY>66*=efOas$i0VB!IfqF8iW$Klh$=1rpnlUH9$C)Z} z#yd9s*j>Xcx495TCL1m|{0s=(42C=-fieXrjkka^_-GT5aV3{&#mFNn9#NEVX}ytr zzhmO$_4I`0{=5=Y@4kjO^#Acr)XiTb>oRnV$y&+(=0?_`tWf*tyvhyA;fQ zu5UhULa9vu%p*nfw?NI!v~AU;7)bu7-R$HJ3CjkV)_0hdRd9*;`a*fGBT*QLll{3MsulrQL=eAx-7!;|WGV(iC~# zd1IPy63LAk)mQv{Qh39z?r>4w!8q?jcqK`r{!Tiue7TjHbY5(=>BQ%8_#}ejQC~&! z&v0U|Y4Mb5Vgj$jZZiNxpr3JXmfC5UUgMc_;;aEd z=9X(!P_oeK@kgywbqi-8!?5EuGbT+;Y! z^9+d-4AZ(Cwsf6jdGMC=lX1SUax5vnRczV^x^uG1m={g#VC-KAZJ@vr;aK-%I)@+6 zaQsFPJ8?*Vlg*Lan2^3s{g?5SIJ=fh1PZ*p(PKwV|XQ^rpR!helG1^1eg>Mz?hHT%}yl`O6tD?!4J)Y>Vp^ z8#3xf-ceD^F>c;-FDX{JAKjF)=e62@ALZIrUDJU8qJK+? z{P&)ZS+Qm{%CW>S#hsVeF3MBEDqMH86C&C8)duJoqp~^G8|p49!+c;}P!o9LHe+Zi zZ`yQ6Pk;F{znq#D&Tp)DGFOMAzA+fd9cVGC#2(U<3SPN%JG1E)FAfhVUj`1M0Y-)4 zDXWwN$kq88pdMDaQoMu1SN0{|9kV!7iPLS&OT6U_jLJ7CVZt;baX1AGI0%?~D3ChF z;kFqeT3D`JDdgaRh|afexC`dH6QL%|_o`zM;8MsSq{e!+3NZVvvKVmIAC+~Cz-`9> zW_-D$ZY>mQ?kSIDuD1F)m#?4SxvJ3uwJ^T-nq*ir`>XX5XS{dj?VK9|W5Q7GGBdSk zEd5q63kB0w!x_Mm_^;Z?M1`(m_7ye`p~S=)+0)po&Ab$x7t@)nt)C@~s^jplK(NaJ za1975ERb?+4K&9GOCUPI#K=PzZ1Vke5?a(I(k}X<=rbt%C<5<x1^d~naG4z10o;+U}CoQh|DC5k>r`ETkJlCEj`jh(!Y8+ii8ObV4V&Qe(ZWlg9Y|e)KBW^l#5KbMm5Y@K6mt>x!}xbCZ_Xe zZ=LVab^f|wHQP{@O0LvcY1qG!Gnv!;H*yZjra!ps>Yrb`ee>7*3bEr;^z$abhN_afKFH*O^s!|Qg_g)kukA~V@y$LjaOT94~zpI6prkJ zG5)my_|^iY-@6E7(NS-J&NL5n!BYm;eBMl0x}9jjJ6_Dent{CZ%s;x9Qbb&tF@z%t zqfnJvgU8j}#6coJOP|;yo=iGKh$}RBKgTfnK@^A&zEKzI#LrVyI*5fjkyTDh&VCWs zWoeyKVl2Bpq5F?7pnzn2RlzDGBg|#8Kn#Q7#0NPIPd0XkP_GnEg676Ef__Mu3uX?$ z4?m{ku^4dr@95+X#KWpuaB~+(UlXzD(p%mp^$QQ`5sfD3teM@?j|W*f zXX?uqiL}OWNnS~0lnVwqgTpj|@`(0Jf#ezky6L#X za@%~iRENVzyt`xcROFQlh;%&}4|gM{C#`X&w43$)SrdJ@5Zw2GR#Jmffho8gMoFH! zO9d4(oA;_|f9z&3-1X4zUFDY(o)?kVx4Gzz3^y=;;-3VJCxhDZQvf1IqH>EqzlhOP z;p=J7anl=|;TN*{Y>%$n7PSXIm$Skr3CJ?fi2x8OIT%g`fznX)>eJgf?UIFMBlY|6 zMMoqp-0TD>&j@cwU;jg%_!ub_kp%IUx{tjpu2UWtUjjRqM2&@<{u%=F$`AQcz01)9 z;45+kFu@h&U`w~Q(Xa8dlC#k zhF{g7q!9JugQ$wqXGaZ_*l1=~Mho6JJT2!^NsfV7+BqnF+LU}$xS**sMXq3*c;O|C zZfnl7TTcv=XGDKM#;F(6o7;XBmCx&$Uft2kz#ex+`bDc)wTw|?*V=E}O` z?+l^IWf9I$(EEqizfPUzYWb8t1o--4=I9W_*v+i^Zinq?Y`1`() zC0v;Gk0C@_hqyPmo#c`62%-gpTq?D z!vk+e<kXPdo-zEP2d$;p1f_tcqa ztA7wl;(lU{GEp}iUq(asXz(a=>UUwo+KJu2;v=1bt9v~LuWWrm#`ZAPD5pDD3WS7)wLJsvF}` zOfPO1Cn@xQ2n@U|sr8(cM@=Zcz~aF-)_&$IlWU9u?~4nzOYZpc$%NxKx!^`z8)|=H z2n+{AGd3{EC+r*?ofHkY8P&OlGELps>ZpXJm~Vp_G)EpydvlOZD;etD))1%Qm1K@` z5kSruV)Tl0E4$dyNtOYy=y=i>iR>NzKNo0w*xx5sW~>gP)-PNM_21}C5^+=2597$k zGy$ETAt2s)be0^?5))itN&MYM&($NU3>GCyaJ7;Sj9o0gE2K8s;VE zx3iBybO?xsr^@MfgcJA(O?Efr3m_`q}D$`I~CYJ6Z51818fuox*^pet4(UT_Nuq*mmSp=83S)VWmVm zSqa0r^jd8#4QGVjn;$OYRB=s^bf5}*ap%>!c)eOaR~X|v5sm1gHr~66cN;h@1@wEf zDOhw4faN*}O!U|JbOQd&*3=~Cu2ZA>UPD0T?K zYBImM%mTn6v=1T#b)UTJ?rG*Uq^5PuX92bwqReu_709~(wUT8IA#Jy4t6?bZ1S!cF zvqYLMEr!VxvEa4wcFETyaVu3D}s5ed-J2> zx>rqvxV!RWHf){f6-2odpoTFFfduB%xEp|wqG@@FzcWxSW$bu5tn7e0(r7!9K%)v+itUmJ}$B)%e|qB^9@$&*KvCQVo`|+FV6~2#>bVdvtGHJSuosjY^?jz44$A1=RuE;&E|_) zJ48R?jh4pf8t0+FK1U#%Y3y_)nwQ@ez?K}WIi9k$vrb`t0l#{DW#n9}U&SG4TyUpN z(ZJ74)$x#?QIN+Ai)kbRH6s`t41tr~Aa#TUY%_iVHmVUYfX-qtw~Zm(LkjhX_b&nu z)l)*~wO0LrZRe5#;Rp>Qp^zkxLeuiwmXe3%AOIzm>O>&iPUAurl0IATQ8EPU%Ja~k ztfiCMSVyvEVj3lJI9CuDsHWS1+H?^J2of!<6p(Tvw#f$lL`UbM?XS6idSbXSb1@hI z?E@(cCC$?pHP>{cu#HJMD42a}G%AMljH{^$YSOf|eWq5z>@TTcG4tRX1CTIsP+_fu zh7ppfRnLms9S5Tx>NqeQNSXI2cIaia{tm@I&ICfyBz5c7Xwg^gt*q`B&KvXDX0;-= zPpzjYUa}F2z546C%Ru!H6)MNi6Q==Z{57-!P97N?<~bPt2}qyO^UDz(2NqAQE&4WJ z=yGQJZx>#Ba^2~UZFzWFG+q?1E_o@+MFnXQrjI-b`%d!~=;C?;UEG)KII$B@^yWS(h{4J1|^J{bB+ z`?wBBfdq05fXE}?GZ`mz((hUx*@-|3F$LN)wq(!sir77;wluZ@!knBHb@ky5yI6|< zrsfUGa6b-|0Set&nPJ*nW9|yku&-j_~q}Rz)8_2Twe^O7B(+oG_UA@-1)r-e}>fVCRR#KS5AoW z>`eaG&mQ?-+p9f5j;Q~2OM`the(Ces<{Sbo9A{^oiz4c~&}xu!$53ieGKqSPlBkOE z13&YL4SL?QsXs5c^oaV~#)}tz6(W#v?Nrx^r!T(nVg^h{v!j)+4EuEO3o+kx;3TJ% zWJ)010>g43(ep3Oo*+#48=EurA3aGX>gkr|M2|bxa^630u&*k#bJU@}uwSjOQjnPI zpc$$3V&FpK&bnwLQSKxu(Zq2L5 z({x-D>L#^aG)uS(M+tX2%P9o&fmwpg$4DQ8jHJ44l|eW>7z8E(4he#wOt_@#FqeuxHV|5Y)cgSn@@M)~ zro74N6^qYjZ@x`OJu}hFXoOlb`p|*<@?FTGjMNkqEI<*4MCM`!C$gSZhfjeb$9t3N+dTNrkFt~<|7Ha_SwlJAmDR>Jph3^pOy}CenW)Qj zT?Mxz^?WhAXVGQHwgF-JXz-{iaQaio0K8=OOLBuqWH-brN*4j0-DM^9R!dT6cPp4` zse>bBU4^y%*V8&Nm2aIP`aK=?i4m>jhCB2EZ=YO{~nAut;# zyc;-Q@G@!K50b%mDS^1iAWEJwN3J4g&U4u61MA?W=WKezv_MPsF91#~JnfmI&ESih zgqC=8A`I=Qn(`8>7mf~7RL>viqIm>P7&Dk2WF~~fa`a&ui*bQgU|2gO`uUA6$2S3e zj8s}!uNO(OebYk)XLJXVX<$H0c};@&!oK1fcl|a2vq01>!U2i$O|!6egA|8#*HiWV=Dogm(06lI&L( z$n@!{d66v9I13D{(Hv5jBu|IvK|5SN+=11QyMs4uI4Ph`_03<^@qhgjB|a|&v(T8)Ct}b9cbO@ zdT1$P*Vba0CZrc@H2$FmhcB}S;&cWH<0U`51bD?kGsX_`3;KVNxPGEkz9cYb!OIdJ ztP7HB0e!O2$J|2Gay=seJMrFw!}-Hp8OAbAAte%Mk`Fx z*_rMrJ>k|8vM{kaQkXK^*l%9VSlE*?=exXf1;a_sZyU)R(_2A{Rn(M@p=aj#?govp z5pcmbHFXtVj{62Gl@$Rh7Xj7@hQbUzt;d$hZ+pOxnT`C6e$4)hestz< z%sj9;M>VDJ72HxAu|HljqRS%(Rb2g|2G7fn(FRij%_juV^`(eH)ALV1In^T9kO1l) zu*Cy%uKK)`nr(L0aYi`NbR^iIR`H(3B#am)*`pNfVPhRtB*WaRXbl9h9!vF_|yfr9z)NJ?yI}w4V(>5{v>#$H8Idi!0&jJ;P z!i-OTAyId-r2p6KGhk*b5kP;{oxZC1yl*kLOwkdD8x_Crn0IzP|1!!VK@f(_Qbu08RM_G|-V-`Gu{iU2;|Q^RK|vM0@(Wq_ z@g+UtMlZTY=y%g87_q%Kg?Q6b?qQo6fy&ezxN8Jkp=LZDIA_TsdgAm_PH=DMs~B_B zd~7d;duS`KFsEhu-uDR7e^(n_g5pn_{}YF%f*kMeiQb)Uij zo9};~U*AOq{ZCF0dr4U(r0-1>@Jwvt;XP@+TqLBA&z(3E3-!~MHf3O;>zRXJKgasv z;l;A9i_S)!-Kzy-t3bzlgi7O+zbfOFsc|MYXjfAxV|V5v6`J!O^A7AYz
s`ni|zx0%2(dN2V6&nB@ zY@NXOQ&>OVb6RDeRD*J4_~9JGR|lHp)+2NcA-V`}X?PW79Jo__|04Crwj2Jy&0^Y@lPSV2$eR!SE z=LJ7gkm+opcab#i|fYRaj$PF9~thLOr zW)!}Uu?0wN%y#?MT>d+88@sekVsQeQpKt7rBK3TpmeI?T3(z_5-YNkkDzlV|QVpUC zK2l*IB@Ib*w265aka2iyww?ur(DYEW!zwyiU_em0Jhcok{8Y}zcrktYHuYJo`;J%hywxK^$H5~q@<2Z3Y z#E&u%tcAUhFnR%VaM5O(wS#`A*1Pi+OW3jSI>AwD`#tGgCw(B87w859T}pFm4E6%h zEvG$Vq#yt%PJ*?kKPwC$3SKP|?d22N*=@6t^)jxW?mMc24g2@D1lLW8kvwPm2e&E`>k4{mJN5g;z;$H=*t7gVDCdlADnX z)Wm5POp^#M&;q2;N_?fuqIZlFWt|y+fOM4>)Ft zdovLLCzD6H&>}4m7@+8`)TR;lZ3Z|Q(Yc10CzCX-d&;>fBti|ZoaN`YU}-gND(ay& zVpn+(VqfT<{^>UVzbU(m7M*08x4{#&PFzf6pWn9aqJ7`DhBU~J_kR6SGR#fb^{Wke z0o{^kF1yK;g2MGGBCf^?2NVZq%J%_s7XA9Y>kbaKatB@N7&PwfMO-5t`FcCr&-U9@ zme?sJ>i?f!?nB^&0t+yC4@f*u#&@75;|7!=2bk%F*OInh8T&2gMUdCced0{SZ|LbG z)v*C61=47!tCNlQ>B1t9{70WV#D$U}CUFI_t6kvCQ$HtL#!tYPpx2_U?)t7?XNtr% z^4y)A&#-Ns;YyPQ2b<2j@Xi;>^?dsTiTXt2kZD*Ye9+bvwDR64Tsi$objifX&ds}S z=&HsT#%hSGjQxou71R|3bq9g|yf7ZbW^GsAY7Amcd~2O;YZkd$7@IuUXzS|z*nee8 z_xgMx;yiivED_w1m3e=gU9dmY+`bqUSkM|x?-?Y_H3a?9xO{K+%8gf7*OilLrckSs zeFl}j@tQ3Yf!|_YEje3JYL23hYh!30GmIg-AMxs?Vkio@ zE<9S)qp1gdL!Smbqw`l(aPTJM35Q_zr&+=U>@de)Y?ZWB#;uQTlsS$iJ`RVAGEt9|c+IwLh$hBX1}L z+w^^uZ@hx;sPaq|*}G?yHcKu$U~2HqYdaUl8@&9o{dU1%YQ4m6htSnQy$H_uy`36;f$xxJJ#S>*n= zktJZ%>_iexcYUo@aWQLwCwGM0rcCZrP1zv*59CwLGVia$!J_8t=vm0z(Q+C&+#x6~ zu!za%YSX=G@^k0O9*IHb5~(IIpJAN)ucI!68)>q!Ca;Is~Lq1OY+1 zyKClmXE5;nyze*uxz<@O*J5U#XYM^`pS|}zGZUMu@5oeVP%HoEX}Uf}krm!V>eQlV z`PQFAGD_2aeljW7@7_k9$j1Nv-S{bO>a)47uOzcH$d@rmmodraF-fPd`s5o<8noiB zub5zu)|Qg+Z<)ryCHOZl?{-+X28BF&LAx~eTI|L_tJt-v9065+?>9N`SW~2Kg<{NO zNcp+mO39-nRdE0}>rn51j^k5u&&HAV!_*Hpjx7$j)RLB6Wg8Ie4G3hz8?pt#+em@w zaWEyhftw@|Jhl$o-cjY0%0@l0o5R2}qp;q*j6nCJCvRIN$vhFEEqA z7_09w5kJHF5O+YOsUxCQa)(KT#cfr+;2L49#G;koc5rbr)5ht)^2EapDQ-)uA_=l| z>q@!{5B8zGhO;W zaGnt|5>tn$a4^L$bof8?orkCK-_UH7W)=zRE zep$C*FFv|(iFgv;##mEtvc(#$_R--rZ0+MX2>o{Rx^Aru;{!S>tLC;@+JY}HgpE7G zHa{OogucniWA&D>_tyKNS~B$RUW9^=tyrgVXR`lw9~UmDXlU*;3cBsX(1UA&Bs$+? zgQo)$o;ea;Vc<`rtDL+t)cl67?`KUyhS4=?&~a(UeNU`Ua|mw;wq-m-Lb5lv$0%9W zqZ=47GqnH6>`+|wVes}^c;uJDY4_#uvoHZp2nc&lZvjq%k|wP2dk+B?QP2@{e)rW+ z;$$F=>*d*tI`#ac5Y1pe<&ta~R@OZ%Y+-B&h>O^G!s#$QHKrumK^s^GKYfyjTvEMH z%>otYn7;&Uh^+Nh%=?UBVj+cZ+voTPA9iwFZZo|NO0zD?uMnzry1uDa%fvKSa@y`; zSBPcus$*(mm-RuCc!A1}+sIVA#ELH8hfHi5gGn~(!AHybkU9fM{c-4nbfgLzEdwcW zuid|)sR$N7^F(+WlS=RgpFEvw>yz!o%hWJ?YVYF^pe86`YZ|}E2h#Tm(Fej^_q^r$ zIHR&NHf9e6zs7&Edw?v39|a^_YT3{hIy#y#LiX1ju5`f}kusf|U0sKnca*Fj(#U>& zMaO|OyHX%)f31*g8IKgibPFW$Loai*gK1!e<|OUyd?0%pTT#vDUWmJ;+Xz3b@*$r+Wo5E4Ct z*93=C4I9DIiRFh*wd0?cN>{`d!Oss}Qt7|w<=c~7oO^EF&4@ZMcqPH?IkD*L&+jK| z?zdfb_P>tdtBB#JfRPf0skE4)*kdAX>GJeSI&5=8Eedl@;~CM=)1=&|u=GoJR5XGj zr&oeFIMd{+SlL9HWC=+137C`!AkQg`vnl9BIp<=7C<5=QGF9JrI~J-sBD&EPdQGpZ zRk`t9zn{^ypm+)EmyyE8<-2kcmi<;Xr*;6QKwuLXvGZ2~KJc-vTszGsOx37GBJL3p zq&IUg!oLvoQFFtF{9?J1z0ku4JW}ja4VFR?0Y|K_4elwa#vUa%YkPAn`xHj$oxWOd zWn6Q%p*K*SJGmhU+O+Gas=~$$uPu zkBLj0FjM1j0}B|e2P9iYO+!X2-0eR~44aE}Zs}_2rz^Dzx_x3bKeS!PUz1q#>|=L4 z2ZiuKNzoC?B^NMcYSL4^DkGjMq`+z1rl`UB-ZiGT#&*tMqV^R1!#Q(h9)(Yqe8m)d z@G6QW`I)J_GFb<&vUY7$4IPI%r}(fYap2uJ)RGf-ePV7dOIi?5i<(&4yEnHS5zwQ} zPIB<+RpPAD3y+(+vXI+ajtY>R(L(6DF1wekM#@?=^%}VZob%yn=t~O%rfRN2ldd2= zPlI7;884V_rJUNKX@qZ&o}p?=$E-32sS*a{I5d2SOSizA#|$hWupXdn*?;`N#Z&a* zM~YelJN4D=wih1Jfx^afl~zN)JBMPV?4=d!!^Jp~+_!;yVZNMn}qg_gFsPq`~>7K}b-6xZ_4K-|*KDXKZU} z7S2z0E*BVn^q@1iv;LO%w1sziK(gy(fPoYV>%cf4{;NLP()tALnp~rFaUa`q3WCu} zBaA%d3)Po>igsU$MMTv^;}U;=>Ivni2&Wtqecfb9%YUz%&mj{7FCT*xLq%H9oz6bHOg7|^B2T8f#J@(#M z+cBAlpoG?XQKKzwN+-sni71vk#B?Pv${`RZ*mLR1+kt;I@^@OGmwBy*W$^Q>Lk zxytlf-CNRESQH@GY7huIU>Ye6He!XdhCY~im_r`tud5}Vv2Q%pGXJhFo%KwIp-^D~ z&LDl~eb^~T-6=>dI&Klo+Uwyn#cO~Jih>1Hoo>0H-hb7_;Ugbg>u2=`RKWxQiOuPmJ~mS*o-LFV9iama8%on%CZi=eWUkl7o!vhoZ?5${^Qv&R zE8?15r(Gz2np}?0|G7(L<@+h8VEL7ByromlEZ#p@AYU& z$(drwA+hAxZ^&V>%YX#1T_|JM3yYfE7o^EBmKFabh{03qHj zLT>>=f)Y8b@i_2(SyYY#K_6pNvT-a*rplJWO)dl~G*l~FUZZIZt$y_dpJ`T=FR=Ty z{^_e4wYY+m1SRh<$KwbBRW5UF4f)6TT@U_3U~yNzcF4TVw>wKSIDaji+D3S4V^e2i zilHSgVH}FL3?*HLlFdU&r{#R!8^Ria!Kf2%l_Rq>DwE(gW9F~ zOA;{J;@tauvHN`S`oc*wpk%2{-uYg}5Z`yG2>NL=J?Z7a z;7`{a@qMu`V$hATlfGhyn6OjK-pBL0eHU{)2cO>1>Uz1ZY4X_ffG?ruG~wx{jxQ9N z-un-~>q~IZFqntp7kweboHTiieT!&SBo@c&>C2aAcFB~m8nuW-D_Lbty@(G^%^7wj z=WWu4U1+Vh6y?|HUUsy=z`Kh9xr>2uAA|Jn6`y?FVdf+q?_Ec~nkm6+Vzv`fValf- zUX9Af3dFwVp?ja9wKC-6YB=T+t22SOF#*JwfHZ{wVnRS+$&J-03?((99I!v{5`<}; z*W_wF@hFM4-reO!oWOn)03X_tx`fw0?bl!eL=XWYyjw)x0syPbF~;L?0t;vzT{sD4 z9}D;BI<^Y9)tQ+XQI@y{n_aiCNp7actEeYt*_^|aogE4f6d?aP`zQ*d`n)j4TAv@0 z`_)?Age20=f%Gp(g`5c~fQ(!K8M7e1fVLh-7RV|R(k^wFhlWXm9%ZKz<&t^G!7MI+ zRyWSWOia9dOw!}Xxa#v>2_~V2v8M5a$WG&uuto{@qmgSQvFeL$exlEBv(IBgv9&Pp zjzjGgOpl8xDa(5|`)YtiRtkBfaIw0F<4k@?j?ETLVM(8pAU$h~DlcBB1qo>iEh#hY zslwpv93n=zAIXW%7+u&c1V78<5G^&)EZuN9FoxRIteo>(NDp;J@IdsUuyMf^y_+wq z0YHO5BQ>;wHq7~)feym`jPaVrV;iXpl^I!AE?i0@|J+S_@nH3EOK`s)lvG$SZP=q9 z8<#GM$q5n_;%8t$P+bM=t<;Ygvu_aaRH6X?se+mToe0m51w|%~o(c``r6fvj2Jhbz zfz(}q)PfL!)L%H?-RECPcaNWyj;R`S7ah9E=q<0k^Fv8S_rt$vGgv8S35qvOnn}y( zSj~svf1OHWfOWHJlfF_cWU8+MMaB;pcm4Pg0emYJwo{hk+2s0a!o}?cuBoKtBKPhT zd%44xzGppnhC;6rCp_*($3lExLi~;+4(L5%$Yn(LaiAXf+=ToGbl6%eY)p}$}3a9lPQyD+(IAZys*3VyDI*<-2O+Z|g;NB%Q z^3*w$DR{0(t6}i0rA=WXzpIRVq{AZZfs)sDl-%VG*Io^3(=ex+=+gYzt2}|BZT@(x zPqagy=A_QtMmP-E>uLVb6T&B0by1+D^Xkc^3;NzDxV_g#!`o2LQ!tzVi$#4T*@eS<424rpSOb{+zw1!z%lWlt4b^LP?F~Z`mEvF4jjU*?;G;2Pv zPMwN9^3P2QUFP>kdzb8p0kC5Q*>B^BA8uOp!)h6;J8}maqW@4)l92W@hy>O zhoUD>4dhcj!QM&9%h?hE#>aD9<7`~|Ww+CZ(d_^<0JSZ4xD)3c9mFK6@Xcb_uq5I7 zL!K4VAFNwa;vJJFdOV%pB8+z_#ijLouefWyY?>Y94(#R*2<*O=M3%*n(xlwH#_f4? z+JqXpw05y8U}BD*A@R8)3t!WFj-bP&;=yTX#!ip3VR-8E`|2-P{wAp(K0R38U7xtY zaRp9-RY9=az$cd^c-?5s!nR)W?7~B4PBD2B@SV_FL2fF~Z4$1!KZMkRg+oU;aeZ<_ zwWS^p&tQRwItjr5Yh<`$IIxc%wv668A4A4*XO9U^!zab=dgkVxZKlkI@`+f*qDre6 zu>vCv5{NyC_i?C`h!0Z{2HuUJK&^#DP}5o@BVMS7y?juUiyjUlL*8SC)x0D`;ZyZP z%Nj9`tO|j)%cN!|RM^@_{=A{3JP!!p+F5wrFtn6NHcGdwosJ7JsGNL4ba1%YTa7g# z*MP;N@IsWSm8N5yO>EF$c@k1L38_WLttmiLB$(n`eRkt{M9)5C5M(YVv1o60fcxxt zIzEe`u(T>y`xhqk-PbrH7KLj%N1c*C+?91t5L|FL}*G| z3DZ?VF&0@YOu5HI&gKniLpkL*j+tuJu8Ki#Pb*ho?oHs1PiMaCD)QJ~#01vI)eNNp z&1I4$F=txuAGDA$T8IfPM)T@}uAJHToU9uE^MaYU!q(Ikc%GN`mM>MGI7 z%eW{!eiV9{2xd>@4FWU^bt3U$O8mVB{I(`DAx@g^`-L4JaCAz}d(CN5Tazad#R@7k zSSm#L+ZgP2Glnk-#O@5d2qY~wc0zj9HKU$(VxeL%Ta zK=)(1i8SYHhIf2}>loNNB~Xm@U`$LU3=g1J8f**-XT7chIRaR%dA)YY>$|?f;>@k% zx34MbD%8zl^K*88eV}|@_FuG$NL{Ksl%RybdLtjUEYqI7pztFwG3~}T7eq%rE@Rrx zhjf{jO^L)zvBZ$$$R?(@wR$YKBTixI1QsVipT2-*EO^hwu3$K0^Gub|`dfaAL7vX5 zS9-DVrm-OC@Sc|m7-GTb$-NHqP+Fd`GkWGn>>d_MbDtBE#Mn6iJMa%#xvM zA^+(?#?GV)KI2UcY=c)&vWlyOESoo&STy{ciU#M?vG$ydFOa_tq9zkvd|DSB6|bbE zUZeYJ>W-s#Os-{HSurMdDJC8|uD?rd0RE`uUFdj(##_?{lPOKQ%NDub1<9D-9>A*y z46SM(et2zmjU_g~Pk;p9gyD3!%6MPa=@M8B3@_uel<_)5eA!&3X1Rj!MxVt(W#&z|g-I|6UahDsj z^mgOnu0?ys_yj(K*y6M1BiGI6t)KE;ENkN#?%6dGloUB70yo%6R|sa90o-8G4h+Nu zVtwr9Lv5Lxie0762OX7fl@-NF#~a-r-XwO-bkc$Fur<%(14+jI&LObaol z1q~b|FoorPx&8139Y%UfZd4{x&a86WNt(Vhf8nY9%jsrSVs$U!iMF#9>0W zZtOQGkp&%8#aKJ0VrOY>A2eU-vfLT~KkX~ia4@(g2fOjShm)P-pyE~DRD!L-eMnsb zq&9&GmI$d&INz;F6lkH$R4v|PQb2ph|HjSTqiXh?Dwtn3$`VZBrTN9GUZo~U ziwWJVEMb?Ij#XL=@)Hfc%{sq{4ah9sMISs73_M}Lmd-OJ#d+`EzZwv8^>z|Zjr3(< z?xq4N^$(-@k47zOdkrVA6-zlqM7*&=Ilo4s7}MA_I1fx=T0#Ozm%e?3A86?h22F*$ z9>R~ZV^MxH^220kSMCl*`SV9YQ=i^PCSz;_wx!uWD40Ct8kfDS{<8n15~$x#+ z*$wBQsu6!Gv#4xMzAW4M#;bTWWtgaH9y{K89vg2O8#0ZJF^^3;E$fs2Ea9N)utb$; zHwRa~!aswkbhoM1N}t`CW1F(RRZ)ObME-J|>K#3K+d+7z&{b6|JixRvFfg)@$(G;b z_cy5D^YbU>XJf5-zw1!iwaTqNVNivFo55B9H!`mgBFTNNr=Zw+6>Q9lbC3NBW7x^- z)wK(h;5|m1Ngb*mT(ZuJF3xDIv%-tOZ{WmnXs$FDiO;XMTwNF1Z&EY_gnH&fBO&Q9 zA=7cR2ceHGrlI2#nVy|j$D8~c+SYfnJu)7$SITDHXA{WmoHi%yVvom#8&oQ(i!Od+hDW?R|3EfkLJq-dB>+17giEXMqxj2&$7&B^ zf2{VVfNX;XhBVAf)%$<q21g5^r;Mgo|m^1tQS7g6jmsZcX33?r_rgR~4_85$rN$)Vqyld|Txol+>9WedSuz9bj?5 z3+Fdrz<&zw4I|^<_DrR=Q^_%uS8;v)Fag7ze=s9n46QnW@ISdH>*ojG@DX3n;U|rXAEK6`B+(;Y*W>S)L>@@ahJ568N7cm zKuj1QmJ$#(NkD~6nc@>^xQ$;+N0F=6|rnE1K*ql2GLmOnY6a zZd!u--4){N4)Jq^q^v=dwm|Fl^s$`2;`0@#C5g()T;3b|QY=ka8Ij9JSz*P_=YE~Qyf^J&cq z3d>rD73NV`)aGIpU7}NdmAvi@HxD8=UZ`aCGc;(->u$~<<2-E*Oq(+|S9iC|?R z*8weJ8_5~5zK5niSiIi^eHgyBE@#8sMCY?_dw1}vMhas$716H8F+<(1EX%W+ap|$Y z+o`e?ajGEga%DPfs5KFjDHaoQ9NC!kwhK^MVdw{!R!q7_P=1xtA+P)EkPT+|I6vQ& zPw*#`k&J0KD_O4{d`dja6nhqO9NA~V^KfK^#Yh?=!M4GSAl!kR*6 za=}kovC=Lo;cQdNyli!Sb7^77EFR(%a_v%N^*Li2FShg|7Aa z66tBS6!GtDQl{HqzVno+?d-=#fE3dj_NG)#Dr1rAV=;kH!h+15IV`W4x7QQnspu~Z zifL{2H)z29{G&Y~WVt6k&A&7!afhaG*eCm&H+G*l9*7=qSdVdo!SmHwO{|a21q1i} zNPwERQyfaTK-0I%vclcm4@k6oe36MB)ksP5^P*6`tMHMqAGF5jj<5I@J|nn0F`CLv zw9BS&PoQ=@2j|Ft^C|=EjI;- zt3F0)Ek$k28-iRS+vSjh=>sKTf7JT(lAFDbnOYC$wwD(kyE$??1bj9qcw{9U(}v2z zfa#}I1l%IX8v@{E;y=7&bML$k)#7-~3e}2Mvh0<50&EACATfT8@B>e;%X65?xea;*grk{%DrV)iz-(sKo|N8&V|Lo`MZE=n!8& z4XLAm)S}}SB>)ftrg%1tMlGoL;_DwblPH2MBs~}&eys3wc9niy`n|Q;ay2}})1do> z{i7ZypTvtyvlYN8bTS})6>~tErJ3uzl#S(a6Hwh8O1k%rE=MkIH!Zk?E{X}0Pf!^N zKRshJ!bUboy(|l6a6a@`j0bzk# zRE;Nx)osa!V9LS5H)qqXD3!m>TehejdAgk-nkmQu5#YeP#o;Z$LEy;7wj#f8epE$Q zJ5e)JcsWeZwe`cLw*|(f>UKwr1{I8H3V;-U_;mj4JzPNW)F?hfUjC-kv!6bek8UUy zeF0t%t>{@=)AhF-h6jOc!qMi$YC^%9!a4&~&t%*`pQq@DFqj?wyB+CDYB@T$5Js^74 z6|cUb-ep3Wxb`rKHsZhnL+eXL6XjII7MtleDob`&Ui4f6jg;3yNtIJf4oa#IWzvVT zs6&~Qo?v=Z$Iue5DK+sK&OagI=L+Y`qV9}+w&q+APv_cfNe3K7DTiN}%sJZ^Tp2j_$h`?#tgKU@F6hmEp_2!H31-LkBA` z*4nWfwaCRQzdZK{FjBfCynw?~_PPIg4-Y#(5DMR?+CvY^J}7CzLSGw_GLg`+dW-vz zm?#5p0H;xygVZQ-pwOb3uH4f6!`lSas(SL|wIJmgtuzf_(z`3}Rj%=z)q^VVRq~gT zoFvJE;<=!iM4Rj@F-j<@qLv^{2db0s6minh~xil-_A=QMBuWMwd8abyE= zuqx_()?~3h#(Y^F>%K*u7T?Zuw#MCPQOd0;l6FYwAr4QMJQ>HJ*QblLtqmt-O;l(l zUDj!2l%kb|ubzifYD2MKW!PoL_xSMiM?8<|s@#AmQeh_=%6`y~bK&lr$k=3O)>&Qt zz-|jN(pPqxEcNOze)@nPi`~_|)aG+&$JX8LtV*e)fY+h$-6>K^6N#)dL=$Y3gC@)B zkiS?fW$@)jVagA?fJ7bKd{Dk#GQ0-9H$_NPO)_cu)rG7xlH=f6>i_yIDxkx-n52lu zTw~>)5V>o%G_-MUuyQ8|QWjyKmiRH8sPg?ZrqSWzoKIIAhVu>%i_Z2NglKEidgpS9v;wLzE6Sf0{RLF z6x@R`rYdij3=?Yph)Cf2di1HYb6Q-LIXnxRk&Iz)X#CeHX1T7PTJ@*RJgAG-s{Pi5 zW8JW#I-1Y+dPsqrz$2*#CO$(+K=Ar44lurS!k8ZHg&eC}aS6r8N;k5UZ-`z>i+OE^ zk$vv{V_F8Sp(SD1pbfn6Js<1|wm}{!LR~^oP%N@fFbq6bU241|yl%l)&M*e7Djk4P z02*eJu8&W&b4aT3YdW|H=X1N>dCD577|Jii_TJGeW*oFyu7uQ8LF$jA@_aYtsnMvB zHa^430ehFZd`JZ=Nukc_r)D69}X&aYrRKq+v zQ0F+;Dv!pwz=rN*VlkxM-!R`yXl;Yv6Uhz`DLA^Xe%;;(%ta8Af|yqHu@&JuOilj+ ztaw0=tMla978a`V9kj%#-*S#hO+p;B#y<5-M zlHQ8w`tCpEhBX?#cguSwx!nqUDLj9o-Dr(ORsZ3GyL^b=Jm;|aj@e863O!U#98f$y zC@DMCTb@7w9J!Y^;iSe<1gbbBU4LuhdhuKOmr{O?G|HRNsctVE-cOorM#M;1VpV{F zsFPz0dm#r42*7YaE-+YMlBjHq;^gP+R3fQSdeLLR&N*Z_^=fH$QKKaoiXDTA7l8>o z2aN^u0w3;zX@~tS#ioGW3p}chyX?4a;pe2;4#;9CSMSjzStHh zniI`{mlvf4;>`&fwKzo=<5+A6hnYgKmhVkq zgo&>1+AhL`E(~@n`j^;!KZEH_hv|n7)<>%nEUL3kWqF*W9jC5%h?q6l&W5(FFT`o> zONGlY82d{lNmaBNt)!2Q^65I^@K_u@z_Gpe7!u`+hmPywc<^P>VahWh+l16}Z;)Fq zdL>*$@Pk#}bk<3Z(5zQg>_{oy&PckUaDY{%UvhA4Ou<(UqOC{pFUoq1imYUuV|s=Y zsM3&nCBQ-<3`futy7nVDio(^}v2*K^Tvf;;;d=vAVZz3({)b8fGxYdH^Msh``R8CG zGqOxe)vTB$V}fJ}d;3!j4$(IQv`@i2XsNJ9QoDpl`ZJ96j$$#Qsb02)t)xv=PRh7{ zDHm?UC2hxr97kUOv2)+}@XQoP6mi+EH`oLz>j4gS9TScULaiUcoMqBgxii{JTpBBB ziQwr6U5O-2u_Tb=$R?q;C4|aG%zH9K?pa{ukPKBGgt9f>c)9#C)XBAz{LWgB^6j)b zC4%j!tCxGfd4xtnd^sWB=t$uLClJ?R7u3Lskq>bf%i6j+(s%BIuqNx^gmnBz$HN`A zs~_53n@af_H;AzfFmT8WvrV|$F(7?D#Co(}giLz&3C)RtaaCxd`1mcR(j1R9zg;v= zePjRiCvJ}6F+7$F<;4)}QV1T1VhHRVP-_ngXGbs_wFpJeQY9^zO$OhT=T|AHVvH z5i%)&xi|caoLRnKA0W4LJnW*y1ivCkTmY!D^yJc-VrGTa6@%aOvB^5U_6C6mJ8ogyrD{!YwMHFt|i7o(S%(`MzV-Ap5FoO#p_h0lEo&~ z$7VVXV9S;|VWh_41s2elG%&L;OYdy_`1G2j#ug)JIK%JE(I^{9))*^V;*T*vKx8pE z#v)VLn3>{T2bvVG0ss$GXl^S$7f({O-LroF`no{Hhe;D7x)S=}!BDBA4Fm=X)zEqV?2+sfGnkSzu?~bsaoIC`Ao6;egzoHD2gY< zG!u!zF4W>8W9~|)F)j~NzR!9QJ>9T6e40ZP@ZX4wwV%7Lf<}2k?BjjD?@d)9J&OjQ zwT}I2t(fY^tu+g@R&Z^*n->P`E#L5CDc!w4o5bjcuh=^iPfnz5n=)ykBt?EZku^oU z74jfFbiNS-@fq09d!KLM9u;6oAl!)qB6`)Zg%c0wA8a;nSmLTBEj|kbIF$30d`Td$ zUEl=CzQC5gDDQ;1c27HDwlIb?EDDoIiP4a$JJigDmN^C?U!Rau9)WX|Me$maDK5org)M~}FlOwcC< zKYJWg60Er%PPHUykxkAEv*-1;=MB8Y>n*@bFkte0BW`2oTrpLnFfXZ*aHGGBV*U(* zY{c=pZ)3>0r)Tme*~q$0KOaJTgCKrEFu!LIzo)mnk=1h8jlyIfT;j5=FUdxh#`(To z$AAw?W}WFUQ+-=-X3$f9i0s?68s%R+8~n0}O9tk+mGbPWs>mmD`Vb3?yM4P;-}+|H zM#OmH_h>qFYMArJfPrx*-WcpJ&G(VbGOheG z1p6}t^4S~G2S5bO7KD_LrcIQHTYio6|rGTY@!!XS zBEZ7MHz~Ny?)Rq9u2+NjFjW@%k(yF!agLeWhGV+9X5!(q4-)SJioe*DL~@>c4?R2; ziyNPtvjOwX>6ZVRA^v-sA>a51wK*WI^wV~uw`-QT6jh>X9-M8LXf|N@p~xk#=&AtS ztX2Ohae&G}NgRWovMUm5;24Nf^sLU>*@zIz=dG~>uEeZv+v%nyVPNJ&dAMXHSe#7n z{Ua>=d`!_lc5olTVX6|eu|F61!Q5uP_3o8I(qg8suQGhG9)YUp%B#hdEOO+0X_{`H zOt%GdfvyTLPXT5OeS8l*wN#j%FjEqz&u(_3zvN}9q@$yYm1&$wiQuHh@*|>6TEi@9Ig_9!_^CaPc@)i zYtS~p*-fUukd~M+v0;*7d~+OQY0p`9+=J{_-_6vYZ*qsJLwv;`-XJbR{KUXn${EtG zvoMcAg$F4O#ilKcjW>cLPg#_hRn{6ADrE`8Hvo3bR`N1Ig>?G85x64NJq0|ybT(#v zs0S%(RD_eq5S|NGC$oWv%X;9m$sx3Vt1sV?Qlrwv+bdQ7CbG{hiR7D4PBp`tEYI`pc*~5B0T`pxNh&gmCz`6ux!x} zyB{H!Mqj1sYp9CUi*|8ks*83}z$@E_FpFA!@@cJwDhWe*Lbuk??OcbhKxU>gW>_pUgjS|jT?QQeCOb68 zEI9X(HfqU;^1xL_sK*p)e8JSWP+m)Ny;NNP=+V(sbDQO5z?G%`!Ih(MQ(Ny1xtdKY zj%z%#kxJ*`_a0L4wqr@>36af=@a}PDCmE8L*A%1C8nrkl6OM(qj6ph$;r$Uy01VqI zj?qiEJDxS)_eJyO&oRWKxw4g?7A%KeKVtdOtrS)>N0vDN24-a=B5m|GQWLFMaW$v9 za51f)$M|(ChL=%p|8N?-5oOBz{@tTp5xEwzgc!YDQS`S1_xNup`LxnAJr$}D2 zk))AVOX#+5CeM2`nIG_33GD13^Wd!=`IXH7`FYtp22GZKd< zieHz>PQ4^XAiCALgAwc3ooXH+)1A!*O7<` zMkK-xjyOUhhLDE=>U?pdoehU7Lg#MO>hcJTnHyqy12-KV>8ODeZPdFM0zlga- z*;(>rykVS|zgK5Q>lwS0K=tGk5_iLvddk~DHeT_;ohs{}kn6J7Rbla)RhUaKi^PAm z4!Ow+NINLNAeV7N{*UcVL&{5c*v7v~)o|xb8Yy8eNjc+q8{6T^)igS4JCHqJ9uCV)i+L4%-M|Vf&Wqj!SA}agI(D_s)|<)4H&Guk_T%nER*rbqhNkBJg40U<`dW z22m#zx2Ed#I7h`(Q3@)Jw9U_~!Nf$zeuRV70vM$gLmf|sB5Bgb6yx4jeYt?szwBd% zLpqGl1fm@u()ScNkeI38;(GZE0mGoiZw)qoe%ElToFhQ(JUNL-Y zlLbT8U|mjH_(o$9-`DadaAh!+%Xk}QwleWls1ODg+%sv2rYf3jO10G!l-VP2F=E4oNv>(oatncvnC*i7!&{oV8( z$=-+a{i@@qVw-P_Ah@YxLz$#VkK?=)>Xe1y`+n{2ctb$LHP2JdLh+}Is0JR=kOnmj zS#IT1fR9a;m&j6B?pPi{(WArQR#DT#1}1*G6#3s(FZfRgCB93T80C z+)p$&sZrj5y>?cNA=@?oy?b)=E=tx4jkEX>fi`N)F}G8)nEsw6j_pDig;bsskp#*~ z(s3ZCSsR~+Zz-_`n#Itmt;Y)3~OP&%1MCi3kC((A!mM__#7Lo3_ohA$S`{T0KR!feE2+!}`2#1lpHw&s&82=oh0Pj`=yxWi3@&y_G!nz`?B3J2j zFM;2Dv#904xBf=YI(anfLBCfcP5R2Jiq$U;<`*lF!hQCPijuKMD>38tVraivuiPHv zsG4+Gcz^VVrZUFnSq-(T)>ch4g<7wc3U1yx=@c7OwR}*$UxqW*T6(<76SI}rU;=4I!3 z@;S5R4IeOrN;k$u`ictz&Ua^TK)r5@URfHi@w{e{6^hT*8M?^xNvgrlwhjB8<70&; zOM-}JN7%0oCMAM&8AipV4b&l5s2s0&OBjVhvcYHTz|eIbIeO^21CMSy*u_0N#C5>7 zU7VSt*hW4$dNmwpi5U!W{WS(-1votssgVfKJuXl8zy}TD#01|_TZQz90#k8cJ)G$8 zA>XZ^L%!CRE<~EAFwVSv-lp;pF<2c059Sj9N*&jR&cc)FU#|fsiiyAo1d+IeRm0G} z#VJX;gr}n8T8aTJN@@vS4;iPR$8{ zk4{MnHg7eRWiDD+$0FC*nlG{~*x@GF?hBMo%%ZGs2xN~VkN~S971-ctmR_kQ7?(93 zxMZw3e2qJ{$W-qFu+0rG-hTD{wa3%2i|9RP(r*Hv6h0NcpdCF~K^aHY?RFuHvCanv z6VKaYs5{-9*0T5DV!2Tl%cl)&0!_GVaRU#e`P?}>{nN0o;aLksRGCC)ugWBAD(~cs(X}pF`O~8@9xH7mDZ`6FR!Uj zjXv%soR0qzBiLtFHFh*9mnPlxg<y*Kl2lalYNb`^t*tB8z!bIRRQ^H-@ELfX~n z4S%vf5(+PkS&+NhKpB#wD;V{PO3C~U)PV+E+Mg%Z2y>)Hx>BXU|7BCbow~!y7dalg z(%={2kW2V0jmX?q#Xv9ak!Fi;@pX3ROS$xGEOVU;o1Np65ksq%{|?&;Hcr3KVA%GuJN z^ivV%8#tq(3;kDY$QCGaW-?>8a%Q&Nijt5U3+dba8dc|7!$XWXw&qGx;WY=MM{Bhc zHv4cr=|{-iAZ(2(Q+})ivBG|zDtaaN!`-thxSv%N7#I8Nloz}hl|~7?at~&VRgm9v zyPmCh9hBL0x5a#J#+u?nR^s-#drvrgVpKvHuj59*2U-;oCQBhs>m*jl!k*EU*S32z z9sR8u=)X$G9@b4Vem(gBI~h@A+pBH&ky6VylJ|Mx0(*~J(XU1F8RqIi+$XIhz3n2f z1ka6t$5uaC(at<#+}@OKe}A;H2j8d}LAo|{Z{bFuUzmg)S(p#k?q^&8*VrPVTUZ%8 zjD~0IZJ+r2Hi;GLrL+$Mo+B8XFT#7f&+MmejgH*EkE;Ni)3N{PU2xh1;XUc zktFT+b?_nwKNAW(q+w7x_vo!M$Qnjb@Cp@E$vW9bb(24@0{+%8h~9F9Ng8+;9moo# zu%Z+4XBvT&)ZPIB7D+nyK-zj9$>=;&(~LEAcx`(B5O@1gVK#E#MFZJ{O7o%~p*Bl7VCq5m&Cfg8%z^i<4VkzxQi)rDrx8em5&(VPl8!#9KO<;>Wun zEu^S{jA#XSioWpx4J5zjQJ2$tS8*RQ==sq~k0mOd<6c*sT;G4UGAIB3_hopI?W#*B z7Jmtp8fxvgQOQedgXlj3D|d2XE07HpNYu)LZMuUz-W=&-_5KrU5BB6ANiuli?n1!tQo(MA1x&Ud$uVVIdg*A@)n{)R0 zAL;HKxV)dQ`Fe8;IsM>X4svR5$HjQ3tKDfH|2L*ycCBLk*IJsN+&|nTI)?9mR@>kq z{{d3(Zq__pXb;pVs_c-3^T?)bWI5QV_xtd-Z;|NSI*=~@vWJ8xRr?&H5vuU|rB7~> zCD^25^@9_Ic@XdpU6)4<^6(J((nDdzcR#TQtT2E>?E@4n3`$#X?pT)WA-SbfRyS=r zOc_U=a~#N&%Dp+M1*R}F^y@btLz{PC^G?i4H5CWOHN=l}GxdvQv!>G5Lcai4xIs`y2yc|<#)A#Gh3k!?pcwu%KuD(uL1@Jc_+LfI+mua+h_9}S<* zkBFK7PjxP2gV2(uUM*RM*df~uIQ~HK65}I8x%Zt!ub}B3j`ijWI5DV3v%#aS)BE4L zpc0;~9}zn(C3{9Y@VmKcc~d8@4^n>w4e}!Z zMvf%;zONf?^fh-uevyKIW)&L47f!syKcK1rK%sI~{{D$<`3uJ3Q}}Rrph_2j@_3}w z-On=|MKM0Vc4NyZSq6S~X1Txwzz(R7Vznd2ej>ZAn(Z!+|Du2Wcla4|gnS^f@|NTs zQrIZ56Z>~n{ndBr4n`+>r{PuLF-|AD)B@lnXec>q`1s#0?)iGp&=>i?^a z9x-ODGt9g&L>B%7(L3NFIYtYket+Qhe}U_JR^KI&%~%=>76zYlNmTz}dlYj2>{Ja3 z+b496`g%B!XVHb)H_E#?cX;rie0ptdDtT|-k-g<-!+>jVAx-;``W#3Jy`!3eFUb8P zmDQR>)Qel~SyYQ}`Tb73#QA-%!hAG3EHH|G1#7B_1eK}9q4jIoQ2_J50}xc|W~mkA zoa~@Sj9-t?eFQMPgHcqg20N$t|MJeM@0@_S-zD}1r`aQQj{{JYW*fVgNONSt!dN!q zzeIZYaP1?|`7};|>Okwlk?|h_p4Rg}$!hm+Jw{zBX6v9^h;#fG1m*vO?&mabwe{~- z2XGYtK%fnvcQOCuLyiD*L}7S7d_enWADR1{(0QUupP&Mh1)d%#{N7#x6#I7*1*z=v zGnK!s8!e#Pk=_yLd=sg!LiQtCrG;apwg6E=OPqgA;t*~JpkWZwd|P5jq%?|T-@Baj zvs0=WjFOzJdwqa>d-Ic9hmQK$8)IDXTs1UCpg7t|Hu7Jy2+NI~($E#~o9RY~327(p zx*Ft5_|iHY(Tv<1Megh&X=Zgxn$7W%3v*@PrY1Z~x8}DjT zlJ;4Ykd5#{Bize*YJ57GrS<5paHL;5;UC3&+%2p4yoM(pdMN*C{-9G<@uMK7iogD& z=UCVr;J>;5kyyonxAO5n5~8qs8#PIULU$4kSN?)Bhb!7$P}G(t5!Ppv|5)~9R;i?$ zbT$4hQgi2Pr0n{BY9bBfJKJpJgxm8xM9j=+MM&BKw$3_}PEuQyN z;b|V#Xm3gPw@P# zLM8ZXvGV00_uizkx&KlT=Anhp{Fna0lcMtk@T*-w$=_q)*mvkWytgJu-u8P_oc;~G z{AZf_-*DWQNGGI4^!$G^5WXNoaxS32#K_rB{ixM2spY2ykh5P9qP1nTShBpcX59zR zdpVCRGn@caFz00DMf4xkoz%kr9gE;cZP#ryMA_J2@haS>ivj6{1}sQ>nW{;!G5K_Kf6B$IFf4cE_fxO$BF z1La7PN6W~^08^y9k`9o@GDxJ0e!<&4qb)eYzyiSZFXX=sjenoUiTWD9subwP6CLS) zstZA9>^q^nl|A!LhE^dbra5XfXkv%lc_+CShLq-ViNlB;aE zg8RSef=Dedz8}pM5fhujkS;7WKC8P2yE+&sMOYiDI52l`^p3y2Q<~bo@U!?-xYJBB z;iXtan>`X<#~5OD@x6Y27qs2t*QOn7kt6Yed&m~)1vewV=LhxYJ_GIq97oPS`*!SA zpnw=9S(N}h-8qr>Xt4rpD&TMeD=MP{`H)Y0=RtyDvc_Lh?AR#1=hclM$tgE}`+yJV z&SPD5g4P_r77C`(tmfZeYJZ|@rwJ(fV%zop5g%k<7xd6YVpSS+{)3HV+-;%4WGr|3 zfuY(F-0cNp)B+65EdV1Ib#tIs9u-jQA#EGg3flgp)d_)*vJf9seMDJ^m8CL>*l)iq zF!ZBIasa3=fsVKDjwUtP`|$5Q4@}pA#yO$c06~Wjpc7nrTHr+X9$yBK9+XLpV%_M( zMgDg6jxT|RfM2{E^$2BmgFnV9dRKtM@YC#lFc*!CZ;S3G+MJpH zBPr1w5^YDLjm2YY(uA?5RPP@bIXE^C;eBKXL}Bug{$vQyo$$_sCm|<%Y!K(%_pWT8T+ze+nLfsA zaD+oH+Qr;**7Foc=6|@DjclDvj#~hJ;UC`>O*Fvj10?D{Mxy512gyo^*!~l_i{?J) zqPkUj*nf8WZA}t9_p-Qh+;1ZGcO4%a`qJ5}p2edRG5qxJPJ$L=y{_xNpFT}rWF*_tzSb(pSmVc98KG5u z!sZpBBkp{cf|n&c3%jltALp$=_Tskcf4~d`2g198WdM-XJ8@I@;_r(CK9Gif1;g`2TLmO(#EUOKbznw{QZr7%@6sTwQL*i zDoE|>@_?h5)Lx`d^;;&mQ0R!86W3+8Bz>FPMtItBW&7!Q`;&sy!8TrjyJh8%QDXy~ zo32^(dtTT0i=cG(5nP7LN(<1B+Jns9a3GJzYr8RGK$j?45$uz?HhKZC?-nl=v*>$Q zCXN8U1miq%Wh9U$fe#lJH+?H=EC|pOQL_5MP6kBZnNyD^NMj5Tu*`#mUcfSoBpOf) z1b!LyH-6|`o`iFk!}ED>Z>$L@X6&~&AEKJMm^ErD&tWR_P`}UoFDjIu-YlWkmgyaO zbIhCa<5H3_E@ZZrxb9m;sf(O>?g>G)4v)W_Ccu4Zb_7xe?<29;rL9!bS6)N`hF&Bu zzZNBNsbu<0w!5~Hw!tesXveH&dEL1H0cck}RDBL#aME(Dv>#w;WHxANUp1hZ3A}iJ zJl|)VM#{>*MfIx$X30Q7!}yB-7lizE{S=XGudUeMC(h}=sZ=_dwyP-QzhWaeXG`ZU z;$BCOEBV{BQ=9FcbPdd8^NDMpq4u8(=;51x<;v>c&J|Mrz+S>QfoA&L_Vnt|GHPxb zy~FfJl_`3WFm9T=_vz%4Hv6|vX--mw>L~d4gq;uX{B2;MVXkjAd{{dCKFke%Ig+wg z3kE&IQZRsdWv@?NUHJM~eKE5Bk^80ayAreuSC?A+o=gXh`1`|L7bP%irl}0W=^Nan zl7}9_8piP3$%+yNwA>@+)j&Gk_iD_msq|qt;$2>L&4}gk5PC$n=ZjK4H(`+(qGvjT zORhMVk6s+fVpG%(TF_Cg<@xjFHgw9fJtXrd+#}!=PB^?dWuu$gtqjRa)`BLV#`Agq>v(aw8e-F$288TOtd8ICqqTpm7OqPXZbQ?) zh|TjLxw;U4G)n=RMMk+J+b+EGQmetX;6FtQy-2Cigq1n%_p&TYJjl+~bG5vR*9dMF zkNAhGcy)L|Djf<1oLUh)m4oOQ1qWN^Wn7TO#qt|F_A8TA@7Q0_vU7ETtB2+}AMiJ7 z_|L`pu}vV(V$JuNXZme+{P`qRk#GvOgtq0$+MwIr^{A_DLdtXYU?i$BTV0HT2$Lj9 zUVu>$wF3hyl-UbVW}mOl?C&TPYGiDagO=3~j*tUitB^bz{rH#YRY?GO&=LcI8?kLh zG`M14T0N+tS5%JqH2CZ@5!*y8-IdcQv?!AoW#_8Fln?M5!5eI_FC8Cn2G?qtORZB1 zK}{g5ML4ZM8{fUFu*r^Y2L~v^Om8hK^Je$;Q#xWB-Wi@NK-K(`5k199n=896DU#Jf-=_ z5*g9@B9G~izG;h9eJ#}HNV=voO9*PT$FUrQ{>$!V%;iz+(3+hL=%8Z+fj0DTPh=n_(ry z1hQ%{G&AW2PV%C1e)d{EpZK;n=9`c}i;yS+`kN5}V;RH5PK`*&jtB@Sd!z|WUY!{v z<#Qxu50cQ2v!0c?&aUe6-OF{oP`L?+fM!D$nIyzQTtVy$7kPDYTy)>v32fG5(lOF! z3I{_ba`bYam{)rU$6orUMcc7mVZKc}7kGvcZ9qQk{YdsYUS+{PyaGF*;K{rJ`sb}Z zK?fzwyy{ac;2wvMa;?B1<`qDDf38K@NV@0uyE$lQU%g=-cI5#6Rjj@=HiZFGxNYl9 zqvw(^EKgvO`ib%MwHy5a+PXn{BNVNb0h8t4(z=?}0XsMVlJL>;>`bqCl|QhW zw?X!rGw9+y77J{n{IrCF>SA9pdxEGflIl_gy6dfi9mw6IpNFCh0=f)G3Y@LOJEzkP zJf8i@Sfu&o@S6}IUv4r|@Zbj&rzbBgTE<;IlxvwkT;h7z;l)HAqK`5I)b`3f$FF`H z)q*B3=6hMUKnM!tMLj7Z?r)Srpp%nCoeZ$wNGFM1Zlsg5KqqPQH`d9JQk)|mhshj# zRNIi7QaF8xMNv8UMkHM=3&ml9qsr91S189B49d@q%rMne{-zk$IBff4(p4ZT&OHB0 ziOeyn3j0Eu)gV)C&o`p%Y3a=F2L;f*egR<0izS{Xw?CDxX`2^VqXs}30Qei^qn(d9 zrmI?=x*u}C!p$R)6p1iyw0RBZmWiV5b{R)GhtO|?7?(%ff913)5kMx1L;>@Vz({ZM zi~qQ?C4ef(^bmay=(Pju1Uwl7DOum0LBz2;mp~kT@jZ_IED-OL*q|*F83tJ%*ubs~PvfJm zAbLYzjmrw{{{#O68oI-|5p@_RA&S1gW4I)aBKRX%DtcaR)GGO?ByShCmuL7gq( zQH8b+=(1+dIzEEST%;d51U8VHa1aF?Qph`9kU}ytuf*SyLduEq9Bi}Gg2IUcBt=K+ zasaPG)*7buem4LHLMevt?|>7oPjVxToqpY^LEk5FNqJO@=$ z3cgTuk~9QS$%J9Hc@km^!9-J(LHw~va zOrK5)X%+(;EJa_sOuL(2Z-c{LOl7VBwAjVSUc5?_=T5w<`@usl#>(&zTqk!{PvT@- zYe+}7`76{6PWGZ%_E-zsW2H+w+wUU7l9B^Iso&IQp+_U(_f*o;pd&st@YvIo&c7|% zyc;qV>hWg;?vHZc(+pN5-lZ8Vkd0&w7jRB#pS^TECTKtk)=zkR=?)b!%-dv@cww1R zOecOizG8X|msw_j@413Y5)4sc5kOyo^J@naPFSOA!iu^^4#jvFx9$9jlWX7|m-R0y00Um?kz`C_-p4n%D2j>m77R6R z;UsAqsTgB`J8sd!8P-)iatVBKu#aC*e>pB*r=tMLwJoG8*~u6l8UET?tKah!HnK;z zU*;6HFZ)Oha)Nu(_e{E(!mJ7(^3TcT@qplf2-(nA=Oj-~9*W@|O2r$agrt;^E~6&$ zT9kzOKodiELK82V{eqtW|CS+*jiFAu^vshawyBO(yd>hqp!gPQ(!jFTm}Gao5Ot6D z0Jmy=@5gYtJZb-OKqSnw05$iJJrgjPQwot3T$e&rjkUEfv8X*+a29mBnsjF zFa2)wCuwBizk_)T4lfazQm7NrjYhEUMX2e1@1ednNbmU1*jegjEnqEOL}05jD$4TbRgD``$oL~eCEX+jY{XP&CKr4|9BRBE zLRLE|0@*17&WYd#8~C9{%o5!ZPKY(Fj2Ztx0Bu9cGA$5bo85IHyKA~~=4z2&jaxY= zu_q~k&s#HjTW3a&^kg^%3#7LExIsc^iG>#BuKN98Q=!4q8`BBa?_d1uO*-g8#E+2> ziLD4LIC|3BHNB5#4;2rU1+6tIz%+y*SLgjwrc_ujH&9^Qzrj}2E5xh+jkqk1V9lUG z7Z*aVzr^PRSU`9k|M?=(06^CBNJJ`uF%etX9S1Mb#}E-S@yonrz~HDAnvzRPQLm(LiY%6pW!_?tZ1 zaiWXb1m{0#?Ek22`3qH~;DR+_ry~`c z{|Q(#=Gnk!T4&}lQRH;JLM`vC$JRuyFHEONA*)TIT5@?{`_9UtN4)g^ou?@F=%+`q z($N>QE_Jx1+d$Mq28+jON7e^5kxA}WAUq8DRz`ggR1q)`B=TfJhQN)*dx>NJ1p&Jo zZXx%CfP4)K1)N(E@n&e}Tv3;-uexN=R7YE=qdVom4K+xYECd;@*&zjvglC41$Rz{3 z9ui)~5gHh7a1e0;`GBN6QLcLx=RLlOEC*ueTD*I=mSts~E(L;U7Dl8iroH>V9Yb;5 zTc#4CAT%%;l&U+)d-s;_xRDA}|!-|68Gf`dBw^(8YzQXOMXkV((zHkKlY;5s+T#E;_Nr7_Tr4HTy8WL);!A>pCQe zeT~R@X(Szg2QA?i`h zW2O;YA3pMZPkWU9{8@~Dd}mV1WRLLt4;wjTEB;SVCjqQ?F!(-K0kav3qkUi6hfvDX zh2s)0G)ji(Vg!^h%)*Kfpp!5lPpu=9@fETejy}CJ9A=s2Q}9pa+}C)WKf>UL8J7hP zS_-8s$Pi-zpf<)LKl{-i$~0>mgPWk5`90FVNT5X4=A7Jgq=j|{gcA7jYrnxg&Y91qzuVAh|l>&G{A^1#?Zj(FB# zuCf~=>k%RdzqD&%KIlcQT=2vuF+opL6k|y74*5}{B_(Q@94~=8hf@4v^o**6E z!HTc)jQJW43@`u~gC9GG|P3NjF zqZspLaFlfA+)y(ng^-0v+F8E{!c&q*NYZ?6eTpFbHSv#(KL|^@ zmh()K>#Efup`KepnQf(W!@oyb-ZQ1z*gO}?EGhO5^H1oA+Be(0)&EXMo6TgDjhy$` ztoYn)#5Vn!$r_uY7ceuF!@MUxe?F9{^H2Y*y6;xAp_00C=jl1&QcsW9<>MVV$L1S6=+R)jWcSn>dT_ z42gy-YSW$Ihfd0VWN;LGM^Nm$uL{u?viO9CWn%h=}W_wr@X4cxd_Q zn*xp6)IGu(dh1`iAn`{dMcJLErZ$7DiE|g6a9wv{OvL8VS?bW?B#(#> z>pPY1Y%r*?ZIE>8!4K&2;bk`kWYo2yjBi`uBIFV8PM%GNFMm+o5~i(3C6*k0Wb4{4 z2ew<{=uI#A`+1sy8h<+X$EZ%1Vj!XE3P6##RcO)frf=-zmj@5^zz%M|gE4l# z*ohkFUlFzgh%#_Y={h}ns=9Zucuu*BeDn{Y(RqPI+eKlQtYQw>V#F6`w{-nxX9ZYO z*1MCouc%E8-e%^Tu*5?v?S(s1$kJ;s5(tj5wD#FEw}4epT{|~2rS%U%^BZ*kjHhh~ zqn|WY()z=rVceqG&u?9kpTcFBMiuu&9|3e>337MTYF8oJKY4?8M<1@1$P1eyHPTF@Tx9p6HPi+_L6aK*X05rOOT5||#~(r6njuqq2J@!S0=HEiol&qYa|dZ0SnPD5 zBVL0hwCN?htJTPd!DZJ<23g<$BF-i(V2uc}`3M7&a!LeyIS*xWz=|c$gbb*F1i;@{ z=_y>e<6ZG{pMdqKz^qTZ+uT-yd1ds8JOJjqe!!~1&RQPe84%EX(IxsMRDGj6I%@y} z6@4ZY(q4~cA|{++U;WVCYJ3X&>X)vu>!Z9hnIdqPCdQe1&_j5ciI?bTaTq@`3fPyq zMNtJ~uF7I395@CR5qq#5Ce8^PWTgb`exAVyN-PF&fgZq^16rN}8;py0{I7I>r}MAzycgcbQQ6C= zB%F~!Go#>rS^js#aqZriML`2$6!!oT&)|@0K^!E8D%<<-6aoG3;ra|K!<|N#pGH>= zcIoX+FwR2*rQaVp_I_=4Kyhl2>I6|D>)C!s!J9Q&>K>)5gSRbMSoB(DMLMu^^f%_~g~pr7>!?rwAQcp>gT7f@q0OJd6-6HbY=Vmj zt#~R>FA;}Bbxpclrr<6lR)!K+PP;O01l1&gDPkj-#{J)g>3nIakc(_a;ap8j{jKxI zS%1asWWA=MBETOOypvuWpIGr~x{p}{HFO5mbU3TzAFuhQ?(yd}I9xODP`<}dn_uya z8$PqJT!YE1qXQ~;CD|u3DF8OWN_La8>OI%ON{SIm zWjv*3tnydHc}fr-z3*v0{;<1qg2EuAsYCi!YS-DE8-a}$_RW{0D}|!PK6*X~Gk9zC z!1%z&mQ%uycMRW5xknWdtJ+)qgJb4Na>gbj9jaF)r^m#ML>;+LYK2f7nt0bl(PDpj zZd=4|oBeTPYN7|u6n|0viPzpOYyC1;CF5pTI;){j&Izj-HU!?nbj_Kbm)t>BO$&p) zvxmVL7G~<^WoJ#8V!ugCM&|+MlFT}fD=uvewYmM@Fj>Dd7_}efKYnKOu$5MlSsI1h zo0?TqE7WWB$3^tCZ_pS0-;HHE-yV{rj+eP6;jTfKJy-SdVApo4iQbk2ThoQEJ@Dgt z;f_CDldrNryvOgE+ki$?tmB})=tI-}xIh_!jAFsGIfvPC{rlGkDMy{rba{8fkrxLL z5Br9=gc6>r^ghh&ln!f8K*tC3gxq@n`9#C!k)Oi0aN6p-4V;JX^(aqxKD#1#=S;3A zn^pr)zhi{*FPpyiTVVQa?(gm!a=i^h-}8pO9#S$@$q|zG3_z*-Ofo<`SiGh)}kT(!Qp|=6QA? zlh?ym^8_{fhqvuD**}F6O?S6upgc{^wGUG$jLO`m5@h`8Ni|V1cvYFgP*YQ_Q$oLA z;%dV%et*h-#tw@??@F0b$^ti~Eh9K3RdbH$_j$*pa0mG#ZW=a4{j^g3nQ^433z>Vi zI!fSWTzTC2ql_(HoI8fRx+Ep@9u_?I|1^0#CotuS9slurqJyTl<-_UEDcw4FjQ;_g zJ26YF;oXh5@Hg?*{{rV8Q+bhRmb*<#CKUJ)*(zN0_XB*(Y(gw{e_FY+-h_zIQS1eKhs`J1^*We>;5m!&n$&Z#qR*!>=q_+lRsrDEL{l z6a!CJb<(~P5EBTfI(uVJAaje_k;ga9c2)g!*Jk%+{u6U;iq@Rpv+-8l*E>uCwFjd0 z_)wdUUU!_P zbXnSa9=T>o4Q76rYwP4X$y7Zd`{OLbBlaBasTmWx9!JHP8;$gaGODMalsF3_Dw_PG z?i=YKXN{SpLoalWPJh(7()2i!>5Lk@Hq~7CEseV&Vw+XV&#im(dpJ7A(}MQC{k&<< z@#mkljcwoW`rF`|L#E)({Q-Hq<^DF9zKi|mq@wqYG+N1>De)gSY2`bG4nGc%XFK>> zS9_xQGAm0~_eXsuW1%Z8B0Yz1)NXyS3sT`T(Sq0N&&fV) zrigxcjLqlPt2>wPUO16&NpVj{y#6UR^Hf?rH8mS^qeN2G1<$IsAA+n#Y|Oe-2C1LV z#PUCK-5bka*L<3qrC9CnyCRovUpA+tJYg^)9WDRyvzPQ{_X6p@ebV_(Qe}Eye;UwL zxr;X5xu)>-f$d3J>)XkO$24!%`~y8=l+st{VWxIek|LntV1fvT+TZ3<)YWHlA3cho z+s*grqz!1@q1yf+->`4Z+0?Pu?!T4e(s=XH&l|U!X3Wj@jG5Koa<6A8T?d=qPhJ9&Wk+K#U-Vdb1?L_)6NA zj(3qmmiMgGuhz?b)i%+bKz`lPVMps2`&8KLG2K{2F#}TBKvmnm{)09@Jz8M5Y2bN7 zxS?tbtAe_rovgpXd1L+$B9ASn)P`GjI)_9`^xgfqxnaWh^sng>K}$w@ZJYDMFMKGW z-92(k)u)hr?HGu+KDf#Pqoc5LwA6HQbaIujbab(X{1jg@H3jl64B8v~fBL`RYi+7; zB$>Xcm z_I0zx>t6-mPDXd~)s^ESI*4Ac!c(`9BLST6``#T5h;0A#xTvTi#5&n|xOc}Eapdrc zo!e`I_teT$S4vJ;Fx{CE6HyZz+>z>a<=&I5ADs#Mmu-TLEg1q-d1MAJr*Vh%24A;O zYGTsI!GtC2?v_zUoj*Pjb>Q-s`I^5=q_i#|A`c9@<;YsA?u9Flmp##H%(t(v_U8PA z!e+*Wruu!=y*;Q$sd-zqESQRChkmQ>=|~}GkHR}MSz$JLm|GsheA*^NC+)g8Tk7hC7S zyB|ls=_5-4a8@I)`-;8T3jnKgR4^DbDe}%bIsJd&E!SFnY>jQRB)ohmXrAdf?)a(0 z@91()o-n%9Xux-V=+12Xl@HgVbz}SU2a5bH8?-*0lKq2nntyntS;qNgnK}DEsW{*1 zQLpK;>VpqYi3}?k#>R{wcWvf4?`o~L{e_8XQpv6pS6+838c}WkrpVVb+l`3x?t7(7 z!>_P~O)4kyle#d23&TS?!RrhnA>$9P$c&3#2vTQ~hN|J}VQym;t z4ws)t;2ZWo&*|9WQTgw6y5N*=Q`rQ^Q*=~y86s)7Ud;@6qtPdlFph^QA*@O^C`7u|iIuD0Fk0jud|HkK#C zeY@?`O|B$1w0X4sHk09ro$eWQozq1Pmeiw$@gZ8qpHAm>IE_f^Wlk9yT`qGzYgrp} z&*@{4uGXJ#yWiS;c-TS)6iwnVhlT&isSu_N_`%bWI(68TzI? zRtsb1ePf#IeyGrEe*kDA+$kvcfOYEP>NWMo)a_sZcsN+su`TC!;mqimBTzX9H#1!? zCu>&|r~))qS2mD$T2gQv+^z<=ddrFiu7NJiT&(R}CB&gm@&{Wt&mk#6&voFo9V;I6 z17iWJXyUUTjxM$qj*hla-)pw>K`z4H3$zmj2EeqUomXIi4%#7YfqW2|E%Ku`L3bvc zzwWcp?FQr-rdQ}7?5M0sw9+suvUC&utySXk*i0}iUtu?1p za8h*-8))n~_{FiJK?zp!1_@0`tu?ImTk!;0UI@y