From d1042e6c3fa2792a75569932bcb420a3d6342b06 Mon Sep 17 00:00:00 2001 From: "Brian S. Yandell" Date: Wed, 7 Nov 2012 00:00:00 +0000 Subject: [PATCH] version 0.7.2 --- DESCRIPTION | 10 +-- MD5 | 29 ++++---- R/hotperm.R | 8 +- R/hotsize.R | 4 +- R/max.R | 36 ++++++--- R/sliding.R | 8 +- data/CMSTCross.RData | Bin 108744 -> 165337 bytes data/hotperm1.RData | Bin 0 -> 46267 bytes inst/doc/cmst.Rnw | 2 +- inst/doc/cmst.pdf | Bin 195562 -> 195784 bytes inst/doc/qtlhot.Rnw | 171 ++++++++++++++++++++++++++++++------------- inst/doc/qtlhot.pdf | Bin 328738 -> 327713 bytes man/highlod.Rd | 6 +- man/hotperm.Rd | 10 ++- vignettes/cmst.Rnw | 2 +- vignettes/qtlhot.Rnw | 171 ++++++++++++++++++++++++++++++------------- 16 files changed, 312 insertions(+), 145 deletions(-) create mode 100644 data/hotperm1.RData diff --git a/DESCRIPTION b/DESCRIPTION index 0090270..277af1f 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,17 +1,17 @@ Package: qtlhot -Version: 0.7.0 -Date: 2012-10-23 +Version: 0.7.2 +Date: 2012-11-07 Author: Elias Chaibub Neto and Brian S Yandell Title: Inference for QTL Hotspots Description: Functions to infer co-mapping trait hotspots and causal models Maintainer: Brian S. Yandell -Depends: R (>= 2.10), stats, qtl, lattice, corpcor, mnormt +Depends: stats,qtl,lattice,corpcor,mnormt LazyLoad: yes LazyData: yes License: GPL (>= 2) URL: http://www.stat.wisc.edu/~yandell/statgen -Packaged: 2012-10-24 16:59:33 UTC; yandell +Packaged: 2012-11-06 16:29:33 UTC; yandell Repository: CRAN -Date/Publication: 2012-10-25 06:13:39 +Date/Publication: 2012-11-06 17:42:50 diff --git a/MD5 b/MD5 index 25de44b..4d5bc27 100644 --- a/MD5 +++ b/MD5 @@ -1,12 +1,12 @@ -3dbc7f983d11607cc2026ced6e1ebe41 *DESCRIPTION +114503a11e436867f5dbb4a2b15d6a69 *DESCRIPTION 812ed604c58795ede2862ce6a4e54dba *NAMESPACE b933207ad0c19257762b995ec2ac4730 *R/add.phenos.R 103b12e46d558b8b37c3eb8136e76d69 *R/big.R f54f9f8469db96ab8b56d680fb53edf9 *R/cmst.R e81baa5d1bd526eecfcf013267ca42c9 *R/highlod.R -dec7898ba84d5b27de5d678f82e07fb7 *R/hotperm.R -6e75c18121af3d2e3b1c133b06de311e *R/hotsize.R -9d957d0691daafd8c8c3cae7d42c84be *R/max.R +9584459fcdfb011f530531906c471f75 *R/hotperm.R +73b943edab9b9185223ede00f7dfd087 *R/hotsize.R +6729dcaeace449eefc9840f1211c393b *R/max.R 8afdc7d138adfa1284bd90cf63b8e605 *R/multiple_testing_sim_functions.R 2691e0df2e1c4ad991982cee548e06db *R/neqtl.R 5a0221e370e2ec06215b5901605af28d *R/parallel.R @@ -17,18 +17,19 @@ caa27fc5b3a369254761fa583adb8588 *R/roc.R 697902bf598d08d4cdaea474ca5d0d20 *R/runningmean.R 0f64e9122ec2af5bd8d4dfa17ff65802 *R/simcmst.R e0ce999b19ba4c54273d23a8b8b06636 *R/simhot.R -0ce011177fadd2f28774f5d4ff602c8a *R/sliding.R +c257d055fa368c3a8bd05cff67791451 *R/sliding.R 257b8e3a4afd0d1a435ad68c26f1fcf7 *R/study.R dc2f482c9166cfc488dd0c0de6ee1642 *R/utilcmst.R 39bf135b5eb185681d74d06c18549a1c *R/utilhot.R d41c35875c29eff957f88d263399c6ad *R/westwu.R d41d8cd98f00b204e9800998ecf8427e *README -c11d97bf0278ba75468f817255c876a2 *data/CMSTCross.RData +d9012f4bb4cc97d0cd07cf3bea96ca85 *data/CMSTCross.RData +23f0def7ffc42f2388ec6a0f8fa72527 *data/hotperm1.RData 89bff8163dbfdb0b2e5fe28276ecd4fa *inst/deprecated.R -943c1e1b217fe117dbda5b3d3c3d25d0 *inst/doc/cmst.Rnw -08bb08edf47ab37382014645dc142020 *inst/doc/cmst.pdf -3b4ae999433e50910389135b1d7eb850 *inst/doc/qtlhot.Rnw -ec212dfbe450a33ef66678ba277636c9 *inst/doc/qtlhot.pdf +24564426040a80f5998c28e64b7ee028 *inst/doc/cmst.Rnw +cca62c739da14ca330c89aa38eec256b *inst/doc/cmst.pdf +254decd3e1def2abcb7cb891c742f46f *inst/doc/qtlhot.Rnw +be5c6274ef38d9e9d53e8f4540d06158 *inst/doc/qtlhot.pdf 11704113157929b53b0e2c5ba015ad3e *inst/notes/cmst.txt 52d8cbf0da7b5bdc67b82665b7e8c4c1 *inst/notes/code.txt c15b74d7121a2ddbe21306b65ccd3b64 *inst/notes/perm.txt @@ -51,8 +52,8 @@ aafb4a629861f7a577b99518b7d4be12 *man/PrecTpFpMatrix.Rd efb799895e471cdd70bc2d2f30545c7a *man/SimCrossCausal.Rd 692111bb7328f17b403106ab8dde4907 *man/add.phenos.Rd e8cdb877d98ca4a5f27ad7fd42cd79e1 *man/filter.threshold.Rd -fb6907ded1db3d56c14d94389360759b *man/highlod.Rd -2f25cffd80841479c6b010ec9eeb2145 *man/hotperm.Rd +04da9aa72c61c2dfe1efe5bac7ced679 *man/highlod.Rd +52e69bca1f5593072389751647687c0f *man/hotperm.Rd 7780b3bf6da7bac3831b7dbdb600f72b *man/hotsize.Rd c7ca914d7fc9cf321a7e07750fcf1f32 *man/parallel.qtlhot.Rd 3da742be31fe06f70772508c1a51a2d6 *man/sim.hotspot.Rd @@ -61,6 +62,6 @@ c7ca914d7fc9cf321a7e07750fcf1f32 *man/parallel.qtlhot.Rd 038436d92771c38855a79685ab12df23 *src/runningmean.c 22acf45d7a3bbdf3f9a177f9987bd1a6 *src/runningmean.h de1aeda81e8c8ab6ded25df5ae2dbfab *vignettes/Sweave.sty -943c1e1b217fe117dbda5b3d3c3d25d0 *vignettes/cmst.Rnw -3b4ae999433e50910389135b1d7eb850 *vignettes/qtlhot.Rnw +24564426040a80f5998c28e64b7ee028 *vignettes/cmst.Rnw +254decd3e1def2abcb7cb891c742f46f *vignettes/qtlhot.Rnw eb8b95adf890e0b10c31054ee13a2467 *vignettes/savedperms.RData diff --git a/R/hotperm.R b/R/hotperm.R index effdc30..b52f834 100644 --- a/R/hotperm.R +++ b/R/hotperm.R @@ -120,8 +120,8 @@ summary.hotperm <- function(object, quant.levels, ...) quant.levels <- quant.levels[quant.levels <= n.quant] if(max(quant.levels) < n.quant) quant.levels <- c(quant.levels, n.quant) - out$max.lod.quant <- apply(object$max.lod.quant[, quant.levels, drop = FALSE], - 2, quantile, probs = alpha.levels, na.rm = TRUE) + out$max.lod.quant <- t(apply(object$max.lod.quant[, quant.levels, drop = FALSE], + 2, quantile, probs = alpha.levels, na.rm = TRUE)) class(out) <- c("summary.hotperm", class(out)) out @@ -129,12 +129,12 @@ summary.hotperm <- function(object, quant.levels, ...) print.summary.hotperm <- function(x, ...) { cat("max.N: hotspot threshold by single-trait LOD threshold and significance level\n") - print(x$max.N) + print(ceiling(x$max.N)) window <- attr(x, "window") if(!is.null(window)) { cat(paste("\nmax.N.window: smoothed hotspot threshold by single-trait LOD threshold and significance level ", "(window = ", window, ")\n", sep = "")) - print(x$max.N.window) + print(ceiling(x$max.N.window)) } cat("\nmax.lod.quant: LOD threshold by hotspot size quantile and significance level\n") print(round(x$max.lod.quant, 2)) diff --git a/R/hotsize.R b/R/hotsize.R index dab1074..b613015 100644 --- a/R/hotsize.R +++ b/R/hotsize.R @@ -114,7 +114,7 @@ summary.hotsize <- function(object, ...) quant.level <- attr(object, "quant.level") if(!is.null(quant.level)) { cat("quantile level summary:\n") - summary(quant.level) + print(summary(quant.level)) } cat("\n") format <- ifelse(ncol(object ==3), "onepheno", "allpeaks") @@ -173,7 +173,7 @@ plot.hotsize <- function(x, ylab = "counts", quant.axis = pretty(x$max.N), ## Add right axis for quantile LOD level. if(length(quant.axis)) { quant.axis <- pmax(1, quant.axis) - axis(4, at = quant.axis, labels = round(quant.level[quant.axis], 1), las = 1, cex = 0.35) + axis(4, at = quant.axis, labels = round(quant.level[quant.axis], 2), las = 1, cex.axis = 0.9) ## mtext("sliding LOD thresholds", 4, 1, cex = 1.5) } } diff --git a/R/max.R b/R/max.R index 71bd6ce..c6b1516 100644 --- a/R/max.R +++ b/R/max.R @@ -40,17 +40,31 @@ max.hotsize <- function(x, ...) } out } -max.highlod <- function(x, lod.thr = NULL, ...) +max.highlod <- function(x, lod.thr = NULL, window = NULL, quant.level = NULL, ...) { + if(is.null(window)) + window <- attr(x, "window") + if(is.null(quant.level)) + window <- attr(x, "quant.level") + mymax <- function(x, window = NULL, quant.level = NULL) { + if(is.null(x)) { + out <- data.frame(chr = NA, pos = NA, max.N = 0) + if(!is.null(window)) + out$max.N.window <- 0 + if(!is.null(quant.level)) + out$max.lod.quant <- 0 + out + } + else + max(x) + } if(length(lod.thr) > 1) { out <- NULL out.thr <- NULL for(lod in lod.thr) { tmp <- hotsize(x, lod, ...) - if(!is.null(tmp)) { - out <- rbind(out, max(tmp)) - out.thr <- c(out.thr, lod) - } + out <- rbind(out, mymax(tmp, window, quant.level)) + out.thr <- c(out.thr, lod) } if(!is.null(out)) out$lod.thr <- out.thr @@ -59,7 +73,7 @@ max.highlod <- function(x, lod.thr = NULL, ...) out } else - max(hotsize(x, lod.thr, ...)) + mymax(hotsize(x, lod.thr, window, quant.level, ...), window, quant.level) } ################################################################################ quantile.highlod <- function(x, probs = NULL, lod.thr = NULL, n.quant, n.pheno, @@ -135,7 +149,7 @@ quantile.hotperm <- function(x, probs = attr(x, "alpha.levels"), } out <- list() - prob.names <- as.character(signif(probs, 3)) + prob.names <- paste(100 * signif(probs, 3), "%", sep = "") ## max.N out$max.N <- myquant(x$max.N, probs) @@ -143,7 +157,7 @@ quantile.hotperm <- function(x, probs = attr(x, "alpha.levels"), ## max.N.window if(!is.null(x$max.N.window)) { - out$max.N.window <- myquant(x$max.N.window, probs) + out$max.N.window <- t(myquant(x$max.N.window, probs)) dimnames(out$max.N.Window) <- dimnames(out$max.N) } @@ -151,7 +165,7 @@ quantile.hotperm <- function(x, probs = attr(x, "alpha.levels"), if(!is.null(x$max.lod.quant)) { quant <- myquant(x$max.lod.quant, probs) if(!is.null(lod.thr)) { - tmp <- quant <= lod.thr & quant > 0 + tmp <- quant <= min(lod.thr) & quant > 0 if(any(tmp)) quant[tmp] <- 0 first.zero <- apply(quant, 2, @@ -163,8 +177,8 @@ quantile.hotperm <- function(x, probs = attr(x, "alpha.levels"), 0 }) offset <- nrow(quant) * (seq(ncol(quant)) - 1) - first.zero <- first.zero[first.zero>0] + offset[first.zero>0] - quant[first.zero] <- lod.thr + first.zero <- first.zero[first.zero > 0] + offset[first.zero > 0] + quant[first.zero] <- min(lod.thr) } dimnames(quant) <- list(as.character(dimnames(x$max.lod.quant)[[2]]), prob.names) quant <- quant[apply(quant, 1, function(x) any(x > 0)),, drop = FALSE] diff --git a/R/sliding.R b/R/sliding.R index 2905e82..3a06c90 100644 --- a/R/sliding.R +++ b/R/sliding.R @@ -59,7 +59,10 @@ slidingbar.create <- function(highobj, quant.level = NULL, expand[rows,] <- t(quant) ## probably want to make this into some kind of object? - data.frame(chr.pos, expand) + out <- data.frame(chr.pos, expand) + attr(out, "quant.level") <- quant.level + + out } slidingbar.plot <- function(x, ...) { @@ -84,6 +87,9 @@ slidingbar.plot <- function(x, ...) for (i in 1:length(n.mar)) axis(side = 1, at = mean(wh[i + c(0, 1)]), labels = chr[i]) + y.axes <- pmax(1, pretty(seq(ncol(x) - 2))) + quant.level <- round(attr(x, "quant.level"), 2) + axis(side=4, labels = quant.level[y.axes], at = y.axes, cex.axis = 0.9, las=1) invisible() } ## Generates the sliding bar figure (not an image anymore) diff --git a/data/CMSTCross.RData b/data/CMSTCross.RData index ff3f234c0bf17751fa582b0f34f223868586217e..3b5dbfffe589b11fe168d23f55c8fbfa83e1eb95 100644 GIT binary patch literal 165337 zcmeFX_ghn4_dcj1MnwsTh>A%-P?`ejBS=d`qzDKI0xBgS2ntAVAtVt{sS>InEeJ@5 zfG9mg1S!%x2!!5C2rWR`#OM9a%;&mhzV9C}*W_BiBqwK|wb#A&z3#R5frKAF^zVmb zmB8uCKk`-X(%87l6W8M>PSpDWeomel6Ta)pwa&x-k;mN5H4tzdJf?E@P5KFN2&0C& zK2TFLm~Tl?SWu#l(R^TCV+mg?NcqoBwX29cbS(FNFs}GLC`j#jaN~t`mVD@b@B_YN zmj317EbhGa#NP$hW%HIn$4-G)C!<8euk;9)hCC2e${W#Jm^5$-xqX!ttu@nJc>exg zu*&VwDCh>z5{j3L1~GhVtSHZEfl!h^>$ge?j0qoaNFy-hNgT;DZ~}k~oB=nfL?G!z zB4F1BxnAFEJ*FmDn#yt^0zT4UUO?S8%rf{{QUvlmRd(Hatf4a4?cZCN72`qQO=rL? z64L56O8|}DAVJF2EM5K%#~i12Pye6)#$tBBwfld6T7LcS?O0a3im%c?>lDlaxHgUT zkUF{6_@7Z(Wz-+b%y?wU@`ryPN3o}N|9R&IG?$UG8=L7Oe>M(g{Odv*vgFR+zw8k` zf!9H-K5BQ(3QLFj1MN%~BY*Z8x>m#zAb-9s;KE|9BNvxwFgIXPRRnTz=&uLOta;?d z<_^88<^P(?0CI5zn?}3v?-Xa?HNh&%*GL$u%J%x-`C?hKDo>s-97H`r~RVa_ld(^#HdE)V;3pAbH|{ z5ctn%6xKAjaP)tSi(!DTq1ZQ+Q74yZE|tNgeby|vwyFgAvZG*5o(}Pkt zhM*{k)$u59W!@8ia^>X}xF?ts@+K5>Abqc4TG>YCU+Rw=_`&uc)7g*hgX|~%KyDRHjvCse{7(dmmX-S%K0Vmq&6pi+(}7s{{LK< z%zpgetoZTd|K1E9<)vpBs;Ykp3}X)(e^OGC|M6qV+}y|ixeyR+_+L!*%9lWGZO(YM zFB1HZ4JC849veK!OOG-9_riTu_cmN~im?e|1$Tunr-FH5-~e&;gV~L~=7+$B!51U7AuD`4%IuoBYGgxOZ>aFqNWr@X4h=KG^0pR$tx+`2fQAOerUx z*S-yEzTG1on>pftV_jK6AJ_v&FUD54sYeJL>y*!In|mzt-`DGTkuJ-2UVhbNpIHn)cya;IRF8+PF&eqsBy!vWtnO+Qb_RD(&L6 zyFO$`4WrnZfuQ@B%(4a?Zuu!zA!~U`op4_+o8S;WT5m2mo*Ij%eZN3h#&;n8L}23g zzFQZE@Yixn%h?pozDnrl>2c96C8}TYu$1N6C`>J?2f9W6`8D53a%xg+J2Dt@uza*% zN$|=vGryoLsnqg!n$ENECj`}7rTUB%%UE>`W1Z&id6u&J<>6(0hRj@sUs7rPK+>1k zu=60AT+Ri-b1DkP{R6I#nev@>PW=eGD(lPdeTd=*f=YwtS35^5AA~hzL^j!v2A|`l zFh03gbS#dqF9m(L?EO2*{ZmNI?l??ndSFg~9J=?-AhX%dDW=eWMeMTlFnTaB96DBW zd0Kv`9M?YlO)qG`OZ}9Dn{(WS}!sbBZU;zk+4A;S1h7(XSm#Kb@NbxRk|09iREdcxb*Qx;vIdTOTP zVw215hzW=D!~rX&N#-yQVCEL||F{3IMWAd;Cuz7|*e!4$u+)x8#H>!T89jLbcYoVH znogOA-F)`^0mv})-R(B{Yxup=@ag8_Fo>xEefS~8#^)DSN)o;LdC%?2QgdsgWv6y# zZLjO2i^bZRfxWIq7uU5jGkP}+E^2d1|5q#4=KL@AKZ*PQh0!Y|`2U+p@mK!u?SB&Y z{|lo}et!I4?0*pV|C7B<;E}0-tE}Riqi5aGe-#4=TNv1S} z?TavZV^AFPL5k-gpGz{y|BT6w*aZ`|QSe#GLJlpu{G9_jui)SVe-L-T-f`QsOi{=z z@Aez?)8;p|1z(}=j)#5olso<9)1~j@0V#kyNWd6ZhuV4<0pJZF5qQ9!aB=)MjIKcS zP{zy|dn#Nd?Ptqg5oek-Epl(B+n?YS?RMe>|Acq!T7u@01UZ#&hX!nLb>!;TT(7c;-hlfyN0z3hj4GL3qR{2{qhM^A+{|>F#rt{G*@! zR{ItTM$0D~TI2L~lr3`oz0&wyuJ&iqv!pZh=dAVS%3A%Oq-E><8gojMj)^?BM>6)< z(Kt}PyN6QnqabrGXdEVSE?b#VO@Fy=fW8>1be)ler`p$N2La@B=yD|Cks%B2sQnV<)2aDY zBg#6Wpwr!if`z1@ZN!@mnd!w}B(AX;j>%x^6h(-^fF2$X&t=$DTc!4Ex+b|YaUpM? zgiLqg_Fl;3n5|ZDe+rm@$Gb%8Fk6rELe0h(&fTgo-5=B{Z|fKAe$^=e*TsTS%`*ZO z?-+>k$$wr9Wdu}6s-{|j)gg}1ma<7aQ~{_)46AsY9QPL3*5H-Dpy8XXqqu8@1bFO= zpe%*yu?l_z5`Onpv22~vzL|=Gj7te33~QX#HT@it`q5~Wd*~0e60fr995OyNv(=FV z%jOy_FerSeKcPgFSN%q(e;RQ-I!#Sjt@;5A6AJ0#^h$nvY~S)B2+SOAn((Gi&gj_) z%gi43*GAbVy@;p-9JmDfiKD;+n1Ri-0s z!FQlpf~d9>Qj8*WakAq={quJ566gLu>-ByDB6rA~bxNzK8&rPUtvzVB%E@*3R~I#l z61_AfiW0fU2(*02$sv;Lg1Fo#*y;?RM+*^CQ}D%QlwPmqNY=}ht6NEK?TojjA>fM= zC^Eq?t};4yxvMN(Pr01%u*oJ)Z&!J3*5AuAYw07L(5AyEH$?Nh{PB8|(AnU54;GZO zG?Z{%6jakqD5Et%ANDBIwx5%aZ1$mFr)kaAl?xVKLwLJbqfVP z7sA!fVwjDhQhusm3yxr9H%#N{3&-7;8=V`SAj(n>)bbDg+O?yJjm)Qk+fLI|!9T=SZhZ-rw7i8K((5Mj_N$GM zQ@37UoIJzj6^NK;dsT6N?;F8wgzr^>5xPYG&EvlqK2_d&2oe$C0kx2(Qa=h&pS@X3 zX|96#%alx9`oZ>YcU^qE-?B5&ZhJT1;LxH5;QPeFw9r{hmWfc z4lG5$Bwl0FYw+p8o$74KjP+6JBZG&t4qCnc$ZO)_(#R+1{g=LhU=ouy0n*ERiU22Y z48HSL*Ff#i`~wJH=@B|z?Sm&cBX;wauboflodVvT!wc3!qw}^C;hi(%@P(T6-Fk#i zoU?<>uTHdd@^ZICYVG(i(suPWrBWyK>Xl`6HWSrnQPHURJ-}g>&xH}U9|)9ngl%`kCW{h-{cVd}*X+X1v6|URQ zXz+y6tQn&8qbrBbu&#fHc5P;WV8j%TMa=nS>pwaf1l2KM`>lJw>^lL7k5wO?xv06^85mC}r?%sVN7&7TURun{KwpC$i@cE(VD zkB4VK<>F$K@6bK=nqQx>+;sTTZwtPYljB!Bur`b~gRJ>^vf?0{$Jf7@&ZmBQ@i}Wo#)+(j8P4JS zm}7)bXGlNGX4i*|;6F+$73euiMI9qe_Vd z|Mcd7GRp2~%IsSH0E-p>B8BUv^|t$Li4UDjPxe`uZh^k0wI(QUsLn0I&uUzqt=t|X zB$l&Gy?=LwmmL^Cc&hnZ|G_|B)LuvKBrXYu=|E!p|ULpk4SBC7;) z!>8=~VRi7UCdt9_xY~(~gYB>6dViVUzVUI_tB}20bx!1_B-1Y;LC%&W|1&3D9wKNm z*W!<6C@>ZG<^oj}8T+CbOrYQXwMuc*f3h3Gu1vh5bSOVPC>%)h;oBX01q_r+wC73m z;JKd#-myU>>VdK6sZzJTfL+*`<&BGhMMGU7PjLP%H6={~b9!L}0TQ%dd1L(etJ10{ zrJpL@9`hsSFUR-P=7f?OiBJj8+xNbT9l^xe4vD$7vI2xc8WfF*d};Bu0YvEYwwHYs zYu|MCMS2>KG1^pBLO_RC#bx!6Cf+(St6s0bi#du1vzhTM_B@2ha3ZEshSAZe zAG8J)z568fx1KKYvxFZ$!34bchI3YJo75fhArgh-tG*fT$OS3m>#MsQ8CTMtrvRpX zH0bL`M<_R}BhYpF^v!B(#ma+|bDc!bmRbMC_YAK;U{|OtFar5T***(=pyIppcj{Lx zZJ81z!VmM#gM)|@L0;Z<0(0Q&)Fw8#VEf$~x2`4xU?XzB4B-Z)(;%+ltKP{$W#%jLgOKlLZ$ax+lE$ z!oanGqs4k7%ZU6Sg#sh3?J`E)OHjMb%3E|T@iqS07DAY|EHxxG{jsK$syd;@u$-*P zl^(BA+O*uR!!J*ccPoBFyn?Q-D`@^BZn~^1^e*~@aY0e4_NvVf;>lS^?ACynBozCU zyXp<*;{{kzIA~MVx@^blAk5OM#e(wV;x`s+@-D0%-9$FT)s$xjv^mMb7U9A4l`M&*G7d56XE}5}`(&eg$VZ`;)Jarn6Vrg%n_W->LSI zQ?t>iQ>t_iRgejA!Dc=B7ssyr(Heoo0%))1?HphECplYe#Csyf1d%cu;N$wJ4d?kl zh7B9{(i>m(N6}xC?lrHb-3<8I@-{NmWC46-q~Q(batq|@eshb~7C&Y~=o+7Kf|ByA zu6dGQE_Yg8_yuPoIN2k^seyU0`l#Q38KDuNP=qpJBx$XwSpXTChk6lCsb!VQuJ~a> zzsJM->$i34T?m4OeN;9A=dVos>xffYXiLo}&fS~uHw)HourmVn^|YILS-R1)lOlXc zJ`t@qAAj`_V%~R8*&A{5u%I)Mx9)idK^1h>clB1PSqr*RxZ^!9!egN__v|rJ+t7_3GIP+k$ILIZ-R_rhn_XBr-6LX~{*TcaQ;dp5=wlS{xb>nV{7G_b? zX;`LrTTV9Clw5?jH5-SC^#=_{|6sED&dm|GtB(#u%^uz9hMb7{t;W_)zk=4dNL=kZ zu_*i$grEMgre1LsoZ`bPF^=Tl{Hs$|Oo)Pe&{ChfzHNrpcT>m2JhFcx)g1h@Wp7&l zC=no7K6#B7b;5j@a35R7NM=ep7l%JdcDujsPtJv!W~YjmIQc#5UXagNsff7W+}6OQ zqx29iHoDBjNvJr{IA0VjAP&!eYXsbu{H7^YJju}AFI6trThv_U_vuX|OMJyo#96w_ z&qL2s4VKbLzqpo2U!tiQR20F0C@2X;0ygwqf!pI{tBQ7#5JQchVP8R?x?fl`XVI51 z)(Xx$z?erM8JlYKRma_@r#}Xvt8`rkxf$MB9k8#b5d-C?LnC#tWb!BDf^eq-TEge; zlGm``CS5ZCwo78CYY-P2Jp%k-4ld{OsYkp_?r+y0nD>K6woc#MHBRi+S#Kf%P{0BU zAVL7$OTbwV(0H~MrcPw_>S&MHvLM0Tg6ELT$~w^8ps7*!eHr&m6}z^bW)5CW!+yUGrC z%1nnp7gTaz{^WJdc2)g0pb0w`^oMU&eOG33-Bxu&qL*#+ZrF;T@3r{<>OF7@q%Gl12{@vh7@%_QE0fhP? z#@NT=9J|p1{cO2^C{I~e3=0^AWZ0Zd;j3aR`2WQzHv<0`r(j{e@^Q}GGDZns_0r0G z!#E!r3RH7+Z?cFX5ZLV_O;_0U3<6;K9JMwVPy71h!)c4HGFn6`H$ANSER1~I6wSeM zORkH{dvB-6Odd{WfpP(*B5y#P^Pz|Qd9%$cGVVRASUI)p2IyDA9K9>i1tA??ev1wR ztn+truq&JuF^pzLKDM%fOkDdXzSKu}3ABQ(O;GyFc4vL%W&dVzBsmK8XWl$5-yO{Y zybua=>#KLqPNQA_Ypp@=Ux?Ev<6fuV$kbuBo>98Z zW?PP#yoXgE_s*G{NGJ_!0t|4U@{KZYySU6gbixgfMFCdv9NsdrrgmBSd~@hu?1kPz zy*V|il!eQxSbViga3z7duM-6~(z<;PkrU62sF_+Y5`n5b5U7(+56*empf|C8!_D zD)lKU?;HxK1YL>`UnS6h%&~CvWotOzTuJ0BYkk;423Xjw~LQ+!57mqo<4xDRfi6RoTjaOTTl~hzXfT3RUVroZFaj{vLCp7!}3ZU z+2@8IBIIbWTJ)1&w0PX>0qa{r&{1$?nR%b{sEQK138a( zjWic*w@hpfQ^*Mp-^6Rnx%ev%bS^W$-n@w@s}lC|gaiUpq2ooBL~unUJAa^pn{h|C zx>4=BOBg-NtliJW!DxXuS02hhb>WvRx53r=PR=bsYuKX9Yq!N}WBr`v^SKF{ox}0B zA+vW6cnR@6)C|UYy7M)5DvJ_(4M?7dpOOff6AARh ztd74Va_m{YDfWuBf_xrqT_k0m#F}KlvFK?c@$yuKPez5T^gd36X?pZ&?X|`O@o9W) zWFaZRlwC*RIj0e6L5N&v#yGX1W6Kqi4nCMT;xAqM;gjF<`VH%0Xla!Mc#Uxngr7`F zFBZH>mFi?noa}S(--Y}9(%EzgLf+pECk15+wl$Cr%VBR5DWSUkDZ*W3V&YjN(@+=; z#LGen5xctXOn{rN5b?G?N7+52^`-igT97N`3U^SD-w}+af!Js|#)8c`!dRKa9F@tk zKe49L6@PMKe=^>v3~(O&X`>)l9NVR8HaJosodNA5;9X(lyREyHcf{QF@5uksT#}5b z8~hv<#ji!&Z9$jT4bwK~X06GGlAB{N&J>bOe@bhOzvrbCyX@1bpl5nqtjkRLgJI>Y z$XU4lbj*Zce^CPc^zq)>bC-_1W@oY)?e;^Zz$Mc~5xG@-Uopo5$Cd%AaJOB|qy{Hq zNIp$Fw0-Vt>W0})p_jZZ)B!6F{Azz+ljDwwqbhCm+5@)!A%L_ow{wJEbGIeM3uQp!wPM`46?a4B?j~HsZBoo@CDm1E4A4ps}k?WY|A zsT_Vby_8)@R$U7vXx_2cp9LpNsH`gO3!$8aJ$#1hSWuXet*&hsu^e}AIm8k+OSqJN z;IPuPIjLkYeqCqk(^YNL;rC0N${6r_)Z1Nn?NzKw+NX4h8vWK*Zqs8SFbq^5_3T}k z8N)J!cv1Dd{Y)uj8QP2%s!fcP?Ec&SL^X4@tL;2mbm1Y+jJU{R1;+TgP1P^pzRoUN z{VfOAz@tnjx<1Mtzlig4Ya5b>h#mB+3T_In>5WB=d zdA(L|na)<5zPTuyEn|({cWWS00s@HDc}ELdOnIp)|1FXL_mv^he$Jy?5rBF6;*h35 zn#_I5oI>4~&Y63u>F^eR$+pkw`wPdD7(Mky!Gk;))Pu#HKFv*-LE}>P7be zwvxIQn`iq*x&ZS5%!PDt<8FXlVsKcS-@O^j1o~w8p}gkpfW7I0znsGE$uYzJ7Evh5 zuFjg;Cze-lTm0Z2@(kad7wS)AD5Mv*jwr-q~X@AV$@GZt4+SRiK&%f zi*-Q5i7@6J@~J@#aOsAe27rDUjD7-iwa zb}gUKr)jFbB|aep4j18T$RI$gY1fy9P)pyMy_kbI*s_10R9U&G*vnnmjt)_qKEaFQ zc3PonZ`zwS0m|3R&-TAa*qk`?xCy_*y8L9VV`9K7nHU6Zed_nb?fXO%2fJ*;RR!C( zPPXUu^AUW8$?vsPnsk0mq5BmjV8MV1NJ_YuOun;s^;8SgX}^ohHjO8ZB+&m*?Vz4f zH{b`Hr_KaXtg3HV_Qe_jZKUc7Tap&$&n}#Zo47sH`%yy5R`})qj?K<1pp+%Ws=3SV zC|XQnA~pRo8ehM`zaTn#xL?5v)z6Rx$^A{|RJmEVV_Uv&6kd!*;KJmbqfh1eXs}N# zD*0~Wl;q@p2CV^?U4uOw#=oq@=Y6sQ4TzQ5dCqDWy^n+u%7A4@tbW_pSll z%6-^NSO^Z1G4y)>k^2i|g%w<$sRs=weG`8ijUFhqnyjr!{Wem zrb|^dHX<&VZoG+>)13ku4a|ZuDUj+2xr0jn*A>^cPMZ7L;`5a!UwN5K4p`7m#z0--@(j(Of)X=^;%{8na|oQB8!PM1rfv|h5~~lS9|L4 z8Tvi32@6UIcO-0V=}n^FpWE1eJD|2ve1aFouA6$D%pH}PYi`w=w)e0Yo{pD}SmvPJ znC6Ov)V^){3@=jR-b2VuhUy%d4?XPBi?kk0<{d3ijNB0ST%J*QKq>WVeB_b8BG5`N z9*SIdjCYqcZmt~K{P}L8&CSt5#sOv_(|@{5q}jvb-tyPqT68Q1*_m?YPw4Mp#(7HHYmK6NGu`;X)cD>n zuV<8>q{w6CWa{9$3&bW4FI#o$i(k*&YfYLWy)Z<0z`7a&FKAlsx>A^U1|<_Uae#g% zqP$o0!}t1~InjkWIn2o5Y5D41Juw?w|MebqY-()Jvdoocyv&4>gL>6wOsZ+5*_KR; z*0js+YbXJ4ZyJTuD<45!Ln!@*VoppWq7`##M>gPxyt<)))dH(D4=cUrrW(7h#u`re zW#1RJG6K1Tms@ceo_RBfdUMk})RWTUb~wg#^b%a-L&ox?N_!=O7Iaskvsfv3Re;py z%?{7fyT$k9jI)a#0c-Hyw;u2+Y~f%Q zk>4r!B>V$DIgR75)y5p@CU9=J9QNwwek+$K7L}P$2K&=B#n!(Qmf$-R=WOA&M4!36 zfd{bnsfC7uBhB{w-dzW$`oG^lSW{!4q2lRi9&j$l`lsmu1Uwlw_r^@GLMcZ`oLT$e z$x2mn`l5{4=S?XEnU&uS@_?bP&xKMItlq~G7?>(Qye6j8WK`_T3V?C%%R!F7cJcQM z;T%MfZUSVMvO3;Erwvfj0lAhR7^U>%Sdr{LD0noD7ep&X-8fhk|0AZRzYCqD*T6QH zMNesv!bObm`wSuF#hM@Mg=_%^yBGO_kH9g=FZz;#M5y!rL&ILLq&igIu9L5dvf1Az zjtYD*>bE%WDr z4KF*VKU%WGevhN@iOTsNfp?uB78}tGYt3eO2<^%F$qlI1su7O zykq>EcsHuCXt#-HICw+iKzxQzcdB@_X1mtnQlnTd;sxteIy=!hRN_EKRt;paSL(!? ztFue+?lNJFr^_=1&adAt#=1VtP13wUd?vQdk#_y_Uk(bWb=50@$CDDFcznI0FVH|B ztpA-5jc{leuwF_zpCMSswTG6lETTznI(c06gDbiOr`8;Qh9(`oy>(SQZa4u&+bt}9 zUOV0T9C~?PaPlL(SSs0Rlr|Bqlc)GYY(y-c(e58)RhJ?CwRKVX(M30Yd?&N|b&||Y zqGM|U=q^+8CO}8iKj0zsPpu`>(Epe{bQ`+LXrfkNpvJfh%f1b=deC~oTE!D8YlH;7 z@iCttqma2S+}PGslKl7M&*&G5@AI7v1Q;u^em4(YA{%9T&KrHK{hqnf;$<(rFj}tE zb6$caui65jY54~{G2h1Me!X60Vm>9q?HS9g3jsgI4b&|knh!m9@SZS$Ra*vsqlJCq{q(+9Zn zb)GXTcGE`JGy@C2cH6r=4r8EkMohV}e5Y(PZ~CNV8Icj5N{I4HGA*JBB?6Y~cb=}< zSfw$p<~+tjpbXawvq1#$Ws$4qIFBE0pz5KPJ+D*&xen2e)U#vk9U&&;5LSZfkre`$ z*9OkM^T?;txHrgIY+4(p1$mvTOG6I5P$RXOrc&={%)KIVEas5I*K(c|>Fw0@>$54B zUKszX7SgtNE!*T|v*n}ty|iwpEfXDtx~>1K{1jnE?=M59+Jy%x8$Y0L^+7Tjg=Tvj zk03>rzwv_%o^}rQ$-qnS^8|Q`t8YtHK?I^7DNF(I*{NXMwl1@Mt(1aFxNINt_`=>5 zX4#zNSKblPcsSWk&R!_(RCQ9oj0by+!a0>ysTVI0y_cGN z09kvtZ0o$nXtKLCnAT5xDf@%gw97ts4+lPjID$VAd~CfWCAuC(!~S{Nbot8{`m3YDkX5z4 zyJL@xE0%(#On@tIobxc9Kz4#cW~0}BE^xibC!o?5VGDo~0W(y#9_YD-p4oBF;oXZD zFm|1N)S0QVM7?e3HhSGwYoP9iech{7R5bJ&VOeoGZB?lo`Oi%3wFk*dD4A!<&&Wq+ z<~r1NS_d1)_f6xGH#M$)J3sjHZA}EQ?Y5wW%$mPZJ*pWvbU{#f?%nV6pQ0pmtg`M7 zj7)3Os>Xsh>ivx^Vz2*ko;UIsGN`YlPO2~Zq0ak;=8V@ zNDnYZfetc%kPSN{%P2|E2k1+x|1zVO*53(KU&xY$Drafodb}re@Z8?!Eae|Edl750 zuUzsu{;IKPKKY2~8!L1d-iDO6Pn#)AJ)1q#dWCf0FTbHcuPAJO>|XbspTU&nHGE&1 z?wat;&xTHs#`~(wtCa$VGM)tDtgmS^bagfrmnTvKp#ope1B1?A~zvoQ~Uv?qaOtlBipMdW|pH+I=+Ozq&A>Ip2ioemk z1xl_VC0qSr2*Fdc^lxb+KE&;}rED@|HeJrV^?wWr1%5DNm?}_eLY#+j_G)Pb%ZPQV z0J(atzDWLYou7<5VdDj6qAPY#{vI`H!LVij*gm+vN;Xv-JEs4ehL&-o4qfN#@#|+3 zb9WB^Y_Qj*antDPnr!S8*6iw@NgvI!g!y+JJg@F%*ybDlChV@`*$AHU_%pVV6``Qy zRA`XlXlLZ>yAf@YTK$H8{sw+A(Vstye(R>>^f~Zw^Y0;!Mw?tk%dzL=2PZeX-XPM! zx{y_=j+t|>nl^(Pnz8Bg!XDlJB%43ixK*i1D@|F#ePx;kNb8li%-BV=`;~CiA86O< zPJjC-)D$h)OBRO$RIeA)DxW^gM_wk+71SZq$w$^d&Chjk(0~58_F{f$_%=3uZ{>F^ zKoHJz_WioVUI{vXbbdmr{{C!xU{o)DO|3*-y!=tStoc3w4c5^ z_=&B@R)_vsct9X?&h=28#Vtw7k8y!Ozx(l3a%xR2djbUdOjyg4je6Q6n~!q0)SCwO z%N1XsqR1{CHBU``%ZRd%m8K4(uK9P|9mD0%{3_a&jDjEkm(oH~O%?RJVt&=CuYOxD z7HNSzek`(k+nHL>o!uFQF0R$XZcTDKX<3lgNJ0SLE1mw;70(#2nMlj)=+q_`N zs$+q_m^Ut9QRN$Z*}gptgKuB*10ZB*+hb}&Y-x_zx{G<|Vm$=Uj{JDzX0gYRsf=ms zlPNRZq?6fJTS|ALo5`Mh668!p*8EusOlm|_*YlhQPFp(u`IXt+-YFaTTh^E~!pY%) z--thApDG_U>cN9H1L;^RnR34}RHjSQhdt$qhidZnOFCECy68f99)CCc~ zubj{^%ll3KJ44c!Msq*!4<%zC7G%RaJ1giOrqAnQBiLk8w$TBgtY1_dRvg*SV)5Ju z76UgE-S*RX8}5&7)Vixj!S1I8Et)p^^dGN1>?uC~D)IMc{jgW=DJnQVDtq??k_v0O zmYke+3&-~rZ_#q{dA4)`T*kuwvMyBJ!}J)7H1qiFEDqQL#z$L_H^&eDt7iyLg|RW;U2p zCWUW%iF4l?lu;wl671#m_9pKqj?uBv>@9*7xlM5XRUOA4{T0KNijGf=z2D037Pha5 zAMh=|aJwpgkP2a~JCv@VccYQxweY(HzUZ~L4*T6m$p{^AR2ZW@B zy2>p3(gkwWA}2_t{>2zK;LnESt~6A$2I*vp4YcOKYX4wGZ@ly7jaMK7`IjX~*^)pu zZi=|qAZ-!5&CYjg^Xgxa%eLS4Zh3wGLrr=^|7>V^zD6%nvxJtoZv`!!`E}cqCaqij zHWN_xdh0FlWXizeQ~BS(g*Q842xG1-VtyzMsGn2B%`o#-XnUTe{8Lxn$d9zU`+c*huvMB0+YfuOW5L!f)IsBkK=V z{N>N$KS~dx-@gAIIi#RW6H=uN#V-;GRGx1K2`L7nFPYMTvc-5T!%a81yJWXgtWVD8 z?sob?F2WGcy(txC&y}%o&cvm!ptn>rKxckd{^4ci7XKPwq%{@4m2zuB+7JF4DkUX^ z^0uZ zI*}|Bm(-VSqxU;)!se47zt;wMczoC^hg*dFMV`z)_n$hstHxG!pXpBrKMYgmKFg?v z6CDkKfiajnCDwI0Z{ttggX)1oyQUY@JumOazbmmvl)1FuI@=Sp9JF=(soZMrll|ZP zx-t}za+&U_&p)NfM<&@?=sWCz#*g4#&DG!ADek!Mb0!f^9Dif}ZWTCKPjH*y8iXJO z%6_o-f+D3$aH1F9aS7@@TsFwM#_qv}2u&;6yl>HZ=o5k7gABJz1Er#_EdwL=DSzQ^ z5jmL9l_=9ATZ)?%WyW31nGf)=Ry0QAU+6QRU=Q@ZoJT zUsJLcJpElK;gjYb-MwpVTlK<;BnDQ+q{2^+=Rg&$7sZMZidb0-+KBPhi%96Dp#Q8P zj3(?fx2@Rd-e;vEVUVS9t``Mf%BD73S6yX7^x`K_WcoS99jh&ZZO5x|m%Vv4A1c9q z<@-QA(#l7D`Q{OpP8#~Ye1A0WD*Mrz2`wVC1-H!^gCF4x;JfXPm`e z+JnyJcv{s8!TTu(=;-25UiLiiU>AX?3q7Dd9s0#`!)B8=H3J?GLmNCL8Kqc`pu_ra zKz?yPe;)4S#nIGbo{+y7h!qA^M=|OZE9KYO$?Qnr`o)ee(lb=~-u|030Jhyx-C(=f zf_X;OU=tfy{+1w$iF->v9(bqFk#kwrGB;D8iEHz^V#c}(C~&cU`_a}DhRj79zfgFa z$zsT%^PCGBp5=ynM4A1^HD8hz>|}e10?&yyU9Z+LH1DZ^4m1BCMK-=%G!ZXXmkq+V z>2Z##psz%C*jYTN`hMD%?4Jur|7VHoff3OZdpq40rmjW->*@>jLTv4jhzJ)Plfh8Fd5<^%jhJV>O0@*#@8#J% zQ#8E3mWIm&RP5{nJr>?6%7UHHiqW+?E3?aMbib`;r)P{KP&5?_B@uN z&|4RN+V@bpR~V=61GBMdnr6T;E*1Q<=BshRgrU2?iO9S3v=6C1;)te>D*0q3;Owt? z`rfb4jdS(FA*8$8V3XS7nn;G_2I{Mq8fd5<{nC<9-L4FP!>h&b9829pAp5-nr^&== z;^|f`o`Wkig^#QpFU6U=_9B4SpdepA1G5|!SASPI;1MlA`CM&mg?zS7)2$rTz3JcH zk2eeTF#8<6I3jWkxV`PJyQ{ekC1gP9aVQfu&VV`o_?B|H3#{ay`ASZdw*N#;QZFhl?!hN zZM@E7ZN8czX&SZ~p4^6=u*#)LU3XN0MUMXKYG&9dWYeL&N_f^*G((=fRlbJ!Qr&kY z%V*;lLS_%jzb|+X95>MWc^HU>If18vse7v)*zXe$^^AM5B+u=4>{V4DxIlL-i|EF8 zvc&g?v@0KJc$w!TeR(#D<~HtuATRt&2!o`-_(7p+dBgG~fu82X;GBfL?`s{$i;dgI zmwKWe2l1rJ#BE_O%&%VA>c@~bU5%+vvRImpq>%Pkp+h?6bH~5%{i~g`irXl~dE4Cg zqNztFE^MI&bj%lIH>EA#FuH435tAzNNtPe|Yp-lOS44h4emO?sjo|^V^Fv|@H1>@O)qcDj z#K>bT_WbHZ(zE9py8`W(uL;hRp6D1vG&g?eeDJq6L?|x%DOW8l1Pm+<2-`HocY&`W z4fxuIlmO3-s(sOsAC_Xa-X@mmJ*?ABY8tKJ$9Yx!y4A?{jIjzu$)JI+`%+0aVA5|NIF&N zj+#aRQRPLfVj{k?>{nlxSDjBSi#H57Z&NFqhSt0Pr{P4a0kjw#S=0rj9@*bsc5tb# zYS?MWtrR%kCGH8cLq4G4-m!e4=P?8VGQW?{{nZi_?ghWlq;hAg305?g^W*svsL+l| z^i3`p%9l~ulwR}+B{+h7>bjS-<%FGI->dOU0BTjXuL2cPbDd#oSAgc}iQ|ggssp=`+uq*NhojeT~ z&I3$zmC7GRoXc7cU;N$=%9qO&Mgcnz9bRq=9;ck{#ME-kBlF3qb){Sqf z;4i>r0A(WB7x2J_Y2I&0MgaFd|_mA8)Tr!!=K8 zEna2ThQj$=1JY;7N1S5d@J)b@Z=_I2xW8kcC}xaUjz-oSGh@QL?ECkYL1X&GEGIDiarZ}kKl?-ys7lskKO5{es2sM4z zb_QR!z{F}-khIC^S9UD(i-@3^g^vLkV0az%4>^zoQ3TfDY9XI{|J0cdMPAcki?sLE z+oIz8N(F1YH-siMf36>W>i;P9Dn@Nt3s-mv^y0AHJ9fO%{u8gIhC!ui1xkbRSFt;Q zyO19oUY^bK8oS31M%kweEh*=iN)*_8)l_$j;+0UC9DOh;vn_ZY4l6aPDd`#Xk-Z|Z zV_BD=Md)dGRhx!P+=;(S;vD1H0^KAz>OT=9ujza*1Th_A^nbeBu`(s7%!_&kn?r}Z z6+|)OswVz%I^#!sflEOYL$^1#c|Z-kDsfOJaAcbQ6BQGCu`UBAXARJ#rY*Jo0MU1YKgn+~XQBI~m73<(zFMF98ps$&HBL9D&t4m` z9QSsbwGNeaCvD8!jJflz$oIr7Q@eyTDfXEBk`6j`{Mtg=}a7%{{IJ_ zRLe&hQ7SP)DxZw{M6QjHLL`b3BT7jr*UW6o6_TSQj{f3Cyma{W70xQxiZalG-3e(m0tKCtwq0zku^%nLD zaNw@c2tOUv$Ii5;Pu#o?gBzn4OdE)2l3!h1xji@Wh{UaD2KU{XfXwX&8d?&$H{KJt z29$cszaeOqLQ4+BFZDh2YWe2_F9m{kgEw9`>l{#e<}6*a?2=Bv5}rN3q9JRKNPk>_ zfKoG-o%!Ru)j8|sw`zm#d0&}IB!?y6S#nk~mtPDg>$-#eN#G&G+U=$SyW+3|KR5JX z39y&)E9~VWo$cQu=mhv|LI;-lctFhglg+ zM>LoaF~o4Vj>u2LEz_3>9ql2;;KAJ@45@#p_pxhx43Lwv4B+i8UW#XN;qunzGoGx4bErS+$C z!#f!}SA}Gs{HJ_%Rvp0$BK<|EPUVZf6?GUzOpg9jnh{qKKTp^9c4+W0E>LC3*{A6^ zaSjGS2MH2#6-b7@{j%3*?G*>Qp5saVTZrjLh$W|6K$`3}we210>#Lh2X<$j^c-ARJ zU8jUU*$1-o4}>^H#wJI~-G*q!QM3nxR#Gj}XXN(Asg!#8L!eB(c!CLTCwG*%=oAtGMZ~qKpn3Ls+ByhS!(=U|o;}~E*j#W&ru-k%HbNkm zr@|T^-au|~DADD}AaI*%r{2xVtYrG7tK`ko?Y{)Yp3!-vH>VCNcYI+kKmc4gWtKTj={jw}y zq^0oN>!8q%$`fz7m}>k8y&k=muIIE=XWgodK#}>TUVF+4f>Ni&~&W=T|!OUpAaM= zn*tPm5e(s)8U5H0gy)f^qdnChkl-Jd5)hd(@0ERPPQFCRIk^_};WO;}E9-@5r+y)` z^e@sS2Tf^5uJYKRSJ98$PpeFnFJ|-$V$J6U-|kYz8J2ENDz|h+_8Jmj*~`|MFMYG_ zgzjad0xxKO5nal-(RHs)So5oD*0lwT0CIEi!GNl(jZ3r{A zyA%|+v~*52cGitfC?sUNkwA?US)ZR7P7f!+$~e!3D_91$mvHv4dzM5q!G?+GIsap2 zt}muZiU$x%ewKjVoc(D?RJ;!29V^laOPUb2KQdP@zU(m)<*&#VCZq`0+);vNNoBP3 zOg}K=@Q3(oMfrM;+a@frNZ*y~%sI26wy!NTC{oQdj8yzB)sE9@Gi-#V5C(N-H`OUd zLCLvoVhgs5ULA9+v@mYxv^Giq*Q#5i5@LL$zGwa~twRE2NA;>ry3QrwQmmUB_DxxU z6^Rqy^{lQOvbaD8E=1pi?wj}mHxa;ipIWHOJn!`!|HG3Y91&9a19i&sjL?$nUZ$3Q z#ek0WWzxxaVkS5cVAjij7+85Uz;?2}#tIS=e~Zi&qMrw~Wc1nEuANt9K5$=iDnw`L zF#snbzlD}Z-e-*8x)w8&rRs>{i`l}QKgLcukW37{F@M6pobNr71OS!EvPg?eSD*WOk;2S zco&x~+8M*h`=`vEA$J)OVD*bO^Ow<@xoByp-%-?{a$Fj>jw!^g4+4{9R{uUZ5``yS zfGh#Sn6`H;ec!XZpJb~X^%8rF7tX*xp$c+@4QEs|-^KOKuFl8I_tmC^x=^_g;$5N` z0TXA8ZYo|*e>Jmqps94x;di83AUBUIr{}Tq4>|m8%vDt z#NR@Gb(KTtq36sa%XQT*NEfP>=qJ(sKO6Tw6FpWya|CDZefAj3ngEK@T6{h6Wcs+~ zRnd>@XXpRM;QX#?tcJwjzuw=ra3TsvvAAr%=%;1a%G%@UrG!&46obqS$be>E%nZf= z(P?W?(jGV%w~?!ijC~PZ^|f01O>p|WU%pPr{Ds22r?_-^c&>9itXOZoajl>%9la$=(&l z6^5DaJswnhS+>c1wnlskP@$GAVDY{T(0-Y!BAqwxf6!UBoDGLR?O$ng>ul2r*Q-_` z0pcOGgL2L|PbY@lG5%h>jHZe=)j3w}LQ-JtWY5SLdK|CY@+X?B_A>zKWtM)Z={%=| z>+s9T>8sNDDr{it!{7&k#awN~rJ3^KKhJSG<*`#Pex6RrRxtrYqV@ybD=`&zg3%4b z*^ofUi$fb5j}uhhKT7`Ax7yYkJz#OV(GlobS42C{UhnFljQr!8n{ISBW&<)T5m}2B&EeyPaB^nzmy|*cN!@YYC{w+)y!J@gp zQAB~IfQBPdfSy#RvR<-JvE>)tD1!~{5OAS>%@$*`w;-AkGkk6;94Wk19@*)>f@f?U zCLKg)2eWopYt{LrbJZ^3pQ+~;WrT&%^pT=NdkCr{)tA(O^jNHGG`*HuWu+p8Y;^U$Q+u3Q?oi#VE zLAr~M^%%|Cu$^A*MCE>TQhn#W%O@&uoq+jC(~X3hs_z&Q{vz4=n8zz0R#Ywqd341C z+gvT`P2F+E@m1wbMIAfg&&-Y<5umyfj4G(Ra9xG7DY0plpi|eeGOxSu$DN45_ZfpV ztkzsb6kvs;In&egX`urMbmt}Or)r{Nr&hEgU90qp^cQKG%|`2%XU+*%gPJdKp+gjV zIUlDD{TU*Z?i8OL6}veT2*PtuZ|Ox5-vxws17$U79S1rTG#B}`dhsNKI^|sw#NB`j ziTbr0c7vy&|N0@IrH-=m0ywoTB=1eO!Lou{4QB`c+)5f*o4Bd~=nYx~FB4f{>Z|6` z8BGGcgp59lio!rEKo%{kJ5Kl=7aE zC>2Ll6?M`T10P^KVL@V#F^?;FdUAu1iReU_tm?4`FDOPMv<3Q}Pb?8Ga7tx}GC4+? zUM4dSD6S3Pe7(t#5>#?|5U>7|56vXcKB|d_lHD8@xY?e5#OSau_uSZ(@_u1RbyHKV z=b@)C97PB`-)FS2HgL`%l3Fk?6%BDWLOJ?kL2uAO_#NCG)Cl^*1 zvgSi(LVS#{YfsD+xgqF}sKV-R+~-T{HqY)m2DZW7Qwx<4&lLQ+gBxz7|5VnbB{4D& z1e#&pMa(4uw@%-;mg)le9NVBTRA%Cv^kUnu3sExV<9>^Jx_@*(`3Br`WJtJo=v^}Z zL9D0G3&HRUM(q&_FzBEq%vf_SkmJJoQbp`lz>71?W}M%X6F22zxB# z-P5NZ;^HeFFLe*(ewUD0tKLzqVHi(Mmp?$~jQ5`3Gq@W_dk2XF7ht!1&R%%90r-4| zlkvJ;7EM!@cy8(@ReDgakmt(;{TWCHf;_RFAvr*l?UwKGo}sip2?IBh5-G&dh85`H zQ(GIUx3Ke{KYjHLP15s0f)gLNTX~j}UWGNfxv>)s0d=?ydNH?g_ibKh)@l*YfKpi5 ztM^pR6Q=pjkh_C#b3tijWi$hliOGD@A__z*bR*wGM)Z5EC|dd59ji|NP}ADo$5B1Z zbq!{9H*M4O2o$-zD=6s`+^fwSeMW!@XE{=O#c$iH!M6&M!BP7++%sdQ&>0fDi)-B^8ptuP3=ATmSskVRci+hP`3eTl`ca#U%K>#5_KQs1N#&xUL( z;^nQ&z@!7;_Rz?p?iiyL%Q18gA0j;&=NV|sr!`N=*O{?({BZvVFjht|40ci_Fb{8wi5Hm z(=-3%49;>Jnl>6PEpx?t+p-gqUe5Oxi2`S2v}TJkt-7(k&u_M`K>EXGv_Q5!8C_^j zakoe0$Siwve2(>$Me0I=4htlq{!=1grA}&O+|B2<+b`j!!W4G^@yeGI_kT4-vIOX@8`1qB*5`c~62!@v!cl$@Jt#m=o{~d5s&wiG9M>Hd9!qm40{l#$Yx=30||KYW#f}@n` z?t0ZmkQ!t$OLZDL+Kp`bjF_Ni-+DY=_3+_UZ5d{JJZ@Za=qBH5hwkONa(Q^^E5?Na za8t@nPOe7e@9h59hkA_WL-BKZC9;Bla_CtDZ`I1MIi~QlzV~%?8dCI;HMhF8B5ALE zjhq%Xo!77Xuxcqb9v|5vW1)c$HkAsl^}i1N9)}2{?59}q^|Lkg5erj8KN-8fcg}j2 zD?`-0&W;qI`#OV+0;>O+ajm?>kBZ?bqrZe@D+x?KGo=<0yMm+vt+u2IS3v%B{0SX$ zgEehb(%Zk2j&=&ucdqt26$b8ijL;>jpLgjZ-xVv4i2h41`pI@IoRd;qgnq8?!o@sj zCiJ4a_{gj;KFJINW)lW%8-$7Rz*R1sHX*RPL`rv+pPRt3yp0^OB0 z7o{Um-CenVhCtKG*ynd-Q?*aZ%-IZn$>Kwxt>XiErliinL)b^|diT2YKWfZ~`bn!) zE#U3W5Oj{9U6~>?KRlY{dV?x4L@BR<98G^M1|~SjK`=U742hZd4;w~gRPV3SA5z%D z#9y3!1(8ekzA4AALpFE=$I)zqVr(>@^Kw`)bnrm-zZp5m@YV%>O6|+ zj@(VT>$EX_bY6OI@G1+BwafkYe-s6wc`M6x6;85v?SRdDI1BRIa74Cl`{Y2bX?bS} zID!Trr~rFmW0^c$Ae6uk!Io?D`ux~`(4;}=*_^+vBDRp-D9i9lM3OoOsrA4%Vq>B! zX)QPp{Z}J3=9v0@hTUCZ!KwEu<3_Elh+h3&Sa^3cn5O7wdu;5~`z}E8o`Q=>Z{kK4 zeCEq*Q8jn2!Aqro$dMg5!U~Xl)~%NvF{|NKMQC{prclq*$<1mIQ$9zKe#9y&$D)=g z;akW>;ux(^1A2?)GLxq|LCRJL6u^_bMeTkCP)256rw`U3{-RxZZ@29JZaYn`67)d` zaeol>O>qgo!`u)sxlguD?&4PviUzxvV9~LFmjpDRj%K8Ot{8MHd)6rNp)kU7e;uu9 zeR%my72O&?_M}BWvy<@;y!YNh#G+)HAK=YY$xaFd}*vF+z*lW)u#_H6B`@xQn%eV})W|Bt@VtW8u_)`5`y;@fYlZ(%j` zUF`M??D>S<`TyEui8-LkRbxam#+1ekTisnHdjx-b`=W8C_Zhedq4Np|R}?;h=8!k& zH%Og-YA0{Z9mRdEJjcf{(%p)zQb$i;2ylmvJiM)c*A;u$eDLNnNZ#*pFx+6p?r^#8 zsUM2G%d!XQ)9e*z&9eoKh>mK!WU8sQbXNMX=*@!C^7k7h*?`n>cT|f)RVlp_Ow#0l^Ep7imD+`|5Rq!hFh3=$#rM4p zZ9UnLoCLnSpKWRaRdyH%AV6!H^?Irt{7!mN$CvLJqI9Ef&`4-tY(-RMa?L`W#$N4A7R4VM_vU zRZ0wV@o~1~T$~vRzxCziN3qE-zRr7>`M^7s^}0Bbm?G=88IBL;KC;3oq1-2hn=U{`jC{BG%iiz)GroyWMCFbF78A6Sf5@;E z@~W4-bIaMqWf}6vVd{$Tytva#aIL|=S`;Zb`8#3;d}%p{;Jlhjct!_tMVppy;0xmT zihw)&b!n}Kr;Rpdg->;vF2~;GPvYrW&bVLrB*WODH-AAq;Am+oT58)eDW^VJb&pA$ zh!Xie8P=7Gti1n>6vZPO0!gpg_hL__KIv-w6oUR6rF;hWWSoDO=AIH4Qx=#b+!+ig ztI6^~JTRMJ+T&a@0h}X4Nt%ejysOpmALRh4Ot~-Zx)=0D#3@b}@NMFbi_Esa;fT47 zW%1$&GA@WSuKtC;*rp1$%A3-JbhDU_85PInZvoxCvJ5poTAZ##DZ`As^T4ent@ zO`+66l)k^NJ{=@6u5 z@*3ntymW~+`_f6&K_B;vD{d1rzrq;7T7qZ$g5}k(QGyB>cLAPIk> zJ_qbIw9jsG7$}0-%f9kiHu^6(LPXw#G>+cc43yvu=)%3^Jn{{1rGFl|b}yTV?mQ#b>;+{Ddt^Dnz737Qb{7vUjO%%k!yEVH)2W2H}iHs z7Ri0TnMJ+&RLp4Z`wpC)s9YTMNAVEe0`|Q0BW#}n^u7=62FJRSe6V%?S5M!;Az`nr z+lP1Rt0Od6y`K(tDsPI;iu&1T(&cPr56~&m!{{s$w>3gKbalqhkuvHb!@5l zE%aw!y%O#+5P=<587U^+791EziTM7Qy7ETgW%FMBhkH0f_sg2dkt=sPkh@B+z^Y?o zb2X%+`tD>q#n#{EDy{ zz2HS7S($G-enG$+=TDZb$E3u?EZx42=&9YAe4A-Pq_pwrXa+6uRrmvBiZZ&ku2qrj0_DJ9(hY z{Q;+dRKqjad((wlopRj|!aZPmc!kV}aBAo|cwdradHcbCwk(a@AhnU5p?X*myLufZ ztazn#D)LQCwr>H}QCOGF`PBG`$hvPV9R#_Vrjpbzk$!OY{jwXcyy4xZSS3GWO%s|> zN2wy~7Ji;Wihqw8ESxa@wd0giw0x8>%&PqzZx9FyoKM6fM2DXz{mvdMX$P@$^zG@) zOEiP!F}%2bk$#Q#1$I5bP+$E?nyUXI*bOq6=CQQ)nl~;dTF0%cM4s5)_1t#oV(~KP zQ>`kc{Ol)DBG9KkSg})eA64w7_JIkt0SVmZ5txU2 zhtFRlAs2a9O}DC&E@XM414~cG|Cl{IA^posZ6MdIbrt9hL%Np5#N9G&MDa$o#Z%gw z|0s9JUZh>4E3ZFq7qxy_eGOfR#9jlfHYl>Ij$=Ym$UnKlJ&0>8!eEv85BkFH=~7C0 z0TFhSpNTWZNi?gRIq>PHiPWC7RKKFWxg*7!KJ#CUD-i|CSc!tujY#ev$m@mBY(p`S-hL}GpARLf}X;05DICvsrnrul;q zV0sL?hV^2~2H(%uoF297QGuOiK54c+j_s<%B>pb@=xUppxVua*VZju7HlL0EW4Ua4 zYstAn%Ibt-R4(s8X4%WQ?^%-`L3@@Htjm&<`b|C0LfW^LQRO0Vuuq>z%$wTEWW4(= z1UT!0{H)bNI_?ESxZ37y7^K?tc&A)~0yl(xF|DftT^o?ceH=M+m!aaaoM`eeB`N?l zJ2Y)J5;ALKcLRfLax9~gh8KEWx%REpx|aj+D@%vYzNttqkoCx2%hA!vzl4kj&nrO5 z5x{1@2k~?0Pa>vjQNUy;uqyvP5^-_%xz8faZlEV{kX^0FuVIEQxuQKH7)3JMwjgG< z0Vr|ypeC)t4txsIjV=0QgDxdMd)58zlilxN<>ZqaC3i1%aFnpBRep&RlY7t38K=G) z@_>Dhed)8@Y`7hrNR{1#y>IR;-x5qWYRBtcfExSgVV9e85~kxZaes8-j9iXgW`MS) zfA+IMd@7)3n?ORDoPyN)JEI7x&%MDJI+8jb`0*e(&3fd%Mc^6D4ubU~sjb(tD&X`J zJn1VH(%&46c^bCt9zXT`rt?)iUYQ@vpL%}ADe`gSk>SApV~GpR3%{nS=f-|*Ti`Oe zQ^YCBv(PlJQXU}9p#%t;heAhemI4K=UUjU|C#vdF9#GYyBFt8{8P4}moXs1-u}G-m z<%#EBLiZ)*K0nz#gA|*B@8-3A{MV#8q=KicG0zD*T0_~lH3sUJz4iX2NR?{67;u}t z_HVp$gXT4hs|{-xNDVayPFc3uZye>?*HB!8eHRH&nfv|fbe%U(Ii&<1mqEx(3}B zUN90T=!1Pq`AvHK(nw_@sqmYWAX+}x(hBlJtVx@P`*&yGmR*3f|M}%UBl(j?{>kF* z9kM)kzHzC(xnB{Fn@vNQTM>pnT=$_x_@6T-J<%WBQa-i=NZoRuQ}(yHcVtcyf5AjF zx~}WqJsDtG1x)?EcrQ`#@CSS;G(aJwT?d=-#$J}u+zQ?G7%0p8=E)9{kDF5*s$7|~ zn@H09cB0iU#vMaG`_1H`8#O$hXI_VG_{vsEnz1YCx!SoA$O@kwrwBLr2*CoNFCmLH z1RFq-wYg_n2b=5h(!wm4lR-TEchCM*^WLpekvF){VUn+_Ue^frm0W>*X3EWI9hidl zXg6QRaE5mo4;*lVb{SBN-JH%fMer?VhK6o(zuYXHc`L1r4rN1Y#b-3=IFUQ4-~6t- zIb8rpAtuRJf!A$*{vR~7lhOmUsgL+k!z$A5`MaL1_~CeAs1kd;j6_j!N^J)7o&Dyp zWkh>ix?Flk|GoLpp&cdHptGSVxiXB({saMAB_C?I2S3mi z*5^{@1lw0i|G4_pGhgj}9H8~*KHRyR-+u?I7GCw_bIp(p5^E86>cWP9Q;=-_pf>I_ zg}gGG6UETD5<)@G_C2Pf3+cp&-#-X*olRLwUmN{ymQk_bt!Tm1R}jAo+r9G8B)+@e}fg*z(MXBuP?Zyd4++_i>aeX`-3W^ zr)00Oo&A2nmd24Ahu7Ff+@6%M5OjIsOMAyXz^pqbah6ql!}+yaLEnmWx}ngPi1l?N znZ@ht@x;v{SmYU6I9>axGpRond(R<*z6dlb%lp{0&~8=Be1M-vL$pF9Hs8zj>o;&q zUX(O%wWDR{lO&gS%6TAKPA(rV|VFsZ{{^9p$JSYFgQ}A(|(`*_~PU+FZeBBCv{2*FMdrADCaDYVK0|DM9Auk#&p1zAi}Cr`>giqgR%xyOw?fF>Jq!=D6Y9 zuMn)3A*|Q#=yucy@>JOl(aI81wN8(;$8-!Fx=2f$yW?G>V{H1+ZR=?T)VS+vL;q;= z^a#se9(j5{uN!So?Q(RBdkUK-=qymE%zvgL^za0E*7IaguFc>XkSXe5cA?w4P>C7+ z$^Bn9v2|UE4%e?eo3Lv({}tKi@}Q$Dw>rZgdu3b4WSc@)T}Dt>c`0)E4?MOqGj&++ zX~xqn{983N>Y1)1t4etI__~JvivAB)_91j!3fzVjzK9LD{nTpc(qs=Hx{$|?ZUR6JAkvFP-+HzwqpaRhF7oIS^{4|K=5YVDhA5aK; zzp%vRU*Ufr81MYnB{rZ>BH(jm`T5=WBPmJ(8{Yyw*?z8#$k627If6JvdR1C4VC3vk z3}W!kFiQfB9Ky=UH=Rd8N->33@i2>g3cLyKvA)J@?8o(uDi#j|&EF^IAXl3q^FCa8wR6 zb4LiVf^qSANHS%RUAQ+^u3TQ5(3v=7ocZU~(MG;Xo5D|r*Tjxe)u^0`DSD&E7JRz? z8kFRek}X=QT9&#vPeai}Z7j2BS91 z=+J;0K;iYgddi}_pWMd`Ex>kszqoBXo-c?j=fKnv5*fdVz16KPc)91z30YaE&*G%_ zNjN>Q3r8kQ&X!}X`o~?Bb4kR3l>QCp36VWswZAy2KQx^=^=d`04B=b-$${>!hqu?vYvVE$0N{>@-k zV^d0n#e)})U4?)oM=^wm!jaojbzmZ8#qasaw?U6yrWd;BL{i_`I&{8F*>nte_6pL9 zi0uo;IvT+GGO{Dw6|3GE!P~aTcZb|5smD^Z1m61=Qj>m3dps7+S^NHdnq{;O8`3!E zm2tbOfm=VK7|J#HHcLHL#0{S-W9tw4Q4ug9@!ic%@B^iug8G*f^Py*~Q}_!_UE^7E z&Zz_2OR#Cip5KV5OS*pYdh7IZBW>$gC51n%AWhXOMe+M1>e zBh__K2y99mfn_2Povl;Ia2|u^oNNL%YXe zN+Y5llIDa13V}?VX@G`I8lvGC)!$chcNp}_R675pzn1RmQ&w(gb*TXzh=HC`LiM?u z`dE7ncw}8=Lt~W^2c|Nl_*{_V#!sl2A{mM|xTIx>S8Yyo=VX(niNeeIzt&q8p!T46 zpjMvP97&XkT-YANmerzX3%Q3K@O%dQxRnzFXMADtkK08(34_cTY~Fs*Zw*e7&Yc{U z90B1$qmmpob+{kY0*r>rGAGfcOvrrP$4aY>{+(7yjn?+QcP1EHxy>UB0}gaX{HTv0 z{X;PZcfUKYjGd7gxMd6JqIG1F-M^lNX3u|RJ|MR#2AikI-QF>A?%u{9eTQcv-972Q zTk|ubR(O%j;1&J=Wp{_b3x%k5t>DwiAM&?3Fl$st;hF!TVZ;R{4G<;8g3f#H56B0I zx%YJchkMy3!bpD}Y4V**p}##V2uxmGHAs6*$?YhXp0~cIm7`dZq6;c>f8kUT>pzn| zxQYiRv9E2e5=GMmag>4j)(3J!a4)be=HfQ?g@0u*c<>^<%`Pdcif%09T9n~7&qIX6~k#;Bb4pl zgjwU0+3(qTTcIyE^25!;-@Rr?z9m|?nyX~2-v0o@TBx{onGyA_B(>-SupeKtU+eSB%H@o|(GWg`{M3)ME8!9(#Nj@pI>ERB`Bi;Vk~ZzAmFXNvl==^E5dFji_v zW>0n=YkM#DsgQ0Gyi~4dr?_?19+u6FuM<3+kGO-eMU`~z0&p+0=IGt)sItgyR*NwG zPqJxy(grS}GRzKjqF0;gZCh5G9;Oeq!#}-}Dzo@zowP72u*k7$I4G&9ucBkHMQusb zRKP3;E0g^n*k53T<849|)HWq+XWJ&Z6nu zJFOhyt*i3XxNYD<_V?)6^eU&cfzwC-)Q=~u_z`vh`y%0r+e3}OJImdGXh5bOANVA; zasEWrJNR{X+GAbp;41qby!aoxsxd1HT*THc{Jv&F>-+vShU!2eoJ7D1R*rxwLOdz~i6RSsLVM9`SmxbbDJ=95cidemoF2uARqp z*|E;vOk_AW;DQ^XAW`)?->kl>e-`YH73?&pa!s;N*Tb%X^Pt!}xf(254@jx=bsF`UM2&L74S!auu;YeL;&0ajjVymquY#pGEh zx`>MzqL?g={s~XSc?I)>`ORzp&^FEnnlY8d!~chNd7ZZ9ziYK``s4bX$sTHuO>@gZ zVCaoznnuUW!VLx8DHA#X-?`Jfgl}ZZ_$gOQ_qvzHeVJT#)#<}peTQAOT}npb`wz(C zdBK*0?vknC{-JM4y{O|GYZ!5IZ*>4G)$7lWB>M_T1&%>Dj$XLO%@l!7j)6LQE?J)ez387tg3)?Va{<5Sh8 z{eII&20Q_|NSnMrXDAuFehojUr-YC#pSe7tF{_;e*%e?Ky7r)x_!Q0%4D(9chMAhO zg$4fl{h+ypMgoa~%v^wUjJpuB=7jw@yzeQ}{~8Tue@VZ1_;Ompm*K>0f*W552h0^Q z-MD-#mtDKg7N3*Eo;j?6k9?#u81ZP}q?UKjhq4&wV;}S4-db&V5UaUE*c7LIeoWD6 zjb@_^w-(>)za?HUL^@4pm4Knp|0A<32*FpK#IdhTSJmzUXqV0rk{j9;xu$|cm_Cax0zG0X(P8e9onw;fw>_c!(mu>F`M} z!(u`(=|T(l1n;BRVyT7bM!G#tE(F#Yf}Tx8x!)i93!u-WP$;P~oe}MmSC^G>5MUfP zX!DGG0SDOEYND6;sH!GBo0NUqtL>-%-0Dqcv^5l7aICqkD)dpz;0$T zj7Y!5!~dhM^dDTZtKS%2ii$46az5RrJ|FsoQ84c^EhMS&t@8~$#Y7&}2Tho+r8r}v zo<#aHD>bWejbOZPU1dD%MjuL2dcL~gv6Ves6OM(10S4aD8ClD;mKik~QfdA|XEvT} z{};7_7+T;wYRvu2c)=-=zJYn^D8A6lZ99~`K3|k8)%v{CrSX$3u`lDmv^zgKB*5&* z!ibOA%dP`m)4{Zo)q^JMwziFp)w7ia-c}6kDIqvf1x=Mk!!JP5;8RC1P9V}9^}U}K z``?xe>aO#|ahKW)jv(HS$jrM#%`k857c$Qqj})}OeFx0Tb~yRhgmNM3GHeLkYRY-e zOL)Exr<4SO*-w_4k-d+&8q}*^L<+K&J;En4rW-jmIaZfX`mVx^6}o5_=bIqkp+nX+ zRM{!h*Fo2^Cv?YewaTp3KbH-j?ddP4S3M{|I+Psa47eklgn;47zII(G)b19=rM<0c zAa2-_$AWoV+-d~c#CLH$;?(2>IUZx+xSW20b$s6vFx+@L9x0KTkn}tJ<9T>vg^qam z|Hvsu#c9EUbT@STg(byjMV;Izgp*cx^PiWl#|?;}Pv)_ztBvr5nFmGD?HRk)Z2~3u zpjV3Qcx{}05C41}a&OO)uzaiTE_&GNF$}y0tCuPFS#Iv_{6W;a>Ss*RRh>{waFvG3 zUPusfkgpR)kVyk>k3j`Xuj9H%`IauV4f&Ec(~iDe!vMWnM`i<3uJh7;-B$m_sMvxK z)c$7By!-3NgNO|Mx5?lX(?0qZ$^+sd+f7aS9mO(l>nfmk#4WVFoIdz$p6r~43B2J) zL)%R;?I7UICkzZ|7%3spZu#EVZ|P{_(kZe3SE5dd%o6AmFMyowS7ek>ypC%3ZV8_o zn~MhjEl$OLa)V^8&zHnmv%k?rJ};a6?TA-B05;yJKIJrsU~Lt_@aQ7GD<-xTSC(oT16{(^h!?4E82&YI>8bLB4F{3yLI2~T zh^(CeO}i~XrWu3T!?AY}3C^2>?)2!zZ?sXtU2FMKP)@{F-d?eu_i?jyMm5aK z$%$|*iMeNa9H74W|G>Pi;86xvfqUqO=>PU~S0hYTGOttrb={Az-5S-|7KMM{7MBip z$;x@3P`i5L5@`Y~7k2NW-{J~E|J{0O*SPvN2L>ZV-PNDEH9%Q;!_HJI!yS&C?4SPY zlC66u|DSSFh4_zrlBE-{F6WO+o4mZ#@IU}B@p;N?uQ)TuaM#WNkSh9|ea)3HMG0gz(prOwGLN0Mn6>eXVOx-FfBRQ1?)c2mDf;k9*36J6&G zJ-8P_51uVYNTLLypufomSj$+7)=^fSw-+Vd7Z0UX_q2-gygeBA{)L!ad#`OXPEc_2 zO{F(a{101l@E4>=b24(2hy4V69kUDj^BybP2l%?;M;o-|d!4?8zskm@ykRAB>xAFd zcwCu#vMEcp&u_M3vz2V?_p*|KmY)5LCjG%cPsCNiIZp~JBO&O5cEW8MqgWm14gc$Z z*pfj@+>s+L8y&-$)YzZAh-Cyk;XMDxo_T9oJ&f1<9enB6AJAce)nhrtJKP~DGF~Co zp^GE^ReVIntIJ;BA4&;Qj~l(}1+#)ymQ&D60V_l!0`lv;Bv#3vEN1=SP|1dEN%Dvi z8ajcvGVul{Vkj<+vWtzjAO`N3p$D7JXmlDL&; zYf*!=h!De!9MHt+2CoW?_!>!2Y8h?I`U~|<5I}Jfq57RC;$jvO%7ONlL0}N$PjID7 z3vMGj@CzE=gNBCDH8|VG;FuKMBJxqU^Dg7s#~mI?^lu5~oFIV6MhEVReqK{V^)&<}4nry9~TG|wSKR675{EV|J=t$8ihPSq%Jwz{{|R&Q@3k(uL_x;3^WhK>Bt2jK|PT%=X_0;aHDd#+m=YM%GUb z4FHq=52#?3)RtmbL72L*iBr*igWcz~TR?tWiq3b)?)VHhs?g>sLL>&%^ct0~y4=Qp z6*Tc;Nl}NXzJ{Yn3Ddvphq>MuR*)U@ui?2>VE%5hYIOJhXwiG|2| z6lki``lnhD^lRw!StF@;+22#Cf?9PsgdW~ zn+=r>%J0a)u7>dA8DfznkuhnurqZM83B59_2877+Gv=UBPY+P_6}h5-1khP?k3V%k z-j=tAGxv!y6%Y#fHRe0b;wkp`(NFQJ_*;{=Rxg>AK>!uTHpDfEtQ$DAd->~aX@0F= zW)r;g9>l`Deh4y#_hw}Lj(yzSmSNX5?s)R;6D_Zq(SE2l+Zx+R#29Q{M9&9PBanyy zFvIaOck46P>6qLcd1mU~^7-`h^G9=G_wj|tK3!A1QoJcy#foR_7()mx3j;O-8lg8= zbwpHM_I?nRb$7)&mPoc2z)K~FI}-IfH~3=F0M@kgpq~Av{6^BV+|DVGJNkDUCBus|c`Y#LQ zgm1>+R-fLA{!hA(5%)`hST#wRbiW84{6IEH1&@9JbOPB>({7-j9v#s>x~BW#_@vC4 zzX}}R)LkF4l1)qKkXb?+u#0rieDRAnWfr(||6LEbY*Ta3W{Z(XLmVG3E8MeP~&LB5qyPw1iWDB{M$q8#!4R zx{8^vS<#%3zWc>GFP1TQ2l1ds+AF61_r(XTM8ks3h?ncv zbbEEY{xoP^39SH-D4h1vjcAoZ%V*X%16Nf4;`Hxlip<$85-oL#*Tp-7y1}Tb;7xrx zkXw+(xB0}Au9>r5cqL-Zwz>*q2OvGdR68vt))_|V=!d|9i+MJu#9oaCrWFlP>F%lA z8uRDnJnx<-{g@u_#>LZ)c(IMOd1@sk4?a+qV0cfH&J> z{h4^A7-EGz8?e|L1()ru0+J^m}#+K_P8|uI8oSP zE7$SK>;XaJ`*R8|?06jyhTWaZlTh~ZVDh1~$|K!2lVKdDu*62&V`)WDiqq`}{ z6AlBl9<&TdUe-Kif8AWbI*{&J4djM0f`QL(-TA2h%ro!%voA9=FqH=;C%7hi|6_72 zB~MYWPSjY<`2*HeL~#P<3Ped=R!Bouj^5FS_u;9%7*zWdnDb!iufEso;>J{=^IeT6b-6(X{f#49XktfdpqCr7 zqxa6sfOmE0&ZX!*@(mg}K7aCa?95gOQF>5%zF-qTpUF?N*jb##mCIA#o*j|apjoWx ztvvWTi%Xrw7^?)otc*Md_S^|pfEh*g1& zLrgIY>H!_Xm|6N)oHcXAF(P1;$?154Gy24qw>@OaX?hUwECl|IMJIc#kELj>;9j-e zxjlR2{oX#I=mS8Obgb4K>@e#)=GE3WnU3MPUlsh@0XK5i zmJc0l6<&q!(zA#Bh6{ zJcf(ui~O)KCph|m)PLlRL-KC0#OZ6@8$NHSrm+qi8R+LakT>ADz&gFpPvCE$s}4bl z3+1zldH^O14Syv(8aH#09wnBp^K;Ks{rX*?KI9_~-XDR1`oez74M77DnSMW;KYSwc z!rHT?%b)0X3xCVU2HjPnNWZ2QuIS{l(s z-C}9VD76Uo1AS`UK=y%tZv>H551Pxrpv{MYm6x_WEB+dmwO{!B3A z!;M+*eL$r54<$jG-lwY~t8Xv7hkjmf`k6I+_~5PRpLuQ&?@Am|#gIsu;gkdZnF<7T z1bWE9yxuj8Zwzz^mZJ^=0wqTGe%~oF(w4^3KI5aaIAP?>z-on9;pU>{SVLx z&a|iWsq>kdw7vv_AX#(iuF4i}&ZhXZ z9~`Bj*AOeb!QyZi|0)}ip(a4ko9@d#0nJ~xlfCiN<%0n=FH-aN8U^2AJ`3cv6)BJu zR^~3JKCM1Z46Jud@%1YLmU5K6#lsNS>%bvys18EaZ;8oeNu?|mo9_$LKK>0I*0{Sv zNOC=r%cJ|T?gkk^?ZBUkHXo<_>uNNPtDi(Q52WYdj-9}7Ph4KtWE2R5rq$4sr9S_U z&3I;NId+||%Y5wFTx}1CwVR^-2m#ObzTZPH7#ZUc#C+6|IW zm;8Ft8MLTM+Un)F(vsDVD7nU~t4;JRuhmL~jK+!|J!5|Y_6`~|mfVwtKqFtLsS<<- zL#I`;UHS=Gl61qok9hN7vl5RLxQrNHqmyAXHb}n55PeF8?zhKjq^QYwwUNXucg7zJ z^;Emo4p#YC9Un5;Qf4Tj@ne;Ortwh)4UHTeQ(*C`$^J^c>6&kg^J@`m6X){Vnd%sL zbxHRzH<=$1y?sB!*Pj8wGT+2-m22!c=w#j{>>W#cZ=95&GxIvs#TYxm$R_Zv4ZsAQ zt@H_flfWZy89kntFWrroLnfsEr(l2}7V`CZ3!v;y7#8-}N2@~ab8Rd-Qaqg7O_)(~ z+iFKRQ13BduV@J~bNHu3hnDCl`)0Nt+Vbpdpg;I9Ca+-f6ZZD-`>g=ZrDK7U$~hf) z|4BURvB(R5GjVCOhoE54E5L|=@sbsC0&G~k9V_bKr2Dyw=x|wCcCz6!kTHnPf%>2cW4fI5w<#M154@` z{9U&C-W2}Au; z1gITEB8ICF2OAYmVO%9~isV=Q-lxaB{c$6AQuEW3wY4kzfsg&xANmK>Tg!lsY9;;; zzhJa3m<(%)UTnvwR;Mi4tbSjXR2qSx*TZ^wNyqO|`FjiGYS^YI4veXl8-q1g%>brL zPF-_Du2~IRey(#Xc>e8<4OA1sdmHzN^nO{Fz>NvrL0WSj4jVFxCTf)CUutDVJAOjt ztKkmM)3KoR5eV19e<(M$Oo+E!tnZ&+*_lsh%zSc?~Ufet!Qs7gw|-x|KBBBYCp8|XzGvp`VHed3VqL1hAHa83{3Yu3ULN?nC=o8a zkh5gNI}oL`aVy=aFSeFuFj{7j`R1vG&6C5*K&PnI-CrdWRf+M@!^QS}SOquS6m?1; z4)R{v2;O>ln^RCd3%-BMk*H;Sf2Yw4&!YzBKg--|H0QdL7X2$quB=P1o1kml74P=W z0@+19qMp{Rc~#T~1?Cxu^}cYyoRL~ZXNR9MUYTFyrDz-;{X{cY`dv-KN$QDXh|GIL zpBwuXTor;31^crmbVNG=v`|h9rB&~R<|q2ZCwJjP4FwZWf~F2lAEYDRGz#XK!$B!^ zLQF-nKYv%??i1EY^UUKX_P@Y1Uu@^p2F;OqUs}=o`m8^O%GS(12IyKEs76b1KWNPC zZ?Ez8dVVjpQ}7PmM76%P`e6TRi}ybz8)veAvw5A*K@Ns!nk(>I;Ma$$a0>C;E|aNw z($(e}#yRz#@y<88@!Z7`Sp(*&4)cK?#rv_lAAEPE9F*gJ^*gNCjwY6aKmJPOQlXiy zTB_Aw>Xe4vB^+(mUxE8^jxPY&)ihQ~hu!t@!u{D8s62n80#-v>9rs=CNhEEmK~^{p zC_hV2;fh-Qc2Ih&V87868Wg>g;k6@+%Ka64u0pK3-zUr!1DcG=@EzF>+xl0nX#JHn z!JUueM;yG&FSq66tQY=OE)eAIi3lQoSbYa`ZtYL4-*?7+KewDfRk~HL8s^!Z5rH+u z1y_3d-FiYq8_)gj87=&&TA-WT8si!%rRvs4nypa8$jT$KKEgq$g})|R)cvuY$FnpArAvEH6_WAVnTq59%n$JS?vG8T2B?hr)Q%x+2m9jokLwv$KI zo|7|-Q}_m{KR05I^k|-ykSKf#vsp1^L>x-h9rhdPFx__+)s4~2SgA$x)zv=>(=d8wM>5ZMD!sj1GdduYWY!DyWh7ie0wMe||~H%?PYE`^eM z9^61~HcD`NPMe*gnjbd5GwsTe>>t3NPOX6iXRNYH?@bj%7YnbKj{RLbh{09qD>thB z_?0ykabu%w?$>BC=qFay9#WCJUo2FFeZ78aB>=|x`89ErWUd(Xx2|t-Efr7=xl54G z-_XDgd`jM4>x6&wl-ns$7sdFbkLF_Jo})J%J^OTz1mj(zqMpY041Q1nCG>Ax;ZMM2 zacU*eb`K_ux|5~G>{o^*UM+loY-;&7;GLYxV~0hjd-OroiJW>2p^q=R&<{!-b15v3 z*~hk_6SsGmzN6}MBA+!LWca+Uh}3;(i{S+Ga&!yPgybs0ud*%(3i9%^@&yN7Ev*LlqS{Y(6&BgO%LLs8Qc*M``2n< zAEA2gs_zn#(hU7Mxuva6&*jFs^P>$qW2J7I-q{IGY7R0WUoc2CA|D;>8ubAa%@$6D z`*_T)Epz2{(74Ht$zTg*&*)bTGmZ11tC9LWesacgeOX(skM_qKLSR33l2Q1(MpHLK z(q|N^TfSlQ`#A>Do}8i-sdxIdse6Vd1u-ToD{<}3h`KL9Jh?2d*-M+_or!m{e?R_`8>@UPgq0MR`jQew*ZTNQ+YecB$pTn4dRWkI3Rs?><~iuG83t3-^5vuyUg?3mk#H=P`e*T1r8fC=+^Ltipt98E?2kWGtU~iE{vy+FnycDRf zn>IIRB#TvdXQoy~>y;}Y2u2eDpv1c-$=Y2E{K$L!1XpEjBE;7GUC{hp_PSz6cf$Xm z3R@X+&P8@9>fxII#l->1V|zr-cT|sF4i&kPEn2g3=Fd~)6m7PdSOR%1AbrvTg~TTr z&JL@uU=La9oNLzX-s`hXV+~uKwmdeVUIvhtOV_JD`z%JoL^VcJSqS!nE>8{^NoM=^ zDb|~JMWn!N{4-qFEYrz{#)7A1Sh{lTTFk9;@SlFWYoii8jD$5j^qR-pMGQdaDeu0(-z2b(Ap9Q&|E3M*yCHX-~q1n(Tj7IoBFM zXFXxOdNza37@jUC)?^I7z+jtHX2mokw~=vsKX_t5BKhd1X}SCk`kU2cErL`@f6a(Y zvd2a+A#QC9?-RJ(gbyr|{D1m|+QB2dmh`15Y5MAzN68!hzYpMpo=boytUsJZVEvi1 zz@kdZwATE2V0&Q=P7{U>aNBJ!T722J2Tt1`tjUAl3av+e9MK$n=2VK>7c>I*wM`1A z41KUz-0K1BoDtl3{i`k)aUZ>P7B^wlGKhFzu9puk($BmE!%g~?T0BC*2&a^4ywh$w zkV;Ce{_f^*7vsC}Z}@v&QyE2;^8JrgbUu9ob{wssxb5`$-s=WSOD+ULpEL?R(zF1G zkrw}K%DP0I;LOqBG)%aVXnlg?LONyE>d}F6t~ll^eKc{!{2P(unb6+*`G9YGomjdR zriMFerYDJ@W*}}_j;9Pyl}l6hQe86{SYu9j{|uJv8qs<>@VDG835%JQbzQq&a}B-gm2!jibQ$j=-^bs^Q@2(A>ZeXRI7zqIWyi!tWETv>TX<7Q+V1Zq>@wz*#8I z0*td9&;&=C@1SJpGg7@RUfQ5~@{kIDRkEd*pc~Q|LV0l?$azIGouJAc#XYodwFFy& z3yO$!j-8*3UIOREOG#@suE3RtQ~6q{lB3c3HG4VC zmi3o~u4Oe7Zor0gr{MQeyPs?u4s*_XdP=2yppFbPJEIFjcba@R7J2+9v;7qdQ>#v1 zgH#DRVbIS@wE<0=TJI|_OgB92%eHmZDnxVA^P_Hdat z{HY!_-9a4qh4gK2Z7B90((SZzZSt?eU;f_suXgcN`A~nhgWD_i!{@moK*TI5+tQ!* z&6BO*N1NFyWJHd^9aMKrJtY}Uz7w2yrGw*xD43h%m4Aw$nEu({HJ8*m5#bTu*ug$B zpYQ_k2((5VSlHi76D4|j{iuBioFhZn;KH7`#?Q*-|QWd`*!Z{jn)6zIp1dLVf zEWML6=`NQbTZOVen!cTWk>%@Ahnv_Y+V|$KRf@G{`O@xCL$TZoR>Q1xt2EbIptGx& z*q>kSAvc_>uDfIWf29lk@uw7k#k!eO_$iKaQIEgLkshng5hXDnH=0Vy5XM!A5pIrG{|iRN!t&Q%dH8kaZub8YG<)` zGFc_Jn0HDVLw=OUy-8ZYL|C`-(n7JN`J7E}th5mu|0E4KiYr-88V*d4v7ZhTg^2ZY z^5`_AV4~$xMO>7z_v-vWo|Q69sI{mx&+aMnooFxke)aK8z>r>_?Us*Ujlf>0Buru# zCa`@Kda`EAdEBI&5=Z*OLu8{|>I5X2kNq2!k}?YzNz7XnxvDcpmFdW9mp$Im-g6)h zPDQ;&lL{X;#-X&m!FU5e;Q`$5%i2u#yZ1twftq&0l$_O?Z4NQ}qIy>5nvM6&K!2Cq z-P5hy63|Py>!E_2%|&|`W>QE^V%5cfTmYq#l#mpeJ~J6|LFr9*vqIfPHM4_>L#VlmB~VR8K^!4B{;-zsxeXdD2Cj!=H?M{^J&~+_qwm zbrhvo>0&&|4!2Xd7e6s)lX<77X;#?^L;Y8b;{z&lQ^v7(y$GC+^=Gp7HFSpBQ4HXx zhYrVH*_k8X!vgVYZTQeQl3Nb}k`!~}?KLe4$j9M$cuvrR^V0iV>3#j^q-60hN$4fi z!}FPvJe2%-UXl*t7J2ez^yuwgWYcKi%4C5?Xp!KC)X7<1<5h8b(Ruo!95bqU zH}m3yBHGj7w11L?cWGm30Ce<-G}XiUW)=7&{J?e7^2Z;Sq(Bg%Yz-QRX?y*qhpYD_ zE1hL}#N(!Fy!FPW zKAGR@5Q}>X?mcZdjTrZMg|PedJfk*>yK7>{DekixV4-G0ItFv*zNV$zl#p zwah;C-~CiEXKD?Y%|eO^=_lP9IX|{j7gY0}t@N4wAd16lR7a7DYRzl)gdh1lFrx`L zX^eU7-a!^3&KKK~P?;+()z1O#Eoo?cPlT{+e7gh3G0!hAg$$^cfrfp=66e)NNH(FI zllZ}iOloO~TJK0P&2p&$FeQutI)f(EYh^!4TX36imtOmi+i3qEz!4tg@Q$te85N@4 z*-_HaKa0o|K;0_2U7`jpINU{vcE7tbLm#eRQoRnWiBmmBR{8*(ytacnm@}TE%=9Q} zM6Ejz*S9|@5R~kq0w1w94sXGfyfq)LA0Bx;25VS4<(x4)0Lk^+3kovS6h)q)XM|E2TSHE@hmK9 zxwN80`&*I)R}T4#ZX6xT{*iD}qhup~*C5&@;nF7bRloY!r~MgqmEeDY4o#)FgC-2) zVtsl2s=FH%-xA~A88Z>iY7lI8}QOesRxk|_oM9%V-E23yVjmBp&0Db zb*~`fgXoc9~+xt|`Bei7; zVe!*8)uj~oxo*_OEOv;UB}!Y_sm)MykTU-C&MKp#no37Qq5O2g5NSqIoyZYwB=U< znmO@2Usfx_HCH|S1XbUmt&tNk>^B#`wz6{2$U6dkYh{Ure#Y^Kp@QKj;D5A?7mkQ( zc&a}~Hn4O=s^C=B29)G-0FmAjg3-IU*j=(})s>JPJi9jkzyY0z%Ef3XI$rsy^-^k;|li94BTsuLzB>G*b>Z z;kN-K_{i?^pek1NtZ&9poU@4NKe!Oh;AycwThg{mbxGn|{ObC&S!!BLaD!W(+4lig zG}nQG$~IMtg!zx`0EoNg^rfxBd!X>QQL_H*U`q9yShy`}U-UIj@b#pZHbPz0+4A(H z0_EZ_u_z9)Bfj93SR~_5zzC=JW`OpaIKeaC6BT>oW@eIXbfUmjZvI%u|S$k(s(vPVH zmkOb1emQ&L0&ES&iPEe=In;QO8GtIV8}BFR91F6qSXYoN)AZYZsEkM-|T8Ma^?&S z7bBC`b8y60z3+B7#(OP~*In`RAxr6dyA!HR8)M)((wdCHX2Eogr8d#&kD)lOF_X57 z*KbXz&^4aUaXy@S;fC<@$lQn~^b$S$htz^-86$Ts-+_Dr;ZM`SN^AJYVv6hc7@R)< zI=U!z1!I+(&v`YBkV-jn@FnJe@3hU-&MSjVABC}VM_6^=fX!;hBRna3?^IrEbiTMF z_&9W7dynxK;>!|7aqQkDx3~QBO&dYefeJu>Ilcyt#&Jm1g;D$I<$TrGnvhK|`Mn-| zGTtX-ho?fG0b?tKRMPl9H@?O<{Gh(;CB#p=*~aW`Uq%|fiwrOuEREm{i(q34B;HxM zi|6ls*V7VcnZ>8G`{&Rq_tCPdP-Fl1jr2Quh`YSSyorFVF9+5|V(luhTO^fT->Qr; zQOoDkgX9fT0rvv2Y)W;QwJ4n$m@wCTF3;U9*lQ*qufOZ&uw z_|l^f$ks}dNQbco9kcZ*HM;CipD@gsk3O{5-B?`6nX`?LdM0K|FN+6F8voHJ-Y$Tr(CxJ_(DaSV1=c zsTKpwGpeVAwTwHH{^K&FUdZk<->vgf;&trWnC;%^QwL4ofSI-`=KxEgOYb}*f4%`o zB0EXZBY}HH{b@JT7RRSjU~3C~5z`Tc4Z}gIo@R^qwn5zynR%kmoz*LfHi4_0LGa(3 zxzqn~UEibQKOf_4l&Vp0e2#_bH9E_ffsh>EZ{%C4cYTn!wKIayLL1yf_c;x{m&ge$ z<`lUP9i?h7ay0^LpgI&4qeN*PI7w zKL)EFz}V8y%YDh-Q@>mLv1a6Zq$zh^2)H~#^~=lupbA4#M+HXDs`5I z4x4xw0S)vt&I4-2C?1@tTPkZ;L^H2Y>~5<1FsC(_(xOL5dY@hfpT>TL69_r$B9=)E z@*wF4{7D*_{7Q)JMNZ)9vdT!aHLzSm$kTOIF+NbqD?w6rr%q}7`YOIj)1owNuI$i1 z`3jyVEz~S7X_4lJp-q(cmV&c^^rSn;NWn?9f#|K~1{q(g8wU=KW|_R{RU6$zE_KWE zxYvaHo=eKxMz5?4K;)=#wdx6bTpJ+@bWW(e()Wr zkG@w)wjgZm5Z2m8c5^fYxSX`WX0KkVT}`g8y$T}Puq;3c`1~c_1F)JmX-Ys zq;q@qBbW0DhNS1C(Knn!4ZNK%xNSs+02I1)eVH1E1|45Q_JTmfSOTWt#$d}R3dN&m z4zz<1_gd%(qpFo&da7F`2JqFx6_4ypV14_ zb0eSBi=wh5g(J7UR#Umkxy4z|VZi>!KQt|s9h+6kvDOHc?K_A!Kbd;H-p*}4PaXm|mq_xxijzrtjbHk`CyNCQDHo{^*j*X5lJa3GgcQz`~<%IsI4xMV2N0& zlrybqGryORX05LX&lz~J>%9Fv4Z9`vMKVM5~&2ChYEUBYbS7u+&06#A9ihC4AZC*r1#<%7+-7(X*8Dh*6SC&f;78V%G*G)7v&rp z&4!R+cC8&D#UdIl?VkU#9oCRy67IEFS?Tn^bT=tmf*JJH{98 zbN3*ePxLHM*oA&5>88eW?-y#b+zvc`yuEdJ2>P$N%eUpWBK*p$r1!VIZ2q7Hm4mRy zQ`NhMgUg5vqqQhZgNf&D;%gB0SNj+h&;46%*LA6Ge%|4U$dC>(-}^FVWBx~uDxt6q z2)Q));$shydarHw#iLuVomtrDv%1RjlW*w#(qIK78^y}J_%(D* zS8=Ro1Ol7PaB_NrB46r6KDY7I-^$=Xno9Y(^SMclbgSmWJ@eCCQ*jfxeQZu${n}5X zeyco-DZqnH(tHcYg4sBLC-Qc zDeCA8!*O@^(m~fk;|p3&6SsF}s97(-PYf=EF9`f>QqH-P9iX66-#K;EK(10rztcxv zDq1kH=FmX&w24z%aZ3{Eo$4;0YdAY+d;SlkvD{lHm@|fF#@-YVK=yr5n|M~uNfb@J z@(pr!DzKda4ikFTPN8YE58OvWt|(bI^?)R8b)lj=LZ zJ7~eR(B=0CyN3TT4j>Qou%?`y91&wLCTH|wUwrPw2Ak9+|-l zk++QO*aan-{-$@4m3rkSM=x2hHmdJ)fY~+8G#;#a3XD_v1!&uA?yyDwFe6(Cc8`(ciEGJz#_liTc z(83zIg~|Uy90q2iDE$kAoD{NC{~-QDH0E$P&VgT%RIXrj2H}Dl8)JBS4|H0Xt^&0w z6YJ^lwRus>bC*|hY*tKv^qcGW@g6gx&*}!~LxB(2v+QkEdWJYsc+dgg^Dm(>5xO3# zAXi=Ux)xt5SQab2tZ&D>rH{)k!K0^`VYSvzC6%)`cnW#rNL$^k|EU@M zB9Q0nuU?-sbHqJ6^^)--b`v;L^Lq_0Trl5ZXUEvb+$=E%Sn#^y^6>>0j498b>cND0 zgW~z&7nX(REJQ!moCuqwKKRYmqwAbh9Z?veAy=*Jt6WQqux5{^u*K`6J-kGR8X+?` z`mr~$#?l&~tdhqC@{eQpAFHc*En+;Mg}T4l+}`ZKJ^z4fymWo9{_%YUnbk$_FZ72? zH}<*0(Bt9+;frD5p;bLEgFugWhmDnQbv$X^D4b!8D7Fo+K25y^@_$^u63enGn!IMrE+5Iy;>;pmMI5^F7Y-9QpGr>Li^YWt6eKifG4qL zxqzkqdi>|duLP9TTBp#ZONCxpJvKCtBT{TvYe3*Z+i5L~ASahJ;56q^c2~}{75ODt zr5l-8EgqR=zQbPAxa6p8$(FD$xLt}6*W?+!wmzNwSun`6!fTKrUw4r<-kuy^3Ct5* zAueUE-m$t#vU2C$WFBcz@1uFDUw{n^Gct(=rji>YAmuhx^g14hRLo6YFF}hrBwd!= zu~=XH0WxYndaGcbdqLfs!+m%a#WEdRDT2mI!!2n&&5RrNa&j>>DRYSOi??(uEH#>5 zywV`NEfU$*JlUH2CTlY+>C8%yr^Vb+(*TX@dK)3rTn&Ob@r{yZ@fUeFKBacx;-ebg zY?j`oWg>U4^_+%|Eh<*Rh`suE744XGRP`$HbH}Li> z?CAWV7HgCdWVrg}->6IAw4vDRSJ9B_7Vf9J4nV}yi)}S`M4b_esx6!W?#g^|L0?0_ z6c^y`( z8=j_f0`N&HP`OKy+H{e7zHTj?$pQ-NSw<=dU0jdxLn#~KW_H>#is%oc)~)on!bL1e zvn*f6lXlpyMe^C-E!A|VTxz$d8p$rYAvFIi=+6(hsr~yzWW7UtmV%gbXz4Qyo>yA67 zja59%3kBW zBbW4`&*n8|G2=+SAb*K}ubslx=um`SAdJ7LO++F>-^We&Z2^7QUnPZb#?9iM~#5ED;|VH(#j_)fLix)u5v4&@6s z$W@`DtTr?bxe2Axf{*QLi-9+guikOPF3r*OOw&*3lLt) zsDACoJ&6Ecg#b<}+fN7KX8pFqC3;?a68^@*iSa5V{1Ce4UEO`A*lAjemk0GSA$S7( zB7El6dnqe%+U9&;&vJukYqFMb10b5sOFqh6olU{exK;%7=4DV7E8bEI*PXjjULNv< z?m4opnc&8G%8P1FdT}}2+tO0#H&V<^_$sHXbK|i>8L~$0^Xne%zZDsJENCrUA{)Rf zmyG!;`{v_P4y`vW5RX%}`q14%d^{GfO>=7#_QrFM<&!nO52jU8)xP2uHd`MXzR`Yl z>O4jFfM(Xu_N@$wu;cw&CcHUG8D_bryWVUDFpIq?-dS^N2TfO+)yDzzf!l>%QvZCT zJla3L{*K2K5}y=}bxVq$VL(>tqC$aUD_ z@FcLKvA9Fg7o8?LW@oBvVeaRo#l#hwrY)6gbz<74r=jIDWl!BL#A_R1?g2+>mk2us zK42Q6p1!lWw#~*97}Pr161B&R2Kd4JF>bB*(W!CF zybCMsxp=S?XOMPClg)dBBgof$vJ1qW8`pZI9$G3e%NuimQUA-yMD>bB?2X-A0Uzr2 zvhlF)QXyx%Q#MPrYSW=POEeFW?kY$V_%R6H&?)jsnCsZTFqoC1wxB=`@dw2Ki)u^1 zP}>^!46Ht93xiIrphuIwkF7B@HJj1NH#7EV>PF=63vYg+#I!^0%);SGG9+|sX%P<`i z=J9OSthmLABAx!dTj)zSkk1V4Sgj?eUTi~8zPib}j{184dw~mFpUK}A`c=+>%}$0p z?iPKpi|~E46aT*U)@jt)Pc72>giLh2p0!XUY1n>;58hqNqf@OssWq&Husc?52r;cnt~;B-S}ZEGkaV z`^)v@P6Fq}R3`_#QQ4;S0WK+v)=x|E&YM2L>RE706^yBsIfm4#aDTU{ko=wO3o3Uu ze8;qg#DG5kRN$wRKOju&hxclQs(6R{lFv+;x9pq2>{bhjch`L`IzS}f%f)@pox4uX z!0a2-6B!A~pKwQ~_mdMDO{HSIjFdb#zhp_b0eEN-+iI58Se&RFMg<&ilIwWS&h`Rt zKA_3vs|V1yh$hFjK!Z8-ADYXxDGnCWw>M5i$sD<;9M5F5$?R2c;#32e6>sxa>E5 zv!4Xe<7`GW?c;UOU07{UCOc5I{{moc@*+R2#Si&GkbD?)S~bMX|BA&*bhy*AT!Uzf z$;+ltagbvFr=&0PsiT)B5c)`OU>?JqW?uwp!-uJuY%lg7-aEohKE=4_30oA?Cp|O=jI%Kn5K6O zA=rf++4cT>Frn%W$wTFQk*4EIcxupZ3BlgzH8@#>p!$8eVqU)^f%l?uv zU8iFx*2++nfZ6of^~#H`TsVVw~QlYu1L})=xkdCuq6R4)yh;BGI5k_jGXFkHt1>TT)o95;RAu6IddxT{U$VU z&dJ^D=^>|d%`E>b$xAgMie^6<2Zl~3FYaxh@uzHi3H=fxk!9`@6s>`Z2}qH8i~3qQ z<*5FH1x=CN`ZEWzWc`K0yiGy+gbU>GOE*P#p1<*)gLRLmJe~T;TVxCAX9}_B56TR2 z50oZNue23fWNO52s<~XXQgcg-oIr|^jfwaK9whKAsC|0it)>GWuKPZIUB3b3t?8K3 zv1B|vFw$PiSA#-KKOtJ7G&4k|opE%}OlkyXt#JhYrD#@z2!-tyoa$PAj#g5mSHQ4A zU#f`lpr#0guWv2%Eu;5evOUu{nJ?bj-_alTbaq0uUYu`b-&xp{_xlXokbAK2%X|Ls zEs!s?oTn*w7+UeBAWCNh+DN>-6UwK0A2FW$nYK?0k-)I>S(m0u)>oZQL>aw;w5H_w zrtsFug^=}9HFJAfnGv~xNw`rY4hpP!0z=jXT<U)1JXQo8wvLQIQ94l$<`RO(jDa4q$#kAi*~Cj6e~q_ zUW=^%BuM+4mVG=`CJz~|B7YFXGi81`KrVPuZ!xGY?XqR>kWCr50YQ0|!8HLxkF#{cj|K`R)#Li4-nE<-ZZGBzh4X70l10C}_LWm*wBDFg>`C})WebdCcFVm|SC@akixiE6A)gXN-o_xTwZG{9bwg7*d7jpzH4SD-uMZ-4-keIuH@6 zStdKdI)bj>_~{&&!IK~T(uXo=ZOi4L##YelXm}UB6AC z9^J*)-v*|90m=JFxHgA23{Cr~-X^~rms7xWfrC$ z;6^>Q35=OjQB^&CK4?o_Bi3+7e`J5iS|k`?jRcId^fY{ZaWTrJC@au&PXxAh{8@h^ z&mk5?6A6V(Y?*m;ww(MyDYV{&E)S3(?R-pm$tD>nqL!lA^=6Ru?^pEhf$Z^c7>w2A zWeYLgIxB}49&TDNqaV{uE9pw9yWZ*-z`ngH(n0^L|5(0%z!<0$cmr=Ad_qu)C@-`l z8d`UYSziyD0_|>mpLY;h#Bz(tf#dA}Ytan{6h_7IbpjaqTrJGo>bNfIbnDUl`JRza z8y`0jJ@R?ws*SzeGGY||fGD0Lf7>APBK+?sFU9AX$tL_13__f#Pk@y0o;F^N_U zqH!}pujS&6|MUV0s;ty#&RA&qgaQSb?B;!igoUbylW*aGtr>RI22%%$Wb-^<116&7SI32&S5X6rY5b_Q;x zu(%}1A|%b$=hW7rn1Gs|Z7TS8$wpw3oEv11b-iky2aNKcMWpcrp#297(nR9n&OkPI zmMBWIe=~GnO88*owc32g$0CY5+k2}qAm}VwYV-bx4YOulYGpy1a&<-{U9H`0KUOn< zclGMZI3umE%dMwrFr`i&S-|-+JF`Kgk|@pEv<5ks)ZWIteGlT(_cd~tS;?fPAE+dU zndS676-FCv*0s*lhp{oX8-z+@yZWcSkkMt-h2`p^u7^b|M&f9StGxoCY*+yK>lvV8 zgCO7P)jeDpCW_t(IM2P4`Zt~wD^?W9IZI$F3M0(keR2I^Xc*&8X%Hi?&IEA=iaxXT zft7WkU3PQ*vV1fm$mk*OV*pLBFLX+o{UwsNx1Ob+$nDFNJ%uFThr&|?(u#8FNZq&j$`sW)jU@YtAhj;~_WDwnMt>2J) zo7g%l;kuvw3>-Y0$o?DFxK{4hA zP020mE<{=5(Ai+dO9M+I^*Hdj)N#$65|Pr4$Su!TMk_%FIHUF}B$@u_FE%Y1V^>0O? z1OueY8rX^Fd6;Vce!6T*4d=YZSm09ZF#P+j(3lPuu##5kHllfP$P&>zq_wHxd-D|JPM}J%pv77{C zv)%gD^Xev<9s_p51F77c*N0rqZVw*0xBoirHp}i1*luh1@x1F?dG$>6Gh;OaA?fjp zC)h6*J%0r+!amSaFU4-W2e)2$oacL$mwdQIyz$J$kDevTJ>&SdJl&1?2cM3NKKZS0 zK9J>Qy4~cDL58t(R2VBq{MG7eqbE{Syyw>SVL-(IUrz~Ny|>he?c&ovAa` ztK9dIhXGOsiDxL6weZ?}?Dw_7=c9M?U{>mSyl?cGTV7fO?(o{+ptO>UC4yxZ`CE!t zEYE@*cvk&9=YGG-ZDMtdAP!aPW;JTDjZL&WIC$eX=c zsi7;D_ZVZV9U(TY%%hnl(ivlUVxN?s{FB|$Mmya-)CU7?BJ;83+sl5|b6p|ag3oj8 zf#aH3J+479xt9=$jnOg^;@jq*Gvzvoh|Qwm;NxW6UL}sn^u!Cnjt*TY*=9bO*6&cUAFp8>wyk?Fa$6U8{N)F z)9xY`a(B{;i`>Z3c?=^_wq|xUG8gC-M*V41VX0yF^fjRaaY$cM-jC!gp?Chk9-CJ+y}}rQ*gGp!F#JuS(`V6YdXkcN>k5^cW-37 z=*=>ECzWp8>+=5fR3!mW@0yX^@c@t``eCc;52rV zE>Bby?{ks?57uq`@l(D`9V?f9jeN-WTy5qAds*|vlwc#kaih0k7OVDegU+Y16Bp?3 zbpOhEsOcB{dLUN*)+@wQ3U|+9?OF2=)C5z<#x-+-nV&)&^q)0dPK&nwnY#aJQB%*s zsG&9GmK|SVJ9ePHD9kR*??<9A4)qW%&-Ai%v15#sD5U+YjB5e0;z=chj*I3rr~KPA znm}KL=oxpz#kntW)$f`~OR&r2z6u<1w5aQ^{ziW0wr+~iLZ2Qe_~pU#tGp|Hp?iIQ z?~^=T%0b#=uN-CDcYBjpHC`Uv(6!p!$_kbBAbLkHS(HfsZpD1%XJ#UoS!siQ7p4JI za?np`WuI5Fmv9Ii2`T9{d!S^Yd4Mg2SCU-T$JO1G2VJl3yLc$G#F!4x9H#2uWte}k zi#u4uzOwSEb$i&RlXiCOELmmCKy*0V&uDTG2o`M9>($9{(!r01M!z!OG(b_sO;kUa zCjmKCPG~MQjkz5*kleEbJ6$e|-=_8rxxiT=)YYOhw<-RmrP3#EZ_ZvCl$F>I9vF;f zgh!~%-;+XA=1*A+qP1Gj#+Yl@>w&BvAAc_w_&okg^pBV4IYc5fr8kN@Xwz~PNTO~o{A=Msxm^=ch$*=6B2Z}d%amQYoUpSg^YJFAACbP@wlf0 z{uF6iU}h~om7{fXfB4pQQ@fS*u9;9X)&2JEKEnP*xlO*FKC%{lci{o+_Yb+>lE*af z0fNsDEOV{19$G9#7ZeJ}?P#^y;3SJwyiwsx>>FP`gFH)3-rV+_r-FB-t#d5LfbMkZ zRsPN$ryY&3^A9#v{||fL8P(+0{Cflu6$KF$loE=Hq7o1RX^9Gmf)Z(>B7`EMC`3d` z2uV~#ni3HNq!*EHDAGfM(rZL|OQ@j}AS40OZai`PSE!aN7+vvinHTDY!K(-UQD3w_bK614OF{K8u&KOzvwf6^Dw{P zEPFHhkKQd1eK8sD<@|khr8)H{Svh$x6rYFrh@Fci}f=gfx?f^Aw(AIt?n2X6Qlqem+wS2{yQ zM_6meDe>3P(Cb&F6ZJT%8(Ujcb4Igh%dNsV+Y{o2rUi$4ii^*Ax_xY%4OjE}2t~qN zS2X=Ki$4C_V!6?_zdS`6TuD8Fq8j+-KVnJsT7--cbcwBq^An@kd6fXJGtZ}m>2xV% zne+YRNgq_Ie^iEV3by@DH8f}rrn1uT&BunB&d5={uoU%ngjL0w7}j3LBP4Ii;s5 za_XL>W8-fA7j@&geem{!*UL|=Fkg904e{7^h1{|46mh!AH3RoZBf=7>f$6eQdr{r> zQt_)eywzHa=Okym#)TyONx83hda$H?oE97=TREQpPI4W7a#XL0JA1_hj6YToX%~NI zLwj;8!uN=#sZWy6E3A07oT3$AQ65O7&`%GSeZlv7Ndj+iChxxt`SqhqxF}Yacof!J ztkgLbHAWWaxc4EG;4H?>Fd};PV{naFGwb@54)xGcTTh-MuV9t)mh*V=>ug3RwHH!* zrog3hsc(Kg3;Z>_@>-LKwj@EUebzOiedMV}yJP6c305DoD{vWS{IX^mfdny9Y@tvw zBB^onJ!Pb*yK&y(O=NDz{SA-Xgkqfnt6}Yxcly*TJV+Pm4m-QUa2b=$->+nNt-i&e zDsEUa_tDzBU9;u{kt97lG?Ud?O=sZp&Mazde%~k`w38I!0g9~8c?+F=&0_OcjzTYA z^+2QEnv|4nEkrZ7*A7cb(;ZWWyNC^IlZU5e>}F5$saMhQ9dlX$Ye^ zw7+F;AfI`pgopTDQGIUBiMosu8HIklRULv8G%`4i-yIb~KYIYPtt!qwVhXU3^x3+E zdjPoAl#E|@-qD9WWU`tj`Y`2GwJh%nP(gWiW$$&D`? z27*87c;nu%O1@q{)Qx!BzJvb+_{G%yP`^5a-$gLs$?#-7fnBD%BPgmH{ouwe`%M|` zIePh16rGcoS^}jxwAgOj)<)Al2v5E5pXwXvt1sO@_tW3){%`Y7HGaQWY+Y0jVXAq4 zqg)?2419hRU9PLAnib&JGXYMrss&3j6lwv>IuGTU-}Q!AplIbRO)bCooLki9K0oE5 zU_0AU?#dm&E~U(q*{ye(ZwrZJ2xc#QFH`mbfq?}41Sd@V@RtJwTLWU`kcn6`4~%aU zCosx;VROic@NGej|9lKvJdAf}eP&O14>a*SXHQ;11C$fuXCL9^);NzAc{f((eM9v6 z_6}TkdA71~e}i2AsGily-=g#tdH~7%3EaSABab>;ZOU>mBog1E8006ln3kc-Pz@CZ)^z zy&>VsjJml?wE@)oXCU8b2P7Z5 zoH{;3Z(qQ?J33Y{9zi;S(YIL~eUxB>tGLDL8z|Lzqis?MLX*~49G|UB-_O~iZ96U` zMV6giBBgu`EoZ^{t2A%x6j9VGfoHeESRbwBT)j8r1OA{^nZ$gNDOWvbAGdbsl<+~0 zbBbPTW|#LY9d-whjg|&^Tv&8Ow9hXkLu%bGUc(;)P4MbfR54{##i>gGR^vmvQC@OA=Si3;1|TMJcoBC)kGmA?|SjR05a zHURbbZ z=F&G?k!y_hi4$Zo7@#+Bbab-G*E>RXib9F)Wt@pzwv`^iN|Zy3W&OO~)bvi;e_yuU z%R=6-Fw%Nw_syR^`Fp^=y5cr!IX!gk)~3N>6eO5zHo>&qtUZi^1(QuCm=>GJ!>E}7 zR5+G%c#Z#h0?!l!aC;9{Keq+wYTnfqv#q)inV?$cY$ z`3?v?vu(}l?dcK5sjnBp&v;uqwV4~l^sL`AA9|MgJ2gr#{9b-#exg zu2Qj_8+a|H&Ac`yuQsNA-LfoAC9hyAtCx}$*yb+OW|14AQU*W0=zn^al9iMgXZq?n z*db51ts?XHSCxgrn5n{~R~659xqFxjk=l;>=P#Uc8_$x#RXqPeYGZ!AofgZ@8eXVyWQz#ldMa3drhi@V6Gz|6`{Ng75AAV);@tT$=jz=OEAxM^K?ON=E#^c z780jSvL0G#W?L_3x|m8p^9j3dv!w#XVxP<7+m3Fk*sa>+-Ih2t!mtr- zupKH-xS4zJW}&lHSDo#aljWc5R^}!irxIya=FN~HOzQI=s5TTkCUe~ijyKmedm9#+q%ktA=Qls4ZNz$ z_myu&SLvWezXKNSgm;DeI*#USNxXg$|b6QLVQ!;fbVEopST zJ!+(9IPkJGU8_TJ_^zAgoNNBE_+|G8eIi;ND0K(LS7dt}@wBt&p3s?)f2dSNOE}+O)Auf)IBo8Jl5Jcz>&+m zk|8uEH+!(~$Wur+^+ZO+8-!}3>;pqUH{&|EYVr7vcFaOw$6I^`nK@l}oj3Rk@||-c z$@g5D8j$y4tzu`*n>k=NeVBVlfO}D^IAOn8IQOHyuxy3b&e(&?e~F(v2$H4rG`_vv zUEWW!4TyUgR>6HT|WrF0pt@ErjshA9}Au`TnA;bN%@Y!VS#+&nbIP zk>U<>T=P}Co?W}t4K?40lUQEQu;(&i?O%7#+4we}-O}`#ojG^5Hsw7*Yx8pmtiUq+EgEJ@7q@ad4Z1?jk-5>!|Zu7GF z-ZjleR>H~*WiRX7UA-TkPNJHPl?f(^$*t$c+v|<7gGI4Y&@;ChzA`<(9azO&*fYEL z6s2#th~DJ8quz)$ii;i)!o`&~$x8Phfx9=KA0v)E;~$t;LF! z=@zZ6RiH!}5T`9z=am}N8ZwnNCCkj`vX+dh}A@works-%T~Qc z6w+FtFcMvEjelXmKiw-W@YrDz!CifC-qJDO=m-o2FZ;eP$V32r%ffJYU=Fmg_%YUyZ9OVt55Q@i8 z(u!UqDF!vnvj;~@5oZ!lusw~=J~^2h0xXR=w=c>ILHCqC+l=#(z^I(O%=BFj|GwOR zb+5N~&puY+llF1NW$sdcwO{kf*r*Knd)pz|d%ll*O6=^eT|aJ39Vxy^6+HmJ+Bc&- zMlR|_qxVLhnfL4|@iSX{!h%(YDiv#!%=SLtcgg0w!=mar1pT>pMB!P<{0lKrz=rv~ zgvl@E1AY<7y`AS$m#KoI&Jpz=4iK84{*uzD`NqcA7dI>jYM8v6GZqFGI{qe|{8LNa z-v(&%vR8uIG??jVx0N8G>&g^(BqVApo~6cgTB#omslxE?vVJ8@p%H)pZ&n2(eE?e} z<_(~LI*{?KO+t+r>FnR1U`vJ(Jl-O5j_&+-vA^%(CL?c^YW)32%{&rPs?Xzp|MsWU ze|Ye3=8Z5fKi)*U0s=Jt^{T}$HU%CFad=lH77%$a!M`SLfeRT5=_clNBOi6n@FqbU zq_6zy*|UE2aCjKxT&?(@die)*{;3(-18@)Z=R3+3U`_p3b=AtnOqskm)~}IZez`8t z#)Z#+S78cG0_EJ}@ypioV1pqJ&_B1c3FTr1G=diZm*T(8m1d21{vK^cmy7Xt+6SSK zfO~7aR#46sn@}R=aL$(L^hKH91_UF$nF(77`hC5VL#P$2J^HUEPVxFd8v$y}H829u zJKOfRP}^C*))V>M*U(5n0Af3}TFk)UYUQ7*{~tp6yBpzmmCGhO{ zSAza`FZ>?`c!m6s8Z^M;1tTBLZ>3g>DRC11)l`17bJ%G9-)!;Qly-s3 za{=Iz*$bc?E_WGO`7z&Sqz@_eSs4rcBRj4g>sPxvzm70~H6S4A-%@1qcmEjY`-%}z z&hVd0QbQpr#6OLKj)g?&^TklXxZFua*Mq)qtN-alUL$gjbDnvb`Gnv5&1e_CB5`2L zLD@s2&AepfTxS#iJptKJ#tD~oVd>`j4>U3I3+n+UtJz05-R02JOMYHs2Zz)=bubH! zhoOj5c!qW0a@OXs-C7xD@(Hx@Z$QCXlJnKM>wj=pP7WD)bM;H5K|F>Er8720`(#)!jx} z^rv^p9c#9?nv3O5AMi`qFF5sd{s7;R8fkL0cMhpNjw3q^dp&M*dJV2;H%9UC1U};t zA4R-?Ql*RA-|9p*n7JzL?l3SYc~rSyYjGKbrmmq(z>xC5UFYr z7{4DWvT~E1_|i_J!a!ks#YZ|-#Q$kO^$M7)Imxlx%1p=jEr^jZ2tapXv_-5 z)o>9nkQIzr+$w}VA5l}I<*J7A1!v-Una&;C9cmR8!a@fdb; zPo?Aa$Cpip(0Lwro$A-`PBGh0J9cRSf^|N@yyyvOHSFeSo#4&AJ&JOBX*m~5E$Eh7 z1>XxCZr$HO0LTCvY*VD-Jqa&My-y^#)#nZMxE+|x-^R@K7}xER6~#%e`Vf;1JnneZ z=cXMM0Cgm51?|s=hK*H3?SF#1C=DI7EqpD4DVHn?oL^KI(5k8#&wFWL=IL?Lkx*$R zvio9dY0Kdqe)=ONSL?6}pMoW##B29 zKi;gky{XdLtZ55&(|UU6Jc4*vU`4K*2(62Q0q=PX=G22i26y;;~WZ=0W^5ca|$_xbXe5tz8H>avXAQJJW+;IY^zXK5_71JKP%hZFAUg ztt@-;39xa16plq6g0fWb46DFpAW9aJV{_y2A=_heru9~j{ZH@z6X#wC{PZ^U_brvx zetN%b&Dy#oMwkoUt6U7~BsNfyWjc-#~+01{i z^uW_oMDSdu2uqpuJoBCA`I8Ur`#O~CK#I;%oAqD(>y%y|gc`PZud5Qa0?`YB(#KJ! zQ}RqUXR2>ecdu$5_cy^N&-{YvoPbBfU)yCmt5a~ z-_*Gpk?ts}Hav&TtvXFmM@-q4`Zk!=cAs?8`EhBpH9qgd`T((*$1jvVJ*ucjRUr*! z7@agL+Dz|EUp9r>amLGa^6mGdZzlpT(&049{3DZID+XPw!#(+WEyTRGxIu5h#fNC% z(=_|yTtQT~h29kOPRF3=eIc&RGe{(P{v;7FM83# z-(R6JrtpS7gypJ$p1u_H1>4x2<;0tGheoV{5Pzx?td4gz(ss)GQW)^ev<_V9VRMxp znyU91AinsRmF&|;PbweA=tI&yZ(qT@R#s_E{N$-4>r1KVNGg)kgiLGZ86xlng|%_o zZx<&)$VhDa(7Lb0bI3(ocbF<2mdHP1&<(0QP%8@t2aBz#dJ%f{*JMu=^?DxppyEl> z|H=FWECXx^*I+{p>d1!S!b>8dfd(H2-a1t^J-7>ORB$#Bg+hBFs|pZw9{yO(J6lRH z87&?ZkQ30Wk3I}XK4bjM#jaRYLGqb79{`yW$aIELuN&iG5wSOkn~cD~tro_1kyjdO zrdQ$uOkzU>1Fwo*RADDE0ybKADAma+P3~NUe3;zP{FiB9v;yqiPrPJF^Hfa(u+fUX zn{Z!p;r$ML>rUeCJp5kalkmdnqgs#ovxENVocH-xIYDdx(YYlF@{iq%G%u#U?{Z2I z?Xp84z(@v5eANqzuO*CqUz%@;=nM0^zAVXnLp{}Cd3+e`uoi#h=j=&c<5lEb!{$(eQ$bGo3$4uGpn=NyO+swQo6EaX@pEw#h$ zRR_y)lVdfDJWSD8u${fxD6GF!!+ON4(AbIYSoHc-_f6heep4{Zzi#i#gXCK+`Dx|N zZ_U_>zF7<6s4CUoXpdDT$cY^Ap{LTK7?AEp^O+@+-w|5izc8B?4Q#U*`c`CiU#xHkL~P zi&k3eRy4NF&N0DUd}!@2dKpVUi;_QYz8scATv~=MK+Bjy$r7#>eaV_t@jp1C$H^Aq zg@t4z!V$LM@EeSofUn}u)HiiTMx+yps(b3Gb%qZNJP4)Vs#AKd%36~TeeIl-yp>gF z^?LSz3vIjUqGpN!>%i0iH7Kur#h3tL$PTKT{S|G}SwD!gUk3Q-Fl3^iC1-fnKaKq^ ztwR+dAH`={_1~XTnli6;X5kMaajxsh4vvV>JG#S*#*fjPrNnHg3`Or(9XNUIVJBKxd-|S<4RL)xpuI zGhRLXDL;OP^lmyPdPBaBfVB0rulnh<4eEo%WZ~$e?-Es;d3mA**%U+Yh<1OR8u6#U zh)CeN{1%*kDtS0m_YN3~@2-_6R70G*JlZvA6MfoRuuP5wRWT#02TznDr=~5xK4aoAZPE}RgCEUF9XFKo3$5vzp4r%w zQp@f+TmTtrfppSrqXvZCfE&0nR>%H8>(q;4e(tcQ?Xv?hJ>aFw+$^**b00x4B%1!6(^b6?U@q-*3#s=^ zaj>+Inc_BPRYRukBtC1R(BFHxC+%lEYr>L+ZQ{lvP^n9LzfvUo0bOH>zNu-mE}#r_ zug`}GvD8h~S$YZf?;fjn+ta}=S^bj9K$91nEBsN8h_E~R*o|NOF99!w!S+qVU!9|w ztyvrV1P%lTIMivs9bXID-Zwni6?-pr=^(>!=nf`+R!YE2^xeOPL;8YC>ZT|=6iHX0 zOqeWpUQ0DLxu0}(15=Hwqq=SNKVKdgx_MjTkDFP$Ypyl#u(YrytHrA*^WYoObCV}l zp|24Kb>MLy0OB-%-5iuZ(vp7IOLCTb<8T=LbYi@c2Jz2uPpX~kw9AKhf;NdX(yJ&? zEd%4(u$Y=uFNwXA+RW^j`iauqI$Jf>fgB~obI6PDLC>B_4Jz&CsR@`!bx6P3vXoIg zY|>}UIRtQBoDVfkTzH+YZ%xJpT-})K)2@~bLOy3^G2*tOE3^fXpc{wB9`4RYyHo4W z;`i&7Z*5OjpJDY)mhNPPk$v5QdKlC*Vj(a7s!0yLJTCTea>vLHMd*QbMX+N3)M}X_ zXD49&McP9C)ID|Yw5QYAl&$>T)i5ihIAWqBalTY`)dD%pS*Bd@2&M*UEAML0LZDvQ zJc66^dP%_n$hXudft}+hm{nkGOOPg_=wvTvK%c8{mD}rwLP(qC+?!RdSVm$)8Kt1 zF4l--_7)nRy|DHoXVE|av{8!GD>^dhoD`?rgK6sme<;W{Aja;Tl(|E==Xb6IJ@B`p z3^HG`iiSq&IX^>dFHn|7a+O@0_n}h&+~m2`zN}*6IlvhB0IM;e>=ei>q&m2?d>`jz zAQWEC{ViAo2$R~u-F;eaRa}1ESRS|@acyR8Q!X7fp0yqL(rXv(_?R<~bx?fU3nVVp zeEDSLpTT$$CP!5ocUeEoJx|?rV|N4da>x4=KXy?j7=<5co(C|$<;59HXi~=h0`z6m zWM>j<8TEtGWrb1QF1L5d0)7mNCjG_T!$%`Z*rQR}uO{Lqa|85c7Xp-CigBKj??Cmw z9i1y5Y1hWB9bbG*EIrEigY8J3BquYlyZ)9hOH^huBnvGJL~r=vz4v(OVnUBi*$N@ijF12ly@@kleU5o!GIe zNDw>|P2bphcz(MNXPsL5`JxLv+O<{-G56tR_#0Fb@xe)Rz|h6Al(q-ZVZ;wOZ98dC z;8Xk(@0@4JcRPv()ezzNf;>U?TPfV|$3J3;({pMg=mGTO47<;l!+~x!>$RiO9_2_+ zPt`l#4Cz6zjK6B^FswAoUz7V+%qHU!Nvy1JoNoe$QEv7&2Em04msE1g_OKV?QpGBn zPEJ}*mjBq1NeSEj&e1n`1LCjRMaDvzveyESv7T=az>blo&eK4H7Yp%80S<4#_qxY@ z{owdv-CTYx5^BA?2rU&l*2_6R8%#G`!^b{JBeU7EwBMR{h1x`8T;0g}-Ce_qkRWWU%9NWt z3F2Fz6J)}p+k9{Y$1HP|+YP%ZTkuC0AmQHQ?01B`e__k2SZ#2oBLZCIjcM!YpI_>+ z>CNLU(kRT<_BeLzmTP;NPARJ}AJIL@`dqPgA;nw?F)`rXq#iiGm%1QB!liXWU9RSS zkSfYFVheDA&vC~x|2hHkYl#pTX~l&8$D-RUo1{pU;C++yGW9ap{esyV3bJtb$> z`<-x1+npi`r|04ox`YpKa5otzdp^J@J7w8#P z;}yE}2d7_oGr&&HRql7S&&yS&CV!13^dex%SW#7oXL(xgnRr@*_OA6Ke76-5s@qVx z#n~hK+&)KnWZZ2+a68?!g=9c}sRK`_OZJ{vKDww*cS^YkoVJ6tdM!~ty-t+nk<&~xUe|dV zZwBpt>Z*o4OfmBcU8r2!(g`fQ1#UDM(wBWxJ8XHJ`SoPJi1NSyv1^783qrbUrKV?A z%zRRP5PMa)lC!l5mCd!pSNh*gs#>($Cbb?zLa4I^ufY$=L;D=FCDesBt*))Toc}8d zD73Cf2rauno3!sDPMC#kzlvMX5NtZyVK&jLS9O)NiNGG@TfEb1kwG_Puwq>f&q(^D z7j@0k`AjdBePm&E?M&L&?dIBnpZd;(vQPtcYK!G`EV0EQlD~?oG|TwxB0N*RRlWSBz(;2P9a;QEeejLs*#wWUUF1cr0x?Rcs1cSe(tNocKA7zUbL1@di`Bnd*WlgXMiCw8>rsO zzQKy!Us(J|;p)rx0YxB&ai1$waYmYdZZ_?AfMjdaixIaMBz@Ul{@|^M*XM9ZueTJS zZ?YnZzZ)eWgFFP5h|xZ5k~lk?-mQOH)B+E?vp&6L-*cO``7h+hE7Z^A95YTy;rWwP z7u=>Ypf)#A4_gTrsJgfS9wTL%#nfP>K=^BGyyHE`Zgj7!3=SCMM7TAU`r|&ArfVW_ zEtol6s%G9=A*N3!aKHlmBc%G9C0z%eQv>{D@*jwfgIiI@RX$-@-|>TF`K_FTuKT;* z=Lc10Gr0LI*Uhtc18mQ7^61Ydyd|Quw)PZZ!lZU_)%eImN`5_9fv;UEE6Vrx;y-AYA=B4)~kN&QHW8T4O|eMZ~T|b1gXON8exQ{JoUh;D-{Sr%N-EKi}-Lw?p)%4VP z=|u^z)9~tIIdx*pPDMa#d#QZ^5h2`xkY`xbt@ERQ3!xIE;$}`&lx_}kmC-ukL=tKe zmeFOpuht9eETtv_`cz)on>Soq6*gUaIm5Rt2jEcv3pkiEU5b*yKmQZg*ni5|PSUs3 zrdaR;&uRLPArTm)i~K^R_Hu9W9f>f%Zx#7{`xALvlq}lJc`5cN z2;j4vvGAn1m45`}f04}>KC*G<98K8;_xlUbQ$YdE_VV*tf(|@f?IUWkw&Y5R6sSEY zgO(u}U|qCDzW)fYC^Z;jG%CjB@U>Lo()0+1ucg=ci_b!CfulmIBQ5yq`S<^C<+m&b zl}Z+KS3d26i|qiw0Gkdd_3dnuibg>^NdGbRWY~tIrKV8{^=y^^#z06AZ(E^-&W-18@>DG5hih$QE z;6GnZjyG}Auw{)?PrPvMdbw|FdF|7g=I5V6Dllj`=>d;$ho}av+y3mWf#XeYA`2g- zN;m=})c3KS_%cwxBu#$Zx)zH zc5*n#xJFYQu%r!O2s0dWdJ=j}KwS<$1yVvFxzCs{8;^j2?HM@oeteKbFWwR0lmxfp zSkdHej82hGb1I>a!4Y3-Edpa345N=%p>j*cz{*`hMc4yek(~}s>z0i-=Xgjf!23$r z+#2i2 zO7wEsak<+kZ3x;!@9=`|&<5nO0Sc#5N?CMqg3mue|2O^+?ZM{R?)3DU@<5mq4R8&GSaW_^776pi^&VF%=v%39dfxk6PwJ)J?W1ok! zD&MHwYR$*OEJgG1^k2o@(7nLGM`5Jj<3lu+<$ZWTOYo8)Ibvn>!DvDrmJc?@YUD8A zfrSRGTV4+fsIkv%^b*lD#<9cH^W}o6FL`@Ld*Z8Xw^fYqy*Uq8Za(|;7XIe(dcIOx z>B=yDr0hnBjKav~fEMiUzRVtq`@2E|{`@FWi@3g5IBSA$jS;d0)i8M#SiKzh@V!RG zuWz@b2-1PVF{n{tyyUdfHaaD=RMHoKLoTciQlyS6{cwAXTD!UOykgc$ z=5-hE8@${Q*n-;1q4f2|tvr!&2L2qK1TWm_ssHWW9^s2Ve$#nX7WZYN9yEC_ul=AaYF<^U z*-O5z56s^F>5hdAlpFwyU&9&qr$g9B?fA=;7cgu#hl6}0C$UW6ZNfBJq``&0qR+4hP+t!5%RR66C6)oN;$t=uSAw*ax z?FSedE_`30vUhvibCwMQq2A(7#O5S=NVCeWhp5wlO1nU=f!Z^Y7M81BxX zLF(BI)l5M+eFG_?+nqWXf%F8U098%L?r2~K;moUD(>fd9S)NV^8J~3@(%QWP=%9 z5~8`jm@J*$q@}hk>hIl%JeuNHxG!j1HSE!q26gZAd{q%+4Jj#XMLrKKyi<|R+%rPV zoDft_O4!SIAgsE*i(AZ(?UV(FIkjAFw%YW~a!SQR7&CLme+amyWXWt%R#+J5st09X z8Ql>C_qE?YIyF!sH&m`NL-UiJLA3U#h>ZcoqT+rtCx4f{$`r%OGZec#o2JwtIWCQP z>hx4ER&Ed1U;%-AhpsfzJW1r`P=ncK+U=+?fCZ9}lwa=!4k|9=r!7R;5x-useeI*c zN!Op$4uClw-t8srYajoNa=%^j+XGSjQ9coZU_BVzOelagH+mFCkqwT0A1wJbs3%XK z0wuA2Q&@@fJq)=no134L{*3j7iv`X7%{rEdkCW>-0My%(ZODJL(n9arBT!d9Tx>PL zxRIoFZ^tq>zxFN3Y0|Wp+dE-bvV6l{m?ZzA7*()XNp2l<2Q$Lxey`tqsiaT{SaXl} zIRR&`W6kv*B#R;>(j{0!*L%lWH{Ro7@K%x(hxHujeHd^+4+(cci0K3+!0cV;WKS_~ zb_%mJbYUZiN9ZbJ%@tCa&)u+qr${==H?%T#T<^hSoBZ?{r!T8KSSY;qaVMx~89ZA{ zx~M0%iQ&T{;T^`jj#DjqkLXMHy_#A-?>|9k!0cus|3sC4nm?KF2U+7Zoj;*7m)`sj0r%S%W8ou1$y$CM#Yj(<(nDElA0Jlq;v4KEVRzAuxCbqka$Q;3UGirc8E#+mh7%)wQj}^eTI(XM;-WZ>?>_NV?&o{rpg zQID*1eOc{gF)InFuT~7Otp4LBP6IqvT~hafZN%Vbsl42kS~u(4AqK5BZh97>) z^P3E0F=WkPI)lQApvP|)rB=B2&JoG1jgq5}7x$(nrfQ#gCy4miSJBEK8e5(e=3U?; z)`RjSh!r{8FOGc>tmuR7v~@bTpuAp0^s+{prxc>B6Uws8c4nA&@fGv^!e0jVGQO9J z&ZB1D2QP-!s0iEz*}5I$-~j@fb>eG8{hqL|ZH@+ZeqL7`oIU5!?l3?0WLDvw z(yG2Za7D4-*qW>zc9ZX*!kH$&cKtCXn7PGg>$^86Q(t?ZcF2Qe$n~G_;m?k{l|y#& zacIxF%KV8C#vvc`i*>GMxoegA5L7aYA(5i)qD6jugQi`XN_)~CqGHHI;K5eWV zB;;!C3_NlAGU>#>If^sQr0~`!yLhd|oU zU44th;XPtLm@q$4c6}B?Qk-@iQP}{T+*M$*RV>;kMu7Mv{m?hzymC{`Fek|r0Ysh2 z_c)CFi&X)KrkAxVg`dmGa4rHyXLmisciwjJva6kV8-Z}57|k{Fjba)4qMzIve;J^y z?}t^E!eaSM6*IET3Um6`V%vpPbTrl8u!D6nvw>QNxM9$S@sVKy{sxCP(|uF!5NvI( zD#Jt*M?wW4&a9vQ$qe2eqCi%!R zg^$`TH-n0~*T0F{aPUt7ID8*lct9>*NjtrJ^1 z7+XQt6Z72A-0}C5>4Ptyk+DZc&GcU#B!t=)$&F@;R(*@XXl)ilziq4$c%}@TA&$}_qmM{~g`cK)AncI@V zWHD52-clr?&fzK2g6fhe>q`j(M)F%LpM@Y$Ia2s3m3@C(ylDiv=!+8TlS zcsyoqDyu7S$-54u6H0sZB}=cmwZYPtW%_aL9-=p1uRfD0dT0%Y+{uxq^|eneB{$O! z@{Qw=fNB!b*KTuGvDK21>igHz2`Vl6M2>ZVq(t_6;T_3L43(NFH!6Pw4qVeKI+1H; z7gDOakiG8D9>vX>8JOSbGTi9?n1s0?ykrF!f-4XvaY!ak`%U)Gh4-oC0O8G^ zmQ!nbs{&RKBxEsddx9S3#pgH$Hc!zr+VFa%_lKXC+*5+@Qg_>{(yt%ZzIDBC8z7q; z`$V3?eOj8eWlrXy3NQhCKxV6N9S*zf9pcr*A%Wv*UFRZDwsWbHhaVbS2sF{^u4Zgzs zp0Vq8VFNn`T58f5T{9E4P#smf&CZ=HXSbp)2^4K?GP7JPY*1f(vqyY4Je+mqoVg@B zfpGGVDAg3KFzYV%r$s%=z_LGx{n;;!Mgw{po)_qKn_PJg`Ym%S&ey&l(r4wEF(&6B z<6E$Mg`W-jTb`ZVaeB^IUD8((R&U>rhD_D)keQiflg_vw3FzCzh;+O~d8*|0QuTL@ z+F=yC=asa(JIlTH7tJY|| znte!J$?@K$S!7$8$@YoG8krTVwo`w2Ed;vRH*?N4`Hnxni%C#cS|uwkxW-T`vXjmm zENm#1h`IBd`+d>L{$9vE;$zqQnyIvr&pMBYvhYFpBWiSoSf9-8Bf}edRnRi?E6tzv zjSNQhvH%RkNwLhh@zO7-4@J=GR0fZG_T-~R+cM4!K)k*VaCICUuRNO#NuIy@!&k5s z@pn4n-|_Fm``bBE?JGy!g23jc*Xfr#O%eq8u1&a*<@&4l8x|kot3>)E>}sF^e)YlD zm^>;z0+G%is@}|Y1i|utU3=sjq_KFAhu3-dq@+THwU$H`ODR7Hu=d~dCbg3*FJR}Ca-Qd1^SEGQXanLcxSo71l;o2h`$i$EN` z)?md4Rs$2M^IZs&SZp?eMRor;yv?>*@AN7Kepqga_m=H}B&ej9qmvF#oq92i8A(Tz zkC%lG70b;i`%h-x+_W-7UPA6V40pTNH~-Ok)lT`V$E99kSEAsC1VBx5@B#S-+Ra_= z>`|S-eK2zz=U9@42H>G+aP_qQ#&_yncLJ^&=kLDqCi&hx^%wqunI~FPE6#rv5=-sx z=-X@XO}8fE=?KUKy6E}sl=I`&IN$M%hz$FqlV@HNN|boan|~%M^%_jK^L;UCtj{-g zhPnu{*lv3xPb2}MhK$UE;}72(ycv~+Ii4qg2g6lEu_^B2qGqi%-rnu#`Z)GJ8sG8jJtf@C3Irs2y^_( znl;e)-A?qEmu@wFxyOfz^4t@fsTMeX&h)WOVDX5RF(NNk)YYDatiDaNE|2yLij_+j z3uT40m3|G};MlLllV!NMAz>hM7v7tco;x9RJ?}*44871QCX*YMY-?v=R1)VFE8yyq z2vdB1)OIZa%rwzI8d68mVt ztaH7=+j*!rpqF5=yTGltYtVas_m@}2hK=d3P*=qIGuhT;Os`k%8y-scq;p62C1*^> z=;^Uuy)=d~nVBb3vp#R!i=s1rq9qq<7w2r(La8qPGtxT3bG1qc)Yr*#c9bz3DWO%# z>)V#ZdaLh)8&M!YXr7q(i_E~`thx|nhvT;G;^!TeZ*ppk zp2!{Zw&$Y<QauB7Xj_l`#4B_ZSS9JNJxn*(K-``!#ziv4 z+qZv}G@q$Y1qD#Ag;p4y1K$NVf3=CtIjj?n96{QaczBuk`V{gop@?2?hlEG`^jw~} z_ZLJcPneB3<$yCev@(ESK$x^+ZEP#4cYku3t|f(^vWu3Hx9Fb(u(Rlti*PfiE5eK_ zVW0H{ss76yH&>~nEVVuAu!k!#p0>;^JW<~QPM*Hjz4HLLtIna4D!}xNY372;kK|Ve zUai;@Ky8sDuOJsf_jC>n7OkWn7440B%3{uc!Tt`5zr4)fZ1gSOLL`9xVMPHXyP5UB zn0oVgsJr)n{4PbMOqP-?Q&f^NA^S3AtrXd^nd6UCqpf`uNYcX*2D4 zXUg!(qJ56FT-mSttLikN@>)=I*1CJL2JN@&t;6DjuH3ycn*#?~-G+3{`KnupfmkVW zXNN;@U3BM=FlG2XY>2d&!hr+&BC&hs*gS6OBfX@w&T7?s;xy!bf_EM-Wtet(XV$25 zkYMriFa2b55^#jw#|ISrPnKl;g|R!K)(iLjENhVql*A)|OY=|~G zwH4Ddlf*uPi?H zs@piXX%80&+Z|{av(@Oy;&!M`G5&dWV5;H+FySiGNc6~sDTD0YtTKaVZppBf*rz>T zPg4D_vz1q=$7w$D_*QrexCKMc9B#Q{SM-JH*k2Kso2t4wqQmu}*>5-xZ~s|3ZIox- zZ9tGI@=;poRi&p9!z7Pd$4m`kakG# zlqI>Xe2}Mkp^s(nGp|p?__8cE{8O!x(s;B~I(O_xVkbjtw+~Tukx*5x#@!b?K|a3h zKl!eDbr=W%WHgrO`7Y0c(6tP?y2PG&D?X+6y!C0@$te^D8n3VC{~A4?*_fVsrBBms zY0yVK%@?$0^Akd@*v&!12l!KHx5Mvv*J_HdXf6KnNw&om#1^JbRh+D8sj$5~Waf}V zEs);KAnz4m)x6Y4+ZtmtcO$Smv6)bu+;X*_ofarlVq7rz5!txWeA||#;}FBx$55x0 zF>u9UqlPEx>9;t>BWv3CZT5p6%ifpEdL3lwU29Zhh@d-sFliL{;1R{bYfe0J<4?`f^l|_EFu4~mj zH@@crN+;tyN<7O!R6&0AuWs92#KLq^Zp%3AuA^46A@C;;I_`K8K=6sa6Qq{?#<0ms zcsd`Eh56l0{n5lYJ9w*ZBj;AFRF&iRYmg)FB2@Gn=^w6yU?W9p2yqc*GnE>`2FL79 zDz|>P?2(&|5Iq^T=at`(e74F1MDxc!EQ@WsvaTG(-kHzOHl>b@B6)N&JioolF{E&j zj~`X0B(4t#A`7gV4ex5H-65JYDkSLgtmlp3x%orQ)wb%_$i^$-c`Zx4o0B2nyq$hs zw#=xCArBc)n;bH4WRw_ui&~;M#HfIbR?U=srHFrJSQ!vqDns+qDrfO4+1c;r+}qA_6Gam?uOEx1z{k@ z1L`7C$=X6Y)ZioK@1z&KHVlal@A6}&HCwBmGQw$($;Jy`$M;nfO(8Eb4hD#9)?#pB zH0|&S?L(}pEp6@L<*!W)bL!2QF6hb*6N9vqKP56&;fjBes_>gJEp2VL66H1MoOsns zNPWG=YsJn6qO1{;=hK;eTg$GUZq(L?`?=XEp!I;_ggk*Q1Sz3a!e}|vZ$4<(fb%Sy z<)##4rS*>9K& zViF8q8ny4lZB7P&ZQjwPsWr!}!i`veDmT9w>g+_5COz|CQ~`7ZfAK8KL^3#-o-x3Dja z#B7x+IpJ*!e>8f zf*b_(!lj&C+D@YQSZXTwFYu40c_kd_*sb|{E_`e&H2}MBN--45)fC14MS|99dq4hU zW;H1d5_~~aeh)}b&jsf^5)2gS-DxJB@w}LT8|uO&-1yT1^BzqbMGk9Gl}$5DhDfj= zgwatq{&%#`zBgIZ9inr_%i+JfUa)>4BdA$C^rCC)uXdWfd?zr;1Xbok7)dt}z>B%W zM=j}hItA6f*}Qth>m|=4M?TT*AmZ=)G%E6V5_pRC5?a@~dn_=HZ^QqM+x-VKZhVxRsCw{2u77ULJn%ha1I-z)<{fO2&>v+` z?3{yhXtO(;7Z;MO;Ee$#GTRopTsl#?!g?tH!BRwS5>hy7?pTJZ{ z$<%71jIl&i`Uy9@9O4mpSzFAjr{~L^oPOLG$%4cL&9L>lC_DvsI0vR>!~ql!x&ItM zaY&=K7r0J&pvDTIo~HW98$yRGrOD!Lbjk(d$DQjR0wMr*N7@SpST6)eFkwqfjo)DN ztk%V^Z&1@hhO6z1SU1w72c);2o}*WXJ9<{-P5IVpE4+GSo2At?Q+xs->ytH~3&UU^ z8;?S>449^PRjcJ~c>r{XsZcnK8SF#x4lKfGJ%kOjTo|1x(yK!hqObqPmMe@SYn zywc6iyy-H(ms(@lhp8sk!Q*uY*t}mffdo6#5v)VSbb&yTvF? zDpCD9_g7~SYskYi&A)o4XoohP!=KvdejaGf*20HpjUo4V`e4FN+U6{znfQlGq2Ib%)=$~IFtB|`IOs;TMfkA5XUwsn6@M==)9 zY74O!XZPmfs1@B)ESg75S}YDnO$*YWODv|aEm9SOpFcuS^4AQU~4Iggac9&vxmwOeBL~MUU-L>c#$l>EKM1C)T1HDX^Gz6xv zoL7IG5{!E0$RB^Rd=*KaOVn`CJ9@v#;oEr9RCaI#b^p$T2;2(oS-%fO2Z^tCco7Z| z#aMTxz&tJU-wBSBxzV48)5mn((s@r-li~uOSzyE$Zw(c^4Qi2?%iB>=0_TB<_>?Ld zxobo?E}Z2=Zd>G;yETId)iUSMn9h4AVYPVZMsWX%uFw=})cw0b)h(h0j(j&yaum8pM*p6t zt2DX&fI7)_{0Fg^cA%kcCEdOUhL*^V*NClji5dG8^t>>_&P7Av@pMZ|Dd=s^+nPFU zXT=DOBWpbMXbUpX(=w2Q`}^99i2&*B-2YSBfAtxoRPQIQt0?^C%K1Cue(9h(hrsuG z{fGxQU=@V?@{7}?kQ(LCy>-unE^jYM1@wEb#|p6OYp*=?&7Dqq&b%Ssy94@_UPfmS zS5FCP-*@{raFGfm)tC8UCd3@I?fAVbcY>w)YrY$^% zCFHJUC}9GQO=^g3EyUq>H@%*r^Gp=#rYR>@Jk1?1uEZyx`ZaRZ38Gm8eLMDP@!f0~ zMph9fOxouUw%zP8xC`EShVB=dCY*4;rz98_C(q@-T~Hw76a4F8???P8SM2_-bXxrm1dCIap`UZqQP+*UwJpF* z#L&OCl$0N=sBR?z-qc@&_vHqsX<~K;{m+fLda$InW)VQo%wF#NiMNV%<%Cz2Vv%m- z_AH6`emXlC!8Thp+KyCXXuE64o7jPiSIk=54Oi#5YBUF};Z^F?SyZ5#DEivQ9_`9&AY3&XTbl@6Ndtm zHM5+qkvfU)mRnB7JcUm`w1AJJWb{PP9yU@Y<7_p~336{!RXi($V#+$pejT}OMvd-$ z_#AA@*_GeCv(xp_ctum7S2dlfM@o`>)9&}E4mB#kd=n>nO@&r?EPE!Pg~Jt5 z2ioB|P6e>#M_=_l(p}>*mJ?f8q%UZY(66`GFQ*<$@}K==%1Bi}!J1xV z=%H1?y=$+B!u=e8JPd!%9V5HK!+68`wLK*f2$WThhHI5_>e>Pyt(MraZl(2Ve3(L$ zuGOsKe8u(MFO0->drZThlP*r39)csSKR1TGjG7H-L0)WxA3$Ghi()@nT(oP*t%;kw zq19@1whxqTCq59pz)G}gE%~0JB0KG@WycE5X<0Wz&JQ$InX@uBn<(8Ybr(7k(u?KA zl_K%)zPXm~hMOo~!4D|%xB}4jVZ}!&LVXH35f;J!U0ekD%(e)9KcdoL)9O@D4^FQe zXhE3PJ}_nV0;(5X*SsnT9X3lZCn#a6Wnav3%|B#)y;p-hl+3lszn?)QU{yM--PmvI ze{ab+8V2*ztsV0~oN877M8lEhswvcSIRAku?FG~iRzr~NgD&^oxy0Qv>f?&3FUAz{ z$hE}Vx=9wT-}2-#SA7O6R*&lIUzTIZCf;2Q{;Do>wn(*6_#oQrZBiw~c)`2G)AUko zOIL2oj1Ti-Mh5la?puy={J>uRl1vh>u=F99N`Z)(i-(}hv=KsF}u z=62ut17m&1HaI1WMv;07D<;2^=3nyvz;mC^c3)K{-77*FNYy1%%EP;0dZuN6WiX@NJc>@Okt;*CO5k&OM(CzD?Q8ikYf!o{b+~3abS> z?YRk$xEwdn@hH7f$)U|k?rF2gWSxcGaYcoDZ5OuAESKUj61^UAfHGxtMttj z!|WsjIKmUcH->T_c`XvLS!opI8mW4B87sKoi*^Qea%=AJTHJ{7fR3XF3U_77R)=)W zc+BQ~-Thp{d^kUk0G)h8dwm#T=!q;pHm!;T={ej3&FL;A-&map`O2?}2bzmZR7Qn| zxzsp0h^3pq@#afWe<2gOWDvz{4>{)0$>`_X7_c4xvX=_+sDRh0EfLWvo>0=sy3YnB z&p686jA6DI;EKa?H2KhnaOoe>b~-NDZDkV(w^xfAGW{#}BP#Opu~Vm1~B_&aY$;x+M;_b-{l8aDwg@BXu7vJ_7-%#bP^z~7N~j=*bwbNz}g zFu}w2g3$fd#Z?L!4hJ%iGfIu8aFTDrz{_*TcZJwpg))Lftv}y-ug=V_`E0!Qp=evq zm6@CwTclN(T<;AoA|_2e8h>tw-BFvCScpJuupT3BXgwRh1I7R$%H-b1|6nu|L90iL z!9zthkEjmRpQ#we_Q$`)#ie5+6!Eq|h;2e1XMn;Fthsa)AKYEqiFY+?EGCM_zlnY}c_swc@f<6#m;{&aKpR7yilnoZpoAlXe@L|gVPg${>a$MF~Q_FCN z_em|(pYE{3$cOmqCxyi<_5>dvslXw_1eoah#=qMm~HzSWRS)PV{ z%J0EmQE(~WN)@g8)RHUQymB|SYyH~~SpCD|of|)zYRA#+-&gq!L&3{8jzf>K_xGpW zpA9+q?Nk? zYqsk5&NmQDa^&FVG`{Ph0mGuTJV8Z!WqZypHb zMOreuS+CZSdi8P+U&TXiZ@5 mV>1a7ARtqw{AFyGi7{RYPB_QBa*Y74o?9$ z06||y##=Q?P8ezw%WL-R4-8~WHcM`tnCxo`Syco!ohKf$*mes2dqc8R@+vUGBYYIl znO4xXda4u0+^rzzZJ<95;;Qq3WVj<(YK~%>{iKD72HgZ;W3HWA~`ilS78UssS#AAdwY8q$yIdI)GLmLPS*t%O`hHv85`vi&0p#FtD>0 z28dJ0I&a6;da^^J1v2_cRMgJuls}ALtG;XSIF%QrM^2xbo1gBZX9J}Im>{#AhlkU4 zYFhr@FH@FeDvYW?VklweNuyEqAz28J4|%(-Ok2^Bj5h&@r}g)O5t_HXn~Hm2jff;) zy!)h&5a;=hCO<9|_C5TD7zoF&+yq&m7|iQxbBnKKeRl#vZJ}p01%~q2fX3!0b6J^2 zgyJAWGmM7wJ<0_w13&iUMqC9zPL!L~fc(HYRS+I{XIJlE>$y_K;cSV>w4XiV1=UC# zzvy&vZ*f#!{=dahIkFZ{hT2mvK>_3@ndxMsnGwT7k%Xg+&ZsQrMDKZq(^b-wvBcd; z`*)jFrd6&||NDY;IhK@Z-=`*EOZhu>wc)~EihDm@5e5{5L&<>B5MY!Qylb~s#;oUn zAD4(PUbm9n(#sTlkC);)vk|I=S8RHUIHbu*d-S+4^(dxu>NVXjV7ladxQq%63RTjj^F9c zUJsUDxZd$Dg*V$sgQzcVoLVFNY=>Drw0)12`KL@f1z+`B%Z=XE16+}+L6$oQrny~j zul$TA?Y+DSn%4|o2DSnHNeD7@9Lft6PGWlnIqUU5`azd6=S{ zQ;*NF2O7+8m20gmSJ?_=!rr!2!hZ3OeB}q~d?Avbj!rFP{rP|=jva}2gY{2at()EK z$Py-oesjIYyy$>e<&hYB4QRTcqA6#{EqLCaB6Un+0A1C`l_HuJD+Iq)*XB&05AD<2 zNOTXjPmxd4JIY=6C^*WGCxUtabvP_;;7zfLMd6Qx31Q!N)n$bZsyg8HhhxTx;fV6( z0>Sme>+1KA<`JCh=_*RX-JV(96^@$y4cj9eQ>!9IgZ4e_W{ANXL4aBKEcx`E4(U^K zlJu@X*Drj=T2+udz?*fX1sZyXjM715-!WE2#91KHEzPjqwY1bLIDl$PzcNDEx-?&D)ox*I!a+|PZV#h-)?0@~Ud@R6T+=hV6bu+?-7(v)LP<(@0* zWK=Y@*w$Yeh?J5fCb+X;SoU9@+Yta$#I$|0wf5_`*^CjrRd9)g$qDM}S!}Z=QoT|I zc6U)g9xl}Y!kdW=_G*%+!~)8dyI2don5XF8RquB5Xs+5f6x5i;BlTFUit96NRpI4r z0{98ugcF3XGN(2VI=a*OqB~);ooz<|r;2S;L^@t@I<$8>l0w1VZNa6KNDq;ijjvl* zpbFwos?{^4Gh(f*zCo|G;n$_w;KxfqlyqlBpAu4?!^V3>tA6nPYma^pKaD*`xksFv z$(>B_0~)Xv`g8N6%2CG{xiFKJ_8h(}sufYTWZo`MwexY5>b>s(n0L`b8G1)~>K=hU zx<}OUp!B5SV-IhIYSaja(%q&`yo3)p{#C^50#D%B}nE zGG4})(eD;@<+@c^1#a4$A$z>1<`R|%%Z|v$*1U&07?iCn+!0^0<0rW<|Gc8dcJLnG zZt1g5A7Di1R0#PLJ1_`zra~Thvcc3on;Ar5D*<`aj(7Sh7W`+;(sBwjAk89)I^mNdbHm4X$`f- zxo%5t=MoNLtffrlh?>bE&*XYFPppZThR6)02zRaerHy2p*AVRPLBd^Ql^TA&44q|R zfS7?CCNUa5Zm$o>45j9m1ch+88Ly~++k|&Pb!BI#CH3&f+uZZ0vx^L${l4l zAcfn5jEwZT^B0KSR6(M>RCKR7U7udeDO%%fN^VJB)(%DEFHX>}H$wgmj6?(SbBx<|t?MDgh1*DRhv zo*86!I`5t__g>mm9eGiD@)>ahXm-#_{#|=%ezxzO$6@y*oI{bj(l&dTdL0A1Qn-DH z^|R_K4G3k!yS3?*T&5&bdR&P>vOPfJYL8LTTI_#&S;pyLTX~cI>}3KnCL*dHGIV0e zZydFJHvL!ACp<##%Z06FznCp0g(veYwi=uo!o5i3r+FIzZo(trYcI2GWI|$2o@f2i z6QVx9VaLOgSu;xEfDW5*Q-`DMgqD&C=lVXQ@nlBMJ@ToJno!fi&m@;d*&pW`@d~M8(U=gAOufM;(SNQz=H!9`4`b@Y2XP~o!*P& zXXa{MVw_uz4~dkud#rqTr2WC84$R0}c}F5Y$2j;i^r2pe$VQY30Ng8c3Otr#SY&=_Ywwj10?A@$CPI+an zkKsjSBYjcDev80HRS6aI)jf!HnF;}fWY}H5cDNUf^=mCii5I($^!4MN$vSIZz9!k^ zg~ptjHi;SPS5X-AX|Tt*I9$JW@mPP_rN)7+UbQGa+e2zoJ`I!KF*l#2Vuh%U ziG8;cHVmSte?i^UX8al%1Gzg~n1TV`NIW69p`}s*@Vn@q@;i}oKJkic261^teevu> z&-SEuwLeHr>g|t!dAJRXJzY{fFR+pu$UZN{lu50}N*t8-d~34l(O}O?ERZIzsm#v~ zlmT4gPoCGglZI(ND_nEGmaOLeoqtUFU+5LJQ7@fD-eZ~0YVEWl>&)%AVm#P5`!y9 zqOjPFMx8!|zmGDilC^uQrxj4WcZstjblW~6^(?DA!{4_#dPcK1$lQlQ^lyY~-P+LY zB;^7dL`3GyefWg5+C)`6Cx0@sDRv&er5}k@Wo0r4f(Cf~!dumI8L~}DEY1AsO5J)% zW#EaA8vaSs#`i{}`2_TQ3$(Jj+`H_8B>+uEFK~y(jsKgU_?lBt1zbiIkyb8MT(~zw za&UXZ=N9oBICdRnuB(;#uM2$L+5~3GEHiw-7)5`l3pR?L@RQh6?#EdssSC2?r;iSjG5`5=x7ynHPu_^gu2 zdBXSz{JSH2Omf>$0DsIBf?Ls%NvDJ-L5RhYC9zAr_6Z^7C|4SpQZP3p?=amyws#U^ zDLW3n_5pQ>HqN+OPmV#J5?y~I-ra7rW;+QU0sx+O$V^SI^zUWwmVm6Aedib3g1Ssd zf2%pB!i&908@S3g3fVc9I9T|12KbyNAfq?H`q_ z4uh3nNqBR9F`+C(sL?1H{3mTHdn;GfDCKj9IS!K2o+~?&V^vIrGtlMdd}nzGV1buJ zu(dGj{zDdABqAVVy!vafBS9aUon)?3A!M@A(B1_hQsqlx%X;lCLze3%QBTG1+IG~+ zvl=vrtd6@21HW0A*$ssNQ0y&2P zV7IG+|1sHrsAqYy8_X_z*&)OlN$TUJhBmuQ8-#n#>D5UR9O@+zn)2fpb&xXydD1Q5 z`P9GdW$NMTMnQBIYB=_<{(My!>bJ5wXb4;h7yI{g zNF#FQ4EZ-+7C2kBmpyG6&F#OU_Y6f5a_RAt&Gs~*kWEype<1SNKqA^MHEPflDB=Ti zE)871=%l?mXWs08k@j7s(a2ipD!AS*d}5$rt~c22IIhTDV`^7ZcA<}2LqS%;V>l5z z0>DlQ93S9kaqBs{)>a;Dfu#JXlw@XCMFth?isyOWkV&_)Vu@R{$q|dWh=!wvc7v{l z%i9X9Y!-9@ro8)3wI%}D3S<8yY0IWagEXwY5LfP5PG)?YzVU9M;;$D}b*Tf?9Tkntug=cX_Z$ z+8C20`IaI~2{c1hCi(I>LtDd;T#}IaNTIpb_|C_{g5kCYy|>nEZZj^L;?}uL_Ta>Mn=B{E9R^JnggoT= z`QW7rPm@WX;I|cwM+4v~{f51qnc5|qIOgjh@r%$=qiUZA|2KNTK*axV^dTv~@By}} z5aYaa7CV0U$5A`uai0w{^=QJsL+3CzzBJZ2Z(WALE~F*Qjac*Ro*Oyozrtu4sEDlO zXN#UiU1&6_?Sz-+>~Fjz<>!ugOv3rWFcS67$;tO*wlnLI>ueIL2R+0VE4_&&RXN z-bWDvATTtSN2CQ!7 zbYkNJhkadCu&T?U{w(Gh-}Atzo-!*Z<#{lM-dXCso9&C%;WM~DJ9M`HRQwiY46bHYDt zYv?%Sq0V)cw@DK?%CYZT__nc2kDKL;9TGUxy&Q+V<97J4!(p|(WgmHg;AI1Ldk{v0VfHDyIfWH3Lh79dlNMXW^>fm{5lX%+kM}J@A=Kjh9)xy zhY^*O`wpi^HqNn{v;#OIJz5wHZc}qGAf3>fT)oXMJ*r@xG|c5-^|Y=NY6bVqg=$7A ztHS(@@qr>^;bV@Q8dl+^+Ww^5{d{YSk=A$1rLxe*VjrI*M>zk4a!=*oz>6FHP?a3g zozZ-2m5R-?>SA8~-ZDmyi~0e;TkdjbSC^vZFcNgu_gE;)TOkjT7^aHpIt9FEEIuC| ztM1U=+)ufOIKSjvS@hAhqUXw^jf+zTVq)EC$!=;yz+E$`kCJV%gVdiD%PEXpBBW(- zID~$AIqQgjvAD{KOrSU=aLK4gUktRfM%hv&ogI%+IT_HWBjGWwN|He>2l=71sT>-; zFE2mbI+l{E2%<Kdo+-E&JC4huh(}%@A9x2Ue0Ai1C6U6B|IE^Z*Pw7V{_>NP)lz zf{8%&`*0lVoIEz_#Zib!c!wwhv0`Xfhx>OLinWTiR==gl2Ai>a{GPXY=F%|w$d?>B z^_c9E|Ha?zMkQ`a1hY1ok1oMS-@?v!06!pK!Rb z2eLblQ+`P%SBvRM)3IVxZTTXN|=?D04m0PHk7s} z68>e>ivV&9*+P9SGuX1&`}=Qs9t9jm<)zPqP7{02Q|@W%k-ikc`tB}d1RU#EbAS3F zh`RBpXAy{Zio~UO5>=gk6n!-8c((*5@xYA@IE^g(+{YkR;1$Vq(pf|s34RvE7}qe0~-X<{(xuRkBDIlgPWZ#mq%b?w=s zzy!_IVy0+bh1#<#=1FX%TWLi5z6_UXhLZKb8&hpGvjF7; z9Cb#%kD|JC7AgT!OJTYH6PhQG3E^p0|&Pc{0# z+;T{?m0g)F?3d$TKaK~Acdz2ckH3tKYSpD5W2k~=7G9~#8wd00h8+g1eW7%lxmvrpi zI-AD6z54c@&%xWJk`f1ZO(S5()?BX`a;M*n=PbC+oDHx{MMs?o< zxK0?NHjQP$FzO7C;Nk?oRP{LzSe!4V{iONOm5}QqF^&e{`ZPdO&aTd?g~qz(i?WaRtbSxSAT1^h#uXzQ&s}JQ?;tZ0)}=E zj|rO5YVo6ZZ47+?46WreUz6j>-Ba?iEmB#CK9(=i^R$-@vAE4AQN=2ZmX6D&&N^Z5 zrSmm}gj!0^5UY{jA{@>GVFM>1tt>X8egZ^pWO!|L$q6i@%p~d;XKtx9BS&yPbs`1f zA;`}X!<^5sJotr}mN50RMY5Y$HdE54nnGggfHJ)DS_@uBYa}{248fDnXzP_?;if#i zZaH4bt^S~56{4b7t8L3%XKSG^nLy-KW<k$mI(GRbwtb~9>^GtZcf zT5x>Jqvx2?BA{Z`HqXu{?hVe$RUhQR0Yf*Ki?a{kQ=!B$zXSv#!=PNm)EqaG5%!?| zNs$7(e;AQLsy@zBSA>7hrq^5}xsBTg24{_@a#f^F%@-PX9NRu(eL93Qx4RiocD4@TSS;tO4Si=v!-UwhPc( z{^o@cHoBZOuX`of_5GCI(JYF{g!vd3q|X%*Jw27WAzS)Risa0{E{a_bE_Y4rmq z!!)Jfm=aN5FRUR#oS%X^^kPMSDTETKzAIr25M%fTA+i>9iIyYKcX`s&wHXcJuj{Dq z5RsfW``;XArAV^_=l7HtT>dA`FjntrvQ-l`xc{40*l@`5EWV{rR{2P+hINdt1(kw^4mi|dH)PmffE6(%-tAd|F#vBT=dc`$767D3lspi4U>Zo;*A z$vR*^&ZpMFyrJ@a!6)iAn?Dt8va_nbf7!1Q8j(K1@O?nWKKnSG7Qv>l3i{(0$78VA z%p9@si%m}#b+rqUuBSq1CV!RR63z-18HQUu@O`#un3ii_GWt?9V5z*#Jy=$D>cH114I|1EB+H<@B#nO@8H_eJit62 z$ce1fOiWhE9`{%kzqA&miUD*tkk`@ZAErF(*Eu^6vg+!xYl4RZcsvI_Z0zrP-g~3N zMRi?({s!Q*2|CX4Vf@OCqW)|KTbBB4^%-Komnc0V$ap7KBm*FZ`g4NfZ&dTudFNUHO zOr-0>k$#^kJ=JeEpH+~@&P|Bu_i?3hITX5n1AT=!L86VrXw;`#!L9}V{n4d>v5nUQ z>+Vfu=xhdrSoMh~&y;ir^=b%cOLxnB_x&amxfyGv+5A?yg&N}(03pAVn*L8mq4egI zuzW-w&(6tLM6V};JAAEf$6IXPHgm3BL5*5vY8?#-`zFzCc%0Ipt_s3Pn_|-|xOjXh zerL$=vag$LKbgSVk9wF<@+Yv*mY*>%@p!y18N9dSohKLt)Tq-Jirt1Q$wxR{j-_s@}yY*=QB3_h0_tmGS(9E>F&J9 zA=(*IY(1fh6HirMODj}lZVs8?!><116~Z3l`EeMW)cDECZBeDW*d!Er)4*d_<^mtJ zFR(^w+DSkze)_n>Y=h=oAi8gUGj#c>6~G%4Mt^QxbF8<=&=HL1RQBVZk)W*X=yMxO z7bvB{tO_QM{9ZW4c4 z8L0s#yFh#Ayi&IP<^wYR)W2#AM_e5*#|9Y}07@RqC>t$&?WslcvSPms-uzSjy35NX z3N|m*^&$TCL2Va#JS+$*-vut0dHfWMs83t#zxhKS&$qMq;^Fbwz?ES}=$g275v~#9 zgvyi1fCy~VWF6bNIup)Zc`$O7NyK-_G6dM$*{JK#?g~W^pyRQg1!lHh-$18*(r~cq zlcw<SKTggI0#%t&OKY(2sWqE0l01t4p)kqT{SiP;%&m;MBh=4LM48XKP() zwWon*34Yfwbh%h@jBcamrUXFB>R(&RlkhQyy85MC2?b#9MzY`Bx-`7ke( zWIxkV{C`0IIuU+l0F^fONU7eO*TWH@{hjCWyRyM$G65l`=JFy1ds8mSjZkOK{}dSpg#en>%A@S|L!%F`!g&D7Y)Ni&`aMX$ zKIi91EYN;%Cmr4p<3S))8qXZmSW-X>Fiqza_WUN!0XqaPOWG&58OfUJM4aAOUdM|E zta9Vfqb$`~vCO|;t3!SE5gsIiX)#MALkYfx2Zxsg>z0Y!72PM-u5FnJ28fz=xal>f zHCIb=^V9Ev&4np#%9QI8Iiy4GXN$U4k?&&p**9K}c^daPey-z}PwF{k*z56%c7}OK zSruN;)%#j|O?(2QaondszsZMONZDmE)@vemL>z{xl_zLLp^!s!IDYW>Ll`gAXl7Kw zsH;OYqWs@vaz!TOpTPDB6mRoc9jzH>irK%kp0d-Me807itXl*nLQ=$y`?&0zfezZ( zX2%@PSx4Uz6K`TAEPSkhe@^`QoJWJ`oN!}c;{vvn;XQ3X1nDLb@HQNn?U>)jh-QEB z`9X30rNcYv-gtFBe%fGgv~FV%GekTk*h4$o?N+~4qsMk~*3~Sdhj0)><5sWpTw}iL z^;l0ZlhvJ8VSueH-p34D2fbo0X-qJNf?acmvnn}@#QOZtvaIu)f;4wdwtpfYg4fkU zgn7&(W_KUJJI*zVx&2mf?Q4{JYw&-{3$}qnf{syV0z8M8_Cyw*H1@;>;;SvhR`u>7 z*T|24m^c!K>mYFeY5va>P%Q5K_(7Z43KOR~m3>n4JDDv7N7c3KKfyPLLC)}NTs6v* z@C#0X-`srG_de&#)Q|0FiVPv_u$)Q1RZ}hVP+;wee+3m<=H^`yJC~jT?`lmWQ6<`5 zuwMJ+omtWG0B=U~B6Yj{LW2*AQ@;!g=KHJ7Q&|oxOYd;X3NK0dr~zp!9BY0cHKU!Ci%#x(CnSEL=TxyTsR!74vHp(p zx{jYlP7x4fb>ExU^%cgS>;fD^qNL8bi+ideb(OGVgx2{~-hND!OXpBg2!vsfUq3E2 zWw{DVnC|n6Xsr-g0kxM4h3CZR5*qF}^cHu9d*!z=^C}<1d;|Lbl}a!L&HYHR>v}J7 zFm^K}ha=`!WugR5E&ii8qH*I~V=48;04eT9~x@UC^VVsiM!ffHWIH^gay^cP8MM#u*kzx43et)h=}ZQSzE8UB`sI3I~X zg{+0x`f-4Yf7%JVm;oA1y4^MK(*L$I31550_A4X0_8D$Bz;XBIK-YuXhY{7Z!0#b< ze?~nn3yS@O<@ewrM%`!4>E}~r8Z{MGN`$1HlKpC%?o0eD;uI~lu6ZNri$;e+oqLtC zt6$wg4oy|PApoI&bYHNv`}zc z7gKRui$s!mwM^3O8==a!~mRpo@o8Qu0vI4 zgbk(37_c!&yRb<7H79*F=>L=!`x-SKY(=78SNb(6CsJA#ut8Y5 zjOdo_6#LpnZIEWjq*;4bhpue}->Czer}&dX(J2wNUo<0Lk6X7uv0w~Q0C;c%Xf)vK=CLU(j%3DZ*E<*LlQXd9y8UPtG!$gz~2DQ|b zb-FR@2c?^`DDDYd7T;sGMdTFELE zB^!tN!UmN31~i4y*OZp$#l&qA@m8%M?r~co>HW)tlV-%{dFq_ZUtDv)mKu}sAUJGI7;K^d;eLKn<+nvFVrZn{>pI@L5NJfr1Y3cao1L<2PALZTL) zV9hI+`@f7Rp-*hn_t3oQ79k-QAaob%V{L#C&Jy#0y2yo3%;^XlHjfgM* zKL_rMd2K;N6p25<+QC;1npVV-zrk>2pjAqz~-GK z3o}k1Mk)9h%}HD;2+U7*F+GOs>hb;O7$3MO&&{6sn4t`p#<%O2WnPHx>m&^M9kTWK|70BwNwx_ z$Rer*j#jyBd3sGaP;xmcLEMhkDHTq9Fg@1P^x_Ss;d8oY^WTD}<$IA80TTrQ3;=R4 zXVw6uU@9aVHA{bQ4b31P@N~x1!8x;iwZUJA*ZyIigb`ls#>(nJ1vL=Eo({cb0f;ax zN>`{mWn?Eo zX}#$q|Hv8E2oozrxcH@nzkJ*l?L>VUHDYs(^S*Y3jg&x~daOl77_tH3%1)ch-L*RG z`Q!iji_F$#<8p%JQMv%?Ke~c3Phrr_n@o+tkm!K}OQG|T2xr)$%Jp$je=6z(Y*5}Kn@a-JirzCqAB}X0iaThDXLqHZ$ ztww9&2zAi^96^eRA?T9AcukgPU5$VoF@D(p5BJbw+Eyg%mW&K;RU?FG_vXcU?eo() zy@#TcSL*nk`ndc~rT0TAvl>(~Qkon9>_b|#D+XqI{=xvPSSkG@oEW{q|7J;na<~&1 zhEpQxuxf~wL@KRr5HioKy5{61O5`)y3@vx$Lq3AUwdfVV&s+%tq1XK9b8j-pv zhOpuNOm9#ZzU=Zt;Z8|`NcB_k&FI1Dq?aJz-@8x|mFsf=c&1&06SNtNzK`-q5T^v5 zS?fN1D<7`tR~DRi0Q<5|?mJ?PhO?%^b}bcMMqLnTs1SIQ&==(!Mqgl*{#9kn&R(9S9u;1JrsUJGzwum*Bl$zb%g%Trg-R#oyEYM`{fzmO- z5S+Nn!`+8E;~224De9W`FR!&P>EGtNyDcs7o(BIcTgYPkd#zFa&(98VwEq|fF#B`E z{%0`yxgy+S+KJi_#mKgJ-fQzoUwGanR?heL7y*it@M`j-NZ3j%tJpA1%!(cWZC&X0 z(`>HMK;K6AXQ3~#`JgYWt2|R_J;wnef(IluMZ znZ#=y-egw7mlIS|TCjpSw+AR_^_Qu*5eA)tFGpv{)m1b7T7 z?;dmnkH_J+kU<53J{J?KxS&4I^Gr5WlV8kr(XK1WzNIu=?e_k)a<1a*ODy4F^xC+P zCs=O0Ke1rVI}=2X@`hha+jbaqco?c z`qin?V1Q^4{7~!of6|BcSE7nH-L0*hUXHf8x!_gH%7~Gp-kO6;geh0#;6<@EBa z1G8T&O^HHOEBgR0kqoKw92xnZL$O*3Q$$x`8U)^KeIhA7}iY$7X;#jt+-mMXRb=__!dV$`5bz3<5^=4j? zNC7;aF%w?HIf23jF5Y6B5+9^Gb^^Eq#V5Bp2vYTE3C5aKY|GT4)MFpH7X;xx2c_9> zs!Ou?@E`&*z{XOH=YG&@HUJ|#R$yp#<~OWa3=toqT|Mrks}Sg~W3?F7eWEQV=V->v zS85!`?1UTmrBCaN_u!Y3gd8(=#R?@1RDkjxU+P@?=j9bv!eSXuRv_X@-SGuNn=CPp zGkNHt!XPUwIr3_pQ`Uyt*7(TFejoI`I-Uh|wspd~mBel#FXVMuswU7PFz9IvaFpTr z)9uZIp4ABF>8}I3s9&d&vIMk0E87rB^U`pG^d~UCf{Y6r= zl~TVo!|=ID&xNl^D_L%k%)HX!v=8PWWo6?op7nlF`tz-1lKGqbM>se{YV_{RJC7n6 zylo!i%t}Y(5!?!mr$N9({c8XBY5V4?L$v_N_I@2dbB@}tcVgdRT{KFn}R{65` zy<+{Iw;@{>0dTVW!cs-sJZ0^^OUt@G@{ih5nDGFAB&6mBKE~m#RgL$NY=qM%R-}W) z*L7w!RTG&tSU3^m+W$6DtLZ!DwI3i@KR><44kWO_y#1_ap0p(+!=0g8T1eD-z9szq zkAonWDi`gbUEKQAVYzs%d{|ikndk$64cY~{1b_#Y&vRr)0e8#_9~lz1gQ#(-p@Czo zf=zYa?LPXc{2!rVffcxZJL*>;h`JJOGi}Elw;?D{8gqwifelBg>t{#8Nnoc&idpUK4q3P8YXm8Raqw={jYNwK8ow%xX$5MZBd=lHZ?uP-Q zWkQj5P`=5B5et}QEV4Zn;{vqGA{YVOREZ+8Gz=creoZsakZ!V)Iq=wikP-6;XMR8H zsSdOyG0GL^&9-JouRrwIaxR08ATuSMzE1);7_DacuKPN$Z=@~P{-wM2#HUaD-o8d0 zACg!;@a<8l)(67cVl(TIZOmiDj%x~ei>p!uWdSi+N1Q1Nv|63aBJinOSJ&GmgnkHQXxSxH)R;&km}pfn;es zaPda@dV;s?*hj`2p)yT?PTS0FokO*MF&@*}SEoo`yRIVx>npb+PrU2dPI<@N%C(6( zL6h(&?D56>cP-!Yt7w{qzR>5q7tUqXudg)szGS@GX;~0w5a%;kJyY>?N)_)N zcmvWaenxcWD?mpW*1{4ZHN5X5O`BSqI*FgUKYLNQ#Kxb}h9iGRch~2%+k;dw0^@uZ z;?+sa9I0u-gN%}aucq+A{9s2QPPW?IhJF>;vINdt7-og!Qj?gD&;R2dBt~z9ZJ{Gg z)T}ID$-Et}ey>w6192@;q>=2aHy9-jL1)&e^;xRyl{q}mCVoJaUYU~+c8$zkN1#3W zp0BUalIM;-2X`i@BMBWt1+LJk@pBL@D-hxAgl)TAkL|HX`$l@!xwyq~q~S|GtjBqo zZt-p^Zt@ZJ>bON{)Sb&i6dW~W><)0H!@E?^Ihp-WkosKwjl>!Y+Y#bP$<<3g>_1{~Ua9`jU;OMsl50E2V%j&c)0=U9{f}of zrcPa~XYW~_I|6H=NYZzL(?xahe`E{&+85zKuyy+a1lt5gT`m0jZ*B-L(qJ;~*lcZA z{>@ENPDX}aea@oiW*!-tHLX^2W-hH?-0hbTP1-tX3st5shIA&f$I3tVDY7ow(pP9U z`tVB!dBxs1X1_jk;#Y#BlbW{(uR+Oke(3l2u8N!~C`p2SkL!az zl68B46kBU}JdV=OH3kG*>xs9DQ#IA*O;nbsYrz_r4>rj;nHmfb=5aN zUyySD$6CPL?T=JGs*>#Nx~djKvurfEjoi*RY>oTRUqLN`7K28BE4CQ(%!l|n0+_Q{ z2=6y1k2t(bbbuP(?^>GO5cqWwI)W{#*C=97Z{BLonbve+%Jd4;q?c+5kMJuxHCJmS z%s1^xMWrXN0*6lDRcCMgKdM3pW(`(f^cEXE__y}bm#O%fhpZ^euHL7=qHgZU$uxO8 zV?SprjMEI`fw$Cp+7Dn|wo5thhLpx|7QZ!@zsaBGq||;%1yncX-RiUxYTnnjQF)<|cRNP3BC;-Sm@9FpNI9hmwjJmFl(o5i4!H2K*nRU!(l?7M zM~wllT$k47>Q_&%E)3d@twr-w0+2nU)rQQRTfTb=Dg!R;q`A9d($gs}%G)vo(W=7&*5R1JRgWZ2)k6PgL&tDw4&8uUEL)B58-ti=mAU{F5;qK&EH z{{Rc5&vMQAJq6-A{D4+}J!5HCra-Xe79$|<1McvJXUFz%<$*-?`fZ6tz25GEuNi$A zijmnFzevZ>C3RG6Pf1vBR2qogs9}whYC=fu)rrJH+-v_T`@6CNsy0}?Z4|1%DjX25 zkU0UHnZ(2~3~KZONr46CU&q#BW^Jaiise<0_c(x;iZ%_Z4tismlP5z$)QW&2Xyf&R%+(ZfDjWA|NWRCX%Z#@w+EI^kjl~YM2^mP{IkM z9t8gm-pUw=$zi9H&x?b^OCTI|<5AiZ#qv#U|FYRzW8!D3y6_#_mW_$urmz6Va%cLQ zqREtm%klKEjKD#&p&;lpcrg~E8^{X+M^9iq`bx6kz3=Q znK-cz{*?HQ*q{2t^I{8l{nm~gKcM37qz{1CAIiLZ(6&k$e28C(nHN+SxCPaaXqEa6 z4DG=b*4)}Wt+~>u7}kX@qRY7ranxcqMsIGW!U4gL6R`Q&m6&l6w&UmYW$22}Rg1b0 zC8Y5S4@SzD9+y1nK_jb~f=lJLPYU1E98+I(+^T}sfi65Zjsx8f9oQ<_jF`1~_M{l{ zHHO}jivK{e_z`9O+~i`M#wtKAzsFgdD*e>g)d3W$P7)S1R!chQvzr+NM)4@1kCDpG zsq8PYdS?G0dLiyA{GI2Z?cJEPJE1eFEZ^NS`naf7p& zdmyrDPg$GJ^!}V^|9GfBi*RTm5%m9uDi9x|I2sps2TL zuS}9ac>P{mww*6A?b)eZhud(lrUj_b$I&9Jv`}k zM0ljeC5@3c!Ai1205C)cIAickTb$AX@Q;+)Cp}x3D?h%!+_NRW5W{-4sWIn+elI#V zIrD+dHKg#y-p4{ZA?=lKXFy;V70*-IAS+8N?SDRLs>?tOw;E4NcI$VTR1;s>%FOsB zz8sc#ukOl4Lr*idE&9Q@WJBBh;jA11VF4`v2_Qqyl9{zz^ucs#^SIR1h?gjKMzF6y z=i7ct)BH2;BdY(Vd2!0 zrN7g-{+$wUtGMFr=)d^mi!nFra`-%?1hAR{EW@lnVg+?>|DIejR;vbV-Ko+$!KMj- zXFT(qdX?_recl2d6iutIHzZLdl)5$=2Pm=sFa<%>QIE3&1NF;ceR+wv$b^{2-N-JW z9(_40A>A?wT!%kylr7vBH$2pE1#rL&=Ne}`v7Yk%>>DMS7GWLV za?ko|9llR>-71+i**Dwd$}p(~*JG(~-zYiB>@z&`xV!BnxHTq*Em8W>A&fRTN*j3P zbaCoB5X9flhU!XvFvW;&+ubb7)eCt6QRZSTo1Q5QEmIGJ+J;wU6XuszE8eW{<2wlFo73F>oO$e=v{~m(mDl+FPhGO2& zC4NthF9-ir&QltOPOLZc<#(DpVZSJwBOJJ@d5doCFRWpg{s9?wc5P`F>vC>>+gcNq zI<}uGI(kafXpYyje4@T_idtQ7DFHuSq37)B`Q(|uv26W;&okJ$gar+qKFc203I?0Y zV2s64hA8P(Ig99}yjM1})Y9kpW;zvors$!a@q!V%#7-_#hmrKQd2K{(+`=)c1Rca2 zraO?oveqBVq&I#uqSsdZ(UPt(cY9HtQ_v&kUqyT95YIEWwzSNFuW{Rv}-M&#i!Eh70*ZIDlBFIYMa&Vc?Ak2k`_sN#|t=TQQ) z=`E_{Uw8jflINwLTuQl_eRzGB*sqf|HlBX^Tap#h6EW6slaKI*q-GhDWCi|}FjWk$^YMG5a(kQh;r8W|aN4ivA-D z-Q)u2$P5;H&@B>AnzTVI2N0^*s*BaD(lzMv!aO6deLP5Sx5^hMnY&o3L;i~syQhkd zJeisr*+^AWRKM$*lsu+Qm>Tuhb>dPtTJ}W&jqbrr#vV&KRLk2&&&1~kHImjXN=cl$Rkw;d9NbOR`p}EKl zE1SQ23CA^os)z7NVEW2v$0OnG>z%k*g9(Q0uP83QMTO>DBC^B|&ZvcdCl(SOhtJZN zzWum_0C^gjd`F(=!1>3g*T%*qJ9hC?YnE)8j59??N_Or{KZ~a*R)j)m4>Tf&5{yYj{8p)^)BcQn~PiI-Cq@TAD?*N7Ye-?XZf}(*5$o)o8J8_ zm|TVDDTE@NTorVT9kn7rO@?&ar3(BV_@H4v=YzO8cFMTlCR%YWbN#*s>2$1Xp!7(j zAH&&X@7cYYuVews3FN3s3m#(zFiAt@pU{60TMQd#8Ls z1ujgJd{RBQ%A(A@P3R)LABxj@l|8Qx9U6K!hVEE#fB9FtW;?RIXUfz>hlcrOC=k(H z8y}^NP*QR=Syb0FPJ;H~CO_<)KI>||Q>cuMjyjsYmxCX5S#1GAeXqE2PElA39i900FS{x$7fjb)eg7B``*6;4ygwENz z!klvYx!7J8Dl32fg=QGINN~6OY9dg4@d{qjWN5?C$r(Ovi8TL`jBt%V8*c zH)X<=IRF*gx4on`>LEc};#ex`8OK@VB+h{*uju#~Qhvl4>i}iq{AVN+dm~fvpB`tA zoOufmons%!ro5Av@$lYQi@rLpR@qg*S4Cvv#yy-+$H3z8MB|9szx|AHHPp2VyNy3+ zxt>ZVeb(98gpvQ|&@#)$BBt)C1<@Z7xYUKP9tDj|=%{8u<_<5PN%H&PfHD9L9Nu=5 z7%O-m)!T?JW;@r2=+T3{_?WSnE04y5b_PmZ;EP;lTN`r6WdWrdY+5&I{2-fO;dJJB zHK*U36yULiGY5rv_#&Pz@7xOMQQD-+f^{m)x1$8qrv^*Wrm$_EKQT$Ebdo{4cDYJb z{j-fqZGkzSrPfbUGG8xC@X%)l;#3tGr4w>bt=u7=V&DxPmJoZ8v^yBKB38c<3vI)T z!t=bBX|@^G$|?*OXn>l|ocI>R09cG$UY@~3EjcFqTZ~qZV2YbNX`YHV7CaZLR|_v& z?Or-{V5SyzK-xR)SeyUj?@c%1WrT18{&%iTMUpL^42z(7V-fZfIVZ1XA%_z2^&1%0 zvm_q6Zw9*{xAm|O{j;WP{@uz#b7)uXD+tfcSylSF`?q7v2A!>qS{JP|J|vAK93jUWCqjun=XBO$85Sgjqu{IiG;(Ao8nS9tcu|?V{+)wyJlLiX z8{D*me`_iCeYatBm@jMlZBj;wJTL3vFNZKxX&ZDzvn?ktUNTjqoaoD}n>Jo6^;C0C z+P~%AX|CwC1T7f;<6Vckkw!1Y`)Zs^+=n}C!xdVLLtl2^VqB^lVyamA(|QiE{HY^c z2)C>iG*w@zUgP32eT`S~_?_qHUseqm7@ZycG4Vu^#u?=a>K~kT|MQ#k@FQVwLNrVE zLR7z)>dKw{(ye%D(a?EY1kF-Lx_Eh2`>;QA9|E;5r6Q75vUY?#1}3~8@9=yP%BoAkBvQ_!bhv@;W6G1L1>v+WEh+MkMa2kfE^?=v<~ zr}mAnb&E8Wi#kA>GTa4a8rBUUOU&B@5#EK$ck}~pDi9m*fTDHCJZFI$FDDx)=0O4a@vqlS}dK;03j8DL~-&i4#j>r{gy3%&!DTM!7i z!@ujpN=yiVE8v+@7y&C@8^|$x>8kR0`F`t%*>4x`eX7E~FPsthSpKcOeA;m{iR^jU z70d2lCxLg@d*+`o>Hha{JW+N+wDIr^i&Tkt3vyIx4dPqw!YBPifjQ`{>hm`1iIxv_ zYM2|MbGDj=%x%cseP|EKTsy`A`UG1=6NHl>1M8`|Xb19kKl#&di2>IqEU#nyJ*T1F zbFV09LC18O9y#)^&y0=N-gbD-gv%zTnlb$50F^N?e~WQm@K5>IMn*-xTWZ)zTUQ&` zCAN#N8i|$|PrFC))pimXsE94mlfGI;QtMDD(AkB_Bmd0zl1WeJMk`s<^AMm3*WlOy zhMzSk7E>Xh`HgJ!ah0RFJ%u4g#2iR@_;YbUF6gA^y;WEjCxMnMTcFuS+e5rntF!Q1XL0l6@7{_er}P}YxCfDBf({0g zlud$=Q4Y$165D&-9tNS0LzzgX_$HhnLltM0?7@rhj@6?Y`7{eTo<7Jx_Dfqf+j%)^ zH}W;ULeE_A#+PTGX`}J!vub`5CN=MAD~!aFYxNZ(NTXu#SGgE z@vA&n`x|g8e>k@6+2(cj9zd`c+$EtkU1uC@%FU>3wH(rnldTYGT~|5n?uV=-GloZ= z8QY)&y$XI71k7VX62n9jDbXWU;U)2e*12D;HuVp6bU+D9$D~`Oatb9`z6*78;>+pK zZ{Tc+?cdAB6iyr6Ok!S?3QvQJ!|%d7=aIjrLUhi!rH$O}2{_#L2^os#<02i?w#5Qz!X2sXmx5iz{L`+H5{n+aHm+I=tw`gC%NZheNnL-EwB}~|EGY3^ zxFw9KqT_vrRqd5wV6lw~tXa%FC>Dt|xnGMf06kb@XZ0zOS}E=|lBu+4P)3#iC_zny z9P#eW)Hl5^ki3(kQ!dT{e$l)Lp6d|*n{Yp#UksX-Es7r@aNX*$0?<=;`T2?{bU!=D zey@WGca&za=2e!TSZEbNuF1Yvg#P1j8*{Y@`byXz1KX#*hxo<~zAFPKm*4REgYjeV z&1sB3n;@Oe#T^}ZnGlWC@;?yt;>2KPrxqXfcxU6P0F>Y$$M?XVrnGFt3}55kv&}W> z#lac=)2*~=ZK6O9y$+Q>E@JpXlG`F7Fu)wyeI{}io-?hH4Ir99^V)%1ADFkh zXkQBYnfjXg?14VAib%FNUcv)kfwOqGi%;fH|7%&?ReR+kRM#04Fnj9w^~FN%cZ8w4 zDi8%kGSzzdS-?$rd_GN0Q=s0J`z#IP;WYm2k4|yIeLB`8#NpA4CG@;N_a~_#qdG7( zXpJI)ez}#ti+RN`^x`SRuxLh-yS3dMp`Sf%D5#?vPT;=aV->B}wBay8$R0+rENxGl z-N#;ES5wbDTaDWX*Jbw9+yOjyok*ryXJqA)Fa6#NI^( z8+LqA9|fkHcYq(XJ#>)-n8bGbe6trHJBSvRfnB+PTkUN_AK!{Rhrf$UB0>P|3PAsiMX^38AQlntGC*k-(aOscTwE3 z$H(u`;BHneozX{^^DE)2uv@1^jF1@18O-T)<4)hZ?JHzzvX>^Raa!Im++u zCCWi_36VA4MZI@*B@P=WUM`Kyk1J2`bNpUIf%@Hov^9S0Rq&;p=C5J;=AYh&KIf+? z(I&ut9=vgP-`w*#eN=H5L%Xoq{wp+yR@93PSHH8?wH=GBJJ$rd6C~8_yJEC?VhOx{ zf-W#3Q4ISed=@^zGg=VV`*KszGv>_!l|=qI$*K{%muUX67Oc|Wv{zz$CEbjXWA2=Q z8QspjmL1f4+5xK0eajZFFqQwtxT%#ux){8`@*prAKEi5AY*#(!oSpIoRMZMnP?lSS zx1lf4&Zw2ZIo`1PotNBq_|UBvzm!+{^A;FKGyU-3ZIdVCZZUM>r$pC_S+(UcJWYe=j1gNdK)7R>VFtbO0Jy)&UO z-XXTZ?lRm_zI%zs3(D}9vmapLx!8LduJ~eh1M1ic&teBVGlwyRf$<{O{tP*d`dc1# zQt}FHGA%foSK_$zz+5+ksI@-O&pwSC^+yG#aRs%5I0)2x=@gM^Gm`GuiL~7lx_7oi z#dxdoWnFLk#B8N@RnYkenGDV~4*j`BPSO>4*?CFV=iGCH{4Dv2mnb8agx7TO^B_FuW}}Jj`yVBzH)kJQ8yR-&#GUx;sT0dD~MUYG6W1W=PL@nmcGr` zmZd30J2mQ_|EeyvfQ(omt)J)#Iz^!76haBg32{b9?4eoTDmhmW2(wPqZAI7Kl}WCT z`^6OTkmI5ZDBTRLeVz4Ne+qULSIuhFI6611`tAO(1LzJrcAiOb5mU*UMU0&FW{*3+ z{-6)}f4D|c-qL8?!&j|N#kP>Ek<14l2l!_6mi;!GsTL_!;cJ@2BF+0)G^9*s-R2S? zF6KaQ5J0a#U_`a>>YPmJB0+CYkZ(?+P}rv_=h=Z@xCA>mQ#rx6$Om65WmOMleu3#MvMY?}R2 z;4r2$kwaHpYY!;#?`H&TmT)0U7G6I)1&_%UJzOE3F}s|%c)R-(qc&isHbcDKoGRIX zN`u5qB&~kquX-P{vDcw(vA_3f(_D+_#=HG)vkh~+5DhoHbTu+zH%<8#ckc_1qi! ztSX<%SdII&OyvSlWm?;97T(o5()A`}!|q6IBj2bkGo1D>;MSSHf)7IYG^C0?ws_Wn3GZ*;jNoYeLOGv`T7+`qmhzfRdD$)HaUXpvb(7!~##n z(ZypM5^^a6(w(LIn=Hg?`ypq39#g{g8X?KrN^RuOjiJ!_b8XAUWSqfGY=uaRoo_)W zz7Q=qUjHVQ9mIW2H;QOwJ*SyJz`C!U44%aYtf*IV)}Qj(X%fqwmaE~RH`Zl|r;9#= zLPtrwoLBpFl7sPj`)Q}@Iyyf9dq@8b9bUH&a;`ErP{o@XBa8Q+41y;8xpmANMND4y zld!eLg`c!ffGAqS*7@%G&Y-TBZUkrSpw{2sF-_?H=ao_Ps0%o{ZM>i70)23}M_3+l zJgJz1JK%>dWxOR+Uxx)>2ZcWV7yY6hT&KDD4JK51Q~ITY7pB;)TfW@j^?Ipr82{2F z<_C9SAM`}+e%kp|cI!r%+et4q=u}2cm3WHV^7NYYUfiQ|71v#@Y|!Y_A_f}dQo4}Z z3})|q`GFq3^<&2;XS>cUf>-s*3+yQaHn+8<>EgtYZ52yriF$iPS~`~brjKqP zWbmL@_<$u4xF5x*c}=Qidk@X)xIFEr>YyYY*k$7meID~W_jRdqZn(*Waumf!v_V<< zyyw=Tj~;#$L^<8UQaY~O9hCBU_p|Jb-fDUIsMUF)tj@!+t*!x_ho(cr=_Henq^s6^%vZ$i#H{5 ztun2#&X7Y*99`}WXGquKOY&taO`T(PoSS_9x`a>HVIunED*@&@0-HJ$+WSMdf1YB< zUldbS-Py6XK0YP6apw5^$&hV9_J)9__x>#&jxR*lDi;qe2K^+Sdk$O+6n%?tl{!{K z`e5iTOXs)c%-|HD+6v2o=gcl3w1UiuQi9+1QQB<|uDklsXTBZ8AGneKjpQ>*@u|5^ zvhjr+`BXJCILgnFMT5m3vga7m(fRXhHiOT?!7TioiWg?k8WafXkm!xMv2%)I^Pkxi z$4o$IhYDPU*=4z$>`A!(ow{&Vz462;i#r)^uN+df=?YuJtehv(py4Pz=n*igh2 zU^I?o+%wAmPFDLOS!KKmIe{}k1|S<*Pu70Bk>(dg(+lvVX)=E8Ry}e;ss$%nlVY8) zQR?>LPu%#~>(n?*tg?TN%VSU~=ac4NHQ`F^8;yYAW1Z+-=xol(>ZoumqI1|Yg(KPL+ZDDMjZH%3KqrstXSF0*C`G^1`Z`al2{~mpin!P;1?x|W*F?;=Dzd0i4892!$|Q|$=s);(CT z^qKrR{1-SNW=Nt8R-eE~pF=`_g8nXs)T34Cw(ibOnskGm$0wgirEFZ$UFt3Oq@3PQ z)G5;TXBu?a0G3ttdo483fE#X3HPCOwL80ZG^FESpS8AUnUL(H$Y>$r z2YSekF3WZ^T*i(uH=|XOq_CuBV?SF(><<}__*2^kg+2G6Ufh3Q(JWOzre*2-`N5+J zs+Zb=URTq;71^E~ue8GQjftU;7kEeZ*|-Yr_;`mXd$M+nwiE8PIXOFCfjd)`2crNj z`I;2(7U&%jzi_KW&(b&Z#g~nEY2tn0zah2q*~(kfOE;24)4S#KsxD?R9|F^q5TXmI zcNOH?HXcp(uj4>@bqQD%OBInxvrSodhCYW66%JwT=p{8MqqDZiD`N9;0xXrCdkU-3T4a*)EJgRr zZ|b&+&8x*SLGE6n&9ehD<$M(E{OsMNT`!(~c>O(nGH8E6=xy%FOyJ~Z!syIBkfG>m zee9a}qUek~rL;g7`;l`UF4%y!=E_!0VyrD=>tKf9hMWYoTe4obaA=B-pUx%P=WJx3 z;zq}@;J@^j?>_hEj@+yN3>bdjb&Q^~m1%wP#P~4o<)DSjZ8__Mbm;8+GH8SO zVWJ4NEDv&paI$|OQr_G~Q_N}}b~QjEr{HYtt~vT**y^_cx~;1(y+6g%e^r%} z>y`5~I}NM*1u`BXv$&~K>i47`@%*?yijRQq9mj_4Wt4e64^F?@5BQIN-&%iQ*yIU( zEarHQLd`y$sU9?($y$+TjAq<)zmrjy(KM*d+I)c%)*0L(GP9{dNb_KFWMw!thQvco zPsQyl-F$|Q`rqtvw?@_)Rk0ELmH~Jj>Q?J`L_?uWzp-&tQyx6z` zpg{zg^F;-MhQv`Z!_0BZT>hd_|1Dig^rJ;%(F78&i*0OF0x6*AOLjd+@xdb2hvSnZ z`w0?0@D2K&?WK!7<%ds$_{grF*|T{Ukm}J;e7W=3*x{>qW_JnV60< zyqbQWP{X)Co@D}2MsCN)oGvZ!jNzTT#?MVb*v2PT}OA1SCr8ZbZOlC_!!<+h?ANlH;`O#HE#xD~=PwF`{Qc z#z$kcGt|y|NhLIT^?*}G?clyu-_AV7o=9bIF8LME8V{z?o*lNBVjkISn=e1U*gSV_ zULcDhyWb6YT?X&~sXnAn6eg1xmP~2q?hD`g^fu#`*K#IB`iK7tco1A1m0Ty$3Con| z)7^UG3>sxLX2lCJ(p1T$hfnYUH@*l*C_R>6zk}h+sdGII3pioputG0F^nb+_avy2C zdgzxXK10)vNgrJw&qsJ8e@#c9&)M% zZe%%{afn7#tcYncjW*LboAd=g{O9w&q-c~z(nEzeGVdVz#)20c@OHz#+{x_xJ9=S{ z%N$|#e+JHs4BWQdM7$fUt@ADbyI}#cvD#tW2lQ8ZDlafe<6%r20(2mOR?-OeQf>ua z$(|H)TkfNjZk~_FzUHMoOYdpGN}Us_c-&F8$r5b=dowJL_=?&`G) z2$?%UN6jOCk2@Uk4;kLhJ0!h(%V33x*0dU!RE>wNFK^$jS9jk1J#O@LFNqW7?DHQ@b9p)H75_+o7$)YXY(V0cUf|nn&%rfRZP4tx@<>m40P<+44JYiUD%*? zAXTEnv$qniSq6!>CM-+!Lh`tG4H(HwInwXwCy{mq-RKi&9RJpf6)0#$Vb{Hi*7{lt zbNj~gc7-2ZOAS_0`~B#yr^zRs9K2S>(Xp^~-Zk^|D4`j%X`e`^@0`tvBdG;RtvynD z%D*l(uzx=7|9lUaLTR{wy>08LHAcKHd+?_xnf8ei>pFiYOV`IvMl4T@T?4m>FoJ5~q2RNg z?b2aK6K+3$WA_3VxS8_%T&x5zqxLBLa$srDbx2c<;I}=LGkc)RP7wsF*l*sLLx$wO zUn7^P)T&!`_O1LeJ*J#@-bIz~VzKvNcO(*U>%K`rO=j0S=S#-1%+Cb)UJplP?V%+~ zh%aT!i+lEmr{bVQqY|!qcRLTDm{Fl6Mni;^aOf8LLIB=*r?g9mMKSO?ia)9lLFE~V zDxt+pg@vs>){;q?QGGG8LC7aQbUvgG%5LG7fM=JIlI7dXmp%fVL5X?T+992fjsXQi zsWhW5|9W|4m?2BJuc_oP^x-1ESnc5GWp2&AGvZUN_f&S>{H`DO5%8 z=yqiHW!LOxvmT8uy^ZItM$LydIS-yHt~P#jjC2x)u2hf?V`isiqmZ@T-U#l*Q_3Iw zJupEeZ{$1N`9yd9ob6^T_64Y-z~eMM6qUYx8H0O9T7^8u4ptpod*#Paxd&v1!fK`Z#PJ+xaJ?G2mTPL?#YU^Z>u;qzUQm@-af)Ch>{LbdorqSPP4&|ewc<~< za&S~iiY1r#c=%&P$6P11Z;$THF{h(jBX*0ilc$>~!lvYF1k2cU%t`ImjpytXVjgql zuLetKONe2|pdBm|setjX(DQ95`d)dct5`|bHFL5;fg{X6CAv@N6m8(Xgk-embO!Ii zDv6Ov%oH9i{m>-@3FW<;=+ z1GO#k=xt9xowslHi{sfq&GM&dG5}Gb+FLr$6YQalZBRA_hN>VKi1e=DSi8h}mU}1` z){VBtAO1yR>&+{LC1Q51=GY7LbQL|hAY7~_$1nzolJF&(TqD*s7O+c*L1!4KJ2{AJE@% z?o91N2gS9@c7=%nqk>7&c@?%8QoDVe>z#r}pbq;EC-2xr(sc78@;rC* z24gSdz#oW{a5n+kU_ZU&ZQEg^K(;gbLiQ%R+n5EJTo&mEFB;8lJ)lI`6;An$D;yi6 z{gBgESnC;|7I{{Q3~Z;^x}I(Ey1JI?noFeJB0!dPgeMmongFlH=yLd!YVl~vW>91W z?JCN+zH|%IXF-+c$a|l2k^G6D@=Lc6|?qDZ)8MNWl@R$%_`(mX+wDmwOR}+mDwlV z*=ZY9os2nr;X(VX#gt-1FY+BmO^NurLfut$?pY2)HZ__w(vXBhAML}nh7F8xsw1g9 zRPhwFRolRU$+-f2-?48zt;(lK3J2{@wo$P1{)9^ zE%0&msd}<174if=Y<6;B`p!~9EXkBM5zI66^rg|xknl#R7kY*1IN7Ehyc_A=Oi1ho z6^qOZO&44)s55`s8b)`udZ)joyEH{4{eSGei#wFx_dgtx2$K*h#-UOvLZvV>j;Sb7 zp~8fUkh2)fOsE`lh>{#e$DIX$O}DV?5TOkbrPi31b3K$_=sBrC_n^M&oXLEM-ID;pQ1E4cL&9yC?0T-u{jmU4 zQS)nudg}Bbd+=D-Cq00n_l&kayL1uC_~)P3xzuN(HvoRha+h}?jroRL&^I^_O|B{x z#Yyx&ZGY0o&Rv~B?RHixcyRoHspKEC#USd6O4t-fAY*%F8n1d5JO$$SZ1ByE*XhSJ zYh^(XKieXzPKE38N7?(Wx+R3-$f}a~hW!za zi1{AySBb6n!%s5u&(J1|FS36QL^cW8Tg^P2DNMhzz`FJGgqNH#iLiaIbKk6rH0^w{+>caA5ZSNeqosL`a3Kv%{-ns3siWWj;8U89{DLn&skVHzdu*#<7-gJJ)g^fDbLBgu+0oiC>cH}&F|;~&ZP>r zuqe#i!eVO%+?go*jA|XplameN>oaomCVml(h=fZ3S>+DBuldq5zI5%H>TiEe;$}@a z`@{>naEDe6T$>y?*1S(*+n^NLfZPa4CY@*W6!|tci+HXtL{A|z)fx7~Ho6Cn#*H|% z+$!!Nb?am=LYa3;?(fR>^Swv^v2t z_!4{El#m!&QTJh-)q7D3Vd}|1XWeDfAjnfp8{#EOsou0RcXt26 zpz~79Up%x=EOF(yc0DF*dZ!u(Yq9K4J9AWsC;vQ-n&(>5y}h48cl_NkBR)pAxAD8D zFSX-$Q@&r6Kl$wIV678Z3>vn|sw+ZeTYIirbR58*osX!sig1#17saX#*w6oxt!2eG z1#R^Pg^H?{oZn7306V~3DKI@d)6##Bp6m;92YX>c!1?w28H?|g>_1CJ@cO6$QxLR~ zQCx+uy`L_HMz;qejwJ7Ptgifc@|v9tTT4GswNopy_HB?<5ve;tr%=qeaPtKquC$*0x6YuN_lmqW)EM^h3;C4Ur*F_4s=w4 z#$5BGz69E|QP6M~v>PHDOW1kRppleIIaL z+nsN5Wza0Rj#ARVsX9*`xZR#gT#qjL8 z^mD+Az9@73B@{=dm|#EPoqPdVF-yaHcI1 zVzRmVdVVHDU^p|ev4b8}pYoteYgyKUDYXw$UoDs|A)DxEh4nlvG0xXR-@76B>P^V( zmf9ygyi^TNdJEfK=jx7lgMQd)C6ehxiDu{#Zid%<^t=fktmfHJ(EWpDPGm~Y8q>qp zE$Nd_(c5?Lwc+~P@}VjZd*OL7ACHk#+}NGIU~%SSKXN*^jmxQ7J80BV;z%5h@wjbO zdLCfen78*L5dKIy_AM(Q3pDHYYvj_g$gVDZ)982y_N$4Gm|y!C(NRRc8p2ORmN_r7 zWjE9ieGWNx6;ZP|v9u;gH*F(yj;}=o9g)_7WK*hlaqI(dz1Aztzl>CoRl_y=+aUsL z8pHT#@J1`DyWoN20n>nhn#ZURhUkufR!%3q_DyEQgsJIInl^yg&btv&=b2ZN-jO!6 z8ArS;*cLb?lgs+hhoWXu3vB*sbQJT&d>voN&qaUkNgHKtu_>nF6y(JUPmc*@4xw2m z@E3l$YbeVs-hQq)j3LB@yr?_e&NeOu0eLgSw}fFo(988*fa5dbVC)a4k4KNb6B=Hv z{@h4(*gai+0eADjd$pO>xwHtjd|zLmc$PooXAhnn z{}bFDZ{Pt8bE;t9OD2!M9=ZVQZyDclyG>xN`{0^J~EkA9rJ$Jx7+>vskjLbQH$v1E%og$!U({;vcOW$%$G1GtR^iT&G`pH>-?@@{A`LGiJJ9Jrm8?{ zVOM6w`eMvnDMF;jgcYP+c(_lH`y9HDTXq^3;$w&lJ@)YiWHLK-j1&%#K?!^2G?baA zkN&6@Te3DGjmAKtAAXm3a;o2<0wYF5`de}dgx`PH*>spL&GzQs<7;x%OW7+hf=NTbW!J&VU>icnN+~uZ-D?-^ zCvgwmx#7t5=c`IyatUpWobFW7bgfWex4{u)an;Aim6OK1;zh|{%lQwr;2aaADBFAS z7}ZI9NjMv#h&I-iI06{r*c^yu7vmjlqw1w2$IH_TozBI1e)nuOitOiJn;}o&b?*O^ zoC+zDNB@{x!xaC0W{gp0uG#-A=0LCiX~4SM50#^nO?CG##k7ppIYMhey`Un|9sz3X zF<%X=!lpLKjfDxU6&V99nZGr>n}p`7PQ7GbAdWS$V$~v1W?)LsZuWys9E<6472B6& ztQ|`O7MYCl4`B~x-=@3tXO@(lvG$U<2tL*h_uwvV6XcHA-A|h3`?TS{X}SPKP7e92 zH_%NsjMI1>U@x2{h6Pgj(m*tYnv_O_UN_@&_k!qVV@M{etcwAMoZQp(SfaHhd@3d@v{a>cz(_0ZY72VhkMNiDEX1u+F~s zqf|tS8f%=iIgp+rG3)%zs3jyV2y!m}0Ez$o)z_Dhiih7#?q&Hp!s-3u&T|*51Bl$2}wF)t3qUj%E zpGYX$5??8|$KLyGTF~TzE2t91R32Y!eDLST5D2k_)%z(k74k|RzD4$ee@XBh-b1vF znF&PR*p0f{N}ZdP{knj$?8O+n+w+CgAg6TCf>=*51N%sC3fx?NQ~t=mEpCN8Q@y2J(`5XT&DN*9HuLEL=EiEji%c_y6>|L z;zvi2!a~NlBd-TMlY;o26_FqvmaZ3&LDW$g(2&|vAc4&q?J;ZJ&3;b4@+8erxoq~? zbOFk*P}(Jas4u6F_YN4zkhh${nMUd&ssr&$Rp`FbvIa# zkCtQy{4EH$O!%#~JTnk|>5^Qu-^D&PRS!;X%KlsllDJwCV=GugdD?K}E?O^h zKC?VU7Aog!B_FJ}qz-*(-d(RmzLsCfboDTxs%ul}AOawIN2j0s%xp^JuCpHn`ya|q zE}r<@mRcyRytjv>lL|Xxc#K^7VcXl{VgC2p&YwYI7=3p@Ght~UcqbyJt9u35>6tG; z8`)cHTs<u*&|<)VE!qkgEFsK<~IV$NJna2CZx%FN=hs<&;Eejz~!&VIos~C zh_*@QJ|b}?CEP{u{7lINO3>NI47ilX(%n1@=bQLhF}nn*8GR-LsSbS%EfS5A-Rw-i zwtVJ`RE86Kdch;@L7;NCRMBLXXR$HjoqNU`Zh^*mg>)0DNBWpa4dJDBEIo$3et{jx zFOX;>RB%b%lP23FnJ(0mFSHSn6ntz|bU*RsO>I|uj@;;O>Pp<2IyZr``rNbb!RqQ+ zP!Eq^L<1trqadO?iuzL9U^nW89!|`@7OQ36cqyog(uDM(<>m+Mr;faFdRQqe9v`be zDU!p7h4lp+(uDAa@`_w{rZ+uzV1HLV=-!|5KOY)}-tmyW^D|#2QkvzDBSqaj z7sX>3v5FVe=F>W+LX7ARfxx(3(xUq-A+Df~&x5i-lTKTP$d~FFHr*2`N+rV2%%?}# zo|SBEriU<2D?Cs-+a710a~bpU#QCVL{=c;D*FtgvB;Vc4!w%3o0c4yjYcu$dD9xA= zr-Zal6IZ^tS7uU^dvwt&&{P|JpM|MP`yNx}|RgMqX=8Eh5U zjT894`o}&?ZJd?!v%1QLTO`NOxgc_sPf13Z2YJ>g&8$Rx2*@gx-C_7qXBPY7XD8y%hrXR9*WD zflT0{j;&|6(XzoW^FpN{pQRw_QjmBlNZ5tfw1$`qeKC_iq@G6pxU6{+5`Upr*hFBG z>hZd=?}5SCLNwLKb#DIp>mq8&8hsPORsU`p)$Zx(v7& za^?{L!E{kTGl8$1d6VhW>ra17_E1XH3i&%|Rq{93MJpbBp?Et3qH4XiL8G z5YVzM>gd+LpVWQpKoQUf*PU0McS@2^T%nuFeJJ=8!=*=j?fmS<+*pi1HHwC%_OjSl zN0L=(1gAgHuJuO2ye>wMoWKbZ&wAyawpaJmqYfw+FX7bNqfgdw4>~mE0^19NwdSB1 zVX1q2;724Mx42(R_cf0CkWxJVwR!b$2z=#-zGx zUP_*RGuzpDUn9>es&tZH;!aPDij5Gv|{J z{F=Ubn8*QCjkB@ZFATKg$#^O7aTzfAzfon(eCxJ-ZQ) zuo_K=7)JNYihS&E=toV}s6&c0ciSY7`eb<_sxfo@KT51h_;`~k&x@Shsyd{zn@1*l z5|O7$##1~sREjEMJCXczbp~;2wTIhn>I{8;mk77s)7Xtv(~p)RaQ&B z`@fV_IZ1k(OzFI4dnq_uzxq-4#PqHAvBf2X1Z1(<1~jAN480_K*4m<{&MjM1OWz1WG|yvidZ+IdmOydPmz^l^OT z=BnE%?_cRMnjLlLxhA6X$DNX<48aeNB0Sm4i%u=~uA$D%)eX0n>uWv=N!P01B;C+^ zI*0w?1809&YS2>|w&+)JL;Zc}NgtAJVpV_ah& z);NV+1fLo|Qy6;<$-VC%K}=W=rs)(Gjp{87=zaFQ2^>3H&=>~84N!Oy-u&hc=!KiC z^EQ;}xMetBERE&izGSQ5^1A0;70e1eyOMl`rgHQ1z9Z+$uU(bNx4%TQ1(b)i z=AmU>TV+9#z1_ylS-AOub~L*2R|_Zj0QEJKezY5>?63t9q>!&BoC7}Iqs<$E zTSP*V{7>{4Au00vw!L~HC)k)thBTKyTt^&9EOu09BOKe9I#P2<_@n}oswx#>xe?qG zD0J)Z)Q<`6ij}@TREDs<^77!Ln{A?^vWw)q;wJxjFpJ zV4*qw8EsF;94^X0vsneCT_}~iT(JROANX^^&h}PSl|<>*%P>wn!#zjrDC`yKYr5~G z%<#Tpnd+DbYD?heRzsjs-KhJ`aJhU7xRKme<*K1MetQ^7t%#w80-hM!_AF9*Xbp`3 zXJgOe$0Mraw>yvxncHfsh85zzU?Q{|`JR22zK*K})d&6e{|s|Ngau*e4#V?zgcx`W zJ}NN0jYEKgK5W7N2z0B{9afuwcY*%17 zfx6qae;^|#KmYf$9NZ5OL}dFld+N#A|9U1KI0iZO|9-=N-v%n(-aP9L=>#T zyurG^c8I`HUJ0iIJ(^+nvS+r*$OpjyQI^;Zb!Yo2Xdkfj2R4H|7BRnyb^`;OYvXsC zkE;QlCgYxhd%9f!YP8{;z;&o?DSGIy$NzWYaFkaK@%iXS;GpqsDcVO81-%5N(l#&^ zAf-%>^0HwG4d)Hc4siST8SW(`&FxwmkMkC0GQy&MdyKvR*GH{#3-UkAz?FjPQQIBt zsUfb`is9h@g9VHLvLUcOrI0y;_67G)&;8TeHZ&1RW&F!xht-+wIphPxKfU!_ZfZZW zZA}ZEi*(&2YHH*D<;T|cL_~YxHjeg@?(t8J=6?j@yZ$dubMQceFZ+4=fo-<78=wbl zw!L1LZ(V%pGyIcfV!}p*Fm;Q4XZxAdF3DzKyO2tfU&Oa)MWdMYQ3|4-N2C&|EmA>AkZ znH9X|_d=D68Xw=6*v4_oGZ!b7Ycd8kF5Yg z1%;{=H>6linX0V)Q_OMUM^*5`?uCMj8{(~|OjOo#BpH1|{}!X~g~Ey(FjiCMDr@ONOP5-xYl6dc>=^v)!KE(qLL_Z)?(*>^H>pMDClmv`^bzNGrb z!PTnTJP}zh-cFK}S?cCoZzU~tb=Z6hbnmLu_;I)9I#I1!+aFw*`P?#U1QV>}lo9qh z?|$DvZBtW###h{?`!~t@dm|?X@zImN7S&iMog#ca#cleOhu-8-9tw9Hsc4Kw(UauV z+*(%nv~xLLR|4Z60vHAI%zvTh3jxNH&7tKl!g$Z7REDhd8Hb`~SzV&%x60XAr-B`G#@uS4DB01LS zoj`8NdcSl`Q90@%(>u6mRQ_tsIr1a3#4LQE%7yOWv!NpS8MXI}TSW#IJA+*r1;&q< zbrzpTq;wyhMnYPQWlSVG2aH=gJbgP@hilJy+_z}$ytQqw>XbvnJOUrCR86`uJP}AA zI=22$w}SHrB~v02R5=iR{Y~7c(voX`#kEU!tp_B~8Sm)*=a8%XS0B2cJC?}#`a$(B z`E74>Xq3U<&17#2B2D0t?cFnkr!tk~8qN0TU+wt)%z#6JvxFyA)$eh&@}bPyeUtzx zB3ZSYVCRJnu*ky1FjF!A|MmYh3S43y^YZuh2EbeXA@bxf}P+bcO|aN5SviGzYB`v$ z%1ydMugOK_sihcsc;!s`Z_EQ6Qg*%Kbv1UP3eRw+*YeJqI6i}Os#B{I>QjvTH0$;- zrzct0uJ=oJs564@x*ee}P?n(m@yjwv{@NMg&5PA<1U7=zH|5Q@xBdj2AKqxhnhE3e z!RRxX&Y4%kztwS*b!7A9b|DfEcO!c| zBdv+9axhFf;f_;#S4oVKALNezD0|srm9DAF(T_!zqhR+BfXXVEid3SSHBr)KbI>m);C$^|HI8q~UQF&b8RclBD zGu+&~$5xe#(37w4dv_jt zB_YiwIY=*X(kD?eavAB|25s+v*(RA95Amw1PhRPU*s!9Imq=ZORSx1 zUTi>~@I`kJln^6?8@ud2zK5E@`U4~bK!fSeJ>|k;J$^EI-94AFyc?iknEIsv=&rr;_n0r@R)gwIbALSpJWYrq-l#-4; z=3_R*^V^4#OSoj&*)sYosBF!B?nWF4>qDZhW2zYxG6D8&eZglS$(-g6pC=i zwf-^aHae#O2C9Xbfq^KuEtVW+`e@qfRz{}px0{tNH~JIsm1_KWO7mHBUoiTc4-VLZ zp|_}459}uSKr$;Sv+L4C?2x-lg}!M?J|CP#9Nc(nk}y;Zai-_v;H4#$Y9{4#@Yt?J zhwfF=LU9Zb;W#bQVpLOUPT`ednJ!;AgBF`^aE`P+sbzjy|TnT*jpC`^}d61Zr~gB71$E=pQ}= ziD+%Xso0%lxOk;L2Mtr+XWXB-tap1u@hTK4moz&;kSD7e&1NnLP)enj^3%<4dYzqO zp6ZnmTs)_(Z2M$Vkf@I~Vj)~smU=(qB7W{v90^hc_aPN1BCj}C+yl3>tMwtvO>2k7 zb!scWMGdn-H9xMq>W1{?hN&vgVYFb|r*%QuZvvubb$Z0Lu5Uqq0l6rDjbt_jzXwj^ zBc`Cq@;++)KLPyB$bqc-W0%-7Apq1O6n z;;T(X`y7s$9k$$~ywNrNo1^JALdx`Bwqr`=);Gv2{ou(v=Lx8-rb7g^VyD}GSH&wk@4cjH}KtggDf{^|*V-T7gQ(c80vI5rrxqng8Ni^D*fOIgj5D+%Pywe%62H<%xax~3HiwO{kE#00d9(KHX!gvt^$}`8kcH%?c2&gEB9DXXO;4!znL3|aYYa) z^4jFZHzny(l}Fc0o;}{cq?YO?kbyH?z_F<#8wnwArDj8e1B~z&fxbCuJAeyP7C>aN z$(yXqKZf4VyX_Mo4wO>%04{<%rQ03+bFmDmu+uS7df3LHS!d!K8eKM{)Vr|og8R3r z)J={v`3ZWD!H$e#eI}cI=CSlI)7%mV#2*f9G1PZ7e(ijy?os$0KVnL5KsIVnee?Z| z7ZH6C3vGet=SL02cPd1bAx60igeH`iTverBk=&Tn53SwPlS;-l#$@BtO1+NnZTrP(_p>qK=MaQ_H)cpFBB7)#@buU&#KpP~zFy!j z52UNWF+-t2HW5UbA(i<`x!+BD{vD8E6p=7)qi-uLOGS9*{Jf5KiVHBghWmScJ#X2Q zrju4Fcj!j%Gr1B2NaPiJSs4QLkH+&Jw}q`|T52#_$?(i~Qj_ieN$rG)Hd9PEdsneX zBZaP81e~IzoC>som)whAl-g_|Hq#uv%xl=}x7y3VY#IXIk~* zlB^!Ys{1Mw_YOT7l0J-=RBT`RlCE4jJs50QP#3)r;d!sI!?VW2G*4#j2vsRWP#%<$ zqHV%*@!Nhs@<_o-V5y7^2S_-w>$f2Lsf#;|fTo5;1}%o2#H=NOex8`%y%|87X5@4>+wmND|DTn}$u?25p^ z84Nh8ebW|=UPSo<=L~Chqonj5Uz3NC93EP9&#^zXky4+-DUH=P?vL-OJZ0xphYQ<4 z3%I-wc;&bxeUyHbfWrQKwcr$e6QMI^-jN0z{;srTH*v3RIamIy)|s!ov9b?Q!Mbo3 zz=C?c%Gb&d7UQo2bjQ)^bl-zn75Z~xfD|*iTDu<78wp8|GcCVocK1(!vG7q)TKpWT z?GT}uZF4LHU^o^t_p)v@I208QeM6q7w|ya*UB9{If9&|3v4Q;}q@hz@oA>+M)z89N zj9FuhuPi>4VqgOUHk9$vBLuYrTkm?{udNFeDj~8&C!KWj^&wvfClt5jT0`3Wx=4NS zHz`t^ZL8l&m#|6{ecUZ2^&#^~lWS6a!HvX&D=qWs*#XC|I(HqZTBn@XXL6jkCT0{4 z^~4At8bK1rz0bm3LyT&w%8Am%BMSm}V*uriel9E`huUS-j>l@p4TZ86Mj_prU#xq{ z>H6q=C#+LVF)99?@CRnC1&+T4uRysT!MUOv=Ij69W8|T1uFNJ+YW!vzxHc4dM6zCIzPud3#kh>F31??= z;#1dCHhl*q*}lVdQUTI~#33U}nrfj0EvoUR8)dqt4@aMO2Z&elA&W<$>otqM z+=fekK)@lQ)1YyjQbA_QAxtr)%RMSVJ5R1}A!6+;>nvAVZC0Oyj9|sh|0s&IAOE`g zVqg#V@v0blDx{bE_sViX`HIq#vU^E(wHV>1y}R7>{=It9exaG_2#Mt;?_Y1~Bq z6x|mU{0iWa7^-n6;O2qcUXa<&e>@OdB)S-b8ln4 zCdzR~s>#s{NzQicO3y})Wb!t9+q+EpgY2s-t2^yTPQy%Z>GqDiA}_-3ckAS{5}_sv zpxyupq66zQREJzUarpJ1x^@CPWG^T$r7xa({WTT#Wl0mO95MM#xTyN^XiX#&)f#vw!->_h5f) ze7={>bznCv?gxKp@XgRhfD4VuqO8*!;xp%M1V~?$s%gk1|K<@G&{rLOZ*LvQqCNm7 z;I49~vY@OISrcMSGlWD9C%uOnp?8&-yAui(uE=V_o~iXK^vC~FTlAFpjpAPLJ8_X- zsQ(yCk_=&`7r>syuLw3r63m1bEsy;K%+c$F#rO(pI@A&xQfAmc0b{)Oumu&w%hoo~t)cXSam*?*>LnSZ#^5YR&Xtx@4U zy0IEAvHS=UU#(lqa*OOlx&i74PHYwgBw>^u#D(g<0Iy+rxb574EW^~o=KY^~;tIv< z45@V9(L;S>rk~(bU3*7OX3HDsV!Qgd>#J&U_B@-8JF?e3_>V3!d596Q;YjAks^pn3 z*0zC`z4=dA9E&hz;yL2GvhhXL;;j6Ui_w4PeAc1FA<6wq2C%S~PaS z@Mq#M#RP5rr%xi=2YhYgEu}S#BU1{CbbwhBqyZJKVN9CV&7tsX62z1A2gJLT?*~zaK`MG_kMmM^A?c!wzWrk52A?5$w!q z4lDz-WYbg3C!KG+ySh%=jL?=A6Xk{g7%{$r^|3cifQ!;hdb&bc_Yxx3_$KdVfvQ0_ zOEY~kf3qk#13$VZ6ccNFEW>ZW;;`60nZdVwz9am)o4bQ#xTBl|fgVAIG%!V^O0ULO zn?LhpcW%D?n*jOATm(#@SN=oKG4ri@z>pY=m)%H7JvykjnG|J?p&y+|5c zyHCC(3Wd#41E-=sVFh;xUn#hppDu9H#=Kh1p~JU#W}b2864T!*b13;bFK(4@#@3>mSx z6@%5ns(Ev*Gpvd~q;ONiHgMbA5LEeNS%4Z505#-Jx1;y4ozx3JuXaRuPdI88n;SMU zSgmm^?e6#4*N?7DXm*AFy@WEtbNB`!e7=M|x)XZ1F-0yf+@lG)tJVP!1P8bux(GX! zwuOUDMl$x1mi90crHB1@A^QO58rXp7xWke6h2giqKH5rnY0VN(Mo)6w&kgbcqHv;< zkICh?*|Q{o7sNe}7_Zf&7i)&JTjvG1nqfBSfb%YY?_&6-ai9@Ef81h(#VkE|)Tjbx z1utw6CVf+DBR=!-G=QVLd-U8@6QMToi|h|i?WSJMxb5I}h4qcECFKXQeQ=SpDx^Yw zrkewLe>^|;3fHyWkikQC?TsH7AD^G<5F37Mh>gFJ(JjuwSNWysP24+6f7VbgMm?<3 zAJ5P@xY2Nl2Ru`WT~*F7V$UqNX%;+nYldGWTyBqVF7-GzAJg-487ZbA)f7`N_0v|R ztHmnt$A&}x(cORr>fQE=p>MQN_s1(UNdy~j5i+8D+8Y*t*`DlnoKht)=x!iE%}fepU;8Q|EmYNKGO^+QEY zn@Co0cP!C*X78UK&-A!gk+Vn*U_`sUpo`Dy2g260U9^CQKg zy~ES2tC>FtuqVdA2G;?t$CqP15z7AQV%%zN3(lA*u@YZcc&Dz_M)q%$PM~T*%q#T^ z|7B0aLKiGMo%}bpFJ0AVZab^jxKCtr72X5`hzOFHH4o$JbF}7776lCCvOMLx`RGp1 zMPHKcTYb7QeR5E&4<@XbP4@)ESgID=cvZ;3*Acoeq>^^sx;pAy*&7#hB=q=Yq7x(W z{pSI6z$!iqABpk$M~<_rKN(~qoZ(M{EcKamgm>A5>hi0-8#hjobY2saw%VCjZ{ox^ z_6&-lYbGEJ`Z_Y@=i6+@%C~p$}R=+uor~^%}z+pN{MHI8iP}& z6*%`MYqP-BxX+3hfniC*#dhQc9=zRKlTYBy>9H5r>kaC~&}3e~)rVaTd6)111+=Q8 zkm7}AvG(Q}5}lAUZKbOUYe|{;(OqGnCK(J9^;rDhsV&QVaU8oo`)BCzDI2RT|GBwF z|N4Ighb}d%^@6KEE=g6|&tM3NYRX3DU!xdytmZFJe*MZEH&Ew<55$l^?N{Fc?RK z)lDBL1IJod2>5-aJ~4%BpBsbgGjT~n6}LVnstN-`#S>;O-%fXCQSe-SB=0MeLN%VG z{Q3YxzfT5>^01<=E_t}8{YTUm=kDoahgFNobHjoe;*`7A^bWycirLckk#n|HFf3Hs zS)b^{WUAkfsIR@B)yfnQPfePiXtem3wdm5B~zuXO6t}jQ8{pEf^o! zg_z)HuDn((Ad4dQ!lqV4SqbbPLbS_)4`eTqUk?uH1qSV-YOwm4kbIJhPC(D?X2R<8 z`1Q2>TH}wIT62{7kJI;!*y0P~-EE9l&81)WtqrJ~*F70)I~J@X$BJbLl6DZEmmrx# z?#OTTw+_}-aDkwcLhNjOBRjdr5~NPFqZRc=;|BqVcmoRLbAaX482dVDi^*LE_)BTp z$hu2U9D`3902eCIxw@P!hC9)dz%M~yY+`6Nt)l_2Yx8ElfcI}zh{Hsif zI}1*%cMNt@%}uk(4WGk&6BK{Lqnd~2B^Y4&H z_=5{P$b-zNe*jqWM6#zp-a<)&V+W1T=tqheC1@F3f{0N@-Ry5kUvOrL4auh#44yDgM)^+JhW1w2PcSHIb&+Rvz+e4J7tJ@EDSBTdA6#A z@L%FwtWWcVsD+&D$~va@udxvB9}6}8dldHdUGNWspU7d#9DV%RG3QG7Md!A&)@?ORVtTEyY^T?}DvE6ruc zY`La-r!Ea`8!|!^`m+^6QTlAY-^j-t(Da7GIK)!e!En|v5Cq6ggc8Vt?Rm!)Si5Zu zi25L0a)FOZGgktp*}qTlzG)G_Ad6l2At4h`eTQ}^riC3-ti2Ju{x_TJ;;%s|<8a=8 zZko&pfns~AReGJ9&55!K{A>2Fe0c#CuV9R|)X4PiOZ05GREyKaD%9Un9*>$2XNOU;b|x$e9}v!X zz)RtO@C`5^F2ns&WD*he!zWK{2Zel|uh$*>7i7r?XG_Al`nm@JkgWwkw(>Ahods6z zWIX1SJ$>$c+ERe|ajRwjr6A|yCzDh@UV#z!QDuOc1z<;O_20Zbb`q;Q>;_mym zyKTzjMr@S;?Z0a={=dP}<0JbYLSJB_QnhoC|E+etw5C^oUtBc<%+7+0e1%hVCB4bJ z`del>dl&Hra*d!sd>C|g%d2|rRk_umY4DXxxCE9s^PHe&aJI$$csR#o*Xzh)jQ za@#reA3eQx)IAY@B~tfRQJLp&p-GY5tf_G?XsZ@rRpjf#iCn$^A@OeCjCXIGK|a@) zU`bgkoRTPo{jZ4*OvUEKGMi7PaRYvJWfJ3_8rt#YLB;a}o}(X6D{`|@m${P6)mZbd zPdur9&&+W(mGBiOKUfb-ey~#BA^y^>fHR6GFez0RK3@QAXo>d1lkM<_68gyNJBqUB z_1=ha>mMz?K?o&!Y24cF;lW$}(x6=B2e;kr(TS)&P9*L;pdf1vzE0O<-}<{Z5!wyw z-f8;xou+$*5Sjl@3V<2#BN=zujo=P8*s(#;S^*J}vyU`Cr~x@NL;&sWcPaG8#o&y( zDO7erPXVgHx>XAt#Et|!0y~-il=a!pwcfetRX&#U@*lyfj+CySJ0i!K@hfeZP!<|u7^1$Bx>%32nN+7vvyfZC}8*=NM(Hu18 z1ZXyRU+MW_P^LJFC*BA5n}516ZsArBLF@&Rsq2b57pu;_?5}_|fD+|Cqa#+#&*ocX z#CpC5q6vSy!h+#P|3DF^^qIOp;M|4%Pw6`S{81a{n784(tsS^i zmpY`@64?8DG1FqdUN1EJNe{&{pATJ%2}2k`AF!k`>Emf9F4IrFzf}bf4>sne4Esl- z5gUcofX|M5Xl%K+j|{x>*5zVgr4do#fz2uT18!CUAP_8qxB{Je{ffIxYP015PyY@Z z6w3td7RwM1jRWc71puocMY5qX%IiiiX8rKu<(`j(zDV|EdR96?bgN-{V{x6OL2fvJ5j zY4O3AViLgQJLV9(V6rAg73mRVX`&1#Myr!*N~@>;<;GN9H(NjCvcFT^o+TTka(?}F zNmBie-#55xH+yEMmbw!f`amkL8)}$U6@#Z-?8Ww+X3g()ak?w@8H6+To}OEfTLKK{ z*jK7IuNOC(t8i(VelF7;yzQ z=ynsf$OrTYfNZAfp9p=sQ2;@b;kN}yQr)5duCEORs2Fz>Pqp3HUy*?ZW=4zXO0ACX zJ$J7?*R?(krWt$jH7*Gume;u&&qpK&;Hy?&1gFJW#|3l`8~I-tPg1x21YSI!2d49| z_K+%^{B{wwEaO+3vQ*uH1NWV3U-*J0fBjcYeadqmDn^#vT=c^>5X&*w^o8@7NYYn( zE9EhR=TMd*b9Gr^_5A)0?+j)ROQq_3 zt||`_nb#Twty{O=4W*kXH`1GmoqIBdj(rhdk6CQ6H}-X*O$M(=4uv3>Ku%C?ofN;d z>9N7FR9n`^g9aGXAb9i%ClmmQsxY%TQf{C{D>i2G~`>qYa z2m8>!G?WTBZ4QZL&z&Q(R;zMv4%}mBme39?SW~_S#m%rpHg)0|ZY?Nvvi8G6;pDcS zcn0FgwD{tIq0njtSggYYqI8533F>vej}bQYnV4HB$2Q5nkH695Z?7Ey{kxP3+1z^% zkK;aT9C{t@`KR6-xobA}6Xi`tcVB9AX~|w5__cPWj9Qwb`&8z^=UT`5m6MKjp8x$p z5N{R677D95+Mi^6Qc30X<>>yr?nq zf8fy$a_Wa{*U8u^tzXE5GG!g1+Luz&l7k!Kg+{oC07sBrRQ>t-Lm;$$ z2>O3f_3rUZzyBX_B}u7~M2QuZk{XrsY=m^Al2c+1l_DwUu|rhOjO0)b6XhJqDW}Pq z97fKk&2e*{8D^W!{nqFAz3<2U@BY~JzFybsdY!N5^Vn4H-x2)tOF%^h;x8r)@B|pF zkna_yHU(S1DLn$z$6B#czL$-bN~J`k%?&!{Z}2941M^VG-Q9xTb33)x?s7L_KM>0G z?`25k;o!tT+wXC_5n~Fe5kuQe?yTJU>1_Co{e15byNU3*!vOy*QZ=R=+kX~Y)_5uat-p68{i^h=ZMU=i zXH+G>cZLl5>f^8wam-a;1g#>aBU|%H@jm`an0k&`CfNpFPtLl3_l4n>g{sCJEimi< zuRLm-d!N1HGS-#&)YwyA=8|h&gJmnnGYP5=!vy(j4bqUmUp(wCmQ*7Ir%s#E5MRUP zf66ltCRITlBaZSf_p)p})b3Lz(I~)K^`>gq#K8wjT{a6zL zW?dKRd-8)!Ocbb7)w3fgSKaty?L{tbkc8GjyLO9bOV&R_Lf6hFVOEs@0#GuW^dnqPTaMKM6Vfr%GwwDIDn zCrYxzU@He%w8Lb+R3k?*q}v3yYF;c+W~+P!){=Wk;sXkJR55dBlH{@W76~LDl4FA_ zC9c2T0bPd>&xPoI4CeIBGTOOJ#>dI57~Ze5e~niBq>X?wGmb7b{I*A4e*O#g2wQM{ zGI(P)xXp6U;QkWGQ)xw2px>ZY)_*RD_(b8f_+ulC!(YQ|c&=2ec-8s0ZZT1YP^Y3I zPT;5A->KxLyo$2px{;;#tBg9IQa@0gCTpN+d%aCvy;Z`S#s7*d=jpLGotu)ZoT*xe z9-AzQ3(oZoPhhZXmovSzIt!({UEDGCh%&-!-jRgQg6oCSbT_S9xt`P6d~Ukir!{Sp zKcM**mS3bWvxG!Vy;li?4QoDPm^2wUP##|V#@S%x^L=wY_l!d}YU1DXq&9Nu{A-mp z=%70nGE+$hG>{RYR9nPW^q5nLgd7Nk?@3ra4O>K{shSm@psF05`Fw{ ztL$h(Y=y~IXO{`$Q;#9?mpoh}bzkg+iFaJ8@0_`R30~C~&TkVmeSywUW$6R8|H?$T5i6A*7S6hj$pcd`_5h zRR6cEE%ZdJ9{byyET=k`r)Y%sEMT8(($lN^2}!Q$W8RJj2yErQ8VY(1Gx#+ zhZ*ER`d~y|buwl4Bl!yf*w2Rv6`U03HDee5^cH4eyb}ceX>)xgMlE`Mb3q;$WwKWq zYk5b1qb8aPFZF+}@X}0LMQGj}XdlI_TaW_$&y6+Sb>N}uqU&~W zf>L`kjn*fMd;f1E&~|flvBq^Y$u3&^7ZgoPT8uN5fwut=yS~pGOTj_Q>hLuZicA zCu65En@$|o8nQqm&24MWI-H%`5U3vpsg^Zlg@ z1Nj*h(Hz^3H4h|A@fXmm{Nqw&m;oX>P)37SLn!)d)39Wg@91l|NmvM%YI8UA>sd#} zAzA8;PXyFv(DIpU$fDPF>EJX?N_T;2Lbf9Jmz%(Xtvh`ZA1j9us~EjwDb_1DQRmK} z#?EJ4JAm43ZsGo*mY1jZsAOJNnoO9HT1JZyYnVp~nkYm$?fqx*?zol=>)OZmb-;?z zj$24K*^vK4=RNcaklbG)hVa*~0CAqmjC;p^L2do4SpH*U6|dfZeB-0!jK#TSzIDHH zkIl97?kO8#2X?_tW!BE$t5()HvVLeOG^cw`5|8hlT(D-r>Y&>z>L-b>A>`cv@GG7` z>DjYeG|5R!#7n7&lPzWw0%M!dw(Z)6ps~g(=LK`YLCqmRYR-R-)*_{=O`N?Izo! zR=qu_ z1yf_ng3q=5iHxyyWW=odjmWi{>Z4@mtJU35?kk36?)9AYkjURJ&+omR(-up z@SbY_F0ENb?sa&hmvD~T!2Ai@5^7H6O-?DuFwBr;w{sZPO+L_WFuIj!q*sW)o|>QiXz7pQ{11X83PL3Z@Pfd7_k7A`B9b( zCO4)#w=$g*_ESoItho(+T_$tix<NU6|(s_DWl^@g!@u|v*`h@iTVce^& zll=|)qFEARr7HTHMEiR^lyHNNrb}r3%;}@Jm1mRmO&Bd<*}VzTpRV|j>D`=;%x_He zy5?0Iz#*owQ!r@^2DQX)fweg3d!=`fxZF1Tce8`pJtu%Cerf$a%^e@U#6LS5R-NZ@ z+}HpmTE$0zOn5aiKcT(Ygr7A2j?kItA%1Qw2Y-81@DJRDbdlu^)>Qxj{IRGuXzjKo zapvVX{NZ}|_i=>IJze`1&?j~KQG2Mk@P$K))|3 zbK@}JBM@0#*acdVp#BFJTphraat5^C4?JSmslMZg2s4ljRD!M`@wZw(a+2iJguvkLx}e*_g_kyAe(K1=HX%?t+5QJMDW{zls?p1vMar^@40;VM_oeYD%(Z!`!> zHY&;+Efen@RCX(iFdVFYeLHEil=YG5j+M|w=+SP|HNAHeK}lXE$>U<}p|h><=k)jd z;l?=?hXQXVa2;bC8Z1AAJh;_HpMi)_ZI!R#1z>`PaMMzMA~LxIM)fN2GCFd*UX zDb^B{9rBiK6U}sJXxx0ijn?hw)6)wJi4i8B>q@$9M`^b`I2*TCc23EeuEu) zTyY_~1hm?)e=VvuT}m$L8Y|);Z;(2lN6LwfI!tnYvf{!&5toJq zYeu|tY4}>2$Bjq<^mo6NNH;Y|s?i*N;$^>`IPKhqH4ojtmeCt(2e|oPifUL8!v=fj zxSEpsjDhz)d+3RaLdYpbj;iFlOXUJ>jz7O~7T%jDUFj+8C6!mv+&t{qp;k!|vv1i^ zm@wLji@7y&nsRBJ7R>3b4db|<^v#dlF_zx!2iAR%S}Aq6M*e7ZVH-5WrI}+x+W*sK zA!(4smvMZGZ9A4^yRF`Ht;VyIfYG)4XX9(w^MA^|1GSMa*H;$lim#IWTHbPJH%tbQ zoi33>;*(vCbrQ*$1MS!|>QZSVftm4;8`*@a#@jmcD-V{2?T53=gI*Farii`Sh-#O8 z^-Z?Nj-!9^mB$^*Dom90o!r%AQ~{2EDS-IX9AM&*!WiO8Hgu$IT%+`_2P&=dx81vB zuK#(kMo=Gkb6T4bxh0b9(R-Q zDIVtIE8)9%YEHK$hzE*Ro@-~PZ|r0pCB&y)mY*JoSZZBDSVUkw$<3QXJjEjm%DvWN z=P<*XU1a#GGW<_kvJ>S!Pjl{)xW(n4eM>iikK_3hf1+K))3!yo>y7u;-c=N$=u(_SB7#o)&K>V#;}CZw+U3F_mCrZ3^zm|89>S z=ls$R^`cijuF!yVj~zNRpV5wcFH~(B*A`cn^X&z|d#JMIYVZnpUDAjJFZhnrENhn4 z^7Mxx){XR{8I&&|~saDAgj$kWpG%W{sP?3q43M5qjfV)6s zL!`2N-^?0pzHxi)-dAP3b}ZYd37+7R>h+tcui4aTcu~IA%b!)#-`bI-neTy*hqaDs z5v_$1^Xz(vyC-obx5H&(1&FqYBRH#ML}}nSMn=n1s2FNxT*UnOnD7VvRLtdtb&@lp z-dhU|c{{9PHi2Zb4W^7IMzxJ7h*kUKnzHD*jpcIYdfb6eJ`)0Tf$k^a1~1jSMS7nz zX%G@rm`y*$3}v zyBT%y`3t^X|GtE%dg3)fC(96Uz|l$NW6oUq% zndB_BGn|%hnT842gb8oP07{nO#I7^P67cQ&PTdzFhyp}ooNlC91oAsaZ}rA#by6#X zGOXdhf{23}POa_Gjr0PkV|Q>a4a{ptB&|vRlC5L{aU$8C&5Kt@)3U>w)YwL3q$2&q zLx+Y+gN!SO=SuASH1M(K>CbP2dmuBu562)2#NpOaw%@11OTIriua6F1?)>B>nr=*Y z5p|Is1jM6_>T09g0425EHJaywStp0Y*R5xe(`Y;PS7YNxjbGzo!0Zb7GADVl^Q{(8 zq&N-R(Lt?)4j{sbCD;F^^aoo4v;OLD=x;W5%)qrnf{zbh;{Apk=Qg=vbJ@~ag=xd# zhBu)xv$tl!Ub&COJ_G{hT?ahV`k=mv?>ctLIszw!;b%W*+TT6b401n*5(nFIesat% zNcY2Y{%6^bR(qTi7rA|Ry0kjlAs!r*-MphftN7{FJ=?SFZC4)3?_(tbmf0i+sV9UB*l9owLQL&V?uz|3QuY2bbxCJLYV7l8Jop1-d>t$ zm_WTzJV6(>FnE7_)+(7-XmQ3xZ~pP7Y?u6(rJc;D)xj8V-LD|hezvs8#(s_)^OAGx z2E9#s0dxG?x{ybzukog3eNxjLkmA^&4wI_-w{Y#i0nP^ecYv8b!?1hkoyLw@d8Mia zQcUwL_Iy*-fsAtNYf)3flQ~0f+1A~0b4C+<-C(?wN5#$=FN?)c`m@QLH%;v!RvqT@ z9ru=8x_-IdjECPhSVi~B^f=cYvDkNfD2MWVZRF}&9qS~7+>~=2`xs)ND*<1`gnii@ zpPyI?|Lere7be3^wk~vn8#~1Vd8)g*@z0KPshu#YeX+uAuJp10oMT|~F$$(28Z;b@kq`%h%T2Z;rLd0S>esc)m?5rt-Lj*Ht*=`e<2$dxfD)WB z*S#GpGR6?~xbr(8bGVksyI=DWLZGh-0CZ@bS!o3o9cY`+>iQMg|NKdP z1`V=+Tll7b)&XP+w?3l{=+uO7AxBjt$zb)MBFvweP@31hURrGe7;wcN5P_uKV_=F$ z;|I{(;PEUsTJ|@)p8mhxgmv@qR27%gu7uCC`{{$+KEF^Ogn_qNDs;&EbjDWU-zA)V z4CnL}!{_4478!=uZq)ev;@xQZT4QV93;mvaIuoc?%?Sei#i*(U!k@vn3r!A>iFf4) zs_3m#CioI?m<7zgU*0U&O~&$qSTSwtvvxTou2cp z$v%oba&=p~?V6D%JNvuv_4#j`+Sb?w30bmeC28kJLaQz=4Q6YxUM`s2L2^t8V0tjlW_!n!A$gUpDKScs+H~03^mE*@7HdoJ#al%m)Pzpw=*oo?PJ_ z2dW!CPg2$63Bs~)sl6OFOsO{E0FXiqs&T14rZaB-IoOplCqREpkIZ!p=X)9BBRv7N zwyvg~@B{qZ&$u`0iCWE=7drortDBksa~Zh)yLC&cXz`Vc??aZ8Y%oFV@2kX%tq0{? zAu%gkX)jw$Lk0g}$*ND8PvAg_59GQez;X4q(;CJ21~0R1peNSHSHU8qYZhN!XV6f;)GE^~VFz{iIDtEQ_$BS+l9Q(&0_h|8BM(JQs=|yQ4i6JNzIl zWOzN@aK!XK_wMQ~BV(F(X~gJjQ^Xg~7fkCia_EV4$l(*}h>S)6@(#!cJ7Itt1TN-> z_s_CyZI-Hbfv>W-Lvo$fsy_h5yxQv<@8V9_5EOkH-|rK}SEJd5w_G^i2-uF1TL++f zj_*C^`ABDYD}vq{I(h3~Wx*7vEI7@BUWlyPcN9RKw;nbm=IVO5Zr-R;r`O)4yy(K*=8I5a~{XG1eb5zUu9;xB*{qln^SPfdokY*+5RAw+%vLLrB zHU|jKIpk?^!hr#QnU>Nf$r=`VJ8AA=(gnCBncG@l8AW8E{9UV$j7f7f_$0*Q+?Oi% z=Zm17?s3b}_$|MUUm~+O8sLC&%#+N!awVlXGpJ>2_*2$d(lna%F|BL-?OM_@_xCE{ z>U!N|DNVF2?&rqEki2!~N&gjM!mkOjQN{X|G4+K|y2PT~U)}MEeR9&?vaF?RYdaIK z&j*icKp%bueR4~^p5Ilb4-2BWd%AS291T~da`vqCrO>$yl=5cY6gt(1Q=Kn6zKAvpni&411g zG>^E6LEk!a!PN5-Hlp*@OR3O0;n6l!Jj@$JH4~ZPhxSMEg#LI;`&Jg5;MF1}teQ#j z=##ty#-tnZHr1VRt*>6TxwL`m%`y{^kRV)J)kh>HBvn5(@cc8*RzV13Q!BAC-i)t5 zGJfhjo$nP%8mPq$vCnktz-u`>CU?^L%BxTN+<0O^6^yuGMRe^l?Z}q!!6x?-i zr2+eZ+3FD;6za{Y!`(m7ih)_@e$Z8T&7(RIs{ztb=(;ZZJnfXwxC6>&&1qvu*D4;| zNIJ@~)}vir#Ik7jtPUL}XQym3D+n)R9CN0`@m`?%g~`KtetGp8 zuUvET)E;DBbJ_ld)=Ab+Or6-fezD1&1vzQ7ze%Fqr?MS`LoS%fY+k?EaeRcg!;C>x zJy=7jTdnaO5%_NX6^OS}dTiRWFP__%G&MhB4g}mi!Ap0>$d1!VLWfxIsxGHhZhBD% zKq?tQ;I&DomdK$5U(9JBdi|-GSLZ55gh^o>mOfYj-*796G5rJ5Dr%{8$|8fgmv$e} z$y-urw8JV~`E;ibiTWfqG$w{qy)(~Y{@Fsz2P_PBQU%<}Pz7ckbkfA<_j4c)Kbo_C zJ-z(5a(weqW64i|CV{=~n7 zy(AzuToSFQ?!GamvpJ z-~!0+bGR;nt?Qdf^T)KQe~#;}SlW2P>=+VotnpU+Wn0q=OOFN5wcecbxtmX)4(NvYcj{3j#*>7?JNHh~4M_Tl#MHUSSw zj9D0I|Mw5HL6saaoq6QyXTB_|@W+cqv#+q;bzKqW(W?8^@qC<15>)I7liB&_!Xyje z>PjJrb`P0b4z+w7zuD1yLlbE z*wk0c%~MLaGld$?Y%dw#0FADyU~XZxXgp-XEjAAAHN>@X3)v{(xZ;~0eZGuFyYf3@ zlO((rjfHD~pBnd|XX6@0h8crUXRVo>b-98m*kohcfn)+8oiamGd$H}Ei~*u-tupdX zCGboNmd8n*yGzSL(ge}JFjI|%0+t5eBy#DT38h)x1gy1M$*Sv)@P;W<7jV$nGdOQ*#bGt+tnoa? zPioyN!rI}O9bz-Be-iPIAHLYVw{Aw^`tJJ_RbJz6^p+vj*o|iCq`c}1*JSbDwHys) z0{TT(dnx+@a4h07BfverhaInapaskzSbIDOW6!!VxO4aAhdOjWKeJcBX#}Fx)t^OSRsT+Rf zPwCZ$OuSSDd`Rh${xCAwddR$8G9(e?z;<0`3{RXECVc_QD}7V^*DOsf$j>KU4tsh% zSmIc|OdsG9U0QsG?6W||84YXu3{8mmgB_P0mYKSntjb}H)o0!o+;wl22`{W)weBbA zMbl?ZGez_8j%5arJ9Mw;ZXG7y6zZYex(jLrEDH+s3O=Ou6K1zLfbPmNc3PkLd$s0b zY^FIm%p%9(UY94yDMY1&;>O7IaYh(m<@2I{y6yq$osZ-oy^%>P_-f0AtRB`+AMC~) zFgmFM`q^M%3NY#Av?m%Q<|vLjm>Tj>g&41yot1ateTb|)+0>j!(Dk}iu(+3Y`EYKV$A=)}O*%T!DmloM2j z4MKV;(JW(Mt){@_PNin2c{?t8vTCWyG2fIS`W4-E1RTTea^Abihfw&cUvJXn6m!%2 ziduEu)N^|9nU~QTL9<3|JLr&k0+Yiz6`O`5b{y+o{PG#U%si8G=9+Wlc!FNTtZ!&AVcvn=P&yt?HTD&5NMM-GiAxOj$pr; z?Ze`r@C^o?4C=s*+}g0j1D)WIVjyTU&@h zx&aSuK&(75l2p#?O!eq~Ico5S&MBH^{MHZ|TB$fJ^ptvDQEm2ntXU7nlk_DXGs?>) zzj~<#4;dj??OVUNVcLHjNY=g~fG zD4eXBAosie8ppPI*);wkmh(X@DuN^6r(aLc8YWD^ipUSL^om zvM0Cpf3E^C>5iaE_) zI%KjP@(@(FRDx1mNr&oBx$Jd??cE+Ul=7#)k)X6x+GiIbKj;MOPH}{qaFl|nn7nWy zLHc`-YaU7(qp4BMF!g6IQkBG?OyBfb{ecmZ1f$&e>?I$ z;sH{jEcT$wCmx=4JL!n(IW<#7FHq}u^5^i(s1>DA;vY+?UKd=3=B$_MW6W`VG^@Pc zw{HC{>nYQ>Jd$W(-3H?NY*x)wS4iLQQ<&U(ZkbW)zmk9X^=tl+g)`TeqP!t$EsP@aqgueelWhA5}WwgR%ew&3Xwd>6xD#g>SthlIbl$=gSE!?_$b$ zdsTc3bB zjGYORG9_LwUe+U4tM-ycHD{xyEc0K7TnAdLq~}vn-3h9~@2IE9&!iV{iT2!hw|mKl zu;a5EvS*tf_`$Bpso=u|cmvC&+5)1Ii3x*m_sC5r*!6(el{M7QNqTO&`bwTf& zLQsAhCqmY@a>@@>XVh_Xpw&g^05NZ2I8BpxOy)#@H4wp0!9X)hSbQgUuge7>epLj` z3? z$P-Y3*TD96M4zZ^|98%{mU_W&k3*evKAJB--IvQ}zPr1j|C7Rw)${(dO{fzZ{5+Km z1}4}1iu96T+kURl2P$L;)9!jZ?wO0WTw);oPGhoczxZLgdTVHo;X9xffTDh0@0MhNC2rBkGgA3`iA4t<$svue~lk`()`ze9fL0MjXI7B>W&0kqP zlV1!5U|zi9oe0y4D!IF*bEie}flNv^d>Q(q0a1mRvD|6W~H0}t>JE+WE*QVd4~ zxRvfFViPg{{q@|o8#G@b6&l2FQ*CnBpl3WA-#+@l?^Z zJA=A6-+|C@;gk75d75*XohMNhP7+@F+13B^Oe!OAEzBEVt*LE8$f-9r;CS1@eKHR$qyL!*Q^r1-1>G@Tc8|L+yTS# z`5C&q3;?_%&CCBzbwTRbX)1{x|I@x?le&c&z!|KS#1KqXtf0{ME>7y!WnuUqc(_(CC9u&n$9yD zwoS-h+U}Q$m7$usq9;}G*C9vdS>Goi(~Ms(!^VcQxS7uWPnEaM{3o^@ayCkhK&ZAN zZKG9pexhmV+lVC%>v-2!26&qg>SQ+Uwfe__RXDVq7~P~5h(>OlR*|U(lv;$OC=4oU zIv=kga;#VOkNBEbfZR(9p6NA@XRr0sv89IS7ky3Jj!vwdOItQ`!#{qwrP@A;H30_Y zy1M*5o?0fSXDyhj-#E`f`ftpYskmHpg(b|k)-b`P^@<)}A&qI_wxkyX>qBuPH9gN2 zbxf5JJ#jf^RSs+Ru-}-?GC$(dny}P@^p$5x_?*x}M4P}8w7zsBznD5`oC32cU*p$I=bp|MQTf3{k8OV z2;S@~+?z(zUtZev2VJ#AU}aTZ798q;n7PKSfZK+C&8PV+AFo%Bbn_YzPyKkoYP^-s zU8&LdD-Oh%ZL*b%+R)wepdU$L&X?8>inJ|8tmXvI2BHfv%_Esaf1fTb3b+vBht(Y@ z53Hj==HRB=nfr>g-r9_>NTsIN^GdV3)5W^!!XJrohqoq+uVAKJ%057E5R;uI;+k1b z193G6KpjQx4`0jVZdbwqcUP;42nN69fPO>-D*wb`&cr9oc!$kSH@G8SZJCeJZaq%c zyo=M8>n6{Tejs13MqHfnvHcYUIMykxpt*nkEdSfCh7TsUN9M!**SEll=T7eeevl+o zPFvu$N~z~x-+I+CRl{>c`y*SjV;6sjuI@ke-_n_oW@%=}RXg*hnq%D;ot+|9s}8y= za^3C9Xx_~NZ0+RO9dC=6`n$eJ*BcFh=jzuzrMj}Hcq#Pd*cY!>p6~aA_`P}=6e*4b zX)}v}*GoFAF6L@m4*KUEm-E2u=xSK$vYVB<;nCGe8CqhB>0b?+af};69Y6z% zd=KnPV1A4r*-pXF8U z)LfU;vSsuvn|k0!`sua0poF&x7YsH!%T9)@6T2A(*?vUqnw1jsVytN##y$R<-Gh;n z{q(@@!AXKt4CDQfn=<5pYjVWwEwin>uc3jG`j%MDjzh>9c8V2$t1?_ zx>mRNFy6+6lnTuL6wFd029nIj_Fq=jdqEp`WSUqoX3jbB1aOq z+Ta0~z2Ctme&Qlsdn)leb+y%}YW-|_ z1ikxzLbVwiQQv%(h{7~f=#^?>B-GF9pTP7hk)qvWRTP-ZV zU5Y`1BG@HQaJ#KZ5BD*;TC}8N|B4Nu7W9&L?i<>witaPe{pc;@3eyfY@OJ}xBm!$c z5PSc#_gUq=YRsKmRpFpp=GdT;s(?rP^w}5ppzl^exqSqNH_9FU`|=@%#mc72pF=eK z>OYkPPsW*&^|~;t%!-wtzr{11WVB~gCk4_tCLx?B>BV{PE5RS}SnSNV)h7?vo9+?x z1s@XgVH(y$R>1DdfZda9;9mdd0Jx~$O?Sqh!}C${hQV4kQomPAI9ENkR5C^9?&RlG z-yN-11n=fuf>{MC4GM!>2Cr|z>_0-l1^%vO`ID$o@2&&<1^s0=RXN3X(${W!IRopluy(cARc<_p&EqxB{IpGHhDoE7USNGIMY~Ex0a{K@Q-lSVpYw$IZQANU7l|r=D|!TJ#TusZDay2Qu8~P=Xh+PiORgO~vfS*t|2O9N zb{%`(dI0rQ=OIvn-Kh{hd)2)b^G%31q_Q4+6PGH;Rs=B=5mm@kq5CQ-E z|1;`bVudJ0wh>^NVHpk;I+CrjblZJJVeZeqrfd>RCuB;fN44!-K^?sklsc%;fpz;1 zedOK1uyOEB>VpZxUFa}OnvdR^M1Cg7)1~R+`=qryQ{t<2W5-J>Z@d?W9b%pNESdUj zYlJX-5zXrL`bMIj`$X4UD!Fi>%vH?Lm}UnTOS2;roY8VOyf`#(LH3i4h(9)(0k!~e`3=kIJ7Y+v27{$Y;rO@viADn6#iN39hA=# zZ~vX#@f!}*nLeki2Q#K4@gZEFbI-PDyrTJ-clA@!i8)Gbfk+8?l<+#1+g-&Z)(CmLJVUf5BE^lPVKUMXH5W_b4h-igB zTTus2dGt}h{oPKX-hOK4B-3MK2m2B;wd@LWy6~4h>?&;0`Xkgpi{cQkQ=LL6eT6Vj z{zxbBNStc1Ba3FMm|u*0m3zoFkm~cm^Xa&b7>P=Kc{Qh->%nz$+f7K_FsUD{Z@2du z{Y!0oqcU9Re?bDSYiFlapCCni_MMMe(5f5i7YU_ZdMt=H5l?)O{0LE#V)zv6U!}w` z*qlF)e)(#%?X3u(K8?RyfO>VkdBgSCA;+dGt@|5jzCVUXa@?=uL`qVgmpdbx zbe`_gtZs~3z4gC{5VxFnhP$)87I*<9ob+6=N(SG<+53FzJ1TE*H;=c+!;f9N3*K$R z4F?iIvnqJ(a`%Tk1ZN-W@xQo`FEMmnjLx7wjIkOjsU{Xh7|DwkQ5wQ%RV{Y_dp{fL zmM%RTC)fwv|Lwf9CrYr!Jt$8j9!Lfk%nZKb>9%^`b{+5sXNYek9Gu&=c4If@X)RlF zG@%)OtA~{7scE?`x)3-1&&{=wl)y?D-lHgkTxvlbNMYgp_m%`Q&Ezy|OBG7#{GnI1 z_&UpVcTDB_(B}Q{ma;=;fyfip8fvtg4Od+3cN*Ep8_@rt%Xh$PyLV+7ubt3%LK^m? z2RwPt@W)u`v(*XBXsu%O`3vveb`f01Dib4KvMMi>04U-EzKGT-_lj$`a|_}p@e52F z07$G7-KEhA0O=8ftTPkFm777#Geqz<4*~hxnc0x3Hj~XS$}qQyoA2}^+=K|p2p!cA z2GmyOiHrLgyO{?v&FjvOwSWLl0z^u}a#43ybOFc{QoNwb`RLNHuuJN8)f?QZ^DgEN zj_6kNqh_rVxu=jH`Om6jGx7ay`c3fWPk~g`y7Q|#nqWP(j7;2Rntr}vGL>mq+`U-( zb&%4n@nv43HQ`piVN~`*If3 z>l5R)B~JWUvg65UhX;_xrdg+9zC_U_-Own1B%M1*&l$+TcMlugBqyu)FD=UdacX1c z?UGKpV`j!F$t%NlWg9qt0bQsBuprc;wJ}_+aZcT;5*6Nm z>PFx1X!TOg=)3XpCK>WLYJb#!EB{ipzycfueq4p6GR6|FW71KbOYL#)az5BXC+QgF zXI@{)M75V`5!$DYRs~kFp}#Kr;FZyQYhpdV= zk59#P9+SH;GP8Kh{}k>|9Fb{Ta28SH;FvqD5A1h(l6ewJ+^vDPWjqX_I)Ycwvkz13 z4@|x86aPj#_X}V^_^liXp1juqvEc~!Jnz8o>4y^&HOo}HIKpkAG^vG#W#6v;^UOgy zz&y}GQ_dqF==aS=7PWvLpSG8HJL?K^XvGew-}XGx@ewpi;{uHUH^KQDw_J zs5v|nfnYkOlRU}L&+64NYFr$DS*aqD4g0}9nO{Y_Xi)X@9}B}&f5(1G7ky`U6MeRI zP)@o{olNV!9=3=d&Drxw{fl)*=vdyBKuw=rlWfK@hY z89&GuFS^9Hl7`v4E|=Mz>=JIzOsg*4kp|mK5$!m)4T#wf|M{ZGeW6r9>q5B7^{hRO z2rbUI&i^qMggkgvsFnZd5CGvk-9i0 zNf+m7ZGbphz3`mAZ)QLUct47)>?7cM2y*~Q!>$n_)@%5N?|8p0$AqKAJ31^m1QDE& ztGUiqms)${P{>O>3-1BW!pfbzb~JW050bxy5_uZToDH!w*#ciW1F#u5@;l@pcP~;y zyW;WSbT1?N1o}o8eUSap@QW8vPu0v9V73C}23LatG{X7d;i7a8)G ze9uIMp3p_$YGs-&O(LtWg&c@&q8X}GACq{|0xfU(GKkJ9uYWtPM zUm4!E2$cZpCQJcrno;FIEuL6h)Foa*UR$$6{eTn;v?o56zCgS4Dx$68F|=&Fy77Mm5VF>SA55yrzM@$>z*TXI^Wph^ArJgs}Ue5s2(V=xFk;u zn6eHwdh1MB&FF1d@q^)Z5N-WB6uF$$Hs}d_mN+YQRjX~7Zxp=5SD`vn zaT2Uf4FkF(*khv!JkANXafUjlgIBCET!9-b>vjGiR_&Q&T98&$e2w_!wf?bTC7u~S z{ytLWL5J*O!L7?5Kn!idnDun{6hqC<`yku>n!C~OIqj{AP0mLLo8)^{65xfL(YN-7 zmq6N-kxW{ObcHzZE@s#mAQPq`MBXuukpNuiS1u(8IEH62u-;F{x5g+V0JWd(O%51iFyEAdWZE^``JPhyTGxgAK|b`iuba7E=>+@jJY z707TF?ljq=)WTM|u@}2ceolRQ zR5F&t$`WhKkcn~7zogyD9mGf*rm!7$wC{uY2)gX;Jzjc@JG(#j`749lG3PQpH5W?>~$z~-=U8mUT}(DV}oDs@U=ts zdEbcjEp@qDa0b^wUS~hKqUP1)tqv_mju8ZZ$w8NPB`pn9?lm%M22jfA$3}ETe-GDZ zf>U`KoN1QqNMIrCO_`63Tbhq8IL&R}>K`;_J$c>XgwAs;xl2&8w0xi9p_b61${U@z z=>}Z+Q(#IL>)f6`*RBdG-L^nG&b*Wm@oGVO8_s_&aCW!1n7V_zHheet6Oy0$3f2~w zW5|wZm%KQnnLga2K_X2|c$z*;8-xBIg}~lCIi+Sx-K7h8&%eDfkdx_^m{MQy)k00X z=D^iJ{9H;6%shB}mR=Te^MlF&_yH2bZ{LD6scX+?d8R)cJguh^ z>7dELH5qVXf>}@CwDKQfu-VszWtG5?V2q~*!PoE!e`rn+rNJcl_WwiFx%e~v{{O$C zkTOycF;S_MITSfGZc*(dm6E(*sy9EP*wv zQS)3z4py+}iRr0H0{xOLN!V03>2~JXuFBa;;Uo0NgW~2sknc7gubGGEgic~PU@<{c zo+HE^x5Y7qowtf!Amm%v3&2xX@FDc>SvJ?1FBxSvw7Gd;40xzVTg7{JIhwb%k z8cRV||M8;$clDXG56|sp&2m=Q48wkHhBqa$M%9YSBp-aYx$x-iAzyi}fCTPUvf4KZ%_)Run$hyj;ogMuu z(rh-Ic12O#=im%@@F4DDTxI5*LMcPRl#M*WWIF5QSJZGksLz-Mv=Ym>?_Pwcw##ay zmqk6Qk6=bmftSp;V-Q`}>l%^#&4P!JUbQ<4u88~HpSq3$ngHXqM^cXb4TDWBehNpv z)v;5I3K~b8wZvjWXtpG^B!F0A4L!w@95&#GoSVwE;sLZLZpRj3vHLY0yq`16o^eg> zQ3XU{kjr@|oiA-_EUG+~v45@<2U)-;s&O_V*;C{%U&YN44e)>J5A{1PP?J;J*#Ajg ztkN@gIsb|vcrc84HUm`bXm^i=uR+~5&p-5i1+9nmp!%J&lRIpuJD%8*qM1K|rc3`d z{oz_b^C0)<|7irAO>e6G9n*Q!lGy+eEoC2{bW2KH2Z0QvR6RR_*wb$AOBxd zpEkU?O~!S9SG^e*JN8}F+oh(OSF#y(jxk$AXac<2AD^!L8j+Z~0DV4$t>6Ci#3L07 z`TzfQ_^cgGBk*J=O5VjS0~6}bx%+VHCx{5O$j~5g(AL+PiG>R*;q*Z%im;zS%X1&L zkts#fCXb8vh@(v??ftMMa}3&mdudXdEdLsFbRhtspex=Tvw!Wp_(36&P+7e4O)*;h zCrqrrX_%A7qb$0`H*fJ2uAJ=HJ)!&NuZ%>R-cx9ckJ}C)Hc;}3wAxG6CTQr}`A`6; z|HkDji)LfYjRYy*qlOZ3pssE9b3%*7IYK|IurJp>*GH{f3XzeeI#FUC^3?LpS(X=z5QiuW8&S2 zHR?dJ?jRq`<$DVQYh4=o^G#svE?st&MFw$kK_2$;F#RXz=A1>;p@IL!YbHem;P>bA ze72z1cPY-Vop>t|S$pPC5%nLRU;g-#82{U?;Hg?hbZ zvxL(t;>c9Q+xrcjZ0{OG6PpMKo$(YO*mt^6D|in2z7!4iZzFtwmDoe>;csSonvVLh zUNZGfIRagP99DjdQ#oee4Vm%TLB~a;DmByjiBD>eSjMtP;2u{@<;cvsS$lj`p7wFa z6#m_@wcGzfdAGhYSh9w7AtwDd2ZfaNM(I`En^p0>Y`FBgtSFI&}K&N~x z{4)jQZqDvvL+Tz#Ak z;2kpWr~J?llHR<%K&rY@$Tb}CbXY0c*jbUWrHK-LyZ+&~XTN7X4fhdv*PSk@nr-3@)dLs9sif*()jrx#GxWVS|dCcHUA`%N<(lfrC| z3}>dV_OMM@0Y8!@>5+`HtZ?ISeOAZj^mFa}k%zS@s$J%sM7%*i2#9J9$h+WSb+4bt zE}cz*dS~R-*Pjms?qei#e+WuXnP=&p?HeQ}xD$DQyU zgWcTfjv3w!m26U7?rz=yzHQ>3rXmk+o}T=obgkc=CzkszF-C+sWDPxO4F-fSY^rIw zo88Bf^m>+RP8IOJrqT+LGWFWj&mz2pQ?Bp#{MB?pwFg!Z{uUH#ffz%1PT>YuAYVAy zZ-iry(Y_NsUV9oKnuKP9)jUHQ`t9ULRZ4fqa?LAJf29_G1IeU>fa_V@C=ZZ`+>~Ih zQNaA#%3!Ubh*Z#|@Gx{}|H)cOUCHblKGPOxA^k1-_wIuwElT3^2EJqH5>w9= zna?7Wii6#af{7JYm>ns5G@X>=5>~|jw1=tn*rU+G(bn(v4!1wzw zsCnK)E1K6Eu}>iK?n}3F8kXu!6fLa6N8au60J@luJpE;yuP;Yzs?-qzm;m z5MS9BKszC3HcDefC>i6$eLj-M)SmVvge?wnFSOW%NT%D??KAi9QO@Mn*OrEcfSjK8 z=FeKx9gKivKo#I3WbZP}OsS;)mI>SZ??~{6c*^lvUPrlpb4vS5neb6N;64C^LA5WJ*IuUj0J9@@I#oiP#CaM5`NFPxV-DJQFzIcup~Q|blPtM=|Cw* zvGPh=b^31`>@*k>Eq*kv?e2UVf34mYbRk_VDjOkK@>q&S*E{z~!I*SM*ptEZB$aMx zZ~O&af3CZRH#4!OdyZ1#W&rag*r{ND*>bqfRY`h%ri&jEwVlzwo)X9pK5OW1sj*34 z8SzMR&xrK$jebbbGWk0!Jf82oj;rb>D{j{W>eJxTrhLK1KH}bH=z*_x4;q?F{-AEc z=9oQ&LxZu=$~#LgeilbNWV#9N)z|0UPKhD0((kG4_ny>7vMp%1ZyW`RRihH8mPs3) z@!Fdytt9TR7*_Rjj5-}P-Q)(Bxu(y|VWjlI6`vZN-(t0~*iVmc(5ppoD(Qf*PMF76 z8U}=}2oV{}94X{QBHWMNKHnwC#oenZ#X2X%g_N@TifQC6G>=2B5Q@y zj9%*npjudw0(EP?=5AIJ0`kWYkEK4_+_}4X34QtCEu9XUE$T6JNwBe69^!Uxry_sbJ-u6o-E^^O)9LrkwIhJCd$2lHHUW z^G0+@EEs2ehq&x!!Bc(hglfrUG{zT+13TGMLj%nJn=QS-}x21 zw#cL5yZk4)Rr;{fU=N^)Vnks5-~j!tMZiCCWvn`W*9!sy+It{t>D`Kz-W+adcIV{a z#1-&5J+jhmojCOZKXQ*)kVkZ2r>p*(r=ZBrY9v^KzJkn(98qM0^9S`J}CBQ_t}J)@W6;D3cbP z_+0S&PAe364rKX9+ zG$A??DxQGQ+(y*!zC~-gnJX@w@dx64#z-U^=`e|R z6WgQsMc8)#LPv3AF>6&ULdk10mwCVSwcq_2?TZIIK!9E*odTv0LiPw>3!WZYqBe|b zlP}Pm+?>oCPrcH6JJ;{*nEdDERJSuSbTmJ=rXhKxSXjmlK8((kk4ZvYP2S#gkgmTw zsWin2{N=JVgKk>Ap`sVr4QtRsFr5T>);=u1#f`9B8EHbXib?$qJ*z7Mm5q?ITkpRQ zb12#azsLjpVj%HsOTJ>c6Ul!7!S=Q@`G~IoR-R4x1U(d6)9*vh?I*~nRapK70s>-kwwk3aJaiz|K5+Qb^A>>C%fD8?VQMNs=~7mb<9= z@yo-e&1@3Pv>&N`y>p7Fxqem_U`v}jR)DrF9r{WgIa?AZe5}zBcl1@??^P#Gm&%T9 zX;mr2%e)C-CmypwK7y`*Y`}$J<($QLK1#)*`1Qm1itC4!p`WX>3u!z;`OME4mS-Mz zyONWW!4+(8bzP>rbaM`hA2+)@kxxv55e|BHBj#`Dec$8+GGWRLf1+m~!vO<0KmQJT z&0su7No^Ce_PSmppk36P=Pt3@4|Vmw5CdusT|4;c`(l8`xn@)C;3m6Dwi)Rj#1i^C z9|6{5rCRb!p2>*6J2oRkv8G27v1Z$s+8tlMSW5nb>hbYs4(x{1LWbd^^@UDdhcbC!$(l-?AG|x;6;Q1^tjO2A)QSqEN7G`87x4+=-47?2VF){?9_qP+cOHmN)V06jNcpH=3e}zh z5Zk1f`mJAZZSdtz#`*G#^B-)F-u z-Ipc9YOxl6>iNLV8pWJfYnyNL8B3$3!EAb3)p-QvMqsblkg?3OH0+JPbNFA7Yt5$| zn?2eK&xE`b8V1BRezZ6hi*_zL4pw*mv_1PTz%90L0~L|qHjw-IhMt8j1omRVY+iok zwU6z*nJZ(X0|SA;lJ8;c%GkoA{iF9$Ws$4hmAA{D^p+WKS!kQOs?wXo=myjvV%f&S zFYpyO8nIN*ce$>i_@>zM*|Q{{XY0FKqPwEfw#o0MfTd&R>_soVZWc=30W;*ZI-6(X zf?nRs_IyNlN+t-N?f~2vum=>KTRqJf^nUr85Lm_r_B7(V%{1Q{G&Lg3$G8ss)M*$V z7F()kj%Xf`@^c#KwG^#{ZSxJpio6t#iFk5l5DQKoB9@aVdxw(s9|)CUA|X3IF4-1k zl$*e9h;jw#lw0nRw8vzD+m%@x5ianXNot){5XXp{2Xm;K)BM2XR4}th_)|F7)0D2b zl3ge;HQxccJUb1L;QUt{H5{jD-_M)u$Ore-L{t_@yFMum6t@Su-dejoo*0Z>IDG8t z8n`^?@7MLk6X8ERfw_NeRSt3_+_Y*3R>pTMHmp=_{ieQNZ!x{DTp=tPT^V{SB`_7k z2SEBgFQA|6d-W@tFs{`FoZ4U2<2Me^P8kIy@NWA^_n$=04(-PFsQ@K;%GnmAF@bG2 zXC<3zzhsezjvjmCA=3Hf<(y@~I9^(`k58Jvi}M)rR5OZogJA{7h$f3lUxEinr35}wIXmQjLD}Pqhfn8Jm^VCYCH|D6Qdh|hU0Bwv za7crX>Us7)7B#epvb-r@(Z}YJuR*R2Yzm;v4WZ2da$WyS{1!Dj`a4xzty1A+pYnOy zykaANyE2D$y_{3&|H{#Wto4+@&(-`UjMXYZ^zMnm{kMQlidv77&Nf9#)yt_E9_C}P z@?NCH4j7<(rFJiCmef0-*F+Hd(_>z`R*Gn#90#NAOh{W`5CC0FA zCipW?8LSp|oxjQG2aC;c_3T{>20s0l?hWVVSh67gKlWuA575yC*0A%_Z z==@SyJ>P^9?>tW0@iI5=yk32&^7)_otsAUubYl@`rN#ge-y=sE{}PW4P0g3%sz;!a za`bFaHex784A7qk?B%Uf4+3~nE$`~2x>L5vvD)gD>!ZHQN`Hc1p1F!PTPxqW>?xgi zpc6ScB5!#2&m_wsXA$JFiwB2*7?CTl3M7}eI}caRNCz5J%ADcr3AP!oG0wwVN`A#W zfVu0*@TvOWsqFFef-lIr!S(Sb?+=bSLf5CQ34YlL%Rp2=ts-v#L&$l7#XG-9M8h)e z!q-HFFGxpwzP|--(huVU(z7PFB@8f`s~&l1xVN`T=8EQ$$x8EHD&R-D<9)w%X82f3 zk>@C_g`X8FrFLVz0L!LJ&NB#!Df%!GxA3(<-P!mU&1OK(1dvuxzv)#zsfHp=)R+2Ebn zNE7^Sb!*Wj@mF~?GrZkS3)}MOdIO~;&Xpa!D)`K5R7EW*((aOLvg&U!MM$q5Q1YWw zN3z-x7&9LC&~m+rS=^n^!Lj!fy?xX5&v({jw&uP8P}sn3iPr^Cd+3UM8*KV;#L=RU z-LD5%XWojA*wfnfomH_iUokyw($1hw=S}1Q>0TuZv`NJps&Rp4Mq%|Zpd3a<`M6s# zJOkIx&d%wKQtk}I=EJDE8ShxDq7REFVOW)dAKh=g-cC=ed3=+`hC36DuR&p_KmWyp zL;nhkdU0CQ0`>?Ii<@sdf(&8)8Ws0HM{ZGvP}PILO-hTSKR|-Vd%tv*}DsJ{1Py$ftVD6q|Gj=c?vz zrL`c_%ICqHM=I4JTT&=kt-Y1J%ARW8KMJT1I4v4q zEfsNZvwxr-PkNl>UDv{abA)$?zL~Hnh!Y2(@d8I?HX=2HwGRYbS+|@zXj>e%(WmHV zlaFo^27o@W-5x=7EVLAc(gUEtLr9(eKb4}UJvXl2@u zI)wg}OU|lqQO=E6>b9EEGS=3+&7415$k(>)&n+lXzxxV(M|BUufR= zm~T7rOX3^eCkLBJU*zQ3kQrI@$*4=7!ivAGLI8ufM!i?yHG|X6Ew3A9X;cze5u0j& zys)zb)phIz{Dd2c-K#TvmzA76Di5%5^zSib$jk;+mz<|07oCzStZv|Va zd;%TlisMYzq&-V=8?=m9OD3)KvamZ`ZnAXMA-jEVV%G~ZZJsq(m3eSqgksg9KkSG3 z_;=Ar*Acqc-X;fR%`Qam#1%UsJP_> z>dgsN_wQKKhx-qFc8h~*I9y|GCY=R#s~UpqMc-(*No#k!Rd$`7^{U4<6e3_|h0EIN zoq(`bk4l6Ss*ZH&4_Sl8P7(U$F=={yDkXj7!}eof0#ZSL$3Gug?;z9dGJCJ28#64mpc~^h@LC)UoYuC zS_tCD-?XN@nn2#t^%c%~w8jzgXp~RQXBtB!*(@lVdpOmc1Y9A{+w^(7$GNTXwXt~2 zY>5S5U^c43P8F`F1MFT)V*}=cRQ|ln-PN5H{~Pu%r8$>ZMU4kkm=53zwvt096Q!Po zj2zcZYI{uo8=+zig9%GQYwD4L@|y;0S&olCET7oo>J-B_`$otv_AS&7WD4(QUBDTW zSkVY&I?f@NbH%oL_UEk>uT3sOl%f)8XHyci^T--VJevC>Tk3PMLeV+IAq&fL#pAFW zPDghq9!#=*!S+ohm{6HqwYSu?bGEn~pfY{WXr%Yz4M0`$%s$dyvcZN`n zc$3w^S&&Ieg}kgsmZ_cWdR<(N=_f35reMhfb=%vpyuiPrZ_oZK^edQn+u<>Xsb8Yu zrUkX6GUV9a7m-eNfbs~`LRPxTcf^kfSl4=2GnF^~Xztm2=<@}(ql)cX>t^4AM&P7( z0|-yAzWIdL@c7sY@vnNTQ!CR2U3hxcu-oJ??8hzF%L_GkW;y+5`u|{4NT+ZHyVzvL zvxBERV~zYcEy}mQgDHspvGLaP)z_$O||pSHLvn6>>utt z|84dutF_hJ;AyFp!76c`h}A>`zC*hLsk>@Jc%u{7+{@((tR`v|X@;2h%%uB~q_5AZ zr~xq$&$R0LyTx~I^5cAJzM0@=Qthc2Knv+K=0K-|S15rYilTWyYSb+GU4^{)EUXPt zio^aZIaJl{F_tB1V)a8*`ic!e5)gFU+}Sk7;`sqx&=s`lP1w`zw1uKmo?3BNu|b@a zYB_bDZht(GEzFSLls8bxzHW0pZDgvsAvr4JX66%GXNH;ed4V*Os}pwT@ESUDCVW*&CBPjMu;J zlVp>821l;$-AhoK_8B3^L%z;}@@!l6y>onwmJ&31SGk$*&GxTo^e!7u#$o1X;+#sM>8|ct3A$dl4ImVfngNM2 zVQ26+&*^?YOCySahXNPj;ac-fL-?B;+|mrTKb-31HA(%&hc$$54D zFA*LH0n$0NQtEsfHMI^a)sJVNmsMK_P{D_1S&HQs2|9%PJPSXoAO0qWtN5t5E{Y0^ z;4gv`!H39fs)#&TaE4lg;5T7li5>L_T>MVAv?-LicM4j&iJUw6Ozwn#wfjzkhjP=6 zw3YNd9uD_5HSi*tkodAzZO?#W)H-K%`4=V?&h}S=!T@VW440EXRj@SN--eT2v>YIM zkS`x>E~!SA5hiGzSz8dTT|eUT`T#H9Fr%vp@kgwnIv2|Ko$6im#vrGl<;C78 z2*t#Vq;4sCc62c1=96epHfUSDEFwlSTmhsw`@-R{7Y@@iQ#-eMQXet{Qh2vvhMaK_ zcSKxEN_WQ9sba#giFGgbPLNVdhCPqsHFh{?h*^0fEIiW3d_ZNtw|Jg?sp&7;OI!Uh z?8FcHd2`7b)6-j86ehftE|Xh-!pszM?&oHxLNy@?94oY(7iR^tcO#V$t%^;hD#AX3 z<=ZRFMons%kDLV%*A)9;_QiSwm9VE6U{~IK!??xH{h*L=ysx0F^7E`O$czUkV5W2i z>%MWSkqm5ivH=g|0f*;&Z#n`}*JY?3V4^8y;C&nLoH}{&1bmg+cR^w}E23#r6-#rc zr443%E!)pfAY8_{98*389^3D2ir1~Z_HvYsAsDc3mbNywjR;vE3B zwtQ254Z!+D`9pWqfskZ|QCoY~qW&3~#rJh{w%x`9b;mVU%S9eAfSU|`P&=Q;c z1aY8-#ZKu03WM6c&Wokt9ga~%XfDE&W&E5C&QBJVCa;6Z9xtf>EO64wk-;HD3#*e| zt??tRE+;8$xF2MkS_;|qo~~bg&BJ#n@i;MC6yIWucF4uGA*E)@_n}3vCL`FYb-nKe zINw`46q%Bf(4TFCHI|X&;@$OQf6;Kk@LGP{6GRuV(ekF>tR8s;+04? zjekh`n@<;;h=at4{jSOQzUH4|~&FG+)`>TX)K- zD2JB>-vR>8kd+d)QaqRNKf7xqUq--gcXz>?2g8Lo6*i6a@4h_q0)NIRsipqwqn4m5 zaNsv*vx2D%&A!Knh%)C0lmpu{F_}5e_>ui%a?`np6^g(0rh3E2SBL45q{R^DG4~(& z$$M%G1u;3DSNmc$_Ma(dIq&r3{<5Z9_`7&(vA@xNqn6B*OgRl_aMC3b9(B^9T zlbjzeDXIY7xa;FYQ)-#vOyrw359wYq1k2yIH+R7Am~{9AkF!4kMFu5N^vNTw%K=yZ z>xWFt*_yAPB_(GnwT3>u8s9522cXNXx*mxy%2rIMBkWsw|T z$V0&OA6^UiWxC#%-^^QJ+~JW;tJHg$Y&83gV%?6Ch3f5JxquQcr*u|;QC1etzXs;b z`nYk~@Y^-zJ^7-dF~{QAy2_5=O}>>}K1;`dS4>$Knur(6wW=}7&j}pc^~co~81I!6 zENus>jZ{d_KWy_{X0$7(b{rkTPOy>G8=pxC>#)-G_rBq`GCcBC;`ViImB_}5lBmw1_p(1X$rRgN|M{)A2a*bAQ6Llz%# zMJ9l+2=LRk$CZ~b@4?+-{6jnL@l%tExjV3P3iwAmQ5YKSyw}-jMU10fCHSVVVd>hV zr;t1bw!R{-a8+}^(OtXLW9e|9fLt!r@*u39N97kY!3Ej|J-Ra)D`>q&7Dmp(c~juytt%KL~E7xf_J_(pIf}J7nJ4IPT`6)%9rIO%^&?e}|U@wha?Q0k$ zZ*GGF(H3$1yIob^9b|FVlm=k5V_OBg%J*jN-ClOcKYKK__={}vU%zO5^%;OB#fvqi zOZ%kzVOc}Z{HDGk#|ppybw2+|4zd08~=4pYo2UMHrUg zdlpx>#ALkzt*U!{IP>G58*hpAU#ZuG?*bnE)QK0>ZOJf)f9V$s`BW&orZ2mw=@V!p~{7*rV)) z5^?aB-&T?cMt}C)u2p00Z*KIRgCNo;wq21(FUWgmxNy6mqpbF4vb~Waq0K~0e=jo+zt7g-6dVT`p}yH_(YRqnent~p(lN!BVC zxSeDojdA`zv8Y>HT|=cqyJfo>D^UwSMBj0?((iMKqoFRTO$CJ0Xvp3D%#s7EqhF!2 z3@_`=DbY>Q;EkxgG*9@v2HR3!o4dij&tVS{Y3M9oIdGo$}3YOLp1eKRqpOPbh zs63ovaqiTGG`gROw3T>SNSs#dd4s~FSYr<^`knoL+Tt!lHbsVFxT=rudOhhEIWb=s z9=v<+y!#jD+o9=@6RFuu- zV!qKr{_DbB%5Gg(OyK@aj>&LE>4Dkw_rY0*C;XJnuYyNg>bVi4j~TbV{}5^p-Tr*6 zw8-S(q{;&{4?*Z|;mcOeaQOahU=N_x<vPB}>AI`q3fH)A=2Id8is?dd^fNot&#VivZZe+9r zBLj5nMjD~v=){BZ`poVbx@CLl?Gt~lM2?yN3L<}lwB{Di2-mqvYIymGDI2OznHMx* z=_#L78xD!Na#hVgSQ#m`sUZX{@SvHwn8yg2lsB_8ozTHP5863KT*MSh()8%+GVi`b zSf8yT;l#W(4K)bO*@8^myBi2s76m400@MH3SDuoxHx12G9v(y}hGI_4Ua(G}4j>;0 zt%=(BoViA-%|tx{(eKob{Y>k~veD(Xg1paR3$81tL6(!augu7warwq$yEfi|>IZJ6 z-Q%IGt)!err-gma8J6WADIs)V9H1Lj7nxFTTfC04-+)xoL8Yg$meG1&OzA$Oq0lOd6e!yQ^^=n zy(6~;yEqTw59il&LnvM~S+2>~?!#a>l-yVGmi8L3$!S8zeebW{4de-#!eXl=9_^4v z>TusLx8M+MWIvluLp?YXdukXk>#!)BT=P-L2T^ho2@yS510=~etHzC-ah#}OUWz?vL*cIU};k>OSMOs*S_VS2l-Gh_?q^rG_0I5 z_hC1d!n@zNTNpfTx(v*lQd?{6S)Wys7KXgI(2&eQjf(qk(*B=W50B!n?$^q%c)gcU zD}KJ=kbKLVHRR{v)(ek>Z_gg0=X>o=J;-yhozcuhh`0*-EnbyYHp=Kbz(Swx!H|p z2)=Fmsme`^>3qiv^u*`+h}JgY5E4?z_(Abn%0D$U!|}}NOG+UjWZh7c5R=f*&XBMk zO=Koag7+@Zo4=h^6;_Ba7y%NOviUvqYjxxgjk}r3li<2+fQmAtSjoe zalH@{sw&-{dscHM?!k~QTh~fYG2Pgdn@q9}Ev6Ud=6XXNs^Wnq2gC$Ci zAboYu-!EUHv5uFJZ|wlx?AeH$b#dTMWuJGmyPd*DBoPzJ!>a~e7StNLRTyEAKrok`N^gHv5f)*INL z5j*RMQdqXa zjo&?}DcE*WKgy31R-0c})*w6WNrtSKqyf8vn_w7+tA`&IKID0w+vT+LNRIj|cYP5B zHl$J{>FBqTkerRa4gW$3i+f(4BFfi{cI#FfO^c)Fv{C-LziR8CPlY!W{a}uF%MamA z^g&%L-bM^EHH>}dd*8|Z2V^>ZQw1-T)R`Rbu}XK^(M5?DGRX9~+6jWBBkZ+RSkP|r z)9nq9tLU*)ILz?Y%R1l88){6)Ps>P4PQECc>!8Gz`fG*mm$JH}Ya7hyAL2N>d0)F2 zF{M$-y}p$-F(pMk2`@8D?YK?}1=oLnPPZO3Pafn;LbQefyGQB`>kOE+VyQ|(LPVcf zJ#Qo;roE#xv{!dpY|(Pjk8x`!`{J_?FYiSboN-wioD*WZdm1C;hW|ZgEYoR&oH33D ztyv?^n2^d4ua)U6LRPxM+=wp}#vWm7G|{es5 zwU^*EiIpQcXF(a94pCNs!$L0AU?c%pqarPj6WyH*hc&t^iowX75TpV!fuSVFZNHe_3 zY^EA_^7TYJV4G5+CKO|9#Qw3kSN0^S&rssfN3gJnDAOOFQV7|n5xGvSnm1sWP32E^ z7t}VNN1PYux{+|vCSsW6YTbl8k2`6M%SxiW1xgN!KZShn*a`Xoe9S=D7oy#=p9K5K ziBEBqY|!Z@3ENZ1!S2}2%l!%rk{vFz{exbd{z^gy7 zxMDYid5#V&JG4T6dq&+;ctPnM^(OS5)yRwk$r`{dD`GM;r|622sgspva}s9>l2>iG zhNyNDz%aRr;4fJtZs;(Dc?+=xONUE8cc6=mm{!w0p40WcSeMG~cb6}wNa)uPb|CL$ z4Hi;uep?Hvg5PG7KI%mQ#;ZLf3+te&Og20LuEM;h3wZ?ArS<4)^kKUE`Fzg5bl6PG zFckf6*BP{Vax!AD1ba4QKQ(>!3M!xCzjF86#VODfc-P9Fpd~DBD$kgDq*_cYk<-?L z3F>kudfp}eL28bh0{bLk&v9S8`fKxG!c%dj#kWk+DCWlqJ$G&bpPSvA&E-+|@-lA7 z4XI7BLKglDHs$O4&Y={lf2we__zI7gn5=UvaKkTiMle|@t4HPWS4}$VrfFMsZ-sei z<%@N-{)T(X5iRZmyT_;w^&c?c^sT%Z(1yy3;j6nDS?UB8!%aRChgMD9bCsm4*1e9O zocY49iP;#xwmRKvob`7R`eLq!4aScw$lo+ZPWsk5dJyFaC}?Yek%zVx;mgOPf^z&- zkAewC*DUTBYqofv5f9HD#a~hcU|zq>H$eH|wUR{bX;WXOj4NvR)#)ktxi1(UK1b(P zxXFPI2A@hS-Oi`zC4fjg3!0SOvBkL@p<9=5Uuz<&mA_{M3;(eY`t+|C*7G&DpIe>C zsy*w-DJ+8#zB%sVL>WCw$f9=$Bl?o+YW0FUObQW?fj-1_{(iH&#-)#z+QwwjvNzcMY(|J3-?2l~?(fZ2SgJ-|H<2$6$`S}z80nsb3~TD3amyFF88R{)o+ z7JPWq#xtV^>lUL5hsFTPtw^$VcgCM!{}&OI_Y=U|9!1{H48oqdd|(CxksTB&=M zAie44yd5+2jcY(`WnLEVGnA(~<^XuqCmUYpXF9MY|32jqx1W4BU>}Q#%jpv={Shna z8z(10O9{&q*W+Lmtm%+6c*$VNpKzRHN>Jgk48_+vs61*ukG(EISbnW>XOW6-ua(HJ zpBVpAmBImEUc7bEobowh%Zs);c+W0=X4h1_a`Jgt#6|>KZbS#|Pd&mAi(#_>AK6Ki zY9o)`XXwVF`&81j>_-v2m1MbA=$)dw>s)=t(l;Xf z1`2EWe~})SPl>HB{HjPvTfE;eOjqL)s}hdLo@r=MiAsk&&MHuoC+MjMg}+zSb?MSK zgT1Rvt-=IT)W4wf+$sm#uhr*!r>0cE?GN)T5mz8KhF*PfW2b?;Ho%H*J6AtSzHXvqm|6|uFqz>y*M&dfO13g3 z909=2<2hvXXch6>QS)-to_VcSxv~i1xi#r*y+brN0L7qMg#x zQ;>{sgZc=7hJ0k&u*Eba zHIE{IM2&cAxiIJEt=OHuVU=da+kHWP7dYuqZTrZq#?R7$+h=D9Z(oNf+XF`zzKn#w~upJ;d- zMO9V#p7I97W90_i9PdDh{nr#xy&jCSOd|xiI(x&yWr35<8lP&RhIb=1-_`pfI;?Jp5an$~To< z&eq*Ss6DNC&S}9Vr6s}bgw>4r+HoJ%oz&`cv!A#-QaC3YfKH_aSGi-G8qpx&zj4fo6xFrlbSA$IzMI_N1Y`R{H5dK9YQRtRTs&{N>d@ zn#u;CKFU(&a##-aNwTl(+5r0LeE6OH)YY^)zH!6?WBAx0`munU81Sc;f%k z5o_HeeEmP%nSV(W!_`YT#Zt)jsQM1M?fwIfnoF z6-MyhyA8G02lM*{_HGZ|^Zyd$10$Yq+YsKhYcGtETYl)v`dKVG9G;b|KQ3oI4}Oig zr$jK80_q!{!aks~c|Ru9ny0KKT%UFty?Kbd#MNUpm*RceDj%E)BTbbu6zjYq7r6_- zqJ5|FpcZ%ORio`E^%tP&q*9`&S73YhYDwUXUhE6KM-tZW3N7zIS#N)Rz2P-d_1x-E z&{ApocW`^gJv92#pjR~Zw4=ay_bYU@w_Kg=@H@i@z zA0@gr)!#JQEr<=?u4H zK^2(^av){)UQMv`4p*2|l3<8<5BrEP+Nh4wmgRNU|JT!(heP?jaeqs@q(VcoB}umI zyGckAlB{7uh)H7~!!SxH+vrPnCds~&of#VYF8ez6$vPOzjM?7#zQ6Z+uj~AEuIHTl zxt?>*{oMC`?)&pWJEC1F7s#Uxhx6Hq0z*pCfHc70q5WmY14-1Kk2cY^F)=*mi0iwP zDMF4dWJrnnsm1@LH2gO14n6sq3~YLB8)jG9**_L>=#+u#5S_6(qr#L7+I8~&$Rf8FN z22lFjo7<6@xAgHwF->RoS@+DdlaGO{r8>`FPN}d5njBaOHYj4bH?;fiN@%K^wP#T;N%c4~}+L~YH{%R0!2imq< zdHqb13D|ykJ3NGVm6?~p%T+e{|KO{S9+t^ydiiypohfGOERBcf%{4+Sz9Gpi%1Vla zfTzuU()RSyRodxyy`$$3NNmCdeOJSNcQ7`r*f2c<9B?(R-*VeTuH_XG9vYb)|Z6TkVwBYTW5vDmis3)lZ-Yn&!=t%rMv-wX0%e%+JEWUM)|5x>bDb&W- zfNB1fx9NyGPEtOQAw=r`7Kz-SAF(Dq6Bzk+g&FJ78_g@VFgh}#sa6$#5?4l@A;uB) znYXypu=B#S0LTACfXjFyN*Gr*|Cwg-`TqBV>Q)6@Mk<=z-<7>v?_v)EE=0MpU%LDX zks=FdP})O_ETMXoIL2#VAAId7+UG@|*J1AmO$R=WQ8LfCp&ggDxiUh+=@%g0`_quS zo(pi^K90Q*^X8_qb9X2Dl>VyyfhhPH^>Qq$O&`aL%WgD=_Op-x&wcWJgo3k!{<%+u zn82Nj=bNcE>9~JQ@_GP$P+On!P3&J`Iq7Y_@(pLWF}(mJdgJBhvp8{(NFcUYn2@$~ zyR&*QhZK4-NKR~U#DQ~4oy6D3}g-0%H{Hp;t zThMWTydYq6RFr~7+U1f)9(&AlxA|UVW(Zk?C1JMJ9W8fR_Z?^#fMFIn>}_LK2ex1a zSg<&h3HjD+IS&{PJ1H7pY?_gMOK|#req1|49&ytV{hBh|T9F;h0BbXUF=3kD(L)NtpPfsYascDi?b6B zrrFlTnlJpfuK`~Y{@M8642T4N#DzzDYZDFLwjN(#j6lV`&_-NXcrm{Ny1yj6;nRTG z*g7%)YcBg{=q7Pf^~mJnTK$yoJ<1;+*TJ+k@J?+rp0CRG;goiOj~nIp4(cMo{If)b z8gv#hAF&?Hvk~D;%e7cPu;@i5Ahpenxjauz1X?k~I;jTn+$yN24%gB?G&z4Kyc~ku zS8{udm*fuu3(_9&bNyDA$vnGM!2~W}#IMcd;or;hANZals>G{kVOCWeKB0vLrH9VK z%3*-rM2)zZaU?)2ve>}a)xw0swT zpd9X-o0O?Km=zUw3s(E;i|qBpo4)Gfe56z>PgN%NvwC*Y*Gs zT@!nYJgoZJ6M6TIJ7F6+fX&tB!=igAQlIJb_XcAW{A4K3%|A};GY4cy=s4Qzzcw{A z%KKKA{Qo=$Xx`rZZ=Cb)!=N^j0s#+@>(I{_!6R-uyd7oEGCg z9F{=LOI}Cgo|X=;Dr=SQH)^t3zI7cwafe$$47K?Y*Ul+)NVdtYQcB63t{*^p2maXq(tPo>{rKpM*m! zzF42{A}c4KXD)k5a9IXIt>Q?SnxOt;(3oEoSF{y6cIsgH7NUPaZni(9U$~RVvb^mp8=V{&pNSgNy95EZu}f-{ z0h1b(qxWpJ5O0pJ@Mzm8vSR2S`1W?yqcin{sL0Mcqdi7yfaTL&^@VngAe3QwEK{X< z>Yr*792C)wF6v!+Z&UBo+fMzr+(>&OZa_+8W_?g{{o$e8U%-jt*ioy|gJcVdTGVgZQ&LyV`XkuJg%>}HOwwdYJjFsrbiV+v7jPA7^ z85}$+V@^7*MKMc~-xq)4QQWG3Z>4%p1yj-!O17jSwj;7+2^ycVq)tT1I0js2xs<&w zH;=PiSc@5Oj1-U?l2-A#1pLpZU$8k-c<~e`~w6Wl-9kzk~U$}<;l%O}OInAM` zAreMmx5Vt%nC?~=V0o7U9@P7d@2$o6ihfZ>feFFD<+am!E#y0U@bl4Hn%2kz%K5gu zx9Ut>_)pLVZs}EnU^m*`#wt#%YDo4c%Ci{*o!dcXs#+M6fRmUYX*bIAN}i?VE1z7@ zvc`oLWGy0B8pl*pArmy7RN5!K`FJ_h8$6hI#9M%BJ46HG9S38MyD0WY5rY<`he7k& zB%0%?LzGih!cfEXY=MjHd`@QkL9GSD)krc~VUUeK4=$Y11dO|C&)$MbyQ!&DJ?!bv1&Mj`!I^T?55cSOKT zrlz}n4^=d_dm#cHP58yx@~d8x-lK5bpuI6TJTD-nkuEq`YH&-tJ7FK$b(BFoVS4Uax%b6a$*nU1q9Rlq`GkG_KtLA22OZse=aJ%bcKb@CCd ztS~#gx}qE6oAYrn5!^ox=mMs1%>+h|&NDl-slo0)K#RXa{zfo19#bzb9-k6LQ2)|M z5uZd1%=*%rMN z+J7AF4c^f;XQ#=7MEe1AO~F=TOw{$W%TCFg=6G#bf%>oGgt&hx&-2oIKb47gH|tU5 z7oUiiK6=wr9PYRl&z%ktA>RpS;yWA|ZnAISvB}K9V6vW%<{8V-(g=K->MKQ4+lfRFW- z$sX@l<_f6efzsYv8|WM|JGpx8>4|yI0U@vs=*TR|h1lfig;qKLWNsy)6&tg%xxszm z|IhovD>2A;6S#3{G1T{;&b^=Edp{@^%g zo;^j4YZFkBw*?@6?Ra%TYo$3oC~VA;I_+)9n|wl+-AQI);^|L)Tq5ShJ|3w3sLbTt zia3m>J$9r$(DC2?1~Ud-(~Q&%{7HDLBRU#2cK$akhXQezwhLOrTwnY^bU0iVqfAB4 zRqezqp>|=On9aH@$+v{C8puuQk3&jp(4OzhdjoSsX5on@VcrZ6Me_a69^+q!{#z{& zegX1W1}(T`SbSyJ_k-t7{4cT={Tvq|Oai2Ig)Ecmxs&#UCg{(;Y3cg{t`f4=jL+3e z?6>?{1DZy=HboN_9tPmPg~$G^X9C7w^olS-T8|Q(9H&*jRCrq=4~Va~BZPjx;$9hR z-}vXo;}Zu}jR$rTp#DJFtmEMw$N%=DsHx9*&i0oYrAR~=jPZDN=1O$8J~5_3pvQpN zJ_~(1VsHOdB|A*FgOin&6}${eiAEeM(7Bwc;@Rs`@g7OWO$Lf|r}zNW)a|rua!OwB zY_*R(4fpqkt_8VuX(po7diMF8@J5y1P#ZN+9T5K?DHnO21Ip(%ULY~-ZQCRA2kHqs*`!`)+3%8AnL@*|2O7|bi6i{<> z;eS#i^})Rmw;mQftJKO5@XS=NBDWsBd@%v7DQnF~h8D2YkE8mTcLhpwXWLS}IQWWs zAuH;!URkmG3gZc{R`Z_=LOV?~YqDpr>X9d7FR5HQyRZMvYXz&)Q{we6QMntOz9OvL zBY=vBpV6!TViftXbXvc3x*)OX!z{Sn!^jJl&MAEFX4gpiD#bHlW>W%@7+I0A8m`aPS~BDIBy@VshH$6nBnBKSKe!Q+QKU7}{^_7@XA%wDx1PnPZ*KVIJ z2^%BO!t#+?h`|p|D?#@z4B^{o7 z;ihNaDEE#MK5?>$mAP3aGa()CWjYswKqvVh)+yZ*9RyLiwaN!U$dnTx-7wdtgchCr zHgc}r8!CRyyTby@ckFrjf3*3LZ9A{_wczBu0VQ;p(Q8!HHvCj=hyp;PmgR7iyh)jw3dpomnWq#82 zTS#z?=BpS>19hkf_qS~a4dL+{%c^IPmW-L6&%W(-?;9(LL{??*P7ix}z!I#v7CXVs zaQ!`J7(JKh6~oK(mBUf0d@llfdgooT)&l;DCRM|<1*0GuD}P&hZI8|GxYB2if7~;5h*U>^k?}=$!SDX_kJKSrOF`@QQ!)K?cqD!}aDW%6H#_s$*WJyy zcv|ma1v-Xu&;mMLlXC1=91@iJvQ+H*WNm-3q~_T(oRsQ|C=segN3$WErXm_WX}&cx zejhP!eA?QDU%}#G1>#kO@v91SMl!CnZ>sN+otjKpM)Jh_;X^gUGqY7)rX)C6Z^O<9 zEU{7x*qoVwLq|+nRF6v_7w;XpN*}orKv@TZr&xfAmv21Z8fpFbI>L_aEa#@Gyj`7N zRLC|3&M^-?PiP>Y1*(0fsoug=$%KZ4OCB4sJ~^37i}N4-%-4?Qt0JSWQrGVtZBG__ zNn0@0t1#B9D2-3XbqBa6@4_Yu9u_E=pN{m+n3gW*qz8}b7jORZtTnxHs{LfZA;`r5 zb6NNdQ)Co5V`An=MSP*g*-7A{KWTFL;_1jkTZuNtMUb&9D-cy)LBb8*S#f1hQrZ~7 zclR(TeJa7_`knuJ>Bn+k7_?_g2w?nG2pvO7(WzVy)HPTP)LnF8=ONvek|9JX6g#L6 zrut>R6`~s}*Zw;oDY1f|>N-y6(a9}l31r)z0s8|-eEs}0av0w)(oS;MjF^ctK6G>c2xsF>|JXv-@E@l97ko{ zz1OW1JZ9|iU0T3pd#2D}u#j4j8h;Ma<%iuZpC_C4OSs(RH$qqEJCbqXc)7wiYz=U9_LIRd~`|#${#;SGT|QH7|4U z@}uN5C)=-91>0t28DF|-=lmH+-BWf^wpCCj&L44H9*#HHDPbIpUR99p{B$``cFz;W zYYX(P17K>W^7Wh=thujP%=tF?*g~<{>Y`Fma8ejTi9ibp5TWdUac8`r;VvKYXn1-M zBi$4xbZ5cZ!i6yqPO#@YmQ*#H+NDt^5bDQm5!S!@Ip=GqMd>|BiM2TAtPX@@vj2u%9HfX8z?9Nr- z7X-#VYoe}miVf-}F_+fLxP}O%^j3ufg4lX9tZfQ0J)OHSr?`o(y4%#=O~Z+>Z(HvE zwe>G@3%g555jXOVa65~Rb;PCDH8;lX;G=XIm_zPm`E+*PTXEIHH?A8 z9PjUql0c%r-={_Gl`uph9qsOqYju8ne8coIg0jNHaDA;tZ(S;a)VC{R@MSQs5^n2gWcPQ&4<`ZvOiqJ}zT^3o%flc)8K)`T=G_(GeXmB^)8WBp zvq>f*B=%c9e(H^9S$T1-f$T2v2Nb;Gz#bacZ`9YGpQLreh}-bjQzlW@yA=wCMD!k{8p zpPU+_@-O*s)I~5GNX@ePNKG~k2q626=fB8c1D)H=d36HY9WH_xqfJY0G4M8cD~$m@ zJd(QxowiTP6WXzOGMN=1oHH073{oXS)Ym!%iqyN?!-$A1@hb; zXKN^5b%M}!kEb>A64(@U=zEasoU%P02y86kq;|)}U!$Y3_feWnc&#u6esS8(NqK!_ zFtYYmCk8fq50vs);PP>0bjmCDOx!Ehd8SSNW@3C5qucY6FBjw+nOx4Y2>mHIuOw*pxrW#cR zyhRub8^*s$Lt#-aQyxmBAok5B&E%{r439w?d+ZJS@ZP-J!t*iwU7dFNyXwQc8HZTMr3Q>Mb%JN-yC`waIwqH`eQ=l79tc8-~Wev`3*-Jv){U{8u5 zeLJoLQuxwK9v)dDFSYXLDz?B{A(hbQ+v{AyqH_Mb}wkh&62`N0Mgl$z8*Ta%;+3-V`Uz8b?< zK9jqedPkzd!RdI&lzWYlifkMrZVOTM9BoT&-($UGq~_$}zo3jZY~_d|w}wyH2FPo? z^Pi+xcN>mKlA^3EGNBqW@yMQ;8kbCk(r_^4u1mMyL?pt-{%QQzH0aGo+2?O&1_674 z@8IuW5a1xPN~80(no>^&vM+9Tfm&e`4glpj^(|VaV<_8m74~4>UHf+DjKZS;aSVRy z@C|^WLm&DfpaMb>mqJq~HTSowCp{D+7*%!C!emxYD~3Par#2N ztrE6C`kFRWGFs8*tr;F|`tSmRbdnd%^0Zp1Y4%rnZ}nl(<(cV-bW8Ne*sfyeaqeuG zBsp*l2dIrBX$W4DYG^2R!Tg^=eSv~ewl(86u zQh{4lZZGS;z+j*q(#>XUw`1+$qqGaG*vhOF;CXYE9z;5h-qU1rEj&MQF>2quu3xV# zk~h74>-%DAsP^oF&=?7vQ(u*NDv?S_yvWjP*zf+NFQKWF{O2^a|N83YwIu{@(&0|`DJe(uJUG@i?!vaMSOX2?GETxyB>+=+eCq!!dBT`L-p$Q zDXDuC{*KrC$)hZNqAl<|zGM@M#A&n{>h%S@1)H?eYySOh>y9r9Kap-v1yoWia|kDu zF*jw<8@qPclbD(Zw2so~;0}g?zP?q`5iNUZrfuuD(swfoQa14|yzEJ^iZn4K7^@dY naMioQdD=;BeS#KnEaV#WIEGsz70!Ob_(ye;?$F)C`Op6WBBz$x literal 108744 zcmV(pK=8l)H+ooF0004LBHlIv03iV!0000G&sfatA|&trT>vQ&2UJ%gRpW|3$ zK_VlLCYC3t#;yTEXAjZPn&z=S@fcdxpBpQfK3z^&xO%7h-n8eba{+b7&mL;SX#Ce6 z&I)SN=hvJCxN6EWzT4ez>}*2^zPiYQ+)gJIvUhDnS8{{ib^azakM0jBD(g0Ew{15? zN0+j5Sv{=8%P{Ev1~t`zw3KgwAYPSy_<->5d+plleZI>HHP!^S?gH$P!}s8iP6lJ??%$3)rodItG%>#$Sb+#y%WpeYI9{|mwxs-)EcGkT1O$|^20?D z%|f`D#E%sg6F{ehnAoTd*S~&JkTo`!PMt3!T>i{bz3-AF^z&EByVvOoLoUolBQijB z4rJMTjyQ=VaFo*_jcHka59M}H0#Y!80S#`L<2uqeK7yFwYfa}OJ!-@n%eLQsf$(zY zWkdy8vOnqwOZ=Kt0R;ZkC(&256c_b8YkX5^sYP=Y`%gT*=DAxK%my^f>9RJ%(K3bk zJ_JG#jK^T9U_q}ce6NoJJ`;~mC~K;ZsGH1~DgV_ypEC$kQMYWXD9t3Rn_GApU{z?~ zB3j!tSes)8RO_$+ef>;tU3G}hQOC7NFn(hi$lhCA5UkauZ8U&3XRU|;cj+~A3kxFf zosAq!H|bs)jNp?A;OhEG;&o)Rs`Vicnv=Ar@zoZm`m;3OW)X**i~b$gKrW~_fWC&>he2>Y$q14xLuE`&oI(A3PI`h<(Mh-%~Bqv ziJP9+jG=*$ADHrHHr@!sXIj!3m4-W47J7N_RY!A0)(G4rmzt9Fcuq&yVYWQ4DZriU zSv}_qL5)%|MJ(wL+;bDs@1*bPF9dZn!|LrtZP(gzmXt;8$sk97b8zzpOvd(Nz~S~u z4c0BrR=%WT;wu5T#u!gH{9&%n#eiy#(1?(7+BK74fy*lO>KQ1TV>bI6gy?`g6sWSP z-ubP@qq<>`E;vXqoG}e$AA(7SGI6=aAQg8CJV&OuQb}cYGMa}>a|5G9P%$;t8M z?Aoa!5WD?O>w4E|4}d*O0O6s{S)OFz{#n~Or27xJlH#8Wm~?|28s}Ew+L*vsm z#DXt}FC3_j2wbWXOOqH@)@u2pe_Y1(#REqqw_6m2dkt{LE7<00uY_1xWabeDL)FWE z)S=F_ju0L9i@2BOsWkdjX*9sT!zPbO)!GF`c|Nw%btN%of$FYl#O`}r^q7Orp>qP_ zpEh7fJURV0Mh2-yXsrr1Ip4~7oK@SEqRs!i597kTr&y^=ZWa1o`wJ6iT#++W_V}vJ zAWwmTb`%zUn191=WJznK06}B7STvTPm&zBQ_M7>vzDi9l|QIZew)txLkUV_ z*z{aAr_RyxijbYkCf%4bRbuxg9A}_)PQs>h(P#&Dfj^tQ-I}Ar{YdKgOm-Tn+0d=< zn~qVDY4rAV-L7)uU{y0N@(I&SPnlcz zv$ot5Z1G7B*k&)=81%Kn+dcOS-DD5x#r&chsKG70Lwd&Ke(lte1!k3n0TusW0}rQf z|MfL$dp_f#jJ5q&8?6WNJxVHQMd0A6g%_V1l$}M<+#z(R76W#*=S!Cb!YM>jw9$Au zTH~tb*Y`x%D|eneQ? zp1|sjM$fQK9DXbmmlxBCInQY&{?WC)$u#H0>j&~c<2OMlbL8%&@|T$Y?TxLW6xwci z;N1Ed6APLv5O_x{f>B?uER0Uk%}d@0-j*j3p3ixS^T{92rlOD98c)sK5tqB3gyS^m zA6?!;`ech9oruHN{@x&{Z#d|7)AK7$e*$8tK=+kYa%!a`*DtGMseLu}ERMPMk?x$< z<=3+}E);Da+uz415am1p;p0qm*ApGeG zDq2_&SDv3Cc^~1Kf+HacBV;t+AGI&AV3gy%F=}=i?6$3drmT^^Za)TRoof3l!CIC? z3&>&pqPR2AT3`aQJ3X+dT?J4 z3y?e`X+V*9B#lJp;l(RjP3-ro(A=1Z1!Fbv-Qb}II-2}^I@FDB{cqd3HvCt05XSw{ zYt+mnll>mWjjM)DLbfHs9BI{t)r;`C{_Z*SkYS}?M)aH?*{ZYM6?VK$q4W6K$r4606y0RO!rCVpGE`N&(Ks@K zCD<=B^rcCraqfLxovW-FLG1IXZkRz4VGduxRmn}q5-)EcA;`L2u6IMUZXIh^yw<(J z-g1hUzHbp1CyO~fIeL+~?;-47H4LRGYmQ?aSuJrLGk-w>6p=)v3>CPYZug%*#hLB7 zVoEEu=m>U8`a6%v{K3RCxXb)gx^`Zp{+fF9_%Py*yE&gCR{vk9e6;5L%>B}dB=)XcSjS0Qn3CATwDZsSLmdOPAhE@{F=Mf9 z$DEbp6j9G&UBw;rzsL5nt6L}r4ev*>^B`7GT`}f{bP6W)*KW47mvSpo7c1Hnuxo66 z`WlW?(8jCk5XIk2!^#8=1wE+MtLxy`cuu&a(C-E!dw}V}tb(jUj^n^wexBimHvsoF zyny5T)rEZe){FBWUq_L=-E3BucAg=@Dw|h#&(Tg%y)8C?>9M-(@YGh$5cCkxGg`fd zxFO)-$}lcf<Km0`$6<3Bc2I`TfL;z?8pjQx%*s%N&u{G@dGI?_1e zradm5eOOy!t^a0)p#Rve4imG3^)9S%j137=Se8H@g3XB~B^umxg{5xASuk2{ID|zc zs^(p3wWM3^cuxUb^d#~n45**Pcd4Tir9pcEE>ev-tRYf$sZhgB-%1!%LHw7DMsu2U zx>dUm%w?b1TihVE!h&S`#>t=40u^R zK5~0!S;B7JmWV)3PDCTlKZZZ!Tq4L=Z)XK?c;1BnLHFpQK(5{NoNz+)ZTeQO(&?9l7JC7U7u9G*n z4#KsiEtOL3)kTzepM)6BNBP~c9K6oC0BcT1b*!?hP1_=z4@=@rUW?fCEn!!J9+E6X z-c~W~v}@hyyj)y}D9K8bTbHh7NS1#v_h#CL)28}$zv~VUH&al~eGAI=l z9Sd2WF;w7Dx;`X6+{}`$FFee521S{VtLDj-@Xn)6Y%~qWEBxl2 zOO1Ca{?vGEX|Q*ppUxYuweGVJ;TcTQ`^-8t1NQ z1SnE0T;!vmBg?|Q=7`{&)?_Xp+;>cZy5{SQd62gTtYtM#1Vu*9h)D%K zaedV1F2#{{Z98uc&JLET_rz`;jd?n3V7MlW{Ql7c> z1uG<0KbpEwIt%1GOFjTh=8%ouPQ}?2!Q(wQHJ8uusU^_#&sFl z!gV|9rKc!knDLMGQA^nrSlx}_`izGdvyc}{iTpf>MT;-j&p-{qMJv17RCI)e`%@I`{UNE!2L-KU2zYB7%FWP;Kki8TtW z(jOe`j<%k@8lni#UTRXd+;WLb3&~PV&J*h$5`zj!sgX6H$q#Y_xzA7G_dn8VfXwWY zZG*O#$ts*zvr{UL`~8@5ZO*aS3s&-=%n%qDFxmeCU~b@b;rHrm_ccxO-$Op$pId5X z*D(+{p&w%Oi(~M_A^~dEPq$BNSb)Gj5C4aQ1E4{0Cs8`}7;Fx5D+$hh@n=ub6Q&@K za@pYsC-uANMx)4~f%yV=0-BZSjva-(1?06urd=D9oo&CHH+FN&Jz-aoPjj>S=DOU< z8>!_*u6DcPjjLA10<$g9vo&18t+g;&50PutY>HF3iBWe^YRoSQX-T!o945!DZ)$R; zg{>KIcxeb6inM!K8q8$845O~)H!0X859OCm5v@VF!2i-^=&ztFLSO;+D_?kD5qjI| znU3sU{GC$S2x24^`hH!WWwofhg}=O#<7NPYaA)uJ(>6T^AOZzX@_?JPb!EJYcktKe z^9}&uqWkV>ODDMGlN7Mpg^bKwl=@>sFc)lU%$(WY{H2y(AU9?9n|c~69;5Z{W@trl zEAb)Vw;x8l=$W$Nn)tn+)=}xyci3tOnM*v=lGnysqj-@l=qTzuLxEN2wlJBx;oy|P zVeBAya9fY5VJ$tO`Ci+DX78osY=4wW-_r+D8hDyyta zh@pM@<9?^w+q%s8a5`lQ7++5na+AzpP_aF@Q4PHfu4ojn0}6}Q`{PSRg&j z&Kq8@X?dcdfZJY@2n8TC!uC6{^0XD6D{*u)5`B0rnua|SB<2LnHo#n`?dKTZXqh)6 z^*6vGLfa`U*TU52hBBcr^b`?UNdqn>-7x!s*b(5dFZgQF>l=7|D@F_?ce_}bPb?;V z+Kx`_PmU+14Jq6Cgn2P$)0ie|bK*S)jLSp297_=9Hf|{}ruE`TUEDU)f@OkPE^a~4 z-Pa3K!MF9kG)mnre~#85RG!jBa!W2Qp@0451X1S@^tqn3kB4gB8^IY+w0&kd&i2@j zEd7;RN8aUxA_mwXog9YSB&ou#`3f*>a(8&oAKzdwqethTwqSv#4owTRD&->f2 z+aw(A?r07R8tL52wi!Pk|y?L{@yn zUAAK~MAcgG1Bos8qqVl6^Y^;bEI4n&JVB)P-cBh}$tjN%|Ll(o?XR^q`WXD4&~jS{ zG(+)?Ni6f5Kw0n=-2_vOmh9(^pL%x1u|kYmHe3$wqUp|(mtu6QwSK|&^!)?@+$r~g zN7u(7i+U#xk6_!wV}EAEEBWxQc^>kmZHQhpuT1O`cg@)s+}z?bkyi5H#D-=!AKF}))LLz&0wS(+sFlsBqZC8+1V$=W>$5A25yR6$ykV;nx z%xZ6Ixc`#IE#d~q=k-#><&jNyNb`EoLIq!m7Xv-@-Q92wkU% zRH710&ymWd+}Q~kdpp7)bYVf3TyZ6osJ5fQsYn_?Wi8Y7Fjxn1FN)9hq_(jT3-+H} zvrkg~B2~KjFXC;y%!d;aeOX2QP{F_|GFN5cI0sR?Fz~qMD5FJG!5bYjPCJQQid~{- z6>G-`3UnZqH7~~v9FJcCQ?y{*P=EO8mD?In8v;XZHR=3Jo7t;uOi~v>aAoL5Xh0yu z7F*oFL6I0m4A53z3oV0K~T$?5>|Au1g!ocaB0gp6GgfH8r-o-3q_#;+IFw zuiwT^keG7+@kx^=<=Wp@B0Sin)&s^vppyzoCoZC#NPcvDodFW5RcoqvtnKf}s)-*i zivHE=NQEvuzS6n0r}@~DQNubs>U-^2nVibnRhB87TuV7XJ4|4hLRQMX90n-% z)H_NVv-;3XMc|P0>|{@ZQuiR>KBe6K4+N@0HN}@+@(s9-K5tl^1S%M+anWWbEvc`7 zk~*cppx65s;y39ulA!okto5iNjDJ(cxZD#D-%ATM&_~%Ukcb$5a!owD5ndFtR8V!} zQrKkvQ)KJ>=MfJKOgbHws`{+vplJ##iR?ou^FAm~#G9XoU)7BG7wC}KxCm_4$ZmIr zErl_UHRo(AMR(2 zPSekPx(z9LSjjk$Cb_ZdZcz1aY0`S&9L>VfS-j$48N^gE*HM8)(z$^|kut^vYAKdi zX!Gm83c{d#9ym zkQYcO(OQES`Fc<6;3&<1noM})tN1l7SNr&)+{e2zw`O3} z(cQtmP%4V%^Th-(_Qc18Q3%M+$30}E(|2VNSWvD2cARX2kHb!l741rOIcr!xZ+%Kc zNRP^I4@>jmecbUa^9eAO9Gs~f90&r>S5>)bJ2|%tOVYY9mIFsOV`orwwdbblf+gbr z-YR#mfn~g9wS%Jf{OlmCH>@EkX!M@VhP^^A?|)f>9O#%R19w=G$F{(tO)b&Y-QAhs zu-)?JI~C?}2_sy+8@lnll%NU5*FmA@BT<6id6kWJKIZpq_MU~oU*@kFH|v~jBXrZa>uQEx)7 zFSUGCIi?1c^vqTP+!H4gmGllk&dtSnrQ7=P1H(WW8DTphP74+?__y#exsdA!-F3on zyU#u%T<%VlAU-k$B%Wm4=MCf$i2%#zFDk$nl13FAki797&pgER*+hs~5I~0w{t2&MlvGtQttIUSWOWL6Wq468^>s+8W!U zrv2(XHqF$5l%L9`TDDA~(zqLC-^v7dRh!F82zeeC0j;9I#4`T3B%BU zvUMH4ZVvwMS8w()lD5U*6gXeyfHVAWYc8by4Fb?1;&DWK0xCb_kz5R*a^#6wVz?CI#RZ!>W$zyV z$Kbi?$PCVMJJOMAeU?4`n8_+gSZHm}o|l1<4+o1G-GgkHM|cd9wyv)VEw!R5g{~Qvt%~foEf%S>v#>3j>;W3K26s| zW1wGjoZStN5X>2Mw?b5uYc~8>5Se?N)O?-@EQ-e21$Kb{Zmdi#g^T5Z^zk#;ElwMvygagFf z89O29T=+-Ug zn`Xl%*fiUIX3g_KwTXXQ_P(pt=P!emX*q#bP?g&ab(@j=PB@7*9894wNz_po=9oIk zHI+_p^JB+dQP`xy(2W~c2Am6Y3LKq|;1c^huJKc#%%+!NX{@xIrqZABL!LwlMSp4x z?DwRyt1PVG@)(nT15hz%lj;>^90SRWfRh~6$tn?+iFy2H!#Z(YAd|B|k~&~fic+@~ zT(?aDb=(skjYJ;Vjw9(aV#h-)pb47eiey%tc24@Cv>_q=vv5UlIo3Bwpy{b{XH6SI1JZm;CEpJK+{u7cT)iInL4_CN2jIT*8w-HHMjLXgOH!Pr ztn9qX=^C!M4S@^1=8}`ZJNZnbB)Y_28tES%1~G^}&mxwV7UF@6?SS$T(obJqLpnG~ zb*^OMk>BH_vWDV+HTnHXwHKDB#rZJmd7<0a4~cMhcI$ys86D->hMIfWIdu2WbB3S< zB#Gc6iCdokt{L~;PD$r?lfttjgo;R-3ey8Z&W`yCYZj8FA~V_+d$ ziDEkZ`*1HVpt}?qYdd|h{01C`S_XXS%*Yo-7%m8Ds+*i1G?UX0v>`PUZFn1JXnlGJ z)As=#(eSQIx&H} zVns?^6#lsO+_0`tc>OwWJ{M6_XMV4)n@HxrDlUkH=85=h!xW(uk zHz_4nK*x(vp|1F3YjEqw%xJ*$9-gv4e%H?J(eEJr+rwhNQxDIM-HlNhUNZGJ8>^x3 ztn|F`_{$gCQm->%8WyWqbSlrZQ1IwfrB73D;| zHsgReY*o-BKOUe+$*kmzjYTt9brsSrC-DojNKNotOs+FUY=AnFyyA|DxPezT^i$>$ z!1-BZb?MaVlISmioD}ff)tx73bWPiV`p-Rv?&f^z-SGfQS{9iD&dK$k%hcufsXWWn zOS#}7D54HA$soR64cn%L8z6dAB}x&_ywNgt6hchM`$FuQ+aenW)2C@NgTec3YYyeN zeby#XK=*ZI$Aa;$_GA+)GfEk=gT<&lE!sW4ANIAWk`ls);(_ttDUP z%@I;EoZkXH!*J6Tv5xBM9Xj~xpGq$aAyv1ru&z0t|H?@}o$0T#`|!03uL!9&3rMlzW0r{(ayn`loz?b(ERHb2$0XBQygdN&gJ zELbD-)H9pxqQMh{L8py7yuH@D_8q#i=?=OA_ixsns~ov|J@YpHy)U!D+*On<*GbNH zW3OaJ%Em(^1Y*%+S}-swvYmQ`@cn|$ySWgy1v7WvdWvctrw9s9=XO4{vhxyZk+?~nV7`?3afVYRsts*P zul5klr400l&J@I`^)kEFIk>6MeG}s($98;#XO1Bc&*`z@u;q;_5hT0^mfSH7H z(%0@|Xvx1mUVu+dut@_@fQ*+ar^vnIz@yX3o(2}`_;rRJSgE%A^#*IPu(|=8SC9GZ z=)pP@gljIa`9u_HX!oKibSk*~HS%X}89Otmt2evZhjA+=je^lG^^B3b56n9WYk6mI z8H;WnlOSSfH9NoE)R!c*o5SRqz$xd5NYxXoUSSOsBT--Cbimy&yQ+w8DlGKzRe|%N zjDv$1eb;fz=0Oqv1ReSK5m9zCmPsTR|tAWesZZ8*-ctL zr^WE|fESP&9Gv)m^V(nagtm_%+k%mswnBO4639R2H5H9up|hOd^I|ygyo{R?3l&ig z0O8azN~jkH=@W9rT+teyMo)>HT?-V`=?fEFSk}>iT@kwIX|hG8xMrR@k%UTQ{t{|U zYTn6~rGHob*l0gQNSr51z(9SYPCt4_#@;Qvd z<78&>j~w$@2|&~XDZ;Iv*d!GAv3{8mcSb#Q2vyaQ!Yjapjb#8?aSyMp4AVwMzUZ%b z^^upDJ-#o*8rhXmA*j(N(;ksXh@iF5MX zDE%p`4w^N^5NEQ15TQlXLHv4~bj1q=%yau6P@5)AWmr_wj5N=22=7wM;`BDTGd8^F zX3dmSQ80og=F>oeFP>`%plw9T5jzY)g)RpSPD8eH@924In`5xPVdw26_iV2LA$xOM z&O`(DnWvrg)71D1DxVe?-OHd8)u)ferx5j`CC;Yx4#d~&?|dz~jg*@7l{I(SmzF-r z#MQxSQla(t*o|Qdr!8JVqyZG29TL!@YCXvjHi ziD|nsmv!RBtHXw-RP?A0mBQu?w?MPVh>7a3aVEf{7@KNp*Xo~LSMC&qZE_xtPu64z zVGP-PM)w;Ip`689`L>*aY>O5n(iCJkywg_lZ^jA&#Kq}Zd{&MpMti}wS>f{2}p{D3M_YSmr(rTR&A!66<4<(Wz3Xh^3AYBdB#QFAo&%LF2yr7}7I z=Qde;d7{6TY8%?A(dBTRcBc{PP#cb*{;^(}7xGsqt4DxAMJ`tyjoEe<@m3c5vq4nx z5|LG>h?1b0vK_7o-;PlC^VaYU=jr4Yx}lt7uBhf-S}(bu@BlTp0ZBTkNJvB7CsuJ5 zx`jHDRo(d-bv0Y#Wk^rK(@wK2bAlyvksxCt4cQ6_O-OthUO--82VjRPmd^K$ChM3h z=Fu95O_W#;N$q4GVQ}YK-wNzPmO4W! z!BXJ_93zkmkU%Hq*vvgR!KiRw%`Lr4!~%XeATD3Ct)*<{QDC1|@zC&s7}KaOk(y_V ziNR)J<~n^ZE*lNPKf9ooisLu|pf*%JIo-?M?^}<3EkK7=9HtE{?}i zpSu92*wcx9zQsr5SH<8?`4q~xaxc#r8whxzC};SI$Pky^GyNpHx>|I=YR&ENC%Ac> zHXZ%?gP7)$%h4yIt7&GcCPu3Zd|?H$K%$5rO_+P@6h8hap?(%P1M;yFQzWLR?@2jh z`%05Lz-$a5yHoy^?ns{q1+X(Ti*!K7Sg+>nxyNDk?f#;Hitt)o`ekbwBOfVWb(4m%;e4S+|9Z#((Y%0B`($p{1`VFg4D3ts4fK>@R@}YR#t$Mt=+hN?_O-r z|5;7|i5M`9uNrs6A}j1;Bz2`IrSO7(3FNL7$4iV0Hs`vIyWyd4=Pnk^44cphckn_` z>gt-=#)X$GKk&LzwXsYx7To~6rRsC+E&R)h514}Lf8IJ{B`$YvzP`M*P|WxRmKyBc zQ85T$T}KANqDc%#v7_rurj=|D+GUvjcVZ)NGT% z>IO1@S9@x;iuC&}5;G*quy^zYFw{Ki*o6uNgH&=%xG(n6n!);w*?f^IGO&(Bc7Qp& z!hg8sDK8s2z_Bo6kG(<>y$GC6rN~iD?PTXBJPotn$;=Y1+kG6tIZZGyuQ&9&bwRpU z^)O2;d#us~W3Jb${zidr1nh$v*s8i0t;Ui-{^p9H%+ta7eS0<*A%aZ#55W^B5d$3UDm7X2^ovU zP)zI=tej3`I)&>7WhG&zTJ>SxANh%LU({iBrz;rE)PVVt&pgbn%CYwxFmn8*0)Y)< z59mToO5V^E8A*g>+4rxt;HpUwJ;OVLY9c0~pg;ciLp5rb5C345)uh8MCwDm_CFFL% zrYIxcjv%-8OADd&t;N4|<3g*Q4kyh|_<}u#ZG_A3i#mo72{~Z!K_�ya05xT6j1Y z5iUh_fAOW*PA;}~_^?{TC)nv!V{xd7P@ySH3di&%$r$nK;XgwO>R7@WV?+-;fF9}0 zph*wRay{PR%{^sMV^8Bl@xT=;tS7SW2cwBw=I^p0E%TKFk`GgH$yXu&^jwq+W6+v+ zcH6EMX!rCeOi3mq@z_lkgV5b6kruYDphLs3{Fa7@{%!6gGx)cIf4VuV3IK41+eLVb$+h@~0`$_VuU4Gj9ARI4-S@$Rr2?6u5n*KM-v~1<*)vZUK|!+i(YM z)a}mFYq&xUS#cpvNRz3SCJd4iWU~f`ai(n$m;x4-5j@eNxOyi1UaC?hW>9%93L>jF z)B5A7mN4Vy2>(NvhmNk{*PJ#M`@Jw{UVQ{o7T@nw<9?+c^nuooM5QakUs;N?;QCe> z0_AnXR-lWI4kOx$e|hKfd%xmFBlEkipX?xHJ_bhaG(tROsfvPcOY-aNho2nwxPsej zIOA=%)UOJ|DKt3CicH@SW3_9T?fS~!_|jDaV+m+jqLc1g0v*ntL&{*S*w4kDz7%&s+)@bZqrV9O)%B5OM=JSfqX zmd#Mll5;C5f^PlaDnW_)TmwetNB>thbZWt_hsX5V0Ln8RCI3}(wA%G(nx81QwoKYb)PJ>&rz7?i8 zDQ!_L$eg9pKTmZ&x}}cgYq6eZfZXf)QPBBsf`I zK~UYuGZWufu}|1^lpnef#0=AJN&!i){~)_42H0VLYj$I1S4;=r)W4jkYX)sayq{Ix zc5E|5X(BM6q(Wh2i~9qSwnAPBO#uS4C*kYJquD8Br#j-E@wYz=l4YoEObb@uW~9(K z0ea{~#mW{txMKC`{_`Zyu~a+9pXkRYvvGhli0le%!3eho!-!EZG2!PS<0KRNl`-5n zC2;s|rd^L8NvrlT5(&jAK;^uWoXXEGn)d>FVLK>x3Wc(_fQO`}ZT`iLau?6ZDJu1S zW^JCGG9SJFdBA|O-~`rR;Qa%yR!VFHl!;r7z3mVrPxHuMiJpfO%?67WkgaW&kI;N& z2ag<$yrJ+i8uP0X@ka)cjPH)a5ERqALv&02;)>s7ug3O<5=Xk19KBg$%{B1Qq2#H| zqPo=F^4GnJt))f@-9b&JEBj1G<)z6EEM-S62ArlR+_e(!D1rM(s=S~(HvqqDdPWC( z)^7tzLVkThXPFLnfrxH{_#+9etl>C+{SC;dV?6l?-{}0yMo^~MIeSIU&e>w;I0Qz; zRiZUinBY9nS&;Zuc&SNMvE35V(Q1Xg^=~e_6b#5(+(Sz{XTM7RHje>D>Hx)dVewa* z)g16JMNcOo7H>+b3hOChQHFNr$i=>B++Jm7(pNS=2{TCeK%ppcBz>!|?xrD84f*~) zp9)sh{2n^bBZw7C-VF?GYLEQc;I0QuNLztX*_;Mf!YIIsGlf4XA@40~p*GR&VsjYm zW`0Z_uG^0I2i4Z4w*#sr#(C9E@KK$FxYnu?inVQ>Y&!{Mmk+8zyFj5&>i{_lZHITe zVu!V6D%s+4g0tWnCMwXnM*PS~%N;?hx7gO3U)^h7f4c{n5*52Y1z!MhS%v2k<6SA? zDm#VAeUST(Vy!lF`HxA9wk6RJO1@L@#~Qm6sh78O+bV?HTgbf?ef$%wGs{5B7czdW z(FFw`kc7EkYZKgj4ie>j{0cBXc-r_TCp2>%CRv^cCi0ou8YlfE-Xc?V7{OR-q-0_^4N)<$>(WM^!mcLq*(7)LVfycrQ$q4v$jFvI^q-#5O z+^&kdlSl7PEAFAWm8FR?cFJ)5$+lBkGaWb^X{ZPQ5>TV;iOOC8p#1_3MbQi#1*oDSYcI*g6Pp7#yKOfop9mP)LK<(HBDYWw&mc8R(F3n5q`;V0X!@%2i& zGuGE*q7=2}FTd@O#m^8xcney`-t*Iw3H#=BcKALdqq6ZTRFKIp>{2;#vs{lXMnWZv zd=a^!8jv$OJE2fJV`hTq2^t{iLy5QZXNmAG)>9MeYw66c;smAi@eW1~5+$U=l`P-* z9_sAgPYD#*b ze*hfWzExC59-Xip3NLzZ&vFEO_ED9g@LP1m@1~f zfkngyynMp{pFJ7`yS0nbFC&fyiaoUuKn$n_oh%TynrK>qN_{&o{J z@SW#kJ9s|HSGF%0T!q}ze#^iN(hG9%a9WaC2gn;PRy8hwt|)B3ST1fn?p0E#&iwv_ zJ@$A&g@<**(qIf!mOMBGLNGl1*-mztRlXYEk%cj=*nR~(-p0B*4&)bjnl5lM#vUs^ z<6&-D?-SyyfD}5AlJI)T%b-10rz>APjHgPnAF60;Ze>yiUY%3IaW$_jJ<1i0YaR3S zP3e*YO%`Y?qbuMiZ*Xg9PP6gzI2)OlYgj#qtF$t9fP!Rp(6RH+R24}R=GK3DS>SBd zjV1HzOrIL0&*}o~$}GGzxe9jBb}*jqgg77qM;rbZSZ^yZUW=7dLZ83QcI7`^Pr!3y z5hf&E&oDp#Gd`RNIU+zrL#~gLaFhSJ+1p6bmjzFvxz#Wz6fh9}ogt~(l)Rkn;=Z=^ z^UEn3KoqhZni(k5IxXrnpISVv*O3c%bl$OkA|#<KE^bq z>**=R)6yK-`);XB#%eKg0Pq7b(#gr=D6p*={~N1*kcr?8RQ=*p_{^d!nX&CicASTW z;x7M2_hIOMtvk7D4S8^1aK=pB%CWDsF>@&>wc=V4_UZ^LDAM=kL31(44lQJ5beh@^ z^DPp)yg7E=v=*1JJafeLV`4kb`OEmcm0QTP3P>osnyqm zz->C7)fCQtk5;p%;93odJQWaNN~#D1VfT8EV5n5;kUD2GtP{P zjC9Enqg?dNEbd0qPRa`x?j`q%rB_;&N`DSk5G3W$OB7ux);#nNU2ma5F_DG z002)3N!Y$w1Tuq|o0t%gX991*c@luCWR3mcR%8sk&`DPqRss=A#kR3z1mTOEob{(?uc$U^C~c8C}gRefACM? z!N{X?32+5TzX0hIrqy1CDq0S-FUYY=tbb--eVk^`PYIgbS-A_FzP`;sDo;Vte)6i5 z_a>>&n^CPKbwa^*eF>0ClQk^Gh)QQ8VX74AK3`<@AAg5@Y~%ysE-BR|`K`2zhIvPh zVn7bcv8wkb^;gP`Soa(=T{$6bksh*bx#joe9r8FhYVDTH_3Rl9vuIfF5r4wF^g+XE zL^<9xI+2t?BwJ~hj)Nk>fJy6L`@B^tP81K`5$T={jK~-1BHOW9K~?23#8N8m+*q_@hAK-IRd<&@I6IwFSunmw4PQg(umrjD z)U6F_N`ayHHNVAq(kjgX5N{VGJwc54rWk7uDku2@OH6SuI0f*mZ>ArHjJX-*vK=yN z_<<+*;+*!9Y-L+E`oU2A^1moiYwR` z%qIf-Y;{r{YAoKHmv6l8U-hz~lO|zeil? zdh^BfQ?R6eO?Fy4$t}QFOR5HeR+<}Ob->HA{Cv;rK?NnZY5|89IdL>UG9M;LHSzp4v6(;$1)eb z#z+h`=jy>uRzoUJC*5i;#&KNDGE6Xx#M-ENL2X5lB#PziospeB|3*dIdo!OxLtha# z9FtFi(SY`UrkR#MrvK9CZ{?Kq$jr+UP65DlKpMS+l2&W_beYopH^9coe1v#ySj7TZ zg+7NH?6p2S#5c~}pJ0cx4)B>~R~=WB9$qpwuv@72k@Q&|2rDmm@aGXM=K{Y5Ed}$i9I{nRvz?gDPRTh{<3-Ch~8ffbmdKoe+?Zc=O zXCw*594gRbmZqEAH4sXp0?VTj1i_4eACsgTE2ASEPMK(-dej8Z)Zw&H(}Gv9Xe84A z3I)k@ok>NkgnIDqDdA!h&5(dxK_AAkAY_j!;P|b667`Zj-({7))**@tBRAhrjs+~2 zi=N}hsL3M^xD6;qTP~UU2YORBh12qTSFTeGvMBRf;Ak&NL-0>Tc!I4^kQR?dT$_u@ zJr4<1hN|@HQDnwEIG?{+l<)(_|EpHSJLpVU=oJN39tqFsgq?CERr2?7d8yh@-YxOCYv?yhAK_lH-Go>S%yfO=zIYGO@&Pd)eBq z8y}EN#B1@9aUrknVquz}TiyNuksqLwvIiJ*GVa6Wa2TEuM(Sof3Wz$(Em*1<73v4E z+5t6;Io6q;4*#ryQai?#*QkzVE=+rRUSXTjs@J_Q4u$}Cj0<5U443SpqINO22$pIN z<^xy~_a}i&+M{7MGoI;Vh5%fJ4El?3d?=t=txc-W5O>*BHm#`AO2lLnUTUOTN#Ig; zs6hNS8fTSuUM07?o&y1;f>9~+JJ=A&_V z;llGIA6YQ=5r+qP>_Xs=J;EV2YXuc9a5V95Y4K+wN87?NHc{X1bZ+L%pO`SEvhUDZHq z1nh%vX%3|-+qe6`9KL4qC{gssaedZ8N}V$a6qCdqSgHPX-+2eNE?Cfv>Ld=8JWiM! zpQp%fN9|dR6nxcTHwB6}%XebBxe#MW&*8=lm;>3?qZvB7HWdUJc5({AXg-lQ71H>} zOo)7Wbb3PMpDeWtaVM^JA+9UsUHH}_4QP5sAk(T@Uqx=gUmY#sgPJrzD%xoCV03u< zay0gxF7$ZV9zYE|d6B zm|fW+&(Q5!Qu8hSa@EpKnDOH)UxiBBN-RN5OWI2VwdT= z^tQvrSY>u)Q)OA74x#N}*XYB$jW4$uZ0aKymGqvOY_30H*j+F-U?~!HjUdOx!xn)_ z7yZh$h-Jc%$-77Eu56y2d~GHa9==?k%&O)>u81Ji0GdVjKsr9(?8e3z?A}w_^ z?3+S`?E(q)T0DcKqxFJ3&OqUkJUemJ3p0rf zqn-Z;KQ}U`~qVK+;SA4yNF z-g(kXc@>S1`(5c8mS=Uv)DJX-ufg#Ok38kXNF-%nls)&IMe8xR*vgyUqls;>bK;Ja zKYYQ3BJiHD+?n_k`DHT$gG*2H+K{zl_uN3F0}5y z(p%2=!jqIHje{R1(IT>cv{9*Py04iHiy&pmd45|Kysn^eXD@>{3b;V@phP8>MqQho zx~3#cae?*}9mJ$kL-Ig6>cqVr%T;3&R8>;hURsBpit!Iw(Yaw^lLO$o)IBbF`B)z3+G=_$!*Irz^rUzKrqjzb4G>+h${S}UCh#eYy~$`4=K(Mk z>fd%&`HGwNs$N^w^476&;4^I~O85ReE*E~}y(=>S0gj_n;Sho38QjOW=2+hgks({Q zJv>6d0BOWN_{RI-ueM)SZXeldYYIF-%4w+#&CNTEJoOu4CE!3z_Xs=j+8C>U31H0J zNR1o*<^-dx9ok&n13EWd1=!-^QWO_`e3E}n{ zd1%X)7T7;o?wPx+A_oDaS4n;KeDFg$m-nl&^skf|(+EYjOE$9Rucgfju_P!sloN6G@-IvnX&M$+3+FJoe@JvFx?-GU$IWRLU5YaZ zPANc4!NCm;8JQs3wAj-)7d7g4A9h1C)UhP~+TSHMNe_6dse zF8sy1Cnk?otwQe|pqZ^NSqacHQXqgI7D;?T_Ip-p>lB8F0`okUsQqM&yw<4Yh zTjkam63J8K&7DkWY-1KQrTL0tx&>M&h*hSvLvz^d+ru77L|H9aBkHF*W$h|f1B9i( z$$=g@MvaB*-y6=sX25*rOC~DznVTaJzDN!m1CQX%>_f~hqYah)R5ax&*6h!--J>hF zYwsZsm_S8!GuOCHNd>XvGu5Py7duUe6s{B;T%v2K%g87hcAuB!P_qS*-Wv;XeD@3{ zn3}-C5(~RP@I9EA99s8#T-?~qYxmy1Fx@bI9w0^4891fmc&SSjAnGM|*VbxM+z<2f zXTEH-0)0ZQ3rxcsEqh?KvMn^2_qCfE1O?f1Tjj_*g zj&yB-+9jai?UX2hdL(TQ*f2_YCeX*rH||Y78IYUyIhbN%u8VCkNAkups>A!KK0DD2 z#7YaF6ASq>ol2)i*RuW!jA^Rc&TQ*4CZ@uIN#0@dmsJ|&u;+H@&n)3jCzUe_3f*6} z?K`YrF2`iCE1QX2xFkf4G&c1>Rp zwa#w_kl^IGt%hPVi-%p@KiA53DTZpaF7X)I_C9M=4Q#dBBUnub!A*C{2}DrMdAphh zL^%d?>-WE2q-5Y(^nRjg?od;h_F=!k^chuatZ7C}R{uf-u3y~+*X?EXxqsCkFMrqu z1IPy8{$dXRb7sjWQA`Y$e4eQ|%S;@a!OhDhW}0I#su0vP_1ZeSx3xB)ze$4DMdoF2 zqnHrQtjtK+a&C(dDu8|mmFOysb6vI-@)B9+Mq5si^I&KsqT1{_@dD||4cvcU)51Il z?2WQEiK|gk$~)S^_V~SUZ&Ox&)|4%8vn06V77|+4)P?!C@9FFWMRsDCP;H&Mz1h7^ z&#X`~VC7WDf_Wb!Ml*6bK-xkLo4+WeG<6Jy9f;)(iuSE{4zuBJpSY9IMRK8on(nb> zb{7gtD?O!h@L+8Bg#CYJ4P#?3Cjt~KY+Vo~?Q2R?E*}H#B^q!7^OUQHAL^$_8o#Fb zx+XL>9#KPVq8j@Q%X}C>NWfCY{$EbgrHbXK*u6)RD;}o-8r~f>{w!wut8#ZIM8(sj z%&H*&&FmDsGJtYu!qPjN*|m^Kj&i^lXRne@;g$z0GF%Y>9n+C5-@6ab-m1q>GcgY4 zKO_(seCQ-IvDoZS5%Z9-5-x-~agTN(rr|fD3v6apJ%M3dwZNeI4=>4Uie?MsZ|-aK zATP8lulWLCVYVZz832=pk-wlm`Iyl+zgYV;!pKpV@6hto$2MT0_~>_J^VuYA?Wf`Y zH%6Zy&C7gpognk6T;+?RSQwS6J2+usUWqJFbtHhW6Ke*GajRE{quI3gLsLF{Cx(uL zh=i|A&M4px8hjytp1Pl?&TJ$ZU7P<4U_NDK7;KP zJl9>Psb6th^b(S!G~#_o*WicqGDUfnqmo_&ug_d?Ey%2TUMKc^lzwp*)^(b+j0x`l z%7A%?i=B7Z2>a+-boxyK3Sn2T^z#U(#@}JUY{A)q)IuY`?_!F0j^G1<;z#b5Nwu9r zqA7^}iYj{Mhk6xbBgbG(MTxqyU-#>MqPlM*8^$LG)G3ie&=np@`baQMK*48p(ag6H z{SMI@oQ9GY1Ef7@F7_Rp;W|Z_Kjz|Iz!jv!+JGO6TmPZOtyry6Wu-S|wbEy6+^C*- z5;7eN^jnCqshL!`eGl>DBJiKJWyKd?Kk|P#P6R?dc(s#hR?I_$Elox+EdkaC(7tyz zhrsFSE%%F=rl>WcM6x${ds0m}(&OfR-d-&PFJby$zlmzl)Ah0XWGLJIWE# zlHe)*pw+x*S~AClUCx+bwR)o&Y9=nihcVXfAJ0x;O-V}|QEJf0z)mt5!zp7Dz~CZX z0bU6)uXztK)Q8x2sD4*_ioYxL!s*qKq?&b}NQhWDk$!|h4kCxJ)Ez9`UL@A* zaKGI{JDPrauA!S;!S25YH8@G;*)sAAXN)QCG=|^!_*9BlDNm?4r~XMQ!gp73`LN=% z81u(X6p!`awYP>hups| zJZz!>hy>aJlqh~GNltyRT27B=VhUY!eaQr||9<6TRz7A6P;=%ySuuAfM7nvYesQjadjt*2<6W(=?5V``MFCV6V*u76j+ zSt0Q4%)bN{6v33n<-ADmPJ)S0i>1i~507U!5vOiEK8$58$6}yB#l(u&)|R-8cE;DM z^Gd?ZBH7U=((>VEhK7`9kG0GyHWz4cHW`&U;P0MtR$3Kg7esCmw-hLqk2&;r7WiYP z_K$7}QbVG$g6DukqOR1cBYdbbGv;Q#XW2;D90g5gTbmf1IlT2B#yVW`{U9A}imzji zf{G_vMWsd`c#`IzYvlSAqjWU>$>Q+&@f6%(N7>b}ytY|#i({U@>btZl9oAd36qzXJIqvV&c3X?S# z6b+*>o!I&F6ycTi(I^*oAL`8ECZ&?rEVsl`^BxL(c(pV9=>g48mYt|$s@Wz{tGZ2q zl%p^0l;syr5^EM5=@Q&adv5rgqgOgH0=9|1dh(Pi+}0X%@`N z!@CaT&vAG3vbOuHkXv=}&{2qAZY(~|aN|0i3&skI@{M@(M4?S2rKWq8V6=;CHMJ%_ z6e(T6Q}MCq=hK`K9B&Frj-0f>gC|EX0YnlW_x@=ZpVu^WaL}~6KO2IWF>JlsvlN0a zL~FtNWn6zASI7uhPfog(`LjQO{-`77AkA`6BBzdS6&j0U>K*95jPr|g591wvOL-ho z3BZNPc-K|vD0DNJoyg5|Li4cnpm0>^ze_ZD`(0O?X$tA{Sw=uxR^)9_YL?76ME=rV zjP&UBux~h@U6E#JOin7ML$+5~&>T6$JFt2gOhl?1uI#NSd18_{Q0$oUIIxViLKmib zCcX(EdH!T^r~Co73;aXCP!R_fY{!0Y6V|x2x~oJ(yZ0!qc$Ph@3KBn1PqL7E zoeQa;Iwm%Wdj7ev=zN=^O0<#h;A2i|XF1iwY|`fzsaH3*@h@;&y(BFXb2-Hq<+=WY zK+$%-VKD_rja!!+0Ifub|IK5Gdqq`#1N^K+BprBj1eg)>vsi(R7M~T9AqZ8=3`r72 zzv&qQ(l!JO9!uQCD)YN>_MviRPQcYRLyb@=tRaaxNywMCl7j4tq^sD{ICW!luuoEU z%pn@n-Q})NK7pMM2Y4MRkd)z%{xqhRNCpKJQpU9I9BN&_!|-pkMYk66&&m@l-T6me zsO>{^E@r{vtS`u;SM38ty(bGiLmL~u@uERT{X!{ab+;;7c;LR)5iIQK?-5cEi)sESjV4NJuA?ogC0DzmvahEu@LHA;{ zph+5~QqCfCu4QtE7EB?o-Ezw)V{S~sBJR}jYqCPmkY4W678D4Q*ia}D2IWK_LA4&N zjgxd14CO^SMjMNqcQLsgvOE!jt?*<&+?{<7dcTs=xc+lutX`Brw&8-}lQYI|*kZ7oj&l}-?P2y&6`deQ6)hB)DVgb}trobF{u#{l5?^6gwHs+jC+&>$TZ=+2t zKwQR~UxKigJ*4MSRw8s$lDQORuz}%3HFDVC_87?RHx0AFO0{Dx(&&|Gki1hg=y6eG zI{3Y6Ssnk3YU5`vs_XdztVME0;FO5=e8RYmz^qF;lCRLc>`=%9AABQ7G2%hTn4Qqv z#CMxzN37tvI`7DOGjA9Kkk`FgVADy?4w;}2o|;=NTEpn{m3y}c2n`8yLYRN{Z~lb5 zO9&NquF|XB$l$|cneKPsbeB5dDH3tAF4_$JmnjG;iF|k`^|!%aSwj8FT$df&Yq+wR z{^kd)Sx!NB!Xc>*sL{AzU-L8GnBA ziDO6$y_21w$(kF`sZVtUG%hPP%|DdBEpxG&c&AIbB5VUySZ3T-AQ8Dg;1-MesHv|F zf_1r7>pT~-w%9yUZm46oLJnvEVje(p%=2h_4c1euhQg`&38jKC`Mg>exK@_**S}i6Aj#tfbywR~7Es4FnnoDlAABx%+{3)k6JK6!=&ztnW`fzk+ zyP61g-{d){Tum7S2pHSBwl8A5Fyn>_iC;DOL28(lP`K2!D^#{61MpLj#w5ES>Ha_z z6Rrv{I{ROxbsIC0@1*~Ba?TI5M9|_Cs^OL6`sK@41rBe6(FY7xt6%bLpFG!s4PeUQPa%vn3LS50tk<>-o-C$lHJ4z$m8oL2 zj`B7=s90)los=4Rp7%4gMGyPWnbJRiYfg4|`Nb#0lTzj!^smqW3mMh5W7}H6W}n-6 z+aNu6wG0^xbO~Y_%cDlG{+xmYdJgIYs>d@6;2tLJTM@kp85;bZS;Gt+KASPapyzieob0d{F(%kISjAw@MSS7qQeDPbBO^m zyv5>uU;F?qEx%2^a?8=Uum|~UqZoDk1?uKl*`eJEZI)ge6^t|RZ~Aeoswb`hE~67A zd;|yI+=RW`lDzJoM-NNb+w3OUi1g^c<*Wk!N@z|!h8ZdLD<^>LL$0F@lzvU^(|CR?xucwU9y)5~g(*?a}s1u|}*V%AkajEDYuxO;)&B}}c@IBUPv&;bUFE7Oq{ zm4pbg0OQLWH*=<*4G-f3UAcVTP`4316fECM7@;V74(PkrV2pstJQmgbah^rQuKxxj zi&4dXb)xes*Tgr+e+ZMTWb(J@XQ+DcSJ;>+$5;er3si#+=)Ya1vN4N6*597MW1DBH z^qG{%pJOFL%pgoZ<0S@DGy3bBIarXAskhbtz(ZRdggl4qEj;HPeAI4{#DWbj%DDagwn#k!;u_X&SzAsm##nheyMN8Dz>J26L@EHFzH4=30J zDiORwO^B@FS8xLx)#=4Gu({a&`Rb$0C6ADUY8EIniUUr2u-yNp4x}BeLjuLv)caE4nID()wZxWvR@`w3qJ(g~$&83!AzM=?w&uqt4SdjOwr3#W-oKx-NmwM= z74~p`LZx;_3?BDY=ybwqgqO?Y3u$JSRv$2?J3CWRhKFb9eyK_HK0JdUolBgf$X$%d zz_E%I?cL>7jF0LK-*ep&dBg#1%)!18N%0;u=RtIUDy@x+Mi&@*et|a~REp*L zC(S=MK~M>XQnHaN4j5Pl>x@n|hD_7h z#VYd2N0_bM5ecn&^70i~egBllGj@%gUS%V0)PARDs0&IbG@>TFQyb zpraPxqgZtq1CQq1Ry%cOQzTE68}RGpn(YvG1nykdZcoO^0CPemd&T| zCm*W1k)&KmreqrrF9tDO^k#tvgJW4B-n`}yFzpjvu!eSZ2Z~OyP0Omj!q81|t%Rfj zCC20_*cwK!@!lnWNkCEk`(*igs9tj<|C7gIUI!%*M>+3#Y}G9r9R(Uwf4tx^Rynqd z%u<%U)~ZUE@ubi5;~jDQQQzk#T7sJ$e;3?z*g+SJjUHg|p-Z(}`2{ChoQM7V_*3p6 zjyi;=IO|LuAXshOwN)60V@@GCl;Yi5HH2`IUrKVyIEA@C(CS*HY)tJ0aGhM;8w4LO zmF(ED%%-l`$8KQpYjF>_X2pwP6;FCR@`gBtB@l_h4b#4!nvj{|CaU0%3=gHCdGnm) z(jOsdMW>(VnNS`;>|D;p(V}PncYAaO+b$Qo#SRfWnT2=n_Fn)MGOzE>7R~}(7SB~T?gKqKngDzhdg{_ zB}@L6-NRihfAAGW?@*2>&^5P37C}m*rT6cs8j>;}RQ`u;tCr3cBCf>rL1x;^vc@1Z zKF1I@ox0$Umj{s*=BKp?1t7g!wOVo__6Ug1PwpdYKYhBM_eYVHIXovKVIo2+$*%{( zn&Yy-Dc8FUX#OID6MPYhsSbi&o0auJEIjVN5; zH1`0!{XiiM9~YpQ80Iz9cj_VliTV#h+}}zO%lENz$N~*^TE}Iyf%uQEib>J&ka%7d zxs<{17~YyI|C&xk=9`9|;L>)HLstiAlC(b;A2_n>%&3wK=Bwju1NA?E$TB;JR;{cj`a{>2V{WJB9dN)}1avuS;|7Fhps@_w( zhE&`}*|*(&CV9JeS>>9o)A-piY1v!H(N^w%!?}C>aj#vZKm_~?>62@Rp?bP`?@p-z z=Hws4RG8%m3TB*weA8xIJ6B6U_(co3!{@=_<8o^rXtb(NJt;nUKBoa=LTFBe`p2u? ziKh05t=Wf2ZB#YZ+1k<+d}p;J3fD4VRZuV%#Lpn}LuvSRnMaH@hOwXM9vcs<#@RS{ z9av7v6P4Vu+#VWLuTsVz0K?cL66rkZ?t`muTO2Lx6g$W|M#(I{&lEj~NSYfHfR(A_ zCn^)glm;=lMqydgL}aB`p6h?@4|$gIv4{R$tSem4ZZB9HE6>^O8ErURA9$aGOsj*5| zd~3YMf5GCh?sRIz1h;zGQ4m&z5qDFg7gpTn;gv?gxaSNh@NxgTU)N>* zwUV?`c&m$IFL39b?OOXgwQ*<+oxj8@mtuKwfouA*NK(vpM5?+N77x0JBuLCS&kw)j z2&*}SK-F-{{S^l`g1P9Nkow%l$&#k*hrUxG12J_f@6*k`g165$?#GS@h8PSb@oa_b z1e(zL5`)|g@9wCN#oY_lc_I=4HkBs)hdCEOMP4nDs_+%ge!aCT(Bk5w zSz;Cg$u|EXOUJ%6hlbCh-n#o+!?@y8Y{di?x^XXUfX>Ufe-f=Y^d@v&KN4kz_}Lh; zuEZs1?FuASL@(d0ph*EvuV<`=A{8J+YOI7bK=fM+c|P7dNo9WHlG##nfxv^CwTk6K zzz#bQ?9dpNNB_x&wV@3Kt?$bP8l?VMvdFnle8=YD$HSfoR>6>xi7ho>0+XxR_>_fDK6nKxA}go|JwL`GFAMl8hDV9?z^@Mx9 z0hja#$;bNs{SQ4@+lXf2-`A}#ww7DgD{p*nt%Ng~ix$eBL)Mz%RG4rI^ef=4Sas?E z$Ah#6EDPZT!F23Cs!bY4;1yt~9klxr1(ovC-ZFfJ;|B$RVafl6o^?EXtr&x?ksA4S zdf9srl3`acZfh!OC@cAdIjY;Ci>LMI7ww4e1KNEkyrK%v!+Ws>dexJ>@9N7iZ zHmp{Hy)pdV+Z2K-!S$RQ0Qb8{o{6{e_^8FPv;<&;XENWIweBeudQ3z5wxpPE1C35r zy)#GN`l&8h#tGqVgc`TA)+*89NrInf|CQV7X<%Tq^&?(7j)*8@?Mx&@sgW#)v0Vwa zhPZ3~MntHOm?A?w9vM$P=pLun|0@BX2!`$9t#cqA&wp?RAF={0I5^%W=pzDx7G!S- zTK^fY&1-DhI-fxhPLb$ex253xnn0$fri%}tX>$kZod1m{%CHSEwHH1KMB>9AX7;ni zw470Vat34bP8kN5)6BH^r6xaDoMZX>Cg0}23O(g; zzB;}}cb2S)LuhL(Yhp2MCpy!#mAQzCRi1}EV4pEnc93T9JG!Vlet;}qBKH`V#~xna)8-ZdWM)^Wb$M|y;kF_?b5 zToX_XD=B6q2g^mjIiUVB7>{VtpYRK^n?I09qc;lI5HR5EC}&C&P{C*x4N@ET?CLc@ zK}_F)8mLad9NT1<+;(AXr+6a`qCH^(v-_Pe#XaEg;%L}G$W#=Rn-=ppF+R1_BeXa= z0NCUO+tBKpy>w=o&TGrS!mxo<9gDf$Gw|YN@}Wawpli$g;m8xZ>~qY!nL_dYPB-@u zS;Q(i*Ob__iJgMJ-$OC=^HM&zu`vl3))rAtT{9L}cRY3e{pKYLT;3sV0(&5xWDgss zsR=4|@q{2Y+73!5_GFy7X0opM(AP1)cV4{C+j31pxKf>YmlelOPMENn44;S97%M;7 zFfh`zV@gYqEG6D`I_HzR=Hy!KZ*9SA{yF27mEw|RFi;2#NP1o^YUrKAQ$J}|dT;kp zdpzQb&b)z+HiCi;JvXltD6(&CpMgT1Q3%V_*Ak)GQ|mY`05>x)XC>NcPjO4+lAhqD zj16FlF+FU%zCc+H`e(tx8B1iO+w)(get=!LtE^;twenwX7~O-!*jH@P+XYwf5Hwrlc3%@Y z7KlTB3Y8@t^R9o_5c@_iaPl=a4?xdWugz9o$yqq&w^HPw=10fnjrqFsR#Zm~@O@O@ zZ#22nUGwN~Qo?=u01_OIV~~r+7}<1F&6rhsR$^xt3_27Rn1#|{@)Rm~RjJ=ch&1{r zLPn>Ir+WEW4Wi#^rQQ2WvJG(?IBM7&;KkN{ICcHgT|}^-p&=bijZSi z$+Vbur+kc`i~p6PNP%XMc|!x7rMLSe{8ECy3{ZQ1bND>2I6Y*!5GSDKXC&US*!z{A zF72D*b*ws(9}!bs*a5#<)2;cya;hMZ;|8rx5UKo*dL^HT2Wo(Sh|W^xSY-s*D`O7U zEcQM}vQU(@Nc;jxZ2cctpnSRX2ogdoB(UJzw=ReGKcmI3U zU|>c`a6=Ou{Q+2(@|)UCNcy8o9~}by!;`p==*2}Kt%9~G`lHoLV!CcZ(2UaAmZe8u zoR9f=eK2$!+l$tQV#f?D zh(PoZkUE3Oe@dk8sl9h*aWIOcJd zhtL5vlQL^F%2ttRN*`&)D90d>7k0WYP*9d7%sqxRXV43EaP%DL@+elUr!MH1PZ5rW zss;uoJyIvUJ!%_B$v=lx8La)~FQFgs_gwhm!5W^YP#mI*{Q$i114F&e;cXzGS${d2 z=f1SQsxzR3L*-ScEal*fwwqdDCfn{pweCTkJ_lM{WxahA(cR9LBoSNUoK&cK5n9rG zK61I;_7KUav#;45MTH-(NGdlwlb#*00=MiFuVnZg7HObIK#GI0G^;q@ocT%xr1YG% zqEF{rAYqBY{gtkzIFTD;MZmXAkRzuigysC1Kd3k?v`@SL&!qAtl}_|ewx-sYFLkJK zFS`PTSG5OKruAg0>`Uw8keC7Dot>Ee7^cDsBOvq}Ji@J*PXx(&>Dlj2lZx4}(7|f# zG@4puO-ZxRkrQ|QY6UyU#oaX)ZJU^k*U~G84!Orn@;{S9JianXn=O>UxstO9gR*h; zec=f|X?bWXd21r{$(1@JlY4Izp$XSg+-9`@>H6dh`Qj2t#S+=i8BR@(B4Ln>>{Sg;Ywcj|v6Q(GNp0g|Zba~Z-JpX>zL^!iQax>* zRIbS`B4;kVg`>))v`CKH{bXI?ZKz?_YFx~Nh=;{=pDL$-R`VM?sDO>^4W-7Oc(_5-!w~l!{#X( z@M?ngfZ%El&wM`HicJ*=%O*a6wVd7=54Bbha0rX+L#D)wiL2I>qIi$6r8nWxZVn6y{xHIN{ zkNr9Uzvms6Jf4&_{bTnyyDZn2cCRMxs>~Lw4Y<#Q@^|A|b2WZ=KeuE|Er<8O@FCE% zr36rgl*M?eLpiQ8@irOfVi*yVVw6IJ#Uf%iEFgha;GB`GD_`A+nrcE^^}O6WmTRQu zartN80kzUU(;XIabys{N|0~)A6%6@94;x-+x2pkKsiA^=oE0A5yXl$*4KJsl# z9<;&%P=2as80LF9S6%pxLYj(Tbs7MG)bSRf*fcWKKud}QCajN^paa>v^I<^-I+~6E6jXElZYIOXT~GO#*vcSxtZ%Bv2q~!i=nX)k$DF^xDkTNj^~I1(Nq?57=vQdN zCxe)-DASqK9)617V~HTl5QvFsE*VVuOK1tV-7CJxd^Rlom~896vrjNa z)ojVAU$Dqb=Xs)m9FHp7pIXrB2Ce{N5+SD|u&7*{Kivm2+>#b5qG0qQuvky5^#&fy zOM3F1#LVrbt}SLN){C--Ax_HBnm8u-IjwF#EstIfLh(7a@6 z=yfmBjFSHdE|b5e4!)+}r{+N6;Ib?X6?jS=wyhZVocJOWNRs$sy|C-+T|7q;Esa$M ze!p9vTqKS!waLPEXBYjEp{VQ=CpGDL`HEY4vX~)h%Y#)FA;H^w5HCh4q!4A8gW>hy ztzwegx5u;10RPC!r}Reg;Y3TpfFA=!*0eq>_8FVQ&eDf5v|RdE8eXhQh_bd-lpJ7~ z=5EZ#E)1BXrR+43d(#<&7dyf|xA{7`Aow31W$4JCVXfsiY?Xel;OZZmJXSQW6Sj^A zYwRC@>BtmVZ`G4agGswt*5Oc0}zgpJ6>Ss2ta1(nfA{#$@hq!Xza_pEVqHi<*5 za3U-65`%M@2PL;}z;Hc$W9h|+c7t46cWEg7iIz@p5BmQJ@X>FgNH*-@BYsQguEpB` zgvNWG0_8YPqrD_{DH9`)^~3>2-zdsz^EG!xAe=j$Co|6x@4w)!YD|AB1+L>Ep$nfC z4bH=gGXU`j* zI?j>Qf^z|*{uvMq!amVa$nl@xrb88Ug5ZEy%W$)n^Ry4z5ZokhWPUJ$w~=P>)mbY2 zpz4>V_(t|8J$)`BYTJZoZ8ytf-L4--6+uk_z%J-ew~-|n85NaXB$ml6B3Fi6?F47O zkXzla77JT0uAJ9R>5h_9FiHJX(#h4ipD`uGW&~Rs#ZGLS{htF3Ks~mx zW>*(#saJ?x;{ip2)EX*-1eWlIR}?b1OY&D7NVMYZlMDoG!7l-TC{o7pRLb7&boo?H>%EyQ|KPryPMM6vJi<{ z{d`;a!Dn7X+z@5B0V{y_rAbz^v;zrt-5b;o99=$Ner=u0>O|mXD{ML0;o2z8ka`-- z_V<9oL1Th7I7yX|W2*N;G4FY6Fg=V039o%kNx8UPV*r{lVWe$;F;W zyz;gU{z2pIjoQ>r5G?YqJWr}VH2kimwr&94Q@8<*8W@k3>*EurUTRpPQdvd)BVdyq zk9wfZ35BmJY`+0cJzw22!1@Qx-?63k0_i-a0PKS1F8B_R-?~?5;wV>YrO@7#;^%ju zGIaC0H-a&9v~`-5Nx)V->7#>uwibv${*rhbv;Sy9gt0iqX^%r#*r7|EhDeK(8=hkj zfp0g=-5}ENtj&WNN4$1@g=O#ROaH-Nl9GY*^&nxSYAm<*vnh90Gt2D$Kn?lIWa|PQyV3R@@Y^r>=Id~

bVM)J=e=^cXk?{58QM&=N}b)-Qam(<|U@ zWCyE{q^cXuD(KtFoXhqQ`)qo5;_FmK99d((`z8^x{N6+nT=(=VT(i~J`q_#2>5NAT zUZ`f3s87nCfvr25NXLW)G%&`t@rReMuGNRqy3u^k}YgqPj} zD}J7-0%KcJCK{(66YzfY*bw0p3q9}N zt+oVmmJ&6|`%sX4N8jlRpPYv?RY&*P){7QgGH#nE3B@ULO%jhEOIkhU(&k242Ot>LOiCY3=n~-WpgzOxo z_jayJ=9e6h>yB%ymA(cy=Ewt;yjGO2G}PtUf7AWC$>Y{(pte_r2Q7ru_=!@WX$DiwK~Ny+zZAbE`SFzb%x!qN zlg(i*aZ2=JmbbR3h%X6sFWAZ(`qWzc7V7;Ly=g=EjIO^}Nw8mW=bRXe{wH>=e{dQ= zj0;osOQ!Y~3C?g`s0nG1EEQ4O+u)cVvqqh;DhI2n1(T?;fJ}f6V4~U1PXn>5{z@jD zy5q%VNrmkU8O@|BfC#|v_C`8D$)xUtTgZO+dL&e6D(mO*ly5s{VH0lklSO-23Z((x zA&Hs^^;9(^k-4e2BFX2{Vu9^Ivh7|eEi})&=s{#&t`F&EYn#|27$!-dTpYrvG z%6;(jmC0Y-e1$nm4Gwr?k*{>#KKB;e8$j^D3dZq8ABq(IlxOGko&4xQHS!+1ymWm; z@#KGlprLm!b**n{fk!_UM3+MEB$GPV$0J$bC0!(~w^?|R2}>pn9#(i6-k`i_@~}+p zLjC!0Q>plB!%VjJZx9VZPAzBJ_*I4Ysm+6SdNLMgM8*g|=uG*4nxN}bQdcqtaPN}5)ZQonkM>r$QPyvMJ&Dfm zeIme3?BO@3n?`#z;(TVUbR8WB6z@|Bu4m_f4?EOtDX7|N%kBB=r$5&@b_A)EUX06x z$5DKpJ007B{h0tq?FFx!ZN@WVp(0=Gy8s?`%ypxZR#4_Heo|pbS+P$0M-49YX597k zXCh2e5kt7(aWtB@v;o2d{x2i_MgE){(>;-;S%ttG>9I2^CAyuz2&bG{*NzYAJ&AIE5;gVGt)hakx zVm2wdwCN1>`LANrpDF0fO#O4}$T;F8guJQ%D18$`$b`HvVBzIsH`li~LR7WsKcBid9_$ARx%Ulc`~Q!@BNr#XsJX-Aq0P&ry-rF;-gkX1{QS8 z^cEG-Meayqm0z(4hAvY`-z=^=NyOjXAcKKIh6{MW`ba8UhRrHJEp+FNONAQp-nf4p z@O7k2L}_?5Q#^#Srv)%jKtoeW_p+s@N4DaZfLIH$75G1M;^m_HFImS5-VCy1od{*S zV^eeTSgocJ9Vg-v1bIBicx*)tpKo@2DCK`S2@ynzg71~k6T#Ic^Iega`gOas{SF;J#U8RXqxssVNMN(3Fm5>cXd(~i-4OAG`lSys7!kPSh4b>W*&aBpE& z2;!*??gk|W?qWy#)FO|hOCnkK3$28H=UEi(E$sk7K)$~k8AjPSwqxz$nH>B-+`T0$ z>h{sK%tIx8q2EfOVE?bRMnOEyHbXlzhBntcsX<ZY$;~gWLKdr9ZJmG{xtHd3gkdX^pQ<1{B?N*n}9PKAz z-#j7d1iSf`gg``FW}<<#2ugzi+~!Tug5EXK@t-Sb;?SkG>;%m!7D1)W96@8oh=Qo1 z>&}LK?-x>~^cE~VEF=Hq1{~-)GFm9d$fW}dw%w!qaf!(Y{vQ_%cry{*UZAkyxX7ff zoG#lQ{rR|EZ(6kI0R3C$>(DKw#ghB-Vt4NtHr-60bQul#UBC7rRxSRALW(?0j-m^i z;Y*CY*nrgr69es8c~(2@OW6wZTEMf1NPg?<^?Z$UV+42A=d+^YDy(Hjjv;f1%CNqqUh(+MhYFhkK+0X4 z+WuHGN@SI#rOJO*e-gQ6f=bRBa9Jq!%=jmU+;jrDN1Tmk0Oown3tFUFc>tz8OP~k; zS|I??o(^!G@MhnJvcX{WUxo1sgT5|tO6QPw;Z(uWck75^^=iU`5V&pO1Eo z_4D3$wQ*;>lB5QTiFsxBt;-K7J!PEEw#gTVF0AH$Cvj?#7|Lmtp_WBjy~;k?dOV0h z3b7A;)?_Cj-^%#FD0_DhgmoCR8|PFa>n7c;W!C2?m6M8=6GwHANnwDGz+KA=8;CZ6 zV)1bx3dXmg9tp;W!mGXMPf@Q3sZ!~3#8hrtPCN4VcSsmVl+zPT@1C~tHk&aQ%JDE( zNh88|E%GeLz27}xfiM2C!&m8hT0}5o=Pp2ik>1_;8Yqn{lD5c`y#B<~gv+hWZUtlykk8~^{~r)MF3=wR$D zOw-)#t7o7@XA0uUZ2q5`wsE1R*>i?}fy>C{|KI}|QtPi=0MH_}FYQoMYTCK70h{sM z1-g1Gt|`p5lLq0%Azol5r;gVxq>EYX=wjZkjVLhRNPYL0rV5<3UUE-KAhQ- zp5ifIXOJDjoh^9SGy7HI(OtjUDBQu5&*RgMmSKHg4Z02Xvm+HS#a0?_c9KS0|HY^1 zM9Q1m#`h?U3ZuTOHwDdbAG1`}aEzq;=ls^h`a&i64n|p%*b{!r#u7{@h zs6BgmEX4-Ojmvt(Rs`R@Gr0{pVm&RpNfL5-Vwy|kP?5%lkx<{4n=J(nXqW|!R?Oc1 zP<8HL!uEz?d?v#VQglMmBwvM^RW=vD zd7X3fMEggk&@FmH!MI@5kTZXC zX^&}*{2l1yfas;lbViaAcZ)VShLdN{sE5Sm*`rPN5%QFE%p>TVs~%mrx_2flkQTVX zp-t_DRA03Bd&2*Tn@uDYBF-b}+RbNCd-56=h#&tS@OdS$y@aeAMjQh8T-V72M5;Xj zM~;t!EdP63_AyH8E|yAn=aELkT?L2)GoH!|h2(vg_sdMJ zTxNCcE4<9H!dMyb%1O}rZMEdHm%CIQJ75GkSOcBAV-0`7nH(&Q13L+*hgRJ9x=c=R zw@S9RBo`5|gp&`coj1IpP89%wBP2jO(QDi!e4|$fpSGRA7O=-XTG7_}o?fJJinQBz z9svRv;-v4y`Yd5cZ-}27lf~G~h%;iTEl#LxEb~AinpUe8(o&TA5TC#5Bu880Hj%R2 zIiWkeNhOEcdoUx60cqJN=id{Q- zYRjD(#ky$LmEB5|F;^RA%*XX?5xO?@(pjKpEJ9RjXKqM}#Gg^-o%fVRF-NHaJH28p z09U7KPg^rCCpb=YY5ENV7gd;jIHxraE87XnOS#sTjJY;)B-f=9=g=Xx3QDG0&kh;_V0qt&$nfDfJkvKPez{x+YoPNJI5kk&n?PJOzqkdLf8Y80r(boZ0Y$zSNm>#mh@-;3ON>fxrmfyQp>xm{_3@TI&WITiwpS^E2x z5?UG=Dp(fWfa%l>gg%UA9Fyf;@|_2Nb5<6XTz~S^Ke3Y{Pu`n~xNoh?_t? zedH`uxI_recW>9W?`B~ySF}c5dT>SA|NKcmn{&eJmsajBBQnLx%KfTRDy}bGzRK%r zyRH}+hIb|bkSZt}yV&y_BJlNdaioV{IK=i2iQ~0qh1zhZ1=b~Ju8~?nQ)PSa-VD7J zx8p9a3|4*SxI3hWcK2cn@lj!27Opn4_N3(H;*RRYThvMod{T*Zka)~0J~+%7LT!FK zd{bW2+WmLD*(CuLDlQ{q{XxuUtfWdkM~u?Y+%-UIt0(7}FiaodtD9L)_cmN*aK z^pkM-35A{6by3wmbls-tdZ%&x4t>2!S83^5KOI(spUR|`MXR5}S&TQgm{)!12gM6u zx-uUVPWAUjyq9%8-;3TN|7Hgdh%*Ru0{HC%aT$U|NG?|(*ceuj~<~*$ghv^$FH&kEi z&X>Veu1Wt#gl;$J5%H1Mf;<-%Vf6zV7c(1y!JcGAH1<-$44j0fe;sAg>+x&e1D+oF znw&EWc4S}XiE7py@Ftwt`)$~qznuge8*XyOuz8ew!PrX)>Y}=4vL|TRp%ArQEk6ld ztNPowkkT5Vkv%ZgcrOO*Fk0-1L~wJ(O(wM~93OuYWXjpk*>5_hd#je$u{l2)@E#)5= zT>aH5x@-aM3&O;4ZC;J)_IR4Vt&+aQ&2{*#G~$Rr-R^fmbGw58XBn11Ok@mTa5quH z8CkvJlTIO+5Q67^*E>5T9XI=O3&;iNXapvj5(*g2(K>$O{BS?^MovP~{kc>}ZBF6B z$m?^I=@jTLU_cFcU)#D=JEa*0o~4>YOy^HI=}jq~CJ^nxD;8##=L`@hIe#L=9w$pa zY;tw=i0|FoZ`kU+5F!gt@rZE^TF^2%GzyR8gSb31eLLjG|acs(Ko{Aw{v7+vJ;xFJ%@4kkQ7c8i#Tsfhvs6HK?An2eNk#BJP+_$huk zh{3}C`Cv~`9{ZAQ1OSjpM5W5?t{C@tNN$@hk$mp9J!?x5Ci~jt+T{89r$lo!2=83^ z%0s6YWs+8(N9?FqITcpa4E|Kk{<6@{rtRcVgZa)EskfSN4H+hGT~UPa1g&?D(e?Ol zsT<*i#gkJ=A2yAYLN-uj(tJhqDc9k&)dKpC$ z{7jwYh$-;5t zK|OndotM6FL9E9j1fQ(s3&KpITPhfH%=~vqFn4+OG^yO;t&S|x!0M35bqBu=G-JHf z{|a`d@T-ii%Q+P!u3(pOEj?yeEXX5nz?C>Vc4+_h6EVu~6Z5V=uWw?wP=1A4h&l!x zQ*!ZsX5v7}dO#w`m+`z=-kZo~TU-r=hCRcfeZ;kyLAfwEe+`_hDKfQezfAT@h{eA* zH4oI6(VeSFWSaK^-mc7l!z;Z^n|{S3F(>d!_PbxMg=2T3B#ieyA7V2Ce||M5-rQw= zj8C`(AK)xp^k@?x3>6$>H^hwF9m!rbNkA|;3sT61%d~WW1t}Bvlp}AXymUD^56v5< zhkX;%gvs(JB4E>p9L>mxWKGue+Q_=dAg~B zbqmNafFj1QHT-~r!$QRp<>_Id>oqy5VaWkptXgLL{v+8_+`!rQS}Or&)0YJ)-zhfE zH)V?_O$xp$`iig_r+E{lrNY3I!XtnUUJwQy4CC8rV4zLfUfGo(d@-QCS!|nv%5n>5 z&XRL2O4*sJ-LoEeD*w>t$v5|SeHigyGh(q?{iQi0pbYg~ru=^M*Dzya8C2)#%`B@a)$H+2i1uph{7S4AACHZX+)~QW3 zNYkTFMTV}#=O>{Zza$#|SPn$r&D5dt<|zk}!s0#Z+Dk{?9Z$!*zi^X!XUb8HteUQD}roOB{u2(HG6vl?M)? z3l#I@9a=!}HRgaly=30Pkf(y4(Df~gKAKts7Jb{d$&?$WKfdUPqd0$@1Aw=qp`$Dl z*0}=&Cfk?7$DBwFt$SsSw!1y?~$pfY& zY@4Ogsm9sUo8Y-QgPHvdnFO83)%soo3pDNi8eLKg;Pl6zE{0#1*=rHppsO*Gq${5R zH=>Y0yc^GaMpM|F9iLSkZW^lVoXMTZpKs2agMb*Yn0`+)w&XyQhidL7ZCosPmR2Wg zl$>+*e_Ap&cJ~0!`k2u=?9U&89N2w!wJ_nf)g>=)4+I(8!b01xge)Erv@%oUN4d|0 z>%a9I?IBUTyp|Xy0L?H)VuXRo>Ep%akXq`Bz)=jHt*E-GbnE{mKaI`Gp|k3bKU}92 zMeYhR#1T@QEk{npy((}q0Z4bwp#`1pmS3DMA7!ZL$^C=98mizU?^(+(r!P>gRBv=Oc}=!4-T} z;(5%)YX%rGGW@r8E$xe6`x^6xTaQ__nnLoEgyrddZ%o=II-=HJ^UAJ+FvK8ds z4%M5Uw9b^(D4WC(==%D5Jh(UX6GpQU-^=F#BjaD)h*Fc*fzn!{!bDcwO<>xVA4KnY z8TWK;el84+nnI{Z4d{2x7SVczACysNJzfWHfO z71dBK6tRKX$dkE4YMrsmWh)#4C(LAIgeGiiV7{6a1pf4VJYs*=t}QXE^hMGyj})$!8PBKG%`_r3m^@fA7}=_9H+?}sJz(u8<404=NJNh_Md@9XAt zu4+3(@@*;Bs9S$Tzggku|$|Q~ENpC++P$PKL=fF87e{fcZQ^T%4gFzZtC60dIO_Zsf5zYdRZ=Ix5 z!zl{I0E0M|w-1n%yMUmzW~BXLc7mZ%^!MxM44~yiK^m0LAy|%&mmf9?3%DWXtWZ;> zXwIZcKX=ZK-UFP;NA8~b-rw9b0&#htiCsHQ#?dTyd z0`EYD4HUQ)PlyX;L|zkv0sRWw-8Vh<%@LQ_oJ`53Q{cP4`qPXn#s=ydNZWbd0^%I9 z=w7yCQc?JocyE$DU~Bbb+~aVpdx9ErTzOZA&)63Z9sT@)-&_V!8jJqv%jI;K(yTSC zCLzu3c0dscC0|{^&0ZL(f08;`ct9H4Alq`fjdtl%Qsj>em;>R2pT0f~zvPThi_b

rt7MdlrWaL3)@sP50L5@zc3-1MC zO#crA1MU)yzIDqPJt1_DJ&VpjH4YMj&myQTM*0x9YC(l+Ur3RY$THSSf61GGXWY7V zPcv4^>D;d6=^+mhzGBe9A;VP-4nva)_Kcp=?}pX6uHts0SHg%WuTRLC>x3*g9b~O- z9nN|yPm9@wggh0shzWAq(*PclUgcR19(^`KhAgL#!)z9xklj&*pNh5G5v^sWn0xsG zvNlP_i{QK)kZQ>M;^=}~md51s*exj15^-^$Lk9q`w`=)uQW8O>CfSBmBhRkYjdRed z4r!ITrKh0BtSHaDs8#asENUe1F|^Uvc5S8V>TevXjTq!tJK%$?9&Y6R9t3#xZovUZ zLd(vgKQSRj-xVMd>ceykvQWaod7mg}zK2`Xy`@20$ak$p&iSnjs6=Md$tyMKHjXfz zhVV+l$xMa?6V(-UO8e;7%cGCv?~=i1jbQy5@5r$df%<*G?Y_p3@|W>WLUztB6v^#$ zaIRH%-SWVxi-+{rdhfi1dnOed$hK8SHe570#F&Z8miiA<8kxWJY)W|f%x2gsTw~pZ4RhgSMPJFVDtcra>dGH>o3UMtTTc#=)DKqh& zWx|Tz=^6p<9Hydf|Ja)fa5RcecBQ1*KXo0z9;>P3Si>k3w^2Y|TjHC4`;VLGu87L+ z7%bEF4!XgBlVW3UXMi|rSxO|soM#74eackJ;B~QW!Sv1l{!@l`sj0YCq6@MjmH!be z?R4S-CK4EIEo?w7Q`UAQo=nzJ@xtr5xiEFG3SjZ@FG3{KGgMuiU8HVWfiib8<@0%d zJPkRyAb<{j>tupcet(AoS0Px-c%6|GUyy`d@hRmzESvPfA6bTjs#NYc4*w6($toqd zq)?2tAN)O#u+bH0GGK4{KDLJ#T71?Y>Gl9)>J5ht>O$1pihG+pGT)?K%&i*2%8M@V z^ya%*azUC5E|PhqyUw%ty01YnKfp#DOp$Zua-FEf*0d6(WKylrvr$^ z+c+q&*VHE1y|Q8Ip1e``V#vu27$W4P^4F!LJJ8GW(vzPnVZ*5Byj8}`StJ@@PD->E z(Yq*yxdx}mN*0f>X=u#qBZ#YS4D@%VMwpfcs#OF~c#U~|_j zEktwTivfh+<_n^*VsJ}o)Q%xIwWHzZ z)dIjh%5q~F53zwUY`Q@No?^iTlAL_tm%MWq1kBo*1O{jF$%Q9BJ`;e&E^I?wG)~4U zulOYM_RidR6Kh4d41V%mZCR*fhtl9a2S)-woI^a&-^X zM!dxK7jmc?D>C^1%KAsa3;Ed1a{p)0I}Gn^xt)mzB9!%-271wzOaNqjv>DKo4d9WU z(LuE9d&%ZDWVKk71X4|_ISEs_GOPf_ts}p&F&hq@;~VjMi>`iS5obKo)(k5Yf>sF$k!S)4P1g{uj$@r%{KtOfOl0}D}8 zhVw1tk#D7M`w?a3`DUi}bP`r5R0aqZ$D`EY!sC|}3maTiH_ZizFjg>Uc#NiN$ zi8;D{6c-uZ>+W;7NDhE;M$MT?(4lSMpPaN|@m)v}m0uO>;c%Hjx!g-HMfm296rGZ3 zClj#`uzov4>mKXxoTP=jeo$u+zvpXLpkO9^j)(201>0@|vl+^rkgp}!K2Z0#1ySKzx#{RVHIWu5+c_3_fX!;4A>_A0oN__Y2 z#JRrSA@UU_7K; zI0!2>(G9sz++Z7PK0hVNcPz_RrjdOt?WT94;C#iDf>gL~`zkiN`920u>$~L5kP1P7<)eH9qV_(k|pO4Oh485OUm_!Q(D>Ml;G0Ac)9K@zkJdWJ(Z_ zTSJTsiv2mDok3WA5&1=aA!x`u|Lv_K;C>O*WE6mtj?`AC78 zJ@2-zk)@Mt$lWJ)qd4nF=GiTj)#9DULwfQzZwKVMIMs}%MEMJ;YLe52B*NrHIcR(CTb;b3i`2){p~#-GS<7d&jj*D}x< zSAtU1Bu3nl$+Z-XA~#essvLWLMbbF>R1ReS`Mom8r3tmGRIU6hHbRT-D*Of7&)`t; z?5*^o7HB`_=S-;WU|sgwd`g&wy^Xbf!udX+0k=xSPAOT_Fkk}IP|~)5aY~?IU-_PL z6&4-cvH2DJTP{>cspcq!4#yF+>-za^H61CYHf@**)#p67jNxn$1L-EZKgs#0$70T1 z9IYtUYL|nODd2A~%8L&$x!cH63^}$jD_vKX$uDY`Py>&(cRfkTPsYM<%20hHWmv(9 z2)P4xIhjl?2yfguWNMq92t=(0aYg$qSgYZKtO7W^U0%Ow%>kAzr2T8KXT7ZZx4Vd_ zrDA{#ji$>Y(Nt^W6}z$k8&7Dx?4gQ&HqyJsR^tviiylGwVQ_jy?Z^Tasvx$pO^NcI zt*_pM_*Z(R2Ww0!A>-e2CXBkxXnYXCtCSoMa|cjND(C()%Y{ywxDb*mn12GH3-idx zuPZwr;0lEv#9l9uujh@;L3fW-MNbn|?zb51v#tq@+nZa~m+Pd_2v5$b)GDOQ?aeLQ}8U*xnm~rt*)fwPUIr@f@iQ>zu zi|jFp|07ym=yUBt5V&-7&<2C;La*jSmrn?9`v8&Yo43D(6gMgbd1W*9=JzKAm7yVZ zdMp#@pd`8f(xlx17vy$7!yeGP?QJw~7=E}hy5r9Y&saax#&pwN>qY_6RBFmbbG;0; z;h#cM5MgMy%%ekyhOKeG_4xC4T%5lhH&WYv4}0iYbdPjrn{fwC5`~YUWA~YgQSN^X||6P z2141(D&WslwJjd=x0jw|8M;cza~NL!eer<;6|R6{53gY%tG(O$_!(lY=TyaBxR7*f zOPWKhr)hK={kTfpLZzfdFjdE8D9SqzR@jM>%Mu=OHIsibx-%IW2LkOgM@UoWbt5n@ z1IJwj?Z z5*74v6z?tO%PPjxXhZ<%S_aD{+05%daJAw@Aw!iYi>nh-?trDRQKw}z($Fb1Hap~I zW_57dpmmS`ctwLMolyfPyo6V%bvh!_5DE&#i2BsG^IWmv{@Y?)P~({X8EX?fL6Xg5 zqv3Gl_1Ss#Hd@htX71oxKpo0qQd(Q8deYl>tUxTVc!TqjkDu8<*^QlF04!CN^Q=!O z8us5H#Ta!CMcGs7hHiEWshX4=pdpoHoZ?fG?o0}Fp>60Y7d^*zA?N~l<|`-=mgC7wrPs=ruC44zwKf>DKY8M2{i!EJ zvtT=B$dqYP=ou&TMv^1rrfyl9P|D9TSm((Z-Rz1^Gz-kay6ryN@JWOHYFu3y)Z5^ zr8y!J<$|v+%}&^h5J2Dt&7GEr{q0a31zRx`1=qRo^qJ& zh^92`&%(;03bipMNps?<`%odvOxV?ZSc=oVkk@vElIG7<91X>jCd$Iptj!Lg+!-=#lTYuv+A=DrV$m#^ z?QB2dke$Sk{4Ke=5HB0?&n42>FfQ-iWWx%m)Kq^i;z1XKX}HRhL`p4o_Nw0R>xUrM#e!QGgXuM40v`!OiAea3ynM^QeR-=qCl_CuNth+{sC*W4d$L6% zXn|PGLN8c`!1*l4G=e<2H?bA1#rAHs=3)iz*;_J7=Wkmz8_WVh;_qXSr>lwwAcugM z7n#}GKtPD_f{nt=0lm=38_Alq5R_QGuVWW?>L>a3FLJ%ibdobJ)Q$?%vUFY2ipyg! z5N^~7^F$YR7kDMzeN8*VS(4i#& zpk80&c`A*gT;Nk$G0~P%UBHXJA$wjH7Hveq7nK1fo@g+WNvf3EIjn9i7 zQA=LN+R-pMU}$86P~$$oeIAVf?Yd=m1pWqASPzqhsVzh zxYgV?QW4Dh8PfvK%WH7?EE)E|jI)tC+9~o&(0r*W%uK5nm8)&8f5?cJN_wC2kSIBr zy?8r>A@n*lG9{m#vosPTUNe_T9lM3*?*GFig#vfm20ak_moblkikqs45D#_baIeP4 zi{DmcR0UCWiFGi0Lb#EOy&*KTsLuX-SBTTz+=XLA!Zda`3b+ORG}dUWwTd@yw`AL+ zzT5K99ISi;*IQWu+D7Pzf(@{1ei(usC$mkCS&qwijM=HT_eTX>(;oQAPbR*8SUI(4 zvS|UNiG^^Nu8;Gh4F>A1MM_=H0hPtmdOx&iG079Iy4?yTfA0c9F<1!mx?N!`(=A#+ z{h9YqdmIc+lb+}UOLDVK#dzuCcYb`IMu8FwAErCigMK=i_h$;*@Aaa&W$7p5tlID_ zec?qkxk{cg>SNcoNKDoWVO1d_^7^+0rK6oYt>A^6N|g4CHU_2kC?cC|Zv{_t7EwK} zsPUG?efLyJVMz6^!bHqO2vY56^!$#|06~fXym%G%)<8t&Jrg*camvH z$sopz9k(QyvR{5S`0cd=F7*lYj4bXC;4$FAhHd9@mJ5`>cc2v`PoeY_K*As1OCKQF zOSXDKX^vO?n64Bj?fQz>x%PdYeb=Ez&BsDLJX(51xTAE<(hOxxI#~eIjB6fb%)(|O2+W|Q*BZrJQPRW$+i-u*aqu? zjhYc{w+wAi8RZq~HJ`f5Zi3sBFcVnt!eP_VRu@#71M^1t%onqRH8GnB!M0k@l_^*h z*wN2QkZZljwyLW*S0Wvcbl5_X0bIs7q#Z_&{#dk;XelNr5sFrj0>nfs_E$q>6XGG> zfqui{k)K+7ctqvgYXz2Lr*#%|gb&9o(B;mJ{dACbvn{1E%1t;swg}5{s)dl{iFdUWU@SF`e zDBY;U=>I(EL%tLL4E?HRVscrPU%&LQ#e$y^|B7qnd14Fz zZG$E#)l{&*LOs4V4N+o{y-2lBG8fy}hud;uV_|Ot#-{CeN&lpLe_>m3w?bC&$=^CG znYt9kYlhC3Kq@jTVurY7&i%k?m$f8B*>D?$Ytb->N`N3k1G|?;B)_$mWAk2;-<35u zWCT%wtua-*#~}f2ea^;Z`$?+@_cOwcQuYsfNv-gErSebg&3#lOzie&@B7IzbadN-$ z?7#ol;Um5E$7vw3s^AnpW*gd_c(SE{3?I#EXL9xV3dq7yNN2PJ3$w1A`Ax2}f|IkJ z7{lgxD+tOaqsOBy zaLJ;YF3r^lmMVvueru}^B_>h}g-(L#tlZ=4)kx>vv;|P0{I|j*OQ((L2su=R=jb}w zU{_kE8!eG{kz^TPzRSIZ2pCQ#MS$=5v-S+{1a|kH;E!~Q+aOD#_w`VKdzMSP^kzk+Rnop0`q@VB*Q2_uyJc%*H& zYkEYcm6lVG>7ul!btASUujh~`Zr8wfCW=usa5C+r#3TdB9&eD4Q`=U0HxA|Iw^l_ISJ< zTL9iC^GE%#!X0nAZ_DOP%>%6DjbW3?tK2wOz#v(i+XYxpF;um=w*>s&8h{nRXq!ZZ zLyOXB|D4H<%1BctXNKXjbhob4v}J!&CQu^P#`o(VPMwUDyu6ue*IuQz-!j}5CKd6H z*#n9x$wB>97$3nwT0q1eJ~?WkWFU!>vB7IM%yye+=_zGUNOLn z0O8vsx?=nac%$7-d$G(FMJ&*3qPi$(<#@GD-!y{1v}em!^$zqLZYS)V*b0A~Q{^5i zaR;I5-tn62uXTOq%-usP(;_!gR0h}@eWvl|l0W&_P3AL#yS${~D%74HRj@HVI_h`^}_>D9XQ%ypX?z!es}WZ+8C&3bP=a z*1|U{PRhHQSuEvioeKTXfZ$mK_BE_;u*H?ZY(YU~Ncp#h?UUZP^J5iUNxBL-xS8+gocM zHJPZxXZ{{Yc_}Dj{#M1ZYT}wJ)yzgc5SX;>soG}H0w1N%PXYdWj16vNf@Z4MBfx7r z&D|U)>NKU13@6p9mkyCBOy`a2<)Pj!gw_!K;C+}MihO{wEbESCn%)GA zx8fCxmd;bV+1b9gL+HaHgGX)17zqcK`Hv(&SefOO20-jzJk`6@jI&Kc)XDwLoxt69 zF`$=>Pz>Lo`>+VNrb1#6;n-R}l!kxkCC0?Zr7C3B1~k-EOz83%lZ}VjC_&+?rcXi2 zv_tg}{GmJvRXc?r(Zis7R`wWcy4d#x^kpH?_S|oO+fIO<%!x_!GPwiP-FWQ%q!vdQ zP7@DoMaV$9Z!c1`669OZk|&?> ztw4@V!W=0>>Hx$xiW5)A2Mj443?D5b@y!@8P66HpB4|K(*>rSU!IftSlIc$0uW`!< zbIoOI=Praoy2~8=mZm;H`pu4?G?EP*RDOcNPz#aj6}fzydy1=EworVj!I3sp4+3!s?YB$xC7ez&3bI~Z+#PIN1q1K|%TlI2 z1no1u3Tw?EZ8Z%j`lf&{+~WrXOGdYvyo<^Y ztUCkVO>S!gT@^i9lqNo0L1N<1$%n#s`}eTww00W-7%+2YIXc%ibDN6N0d8-N&+GC0 zXdDb$8mNwSM0SyFHS?GXJ35+m(f_6D)bU@eOa;X1Ko;g7E`5qVlJA!)>zDUwhIHz2 z#796Z4{%NR^B)EH&vU$ux{oQ?rR&ZGc~w~xRbCp@J^sMSfE9FWb8a!uc(w|rB{CQh z>Noe$)A3ot$O1B)Te;1sm{_zhpYc>yzdnB1JLnlmlR}(dhB6n7$_a$9Og^L4NI4<5 z{nd7wN+tgEk>I1)_w-6GkhM*@l$QvnuS0+}p3Mng2KsUlobyb2*70my9a?_5Nghc% z;O*lITcBX8+T;Q9sjeGInA6i`03W2PkQglFyaVV?$UxMtA>@3m`?Q0b_wi!a_8rxU z@MMCEwJs@KM8-RAik>|64hMJ?w+V^@rlZvexF^t-3~p|)f`c7Arf%mLLKw_PShU~x z=HjTqzVp{Drv(5?F?dwn-I)+#8Yn~hnlPcMW)eq`da0Auo=EKnd&1v_c7$A7ci2~; z_NP-?Is$cTv<~+wl*)Y}&H#zfeFr%~5<*qc5T%x{ETOT2W{swgm_gP(R2q5#T%WzH z=_*$dXere!k41DnSOlU9z<~v>ymBI_f?T0D=rXN8iZNBZ*&P8XtM|wo$Ir&7m21PlgCMm-aRofdRb_sw)aeDa<9BIgBp|$ABJLtYW}T?8Z00UMIQfD}jpP ztP1eog8njdOK5OzzT+m8fK{BVYBf%N-4x#{#;?eI)~>E?%59#eBB}O|t-d1Y^*71B znXA8N$um|UD58mX2Yh#O%q5BGgI8*oG71X){fVw@jRMdUVCoPRS(GHDn-w%zCtMJb zIdA%UPUUu|f#SHH)HZ(uXo#R`VF{s4i=}R850I4B5?Ybs4o*0cEbJriv>h@4?q2-S zQTa@o#?VjLblVmAHNZk)OC{1YKSr}oT+*H6?YWs*i=R9R6?YFO8*autbVIO>hE9c~ z0Ha}kem;aPvat$3ybB~WVV|>3*{N#e6hhW&QlMTu+B_Gt^Kb<;G)Z0q{z7#xi@zK;13nep*95G7#BFEG8Y(Bex3g1+laUC@rNHb#Q@%*F2v^eC` zKmJgOBAN!dnb!KS))~`Y0$z2$v_^379$|TfztQSB80LZOXe81VRO|bEF?SR7Z%x^C zk&sgEhvUVyv|uqF>1dS28T5^UxQ1^ttOX}sbq%5-s6W;p*W%?7*@nrIzNqP_wBhy@ z1$M+C6B}<@nyy44kP}AYq~Vm@#gj1L(xJX|DYL@!bZ!8u^h1^o3Y;vGY3PzqfnxIKkf(r) z&Aku8&*uKH=)2y$I$&|cdCmO`IwWf};9~&;=>4qJuLHHDcN^LgCUKJaLeGa0#ZRxa zi&DoNdg^(-W{7!hf!A~iw3~jhR^97z;52WLV}tW$BXG zA7BFD@KMCyh_xCz!IhgYj+ov)wLznpfe3S<3JIMJTZkILNuL%17B|Ty3_y$@ui;Ae zS1xEl#rB&EKoB5-9qJJhV$wMV;!|%X+8#|c$o*KK_aXlX8U!eQ(878ublXuFX1_8V z<$Vv+cg3207~1$~Enu+5D_9Jq0_2JHM~%9UeM1+$O($PpKOBIjShNZCWSeXnf1+%l z={9J9I42AUv6-{ed!r)?Q^v{-$c;Uw;2gD~98-LD$y0GBPqdgL0{~*)z!S&jjX_rR zwE#?=#xi1-alzy3kZTnO$w_f^azh|Oj8sx_0Oe6VuKEdJYa2n~|g#m$` znJJO|Q6V=!iwW4g$oYkad6MET3!KSo#QM!_AipsRa$piOs_|$>r+w{Ao<4I~8G7l` ze#;_t71nFZt!E00XJ9wEp08GKz{0zlx=k>(_)XJSy2a5m8P7bX%+{)BT^vg=7`6NS zs5E}!(mNs!V{ckDtiBLI?pYm%=?Mu3le7Ds4aFYM3536w!sHlP?P^c6DWBwRrCk{b z75MVDYC|sifXI5j_nQN-PeRQbc)~qvIc}m1}b_ z)*u6XBfR;JoL)j#>X7WN9GQP?ya57*ayJQmoNEyYKsw~SQ8*-=s})&8C_i$WY*C-zCpFw2Bkn|qF$OF#`X=n=5-s|rNR^veT;i4PqaQbIMSv!1^%TfDX?Mm@V3`bFXUSST zLhTfLtOSVaXtBtI9OGo!NuE5X2T(Xg;IWaJc&2?f+O>(GWN8c0Fo3F?hH3D;prp`) z7f<=?5q{$M)g7Cp%7y)T)|=O~W6j)_&Ah@oI(_I=OIRRD-m*?icm`-}3d&gYFT?Uc zJCR=RKyYTfhO)V3L~P&GeSOhYvak0eYEx%!5O9Fx^_NvJ%qX8k96Fua!votqq`PVR zP(3Zs+V=r@tn!iOHjsPL{C~e9Ywof!Rsal4E&kH@l#v!9z>1du>*@*QO@}v*V0yJn za?tF;5#%i|GFg&x3^l;BJWWHoDnXq32nJrmE8m9e*%*p`_{Mu{BnaczQW)JsNs;Pn z*{d{C3Xq+0VHFZ~0mqEyPzSTyz-ynAc^|shi9;F0S~z7ljqQeIdPDMv5A|ylM1VJuG$Wo(ad3Qajjx|O)7A)?=Q-gFQbGT^gT6L)&$Ewa03k0Tn!a#Gj z%KrDFO$EZP_K4!zp*YXnTgoLckiFPG1g?y8g@azjr+ZrdY*0tL`d6hv6nKwoeY8njYL$e@w}wh}+FOLxuPKaTp^%&69Oc=`%cBSys{XQQJ^ zMr3oVFcX6AAS;1N|6N4DB*AZp-lFrR2Y|WSwQPvvX<*7)a1|wLl@yP)WDS>wYD}+5iCvv)uQ>rka!uS?g{MA1w7$hqn?8s0|-m$Lv3JWFcDZN zjieCGI34`@={+5F{?6#p<|=jF`a#W4hgl2N)kddN2cB;wHj@I7L9Uh#yuvWwu-WhB z098P$zYr-5ej3DR2KvTIqp|!h-_utEv@QtC%xfg+@B13kphtqcuEJNC&Izp4<793j zu>a>dD4(9ra*ZIMw}}S=?yCLL+Z)*NS>En@{fgM`+fU}H0q>XR64JBB{k?qU{7pfu zL)anB91z+?h}&*zWgxtF@djNXPxW3VbmA*F)yJ-E#S9HmQtQ^hPKWfY{e&wUj}kUR zkk6f@%7sKpF_jjvusnd8Pd2v;WO51OWoVX`IE z7U)rZ@WC0jY@3Iv?-FagkK=~%=9?9Lu&{Y1i(j|A6i4&}q(mk14!QjN+Ik|5>d|Pq zH}37lkBqy{HG=LaZ+ZC`5YB@+$l_mDw`p+sWw@4vtOtBt(ZD?;;%#c-MRSFsGgvMh z-g-UK9~_PXTQsz*)U!omp?HOk_FO!Q(Hz?s8*@9L?>3MTrnHc8&G&N7KLuvau;3 z-cr+SefhSnZx4k}MwD)a|v-N04 z?m~ZK_d7gvz&ThXOyRwvmAf!_b89`E5xv-S?lUf?SH^7b%T;di9zD4MPqHIfc4%|O zNKUUY2}Gl6lSMG-awg^?(xdM_>ZSWs(zQsTdCLT;iiEW=+xl3NDA0oga2?smHy*95 zu&p_B7JKp$E8cr*U~^%hwO@J?{rvo38Ki^JTr+{F+3Km^YdtzP%{BRJf;GLKOc z>K5wVlULsOuGSN_*zS++Gs{^tvIH$TB1HEP&VjVG*~FIFks}!9&T&*^PJhsW%flTt zU}`@_N(gpnPn#yANu|N@B5j|g`3`~qL4a|+I)_yYENSMNtl*{PZ5h?gA!&ooDf4V9OSY z$%oY5@0i~Uv+o$ujZ?po3sL{62kf0Woh^SM-S7{qEu%681L(u=4K~@-Av&4{ud0gL zRJI@_aCZ>eED@Y$3<>gKZ|`^h*1jyB{DJFZ*Tv_U`AfL}cpS8-ZqB z7$VCgAnmPeayVa<;W}K$PU}Iy)H&)1n|p0I6s`3 zLMki3r$)DXjU1`BzWGgN;@EBJlmgp5zIcJL?d!J^KN9_+`YQr*tL3okHxMPIf7MqD zP%VqvtV5%WO(-mo?rfdlHp{dC9&QkzYxe<-254@kus7O6%F`z*xs#Mt_vqQvGZ!=q zD~$^QTRI6ET32fUS3mD2BWd^SCb`S70n|3rVL5J_`j~7az^8TTqte6qO(5!rF4Hc?iFk= zB-Tkxf$#3fjP>;kuS*0nHZ3uraQSdS(0xXL>>6j7?H;#7K}y)im`6k~U+EBS~3o1xzmO#-2)S zeh{BhHw~gSpta2<<>p}2{b+c?l{VcFG+_o!xBx5MB_MtcN%5 zHUiWHA+P(6OMXFXe{X)dGuRV-IBq&=BjJU(_m3s(yo!HhMt#8GMRH*ct<3#<*1b8@ zOek7~+pP`vfHrVm+Z}%V-2Jj5M-_1OoER5zD#h_Pg@7QgB%;_D1ti0WzFc$RCU`~_ zs0SSMg=84Ivx=_HG=lSPhE!2i8>rDl)+fWV$l1^B^~lL2oO?t~MmVJRux@_%x77o4)R0D*2COn#OlBAD%0uF^wdYSy{b!{C}w zDz&TWMZb>^bVy>m9U@W6Q{}!^O2a#o#uct z`)gk$01Da{{N5YSZ7pZz&3#gaV|k~Pz#Zoc!tW`9y(UL?g;@ASN7t?<_7#F$>1I(z z81psrYz5Z0*C84;ayh9dO!mIx(fJgdWItsWQDh*sut1FBOGG1@!>qJADVTFQ7N^%8 z{>PHQIZqE$?XBd$W1po+-@gw^d77W+42bFPQXS8U04plFU4(8Z?^}S1N6OPTtQAc(%L5j_1^B*}XgMgPnft@UTC}aoZOCGss`G zQAgSJF3~ikj~ajWeC~uESM>N5H*1}`kv0I%^X4R%6|Nc?{c!rGcOMujoP(t-_+$Wv&=V~oE!lScC4 z=)aE{5uaNZehoY7>%CZN$>aDy8N&rBM{NR}+x6b9w2ymZ>SGgYNci2GCmU~7nB zM#-2ffjVuth!TDMlX&bs?lA5#qH<}<4FFa$h%n90BBga3+dq#&vfyaGxEBcAMJMze zRi+*yjy0!WT|g=y)?WV<*aOUPVj#A@W-6skirBQUQW@{GRe^n-%s4dsFbo-jJU z4Jf{28y~cCY0AwBO&O-UDSEy+i9Dg$WD%AEQ%wA>V`8b(Z-Dwif-jk2P$PaYl(J*W zm}UE+Hj^Y4AbN!`@g5OGS|BzkpGoiS-m|lTvmc!@&0k%+Mowc;0uvYvSr>ao_8}`G zUBIS4;Y@Ma*Z*J-*0ZIY0} zC#K091vC zP}OJ!)c@!dkfH!;zP49=)mA3LnLiTbA<$WVJbj-Z*k>)F6R;_s?o!EG#$$ zxvt+uGL6JWgtf738rU7XB)#fK7*V>h*>)X;D(&*?k_7k>Y1)4gAZQP9hA*7imn;am zMW(z5sET0a7&9Wej~vyX3m|AX*j14Dz4+RcN0N0(-2!Jy%-s_^gExTwozkH>%cThf zK@lq%TATqGeSouyzDnNs=v2%uTmpHWEp3gz z3whxS3nEGV6wPO{{2VitvtvcDRi(5dLXl)(t#Qr(Lx;uImzDtZdY)VUi0nariVPP# zBqLgE>;NuQYSln|%!^Tzw< zoY)=zM9<(4jZT_#G-nikp25j205P+Oh7ye#*Je<%T9_+jZ_rQrj10jwUJ@H8vSz4; zlA*5)p*LV3Y9w9z1(uEq0$eLS`<0VT4p8QvCF~&IlKic>a>EZcOvr%Q-Gb_(9q4}7 zUU%~J8kwnJ_{y?e6*kS$JlO$|GOJN96K(}4nfC*RB& z(8olmS#**oB~2yWUaVOZ!<20)9F%^Zsk}aGo}QDO#ZRO~&B;C1XrfLL<8{Q1g$jO?|}&I@TM&#MG7^wAo?s zHt|q~27kGk)M@YSUMU=gIq-3HPw|fLjSXo2=j-)dE=G?d`l_Qw-BenJr+W^N{_BU# zQTzvA*!o<|G~U2$(-kCh?r!9;!UAI&fs8}T!udBWHrRU-`m}m0-xa3WRH{F&d^_$I z>i?17xzckt3HsV!L%U#{*O!I5Wj|hefAH@T%?OrjXb-?+inM?pKnGHk zI;uav1TchN`r1_IlNHpTwweU{{+#qI|DJfQPslo}B z3KPrfzFt-7LSIZPo`w0i(H?ZtV`fvu74hISj>g_3*8R}* zFhP%nR`+(V+w?dTcdww!3C*cIz&%ylUK~O&7fweQR+3^c>}ZM15(ewaNq+?A->Y5m zd8MoXSWNFBZdcyzEhYjN7UoT8mAn+8zfK%_?x0DywJ>HPDohEmr1FBCk{lf2lqOrqK&?@TjgoRzM&^PDz4>q&g zGlEndIEW%xAYuppzy;647;?3Ep#7FuU#Xqh ztv8%5vb#hL^7AIS-H)6-v|}XBN8kuUW>Ll9{b4r6oYx%>$6?uG0r^yilw{m6W<#~5 z;~^1N6JL(q9=BrVZZ68ikV#D%d<%-z!sE-775LL2G^NMu+qQd@u%1a^f;0=`EE#My z_$RnY+L*!~nJgJ{Fjjzb)mUz4gd#iN`Ud+9Cq!)>zoh;rV@oHgS=UIZA=s%kMgxE) zNRJ^nsR=$$p8I)(C9=ft{|AugShQic&xZ^e7?f4VedUS#o4!A6rlfhke4zw}n%r?< z6#pF-pX6mD6+}krvFP`ggh}!%MQuq}cMV*E}kH&g5zpb)SXi8d03FCb*a*c+YzR-Q2rs)trd@lmC?` zJNvjc&Z%{3R}2G7B$DC@T3hI&?6?*V^NgFkjHFz1NWt}%RY4kC}?SrgGTgoc|AVc2nC{yvg)N$)bd+j{C zhD22YOl|N4i9n#?9M3gzGt?|k-v{XOnZJ)D$d)rAEK{WBbas4D&k14){A3 zZ5n5-(mzQ^;}2=Xs!%Xbw1f8yB$k%UbSafb2x2g2o~;NqubD<3hi59Ed<`cWDG9CY z@&mzY+66C!K8V|TDO*nCq7|wfO)wYe5+RC~aS7>QlNXJf(s|Vx%i(o~QobfG7g0edG`GODY?j=fSLTd5 z{N|*vJX9S}Bs|8xIiOv%j9M?^1>^M?`Zj3CQvhr&9oYQH-`j5KP6=0gku6v|^MwSY>-$*aa|}G~7JWLX!l-=U0}s z@MKgsEZ8bc{P+=r8s;|ZJrneiKR28$JI^49lU{o%!l~SyPpOh!-|?l!Gy9H=$&njswDrAw0>e|ahs7;&? z9HZ8KGRBo6$)E&PW&)mb>*0;1Pfc`2CDa0F6@F>Sv*FyM zCBQ96;eKJK+IoG5XL{QzIK`~`OO2t?5!s6%KDWCp?$pe3L;*ljRG3C&FbcJ#%^ywI zuwWSbAcWz;^8Wu4j3*2CItppi&3^q$@p^dC_EweP$cAVzdi5>e|y=g*13yw-QkliG4IPn5x zPC6mCGurF< z6Wmy_+e;=Hy;TCvl=MX0b;~@sxSi>WNtN*8wm2v`uw{R9M+UUDTL$~aDc!{9gMyl{ zh!UDZ;?e=0Djd*<#lU&Uub%9thEF9*Wr(}cNq9; z%m5-^pfc-k8k^ZU)rU@4Q#!Vb7qJmv#J?AxP^!q))-n;p1J=V4dg0i&t*#s-dep zczWZ33K(kWR8Sp?Unf*F<4IAh$~-e1(O#lX)8tG=?YQC{_z1D0%R=N?K{~2HTZ$WI zzE(MS74fo8mGfKxK2+` z+bn*;XUq8Zig@E$F2mOy8G1F0(`(Li3e6Fwj;3R(Nj4;v3!zWcuZ(a1vKjTV=Y69> zYwI%0XI%!8x3=@ebl?d%Q(_{phJeKz35%jdE@za+8#AXS@t^MCvO$esYENlIM|@|o zT~hd6>lRw7DUEZSVmz42(x z+E$u8rOPp?Nkp~9UCx=e4}EnczC_h0m%q3s=-MG?2qGn{5RgVT(4k*IQku$2@7wF> zuo$@ZOGx>?C+x;Lbvk4^`vxgE{9^ena{-KvxWnMT@376lcFb?}4d`W?SPUoeULw{9 zK6^xA8u`Q3;KiZsr*xFrmBgb|aK%Y?<_RNG`_iKr*k&-KYQ+*l{z*HM3CgFx7y`Wv z2}tP2*uOCJ5PnY!UYR)JOyLB*9B6sEL?Ot&wW_I9Z6e>R)+f<7=x5E_G_CQPkm8&T zFUv+}Z67q-8)L1-J@?9(~{9x4B<`Tz})va2&)YCf=ud=OnQL4{uZk*G(?_VThXg>QZulWUsb8Q#_@l76xY#5Qe# zagIBw$3dFX7QF&ww?3LD6aDdhTUT`*?LPOII0l|8>zc|s}2mbI! z&ww@-sViP83`xZ;?vaOmgUg0>5WBcNfB@% zQoL~p*mz8)F&hcXTD3seI@|CXZ|hGz z;Unkq6Em96Ug z_68xXsOTs{42vcF26UaFU0N6agDt_v{Vy8m2X$x%6^;bL5HJ3^yeYa5U%TIll20ag zB|Vdyg7lvP?@Cl%@nzo1!0`)Nx+H}9b%2@@Ewk#y!OBpEB|Et1`nUwKm;A%zq@Q(1 zNEFB9U>0hsixq4ye6lfv3WyTDPeW3AV1aVFfGJwIguWoF&*$Xp(vf0Wy$YHfs+w^k zVXxmJN+3Q=^`+pj_1e)fOrlS#e+G_*>IMLwR*N=*F*488kR%R@9JSsMwH%iTL2}g| zwJet9L@nlkZ;ZI?tC1ikWK?r!EG}6|y<=O9kSk04={8cVv)Cl}elzrx01M}}mOf^Q zafD>Sz&$7Eg6-Z9?_FWQ8mDd>rEjxa!XPy7O0|{$=|W=v)7r2Nxu}Uc@RG7N;qBPh zLjw2t5tF45J|2F#N!CBd?SKEW7_%8o?s5A!+Lg_4Ff5uyY!{NEZq9Hu#6z2~{u3sI zMzX&uB=Y_x2 z>9&y{Jaf!GT(=}c#T5i4*~~wso|N`_KSOu~?ydaT_%s;Kh@n{ZGz_WWV(~Ig_pJ`D z@DlEZ4k0phrXL&FCO zp^cXhZ-W0*kfvlZ={u$2@Ka$(GgC(L&v;%Upqa?Xr9|_i~Z?WOsuv9%)#@WXRkvay}#;qM=0$>z4pY*sbZB z#^LLND^v2{?TN9^cEtdsqD{<52KD&<3gKwubHs3^hhx0M)wgD~>UEE2@j|d5dZZB( z&+PXXs&jGqZ97$3m^V~{HQhTrDUdzwT^phwX+?bcBTTW5bUP(2lYGDv1qoa*9e+~e1MQnliLqtE?ls1K~bOtNZA^6#Pv zj}`zhR|n1(=5+rVj;*ra$;Q5850gPSe>T;Phv|OX_Yv;?dTK%h$vmPAx@__GF1Fb( zmg|G-^7BhMlp?^aed^bVIML$V->}5{k8T^MDS&qAbvYvu+y!P3Ab;PK{dtU?SGY9E zz$CW#iqBGyKh^cH4#AsnAEPKb<>hC`vG|ENKW@{#ct-ZVxS7? zKwl~i8wXN)M%pYZ?qS#FhJY+TQ~M+*rQFcU&D$REf}N5x_1UBt>`!%LqQM11bFv0} zC>UoyE-nhgA;jHYzlkV>@ju)9sb})>GXiE!!Dho6Hp>JLXo%^$(~2KtM65!xvpY-r z=+WyRb`>2Y2~Upl%u#`m0%hb-NC&XX5`QF3(EQpop+&R}@X4H>p@L8QjDFQ;3|qVh zEop_|)jR^~r$pOhkb+yrwEXiK+w`_MTDkUX5xeKI~5AnWdq2cs0$&e#=ZMMgR-4NkBElnt7 zq->KK4PvoT`2&45Se;2IEMGsf$m*eZ>(xodIRUUCXnil5?J-EO!GTJc>F1y5v9@f6 zAe0d=a;*k=YNYc90X7JIZ=!;r^jt3@M{yw?E^ zsIxXxV8-A8NY}zb_3kE-43U&YLGN|-H6Oe*?|s4fMH|g9X6iZ+wGZ{1-6wdP&>0nn1gpy^aN!TE#`CJ_X38O-F>n108CM}dgS!KFF~6_4 z4JIdfq2V}a8a_R`T>%TAy^<~>Z`%``)~%xPXD+VL#S6nO55Z8ENiuBy<5~oQ5*NU;mmS9A!;((ivlF1KRG@P{^`Hd;TAvDrVysubZ#^jgeYxwcEMJ zk^E6Qwv)twejPU;GwqO_6J&&VRTDKjTH|V7`Kdm=UD0%yT^Mzy?q18ZLT90}$$5kx zQIIeMUjr}gD`hl3LCcGBKOpSCy5~P#KPi`zPJ5QQpI&wu%yNsW7W~#y@xS*>W%Z%0 zu94-0e5k21&tTPMD5H1iO9jL`;ckSuC>IzQWf)~m@i{BWk)U7&3B)5E*-f}Y(OC@E z(^J$9FZ{_9o1cdjyR4wh<`x8rXgiLwV^Y`F_!`i-erQaycy-18*xuC*H!jR!r8nW@ z3F+?6YeZ#kX9xp0s!hi5+j&83Pa;cXDw*ZnA)?DQT06$GVA_ZKBhapu5L`6hpO@<$ z9bX?*)%s)7>V-JYb+nmeVQ?wNRX@c@DpRPql-PbRStte)=aMcM#OGn69mYaD#T{bO zozd{I2t5Ocux|WBfhI$33*=whAlYv);e@krcV+M= zmas-3dx;knXcmnC8&uONi|;-1Pp_;BO9yx|F7)gu-M*?8BjPvcgYyp$?yJ!%viS%M>caY4tBwP@b&r8+LgAgM_&RPj1&4Ukk@bU zs2n z3nZ!3@ZjPWoM~!oX=kv?Z)?W{mBK8z8>6z074T$V%O*8WN7v6ZH-=zRj)yNBkAEFB z-y+-Yh^IFKoH);`!jf;wrokp$-`fI<@BQP)DKI<|^5M$zeSC zTEMe*JuOMs5+))(DcFu3&in0Vl~=>>w`idyOqpTV_V0j7xfkFmf#F%M-efhM4c?DP z?h!7=oZgP{SZc*wF0WcJmLuvxATgNP6(N`~ssx8>G7HqsfSt4y(Ozj`-ww`K9#4`^ z2xMhj!2`(M7qocU8edc1EdOV#PQY)-ZA66pQ<_TC({;Uy6TYNQ#;S8Ee2pTkixs9o^e2~tj zApfm>jYA1BaEw7F9kTe38;sdk<%0^ig*MG#h)*;&Y=~dy1Ia2Zf21iyX)v7soo8Gr zpZD|xo(7?JeY`si7B8ln1h73&VJLXX2IvRoYLqWXRwIx=c+Yq{;$3 zFa(?K*?{!aA!IS=ZfI90OC086Q1VLHHXV)6=gFZ;VBCk3E-lx8Q|H(?CGsMEo*r4; zD}#$`-YH-Oxut70RAT20N3XCt{4cjM*kt@Q_{wy)w>TC!D|)`)ah^ielbo2*s3ys` z3yICXTH!&U67`Gd0X;}nd3IpF`04r=FY)W0keci*%H63(R5O>g3AfvxQzw{?QrFAk zn!@{TE(bKa(XpM0uJ3}8P)Q_oGc(l_LV;20lkg9cacz`^kyjiRZnh-514doAI`ME`*~4GWd^nS{b=tWu*c^`S2)*NHlAU3T+6n)vl@L?IdN-WI^m5Mr)_pH z%KY%%op`Duw3?WIUzM)w5;_AV?2n0E+2SJi2csh15Q&yCEWMI2V}PgH8k1i3tiwaV@G?qUtgm}#>^ zb^|fC#a-W~sJ7V<5Iselj?7!t?6R)dh22JB2be9PZ9~eo7jTcYhFL~|#n&kfBr@`l zp$Jr&YijE0th^p+g@os!sOqn-tOC%p#G7&)ecg%Ck$$R za_bFYs&WO0>Gxl(@aYOCvCs+{C{7m+JGyn;**($J1OP0#MgBWAbjBz-5GZO`quU z@E?D2M)~nvh*jj~FTa5hmN%TaIye;oyJ7hG6eZy>sAtrEUC~)Awgh0LARsWYB#QWF zT@4?qlZzyYb@?0Rip`k^MwLlUsn~3F2B{%=64n0-YlETcihw#ZU)}gJ3E0`A-D_z# zEIgP57GP5@VO9hu86v;^5v@t`xpzB9CuM~~ zrK+y0naG^>ADIHeg+}*~5tN`#;Nl`jtL>f_H-8A#iNDqNBR+g>+>!VPdi`0(MXW;M z+xx2TiRB3q{V|4P3k=SlOzT`7*R<{6&T$npiZT|UDWE;Q&zW@51KR`dJK%eaDdBIR4Q5XrM&WmepS= zi#4ZFYl1f97KANb+(_d_Nl?Wfr8RGeBrhLQRo)xK%T(Y5~$m^&sSjUqFY=YsSfcEC#{tTeG_ceMoekfv!LFqsBRpPIV_mpztnrw zyB&~A_+vC?E((R?m9$r|&bsiSZ(r;BN>HNVP$}(bm`aGsRu;Qk#j>++@HcevV0^F* zHW|eI5o%qg(n%z)!!>szvNzc3_Oyy3U6%0vmEorW#~7Vj@2TLg_#`dIZe;p0qPSnM zMiWVv=sP&tJV?GhdQza*O7mS|4k9q&9mt4AGPTIqroDN5f*%V&8iW;APmwFn7}ssu z8h+2s0milA633`$dP78KyArlXyOsD4OXIE8n8T)&u2>gGclzfxlaC1}T_FjuevRaQ z@}%6rNU+DyT55`Udc{!DDw9waWbzE;&wX$oc-X)~d(YFvq3k+H7N%O7`_Paqyd{

wy6E(<*PCitkiD_@UT>`LVM&VZ&a#t2TNDH zP5sDksyjwea#n<%@vYI5vv0f;xfxetNd1fi$tJ>DKkuq_-Nk8PL9cKO;!OwsAX4gErJZ@gvK($`L^JV_Lk^yA$~K zrs0)Xv5J$>IM`I_GACls>kvMd@;4QVTY`qh?R|fC<4t(msfTCa_#=wmbY+l)ZQzV5 zjji4hEhmUvWP4bfLEE5;WmEFC_54=?8lBd{5i&g(2`OT&qOKro5gWcbElrmkb&=2$ zOj=Yg0V=F@dbAL!lh;2f0b``f88Xjes#VQvhH<%!5&CX=8G4X=ug==kMsljiR-R;0 z?NE55|E&HqeqXhQp*eM4x88ld;oIb;`P|H+Cy1XoQ@;2f%Rs8-j?c>NAWs~M*<-3t zGpH|){P{Y4a$mgNM2qtmA^kJ!em5FpSL$!;e=OiHxiR*IW1)!kH0pDpEj;j{R)>OY zVaHqC(UD0Db}*BHHGRwCtGP11SPlCw658PCi9h?d-6Ca z^VB>Y?y);BM_++ugHNFvABKoJkiuJp-sK}2MqM<(f>4)e*%~iYCwB|_T0bhM+mGzRG>W0}5)M-FJF3OWN*Kcp~N<~l0&FR_5h56#e zG&Q)gOQPd-<2S#}k;XN4#yiK#m>az98ZYB4RWmAsyf>mi?= zjt`l#+8C)G%HsKENx@n?6>4+B$6fj(v6S3voW?;BX~c&j->O&Ep?!e*#KO4>@k?hp z(EV~~P8Rsj*Tq}TJXXJqc^(7yX4PQo;Cy2CP!z53SA_3_=bfLLzUanTwvTCvl6or9 zM_#?8kI3lrm>SP|1CwvWU2IVGiD_71^b~v6oFMU_&NNf_=z|+?ML7J$5w3|`4~3n6 zdHG`({eafV7Z1h1hp(f8AQGx^rAM${~^sXXdN+N!ofLC7iOwJAP@OW*uIe{Sc)uO1`&KKS5H z>dl3(o{W;q?@@8@TuLGqsX}Fu#D$x@lF)%fHMzPv$1P;K^qvQJT4Emzpxs0jD8248 zL~jv#7?%zD;+%#YU14Cx)l5&G{iMSn z6?dxS{}pmh!C^*GyKZdTw(X>`ZQG5_FG*vwv2EM78{2AZ_Vm}xKWEO&x!il!nsu{h z->m0(>oi!9nl-9;S*f{7vi4Sp)Y=!v zFJd*&U6ZP!obL=vm#)x-)&%UZa1@6dQERGjLs^>=k>&D)Y=Z zK0~mwQ4_LmOz8tV%F>oPA5>H|ha<42gCJ)qk1IB-QRQ-0-dK*)0)I^>U!LG#R?)$1 zB|nVD8+u-S&AxF{kJfN}gF5GFhhLsry8$4&>vu@>R4XMswcsh-E}T?dj8zD_Mp{B# zxZ~QrZcp)3NQQQnCq;Di2c__B8rnnIF z$P)$#+JgNCs^{^$Az{T#{A;mbo>X|@!2bp@qbQ8eFBfHzWkYiQ{LBH;kcV> zqCP4EVsE<a1H0~_eE7Ithby6(1|)u?JPP}}QR>&_z2~5AehJAJ(fdhFLuffKBvOHI z@=co;NeV|3m_VhdjP$Gu^_mzmS7`z;HG16eCBuJm@$n>@1g9w_!jPED!HV82&Sg?g zM)en~2V_!sSo86^3FM`E`Rpk&2E#RP6U)xwB%F#Wz;r5ju}J2JgXW7j>ttlxV=@~8 zeX3x=yBvdY`S%ByX9#F;#m264Xo@5rO2boBtg*>O zn52hP1$T|&VSfk*3;7Uio3^Nh#J*$#s48gRE8}Q(_7G4j;R#- zaI*eF6i`e<==%IsI6GHq`&*Mqy_o0m9eWx0Ki6uqX=Kx(yb>=lWCl^yZ~ivFRWznc zcf;57(A$@Hl}Gq1Y{QD2(Yka2t%fL;iOS<*%g(PdzNCD9DZ$1+iQ(b4ZbJywu&Z~& zK2d7ORtuEl?`_{(SXVMSG{utt&F4>z zah-QyJZs^AI*|R~<-;HEHj{+9#3yqRWiv?BQ-cmE;z77)L2@?I4BnFln1UT2^zTCh ze{p{XD1VRRqL5K^ikC=TO%Ya`KE{habKmm0_!BoQWTNK`(Q@9*Fcxar`p%BH!y0P{ zuQ!kOV7Le3LWU^Uh%!?{osB?gch0|P6($-~dVQ)mW+JLXfJ_iEmJRa^Bfp^I=M?F7 zKG%dtZ|)_@^T#2e;s22<%$&ucL$7j(Ub;S^8_WSRCfJ+Z@J#vAZ@CTkJuI7L9PtBeO{ zZyvOSPZAJMbY*$1IFs5x*);D$oq<5ogifX6bi0kvRlj4LNTurn#)wHtseBIn&vB$? zx{9eDiQ}Pon6OTFmAGe4xtsXL&RRV!w{tZ2f+-)nQJpkCVTXmV=RP{Bep?Fx-|- z4DP}tXC8ZbDR)7hw&W=u(e&2}sm8XA1u>t^3n!c%$!Fi8vV+ z9H|J~NgIgJY~IrvRelii>Yizr-SPGWOD*BNiE*dNDhK>Bk@-XopNo(+v>6XkX+6&{dQHILd6k0?`a&~{k&$JMy$}{ z4vqC01a)(t(87ypX*0IV{u~|Ja(%-_dno7876|HXjr1|lkavE;X>*>`@;0HMa5N5S zdfYd8h3@wwj%4Wd7h^ya(yzT^V>Yil<|$LiOEm?GD8@w?F$um?p2W!37Xv8y_5Jw- zZ`FG`lo|d@tf?r|PKtPJ?Ojpu0jFz2_S*)@o+B4Z3NB9t2*1<2OTxIoximr@Q#?C_ zR9=zO=A*=J)mJ&nVopGW!iA@T54_CAHyF$n>+{FZT?qXy7zdy6Z}UzPPu?S?S*8mp zR9k@~q8@_e4ttaO=CCcgOlkAuvKdf4meYa94_PQ}TgLO_pEl^TL};b%F_-)tK2UV9 zqmNynnHM38dbIiKU>o->$>C9Cd0P#%I*)nyOiPXOh%>GsVWT>hYos*yn_=I7ro^}e zo>i9fEpHd_^kYfPxSv-<;ZUq;UeZ;!M3`oWD-rpx0lMm!-Q?)zpmIS#}aG zzS=v@Llto><#d9jXF-Gd(`3suu-fsJ>jK>8v}?^%d<13|R7@ z;tF}6wiYcd(IeA_{X4oFNpEJwdH&|WGHhP3t3~KJ3z0Cc&{#W&{yvjo5uL+~_&Eju z11I$&viFHXorBgjCy%qYC;~m-g%j*-#x22p2%YpNR+C#zN<9{ZWbf%>rKjik+`vUz z;+etk=e-2%ba{DNz)^mZIpHFO8&E$gGVieby2R&mGy3=yT8Ex4z}7pjBj(Q)-DdK-J>qigbqx8qyqY|KlrVSBc(SuQrh zYr+o%7VVJAvDOs4TG$z`Y`Oe`+?~=E#OFUgC#jKyu1II_`Zpa_#Fr>_gnl?_IQn%j za^M|oGOACdGOXhyq9bqdH@iS1HTQ0Ama`!FFKmO@+zE#ILkJLLX#+9N!)(@=_Y^g&S?xoGyP$aFDIeu%l2Zmq;f-Ja+lgUHb7MCnNH$F+}G zECrSv+PUFbV-Aro^b$6mr(7C;`hm0|B&vJ5sD!BR+XhSZa%;7ri3fa0na#)wmi(6Y zi#TeRo=o-uTip14qfzceG^f&qy`;qMR!x|r_PzeOM(mN~_k9tZ@@&~6+XqbjoY_!y zU?wQEe)gk%#kfuyyx&d?c`IaY-(Y$V28-gwX9*Q=hYOLyFL1r&v;>M|bP1wWok7kB z#qDlPNBCO!HQyFso)1{CZFkHU^x@wMUz&ts$AAU_};m;4#yr!mQ1tX5}mOz-EY28XwvidF5yBNLz;A(a&ZWp7I}d+XTlkt0cpY z(MRJad>&tL*n*=$B87@-j{+nrv)a{J+4K;ob*a1ag~PL-!-4BKoHi~t7Sk(&jMbq{ zG6ib4c14m+=v=+oNp9}uX4ONu6cLYOl5S|?YtL}04e*Lfg3T%U){v!vHxr@Vp90p@ z>HuiH3S`$MX4oI{8fj_Qad&S&w{-Qsn`%JNGmiT!&>9$>;UOg~fuvQVRSrse|POaiWylDA?P{wQTz;zF)kQ$9mjvjMItYM%R+Kry267QA|On zM8hupG^4HGB=LtWErWAG1!AEjBhMv+q1ENXU;26EvU}$tAiJ(1I$yq%1)+|;IY?_%)LZ?(|@6XvjsbgFZ#7m(inYppPTYl_qSYwgCNOIHG4{?mw z^a{+pck0Dpm#~-@`Lj;s*_^A3ce4yp4Ocw7@M*s_|2UZ zfzRppR;xIj{IJhBq?rj^3#{jeOy|NtPd5kB75A?!gH)?3gXxONf`&8#C#;u&GfAZXn zmB=-X@;PT{Lx+|IX9k}S+GLeLW}sSRp0C=uf*3`@j2RU=(+NgJ$;%%AJms)%?c~+(G%sR2g!1f`t}1Q$U=J$?e?F z-~6|zd-;#)OZ~>DXp#$pmMsry6$4Y2u%gu#hZj)BIJ-=UR|4C(Em!=lQ57_DYgc*u zk=Ui$OCR#&<@qr|*%nmco@1qwa20ebc<~-}F@j2K+J*;OS;o4fusuyik zf7iEXa;~Y=zM(7DMu3{#*(H#nApfVKKGGq@>WJ<3cQ+kPtpuz#5#3Q`+qNsBrp~lM zxF2SmLyxL%;exH}p#z9SBfg<8!f=IRrb-2z7=j2l(BvkU0}om#c{FCoUo_EiEi zPD@MD^ZMDX!vhWx{lA4kMIf5lI7yF}>sqE_r6ZkM2632y9sFS;xq#fo!mV1Uo27Mq z@6%;mTkZ)Y2NLWt`1tu+J{2eHyu7&8+Pykt;V+sM#fNK_A#r)`3|BqBvII(_!;MPl1a5`h8>Fbmgi~&K(hEAEX z)uM%~=TpHWd?!k}*BBL@C?J&Hi7Jd`R;{+{4!tP-Atk7mLv^rLC`&fAW3O_#lez{k zpoPOtwTrRiqIwQ&xov!}&L>Xmsp~>IygS`$S7-0J^!F?HzQ8W3c#auDA`+JfV zMlGfDoi3T}%qb{We7?d_3)|%UK(xC<0K%YeM2OmTwA0mTv6GnI;QZODplY7JwrH4_ z;8x~hA6c{TC(+-YyYpbpZv)i(WxZ8)+_-PRH>9`Ia9DG+|2y-9h2_72=k|QCRT@y1 z{|25*C&85Q{tI|UZ$&r(^Wpp-;5mx`+*lxK9v!U}Sr^;^50sU&^&bd*h!4v8pRE|J zzDeLc`2W?4)~ZkkPWT;^jXl-=23&@Tg_)CunU#l)m4TU)ikX>;29`>Zfg0O|^Q`OOXQ`^EDGVLZ673MPd)UGq2?)X(&sp3YJz z&>}ePGSd9p5Y85*8s?0SkjIL-4#ydEUi9rT&;t;%Q*jEAQ1cE`xqR|at7?@rw>DgQ z`4Cn{bVyA+X2L*VV`BhxTNmab1h&suG{0a};5ccC0PY2R0g+k_K4j4dQV#`>a&H@R zJxDvsDQ-l(4$6$Um@FK5WgL0XNUao6%7o`inwj}PphoL3;>ap0ug^JJ{99LC19U(f z>T^Kcoa{H>#B%8RI^;4mR4Fi?@748)6@3_DpjQODfeUYdSrjxv=qX%Y3kxVCI%mlD z3U^drs&MMUYw~bnkX(4NU)Zh4INxDNeW)qC>LR7XufT$3jpWPK$m!1e0SPUu#eS?=2l4eL}8OV__){`v@ETgq^{X-pt zv5sQ{QdxKi_+aa)!g(k|$_U40_3?E;1xF|msufg)iZEL-e1v}t_8SFnc{}hX;6vJg zQD*j`@Dv9hg_o)3K<5>LcAh<|n?1+{D~2 z?Xs{Rr*R9oSfHDN|(&o@jNPFfg~*nRaBD)$}Y{^nCO#3tt4rMbri*!|w%_1MluWOmW{;AX64df$@1b>{5O zkteDb>(*|?U98$xwO16Vh={TJGhgwes6Cb&$n?v)V?d~g^;9;P&$?||@JcWIX8RmVQd>y~{3H)JYf5{g%L(H9L(1=?3+(R0a26#T({+_8q z=qIS`kR?P^emQdXW0Lr1$CNDPy@}~G6>tT;BuN|UMNcxNPbXPMP2yNBc<>X$yGK7fm18Y6 ze>!tw6h_V0z0r42>}BeuZk-QyT=?-lq|Qj!JRcv80_s~`FE6m29i4HSI%`idXxA9h zy{ZqZ&A-hYQZuUFfhfXEPO-QopyU*2pO5~6WP1~e#mU|>lXxyw4B|59!%sawzkY#* zsOwOaa4OGM)@u`$Sfd^sIqc5B!wUIBu=d|;qWt5>Ta)AYW>vv zLOCSqu{##Qcp76+w6h>#LqFl+vH1|g<|K$PLCPq%s zFSLg+1ZSQt3}1ZI-{+gzWZ0kAGh6v>tp&Ms1hr&hb4IqpKARUv1+}c5bdR??cOxA> zqh)-az>H$n+1f&ppGa%MCEG2dtfmPC<{y1<-^oA6XNAGP$wlL`@)nZB{%s-4#p$1JT;o{#n2RygM zsuZ@-C%0R27j%+lux~bYx$?@GG9@!#G%ax_H6(-L%uMWC8Ch~rH3X0mPT1^I68BA|}rdYu2c*2}PVH&{psi zlVj})+63GrGW(nmI&!DX$myDSAv8|Ma5D8mDmlTkvmp?p39rkCSS;%p+AA9+SNQSe z2zHC)u{g8UfqMStoCo8d{BR@Y3GDg(2B>3;)jFpftuFeUR$o9$&tJ*24ZIoDoEDW* zP`iR(tp?mi0~+{NU$JXLZi=B7n_UYQna92J7&XRc7!Hd=C4=DuYk+Kk8OE6u!&4||?;G!PK{+Hn z+mZ}Q1$zZ&2OL+&R1XJYwn6juCnXYhq!ZUjt)0rp_<2Wj2JP5N8toBMtupDqcTDGu zc<{tAJ>(W0za?zAByb0S}~Pm}%O%&M`i=U?ev z3y1}Wt5OIm>~QOeI9Y;@BdtflQ6xNQ=5Rl-hM?;j0j?W(FFtsCA0w5RAncxTX^qU9 zIdDHiA3a@%OS~frIYV?qW{@eBTeu=_&4036G=6K(-3U>P54&|TT3IfWm^8O85{=FO z2K6|&X1-JOpDF+;Y`t)hJP^PucLP$UzC6g$@;pq(fI z8GVCI3=o9clRK~-kTHgv-P(M^#?(X0?r5b%A^3?(Mj?NnQi*7aaN-n{Ki~erpHVhV z7U9BPtJ`<%brFsfg;76qIN4s6zj@;BuO{YxXI3lmm($K~VRF)4-5g% z==>pBqjgryG5HQll;^q~f?d0J5cSlh?sc~iUI70}PINDj0wUc|XbgTF(C z+1Lem#bOGs`*<_XCA)Xqo!6#wXWA_?PltiyF8$O=pZ0VXnjJZPIhFW06nwp>)s*++ z1Wp%}e{By;Lc)9Z$Zi)>(BB*06d7H-MvvGL!h|AbStPgw9R**%MnsOo3^Svv8$8fv z?WJVg^A*W;O-$V$rEu79PiE`yQc@3w!SuE{buBSL7+f-3L&tE$Mzwn>-qU#V%+h&I z(adguC1zEuFy`H5?TOj61x$Pn=<=H?xqv;Xn)2vaDyyn3O9(Zt2mz++_} zUI*%rCh2fs`BBR%Jy^#=hO+ZI(iGdk|B|82Ix-V5G(B2!6Os}9QVmR}`OV%guP4YU znN?a)SswA|??P_clDOzxSPKRrj#grjIoeKI?uN#`Lf+L9kz^cQD4OB)%50Ph#PerT zO!(OgH4zRA)lhCZ{q^R>JsHh-75>=Jtj)m}cz^G||KyS}F;Oy*gUuv)dZjt@n8Dhy zu5d>0mOWP@3MZm`Xv;)3mc&n9QLOkHrm!!(h9(tt*`dkc&-wM!|2b@LIFB~q>xYhh zHz?^;S2Nr!j@Zi+lysl9C+LsQM!{ zo7ZnB8wyQ>kk?;xVejwniaBQakC^!gF!Bz$84t`NlTGTUeooXm;V1hco-_*oa@WL@ z3+TK-7r2rgY2HkTYlf7fwXjx9=qXJynn_Cj5=NxIkbW`rMDA#~9eB)71LJ!eT(z@# znJ1$g_yecwBtO$$ZeUp1N-><%|Z}e za$j<&zuuG9UkCdW+(HP$a$m0twRRk2Nb=T6&s|7U^(}L&OXxUyzWQF$9RW5kOS;0i zHcKz^d_|ilFRh@ig3LDl=LP7V+v~<7MT4w+KE5^2?e9Hzd4R+ODA=4N-?REC?Oori zfog>5iv3%%`p#{1`YLbG=g}^E%U53WmVTDCLHSv0!b)ttlZj z!!PW+gp znpH#uNY+}-*w}XN&Et{w!TKE@K~`PVle1axlNK!<6cnYBo5YjZv4&s5P=@{4QV7Vr zvW@Y8X}s5kav|lM^vs8Q$U>FmT3n6m`iIZ|i zDO`o_U)FtyNYiq4HtiN|yQ&V*BDLT9=U1OkVgJ7^!~F|?AX8)koRjc%uG)b`UA)B^ zMQn@q=mdWw=8)*BbxhYS+zWd#4MV3LNftQnV zbMOX@an9eDx0hi)OncoCF(r!8+>&{s?nTkG$sPTUZ0FNG#o6sEp%B*%m(XdNpFN?S zk`rz6JgZgDiVmp^-dvR7&HAn<1@@*EZKC-WEr)l&W9#9s>yc)pQ#y&mS*q9SlEN=f zRtgGC%nCn^WiG_+w~n1m1BKIzne2#GqzSwIJ&AppN(i?%Ojpah%SNkAUz;SVYu!Xm z3mV_eZ10Py71A2DOiyU}eOCI2%&mylSS!2zV~cS&(Yq$T+hvq|dEc$0KauOEgXi8J z=hXv1m%QKB$)-kb=g)mj*#pj7j<~|jo@mZ?wa)eI2OF9V((0vY9fz^(O#%_SYR4ao zhAupfGKNfN8+>hgmBcoxhW9*MMG9Ol`yMxK8fOb7-N#NAnfsqtO}Z)KneH77c5fs8 z&mY_CFS@^DI=ZI^dELAzJVdS!XUdec{9CMm^EeFu^JmK8_YZMT!CuU@$;hfZ((BX* z0QaT(nvb{@CwH>;>g}UhWh^yK$R+Mpca;Xl!u1tK^fT7cc3e0@#L{(s+!ibP+i`Em zAV~NB!>?xh-|;_cUXJF(Oj;`D7O+gx_Gad(H6Rd>2yC4CuuQ7f-sZ$CY@Dh6AP{Ij z*x3GA*((20Wa04d_CFl$|2T;e>+-YlFpEg=aEfwqaB#7Ritz}G@Gx_8i*ZUwh;ea> za!Lpi|Nl$=&HJCMR__1w?rDL!cG)atbch?D?Pon!UdF<7ZVUFS$ubs3r=1Z$g47{7 zxhB?XIaX*)lI)li@jj8JIW-WBA(0^sWQdCo5Sk^GdX#LJ(pRUM&g&i|L6ih4vVBOD z@FKWH_;kwLaqx6f5?0B9L$W`YCHB4~h%CsO={eJh(svQQ#4tl54S#{*9?X~G=R_&e zA)=*o%JKL_pK7M?sG@i^sYRI|9?t5eXXFT|=pgr_yZ~Qb% znIclVNO}5n$e(`4YL?bYGv2%l|080-HZFATr3Af1VFNyMRKnXeN)3+Hc}i@tvJ;OMZda2v~`vnJ&Iy~CqXVqZ6{GK$mvMY zS(9BB{d64=gMBP#OpBqH-(pTBkr!b0fXWDRt4BCn{rPj9)vTdkuMYl)(!EGT@gGT zpF`(3h~C`2rvc)s z;EwWnK}}bho1E?+yKY+5@Yu#*WbFYPF zHHve!sA8F1;&F5P2Mc?R*QO*~5d^m?fV~lh5||Ktw@0`Pi-et@C-nyNTp=-RCKeO# zpW4suUtRwojUm`$;dF(Y^`=;5ueY_c@HKl~SVXfq4(#Zak@zgh``MiGhL%Gq+V1;j zIIRgW(jKt1PJj1GJbH9ba*9~wD=Wg2yws&pju})dDR&c) zE`{Ev)Hn>WxSrxJQY;mOk3&?w!FKmAjWsFYam@C~4I@d+rKd?yTcc zAsu4#Tl@DX(?#~2Q#%nM^`_n=R8QDV8F=lNF14iNRf!YuvKEieM1?_I_g!%Rb6;s~ z+Jn{n^p(Nyd`(8me6O18#|L+tx6#@%zQ^XYo51Vz>6;ajMCcMP~_k0r3q%JAOSCw`|Z)PM7R0A=9 zy7(iUSr#XvNG%TpdhgYj6s51cd7Ngi0kPj5o9AsIg-NL=NxsJ<2f56UWhL!@Ki6m! zokYLNM{fH8=RJkk(dyvmexeUXuXi`#Vh)n%T;4aambkB*!`dh4`JT6ljln91k{=xI z?*8m5`oX{Qh5zvng69qoU5s%n@xQvqMO&T|pjxppeD8X&!sb4{Y_{(M!%n3K5(iIE zFrPZ16&`=;%2|I+oe+N}AuTyMk?WKv(lblvX{3_h;-=AKR3%#wd=0rs8XjWL6C@KJ zO<;{t@~W+mL?Dhp;W0@=*A0fqN!10P1Ba=IlcVq+K4Cu7r$e*%bdC2OH~SM$Fl>xS zHQ$#3x57O-UJ#tbGIx*XHMMsTEok@rRA-MjG4Q0~dX%eyl*T0IrPKS^Fr3n=q=^%6 zWqmu4C#rJMk=(d>Ru*?EAvVw5<3MDS=)9QT6&s88PSOjeMeoMRB{0Z)mh zlMe4s5>UI1C8c@9ltw<#2n^75yg28cb;9=mdFaQ}3S{ROuPgB_?+Me>@rp#?*~rw^zE{}gZ2ZiF-w<-hbS-Qv6kTniqFR%Ww3j!-20BXN%{&Y zT`A?XC?Kk+E`cwnk#ZwmR}&XI)!?#-={R3AG*YDIohy}v)ROs$laaWDde39e_S5pk zjfs6Zrg2Eiah~!fE&WSZOwu8&(>xZ`(OPGMNMzIw$hTd@*1*R<-fy2KiQC-(J$?V^ zE1jo42~Dwc7xc9k$j=4p`eqTy`VCATYl)9qZ?AF(i0VJHYCnAd6C%DkhMNU-sIheI zbq!{^_0+*8SN~FD;)&zegsv0DII;}+PlnvBd}e1kbP3BOHp+!W2?005zIFb%!pL2gojTz4kJ>c<%AR>u-dQ7ZQF28uu z|J6aUgyubQeF=n8s^?`=uU{fRVi`GmU#XFXBF9#&`k9jMjb{f-GqIa>EEkBlVq+Fx znC{`nqf?SI{*L!1$8gn2WWFOMGHzi;b|Eu?dheNVcc3~Y1tW@4rj)xqfA9AXOSDZX zB|*;#UX9Owtb7)6ZzQhkQnRdg_^o?!lN01ZHdcO_J_UGL#E&R9@F&c z>||QF&wKeyU4qhC#gv0*f-ad5qj6!GP@e`lr>xIY0m5)3g zoiUVGFuInR4_pnyZvO1`>veF(RZ|6Hf`RVj_zCFK{a7deg`$%<&rTDSNV+ZK1@2=zzN znNv%TzMq~t+#IG$=I#`9KU*e*alfk#fwNES0jkxm7n0}G<)5z$SJs<5 zkd_3nxUq+1&CK7s3~e~Umhzl2kK=p7hw|7+RlY};k7XJpjl)JPJZRM!X|zh0=M*Y5 znG%VoUrck@eb_hhw65oQ5RAQf&)3_2y~$w7}p(!8<_Dy76ev-~_YS~AP|Raw_EnlAp0vhZ_~qGBHFeM#}< zcKJ8o37nDbd>$ry$#pM7lfxaw20y~vL8I8@U&_+Y_sII|>BO<;8@<29czr~Sy_?gc ziq>qxGeG05SD@oa#YJD?Q-Hdadg_s7@%uxwcSm0>0t{)+VcKdY3)!u+*Az?nZ19;1 z>c*|0*-Z5*j*C*_&?hYY1SzzSBEBg+E?Qpi9qRYn8{YR0<3ej1XOIVvYA!cql>n3U z5vC{24T2KcgZIB069nmYmvU3*aR1cZh zwcEtb&imjL=<>BP>Us#L{_-0`7>*Yg;N5+0pYqV%3h zn;H2)cw$PuKr33JDwBofh620xQ*-=ARn0S%QfYlD44+JwC~gIi-l@hJU@sd_ZU`)< z5zS`k*AQ~+A$(6USm+m%eATj@@Qc)gNevc{Gfd0)l0YC|d@a$MFzvxr;1N}uRm9%# zefXISSX#&Tv$C?m2^}L)bW=K@gA2EK_{P%n1KMGUq5{FsF8Z9m=tC>!bKtJQ-K)Ce zsgJV`tOEk+9+J-XWooe57j}4Mwec|K=jx_5zm7NPEug0pz)H~^PkP$c+dayeDqV>!Z zeXj&XM$AiXR*PrXO+?FW%bvtm&S>4FyiF&-qr<=QhbjzBs(i7U4K zHjVTOzmbhuDnsg=e9gYFVh6?M-i5(4*LgLW{A8@Izlj>Z_Fnd>m({rZC#ctniy}{lvxc24s2D_G3l z>uWx2zi?t|Z10p}2q`->;R$VOzQZ21I@i&6+0mXV_l|se=wV3wQuZC^I3VIAl-%0y zQs0|-vVNM5-hi|mLp{+(N%9JA+~nH^>*o=XN>yDRr$ewub?l4WK8@$Y?qO=Kq_^v^ z64_Eh-tqbwE{uDm1V7F$dx)(gpyW?ji6=~$OMviIHo+(5Ta(&Ic@ z_Z0M@qAqEU!ihA^JIa?JN?zhb;gm{so^`@{88Jfp6R++s0}S*05;Ni*&- z!VfVtRq1G_dXn)>qgdVA#zEx~uqxPVmv_m8>Wda#_^6T-W5)Yuk!+vGO|dgfI#cE) zEIdRQm~UQ_${h47EhzI$J*jVCHobWENH3n-n>I-zp3>F}Mz%e$Z=a$&+G4OPjh-I! zqWe;{m_Rb8USrKvQF22xS0FbJnZI z%d>kQgy>l2<X$69Gc&nw<|GsAw}X01E*&?!a?1AoTB+G7l& z&#)^M*KZcXa3!*=D0@v4PXtbJY18Kh5eKSWyz*3vnbP5@H$%YU42wl}H_MABI{q@Y zI*)4Z+w1hJ9Vvfe@mlGOL`2%H3W$5FMzE)Sk5H+|!6j%;|J#`-Bj>V)i# zl#FseCp?*vl$m{DVGIW(`8^t|NYy6h8)NJBlt``ZRx#RidkDv>K|YgjwfbJ$&KRNH~x89nLY+g}%F2vhh4MPHDKYT^sVf)k<`z z@lEI>wmUhB9OnkB``QN#%Kzy7ZK~5V%pEH)L81>jE_&GOgqhz`5Xo7^~hF1)%`fhVz7uB_W&p9&VVNUYv}%xtuLW^wD~- z)*Z;wzGg?BUPXPjMQvavre#=Sf{%_t>>ydksXNPI;Y9DzqACO!%{TTT6 z#wrb4H>* z?$98;s>2xW*ry$Iw{Un+?_6^5^Tsg12fL@iA?ZDHgDG}$hbvL2-a)CZrjH!L98+IQ z8{VDkeJt@I8P+r1Ic|L}vJHo-yEWCY%Ua)LgfYiWSpLRbUXV@QK)$knwq?aLX8TIB?*OV%ysuw84Dyx{f=oQ(cXBmRatk~nWtRpx>zC{7Q(llb zd4UM}IDL4QTSqtWo!mhM0_r;Jz!##7iWsA2^QLrHRKlZhLzrcxa{66Ig?NdbzTJrJ z8BW%o>#-8dHwTOBa z=S1;ACAoKU4eubP0hCcm>`)qOny^o+4F-)Wmk<|^+c*3y@3VYQ9pr|LMO833v#sVX z=6uY-UOQaS{Cd>x(AP-^*RE(%8!Zj(cN*RADWId=*hv_^hT|HQoi-K`0pD^(Af`b7 ztHcMz*MNiR^tM`+@>X)`6)GcdhW4-ucHYSJ3AMP?f?eXHwV0PQRWdm5cRG2sCJ{H% zm4*g}v!|5)fu_{s(l@;Nyh6OM#Zs-z+m+kjRpsRAl1z+~srazSt4ZQ3Nq*|XzD$$h zWGyl`eYnsR(}TN<@+2SdjmR0o$I&|icxZ@}?Qy8!h_0wwZ+b$NB>EyzbFlxD_+|Oq zkrHL~30=+76I!Xb2Od?hpVTUo)rk!49S=6IO^81g{aM+u>cX+6=fif4r%IJCy|S?; zmteUgcPQSIO_5}VJFmAvDx8wePcEE&_2eZ2Q;0T+v(3AJtovUtk?=B;vDC zy-wX6CStO3|8d&dP!)|E=1s*Iznk>TC#nrQIGMbL-q6NATBhQ)8M)b>?g_D2Q029- zp7niLD>>B@L34{JmbYngj0V4r3SjvDvGz+Covu)Fl>7bt_hEWgLswoNcfgpH1x>)Uw6q z)Hj!FD||y2=Hqnbwaui_BW@%4aFykrxCXifsPGw*DeDfC64Cp&KoR2X}MALPxKl*8d-TM&J#4-kt#S1|N^EMZN z2V^HXRu0`wojrzS^hiVCzMP*xGVW4Zj+2*(?5hd;CnOgQ z+U{s!d_A_Q0JdH7sQdP*W3hS2=UoR z%TtiWm!Wx6Rf?)+H9v{)Y@wSfmf+P^Q64}tvi|H_F5%00sn_W<+@+xn@=s3NDHLZM zT6Z(dyXC8PH~qvJgVQcd7i&60X}xK!Y~BnHn_sb(2&9N3h4>E%ykd~zcgHtM3XEPiluSW16{?gVQKXKB@&1l7!P@FVZ*0ZwNy!pFOOMdOc z5aTni_MPX5kiD{xD@5+B$bL>9o{+e!)Id>`j5%38p4j5#jX8GZqshxMW)+eLi759T zKT=6uSsh8q%0xW{IDPF*01;h*p7U~vU zTZT^hbDNv%^EAx%K)Q>U6IRXBDj?>-T89NW0Qu05xjeg0(87HR$ZIC9x12js4mj|W zU(QduT0Y%t4^^vRofzN>CsAl`|LFWsASFLsCOp}SkrdSou8~wt0&9GB3*G{^Jp7*O-?1V8fq8ovb;3= zd5xjcgWPF4zvAlWwb)n}{&h>IRRxc#+?d$3H(bK?i^mJHiNy;eKFWw!B`X3dxo=b4 zo1(wpt>>B#d>F!i-{CXQjb+n^anM6EwW1WaDl>a%deL5vVCWi+3BV zanfMus4hilcW-i4O;$=g;n_20`B*iK?-?*JLMF|~aO;@Psh2Y(Z@fAOBVUfn5(KcWhHLZQ zNaeZgr1$=mB`wpakAQ;FsDmF}Dz#>($fTfU6xFgSaneyfzfeWV^9uEGpC3ok#mWIf zmPcg7jT{7?`A9rileEk}EHap1u4dlhZKuk7TFD`I@X|z27W;W6slgm$n2(hLK(6_M z=t#VX6nlZSd$H2T9Lii3dApaQ1SfOOJzzRxri!b4ttW>v<9Vg&C0+Tr4!2ID4_{v& zSH3m{ulxqD?Co%?jPJ`m5G1zGd9IG6%gl}>!i1?UDmu*A^~sD)o}t-#Aw_$3s6X|=+kO}mg+MD2)?;7I96n*?4& zlfjE_3jFfYk<#H<$N0%M8t1P4Z8ZMyODz2I27Y-5zchC3uQDz(Ppc%4oFuO#54i_E zSBo{_I>siGhnZ24)k_Xkl7D^xHWaOtb3-@4u-rMLzH1c*3Gk7*U6x0h&sY;U6fJ9_ zH$U^1!O%u;oGDIQ!PL3S-`#-ZU3&OMQYf+Z%<1#hV!8IT%VgGbC)Ksp3C^A!XC16= zx`t_`syU$2@+vdWOC^B%SdfNl%Wdb(D{Pj^$}T454HSlT;}+)ttUChiewBQ^Ej0LE z?#*{^)2Mj5<_aXGvzu9H3M>?pMIOVlp&1p3GZURDzRFF#S4i$X3477YcTuET|E@ku>e)(Keb70B9z1W?o0DjO*cM zQUVT8a2Bg3(0PzEoXWBGBzPxgTISI<9WD#d7(dr6JRHMM%K<;{0}WQwAzyFFIOl#! zHCUMn5{=>3uM`HL0uNJoNkVQ<#&$(Commk4!*fedA2)QSbb6RJOCF{J^vtN0wDt{RO~6p{4b_Hvr!f|Zix;S zaGm;6kfr4$mH0h3obKKb?Gt0DRzg`#qH4(b(_ySu_habJKEKp({20e^Y_pFL;j;!F zS<=cum(|bKI6D(?su;mFmMiQzkWG{edenDo(2*@|z{?8!;${n8u3 z-R^FnTPC`LmoiWAG64D`wElGoa2NLh%|rj|RW4mkme+yQj%5+xJtZC0 z;Hux5a2?>B2E8|y8TV{LXCM#P{2G_hNo=ideGgN7yhDA7`$Mv3L_~6*bIN-P5`0Bu=+r4q?EO_hMK(xNd46lPp zTBYE0eI^yOcB3co$uZJNe$tJeRykEm)aKqbs+6de>)k!qYSev`CRaEASA@VDg_mUM0^{}<%xc#L!kHFpEc)A(68p8l3X7dPE_;KEPw#OVi1;PoX^iU znDNOHHWpfARJWF?$b7aKTq;f3{G-2K65>Hb$gMdYK?VKg0{r~hK_+~MCU7P^Hk+*q z*m~rB2e@LRNrVcz-43tyDqW^>GN~M7YQQEWG>nNe8VbivDvPI7z;*671(!Lx1zar5 zwCtl@s^Z;6RM1M}a{!15xzWek2;t3h!ylT2Kjbn4K2#`stmABk9Q?E3EWD9Hcq4v@ zM%v`Q+H%pRaeP{MI1%eiu<)TljZr&fO)o$$ju{q(!}Cm^;tocdoVVzRPzbWDd1UHwJ;oy9xIoEDX|8QV$va+X;C4xovH;W7f{YK7Y{8sI7%LmJE|Fp6aw3 zk12BWzo=?JHQepql9b>C4984%&B`r0SvNo;hX{o<*G$WAABn@PyVkng@n)bzM!8^^ zocL7f@ga@e%Hb-30Cz}ibyYnDGlR6vbD}l(&j9vO$U8Fr&kYmAomO5?zO=#u9Ahl% z_g|j+Ffu6gj#W}2o|vxDqgtYKEyiSUer4Y7MiIlemP?1KdmpF?QvjZ^S0C(WlUB3D zlq|_I#^p227Aef(sYz3#4B20uQFEp6@oJX<;DFy?5NcCp=cC(QT(bDE^-fq3=R<<% z73@{TbXN;b)jJmqJSG}&d5$!=8J8YuZ;Fe=HXZwD?e&cJd|RA1wjcNTwC4Ea@UqjV zBG~kv@WctdTex&g?nY|>Fniz=-Sh5G2Oe_V`*vwwl3Q0$#Nu3>*nB^~cu!(ho-OV9 zj*qM(_8-{xB#`6RFIo~)r%~GzxnYVZI<825JFe%wG(Yu`u#NU%Eun6#_eY290P4A* zj}pQyC$WQ=gP&mde8aG~bF_N--2+EM>Ifz;qFZz`fo1yd4DrOIZ9j_wMi0NZmwXhF z#$^e0H#;1Smv)`Z96yXOBXNoNn)Mxlv{*^S^F* zRvY%=zKp+#3rlD`bNGp3*i(S!Nz(yc%=*l!N~VlgtXGwFBk$F|5+x4~YvQ6|IK=-* zgXW-4Sc(mCeg@>BS>=QBoZ~FiqRuLKn9*1j0@03Qx6>3Z*N!=mYwK39LFL?SjG_~5 z&+U6DdEupnWDNFFpL^V!nJ=Xd!WWK49#@KTQGWaVdYpJjw`eWfAX9=uF<^SA5~MuxC`CKx3KL>e^_tddgiVu zIs1WJYK4*B+m|C=d}eXI971(HHJ((dVp4MI;~??Nj_QZl-Yvo(IIdYoSF3)P#ikZ{ zRlR(@c=XAM?9%I3Wv*kt*z-kK1W+u0HR07N>SR%UregL(lT8ro{>&V}@NV7U)M&S5 z996_~LNmST)LDpA#E4X;bW57h>idCv1hq!ym+UK~v0pD8FdTg`qj%lo3Y2|bPQyf- z1c;5!#u92Kuz2X6b580-G@Yf46ZOFt=cziLF!~hn_8M8VEWZBu>ZD3oVtN`-(fYka zCGM<1dEpyHp~A~JpTD!+K6>53@VOM3z!_7ABcrV?_p|RlC!G7J?3aFBB;4yr{sjnS zrb*Ys+~?nCPCTS-eo@k`h28a?O2y*ls9~Q8)AO0?%OB)llfR%ivT*F~^J4O3b(OG) zS(Og#JsDyJ30?*sF4FduN;qF9j8x779kyRaCF7g>MX$W%{zj!Dz)R%+x|i=or0tic z_VC5|Zy5Ul=SQ=zJeh=2n=K4fj{|HD{^P=5Dl~Gdi|P1pzLdah_W$@IEy_en@nuDg z@GM8~bZ@Zn3g_d1`(ZlEQqb=NMuGLY=2Qob^Gf^5k|(kEpFXH_MJ>ZyuYPT)R~Wcb z{4F>nYSR2YpOTgOkT|wlb>8RYhDEYVp=7Tl-Nw?$E*h=-Xyyo?_Rs5D$30U;sSwEU zVEI(OfR|f(5ZM7jj~=xe*OAJ6pWqOgWa1-BaYLuCXQW!kq(N$_1@_UM9pj~JwZwbD zm6BY-BXRB&7r|>NX0DI6QE}Pb=3F~Tpkw0cJ{wPqp}p1FldBKUu1YsdMoi~=k`Ymq z3y$L!c6=Q6^=QMqTH?KQ*kMmzK#E3y%RPvRNhvJ`emg^R-I-;-V#`bq#-={T`z)D@ zc2kbHSH=&VKQtgi>I-qj>Po+R#>GlmQmUxQW^k1v)nVS*pqpilAb^2jPXG(SXPI5GjuExF ztw5nNH!;f9`_JG~Fw1>qO)$UTa<~qY&rd8zDEM(`6Ul^KPb-maT>8TO>JI#`w>s)v ztLH`ix{k2fDMl*XnY>&1=vHm-Lcm88-VhHu3ir2RMQlgTIx`}xFX7?VB# zcr;{ZFngXMkkMfe2jlrvUZhl8va)0{}?8}7DU73<}ziGcGkUIEQy21JF^pNEl zGj12#2lANL9yAv2nHi*V7rMez7Md?*DDe)08GbgP)$~!egBUq`ePpN;8_sD{Me>5A zkS=Iu_XtrfE+Y%-)$DQydSRR{W65@0htAdy z9Uc{yo3nbPbBWESE3{mV)NN)u2xE`>RKfY%m{PK_X5qxXF$N@7AFAyt-i`9=+Azrj zp|b%NFZz1vn>8kwB5G}7_AYq5!7AM^pdZpVRTWUZEb~0rX-t4(f0Z)MSGH>Bj*1Gi z`~#)Tlk5pM&)bV%UwP?ETdVbI&DkiQRz2kU%*W#=)jSe#js%OGzutMEZlWU>x~hk- zO&8Pf$vgGBg&;%nYGXg^fmpqRPG4;1p&tQ{S!(wV^`{pLmq{A!o_FV8ubNbQE0Ywn zQZ<^+@7XL^t6jY}dO}k9WA(L%Cht?kbp7^@NxHG+Nf^eCCC0$s01s_nzl1#B$7&^3 z|Ea&ot=dq=Bcg-}+Q~0J!@>DzI(Mb&M%=0!KkQyM(YLdD>h8A34c=Yyl$?@gq0$jZ zR!JLVtt>T;NER{cC~x>8m|MayI^eW_Pi15cCUb5<{54}yJeP4`ar%1~Y_G(%BOkH! z%yg}+E%k1h!X=PaVV&pL&ac?cgW0={bN<&iHqZGd(>^9WKU(H1`7pjoCs0BaH{>h zj`qydR_@6{%tK-lMdR3@Xb1)Cm!mgwi9aOC!|_RyeYmuCN_ISKevLE2KK9H#z<@xyzrU^l17|_J=6qG?Y@>qepn}E3;lzwQ zZR2}R_tb11n=C?WPD-hfbF)_Z*s~l_4PCHt0&Zh%$WCUld+ahb#@N9Y<8L;rW!{tawDQsiDtqhEiuxTtQWu#q*-w$Xq zy`w+f>3j2X2h+t%I&_L0uOHuklS>ei=&gS>IR?WuVV`M@u&@G2h~}L*y|<;0zTnla zlYYmm!$>LPpfHToF^JR?bm7R^8?(kELERtyi3_Kx6^Kjz?eXV!df_4FSM z)m_5g&RFwpB^FW}U!i_8EoNyKz`WAtE>N898r&Jz4XR_Hl zK3qm;)vl9@si?IvFt3!`hR7gi}+y#oM!s)>IWApsKLpCuX>9 ze0aJg@a+qgPsdzFW?4-N7*wBlD1K|&KX_Bjw~09WG`^r<$Fo+dlk1EU178JNo@v=a z`WLnCEz5pr6{L+JXO5uA5gNI6rExgk=5xf;;C*pL;uk+JP#SUflVGjipL>NA|pN-c=%nFRWi))@nLP1qa!v85!QeOu@YyPn}xL`M!JFvg3Y; z=mQ_oQw6FOj(00rpBcx9taM1dQ5?K-q~d6sw8Z{`FM~mgU6<1?hDg^O$Q6?9iP?99 zHwGth*g-vboZ>+Bg{7yY*rF%(Ix zcSPDEhz&V%B;?mFG>+Wu>v@x_W6|VGKCM<%=#JHHI5-l!X1JLKi$1Hqee`^bROEYh!<>pcLSwC`U%xuLE?cBa6YG8h_hOk|B31RA z7`?APz}Q@^&(4x9)WsNnwV#h@{cyu$IewPIaU~=Hii`M=!~5+T9~??C3Rx2Qe89vl zF7$}t8^-aZg;iWj8`dCFOV?|1BV>%}mkU`L*hao)tbLr>r$aA2LVMj~Lb}1G{uI`@ z+QZA&;-PBGZnvh=4ig=M2-AGdk`ZXas!JpLa4Z1umalk-?OAH}^_3Z}((w_={syXu z_c+gmmutmFSBBQb2XmfcM2aR*Ib%U}dk4+4y*0SGDSBC)R1QYh1bw=Z33)tQDjXHCk4C5^XlsijJHqEv4;^JlYIvQGTn!qwQ#A$6%Xmtj*(gDm)k3yD)VGFQT&Gi}0wGPPI z%3zBour@d;wB7;x4q0FNP9fy73|k!sAW%EV>Pii4+#KEp1!TRnyLf%|7zBKBp+AiU zvc6E$k_G{mr#o0+(-B>(@A#1BkKx^{wS%~x6OvNNP!}&B8V12qqXstqXy*XDCHqQc^ zqgY=6R+EQuVBK76&{(0#mWGk;_307w?)9aa;THXsMHty69X{x-!@>DY3FXd$MnCx-b9P`pOKHZGJeH z1wx?+xSTrH(iE%d0^SEIu7g5iWqeqqwmb;dbfgJsW=lZrWn!#A6PN|>8&>XLSnFt53{F^EnyE;; z0iCUxZ0W4HFb(Bg>@e4Kd13`PEnC#BEzJ*iR5TXD_yheHpkTM!&TC6^<5AGHjtKLX zPS6yb1cujFXXb$@D9;s_qM`Mr@tU-Xc&D|Stq}jUm6h~#@TF3Uv(RDA#q`XU#_4$- z!?eu)(TXn`UKK3?*=uX}zT%r2>?gspUj*71u5|s_P?xRPS z!P@Qs^^L-x47xBr3hz9(d!uunhCp+QNg$wwcxD{BIJ} zVy|WWnoSH5h5nE^tH(`)f0aoF7r3gxdR0G5 z$H%|`$_KdoT0Fl<2K?eDSt+6OD?PkkHS>o6-hixpDG%=yyrG%##{f`ee9-i+eN+<0I|2vaUywW+tIWAI>( zX#P2QQ19F8 z37}sa#F}kaI?B@gx>P7yOeWi0qW^d|@Y5P?S2h}@$JkbGuI%=^7y4^*HF5FcmE+sd+y2M^ zHrxpKZEqXL3mROYtpTwB)liS4sVk=W;d&=Aet+k6d-KZuC69fWpvw&0G2{p((ETn(em4IV(0O2Kf{4IV%(;VfeZk^$BO z=-3*P2cd8x&@DGf8G^a}M1{bq7VXU1K-1qOXy83a8B{npFyI&F2BPvNjYLZwIcxqC zpM;MJ?FiA5wU_b;{)IX+&?I&mu6aUd@fvM78qh@t#34I#5Jb!Z5W-doY8nwo5G5M? z{7X>?K%y^-EBz0V2tcKX-7bPD|6?GA<39od5as`H`uV_b;m)?O{ii_evbtK%grs9g z8WGM2Y_E*5-jUz^-Z-`c8N!aY1KO_mhjP%@%KV{3m2YSAJs@b7M~(UU&f+yI98 z{jBhv830m+%fX+xS)p3&47-YWkHqE#&eQEU^8BWEAm4?M>#-@ z20Pj*C-jFIm!G*1TK)s_66A1qSD6q9qyt*aa3eDoRyOmqpHpH$Cbt{LcW7s+Ogc4GI1PK6{C)^syF8iik zg2gUR?GgciEwa6xocu!rK)BJ?itZeo0eLeB%xPNLOfCbybwkl7nCsnECor;OG8V;1 z5I%+|w`(2DY5q_bfDksau{$mQ&Jq3h7~#$-0^rZmPiWk3m*@tKThYqszIgF7mEm)4dj zF8`Xz*`jF(y4DfA8*4(F1_7tHd6M>nH31vPYT(N3nDGdKd+07HBqUS%N303H|Jvks z-~#MI@^&8~+VeiN1N$|D1Z*5n{vdgw9l5b(8C&G+f56Q^{ND-_2-Dv=Tx@Z*?N9w) z1o*{a0MxU-UHojzV-SvlD1Xmk7CIUjn$h3|fO53?TY!PwMIn@hDA7zG#p4kX?3d|p zoIfF^jVRGP_TNq)jj}d@|EKdO#J&_!qC|k*$VotK_oF}My@&)73jf`OC2axME-~dF zMIzMmAH+%`N|Y7->%14SpdkOw`O`wd{+*wQc>%>w_PYJW?!DEqG+F#_SMs7JFq zpKynCx>Wa8OlyWV8RX_3Ha8FXYBbQ%F#yVU%tLyNXgfP}^KuVcaGsek)$Z&72J)h) z7K!Qd8yKsd#g!-g$~yH!hXfON7RB#Qa9~--%Ev=}sk=xG3mO=koW)Zn{B*nYLq`P@ zv=+syCpaG3#>(eFecyMHro3%n{OT;eJmH7&RX=n}FyX->v0fqfafev>YN)UFSJIKf z2F7pB;!lKf)>D@z#G;D6P6amSHLFj#metg5u-Q=Yt>h~M?ZAGPy*$W z_~j{%hi@4*`ge1^a)p-{p*@SAe(VBc8z+pE69{iG@74UAka;%}!r8Y;%` z^nb?YPHhAHjBPh1xDeH~lvTP-sPPkfn{L2OFkb$lbW>y|H)Cr5S+tnGqtghl_3_Fk|C6ab{; z)V^~|I}H9$#x7Tgb`5}^G=r|6-&>Yx?}#0j9jO>JIs(vji7+!1ixZr-+_Wh)%f322 z*pU`N8f%*eDpW0VO90iLOa`y{Nl-_%U0}nGk(Pv}b%Z6M8r2Wu1!s($8^XAj%64`a zG~EEZ`3tgflz#rQy8yrXW?|wp;R78PvadBD@}SS?*82${@awj{K-c%3^P){jA~jV0hVl7Hl7m z|GzYZd;qLR%E*Vo&X96Ee4JpTU})GJGpY<~aJNDHcox_g(XI{ct_To|HU|Ok?ALbS zR4-zs7flpI&=CNYm`oe)9K_LuKZNc6f~gz6jt0fixjKNLi+>SQ(U~!#8*sT1;zo}E zdRmHvOO&bY7TKqBW6c@=36uZ`-}_UC`%4rA_z#r*-=-h{nytakSTbHtA=L1x6b;)j zM%l$|Y-~36HOxD6{~z`V!0$ltO~hKDGaxiLxEuFJ7xNL_p!Nv-*h!&V{v9a$UuEpT zCaeC*C*Y_@A(VFWe?dWjU$=ay%K4$2f0Kg1`4>7|`c)z5;15(2!V3{dh;G>tR1ck1 z0l-@4)4yrYe`?O~_=lM5->~ODHD_Qm4S)`B(diQ5LTEg77b~&uuV`MY@Tq`r1&ytB z{E+3VMtJ@Mta#P9ReJ44H$ckpHy8ula5iWQ@DqpmJ-UG|(r?ivRO$q(@CWDFiM9Y6 zTnm-AfM&W22SZLCRT1E7Z0A2e+DYhI8XxYr-6;(MuKz|JISt(;73jhU6%-BM}frMplWq})|$6-djb!2r;gl83XX5)Qvi_7B4ZB%2v9HqLCcUj zLLK}rW8V$*P`d&5UmMv%L_g?o76Gm(I@*nkA*b^@GXqfOgCg#hWm#X!fAmkN9s;v| z8XxdW)^s;Lpo|ZplK)x{07|M95zJ8f*-a0K`JjtyXjG4GX80@{{Oc!1gY-Bs+q6cu zl_^Cc1Zsv4xn+;F-8qYl;y;KnBi8`T{~~2nyZps0|5FdfrLRzwWche1;HQ0rV{SpR&pO0qHb%|!#cMgL=W~=M- z!^It2bnXYe<17FV2SA#KQi6GGQefva(N2`<4;d4Pdpjp+3gG*XUFa4_t3Z`(roWKX z3pB@O8wA_Xz{{%|V;omN6 zfDUJO8|Z(861e@N0auiMejiKz36uc4?*3P&XPE^4lv4i@qlTY73A7g)0HH;1ej(&oU=w|+X_GPVW{8a(boDFN_BknO=7M1)<= zuMnp^X!Ag5Q#s(=cE|$(JDy*GbNy370jg=oJP-svR-y`&TH|MJ$&)`s^N{`>cg@E4xFQ)~pbzjTEXj(6tSjUdlfRQ>PM zAiwY*1fU^E9J=5I+5`fs5#jQm$F8mSZxCG~8%OEq-wO#F@89f7RVjoBXaBv>_+$T# zCgX=r^?zRv0Q^-!r0W0IyZIP>>(^i{k4DOxX>JQ6LgAf8-jX z*Yi$l2GG8k`d{nWvcE!gzQTWXtpZpF|9MiKfwb5g>R$A*wg#4UQEHi60?_iRDwzyk z^^>3;#iS6@V70tR0h@3r@>R}aBgD}mFs+UE%eN=WH26jQQ2I!W6s%&02)WtP%su=Vo*S|MgXE{?Gz@#%zNmg4a#)VQ^70X8oa7-mj-6zMm z(N>**QylHP)e;YkgVlsMZwX9W;!(u{`_^oO&03`Rp)^&j1FU5xw>{VXvpDY^vDrBI zg^$-y{lM<215RrWR61`{+fq5(v&E6+7lRf~paZOc3qQ*2(p2+R%&`^!kE!N~U^}Cv zhArHmz|Q9VvVN80$5+JL!Fq5`&NRQu;5dtee$*pnaIW2w@On@Oo6iF9M*D=cTkPE7 zHzRKV=K=P=c{5T5l?0AuvmPn?z#gb~2LbO=Cl75s{-dcSoYr}=IJkay8Vdk^fovaD zMz#-*0V(gU4{&{U9P>cK==#zE{=sYC=QXCUoU&EVRBth9NhSkq)f3bMN?q^?#-qfb zSt41+zX;M8nPKm(QuB z_;@M!DE%y|^M|TrZPp^h@9|+P;_D`pq~{tCE&;j^T&$k;;~K(e+4NR)KK!8+*mPIW zwSUKn5uOWrIYNXxF~W!YZf%O2SkWgmGnoKcD~uOdcb+r!Vrwy}m2wqox5ZM%&$)lK5eikjKKk7EZYkj=veZKrGs_~y!&f2U+ zhy#6bRq>o)ZLGcFX4~fP0V#eFLL^KZejt~d%S>OZT=!y_Wh5$x*dE%Ue z_CU2;Pq_Fw8{;gPpA2Dugmc?TR>%nDab0$D;2{0ab5#kc(7BJDzKM`({BY<6(Gj6p z6md5|X3^LQh}Qw%<>3HI937W&)}biyKM!{sA>GzVZF{82=bQhF@OE0>Y4#n%kJ>6goC%1SpxW#o$G6#?$G@I71_2h>z<&a~ z+C}12xmqUN1JcMg1cO?gjCQ>6;TC|g0e1Hsc0g)df+in-fq1}rt`%?SO13nJ1DkQ| zgUF`HOb&;Hjar2Gr$Esc2S!B@J|Om|5it_@5igUPV7&Pnn{mx%`VAOTKvWj%K#GW< z2G+vGtWiL80Ua}BjH?~IZtMu9NpKV&+q+dy(I!M2V&E)jiRD-3EA;ST9VxB^Fl(ZeL^GPi#+M#@OQis<<`62 z$alZN_khF-Hvi!HB}r}o{6EO12}geXfw?Ve_#Zeo%|!SgI0zr>%|CFb=mfqUzVQYY z%O}6hKk$@lqs7hUz}DbNsExZ&Z`^hlqFVsoFQQX){USR>Z4Ok~=IBrch`bTpcI`Ym zM8Ak`fuAOe(i}Vuv6EK7GyA2sW8`M5h+mN*1@PSn2;yf@D8kO~M!@sWi1VJ^wlWAK zL6a!xC*1ufcDueCvGM*f%9aUDKdZa^#O}Y|q=ELYiT;;y8#y}Ia>DCUKTX7MZIFVo zZGQ_QO}-`kgM2ys{VSBLGP+$PLM8u-9)PXn!)|&&Y>H7JXE)U&ED2?1(>`c_TL6G9 zf-W8_)XCGil#Tf9DMA2o!v*ncGZbOxp8}#YPeft^11Z2V~NubJ~7Tk~fA z^H+WCW?R1rSifn_$o$`KT_TnT#Ugev=S^$wHZEV*c#?+rY8@mIMz*)dYQ}Tz_ z4~n>;_49|)@-zS2S>l4HEPJ|)e$1E7gvd;I{wT7GHh*~Y{0W^2Ehp;y(favAIumj- zfc=k&(D`-GX|*3iSiiJihj&Q0g8*898dLbm4f?n64u)BTP^B*Lf18UIftLSE@b0JR z4iA4$lVuX#yY-Cm`Un&R_o#?!bhn6F||>40^`l>ED3Szl=LzuPglg7ifwX zR`5R+C9sJC@tG&?fOi*&SeL(wJJKLMkZ)u*#K5K*!95@%E+!p}(eW2hMDPG{<0C=` z1TMmf`aJ3IPw*EECs82G?3v-ke_C=Ro1t$p1l{2tk_< zunz$S1xN%5MqrZSlt z1p@3Hm<$gBxC4eA5WsbF6_z{{iabNu;>qE1ZiQ0O+}{|7h{mU_5Loa#aV3Bo5K zzm-R45`Q683Nd4PTB-X);$H$D({n}fe@9Ff<`x7Xz%k3;Q5*R98_~}%t|M;kesLL5 z`F}iR)kJ9%3h(~?ZSd#v|8KWJ=zpjFU-xt+_Cukiwx(Zx?k5jUy5?XRz%74lrUCJP zFch2(jgZJ_rq#UhB7EeCgr7ix&%&t?0GDt}97;t4s%ZVy0P!I%e=lLx|CV}`zw0?dQ;SmRT5H9&2QH1v!mL=H21|wad0q`!TL<;GD zfTAPNNdH&qFztVU=!YmB@OT%0J_ziB(-tr%A!as9D*^q3(0+f@vNRtsOG`l{{{}I+ zgKv%)I}DnUU=}79ibk2ncM#q#0ZSYj`xEK%*Kj(Q==izQ;x6tqLT9j+z*?QkQ*b~)1q zWn{?FPul;cCxJIQ-0glkQRMBgfDC=2)AIz}fk!rI7TvyjK%?#{f27jkjB@kR=m`H8 z#KSbqYrmz^fi6MFJ2939n(VKgKg0dZSCdIW#z}z85Yidsf8YxO@-Jao;$OOW5j~Tc z@&7^7-}7RjB%(V;sFdpHc?1T5Pr0V8e)#skAFl|zaUvELrygNGou?W`v0XsKj6S%2 zP(%Yw-4nB2plpR$mYs}$o9EPsaR~@*_h&>o=K7gK})i5(JlRKrAsafHg66TJCRpCg9DV7{8&g_}}nMz|H?3)0q&NvHLF?Vw$LS zn)q%;Sa0AR8~lOVm~;M!HW(DW@we2*B>wmXc|khM{;}Es*a-51Mn}D|)WplnfXESw z%Ne?T66S&5Y@DZeI&9ZLT7ZBI;@PqA{l5WD28eI!g==|lw(}CeSinRv=@k!FYnDOj zXZ9qZ=BCawry4@|&hxlV!64_=FAz)Q?I!OA#CU3SDCekHd>4{2bHoVESXuwRaTUx4 zp#~9`u&#ILfe8B&qwR3;1I=GB5ltx^{O3PnT@rqVLdBas+EPN9Gjt|IW@x%L&Hu^? z6=8ov(>#BT&Ula62r|zr{+-xaL{D_+E|7}LaF$;$QKuV(X#|}Ape!tI7l#=Ya58*} z0`zhFCb69xy_;$K6N+r0^g|Tr5)lnFXgxh0JpY?nwh_EF8yzYnasItCMxdh*=mv2K zL~!c)1HlmRC7MkECLu9?z^w&-Ka;yW3WkBu`uT_ZEq3QXZnv=iFOK6TMhnva0iE$s z4nopV=l>7rOo+_Tr1G2}`x9GQm~9YK!=v-GH^elVTeH$EhahY$1~exl`JBv^K(!D) z=0cwQz<2}TBEl$Q7J7juVFZ>sc(7#tAO{U^prHsbb3DhR>C?4I|7Qf)m^Hkq(V@9x z!IMRTE1q+Q-DH-77hQ(w`sZV9k~9AO^r1hn zc;Fj6<~)DGY7j*u%%G;3CHr-Y2e=EkHw?Rx{wF9q+&{2*APjU%l& zst$#eIF_Gp{S&0k0RLHbo9%&IeYC%0|0sH^NSl`>98%qC?ophG} z7cmPMtcs935D}vrjtyW|2W&7GrW1euAl4;{_9F(HdZeUcy62J^nyid&INN&qpCv^= znLn{f|8;xx&+U)DM(5W(+7o?33$e-b@ypsF>Yl*ybRe^e8>l~ve~<*A)tmzzpfYEj zNg*sYVD}@mC;MPy|G?%x^};m-M8x$8`Al!~xPH+LJAiek%v1206cRB20ueTM;W{O7 zXoihHnVK)$FK)6(r~-B+LR0}^Mm;eFzk4PQ;T_%()710CDZi+warI}>Hdj1NJ*7VX zwxXV$|B2XsK7olz{~aF>oF+uU7P$H2cEo=}XB2EP*(0I)yMLR`vl21j$c#9D!$I7M z(Q?_pl3Z*a>`Z9>uo5O>ME^73G0n~p5eplRZxA~u3JbwYi^f4XI-~f%PYjn!GlKjV zf1bo`9&|=}86%&b;rh$}n$CpCj2D0PkLWx^!i}(a;2S)E{V@g$?FfV?0#YIL0pb!? zjWD0i6O_$CNLc(wjDg^OkZU$wG8-qa2v9=oxee|HuSdB4jPP}XtfJ+ft8gU8JjTrBusDvMx z5MehHwC4%99~5yxQ*b{Q7XtZj<~cROdr@l^G@kACXnfb4Tuq1s;UJ?VG?_6R*m4N>Tn(igKkIj`!VtdMrn4ri%ikzUy|6E%(fg=WdyZ@}2{Z{^wo-QfX zgukPz=ePe8Qw4vfs(&v3#7r2!$Py^X1|q7fr5px*W_0zxP}Q^ce;8+=@Zg+BcS4Vp zc+You?p!e2BUJT_|Lf0nHD2;#Vk`mogXDDrsv2v5ZpupI{|wz`o#^YC81I_sE4=}Y zpL<5G=+IFFiu5F&nz@Kl^V8nG6?`&%!J#V|126D~yq-yE$j46*th&`i~`KEkD3h!)^M>k_ULf|wb4DH;e{ z{ia9B9TUx*ilyL5P$S9w{mccZ8k2T$9ry&ku;c}W+M+>yHbNDV=2@u-TM=oi^%#`( zU=y|$+nky^X;$n1R-HHa-pFofr>jyy^Q0cJf-7(-DntpPxdm6?3U>9O>-uV>Mlcyu zwT>XXsz=yDFyz=z@GkyNX&6i1$wE~c)77b_OHx6x9BH5?6_=vc3KLgsDLj~wadq}k zSn013jyfo==)^ozzZ;DsvPzO21si#{krFY0W}0S zVri&-fBFT=Wli1?cQ?R_n0n@QeTre&7T{|L|9hgnAv+}28@5^(;bFmJ0wV*%f_`(B zVA-ZssgNZiVdjBwh2#*@i>5G$bdJf)pHujY7{4O*1vFiY67CYM(i&k^_=7WR)X*hi zN8jnGYHGh;ObsHswGb6f{epb0V6&VUF6(hfb+2vz!~_-jRN>3vOi(^-yrbD|@XSXh zO$mwPv9fN1-|Fi=-jf8Ev=m-69q=VIb^Y4PD)!8*%gl^$8C&ovKNAz*SNzLfj9((5%avpQ)F3_|EB%L!e6ORH;9VjA5^t(IG-* zy#{{#@x-)nWphYHCtn^CsKAP>x|4D3dU zcR^SZ=OVhi0DoRcq{;jA$6ns!pscHT&-A66vxM8NsZZfc4GC;zShrg(w9zBKE$k?= zj;lWl>lebpK7$nJP6b=_7DroHzrZ>LsY7Ah1M5y`rlhWZLE6|Wp%KFjSw*e!(NjeM zr6SfsyoJK~eTL2wrPvGe_r0TES>{}@gIc*$#HnYQx`Zp}&Ml^EZ;2b`foI^U13csz9`UoZ4p}P1BmMu!AI#H? z@C(oMlP+ax6Lz4S{Y)xPIM0(Ie&sp{q@Too^uNe`4GgUJ5caQs zpUi(V^#M5wltFVx0%rp__w}E6H%(z9FtaJ|brfI(&4k9`n#~uG;m{c30F%%;C!u3b zQ2&K!zwl(|3sWyP)HpO+&OaXxG+BiTFFN)YrHmM}{9J$FpZ}qqGs1$6(hpLR!h8wy zKTc@?3c{yKC^MTI|BH|Vq6)-N@W)@MQ9$7Q3uUClXhUqEFhOQ1p2Ru;td z2Chq3JCIsK&WR3Cip+5GZKFy$^1Xde>_cQJpWTz1);fv{t}%*-fy-3acevN z10Ke9ir5!6*Z5?raYVLpY^rf+D%W^BUQ+NmIl&2J`UU~=c*(S9<>B`Y_kmI)jsBUWb0A5We zTgS^m4kU+2MstuTpu&p_F3tfVORoJ7il7kpfBCn%0J}3y=08E-nh9+gGr{vf=MdX5 zpb3lv!qkTv5CZ+L0&k`tHz)H?;}jB#+at0^FQH-NuV_gLl+PJT~~O- z{NYLe6FSfMM&k20KK@6pCozuubvjR`2SUsYCNt{(`y)DZsO|64d1n6jWF|a+Soi)K zKhN}oPiI2uk)Z!RcE*-2R8A(El111Q@Mw zVpMG<)(aaTK7{)_T~)#IV85HP zMgfJ0NUQ|S@{`9kLmub>%?B{o~N&AHvv#%*gA}tVw2vK-O`3?WySaX-M$5 zV>~Jt;px=2l$6SiNK5}z0rXk;PE>EG%e@f?J*Z;quGuT@Y7P=WS!}$mP1)YI)s2 zO#T1oUvRlTlxIr9#~sSXqu*7=O2vDnm?yd>#-$)d%t+ytz1VQ1BOr_kDiCu|Jf#Z) zIkdM=UjRo{w9pO+8$*B|o`m923wxEL`8J|BfX>6U5yJM4bMyWc&t0OvjWcm1u%jum z8$^!~+$GA?hy+AIIt8GPPkuIIel%l{MhpiwCJDX}HtaQY#(si#;m(ioFmEt++hFv8IRDpp-3QN0`|@&7J49{h4o~WL5ng#^QxZmZ-qek6-x9INSF!B5uA&-oa?JQvoe3r zB^WjSV;*wzx5NgLn2IT!UWQTN@czAp5kv{i@ofkC#9>a9heOAfDF^B)!cB#_;Coo( zJ6OYB)iBdxELNyBzX)#0$7o3>qVAbsdEMRaO9K zN-59Le1x}iguX#sqA>0pt%?BmxR6h1MkC>L0=|Uc3kXV=a6gELVj?oRrMYI}yOe_` zuc6udpl8aEpYYkq3-JHTth8iYwOzO_-ao0ji#^PmI#hzdkrFTtP92S*oq3_1J)v5K zU~3fWNft0}pr6P=*sg(PkkC=qUwAPw`gLst+}BW5p#Ce&WT zzGX;bHX$+-_J5q`U{K6vuyq+pXZXAToFVMB$?;TAElqaL1#kj{Im0qiP1!nf0X)m z^3ZIm{`EXhKZu=>qRevu{6&d*RCT;TK1i2-vpvH$Ym zahf5p`UmDm+#HDs9!x9*-C&&p>r^!QA-cgkKZgAu;I%>{9FZ<@GKCN?;s=kX`;hMM zh9LhehyOFM)L_VS1_?fZriP7}6+BG>KbX`0z`3bW zqYbjB?#Ep|2dRE7KTuG7=;;# z@;plWhId5P63N2QY@SD3Oym#X_GpXw8*2&Si8hkwi7lqxg^_y^~YWN))fo7>1G@&xpfw={RS>REi z$p}Ip&e1*7?E(Mou_VGRPw1Jo7@W&eUISvv9TF}61a!sTpw~VT#`hm%RrJ;itcqAF zgTD;gvSRDAJldvSK$Vz=zXmTro61MiFTh-)Pp~gQs>z0XA-EZ`C9WB=CEO6Gq^TRD z{sO)+xc$6F0L?T*-VbaALp4eI@OYy2y&gkZ&&@?pppMXCw z&|lmC(KbS2V382lVVQ19BSZL*7LA-R`Ee>7!DR=Cf+lrn4y}nKDR!KE+zl) zk={Fr4t5h6(GLq#Uu(2uS|R_WL1=ZacTZ(CBUC;9gUZgvcD!*wX#yG=tQxU2nHXus zw6>J^D`ju1-Rfm2YME^)YCANTa03d3nz*&ne4bkM4MW=g(OTqfHA)kh@zMIxhSuiM zfu@?mhrx;7CI?Cj$8SwYrP-aRk_v&u)5NPPC7F1PPFo4r4K~+V-Mjs!+a~?;TmQnf zTats$4_VpD8E|e+4(g`$|KU?J@wUIEz;0x`!FeoRt06zQeGo&Pz{IE&Jz%DNYdGGr z{3(Vpv+2gU#9WS~@{|ij4Lz6(BPYb9Y`T~=%C(KUlNb&s4R%D?+d`07d!eGKWQbzJ z80(kRl>H6^^=CVhG)KftnM33INixcns-<)~#Jjb%BF8YHT`eWdGJ;_OEA)-^%q`6H zPa0vbOmxn!*eV`x>ay_q3RTB9Q6|p7k~3g2 z-wxMI8&#k2lCdNcskl>NuE~7IUnM}tKG`UL-llpXDM4Fc{N`AXvD#U`v6ch+r_V6P zF8oRwRR5r6x1}}XSu!J%NasOwWg4ivd?&p=W`lz48C&TmFNfS$?J_^}gRiCacDq)7 zul!~vYYav7t~Kl1I%|fccwIA90+V9}qe;TbeAXTGD3I7Eb$4r~B~$mnNd&^Hn#Yy^QCwbsV7@LJ$=&q<*?fW{=S#b3%X>pKVsyT@JB+C zTQZm>UPvu}vqC=DDy)G*nbv18hfK-y!+_Pp@9i$9vq?s8J+n!_n4sRaVuT5lquzMf zv8|2s>$R81l-!%keAv>>nU~m93XQy8RW5qOuXNwlESEl(O&f2jei2*k9Ua-W|H1Re zA_DFgylblXsCSN&OHo5-hcKR;(Ei(}&qYCBzn-*KqDhR^_whfT?Sye$^i55EQ}Y|` z$QC~9TQ7H-<^(@Bif~=D&B!M*E8PFpH~rNH4ZSWQZ!JY7hcX4W#riIGVWJ*a+nU(5 zI*!v;BPim%$TQ1c4Eut6ZKe(zQ(_htuZgMd+5Ba@K;-RpagB#x=h~>TbX;vay)k;l zQ(QQj<*}gbl#&;@Ix+jlrI=VksVWe8-md~;J6EU$_mrR637Qf(ETut&UsFRi3Tk6$3#jfjrPD~&@es|0>tm9onD4G85v`q1flxB%8f**7?T)IC>cBkCo zq;<(2PBJBWC6-Gji&Pl09ED2uI(9`IzRs>MMSf)+ggF*Qx+aq*@ zD=+TRUA{F$`i%5rY_~1!`_{@>i_Xk_JE-K_InfU9dVYVkJC7! zwO4->%1ZcJPNE~N@cpf1{%g|8wI`NaJ4;I(%-XAN7$g^S!S4%iI|t_~rF!122O8^M zmUp+1Zu-u_g>t7^47FyX!uy+dAaacKHbmc$qIvRY)?OTCR}X1e{FwSOSq^G&ka)FJ@mXO zUupCgJxDhizqjpq2s>3$3io19o&(!9x0D?@@{WI{UwgXeB~9M(C6@2_-6fNXptn&W zZPu3rUl?-hslHlIy;r&h+S+SLmD5*urPI*ygZ$;XbHOhkJm*)V%dt7r)8Mm=|2l=l zf+b5#H);5Za0&(cx#%n-_tRT^uZpZLNUXZJ|;J^97&Fs?L2He}161rwOVH$=Y6j;ymfcCp@nkg!etWbvDe&PauMMxPMdp zk#iMywzNFYNVvJ8Cy?d(N>%qA76*(=9&DHUHrmIq@_1Cm<_|QyLCOWLuFIFyZd(K0 zu}*LCx)N338Dt($_LOsBWrF^Se!H7@t|)BL>7iz6m#;py=8Wg^_c!xNR0nRpA9vA* zuGZR`3D9q6TI=KIU6|CgX#dl5v5!})@GC!uPVz^jSbBXl$B1?76`k^(-A&h42%wy~wl7}|CC)*h0 zuNANucO5C#EBW9?>gA`t_Llb6=knW;<3n-XI|yFV|&Y(m%UtHqZ`GCB2O*Vl^oZO(zIuVH`ZR?w)+}oX2;%! zkxMUbW+kkWTj{VeTZg2P%`eQEUVx}=`f zk^>)>)r)dlGYLRktDY3Rrai&l<c@A7yko$GURs?kY8j$-P@*O|@J>cZOH@(cHboPm^wm&LP|oc^j$M6*D*e%JRW7#l z-djmKcRXI^F|=Ed{IJp3u=WO%7#rEVJbmc#ej65^(a_VB?;*#AH^U7X(&SOw>-gl4 z2s5Yc8yAlaqA2ZS=0DY`)fe8lo|@3GFbAb(pr}de_N)!%|I+ zG4*9>Rk35GM|!A7H@OInI(Mxby*aqS+YPR|m%E60+#vu2ETz;iW)f3x30jwOO3 zVw$`bl8$I)V;Bkm3oi(=`G>Vzg-gS(NY*0E%zcy9sZQ0vnt{2to5_gkmI5@uWQNI48 z;#78OP@XM`E?+Etxv7B2ww#f++t-BZ*nYHv1zXx%V`SQ|XlquOx7TBaQh~6Q6 zbA;4tp9>>IZWkeH#u4C|E)mAwzFF&dk(u_>V-@0IK4N^wKiJl{Q|e9Z-?}x@gi2;H z=d*_tF=5A+^lVu%Pa3m7(eszfi?nt8JMW@zrl9o~86ZyOm; z9;a$pF3F((?SNiQxRD`7?D=84stpZ3W=oQJ1Fvr`qcUvpu#d?Lc<@YKDCCZtbfxht zG1Zk0lrC-WpYSz&X1ZI}{tPO7EW0m#r_2+Nvf!H+T%*HYZ425FCVga(qhQ6$^bqTF zZzImy?^LLCeRa08xL&?pa<6}(D*32fhE7UEvxwUoxoro|38*E}&^nyBp4=8Rl(P9+ zV?xU@X`KR!xb-_X(z+qad(*+F6QiGV&9v8I z?4uu&HnLdVuQnFgR(dIu%a7kNf;{f&{iXSN7F^p`SpQ&q-Ks{Tp31wao%PhxYnON* zC~^lLCtLG?TI>baDvfxuj~%DK)QT5D<5`Qf>r&V~>evDYH$**K!0Bna@W^ud?3_KO z?dJV-6$u}|JN{Ulbx)7RrpBT~gHNuxETW41<@l|K%^c#lgnERRN)~u?EwoFy$IVji z(RZ~n`xTQbkDU}fTdw7@T(8W*p|^)P&ud?m{i?Wcv-0^ojjv}FKGExiy)?^TvS}k1 zboGAcIfGgS%JUl?E)+x^D^j8)Nv2xC)_Ox=RBV@pG!4IXXx`(q&)18;3jg?0y!QBW zuXH_5*ZbEnn&$S)UOkPwCBKc~_Ri2F8eSnq2i94<@<`AtRw3W9iSreuZ?_ucw)A$C z+#ZFn%#@*JA9qGM?sX_9?RXugeBy4Ztm!AtN@(ZxWUDQgs5WHPy6$1Gewz14h=;`0 zTm0lM1D%cD1Le~Eut)~Ziu zpuNwpSX%V6SalU$jogFHoKGrCc=unrRGD9@6wIi0N{vFeb}-<$SJ=tyFa#tUP__nyt_MEgx{*ZSJ+PCg38lKy~@$| zw{HZ>uu_w3JHRR*NSC@~-NEHIU3I#iBu8BI?agraC{fU+bF3|tI2I+O6GW2 z?ET3vQE^2|T1&4iqqd$nA$)cFho-!u*r7cR9~NRBNIZm&wSU_wj8Q+Dc1G+m15@y0 zDaQlk;wxTIeY;G#WUH(X*Gi!~*2Y1~>TahqgRb!<$X7jUe4-_FrLXNklmWTB=U$5q zv2QdIk6ulw4c??#k??iEoED-?)#*~wi>&TVZ)s%iGt`x#lhGqLuF+TGnnQeSpG;wGFR>a z4XRZe%yX=Lglbj>#$|w;r7L9Qk_pg!3ml`)Fv}Df5-Gr2)s@a6f*g z9N*9==t1&6|C_H!KfgI8`I0LX702!|-w+TJyVjxO*O@mw<`Sbk zA1CDzzrMjE+krxFSSND-qXm&$4=>0%PObcT-^$AnXMwYF=araiVKVuJTAyy1JKfyD z(pY`=G0Qgn&(F8W1b=XZyzT1_3Vk1`Z1x_y6BygS$A_f8V&uMw^L~eH{lcjD`q+&= zS6{_w-%{CrBmRqmq=Lz10Q>;1o%QFGtlobN}aC*~}! za6Gq;k0~PZ;imgBV=ik9o;$B=*DMaOu#mBLkNMQFa3tu7!#9oH+n4xyLOiZVlIlNy zSFSzD_Fz?s@t(ytCq5{)(^k^yE)sGY=gj0}zrUfa!}s8Rno=c+9WR+CRH#?U+ikBL z{Spu#{dh~5))fO@y3XhmCOk4RECD;SAEs_(&;GXP%Ffn6<7E~Cmg-9bG8x17XO?*F z6t@Uic;gIoCC8rA{tW%{wDXb}2yzaM6EDi7f|lB?bM^Du96;@|k0c>TB{RZe(T)z+ zcY!*zc8Qm~qEsj_3$AT>t!O3j;G>M_qU~gyDKyo>ox>M2(!2+F67TL@)$`fWcu?%k z{SG#VRGP#0#tZKi<{D-S=8Z71jxLU2h_X1GuvUN~JfmWD!NHwO4HNsk`@_GoK#x}4 zY9IMRJ8G8V^69brklBWS*N0_V6nDOL!W@)Zsv^#QXLHYW`{ENt8JbtG6i1#-WV)l~ z5?8pH?9tx3^P$$aj;oZXx-7Ob@-FH#4p%R(E2%P9?dtU4tRJd)E@o->nsx9jADI$cEab57Xpc>_D%WM2q~VEA9$VzKZj4;eolvjh z(mnjleU%cUk&((Hvv@OCgQork)Q9%Agh{rDyjkLJqL;k<`u#VNGTmHM_vn!}1#> z3?b#C-L{V&9Su|7C-9(P__mho`zmMSNK%a9o(6KqCvmGNUXVJzexo7SbJX;Rqmy!7 zVNC(+I;kO*4WDm)P4B)Vaz6g?w^R0o>HZ@Z%xiZ=M()dd(ZIB5UG2wPBG;{NrfUmI zJg7@!xoRq8KyGq<|G|KbL*Gj3zcF`-tXzvVO8VbSTu4D9GS?a@DlFn(i&c=BN3=~! zHm`=d9(I$daPtKgdVaTB#1tX8kZ!~M)P)r69ba56TEAXcxhmcMo%Wywm^CPG7yanAAWNdM5dxM%63Po7%mDy3{t4QMbBR5VEsepfl*4 z(xQH!l&4b2IKyE__g97m{RRtVmS&hV3`x5(Se)Ev=^aPCIQu@Eyj9Tqw0lNnF68USU;XygooC!yZUEBsE1!W!UE@aSr`1VMLWFMQyVHOW>2Hy^z5~q@4 z4z&=e(tEczm5`K{n!80Us%rXX@U?}mi8r8FKTP9VX8g5x!et|ANAklJEe_l;v^LlCk(t#|k2jG1OMzER#{@S!_EJ9AIdOA=EvwVzr?PhT zD>Z}?$j78>gWei_V_np9RenoC#PZi?3Iw}--yW&A&aKt258K%7^Tck?CW^}>CRvMj zT5Q_6piDYgWx%dm5*L^$r+3c>VE$dD8M2 z3cI6iE+%n7EcTYs>NLW(hx}}hzb89>_1nouPpr};`o4aKLx~TlE z-S&((f9#?BdOWBL3w27jZ2T5%qs=yO3(pRw4fb`xl8U5)t!L=HXo@A`YZT zWyKEg4`2k3p=IhNvVic!#8X8jlL`h?n$E=?ew{~H%+=g8nU+jFAzJW@S zQ)f|qm${v%eRcd6M)up}LMvM{^?Dl)G^dQMnbcyRG>K+!VKOKofvHT zUZI*MZ}w1Y)W~hq{*%zU7Mc%n1CsZXQxYm1UQC$T_OuOtrycf_I{zq{3}f3FwpUU_ zaUJM3`L8k=RWye}T4Ah}()lJi4RQ$zN88#>naj~y9Lf0N}B+Z`R&urkHD zY^T{n3GT`dk|AquNTYjn0ky zM|t9G;tFI<2YJId(pf{G77o?GU>&kV%Dk9cmwVS_$*tSn8l3EA!5vZL#V2CVd{sd% zAyF`IttI7`9)?A>If30Pjj{t(R@(Xj2&s-TlzJMLZEbAyWHi>BN9Y_WTn zTMCbrtQ(VOsy`$I-F&Fo)~T|Wo8HbbC@}cu0ObldGiLTZx0owl`9A86rP0ZSY_@ER zkzmu*uG#7%+Zy?#**wwtb}#0Uv0iNEC)u;>HL}0$YxojiqPrDS;p25JpUxnXj+)!| z%0=$OHcT?hpF18H@YA~~H{f@eSL3tX(Yhz64j2BsRiTB|tE;6Q zfs&bQ6)J$S+lXoKE#&l#_P5*NW0!=zL7~Eq(B&q(a>w@c(mlX(MA;SaTho=`hRa02 z4Lh*yyFmLj)jDC|Rt?w=r*37I+p;#-P~sYBzmNvoUIWVqm+Mwl6?!L+O7}u^;n=|x zIe`Ys44{G21#E*B?1#0^qK@(VYaKRPE3N|EBqUl!mP>2=g4Q>>Qcr-bCgHu7+<4<& zTb5*Y?6xdx97j8Tec(i%W{byZ$pBaP&3T#ZW*`0bHQ(cuZ`v!P#7#mg`FJb8jqi<< zhx_ku^xAg&TTvinae_{m;ko-FDlR^W+j1{Yg|C&Tbhp@;2$A?Y_)_Hvd+BYBvOb&o zNy0Zeq51KJ{q>6~xOgug7v3IcUukvsXyhBa$JWOa!Pl}0%|5Yjgq6Pg2gzR9Q7WNn zqq5D%ar8xzph7C!1pns_IjZBkA3C^;2i+LZAt@E)+5IeY%L^##%q8~veLed_vSNbo z3vPdH#?-e-xAsm}cEGOn9@;NTRqvQ8Qtni;G3*WDOn#NzRr##(<1M}Pf|4jT9me-b zr${wltd3J|waZdDPtL}iw^s0zkzOJYB{ObqxgF-TTD6eQN=4$>e9O zc3aWcb#g+!r7RRcXmuB0g?0rXGta}`YmM8nZ%PN6$m;l>V+B)F1+%9YQYU{q27a5az7FtY za@G;-3ZKEQaN{*dlnv^x#7OtvJY5JlR{~1)9?cc{2Kx0)0t$w8dol~Apzj-5F0+Im z7<^M=|FuS8;WzZYQi;^s-yAr+nrMBMDqRKGLc!l)t~}UAN9|ZJS&=`|nO{&9JU*e= z*D2Ec`C?-|@21kG>d^1QIWZShDz2FV@W zylUlQz58o(6~pQ|6@1$*Hs)GyqCBdl`N6m6jJ3GJqVRzxyY|;_B)&i5ZIxFQHoAKK zxdYcb{Q|qSrGh1jyv$v1E3>uV`0i-zVfSn>9SBV3ZQaGBRIelS>O=N}VV^V1ttp>( zFwxbDL!P}u9AVo(GMX6d|GFUGO5;*?fbYUDf{Pco>!vTY^2AVQD_<)A&R;9|#pn!J z50j95tV+lSD&dR;PzjA1fJF7!w>t0!jlRvdBFk0P%2Jn0?b}i<-ODM^z~>nM2#6i# zT_PZ40ru^xId+M#Zywk;&X(S5-8Al%K+3Jwo3L0518yJ#zhl$3#{TJH4F29e*=7v1 zVHQXPO2sa>X>G2*0)MF7ctRs!4ti|+XsCyJS}Rz&z3JriRg#Frj?7@-S|i1sqhLjQ zV~3@CZ$JD@>nmk_+@2+QsRNL8PV84&hZY0oNKg3zMrPY{t&x7Ho-8-C(oMiI-mU?R zJ_q|vAo!-UrkuofB7#ijwq9zf0u)dnWnNCf|_J&WIhjn9047Q6J(Q+NLls`$ERk`eS+=4O=t`iLo2F9jlv5bmu&Zu+bEx%hv zvf@jf%qS`Su2Sd}WySs_vG#X8y{bvt=tY}%6batxA1~);s(&`J^M%rA>#_~?6U!WMNY&MyPKg0x8$IO!vBY$eycjT+(#)^)djI*{i4?oRxTC8^*LU19m9VNi14UIYGKz6;piNb4Hh9pT ze{7QluY{UNOZeq&W9>=9Qf9ZoLHLOS%p+bgljV%Z zVfJ)&%1NuUq#;aDDdqkkzJ;5$^3pMeCp|-xm={DS?E3MeW`%j|sRfVTFX-+`qlzmE zT6p3$mE)Hc3tp{VaMW|9lr^(=wqnff{y1}{XZ8!Wy(=dvTN*}jK5oYewx+0Tsey$` z_LmwCF?W9=8NExZQ~a{nYfdRQ=Q|scHHtI`)_I zZI-6K)z>T?Ug3{%EyOVL%k=ik?Xlj&q^Z1OtRam;pGmQ%VdMISI_HL9jozyi5hiBx zVUj=25A)Nmmr1>MVT59xsFL_)_>pGD9Z6IW>yG5Sf>w0vTnm7Z(3U9+fW1oYfsDDDWsd?}B+6rQes;Ic&KqhG_&siFOO=Qf+? z?391V@Z2nSZ;+bk4Y_letUEvS`Je4g&A+Vb=+yn}**)Eg@GM7b&h=N=7SxS;B@MS6 zVDZdWu+FAhd#RXi=;@tRVI1vA@1XBY12RQBE)Si_S6`i~8>PrQA)M22e&^v1gKX~c zv=N4fA&17wV+$??9bCEYjodxq{XDGBLGRC+lW+SPiyI!7V`8vSrb0~dxt^b9!OQgDD1v>k zq!ksN`(O#|*M4^ovO+0AiqVYXYn+B!RQthm<=2|QiyL>+k+R9L(VRJYa z9Y>;{YMN+Qv1qJ0B`AN#+EWP%i88xc)$^nCdUjGnmzPuyRAV>ZV3H=OmEsUmCsBBH z!fvc>s28%893S}6H2t1->e>k+ed$|F%( z6{&O14pXa~er{ce79=5dlTszScC`L2rXY-bCBFc3W#hu2bsE|d3HParUEUf|Xr=WH z_hp1P3Vk~DV_bUV``Ez2%AVnF!#$rSMm64TD(sfnmqYq+xXnb$VYs`s?;(Yhgk{Rs zZqqD&7l8KgO>Wr&9a?cfb=6n%0)=+kYg zrs~Y|5xdFRv?Btf2a;&mA>(GYXJISTX-;u6gdI*_f6CNdF1)l{*8cd$lcY^-&rTLy z)}bhe!nnN3y2)HyKiS1)bI1ofkm=^Jlu*kb%j06M=r_2~9#(R>cx7&v?u~Wr7T@*i zlSw<1{y_gt=p)1LOv)?z;3MO{XJ{DO)9(#Ax1a7qg;$7 z1+F1RyNp%YG%v1E+w&!E!^`WjM!WRZSXW%h*+?0`)F-nmi7%(a^;16oMz@?Qnmsf= z$$Zy&H`=PNR@*a-Z9WQ``;f*hP1Fpmd+C<5@z6Q4jcx@mK%*_W;QRM2+%Gn~%-M>) zU*9=0GsD1d#ZK)$K~Ux5a#qzul9#f*W)yl}=bD*vm|EXUdQ0}+w%vfaxgcIUhiUys z@VCl++YPpj`-gT8%H8X{-0pLvYH@D#)}%4%!JH)Q-`A_ajf9fGjh&IaH_EM) z^d8OYtPs%ivgiVTV`{*SIF^8W1h9a9b@R?sKzd%{??9`d!*QUe821sqlq;ACXpBaE z<)-@FeZ|bAoGD9f9&laMBPgh~kM-IiPfj249_zsUjSg(Ng=Q&vGKY@(o?M^JoPd$v*!m8WPZdTz zn93ALwJ&UhrQ}V4v)10-k*wOhoJ?+d8$-PA+hDRkcdt;D^giY5{@u@lpH`ap+OFLZ z>Mg9B)K#vWs=k-4;Ct`E`3<*Lu%A?sdvovATj|zY}^M z$(DbIH0DFCCwsq~E`4dWJf&v%;!Kyk{I<7j6zY8{Jn~62WG9;!Nyrb;vxYf-lV@hq zxXLNN`Lo;j4b~^!hR;TqA9mtwEhyZ7OxX!aaV^v_lm#~3acaZP62JBsokB@(`zGle zZ~HVzKlEDrnx~zY8&%tl)4U~h%E1!pRAAq#uy5EEGrJ6yz7s>SyO&4x9B5+JiqXNrlrGU{w!8c*H z`PckK0hfG(m~v9jtLx{an(68T&if?kJyzSC=RLYF0dNg-;@d5Hp^2GW^t>1VKc$)m zgEne_sm2=HasX%bVL9s^;H(|y8Q5FogRjl6*=`tlYvj*jTfhNkRoed&u&7J0!0y3- zOJE49ovACK4{e)|h(Ad5A5w{gY)A&}xMeEJmpeDtNQTC(E%~lb|KY6CdzISToF_jH z7b@ooKVjBu=Jq)6D1XhhK;ha7>cmm`fvW}E*nRn4KW`uK+t0nld99_QO46OSGOjYN zL+`rvquGR{BMf~>PwW|vQWg$tKfX==N>_$q%T_1;tUZ`@XKUC;WZ+Yy-I%1_p`RGfhiu0$Y z82(G&48lb|-_ta-?0C5?q3Y}qFX_Q$TERT&YhT$$KfU-xbN!|uOQX;SRktoBikLgb z9C(v->&v~d{aW;=(_$p8}WL0^o zx@j!`1G_BFkAGrt(SiFwr^?9$8t=5Q3`u$KK)Ct zO1t$h3zKP#09W+^mN3P>^|{8fjO4!eXTezYJ^`2SGJRM^3c%kZc?wX8Q#-w=wp06d z>>HuM#l%u@Qv`Y-5;v?nwHk)zY7|zcBQ2Csz^SW@iedWap*Mg2X>c9#ko-Oee zNAJ^YiKT`Dw`=*8Ykw|1+PL?bq&7G}zf)4$W0qaqJD}s%z0;`K{ef=F4B^ ztKIZc>(jJ+_K5PF{31g(asK1xL}P28XGb>LCwyPwSn(J#Z;LZjEE8-syP_LG>$l`7 zKTU$sXtT7-Rc%c!UxwG(C*;=%2-v0Q6iFM9m|MT3IQ61wJau#8mf2$=KsHq(3RGmI&&2W=~Mu;?k&yUEHe zjpJ69Q)sz}u%*3h0t*K0N-N7xhq`=TTuzI<6a`=D)g+d0(UVFj-(q1RKHTfn&MK(|CO)8;t>tA*yQyS$sn8oPJIVi3I6AGQ|r1?}nP?9&#>>l(8=G#4Z z75nC=dT&*3^m>DlYn`FVH6!in>&aepjwfdazi89$ZPT^sZDT$5)RT+d;0srlZDc8# zTcHVQ(PPOjlZS)Xbd|PJI<#9bj$k}XyvEj!FU>x%xG-`H^LFiQhaGP*FQD|a+A`~q zuXjgY*`wc zy*na)=-3eVb1NnZ3HSD!?fY|MB9bXnl+L}7rg(JZ(;60|g+gTOSXbG~X+Lk~xjY)2 zJaL=rqV#b?!^E_;#p3y)S!*xL_FnboIDghfbX3fw{d=49-cpt7_6oOmm-7q?sHl_3 z{*SpUfv0MV`XxzZs*s2fB_vaZaEqiQ6d^*ADI%H2(_|)<3@L;{gACy!+{{VHJkOcu zdA|2M*LZO0_TKCJzV~~-mv{Erd#}CL`meS2TI(oqJKvOiV?eikMORPr%V%^ut<^7E zvd;N@H$IyC1;NJoYulGkr_Q<*jpFQ!8{XG>lICdb^Bo}tG%C#FBz0Tldwf-0w(bY( zOBa17leTi>@bf@#04H$xdC^w@Dt>f@c5Q8mhlh&?EG{tu^%p#~Y9FYNA*c3MoATo8 zqzo6wZ$HO$AJ>d&zmJLo`;ls`CS}o<(mghhIa_Ie4f*2hzWV0Od!xV3M!20rvG*N+ zQ6myrI|2u$#}TL@nC6COtUR)kTn#LwzvY87EW- z__uja&koDXb<~!Q)HVvLBO?(hDX_WOvFbVW)1q*=FTyNsR%K#mJu&! zeH#%$4eDugbg2GX)M#H2YWz`Pk=Nu%ZtkAxk;#s5Iz(D3Oc-V9J~zQPXFWZX3LY># z2qrN-HaZhuI^d}fXbUyv?g6HXyQXGpTQ5`fwQfhz_D%H}SGbSQbWK?Q@VqcF6IHB+ zfTe!SwY3ARZD{-YW=dzOG>VMq^)V-XOXR4GuA)o=)#Nn35sC$LZ6%r zVL?F+mBy1(t;UbdX2v-6BXeiRM!IHdbP(!+Y89GD)^1l_uT%O-nOaADgDo>DI%%v;IrYLE;I0z%F6HwV;VIz*r%wNBDDs!Ap6K%+nGsC zaA?Bwf>^=OmNaSepc=f=< zj{Ish0098goa5C!6PoI9PvFQbZEo|}RBq`=l};2#kxW!8e@fb{r8V_T@7S2;i1m+3 zIvGTch|OG6FUT8skSFli)CM(Z)c1KJ)EZ95Ap@%rnVGEo8ii^B8w~&{QWn>DXXxJ^ z3ES=PJj73O?`5~UDlRuJTry<6WWeIeE}jHLo{4#T1nzw#VQ*W)?rfisI)#v`%g<{i z_o}!qzpBgr{WcT&?ccs^z_R>iaQyFYoXZExto z?Z6ch_BvFA{8R>s5!DANCWsUVsg0um>0J9ToM`j$rAf+e;PG|Y!Q};RJKwkfEd0E* zRn_IaD=*AHZ0qARPM9Z&0%YN zjpLv^SWg(p7*J3Xh*XQRf5AIoo}>SedB5ddN9HpK*Od2OcD-9d3K5m>$Jjt$uj<@WGQmsKjjEhBkJ`qrg$EZ@(wqm@t(REp(uVGtN}g?Z6`*Av4+ zJ>w|m<+Y$)($t{n7JdX)1P*xtd>DCVYHBWqQ=HQqRK9F^Q0?~0xrp9cK<)y_eh=Jv zID&lH7`Olg<_i{K3FC1T8ykdWn6rypS*3LTM#h_o7(fFY)Z@P;N)R$sJ#M+1RzI54a&U@`83%5$< zD{@#go4{|}x{(Y=Yk-xU>)pSkg1~BjzpNM7sm1ph&C9p{74v}QNaUYz?>EeY(Or-G zP3Qt_04@l2uyUrL>01#rR`&9_=Xu*yZs7mc{p!y1e+Amh+5oy={yT`=lOxNKv+Iqc zm(HyUgf|PBmpx?U8F2ND<7;3s7GLMlL4;un#UbmW-T&JoblY-3BEg6m;zywI62vF1 zDEG=kU?C{|TQY{{664*>1`m$|+Y^RIgNkFCpZ@Ikky1hCX;SPttk1*jMt+KQsj zn?Y>c0Xn3_2&v!rUo(i~{VU-quzaV2nDk9O_L9S%noA^wINpU2`j3MH0IR(~2(2hD zHV&KV`^ZE`F8T8}bqZlsyS-~A$yH+SswCaeR}#_8yQ^6;OqK6Ly~meY4)85fN~!Zp zv(3S2&)M6~O~J_*#u*gzB#F~|%02ssN7oM>HeEw0JrT`Ing;qJni?jWw??SkUQ(C7 zEK+K!^J}rqVd%)=>ENairFim6KCteL?zU z&>5#e7RfGn`|3>tH|I^?JX`lxpB=#*R?r%O6#g5{9VW3uZ=EQ-T3&Mc9 z6axC!4@ zY-F)Z{(=Qv;x4d}DFvx@EZ7TfH-CFAehm+7Oy}82*c%9TcQ`N#_|J9h9ic3I&r+BX1fXq;(v`6V7+r) z3#!%r9y_!cc?xLH`xA($F-jW1;N2kv{FkDJN;;u4w=`e*%XNKVl{R7|@vl+{tO=T+ zI@_U1LA!#KzY~T55Oeg0?hn+%xhL33d1Dp==$P?uNja{wb$i<8cn1D!K>s100WcDX zVYjxLPOUgr^&iBu8~NE~&o_^P6-fi^*hSpdHq$YGgF*lT_EjEqg+weVoF1y;{eSNN zd@Io=XO+eIf93xYI$sH`W#Ow|8$`$(2@b?Mb^#0MakDglCGWp3GQt!9=oROd+N%Dm zfO}264M2l+%x?Fe1l-e!DbTy~##bxQ{y?JTwein}VaqCC20{fQ3~Y=ko12LAJ@E73 zxhbGk9W@jLb4(Ft_NCt&=^%I;UtB*}np(72Iil1@HfL{lN(BsR45vN&rCBMorAQ79l$edKNfaR4cT=G{h0uJYx zuh~!CxJNVSV>wBJc~4w3MP$9;?L={XxU`BP)l8u)|0Avh*({1%cfLJYUKKNa^Go++ zwfV#Vn;m0`0?0|FuPq;PX>=VwdV}WXtfdevWn3O)eHD6{?8;xvYVNpI7zQM)u;uYd z))vz5Re&g&lWY#fGVP?jPu8Bf4=c`~CGm$6nDm~B1R7;v9q$R2DLhdZ60Z`@4wY=n z9Z;g^!5uh*dg)O`TD%8S^g$Ka$tlCKGQt(t} zn#rI-8%lxGmlp?L&04kF(qfAnE=_G!th2VWR_oz1*ih`mP^{eeVg_guiqnWvsT@Ho zgD9CwMDRzk8W3lH1fpea$4XN`4D}7AE@~x!R?E$VzD^q{jO(s0(HoGs2)QFY>(zEO z^dM+Cd~8L%fHjt5`L*_B_lc2iMC`H5)fh7Fb%dCO)qBias6}Ok(k*D5gf>#Gg=iK- z;70#E25?{?4t8hXYmBcY6^u8ti)voe7bimr-H6Tv6$EV%kjH*DP9>ZOuDdMwyAV1c z_G7K31n>XL$H8X1@c?pTe2B&@N`U@3r^9|r?wgp5@%#=w6RjVoo~gL&!lkJVi)$iF z9aZ8$8`=gy3^~MnK&V=4>#?zb^B!T@ZkVrF20I;bgJ8T{#Cl6G09Kh(jugZgr&nr} z8C8NQsF>9ypy|}Q0N2fgViPm2*FaG-89WWz7%X9P1=g#q0)RFP(77#lRtyO^SMG== zp_wK@IgQ|(MN6}Y{isBtw9M$nz~@f8L|`^&8y{2 zs%4bLm_efiGACf!`m9xh->79*#qme<+T`YkF4b{@#Gs9RG6yih7v0ZS0? z^I@+KAzE;}3kU_h`UZY>6_!DuL45WqaEGZxdWtE3rk3Mg^6L=W0UBk{%L9-n7&jcT z@5v1FjRMtE;-6XgW$1^gXex+^`K*#3FThA#;2ue3tg9_m;11OQh%PO zp#+VvYoUR%^D6H=A33id%;CROujd7#Hs+Bj1LRUf`%-#T4jyEAe;%`jv;z|v4zLj^}#=%P*_YK{%Ju^!& zT~t!rN-(|&Y4a9lQU9 zV`m0IRr^!^bJkDuKWVH~CS14%Takc?8nE(wTM1HIhUTi4O3;|HTFy&FEntJX^h#k1 zQo+Wqs+AyKBm=9Q-icK>2W-|x^7l%S62S{iElL2oF9ThqVhC)8cA7vEYOB)Ht1B7U z6~k6(_?k0;_2-r9Fa!vrLsQBfYjVYZqdK)*f5M_xx+>||nXB0YsXi`r7C?*JkOclF z%mn@*SNun*;@ibhxgY3$TRz)V|K`)Nf5+~CW{1ssik}83((KE)t@V_hJvovMY$1Vr zi-R3G+&<{EbWjYsCj|U=+Fc8*8yD-ap&Lj4qFV}6?0Ra!6?T9*1B{#K<0#H)EXy3+t`B)JWu9PGjZ zyGu?iH+!M`uRx!I$w#lNOk>yWh3+$hOa)bFeb?EFcL)Fe^!X;U+K`T1HlhE0Wt{K7 zTjLWqa*5Oby4zrVv%zNi|Hm$Iu1hOYH5y}|-9~r@mb<+EBS3GC=T`97|F0@R1Ly|d z|HBq6V6EltY?Tkvr(9`M{I44AAnb((T!0dU0Bm9rKZ;aapx1xC)3b&_MH%#d|0W0r zHfs)Df$2X8!Z~CbD}Uc4wrT(EywAlBoFEq=9LCNgMR^is0`tA7kU;W(qv;dUun4R) zwXX_q7aY-mr`t`e+SpcK3!ng}b%i z*-acYy8m@8yH-LyXgA#7X@m!Ef*!iP1Rigm4z_Op2Y~)VJcIXdPykrC{{(RkPZ#t5 zTp9mU|0m`JvT?b68>=fJ07ffo<&BLQo-gyPC=OQLL$`}(#Fp;;OP3blAKhB83Qe)P zw9NNEt}r0PQz!OswApQRk#Gi9KH|Zy5pa5J!*2;Tig7jzaWKgr;z%}2onQ_Vl}9-l z(;~6%;Rf?BkgqjX;}APwqMbA}g2%Fl+uF)j1Pr$UOdnS*@QgW12@f1J?S(Mqtnd*1N-k5%%-F69Aw%Rjz9 z17Pl3|C8$LKf1JR2Iy6EL;Uv=WsvLwI7&F^obJg-`=4IuuX^&ijC7eMX;SVa&R6z&fKh(GH;zFk}t?)%3v&Sn&X z{r?cNw-N{}Bj=A}9H)IIeK@~MdoIUZtG<6)PTrz3v;SR;v+A?p(hxd2CrvO-vhcYi zuo!exLt|i&VVGgL=Ibb|T4%Q+?-9>b$(Opg(b@ZCM z0UP&oo3%iD7?;{iAZ6;M!a1ZYicJfneRkwTE_|_95}0p}PW%j(g~Qob8m?H%M1AOg z-+Tf#?_kq4zDWZJuu=2CBstt(6pmEvBd)IaW40Oq$#`^*p~OUUaK2WgjC+t;wvv9Rz8HVq>~tcG?{ zPxMtCm%r0kP*DhkngI;kU}$c`*um{1OL*CF*E&7@BM1R?T%bJ)B8ge(hlao%{HA2H z#<`Wgxuwq|=G&ZySYd~6ew*)7Tk6ytpTls*rS?8_|23ApoU^wM?BQDJFkkyc$*Q)w z8_Ds^YEE(UO`^QZJ%$F5R#FQMbZgY_zJGzVPhn$eL8P~4O~zMfRbkoJ2~2>f1V4c3 z&f)m@(Bj-`EdJGow5Y_f;i|*n_Xk*g`?B&m0q4L+cXU7SqU~3#NN=S7=Wb|C|KGay zYtRif&^9hLpsffW>Y6dQWQgjb+Y$Rey0e$LTv(xc{$mrlh_=tb($^*s)MPb76n10R zwc@$Z-@O2@c>kD{V9)Sc|GR!WV;!x<4s3C$U?1<5PY0Ge=fKcpRooGY`V#l0>nW?s z&!a*UQG-tc6Z7fXj>^ouKP`&0)A0N*($Lz2Wg-3KW%m#=K$d;wGnkkCwm3P6N`zvlFikreIGTGO!){}J?To_nhIavid?b=l`)rf3T*G^G( zM_D)ey~Pg7yMmpW<)>^NpD&WKdcvxG8e1yh9n}G0=|Y#F|+v%u-Z1>?3=I@)qYK27g(tHpfRB&};ip#gh`4>rnPREeEftWA{%6 z8ChHw8GonetQp9f`UsGx;O1tb$spN=@@RH?bc38tzEltH&i5W%clk~5G^-zglA|ui zG#fG%JO;41ShqKMu|sn4BZ8rQEekuZnr`c+5)?RcXqC@Ep=? ztJDI(sAcGB5Y;ie0TmqC*mu_mQSw{6jMpgEBn3Rpc2fS2bQ4&!#-ge(DCY*c2~{=7 zD~Ekn1l_IBl}TD@!1-y_Vdu{Z>ZWHA)yX<#6Sy=X9H^*^EX|1IwdjdM!(nN;-+^aA z0ax#M@!T%s0tzwi5dDOG{$#43vwymG`m;M~p8@IMQ2`r^KUIT$vZe*nY|B4Vv;s%n zS9XQ!w2^U7c(^14;R|B-UO6LFLTK3+MEZ;H9pYh3)^-b~D(2m2$JHAGt5BZ^(V+k( zs7YC{K5NwpR7(=3yQ(?MW@v%PBo$s(?yO}B*02LXpt53`0Elh+bEq3)L*y*VqGyW1 z&drPp{z8SvtmlM@TbN9GxbkP`04S|fU832)_ zR$K>y*IL{JGy*;31t4A{6?xEh0>c1w43zT9`oQw$Yc`mt3RHq2mm8`%x0fuafAW=C zgGc)2{`%vt%f@|;i&!h9Mf<-7#EXsvll}igk+fHI zfI?9NZTNp*;^Z0dZ|zkQNRnG@8}oQ3$oAKDprUo`!^C_eLP@3Q266>!8^_m zGs910AP{E$1XsdtKl-O}2mt!f`9NefSs23?$SY9GyHT)H9_dLJ6z&`K_4PYheS0Et zIk$>B27l!^3X1v&3bOhT>T-q<72u4io1wg$vthBvEwWMzP#m~Sy&&E4< zF25R*9liPiIM*~(8PjaYRCe%pv8`VVIu$_gY*-xL!LyqpGD$q#L0sRkSWlzaU&U1U zD!4jDCir&TJ_>N9GjLr_Hjp|u4UkafU1*wbC_!EUkF+O$;cf88>}Zhsjb?!hF1`X# z1Sl>2yy5HMCbV8QAA=GL*ag|ylug{E2|-?llzxZo_FLNK30k)qu)&ca^mk^(ZgP|* z28@mgfWP@}g?UPG?GynD(4%4G8?eHPh2vwl+iHm%_Q6Itxh_`+cup@fFC&B(-Wdl# z&xTp3YbA-@ZrRZgi3rAQq&NUtxt7$$&gSUe|79%%7BzL9Vqnk40pz%6KG;2L-BR z&Pz91cNsCP5WGT^8-Pe@t@urEKrO(MkT76+$w+{&U}ph*I}joZI0k?J0tn;_1(>H|R^&#{$XXo+eQh$9^uuWM1BpP=gA= z-wNN>3Ef2tgWq1~f52%FiAb|S%m&2Uu6Bs(fhJP({*D4-y`j57Z2TJYu}c2f?dGNd zi94`U-|6XQIZ)6T;v4Y(w{WaAbZwxP*qOH*N{|C@?pe_B*L)OZZ(W$N5OzU0=?(Gg zkV8XOUrRQ2#si$S7>$76pBNTn)Qq*8bk@rGLrl$o6oCO729*#eg_Q|V9<}rjy48oX z*F@O>rl=Y`Iu?Ew9a#TygkH=(J=(0YqKm-)X0VMR)&`(< zWI-2s+-P@vC4r@&z`xWRnCj8|=1ZckDV~{Y5;Xv`hh;3?2MNKPWn}4hNOlxMRuqzN zT}madPMLuBuZ^ZbE}7U|(OOjMrl;#PjJ4w1MFS{ABVWjBHB*tzr+_y}S^*ne)dgeL zWq2{11-ubLlGZNJTm$B}v*3wi{9U)+;x1gPM_7RmrJ@nMd)}vfh1DN#(8}?7) z!R==!h0Inm=e!nRW-ZbInhD<^4L-zfSWl16r7z{b-=j0m8)ny6uj0IthX?btze&ua zr-CWpj*jz`n930=`DX~nAUf6ZvhId6Gy}C7KL1GOP@M&q3N&c=48OXzkc$4Zw2!Tq z%IaMFA0$!%%w_@exxjRD|V`a9Nn za{y9fOUq+-OoR#t3xhJxC`h#co7^Q>!!x3@|87PF=0|})EaGj*$j!5r8}boYNyV>X zyBmmZTJCCJOvN!1)^-KQL~XwJU}*y^anwhks~yx=z`}=l=q<3oVJKhVj2wYl0Wg^k z!V6P@48Txd1CO%wDkyzS)wb34zz|&>gV}yGqv8R}I7`^E$t*fxbVl!N*@xqc7=t*p zWvyDse}Wce35Os(tE*ibI4Dr&5QbrcI53%?Kaw`DnP3_}2c5=O)&&yU6*a;)agZBq zj|~>)3ri4NhDn{**8e~UX*Qmx(xB)|_NiLWm^=ZjEzcKqY{a2O18!)H-27>ZU=;dl4j4ek-k*E9f*RdBl|1&dt@&ZwxB@pn0l<@?9dJqSaZ z2fN*{O!%$jFd`^~JNy7;meWg#@pg*hvXFRao*SAn!w|eL$L`>L29hz`EOv)v*TI`^ z@+GkU9AmzHWoJ{jLaMb{$vAFdXxzLB?;uHEjJK@+mPv`~?W-&J&+O?^mx)QCt_I$b-h1S}_=HqWe3n#Xo~?sgt|_ z%uI(U0+7MgBRpuXvihU_XOu2FADtR<6@=`lt2XH7Fbu3315L-`2AiyprV1!#o0b_s zO?&|++v*!p<3Xr;F!P&lG!S^9-`)~6m)nROuCxG9Mszj`{>mLfFQh6S+uJx|z}u%13j^ zjcrMm#;MXFCRHXYzYq z*-xOh?4u7&G$7D2ylG;3S4-nI`X{3sw+Q(8;l?good_reI1e5_2tGL|Bt*a=rDdpN zs(X-&o71-mzLf>ID4S=Pahx=DhPC~2o=DZr6tW5Dd&l4kKGs`^j}VdVrhoqCG7Qnm zkAJhE1@2Dy=m7;z%QY&U)B2H;FsJugFez_l+>=LXYo2E0@ooJKugHwmq>D3ro>K6f zM2zxjK}F{lLUPx8q$KzJZ~A{C#mPI6WmGj7f6D%iu6@*VeR{xyvkpe67ug(Df9g6w zcG*T+_^JOy=&aCG!uA^1ZsfK4IlHs5_Eq6|7cc6ad;H5FwotfjTJ$Gnb~pC`Nts2Z zK@_Uw<01x=yWdafKpJnE8a~lV`A%+QV-*(J#%mG&O^~m6h~P1JPP5b;B-dFs3yN}*qIyaX%KScdxj4k zjJxsLm-kbiRnh;11PK6u@9|6 z$nkHvzM~y4CEAG|!-PJ07n=X@`2<*}h&=E9_O86Owl$l?OuF=l!6&Bj{IRoxBT`n6 z6nCkAKc}DEh;M&QFR+cROOM9b)r}kPk&dvr*Nt;#!NkTRq z8F0OCg=14EM})7%n%ImN@!_I)n89tY@M|EbuOHtBjyd{_L8=Z6;;JeTb4u9UE zT9;;rC@jvJ@g9?r`|GF;TBGRwe?+6#{JH0e`8(&xIDqZR3pOi zzFCT#H12YO#1dz>BBpSYEfn^g+w}dZ1|_X<#!bymxki%TF&?q_cvvFp>uxL8r~7ef zA`*C-PQ{1Q_@Y`epXmk+=pR0b1ZZCRXi?qfGxV;zb&~4~%f~oYxTMD0fTSw~tbK)% zmzDIK481cXznFg5t5EY!;)L>{}<}SQ>an)(7o&fUUwkaF)5HH- zGkwr(LuXwUfw;dMV06dJwI|p~Zpi*8iKp$Lo=g(0q_(1$qa1Eh6zcdMo-H)x-Tv)R>tiXshZ3ggFVwF-ex(|?<1L;wX+Ek`n0wS{jcgip?YB60 z!U$9|Q}j?Adgur(IP_=?y+ffBxWj!|$_>i`T+lT7mXWHF*=7$V&`&xt8j1}b$gOj1 z+VMDX!?q3-|{FQOZPzt=HL@nYY_q|)4I!Y_}uRZcU z_AI>p1phu_(qv8+2z0Y%Kgc_&dGXN1Hy(ioC_Q7T2(O$7VC}Y9@V@AZLhq z?BS5*a~#X=M}-q5eJom~L!GuWq-lwCs-4!pG(n=%$ssdpN6u8X$gyU*&7{Xm^}isM z!xynJ9mqdA%T+5+Y}{t;2GZeBCKO_GO`&5Cu#MK1!5A?n`cYB2$SX+sdNZ;7b?+GW zzH2PV)8`W|^XC)Yxqfkck12^o>u`H2r#~X$1c+`OsR73()-VgPL88(x^pk|>|J?7Y zC!Nh2HN;ojZ)KT1Skny(m_y?rD0?ebw9rnGfs)Au$L()e^Wh?nr-I^;1zIs^6q6FD zHn1D^?x~>OXoG%F|BeY-rM`dy??G!@286wiO^1D|Ks8{C1^2z)Z_jACv%i@fNLOTwr+$Elt}+CXkyKBb za>xnXg_5|4sD7YVqk+^my*Y_~(lyfrJgQTNW7A1+B%OpNkQ(V+pQ-FGWg#hTd$B6% zz0QHJl2=pD7P+0=y6u^Jw@JJv_FItC9lVyQH)VL%(pM9?TVyq$DkQ|*09n& zYTw-ZCn-7acWqVwCMO6he10m?hx*l9pAYe>?MLIU!Gaq4=jbF!t5D74dy6AK*$wNr zQeG&w&kzo8QWd=3eEIRfh2W`2PWkmRmWiPzs>~+>uK|ujHiaBKbtcJzeqNvU@({i% z|9H)p$RM^qCnkR|d*T4U?YmLWJ;ZU+G->j#hI@$5q#uovsiv;Gou@LAquW=Ln8Esh z&aZ$dUFJu-V{^PPC;}196MVSp$6r!EFhUQg^H=KNr?p-SqMvjzv2$#qEF7b9tW0bI z1^=KLs3Wz_HZa6TW`O@mLr;XEC#r)JGxd2uLt>krBqBC=1Kh=Ec^yj^v@x0Akas!> z+^{ir>g?c{PXXTpBe(&m4rcl7)afLzdbn{phIrA&ClRegxaR2PZh)%lm~AdLNJ&vk zlnz+1C4iPt$pF+yPzUy@Z9{;5ju1U`;TAqg3UiASLH!Oj78@j#XmxDnZA=6= zZAFh{7bgbK(6J5JS!+4IejXS!$|K6w4YO`ztW2&wecFKI>W>8Fp#xqx#@aH|GcQtg zirb!RQ5g5$$hFUPF7=#?1AxL9t0z(qXZg+JH4%(yQ!zo~MFQrjH}CDsHKap`^1$>R zI@Rb5Sl8~%xu*SekH(qUElTW?s;c$hkLGOJ!_Kct`g>SiP;JyPBh@{qI1qGjhQ ztfy)UWfDcp&MP|C)MTZKmR(YG7VIXtB%w;*9l?6$fYufH*K7}5uLJ^z$8&BwM6~Ys zNJ>;j9`YERJ){#YI_lfT1IugUL8b(%U2Ii8?7Xd~@5;}v##1l)h@R)wpL&r`^gNo5 zRqbZj30Y?CZCbS8ANn|E>>jO7AKx06#q&I-i}qo@bN#w~yRyGX^|c&U`CIh6d6?QC%HEH)q)ciT}PYf)4eUK zb{k4-_t0TZ7u~T4VVBMbFXzXX%RR1UIG(quG}yL7yN^=sRDD597tXEM&kbneMfXH( zmzQ9FEqKCUO5v1QZxv%zyw_I;;RiC8PMOUL?3E3@epCz@@r1aSMhTcJyVMh|)>bzC zF4VnnTfBXD#F(4})vX;OS7Boz9bVx7L`)R(!QI$ITR*a zA2iUHzF?H6heDIht9H9eS1<<2=;9K`>V^hQ7 znx9Ed$}6yR72-N5Ai&4#TYMLH?{-ek^a+Ng?Ic_mNHG2GK zgx=kA%7Xse)K5MLrV)Bo$FN0Di-=Zj3*Q8xw4tGzDIOj>X&LRLFIB+l9r(su1s;ea z+YS+8E|R;JPgy4IDV?Qoc8Mo&R52R8H`6V3W%E8+9{Bpp^Rs64{EmK#o`_@ z!P$Et{S>7so}R>E8T@ZGc+;i@020TKU1^I@M#h6)fM&-z!7cO$3AvA-s@`>Lo2g}T zamEkY*Il|>aYTht7am+K!y_=;-Q055!lHx6^meXVl@&(ml!ELAV@qP`5tCkiMbQ|Jr#R=Rsevt5BRa@61)~en3TZL4Kf6B|^ zL^bgF%A4D5r%z9qbDC_!c}=SLI%)#pf;!tNB(&wilkI!26UX7*FGgJgxVA+i zvt$aK?g?$dtCRVhyR8X1H#HMfTxxk$@Ijw2$`}=jxF$Fq8&%F*h5RvTBrW;9cw1A! z&;ydM>G?(5NGWy$IQYXR+iX!PZ3D9?uNgW8UhbdjF~%syh%E_saq&?vGUWP@UXHcu za_O^`Ini5?GkD~=;g|4m{7^4!#SHBY-NHEnQ5{pL)^DiBDwM($;vy1-H(FEPfF$vs zB0-|WUJBgn6-M2)^uMXtS*md4q(~p$B%o?`A25vN`nenU)jf##h*Q?9ck)nr#W>(g z_G@_mudQ+N+fK6^AZdb8rp@OYXmRo03nbsONAPYTrZwzGH3yCtWb}6l8(Vdk)9oG9 z3qa0DUX6ALZ5v2!ZKK@cclw}qU}v37Yj%DS$zZ#cvh0P|xpZDcO)a=5MS~u12`m}e zt|TD(6R?m!1#J1sG*&x$csK5y^Qec9wqA<`7*Er0@%;|#bdj5*-kG}Pjvn%1U?Ln~ zY(9MPGw{>Pbqdy*SK4Bfl{@h$aD0|-ppm>ec9!zj);n8Kj@m}gN=0_N*s0`)x!(~9@g^((!;q#Q9FCjQ+4-G za!kL&`-IYkWjAksG@FM~OR5_x)Ft++ z?C1Lnw^G~iW^XCIsMS2EcF#1i;YKKPjJy_JJ87d(w->2Nt-}6T=v{w z;UCd3p5IY;2vF0+sc;lQc|-sygI{i{(lPDd?&Op8xG43rr}XOsHwbOR8N@z){y>_b zEP{-;iFzfWs$N}ku9Hp5E?lySC`YyWkc7K=oW}J$9fwA>eOdz8c9kEhRaf?$@_ax3z-)H^zKrPp+E;>6!t&Y~%EA@LiKsK)2;RCw0_y;SgXh439f+)Z1zT2oeITE1AH ztL`@7Rvy^&tBxTv24SL8mR)kcY@dira4>ymxtf{&<;T15sIB&1Ql)s?^Y#v*0N2%B zs+YB`4fEabc-^<|301DL*yZE?J~ctaVzg&4?IHUEuD)1_y!WoawP2|_Q68(Z#HyFf zkD@&;DKaD(Q8RFTu+*S-ZH^)N5j>@nOs-yd78Z1Xn*7ckx4S-9^(C9HzpnzmRu(DP zMVShDQ|8MUvR!Kw8$5V8x+7PA^z{>ofk6DPHgQ`xcC1?NVE{vt1Q-(RqN zFwJ-yL$>M%Eo~j2x)Z4;4M=1N@e%HnehEf_Jb3VGK`qjGMzXg**T_pL$o1}<0H+E_`4J&VYQL`XVtbE$sPW1 zmHHKa%ZH&a9TA)d-`MoX0g`RQ#+fI`%Vcz_!sU5e1iR=Cy9hILkKTi^eG531ooRIZ zOX;0)Ib2_a^M`P*-CBe6qumqIpWg`WjeRQ4A2GqzOh{<(gB3sI*UO#hemA+un04Qc zB@#+Iy(~4VBF2Z^dc1kS<01U+WvD$xwEra$LFAXZ0dU?Mraw zn=h3-G<$Q;{-JiYzw)-HXGBizc^oqP_AH#Z?&-Mo*I<4RJ7f3ZjPRXm`nKh%Owtc5 zlv5wL9D;lFx4IzNTG*Y%ONuJ)dYS#$iR;1F#}#{lW3Re>>{n66uIaDVj`08~qeStQ zYl&%1UQdtLi;;g)oz&%2PVzxG36B=r*8q%{u9q;YZmHhlVWAP(tWs!m^wyjiU*E{+ z#Tj#6Iy{Pi``QLhUKL5hY?4ALitc^donL~S3&}NYu3Z+BIzo8%)}E3l!kTlG-)vKO z9}H{aTK9Z*l6!Nx1@|`jr*E>`T!2g*JUJ`5Z~Z+#@EQ6g_Z_E`W5S&}eu%aipJdW+ z&ygAd^>ox0_scJ}WonKK*!kDp7&&*Bx_pEvlH7BDy7x=F`>bLt&vxIe+gJI7&wC`$ zJH}z4Opi9Ui_8R`PIBhWcMtA_^t@;<{&F5F7l%t1YN@G1-6xNoxXVv?Ax`?^R)9{i z_|UByTGvY^FKrp>y&36UC~!0MZ$0`^TODF9dOP9@hu3%99lw%x6Z%hH=AmdiUo#0) zl-mCKM@Aeqen*wM+@yQ#u^kdl2U`GFo=`^t@#|i=A9QcnbHCR3cq#{w+1e92G4Uel z?)6iorQQ4B9~vwZNQ~_i=M+S#XsUk+0%7{!4@x_R9y?>ze{3SdpR1`^>!hO=ndC_9 zTr^|Nk*kCQ!rCF@In@sOzF)Q9j~eXVcC}F@l91VBq;o4*?fFES+^e*bZCue&C1Nzx zb>~BzyT!IuI(K=W8SIxYlxK4%eSF6`N+2Qa8rgx9X9&1&-F%WZ8(A$CFGTNuGX=p5 z@I8Gny`zM?xZL*$3!={Uj3=&acpF6m(`(K`>)_%W)MCcc1X<*}%74gPcNm_}Joz9^ zXe?uJyzSW)BMR1SP4Bk5-U(tlOwD8t)4709jf(Mv@sS-A(v)PLL-u9IzB}-NLYvV< z>)j=DlE+&RIYLgS`92$D2ftw`AfzO_dGG^p6PbQD9iKTCDOUaZGy3#zc^LTp+o%XCXhikKo#i@=*CcJ7M_{@YN z@W}SE8tIICU+@{LHQ92B_B^=QVOc(^l_%gxXyGAMx_^&i9j>krN7e-XNO3r4f96#0 zG5r%dSGcD%BX<58^rOnml_=CwdpB(P?TnAP3oxnOl~1U&qrann`sDYeuVOgv%oD^+alentGqhf2(A%J%l;{h<%TN1LCh zO%XUS0OsY)@>|2k7)m^hug%N~cK_Tp`XpDDynNd;aX}Jp{y2>*k-a*C#~+_)XWpOf z$UIjRXsxe%fKJc-eM-9zQ#(KPHc2CV&M8lZrW}Em-CEDPr!F2O9FCqN(CK;o?C7zh z-weE+qD4cNWQ1R`6lrYwxu75&7N#ABllXtG_* z92sHqHY)!i79u9_)nQ0u=8EhaT*hR_5NCTE{hVNyrrhTQuTpQC*k734sc_{g4{}0@ zw?_E{{0-~4VL-<1U(9TSe5G#~N2N=sy5<^LfOqHI@#{*3T7d=(?f|`V>7|M4<~RZ->?Op@^wB1+&gNf znk`QZ+XwffIdmu+^)^jZw|{QDhcu!;&GV1&`4q5 z!}z7fxtY5CPBq>EM$(}yRa81SloNUHJ`m+ivo>%T0r?%5p1nUt zmm4Zq_sPKs;O`Q&=@hsfX3D_a&P=nN^s7f#s$5p42f!E+bx2HK;fbkXeCXGar=qqs z6g8PVhYn?A(?mXD_x1hk?25xzcaT)z-kJSAu1x!X_$aCnB;j7uvA$VUi)U{~t~Q`v z&Rn;1r2EpO)I<5YM*Q^c-`|;bzvDlD_RvVM?w5Tp5OI$Ir*PM1+1=G1X)O%1aY_O$ zkBm+P&F+%8*+cD_TkzE>=wWTx&=En^^WpBXvG@Y_TRbR=&PVG+?L7Y0_cC4y?sk0v zsT~xZPv0MXUS9!TD@mMfyBj!@N6&g{C=hfOk1ChmXV1;twY%OJE{2o-gWiWQhUIbT z<1$4i<^f_D|1faF$mLUruiWROS;{+?&YQ^56RR}QPj4Sl4dL~;&o zDC3WBwD-qSJ>9Bfk@DsBZnE?(9cf1eIzAJ`aAnfd?Y_(?m|yA^aZ(Sb(Q6m|M}{3g z_fKW;r7?H*_PDA)DbMIQVES{5O9(k|Kjk=M3+-fsgqT+Ri{sHwbrkPjw)xSR~pngQJYl>>$ z^RZXulkpr>yaD`S`=_K0Ot$R!ULT{*^+L=us4vgy$0MDn`Xi>(Tg%9dq}v68Licl} z79e^(g)2#1f24Z`yW`(Zv(5FxSC9>bJX$ONxwxnXZwa&-P1bvkq zHlshkjZzBmCS zN|f|Gzj?at>2W@%@;<>Ej&3gl6J8~s#|f2*Dtlum*6(xC(sxH#Uq1)_AQfVQ@p>-; zx8mE*LZ*Y1EQi!3Ebe?zF*AwJQ4bMEhA^w1Ec}L7qH8!kn8Tcg90$0x$A$flH#vNB zc-1!(%}N3L@@Dkub}i<-h-XYhoO-Smyjq%#DxtC$m{=;cwI|BbMb3V8f5pIBI5etL zu+Nb0fv}#ZeQqJc6G_vr)H}&t$~p&d-zh3wNv&n&OHcVw?x23^^An-;oxf!9Ty1SV zzqwpWV@Qu+434@eLBEw(19&(!Yi`fYKyu(JSHE;z8^>*#4@^%DS%2n8@$&AXZe-A? zyd$0b;p3jh3zb>5=|V&Ka|)_$UE?ntqI0j{_G~fa*S|)PCBLtNV`6ubcjUK}jy?9N z_NQHZ_U-xDb&SM(*!x|xh-m7ZeZN)AZS5=jXa+guh8+@nwb;UQMrc?JfJxq)O4kWu zvlA0MyNf&x*lV7Tjy-WvB-9`qV9iS(80fK>x+w9CpsJEDF-*pto?|LI?~zl7%$=+< z?knxTMo&ki2UUFHYK@c=4N$Xkl77*&E6i9X-_w;7h_op0^E)~`ocDA8yT+1BvJLNJ zZ>X~3lTC^`3*LxPNz!HWfA$VYhjr&PtK|{M<-G7DL*uOv~;G2C>Y6u&>RRnzZg1Z1;az!%UcVt-PK>%Hz@2@QUxw^wQ+}JLxKMY8hhS zw|wKo>VIVJq4qDZf)}6at35(y$kibKWz6}Sb=ZZki8D{Pzv$OCIQCjl*m|5&g_d*f zr%l6wC+C&l$@}ed%C?AP&?Ih##H~DFqi(|;6*VesTZ%lycHfjYE*c~ zbZ~2SOptXK+xU;*D?3u3r=H7yJ-6%ab&U$PUw-dMc7K_)3fAi-S2@-pQuapUSpduH zNw@v^E!FU62KYUD`|*PMPlgLjU)x1++eq?pXO8Ed)0fG9>D+tODa+N7T^DC-$}Lw; z2GDgx;^)i%N-6hRy{qT!4Va30CuK2y>*lzyZ$Zq76+Q-t*hn>BOP2Mtp zEAq+I4d&{&a(0Wt^>hZM`z9up`UgFjgh_%afV|YbSEHHLo(1D+&`N&NaqTU`lfIrq znH9&8{wtx?LODa|Q0^@krYG-n984J5gBo@!_VYxUskWUfs8=i>*h5zI_17Tl&2%qw zDn2TbRL-J%rJTJsoT=QEWzV*Mj{4l**PZl(h$CVA7TBWk$=s3D|2XML*^t6eVQiDu ztuPXx(7syr%b|{1XWp=vX>LWFZY)+{@^}V#Lw4KPy_nSf*T| z;A-K41T%KQ(vxyER;LasBUEj}4n*B_+~@w3p(@c_%Tqp6zr~x}Fw34RKR!P4mn4Ii zgkREgf8ecdxx&+-n`|?CiKJx$Yj^$7pcQ+{oaT5XF4pnFX9|r$!VK0nG7WWM$%jlH zl+^HNDF#Q=eH!)n>YLOEU+1YE+DBv3^2_65*M|t)yeD#ocGYha=;_^$4F>0&wEE1N z1Eb2$E1K1A^|>SIPQ=UO=Mhz4a<+xB`RHARUcPrP06ILQcQ0#U*IwI&{5qbR=^^bp zNeT$=mywgtXqK}M4i4Q#cIxw++<1?qqZU!P&)VV?vS>KD@A%(ULuNfNX9{`w>=p5} z)BhB5RzY!o!JEc{Ly+L^8em{>x50u3mq2hG+~EuE5S-xd8r%~+5G1&}y9Nf`{P(we zu~&Q9U8nlgxjEg{^}MguxzXHEptlJh9C_V*Kb{($o#+>AzwJ8Zx(fZ+i#i;|t(O6# z*%U2{4bo-o@jhB^wo~;|lXio9AnA$7D&KZ3zt?$%s1#-<4vfPl%(M1UT#;={3hS`& zl(@FsWCqFpst~(dd^@h${j*b9MJV_lC*$^ML!~att|i_8zC}5Ibfn*8PB{NeL0U$o za)Q~}bUOTKBEguzzHi_h*FMhtknbxU9-6o2fUvyX1b>&kM!48ls0GPK0CH5DvbnkR zw{-roQ}*M2A>~Q}A;Szx+{7!j$4c1hhz!tVa-n)N)b*)qwd2oz?E0POv6MOOq)5Jg z0++v6zLis=&@o(|hPA{I2NC~P(MU~$a%!*dUJKPY>P{x`@nRNTBL^v)E2M6-|C3`l zC)I+}jVm@=YR%Mg3vahf8*S5@pLer8bn#cK$xOT|hj%kxOSa z5l39A@OfV@Xf)Z6dn_vAod+y}FDATu!+ag=e_Ki)&Rl@WJx8oj5_B zNC9I>VT-+OM=eRRKU230X9*Adi>@-Sr4alS><&-eUCN?0{;uZAxP|{NW$0PyP$XV* z$ZhL1A-wL`%`seeF3vZ#P;IUCMV`atb**!bvkm-*6NazuF8DEby~93JWcejSW9DYd zl{1&U(=Y(LMB4NiP*XOr<&2wNo@1V{dYiO0WttE_Zyq)*{+vNGzxCDmNM}0rca=AU zd{f^Y&%5R?O&d}7mXp{qg#t5vyq_13Jk{qo#_45B&<9$HC!~1LusnhkGnjNz>frXm_LMgtM9pxu>){d=+ zj89AnxjaHqE%}CkV-Lka!UoZLl|u7fx2TspqPvvvXw$n+liUK%VY@*{JdR!J;e>=o zmSBtuO#bHZzQ!*$oA+j@Sb5Q>>n8t}x4@fjrHc4%uWqhqk?|KeiNcZ0P7_Er;C~b= z`&+A{j;GfU@L78xgFQPe9o1&kj9T5aGbr=d@>##LX0~8~v8o~YbIx+*uu%EpcMZ{MZ8pEZTZlJl zQJC+!Vm~sw@VJLr8Y8_`n5S&$ck#DRf|DY$B&1-R@E8Bagc4L zsm5#+sGROoC_WMUf@TTMhCx|)T^o@=wM~Cj0L-~W=v6-5yUlxnf8ppC;FsySE%(2($(U#))ZN47AfsuwM%Kiq3YXB{?y zl1Zq5%fk4>S|iw}1~;c{=n)uR^fLvMi)~YL{&m0CL`gikIr%z9J$`a|*nI%C=)HZo z;e_Qo+nAMRZ5f-`QA1|asWfs|M@UUOC(1@6Rz|_I%ob9%iVKFiUH|*jkBfp+bOLz5 zaO%kYtUE}sD%iDORJV5LG4v;;hamAfzO!TClv9Km!^189>s$D~FB-G<Nq;eWKa zm)=2lR*yniQV2b-c9hI;vzihiMy~-^LA^5{t}i=|BvPU=1W!8>-!NO--@!NH$h$Xd z+5{W@W!$qn@0W%MQ9XS;gA%KvTE$N!CYVtE`_URQG(`1%xkBO+84H(ni{n0l)wIEx6*h6(uYsfTC zXz;uQwlo;(9UaTpbGm8U3-wJT%nO(|76=u|bfzc~Opx+zFh>}VtUxFjMCJo=_ z57NP&bjH2(Qo+q~yiP%~W(c|EGPz5`QKq~W#ehRVeQM4}qFa`LuxCA(0^=Y?*ghK7 zQ}}f`v9~aBu2z_=MiEDWxr#Zb$7HkJcIiN476pIVi+ootoAQ7Y9ycK75&J!=Nqp*WHl$br<<87-YY@WwuC)$~P7u$1)FT>T=&FNjqQ3?0bn%*=c2 zOzmqgFsVS$Q(+fK5iLkNS=HhN%1LV!=+@&-1=};9Vtbp51Ls5WRmG zxHL|Hogv!b4m`oD1d?AE7i1_H6yL{5aE66lEdBUegc#hG#1g+`%7{B=`EE6$QHr81 z63HGhiT}kGD-*B`2g33JNA4T8qalB%aN~($95TOVq5Tl>xk}aAr03{ptqtQszs$3! z5)wSSFIDisnJxU^?Z|y-_>gX`K!%^EoMBetlrdpH>$kAwBZM9e~oqsrOJ9$X})OKG^6JC~Yn9 zdd?Xt6QxHmZgtChC>q-;*uW zOw`z?^o2xo<^ooS)Fx%v8)c z_o7o^o*1mCtW2}N*N+EmFyn@*DS@?Eai0d8nm=9i~)QjJc`cM0XM9xJOe>%<4`?!2431lle^8lfG-ka4HG~ zDfRLu=K3Qw=ILJiHN!j!I?l)5WyZx1yxfj81rXkt`&%JP&)Jn?rp+g^fIqmKF9Xff?i;;nwZa`w}oF+ z#>dbvcUe%gbBrnjue3Zp#q|q>fyk*(5Kwnp)yZ!Y|0uvfWE`%q*J))XMq%72S%tcg zykt9RqnT4CW<2wxPV&{(Z}-m9F|kuWD^rV}1_kNSJBXE4qU>k2^b)Q6Dz01jjX=1O z6yvZM#&guHTmJ)gsCg*gH=6R_VYRIV2RyvkB{zb4g+}HtQkEd~WL)i^L;`_L-f2 zr-m!`ngX)f;%FQ=7QofSQri!~1C)_W>y<;Gr>-p5gOQQ#6rMWk9>Sxa)^uvOwum>1 z@ZKrTuW-R(JBUv?Qe&jGGHwcR#3z^^NK>QLb#EaS2{W*(AQfhxC!3Dr^-W>??OfBB<7wax+Cb9jl$k1p{BX*H#Y3tA3!zR45V@@7^j=t{I?Fr5%Far zO$8eS%vGNXo{##IINXR+YS`=nW|q`zn_jm*c)tcEW%L`)q(8_`b4tfWHE=gEsve^! za-=J8{24wTLqo$1S2$y>7na^{a_$WLB(2CYGxPC{o!9A=5l17u-O>T{I7L_|*KQ8Y zmD;P!fwu$g=%{Jl%l#3D7nr4f~ECBn%l=J_co?`sCbKE<3UR^ zK3mi9hJ&8dh}w^!5g(&SQ1^55L43ZXRfpsRVdlySK5u+FC+!}yJ(u6la5KM_?0TiJ zg}I3WGlC{!wuLM5F3ET*-=UX_X_~iarr1@uDwMGe``Vwhd3bhtl%`&NU`xmZ-( z?n_=z8|nBR@h91v2PB~3g=lBr?RWn{rHa5TJw;@P&$o(6hta6^a(o~J^VjN+!1Ryr z1~9d;{o{tw>A$>9TxhVtj==c-$RlzhY>B^VV(L*9@-_QpPypwXf~UXKvLs5B%Vww4 z6_%2r_fB$#+;AugM*Le92LZv3w3^>cRFfabU!@X~xpA^@y_E9-b7lMvo*(%iqF~mS zV=Y&N<02O6A`m6E-0UQhd6nld^dzltYppxZ0TT31bBFC4I*K4{iLBm2Ej{OVo3l33 zCKr@*XCZA6$&mdTTMYfgH$|>?WD*Mv);wNP^7a2Z7z%4PL={Rp0sj}Rz-!l%DPB%Y z4^t0*a7c!NTH6bl+`}+}lSoA&&PG!gJ>O&1_MJw}O=w#IhX5JuutZ#uTQ#>Rf8zT? zfgr5GAeRMd=&HslZ}1-3cj-YVrMsZLALS3>WwcrNs}DlA)VXmEDp(xk&7dfWh}L@^ z)}*3NY+7mz>B71FVcZGL?}-B4DZ|`Ky?x)G;W)?#!Rr7bI0QG9JDtweef>h_d*RH#9;+(!XHYZlpZ=d^~^|_IuQSgHKnR1XgRO2aD$g$6+*Q)Vg z@%Mst1K&&~9Xh~94~KX<4W?-$9eWq+fatdz-dwnC6s@rA{)HEo?tZ!R^=xIJE?sD1 zM}QS!69<4hcvx6vCo-(s^LvdL1MxAP;$gNeWJ@uzBXwdqJ6YnG-+ljZ@$N1U8FFdC<~z{` zwdW2MYB0dE4}Rm*+;J0a(VpnhbYLFn#LhXtoDZx8OR;?JG;%J?GcI{4%kfx$%!PE> zJPL-^#DXS&-=mE(2mM);$Pa1yyq>{uQdNkh+fE1XzK|KpdmM&Csa%b$wt)(x>)VC& z%{((zDewJM?-X9oz7SUIm8QN!V!zMizI!az3%eXrTTGhxh>6Dr?fe6Izu)qhwG*T{ zy$>j?t|rYi#2=HY&yQTGZseDF*wM#lCcne`D_@z@fWe(CZ># zk8w~Le{SPZ;s5hgfn-Z+4K`$8Ja$ocItpue+A3mgC8SsVp9_ z^Op#Ek2kTNU1;yurbDOXQa8kwQnfe<(#xrJzt2a;O{qJu&@q*7x!l}aItB4X)stXw2 zpg1z4VV?w~9fB3FG<3@sWKT&5o8+VU^d3oxSh`%`mDYKSfYDMGkJLr}Ulsfo?|s;!Qh0 zK_dEpGkB*+B_#hSV~CB5s~fcd5BL8Cj;X<1Ac3?$r${V-!J#IZ9N}wC&u6h3JGL8t zhvH^d6I1~)R2(X2Sf4Iw@SGH_5V_Us!*ka>oefy(%a>I}2g8Az8@IcT_yAE-HyR8r zdT{sTAmIoBM6;#Nm_VOs{F_vGFPWZ+hzU|x8GS1J2hSLmO(5eae~C9C ztXh`Y#*sx{RlvS0ib7TYshfasX05@V6^bYSW=`tc#;l%vbrEZxeA!$5OO5X@G}tV0 zJ8C1I$w+;K8m#g-#lz9TS$H$p(}x2=bu$kfz^fB3xzC?UERgMm_V zflZrHNC-#WZ5XZy49(BA9yU`TC?YX#Eo88(EWw<+3;qm zpa=gDI*drN<<5xhm_2*Pz_%aE9PwXU-ZE}b%yDf}d z_@{V2^CyY5i+OnED8w>YNwO-O^HRCn@P-SkjBjgU#!7DSA6?araOv8^>ecVv)S@6Cas!rQ~g7qqQsmMY?24 z>K33%`^2j5VKuGj_PBj^ay6azz*_PwS&Nru;VD8I6~B#c2dClD!4-UPEBSdUHzIq} zdZ|(@5@a3CVb4#T9Q`wT@uHJ_f&*pOo)xlRXnL#Xrqs*d#@aC(?mpikdXqM;P;>Wp zb_mc~#q@KFbon7V%%-`_rhE@H$R!#ryPd3hQ25@-qw~vX++WKi#?H$mDzDQXw#)0s zQ?hzcZAChc;jj9OT+U_W>8-P4yBauhn zT8-C&tX>Py*oN)!wAFyI5ckq6FJ3be@0uhFt-GP^Z)J9P==f zZEYi<+37FM8Ik+)b3td)qwMwTUI55&I{@@Dpw!}?<{IidiN;i&-C_0+-EP=^wvzqC zpJvyV#kpd%R@hZK-_c?ODW-UYw~Ji@wT9z((4JkqZ8M9u9*dL2yAf``_<7>hn!Suh zoB;mpZ73Uq(wOjgqX8J$A|Olje(h76#2YdR-W}6csP$ZVvWzYEJo?f&KGncPi!FnI z9ZTApMO%{PCVZnAjBGc^mNAP~?fOIEyY=wj(+8;Who%|}MvpnqfB`WdD0)kSNFZ@58FLqJC3v9`fe&uRd*JSu@zj`Nk zaFQo7*c6oXX4v1+R0K+!haXowx>llOQ>|dt`HzO<&ntt@$Map*j)Q+_%LT=oe|F># zB34DKq>Ko=CIMO$8Lw6!Ainlr!`Me0jFT24Bdao(1+Tx^Mn&!s)MDY1s>sVHvl0A3 zi(H+yDplB#OI(Ve$pa;`)9njcxNn3oM;bgF@^TAd%IpzXn<~~GmdgH>8%er=wbgA1 zaIa@P1qJZfkF>Axx$l4ZU^LCAyp?{rLOQ&wW66`VG66K0WCb`ffESbyyxX-fy7oM3 zMv=#$hmSyVch@HSrVX1r>m;MC_i-p9qy0c2-^PwNSxJbs;W&RX%+MT2>$G7qsP&M< zV;m6?_Kx9$Di|k~Azfq`E(>SeW|(&E>ybugNusUg5$AED+Q*?RI)YP}-H#9M?%&ri z+UuI=O8w1B*crn%i`$mgi(^@{+*oaNCtiXS?AuG_TVugGwz=X`xBBEF6GF1#^$-_B zwqh&_u$cZBZkTVhp}Hj8oY7UM5#1tzf#bS_(&12pA}A@U96c6CW>jWW=#e((*wuM{O0yA) z!|L~OyhiQ7Dm~U`pSXqc<sEW|hdBSXPdXI(z9y{xX8P?Y|D%6H?!~c3hxc zafxBuFO$w%x3R~%4TBn~_EU3Mq+IpTUc4P{3^z!wo~T*uOz)~Zq1G~i*AW77A3r{9 z2psw4P42zHjhW#8u@Wzj8g)uS3*-hnm0a?g7T1ODJ39JfV$?*ctQ!1NiAhE#B$mL& zwZiMet_7;||Fk`cWR#83MY@9f-p}oMA4j~!h|smV+BKY0J98BlXQdVP{;pF9q&15j zTGTlNo`yp@0qSXa-fieM zJ7&_Fk2DR@8yJwQ6cgMr3;{b)DPr`EowXP6iu*h*KzG-f4akO1gVG7eyw=u$VyyO0+QSEXxGf zpxuyjSZvfUw1ErOicaw9Pt0<`9_f*OHOn|o>A6;KPEU`(Ol=ae5BCGX+tmRq7q(EC zjCGZ>;qNiu4AnoQ-eDV{QW5A|d6$YXqpA_tF#PgO1lBtc3LSAda8PEi7t0}5_dj2c zS|q+$%-l z;}hS$eAKr@=T&yZCyE=x-7jCUwf)?+PW~&sdM9M%;8}gzi_5=fhDZUc2u;-&H53 z6DRK{_3jaLJk31{??<0EZpRxQhGMcJUiO6;w`-uEM08yp)g9%2+5kPoQFDXuvI~9{ z+6W$a0>n9QD-aG;OJ{fO9vqwL*5)Lb1-@(-kWVj9_e7on)?B3MIe57bpI9$#z+};; zfNmsijlyj)Y1H9BYekMZMNA2W9ZLXA|Jrh^X`HRqnaPpLEc(67g{=mt6vf; zbspvK%xoNywv{44$h1YI9#wOICcm!M8+s5O*!oTy^x4QTvOYb+W-cuKMGTMUQuc|X zJ4#&J-K-h-Gj{pX(E?S;&m@w|B=0>~qA7}PIT&0i$~+%_``shRk$I@B#3d(czsWX$ z@LWc)wVioj$QB(dmV;AC-AMVtiG*QX$>$^*h@4RSqs4m`@3X}ZI?Ofm@_~=gs%~{? zyt=tK9sLxq%XaBgY%Ls*$3UgT;#{a<95GQj72*IC!C;H=s<~Z3V5ZCu_PZZw#4ufAN@-2yn`wAgX|JeSkG2SZ$skpcu(TTNcl*wkYG=8Nx-Z5dOXa@Q~E zJdl=gszqMrFD{JbVO=gRG!^TXyI(#>^;X1HNn+QyhRhF8=@1QbEQY!i?e=SiFB3d( z4aop)X$rl6?orB?HfxX@&^qIQ#Up?6izApc@mr>} z5$#_Yv^UxvKMp%`KXtE}$%bG>aS5U)7QX`23ZB{_%Xz3)8Bt%AWktd>b1mM~@$BrZ zU;Ogk%e8veV;eoL{{B?iM>O=<^Yw&m>f1Ny1NX3;bI=CA5PVe|>xgza>|zJDoMeW_ z;DEz0CJTCTmZ@*q`%Y(Gt9h~w^H9!FP~gNkL=AD{tga zA7%Hqvc!VR2FFZj#->`3*k-3nZv2&(YIu0&Gd#z7eJa`goNkT}*EkjrS0QXap-KBu zL2<~AHjDz7&#dTd{7W`dJtxxBY_!0)>Z?P}p^0(hvj+J9X)XA`1MzE28H_*TK@yIx ztGX)Inc05b?4?8nIyt#I?>Czj)2+n21$|&_7%ePjv}K8fI?)LM=PL208~||GJd*z? zE()|fVoo`Xlkk;dT2Ur*pJ}}1!+1&Ru!vrZMf>bPwAxwsKG<#0s|g~^hZ@2 zmzZt{=&peBD=S-+=Sy=%MRxX&kDXOic`C22 z9lWr=rj5#LEx(fP-v45orao_GS{J%)Dj(vz#mShluvSZ3)`VtH>CZHE>UpdtuR>M3 z+&@@re!3ItD1eom*!Uh*F9Ds({;Q`ej4hgXlTWtpD~#QHZpmwD@Jwm&L@i8R`eV%s zLzzw8c#aR0o6XuH&BR=GDpuMglUT?ze=!>?3;1BXwbRO1H(WZ;qJA}6J&iWCu&l*0 zp9axOZT~-vXXh$Ulq&OUFUvFAgxW2~JBOObX#RGhg+8XRp8V@qR_*8V^~`tY*FCHI z$;La=_6ZYWvK}41Gr3*sh;3sFM*gF@HxExc*WuegSHg^-y_DBIb4=c3$gHQ_@@s;} zuW9Atv{1>j6y_|*es;`fNqoB(M5K7HG*brzd_)kKJ1zGai3R}k7@>1&+W1&dgTOrK zoI2D7AZi|J(7&Vx6zcXb$@RZ&mN*q0EusIS|8cC+K<8ADp*9c^l;slOm*kQKNrHJH z++c1#FqlV1npZ$dKuQwCBM1?r{{J7r`ghU)alQg`asTIh#W40uX~vlt`Qi@t60prJ z! zbL|ou3Z&i=Q-QH&@M4|wbb9po3pSCzdsRZFdk}b9s+Y+Vu}*evC}`d)aMS^{4Srj1 zu!S2RhUpUJo_?g|aVRRlU)+YzNomMLDWEywO%C8+0mS#W%Ex3HkP(G9 z-G8i%+Z~0Z+^TC5RgJMJuhxlC*&GGBd*qc9&E3Y9h%Iy*DL>a`ANV5HwRnKBdc_Q< uz(~S|__a3aoea@+Ko5Sa6ZI=RSEtNT+WjjMC58Z(02ev~gRCk9{eJ=IM;n0v diff --git a/man/highlod.Rd b/man/highlod.Rd index 10a2f28..d2c1050 100644 --- a/man/highlod.Rd +++ b/man/highlod.Rd @@ -19,7 +19,7 @@ pull.highlod(object, chr, pos, \dots) \method{print}{highlod}(x, \dots) \method{summary}{highlod}(object, \dots) \method{plot}{highlod}(x, \dots, quant.level = NULL, sliding = FALSE) -\method{max}{highlod}(x, lod.thr = NULL, \dots) +\method{max}{highlod}(x, lod.thr = NULL, window = NULL, quant.level = NULL, \dots) \method{quantile}{highlod}(x, probs = NULL, lod.thr = NULL, n.quant, n.pheno, max.quantile = TRUE, \dots) } @@ -38,7 +38,9 @@ pull.highlod(object, chr, pos, \dots) \item{probs}{probability levels for quantiles (should be > 0.5)} \item{n.quant}{maximum of \code{s.quant}} \item{n.pheno}{number of phenotypes considered} - \item{max.quantile}{return only quantiles of max LOD across genome if \code{TRUE}} + \item{max.quantile}{return only quantiles of max LOD across genome if + \code{TRUE}} + \item{window}{size of window for smoothing hotspot size} \item{quant.level}{vector of LOD levels for 1 up to \code{length(quant.level)} size hotspots} \item{sliding}{plot as sliding hotspot if \code{TRUE}} diff --git a/man/hotperm.Rd b/man/hotperm.Rd index a2346b7..e83649c 100644 --- a/man/hotperm.Rd +++ b/man/hotperm.Rd @@ -4,7 +4,7 @@ \alias{summary.hotperm} \alias{quantile.hotperm} \alias{print.summary.hotperm} -%- Also NEED an '\alias' for EACH other topic documented here. +\alias{hotperm1} \title{Conduct NL and N permutation tests} \description{ Conduct NL and N permutation tests. @@ -12,12 +12,12 @@ Conduct NL and N permutation tests. \usage{ hotperm(cross, n.quant, n.perm, lod.thrs, alpha.levels, drop.lod = 1.5, window = NULL, verbose = FALSE, init.seed = 0) +data(hotperm1) \method{print}{hotperm}(x, \dots) \method{summary}{hotperm}(object, quant.levels, \dots) \method{quantile}{hotperm}(x, probs, \dots, lod.thr = NULL) \method{print}{summary.hotperm}(x, \dots) } -%- maybe also 'usage' for other objects documented here. \arguments{ \item{cross}{object of class \code{cross}} \item{n.quant}{maximum of \code{s.quant}} @@ -40,12 +40,13 @@ hotperm(cross, n.quant, n.perm, lod.thrs, alpha.levels, drop.lod = 1.5, Elias Chaibub Neto and Brian S Yandell } \examples{ -\dontrun{ example(include.hotspots) set.seed(123) pt <- scanone(ncross1, method = "hk", n.perm = 1000) alphas <- seq(0.01, 0.10, by=0.01) lod.thrs <- summary(pt, alphas) +\dontrun{ +## This takes awhile, so we save the object. set.seed(12345) hotperm1 <- hotperm(cross = cross1, n.quant = 300, @@ -54,7 +55,8 @@ hotperm1 <- hotperm(cross = cross1, alpha.levels = alphas, drop.lod = 1.5, verbose = FALSE) -summary(hotperm1) +save(hotperm1, file = "hotperm1.RData", compress = TRUE) } +summary(hotperm1) } \keyword{utilities} diff --git a/vignettes/cmst.Rnw b/vignettes/cmst.Rnw index e42a77a..f0587cd 100644 --- a/vignettes/cmst.Rnw +++ b/vignettes/cmst.Rnw @@ -282,7 +282,7 @@ annot targets <- list(y1 = c("y2","y3")) @ -Now we used the scans (via \texttt{CMSThigh}) and the annotation to identify candidate regions, the subset of cis-acting candidate regions, and co-mapping targets. +Now we used the scans (via \texttt{CMSThigh}) and the annotation to identify candidate regulators, the subset of cis-acting candidate regulators, and co-mapping targets. <<>>= cand.reg <- GetCandReg(CMSThigh, annot, traits) diff --git a/vignettes/qtlhot.Rnw b/vignettes/qtlhot.Rnw index c24d080..dc6e8b8 100644 --- a/vignettes/qtlhot.Rnw +++ b/vignettes/qtlhot.Rnw @@ -125,14 +125,14 @@ We perform QTL mapping analysis for 1,000 phenotypes using Haley-Knott regressio scan1 <- scanone(cross1, pheno.col = 1:1000, method = "hk") @ -The routine \texttt{highlod} just saves the LOD support intervals for significant peaks, which dramatically reduces the object size from the result of \texttt{scanone}. We can examine the maximum hotspot size for each possible single trait threshold using the \texttt{max} method for \texttt{highlod} objects. The first column gives the counts associated with QTL mapping threshold of 3.11, whereas the last one shows the counts based on the more liberal threshold 2.11. Note how the counts increase as the QTL mapping thresholds decrease. +The routine \texttt{highlod} just saves the LOD support intervals for significant peaks, which dramatically reduces the object size from the result of \texttt{scanone}. We can examine the maximum hotspot size for each possible single trait threshold using the \texttt{max} method for \texttt{highlod} objects. The first column gives the counts associated with QTL mapping threshold of \Sexpr{round(lod.thrs[1], 2)}, whereas the last one shows the counts based on the more liberal threshold \Sexpr{round(lod.thrs[10], 2)}. Note how the counts increase as the QTL mapping thresholds decrease. <<>>= high1 <- highlod(scan1, lod.thr = min(lod.thrs), drop.lod = 1.5) max(high1, lod.thr = lod.thrs) @ -Next we infer the hotspot architecture at varying QTL mapping thresholds. In other words, for each genomic position, we count the number of traits that map to it with a LOD score equal or higher than the threshold in \texttt{lod.thr}. The \texttt{hots1} object is a \texttt{scanone} object with added attributes and specialized summary and plot methods. As an illustration, we show the counts for the 5 first markers on chromosome 2. +Next we infer the hotspot architecture at varying QTL mapping thresholds. In other words, for each genomic position, we count the number of traits that map to it with a LOD score equal or higher than the threshold in \texttt{lod.thr}. The \texttt{hots1} object is a \texttt{scanone} object with added attributes and specialized summary and plot methods. The summary shows the counts for the most significant loci per chromosome, essentially using the \texttt{summary} method for \texttt{scanone} objects. <<>>= hots1 <- hotsize(high1, lod.thr = lod.thr) @@ -141,8 +141,8 @@ summary(hots1) \begin{figure}[!ht] \begin{center} -<>= -par(mar=c(4.1,4.1,0.1,0.1)) +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(hots1, cex.lab = 1.5, cex.axis = 1.5) @ \end{center} @@ -158,7 +158,7 @@ We plot the hotspot architecture inferred using the single trait permutation thr \end{Sinput} \end{Schunk} -Next, we perform permutation tests to assess the statistical significance of the hotspots detected on Figure \ref{plotex1counts}. We consider the $N$- and $NL$-methods. [The $Q$ method of West and Wu is documented in the \texttt{ww.perm} manual page.] The \texttt{hotperm} function implements the $N$- and $NL$-methods' permutation schemes (see Chaibub Neto et al. 2012, for details). The parameter \texttt{n.quant} sets the maximum hotspot size to be analyzed by the $NL$-method. The parameter \texttt{drop} controls the magnitude of the LOD support interval computation during the LOD profile processing step. The function's output is a list with two elements: \texttt{max.lod.quant} and \texttt{max.N}. +Next, we perform permutation tests to assess the statistical significance of the hotspots detected on Figure \ref{plotex1counts}. We consider the $N$- and $NL$-methods. [The $Q$ method of West and Wu is documented in the \texttt{ww.perm} manual page but not shown here.] The \texttt{hotperm} function implements the $N$- and $NL$-methods' permutation schemes (see Chaibub Neto et al. 2012, for details). The parameter \texttt{n.quant} sets the maximum hotspot size to be analyzed by the $NL$-method. The parameter \texttt{drop.lod} controls the magnitude of the LOD support interval computation during the LOD profile processing step. The function's output is a list with two elements: \texttt{max.lod.quant} and \texttt{max.N}. <>= if(!exists("hotperm1")) { @@ -189,22 +189,22 @@ names(hotperm1) summary(hotperm1) @ -The \texttt{max.N} element of the \texttt{hotperm1} object stores the output of the $N$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 10 columns representing the QTL mapping thresholds. Entry $ij$ stores the maximum genome wide hotspot size detected at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.N} element of the \texttt{summary} is a 10 by 10 matrix with rows indexing the QTL mapping thresholds and columns indexing the target genome wide error rates. Each entry $ij$ shows the hotspot size above which a hotspot is considered significant at a GWER $j$ using the QTL mapping threshold $i$. As before, our interest focus on the diagonal, and the $N$-method's threshold that controls the hotspot GWER at a 5\% level when the QTL mapping was controlled at a GWER of 5\% is 200.55. Note that according to the $N$-method, none of the hotspots on Figure \ref{plotex1counts} is significant. +The \texttt{max.N} element of the \texttt{hotperm1} object stores the output of the $N$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 10 columns representing the QTL mapping thresholds. Entry $ij$ stores the maximum genome wide hotspot size detected at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.N} element of the \texttt{summary} is a 10 by 10 matrix with rows indexing the QTL mapping thresholds and columns indexing the target genome wide error rates. Each entry $ij$ shows the hotspot size above which a hotspot is considered significant at a GWER $j$ using the QTL mapping threshold $i$. As before, our interest focus on the diagonal, and the $N$-method's threshold that controls the hotspot GWER at a 5\% level when the QTL mapping was controlled at a GWER of 5\% (single trait LOD threshold of \Sexpr{round(lod.thr, 2)}) is \Sexpr{ceiling(summary(hotperm1)$max.N[5,5])} traits per hotspot (rounded up). Note that according to the $N$-method, none of the hotspots on Figure \ref{plotex1counts} is significant. The \texttt{max.lod.quant} element of the \texttt{hotperm1} object stores the output of the $NL$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 300 columns representing the hotspot sizes analyzed. Entry $ij$ stores the maximum genome wide $qLOD(n)$ value--the $n$th LOD score in a sample ordered from highest to lowest--computed at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.lod.quant} element of the \texttt{summary} shows just the extremes and quartiles. The \texttt{max.lod.quant} element of the \texttt{quantile} contains the sliding LOD quantiles from 1 up to 300 for each single trait LOD threshold. This can be used to plot how many traits pass the sliding LOD threshold, and are significant, at each locus in the genome. Figure \ref{plotex1slidingbar} shows the hotspot significance profile for the thresholds targeting GWER at a 5\% level. Note that we only consider LODs above \texttt{lod.thr}, and chromosome 1 has none. -<>= -par(mar=c(4.1,4.1,0.1,4.1)) +<>= +par(mar=c(4.1,4.1,0.5,4.1)) quant1 <- quantile(hotperm1, 0.05, lod.thr = lod.thr) plot(high1, quant.level = quant1, sliding = TRUE) @ \begin{figure}[!ht] \begin{center} -<>= +<>= <> @ \caption{Hotspot size significance profile targeting GWER at a 5\% level for example 1.} @@ -219,30 +219,46 @@ plot(high1, quant.level = quant1, sliding = TRUE) \end{Sinput} \end{Schunk} +<>= +hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) +quant.axis <- pmax(1, pretty(c(0, qtl:::summary.scanone(hotsq1)[3,"quant"]))) +quant.level <- round(attr(hotsq1, "quant.level")[quant.axis], 2) +@ -Figure \ref{plotex1slidingbar} depicts a sliding window of hotspot size thresholds ranging from $n=1,\ldots,N$, where $N=100$ corresponds to the (approximate) hotspot size threshold derived from the $N$-method. For each genomic location this figure shows the hotspot sizes at which the hotspot was significant, that is, at which the hotspot locus had more traits than the hotspot size threshold on the left mapping to it with a LOD score higher than the threshold on the right than expected by chance. For example, the hotspot on chromosome 3 was significant up to size 20, meaning that more than 1 trait mapped to the hotspot locus with LOD higher than 3.99, more than 11 traits mapped to the hotspot locus with LOD higher than 3.36, and so on up to hotspot size 49 where more than 49 traits mapped to the hotspot locus with LOD higher than 2.84. - -The $N$-method that did not detect any hotspots, but the $NL$-method's sliding window correctly detected the simulated hotspots and showed that the apparent hotspots on chromosome 1 were noisy artifacts. - -Here is another way to visualize this, using the sliding LOD threshold. We will also show a 5-cM smoothign window applied to the counts. Note that with the blue curve, no hotspots are detected on chr 1, and hotspots of size 20 are found on chr 2 and 4, with a large hotspot of size 50 on chr 3. +<>= +par(mar=c(4.1,4.1,0.5,4.1)) +plot(hotsq1) +@ \begin{figure}[!ht] \begin{center} -<>= -hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) -plot(hotsq1) -summary(hotsq1) +<>= +<> @ \caption{Hotspot size significance profile at 5\% level for example 1. Black is raw counts, red is counts smoothed over a 5cM window, blue is the sliding LOD threshold approach.} -\label{plotex1slidingbar} +\label{plotex1elias} \end{center} \end{figure} +Figure \ref{plotex1slidingbar} depicts a sliding window of hotspot size thresholds ranging from $n=1,\ldots,N$, where $N=100$ corresponds to the (approximate) hotspot size threshold derived from the $N$-method. For each genomic location this figure shows the hotspot sizes at which the hotspot was significant, that is, at which the hotspot locus had more traits than the hotspot size threshold on the left mapping to it with a LOD score higher than the threshold on the right than expected by chance. For example, the hotspot on chromosome 3 was significant at all sizes from 1 to \Sexpr{max(quant.axis)}, meaning that at least \Sexpr{quant.axis[1]} trait mapped to the hotspot locus with LOD higher than \Sexpr{quant.level[1]}, at least \Sexpr{quant.axis[3]} traits mapped to the hotspot locus with LOD higher than \Sexpr{quant.level[3]}, and so on up to hotspot size \Sexpr{max(quant.axis)}, all with LODs higher than \Sexpr{min(quant.level)}. The $N$-method that did not detect any hotspots, but the $NL$-method's sliding window correctly detected the simulated hotspots and showed that the apparent hotspots on chromosome 1 were noisy artifacts. + +Figure \ref{plotex1elias} is another way to visualize this, using the sliding LOD threshold (blue cureve). We also show a 5-cM smoothing window applied to the counts (red curve). Note that with the sliding LOD threshold, no hotspots (or individual traits) are significant on chr 1, and hotspots of size 20 are found on chr 2 and 4, with a significant hotspot of size \Sexpr{max(quant.axis)} on chr 3. + +\begin{Schunk} +\begin{Sinput} +> hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) +> plot(hotsq1) +\end{Sinput} +\end{Schunk} +<<>>= +summary(hotsq1) +@ + \section{Example with Uncorrelated Phenotypes} Next we consider a second toy example with uncorrelated phenotype data. We repeat the simulation and analysis steps presented previously changing \texttt{latent.eff} to zero. -<<>>= +<>= ncross2 <- sim.null.cross(chr.len = rep(100,4), n.mar = 51, n.ind = 100, @@ -263,25 +279,64 @@ cross2 <- include.hotspots(cross = ncross2, res.var = 1, n.phe = 1000, init.seed = 12345) -ncor2 <- cor(cross2$pheno) -summary(ncor2[lower.tri(ncor2)]) -rm(ncor2) +@ + +<>= scan2 <- scanone(cross2, pheno.col = 1:1000, method = "hk") high2 <- highlod(scan2, lod.thr = lod.thr, drop.lod = 1.5) hots2 <- hotsize(high2) +par(mar=c(4.1,4.1,0.1,0.1)) +plot(hots2, cex.lab = 1.5, cex.axis = 1.5) @ \begin{figure}[!ht] \begin{center} -<>= -par(mar=c(4.1,4.1,0.1,0.1)) -plot(hots2, cex.lab = 1.5, cex.axis = 1.5) +<>= +<> @ \caption{Hotspot architecture targeting 5\% GWER for example 2.} \label{plotex2counts} \end{center} \end{figure} +\begin{Schunk} +\begin{Sinput} +> ncross2 <- sim.null.cross(chr.len = rep(100,4), ++ n.mar = 51, ++ n.ind = 100, ++ type = "bc", ++ n.phe = 1000, ++ latent.eff = 0, ++ res.var = 1, ++ init.seed = 123457) +> cross2 <- include.hotspots(cross = ncross2, ++ hchr = c(2, 3, 4), ++ hpos = c(25, 75, 50), ++ hsize = c(100, 50, 20), ++ Q.eff = 2, ++ latent.eff = 0, ++ lod.range.1 = c(2.5, 2.5), ++ lod.range.2 = c(5, 8), ++ lod.range.3 = c(10, 15), ++ res.var = 1, ++ n.phe = 1000, ++ init.seed = 12345) +\end{Sinput} +\end{Schunk} +<<>>= +ncor2 <- cor(cross2$pheno) +summary(ncor2[lower.tri(ncor2)]) +rm(ncor2) +@ +\begin{Schunk} +\begin{Sinput} +> scan2 <- scanone(cross2, pheno.col = 1:1000, method = "hk") +> high2 <- highlod(scan2, lod.thr = lod.thr, drop.lod = 1.5) +> hots2 <- hotsize(high2) +> plot(hots2, cex.lab = 1.5, cex.axis = 1.5) +\end{Sinput} +\end{Schunk} + <>= if(!exists("hotperm2")) { set.seed(12345) @@ -294,29 +349,11 @@ if(!exists("hotperm2")) { verbose = FALSE) } @ -\begin{Schunk} -\begin{Sinput} -> set.seed(12345) -> hotperm2 <- hotperm(cross = cross2, -+ n.quant = 300, -+ n.perm = 100, -+ lod.thrs = lod.thrs, -+ alpha.levels = alphas, -+ drop.lod = 1.5, -+ verbose = FALSE) -\end{Sinput} -\end{Schunk} -<<>>= -quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) -@ <>= -if(!file.exists("savedperms.RData")) - save(pt, hotperm1, hotperm2, file = "savedperms.RData", compress = TRUE) +quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) @ - -The $N$-method, as expected, gave rise to much smaller thresholds in this second example with uncorrelated phenotypes. Additionally, inspection of Figure \ref{plotex2counts} shows no spurious hotspots on chromosome 1. - -<>= +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) @ @@ -328,9 +365,8 @@ plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) \end{center} \end{figure} -Figure \ref{plotex2slidingbar} presents the hotspot significance profile targeting 5\% GWER. For this second example, all methods correctly detected the simulated hotspots. - -<>= +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(high2, quant.level = quant2) @ @@ -342,6 +378,41 @@ plot(high2, quant.level = quant2) \end{center} \end{figure} +\begin{Schunk} +\begin{Sinput} +> set.seed(12345) +> hotperm2 <- hotperm(cross = cross2, ++ n.quant = 300, ++ n.perm = 100, ++ lod.thrs = lod.thrs, ++ alpha.levels = alphas, ++ drop.lod = 1.5, ++ verbose = FALSE) +> quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) +\end{Sinput} +\end{Schunk} + +<>= +if(!file.exists("savedperms.RData")) + save(pt, hotperm1, hotperm2, file = "savedperms.RData", compress = TRUE) +@ + +The $N$-method, as expected, gave rise to much smaller thresholds in this second example with uncorrelated phenotypes. Additionally, inspection of Figure \ref{plotex2counts} shows no spurious hotspots on chromosome 1. + +\begin{Schunk} +\begin{Sinput} +> plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) +\end{Sinput} +\end{Schunk} + +Figure \ref{plotex2slidingbar} presents the hotspot significance profile targeting 5\% GWER. For this second example, all methods correctly detected the simulated hotspots. + +\begin{Schunk} +\begin{Sinput} +> plot(high2, quant.level = quant2) +\end{Sinput} +\end{Schunk} + Figure \ref{plotex2sigct} shows another way to represent significant hotspots. We overlay the largest significant hotspot counts using the sliding quantiles in red on top of the curve on Figure \ref{plotex2counts}. Notice that the large sizes are all significant, but only small sizes corresponding to larger LOD scores are significant. We add a right axis with the sliding LOD thresholds. \section{References}

(6AB&Yu zrEuf$fe*QZU&PHhR-o^P>n-XB_8IE-6SmMNw|4td#*6>M%5PD=;?ngF!yMWrugr6M z7BkzK;zJDKqC2uSbsNhH!ao9RacS#{R@hM>XR7=pvF|Sw*!AbNt%}V1cL5;QN6N`_ zivB^eonTa@O<+jwv8h(|0-V(5)`70bK+4t5vU1{5mph`u1d^nvgSI(~kA(*^em18U zy)e%YRIVNBG^!%nRXba$Z#u88%Sk= zue+DYu?)F8=1Z&pVkB%M;ZUZ}N!M9rNx_x$i&F20P*AxuFz$dPe-&C(_-=z?q0^<>&%2sdL5zDGueTGzqmghxe z3oqZm7_G3D!PLmD%}kbYGdNTA)Kz zin!qSUB|^++I#vKo+Huy1st0XL1wZ@KLLW46AA*8qNKwWeIy}Xui&FaApl^fFuIAm^--vFck!nW9jCOEW%=(SlSNBum&D&kA|0a0qJ6% zk9zS?fIwIA{;`wMbMzG5e9pZxhm97!zpw@m5Z(PQDk*0JoI86I_6VLB;i#El#XLU; z6dL!u4^AWCFo7N5{tdn`3y{etd7CiL1t8k%3irJ(QuPTwnJT%={SsH1g_<`#?{L*w zRGn1Cf;(2ov)7{-o#Gk>Y&+`!|8~Z0-sP^-{}7L|w;hRN4#7bdi|t~ye3t*dL({P# z*z7iG|DUA&PQRIl#}60}`-C}VTPg7f@>9zE$u*Y}rLRJP_{k(s&dTs3_jbR!6c3_Z zN*=v7?L1wJGJfItC`iO=Uz(CiKUbWj2|O&Pji){k@Rb)p)sf}yU+!fVFIUH<64?LE z4m5COW=S!xr9)a1ae~- zcd8a9^Y9$7SyA-sd(F!;!xRZd`GcU3unrcw{3CJR6io!oZR5JJxkn_+yrOrEPoze^yIwIX7kB-bFvNy3-f~e?70EaQnf~vu zpwy*JaE-;|5+ zjeekk;EM)Bww3Kx>9#T5(vM^1x@5HtW7MrUoMzak{B>yXCDUl;z9_Td>9O&O2dB>r zOhod}$Hqx>xwJseeIb#>j~Hl&TS-8K;P2OMVLXQE8KA*bDfs!Js^Y@FDEDt2H8&Gd zddbB+ckIpR!eR=;*RXkPtdPNFCNpE%lvf|Qnte!!`DW_n7{PK@`d~5#`;B+M$iS*! zsjk{C$fO@?M&~`NQPg$53-lmcKX+{q@G}C!@Q@ayq$I_q@4|0Qe_DjN7pw5tic_2n z%ZhFk4Y~~PE$S2N4)SoasTSjleHVXFppp-A!x{1`Ct!~bO^K!Xj`_9W7V4|wc6V06 z;u|Qvy_gCePhr|)%8A0Bg=Y)xs5Ei4&A zbH*&(q+T1gaUPfGLX1G5lBDrOE?*uA#)~sw-LHa}-QcKna$LU(X5g?#NJo2IF_f5x z8?)o^nnmA)daix^7$mEjx$#BKz#~_hU^B3I4i>fqL)Zfn1=U+i{VPV0d5v`Xb*b#Y zE>cg+%$fD=dtE!AGjVCsgpS++vc2wUC8e(_jUb{Qc4pClod>mOO8`^*oT=o}1h^ko zPlt>mQ2mGEjQnBzm#6Q6k@&S7LxQDdP$|}T2Pk%iPc3=a{m(&|c*;U)qnIiSyCff4 z8ZX@v!)H{L1Y;J8c4?Xo+w^w^TfAfG0YV9Q8FaD1;E%mfCP#F;mq8OX$bYoJbcyu3 z*-yZM$TA{gvKM3+Xa~5g&dXx+Ad|gX{3dqWaRCX*9@iW*Lqbip{sgna`zA;rij6aX zuuELL|4U2OlaZ0}_Iczpi`2~fE`H3)upqy^1OKPH;IY(}te%Tvuj2tr5BnZ_7?Nk+ zEmIf078nmicBE3vKFdRr$L^$pLSeS8#zN3$Y28l` zv_MR*wnmkUrXf@Vz^JA(Wp_?Vpv5hURVI`wdD5T~<6$L^x#HV)aNrmj{`A;UC?PLd znBafg&xwS~++7JFrb@e)tFXw#=o5}ye^gOq)XO)9`mmyZD1Ovac8D|ieJ7x9=b}{E zLQj=7x8!Y~3c7wAbgBbD4h&~Ge)Aa|z-Rj$V?xr~2ae4^ATOOx%J7r?cea+(se0$N z4?JYzYiCjBKcOpgz%i5~4pt)?^jZw{0k^h3AfhdM>-$KuX$V({*F~W>kle#5>6qHx z_>wao_C*|cn$RY}G}V+$AC~d$otW+`6v`4k73SHBm+7$UOpHs&EG@Tg-exoUA3v#O za3oTdQR?H`dRDILg2aY?+QLNT0=F8Q1*N~uuU)*19@qAZ(@X!+Xq}D0(kv&IB1R_* zdUv|`Sy&7A@Qch(LPEdpgk@~*q}0>$RdPr^@A8fTmA_8WMX?dTK#hWV8Xml!1PbJ z8Sl>=T;}ub_P>jJ<&sE!IQB|gm97$r$}}RFqT%aZXxYx~u6ZAOXsXEBTjAwlBT~jy z3p20gnY8Ra#-R4!=Y9@w1k#XDyF^ZV?@moOpo=$=!O@b>jdmd-{O}t>ix5;W9b}zs zLhV+Eleup4`oN!To}>cGEJ6sc0wo;4?b3Oo)Y8Ios4ggKnp2qBDeC|~K)}D9PHoDe z*-PbrEPsP-wZBfwRHJIHsw7szZ!O@Jm7Ehi%>AB-y%8M6K5N&@02Eh6SMKo=NGG{s=jNJXlJ}K? z(R#W>NUN8tIUFG@NJ1$)e0=V^gk=g;0&gRM6S@Pg)21{^TXKFB*C%HhN7br%%5-Gs zVX;1TGWIq0iDYUQrvctNm1Pyaw4%X*@so>vv{ZgB9s4l+P=1uWcJcM{%SAS4eOLW# zNnn{rU5HOYhm%^nU*)eJIGRui7^@Z^Ld_894ECf>h~NBSeVQ{ zp#YyvFE3Kb%GUT^3ROBqpxQFdnklZP?k;!9%iV@|zoxxRqM;y!O*`02^QD1O5`*tf zG8qJYg^s`bWL^3CszfPqIF8oEfOWN~jG(OV>W4C?xoGGo)GCMmqqWKdM}yT$Wi|c! zMk06jA^0>{P#`fIEi7=qdFf}D(kV*(j-$D}@vCRGJ1QuvPDcp8^D|irhNoVfNL9&E zgVtp`CLFN|L<8%L*=N4nuNE#FiG7uGS=0xvTtVCmczo{B2Rx!+EF{C=@tVW-;trO! z`T_6Qa#AEQ0*N%@j|n4PjXhF(uQ|_Y32Zo-xgL{AGg<_>!+rQgo14z6&#Z1VnHY0& zx0q*qChYgBk&FQAnFxF15TjOe#9(HdP@%VCTIS@F0VtKD)g6@_5ECQiq>u@HZ%Cxu zc4&~m4%$qZ1|WgipiGye0xjWd(WbQNsUZPOd73C4;_(62E2hQS`qx%0;R+hy;dOgw z_o)CjnoG`<6no$tqyu1+A~CW28}Xl%$jrj?^M2C$@jUSc(DCx}Vd;#kuhp9URI?xXkn8>a*DHWCH5b8ePK zM61niYLHwp9cKJzVnw{2^(*}pju}9n(cb`anZ-#))@H#$LPs(v1c8&}q<8laB>Kz( z$G-|_;3T3qrN_xh)!9CS_us*Alb2=~D&?tk(Py_+Xxm}}-SE=qNEOcdb}u6Ux}Or1 zknijaw?5+kqoOzO7kd8-6N!9A4}Os$e)O{yQ%~@p2M^sH+S&@5a}D^B-nX02^7(d0 z{he0kotmAeJ365UC>dS}`*moO%kuz&>!8-j8WTiUe$xQH)m&GoEf#MC8(FgyIC!0v4lOXcTZRZ?fKrmch6G>+_zWieMdTfP-XzOtg+R2n1HC{j=z7Qz|`11caE3<{Yb^VUj zrg=oio#CZ3F2WZiZ9MTnKElSQ?{BM7c2zKMky^BO`4wrnUgh+^D+jw|46iKXH9cs@;bz$#Vydh}3K{&*;pB zV)YMFOqf=6I*~Mcw{3}MU3{uGNJEdW5RT@!zCiJoVvEL&^oNzx`w%JcRE}kIOo* zE=SKiMYR?ok_vPaie=Ml+J-E7=S$85VCBC6ku6dit#s{2AJ?;|a({^_FqP>^?>L6| z#!PAi&ybCR&OC%+Tst8u%k2z`7x3B{$ZEIM3`bN$-KF^wpe%qPye#_f@dy5EO13y@ z^e_VZ#}W1?(d;aWY0HtXMG-nn1qah>p41o=C#6A(l{}Qh%>zfYY-JCw%u~0w2hi#O zON(8$@wu&MeT2H%R|c$1N&i8;(*K~s@ZWjTAC$$#p?9-&5cjOypj0B-f@tezGta^g zmo3RgKXnE3?&RT5wSUO{?vYc$P@Fu(lamO$EEE!Y6phofff7f_Q35BdNVxyTE>8K- zPt!LJa_iz`$y$nKhNWv562eWzhBq+U06HGG+ci%Lj}lxUP9U!YP!7e&)p24DWt|BH zfksab(N7gEh-0&tLrX9LB`XFDFF5sqN6ZmyTv}Ml3UCzD5eCQl0qNz0tC*=(gt~=! z(HA_+u=Bj2u(K9MwCq-AsIIQto%P!jEsp7=Ooze9r7$_`3!d?4_ zWtGy|)@|M=$jwB~jQpdQ)|qQj`B{$35Jb$NJrh~kvtDM;_O4MRJdvgVZ)XD!U7uM^ zo@t%{jepCHXe$57xgRHMu@~XjhStM@gnk1*^FFnfB7JiE+JHMn>i3lpI{Y{wB=4JE zicr(jl`UQXDF7!D@~vPf)|#!Jg7-?H>wJxg9T@aBF24@2WuzU2gXeDd9q!Dt8}7NN zHfl;)-iB)qo}g&ZJ3s?GFs=LemCqs^~L{Gz90- zf1w4)iZ#ZFoU(b?A~dz9L@J)0TdXpJX#UI2Fy$=9n*84y+!joGU|@1@1Df;{cB_Nv zpgWGU40fpp9^Tx$pzpHzq#v?Q8pcMIojO~YbhexczK4#?G-mUKQoV$T9*wTLm|a=H z!6miPKc^v&T+gMaN_EX0GfBaAo6I04!egl%Bm~kb+Wvr^HX%Y!){SfmA$qrnqbCWg zTR6eZLC4l_Vb&8&5dZpjR|X~R%{v_cxj~^6Ux7_nhu7ZFnt2T?f>7x>&=h`fH>{p+ zTz@FrqE=pL6aLkI7-IWyk{$%kP50c1r~Ae_rxK1>y_`v^&|kO3!Ygr7Toc) zsBrfHF8IRu!@GQg+EV*KAgN?_bz5J>(f8}kC_hXm_wjeTE?x)dFvS28eG?-aC%`^# z{GhQkW@#b>fd!h6jxY3QYu9i->Au;p)WKMI9EBM(F=W0#m~r)C%v--4W)>-FBdpCq{OMm}OWaMv=!AydOQlgC!=v9}qA)=iBkuLL|=?{U4qjK;-sb-6aB zS~ckdC^X~k+luq$|xWuD&f{#TAW30dH`t}=*%_>*Ng08 zm0rS$pE)x9y-uOan(Eb`MYE3mEQg#e&Q$FWda-gpO@bP`TmFW}fWzS^y-4f-N2Ky; z>L9<9TDp-)n9H3~IhH#M-MER;QJR#%Fsh$m~dI=U*Olcz%9g3C>4#BxN)*p@yG|}@Y=a87-qDVr z(5J}Ln%olv5rR+|@JUrel>{a}p6Mk+klGQ%avU;-<2YwKGH0;P-gH!#nQsbGpz~yl zS-6(4n1D-BRCxf{yebi74Q5o!w2L+p^c%^*g`p<7Z7?y~{z*ZwVjUq1sL@;1_Co4a zO%=n5>77rm5URYUX)|t3kVxnF9^Xe|8siN^Cv=WbW)5_aEw|wYTSKYcM+)nPMf0N_ z-KT;o)+{*ugbSkl-%V=|S2_1`d){0j9_nAbzQFv^(&bc2qKI4){*VbfsyK@_E(L7a zs_t9Frk>KRE8M@cHLv2~*pC$ArI*Asdy@WcmH#uQ^5ji}8Q=AuF%j(!$pa8K1z0`iZFo;1v_T#`>oY*qjCSB<=$$H|`SAjWfs z0r84i(O`|_>U6G%dc&(6Tsp1Itl}#zOzG&Q!A*XvmZLq^w1q7)x#L)yWV6U63VMRZ zQM|@mPnlaMYEwquwpz4XzL9%%8PN4n(cr`}YHX}Kp?YG*&gr=&W+rZfMnomhq-9Ggx7+tcRQ}n{AEC~xl3xmc-U3zi%E?NJ)Lt2!AiSaMUCUZpeAK<_-JXP`q%cK8#ex8 z6Z)Ev5&zDk4g@BT9;`@l!sEm`NgA%lbL$6HXm$nogji`jZ80eU&ehmA3aVJNVL#B8 z*MgR?P}@RH>byJLT6K$j(w8kO12mbUZGF`g06NH3%WEGK;k5;eJc18QEBXqBqBf`J z)!EX>j=sq~m$mb-`%H{2HgyAjp=6afAj61CMHJaaP_p+WUK+}b>96!SnBE*N{qU#M zD8v#O@M-1-3cq`(yMb;|3=It@agqiK&-&+(`-6K$4NhD%PuVy6DW)I`YpH5fZ-Ud> z6IM57Yh$-mq+a`38J0!<=cfROK~I}C&;IIM4GvWh}zPtrVdl24~9c4c0?1^T!1!iw+%k4bwEEIoZQi9Q1oJR!5jj0hckzMaYLp%Mov%j zU>#XgW~X;g&<92g;v7hGWKyiD0p8QVy|>v&%upew z5+V)-hj1lrEmP5#xk?{} zokq>l&6|14dx!L*R2yiJru}y+@KPeb*wNk6yPS!{)2EY^jA-KsngRSonM+IPMAc3v z=4 z&0&@jps}lV*R)ISVsU?+^6*=bHXWI0$CvAx7h;WL<{O~9Wq#eyb)EwyLR{w5O1MO+ znmk)?O#!E+g*mOb?J#0wn67m@}^>rMO zb7WM?pk8&PDw8Sl^)!(U34#jQd=!o)6Ap}bJ?O7|Kj>o+|X3H}&&f>S#D8 z6s7jw^(PCYJsMiYK}rk?d>T?!RDz6Eu)iwhKmh^0zn!yI{J93uRh3R}?^L=C$}TD# z$$@qL=|AMBbU?Qx&a_1c(IG}GSIk`LAPZX&3EkbpMlh~>Sgw;DCOLJDl{l5AZu5v? zA{(vav}iCSk4axRWo#Jtrj-`KR=-p#LTZ`a-fJy>QJO$@M=qc4R*7qJlUW)feZl0J zd|*Ww{sy0R>eYFR0z;>jbz6H}DhbAhR`EA8Pu|z-7?q{0s4sMB6+c#>*Ah>{6Z$h` zw|`)kcrpY}bthgW(BLPjj}VoFPtdFFcfdeypJfwX%x@0$1o5KPa@V2)x+f>f!{)f~0uTTN%2&Rg6uB z=yKf|)fg~bwL`2kzQ;$Y;w=U)EU06w=69-P!Xk;<>kU?YUJQs!SN@4Bb+SW73L?5b zb`al;yX?#V!p2`j-b)1#@2Eu-5;rrr%S3N2k)9A8}M{man++ z*s5|<1m}d5B{Rcd12jpLT*3b@n2|Y(X0^E2ZKO{_*bQ96$_aIH@Dpeq7B7f+}gmh9@if$JreF3K9<#{sXnD zRd~o`>UG>O79lZoC>EvlYE#s(&hN<zV4w zXEg{}x8W?qF=B1FUbw|(!w?NBhF@9OJu2daQWvhQzQel2N>42Tva-=Icoom|X#CZV z@!;KU=57!8V`KwAE6bNkcsz!fiM##jHu~AgZQnPghX+$`IcU>4X(!9yTR!TQA{e8V zvsJkZb4rBy2&<`|$~wCb$&LLvG>?hduxJB(OLu2$=Y>aAvmI?4 zr6bU)oFMKxGsL!T-D6)eApWFGi=FV9O~eY~7LEaU`2#typ(dH5gdGgsl8!5%a5uO& zgO?uV+Ee(5B8Qv4V=mVM_^xm|o2YfW)}s%&Za|Qr(E!f02#Xc>^;>NdrP&M5b;9`V zQx7oNA?+<4FygTN#ma@V*1VHrjX&mzu+P~>_&g(H$#ksZ zcF@(s;uRnl&(x(j+1Ajv#V~1n?6-d2z0U_(wP{#jo6z~H!z<{PS?O&EQGJ|1RTx%^ z!^$=}SB}%Zkm>u6;4cvPQQsnG78$0&thmq~FYFeX>h6m)n7KdYU^NRRZJ6Cx<+(ew zRoZTOj0ZnR__u0Jr;+wPaAFakGZ6UL%=)>V&Xn}--;yrSe`}vS1pMSWS_)hF!`WHU zTO3nQ)QnyH8;=0ZJcQS=(BsVI-(0BpK&Kh?uC%(gB-j~*Ys=kW@b@Q=Kk#Q(K0?vT zHHO~!umhH9YkdTS_&QWda_?>m^@R?T00#{a3rtF=$Q~(XG*l@ts2-XaBT3WgU+bc= zu@GygKD77Et1x$gQujuig_FdwXGg2)tOv~bA>0zmG5~IrpW&S=kfK$U0~UTEMbgip z%iAHR5$jVsb*BSPD5?KPeJl50_6e_`t6xK%l$$=oSFZ z?o4FUp9-&X8y4qc)x?@{AeKW_&zc*KNkaOzq=)g^jyDT zc>1HJj$~rGj!)Zop?Ds)l@MXT8V1a_j^OVYOLeul7UQR`{o^tLHbT;AytzJD@gN6& zmproN`nr$a%*GVjJ^ED>*V9ehvtsre65^ZfmVEwCgON(VkTn6#huR=<@YmGh@qnIsM%a|JQsC`lq|%8CI&MSoij;RbDnV@658_pp(`QV& zd>tzIwzGxfU{55OWv)$ZSWd8uWxN)9sr$xQqzkU~qN-#C1Q)$=KtbUNJ1Nip=*t;j z&OWQ$LFr&`dSI=Q$Wc0Ooa$WD@>+3+n2~keD{{O)89cd8pW_r9g^pze+z&gDCo2umT1v%L|ksuqpxL*Ftr?Xlw=@z-# zdPa648@5;=-@>-?+13T&p=J6eJ+haXlMUKWyaLniLpK*m-zv;@VKiKP-x)BnyODZ? zx~;FZD!yE62`duMz1(PB>>zj0bSo}(p{t#IFT4%Q^IbfI8tUSmclfcEf+;e3#EERl@z-!*(2&7tDzY{h)U(APW2 z(rUY{n|JMf;9Q2F%d_onafv5O$OA;Gtl;V0Om+|fZ|}8?4a*8Ix+c+vmN+YS7?mhY zDHc)P04)lmX0;$Fb<5(xw5yu8ZRtYOkxxkyysqxu+;4bb!}K|_Gbz|%hQi{B@0FO( zbg-<&y&sE#&~@a~%JDVdX)fngouW13G`K1oH?GoaLLM%_}iF_$jaWmgutZKRZL^?Z|7>|d;Zw9okz2;U8-hv9XffIcyAZTDEr|SGe)B}`<2dM49wfJ+0+)Hq)W#zrcz@7SEOLyn6 zNY*a#A|0n_K{9kBz%f+?rPjXer=DJ5_QwvweP%CIi<8ohjbQ8_IGc8SuNK$$iI?xr z_~Sb35fA^?46#L06og$uasI6p31E?xQ*~58%J5KuRmZK3o=Qqx|94}kVKu^JV#Vur zn|pA!;1y3vuBLxnp3}6U9WRE%RZQV|JwZP+axgeQs1M81kpv2=CsoeLR(0EA?~3~f z@j6zZCk`12K*sUO#)e!NVM206q0%6qAIHwp6pASuX|Q_=0ZDH5gd!|P_TBL&h`TR! zc1aeOsI>+%BOzdd+w-Azh9IQ3{X{`;fSYFTptU2SR-Hr#7(XP}()S z;!!h-8OJ1FIYdKg=L*Ve@h)bEfXr@h_9ykpyvY)`3j{A*lpX(!jxNUH=BK`ilsWN_vC<0`EcPiSprM zZ_a}-jo6^M!}cz*$$#NqBa3;wg8>62tfWh9PA8w~@KKmnLuU@|oYu}YTsQS|ZlV;6 zz<_DCm#QbtT8jtONc=?|xmN>3Nz;F%fMp1$pm$!9r%skF8efF!C`oJ_2A&gxaIH2W zOG4x{A!m@U=6hWLobS(fHYBU5jxayTWC*hU?_|l5tsA6)=`yy@b1LWb5N);*O>}>7o`E*n}TV<)y)&f6$wg>fS3s zHx__dI=14OR>D9Z&3LQm1s42=u@k3`eLnbrfO8P2fK8yFgu|Q1WZO>#++iy(<+B<5DOqEp|Ft_P9X+@qrv(ub0M-Nj5B==(^>&Wh6~H&kT%Cne{Q=U z&mV`pw-5Ssrvf51Yd8CAyax$o-#h|2;>|Ng2?w<+W;39CMJ50r2h&64B2xiZ_t9d&ln)L;WqE#=GYH{u^^dZ znLs~Pt|b5)E5QHQjNq>71H#boik}ZOk6+H_zehf|byw^KTa1nCzH{Zl-|0*NAOAqzrg<8O4slzV&m3Om9{Dm8v z^lQnOgY8Gc%41Yt35>zhk_8M^j{eXe6RscMH2)|;_a;Xf#8ttFDL(z@;946b4qm{G zIRA7+XiE-io5{R9*h0k&4;l;$*}Wl;q-s)%l)qNY!5z zD-kBlB0M8hWVAhWnkAqC{p%w)IY!Hm8$eM2d!|TByR48r{Vh=38bZ{3LXZ}Gtkk07 z`6nsCg930C5+4v>>0EIWZ_tbOUA1dT^1Gk_{8n*iH#$g1hvocnPBK4(VxBCK2$G5? zZ3AsgN8cJY*CX1cL>A)%6Of0rAfZQ&SUq;SMvx}=MhkceVM_gTr zR3r26K($JzK#cd0X+(~J(P4+#(L3*wjf?5*L@g1Iq*VAiF`a`I!BUMQ8QNstFh3Az zO%$BogGtOk_ddR}VwR6C`k!rtb?}=-DyxdQX2i_^II11gXL;yOcmhQ$EhJ`0x0qc? z9k!*Qu{}lEXlHpD?6Dr6>7z68cg%Q!A(7XJ014zbW{@~9QU9_&#U7)STMt_2-_fU{j#84PA}1-a_eU3=43xk zt}4V^L^rJ*j8I62I*#Z2OsHAO-`5?ZRp+-Oia`$moRW>Ye~u3(5|5;nt-{Icq$uf0E6B&QNsSv>CC-qju4Ir z*cuj}WkWV*G#xbu7U(-6ZcRk;HSz_`UKA=;R>WxO-@M4v#WaAWi!_Ds5&b&e^m5hh z@&%VqiImpTTKMa;7u@#fMWq`1yM%d|Io0-$$E`lJV8TGA#Be<0O|gW?cg=E=K;t#b z_7G-f@^Cw?gAECDz?LBQt1k*^HNT)APeN#{IaaXu>me{7UTlr}2K%cQXFXPhXsCV1 z`b*Y8iBvl5Mw#HVScJwGedVD3w@S7!zET01pWo=4uHSWKBdVWpQ!Q(d6{p{ZItR!3GMEeWE#!tOVLLI0_aYy z0JVfwZvcU*&c!lDLWvlk<(AXgq)k@IK0%iFePb(EO;q%?@@mV2L-q?_h|Ijs!u^>K z)onfdce~%)ZEBCDXOR_D@1i?$2uBAS0sjyll;;mF!2-WhzE~}^@#I6~|G@cLH|`EV z=bScV|TfwI8LFT_3t*uDvx>__#2QBCWH8=E_E*whSr8}efe@LlC zVlR$rq?`X@Vq>!;Mm&^T2g!{cW(hu(BiJm`9owioD_lTNT;mWl@+QSL7s2Btg*=)N9%_;+=&TA znoUqAlH7s*bH0ZcOzb`b!i)u&bz({-8GWDlR?i z{8=@CV(AvOu;c9Wa!5tm27O((O42gWa%Tey%#pc%)^YHR%;jeUR%6+TOW4d=vBNvj zRmoeFo~#u|Xqm3PlY<|$)f~P&T*FFWeQM%?YPGP};9bJB_k*Eq_RA1 z{mf$<4bccgz+@xbr3|d`7+GrvKOm<2=O2G#GqQRRJ_i8mGtBe1p(j@Q_}k6uLS&{z zTm{C{g~rLxY=XtI*vCPWaMNqD7YKuVUsU_`pR^{^@3^xfYffaa?#1D+4Mfpbym$dd zt(J`&x^v0BkDM!r1PfJFzRzojGa31+PF;1(qS8`^|0|bODRcp6Vp_l^FJ<z_1-4-GQ z6_vi$GMHrX4w0yVKT#^tVS`CgYDkG|32qRwJ2Il`4<#)E*WqIC7%LXB6s`1?zUEIm zuaPtsZ_@}(D*PEaI=CnInew4?8_o_Yw20NJ?+|+$wMLfs!VC18H>Ro z6tBl6N|zbhYy%mP<82 z9y->t)$0$tZ8-_|T|rtC#wfyMK=Al|envt_nZ?*&l-15iaqe6rg|R05`LngHUUQT-TfO6cZ-fKyvXPG*J?n24JBakLq`qxjEvG;`N(66DGz2sFw(*)wBr=6ge_vNU| z6IB!U-8TT4BS3UwtlPSjO9WadlZ#|#MZCzxmZrE9I|=zgeEDYVhPC;81FEG~=9_=6 zDM6`$B1S+$hTHE&c0I-F%e=q3Eeo;@wIdinfXGMa-X-i6ptYqD`(>TvFxlk^U+C|v zmL2R%u&uPP&qX%e#hc!@;%vIfzQ=uxfOE9+qC(KlGg8k;&dMD7;shQPoiT~KYFuS- zEeBnw{b=D57_UHq9t|v(jV6@2OB6u589qQhO>GeUZ}5w6ihF>tR+XcWm^Gl-@C`}P z-4%p(0 zf$Wmfp}48{H^F6PGt6w1wxK>fXKROix~XMtud$FvqE8C$$!Vjo#VI-jh|)*&G~x!& z^w9rzP!FhQ6IU4Cf5#Ti^u1U`o-KZ>G75x~`H~R&x%d9c)Fg27e!ZVXi<&)G4wxI0 z=-&moIRKc@pmFEg1<$Uq;!p?V$3t`)9@?}+y;V}tm0AAiO7Ti@MdmEVQ;(*Dtm~$} z&09I4xtD^$TU}1jd{>^vNT^yQ?QZkbL?z!8Ay=t>-wm{$c#L_88vY>Hr{!gCc zkOwF-O#cw0{RilU;y!x;n_rge+#lVwyI@|fD1dv2XoZn`&+Sc@6oZDNp_R`&G>;Dg zBSH7|NW*bwWMTqe=Nzp(6kRfemp?bC(m`*2U_?-@aW{759W@G@#McEkQ&Ac3qa6Jj zHj?jk=9t$PVtS$jkuz0)%Pv_@JCL5*Yobe=+f#jCPfG@&EbVLKyc)%2;A9bF6O7SQ z_z`=_sU$6!?_fwTq!UvmZe?7{DVGg+> z$fK-Dr$VDBUnj^uRUD(O8(;{k|5?#p-;$e{a{Puhfw#AS{7TN%op3&1VUfQ0{nDR+ zxD>iSyTiD9U{6_-irquU3FahiP1P+odq%`9iNSI;sE-eAcfx;F%@|m5Fet3c5e|Y2 zQyJ<@$+*bynpY?xH4-xebFqHe9Ma1kwR6`~hJoM4u#WdF2Qfu8QCjh)218MO#XSJ2 ztMg|Qi@``b4U}ZYBI%W9fp)xwA3A^!(!Y>V8p(qWY(I@a;$nLWScIp@V~_K!4akWo z)x2+PHWuAGcd;_~pnhdDnQsO_Gxld3P;FgI^j78UzhNhg2A`0mQ-@`@#ZWrXXQqeC zdCe}>^)R6cNP*#qypPywbWS1MiYpL!X)2ZL?5cmmFcmw+8&qZRIz9=wdXkwI{Qv&T zQLeb0mc~LWjuo5uTDuB<5l(IQFq6EVQZ!M?GjUHQbiBMYzq%k^W)Qx=eu%FsqS1nV96ZMI&l?Bxz~@VulKIo-I0 z?N0@$pHw(+sb=uYMGO{X-UL7Y(k=H`a^PCPpoDjC2R!N{u82u_@!|{CO*`v2)^Hb@ z%pTG>+e^FTKoUP>W}SWz1WPlvEldaLW{sRUJ4`Um6wBYSYU4a&;qkVozHMWZ#N^IG z_x@aIPim;Fi=tj^KH_m{yyP~h7@n5BI$x_gIincuANp)Uuwjih>a7XW?c&a&f`RWe zFs5HuDU*&oRF))ZxNP7e&4a`4jmg=^@%XO4^Caty<;EDkajuD_b#EX9cw26?PHIs{ z=n$Izg!n~+Bql~Me1g2wj)(TPIsgnY8&^f6n9>XOM68m&QlE9jTvI$IZ=m0zy6j1e zE;@utBR$9K-ix={$VLJ{@IQ%Ew^cI-+3!2SB_Z+fqBAKLiVX!$UWjLWvMM8pHGEKPjDsp#oD7R(l{JW(osarrY*%&{Gq=BXJ?vw zrQ#d!c+e1R7W+68i)y-T+o0}z@ybKk1x%{Z6smMXvNeF78Ynbs%qE!8jpMo6~ z88h_^Q^K}GbnvmMJl|{%<&wYef~;7k#qE}Epo^LVYxc?jtFPr--&ZJSgXr{3JRCHI;LyAabxB9{1ngIthlk;S}%mIZRSRqi9Yy5;5k zhWqVY3Q;S3c9{Sr-3o)??hF_zUh8WiI&RI;Mj88|<&KV?QESuMOIbN2h1o~=D>Snr z=`Kl@2?m4OX-+3rq~k~&qO0((&%U)V!lmey`YR16_O%eB8_R4=0!dD-nt=xi;f?EH(PT_Rwz z-GDekhKm7IhOvgcVdWe9mCAmkR1Pxm2rc$LA&ALG4^bGC^i5!wv+I$8syKDsCE5v< zM{FJXP&O);b?#0)Y9o>>1SOU2*otdh(0_!)*$W2rWd#ZHB?v|tr3%wMgXvpELv>%n z;PztCECFh;b)R9qxofjxTt%Ukj2-PlS`+$+17R}A6Q+xpvK zzDR+f33KU`qy`t@ma_*?y@ly5HM>}hYNP6)LsRZ9S)f~7H6C%XKFXbfu2w$}7;7p% zOq${6TZAzb+7xlZARFplnAlTZ2gUz4Lc^E8?QaBD+;D(l-9i{jH=i$Rc48iiszVb$ zklZcV;$I515*CYjzdQ{925_Mzyw_h%$MSGNe;TjJntCJP!*Y+5jdvy_Y|2P@XAWLX zxDR&uyYE=XzBM|iZ$gx>!y|GQo_cWXkeFZb6?v2&J5BeZa+T3;NvU@d+u7n6Ef`)e zy0c}njNk#w{vbcEO$+*xC_eCBzk(?>d!-j=wd>M46vLh@na__Shf5lmd%!S^|dkm-zo*ps~E z{bQuEg~C<1%=|Wnc65PiVvV^>v5u>TU=&2o|38RcT%`lX(WK;T_6N8gjl_ORfM5nvZQ39Wj|q}rxX8= zr(w1IF=XJj;XG|t4i}l`yHf3&3$tU0jGU0E1l?=-w|$tO70a_Fu}c2f%hEurMH48D zAD_2JvuEGS2f);}aOSzUxJ_6PlY4(v1I`Go9dS1;6GME*B(4sbsKYG(6o|XXc)brw zsn~?656Awv#@{IZJHg7^QO^ADuun|9Wh8ga)h$euV03BM%xh+r*HW(K)^PF>VG3{oIQ{^Oo;nS`P zfI6D8()D=A%*V%T?PWBTyqO}%v|;=XxT=cL{Kw|b5aY2X@`98LP3{TwdF2#!P4F#R2h-`Gn(d(f)K0XgSbT&!i9-0c)x4h3TD zFOXNVfI+?+Je0)$G*!`y+bq_mb4m*>P#&)8$7vw8qaT=B73)!7DSHK0Hde#+sQufl z1Y+YWp}yMO;x_$#olOJ4p~)eUzCmQ5{(3aVfjHd=5810KlqkvdHZ$t%__^E`_3z== z3Q&Go>)M>{*=>b`*q#4jS%d@2;rSuaUTPdY{P2AAA}t%UKS5O(MSS~nhMEnEySstD zVnXauQA|W}`0G=ug^v>m4$E^`3*a$V58G?+t_l_+TwpNKTH{p`MpdihAJWlKX3yn zwZ>Fc0fps+fkssWKF0KZdp!Wu#j;_q7|udFx+$dit{8%C7Wk=;S7h|64bZFOEI$Q) zO&+@M@S7QRKamO;F>me{Y(uX!xMU&fnE;P~T7Hs{T4t#Rd<8xRarY`WhdN zqmQAW3Rsx92~olvZBE;OzONP@#XYz2Hj>Q)tFi>`k!Z+!1)Nj&XS`T@W$qru|MDdtnZNTK5Z zKQ`)c^=l+R5?Nl#$Jy4|ZG_~)ed>^1Su7NZM%k+(l_Kc<_v0Aj5&Z6Ss6L|q@EC-WJH9h z$sT>6fEJ{o&|R*D{gBhi?uMad9tW0or>jZ;1d$!HV&2f=hRU1* z;b^svk`%Jag@6GM*mwq2#QH}|f#_XKEW#w11dXdt3!3X{#$R-5iKl(>lc}pO;XF_> z-u64EdoVuXq?F@dLP__dFOe43!a+0k_01Lm7{mnGS}HIgENzVJe%v)d-(W4{bZx@& z$JZC%myS#kfxwG(r;B_6VnZP#7;KqJqN4Qg*lG=GqhOB^Gw>GXt1~G-L9hXsiftfh zbGL$5=V=gTY#VyBiL;`d`UYg;C9r`7`Lm3J=4iiz0adKrq8Ubf&gz%RoKAc@$Wvmx z?p;bofwvn??SZavD`~3f)pM)M-=~?9?%t|gUvWeSxh!*a86|FY@+pAof+U8c8hFpNi2z=31~8 zmZ4vO;T*i=MBoer=PsH}Jjo5mHiXNP9zxAREtae#L0h~qyDmj5bN&-}M=0o4<#wBel~)3 z=h6G(yp~$N_XYCgIPhG(@R`ngx3oa`udVXhQ_Yxj+YD$_j<#HMJB=Sb{1#c{|1_Ss- zt~o0agXuCfU+AGENPIwGhkP$V3CkJ9(Ho71e$pUDkzbRb(^&V-C?iacm3{p3RqAtoZdn<05%j}KVbUp6qlgV8opI07ijaT}JH{_9ZqnDr@v1w*o%$3Q`N#VQ_ zZ+J(^h}y&drVaK+ec;3j?^*Ftp-|^@hKFhvK+#=aQfxxl2h>^`53P3y*I+<3QCzG( zgQjARugGm8HgamCwf$Q(vqah7Y&8(JYa>#U#VpSI!sGv4Yp2@*MRA9)#0yazi7yCU zgq*u9W!ShfE7Ls^)(B z(icmw!@=yh)t>mG)q{jPE%&-AoPBELVY{b(Fm|9CPZ64Yc+sTNCUjm9-s%ykC8YXo z2E0#Mtvd=!S3)h#{@!wJ*yyiEQ2aSWDAvh18^@!Jj7oP(Ns; zOCQ*2?_FW5rY0Nm35Q_sN=F9@vjNSxWc*Hx_dgN~ZtdPDf=m5M3f9TYOKBg+TZ^Zx zmO#N@6M72!j;5c7i?&ku8baL<@*5uki2bO)F;Q$$u>!_|kTCv71pwjle>34Z+VqQz zg#JOB@geD5sFn?Ri0dQ^G?8Y0hA@;egu1WPX?~vU1_FAKye~S9R6q&niUa6Kp~w{q zvo{tBECh=tNBLAh*SPwqXfOxX5J*0*_zX3kx|SP(H<%NsuLiTOSD3sw0Xh!f>@o*F zl~4?wJT=_0vCyu%<1Gdod}x59?kQu1a)G*`oa$ksps&%9a z8M#3ze9kVBUSL$|)0)1r4x zH%hAkwb+u3*1Rt^X7a$tn;V$eq&8eIoo4~cHA-BI@C|&Hy>>mcvZBCGo!?!NW;=H1 zj`*c7ru+t6F#A(?`v|G@LoAcb-));@(wR@@(37|6e_DXvMxzi2P!q&-i@OXmRgWcV zPJ1<|fZ0172j!_q1F_yU&8CludK`ie`(Uo$yFB#quKzjhVizfY0mQ8BvOIshLK+pX zc-r0^4|_fhvXt|^gTwE2nY!W z3ZxH_#w@F_ny=Fd?V$7r^!aCk{)$-D&Cc*)fI9n~m`-s%mfuE*PkY&dz` z^M_Z?y~2wWAmuk(Xam1sGJ<9Q-)KQd^dWLz0EB2Q==|A8`k_CV$!~r%faAm$B}huX zxEWtC$5EyCg_BH+ZpY&9qks)y>5wg=>V`3*J1jg%%Up-=Ewxcevb=mcU*;x|)a@33 zP6uY(uHoPc(4){UsDW{nDq{HJOHG|12(_LoGhE!Ottb&NcuX^Nx3J+#2j0dltx*S8 z`y~d=%MloSuaWjbJn39}nSGJTM)Xva9Zk4o8y6GQTW~tWRNP$@Pn)*KJ=(P}=qX_j2 z)Jz$3n?7_8s*{;grnyrrT8Ng;cK~*LhqIKRCLacO6EU9lZs|E=CM@DUr45>?&n<-qp1!}zqaxh=Z@kv&Pq*5l9IVmjcz zx33PBVQAF_*}q7CKNGRbNE)<6mJND<#9l3e@;1Q19O=yWg7n$ca;hjzmT7h>oFif5 zS%r_WIyW5#s_5^^eXaPJ?J?c-rl*a??WbM%3(r_?kSuoVKia0rTAv&o+BC!V<{RQg z^tM6pZD+!+Ej>-09RBlHCIk2~AB33-UU|X=MY-djtN+ZoxE;86`Ii)=ZnJDYj7V-@C?>T3kox!O2Pwd==C zP!(8Ay-ap?&YI+B{U}TW5Pe2MMH2VK4qLCZ|IeQ13Ok^9Wo(H$cKc^Ip#DxqQ&+c- z)xG%BS2j?jP<|&XB=3!uT&hS711qXuSaadei!A61$^Grr!6o?l((-Shc?$EUTF~&z zG1%Y9Y*uYDk=k=_RCe*KH`7sE_^Y0)>ha*pdQ$~hi14TNY$->aVPVV{%l>gywMjyTci|&@J9h6#LELbPW=u^FYb)c!@Ms5l2Wt|KKT0&8bOctqRPgE`PTCkS; zl%HkBBF zt>irxY}^M-EAmXa^!5|@(hL2Ym5NEE6H|`ML9aOlI^2MW@2z{AjBn+8*Jo_-kbFj4T{%9e+zT5CKz2iuR*O!B2;AM4-avWB( zb7>_MA$n6$76sXnNe2`lD&^~0y4j%46Vgvk7y%`5mHwDyB?bX#a|Dt@H+O}ksDmwc zJ&~c&ilY?0I!Y*4W)?k5Q61EgKOGyL2Y(Jc@X{f7MEM*+!Z)>bfQzrb3NLQE5^*Nq z=!_!p_)a{o>w+m4(8GJY2x`Q-?~2|IU-i#xXM|irR>{P%(9*}>SG#9Ir(+!$O4(S_ zXSgFleC)6*Ug!8S+LK0$3QzYBDrM^QF0)#(=FOr!EV~lJncdLT|1QrV4{uhrs$CLA zd9pJB4CA+CI?%KPs-()Hq;~4s+ijU{4%4oqPQ`LtSd%x&O^eT=4c4Az>a!|jWF+L})t}LKWR_+AN~rKr?QQ-Hbn$4J^30QH^mu}E zQJYVl@TdS;zL>vwOO+r-3rzL{a8eBr!RO?kU zUWXJh_JN?}BL8Z6GQa&BJIKsEQeFcE&M80+MD2ZwlBNs{+6!j%W%`Q44#ju?l)mZdZES3hIARR$|MH=JlwWV-ed$2HHcr=_t zp>^ib4K`fgjeC1XJ=iZe`-3WkMkF$ttwERyw>u{&(|00^#$~1M2`LiBt+U~R@J!4t zvnG8`?9_Z!)nSMpL9`X3Cpq{-_65XeMepi{A@aG=c{A5opP_M$h#dWHf?faW1t^jY zgHZx5AE_7>Fo8R}0C27GU# zhMKVj01n^G>=;laqRrAn4+pwTdk1*(kmBjCwhn@bNNalfDE*U%7=*JSDONqfxFgUK zAO*JNFc622Assy9x-b-$Q*pX24`v*jtUp?}Wm}GnR_j6Pw#YzyB-A!XQo({cO{I6+ zTH$1#c*E;Hip(0s+?%jBx_jv!7};QyA|#q&>UE}N&tQDSjGP~LVbhk!*T^uSLZaA| zF;TI?U*5?v;i~c6j6Uf8e|VXr}}nqhlCX!%ET@?Ba|NYLwvqIAmC>)&Jk zIXGhRR5%0viv7@%TZxEHUCa$PYnN%R`Hb^%hsJVl7&Ag4Gt`QXOPn@dz zPb&|Oh5Q@R_`Cd6ei;U`|BF$uZMC3e+<%lN7d53WwV5A<-9EjAN)dZml!TTr{v>&& zhI-H7gK_Z`2(n9VSn_%Typwc$v%7G5ux31_=ltTCfO?G zo$m}EskOkw|I;mwBGl``keu4z|KB1J`SRBqToWb(shhcQav{Td?@hbvb&ye?_HJ^B zk&933)tI5teOxj<(+XziPt$bd2BXXf4k_7;@o)NM=$6CxAYA#p==a?AawfAGRgc|+ zqR0mXY?2)ui;FNi#PU{sc8~EnYpoiB`Nda=ZqG}0ESr9;{vjh<%l_R)2^%2pvHyTs z_V($0m=Dg3K7acUf{+&(lzyo|Wl`?jKJuo!R=BF?%NoyAEd9E_HgYo>OUHUb0ojW6Swqo;1`~A;Po>B=K1|76 z0ge1Fb25JA6{a>=S%%<$(*%w2-M)@SO0_X34SE!UtfJQ ztY}4(IgBt4=keG*r?uc#ISveXqJ?i;SXG`^U(CgD|f zNbr%IEK;D~dIkN;*blJ9j#&r&>WEAUxbT-> zKz~I~X#xAHxnX}!A3SE-3P( zt=7s!MZ3z*&=#we6NVwHthWQpc+OiRIT5U+z0DbK)rvK$amXD@ahg{g1Xl(N1f2!{ zZ8`pDazJYcDN{bpUlh>~8}|rg3^Vj%9b3DYmd6Af0!!W9Jx&xn$w$uRx#?NHCa2@% zx#zlc!BFC^&_F{3c>r3Swu}}J%mzPz+FKTrBgQIiw|t*+{-K){AL59M=b|#&nT*aJ zitV-G1M4Jlrrb_M zQOZiywk=a^5ZmSelnHT!^OdNAqvhjI2hf^8EuBXd)|c0S!t2EnQV6u6E`GWq0e(H) zz?*3J@?ga2_=A7dS+duxhO|zX@`$$k!>)D7vm^^BaY1kGoKgbmQPNmLf}4bKQ&OE8 z?}mVL_;*N~#B3LAC#M2;-Up6%pT1Oh;c*xl zXbq*Ypwpi}S|F=)KpBVkZHL4HZS2%iT3bR^jMtB!ick!T#WG_dv*Mj~d1fDWe{T$= z5s3r9-mzbQ`f}q!v8uK)F*yQnx*p+%sHW8;trOv}D7%LQu@@5z ze1#Yxs(!3y-EepOP4NB-1{p8ihU(E&o_< z-?P&Q10fW3H?Ro=>;$WO%ghZ+yweo1Hq2-FtV&g9N=dsj51X-4<)xsXZP3juqx(%_27GY9ilg|JV1MZv00^$i?rb`F`cpY&>-j$}xn5~DS;2JSQv2P=DR0CQ8_$5l_HQ_r*ejyxpcehCOw{G;o!JHW-L-)> zlj+8cKO2=w+(e&&yUGWMlipu&eek_L=~b3QQb^+nwYqxWxNJNRwmAe>aV6i^_6ay5 zMUZD9wXBlRnD+VNF@8RGd9bWxisAMM%OY2cHf!>#gArhUGkF2<{g}kTI5Qw{hY9OD zedV~^@zvMy$sh64`=W1F#yNWL5TZ~XfDuQhz9KbPZVvg2X;7AnENs`NKYBUo(hWgHrN2_k~I;j!~uge2*3`L7&H1^4G+`O1wk+ zvL!4fEm(AP5?o$MChEhrE-QC}na-c;A=0Qxyccq9C*R|+{8+s_|Chm_F{61qjBvaC z;@R-n+>DX$y$O7rPd}31{2nZp<1As` z)3Ap%=`50<1(}S1I@Z$-8W5w6N*3s#Vp#*~lx*dl@^smEq_JC>J*`8PG5uUOxup%A zz+V}W`|%E{b9X9fELc(jy8KiyK&36_vX$>vM&gX#qwn&?$Ome zAlRTi)_cd;Gx=$p9m-Yu}3aj#AO+sB9ep6lH9c2(P~wouKZZ z^RlTf&)k5p)As^>!#@NXxDiZh7$RSRcRLZR-#tup&=q!8;!k1rpTM!p57?WDFCK!Z ziBTT%G58*wU5ZNzW|)zRVGu7+Y8)Cn8rSN$`;)r(s^KnKQVa|{{GLnwRqfVkA{3JE zhZS_afuI{k;&X8l1Y^uNAfi(B!OS;_(y6gjk(tkPE^A8n!S`xhoeNG2LhZ8J7cgj83C_t)o@ zB*k5roM|jyaI1hj{ma}xAbnPyXPtM>nb1qk3?eI(-^TEd|2G1MaC{?O+fvoe$){RhYUbS5;AdfKC4-Q_bJsTHACclFKYjbh zS=M8m)BHWT6N1We4`s=&AU>J+MEpVu!(kYs&>G@({0jiNgb=z+s!y^D68bheP4)?4 zYOZ5KXgyk4y=5oIq1MIcwxtfrpnPR5ly%=`fnSh1aH9*7jyv}-M+(cBfP<5Eojl@z zG)Gjxu%rAQAm+xP!qLj%+v*TW%Pps%dj0Ix8_qqIEsrf?rGV=n%WUY$c)0%(UyW<|akJ$=05!+9FHxQbewTj==Og zwRJlIK(&G^4AAniE`86Mps`L+%OTq5iy@52(rmF9hY7=hVmcA3)^6daVV!=6*t@8E zr?y#4Ud2BkV?EY{P5<%khO6Ff-m;g<5&pYNDlkI*pJmF-&@mQO#wSwFOjP_jC z;6h|Egq_Ci3H2TtO!uaa+>vJ$7&-6tbZAIJ)xBF|owRW5)Z(w{V^%OrV~3z8($6g% z{FN*TbUUzZw zcSyRd?+BM;Y*NNScFTA-zb~eFToOu8pT(3|DrE_dGIs`brT99bb2AmeS88H4aG&{H zAh(|L@Fk2g9oq$*vDbtF((Y9pz~ac$ACz7E`kUfSL0^7}3w3>vwho zGjc@h&33N!wGt-si!yiexwt2_fcT5Q|sL zaLK{bjYD0vU(}7d{c@2Rl4J>|JixQ|O8Fo@N>^>h9vL#N(c!SX`d<4sLM7K5|C5*f z3tSNco6ewok&jkrh2^Nr|4FQ-!7DbYsgY?22-axA)xn#nlaj zUFmNm-2ui+Nwrw`{%B|k7i9`(6?6X+a*McZ2y{5*z)nkFsVFyp@*27zhW{gPru&t+wpIh~Y1Z_C_XbWmjf*)f z8(UIk*y|I@c8;=bJl~8v^7y~Wy$cm+L&Ojb*hoTf_wwFbq%vDIz1ZTp7-3Z!kEA@p z!3cjo6qA%)bP(t{CwrVm?m76I)M7$sZx^`iV)LDpztoq`WaTK>%%UsM?5?a5NZK-y z9x-GpOkUDSO`3vwC3~$CPY?9|%KH=j2OF4QD7TVk@~Q*a&DuWs<7+_^CJ11WTctj( zRRB2~R%cH-jh1^hwsDS_#V{s2S{S+S;bZ82lw9K8=IL|^vxfY;BDP!bhXR7kx|9mm z2#_ij$r)Ghu_hscdd}f*>xtTO`@1i84|VF+yV!ZdLYt=EE4x#Jc=m(<6hW;HRvnmX zl3h?%1RaH{V>x{l3dym5E+uGc*`7kIafAKh2_bqHk-`U$BXS-s7xf0@Q|UZg($TDP zK`ypOQ$GMlm(h=4^P{}c2(mv+1?OCigmlT3Rk`9;Q)9E7cX?Y#uO5@Ed{8i}y2KTH zeIb4Ns=9NWKMghRs@Ibup3_r6-5fevFKWDdxczoFlO0={5?E*z1?m`Qi3g(?Ld1mV zxc{(*f{bi__AaZdQU-uKl5AhJmVJlHT$7$c z)UrqZ4w&mp!hkMDYs$=EpQch*DK7>Cw$?#^VOjwu8$r`rlovP1zA+^9siM{BZ~cz* z6f1&|{+DNU^;07pNWTF*^3PC%F!pE0nMUWo!q-RVDG`)kSX(n@1xekktzAt5-EBs3 zGN_3Draj7be`Dq{plknfHu6X=Nlyeh00LoMoxb@-sNG?5|F|Yf1ORi!8 zZ!(|jzhyw z(y4=Z__Dpm#sEG|Vq%|tlI#;Oagz!9-X4PIn)KpN#i(S;ZqjCYTs^{6 z(;oO5Ppk&$sXbk)xIWTJ4jK0eh@e(2i$MOZ#y{QtrTQU;j|q}ni4Q{6%HRF~m z8MOdLPF-Qh2c;YfzVRz;S|!0_6pxF*z#I^tZXY5d zr;h9TkGTqK^eG50&>)rybkkcM8j?}_qbBb%U84&$>v%|<3)dC36Tm;Pp2FnC1@Y#R zWIn>j`$$nODR98cVlYc-oTs4$9Y>9nT%sZui1NH*~GgwE{jsldPPSh<%N&`VcjA(G;WF&kqUi3zcP&ccr zGHbKI?uyKtv;*369E>J~{fG-1k`rPkXcG~r$!vDA3-c%B2Z zy`Fgkv|p#CHaDn`i{CIb_)B5|6NX+?OnWIsP5@E|o}cwx*$dBMznj)khi?uaWIHo> zN%uAx`!9MtCV~?N_0*b|J&4>ngI(Po${eWzwZ_q@w%i>$b{Vt3h;ryDJr8sDSo6XE z<)S%PQd@R1958@Bpn@es6dDhu1Bqmb=+%F=AK}bUTm>IoCY;w4U?;xA>8_VDkXVF( zuY3Y+SnJ-Uo$p~Ur8Z2JMy(CLR{L%&5K9sP&ruLVCJ`O$TeAH;y%Ge}cqg)HD~|Hy zKx+zTksr7JlIZNXT16x)K357k5_`FDV$Nv1D_mUw+;y6O4-zxMoeloOb%3m=OYVY> z9RaBHo81fdf!KgcMg9J#EpR*&3)t;)!>wT$nYQpA464?iJT&Q*k@;8&14+aW>U$?Sqo1t;qeFhIX+xKDVmy5 z?GnV!u^<<0s4=Mt92_+07>8|jED0# z6WtlHYcBFGz*_|$^)FTp$r>y=`%R)w(rSs7UXeawWvS50WsY34#%390+tZ@2DvX|0)f76O5o{KHODQv;r=CdX3ik%MK;kSo zRR{-Xx>Jhl5ebaTid~#ue#Znbg+0k;c^bvJ;lIq65H^YAcyP%=6E@b=Z2A!t#=%+e zh3?JBX}brzJ;x}f|0oWq5K|d38fx0>io+j|&Gy)?;c=U`hdgCZ|Cf@8^p=rSr=~I( zS@G>Cs#~oW6?kXHPKMz|FscpYJ4o8iW_T?&qiV`5@LrR+B~}DNd~M?i%rx%!<6w#n zQk@36R=0*gBVRmi2l0H+LsPH)SpY?Zjbk}Sjs1F%yWk?=4C%w1;1BS^)#nmenuYhB zI<3#_9&7%2FeUmNXa1&9R9Wr53IWGZsfYxf*hz6{?zwwfsy+#vY~Gw;Lg-37i|!x4djOt z=$;8juIv}BWPsf{lYHyd6?ix4r9VAm@&X2j$$=moCgs7Kz%a*X1sR7XBq=AZPz<_I_;8Hb`f_+{mNj>;^+#L6jb zMw&Cv9_-@;1c*D}SP2aIT*Eg`h}tR2tI<^JZAW`6v<#I=YInX+J??YoCb89^Ioo|l zFSxYWpEE%EY)bu3O1UjlHC}ef5hqIIsu=8`R>)8l7(SGQCbMx5@%d*sJp@$agX^Ph zaJ9)ZIag;GF${E!t|U*yoK!vWGDd*aytX}X6dG@R&gM94${7{?5~~9SB_@Eb(eI{F zlDIC4bDNS$>WUb6Vnd0wm%q>@sO%8{n5QSg`d`LK!4(7&407FQSYSAYGaiQ6v>@dh z;6EB&tR`>D{%bTHwj$l~L!8VKC)U(5YLRgeTXfP4T|~|bOUVrgb|Gp?Of!Y&A^myy zj|gHHz3(%uR14^pjsyA3uUc>Y76A0#%EY636*W+OsTZaCw08)waBAxMZ>)*k2(1A1 zJZrJEVXXIc#q)HQ{Qs}E696J#gA_0xY$w4?03x6v^^dPpVOTrM8A_PzS(BG(u}nZK zx4sy`J6{n~V2G?ttf-tCSm{FWseS}9?BJE_pB0y~x(%+y0Ba970~Vf}?JCiWGyh;^ z8fN$F%#^;u$6%@k%IGB4F2T&mWGPMK@K&i${tC|tRVftD&!s0^X;fNeO%Aq{lbcv6 zV|-d_i6rul3(Rqt@6xdRnRlz&=4WKM-}#s;nJ@cRAGsvG)%XX+mMQ^DQTF%;3ZI;( z1_I_vc;dy0J9>;f+H6Al1J_{Fq~5xIz0GnUsmm`&uf73TfKU+F_q{04F%1wQTnG}s z!tfYhx^R%>!x*f$PViJBUtd>#M6@*2;5y*3n8u%8P+iW&sc{V>91ddF?6H#@rV%7Z zIu&Y=V`5@*CuG`6^apIe$G?BWRUR++d>3Rf-j!Y)?QS^HZOc5SqU$xoYmA8NvN1|M z8|gMYTLGd%$zZxVckF47YW1rrNDg0t)36Q%t|}e@xK?hnw!ZyPps>YJ+ZxP3V$RVf zBJHmx4z0&__Uc{azHGFTtNRD&jFaGHT>K1B-C1b&iqIV`5`i&4iB@!D7}(|@s~33X zL_*Ex$ORMzMqdSMfL`0labKswfx3NhF6G9{v3vb2G(8EhUJ-HO4&eNLiw{vO-cL2g zdj%f&2ldOs@?kNK)e_wNFN%l+RmzpR=OZ=A2iT)ad?4{7yO{bMsn?L@IWgaSonK3x zS9rE&^n^n8L`lS>a8Q+oyL!eaUnfl;903C6PF01~%Md@S*1Ums^rO3@<)`PL_pUEi z2}!8oLz}1)=B&0|&f#tyl2s_R_kTaCF|(VVf&B9Sw+A-5pHrC>pvFXg3+=<)VdF{~ zdYu(pdQ*DIz6rx=^A)J@r&E%yE=_{0j<7U2sx|5%3=|!5&;!T|J<1+rp z@GeCek90KziLR}eYT^8ZQ-G^jwFL!E*Jk5$@2K=8+?*DP!l&~qIn{#;S}pB2(d~j* zbpHs%rvua4^ug|mDjueJL$fQhql%@Qy+)Y5grZa>`6;?`CsK+^)rm9$Rt3w|hKZJC z3+ZjHNR*})y|hUC0ei|HNRx{i>hXA}rd;vLOmuC!y_g@@7*fPZ2&p{QUBr)~S}mof zLd`^xBR#;dYqA%qUL1l=X%ue^IHd$GZ%xz^p2`+-ET@g)QAY>)*saISX={hHe;Y*3 z)ujtFc?|&pv7-G$Y5)+87RjK;wc+Aw_|jf8dbI>H-Zw-4n*||-NPJ+5M!3nW$~#+4 zvIZ_{QNagEB8-_*-u(pc7xbvEb)2$VOEwd}ULPzK;Wwf#p~twG&b}JE(8tL>PzLUV z);*`Okgf#@6PiK^B@s0I4TAnBm1}7mts6l?n(zTpzJr!%6wkHi%Q2*SbnZNKNCsHY zVM~m)$zo-#wTP~Sjyt$szwAvd_RQY-Wq_&wIhU}`UdM3DFxshN+2O>NDf-=*p&ATb zpj1r)12T-D^gQdJZX)=BR`d)xPNMt(Vu^SvsZZwVax_uL3tf<;3Jk~QAYLO;8U3|D z^SqOUKd4y%9W{2LlmfpNRiRUW4W>!%`V_4Kt#FgNHnLVupwJ z3ee$UmY1t_E;ZC;@*)}|SpeQblqv|UmL7f2Db000*x%3rpuw+h$ug?KVI(S(OyEZ})DvyL_i-@%HKEIt#YE_v;8ma^m5M(@jh_F3z{}p`2v#R&5*% zdsxrXxinScirpEpo`3BWLQvU9BHg5T>+IyRmt75TY2xhX2@qo#RGvlV)_gN9xno?ez{yNSmk1^ zaaxdoWLhhodin(PL*85PCF9yQUZ1CVHddgN)fBOv;%F_@yi(w6%OOH!W||s%rZMN- zON;l6C+sRvV6><=MkIN=Q9FrwedNGGeK>E(|FLq>h%f=wn{e23ALyE96u-&0E9v3B zmM??JbC=cZ#67}nbxq3b!g6d!-{LS-|?5RLe4v%~rU<7i{C{TMeFgEwZ_g*ufn zA_8CfsKyde50Xifi`DGKO3FI~{RQ=rH;eMNcYLg^^Ajx=EitRExf>pp&jSO$t-^;; z?<-Z^{C2a}Gfl!k5Xd|du2*k~OeZjmjDc}${LSPE13bw!MnV&_li+q>Nn{#>lRc&t zyH<}3wM@Yg=1v&+UP|x{G9HUqRVDms;cZ6D4rf+SF|j1Z|P7}-4qKwJwU3u-enS%eO%1_`3t*F~Qvh?wvSW@-25u_M<4ag27HYPQjnBqS@|$6F^s?S3E5 z+gacgM&8YNe|UkmhddrQ^%#VGNQg%GAnW#%QVonP25-S?VJK>>Px_e`jpNh|fp)gx#*FWeAO3S&(&$ z`Vrb4wU+{mtd99vEI7RIHk>935`GL3TdMxk9!v-p><^X$Poqzz{eT|&aky-c~wxRzCQ-o2qecsO^aJ*&{G%MYKvl4Sg@pVkPP4@d*p%&#ow1DKhcGT68nOcz~N4KvL4zbt0k zxr5$DVLAO?FOaAwXKdKPMekaN;YpNrL5zQ>TCjr8kSYhPI zqoB$$-|mL1Km2VF?3(MVi}^u?@Tu*ptlVlJTa6G9SqvLl*$ofDB}iiY?D88bJk+I}I5r2ysUL~v=VMV@-7M1rju%Y9T>_tbcW zGzpk2Sf(@WHGh}3s!`q4*Jc_fMy=U*cP>7Y(<50U{7^!!3hEmvC)2^CX%`YwgP)Ow z3e7qHe|`1^e=a~5$87Fc>p*Cl-M?y8Mn^xNaBZ-amd=kVouBz|11*~v%VwMhr^pys z9acI-B^|QvWwS7hMf!IIJnT%-8x(drOwyH&6qMBK%NyfN+LZcjF!qG7t_TnNtvx}A zv9e}|VRd^{G;HO2@(V`doV?LK$TzD9TUhP-UvRlyq?0u?$Wgo4QV*2boZDYF!qu%I znYhW11gocP@pgh0j6F$c_GbcHVjbLR_W_!OE3+%Wb)s5TUSMTeJku$Pz`QdS3hd@3 z1>WhJ0yUyj?veL3{_N@yeE)8j@(dChkn1RQG{rnoUcvhqOG8I6E*-7hRpc>os9ibR zWjK!H#Ooci1n>|~C3vgK%H`r-03feqGKfxd{!8X;H&`c+SBZP|S^cKMZ#w)t!lDc8 z+TtIFhfA#NTixlrUaH2m4b^b^ZwO)(II)zng>0I?uQ&P$nbdR^``7o&b>~Oy0l&5Q zf%Cl2uRnb&(g32Nf%I#{h-N~oG4K6JVrc|7zQ^%aSM`&CuNEr`Cjm{!k5h?S34^tl zJy3U_H!5K<2M#nUhdsUxYQODaicQJY(FH+bF*jeSjR_0duX!W?JhE$8g?O)tm(J5q zU{N1GsF?HfXIw?RNPZUuW+i035J(a7S{13#4%MsEO(OMQbc z{P1kw9vfFf)?h_VS!nS&APeYBw% z{{~yCO(qPzH+PGwRuw$AFM>W@fgdKzj;WC3{LYxa5d6JhGb5Z~ zV}Knh`{se)W@kWI4TEV-7}$8)Nr<_%_c(M^#du@R|+=R7W5 z&LuJH8zUPtW9EUyH_MaeEWZ829HTj$ypl%IM=w@|lIM73WF@w2sr3$K2XgHd-O3VAF{T5{3P zaL&_e?sPF3f#2KZuRqTXqj?+XU8*%VFE1~1&W#?^3!?LF7$mIeGxu#pN%e;q?+OtY z69C^D$Yovy8B)bsAOGHO9=_PoF(y$$l6&Vw~FV{7oo;PYTRrbhMLGKJ*ib$7V_{d!lgJ zbeB()tDUV4a1gC=w*)EG+P_SdVWP>gVe77`a$~y*CNPy~8IPQUmY_ZB$K?c$hP83N zu$VF-n}!#c9S+%Rf;J^vH73EwAt0ForJ)9(^&jspayO`VnV&E7RGTXjc1E)$B>f#8B73DH5|t4?iPg<>_VWBF=bUte!T!!QX_Bl(14QQu zBF~UvVdF!#Y#wHwb9HIj>>QWnO+7jxSAs!90wqlgyikO{Rh(aouOFKj=%-=gT}-&K z8lfJ^`!va%rKVJfs~0!^HnvjFU42ANJknPV0eB~e*w7hY2UH~O(-_};04KUk`OZ+_ z+cXl;p6yRXk3yghY$%2P4m?6afUdu6IDi$g9@ofAH=9k-wZ|Bhnj* zBA6b>y`0ZVL?qY@c!_sffaPGegzYDK9ju79U)+E4&XE4g&Os&19UmOVhLaePV7TRb z6dTdaK#YdD6%XQ9K_ixE2G-mlp*)YjOwbQ;EluTVGv@gX*d|~!>o*L%M4~X?G@AiddW_ zjjmyqeSnt3!6{26Dq`-D0_$)8?wATVnXEHG7v}<4w@U?%ohg>g9}h%wt-&Z11g+Wc z4V(`|(4>YL^X40A$rX4>dq6(&K^JoIM;lZ{MaiA4C_UEa8-nNLX`SK~Gu`?XfaH!V zecM#!^(oDirVcL4;(oi9tFYq}$v4m%EyB`w58Z$fMBA7^Oz5W`;oc{>VP>~HW(EC6 zw#@k*ZU0^p?%|4mr}64@2c!;Re{}0~RSLJ>^hJk$vjus~*0%AX;gvGRSlT9RW!Lwl zeBi4EAIIKIQNV{WtV*({^9%Fl4NvGC+wTNLMl;k9|OX95%BcFPW(g2(>|BbP#M3#OL1*7P(c?skU%d?SrAg%>HPKfc znw5o#CEVt~s##o$Rs#X5=GOzzY!x$l;9UtzgbKyK>n$@Q#sf5G1`jF9)4Gf-@lR07!cpGP_PCuK8^SF<7o(1lxFVh^cb?ll8m)e-*GHd@m%q#1*%Z~*)*bF2B$H-AA6yUtmhiSMTsUu$ zi`M5Cs8-(pqTCY-9p75hJcGrNws;Pj3-O%^QORawySoIPqLy(s-L+&&f7e#_o0%9Y z%5K*r|3%Sy=R1jVc}O+SI+3D=`^HRRJ1JzMr~ZijH_ST2-V}1<3Uju!MI!j`Cl-nn z8+&3x{Ky$x5(7ZvGTQw&DzY)5Mwn{W^fqBl{sn5t8AT_$NpNAMmJ`57z%a6E({ z-wegqmKHwx_C%k)wq1H)|5tcjjfVNYZ%d3&bS3U9Qa%Sgm%rr6=}=+}4)>En)NQA%LElZkVj4)SP z`{oZqfT_JSWCQduNwA3P)T?1poDekp1|Pkq$XGVYbva}g`MeYYZFsM#8jFKemgL6e z26EE2LLA$pxd)#opwufTZ5I4*=_?#QR+^Xh6g?^5sTe6IHb=u7UEi#eOiM|O&n%#A z7z!u5DY>!Yk?0@?rE)3nsGqTleI3r1X11Muq` zM4xqL6&$=x>xq$Kow*tDIH1i9HLP;#;A0n(avR2zA8U-c7K4; z^n=d3&w+uYnqgal9<`9yF@m~KnevgN#8Vod7*i*|gR4a+5IPF-ly2-o64LZ+Bt{Y) z2Fvktm+>JBitFc4C;pGhfE~VS%W3zH_A0iTdX=WsKHy(Wb+bA5XkC!JPlilY(*MPY z0-ZZz0mkEz4=?TP9;^JkckFu`w`{46r4T}-oA~Eh&~hb_SJ$?;)GjRO#D!9XR+X)>c>oGuO-8W4=UMvv3lZEE4>+_R}_=)Lj#qkNNLx zd&qTy6!gY-Iu>)q&$J$e$nI*JCql&`ylc86xcmTP5GzA?hYZ`6FXnVNjC^~&ao zj|QNq+a+GDP3ZZDpuyVnz!}?_HZEb-Ker%_8-*i6g9{|potGq2s1qHW+9P%i7tFin zCzcl|t*+V~3G;fE;rzfVqbzhSGfFCt#b-R}*+fZz{;y2@z*Z1sg07}5A*J1y0icQs zGlokDMn`Oo=aL2m_Daa%T-8YXFqc;jXCuuCEBrh!94BLltB`J_dZzX99LIdL`DdVh z#41VT7MmO+9t>o_)&AyC^o;FPu(j<-$RsdBnLYOtu043@HB^x_wV>~W>3(Ii<>P4= z4!`|>kHlz6eNhla?6z$Ayz>wddnu01*F&6K58@PkECO`Au!*Ml4MTt<;~gtM3jlLw zat)=n=VB>cmbCNDg0wRuKJxs%`l&|(kO{VA?vuqt5BDXGxt|`gH5PMe@DV+SixyU! zj2~ta>72k*D_Fhi@#gbI29(NwST-_D3Jr9IECN!M1_DjYdou^@8p5RTaXq5YZa-A5 zOXoOouAF+Zw7GBI{*`Uw)nvzY%07{Www6xGLAP{GNRh-vW0eF@a)Prh`UJLlC2%4M zeFD9zWaV# zuLOv#Zr*dIU|=Xvk@hQv+1^NJiscmP^ml%& zU*!Cl*8sb8;1ExJ1AksdtP}GzD{TV<7+tOs7w>KnAV*r(L!l6P*F`b=81JKADb_$2 zwH6^4A>pPe=UNM6J5y{XdV~kg8AjF{e!K{(yy`Qe#*?V}ulc)@IY2&i>Ym$U<1ww< zo>v)M2w*+46vKD5`-p6j#&9OQ349Ds#%nE#7&X_n$iKytcFREVVETN^(KQxI66WkI zErE3VW!&K7k`!%jy^Q&V#BE~cM~pa$3?+CHUHT`9$t?3Ie+ap50zJ0=*9 zXA9t&gMJ$bMaS7Z0WX@JebAYCCWlF&ZL}f7C4(wE zdnZjL~($P8m#{M{$qp^|Z@{-xq4IJ(Xd|9gwUWuc93pXX;$n1BpNlC3}Ouk&(c z%+Rn;WF5Anr%5I}IDdx0k9u*PFd2iEf?HzOa+FxJUA)P8Y!h5r{IrQS2Wi+qLBF%g zUXJ6oSKICQ&q2r3{5U016XkJ?kacLbe6=?iiT&q(_W(x}2=aC2QtUG|;{z6vGM)_c zr;2{2!j@!1@@3@O0q0?s2Gx!)P){32%I@6{uI}BzLUW%XJUYw@)>FWkc;cF6Z4$p^ zqobc$7`TWXu(uh6)+m_2?mjRe9{5K*h)p1{K?^Sz8sPLz(CNU$%cctgL4YId$@br~ z*~Knf>{}z2lh#YxA`YOv-|7hW)MC|UL@~XvpXY6nb$fPgSq_Sp=u_iVAw?5HNa(KT ze+IJnULRW_9*1J$*$p-DF;=rJhTJr=F}P^{w=g55>&^TeFK;Y86GcKYBAONgRQzP7 zOM$xlKRFCD!LzbA5+X02Ga!O=Ajt?@!5bP0h06Au*RKyhTS~W5qsjaGML|G;7H-#4 z-(uISH&&(m5CnnpdSsm9)QaA9f)rz|M5sujuvo^(XALB(JSFl z;=i$K9Q#INzbHKh<_>d8()l}fSnm`S7~Bk=Jxp$b&)i9edMn&u|4fH#rw^c z(J}*W1JF727(M&2RYww>B{YKyJ^B!SMWzx@oj;QSG|FO-al0MOqCEggfW%8s<9R;< z#{x0PYfgDTS-Z|48Ujj#&qDM0m51I`oRr_yJT^U^Ih^ChK+C@tR;SQpl@$uRqDof;{%JD!@o_ClqH_~@E zMSsSyrmjp_z9eLhC~YVYriRL8!_lXrf8+ZOz?i?5sskN zuS$)R{3R6DS3TBW8;a=WOhS?@`(i1T_P`T=-9sFXS1WGus4<;0%&zK~Jm9=Ga(FvyR9zP$!t z+FF9FVFc!lWgm%O2eG+n4$K0&{mt?GBnL$Eepv}B&Fa>KLox+VK@Z}X?WR%CfXuaY z93`fzTy06RO$$jvDED)h3fv+bseZQ47 z*9RYyrX+lVi(fH|VBRnIL2LOI3qleg`beYuf4*?!HmJ&QW*Rr5cc=3WXwGGrjI+;( zkM%JT#uC>e6xzGlJ{QS(8PYXL(a6|&b(B8X2_N>QO;|o9?F)YoNgxV8@P z>A3gmH4ZjhA$$6kMn}^@LA!)IxTDD^jbv5RCa6f=`)#Yb(nS6Bb*>&Ja=t>|?DYWc zR%`~4BW$7TD6*H(IW@3nUG?gc+l+sUx2UI5NxH9P-ZIgA(VbWN&EX>sz}D2Aa@zL= zgJLwMO$PNx2&=vpkOk#EC=^=IDXVZ-NML0VHW^8(nE@wZh_DAz=Mjzjc?i$_U`a)Nnn{+jQ|HRi3t8s;L2H zOeCGPi&B)xep0N}@!s&_oujWlubUlqwtU2uT7chQG>bypu`a{f!Qx8d&TnIoY7g^uzh#wB}u$Jnp7-Y{En6nuQkiI>HM$U3luZhZAqpXcCG?A;IQJTCX; z&~0&3k`y>r#X^Yb9Or^9W8jErz0u%1V{{rbN;}|YJKSL^#QK^CiK3TFfdea608HUM z?=`()N|W);#elC2S-!h!?CaneTV8F;>lO&Jm=$RSlSyTWm+fhA+ z)wy8eJz&6dZ&Ka&po`hA)JT9D>0~S;BU3fAg>*{#Qn(0vV^kCG+TNs@v5Jn0W6(<1 z)(6me5g@hp!sx)Q;hi=;*WfedlEoX1GD4QH5Os&7t!UlLO}6SxZ*1|_ARxBx>TO&c z$BOq?6Q|tRB-HBGx$Acbtp63h?>AuLD>0E?@$Ojel!?1K&_tG02!gPamODnE4hmYG zDZ-Ca*gry~p%jAzs=LX<^^ z%CTWC0NoU8{g^TZ3-!8H=45)bYn6Y#)DyvL<@jr;AEu5^M|>38Yqx3W%Eah0u2cQb zxxs~eyAly&Oo(Bo#i?J^wY(x6yU==wq{2A0b0>wXA$T-5641dj=0W>?)q4rFt%22z z+CG>DK-E7XXWJ5ialWc6mqpxYm;8fEb@%#ay{NRZ>vuD5Key)}&Rtl%%G#ug*YGpo z<$2lVQRlEa4G*}Lf=vn_xmo>-CuG^?Y1GfyG*`gOmW>JeSy|*R6QA*kTiOeNE~<1dqvSM9q1@N!*dm}g$$h8j z?rAR_JZ>CZO`wuX=YHjYtKQ^MUn;R=q_$HhedJ)ZwV!NK?)^&s~#zu%swG-`(qV z&p>eoSlWK6n6 z)B=-k-tywfT+4=og}Mx0f4>xcu@77rWo-2p{TbM4%y%nlthI@3sK`csSX}2pdrrtm zgg{eHQ`75}_r7jY#z>qqH+g80W&3!oZ~vTcO~C$(mAjdZZT$5h#3h>M>dIGpr33ra zhc2~{OKT!O&Kh_d^M}+TuN}#Jo*tT0k@&%cqeZ4*kd<7$(P-sh(IS3>(zI9%Zc6u} zgtm+rq=C&U>4?o$DHvLEb)vp^Wm>6T=N$>dzLHwea-hOh-uC>&XxOEy6SQPCIhzCfT$`V!&Y z`+*T7o0Skeou7xCp&Lfz;d-zR;>HJU?Y1lQ)719%H=KRJH1jznJ*9;*fGOD8u>D|1raYEUwOon6RsW64ZI5GXDw+}Xu z`{^OgZ+TiO#K0oq7xG^%sA~6tJ0_%YUOSqEO8#3{O&nMXi^xA)J*N3Dx!u3M%UB`g zrcG_zu%xJs-`agx8`kT~@QbaN1bVyzEQiV-3#_ zcP5is#nh)4*Z zUol2&jN*ooz}*d-EW$jmt}M_3I}spJFM2S$p2f}djMtUTYdk1{e({0=-8Gr+3KsjB zszR!_OU)yvOEoW^jNeP~N)RzB zGKyr}azdOV@uzxtq>VCSEG--q$&L8_ZCE0|ymLTqR^-XKjFAnmOXZ=?hYX(BLL%5( zo@l1u!_(BK!~BNWetl0AKn6-Zb|SFswlOhDsb5fU0;^WWzRD1!uji4=cIo^3;}hr7MrZ(|o$XVxN;F_!$n`w=s)3y$*_K19!;pTC{5 ziom6N0sI?04@RKxlD)nBm-=`mlY59+#EjX`O@x`Twjy&r`BFud=+`alm7`$zDK3 zR)1j<1h*$qd|N~)0o>J-A7x|Vga9pE(uOny=eVFqNv0yDF#`vs)^d_2(l9)C@1(CdIJH@Z6U3v`VzYlA)*h z4k6yo-dU#5m*H$@za&MtQ-QBU+q(q^c#4Krdq9hj}XkZ&-*!Oz=K-b-#2?u zBnH{ke~NdX$zZlaMY=L@IIZY5$Z~PRK&DCvIAxG8z1hJ<*#qYa8)k_0zAh_wZWjJ{ z?3B26WdR@5jM_=u0Lj1Ytv$*#Qg5KZze(}J>)u~rHRO*c&M}_%m%8L=r!KC@(2nsI zu`ToNOE6D8xE`u_uV!wzGe;0|jKhwBZ`^^)bM};~7~u59nDKMz|KgE@$RS8QQ#l9W zqn?RcznrVdL(;y`9ERY=CHw*L^aMy#H*#~@kp#<3r?x6O3c$Ek979&2cb&yEEuwjk zrQ$pU$x307ydkM4Z_PD)WCqh-ZbY^}ZCT82>A0(wh^A=~g<7>uQCa20 zL@55JDlqY~ELN{n~VCJ0x_pdg4GHJ!2>Z19ITv zbktmTL0O|$MZvwf4Ofe5+$*`EeoGTlke6OCIBAMjNQx8sO%Ojp!Q zQ0Ut#ZLe3^ym%juR8IeN>@*kNYP@s*A5$pXP$_eo*MOSDFK6pO*}tkcf73O^4=Sp*1Nv>eb2uj5Y>HjzYI20)HC@bzC!rb!^Q2acS`byrRp*lE&mNgU zRcU4aEe49b?7OKG+tY;_F?cK{%Zs`g$PkI`-)(`IAp3|D2^c6-BPR)iC7S7YNLeiD z40%%rs>ThB9n?m>0f|5Z-aPSV1Bejb0(K@#DJKEBr_J)_VGgSE1fuf|PH&NI>5i(0yRGCm!@)%es z7~jyxTcAkENM9Wkswe2=zA%=CdwS@^d4w*=U>4F+AC6*)PnqI+?$#np|R5& zosn(k?uVn)9PJl0mgg&|&=i>-S5H4q(&!AWb2+n~s03+(_Y^Q0a6Dv!>q9LTr-({! zQEYV!8O=4y=j72bT7w4MK2+*a13~1Fo5&B8>|cFZ@=XHJ7HrWozb8!! z<;bXtK$?mJ@)lhSl1AjgnN1hR1TKbg<>Ie3m7T!`iEcj(f63$ZZyCVyiWD@TAVrui z%H46a;9mR5;Zs6P32M}FiRwY*)PhDiU)#Q*YA-cD<|x_CVS_tU#B1l@Ui zf*q-|XfPFI@?VU(d?yiaw& zTz2C;tqAJ5{^lX!KL40_0;A!4Q4h~hxez@`!Rf^2B9+_lY2f3*n~-}Ji*NVvm#4kA zoxN~LOeJUk=mtV_qYiMB@oE+T=fl9tUgP{>sFy6~sAxfME9XrI~*Fm(iUtsq{=g|dwsz_)31i`5O$?U8n?pOs1 zaj{4{`{O1`gy-x|sXW!ywvflzUT%%(BKtFqGDx|#c-<~I&_x}g5l{?|)2AX*Z}9L! zeKvL*}{zzv;>eN!(*j}9NG1bIG zw36_QnI=SwH--#FP!UTp1vA=dK;|OmL2z#xnEzUg6%nHglG?}SOzQ^w!xG_Nz96`8 z3M+y5FJzNB*do`Thn>IOIX66vaPTNcn%wApGKYHQHlyAsJlRig@}@wuqRu2%_;$)D zWYIR!u>=kTsco%2$)y!BOv%@}*Q6u_NP!kvc6{_EkM|Ae=^`4+X!=-1W3Ko`@Slr` z>q$o)-cf{l$})n)E%?irx_~N;odF)XwtK8(sP0^Aj%+tB-~?NF%o8mrh6x?D*3D^< zoefz2jy(iO=kH@}uWh~zbt2zq#f5^nJf)zzIrzMWhlcpK5^R{Ok#;A!304 zwa4m0>S9f;m6dBK-wD@4%g5Oepho^9Z|Z&Rc6v==3MlLRZU97eWElR+$T4S-u*A{u zk0&r*mRsI0!D20PvMq}0J^%m!0KYRLH~;~m(FVztQ+>?A;65-7ivj=u00045T7O)d ADgXcg diff --git a/data/hotperm1.RData b/data/hotperm1.RData new file mode 100644 index 0000000000000000000000000000000000000000..54d1970bcf2dd926a9530f8c418b8c31219dd041 GIT binary patch literal 46267 zcmW(*c{~&T|4%|CBuUOyl5!^ZIXbA1qDyiv$$c)&wL^q*trBt#DMw-M+a$;2ntM4H z!!XRu%-HPb`+NWWemvff=kxt~Jm0V9^YsSAA3yT{i+dV&!d`%|&&gh#ox)r&|MpqV ztLY~7>VL;w6wQT;FWc>u{=q~m*~m`Rt-Zb8ow3&RVQqqOm1T+O+g_RW@SQQow36ss zD*-5)0fl5p8c5ew4;To5W-uo`nV$D9pLu+9RpiX4n;i4xW#HSlsqSA}B`$KuoH`{T zxD!(M!Pf&ov~L?bY`{=!=j3cc?vz zN&LQ?v8ecn?A!NdQ$AOTc-9fZT)_49ymzXschJM6Tlqi{&>G`OtzpVol+D~uPpx{j z6MT~M`$?m;A)@o+Szn=q^vCu8VQWO)g#bH1@GtXU7Jq1>tJi83yPs?ams_jI#JZ_4 zabOnxV6Ojwu?x?}UAQ*gdI9q<)XPCbs)Ee>S$NP+VLYHU{ud>FF3=S|ImNEFuFbhg z2Ei|pB=6U6j#&KL)zN?d37V-MHzj+W=q8m2!V+X1E3y+mf!9Rq%-YB~gG|nT2m)jV zC!S@+vwf`)Y|-7B_$lB27)axtRxIOZ%WVWupc5N4q4^ZbdWl!fBcC4K>qHyt8>@5e zgCK*(e|DA+Mz|%!1|;<@o6~dPR{TirWVqhJK?~2+_g~Z#lQqs~$+r+xwcQ|Ao8j51 zG3!bPiEB%Cn+y>Nq`v_aPTiaFLr516GPm~|uRyXzSJ4U#)c2j&o~!QevptWr z?VHeZ!b)a-Dt2*T4yu1q|2nVMa@hLS5ABiE6LB05j#t+AH75T$Vlt}gW%z*as^!gA ztN;)AZ5c2U;(!=G>kT^3dP3dT^tj;&%6j;ay@ zy=f4Z&aUP#V-d6G56n6H%~F*QDiHd+NRY{_lw(y6mY&I1sCs=PGO6S@aSwKI3!T7` z0t9DY^*;!}*A%oKG#=DBF2i%T*_({ei;tkwSu+opTAL?1TU9Cs7H!n#f9yGY(0(1P zjWEXuPa(9*76z+EaGF}0IbOIiK2}}d9Ba=oFY|~a*X(uw0ZSMj)XanOI+?_Q6UCY- z5es+%p%uHG6EO|5b+><1ZumCj?JHJ^w&H0&4Hi}?2CKM3*#-gE7;3xpIwm3%49<;! zS$ASP6XW@}N@*ZgBx!^KuKLT)iYGh=8$zaA_X~gNq_s;<5L=rY%Yk%@Xe?LkQLJnr z%!{s=w2lb%ry?B0>cItvCu{L+B62|42wRq~pCAbzbV46Pz!#ztUN%QEO54QX6P!3_ zHbEznfs<+7)cb`9WgDRgR9Dt2pcNf|lz6qw5Y8ala%za1?FbpMU<|t!;I;|MdK7R# z#C6i5IGbnJ0Xzu#x}!UWeP;o9zt&9<0>Ov}ktQe%$-fjLl}tf1?%u?Us2H)t3Uj4n z5ASCe#{PV@D_U)wLnjXr3o&zu^$Ljcpd}C1(kGo$%?&YVonl)fh;V}7QS3+xn_2gZ zef;KM&Ll_AaU;w+m*c+|Nn(BgLBlzod{_|V(^2ZlJ@zVM@Wg=^BNIy@IGGOPS~ptP z1Wx{A866Oa10XsNg(P+G>kY?nfIt$Zktr00vNPWSHiy$P2LxZAZADkLVryEvp0ENO zxLS>ufb{2_^Sg)Jw$QX?Mu7e}5ZAHf4gvYkd;&{ z&Cljv$T1AjpV3Jmp7?`Uha>9dXOS#lvDTwHtypvm{L*1<9q9G2ZXV!*AwPoM9kD|x z3$VDfyJ7hVTOMGiZ1RC&d(@>tPTGMBLz=C=%c%wWoLXC*c&`6k-$sA5uByW81$ooX z&kk4oCNVqe0nAR)OkZ-Jw;6+RX7i5MF6Y$Lz`OHuT%MFq7lW!U zU%<_L9QKMmrZH8^KI@~zbrbRQcfVTE0n>D;*Yn5^_PM4_Q2X0vP)E6#ZVOKN$b-qj z_G1%&EECebjo$Fgr<#Vj`Yiz6lY$-tj!b;0bemp0MY7&lFb~^1IQ1c1E*JnkF=u^k zYD103I5ntot5{M&e;hjABw@Uw^Em&$;yI15nsRZO-x1YOOlw6EBO|L$O>c-KuZI1k z;OySbqpw0N@qaYW=hnIKpnb4d*~JYAJlN)X`8y*_b*uQ`NR}Veu>Z)|-a*q8|B-De zGmqwwj>zU&xol?8V9MOf79#i3-IFJmmqM5mK-Y-rXTJSuNlJqvsK2}67iN_MBnvHX zuje-)-`x%~{F&((F7W(=3R=Be_5;tB12ehG=i&ZeO?pf9@lN{0qgie1qqgW<3fV1P zN3Dhq+Ui#fK&2kVPwIS+45pv&DgfTr8Ih6F9sKX;uzo(;r=0JDsWr7homVGZyn#_3 zDt)f{!H?+b=O=TAJX66VJnss7C(}}186f6!Cw};V9yQ(BiKCA?o74t&7q>W5iI>aj z1=o!?T^?}0-II0rm;)luq*><@1t(t5*UN(}Q`gVejib06&X2xMRc@rh-9Kv>@KANe znk=ojx9c2RGjnWs`M0M)s9|$e{}4=NtLd*L-y_Ewa{GRqP%6Yzw?UNzE@=)KCxM*I zBkC8r7&*y#;(jS>9&LWuBv&hOef;*(?bXj$XnYqiE~StE3wAZG0iAk=4GQs$9VFVDp;W=1_)tihm-7qcC$LXZrnUPd}U_n92@S!Hu42_)L|(Hc`csi z0$Tz{q+Of$TO{MO!)|5y_?-(h)7S|?0BXYLm-^m%6#)$53|SXqh`n>}%9Bzu98qe# zueGy_BnEMst=;Fo7`u6iIBNlom`@Ngm&0AcFx-TUE|{^~fiIsUk94T-g>Ia7#vt6K ze4iE{2t7rVjsG)oVD5Z0OwJTO7U$+aIecBRlSySA`xtlN81!+cIUZh^Ops4yf26Rc z^}5h=_s(gMe44In^LC~OXzhrv#&*Q4nulZh@QxynaRb1lNsnzqw=h}m8>P1F0_C;= zyAs5p$?yTPDUawO`6BlXFRG(7ApMr_*1GwxKk2iuK`k$sejbvYy0Pth8_(9t5e5Dz9bFA=E~K8d`#&gGRHuF|GZ}3+Nm{! zhQ+eNv0h6Wx7HtnMs}_EM+Z{2Ez~oh`VSL55r0`y4#6U+ghpGjxkS!oSWN^4Fez;& zxY-z0#~-Bi!bf2brukzEwRs@~^Qx+`EY0}?BB#&vntlj|S4`uF+b}h^!f7S%HT9ia zPMKxC=e1v&dr$Y)ZqB0bxA)x*M+Aa&$H3mt&ih*K{3H?+_X3LL!!F`4g+*vUrW<1z zAK{MO)R~-6{YzngzIAAfatiE}36EuJ@IP+nyDbVMO;0HID*Zz6l~&lK!vjv|r1hKO z@0uPc%BVI*ls(ZC_~k9pIB<{ev(0jlC|eMpX1z5XLHh*CAv0bW#Ek?xFP4s+-P}-H z%>bWo%rQEs?Kcvbu{;-|N}fHHjYRpW+@8Kka!%`GyA{yZb1N8gdOnEJvX&{VC6qhM zaj&h^b6w)c7#2%O)mo3b@dqRf}Y-qA?XF_&=C+yJY-#c&)3@ORjcnv<-YPes#s*E`{#|3GY+^K zAxpR)DP-zUFo1D;Z{(9c)>( z8D zD0!DIss~V-QS<{99toc7NlWGqfqz%ko$+6fOmd_Dwpg@QC}+TjfMotg#QmRVpnFpD z1Z~Y8IYIX9%sa7_y;H81n&WoU*0Pka*Bbv|ZcocZW=iLTrL2EixW|e|tZK9Up9cfx z1S)dI=}N0YqPPSL&f9^ezQ2_x#-0y?1G6S$UDXiGki=^w(|m~E?n1^rSQg)kV_4V+ z!^R}w2Y?k?h-KNuAi z*3OnCHad8N zDO|HZA+*z1(@Y&|tMD<;BdllD?!;tFgO7?2sfMk>NBy+2)?VJq-)Ba--0Ho5XeX^S z(`O+k2a=oTvd0#r8_NoreOlZy$iHgzkmRam)_!HsNFB2t=-uay86QvQ{f%bIq(htOZ6yFHH(l8Inzq>bTKB}lmTSMbcGs*A&9_L)p7#J?eY1007 zaelGU+0B-JW7l};hA*QQisRlI(Uxqsi-%*8s*UvCxy^{AS??R)l~>*Fk(JtqD0hP_ z8zAy0*fX#99kWg}g0voRiTI`rP1b(kPX35T27k`?;@6an z3n&yb|LcT(Gx1S7;70FmE<`zVu>D=zWOUWY?0nwOx_2bG92dtumU$pZFogZJSEWto zf~NMwuz3y;ej{*gkQ7#*?aKcIi~c^yZj-ArwbxDHyPFdx)Ia-n51SXG_5k{*$w;@f z*qS@rO&XaB+xbMglUfHa*Ab*6Eoi+~e(xtW=QfZI^31S)Nk=v5v}^8sz&aHy`?TYK zq3r>%5KPDCkrNrqjEhNS-Qor)A`h>F#j!%ZeA48a79bgvyHBAH;QHl>&G&kjZ3E6Q zcfUhQC4e41C|phQx_SLD)t;h}C<`tKqu$usYJ(=R0$1>a#WS9-M3Rhw{StA93SWYatDqJ)>6y!{)>*%s ziv=Mqfe-c<$ml^z_%8+0$el8oSAyX67|tFm)%pqsXQA&Cy_@1GV`5;uu1Bw!8W3!5 zS&B}`o88bcn%Jvvp@@tE$2Xv@Kh@Ckra77(fqZo2m|>JRXcN3m>PIe<`7aREaCb5o z%}q42Ao>DNeToNqfyAPwc>?Nw*uUnz%O_nr;(W!|GH}h)H-iB!BL#W~JQ$V9xtww( zRlz+~2r-$D169#dCh~Cl1~0DbCpxa>@`vJ_f<2ohUY|_#`cYyzVi2>}Ua-d)m%iQl zq@N4W+myd0YTh36=bt54sEi8or|%^*6pJ80qDlDb#g;PNfGfjj(|# zTk98s|68Blx%fgyBdch&N_cKJyWvLaO`Q|h`28mHcVN>#jOET{=+8znrdQVhV^ElW zZ|h4A9#=aQrwFDAUQAm1Md>a+l#G&l50cweG9?G);s>{fktS%@bVbR_%U-n z?TM=M`FT@AB+sq-Zbx|>Z)B^X4nPd z+NxFH_OBZ9!bF~Jg?v|lA#B%=?@4ECL^7Usg`SSlof^4(Bu2L*e|Bd6O_(2fXp1MN zmng)V+u7nmuofh^@&6`u%1niPC}j@9xU=tDnD=HK!xv5iGMlOFk#FX1z}&6DtpIp) zCwno2DD*V_%}VI(Igp)PF2T|nvCc?Yd}lU&qI9TfH!N(r*vVIt3HdOEksPi%7e6TQf8iP|wk~ zdH6;S+;M=KE^H6I0P!uE92RuI7b7bqs6`H-=hMF8zwutC?wI0D3lsfm7N)ZO*|wDU zYa6W#vN`bOC5suiulr`B8}TZ(Eb#K;Qy(qf8HURfw^%~0F==MIlrJ52(jQm16Lvin z3HlFc^nxtDtzQ6VPX`=_XB`V|858EEBS)D|$%VN)A=KJo=A^fY{s8KfhqiK{e0!P* zYhG{LDR?G?>nWp3CF0L_ll*LL2>s59#;0l}XdgWJJH0kVz`Gf}&y z8wL=t$!vXrSNg@MLGXG#9Q7q;4+&kl!I7-bfsW0USuC@1fqe&$4>TaGkgUUj!54!05P{;EE46Z^r&@=}*k7)Hs9wSCVsWR}{k-I%EI7Av?FWO)D+J)J4@ zN7|)6J7!9__wu#MoQpZ(ba6*Z!fGSjPBsvuW0w*zM^HV=-dUU}&AdpUejED6Hy=Dk zqK9lx-=BRgF%5CY=v?EC(E^z~HjeOT|1Ft(%KJ^R9fs0h7!gugPZ<<8#F^?bN^a!f z$%g)ar$fXgkcr#g^;83ixY-K6n}W-j8o0c1jZRpc7oQm^=b9ax#`(w)&UbOhHxhewPuy&^(JZlfawcv7e>; zw0(GK$+H>FqzD5F^xaq}^uY&tfSaZ3^K8$Tu0<`)c9P!dZ{UcuniGEem5~tJ{K67L z%hzC&f+nZ79!imecA;f4-ui=3SXstU;-E;!;@ZN5^$t|y&d&Ws7@n>co{Q8*8a|Y9 zuuKv#wALcfxL~^>%cq3Fe@^O5$iIN4v8ZvTb9dY@1H|jo}V~| zQZvN`QyBpnesk;Z8@1^^cKJJ0i`U}UlZZTFVtli;grvzl@;{rI)UO9l(@mcP3y)4e zcoJR+SnQ42_cfw~>&Yw^)&4YvI31g6zm6$cV0#4`ZYKO$zH$3+(&)+74X-YmTsnK` zF%MCT8Dn%%p*;xxGNUktIF69ArCeC(#WYiHnPL;1A2mE!CcWYTzv>#vR@f2w`eqNS z4_l9AJpTYV|7c~^?QJ1>ow1?-h&|a7V*81*cWG+2Ar*h&m;Y6dS4DQFv*AL&q1U4) zDXA4B>eg>b`h|CjHAaDF^nklgZ};!PZk!r$&7}F0|M(}IGZ!2Y zH?l}xOtwu_1&U$Q3>wRi2!KrVTn~6|$;aRkn|^JOJH$_68L@;-0>{{IyMGl{kVpMu zHe;TBMi{-Nuj1nEeBJ)*5_MsL4xR81VSPHU*rESrc)nyUb%Qo+U!`+GuO_)Q zs)SAsb&JV^DQ^tjS$92`p9}oUagI0%_Yw}wB=S^tD5fZ<%^BR&+GlG4w^_SRMcL6p zo~^x0fbb3Dy;M!XeU$OKur-X@85&|=9CWj;-g^`{06qWI=mZft@uWqeMv}u7kDL(J zl;3~>Z}y$4v72b*OLGH*O?vhm_u{%@pQ4rZHC`oL7a~SHiP|JR>$8A|elFySFH3VR z>1CKjjE%HCP#8UatCiT(QEEV)8i4y|%<@Hk@2hV*ywo zFSaR~h89+y;o@5PFfN&4aE|oTt))ZRUt<;UARmI)G6M%DPk-AN?@JnV)Tr`MHNrSe zjFxei3{sZAj6t6KxQ=o1@7H?bvK#_TH8Rw5{F~H`dEWEkAN74cjO?>_B&5 z*~<$;n#GTo8#cbIr_=pFsFxPXcZhszPYx=VX9<FVkxT-KxU!l-Zq&1m<-C1u55JH5%ly4$K9v2- z97<^Nb!e08vy+WN+kor(K2mXh`(QG7m+~86y_=jT|4i*GH0ViH#`^8n z%v0mFMrlzSsw@1#7G6plZqGeu#xyB|0pEN!Q&O9bt+x#lE^GYF<@+F{ZB`S;8wu%H znzhuV^~YXx)hbd~I#6sRD2IN;_yb~ObXjp#>$BydX-Y1YBpQNgX9ITr%YQ>Gs`|C^*ye9hX zN#Q*kp|N{rd*pBCMkTq@74@a&qp{FMndFRViT6`~1h9Doni!>$ih2f-n8>_7ih5eJ8?cn~mfcgM12Wu-atZ>MO z83}C|`ko053fHo*Qs#{ty2H*Vy5I{EpMP*X)*pUq&q3tnO+TTo5N9|q@^_U1KA$W_ zU0b8$enVnr*I!y{Xmh_NS5RU%DZ*LOYIRT72jNN}U#^f#kHbJynJ@6Xmz~R;?T%@iJ=Aqh`w*11|vC0ASx|Fvui;Lmkav ztmM);q3QzV_kz_o8Lh^pb?@WP53*9U5_TIyxgVH& z&_2NmcXLEszHn*Vah4V~zvnN4s$1*6_oQ&(x52lqWo^-23Of>_mxE^RK6_!@sN7el zzUT062zFVsxnuevr+ys1bBj-X6sX0c`S&e#Y3uRGcG%0ZKNO$U?Q^~X5B zj{oaT83~5HZ}&IZ_`M-CkwC7|>!Y9a&SbFXD~FatmE2u{SI7w+>)%omTywCkZZ9E~ zOee21Cq@aAewb7gC0sYO`+Hq7Pw&)6>=W`o0+U9SHgMGpOZp5AGxC}^HHy*3c*=Er zrTy9p?I=@Ma<#M$f7!Zu>d1`hp`)$5pn@X}NskCbb@Y8cH<;z6%kWjkDACaeA+A>& zQI?d^Z9O1BiZnDfx!H+c9E+aoeZ1&k#JA9bl~k&GxGD1~qvcA?fcoeL8W2nGU!3Qf zDTTb-fls4m)1}3~{(~iYQ!1x~)1pHMffgH6zKKjHh+eU&t#j2w&hts1C#|PO{bH59 z{^70r1n9^KEkKynd%o30#zl}X|CIQ%dM$DSZ=>VwXMr=h{U;}dYcxtXmh6P?Jk2m% zlH(X zjYZa|-A|#U`$>P_-i?7w+MWlLIc^MBVZ%j6{cGTW11?=si3 z41Kgz*6&!20<&f(y&Mi(a_02=x>5N%NHZI*ej7ovbFThilhtCwZ(T9XOz;DuGLtEw zgM=tvuzAmLt`v~q(^_n49s4A(QuqR{FKXqb-EcfR)=N6mZei14`A6_P0D7zsWpTeD zTq=ifs?rDWSk>(~Ew>7#wd?(+6T23uwe7AFY)bt3OScyO(1&dAfTcOb zX;81%%!l|t&8$m zZ#Q5t?%Z#z9J;ZIl@7NzJZ%k$jyAf3BP|NbtUr+f8rix{9aI<&(L#&yWJbTz^F(5D zT^efYfwNAh=%Ccd>U!#Nj8f3OFR$hNjNHp(+D7=IH_JU|NP--c<)DSu;x|%iPmu#< zJX-^;?ke<@@@UquHjmu>Iv*m<+&37EQB14*dHjo^A^kbAr_{eisb^^6i+|G**x0u1 z{4Fp>uc}tl_Es)rQ-66QCnAI%UZq!2R-a?SN%t#IxlR1J9h;9idjoUhuHiMspsU>7 z<;Cl^{|N0m`d{z28$W=vcs^mp!ZcU^yns}GyU4a5@kc15-|~y@(qnQbbbs~5=OA$_ zE7{EHaKrPL@08b{Q;&%t5Go=CebOF`cbwBNDL z7z=5m<+`{v-X~6d#9Q7)(~ssLcq@lg71m_luY|T%Emq_2#M8#!_k22rHzq2QPBfF(?#@rj|azSkomZ!aglhMYkv zPK~mez21F-)oW>lvY=!lS4MVqCe{Eu&jn*bYMk>T4RrK97WrT|(Yb^_tlP!e%yFJi z&R(Iuy6sHvY<;XaOqZv4&B!J}3tQPmNRag9Wicvtgzt0Wyj9`~Ap z|L}E&e!8X=pf^up#wq5CkKfqbzOSNk_vd(yclcRqO$Bh~6bRWzyO57pCE`KHC+`8| zG6xWell0NpriPPUt)FK;J!zuk(foTp(*HOyw+UuXrTyM@@`aUHm3oPl*I(dIMu?{> z_odBlJ|q#{m5f{qZ{<|4jC{F+Z)=R{6YuD?L3p}AVaiKxgKqHTQ?lDE;Z}9I#h{Cj zc+2i=l}xUcLeZ+-^78DeLQwRvRVn3TQ{8T5bzj8$a8SOE zi@A_wWwhwFtYe}5YS8_16t-!qc4Muy$blgV@R}5?;`@&TGyYyxWc2knovZec7nCMD z6398SE-5M;iIeBHNpsP)+Br$fwMLhTaICV>kfp%`3&0>Pmf3iYtLb5@7V~S66e*D@ z{smC|9+b{C3N7po&OdDZUpShv-p z$=UvNk$W)Y`&v_s#kM~r1(lXo z_m5`oAJ)H)dpX`%4i#VWArxFd@HnV$K1!L2goZXHOs!N6CB z*lRETpONIS*ZKS$N2zaTvhxZ-Um+pt-WB9yhgs|^4cMZ`l_XV%ChF^ljxujiP6MS( z=52e!^pvx9uBRFi$NEECYm9nVib+ccPI0poh(=kBuJB<}5JUU#UNoVQOIjqrd|ZUq zzE(}%u&ezh!M{x#tcPob;wG*PE$go^7D z8Q{C`SbU%#SwanMs%TP!=jw*OdJzpJ&uaAFSVSt!A5^cb=c&tz59w?-P`pS!cZe9$ zccLGaQ1Qn5yY7;DCT^oTfDTUPp&F-NcYhWxPCC*tSiU(&xpcOS`J2=*9iA@7J^ey3DIDAk~mW z0c217){!tm^Nm}Ia|hq5e9{N>BkJ@kK6Ptdee1_k_L(|Ai&|DE1UPA*>lU!H>?h?! zHH5|e*+j*mK*fTfRofE?zkf`P@cN;;tfK77qY~oqe6r9IbC`T|l5fVixloC6md1UI z{VqHVFL@jxzqs}dmYJwir%DOm{O@Mj3%Ee~VH+9J+sr(hIIps3$FMZ)ehz=h6(baw z95G-h+ANd;%DL0x#{wrLN>9o=}Sr_ zs58h>E8wOfZ4tWIT-dNLDNcqtzA`ux=J?4$pKdGwwmM>_4YSy6WuY7aw9f*WR z)Nfo-N2?^MuA|mMOSBt-qd(oR`NiXt)6N-H{Mk=h%}D;Y85Pg>G>nY)u(Rny`95cl zf31vI`3_PdXa6Ip&%@Li zc_;lSm6lKB=Q~F}dC#f~BM1&pxom3I$9gvj!MZI=Ukp8hF*KLN@Wo+s%VUQmq^;B5 z;rOqdkCoXBf{s4w6TDjmCO;`XKkNJ7Z{`DWTb|v3$s&zfN5Ilp&uw5IxxTW7VmQIkcX`C8LedI4e3v_&QCAvfm&o?!(Qc) z@QxIHp&8R~I>K+0P=&>D@5!*9}|A(xrKU&#iwzSqssETr>aAU8SGb_73NxRHm>*koc z*lj~^h>SQx0;}H6J;?$ih7(SitG^6s>V{aSDT#G(+r*|{Pr?BN-m;ra+1R{&>}l?w z#Q3wDUMvW!vl$xk8Ta#?<(Ejh4j@W~1luw^U3@hcto3Vu%v4Zl`B{`Uyt`>OTr=!3 z-t;e02iVlO0(m5JLC#yXR`Yg9(By#gx?1=JYqP&T8L=or_D%a#{Ue2iuKP_uED3bP zM+R759m$*?_L2}nvL+#B!a|MQZ0GNr4Bi0?@}>c4#CnJ=TM$Z=iMq3{3v3~e^!;aL z(j3cp&76MvCH74+eP~pGTEuo-LsUKYfSMSrkUknZ&J$EksvL5VsjQIW8m_HnKlKH! z>#x!~dC*jbbp1^J&)|$>FCfMl2FlKvs;x4HuICcYcOIYbHqai($>|&8c4F$jY>_>* z!y~-fgI1^O*4B$DLU}qu8ckQAXAbR7w`{6`Fan7#iQo<2rC))|@C_=rN{zyj2JpOf z78^Z0Ccu|#u>y~N6OYSKXj|xyJKeJeq4lS7T7?!$opu-v^<(srPs z{k_)}erZJVE8~nM>)7hH%}^jeA!*0$f4`YZqqM&fffx66&ycHr)AFwaTRORaG_QV1 zvviv%>R}lj`;u+KraHe&%O`i{d9*toQ{-2bvfjIKxpa}&9=-Cq?J5EKaPVD;GWhGp&0-tY^3X<9~W+mKovkTO!fMWI19d(`HLLiUkzqR7H{RbY(!lQ^fX9 zz|8guU(4AaEehq5s{rc))+Y1PyI!KP*UZejlD`fTxDUHme%Z0L93 zx`K&O5yE|~)#=i695MR-+L$B2c+0Rav_LL?EZKpPU=SiU*1C7|Gm+A395h{AaT1vG zrr=Um6OmA8(pcEu@AaFKIRrB!raM<3Qn0nD595AC@WobYh8Ss@01b2A?w=EV#3{-X z9`}na&wk@GU2!p#h!+KqrC0U*<|p1$tzWONPHo%Hm@HhkpfW8Ua+YTs1yRAri)Ol> z!8R$i^$yTUQHfU7BUItF*}_e*JNjHre%3@J#J;6OP+WGgRiFEjg6|C0sR$7`SxTSHQYDVUT%w6nE4?gaJB?@vA-_c<3s!^C?TV;om6Pdb~cY5JGu08 z=+n2)_j!mKD`8@Ilc;0NBR)D;3Li-+_E^)LUDG10B2ew;3*iCfI+5@&qn2vPvRlm$ z1PRU2=n>-DsS@OWIL+=OFFQVRImevXveGNt9{s#&O+7E@KAc$qBhloex}Ga@?0la0 zCE402tdHEJ>Wsbyktvs>R^G>c&w0#hgyfRbzsV7qcS13Q`r3u)Tcl&*OqbWa|x+=)Oxv@&*H6?qrdk>)W~)0MfkLsSdh z?3qpxT^h0+b|XA}Bx7v1r)%+xwgRTVVp`q8Ti#|MNmk2O4_YofG-?7Gh9*rt(N<6` z`$H04+#XIz{v#i9z%@(ps!@@lCgisH>G$g=Y8s8de8f5aI+YlDnuopJY}8^S_WOuc z#UJR@VkG>>l$gLzOS^9COD^TPmQ*mv}5eRR?9u%k7?RZ&z)_3OThD0sTT!} zzwo@&h}dqe-4((3HXjNBySF-%_+HqANTb&YG6(DuHzoixo6QQw{p)$!FQsH9VpkVu zb}}NF-#aGm&gerA4007M9Q6MdoyMTO?flpS)FXfD0k{>j*t_daAc7?o0acQ3>v!j-|RERY!vCQp435a#FinlrSW zA`k5zdF_JL<{)K>W2b{eq?Kq`Tz*?-6*= zs&;K=Q0G15E?{lTWE4dkX{okEZ$CU6`z7T2mf)fI?Zu|0+9qz`FrrInQJmx@3F}6B z3C9F(s8fg!`7&eHr~{g)>oZV4(AO?3yz-q=q+(=wq-ZIl!-9vF|E|+awI*R{+t|yx z$m%b{WQFErq`ga_FB??df6#A-wuPI4))_iRy2hkb4x`*5Pw^tZ4{NSMT7MqNka_AnSahywO9zS0KTdxS;wZ zl60Ju$Hkp};%D%z8FpRK3#M`N|6lzsXYOZLbtsw^2BBDke(Q~g3L2dix#FH_C(Oj6 zb)CZclA0aE=6v8N(L(ui8j2~Z{Z|HU$;#84Fy9c2d}QI@oh5(ctxoj~*B6eQzY?G- z;i!q^fR?m&*(=#I4o$UG7O{YO08cke6IhM5M^IYnvcB~S#OZD z`rwL0;k&~z%rfSuSJUj_B>d?BmuvDSM%e&aU;+d3lSqqH+Z1(38*O`2hsA!?^Z+*K z?@(UQ9{Ovo=mPqROUiTk2ODT{%^FFW*z*!b%NJYAc#9}`ZCHhh-%ugJvd6lF1HDfr z_&-5jdHcSh`<}^X7r7A7Z*!QKW#(l_@J$D~aWjz=nXsHG#q+I2My9H$Y z`Kt^*bvhA=ur1v)(EE@ChcBtMqB2Lk)>^D4o82(4=?z0eCwE}^dS%j&1aQ4E6CX7{ z?MeNf5_<<%&&uf_wTE+BNaI~R{aaK+|35FvzQSU9uS5qvD~BhAd}$(Rr~-zwt_78r zUI$LkUR@dA8Nc9J^ew_PUaU^GPsh=?rSt|<6F$=wssr>;$-dOXUG!hU%(-)w0M&}W zzLQ)$1l?}2Nx#^6+KGrbJNCa_dwW%%fj#tZ0%8;XGl*Q;aN#*_!o%C<;~bD{2G~}{0+e;K98gUP{;> zFZ^Oi5yL-T`r3i9lZZDeIq4XI!qMTQAZ@e0EXIg#N&$6Sq7h;5P?xWFupa=~L%wX3 zPI~c(<1e#VxThojt!*knZ!WaKME0W7@W(``%|YH=1anEr)hyI1=+g;O6>;s|kB)Qk zDiLIE(m;Jn#7O=D*yBfaIf)kJS|`Ay*JPnaJsF+mCXVX!FQWb6z`-E5Nb*e2gJWRb z@IOdj(V8FcCa)dplRs|dKjzN+?`2raP{k}#dX?<`Ju5vO&}Y66y7{Eo6BMt=GT@U8 z{Q3M}s+uF^UIF%&YU7fyb#O~{>TI{|?%tVMRo4U0{<|hJS=n9p+s)d7A8|gkoEU79 z_rx(*?mL+(7e{n)S#uMn&pG-X-^06_3hE^6#j^8=y!_%WR37TLmV%^-!WV>7iE?Jn zL7KajtUHTfKG8LzMNLV%9ovOU6p>z+jsXzoxr5Y~LeFE8vPez-FW0G18F?9!U5%+K z0Y3lmVw-`M#QejaQuAl^{Y(PE zYS6-YYqT+KYe(^qf}6js0SG`Ugq1O>cH)QF&asdU;klsaxrnaja9=G6kd;H|uXmtW z2YasKV7r%3JbrCUJmG`%_M}-G!)c|&%Pjq~4^>Jf?0+*7pXnJ5?K$*m3m6Fo!KcsE zxt3ff{Jo_~sA*@Ov0T-rj2$6zb?gX8OD?PniF|@Ge=GJ;EcxA^qilt{DEvaBL$TU3 z33ozsNx5#dL7UB~U!<9p&;|$jW7LRE%@@j>j5o$zgqq{O7(RRo^^+-eOQ#CbGP=Wn z{VGKRByG_iq^KjJcfup#R7l;=fZ1k>+?Ao;&c0BfvIF{wv%_H=nA((o?;_EFeQaIm z_UT5%XZ#OQ;<5kuPXA7>RUGL;0)e{!N78jTLjAvSBO_!aggB*Agb)%ANh&MZJ3E_f z&Po}XWp8C>W^ZS2&K?<;c{rSNjyuQsefs|Xf_v`syx-63d0x-!dERY(^Y_KNah`8@ zpnsp;y9MW?c_7`dHJB6y%5e>hUv2%~O|kpPWa7O2cbms-Eyc+5Oe#0%@D0MfV5D@$ zT_fyEgd%7vE6xAwXiXy-hxYk4$G>Cgbx#KQhxD^--~y9h*53Jn*iWyGU*5FIC)aBg zPi;?@sFg4)DMDW60d7EH=#B-`oS?qj69zb~fkt5A8-2zV$%LAz?Hr}M89an=1KkER zgz{5hx))Pbp)cXW$?z7ZKQ6P1uExB8?}dhpaeH#Xec#W5VcidP?Q@-po7jBDI-?FwYt zqWZjeQK@I~wuN%}V}rJtsh2gy1`LrBw+_?D)pb5m1yTPD{5&?oQDM@H9?T19O*i`8 z^>n{hOzv9eZb;@Y^Z|Xg+_hqQh5fGZb-!OWJL{=g%y06o8KKAW zCJQce@^=O}Po?uU1Kd}hzF(-xQ){6<3nAXMoC;YScT)+6`F@rYX48?k&p6%#6I(-L zd2M4UbNX*>6xE+zM4$+i+F1fb^EIT;m38KND&)1VB;0XX-d4A>l`|01R)76Q^BS`o z{T?~48L-Z^oasYbLJx*R9)MwT)G^BMu{U(jkrop<%U-`Un8~>At+L zf|uMWi1h~NA^dHKL10<`Y9P%~|65jsI_i3m@ZFm^zf~(1Zii#2cE`Dc2EmW$VGYor zMPnJ48;oqF%3B1}Ze+%+A=@`eIRV$LvmafA-phxi_=^%T2{cMB*pTj9<^4#)>-Kc# z$euW=8eU5-toJHG{3G^7p52_`UGf9T^S!Crz((24YR@GdNEUe9EY1chXk{j5|Kcs8 zy$iJ|B^~oIXH!fAV9Yv+h(fS=FObMIg*aiis(gK)Ca(}A=l}wHM_Ko`4|{M#>zf0o z%+g1#uEuuQZ;Guf8>bT=2%dz9g$|7L`L>VsLuchQUqMrTV*9(tU~}$y>BJyd+#jbA z@$lPSCzIoc7g9KgIgh#z)-MDxNZF;2Ogg^Zd~p029np}4yX84~p9C~4uqkm5yZX9#Ol&3huQc}#?5fkyh6M`2s|J?3zf?PfVXf2k$$I*VyerE?)U~}Qq_nAiKF2xU;NU!;|3s)q`=0hVQshI zFuyga;ZTs0Z}5iQmm|fVxp1 z)=S~0ScTndg+CUI8hX>}GW9sKE=uD0X=5W}m|E8Z$wS@a-+vljb zGv!mN*sgV&cnLSK7W-wzm7Xn-@}k+>+_|%P-oQJ}2emXv(LMPpUseDgwmvTo718Mx zrefCpABs4CmjUZ|CLe+mGr4wlhc*_WOr?BpX3%C}s#2=SpgvU%Bg!c)ak~5B{g_sg ztOMw&T>xXW;x)hdomIVmi8N8>LE~#GkIQ*4aPBu8aV9gTENtNb;fwO7$|%~#5Lzs} z&Uk+*UrkEtV~G(cxIbjSN)QeXD@e0tgqjHsgu@LW1VLxztrP2yrz~<{&GuGZ17aKX zTO%X(g0sh;PA2caBn`hYB6(jzvT?$+^W6Wnv*5fDtBLnggTd3@n%?_{s-*bHG;x^k zku|@?yU7C``*qTMYya194IX`sZLI^fL)2?|i2$?R8`*3e#iA^_*UGwp2ys%yZS?t6 zL*b%(@2%Lqt$V{_f7%zWlgpPsg9;i#F0YMgoO!CIh+RLHmRL@A)Os_o9@Ig5=QSjU ztzdmJr=lWeEhkQ@EzIuMOWO)}H~E$2W?MqHzA+EH)+dvv_dF?9cRg$>2Zg zk-mdR-Bf)>ZKH&&MTXsn#I`I_yTtAuZAeXqxSSu%i|vZ1Uzih{%oYqgo`8a{a&fP0~P&3}uUdM@E&lZ|CF z#=ZEuqy|+3pZiiARbh9VK*0&-&Jea4BfKWm zyXYJ|ZXTOy)3Z0YO<>p!_bLCglBmO>|41lcbxKW)0+A86`U@XoA|*SpoMEKAjxq^> zFd4ww&4JwRdkfL?XmjD`T3fx`I_81p$-6uum^*bQRh6TecED=D-C&Pzfp4?}Wn-JK zY#2RUPz;Nr)n;G_eK~}fxzWp)ZRcCdPVx!+-CLTke9Gprtet!HYl7sG~W!9%2Qyhc$?Q{ZzS`dInjmz6qir@?X;$uy-^EDl69y9R&-Lew6x1v1U z=HQ>@_Z?`1ue95BVfr4+*_HlXvPMl{n(%qi-nVbcjj6*WdzpqF#0YSt*mQe<9u9Dp zC{RQ@b;I@KO~F`#gL^bv{OOx(6q}g0?}^`q&5P1oSJ&Uxv`Q{qMP!iwGWCn;q^GF)XZFC(#Tl8!o<<^NM@hlNAQLyQ{2g!eM6n zWQ%H}bm8|knAz3ipHeGt2Rt+EFINLJ?wyFFNWNMDJMf2|g^!K;_5W+r*iG>+%0c8| zAQsa!L)Pyo6}XgbzNV)_wh~M3X%L~E79P&IA%)$Vfx`|rs|Coa53#@GffWjX$6J1+xV6ZdhcnqO(SoE(eZ+sm6o zFWGiEjscK~q~Qp>LBZ7K#jAq;o5DPmLXxL!fzE&^*w=SIEYVDZYPz^z*RfHl7s}a*);7S7K`+}Ev~xL zzjHyq%ohYilRL2*yE4+Fh^npQW2@nP^3PBKlFiA;PoSSN@1kq5KfBX|c|{XhWqj%P-0ue|+?8_>aK2?FT2vQXV)nm-XU? z-_Q5Aa`y!5st+%GA4^L~p_XzL0a37fjKSoCP5flebzP+;t6-c$9Kj2a*G^TIvFoI< zZ2o{OEsImGjCEj-I4??bnldZPeCp5cA0B?@;1tIAc2e zlD#J7JJz^x4M_qtMGl>8$vb2NF?WZDm=E#&L5A`x=A&KaG5Qs%;+*K77e1i*JL}9w z%k;IvXJG$gS=P+VAj1%%X=&~RE|5h&F5MKvnQazbTC_KLAIbmiRQ&`uUmwwm)s)R{ zPF=gu8jlO)3~CamkcUhe*VV^g0Q;Gi=p`J=pH%oP?a!PE?^36l25#yWDz~?$er$?~ zF_UGj;bnMfHk5+WvIZv-j!{B58K#Qtz@|yraysC2N2;)0Iqo=yTxeAek2y?tRXrg4 zm=o>!MD7w)9Hu_HS6F4=&1a#t;!BMPy?!$66=&cQg&gEn+Fg+Sij7+&H9MkJ z((~)#nE{XUvPrXI07@r`CBDHASHTLEqj~#Bv%W$7aTm8z58r);w3!figS;C*}Gx88u@X5sTpb$fqAUy}8n3d$snv;+^%QCkE42hJM>+Oz%I zr)P#}-M{z_9F94z#0tUeA~SqrR7!TvJo)3c^MO(>F}0`MJpOZeyALS#UpjkD)w7IA zzOw=+Iw%SofkE`T8X#XMsO_z>(3=k9)^nET#%nes1Jyt5SM_g@`X=;@XPo?M4${W#13%2FBdscIM$7ZQ9eu!6K#$VE zVMMW$hhPW~T}@u|?ZDyKWWI~h9i1r)SbVrmh}v;rxaCI&rz!+);irdZQ)m>H$9A)l zK6dMv#~;ZJe;M0L@p0!93;P;eEonA`grL4CKP#uh%+a>} zA{~I|$z%g~P>3;4?rFiwF`57KD|xicS)CFKyxB;_xY^!lg|D~$iDQ@Y#XRX3XiNkUxB?)H{!2NTO@X1mR82hIUb=2yZw;t)m2Fcja=x1lzd{YS zTP~qRv0dr89*30@kmtG;b%&>6IY?s&Ax(00pYtvo+*ZL3(p9~lX*+}>A0{kE^ZZ$d z`N~(cNLX;T$I^X>nru==BUn~YbuXh%){rpy`kl1t-{4))(Gpk4wJYdDTp$tQIQ$b4 z$C+>^?#9uDv2eGYLZ)kW(odT45v@6EpLWK0Drk<)5Xzmdn%3s(1nNP;1=V$f*wd|rVVrKK71^_(5g;8 zy!Zp*Zs(CPvzUlbk*rH~^u>~VdSf5uNw19IKGH%y4$xSm z>A<;^#j~o_nqB<;D1IJc)Z_)kAWR^^-(LIjW7@@{3=It09*S)RVBuC3bE}Ogju#{#W`yKoPkIPqLXFu3(-=sRO zkjbnu@CjN3PJlwe(zTc>A08Lh4->#juB+9&4sj;kl}LH|%)Mv*G}C?ICC@kCpf9wV z{QTTTg)RX0BG~m-gQNa!By)tFL%3C|?R4iqbi>Dio6m`g^3HRI{tvRlF&eat;i7vl zR|ynkQoDrGyIJ)&@WxrJQASdfYF` z8nNCdToT84Ox`w(5FT0Rd=LdB$|o6#G9T|%q!`&9a5iMGlZwvzm$J9RpT++O7=ARL zFZ8UKE1DC^hYiEScWZ}aj8SwG!Dm3oyKs`52 zge6di}cAc{C`o<6OYNS$&6^ z*#6}#+`nKyd>*O}EM;(WwOvesnBG&@pf_3MzX_KlFV5`5Qt`b%X$6#Lqux=l8Y+Xo zK^|KtGR|OH`P_O@$9jLv-eZj@6vurxSCw||?kH{)g^c-!x z(_mWE)uW>vrqV+eUimQGQh`r9$^!F)4!eWwf>p}LF`T&-Q2==jO@T^Q4`K$5jqbFU zcr6G-tKuMS_uY%I&7qCzcy-Mnxj0J&QVUd)!2Pc)%JkIsm*VUVMb#Q79{N1d$}2}@ zTPwG^yZ5a2!CdV>VzT89hKz7cNoRoAb{q^#sryvr$K#>r zY)fkZQi}FU+SikX2LQ6<1+O1h`$+b2 z0Pi6u&V;DfzBSzXBcxjx=MHt9| zoJvS83cbE}TyK(N=o0%L_!1u))YD)8YBa5|<5~{7&qjr1cxqF*9gv#<%cwA$QQ{L0 z3cJXv>hf&}q4%8P&iaD9XQtPSeQ32pDq{5}a!-k8Nq*1Hw+2 zi@d?eGh3t~=W}x|q3v`wPVcweW9(XBm`FQH4COs(H}>e>QObboOHs`5Cbpq;54Bj>xKZgD9Q_lfMq-eGwf%~92NA~tMuIHhyvSCK+X18tBQg=p{8pxJrzHPNi9 zcC9ktzFS>eWr2+Z#Wx4kt9L{Cd;KWiYXceYc6Y8gX=6*w!WJPVbs4)}!ScDwZuk zhU&#(Dqoy(75`g-QxGQh;A6^?N)7-Iy~K=IARlH^wJO3#?;qbDH`5tFgY^`a4{UFp_KUwpR(Th(Hh z`Si`SNt*-DLKh`Tr-sK)Oz`p`+>uW>c>hM7ZPT_t^7`XT3(Rd;?UER$8QbX06t}l3 zKZ~p!J)=TWkz`hHiF~;}S@pD{k=lM^qkJsa+Wy^k)K(5F&wb;=$)+2DNCQ!ERXez9ovc@#467pn6;mf%i?GG3H#K*X?(11sbp== z?U&GH>%^eP0mMotzk(AU2=T_icZTJiqRvC>%XNpPLjqrXf%la$ZGZzi$}dCqktoRI z3c4h+N5)}ZxLsxIUv|hZ`R8EAIlcZL5K~$nDrcIjJ*Vzxi)1~&jSMOOL!J7)+2OB2 zE`vM2u4Q#W6d(Jq2uoOUeW{f0*vpS1I47|K2DVoku^Byz%?0Tg6!m>M1*TZ-uZ!B( z3Ii$1so$pq68MBo`p@s4{3;M7R32Qr50a$mVISJj=Nr?=;8-Ory$#?6q0VF|T?a1*rr_%p;{uC)(>J z&IJ7U2NGV79%W76fWi+0^M=8Y#W%o8u7t5>(`FkE5_ZWQ^eMg6TjF6L6tKGCv$8q(-;wkq?N|4@`R@T*y(@m0hh_Ov~UXg#- zL~q%l^>;j;++#*ui%iZ^25@rJY;{9Wkg3$bETkf#3(7`SO;F3>KrKK=^KwZh8UkX4 zvJp353E(?UM5)(uV>8 zyHpyS13gzSwB%j>c5H7_{p(Jsq%`}Xo4BHOtW~|I{{DGn=9K}Fd(+uW^3HO;(MDya zKinAHgR_!)`8&IUW6A0ZuDv1^WPTvssCuK6tj^-B910S!(XD%Ret4 z(~m5Dg0)aizT+*hWn0QlUyyrW4lu(6EbWQxCqzT%UVcK0jkkaF0jNr@t6$@N(w0j0 zyx#q3`ru-M$Z1J=E@=B2H8u2C`w7LL$3*M8tVUCbiqffB1N_i6%M@Up%;LABmyyiI z`gQ2rY%B5oe+i!M*xH>=6z2GAtV&`zZYC7Qe9>?vMk`eJbnxQzH_qQzU3fJ$54}?zRi@@F5;5qZ*WJ9J&HFvsMYg} zr3>b)|2X~aD{j8FKr@c>c^Ln{GkYb#H}>Y#IGk|fJ2X){znBb;ZmWDo546wR75s9F+Stp_7i_ja{YLc8*qN-C=UEs>QezViBd4wNR$NZ(_i`&&Et+$SGYs>LVPG1Bh z3nZ8}xG=b!&;3ismj28V=D+tITiMmH51zXE^XKdB6S|Pi!F23gwOil+H3qn}CDuL+ zw|aifYw^6kLPgV`V>VWQq~5cLn?8EBC_k=V>7764j+M0q)?ti#=6!NYC{z9{m`ZL| zFIUCK26JKPiOH>KKnLVR0iSWk^(__#bhns~H%D=2?wZDfad^c#glMm=t_*^30Vq``#b6N1Lto8G`}X@bTl3gsNBIo)9ZrG zT$3t(=V1g`+qF|*+->y!M()TL%zH2W_J_ntYT;U`b4|?2E?R0hc#X) zKQk0Tr+44Tsa94uj_Cv^{pm~@+L0Ifn0wpz$n>m_ZYg_rXXP%bncl!mg6W)D%QX2! z3| z?*+;}50ep@V1a}KS}Idn+jzx2`e?~QMU_EWp-O;6Al~XrW zg)ybBmxn``Mn^qAc=PFnt8~8dfQpdLS*mi?yoYf*Va+lW-NDIATjpd zHafYwj}%~TQQ6OqU|RCc>c=1q{byNXEQw~7a=(y{zHyEnyqUmdtl{Y+<;&52Nvo&f zw=@wToS73>ldzk$w0*{kjniFmZ+~#f%{uT~mxwLeh)Iyt{}Rix^<&PXpIy?88|YkC z2p;&Gbhp%< z_+*wh7DVUZ#R>VqEbe$UF8bx|4x$q`1x1ADjHzzVY0Q;1uZ(yW+?iSKA8BLf7=-xh z?(2phXa~R055^CzO~v~dWpi3`9A)NT`?gzYv_uKk-2~FCJ(`j`jztLL{gO)(&Ht=R zo9x7$^2d8lhAY6{XE`T|N|$>~s7t=tcR;Vy23I6}-l?Q#FI)mPkubKaepHWD|1v4B1@V~sj&t^>=FvFdZj zR?a}VuD$I{%qcVU2XWP=*43U}LFN{;e~&xGjO11O3l6pGrXUhOb=aVq53ys7=B?hI z3SzGxTOBJzWfnuy?wG37rWLOdt&c0zP?Nc|sKUp`2y1+O)emIT(=p{Ux)=h*Ig+e8 z89vvNDq@`G;bsVL-NwXSCX=|07WZq)#4)@rzklGXL`(P<8^Bpag8*&rZ41wN7O33h z;ru;g`580)7e}fhu>Iuu#kxu1L`i9vm*2@Z*75*$YoHE!mxA@QUBisY&pwhm=DFlz zv7#Kkv-=P?ramJ51Uhrab3$SNt-upIXElJ|Z6;>keAIfm1ijDWfIfOvMDlkie=3&{ zn6dEPQoE7F4IMSsO5T`l@8Mjs#cnP)`SmF<0k$G;t1P$3Stm<@W$0fQ_M$~8e_8jI z4p^rMJ?kGfGV(()0fdcTL-KxE>63~N#{9k_zx)}x$=RQN2tP#1E2JZ5%>@Ei$V7(6 zof^+hW=N`S7QiVqgQ2QfW~)r|&z;c3+TgO+E$AfNMRf2JgT*x?#C5BG<{XrYiNyCF zYv(D>C1?Z#O9N17x14<-E#bO2UI+`=9LJTc6ip{|`Len~%!;;Vs>d4-m4+GDd0qm5 zU^Upa!&u~WhfuQYY**ChuPnjgx=se3@8(qs?phyJaK>}SSRBY~?jk(cSgBW{MR zAn3vMSG=%_EA0%2&^z+CN`G4`ive{*!G23E|6O5rgHlgP0rbUYNPC-I+&L|va>V$| zDf+bY#+qG@e;TwDF-^@f#Y?PHU9DW_FCnR`dXoYnOn>xCn;O{0zDpKRffI!H%f2i! zX^GF?A`TVDFc@?e%pP_EK)GKkvGDYz$ttlic*N#J9t6(eins1VVV3$5Z{>ASL~!Mu zEcc*XfbVllrB$tvGndAAJ=Jx z)1I#Xqb+?{ok$2uOwBY#V`YzIEuIFywJ28^_RIj6IEmV2Eg3f znGL>2;!(WK>~)Jw9`0DP{iOz%!Zj~Hzb!(kgf^@0t+@23;`_JT%^nSu&AB`)?{>A` z2~D5epaN9A(a`aY&L@Sr?emaV@iyAmOoK^9hTAtGDw4Vf{O1WZm1WBKR6)Iia>y`H1LPw@ew!~dr>=P+>MX`n9x zAGU@ZlGni4L7;R1v4Ac{&&9T}UOu1j@wJ#!wHxnS(&7v#zjf(EPdd9+HZQ9PH zm)rmo#tT*^7YUS)hRCW1aREo;TieIz1Gh)?dKyk{#{xBxEG3t7SFCJisFu_%nnZuK zR1T@|7H-^R5t4WGxyhUfD29%PljnV$RAF-|hK&xSavJjEvEVxb0p5}vW;@z}K>+8M z&Sux+bsmdCg)i&`?%i}(!QtzG`!YV>TmxVAOAGuydxaRl^-9dkhv^(#mYIFCxnY71 z?R)tKbK6vI;8$cnfTk>BYy|0Ff-68CqI3S!=nG7M`mXg_!H;&V)h;W~+Sz<|=^$VW zHhJ4dS$;h3N#cT@iEyk&jphNyJ-%)B`_}!0s;6K6dg~LLV~b_C!BPSHb!W4H%=qun z-;a5ZW#a9=OlDy=m*ZE&OeD9tq86AgQm!<5zGLJ1oFcxV9WBcmURsol)ULFBsDD{` zbzq3TMcS0MQS^1#^|qFf-^znDj1y6ila0rz*$}(LrrLPln*2aNkNTRY;DE!d&{2Ai z%W=cU*vI_@Knx&7zSg9Q~o=qvcwEN1X;X?hKn@hqUABzvz8cjKe{;UpfhW(>+I^$ zqY{#t(?u~23e1Gn^{A`;cuyIgwj~Y3CgoBNb&ekKi$tjeU`T%S?3ePmbo=!qZJ$eI zkea;Bp}geD&Ecd-)GTW5h3LJPuU-VFHWid+b9z@F1eZ>pVB6V{mYYCwU_ zgP5stmA+%;J(U7daDqe>O@*^bz{1nDQ%r|ZMd(V}U63IQ3`<&}3c;41JqUX!_3{fX zV}cMe{4ZW1SQVAmzvk+JUCK-fOTKuYv4QvbPzBuoIzUtV`IMXEiKWX%r|eczd`Ya&-n>q-r7rw7TcGK@X_;$3hp*YlJyPox= zbYI|pNB;-^dLBzwcAnl;)yTfcXS30ZfIAemWX!$~ zOy%OL!Xwkgw~6Sp_1}8nT$xIvjG&FbC<77cWhrq_aIssEZAn1tO5w+UOA2;(u3&tB zD)`+kiY)wj{?kM_u8Avp2dDyHA&o5C56}E^Uw&xLcYbU1FPH~l?0dJ9JCY*#Og@Gs zofAW!llAZnKl3zQ^E*<-!(xnYnnP0t8(#iJs)$JYz0WE#YX3<@S5JLqL=#Bkf<}`n zN_)-)mYJNwT5tV&Qt^O$Gl4gU4bYIBp;sG>T=d&V-qaS(Sc*t@xvbLV6r}>75@Cro zd`68*A(=k>M$|flc>Qw=eny~97j1n-#B>N+i%ang>ot(Jl0;B1_mNs z!`CK$e6v^ilCbX*Umc?`7g^2X;zhRUTabOeq$%Taf14h*!e|zz$*OlF&fc=YoQ#+S z$_M@N^6d)hr`%cP5=RzUx`k}tLg1Tj{HvK>Ocv>*eEx-WrM)Guxf|0gz#zk`94<&e z+qLebNF+1mf$dH6xbG}HXOy#Jeq^cHGWvez4R&R};ZvS3JwIbIT)k>tLbWCYCN9=P z3L^s*U;3JcpFDxe>OThC7D;c+4-_cDF7HMt`^M066Pe~za=bBnKWHJoW+`70HWqH0 zmmi3h+qbaj+b4ANe1|ed#H1`IIT}kg0 z&yD~O57EaD!VQb`Z>*iZaOrVGqu$9A8p9xUW5c{Rw0gJ0ie=-V!nHdpkgV%AMT-Fj zlVKG@U0>HVv&%Cr)Lh%1l#VWEgwdI;NdGQBW_MQh_ybYki|yq9IvhS<? ze^21nO+oDo*wt4shJE5+O5lr#QBfM75qx(OS$O=YuDyPHOte3Z{TSPY84hXWOHtL? zx^PB{?o)rFSQ{#m)DVm6a4;i`jpZ0-b>p(q?(hNHfbd$fE!tFMfAoyPZ zGhu@|Av@mtiK2Zj0|HaCPg^)?m})+k_)0hTcAg-Gc?bgi-r*0RW=xEw$YzkYrP98K zG+$rYE0zrdZPJo7e|B05jCaA#$pS;mmH=O~gE}q1J|#cPanA|;gJaC_U&_)P@ceq@ zI{haG1wX2!d8M^rqQY5YoHqY!xtTvZ{K$-n2lC_-$bQZ5qY5-F+#d)Y-Y<0aJz;qoqrh^z%_r+iGjs2^yr3*aZR5F znl6)lJ~bbmXafW^HccIr`rX`>&2_uutd==1x5<=}0JWA*^X2Kgraz?l4V z35tjq8H@NwFIY1lTeHzqP0}Xtu3rlg7LFN)Xt9f3>GDLj`w2|n)m z7VTN}?$^^Iiu@vfC%8;|LIs2^yRY@2 z?GUm3?VP!YxY}cpY-{~ZU%@5gT}3WU|8b|lvBo$K%<{Wrulj4kBB`e7_Z{?B!NVyj z^>tCQF$Cr@5tS|+evuz@n^js}PFM!TUQAgR5#Os;0jSlt57t^Xy)hI9mcvT z&$28JR8(=+q}#)&S(W?z15g3klL}MjKsl;-p|os9!TvR}Rb0o~61V5XAQJS4^LuO6 zQ)5|cZ(@7l;rR-H@_vw!CL$cr=sA`lpZ*sAFPy)qiGj~KlB#M5%{*($ml4?WK3v87 zu>fl&npfgXhLM0yg<0=opbS$T0-fejarV;3=OX!n6H~dJzWt-M*F${d;^eS#PLX6D+3Q=Xm@PT z;>(2us#RP`2F5&I_dR*fB>Jp>wFQQ1>s+H=k7J(+ioNdDEG{?jrqunixcVa69sE1h zw0Y`%sZ08Cq#UvkL%RYWw5XZ#6vJZ^dmvGWqRT^B}`<&#l7O zryhTYdZxn$9iacuM;{YZgefphgQ@N5X`A}y&}(wf#d|T;q$XnRqeoi zMY=hn;H(R)J+sfWaOq6Md;)@3$1o=$M1Xlcz^KXK|27D@!W00VoYis5O0&0tIdmq$ zp&>08*sSTXX#+gN<2Re0+!Oa2$fkB219-5O1sd);j0 zsk>7aWd;`_5p5J*OaAb(Eg)>DvLhrJFTuStTC7 zJ_SQ~`t)Y6jHQUIRN(n?)|ZVLK3$5tm4Sl5NbJP@*LjBfiWio3n6~?CNF|^1Y~EX< zaS@9<96}v)YuHM7XkP`Z=xA<{6Q0E+I%E%DhBN4Du72@i4J6+)rQ8nX^v3ed8tOJt>ov0iAKJ~ z5C7TF=fCSj?8zn89`A!!16tkA4;Vg)B{c=z6fN%;{;!JtK45weYa`O;kym-I7qL!h z=P-EjyQ)!6b8xY`NbVoT_Z*fVNWdx3!6l6vl?x0nO#td8*KN0CdG)-Rgy-dFmrU@l zE9^kkrXR;;wnw+S*%sNAc<6i5?INg|G%Qradu&w;~v^RfN0 z@9M>m;F5T^@>TkOYzx_BPvvNPIa!4&9du8~W$^#m=pPonW8lS5`4c0#ZmSQs0|mf^ zlykO9=p7m-35~!ZvZ`wBt&TTJe`lQc>%~3gr`7d@FAQUD|MYs(e^1Wiyxo?&BBg@% zTn4Gq{t<)ZE1?6jujiN3b9#9q0abX$0EQV*=Isb7?S*BtWLm^k+}xG?3}|`t`_7Nn z7Kc&2dOfG#9zG=f*_V*wtVlYQuq1zA=BKe*kJ`5q%zqd_e$ikTgEaQ}l3Z-k0 z1c-H~{RHquhmW~e^B?lj)5suY?Po&xF}V^nCFPXLoL!}Fz*SuJ)ap<_9?4V0cbxD@ z=(Ot?XdrvYzVdGEp_$b>3za>{VJrg*YHZvKH3Qo)0cLXd?vjT&DR>uJ#u-IH)H-}H zWY5CE$AyBLASf}lLU?;CXV%5kYYP}8N}c)Dbr%hxm1$qB)-^ex?L+K&h$=t-uI>aXBeL}HR2n;9ckBbn9HJe$FUV(P^f1Y$|WS#8%iGqQ|a9M&{jT| zl5B}NI;YPWucmHwY|i2?=plwSb399P|I!aqV&TcTRsSpmRYW?u86c~IAea>B>cP_< z7@7%0*%=SN41h$aKdj8ye}4t}aIkSkbJr*i3m~k(^OF>_;gra~rMhBwRN^&P$zBvh z*;YJEH(PVMA@jxue4A10u4fGzEor0dK)L^6FEks*XI(E&PqFDc!(sNT9S6BFe(%g? z2#xe{qZpuqzr=0*3!&R545)*S6r|d0b2aB_3Z#-{`RB9$65{aM!+t*i=eJtZEAM4O z&wv}-ckHK?0_7%WI_`Ks{haaSfdOfk4>pl_UT7qVykXsm zbHmUh8$P^5f$2FfkPZI{dcBep4fF~IC97#%K&1jpAhv0_l9b_Rohgyr%gnrz3jdV| z#qqltQe<-pYMdOfoB9#(S2YYST>!xDBFFpq`t#5_+J+g&eM*0=efwzM>1#@7rPS1b z3_eYESomyYxw27A(N3TY4{9UDhf@Tt{D<=`!g%oK&8LZ1Zsj&Ys8N64iRFDk4yNdE z*D;$Fom5i4vIPq_Y~Jinx(dgF;AH>ZSL!_KAUOaS%X+w#HSbxy%3c zp{z-O9JIc_@dFHg;ecv>-GzS}3^@RcXTrVD%-G_`r~_uLWdT0Hi<65r^ZlFHf2Sht zp?gm2dq7z+f9y474gmb$-`>D_#)aUs^Od8o05N*)5^Qamb?0!>v)sb~0`(XlJU2xd z>b&L9r;BS%RB-IYaD*gIjGKu>Z4M`mdT|%`Sa^MpLl8dH+X4mbp}yph63(9{K5fd- z0ZZliU+5}+{d&sz(7Fq$^Z8=(Kl1uE3hkOgUcr|&r?p8R@*CcvdFJMS1y}^LTRwM) zBYc2}w|X1DTL!FXlsou&9ggr66)uP|d-zXpVr6J?@j~E{&@1IV;*wlEUxWoSAO}6f_IJ9lm+84gCR`IuP}Ymn{#vCvG(Hz#L~k#o?0rIj zu2iok1Fv8L&`!z+j$wllXr?(Atz+|mahS8eZ&V;{S-CkIMyMU;qNsJ`66d&eAywWZ zpm_ED_@XWr=W{JT^qGnm8Y8Y?NF*M1;~J^%!ngyZta?jg7$$xj7tCn_8>h2dwQcua zLE7h`{5)LyzsF!CjiRek&F`er|0_;j1s?M==X^yDhRrar(?HEA?qtpc@`F)S#d_Cm z)D?jpv|fA9&k%PGhjt*1UvWNk9`p@y^zQGI{#_A`XBDQWtaB;^Th+o!5lGY0W7~vC zedB34nK`LhGN5h0cgIjl5{MRqw2LWw+F+M=uW6eZ!dp~FB^g3K%m!k!?EWhj2T!v| z9S#Fv!DVKCC@C&;xu5X<0=jkv5*uaftO`as%4NCdVT~HUS?dtK0ox0=l_6#f<5ExS zrf$gO7y%Juz0?-;xF0)7oKAZIHoNi)`<*kX!F-xkKY~G1qeW5oyQ{3P`I56c$CZB! zwH7Kh`mnOZQg(@V#>f1Pw2OcYpgAp@2>pf`w5_n-Qt3R`M&q7 z$lf*ui!~)b1!E7(+f`_vwC{3f87bfc1Qd>B3MT3#0lIH&HiLNuCqOH}og(u+`N@5X zIhD|hYEgVZpTe8kib>-De$LGb4{zOC>DP4;km?U5HiZ*?Ssyvv8iXa6Zy zMqx?acIuc-+`oEg?d#e%s9p!b8W%SONTEUp!`v1~I67 zDxIf8-Xao|9^QNkXJaKm6t0T$8;|>LFLWH=i`scDkkTej>mM}Jo@DEU z4rG{S(UXRC1FwQNoAB!4PoG8To!3;cuX#N~YW%6_Ml1rN#HIO*46G9Cl#2hzhr@^* z5cx4x18cQiZhgmdNQ9w6fW;WiT!OMmhD|BT{{rBiz4o25Mp43X*_9s6_Y0GFfF{XZ zjf8o3HXwx%UrM-7lXJNZ$$9)(7n05YHYF5J_bmJ@Tsi9-`RCKC-M-cw%5yiM6~SY> z-En@@P~`_DB$(to0B0B4t^5&#N-4jc9F`=Q+jH4_%N8Mj4!<)UCkf%bq$z-pAD1?8}yHB zC^9Hc_5B8@ph#C*RHBaFa>PaF_&F{I06(aHb!HuhBpr8wO2;w57|KLJKi|aW&4~ab zKinnBOpO?gska%xqt}|4`~{#5V!y{P*ni4?Hb?Pl>Y`THoDkHw?Cyh4XX*X%t{)#v z(HzvsHR8xrq5f44?Wrq{k^9kyn%Vf;8A{36Xu2ElD#vcv)%r{crafm(XH#rL+NEmP zU&Kj0n?UgYoYjT$2I#Tc*Bgp*4(+Pi$ZE&FXaS^3mrw!(2ni%SC*k+uz2E0g zcvilgb=Jz9nZ5UQ?Q7=D*+V_lmc7a|*VLjWm0npA>zg5z)&Ibp`-~r^KGO{FM1JhN zE*Qo}{bmD?HMCZ8{{T022APTPZNi~)s^aJVt(ddkqSrG5V(I-VW6AkBVujxE))~L4 z4C1iT$aMjy+ls>#mq0gqueu9o*l0yP+dkFBkhiD|1$HvIelp&B)gZ_0mB$vp%M%o2 zuK8srOC=Ps<@H*&Zx8)V#!TRHBm>LwyR}@WAEG*orZ^2-SelO!9)B0md?^|?@XF^) zg>b7#T_whoz}4BdX~q*7gYr}4Tc1MkF{C6aV}~KW;m5_Vlr4$h);Q;gxpIo=oT_7# zP(HMdXEl{uzya7r3Hx`dOK+BRIUkzBYqrt;+TXrNB++68ssbHaI=v@5gE3U_xo>(v zIuD-TxmjV0PmekjC|7QRA;Hr5I-qa_i^3}gX#w*M30kPg#=&f zj;P$Ndi!3Ex!NgJOEkdq*v=CvRCnRTeIGqCk(e?SCHKv9e~%oB zhyc$snb_#yJm3Dc#_OMlJMCwJW@70q3c-BZ^Tq?lk@3z#rs#Cocz}eeZt}1eOkKC; zuxm9KZXoKJaBw7%h(F)a(ZlfDhso+_>f`5bq8lIjVvJ#=3}1{3?~Si>eN%qa*E{ol z-x0z-Xlu@4D%D0t@;R?($g<^^;6|k(Ast5E%FHa&qTxnn)V#|LwgYZ}LFK2rcdwAl zd2*OM?ti}lY#4ywsU{75boeaN6?W5BnoqbAVA^*u!D&+RD3qfyx@00%oOL&;QW{xB zei%&~OMKWD=Lpy4*u^91IZRkOZ#8~%jo34A(7ivI^5jb~*DX@pm}TBHXZ5*}P)!}? z2%Yr~AXr+<7937(SrbgEO87t$ieBf=TMxU``B1g^yOX@2+H;3Tfb&py2+ud!0mauq zs=5?+!Sg_qE*x|E+(oU+&&!Zv6Jqe0v-zkZIKOgyGDdVp;NO`d4KmINu;H||Qx2_y zLKQ7hUpV+4ZOm$OBUf5Z5zNLbXQ0{8geOc<%PXiidy7YcOEbrATn?-;4(~(9HtEfb z;~bl+b$CqOBR&bKEn19%_Jb~zj;%E<2l%-0I3(8Ka5w(pTX)9cJ?J#euDP{SD&-1l zz*m-noh+q}!AS1Y1zt6Iq&H&B1Gd~^8G>*`NH_QltUH-q-x82d_`@gzs5tpm-GFMx zURf)Kn>mi>@t>Nn5#^nTTWa8HZLQmj4G-<6WmILzr>JJLPx98SW+o#Y-ZTn)$p^O8 zdzwH%ep(Q0cCb~Btp8e7iiHWJ>IczDhsD#OVaD)QzG(S*{`&+sKa3MuC-ESB)TULB zd2+<436MPw+dw|LM{qu_yShrzSi}uAE7ethLH74+zsqqS=MNibr2_^(w)o+FL~Z@_ zw+)2aGY=F*pFp_c+JMO9d3z@(?%QEldk;h30mfA=v&Kod1$(u?6sQnt0{tHEs?6yn zg-_k!U-=3=tU7FzK?R}w2+jy`T5AWy`utfmKkMye&X8Bl*8;M<)?$lqGP6MhcGMVw zN{@s;;5Teu&yPNqEgbDydtS?yQF0$>^T=Z{ekv|KIn>0KiR9a3S#b0EfTPpr=6`4B z>58$6U@_9w(B6lOsUTNC7qUQ3_IuvSpd_%4ypv}xu&kgPbii}bbQH!`oD5dsoA?0~ z>$27CJGyeE2p9!j>>eGmF|RO4hxQm>HBx(gK8E(K5LtCCTm!94wI>-!8aawXCWG^mrO-`K8&9f`P&`m^R;SYq*jICa`rqwajbN1<;APL zxM(MWAuCdmZe&q0+jKRXWJz*gFMz%C1yaRxtL6?6x0m#~FQG0=M(kYa@poTc}sf4%7)%v$2eKa?E60rn4Qrzhs zyZ^Z{EfvE@>8_tHw14g3$2HDMy6_DSeZ4i0Xa6jm^6J8g6R9P2gKn^nzaN3dMy5%MM27 zkhQYl-Fo<;1qgT^)5YZ|d1|vSHX!-Uv%&AY(d;oz8}Puets`|Qz90EgBgrQ&oNXAd zE0qQ%Ss6+{!efzcz$O8{-car(pkI%Z*x8iQ0o~G&7!|wNH;XbIk8Z)176@m(QEBLS zunn0>05({LW+HrP#zY^*6ab;4qU)`K$ z7qxYV`8WXMagO2q7u$%@QL03@o0)U;Am9u;dTpnhyxoQU#Z>Spw~-u8hbi4JyXzcA zMB38iZjWMxKR|_Nn_CDWCKQ`tO7!CPx3q#ZfF@=dp$SC(Zj3sp-+S!i>nEvUg+RI) ztj>_izRSGiR^wA``j2#Pqd2E$MfrJhP}JO)@VbW%t#p+SFE=mm*JY3f-{RUV@!f~f zz0j*lWrj}RYb>(uO^%%mqw&o!AB!!*u++#6HPFid8)MCz_I!m5=Vb|^ck%s&5$b;D zVa%+I=i|PfBNRb11qTNC*p8fNi)56BP)+GbCo|m@D?$QSd|CRBddRsW zq50!09)U*4gh|hNk`#;AS>PCwh-jF}kd!{VKq(>vzHl1oI_hmx^L9ZK#5ZD3v<)Y6 z^DaEfd+m2Ms+Pp{sH+}&Kod&8yON>cf(Ks$^v4#SdU?lorgqnx$+uvyID-}gkj!fza4*DV;QMRxzcDp;fqap6d;D+k z3N1CEwP_6r9O{u}B#YTOU@9uDYiAQ6{6?W4|=df#2Qs zj<4xl-V-(9z;WC)zu-2-=w61uj<(JsIAh2xDERFnA&@^q{LDXGhYkG!#4y;xuaTr0 zJE1Ye_nbKRV3;Re9OQRFESITH>8xnmL<#LgC;@e zh?|Kh%-F?*?v?VI*8y zUV`huJ$?1B>x2Wz!qinp6ouk}3Wwt&Bcdhd> zK2jklZL#+onY;yWc<9SIfvV?d>@V-ztZ=dq59==YBQUXLO%G}#qX}52%LaPKatS~F z(wI`Z%9nJbz>i2pM$$xAjrR%{R23ETfHb+@L;(M^w1b6djtoM9mBvA_krjtvSOV(0uFW1^GcnmER5XbXX%V8 zeD&?L4c%6?EN*%N&6&>>{bTd!`5Ifu>Z(-Fr)|?9nP6Oy|>U(tZ1sK1`OIT$im-McQbPq*qeCn{9%pF_$=7~ zg}M$q;A}3Avws~W4+Ex^>45lO^LlA7$2>MH)RElGM-TSX*vMO(kU)O|rr0>e$o%G& ztQ^3gYMrCu|BB$mh$l~i#vw1oA$e#y{pxdCAtbZF8v}fV#fAIzgsn$CdDdgk>oQa< z5v4YCN#eS0TnE)n6Z61Sy7&w4k~M(#1okXj@zm;0W-@2dwCT*!1`h&pWZ=|}{<3G# zaiMLDIoe`D|Dn@?+Ndwwhe}1|v_kuzpqHInOF;FPsHCHSCnK4Ty2nSVKaS~@;p>%B zLNye#y=4MR2O;B4-trW_Uhb+!gM9ku9B~t|+@Vm6m<*q>lRZMQjCy$ZP?+Tpx_@iw zu}g#UMoA4B<)UI1(RSnzG^S2nT}_Imp+w_r$U({Eb3<#M!uiL?1eBVW27sAq$9~LW z8{k)|nX%@~cSNRtIV!c!v1P|8QnGf_h%HiKcgUYI(viwF^u;W}Ru-caWP%in0bRKC zei7pvV}SUxJN<2-Vk|;-ho@g&D2)Ih?S8{vCN^kwwK+s5=}YU@QUzQ7^Fk!znL$wT zRLOQS?_07%^%|{J9FGuHGtVCB9p`^9Dk8wIt0fv622MLjOI-Xpw)rT~wWI~;*ln+m zZm`zZ{{F~1#RB|(Voulrbm|)%69){mr`sm6Mwm=IX#NLPtuLMcG)dD|s1j0>pJ7Ck zKcs=3V894|y9@WGk5`^sGX~(6JL;4)hY1Oqneu&;O~QAFxI{MNS2`lQ8Dgw;O6n@3 z0q*K%7|2%5F!hb2@EDq(pqWe`)GeoPKk?c*sLs-DyBgA)oR)AAsPr9uo6WK`5)($h zn|BT0h54CGf2hG-w1tT0QVnXzeegD41a-G8n zmJ)9do*w@3FHy7Rd9t>(^1XzMun8~> zo}jt>B4|XX$F~5E?;*cTU3&T?L>}N-eKr9bn`*oYHGnKB9RC_&W#5I`={xt>a=r_Z zC#Kx|j^@hIohMESA@Su$w<^3c^(ffKMK+=Tv!0 z6XjT}>HckUU(`JUrDV$Wz4i{L&W})k#_GZae+G*=53ecF={%GqdoGmBf07irttk85)jo3Q83d)oRTZs*0VI67DY@Pephsq; z8r1yI!e%~8^ufN&73B{tySu+=S#MymSM`o1hDC-`3{3w5@1yw_+*gk3_h`}VS(8FM z#?xPO?DKEuLk}`JhAq5!c1-PZ9ji`&B@K~L^tM8UYJ!LN-$r9R=yub8{t2_F0N1bd zG=7}q@M;$=rFtw~Ueg;&VayFyFTxuAi8NvDXht#V^M*A+n=yEnVv6BJK|i*jKsl`F zF39=DbF;dq{{35Pl{rlV+Pr1VqoQeU`B_vgZbv!_8klJhh>?=D2k%F0C^2$M@~uYH zWx#kg31b_XfHr$X1!|n=`w)UkF1r|>9xYmP+v<)oFK^Dm6!4;e+6UYzMO#fLmPd8# z%dC^3Ilx8$UDigd{`ovBG!Hch;t&K82g40G!`Z$A6$1%^kx7#28L|0x zj8W5u5MbSdEc3n1PDw?;xfekFyH25)1=`)+di@YXB9hL#h?tuN0J?*W z*S^ZyX5#E0aWb2fi{os*)P3b(_9LObnyFy28t8uXsaEvKlBd&^0dLcZ%o57V?OoWP zz2GHge%;Mmcnq^z6GvUoBC-TzSWC4bGq_)^^>|p%IEdrzlM96_$#gsGsK_K=IFHv^ zJEMl}ykX7iIoj>7>goNj&2*!8?eBJcnd{-TF!=Ge=lXRurO2Caej(G2#^~&VEW9y) z00$RR4I<{hAC>~rW${aD($_SDWx?<=^WV1rd?CPUNdq4XXWL5f!tO3`R?wvWDfkp& z{4lDpOx4gJs18?Pd7t~l4PzhW6_DWr0<&Lu^DKG9VhX1MF7Nm5LSbm10n zrgP%~LhoYD^dN%rgUOho>OD#vGcU6j_pVY>(yQj2Yop9#& z%4AGBFlXsfS8b|XE+UU~v^E&2xQ*>M=nyO|Exe0LZ`t+KUFqY;Lq>yZW^l_JtcK=p zpGDNtchAT#vQRQ>gEI>6fmeEcTtxHU$L6W22f!!px+}kxVI$AKb%bW+>B6e zUDKA_N!Q;|;IEP~QDY4x*Fj&E(v2Urbs78UIhW*PeD+MZu6Xi^D-s0CWDf!A9Rj9K z1=}mf=hm{DOvIp0zknEVj;_?uw1Mm#$>GpAav8r&C!I+%fW#w z!nr!TuSeMHQfS&Pl;{SmQXFAk1pm$7+j&%b>I_a;nN_z+cp>Ivz!Q44+9=|3+R0Th<&tbOIs6FhoE+Q*@-qj4Jgf|g$3uG1-UG3UePs{mUXh> zTt}NKmrjJ7(dy1?b!=ST*Gj56lg*z3DC{@d`sIq@1_p;$*MiFSauVnETmVE|{o~n} z@Di94IJ-GoI9ndL*ZWCxFJSe^>i?N>rU6lY+XYxk$}rF7x=+axb`E!HaKajZSNj+n z6)aC$v+JdWnE>;aaM}&^*S9&J>MG_W4(=n3Mk6x8yKxj{IDR~J)madLfi<07ygQD$ zh-6-pLwDvNZfiObctvC;`Kl$`)6jtD9=OD`F+Kh{CqQ%bN_nv6$Tj;gud`JgN#ZZO zkf@}JlsOQ)fOoTGetA}o{Y_CdqbDX{snnCXmBdnO$Rl#!`b9*TP`JnE+r}C;-_}`0 z61KvLvXXE1%TqE+|7_`OxZu0n`idkY)F_Bp=NP?f9&$pNY$1Jb4Q6Z0a_GWuB;DHF z15||juW8*()dC74+6ys_KBs`bJ?;qARhaXi0Q)@0u>loh;e62iz2Fwc<4URuKcR|G zCvGhP5gDgxC;)r!v9=p5Q@9YbfRvi?BLlb zGB9Q034|@>Yj?tA&^lk?^u= z+(H+v(>*8OwjD=(b0sL}z|yFOc1A~X!S@Z#+gJmm@z>|hS2(hI1tv%_<@$~l4=#0HN3#!14Bx$BF99rqUfta4HW$C6G@^QXIVX|6^r>=z!Sw? zF?I#{SZ0)PP;~2cv=EbOk&4pmxrGWN@4G1(GIIB(SH=RU_5|d;Qs``OKx^`_2($0^ zP9_lMWy8^8_FTf}&Pz|T8jhX@7~Of}e(Uift|hWMht-U1wRah31#z!^^Pv%wu~i?2 zvuFLH+}_G-P{_O&uKH)ko*W>0jZD=Qj$~dpp#El(yw|KN36LC2TL}3Rt6Zd|<`}ZU z1kwbSI@{haCJaQ@WsGJQ^(g}1R|&@(dwFD0V4pHE7aOL2(wd)WhEnAJCJ#=k_`O#K z9aj_?-!^%0W-AC%gG*4!nmEi^AbhW8#teQM)m#mny|%DoP3u)g>KHA=V2TQ`_)URJpIm9DRCSJ$+6+eq5PaAX&Z>w5#J_$1M0x}UVnS-J3ZPYY8xGgaHhSmr@TC615ED$WjKv~(ivq% z20pNa(7h##?!qiMO{lISA+{RC*6kTB2-$8y#0T6D7eq>28cULZz3&Z`Qr z!rhb?7n>=G#!GUi>reA_ZFOtvZvkKkCe~D)@H3a445PX6EzNCc58X`Qq*A zcvxDq(otrs+j7tH@nL^EKE7{SF+L%KArx{uawgGH_C=&m!Uu%Xb*I3|%nx|lkKD#@ z40Q)kv^1K1Q+2#6o}Fz;LQ!j_J-`P3*@a&86`R_*>Y&YO*6sOQRg)681$4g~^2$As zUVmdh-ZVTp8@wG=xs}{WZ@yW2tn{LW_~GH^5&m;5-`0f`gFq9n>&>5n&+FtU-d2J(Mz)>VM34+F3inyP``sNY;zk# z=j@|K)9TJ9x(0u$RVj~)a1gVUlba`2`B&W^wwU+LyrZedD)8DNi&`Ci`YFA>&DQ*& zOS(FlbNWn&FCC^c6lZ)6N8Tw(&F*2=M1CDT>KQ7qCt$mSEabK)n{}yHW;Jsxo;-i( zRwW`Z4d?ygP_qj070EI!Z8N-t^W&{Lm19>m99Am=*sj{9TSt+D(lx!sxYy*8TcFd8PbR$bP&CbZ& ztf3C2cVg3x<4)s3T2Q}NAw5pI!4j%NRhHQoVjgnay3FQ!W=cG=D)egBY6`@&OifnL}`fBe)e(c_+ZdGBo zou;OR_%L&JL2gXnGBjpe*5p!<5oa30Q!DSO$9wx+N{7n+AO=Yad`dH?wm(9*^uhG2 z4z~=|E~7wAc~U9UVb7?454)c&egSxZ2aOhlgQ4ZNE#r{nOO}B-Exl!knOrn_cd^t# zOUO30>`8V19nulvnLY7za>W`h4QE76RJd`qDZ#;;Un94KMGG?a`PF#mYs^dc=dvhY zP2+=}4fbm#2Wsj31p#2q7vRkFF?)YP61wmm)&Ny}Me!boTpG>u*_pyYj&{KKi8U(S z-ujav=juT2}4?? zmN5{Ne)FsF8@TvHX3^&1=1PKYjD6uX(7Ho*<7@jnzD?UJGC!X$;m1-*mSi{9n~%Sb zZf|CxUYxCZ*R8|^m>-S{=~-pyf8o5esc_$K7l@0RjPFhj1+%)7AUdgAdET<$$Oa4c z#C*~1en<|pIeuTAD9QEsT*T2b;r_GB_fq%^=2QqxBqFdBvCpDXZrYCThNNMl^!S^_ zzSCX%hGxl~HSFDNHKm66tiF_7IOIwZjR_3E?;z(oAh#2f}a#B1R)(E2W9 zraIgUySH+kN?D=ijUCTlu<@T;PI(LqHb!b@hspHH*52F}=l=2ZB(r8bBg09p0rhqH z$~lhx3jIRgCjS@IH# ztVyrV`QCiD6g8g?9Nbj*(5a7tX!49WtfXi|hQxlu_RuVs6?2-oQ{Kx@D7;f9L z6iJvBqM9b|M$S9wrwe7Q8#rcNB?GCz6TAX1q(qrcec-D^dcdRkYEO=T-4$bGJbd{H zad$c_Q+9Mz^Y5p39fym7Z6&)zLnt55z=p`gjj$rQ%;e|NJ}P9pJ3+wbfg{KPE7cB- zcK(j-*%u)Le1Z_p2+?jMU4M9A>$W^YD0g=^D2fO4*T(T-3cp*Ep5LGw1m?_LTQNNP z6f3XzZpzzoYMtRxJ5!Wbe?AfNc`A)=6Vp89eMbY!J^AnTr?~D_K~%1 zt@Y%C43J~hgo(3(msdme#JOWXopwAAeOpfWFB{Vd!oOzk_hmQ^Ec;UGCW+YBh;Hwyd{X zDwDUVy7$Jj@wex?Bv(6CKHh0$D$6a2PBu(pkZfc^TzKiube0i+8oUh5HI3I(>Q)+q z5}>!hv$X_;>5J0BRGEr&g!UL0)7fW~q>(GWA?I|IPDsBvV9Azu7mKsryBvJ|Z|fw| zTo1A=uIlmQO{-Sv24ds?TJR2m?<>{!9)qD zvw|)_FwhGxyVB@K(W<&vdO?8-$3^vm?f6*tRnIwn1EcS%{WtxtV@V^dVy1bb&))}E z-4b}Hp}i?dM`;97_PF}*Ug00e!RMb>BMU5X)7UYAup6P`pHBe<{B-BtqR*~ZLjkt0 zF5}DcLXtQJrgceXlID4qN%yaI;BP?w3&|8SZ2t!22*e{({)gT;vr{VAWOZx@J&bj^ ztR(t0ld5tK8twT)g?$J>*Lc@2p^RsI6gn#J7zz(LX@tnVjFC{M3?|0ZB{}f)rA&O! zbssRu!Yq*HmUNB1t0n{%C?X2>c#?+?SI=$jRqf<{v}wA=@S7YY40ed7heGcQZE$nq zH163JR$<=?kw;7Os=4~kxo5C~xe8_wkFdg`VYY2mFMbxe&UC5AFCUWopkJE5nf`lx?8P;t z#Up(n+Fz~AU78wu+K8N*4UE7a?$Umh6}u@(VVcM_S%LC&Af1t}3S8Del}TvteL z<&(S@Rt{WMpI`MPJS1YxCI~5t%?B%AmWiPEt3vMqMG~`l{aT)kWHXBkos{?N=e;xl z$Yfgtwx){qwb+u}yQV+)u>x`NO=LEopPW>Smd=^{#WqYpYz`K;0?4)yn6{sfea%Km z(Ai^~l_V_qaVUV_0EhdMv-qAX+Un8o^8xamix-?VKi8lDI}Ug-$-?(g3c7=RP_|d!S5z7 z%Z?m_89fOro7bj<=;{J3eMX~E^Dn$El=vu6q1M|T#y_Cz!?=I#rkqPf=}!qPk{8Ha zx!ZeY6l=)TH40pQ0i;NBFKUyc8Ve43LH#8 z3xGWv7Q5rT2@1U2q@AJCAna+B>B!ftMu{-Gp^62FzXiGTrqpy{0fG6iDdE|<$!H9H z0EFk;dUU+>q=OY#la>K9*;f7v1m*0M3Hk#^d_OXm+qK zv=j(i__m*olca;|=IQ*g{>W6f$Dr@(mPSrWxHERuyUdpnRF;2*9;gYLAgXJ>o%GUP zc|QFRvcm6c`z$kXe!u9{s#ufiEuiEXW=Tw%75S0Y#Cl>Rc2eyU?(qdZ-Q5p+h!f!K zETmkjPo0-M{y96uEYl>=uiIb^i{B{#IOLu<(;sPzcE1n96{g((N)I)m;!coDT+q4y z876J!;MVeWlr1T^w)O^Sn*P^O4)>to<(21NUK6Uv#rNJw_K6gK{B-d2(*DN_dNsNG zp>Rq<+L<TCUMr`%`Wz(_OPCF#-oSb+4NkMACmXnE-UyP|V!fI* zr`-A^4O&_NI8$~HGjpL95#F!5H8nVJ&(FXzaOeX~txWFPQP4igZYi$!FgXE&hi!bg zM;_jKZLJuCUC{id8a zTr4j+N6CL$l@LJ9WI86d74W~m@>qb};?aO#vSD18{dF!Z3&Cbwt!;${Q1(+{Am=rD zIq{2wYaqA6o15`hvvO@l(vCiz@Tnx?toTMNQHzGf=@!>r=J)u=-)9}S3AzM@NZ6lR ziA`?$-Ga~R-6PK)xMg0V7S(Xr9my=)$zkY3BZ)50v^}` zk6eMJ(Oapg7V04+75l?~soWWIw_f>|MxK4SoU-!Y`j-jDsZgKVG>@zGq6YrR3yL>^ z=6ov}?oaZfD=d-|A33sW>p^Fa5wj7O2mT6s-3HyX!CldzW`A5cHGH~dg5T-3SIo8N zt4M`rkoZw~pwZ!rt(GyG95tt>#hkQBcgn39*Ewl5JAQt-<7&+~#Yu~74Q@9{j4lSZ z9dvbQdaJl^#l}aQffttr`(LHE$c4C_USRCtjF9B8m7v^c?ckK@FLw)#lzf|RxxmP6 zJ1%!}%Oeyfxt?yh!l-CFF5lYE>D^yWzQvP1_m`30R!*+9g_F78)ipHazMx0KT7<``LQedStPIr;jxTtmaiw|>9Ub3_%&{g{uL8wgcbWagFgoFDk0F3TKi z^Dvdo-Z01b|98P?|9}5va{k2FsHZa7|Mx;OmDk=o=TEH7e=eAFiz$NH$Q6k#L?pfa2Ty?JLTyjVhviIn?oVotRHPIH9o+dbvba2 z!?av$!YR7(HtYw!JO>AT-k7-3WQzP(#}{o<6CJskVQKI8vX^zZS`*y)UX0~Cbp^%~ zx_h`YBfEYfJ_{n!SJr3U)z~>xYr3f(v+{>D78Yp6=kDddM5q$D_tOfum=OM1EzDDw zIgohfC3}O`Q^$-mNi-{k`Dr#Z_#DDOS@!+lad!5iN}N$l6dObm`P&fcR&+!4@0tsW zLFHf~6JlI!$tl>ODWg(}jSY!T2QSVG%JTc&)tF#$w`8&86sJL1yw|iyo^qRGv8Y#V z9Bs(`e%y3*tXUIY?~2PXZ+IZo#68mt@iZH&i()}+3?i`L!HVrWgL4(U0bUW!$GF|U z?NMA4I6K&fhlGca-7Q3B$y@L~5n2+FN_16$c0;ryO%Ae1+9Tf%K~7*9ht<}yvY4Vy c literal 0 HcmV?d00001 diff --git a/inst/doc/cmst.Rnw b/inst/doc/cmst.Rnw index e42a77a..f0587cd 100644 --- a/inst/doc/cmst.Rnw +++ b/inst/doc/cmst.Rnw @@ -282,7 +282,7 @@ annot targets <- list(y1 = c("y2","y3")) @ -Now we used the scans (via \texttt{CMSThigh}) and the annotation to identify candidate regions, the subset of cis-acting candidate regions, and co-mapping targets. +Now we used the scans (via \texttt{CMSThigh}) and the annotation to identify candidate regulators, the subset of cis-acting candidate regulators, and co-mapping targets. <<>>= cand.reg <- GetCandReg(CMSThigh, annot, traits) diff --git a/inst/doc/cmst.pdf b/inst/doc/cmst.pdf index 8c3220b9638c35d705db607c3fa088392d6f6bcf..09dbc387982c8762844dea3f7318bfa9077be32b 100644 GIT binary patch delta 19163 zcmV(+K;6IU_Y27R3y>uNH#f4x~*Z{x@je)q57BL$2&?1N1*K?1Cund~ffCP=Jc z5bW*)Ezy=TlBgjid;RZIS2szS@*Y^^K_dIAtE;}MZeB00-oDSXNacxEnT;0rQDKs- zEF-6j#99+AR?!df%}mAB3H~~K+0N!BP2-QvY_46rg032V)T`oK-^9P=e{lo<&7K#0 z3-8YdSd_&LydKv$6)A2yp0JqZ1ugE5(zB7JNcEWpaCp}-ufJnsk5q`y5^4Qu_S53K zNEJFMO&-m)N=lWp78TPvq9Vtp#U&L94lCZiw`HVYa+Ybd!aP?=;YffxTjs17u$%fKAPZ~wp5~KmEfOF)fnDtXL z(?$F^(>d+k4qJER8gpP-m{310uP3@X-Vp&Am2ch8{84JQOoWEavniE0|xmqRi?qABX6iSnp_T_ zU2r)x-Of)i@dJ^mWtBJ{Em>Dc{1FXMbI(1-NFFc6FS>fg{f#g|3KRz1Tp`t9N!+gH zusfH!xfcO(aph&`e}XU=pEzC}poPD-sg@|yy6&~4;Df~&EMPAML2tc#ZD<$gx->ES zFT8?m#AP51Ih=|gwjw`FUlLAukib=~_q!lyv&ZrEMuh8lWwoQB2X0Y==q^uUh^l3R z2Qn8j28RHpo{7#}OeWMeBqhx!i62Oehady<(Xy~XIZkIneZuRq+p;VuTD zf%9SKT`)^6qC9PeQ1Hy1C%>;NZr?ZUfVp=s>?&x-D4Y%y;0>*NGi4^(0t2Dj9fZh{ zJq7#FiSa2wf8jR;yO93Ay7TtrPH{v;k*^{{75ora--|*rcik^Np{187XiHAZl7X4T ze`r$GbzxtZ8}AA=L9AiBG1;Djkl(%Z2h_RuhXGj8(2~Q0hZArBtKtv)DI10jK)23~ zWG*BXARoglxA7BW2F==d+9wYSZP15jd-3tzXLV^3f4IPttZ`2kBHC5k&mnv`c>Q)G zNZ3fed3ed`3>@+)(|Oi)Z#pDOa0#ldX~)F(gf@uJ4tl|WRAC6d8-Q;{#G(JLc;L>v z1HdC^_02G!!;DWJ^c!wNdZ*b{*hvFvJWF+|G&~jcPGmZe(m*RyETxtd_m9UJ5F>&dm@9o4VMx=ZfBAmeZv0VV0b z3E^Z54sTCQLJ^ub2%fhKZlHY4Y3MX{*GsxTC%|?rho&&jB@XJAluhwfblS=qDl(@` zXo^IorC;_h=5*jB`DK>5xOyOdP<5p?$*moGf7QwR9HkLJMKlX+7QJ_zJvHMhClzrr z9A@u<(PwVs(9e|o4qLww=t&^Sf&vHTRKdp2y|>c{MJvw0M+w6S{uS>n4V={~OCNkR zL`ihV+Z#x($RVmZMIlki<3sD?s21QPXdDDwHU@oFOhpj%`idADWz1qxe~2JcQUqa* zf9QjVCU_5rR}zM!n6X1xED5b;u1HbwqoeuN5C>5J>ZG(Ac3raB3s2KfuNPVGGAe!x zzoExH%l1_QsFR+T<%x3ElOct9qo;VLN!rhyV)?3*gYV`^q0HEKCsZaVTd`3o8Pj>8 zV`%dg_E@wMD8DA!RLp5SVfrPq$8>aQe|B_mLFk*nQw_%=!O}M}O63o{_@syOlhacf zwX1pb=y3-|TfaAyXIk#`E`?=!we#q>ky?`&4AZ`>I9>vEFf(jeUJACeo<^Yk+Ixiu z(>#msPkV;Zh6*0!&kT(6$FEnB|J&NDg@$o?Zx5$l2YZ;2_COEsW1x3jO;H^-e@ww1 z=&6e#3>OpDdxD<6qC10+cy3>Co8jJ*3vdq$eY_%#%UEx1l7Tn>-f)1Et8=+uJ{bm1 z4MnLq1DMh#su-c%5W~?;rXb%JkLcAuV^3c&iT8k5XM39^S!$WZUuW|S>dx)pUZE9i zX$5N}gr*HZ!)nS7$|a?7V{V^ke}$#u4zM1M#J1(a5!#NON5;fuCUz%x00_alw<0#C zwHpz+kpSqVukr=z_!ed?Y+(Q{187WEA3?B2@^9dc`>`EXzIb$+5?-Y)v6=R4mMl8#;YdWcZjXX# ztCP>c9nYd1FsYMCToFzEXhhsR2(1)yg~XOJ&+PHUz9%+mPK zUzb~i1-z^sTa)Kqe=?GW{Vw|BiQn&CC>f^qds1aQQJ2Bm!_YtDs1g&w3QLJ`g<-ul>= z;TA+0K`wT5axTSpDJ*cc;>Sflg`-`Xg)OM$qID%^spX3DfBtMME`(h1(&;Q9*(#ja zsT!y1{0~ts{RQO;4TV@piz~s$-6iFK#MQgS)z>Rrl13`Z0o{R~ftq5uyZYg$G+IIb zcM)`zMf60ocEAP#jt+_2==SQLSJ(J;(pbnMWu7}K2yLRXf<9QeT%CV7gM(O+l+Ibs zDMsZG^huG5e|P+?_Kryx!T#d1q)P~^Nu_&!y&*%3EBixB|JliJfZX@Of@@!qVpl`{ zjxbPUbU3r@<(2f;gEdX~go%H>=;-FY{fcYzzS^3t?R){oHl40XK}i&820XyD9Vx@yK%a|gJ4Rc z$d43B(XYn`$7iF|gD^l)WJj`!bt0QIrIhNgNm)TiGbd z#nSQ>ie#v8s*G9=*$6k(%IrZiPEg9!Fl8HSzPjW5O8IDk%Y|Afk1zs#NRuE*M)g3f z`Hv4ub@mJTc%!itGk^V^n8@(6i9xhP$Kb(EP`m>a#tQE1lcc5aZ`JYD%BUdu=r0W6 zd_%{B{y8wA99R;(fbt>N1~l^Et&=6Ejgud%Q&o699x`aAl4_*j^^^1?o1$w{G_TUr zW=yks^s=fg)**;EuVLvs@Q}Q(z?>L5g1<$H_p*HDT8j61}9Qhg$<#fU2BgiBT#HMsh?I-Evcn zN23OV9*R9+phL_)BOEbd;D}@QTT@|xh`aAg7Y;%41?d!oBXRZ<8pbc;vD6e>K|F5+ z+S60jNcwYW`+qo|UOC#|yj?jP{fC_G!D92Vhm`t}d*WU9KYB-NtLo_QQ~{UXmF6;o z;}PhP=g!fj!4JeA@0SM3$XhagMI!rmZ_QLFD84htUG~w|G2ij%{M+={&+L{IX}tN* ztDe=-OWwYq+qu;0>)mT@NjI+~fh9qhj_TrBn^_(5;eQG8d4KpV;+YZuXtzxsJI}w{ zhD5btw&P~|?ZGWM7NVRX%W+P$8)aDM_o>1lD8Eh+xiLK7sj^Vcj5TZ{+6HgtG-4TxjouTW#i$0no2<`JM!yL zbNy_qRE$MI7)72RLl7oZ9aF`5@Me7Q3od5V@Uweto9z)cFbXeBWo~D5Xfhx%Fflkc zmP!H?1u-!*Ff@|^O(%biv;|Zf*cL8~Q{26j(Bc~0-QA(Z0|W>XC|6l99m9>(5``dE9v-du<)aqKS5*7|-U|9z!jFp28CYfs0B#VNH9!;W40dt_TL69w2B?DU!G9`aL#G93TSJ`xv}-w7!rVYk zV8D~X4q^_5IzL6YKrO&dfT!XBEd^zOnj;wcr?c{(4lIDb?gqfY#_@N$zoLI9fGnXY}9alZH5f&7ZE_gZJ7e{s-DCDgRSV8(PmnReYKQ=2c48Q{f0{H~E0pPa)u)Dc6 z`|tGH9*%$DKS++><|hR{UXBiq0Lv#4U>}Gj_~{4T%NgVf2Ed$Lz&>98CjJ|tb8rAG zAm%WD8Q2N}MgJ%JlNoIJCw^+a6T}^00DPJ~4gm1?=kI?;Pvd3b0JZb@$Ni7~vde1d zYwGJU|Ec(IPEyjr9pJ^v#SLKP^Z!T4|KHgE z&hmeo{Qo_Wtc#u9A2h=s{Qrjr*+c9+{&IMlWEa@eR;V~U?FRIJUG>0!Zn6s40^(x- zzpQ@(4D_@e5>P9>k1*(C09Fnl@PD|c zeKWUxdQY66di4hdep;vhE-3>wcd+=qcbq)D0FaXt$O9etG+vxMJOD3_rv*5g&kE>K`NkV3+wD@$m!LRsTl(TmW{h zf6$ZXo4=93Qx?!a=qb+ZZ^X?FV1Ifn?Em3^t7fwH?f5E5Z zcK?D;=dk|=ay(^*{tG^3cKGKcPrgrY^}pz+N>2ZRPnDeihCENC^V6FCLqA;{>>q#n zsS?c1;a~LA9k~1pKAqF`pVCjr6YTV-`+v35+{MZ1>6!au;huW^ANw+$dsVzj7{AJMzmErzSeOMini_GZ>|wL+WIxr>a3OrMkz@e+T3bdt_X zaz9m(WZtW!Xx(WvZI-xWY|}oO!)~9!b5~XK+UelTn2vTrkb#Vp9g$EWDtf(DKGD9I zIuV6C=X6DJ-Cf~~uf@!nMJ*BXsAk7k$D@fMu-ko`SLeBp%0N{6nkh`vnkc1?3fjvP zMhTx+M~59=xN9}|D~4pvaL|8zb!3&Wp;-XiREDyp!+*;vyVfn>U{#xXc*T84VdjUT z=Tx}s!8Vf};pv5Wmcu~j-k7t6J()3l3T;C}pvZo8Yf7Fp1~Wwzaa|6j%TIw83S{z_ zS1H+<`7K-x>KKD2Mzy;~7>rp}`)&Ph=-1)>huef@I%SU%RUh;Dv+;l4qsgPj#oja_ zgl&$w5X*hp6qH`W58G4>k9}YWEjZWv*mFMi>HNf~kQFG*R%WFoiG!(XmrS6as}`?( zGW{-=hr(E(zL)Spuvn>;3EBI*EP7z@qgQVPU@6SMY)*z{oh#NJM`-gbZ_7h|EKOSp5>#jI>>VKrH%Lv#{d$^#wWsmz}f}A=|=k^c?xl0q1|ls?x57jnTQd*=%xs z^;*z&cm0#^?-PkVr?c+Zadi|J``0n%$E6-lNoY9^Bb~}!alh@1C(Q?ijCxYZ^;ukJz z3IbDt`GkLAn<{F>IrfhiHDbD%B~v8sQ(3RU-_0o;As4>wq5&HD|W*E~R-ZPU&*lYCB6A18bE-3J!6oB}5>7}y~CSOv$1{VGpY0kW1KAf;v zHIh6?C7i+%8%(q+26;4|NPMWBG~Q_{GewEJ6d=yzVLN|-q%a3Xe^Nwtufi1UF5Fw0 zICdOJ_z)t6u$dkIvh(63o>`siyl4||hJAU@(BtwDBg3pbrhDt%5LMPv@%njDT(s*xp(~5FbdN%DRzNTFXz6G6_?7lyGMnEu`6`Ua_LmL?o5> z*MfUqE~MG53wNxu;r~sH+U`S)%3{SNrxk(P{xTb3h;|=e66tND+eDHdqgV@Kk<_#G z{8U{tLO$ay+pOHuOGTjyb1Zb#u4JZjti>3)=Usmv-ft{=XC=<`z6jTO|7bo|xn8i3 zJzQcpyUAwwBEu-#WGq(L{>wI|*B|g3g zT{{TYDMv((7?RzSRUavl7*h9-Yr)AsNIHNVL_(oH4ODao8rU|pSvVJBDE zmcI?PN+_j_Z&02+sj!JVO>;?}w2kM}$7z3*xm}$GqInkC=iXyXD?!o0hy)dpAgW!* z2yD_IRV~af2Gn#PkqP3T@AlL9dCy+i(;|p!cTCt;Z$3M4atWz^Bd!9CY;qabGo^nO zBgfI;r@U~Js0IM=IAM%&k$e<}OH#vG54Dvl zskVHp$GVtuAH@4M!U2^j-I1B?r3U!5h_aX2rCD?J9zPUb=jmZ&`Qo!WbU- zhp!xQt|qDxq2xgqHq~s}J1H1&mtmy)bme$q{JS%Go;CeBat`4FU86HEjY&S<_-o?6 zCvXq*)~7b^$NA(Y1Ddz2nfgB51hIe2j^XB}U^lB&ef&mGp79e=X}N!gYqtaM$Js$m zK)IUrgrdY?MrK{RsBtmAfNS1#yay8nD!qa|ta-Xp&_eaqNm^iGvhp;=9!S$Yzn41X zmj!i)CI)g1JjRulz`41fxUbZt;&9B3j*7PUh+gUn(ABKAA_M~#;{awA8Q_P z!kWBlxKp3}M};C5wI+X5Uiyt9vdsxRyMj8Z&@A-e$52(ZL(-*J?jSg{5jE}HXS%zr zZ46D+iVaQrpFCc#qji)}8&!GEuZYjHHTsv{5MlBhN5D<6#wAHB*YlV-Ez0j6e0*ya zSX{;a!s%;qAnv}^Sd}_$Qj|NO!s4(qwaYz!M&jQ5s6TzAb>e?r!LK(Ks|>+Rg1OfY zF&3ub1qBi+x9VoW(V?u+_X%MKRWPJPqgM?@5d(Hsbi>o&lC+OF`>AF;76g+_YBFd% z@mMuF+Sa#Zt9GuP0&Nr~jPN%zWTP~WQdyY;N0hkCqYTX|v1qgHOX_#JQHg4f??wh; z=2E7uv-w-Vtk{3PTK`IZo{BdT4E^*6iQycInHY?i zs+&W4#?L0)ifsgSkJ6{SolqIXnC-7e> z?$p9JoOXYmKlJ`+rgS7B0TPV?2;s(GhbZFXB`ERfD@(rw6{cKR?kRATJQtg>f%Vc4 z^9!;wL@VUVy~|rdMS&Y>;EfzaA`45$5)NX1S6k}z6L6jFp1WWZ@L43h-mj`npmW!= zSK$*i(uaXYCp@s6YUgWJM~R43ZWJA7BQqhZ1o(d!F|5jhU!$+si7J*VM;!@33#rd= z1h>C%xZeyWpAGGpCZOncrTn0ikwM4{5NkBYCB>e*Cd8ClP8-bN`g6E9m{YwreN7vINf2)} zwy!b*Zf05tt=YA3Lmf&tIkC~yGJEc>#oGmBlk#k`C zNxWQ#zAhO3!O;NU#vKAp2vDNzR+C~SR+WD!-4qcZvEmUq)-!e=8)ZOt52){ZT*{U4 zdr{rJ1mh>c^-;~cm{W+A9tloPOpoX+&n%+qqz;HD9Y$C~_J3*Q1K%i1*xBEeuqdNV zz&T{E2@yv7(Bs4fA_fi~^;5sF+)5nWM{bMM%BIsJ^3tW4gR4YYHhIJF`Pa52d*(OtQ| z35+67xZ5fl_0Lr-HhNzJl8H5!DqZ;M-(r1hySA~nLl2G2Q?WntFppWz~QB2^AUM zPUn|{YtemV9y4CuOAT62kv^Id9XNOw;U*$QUQM~QpCk1vqhYT0Yddu$w3j!%ZFzN5 zghmx2>QX+zzgA2*R|aQn?=J}n=#B;uFb;&kHFA9OiO59?sn^jRKn=@o_SS@-XpwhR zWa}qcxnOFoEpN`)B-t-QF>`NRU)z+-(M1({iKyabO;M@mt?Mer zKDS1p7Rr(?%?xhoL;ZAsSvf@}oRgVPS}{Ox!hI?C0f){ah-$RIlDMjPdh`)t`jur> z-_Ghy5a(L;`yR-g(>uONIt(LrGKbG%2ze77<@b0gb<}|H@-Jno`KJ zvB^GjYV0J$BStPTvT%wcs*$ZaFQ*Sd4XRkb%1*FK3w0Fn3Y|8=8Oi|8$d8FKe6DxV z>zFR`^v=>At>4yFP}#1sWLhr_=ItRu9X0=2xnwMymaWM%=E{HSR>`!hg0m18esiA6 z5vW`60TU7?wo?$OC}|mzPnL5;srdl`72>rc|Eiwb8iOGOKA*y>-?tr|{}bz6?EGO! z#~7jbHG|K$EYe>Qd&Jt=DB2h*Y1zT*A8P_lPaJ2$->gdWQ;?_3UvlR2Wkk``uX$&{nXlW<+5LQ+uRX?cGLIRSeFQinjyr%|JI;&g;e9Aq zF31sk7bIV+od*l$usp&I-;+q4DZ=G52GFf{*{ej*QXp;Tk9MMF8X`$_c7GW?<8zd% z$S+hb#xH+TlxzWB{=~b?()7J4w14Ck3X1)R=BmEMNFZ1BYkOCnloqGf(ug)r4Hn=R z*Rs1!YG>IlVT-!;4qtS5E-z%Wfy$>*JltfWsdoDjx%6C*knU>p0 z=657C!||MZ5R;5j$sA8tq!ZKUMp6fZM&``>{sDiJ(XGMt$V@>aHw~4$Dipw$_Ry<$ z^M+$X4=4@;RLkeF=k~3-=%p-0+6L|CD20o2px_hwey7-_Pm4|CBFy=02QZU{DHeMF z4?XIPOXpvTbDfx`@iw{jLLBF5@-d$4cu}%OHI}gZDKWzrr4;$EEVG2Q@Qo-&+E1FJ@dbM z18^xbsIfa^aA;qAM41V&BG0gs!TIKv)YRNP7tHJ*?dN!5u~hfkjxbL8wF?ztL9QG| z%L_A36$J1{tlbDE@cjJsIz)5%wL5={#D0I83{(q0#ZZ&z9ZJ4On#}YjPC!-e%q3nOjszDXBghUbQ!N~G3Tk?Qy)#B(SG{3?0Slx@~c)@}4{;hb#Ff^9v!nc?O3eyyv*>eb#bLK6n!I}Q9b{PP@m>6)3t^E-dr zYv^U$y;4tj%}o?VJ^z@!*LMo!pH!|Bb3pGd0- zrF7kq)-IQDbR91w;6rI}qXT1RXm4W$%nj8sU&=AOT*K_&D!aMAYzW=_hCJNWO_(x; z3+EYv^gKE*jrnELjz2{+;Zk!@neKmx<<}%UXgbnB2__V&NYM?X)<#x|kDr-`r=t6HQ{8Oc`qC8VkY&;A~o3}*MqRgnF zLCoB39<$;lL~F=7v0o%-zZ-wNp=xeVzC^2_WHtST7o8H3obY2Tfx4)e)w}dkQ&+`_ z7tMkO&nD)o+^rH!p4a*@=9qz&&6Mru85XQ73EhyHL%*lAvEu85VsE~i}dCOnTIsASC zkLyRl_}SUK-)z=JK@eMjRwfGb5Q#V)PDf;dVc(=tSB{z9`a9|Z)wLqWMIun|cVMDr zT)SP|Dzt4HT}CC4V+*Ct*Qo=;~;E9FrBn~^fx6=MEXqdAS zOEL*1Q0iqn+vm_rE^9wUQ_t5hY@lI&i`w?;f8b{+5^kl}^D5(Qy~LpmkH2s3KhClb zJYb+DZt}+{`PSk0g1tOONBBeY%U53rOnDC?JpfI#-0PE0<;s5+t3ygj&r&GaL=ZQp zk$=p`=Cb}uJm>5D_Cu2kS4cuFlAkp)6tzV+VyPo1{};Xi%R$9g_3yL+_^sCI_KJ-a zbfDZ9ZExp@Cntbo%!JdVN^Eae_zWOT>gl z7I{VxLZwtUPpG37uz#}ZnaEZZ_xW-H@n`*rO!%x+?Xg-tb%bwnwEB0iI~z~TG!p2S zzD3u5crhzu+8~^_9_w+8)B4j>ewCP6Eo%XwpJkY{yxV^Tm`yrO_2Bl_3KBHMTyEV} zIl;%4Ycfz*d;QloDS?oZJYu3@6b+`AIl=SM#mHgAe%rNrH3Ql~`vllD{)CI=?;MFB zMi_)=ZtZbjTkgWgzM`w2_X$KOdgB>#3%bzZQrwyPu*85e))P++3tG;#kSW^F&vPfB z+(Sg9wqJj^6OSZY0~lg>4QM@~DaEV?^CldKrC#S{xck_k>l`7DY8&gZ>;HpZ98WzWiB5WP)X zIow8nSdu_$w`f)dggR5+ly&^`Y~6N zjD{KBl@0I3xyn$?j#Ea|QGw&ZJjZBxhtP{Iy3Ca3_?C(@dm?O=GI!5@7BVLQG`hIHEQdZ5U;E39w6uH*mQN}!~YlozA6TE+0 zSh9;T%B$w3XS@EWJCmV2NItXdl8A_Fb;J#=3fS_+dy7;MXwoLh`?x^1GPhK5(i5Sp z&RbD>UjIEypFs~%nso_aJkM>mxnR&vw2mbIp*)w3bkT1v>9#co<4gQHI~>WqWJd?> z93yi>GhUKhR0xHnISunM4{~5vgyDZlFNARPUGs*4mN@-@Q9zG3B}z|mkVco-l|fX^ z<{OOZcHMjH?2pAiVq9_sw(7Ml$cAUP`!o*UGLByiT+tKsU*Q3BBMwZn5zekCoed^! z>O9kEheLv=@90m+VnbRT5FLrgoeB2|P10I@af)^7(6k#YWqC(A>~Dao)MS4VliI9Y z6hDrV9clW{d9jGaFq}17EK=kYr`pO}i=cO30@Hs5HIfEgvwIj;2z4#_N*r$$bcupG zKjadLonv@ToMXPU_B06=kX|}?lvo~Gaft;qQptp!+~c;0%N-!fyqtO0aw2Z_YPH}8 z=>Y~QhRl~4y>-Sbt@{<{NSS|IVGfg%mpgAf_m3iETThpFlF5b}77B6lt9(KiGG6x!bS`Xs5k) zR6lkmpzpPpubYGiT;G3ZM99q7BrUy{3mZ1UFWOaFuwvKT`P+n9++w@m1J0sEy|VKZrrh zgyVT+$=fYuPqCrM6muSZ>n_9h9Pyy%lIQ!1Niof$B~yR5kHG2mu3di-l0-NiF(_AW{RRi1ewv>pA zBcR=~Dq8iR952xiR07>;AdBWrj}~XG~gzNzVd;!I(>^ zRu{P(QLrA&kMQwdk4`7P33Z5e0xM~|>RnH59bPe@2alsV_TAHGXB3K<#eTZIvm)@% zMLGYT3N760G*pRPaz7z1*C}alL)7U?F+Fb)y)^u zuu6Zobh8j%5PVYiJHw-;pzj1Krci8@24+0P*qeDC`-02~-xjO4s3v?tKfu+BpFSQi z?tMufj4s(j#(@oRm;OA3jcqlhv3>gZD##fvjO%$CD-P*i)QpJs%cRV`zEQcy7FhS9 zb$xq|yspdARMU$$$agF*v=njHlTv6iJky<^r^iytyU&gIgkQOxd}N;(4f&C54KZ1TtH`&N8?Oq^H=RtO zqMzTVwhs5~d*_#m9&``s3|;WLtRU?XupWIGm>FHL_)G-4GfGqTr%E!(Aw$Ocknn%t zvnUMUPaOLmV=dONyKyFPEPXfP4y8x~l!m+8c&=pyp+ESC&7e`I zkm&pm+do5F=+jURU3|C-C;0Jb+gE=Z{77WZOFpL5O?`>wxk<~Edjr$k)bLiRaUal9 zycpF`GV}w_pU_sA=LAv3sKLg(=+@DvCw41t$~{Y2wk1^ZmP*zm<)a2jU=}Q zpTNVJz7;V~>;0xDI=XWoPL>2*l$envloUoE*jmFjiBI0W7H|x&4B33Pf6;$C(rdYJ zp+0*&-H6r82QxTbyY(*kfSn_lP0l)JD6YI7fil6&zLIXkvu`pGK5sc>S0@&)n!*MJRbMS(r?`hDGwqCi@A$` zMys5;RWdVN4JcbEy`e#fo%er;?~fU{H#0F~?j4%g#M~oJD0R6{A>0U`T+homIJLD? zKj4EsX(&~H0ZzoyB)-Wvm_0t?$GU+}xaml;g@FB$O4qphbVCO`nnj_22p! z<$=q+QOfC0mVio>uWoA*Vl=Kv*!0b@ zSU1y1)ngpkZ>y(mGhSivuCQU>`aNo=Yt>5Q_awsqJw_;`0VMf68ZvU4~W$qgJ=huKWuVSLGlZz8=nqGgW_&Y`Nf}PsPW1EWa@8 z=TM)sKEJy+)@%7i;-%G~GUmZy8M_g6E4Gs1SB3Rfr6ns+DKtU$&RJcwM(i_~nl{o> z1=6OPpmUlnw{!e{N%zL>z2EeJov^Zup-sCX?dH}fZeQr-5H(o#6|H^RF}{2V=p?PC zXo{NtMCO~98*6_~_sZZ|Rg_yg>4Mq;x+79P6y(;0N6=b1S-O%bsUrTi^_h3D0=2-f z z^4!V18vDlk^3Za)F^tXD99sph9P1-al|A0UlKVQ?&oO@*AWPgU3u@}RX)$PTGgq5& zKjd;cDveQVfgik7JCus& z97Vj2VZD$KTZX1HaoeNERtS~C^$<$&rTx(jVYfDy?4WgFP$XAip*GGchQ!sw&cpZP zxJyt0&Ih(i_wKnjf-XXbVJ=R)nH|SMOva3Ansa})-NEpw>41l;GU5ASZNE+&MepK! zK__j3xv)}yLEQKhBpZfOL;P2P(t&>C+o{RdpAm8!oZgp7Y2PkK4L#E*O#&u*M#q$O zhiba};6%`$HF?Py)$h5n*kx>N8pBPBmr5iw9nz*{fVR)k<3eTIcjxiyX?`Sg+wKas zoRNQ%G$nRrJc5$Vp9f5;uLqZn>)4zQelTrOn>|G{FLmmDer41{cByR5?On6>j3MhC zw%vD0QeI;*hosoHZ}?6)#*Wpm?RzAY*3rm5OSTe0 zzUEM-h*A`23`M?GQRonv7fOxsMbHYPTo-@$k?(0(XulK3UEqAa%h0r^ZnC_NYCR}4 za&v(#qM?IdT@U0X*v4z#Ky_MISdkaFLR-gCYq;(ow7ZzY3v6UI#Pw5kh(5R4scH;L ze8z8Zqgb_KWmU?ny*=f|F59dc&(fKHD^#sTmOn1jx!4_KHfLud>aow=Z4Bg+Bt1;)((zP=b!Ta@zxM5qxS!_+H4h5r1j*{z zp(i#n(M?5Y+4EHfqn0VxPxS9G#6?Xwnsi)!sF5aMy>1S??=&F_`hVdS0qX@Ew{BI|!Ex|T;*6Kz&gbHY7`6|02Tu+NCZK7aO$jwO#r zjL!0UAN6=iC`fM*ZW8rL!cM^KMQQ7b&7ygKAO6?cPYB(dd{`Uv-8zOcLx2ZReMbWBo zSQujJ<3qi=Jq2FC#y==@$GdcK)4L!nUh4N~qO8#@ucXB~9q~%*;t*G(gCGCC^6G?F z0KzEZsK2ajI2!tY01x`;hzf_bg#ovjGeZC4nH&=o^i0ic(pg$tK!T;p=NJ#T z#@KOy4;}&lJ~|IUGM!tKIj|@}#6_?wWd`}Q!eU6K6@a_~>)_XGum=9T0js&|0F}*i z+&i#>MINL)gzzDAq&Xi!!kLVh1eXP%4rqeTf&w$a;v>;`e1htP2<_)Ci%_S*qNuaz zAqPZ^kp`i^TtSf$3d@aur(20{B*o=Wnv_t1%q@DFXYrMmB*ze|(vxKZfuf^<3T9RY zh9UrKp<7&CpjmtZp`wwf2pg=KLo98{tloDd*;hjWAgT=v54N;5KuH6R)C4Trld6GH z2Wml6>Zplh0*_I39z5uXlOLC5CJu|UvLkkfgGo7S((4Q#MALQOk>_(C%!tF$uzOrivQH3n?@1<3%I}lx^Ni0c zHK6hp6@**qpdn0uL&SBmEacsm{}mIeZEUzZDvL=q9PAa7GW%uk-ztY2%iLi*L@Dn9 z+pxEG?xdRZF>{pdkBZClsyohJPbZht$vu{+H|>@qnpHc}?hrf^8`9XlW!XrJ9dSJU zGT~bqlpXP^xS%=J5s!*-$(j~V%l@}=Qgw@tcs%G1d)457jACUi(I;`RyGy`5#3LH~ z+#oW8Pw3{W#rtaTa4@bG(|gtFX$f7CQa>R?i;HS79cR&r->1V#*)LC_MPo#72=T|` zN}P>~Z>1=@(@811)u=nYIPI6;#iZ)@N^wziN5g^mGAaRsB}KOjGl*UV660ztb_T;q zuRIka&=y^P*sk9%=7Z%|I=BELe;W_ga>YaAt#(*bv`u!~w)~qm|62Ve5dx7<(b;etS;C4e?pCr~ z7sa>a)2#T6zM0P$wF#g9v#4xrn}4Hk#eak8tIyDX+q1ml8phof%U1@YE%~%7u3_Te zlFyZ}Vbxvnd28PM3UBuB!kb%3$n4D$GAFk?F1F=!#lBA6iqGq}I0~yjO9rL;K$$P&Oa8<$XVAQA`6rtR=Qt!lDwFytNMHRb)stSEww`s)t ze240PRF732JYXEfrQpQ6Pa!2bK4#g~Xd)Se@TESOnMa1r@@uYPLb80QEwpdqV zPjK9#-gG-^X~;41rW#iJOG*M_11zELdEi4u-k7b`EBPS=7)tkH&ej4l&6}JaFIe%o75qP|=`+Qh#+(^$4V;$0vUbGvql zc9v|G27=bmMQTxwlke6S+Gjr3WKnJtOkyWQvTkZ;%qOZbM4Fcj>jN|#og`trBsxB_ zd%EN_k^Cs9Hed*7fE<2m4Y6+&`GCxG;x>9(Oz1EWm{*{MDG}1Vlt2$ZPQ+$U1=@n^J82A% zCMVp{f;Xo~?atDyQ@qwWo~4n%yPMW)rwAG*e^W`qR--65)~&_;Cg0{-KgY1>S)G%n z=`ovS+eyRr<`4+YQ&`g!;(}vOC(Rj6wy^AC!I14-$T1QTwcye4bn*d~iGpFIInR#j z;M1f{ax)hQB55`nQ)>iTWn47tP|2|E8|^|XM$!(T0PK*lPyjZXF{+$3ZD~9Zr-q*> ze-i)N5YGnAp5SoEMA{I6o;Bt<;RqzZ%}Hj14F$Ve+It4RNS2c9Q*29y^wOq?$)1t3 zM_EM=Q~&w?pT7TS{IAkF?_FyxM+0h`aX7^so%8G!k%?lC;eF3{>Fk}yrI^!RmN_RR zz7fP0VK9+d^qNr3kg*7O^<0C!Z9{1@f1nyqtfw}Oa5&{7wie5g6e&nLOM>|nJm_bD z6jB;;;@HR{2RFu(#&~UwT{~LA3a|0oq|W+GoZUJ}s275^dkqyZvf3Jre#3e^x@1$e zz)_pRE<+~>9qEMDk?|#iG-i_ksh?V=Oy1=v%5K_f*=V_ppr5MftXFkQ_jGEde=-2P zGi-32kZU>(d`>4hvYk5Hf;Q-9GWy9WP!Zs~<&(&HI_?-CfazJnlKKIMq-0zAKuL0N zhT({?lt{T!H?=PKIoCv|?yX2Er2$DaVu|744YH^ea&|O~z`TKyR#zvfe~x9dhI2Z{ zyM=OH3UO{p+SRtHzh=;EwoStr&K6UvkWtH}*@P$c(`*QqOKsvO^~s-?xoYaOL6;sq z(C^d9fL_fq$6K_7W%l)s6l@&V)ZC^Kujv7Sp2r+-IM_SKrE3Z(nxUu~QIwbRO2x4q zQbt~-XZX^}8aL;+*35Aee-!^~RuA?0Z?)@An<>6Mr3--^zg)SKr0td{mZV^2bp8S&oMH60=V#kO)i9yRVad zZ}+#8(dH)ge9jz13^6@fA*V0XIs!ihb!)T+*)w^m;_q9BkI-lZ=BKRVHKf5Awzvb=!WmI(ey|dIyL6W*(%gKBg{WQ^z@V#Nb zUyN1*{X8c)6KC{hUO8&Uc+x(--gc`nUq|wJ!qtl0SAWOtxKZ5Rdk5EkM<)GktwG`8 z(NW?lDL1wYi^AQv%Q#HF)}$BH{-nC>FL^1FflXw3d-&|+)nk^)t;sSV5xozrA)62G z4kWVcbEslW2lM#rMKL)Sz2fYw94!mCQKUWDe}C}mBMY}K)M5ihOAo~Y{jwhK!d`BB z={5?tZ+{*hzI*!!(yfm#CWRNPZxvp)%MVk8X~vh77Z&4gRizhJzx+J1+&HG(X};JB zBv&PZ(?PEsjl089nNEo-B8$w|oEEDuA1_`xZdbNTrl-Fg@S8MGs?m5tnn%&x5ig4R z#^UCE)tj7;=}!uPh_tt6mL+uoS=7D2UrM7N3iYYgrd)UP;B=-taPy?i;PBYp8AeO|wW z`Mm0lvrp-bbD3WJROwEqw^eoekCXQ44=h_CHwlqRe~>cil~S7qZNhHdb=dVf>^3p& z5+Zjkn{+IsmFdp}^~=Qd%cZTAy9H95;SE_Qp_r2f%zpv9ISw3`r1=7IQbRODH#s*q zG(#~nLq#+*F+n*sK{hloLo_rwGDJB+LOvioLo`D-IX5>nLoqW$MKm)pK{+)+HZ(Cq zG&DIfL^(l1K3xhgOl59obZ8(mFgGBQO(=gQ%*iXnaU90+&+}z4V;ROa_HFF@zHh@= z2Bj=TNhuP-#YIw5{s57ys|z&;DgFp|xj9k(02g{5msjuS^XvCDGy8RBeh>p;jgk>E zNe0OQ%J^7k4wN4j}fR>I7arsxG*MD^)jK^jXydx3#0{g*%^D q^}*eSRQ+U@%)xy=8Qjmc{Q+e;G1Hg9`vM*dH8L_W3MC~)PeuwLEL-0I delta 18978 zcmV(>K-j;?`3vgz3y>uNF_Y2TD1W_KZFA$c5&rI9!H?9;2}ckhLA2A(#O_^lnOrih z)w$^;`9MpwrJf|}NXd@>efJG~ktz3*$@GIw5-*G0#k0>YpzFoe+xISuv{R|hY_zzK z3ZpXbqdYB?wI*7uqMzcMnU2d7{A=-LJDZy%i9gn}d78&7XsY0kT6KIIK7aAw^0m*TGo<~+0<5~F6Nn)ln zF{n3Qm=Z0H;{CigD!C3Ipwzu|78>5`bhT1$&Iz?NjoI|%3%6W0? zkF?Qf=p6x~YIyw=n(UkYJ%K-+vfLt#G^}QGkqe+pyp860s`6Y^(0{YJ)~N-Yq43S) zEH`9Mz!VA6fZas-#FHTjXf`n72KNHJ(=bp{7au`I1FrZv(Wb_(BX4DDQUV)3+YW5# zv|Sir;s+8_$t-~!O<9*H{Bf2deyQaiqr=5ZK}1`vxV@G|Pyz)2f38sKBMRYI0t*kj zbFJ%pQ4lAWL5H?e27egw*govWe3B&i5a=@ z3cArM17!$mI)2!S{xEz=3=!x7XEgzFouc&~`_~&$uH~8Kj=CQBi#|y1@+6KZ8y0vV zcj3YS2r%lIkxMpF$R4Q-81t!=5gp17hdBFQ43e?ye(DK5y+lPD0xfF>ZW8>^ zpt5bdeO+z>6e=QD!+vA2{R$#}_Yx0ibB~7sSy9)L!-KmO0Kn?_!+y$#-3B16ospb{ zqB^q2FmpD3V$PsZn;`oXXrbxs;n6{Td=L3tK8al5Nq^qBCl8VAvgyYVKOBO6yAdU9 zB-1>+Tzp7~&DF zuAW}YZhr+&UJN7DdQ$K70wdV7ksTvw1gA8Di_v_7HoT+xC3$zr4H#q`P9vfu`!`)U z*@DA6NRv>6&l@Dq+Xa81e)VYxnyT$J-Jc6!Kl-67OrEP8Dwc#@@kMOf${Z>$r(9?X zr4t{f{gYQZaFYBy%ksEi&~R#}GNqb^FK zJKo+-ii;0Th@(n~lc;eJaM_sjbukq|&>CuC`0z2SMeSV#8BY-eUtJK< zfPa8+cqL^xikUlPi6ybMj1?_PezY{c9P%J4K#i1kyIq%T_5x`sRO&_6Lq^AM;ctkz zXW70|2z3&9nNvEqK@1tp8$GpVqLO~>)RM1)9I)$Dq0Jb(6DAXtt=OrQjOnD%GPQ*Y zd#suV$*-w46>}+`EyEPqV>-0dJ36u;^?yz9X$l7-;nFwKOXUx|grtZ16X>ao+Ev_p z47>xqP1qaCGYvNeNMV^??gBe*q}HSbhG}1B950bNxEVIgdEs`p(+IU+2UG+yby<9W z+B1#TRPf;XynxZ+;Poo=e_I8!&@s8|{gLa}$sR@|J<-GanCNq^rl<}Zrr<#I)PKYj zhLefwgTNqP(`~^=Jh3nMo9RA?>*yXPhImC8m$}|rl>wT6Z#Y;FXG#~QPliFRhpLpE z0gSgw7bBJ%ayY_ditnT6zTzQj^SNk+8EERXa^?z_Awhb4K@SQVwq)#9-u{$mYLg>7ED{5m}yAhRZ z34m7G%21$=?_b8s76$0DBaO-Gqf@Mw{M)UK`>`EXzIb$+QeG#yvRN9IS-#MCiq5oh z01KIdcOIFI|HHRkywnrdL_{9=Z6uezetwngla3XH%`!=ceIbX`4K8nBfPY1lLOtZd z#mQ6@C}&JG7&W=x+-8vO(sZ0UE-mXv%cfJyI*7e&xNOO{Q4?!JqP0H%ZKj&9G!-^L z$4~2U46mlvHxM8C5AgI0lc^rUA}jY)ufgN&M3fhNBh{e@8VKR=yc?W(rXi9mmlVHE z@&C_W`LElnbhsv!z$qVYDu4FCYlSs*FDYc(mcOKmWj9MHd!e+W+sytDaq~6NpB7LJ zc7!3o>QA9ixFkxaev~zq^{xx`x|RHp<_7a8URXoD=3|{C*l4>W5#72y3a713AqTfS zigLiDO-AKKcf#3I&C;K7o%fQ29rPKn@vZFJ|XF8`fQh#PieCV&tEz$yB z){ec&<1RTVh5au2<9|um?_F0iOzroi$#|mnowtXff3~7lrem8*>JTL{bC7kH;|rmI z4)3Am8~FQv#=jN4n{t7+0iFh;?akCH%O%WE_aNdbhaxa)ncpNJkFX9po9PDVDpdpMFWA6|{dBL6a|{ zCmOYbWgy__khqO*ul{j$jlWA83t7ZFms3G#Rhkv_Q&sNt`A=qW5G$0=bIUo!Xa_;B zibT-yw<-XWE`Nf<#igf92%C~g_xyT8jut3~Lred&Q`i8x?}Z81p(4emn(&S^P-JvC zvyAdm+N;5wy8H1GHF-j~VpH>3ejW&OD_Z?HxD^KppJrNH2qgY7Z|Eqn+r!b{0fCLn zw~>!{(C>56?a(WHNiFVKcB-fGzr?&g7MoTs3q8~1NHORq60{unxDBVpIpqr7Mb@Sr zjFQzZ^pg`meVEMT3AiZt^b2op{Ggyi0RIm*ALjn^Pn6Q7qgasBPk^m5}{$GKfUMQv(V`YO&Uj`xCcroxK7w%T6PgGm0 zwoolqP4{hZ__-226jw@I!U$@73Z%BBc`?*D!_TxDd@?W*L3wEP36hm6GasPMq)nSe zej*~`E|L3XKH#x?ue?qY^-*$)@}1_F&h(!Vko-aen)Gy%p<{o#g9v_Gg8yK*zQ9Zf zKj4uH8<;#-dhb;GsM=TqQ#2MJx9|?79}8xtgLlAclFg98mQaWxkjrvdk1c`cS*4nz zxSZ)J*?^;eT5JA*$mripcg+k6f$P;x7YMn5b?`(W-7VVJ8R)S@`cWe4iMY`L{R~0f zswslI`5eDflL~*{WNL_H5Dzshy13{en~TO6A|S*CkaJIU-%bkkTQp!HI_pK5q<;TI zpHiY{M9HV5PZ7P5>~E}6IB(4SP|hmze1CR8yfvyp$zVMZeOT4unhY(=8m!8qxkdEy zsx7UV9|}<~CsX$sE|SJAi1-81(703TTX(Aza4LS{u zpaB6f`%k^2zM`D^JG+1_A1ZTI!O@6e$_s01 z+|XyFA01Z)+R0mTz97i{SF~m+34zCckc{f^yv?l+eD(-@(Vu^Q3p_XQd#}_KvCH&(bs^E$FmtWe za-nXKF&5ffuhtrttGtn=n<^tsUydSVo1T-d>2^1PJNjgWe<4p+^*iszq*~E=#q-)+ zuwFE&^-k&il4<5?y*lTVrt50L4US+%fw&>tUn`}I()iY*MMKADe*LvXAF%wREft^9 z-nV}n5(as6MO*B3l}}cfF05VQCGFQM+6tOz9XrN3d13bMO|@$j<@2Yy57*z3e^uai!bJkng;7kEO92_d`71x1Z%_{dQkti^3irWwLSbKhC5ilO6T-47Gl??NpqH zeh`L^7coDGX?IMt=E>{v$uA*0&sPd%Ze+8GY?tj2H8~0|Ol59obZ9alIXO2qmoZua z76ULiIG2%w0w{m91ymc@8ZC@dytqSf*W#r(MT&cI3lJng2<}o`3KVxQP~5FRaf%do zCs?6Caf&=TGk0e0{r|PzTUjf~{`PnF`SdW*sA+OYS~{8oUps=K96X%dA^>S+4IW+q zH}?xpZf;(51_mt<)E@Yk8J$4~2yp>9f<^x2APoVUL7#tYGG@>xKV?TSK+)A6!1DsY zBOt;fD8kJR;N|8P{*R+0LSc`wLumjvdP#b^-&;-b>VaY+5b+F>$l8Pm1V(}(vA)eKrqw={dasaAPCUnsqCIye|FXm z?C1{m{tH-vz?N3OldyDk;?f3#oLzwmGJm-|nb7~SSp%T}er|4VL18`s&=~;qu(09! zEw6v&=>+_P?a~pb%G}ulK)+|3>IMJOE3O z1r%Tov<89E|51N31FinVPtAvbJOBpVPqW7Z;Qsyj`=8O%cv(7v?LGf-|D(TLI{LD& z)iv1u%=m9kO3Kj#;LY)Z55U38&jSz^5(0k+@^b@x|6Aqn{Qr~tA67Lp&|k4}|0AdX zwsHgr|Cz#5?f#R7+h0?`{MW{?0RH<1700Jh1_GG>nS4WTer}7WFP{JB`Tyg{|KHgE zR{6h8{{IH_+ST6v51RQ8{{KUpIe_dv|8jVmWLN0ZRwz3@?FRUNU3GzfZn84a66AmC z@V~4A)a+?HB*E79f0q&D@*3m;v{VB@Eo}ZAq5pK@N!}g=2C6x_fPTL<01h5*?*HMQ z_RYfX={<3I>eU|<@M)d?`$}1`g`?%~z2oH<0GL4_W}fKWPvgbQ&kykCd0J3QpvNDR z4dCJgJ3^n10G`tG1z0&k(0_MSKmdQhCH33%ClUm3N&ka{0bH_wBS9emm&!lriBtU> z3B3StY5s$rxVL{J;U`VAf6$YP`9J8%)8cQ$$M=Mu_WU33-xcAq{1@Z_Z~^~@{Ja1z zD@RwzzxXEwn}0!m02khAb2`l$x4|7btO;RS^J$^Tb3EnFdxr&sQeeS2#4fAAkqDiG)av_M~& zb+mXHVp|*1eqAj|?#=-ldo{%X(@kaJ@Lqs)xZYx;Cb3jy2CYFZC6k7}JYU|DWxkMD zq`vq5-cpYm)|#l^_RHtaBwl}G0@j8;|Ba}ByzskZT^}VH1&5Zzj?cZbk4~T+Vheny zB15jTs}QzYKK`|Pubf9+U)j<~=qyZqr%K=r#$DMYM~rr~VPMHLL!Noo3<)g?l!Nja zE8d9*&h*9Q6kg8wBeh~Y8@lgd%!?v#{dL~hn;EZ_Pg=Y#U8MA+`Xqmph!=Px6O7(c zd&!E#bKW0|)*vG(GejMu8x9|M?Dv?xU@98dko}*=j11!<%%mh-hy)5z(QB>p2@WMR z2`GG7C(DX!9tuANTg+Y9RTDsus`i3){2Ca-u+rsVErK%bvPa3Pid=u8Ox!{=dDOVrn0NB)2N?;_ekq?ki5Nj>$4)GnaSNL%>`L}HIM^UF@VR6K#2I@R#LaRVa7 zU8`kgXO`SHy>s6F{-O>jGraCcBRR>pp@i?O`TPA4gOUf2;m~h_DaeK8f@}h!{l<^Z zrddQ^Xikt|y|e5rM^Nm6n06I|~1v*s|n9E9GTkqiO zD{I&4o~>77wP|tvE(r0dG?$t63YI2;!^pyXUAe zAf$WiQ%Zm3@^Qm971U2>*r!xA;yURcCy6~KGxUHzEXbWe#lvqfyVG#?Qv{d4h^wbE z5@qlq^y>Fcv!px}vXMnNsP{7A3kz(_D+r?Gn+d^~WHJ#ZXsPwM3r>fd({I=g#w}Nj zr1p~uCb7f^60A$iJR6TCi)$y0x0}jLQQ|IyiPC@hIrl+HY{Ai=6_GuvFh#lxc9zGF z-}-9oj$04Fg#D_%?L+tNwQmW%Xv&P3!XVgQY1YWmzH0u7&p5!{-ue;$eGpSJ$9hI-tq^|F1XSTs(t~xRfPRB!*_v7dkwiW~ z6ON+%rAD_7+>!Qrz@a#eeQ}KP!lwydYkbwcB~F5OTD^jaB)5(34?vgr|Xx4{oYq{@vmw!z7;lQ`8h z8Ht5aOWPY8qm1}2HgY%%OSDd`0Uv)?(Ijfx9*R+On|vbOl_MdE76ig;YJ|+&*`jtr zZKzc*lgb1KOQL*k4oljIu5VM~5Kde~L7thB-xG zlLV`1VtzBAVXQ#Le@_AHqxbijxpH7Y5Yy@yx2xWGwhwWASN&E(864TIc&3nq>8 z=m9d@Nw^%xSsqH|GO(}GLmV62Nur4ALj%`{>6JwA?o`fHEQ}D2aEPxtw!T~u9Xmt{ zGiqdzzWlA(Otm~Anq<7cH8+2eg8B#2Gtt$TC@H_(d_<1~P^aYXG_0bud$CmHxVE_ zV@f9d{_VxGsU52pW+QWDsZn+hjsU;LJcmIyvuwqoq$14=7ZGG2t7L!v!E(U}CbIrR z*`TaTy~;$iL%qefvQtjZr5iEKurJ|LKQqPDJHr@T$dd;=Dq-J8TD-ui*qz~_cG4fK zt(cu)Rr2H(r0HOLBv6%@Zoc-Forgs*JHIru1)B;r9tJ=F%T#{CY2n;fZ%Z z=Y(@LUX2JQ3qH54=G59w!hpL7BiUmt#|;yLP3L&k^kvC8h6{I%Ow$?@SKI_>JTJue z2=mdWG48|p>@I6IXH_%#W2gz_@R%9H$4Aa(Ua9hU$V8TQiTHnJ>B|dP2kz<5{hGjX zRhw}|$$_-=x^^++5MotmLRn3J%cbsY($`6}sb;pn?xdQ{+2l8XmblH1F;# zX*x78;6G&eho?8Np5~$ic5VyrA^W>!6Y< zE-J`wNzn5>>(MGThQufjz$eRt&g3qS+-b>si|>7@!>xbgdHHv5EmxRBSVgk09b+s_ z!}Iecm2cI|L!v`Dz=iQ)`&Ce+1S7hJqKJNbYsR4|;K!5-oV{doeoOobR#jOv{`Xil z+FCZZq$~Drox*M8CM@tb)1)KxPSP3a{og5{vyCt}E61YEv@fdt(uqn?b;=tafLchK zw$9{ka%X?U_SObe3h{q>E6Lo)w4V^pqnM7tf=O0||6%IYFj!pHDK>V)%o#U7(y;30 zfQjX+3Eu+cXWut(^QzbyEN8`xEmn1+1p4u~W%c`^?1T3N_@peKK$nO>e}F1=UBy%m zKNz=|93&*g|G>J_ACls+4(^bk?w0+9Afxsu)|!6{q$g0gSUNOr1}}7(VZ1F9BfQSb zx1(FHbQkY->e;A&98K)G-+(q`5m7F6(U|Z6+NXLgA+_E`cb1q5TkMIG5U#=TVZXE+5CEQ{1kF zZ#aMHI(z6jZKiZ0Cgvs_1rWfE>Ah3L!;OC1WEti+Gh>8L?+#nD+fJ7RWiX|G%mRDN}xddEidSuVr27Y}NUhiMkCfo`0>QVSi zgH+t#2*Cx)sdVb8I7vn%^PyfSNB^hS?iRto6R^jgz_Eyu$Q65VmPLju9fA(jiVDUQ>Q)K?`Y?+!mW@?w8) ziLSJjp&^9VPz+#o;~-Flc__bE=rl&}IIl3Ex0KO3(4T#NgE`q_+uO7rlnC-s<=mAO zb~o2VXm#n6LiKvTF`GVEPt%ajYkh)HID1DR@bUTj(x^GA1tgWa<>ykoE*THDza;G% zSTBF%l&1l{jqe>eKJX1?x2iM;k&1t0>BcKzVr%|aN4mxyqa)179)b0}kBix|{#4c7 zi%=or=e{aA=d%j2GQ%Ms5>g{N%hQXfJ81&nlMErOA_veK`NB88Cg|+zieHe`!si`y z&;W^|6@P)eFeBm~_})iDWwn_wu!r0hshP>BOX#gbJ_}cgvSjjzRffIZThf2Pm6E1w zfgXqj<4K(7&+&{Gsw3yZY@J2XY2B(SIbSGg>G>HLl=Ym|__Z$?HJv!78u?Caa{vd* z-LYRXnM04C?a7DCglDhaD0KP()Ddq^<~g6E8Zy1jzwD1a*AI%!!H=Pg2%q)Y!4qag z&FtvIUbTV<;%qbqsJHupn>c>}O8gP(c(5ZbgGhu93KE0Fpa4}3S6~V8ofu56cO0Y0 z3+}ecR_$vQyRGhS;0Gd&#Y$JfdS|S|wrg7ld-TxA^cOia%O|A5kc5!$WHBJL{pY5x zy+Sm#{PbjX7Dyj&w6)XjREJ;s`7V9LX~w;_6bp$QBzrcDJ(7HbMQwlG`WY1&-d_98 z(XHq{GKUSfj#iz)>s2rPM{PKGSJ5UyMF9=Dl*{4z<&iKqht=&mVup*Gp0=F2Ndlu! zuhgV{L++MMc$WvJ?d~rK@EO1NBVg>m1lGt2&LtohDI{MX^Pf0WnZ&ZXbd@X^(!#&LWUXbif-46^Yd7?*yq=R#m;* zD>uQstJQ^HK(mlM!3pG028w)qkI0Epz9PY>BcZQNMtm!TfcJh^};XXpW{eJFwv2A8m7##31Q}Ttl z>}4#c#`7F0Z1{gQWLRJdvci{@9*n(`AtWX3fR{- zxTa5xAusvG$%KdJPjJN4Ggao~^g*b>pVqE2LdonCo|PMP2grg2ZpkBTvWt#{S! zm@4w}$c-(-$qG}(nU4#XFS6B;rf|LLSAjvQpNVx$4eRC4;o4 z-WV5F3+oGsc|Qj`E4Po*LMy`q_#vTKSi)LP`Vw)*xWOa+h$SJpAVH_5a^A+IAa$kk zI>FjPr!K4}B1?%~77e5BM;q})1BZ7`;&g`|1u1{r>`3lA;*MT*KQo$^pDAp*sz}M> zFdf3zox~FN>FAabM$_mCOas&P+RnKAeO<0SN3+t8n3sHoc_NNFxVyGp7E;4|QLbE( zBX-V-cdK0n3goan!wn0GrGF~I<+21au5~#mM=+2hZRL)1qNW=nNp^OB8~G{dB>gG3 zK&gKOuSijlE$=pYA)SIr>}-3Txeq?liA;UFAs4-B;D`6A{nA6jrWwh7g)C5cAaWR`JfV;ALv256*vn*}L3~e4962n1nkkhqKQVN_9M@Y*G+ip0yDZWHni7#dB zj`f6)-Safm$B)lHBz`5eyc z9TG)!P6``s;&uReGr?kWaG8J3rhH^t!o?zKLky4HV$PMkN95*Poc4XK+R@4KA$XVf z96e5&(J1BJ(si}D&LZeRh{D1iKnoNjjVW(0=^DhaR&h_&R?S(?9kz8XI@3E-+Ic`A zTEAUIBG|ZgWsg+DYvPp^Zp3~v%eA$w z4Ngy<+YHQM9z&5PzJ^t_vW82u7GdxU!YkzwVP8E;gC&g@8@H0YY%0N)-)T49;9d)$ z$zCKF9CPC2jZNvRs07K7Q*M3PrM4jgKxKU|=FqU12W!;Mag_z-_O8c$PH!r@bTp`oJ;5kRw~ z$F+^QDtE60lI65k#2hg*aGG*n{=|ZIC8C>>oDTYjXYXCs$ANiZHUJ#3*TfP~BWpc? z4t(RVO|Yt3jqtD#O5*;-UDcIUW#Agy4$i|OGAr#-r(n8U_>+J97iXbr-l4*A+!v?$ zV?Te+`OjpW=Ld5JYNn&G4H8Q*;&epD8}?2Zb!D0BuI16>tE?6|EfAXZ{NPToifgxz zTLHICq07p|VAeaK?ny&LPOHx-abeSk>d%p06>P)B?-6W{Wa&1LBN7RDQ^h+-YtJ{m zY*L3lkZ)xfR7QX5ua)89+V-c{`@BU|=c69nkrpM?2aeDGAa>k_-O5CNwP5g1^vAtl ztlhiO=Z)X@ck4oABG5dcT9Gh)c%f%-k~-@Epi*c+>Mj>I;-t#1vrU%5d*-(v&Ish2 ze^l_*3R0c~oiK#3;ly8Vhc6%4aP)HyD~bI~lh2JFv2cIkrTu2(NB&Xz%X%{I?X@*|aJ+vV31Sk{hvmZMPKxc*2kVE^8{)-Sm<(J%QE zQFS>~pWnM|n>^e8no`vC;&U&bEWBKP4yHq4>rj79TWT+k)7#c4&u0&l;?iM}kJn^| z$Ups>A=l!Naq3somdvbqMjYWm5lb6OVj&Ge{p|jwaLF9x+T< z8MU8@Kd`Pc=Xow0?nIf8ucIE%8+;QJ*0=@OhO_Xq9B(15nCrcF>yMgZt_r5)Nbpv%mJIl2c zykMWAFUV`gMvo9{mg&zxcAPnkPWedm>G-aEjh!|0$E8i#dcE|a^);e-BiyVQ55icV zccfl`06?S4o4jB~oqv7mjYZ5=yRb9DTzY@r`WyNEZQAOuny$-d^tvTYH?KBmEiRHZ zxzB?-U%iuQzUR((>xJ$En^yQ%wI$nwZw(zHU__iKq85>+sgW@A8@^Y+;<=fPxZ2%g z?t0F=2t%>!OJ-ex?!uLLBZB$ z-07oD@XW3k-LIWDeRPC*8l;AM?@Gi5EIZD2W0xi*XNGr0g|a^n{2X13OHxCrO_5wa zXo%kqK6qrI)FsZi<@a%(a)~C+J|Ta<_p|ULZbYN-Gg?=eh_u{(795TEZ0?jLWC1sf z2?)^H9d^L_=D1JPO3pEAt6@^riZQ7pUxgDFEZ9?~5a3&=hp@R9IIU^KtbX}%raJ#x zk)FKQX0T1SOWW)y0S+_qLkX^qQVC}Gl<9CL0)uDUM=;Is{zqWwhT z1f5QD3sGytE$vjBydfFfa}=n-xS> z&T+qR(P~#CdGo;+U7JgOf345~Wv1eZTf_ z%dZS5wE!#aJhic~@ECikk@vgU!W2;IaH6CFF$PU$BewFcp_;DeBuTWFMA~ZW7a+D< zCYW`73gLHEM&i*dg;)r#8&d2c5_y_L@R-1+UFKZy-c4jEKZ1Xmq7c_8a;ZH@)KSSa z3aUJBva=f(lc&)BgNeP+To0kfBl-MS&UjgtG`2@IaDqi+0-vcwpW4WZVKrr?e{FuT zmY!4>^(lUa{aN`*CdLbf=LsMDhx4fzc{>=NRfa`Uq%NXlPGm23(6(#ir^U3K9XF`{ zNWHHsO~r5$GCqHHjk1chKjQvoZ!UV{*7;V;-*d|f>^fyr<-|C7p;k!zjLUxTI#hfFC>LxG85SaTBF)NR&UXuS+gu$7cP zVm%l^fS3&#eYfYLGn;XA47(df(9ytcIUBe#c9qHg@MV9VMy{}3+U@!^jr~=w!-&r* zroXQ8$r=-)jZcAv#h$#Ip!>X*!@8nissdR~EI5@tqL=L5RW*O98m>tr-;V7$x|{rs z%sx-nAyw}+qBZYZb{*ySP6Y>VFRxMYeg#M_`RzVEi*$wklR9Y}h*0rWtEQKya46#$ z9V)^6?z4YRt8ZgrSdlTeTzE?tUGutjC6#m4pF^cQVDIzMIAFho>*C+7;U4w%KJS#i z)11GivxgL%7Bz=Z7r;a!*C5v14G|x3lF-X|XIVGaTKj#pUaruVu+Q5*c z1B1DfDUaG=CK1hM6y1olLLIq@1Z)G7H~wl3n`VE9e}c@R>hhER65F329 zI_HEm?@p}V(09wruW2UO#6SQ;f0Z5<)vDI#FC2u9BnO^nOF^w;a{IYKdQaj_-43^H1Z^f3OHdVbA79^Y#X z6lRh-MmMolM#H5~jEesqNZ8J0P+(9iL!GOoiw<&&rJ2+f&d*w$A$8h3fcDCmxQFnE5xbW+meOL`MtS%!)t0sTr40x2dc5Y$r)?6?vE~X7%HC=4p)H>8@ zE%_BlqcV?{&yueH+ccUobsAk#pt?`)9r5-o_K~PueKW&m!HxG`m8)$W zRqP($o$>(9N13E_FJB2OV@_i)=8Kj2cMB>ADks&<-|NL`3)YAZq5aipij<#<(;t81 z2E)Dmf3z!F%mk0Ej%Wxj)mA#YOQoX@+XZ!=oy4A`NN;9IYYalYjAUUs&%UG#&UUq~ zjNRm#el4dE?AM$5{91FW$d(5k8X()@4Bz`84DIHR^Cj0A3J_Gn+a}peH8O6lqDD20 z`1Lwwch%gbC*k}Xe$f$c@R+0>lD~hnb1n^9%1LwTQRw}48!9$phf3SxOhwi~wD_ru zn)Q6w8HMba`k|Y)#@mN6d9e6$Is1o%W0n}LgC4$Qn?wyPH+Y03Y6my!$Mse^oN0v) zv9mOu_?~L@Wh6M+tr#|C!nZd)M0#9&pW8W8yv-k)5~rz{m2-ebB^PkRIZ=Of-B+Qx zKU6p+7hZ>2S-fXwJ{?}PL97Val-g?0X;Yr4K3>%PQ5leGeC79MZj!uOoSRi7AqNEe zd4eh`K&Zj3L)s#B-4S$$^f-rILMF&Q3;l}Kbj11&g=B>`nIWmnhOfAy=rc7Art~>k zqg`bFLS`{hlo54?Q~B3rMm2v=l$Q5grKI5>wghrAM~u^)HhcUA2?Cj^tcX5;t43Tr zn~%*^N*^9cYzw+xEdn~reh`?7ohGCH>Jw9F^zG7V?SNLpfLVAev^X2N%!kN?c6FiN zwWdGj0DFy5+vGkmPtze2Ta1)+Hc$~h|CKRm;x4qs>o^fp4N&KV5>0;uVX;kwZ|!p_ z^TvsZx*c~{-*!98U*1=*;^G+Kq!JWL*W54w4sAcuZXgSnxF+E^E{~C9=tCe0u)g90 zq&p=nP6VT!@04NA62sC9lj`QRBd_UX1JswYvAqZaycjao7xxv!MT!pR86Y9`#9myy z=fwzP;ej7;qRu1M;md#L5IlP)8kRI$e%7t+Iq%DT8Ey1G9#U!Me`97K-r;!ldJ@UT zK}1@!?n6vP(=S7ginB7cCQs`Mk}jA@F44&A%?Sw%he_@#u{%TOwQ;ygu)Ecy;>_HPCX+E74Hz)cYJVZZ8Sawh9M8$ww`VblhH}sxll;VjDTRLcbx5eB z{qfWNI;L@qyLJ7UnXVHr*`%eqdmOPMiEgq3!5ano1haqs7v$%3%*5!cPB_&h9f`Yo znX1rj%Zj?G6MuvZ$=$$#m{b(S3|0<(j>rlmfDe+`vuO^93$pt&JnTDW6X9TCcC3Vu zo$SUq5MN1meL~wo2a0mxyh8E~OI&&6l$uA#g$E0d4^C}3IlGsx%qJhvOdS70k(4qJ zo%MK4p=5te6T36Op-hVTXz|Ur@)piKWtcohODmt9lNr}e{e}vYRflL*_bR=dNlCT9O5%b88zw*t2LectS|A^U*j5 zDxF48ZyL`5_6eeR(Yjc+h|53ta#}mIoM}2~j=o<|pN?%#4K5tEF^WKlxcD(@sahTc7);^@fY@aPE{j?>t zIq)d`9>y4jQv8iNZo_H9XSC?q%-CqNHq@&l3V$mk00ZsQG$FYf%@mDo1AN38pJ_MATV&E`i zlTF&QgLIQQERN@)&8$y2z?zPlN@bc*jHAP|qy7;kYQI`c80#ZS>78mu;!2Xcme1Rr zltAk@b?52X_xGR%M)74Ud(XpfY%+y9vs(>pg9UoFyY!1?x{`La=wyL#EHBsFq27Ok zLMdXrU2&tJUZ(!2o_62+pGLiD`#FWKjWN*7_zBA>g3;MPp@g+!-xK{>O|1q{;0XC6!{tW9)cq%{P3FN-ygT2W@HAAEclx;_xq(;hVjQx z*^|#y3=%7EywOH2=ePTuO+S9*_7@1WxIn1{i=^w$v1|-MGz7pQB3bHhS5j#97&Qw3 z^Hn-}h2l3oM_a}01(mkmSO%w(gWDubXs0kqO8uhmX@=M|ld9qFQ3W<8?kH{Y1^lVR zE%dw+gYIC5ABK;t7m}5&q6H)eZYT*3?0%Q&G)nSPSgF`W?HLxeNQ*XE`x+N1zW)c6 zY=(-5mxckimxcmvWDGDeG%+zXIWjRVFg2GE>jD=HFfueTF*P|dF)c7Pmo)1Fz5z6o z(c37O8|(r&e`P@+(C8bDZVFaep2;ktiJ7t?lOfYK&y>mxeVNP}g^A30Jh{wUJo(If znJFxbzN4{J0#3zDD(Nz7pCg3m1AEWugue+ML3s(g;|fbSSP4)DQ40KiA* zAxNfkYcdBGC5X5PR;A1!pH^55$+QBHS706ddJWdVpEqDNcO9Uzd5&iXRNFq{br!u28AOZ`>m&4+ zs~n?He^_q7mdqtSkraqwDM?E*x9Dk}#R6%g={O8264jGsz#pWPN@ESW%BYYLfQ2Gq z0*DL)VYv!mM$$-BgbmirjfGQ?Sz#YZ_Eq2x;M%|-U_)E79t}9C6AlATpl=6yI>0~@ zejs%u7s&}c2H$z`pd(IxT$Y(QEY8Y~*c}cgf8}5@&NMvos3VTb@o+lomSeal54QHr>ALU8^SKXZ#NlYzJuWBNCkVRtBoim)_eu77#^;q9 ze^B{~3c{^)&=95};yPIt@@~ujiV4*=HrySR#iSYz_KHcF{j&FOmBWp5Wyrgwz6Wf> z-rBj7YSPEdQMNxSF3+p(ID0*vTuvwVSfbvvTaIW}?MS;L@72VHGl%>N4zR7Xijy+qhegLrp42;|E-)2Ol^%Ts947||O-{PDOF zXQSdP|0C`{j2rsrtQATom2Wa3H>nO2A-A(e1(vqE~^$xEhO{f5C9l zD^JA;v_%)T>-UTK;Q4fLR*a?>{bD*1!?WR_{3^Ny;TvBT-SYFQ8#Xu64g7HKwd95$ zUVr&d*-eNJE`Z42#zVDS@z8jy9o7_Wlijv0|EA5qR)0x^K;%<&Hrz&*up*1Ql`Pjq z@h$l@D?X!d<}*fZ!sq`iDjVD8f8Xd^@!w$j>NE8AEU&nRad*Y?mBDCBKJAKYnE1Ek zb0ut8bys}enm50~oBg}+=2j9id$WYh$?cAdZTVcWuT!_;^ZG50I^b5(->qzM=WfOF z7R-IJRMg$zgZgvFeC~Ym-tPo_t6+C9YSa#jQ0`l)cjB$ugs0h}irqo+e~G@X+ce^R zzC(4Y$0`pVFplEV@f^zaoq!tD(RzkMF^k#(>v@{{%(-b@gZy|ME;@+46{YflSQp+9ldq zvRN7kT0$eykuA(pyB8w3F9Tv@sZur zC8vqxM>(|tLqG%M@KbAueWS<+WS$eZ(bHl=hk?Mn0xe95kmjXie}6Re45z4t1;>H; zR^%5Um?c?P+otX;kjX3Brb#R_o>~pL+|q2qllo~^@_QXcXi%Ga@^mBTdQI(2mkpZm zO{+=3l@>GP-w~Oc2Q3q6Cm2VYRok=|Xjj_6w#XI3m>Syp96N@0#ZDRnq{#_)wBXGt zQoFM>>lCkbj%R5kfAH?6_1Y=*f zy*UIz^Ay%Jg}C6@(@AqilPxT}STJNe7xEo?v6hoZ!_&zJSSAXFk>)%*s)J9HHpv0| z2?X}dTp);~*=S6y5onch(X2xy!?tg<3#}MQJAeYPL&ib@*l5P6a(~verSU+V8h)cl z{A)uz8#sG{!yyxCLj-!)nCFBeko-0$nGH4+>}qN68TcYuO0rL}Eg8~Fn<6HAM$R5( z6}?RT=ktI1{G;)|O6$CLt+gBtsBOmK6mxXWvsXkWiaCb&JwK(hcOI8wPJ3DAoRIiN z5L<-7L}t-zLN!CiB7fl3a}D;k4W-S1YCN%?+BCx9l#ke2EJsqLAn7a#=2P&n`7ER~ zXv^x!l{+Y0PxPR z!Er*a=``>;o#e=N>TC!ZB9X<36d5ULnZG$p)P}OO1W%(g`FS)_n?@q%Exc|Ho92xr zJ`7fbI=flSC4UX2KDYCHDkwT3oBf-#&>SOdBx5&Ud?VEL*ZP?z?d6%JrORV3Ox-p`NR(@jiKezVoJvXV=e+j=R~YmQ zwBcNf3tp8nGsdgA+*FR!H%DF?kVGSv7!KYbi&`OPM}NZz%o`|ab#;>JST<`or*php zDA%PB=a!^hZJYXQ2F+&MG>qYFF|`UAwOpD_cv3&jhG4nWCVo<%{CSzHral{V>D2@M zKAjBc)hu(oMN3#_AMZ%P#&J!}Z5r{KUJ&Sc%<+bUy>nc;rhuXuimDMsc`2_{9NQsf zt*DS#3?toX@u0Kxo9Ha^lWBFDo|XsAbmj5qS$j8 zQY+7;fUGeXDhcS~Ks{e$<<)gRkK14!pLBlVP-_0$AHr%$fxx&nAgdpWDx^pJ?~Wad%W* zPKKlOGBEu>`|9b-{dW)lwfpkX2bp7{U!09IlOP`PyT$v~W%m_jBht|;ul#dIJREoV z4Gd!hf04B~FLakr-5iQVj7Kmi7W1 ze{Z_4lYMXZx0B=JB)eK8yC&Hs-5iN`BYPg#%Kk_^5iiASaU=@S6{R>8r`5MIso`8y zqAvzw$hsJbv6wXUFcsg#AL7T7D$FLTc>nzAvkwPQ#mj?rZlG1|2Du5>s6zit75B;d zNf}->bfINa7cZfO@^W0k8>F}_N7b;`f0EB_BHxRLuim`>2>FiIiD&YeczL{ycymj; zxK_A_F!iq36OUo=eeqNrh-c!tcmbhb!Tg8f4TL`yC*r;MAbt}c;SOKm5NT_4hZh%x z=)pbGCMkcP7JYIR`l|&0k<;{(-<-j7&VO8{so{&XyUPj@GJU-}F+dq{x%l)B`W_%(Xa$-|?;iD}}E^CuZ1M~5U>Tq9VV38vlM z2xhL0SO;v>w}?!|vTIYInT46JS6F!Ee2N>z??;Cx&-R}~8OJY9PS%BRe?=jj?k!5B zL(w(#A?1=j=y9$OrBv&HiZ=@3iva%YiqQR*cmJ1B(d8>=sh6T8b-$LA`7ruvq8;LU z!+yUQtw#EJQg9~D=u%!eY6f}IKHY4)Rh+Lw`8?xlh3=~Zcibp&@4bU-zax|Ww$`BV z@aQP>l$0FXg+<}++oc>Pe_w0Ti)nvSUG|r}6xqNgGQB-~cJk^m%jDLi8IZ^Xz93A$ z!Q6pFc6}06jOk<^f4wLs=b~4fot2|y;Wmo2C;RUYUVUWY)`ePZz-Z}xSfC%(<6YRx zZ76r%AF>R ztw3^BCO94R%F(zx9F^&mxFWL1e9dXGdhd8~+qhlYE}5SG+kh|8JgG+G327cxb4R== z>IaL5_f>ClKBoVF*qC;^v~1C~E3{*Swp4OX+=tDHw~M(Jao;8`?K(Vw`i|8n+B};4`VXWQb=4r=Q2G|G z*2*&4lvjLBuhY8PoOUY-Xw$YgroBZ_Z6DEX;{Fvh;| zV%jA{?pikKSV$|={}I&pi0gZ$t(Ch4Qk>ygC!v^=2F!l}x=ald3T19&b98cLVQmU! zZe(v_Y6>wimzVkiT~a|ZLo-A;FfubYIYcrJ#q5Hn&zgv6Yfru%-gZx;!F#41TR!h2#f zT_h8ElQumfMWl)}BD8G}8Ny41e?M(ziA-WWZgW=nL^iRxX183CLu{?uToU;rkJyRY ztxyyY(RrK2qKMeNwpk+l#QvSlGEqt#-rB4X<;2m3&1F#~Dv9HFyN!t&QB9nN?G_NV zqE6I{2GJ;*M6+lSt)fk|iw@%A|0i}5_Xk#8#K)CYH}U&y)kAJ3ta{1wGzY6bGWKZI zPd){#2IxF7t3kTOSF0hq$feaV-PxYi2;EK4YE*>93f>= high1 <- highlod(scan1, lod.thr = min(lod.thrs), drop.lod = 1.5) max(high1, lod.thr = lod.thrs) @ -Next we infer the hotspot architecture at varying QTL mapping thresholds. In other words, for each genomic position, we count the number of traits that map to it with a LOD score equal or higher than the threshold in \texttt{lod.thr}. The \texttt{hots1} object is a \texttt{scanone} object with added attributes and specialized summary and plot methods. As an illustration, we show the counts for the 5 first markers on chromosome 2. +Next we infer the hotspot architecture at varying QTL mapping thresholds. In other words, for each genomic position, we count the number of traits that map to it with a LOD score equal or higher than the threshold in \texttt{lod.thr}. The \texttt{hots1} object is a \texttt{scanone} object with added attributes and specialized summary and plot methods. The summary shows the counts for the most significant loci per chromosome, essentially using the \texttt{summary} method for \texttt{scanone} objects. <<>>= hots1 <- hotsize(high1, lod.thr = lod.thr) @@ -141,8 +141,8 @@ summary(hots1) \begin{figure}[!ht] \begin{center} -<>= -par(mar=c(4.1,4.1,0.1,0.1)) +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(hots1, cex.lab = 1.5, cex.axis = 1.5) @ \end{center} @@ -158,7 +158,7 @@ We plot the hotspot architecture inferred using the single trait permutation thr \end{Sinput} \end{Schunk} -Next, we perform permutation tests to assess the statistical significance of the hotspots detected on Figure \ref{plotex1counts}. We consider the $N$- and $NL$-methods. [The $Q$ method of West and Wu is documented in the \texttt{ww.perm} manual page.] The \texttt{hotperm} function implements the $N$- and $NL$-methods' permutation schemes (see Chaibub Neto et al. 2012, for details). The parameter \texttt{n.quant} sets the maximum hotspot size to be analyzed by the $NL$-method. The parameter \texttt{drop} controls the magnitude of the LOD support interval computation during the LOD profile processing step. The function's output is a list with two elements: \texttt{max.lod.quant} and \texttt{max.N}. +Next, we perform permutation tests to assess the statistical significance of the hotspots detected on Figure \ref{plotex1counts}. We consider the $N$- and $NL$-methods. [The $Q$ method of West and Wu is documented in the \texttt{ww.perm} manual page but not shown here.] The \texttt{hotperm} function implements the $N$- and $NL$-methods' permutation schemes (see Chaibub Neto et al. 2012, for details). The parameter \texttt{n.quant} sets the maximum hotspot size to be analyzed by the $NL$-method. The parameter \texttt{drop.lod} controls the magnitude of the LOD support interval computation during the LOD profile processing step. The function's output is a list with two elements: \texttt{max.lod.quant} and \texttt{max.N}. <>= if(!exists("hotperm1")) { @@ -189,22 +189,22 @@ names(hotperm1) summary(hotperm1) @ -The \texttt{max.N} element of the \texttt{hotperm1} object stores the output of the $N$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 10 columns representing the QTL mapping thresholds. Entry $ij$ stores the maximum genome wide hotspot size detected at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.N} element of the \texttt{summary} is a 10 by 10 matrix with rows indexing the QTL mapping thresholds and columns indexing the target genome wide error rates. Each entry $ij$ shows the hotspot size above which a hotspot is considered significant at a GWER $j$ using the QTL mapping threshold $i$. As before, our interest focus on the diagonal, and the $N$-method's threshold that controls the hotspot GWER at a 5\% level when the QTL mapping was controlled at a GWER of 5\% is 200.55. Note that according to the $N$-method, none of the hotspots on Figure \ref{plotex1counts} is significant. +The \texttt{max.N} element of the \texttt{hotperm1} object stores the output of the $N$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 10 columns representing the QTL mapping thresholds. Entry $ij$ stores the maximum genome wide hotspot size detected at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.N} element of the \texttt{summary} is a 10 by 10 matrix with rows indexing the QTL mapping thresholds and columns indexing the target genome wide error rates. Each entry $ij$ shows the hotspot size above which a hotspot is considered significant at a GWER $j$ using the QTL mapping threshold $i$. As before, our interest focus on the diagonal, and the $N$-method's threshold that controls the hotspot GWER at a 5\% level when the QTL mapping was controlled at a GWER of 5\% (single trait LOD threshold of \Sexpr{round(lod.thr, 2)}) is \Sexpr{ceiling(summary(hotperm1)$max.N[5,5])} traits per hotspot (rounded up). Note that according to the $N$-method, none of the hotspots on Figure \ref{plotex1counts} is significant. The \texttt{max.lod.quant} element of the \texttt{hotperm1} object stores the output of the $NL$-method's permutations and is given by a matrix with 100 rows representing the permutations, and 300 columns representing the hotspot sizes analyzed. Entry $ij$ stores the maximum genome wide $qLOD(n)$ value--the $n$th LOD score in a sample ordered from highest to lowest--computed at permutation $i$ using the QTL mapping threshold $j$. The \texttt{max.lod.quant} element of the \texttt{summary} shows just the extremes and quartiles. The \texttt{max.lod.quant} element of the \texttt{quantile} contains the sliding LOD quantiles from 1 up to 300 for each single trait LOD threshold. This can be used to plot how many traits pass the sliding LOD threshold, and are significant, at each locus in the genome. Figure \ref{plotex1slidingbar} shows the hotspot significance profile for the thresholds targeting GWER at a 5\% level. Note that we only consider LODs above \texttt{lod.thr}, and chromosome 1 has none. -<>= -par(mar=c(4.1,4.1,0.1,4.1)) +<>= +par(mar=c(4.1,4.1,0.5,4.1)) quant1 <- quantile(hotperm1, 0.05, lod.thr = lod.thr) plot(high1, quant.level = quant1, sliding = TRUE) @ \begin{figure}[!ht] \begin{center} -<>= +<>= <> @ \caption{Hotspot size significance profile targeting GWER at a 5\% level for example 1.} @@ -219,30 +219,46 @@ plot(high1, quant.level = quant1, sliding = TRUE) \end{Sinput} \end{Schunk} +<>= +hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) +quant.axis <- pmax(1, pretty(c(0, qtl:::summary.scanone(hotsq1)[3,"quant"]))) +quant.level <- round(attr(hotsq1, "quant.level")[quant.axis], 2) +@ -Figure \ref{plotex1slidingbar} depicts a sliding window of hotspot size thresholds ranging from $n=1,\ldots,N$, where $N=100$ corresponds to the (approximate) hotspot size threshold derived from the $N$-method. For each genomic location this figure shows the hotspot sizes at which the hotspot was significant, that is, at which the hotspot locus had more traits than the hotspot size threshold on the left mapping to it with a LOD score higher than the threshold on the right than expected by chance. For example, the hotspot on chromosome 3 was significant up to size 20, meaning that more than 1 trait mapped to the hotspot locus with LOD higher than 3.99, more than 11 traits mapped to the hotspot locus with LOD higher than 3.36, and so on up to hotspot size 49 where more than 49 traits mapped to the hotspot locus with LOD higher than 2.84. - -The $N$-method that did not detect any hotspots, but the $NL$-method's sliding window correctly detected the simulated hotspots and showed that the apparent hotspots on chromosome 1 were noisy artifacts. - -Here is another way to visualize this, using the sliding LOD threshold. We will also show a 5-cM smoothign window applied to the counts. Note that with the blue curve, no hotspots are detected on chr 1, and hotspots of size 20 are found on chr 2 and 4, with a large hotspot of size 50 on chr 3. +<>= +par(mar=c(4.1,4.1,0.5,4.1)) +plot(hotsq1) +@ \begin{figure}[!ht] \begin{center} -<>= -hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) -plot(hotsq1) -summary(hotsq1) +<>= +<> @ \caption{Hotspot size significance profile at 5\% level for example 1. Black is raw counts, red is counts smoothed over a 5cM window, blue is the sliding LOD threshold approach.} -\label{plotex1slidingbar} +\label{plotex1elias} \end{center} \end{figure} +Figure \ref{plotex1slidingbar} depicts a sliding window of hotspot size thresholds ranging from $n=1,\ldots,N$, where $N=100$ corresponds to the (approximate) hotspot size threshold derived from the $N$-method. For each genomic location this figure shows the hotspot sizes at which the hotspot was significant, that is, at which the hotspot locus had more traits than the hotspot size threshold on the left mapping to it with a LOD score higher than the threshold on the right than expected by chance. For example, the hotspot on chromosome 3 was significant at all sizes from 1 to \Sexpr{max(quant.axis)}, meaning that at least \Sexpr{quant.axis[1]} trait mapped to the hotspot locus with LOD higher than \Sexpr{quant.level[1]}, at least \Sexpr{quant.axis[3]} traits mapped to the hotspot locus with LOD higher than \Sexpr{quant.level[3]}, and so on up to hotspot size \Sexpr{max(quant.axis)}, all with LODs higher than \Sexpr{min(quant.level)}. The $N$-method that did not detect any hotspots, but the $NL$-method's sliding window correctly detected the simulated hotspots and showed that the apparent hotspots on chromosome 1 were noisy artifacts. + +Figure \ref{plotex1elias} is another way to visualize this, using the sliding LOD threshold (blue cureve). We also show a 5-cM smoothing window applied to the counts (red curve). Note that with the sliding LOD threshold, no hotspots (or individual traits) are significant on chr 1, and hotspots of size 20 are found on chr 2 and 4, with a significant hotspot of size \Sexpr{max(quant.axis)} on chr 3. + +\begin{Schunk} +\begin{Sinput} +> hotsq1 <- hotsize(high1, lod = lod.thr, window = 5, quant.level = quant1) +> plot(hotsq1) +\end{Sinput} +\end{Schunk} +<<>>= +summary(hotsq1) +@ + \section{Example with Uncorrelated Phenotypes} Next we consider a second toy example with uncorrelated phenotype data. We repeat the simulation and analysis steps presented previously changing \texttt{latent.eff} to zero. -<<>>= +<>= ncross2 <- sim.null.cross(chr.len = rep(100,4), n.mar = 51, n.ind = 100, @@ -263,25 +279,64 @@ cross2 <- include.hotspots(cross = ncross2, res.var = 1, n.phe = 1000, init.seed = 12345) -ncor2 <- cor(cross2$pheno) -summary(ncor2[lower.tri(ncor2)]) -rm(ncor2) +@ + +<>= scan2 <- scanone(cross2, pheno.col = 1:1000, method = "hk") high2 <- highlod(scan2, lod.thr = lod.thr, drop.lod = 1.5) hots2 <- hotsize(high2) +par(mar=c(4.1,4.1,0.1,0.1)) +plot(hots2, cex.lab = 1.5, cex.axis = 1.5) @ \begin{figure}[!ht] \begin{center} -<>= -par(mar=c(4.1,4.1,0.1,0.1)) -plot(hots2, cex.lab = 1.5, cex.axis = 1.5) +<>= +<> @ \caption{Hotspot architecture targeting 5\% GWER for example 2.} \label{plotex2counts} \end{center} \end{figure} +\begin{Schunk} +\begin{Sinput} +> ncross2 <- sim.null.cross(chr.len = rep(100,4), ++ n.mar = 51, ++ n.ind = 100, ++ type = "bc", ++ n.phe = 1000, ++ latent.eff = 0, ++ res.var = 1, ++ init.seed = 123457) +> cross2 <- include.hotspots(cross = ncross2, ++ hchr = c(2, 3, 4), ++ hpos = c(25, 75, 50), ++ hsize = c(100, 50, 20), ++ Q.eff = 2, ++ latent.eff = 0, ++ lod.range.1 = c(2.5, 2.5), ++ lod.range.2 = c(5, 8), ++ lod.range.3 = c(10, 15), ++ res.var = 1, ++ n.phe = 1000, ++ init.seed = 12345) +\end{Sinput} +\end{Schunk} +<<>>= +ncor2 <- cor(cross2$pheno) +summary(ncor2[lower.tri(ncor2)]) +rm(ncor2) +@ +\begin{Schunk} +\begin{Sinput} +> scan2 <- scanone(cross2, pheno.col = 1:1000, method = "hk") +> high2 <- highlod(scan2, lod.thr = lod.thr, drop.lod = 1.5) +> hots2 <- hotsize(high2) +> plot(hots2, cex.lab = 1.5, cex.axis = 1.5) +\end{Sinput} +\end{Schunk} + <>= if(!exists("hotperm2")) { set.seed(12345) @@ -294,29 +349,11 @@ if(!exists("hotperm2")) { verbose = FALSE) } @ -\begin{Schunk} -\begin{Sinput} -> set.seed(12345) -> hotperm2 <- hotperm(cross = cross2, -+ n.quant = 300, -+ n.perm = 100, -+ lod.thrs = lod.thrs, -+ alpha.levels = alphas, -+ drop.lod = 1.5, -+ verbose = FALSE) -\end{Sinput} -\end{Schunk} -<<>>= -quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) -@ <>= -if(!file.exists("savedperms.RData")) - save(pt, hotperm1, hotperm2, file = "savedperms.RData", compress = TRUE) +quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) @ - -The $N$-method, as expected, gave rise to much smaller thresholds in this second example with uncorrelated phenotypes. Additionally, inspection of Figure \ref{plotex2counts} shows no spurious hotspots on chromosome 1. - -<>= +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) @ @@ -328,9 +365,8 @@ plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) \end{center} \end{figure} -Figure \ref{plotex2slidingbar} presents the hotspot significance profile targeting 5\% GWER. For this second example, all methods correctly detected the simulated hotspots. - -<>= +<>= +par(mar=c(4.1,4.1,0.5,0.1)) plot(high2, quant.level = quant2) @ @@ -342,6 +378,41 @@ plot(high2, quant.level = quant2) \end{center} \end{figure} +\begin{Schunk} +\begin{Sinput} +> set.seed(12345) +> hotperm2 <- hotperm(cross = cross2, ++ n.quant = 300, ++ n.perm = 100, ++ lod.thrs = lod.thrs, ++ alpha.levels = alphas, ++ drop.lod = 1.5, ++ verbose = FALSE) +> quant2 <- quantile(hotperm2, 0.05, lod.thr = lod.thr) +\end{Sinput} +\end{Schunk} + +<>= +if(!file.exists("savedperms.RData")) + save(pt, hotperm1, hotperm2, file = "savedperms.RData", compress = TRUE) +@ + +The $N$-method, as expected, gave rise to much smaller thresholds in this second example with uncorrelated phenotypes. Additionally, inspection of Figure \ref{plotex2counts} shows no spurious hotspots on chromosome 1. + +\begin{Schunk} +\begin{Sinput} +> plot(high2, lod.thr = lod.thr, quant.level = quant2, sliding = TRUE) +\end{Sinput} +\end{Schunk} + +Figure \ref{plotex2slidingbar} presents the hotspot significance profile targeting 5\% GWER. For this second example, all methods correctly detected the simulated hotspots. + +\begin{Schunk} +\begin{Sinput} +> plot(high2, quant.level = quant2) +\end{Sinput} +\end{Schunk} + Figure \ref{plotex2sigct} shows another way to represent significant hotspots. We overlay the largest significant hotspot counts using the sliding quantiles in red on top of the curve on Figure \ref{plotex2counts}. Notice that the large sizes are all significant, but only small sizes corresponding to larger LOD scores are significant. We add a right axis with the sliding LOD thresholds. \section{References} diff --git a/inst/doc/qtlhot.pdf b/inst/doc/qtlhot.pdf index f25f14fec9f01493b918203d808c7342b554c1d9..328e62219b62a48a12b97fe3b0cf44ac7616c9f9 100644 GIT binary patch delta 153988 zcmc$F2RxSD|9?WXl#v}pL_%gnlnBYpUbm1vLS)`ol&tKPovrLmwz5}th})Lzz4>2A z8FxMEdA`5@^SY|*`rPL__c`zL`Mf{x^EvkuW{(y649krak?9(v@9m?=6hIJOhet=o zoK=C1Yg4r&`4PpH7D3OJpwjrhG1D9TL>i7%npYi9@Q<~uEeBH_PZ&1tMR7oS{P^)W z&gA&|VDlL>{MYO$&n-^8p|3;a!fSf7D6y>= zh7w5pIITlRfzZykrX}iOVeI!6n#c2}V7*>ct?Q-kLg@7padns~I zS!tKkt1_jEp9>59_{l#z;qqMpY;@JauVQjlt7*RyEGB028kjQhWL0)NJz8yl>NCTr zvw-sDW6SK4<-vuob%sB_7O}tybA#!(U7M#UN1JG;Oga=bq@W+AuqT}TEoK9u)Pf-K%B!Iw|z_8Eh3F~=*88!&E(dDip*Lp5pLIP& zac`CoU&%-L{Cz4Hh_a`m474yf_~pA>6w2zZBbPmdS}_yJkt(7MjuF|j;QM$kvbqcU z1YtixD$;4|#lIPfEf#=ZcT-&5k63oz>D=*)ctif^j)CUqrrx?Ic^O>2V9#3w@QVy( zOp)CuRFhd0X%6G+aTXCDI!_C6Psj+3FdDOEV;wT^RJ$PS(TXDY!12~81eo@;*fC99 zYI6h{ckEBWiRs_WXi*pG?#mY!JKom{doR^y;o_tyQ@xT{IcPlHk5O!`ME)6{P9DWt z+uWHsk~>_Pd4++i8GoHNTpAhK3Gj-vn{2)yeD^`>N+>GuAsk;qgOnfyjpX5pQxB9T zaHQ=~Q+z|Q&0TOv%y~FGW)SKz8^o?*n~KOr^BFgNraI!URY%NUU~#F|#}5ZV$33>2 zpne65?d*rEQ?=28b%x?mhHy=i|2&GIS1Z4=zf+Krn{5N`-KXEgPFPJpATDI$OGuSB z4}VKWlV%`a2))A~Zlf+boHDSqfKo%7L`hXl>Ilucm+{ge;{lVQbcmL9+$5Rvody^w z9>8MOVJr5c9h*zU9kD)O&4vs2Ty#UI>3rDNXn9UkUdiyVdaY+7Q}wYC@&4qk?=HBW z%dTERh_`yzB~rjs86~ND^1<^S9=mUJtQMyN>IyBInU4h9W5h-?&7n$nFhTP}m&d+T zi=dcYUTJ&ae&n10*Fcl_Q9-Y$9=S2tkvT2E660G_H=j6F%e0O(A3~x##jMNX~M*gXc z$0q?4K}mU=Qpxv}p1f%O^wwW8ppg|3VSsFGB^LFYqueL67Vn;p`;h#A=Tb}36(dx| zU~E0Qm`k*&N_~XptA4iU+68nJ0M6mM(ND3+=o%zuXqNZquoho@yO)B-m0w=e62!P%4?iX}^THut-Ggp@3(B!j6j9l7)Is^UVxh0M&@TAi?~v>VSZqf+TaQ=uvlJ}P-J zNpKnvlXbu3MD|isuDw=)X27Hg(XQiM(K!KEYccvOQykR`uVL)2%^f8M&KkbFC0FM| zCM8cy-yn!-Rc8rJPlYv%ocIe*U%ghCt-TBR!51{i~fSM3Ss@Jb0|J5tgJV zP4!};F-;6+{_ncIZITpWF6^xaaBCszW+_} zg2#zaq${Cmd_M1HNex;hhj8wA1oY9wHy9)2R`Y+J;$iZBt@|PNK~+z`8uD-lznzn3 zSvCpuLJd)#&aFqR!M8Pg3lRnJVtc3+?=oL@A4~8^;hT6k&1jhwtWASmPke>?WvO$Y zTqHX%Rg1iMT{+^~#)A(}+ZZ=8-=6GAsS^B|_m~tOnFAD4E z*y%1SzU%31Z1`N1JbpAyPU z;p6^F5>t{GY?9Xw7|;0!uyS+EER5_RKJpk5qJBeo1NN6vL_+bNOSo99`yu9r+gDx< z*B1elo{^*QIyg#yT=E?xfk-a9=lPz1dD!5-kbL5f0$p>lvHen{t;qpg`gDe;mpG|M z$dg&fSo~J_^V_^O_&vqzFT^0Ims*rt-#PJh{eAscy(cQre5<+6oKl*!EBMV{OUBeh{di>jxTI=&=k=yW zrlSMAubX7&)mNdIj`tMl*L>hC9J(T${5;xj2rU@qB?V04cguWeEH=7uHqWx=3#Bna zos5VO`xWCC(ACHFdtbKdICr$o?( zOS;y~Ia68Hr`(F1=xP>xZzXi@UQS8nV)0v#W_e*ULS%E(xSRKu7Xy!K*h{#1`u9=a zmow!k&&iho@S05*6*ULmJwjFyD*Y69r8X5+P`I=fRR>AB@j3%O0&|7*ahPDBdbfY6 z;t?H&!rOf}5alrzot{yurX@bX&hAnZ z^+FH|n6odY7L@Z(`v<5OHWOwE$+Kz1AZJ~Qmwt^cYYZSKXcAAau$B-l7@>v4PvSxh zZRRzFK0T`cEM{nfy7t*B^o^oSyibV!{q)gEi~ETLrtdN9Lg*$R5pi1FKlTB=-*-`v zaZJ-n<=epgZ9^WrY$8sY*NitV-e4%7xSo%M_Ik}PoGZW{PVk9 zw;fPr*s7m*0MN_)S`>PcwLVn^MADMP^peuZ@hP0>W7@UKMf4SV-R~{>MYP(|bII3@ zVWHS->()Ya_*|Gr1~0S`k#WqT)XqtIhd;D7>4a!pJYqVCE+(R;NqBs|eA?kLTWuRl zr~X}Rc?*J%r&&1Eh9uumz9r@j4z75u{m5T!$uB>1H5?ciUI6TpGpl*jjR6m5UX@iT z=G4vs5+vQhS9rqt@iDH?BNQ$8px5+Pmozvv9iMU-Ro*7VYLWY7t;%U8slbaEB+rp# z(wzS6oE^g^z*@xBCh z##=F|zDp4*3gs=;+5VJT#4-yCsJTh}5$+LG(*q$!hFr@j{N@x0jzN|E<;+8?+xP?7z4dA`bW(1f}n3`+Nib={n*;2rht?y$2U7kuPm zl!HFLf~sJCwpHjBSNxbMW{>;+%kAgT`BCr>R;6GoWQ zoMFch?EIQ6p3ob53X58A(7~nilyFQfoBR5i8)%D9R2_}3x)I#CXm*VYmjfVq-V;Wk z!5mR@gL0Aq57Q*!v0l3XlCYcr^ZOU~1R6?=Wp4^W)vG&!#W2aKa_3H-2bdPT+Of(- zXKZh>js=@LDLlU2leF4CAO1v3%_CwgbkOa?oyIN`SaD+Ty?Bp7CKZWa&pJq zCkm#-MX05EFFI|me6$b$T9Mqk+nf;w30mbNyOoH6yUzqas$Z%5(5ucO2DsKDj<9~A zOOviliFAt?kSc}QBT(DUsJ`VaWx_2fmJJP^;(3}~X4WEm!u_#z+-_5I5T zrEihLX);x8rnmr=PDKxcc0BDyHiT7Hu!f*N-}vB~I2%9C%r#!2@uZvGkCXxudyUBg zZgh~x=m3xJuM0nhzK`&61gP_;$(CpleH=s7Hma_D!2MQbmpp3O3&EnLOfK#uc53Ql z@{aXSBkO!InpCD}(H{S@eb6%Ry#4Ly>I=NrPtU&kWQgbl0LO^Tws7?>*_7ykdnPDhBJ0c)6J1?eyrX zOFU%@rAnu*039yJWrZb)p5`Xo`sC~Duc?t8OUvZq&S_t|PJzcAds4#HR3!WZo!gx6 zyCjKRbJ?-ROJrQmH|@~kr=@b^gB0%So{%b=p7f1lNivn;FtEFI3^qCaF-obDLHN~( zZ61TMsO*{GE-YgOh6~M~64wn^z5zT~4i26cmo6hRFfeWFiFn)&y$g0Jc&7>lwC#I(3*YDNeM&dlL z5%lhJTVa%JTN84X*0g3=3QHZe=&4&b8j3I5&%mh8=O$d9=x!yljjw)uVYYRte^o5! z7Vi~T!}Hbp&lyDlQ6FUHm+D@~GZK?fbJoVj({XcCM}R6B+_EWgNHv#s-*Cq=n%n8P zwX2N7SQ(G?qL3SC)SoR;j6Nk(c3Vc(zVJ@NEsuPjObnY(JVE-?&8gz$@}`L+feT8vqG zH&Qmkqurw`B;x;y+6Ll=_ys|G5(uTm~*Kp3UaFk$DwwjsW8v zF2@x+WR*m^XHS{*?@?mTJ{2&=Rb%$|=L=w{wR2&3^rRRMAu(sR8Kv9kCI0h35pVUcBTJ_3p(ny&rm5`^lu?e2D5NEH5b5HAPjk5WgsirliOQ zZ=}YUqU@x%F-}+R0uPk!Z9Q+tBQD;3Hye_IBf*gMhW$ja<4cky?-;4krK1n#y?c6e zCP%I`$(&GWUrJtgokQm5Gos>8TFN9ZQmt%{^Un3CO^9stR((G%_wjl)&y`_(Et#jO z9xrqVm?NuD3MG=e(yt>%nUR?iPPFhmM~fb74mnbw=5cIz!6OlPj>Xu0eeK2F(IG#9 zYfSRZW??!W%kGLTxP^Hz6LxAQsd)NvcqUS53Vexr$)M7N`dZ1E1@ ztAy{bX4;2v`_5gXH+OtX-134~<|)o!!wpKzDxb>ItHI$!%^t2h$!tNDdsvd zgXVA?1h2fR_j32>_=#2&PS8pS4c*oVZ1AB3Ub6eWj!r}pOK+6Meot`+-!9zxTp!iR zt7W|AR~tx{rgE@L&?{VzysUfRbh_%cz;$_|@+C}8qTrNf^*fjY0CXLp)RHJt`2M$0 z)mc^#W9Grhw=A&rP>QwqFriqT#k<2RYm5U7S|=#K=3P7YoP<{M=#V(P+=CTA`*Io+NY5XOgct{xpZ(E>^83KXZ!;2D*g5VCy7eY>%>r_r`kfJ1k@ ze57E3%j&~&J|+S!0TY0~Nc5;6s?Xi*>`i7=7m`TtCvKTG8_iR6475aO)_1*{tT@d> zB)A$kPgRa}h{^JbwY#^Ze+x3kyOGoD%UB*V!}%jJ>xGKnlxr;!EYb%3|A;8Ai z+_$+tv;`~3;>=tuXM?^)-ul|&2rOY`d4*IFR$uVcHEX?l`9pZ^W8c{3YmIa30ERc} zyvf>=JgB1z?z_NJHrv;y^^dc=x;YuS7g`)ozkxGs8RBBdlA{kBbplp~{hT&t=RfoX zz{uV|(1&LAq7sy!sn34l(<l4l02eOsTK8|>`M)L-=6SP6AN6KstOHRfQjWosd2xMZC;itY*IVgFexThW#r?RU0csa_Gu8Z$|8$A*wg%lJb%?<y( zgM?#L3$X?|-+Rn9Fv)zSXx!^VXADxo12pn*enGD?(SQ99D_4i~IgHUxFRuoi=rz{kj^ysaoO zmAlqwP@WKt#UjusnY~-bytV`}$mt|LEDAMHw>~@T(&KslA?1L=HkKf;snEATGD8!| zA?38%5-n%_A>`Vw5&1Y=mVjiVDYfp=+S-yh>r@3cb%(&Q4pxEw(V^NBpex9!hyVsX z6L=n$ed$Pd;L$*VyGLqSi?Sn7y8|z64uJmy*fx+mFcpbLrX-86U(-#MA78k{?RVR6eB5~WOs^S^25_)Fm3qU0Lq48^*bLo4F=$*z__ zRl#>O#kT&o808VBGiHofat>En)!isxA*Cn<1+}CLQdzge3n2DO>jS4dqf%}JH0zQl z5@VW?Vs%ie#bsc!LR>Epv~)OF#-Dcc{J>3?jqUZtp|Vo?mfF?#m~#vw#+MBPkKw#N z*3#*)8d1#EWWqHNR8IY7R>)7_rmweAn-3(kup?BpD3`SAxq@<)nYl7EhEA;vNuuAS+tQ)A(;~3?8IG*Fbb|4n#RyoccW*UtAp4DBCc};e4&hEqa7m)+!wi* zw_V#@jAOllWYdONcSzh*Kd^vJ&zEgBy{MGJJ+1iqi&r+RP zaikDy^9SX1&{zn9jHYgO&rrO~K*xtk#>fYuvsi=!M#=ZOk#i{Kgu2hIP%u5{)`_ky zQLsKU8kvDa^HSS#g?7?@%?qD?^3{3o8;p|AxMGTQX^|p!) zC**p*E-?#1fl&owA;Y|sKkhTB(ImzPM~38ket&$U&35!Hho;&MK4F#x?y4DNI)WXw)dUj-xyEu-49?_Fbk zJnJ_>pdR9P)hKdRVfv9)tI8m{;Yi#`sjunrG#0}d^ekWVOR?V!Renk!b#1skbA+xz zuKC1BF1_AWW3u(g5&Y|Mu|oqDZtoy66>_l_f|Z?&y$) zF-_6Qzz?n2+zgLh)Q2#-3Rw$-1ac9F?4Qyc>z2P-xM+gZJ$k&hgydN&KMPLXk=leF z`TIyL9ri{B=eo~RT};R8)?utIc^c?6gA2Qh6c`VbXR}~VzG_rWztTMy^CIIZg8G6X zjoLBG?)x&Gr&(44jFQ=glub)BHxPt*$Dd}+5E_wcQmcZ#9BR&LEj-)DLS2O`ejgyPdS@VKqfawa$`G&X|6$UF4^=8?@vDE z3?{O207)W?Nf(CM2O$AW#LfQHPIP0I)%xEE6qvr2Z*+X}g^Ic$O(EFSUl(+#G{&_f z`Ya|bmPnRL(UHf$;lv>sx%00kAQ|EDnp4xOOUaN*s%A%#=1JoD2YBIS^W!-L5I(#m zt6wImqPO#hK98C5gO(?K0JGUBz&Hq1;qh5XZhXD-Cufv#T;I-(s7mP8jQHodZpv$4 z^IA3Dmv=Wk8Az!%h77!@oubdC^?pG9cC3J)++M<5u}>%~v_DWJQeCU9wfqk4D@*iu zv-g=%CCo3jQk_@*cqPv*x+piz&Gz!Dm$( z@Oc{JwJ&xGT1!k;{jo)5E`Idb*+dc4@oOo!XoTl8P2^dDl!A1`nkCP*`159^ zPcIzhoX=#Ww7+&|S9fbBy6J8t5XOwH?U?kv(XupJ5G)D9};;w-=9q z?VBz>1KVri0h=$(o!xxF-_a=fTwlkdtq<6?>=!rf_?VL_fVMzC;>l2Ickm^-qr_$F z;G(*&#Z$ZE5VC?RO=RoF*MFV>d_Ds{AD6Fg0P_So0X4`cc)YdW5(-Z;%W7p761W65 z1J+M<(wf|?&wzi2I_m?jk_kSi*_Fd1iO|^l%4G!4n-+2LDG-@{xGSJbY+B}?I*8DX zNkA=ls+Noi7v^`=wAej03auNDfVzgPkjf>HDf@{2XAR8^1dgQohFL_*-g224ccTiv z(x*1`>-_{tbxNFllLF#sXx)UK+noRzg;w_k>%GXEIS7tLQE>FBE23vB>$1vT8pK(vT69eEsV62BPXryW><|C z)Rl5Xw|Ia2rs^sg^FXtm-0Ÿ|6q$M-c^?o>F^M0R;MR&+QGzF`QT@Z^q1<&V}Z zeS=Pt!<|YkbIrlFP*iQj@0(33+JHDDOeV5Uff9kLcUtosCQeiuC3SJNyh(3S6r(4g zmtdcfMmdAgcEx?n!(LvqKbMOdpWemJ(~RGE%}-#7cEZG-ZkYo zxkO-UGWn%qm6ZK*+YC}2dNAiq_QbZhq|FM+cp>$40JwN2l7iZ0>c-;)54)w7I^DiJfn_QB z-XP{4hpCH3hE%Vqb_ovZ(Pw&Q`&G}WCXmng4DwAGJF8aH*UqG06jdFEq4Mfxdm&2( z*y>8r410}EM^?yaK~?11tsV^4Cy9T4JZxV5ptkS@S_ol{nwfmf+c~3#cGmMI`HVm) zGa@~Cj=^hM3DV4fNv{D9dCCug(G?y+MvC>GSNhc5!l3Sg*CD-=>~*26hUITZhLE1p zPAh%OP#bI?fs{ycwklp9n$_tKnU)A0cts_SRbS&f8cV2FEXA4GnV@H5)rll9iRY3= z`~J>#h#{Ga_TVQy4DtKq85JJ>wCP5GReD-%vG0wEmSrBQuY<(zSu;)aL`|T%e#H8N z<4^7$`C#@SP*h{EKQOx^-!brEeiPWeC4ckcYieWf?uXw3hqFmn0a^rg&in^7iS-h# zr=p%e8N+XtRa+QzFGLxmp)!vTD57!`I+wpDo>Ta>)Pk5p2H7%I;bva_%`oalprd3w z7(jd#t2izg{_6PUfyFTyG@jYa)BL*k?9cn(=H)WUyl^3B@mUD9t>bgT%npVZsvfV2 z$Y-$h*yzLp>uFw$*gPJ%-}wHqk;J`Q0ZwcQ?sm;|T+)TrPC1-p9>JPqbf+*$baK_c zK9Yx-PF5DPA(J;o1kiHe6Ev7}IbX_Wrn36HU6fpgCCP{9@hMJ7=LVlO7 zh`L<6tdk=5*>^tP1tc11QaqKYWe@^SIm-Jry^w3UW_5jI_Pp#NOV7qx+{E5e0IY6( z@^acZ`r)|q;^E@ed;y`!9I_S5cbY?t`^0BIAqFrgI7NJ=kS4*lT{Jsydk@ik=GN#$ z2GzQ~m&IiW`jR+PsPYX$hVG~D@Rk$2zFmwBePtxx=KjbDHr0&=krk&{o6e5468cQn zYEo0C(=l70)5=u87$vaos!n86(gQ?_Uc2UkZ)?C4UdY=-fhW+Q;hk3dTq&&UotBZa zm^<^eH?2+`FXl96xe6bUn?bHZcjFgh6C&Q7u^S>f6-uvWn8Ivgs^dXQ!A78R^N>oqa?5(gA^8 zxb+UMyn7W^6rE$y>%i$HR-51i6G|Ux`Pitg+bi z8h8*GyLmjnUKjP4cP4(R|9pVNI5oyY(Yd(WgCXRIhn0u~3r~|vUzviIrbpt7Rh?%~ z)CJsmV^{Hz==e?$ox-EO-?^|F@ZQ4)_{f|))=1iSsog68=0+xpD^-0)lCwv%&)Sts zzlx+zFSVkuD3G2c(8^)ZE2rD|&7yBhdOhbS(d!N=kIS++Bpve>8YD9^>e4(3`&}SC zwu`ZE^D`cY^dc8GOvW}ndmftQ(ukZ}bDNr4yy@;pF=|CW)&sw@2If&;`>=SQa00jH zVRY{tr8o`0M6dOEjA{VB>RkOsmkZQS12#SzZ+bQgO+7GLJ)a3Q1kybaSExWG^gEry z3|)5Nnxvdx8;V(sTE58GeYxoUMa*YcvZTnIaAK9BbBrcO1~`?Qk~CpyL3uCg z;vVwLJP`Ny#E==NA9nRB&$zBGpjrilv5z-EWR#MhSZcFsH3o&=tJUPxeps3A%%8dO zqNd>CRQ?GX_K2{aa~FM#1Ur}>e3hW4D;E{J?NAi^*<{%(2wz=ia;P7JB~S2F-U4(@WBgF|Kf1dHHnTVZw@XD>o6`lX){FxTgy=6{NUQKIX; z^?iD^ju`nGr9DB^Mth;CyF7|$o1as8_Ve=!=RRwPm}9b_C7rl>lUBS>?`cK{AkI4% zHT-J%UDu1|c`?HmgkhbTf-Yyrn{B_?D;KSLIK1P+ZKAE^=E#4iVx4i45@-+&!b*R} z%i%WYA`?wrgmG!f$X+2A9HZVqi#S>{>$hFn#E=C_86D3#nOI%NMIzlpbQ2z6gH8 z8GW<(ya?s8qcDp*ap{fNna0sZhE>v@CS!kwO ze3wwXAj9`V6VY6#FBLvyIq6Po^^{85nmqcBhJLv**SJxVH))+`{fuQ5%d(RjkaFe* zOVr6J`>Dr#yu7imy%hOx^Gwv(AvFYzNnePd<6!Jz&-vt7X0%vvb(SFi=JdQo7sdx$ zL2mD=2VWP=tRFH~PuW!B8`;ah)SIH2brixAmDQk9<};H*e0hM}$eiIJENTD5>YzukLz{1dX3CO0*zr)2R@++f6tutvcOjr3=3 zPDq_EyF5JCllh|d`bEjQi`w7X=}g}gURlS`E_PoLH6u;Nh!ocjxVXmp2%q6WRJ?6W zhNi?TZ?PpqCIm#fq-UxocAX}Y#bN_AvoAgHXzwPh9g)c{uzBii6Xr1fhEoAppr0Si z*+7V^Tq{2DNKe)1iQ%J%x|?_U%33EF882MB0Nz|+XFoyvUAQyTGy2{-icAT3iwn3m z-a3`PAXSa5NunF&C*^seJE@)ejP+Rxd&I}6nwfI-dha!JoEGOk6A62AQM~{&L&uEs z*dhTny=mH~8&WN7J%;h}<2&XP$V#DcHt<*RM7l*ALWg2 zvj%&!;@A7$GH-c|NgcV)dCIf+006bPr6u4s3G=u|K20}I_!S{35mR2||%{EX% z)^j*5H`b`Q zT^}o}sw3WLdb&`zTt`fs2-|o&G0r*H3Lb1gp=)2k7WvUD^&7)&8zY?ay{nxelfA3M z6YEoFHh^yhW>ywt8;iujb{tk_Rt0N`^Q|-GnY0sibFIFi)TXCzs=1+faN~e zMo+&85*)y75vKP1=>lD`UF zTFVvNm`_~y-Ixv8m@Qa~-dG(L-Wb`KYYoY_+?bWxSWn#OjOJXgS!o0amWJy>N?U0m z5NLtb8UzL_7})580m~sAYkizILuuo1zNy& zc3@5BhLzRQe4j^t-fDi$^3?Pg^T<$DVn-Z|7DAf}g+iC+<~$T3`HE_5tIN|ftz>yt z7xYu1xqwd)G%vSHZ4J6);5WA}x(4M>q~)YZg<4rGO)q(XGcTxF2Je_hTB{bS;$Up* ze!(b#UA0r-Jxnn_PqAUa7l38Ta6j^yVmQ0Bu1t(L%MhAzO;w91)O zutUqBg_VI0-L8?LA^)NI<>@iQX>f^i+B*mHpumzjYjZ&^ux`3!9JDYpFk;*_;S0$$ zgB0ZEb`4rtS-~>o+cSMzJ90BiHiiaXZA{M%Rr!wOLTEYlX1aX3X*13AsRmp-a`hn) z4p?nb=DDdA<1Sajym6oRhuogb8w*6KTvX~tQQXPF=LTz_OlH*+fAZ{3P*2qyWt1KL;Bfw2O9r>=9}7)yRG zbxHv^Y{|CG@7MLq)4h?O8=nf%2Yc<{vgk0eG?UYW=!5fW? zY(E^|dg$1GIKBA*fZ)exW(Iu)yRqo719J1hr@Ze^x%trS@w*UMOGgJs|J>+N zMpqYeL}DUm;)>f=|72Ec%S-RiY=28bYa-h9OK-~PqiHs|FmX<@a&8XG@c6LudB z5a{jOVAWV^pk7NLtsNsigF6;P7rgb<`SJNy(=q;x-5+nYyg954jtm@!RvHK)2pN;C zZq4?;AS@sVTOWcG`iDjtYO%mh>z%H&Gj_V%=?ZN1=Z)l2cMWd4r)Y&u=ytw`Nfxxm zw*lbTcfM%r({}$uPb@zl@=-Vaa@#%xF@6d59;}5^HrE2!S&Z*s3!3Efl8k5|f zNr8~U0c5igu=o3Z(P~$t{rG_2b93x(++lmjp#S|`fSr||Ut9a26MM5_pTB|-9R_R* zkDuPW__qJS zg>1_|cey7V>@%KL{zce>u>If$;5&otcVPVZ9cS1Tvwzj-;F?;rm;6{n;5$XZaqIo7 z_+!imNN=olrL&;#&E{o46vDh_5kuLJZ@_2BEett>7Od-lW}CX~r!4b`1GT}PM*C&irgoFtCy&5KkO==-Apu)*>43}u zgZ_sw`f>9cne#UyZfktN{xO2!|E&N7U1^{6`=Q|QkJhFUq4Tqf$a>~vc zT6n3&-aOO(C;Ktr=jIoVSL>?h?A;B55edgZz6Z=M!M4BAFJm0oz5D!StKT&`NZxsL#rummo0+fS=cWhDJ3DE2 zEC2q+aep|$flbeElG7iQgW&G}cWwEEbAGXL|J}a*H!NmlRbbz-D}ez&Y7B=08?Maw zH!=*^HP?fY{8!2GP?WhN!*Yla$IS+Q&TbG5Kje>|jI_$xqm(gO(0 zj->dJLx3Or{<~JcYy^ih|4c3H)PH_6G0rZSxZI(<^Dn6259%NP6DrurKl|kY96bJO zDp)gzseT4_al!u&D%h-lfE2JluKv%cV6* zZ-18tz^UyI>I3l#>OcP<(Y-?u2U;Db(f%a_4~-5{z6IlNzpL*b^QKJSQt7JcnP-+; zt0u5zc23WJR%!nB@C@+(siU?973hsWDlR{6z}Sa(dba!I47@*_lG-DOfL&*3|3dA7 z;Q!E2KW+|GmEatn0iK)nhhNQY^Yn~!N#{_<4q#R6fI5J)r5NMiQ`6t(zrPCiA35xY z|Nhc*zGrVZwaxAPv#%>SA@Og{cz&kcpUyr%w#NS%ktU zwj8#pzxGG&U#-T^sr^RL?ZX))DBwRQ-<6dxje~%}lLnh755T@-;r~6Q#QD6tMzaM&-N;P~{fwq!f{Z)Xd*zpMSp30$TB zREGiJ1lOP&Zkt^2|APwlo&W!zQ^9xrx5do=F%`&+S(PoXO;_<~HMMK@wrfteYaZ>; z#OTl@>CmK?bJk!J)M66^bl3#-*aRQ52^z8qK8dZ@i$1O&&95KrpdVeKAAS5W(}{6L z^l?VKamI_|jFjVybmNSy32Nn5-2CIDj)ugdJ}dUcUwFL+Il@?;lH6QCM}F^0QE$cV zK2BQsgjh6Y#a^t_LA8_DYlI_AX#t%q$CaYpio0!`^u*K4Vo!-hbAc86=}um(Nsh1= z3+Oz#n3}n+6#Z7*loOByk4_Hm*zOa;ug?t^IR#$thfy(NGmOfMZ4MD zdspm9V7y*S9ATdp&?EC*Ddw%XvnRNVCrIx>iA85u>{DR8SnC{NvkT}Y1(?GHt`tY0 z+{Y(L9iI`49$U5N>INLdyLqt?Il~AS(UFT>DUL(AMJGusZFp2BN$));7A0J@p9UMC za)xm)qVp7EY8JavU_rUxf?e1Wga7}By-g3V*D2vkr#ZuP7SU}#xKf;la!-Lh*j>i3 zCl=*ewI}K2^+M+ib6Z4@{OC$S9?W+c%6)r^RMs(Z!s3||fE8lm-s>NkrAC<`<#xnAt5tRs&=vIZrM z;%`jAFPj-mk(7i*?&<8mGdbZLlY_W-?usSP+3bsWrn{*jAm0ekZt7&awNe`*5$F+=_c=-=kiU$#2n(>wxG z4nO$~*h$rgSkhn96lDo5q|55jW=dnamwcD9g`xyMQaT(<+Y5But$&rB#o|P_Kity@ z06ztn;d|?yRtBK{z@*%Ng+-c@?7u*LARMv(0*TPUYxf0`8@v1d3uN`nVgUGO&jrH6 zeQ)0d#%M6#{tI00eM5vdK9E^=4`lm(*KmNJquLtJVaK9DnV)|qhwq1u_$@(z03UGk z@8k{a(|89n^dUkI#Cw0MT`6WOoq+2E*YuPBf7|SbdvCRZldcv&{#7*60KXQey&VgW zSDcx(zbm!BMfmpsgYkC&yTh5_!nqfxUxB`>6|k)(_jmRmBK#YG7Z$330iMGtHF$ah zzW3|xnjZYw?ZRa<|NhGJ;DGSonZBorJ^p{W>o+^4AG6w@2jDRL4-=3N@X?6DPhVTR z5@63Z?;xP?RkY_X)#BEU?^i*30KF1$|GATZcHaE+9J-l8!LQu^;(naKRvc6N_fEh; z(RVlY1o*|`{1uxW4un0p0EgJ4|B2`A))qS}y8{&%b_Yy5 z`ulg3m)KmiSN%V7yp=KU@%zu zKNc>4AEmj2NfO?E@lWfU|HPd;{0A-p96$eS6CBEgU%1$aH0W@X+KUNjsFcx03cuO7vH-~Q>`mv z|3Y2-v$)u*KfuuqhcoSw5`U#6fM1^z{1CA_qG504V#j)5Ne{*7JIe=@z$S3s{3A{L z&sbtl{DTU0Kca9z`0q?0bldgcT}cx@P3+nw{UJ;6QRZ7M=;x=vtMb%{#R1=oLOT_s z{k0%%pS_9?KQaqEui9JP0Ur-3qCnlZPv-&L_rSRwrn+-zWd-WK@8asGwt_o8&u2{f?J+ z`Tv1T_d8x5vsg6oJO~`TN*kPA-%nl!cAZ=OHx=bSD=7aH{~V5z{&d&(U44UV^=thx zG2vVFzvpG(0OP`$F&xu>MZ%!|IGl3%uX!0fcCy@XlLrn*6aO=o*optcfpCai|A#EG zv;X)@`L;`{fljiuCD~<~T38V<`h9I^i+^{1esQ4Kc5qMfU!6Pcu*6@)Kb&ZQV}cVP z@K^#k#FE0H^zSChlFY<~zIg)OmV-w~ptv}MwgC3F`ftU>A+!bXqkeO^vdtffi$iD& z0F*wU+x{5E_RVj`vMDZT$8ipM_`m6{`+xnirz{G5|K*Wz&fom_28`PM&T$}%|Nb=P zcljUAn{XsSi0NNd!{OEccPiMc%X*&w`_#9U`TipQ;Y9Y|n}Gel@`A$$|9$F%0stxP zmIwnt`MX2ETek=Ol}X@#cr3E@`ztu-B0nnS|Knp3V5|Rw=OTxyxxiVg9n)f;)dR!d zr@pOU6aI|1GU5&E0@1DvFGI1`*`fS3BVp!$CP`m18bes7tu`!&yw>3~m%MZz-yzxn0aj_bpDbB8HGwYSsi?+#A^IE(e&?A4GE71y?TVA+ zqxyGOWxbtn{>bEYWupzbN3A9-KHD@|t-j@IyFZUys)jbU?(a;%W;5BD5IL`_pMZ7M z+^jSWUm8Vu*)#zs6U}-W>W0XTQEkI|t$JC7T#a;%c4m->;7aw_=CR zZa#tV{v7MpP~ncV#A#$G1c5+~#s-p^)8vh&KP zfoLYk#A>&E!%sKQ{yc$7U{dqas=Xvhn|aj#bdK7GgtqP56-I)Lou>Zj;9DGHVa-gN zYp9UAxolgvR_%hZJitB=g5y-bGc9qN2yeRTaBoQ@PY&q2*kcW03R~X$Thnj@=GLoB zfK$d`Z^@5HA&EEJia{LO%?RX)P0`qn!E95}?V$W=TKX99BUE>+B~JfnqEQsz72`a> z=2v{T0Tp$(3i4>9eM784ymlDkO6w}ar!8KwY%kfzJN|2+T-nb%3adYOX@{bObC!}d zII+jd!q%kIh@IwD>Y?(vi<>3@j_r4*zTOg7o|QeF{VNl&r!yQ{=+$=Dl8pcliwa|f z))Z>lNSq<4@EXr zP#@?G-Al57lie>~TLeT03ZMxtcf28NyZL*Y$`56Oj){PTzl;09Tj-eBZchR>Nk7{( zX2;QXd_$gnkDF|H3DJI^{F}GHFTgqTGqC_W$z~r6G&^4g!tlsWdK*XR)Sj^)a_ELr zBD-h2>#emjpMi~4`AZwoKp~Wu5KM{b|r4324l_kl(6bkp`ABJtu+6Z^^SBJzE~^aq=&?>`jg+n z7en}Svtrz{93(M^nFZHH5rt|0Z!_~A6Q9i^i3M2__I(k1))aORKZBV$pw#Cg6Iob;?82_hace&2iCz4 zV0_ezfFHn);c=V%0PS|VML0nG+1MG50K%&91GvlfD!~pwvJBwXqdWk?VNFD8AD}B` zWe~3Nzo>BRgA-O@hXSjZ`CZy?QcmZAdu76F5b(|r=KYDg2`A(ZnM7sM^nw)oz)j{^ z!t)GmMj+)@)z{N1g}48Y&zUCWI`Al*%Mo}LQ_o9hE1~fj9AFcg%{=ao9f-^2&Wc?_ zo$^Q5wajy{`8^2K%RHwTNAZ5#>=ri45WW{@V4q}E(^m@go(JSgZE4v}+3E0?fns{; zlv0Gg_aS{7G$yjpdZ@~h-R^oa)QN0#T|;K_$>kcbe;_prCP)!jjE+(W9fcz~1;s)C z!}%E$%XFZ&22aiy6ST5E6m7k|_!PBtfF>3X|6DrY?XMG!JED1mE}ewHhX_O=mkvbx z*Ix-SARR^m4VdU7C8b0jvp)^|-$>u%?gaZM9xWhHiVh}6C`C@+FE<;?F4nG4;zpvFXRdHK@&lxak}P|A9Ff z2w?oH`5Z~GA~PlxRS5A{@F~_5iAhaMAb7JToX!#WZ~EqQgyExv&ct>ak0#LwdM1lY zf^g~a^aMTAjVS&MP(b9kg33@d6+|&^EdrfADWHG|pkjIu#j}b(mKf0ZqDNDmLjTna z8kYYG7c@vBgPO|`O3^DZDDsbKY6%?PsYkh(*(jh*U2*J6nKew;HAJzZ1A9Mx-#h83 z#?QLoauuPJhd)Hm+#4=J05MpFDecODf$4Z3T+Rs`he*XRWkr3zZ`PMFkuStWus_gs z4be>Waxyy=kU!MsG=z^qU@_{CA$<#(jzypyxs?&${|J;5)}=Ja|8*+|jGZvUK2+qz z+aLZReJ3L?(f<3d=!>J`MC1kbH{#@kj{cmWl>;@Q(oKKPzT^3SQ{&&s=u2FKjuxyX zi~mNZ)Fk{n8GR=sFKPXq$sAY%{Y4+PMIhVBkUSUgYlu89M4kVIz${ZE0Uf14&_6`e zi$Bs1Cu5(e~q|8fvGEf z78`v2KgqB{IsxAWv#|VyBM!-;1YCzer0PXL6wO2efH?BgVWJ{dIB9)jCaPjpOq;Q} zEXY4WH2uQa7X*@1Jx7D3iSmr-8lI4&N%5CdTsC1bqIZp|6fTd2mR}f&qalLT6ZG!1 zu{3eujrJJJ%T7jKh=ex&4Si`6YK*)T_>b7~@gDqZ`c6jPar+Y(4uJj1u?Y>4L2Tvd zu(2NWw}5zj{eiK`w+`;D<4zy?a1R2sr9+$JNW1cQiYK1yhyfn*fr#t;GgPc zqWzCbY9g>0d~6~x=7cj?qAVbP7ZLvsWKAj5gJvsluYiPNQ9Y74^NyY``~d4Bn)=`m zi0}vZFGzHEIzVv%kP)j0KR`N)q>_84iYms_r`{60=Rw2(J1#4>g2)&BAAk>9-JQOLd*L;K5S{@zv+-JW3#^rgbTU-k6bR{OO7{_3Pxdj z<2$9MK{<}kzripl6CxP{=mO7Ft@`s)c>5Ev7+oZ%r1z zWPbrK$0Mt$G2+xpfyq4t=U+f8_|y`?>Q1kFkJ6Zc&`O9nUg}ZMsrS=QU*epL7I|^> zCpLlXS@i%GYhf-#P?{ynmLn$%*v zY(V%pgyBjCb0#k}4faojSpxmWxN-VV{BanA_dRYBh(0=cQWj{&R#1FDNx}Xh)6u~? z$itkK8Jcv)^KYdCgm=(`0OW$Q%-D?;PyToV4TSI^;GhDD4wNZhv?6(M^Z%*pdcfUN zbqoPq0?;aGB1G0qAYn)lgmeO=$26q5jaNMOy&$B1B*bgCJ2d?)O(`=b;Z0ip|4E8X z=GGoZwFm-=oTG{HuhXyaP%edECr=ooEq|%zBzUbjmAoJX$wtyiMEf%>`7o(?pikP< z3@{|iKbfeRjMG48Kq&>eFYNLBeY|{-0KS1$yXD>VwE}Dk1KF1Y|^VuaMdQq0w}?|AEJYGTQ|||3a9-!d;ti z9fcrQ$;{vM8|iWWH-vHi7ak>A9uMSbA)NmM*_i>4v;Q{+3L^fWnkqx29o0}k=w6b6 zf-L`xjxL^{l^|M(eG1Y6A|^8+i-&(M9fK=cV;Bq2R50+}@bhYLvruA@Uh{;@zN`ah>Fp@}q` z#N-r})=!!cGQR%>RWvuEX=Boaraw#wA)o(G8_5wmidH@oDgKBs!+@8ZK#C2-hR$i6 zl)j|ZtZ0yzwEh+0LA~jwFL73eV0yrbUsv+@C&IJvfq=l$a4G@eM2o%zeL=*7@Pa~| zF#iKtGY2|DO@90}eTfSQ(IPKh_#aOxf;|JAPL?S|RHX=|s8KT_{)Ln2FX&5Y3@0aV zO{gH6I}1XTqVyPrXd#L}GXN3s7kum^fT{_`;vbQmV)Zg&{Mqy&im~Y=odzIiEco^R z$^bYs{ujXF6WXb$4M3&YsJu|z?iEz2U({Qc!5#wU31XfY zB(6jNd?4tU4nN$qES5;VKqN$T#7%~!5aAROb_CNua+?m}oTg<5?7vI?*+>-vwE%+0 zGr)#Ly<)BO#1#KYNHJvkrx^>A#}pHF4uV~QYHkeh7XrV+r4LmxV6>Z_ga!Qm^JD9d zVF!DL{<*?~*}Dk%6E1xbR2TUu$D)kveb<-U+|{((w3?x2`Cj)16}`JbsKdgY$%3!5 zx2b>dlGKlyIcj?DsP>g893n&j5d?`t=Kn(!0f2G;X=jk||Cop)@eCH-Hj|S&@D(W- z7U>%Dw1%43$MRpvl_sePMAU>Jo9O^)2&E8s9nk-u(wD-2LdFHy!M5i(Yv=#Z|G)vt ze_-xxD_iMIM?BV8{v$QJBI3g7PmUa)e;|O~sc|_%DU!K!+!#OhI*R!Ryd+Jr2(q`@ z5(aa6Jta&h1sfoV4E_+AkqLT0fFjy5f8@4-X?SY&4kS3aUMHL*Xm^O-#h*c>5tXM3 z2zF}I5Fi>3E>Ipowj+lsK@{FE#0r7bz=0$G`p`_>X^6O>j0k}K=Mfjg86;la9Rv1X znp{R5bV4?ppK`1$)%IMLG2>Oj$y@Bs1 z!!m^RPvI{E<7on)HNgUa2v;U*CAPP12USWFVgEB^Z$CUWlFEc+`u8bg|3Lmy_W}Y{ zh#GG~`Adcuh**fGmH@f8K|is5Tv(T3XtWu^9`E+n3(l*{iCsgzH5A!3$ohZ_rr|;< zcBHRH_u_8c7ExtPq`jgh*lXnFr2B)=wF3jBPTJ{XY^xi(is3d8q1?9tw{I2I?kWhI zs|f2->=OaucDy3rkc7rY5j0y_-}$IJ6I%SybyMcKNBAwZ$TzE?xc0akzl{#q`eJ;a zE(o`07eF7dO>}VA0tg%B;CGuKY{TR-A#Phl>D{A#Jq=O}PUx^$#hx5~AyU@F9Zx{;_6` zUfYDNNWr=|mlX!7Yd+Xydc?>x`iY94c=QW-oJ7F?Eq(NHHQ^@MS%~5x!23@|!rGJM z)ybZz2>ZzT7=DDS53VB~5b+EQL%j(2;Q{(R`AW3Yt?>hFizTcIKla9S?~R5XfB`cU z;0F*JlG`7e1JvU;gQwtrDPkVkY3 zLS*?1Df*_rJx2fxnGJ#Lx3+)ORbm9r8NY^0hi?M4+B}j#1b#TNP|29A|R%RS=$jC61 z)>MD8AUxJ|rL#^vakshKT*A2)xv)*w$Y23P+B%P77brwDL6Vdc=`6T_1@d*Gt>K{Y zT{o#pk~NdEl>;)-nC95^n8Vaq4GF&?T_f%v2N5;}9RqpV8S&Vu)}-Im93n-H)+z)K;_ml3=G6s5-2 zKca0QB@ZB=C<%IS0?QSq@CIGUJB0ivs!$^;;}Y=mT3p*U*=ovv7<>dwL8Sd}CioUI ziyfQ-2oy)KP)raUL!dukOYjnSNis7P!B{v>@d3TebMABz7;o;RO<(f(qyK&O8E*Y; z3J(z-y?{WKzp#bE@{ftWu=@Vd=~&%~eD$HeJfx)_Vew}O!<8;`8XX2yz+=R(Bd{Bu z@DQAw{~J^2h$#;t*MVUFBt&PK;$mU`$EHwvvqODujbL#nv%N!Jem z!2-Zch+Bg2HPnO6w5AGkfCmnI{!esXjiVESM23*0FVZz6iChpxnaqb9qi`vPfKbWVfVlq59~S$&q(`#gIb!_p zB+VRq-vq714w|w~K|D;5|6uy}-c^FAK!En7jsoMKIOypk0bN6b=v|#?@@B z2`A9PE}^fcW4=KakKZ8x=5rMJZ* z5xr5#9i^g*al@}2eF!XF9UcKu-Uf(Z>0)>0Y!0K zS+LIF`0K~-;`BdN>uA(Yqj8`c>8*jfeIWlF6h`_!+{djWQ13MV=%DF`N%wM?%3Aoa z`5ywWO^vVUD1}!8r1c+&VL@^j?tR20eG zYslM&ZwZ1-fast&LNPi@(I?K4;(sTauZ*Q1;Y1ei)sH@2cv*s;+=vj5UITw2LhhJD7(X~gg{}5LWz!`_gHmAjBw~c& zv$qA|I)F4|xnNDXOArD>k?8~?KTRSuiS|c26c8;4HK_-MLg5jfCcO?CpMSztC4y`x z7DHcHG=;TZNJckc?IdnsOIrV>%6MqfecR}xID*im{V7EI2Q7RE2YN&bkah20c%S%J zj@v)TKCa%LlWTfY&#Ze|k>LbI{58Eo6Eu|!a?w?a*2tjYe;95>qG>SQx6U3A0#@|7kk4i7U)`191`hdOs|ursv~)=0DWL?Fgogk z#?s`FDg*-vhl=plpYzil4luSE5yk#XFy5rooIkZvV+=is{6}Cz`fbbOqKP(i0s0r% zCSjR7Wr{XVMFm_nnM3`Rke2l%X(cg)tP_e<6Wlcn2)-8|yIJ;xaEhsbB@KZ1S2`m# zVS$=cD@7I32;svY;bDdd(SrXVBs}zzR}AE%Cxb~jg?d)*ZQ9omG(tF?^cu*%i9EUa z$;a3=(b^P2_khr^O6dp-C#H))xJYAS3?>y#;o+DdWuP7w%lw!9N0EOsn58^nIt(FF zl>Sy?)~Jt)bL!ND#?wrV0{f59%9l#4QE5DS%#RqUj1Z_yA{-T4A#xQl=9NfpTq$Vs z09%A&NP+&;U4sz64a+`L*983!XMTkD(F_B|WuFEAH^sClka+SGdXAX4)_mpPg~L`881=Bb55ntSEf`-$cV|)N2z+T&+S(9znIZ4fjIFn{b^_T ztTW3qs3Q=4=}$D-IuVt!AXbxHHos*31NE1Hqd!p|Q!(ik_yHCXMybG{Ff34U8bVsHHPR5B#JJ zdT`PiZ92RiDYfs2BY%sQ^&|;8&?w|59z#L*F+kF78bHRI;QQ!P`UrSzA~qh+zoz1T z>h1yqg%08WM{Gah5%tD%Hz^>7vFf=~={}qX8%NIalXma3z z&@q2R;_+-j1PVh0JdY!BTbY_Of~dg3;N<$LXSh!+DS-bAJb>_t@X;z4spgE%J@IJten6^N86t=QD7*N>l#8&>h(deL6HpN&|Nl2_itP!i1~k0 z3hqOo9Xvz_!5j_Z?@1r?w_zPqab4r$A0}ufs&lG=Er@9)!0Q+Llfn^2Z~Qj`(@l+T zFs}&F|3-)NbNU@onRCOSOr5`BU!?5SKjL1p_!BC6PQVxAUM8wibh!gbrO4LboC^C+ z%)Qv*GH$T5wZ+9q#@9PvD3N;A}s#puWb3`PFaM$Lkue%U;m3J zec&bGBZJJAk130N+D5ml57E;H^S^>%i~sEs_z+dr?ZhlaWPF5wb4l*a^KJTg>CUf+2BSvWor3H;j}Tlbetozgc?vXmI% zf{%IutC^8FfMTGL?|*>+4-n7+e0Wt6Pt;*Ix52XrJLr(D@j9(F(q(J-$ z;eJPHx|axK#h8-|P`vYUqtH|?Nm<__L@10?k>(}B`j>#`0aJ!Qr1==WcL-0pc~EiE zW{W8|6XyRVHK69ZaDoRpp~&bYI7UVS*-ZQabtIx((`Oz+TvFl zcc*MQzW?EkB4bkG*U)a$?fP~L+sd`aaHAb=A)+=b0p2EVy@5w25c~qjVl(kraVP?Q z04{dB4Lg7=k-Y^!K#Mo3QXBvk>`{UpK$hN900%_)Gxjg|@a6pQBmAMmI`{#29M(jn z_TdH;tS#UtMRTCBh7sE{-kb^A0<^MCrl7!dhzoG(CF#(nv*M;;$IST!QzTPg^}Pq1iompOSt?y1Xi2A zOUqfw#1sL1YE+H4oY?=9wR4hYqN*+Rrv#UwanXy&?o$Gt$gD=RKoB_@KXhUFPjn1t zgh7u$JbK|W1e+>N&;X2Grkx-Hcm5SzhQLH+N}%&EbRPLQCHPpXIm zH)ekvYk(5^oLh$AG2CPszOoS#PJ``zVgf8qnyjT1Ah2ZRIHJJ=F5FMRLPVGakYv7Y=$s;D0)?7hp{o<^w;GU>|jJs4*$AE#Uo%=wxqfZ&z>;bLQw^=xB$e zcjoY5T}B>s-f6hExn=}iR|Z|sD)A1*jwB5as-MirA4s#Q#&Yz;%B9P?jH1!88CY-Z zXlqWW3-|{bZp$fx90r1m`g`6N4-TEzDh_QL>aTk_ynC=Y2i3=yft~4H@7jq)_kFMI zYlR@r(MCP4P)-Qjg&F8ih9C!r49*WI+4PZCR3A3ad~-Lt6^-J898xTOt23Qi7uW1h zfmH9^%h-Q<;N07&w)Roclh-Uaq*r&GPWJp2_^GSl3aV#GCVD_`KQ<^hwxQFqPw)5Y z8mr#!UKR(LG^|5u^YGO+U2MI2U+Yl&Tc~~3psdHQ!6#3L1+nkS%Gz1qwLP`RX00E# zU5M!&T{?8WBfz#Jpue+|{e`eceS6pOtsOO19Rb4~y{!eQdPS*vmNmm&XBDyf4o^4s zTT1n}wVh2IJl|ojS2$vX{w~3N+!WeY*HAL@0`*REBq=NP`@M|cY#FUZMO+f8@emffb9{L!{+8W zcDPdL%_!K?yMM6qW9xu$5jL3_yHK5TRDjXQ!qC>v#^|Iu z?#xpE45Rp#WRdilu8a&@MFO0)7}Vy97@3)zwDnCp$j2Zq5>Wem<_ZQ;ao?eX5)9&^ z0YY&z1y+fRt=+O#l~E4-$0)qt$imp}^ja}7Q8C}Jt?QunkOSUp_OV>+@7MUfY^7aV zMoeuySQjy$nl-4xj# zENC8^lvy*n1MAe==bbrn{z4z-+^-yKvw_a$B9}v0`-FDAWEAvrO{JcN$?&yN$Fs_9 zb1FM6+N-?NdZDCH$Cs6Rj4nN}tg$Sr$ubFzycD^<^Rd*?1?l;(zSOR}=$)3lQrpn# zu9x+l?`6Wj-(@;oC~}2{yL;PXY7EoVgh$gJrfqWUlI}SB}F?9WRIFgtZ4Y zJ7m7^(M>+yS(+z_bsF(b?qk|oym+IYswT62kok54lvDDE$%T=y8Oj%As<}?Q>g-9F zpVphY(fhs@s{cHc5^kB$f7k@2_UJ{_(&!Fx*E1JF!-ib^4{xnzbI>vRc}z-?#XJ8_iX=H{?vxSB)5Mw8^TuwRyF$JSuml{%_xGc6R4ejOwZe zC>y@jmKL_ZUJ0J<@RY0hHgAyGdDhn21wQf-=s|I1e-=h=6DXhQMZ4I=2o)2i727>| zHIIcEd(>E)oY$$kvZuy*fJgCs`GOZu>=$VEGxaEJ-Ln1p*8X)4zxZ=LxXE)`p;P-) zYWPcDZ($DNk~Ie>Rwx@Cd%=eZQMp07`(~vl<%lC^gV9#%+f7tTK7Mb0*h@QVSq>-xZpiq3kchVC+`!K{s!UZ_d2)Xe`_Sa-yUhfl^$4b2i&FChQb_|glg1l(Ehv9RHY6Ca<< zEj9GR`@i-d)SPJ)W%H4dPbNU^=#Fxx5cgPVbz?Cz`FSCp{3%jgR(%<@`d43ReT={_EG}mo9s(pJjZANoeKb zkOSMmlV%mTCs~;xp-83>^X(}qPF85g<}<^u#eyC-&a4eta7kHzM&V;_@My@UOYwUO zAFl_e%gxnzZ4L^((VUCz)G&XX^da7!XSn)7lj7MY>=t_!qMOq)f7D)HZX#3KuKoCu z7_XpKOUKpxkW+%zkw;mNSt_y$e(wuP+TZ`{W?6r4-A-?DH)y|zU&@L5S~~`10>W(D za+K!YHyQ9fdcfJ}=0g)qwn+KF$Tq)hDXyWLx9f7}Gmmb$?Yb|#)z8R6xyL6LwfNz2 zzJb!{h+Q*x<=X9-`C{eL!}E(r@(#~eaWR|sAtNLIrte4zujj(EOBz$=mfVk!II;S6 z7Sp4J{N_fFF1I`m>)imo+P(eQISH{S+wc7jF}7cgg!s$0-pN+neB{oxs`od~3OenU zIL8vORj6w5$NBshBdiTp2Xb)T%W?XYGRshNbJxwYUv;=msu*9`cBO^HV8jO5K5kpg z%Y4f7$^3I}PivQ*d7YE>YtK5A@TrZM8?xPe7mcA?bEqgEm!wPpryvcCQoA3KLNcvhi2tF{yK!24~VZ!D40 zI%#E{U0d&2_;u68c+I&GYv*j;`yvT}fegkni-kHELq^2GJ4aOaM`Ia`=P?OgTNENF zog!stg+ASUru=nz!etNFS%7hfd?VX+j(@|~zKikbc>%IBLd14jDK2^~Ej~M7f1S4N zRcqxnucaMl2WT^d#4B1U3cZ$oH9Np;R!GkQD@D|6nV}e{aeZybtxL+6hL(D~+20!% z)g9gZ_3<`aB(&3Q>Cboj9hX$NIXVw+S^UxF)8YKvUsmro*uH&>XW@3C&4Z#N zkj?YN=+?_;_3}FX?wA^EKU&8AJJr7|jQ`#3E8Cu`vfJqf&y6|U;&)cZ>jmQj3C-k0 zjtyKNWo3D<%uR+CnF*bGalvU-?)R|NI~y&{ujHp6KC9`d^Yeucr@Sbn-y-O8P3dsM zhxMB8Hm%cP*qrj7t;_46@x^&g+93zmFC9pix_j-E)q;b~t7Bf5WVLQ}xY+DbVzPCX z@VB~zuDR7h2cytT=>`EMi)IYGmWz^R=yLOm(A;AsvY`1V+v{@iOCD}BioSJj)tFhB zu}s@+uEV=~QG-lYUiWMD_q?8W6!K}>|9ay&xq|3R9-7h`oecM$51X8t8`3V2lEU6~ zY0cqynOZZ4H(A*K?4R%yEV;=1>vGU;24n9Y0<@`ZpgL+I2?gNG|v%=k*uuM_yOIXnQSJv(&n&Z)+lNZSD{c$QP8~{DARc&FY+; z3Pp*`bB1oqN0=x@Nrx52sLV)vGQ#ueZ288PjFqFMIh${f{9Iu3%;;6#`Px3)up@Jy ze%KYbP~yJFR@BI472Qim4a2tHuIo@My$H^D#KO;SzOBYIV6i$hXFe2IuA;qCm+_@p zx@Y|hgUv5)RyM?c+mN(wp`-M#ovbe`PVZgm&V72XzphZxx{-Ma>rlJ7ADuM3Xr|J5 z@rgA{x^_Rb_0y%Ym|~M3b2>F1lpJ0p_e?%2j?GEe^WbIi0Y~v|p1RGe^IwZ4?Ga47 z$hvjgLi<`4t?-rD*D^_a3YPo_F$?e%aQ}D6%q_@h2Fg0GN|q-j<+`mnOD$VJlyCGO zE4a}yv!YuWVYNUsw7a>XT0`6IzDXA7ri$T?21lR}O zkDTr4s;#dt{QBkM#wtC@fO+@gZf>odr~91ujN=T4cOz$&7vY*Os5XO(75e&Rrjx$% z7aK*Z+zo}|sWT3JTb5`xOV&X7%V*{;8?;8jzSr#F*`3mvoQ|(LBd$K`t+>F?wN>YL zvFoa$G^jLX#cM?-kqt7A4p1eksh86wu-vuqkiSuk$hoArPQBCF-#Y740#rX=`XIG!y?X$~@3del8%6aL< zV%zOKKVF;&Gv64bEg_K5oBny*xg!JlmpS_v6*S-41wn5e520k%8N2TKXniQaTdt#Z zqxi2BW4%N(4)BDlU9HrkkbW}`hjTnRKYF}nxR-aQ??2FAtFuAdr-JEap1ZQ@cT~S) z?m0(=>NR@7@2{fNeM>~_xR~X>hea9e>anm7XMBvd_7-|sDRIZ*)XUqiOas;=%b6Kh zG#0g-zM)(WrJv=$kSH|FyFcUi1Cc|+m-MnT?&n>5bF$qy;Kk(?GBn~1gOoj<1W=Hb?*`<06R%LoaPu)OBeBYsPp#r4PB z9qB0sO>vE{^4tQO8@7d252YtB|JkkFcBQ_4?clOHlcgtq-hw=4sLg6)A5mMNwlS!y zS#S20kkhY28-z2oC7iN#YE8r7%c1^yU!>)bnShjJVYZDo?wZX) zcFtiixVTn%hTsw?)PDvliuX0PJ#c=&A>(zN{ksK*7P5CoRGD{TYO^a=IX2JvoyhC^ zdZg^w?>Swz0)33b+gD!Li&^XO>aEMIEZwE3T>YLGHHO6+PW9d|BJBGtj|E6eS^KL$ z>Z)G4U9f-jeJ+&d#IoR=XsUWNtZZb(iOnvI&;NrQ87vJfSn9;_@FGdJR9~@bVuyrcHSdVaw80L*Y5PU{dn=M-Gky5$(pk&3<#}?7YS)(m1IsGNELC$IF@hq5oUKa)`YYLw}Jr(52tAB3SbE(&% zw>EC$l!snFv9{pfTDkF_1NV%L*R*tsbXUp9*0-E0+9I+f`Fp#z#=x3yb#GC77PY{)ni}Y{`IC&tLE%S-A`J_Y_xlDZJPv=6?TeXh z7IQw*rs{~+?d2ojN0G(lbmvaywJlhVMrCS1(HW zQTf#3)T{iP{coUN-M~_6m!&cMrd2V8~ge z@GQIV^)p+wOFZ8h9y-e_6y3A>x-!D=m;SGyr;D^#8g2_=koOFR1k-7C8o3vR>e%BA$q`33#3p~M5%Cc6$(Do}&a7@pOnFkD;)@z7|clgV`VoO(C zv+&A^iTB)`rD`Vj>?^4>$p?jBMfn|$?s&XW|V4pP}`ci@xpVy>e*2?#r=*$^($gd>U(gf zFk?jaG4XrWghPw1D~FdqMkNLq*gEf(vpjLiz}aER`eUUA=PI^+Jb0hGdQF9u>*qfE z8(wP`o+yp`FN&k_?&?yfZ;RG1e(|}hHvZCoe9Sz7taoNdpbFJOcC)n}4o`%hC@y1J zQXDw%dGKS!u8Shi((~r5`1;hM&HLv@9eR-F4=P$!3)mkJG~k4k&(bw^^3` zGVGaxA>)h{(Ht#;ds=R=Tmj>ww}mZFfZ?-9jXnO2hk%qye3*|OFx ztdP&5!cZN{MTWolj9HJhw%t0aA`^B%^G=#l`-Mbnl>=dI3N@*lD$ASA;x%Tq^+i`h z`T;F-nIaPh4B7lyS9rI^n`2*`zIF00dCau_vgE0x--}ha)K4D|STPc`+vKuS zF<+Zd*fVFx>z*H$ulVx*#2NdpL&7cJ{APBPH)TUCe#!?K4>oxv1V+aes&8aE`QTx7 zut#sTmE%@EjfR)!b{*zZ5$nl*a=Kxb{&OGug_$NhyQAHonJHcg(JR0Iel^FYGfdXM zqzs)^_N;LGtQb=9cvC}Fvfr=sze>@9`DLm#&YCS5kB;pt&4AN2}LEKl#EB-{rCC7;e?A6BI8B{2A)-{z2o@dNsS-z8^NcdaR9ZF2rx>*mm`0h^X zUadN7?pkyCmo6TAUOOzhkZmrdsesl_?i_3w%DSY$XM1wd_As;9Jr2==*FR{W&5TDs z1j=43<(%=0`;mR+!g_0|p?yp5)vXR!Q?z<0z_W8klD%xC;LR|rs~19;E{CGT(QdPj7C*Ckc>8PS+q$QoA(9!+s`1zp_HWgoi$#w2&ioYF zwc*OMof$0iIG*X|{p7ujx~nguctq9Gu+HPqY3|+K0ax6DudCSDo!q#P>8-t>jf=1K z-7O!Us>+=gd&6_8a)E*6?GN*tOZTVVT5k5%d(F1dnN7p#+JeXDQ#MG)?y-pN zJDxP~I^sCb>&dnez)H*)!wfx2Ab8PFxpZn#-<<0rNDP^tUz71z$_kNt$ zq40Cp8@XJU{#!TZh^gv_&AOb)SOe|iaOOI`T{qXK@N9Y7mW@){7JF_qvL!#)cc1Zd zuC_|drq-T=cRyd^dv3+S0b%NpR+2pZ|`tE|v&S z6Z)8Rasf88m^n%}Z0GIw@mvoVRe98lhZIm_;yusoO zU1$?ED3H>x^0B{Tz1;kpk49mQi=4Y_r%{OP`*hQ8h8`=-fpnIAd#_}!O<`%;W)siS zB(zLhtcOvU+x$|4do=n0XV79n78cnPd*&HN)w+!K#7Lcq_x&ZF=&M^Bc(LY_XK~L+ zT2Fs0?{duL4wRNuUtO0=!>RmF3ssxyuV01Myx+3SSFh#dqELY#B@4}gf`{k7c{wTj zYstUEu6`S=S=6JP&FSQg$u7B59b0V5ZqUFq?_|vuH;d6Ft?3pD@jc(4R27?ecS*h5 zs+{@g@}*+`vneZUBZQkvUh3P|2AVzi6|Qk}abI1|T2+T9Q61)Iez&~TQf67BF}m6$ zV#h}aRX#g;Vdonsg^$4wDD=V=87iD!c6H|$em}nZ5Pu0ON3=QFqT=n(t}QS8`D8*k z3a`HQ{+)M4S$*YMEk}vEu%Z)UZdk9}B=>J7tjA-_;&*ZOdk5LL-v~LfQRji>R*7{j zM}JlvcgdP_@N>67_^j;~Kavz@NoMUk_9)_Gz!wf1Ncv{wvA&1BMK|+~?lk}Q@nA{r z`3h4Pl=tJL99h-k!Ul=w(h5=?k^Vc5VP@Qk)xXD;p%wDo?(wU&2bZ*Ny|VR7@aN;# z8P&d3bj@9?ngRSA-=Ue@n#&$g1273uV8RCG@3peBBonrj=uEMI9Sn2$p{E*}mL)ru zxD>@cU!suIV$t_oWhV3WYrE^i_?9t0WLEKsT&lRHeg$LZz3th310Pf#g}ar-i`C>8 zy2vCszRvfa7qaol8J0&^)cjgbq;XS zHhbut>?*GmCaDK(c@A4L7NqRwH-@$y-V~-Oa2YL-!nkiKbAbHHeytvq_x0PNN1B(a zC|%>~zN@lQUSjD|#nToA>GL<1o?FdUAehqGbkyK!r{`L}7@H=KK_;`#l`cw|U8g%U zS2te0C9DhiT8>=Fa=P=xd_dieZ`aNTZRn^vK3@lG9Zpu8V?h%Ex~w*_PsJeO!}ST{BEg-z++x>HQ~h zhtKJWyZi1q%rP6~DngIm;W(@*xunWH=lv^Lh0#LY7XM+j(5Pi%^RiXeewh87_4-xJ zr=(9!x+lIWo|P6~5GTA~g{``xRg3x9H2ce`WbJQLZh=XJ14-S6>|G2Jq7SP5IR z)LIf+5fUkDk?`)tyvD=7EH=N7zfc+EJ)9nQCe+a-VLj_7y|T5-cVKnq{W_KVF6L2W zp78vXtIOI?q{}Xv`6NZ2pJ|`THLl2Y54W)te0KKw=^1t^%C6o~Bjtm|fq>^5!~~B; z-p%81c=bf;0FPws%0`YBj*u$?#%oeOW(A?7?miXZhnDZ{<=r8|Xs1x?blu&Bi6gk& z^u~Sz%j`hMZ3gVu?(0LG7tCib`)c63R_5#S&GJ6#Dcgm&kNm1;c<5z4Bh))$cOn0o zUEh0(lRngKL%HbQSL|KG=B}!9mTAzjP2~Ev>ec_9YY}`{&U^1ozWw^5^9PN~uiR&7 zywJ{2mBw;ft5#+M6HAMKoKnj7Zu?iA;=@lj-DivLo|}L46-#ZqaoGAJJG0XI`P}jUwk}inBpA0Ne)Zh2qZ-L~=A!!-gwB^a z=zr$4(xUiBo9+%hE0N@~UiY@p!O8Z0!w9-RhwDdkOc8`>FUtu|_7)3icI@g*wsaB3 zw)YN{H5AowHlqXf$!6RN?e~^KSz$UJ8>88~mSw?22Od)V-z^+lPc zReWN#Nj?UW8ru_oHawH=RJG9xDzbXGq=D1E@$d-8v(<%l(FLwXn^X6F{VE>X^st`o zT_BTmD+hO@WjRlrL>e8>2q~}H=xN?#a<+VTl-p+(AH5vDTji~vjRHk{ z^TRg!i1P&TC4V{{F1stj?S+)+fg}3Y?Jn^iDAVn3hXQu>3_z+8cV@1MKF;`HectIG zX3^FOkL5pyuhclWR5SQYi1gkF^Jwel6}OTfXNRfnsgFFoXK5g~ZV`Pe?NQcKwLKk? zt8)%6%?;kQbg!W$=}*xIqP8E?BHl&v*^O-j|Q)(No9eebsWLb-cnb6 z&7w2v6C9tN-#rE*^r{RzwB5ac_6q-@|zQ&1B1Pbx}fp2Bg{ zIsIY(_1hk;kN0kwv+df-hmhA(F{a3srYMzm<|B+g_afSrY|eD~VfXERmZs-AN!^PG3~KFJUm#(r8+)lidDE>J5!Z)vbs|sJnbr;~rrn%XFnqYz zVNGwZ9GBvPho5?Hww*J2Z~nf2X(j9BK)H=_TM}2*rv~ZVvZ*f1-^LQ3i-j8HU)~P7 zU*L4q?w5GMiPtaWWPKdsk1P@@`PH`V+J4Pb2c9c^%QjCF{(x;WN7W4{tZA+Xtq0WpBU1!@Kp+P*-h* zj9c6h;XXC550^~M4r;q>H2F}p|HV4!@ra$@y{s=@XZ%+5t~M+z5i2WxWXqJBZZp%+ z$1yY2OR4F)YV*za;%9LEt?~=>cX$Qp?>(uu3QgC~H{Z;!V<_Yfw2g)C@H`WWOI2#J zT8z864qOb-QjhSF*3Jfxr+9(Kt++u&U;QLBa%I0quk*{VJ6^~Q1-{D;*)8fCEA48? zRA$4Ji%C=8yXkH)i;#tnbb7HgPtV)-+lozo?3;Y^Pey@CnJuFCFVlGUU7NS(gQuTj zQ=ryn-~75_a7WT2cE6~rhm5PCi?w=!c6I6yrs>r1`;(YLapomORi~f6-;r(;lPEgJ z`Uhik(6;N$7Rg72AZ{*Y?*8OuhZq`{%q|?T5EG;svTy zyH&$>?S1xkZ|`NpyUX1CHT65X6>Z!jtOA^Mt8@-1W`Fqlkmq`x2c)Cey)#m5*)Ufz zv$$!ctp;!}y<(2NQ?kl-=BabX7icKwztpf}VwvMt^`3|26kGg;JKG9sYgp{kJ_>9& zbr2<@o1Ywt8T4{@R{x=xpIGcPDBFDL!#!aS$3k}nfg0q&4n181LG;k&jU@;@shwi2G%$ zY;{8ez2@Gv_1sy1*(03gcA>a{WHKMGm(*FNT#k!vfQiTxvQq$&G4_pNtvtBCMY(sf=AtQd^N%jh#t~j5omZX6?dy!72NU+ z78b+BG-X@Yl&wK9u{psqLr*W#k z&Yv*4v-RjDMOJ}`v}eZ@&VDzR4$DhX^Gc0)k?D!ibHA!Hly7{AaeZs&At=qZKICg# zi@^6`Mb;xuaoRldSby!+jvctWS>Hy3H?VovRVZcco?kYs)=!qTzFQN+6s-Fp%H!j1 z>C@}1gR2xyou8#>n8olW(z8aDPxbs~Q^vhF!iE?4ueg=tlD6y9+tc%G9Fv-jtQ#@q z_X6ew^%!5!UFjGcW9U-ZBbtjzYK9Vb`3;yCnPv&0EAN#to~oa3+`RgGVI{b9RR&xF zq)gr(Yc&78HbDbGTR*mnYlp~$0O^t&5dkr+3Il*$>1K^5D1>xFA5$B zG?YtOf`5sT&p-<9H~yvRT|eU$n|hDVe{5KtS`3NiI^izVpYaE+;!G_T&6VxJJ#dx% zsZsKK_EIM>yRdEgY?(n*UEBRdy0%yDb>7&+zpsCDp!KVe zfo_Qz&WQno?J>?LI~E?eQgpYpO4vSFuHU;$BmeH)ds?9~v8j3zQlZ291~xYpHiQ(U z7U}dY4D*I&-AdxIBA=YjC&Xk)ND|xwtda=RR59tTgjwocA1&o~TUO-M4D)xdOE~c& zM4MHG>soMtJ4QXQN9le2#c>SzYC0recx!;9aKf2uT~C8OB~RYX@&1 z+j)a!(UbLqn;n&e#iFn7Z)S^NIpbOpzGq8lgFmPDvHKZ^dC%mF=NNGo#HX;nnNx1- zvQH{(ZQxN?=dx8$cWHE0w4DQo!lB*SJbjowad&j?>s}gOC$QvInoQjF;l1Af8{aW-fi^?Uj_2Pj7zWrBvAKFHHoi;bs@MT^6s`B9m4RssuLk-~v4peN~ z*3~fUJ15utH$!{2;53D}2`0ZKwtIz@T@{x7lOW9)X zY-_qNdrx1yJfQ1A`H^ZC{(Ucnj}07+w_)wk=>4?2!S}iDgI4S7v94X)dzXK|()2J# zSD>vt;0@0)R>Q;o{FT^wh9!$r)qnFDE?Vv|n>$dfX1i92_NZS!*Gm2UaWahST7f2oziRemYOK z3>F^mkmx$LtG;BpeQcs7>+?~ccZ)=$4?d~#>o*D=iCJS^|D#M88g6V0fCj)G@Mx41 zW+(s};lfrzy^VU><4AvAzn2?8$s4^) z7swHkc~CRDP#(e#c8@mP812*BGE_F4H$2QXGSc&)MsCBK&N8u~9NVq2(p*@ycV~^R zo(tx87pm%AawpfJ!QO^%k}X)^G483kTRw=zZXX(e%4)m=2K)0mdp3*&L+DIQ4)%8$ zwjDJZB@B(|VPi7~?;O$_&B`3c5e!huVSo$z5r9J7u*}SmJ5_0*>MYxUZK!b`49&ol zpiuW?n|ERc8yaSgIAY3jE)2Ifw)cwk)dag_yh?xiyP+mHC)0)v9~fZL5a4wBZfoZzwRFAL`!dz?G>>BWnbks z{H`>s;mrGd8l~q_*f-qhoS1AWtf!|jJlJiXR3nT!I@}kxs-Ul-vA^uAOQw@f`*3Am za=Dy;WjT2HE6={T)!2LOIeBH^CzRpL-rk&(yREW6Krepe{NSsKoYda4Ay4!mXJ}BO za-LYsE9m~V%H)8WhASgO)|Z@h+WXr;Z5iABzZbi3E=U`ZQ#MXa_O|`iX2xY}AChbt z3;rZ}KO8E<{|>g~YW`OCwOX#J!wkiV-Mpn@cvi1PO@^ERTf0F=A=D>guQ9x(w;9`< zJ~B9TOvQJZs;d4brTu#s@binX@J5DTxqbVN`!Y3^T}t4h+haa%ao%JW+>sRVBPpD4 zy!XFdbrg4e^YN*42gfokFdtO`hrY6s#b(@LrkHEK7aVSa{Hag*z!Arbs|2E~=t}A2 z6&=W}G`MA|bnuLlf+A?7^kaT*Ufzg^9}$tDsW*Lme1pIzfYu&d4VnWQvda{_9K061 zFd-7O6kI&62HIt&xZo*21g<7UfY(wy8YT`df=53Ef%4$d(+3FU!6zr|q*WEMCMPJQ zW0WGr?(l@pMifjXmE%Gj;<4Z zkdHTOxA|dGDO0sS4;XZGM=@ zwn$a+hw<`q`F1w!g>Md6ff6GBhP0ku6Oq z83sY3L39pY;)n$Tz68eGMBzAIQ}=M3nFM`f7{W>B@yf|0GqES=63oPR(=mpXmE<;j z90t_G>o*8N!SMpE2gc9MAeb(rL!BXVJ6tD%dVo$Ms6~i|Uc^-t`J>&ML7YB1PL+&Q z@|Pg=>7b*jQU+>+iW*6iOl^!n6#A9ejpOnJu_FU}!V#Mv>Mp@~iT4!iFiV*vvYO`a;^=a{YE#FiJx zzC6fSz~o-sqg0Wnj@fU)Q^D-M!NvlX_u^isiex!vuWM$@3t?Y=*I3}}y|{0V*)}=f zx?~MTWs^I6=- z*Y7dCa*%y~@oI2tSFz)IDL4%)nY$}N9-Q7yS|Td3D_j1$6yfiOZ}XSV1Hb?1FGN{@ zjXi8RE9E7GI%~LMD|fUcTwL;WX}I{VsKr-KdxFz#=4(N7PkVkcA+}s=J{vo?!TLQM zgujMnSFXb-rTds=_IiPv@$^+p~2jSklB?Ro=dFP zf;QdoycxH29n;_a1wFD+XwoX={ClmPFXHG0Q4ox(t5;I?1t4er4$!}U@z-FzUHz`{ zDj=k~^w3P}H3Tn+)R9HR5z^8rMx0z{H|m8zXSEL;vT4c&gK2A90V5nQ)_(SplZ0yrPn zM_qEj{XVMt^uHl(4$mO4UmP8H0HP_3?DFE`I&oO~LB!0!E-N0ziN|sK0d7933y_)T zmmlzKs*wH6+qB8ifFe04wDsLUK7Wb6%a%VF@Ate15qod<14`J#yuW!9*u(o6kN8!B z&F{b*(jySfD*&Vl2QtNCpJ%IzPgS>VAsk}j9aVki zhr&By4E&EZUng0~K7kD!uxWNid_XSjnmOC%&Y!j*eT0Fb;k_0U*afivLJN|ejUDZ~ zO><^T!~I~AJv_n&sy$E_)*~Fyb`UGP11b&J)|}fq4eSUU)&Xs}eREf*A_}UK=~e$u zvp}X;fPL230r7XpTKjn)GO>7{A-_pEZO0fq#Kb>{6!=Sa>_IyT5;InSRK^bYzf*lb zC>&h>U#ro&tS5H|yM zt9O3K&A{Jf=Rf9VV9P{C6ui$cFf4(!f$cURlHtbHv2T9x}Q9B~d>h}_283TsPW9r2dgnN%~($+2C6v;u; zac47la9_4}19(_d{ciW?;RftAGQp0(Z?v;FJfJFfcuQz#ZeVV1t|~%ceQsi77_&D1 zQlrj8s@si1dcl%Jto6a*pJw0@J`6rFtbm!KjozdKOMCmFuwIIMD}sC(LRE_z7UGW< zP$MLw?S%p_{EJrop?NRNFHtr403bsh#TWZ2|9IvC zSq#)@yPWrWxa{@E7S{I836gY1bVC8 zrLdjv{!>3edJf8h1C$9MJO$-L%cdsjeE|-5QlT|skp*KXUifA?L0>>RW$4}}@*N2+Ww zbU>!UF|Gpz+>drP)z#A`F`4AcuNVl}qu@a$bXaKaXX9V;>0UL1+$3*I$V|Y(u3mPp zy2U*#bL&rc&h2(yddCFYwmg})lQQjKdNK_cNRO7(xFE@h8Y)r8;1##x+`J%$}egWcuB0FQhgc`27zO z-ErrT5M`j+hY$9&@A?E$6rIc!9l=9WEZFeEBk<67t21y04>01Gop=HO|Gx#3`{j}N z)X#t+!dZ9cIu^Xma}YTIUfMhd{XqZn64((K?+Q;nVO=J;iB2FyjntyubTown2d@z$ zec+QE-k#t88h#@P?8ECohAGfuhrrM2>ZiWnReH3Q3H*`y2_b>@u%or^Gwl5h zb_Dpph2KO1WL^VS|A#S102B-0vLBB3Y+tV{H_4(GfAKGt_=siMB>`X$EgXChvL#-# zPdIrftO9XVWuN}t-Ihb9z#$Qb?1J}I$TpjupfE2dF6x$GoL%QbA zAO)c8J^~&9GVtzoP`Uj?6ac?_c9!W~6J~q^A-2h#zE_jf-ma>$n0ULd;T-(kRj zUtzqCyABBk%%iScD?cemyYV1`V3(w#ZCQloY@1}0QvD=94~GTNt+|{54JIA zkhYLv)z$`9vKbu@NE_e?bK*Y~H;1GRup_Ecv6iQn<(r6(#%b??p#D{uHn4}&Ku!Qh zb2LtSA56QGboA@L6FWQ7<-f`Qx$h-o4cVq@zyAZI^k46Uws%CoZ#R<~cC5Q!JzD2g zu21?y^8vreO!{YNx;-jxhpv9+Hf^7SL)r_b+n4{e{S4S{s=i~vyMF<@3mi^bgUpAM zPsT9v7ibUw?SdU*{EP5sQ1#v1$OcXAW59Gk+W*P64^ul8; zNZ@CZBG?h=TmI<@`K5i?cX8;u@$?b!%=rIa%~UaK<}c9M?d%`>VP2a z81!Im37kY7ZaSUYDaOQ^(;jD0_Fzz!oI> z1Y-g7yh>#YD;AZ;JMr&f+DD*@_k(h& zB*d;C4G;Z2MDhpz;#dIEB4G;Y#9H=!&V!)rgU}g-JrK}M@by0YwGD&0dIJd9)({VV zyp0P5^nc>7cTm>9#Mgj*fzW_sQQqKuwyEFU#85zjLfS|FM_>_JY~qNXMn?sK$pw&R zX&ejR1QR~MY>Ys*(U+)SfrG%4UDEss)`yJ07o^Lg-8i*DTr=1PveI1w$@d6o>GpTn z86)tU>=SU1Qx9wprHmYfC*KeA-y@E;#S*#wh?onKbp-eCaQ!aR1KSc|rv_m2z5X@kii+4BG$62lIsOR!SDp%{rGOHze!KeXsSGl2GAA5*6WQA(l)*tvHkj6QyiTnGerc?NXxgpJDDd@Xa@34GXd!jTv!aiT zKRY6?sxPEqd381YH>9(xleg0qfuE_5kZ0^|qkRvy2hhJW@*`z0b#%&}9Ylw7IL-}B z4Z{C4uEG4b-9hcL1_^-Q0mS7`(W%+3&-Tn@-p<))Vz&_$+!Z>I5XpYf z28KA<@rYcFefb|?M8*BA?f?$bV1Z$czej z2mw-_Y3cwCL3G5>iG6F5{6 za(~DM!jd44bycPj$1L@cD-Fi~56;Y=o*#&)@Ac>J>1uXh$?S;0(Gl^F|5Dr>l1RYM z;<4b3=`|4O3e zUP$Ji8T@tqO?E*q)Vo z1`Kk5m5~2Y+0=h(f9)c8AOY|&4J5}Oja>!yR}lX%m--+d{W$-Lf3>%^zw=+4+Mt~P zuKoctdQ<)#4;U00>MM@%ngDXw=A-~CG%G0Pq{Ox1gt@-&m}mc;g9_Ley#Cb&@ZfbY zLUX)-7e3)WSp<$XnHX4*O|e1aLNJ08xV=75Fa!9xJ%qes#&0)&hjx%hg#7nK{6YNd zrkmCMKFsKhsUXpI6qwilB^c@l0}q~9yS3x~3s(i`e*m2VKU`hM)|LWYX{zBqRr_6O zcC=vD|4!AruP@x1zyf&Djd+`3^zCpuSXSq0^xV4R5kVASU&)vKUh>`gS=-kkiL!t* zIXYv`24U@52b^M|a0%`}6)@5AUzu0(y5dFuR(}i*;aut+If-OM9FT zdJ!*$fce$cxF2;Spxjx z#xDbwd*YQD4s(IuRGa21bPklc+K!2AyHXE(O!J^=!59(fqyheo^K=V~01Bs{OuStv z?l6P_3_8fGE9ZnB@|poVZhVKIj>!X2MECp9Pmkc6zr{9S{>{&-OCaAA7H8LR9j>={ zoD=fja1HQhY$GMbjc`O{61gc@fw11aJ~*{;tKNuvSo(Icr=NA80waofS<-9JWR+Sf5&S`Z5m{humL(1?0?w^5jp?A(B5ZO?_D#ZzaKc zae#a}j9z!ItA=}%d+T)OQMKa^Mg;y$0q%qm4+SH^e#kKZhKt?9Bz^Pp5kJKT%d9-3jwxNIrSVGxM@eFu?g_M8R!SSfmqkROZ zY?Zw^g&Nr`kMv=yJPjM3U~=l_Zva?(IBz}#=4gSB&4SN>Kcw?#kAYo*8;oCf2;zTs zdIX)QK7oIAc8~vY9pL9LRzWhmh=N|!Kxm-apK1%dw$^Z%zqvk%&4N0tWr%cj}Z?~g$gaF9IvHv$d^;thW<|KHv^ z&*{%+5ZGG`>`!TM`+3MhHfyWxR)+=%?D@IM9lPQ$ukr8Vn|tJs_@niz6~Jo2GCy~v zO?6`wSj|}gmghRkG06n%Z8!S9Cj-k>Ir(cY<)cGu3>%|NmbQ#W#nXdcwmgG=%T*Cw z8!iH?6B{ed0vmJ9`Rhx-`ll7u^`(xkjp=sJ2IH0K2XwY}dFac_?YBrR2l78`JYDF; z1ORuNsd9nU!E(8LJG+hKiS?C@2OCps0v}dp*U8AhZaQL2udFxbkZsHhtgH+&sPeC_ zPOWWNZIoL|;%4M57Ne|BC3W{=UdYY0wdpmMGn#V2&C9j5%{xDiLcg9;ly8jR#kp=7 zzu~W(UnUSS1~jX$4)^s*l;6iJoWQFE9=5Ng*4A%y*nExgiinUIs;V-*2aM}PjAP6X zuc&uzd@o$-=*`mW04$r=Jq!RKmuGpkI9;I20I<)MTUu?ynaL@Ar)Lg;*97j3OppOB z^Hm-5Reft;V!Gx>yXe9{q^}UAuT9Sm43ed<4H&lZjm4CQyy?8Nk&j!WS|Qtuxi&aa zo1vc^R!X)UGq|A(Y#6`?07`wMRi@la2I&6apG=LmYs{Ji(MRCd zf99W+S1sk3H!CBsnVzAK{YeHlN0!=tN!bj^L=Dq0;^M;UIKj6QP~xOzFO@+bKCvX( z+HGIcC@T`WTUNZPs{=00$tw9)Ya<~sN%$74@T;V2GpDX3&9Ya)18d6@Afb7z!GsMt zo>SG546`?$16a$aiaE+Bye7J|(9+764AluPe6g;p9q+b6v({aDvC)>g6u8Q&rSZqnpf}>tM!;=6!DeJ z8rEJUxvN|&_Hq(@Nshc@N|9yu&Ps`9^Ve4egDbTpwYY#GJX&wcxlFyKgyHOq^Pll5 z3JrTrqM9zL4C|gTl}uc09b8M-ct-agM?(q~!&mFg)FTrW8a(G{Uaqq?op*l(j1F3x`+IdkQd(Ti;9$FSaFXq?xp zsEgs#pNkL=l>#nNb=jTx)Vdd4VsFgbC2@<_>aenaC$Wp-*DX%P^zvM4wF-TL z$#v@-a{@M(qKuI-P50QX!qRMqcUJKD46rqZcuLjioNbCm#ys6)mW8G3PEVn^@!dj6 zm^j7y^}P!f$hB(G=Aw56u=HNoQ=ytXA|-tSP9kHYDb4P&>cY}k z$9K07@dpuVIsp=;1Y*t*E2F9T?%wg5FJq4HIuP*}5Np=Slp3IoB#{a!1)v7eu#~V7 zj3fyQDIY=&5@Rb#Uo*N&Q^QscHAsu2^xSg>0M`6_JNBp`l{+iKQPcdL?RoFb zJ1o!2gcI4?`SMnzFb}j*+rAcQZXOz+T&nX_Qf-^7v(rT%N2GL&e@@C1a$h;Uu>aln zh}K}VskB0R;A8m6d((y!Tn)jeA+$h!B{iF@ z$`w2QWTiK{Mrl!wZw=vR%8n=;b`^OWd}e>rQv1k3a}nT{QU&{q)z1613YRP-bt94* z8Uv?e@sMvYT*AxE9pJ_`2iJ8%9x6_V|9;Y0Y_2OhM*anqx|@r7gE*AZ#B-#Z*4xw< zQOhm#6+cJ^V=&!h zc6tW~&?ogPQB0fsxYvvV-fNTJyw|+>HW7UAZKJZdZfHre+Deor^JU*>+D}qcpLY0^g)6j~i5lh#z5@ zl#UtdA&}V*-HnTQ+n>Mzuq4)1h=!`kBF}t{(T(b&=r87A$_|b(^ELipuz>?Uv6;d$ zbPe+P%>J|8Bv+LEU)YztNipM&s%o>2vdn|^ms)8bxKUBMuD4_sYRe^p7!ext?Z(0x zLFp*Cx#D%KShDk`@1dVpi3a!voH|J}>xDXkSjkNXJAe$!5OF@{I)H-7l_6}!CQSHh z{#jbf(>*ZZ~z3&L((U##CIt9N;tZ2Sblj8s0 zF&2aJZZ3=^ot|g$gA=`6Td7cV+xbC}Z#+`%_SZ_2aIGS72#s>B!*hJ+`ff4TDyKGH z?sH0NI1zqrkoW1yD8FiBKyIwR$9CQC@sNC~9CN#CN*fWE9;yKNJp)qs}BBSA>1gERU@g61cpfBh3pGt%x zX(uwz;*1%tnnivhh)#{E>wRJtTfJ~aG5YK!e5Jc57K>h1I5B5FiULeMq`Qe@K%yBe zKnGXZfekL;$-e~?QxSTUYMBqIOU+_;U+9x+b z!LzwyfzLJx&JUy}!e(-z~TO3AuL#5k~e+ zfPA9GSk}$9_k|ecwDUuHzrru_9`Qoq#&uEHR;8WquJxlMD${sl5}Sb>kP4fKy|npI z!Hk=-wqFG*o-mEK+~%#$R9x^@!KHv}{WzP?tF}CmMOJ$50uBf@{pBt4WX>UJx7@zX z4{=Nc--(ZrO?zq0Rrn5Iz&N+~}Wrn+aLmFX367?`*$T(S5Mcd97!ixW+yw zpOf}cxk2D%d&1@5Zu+dj@8u*Japl~GGG6BG(WIl95`0a@A=U{#V(=Sr)St8h+V#>; zrAivoDb6HGj#IQT<25|3dRx~{jqxFq1udAT@C6Zv^kqx>DnV1ebAUlRU9(}_VyjYn z?QDZf?)%Gkg!)!+!il-GytuQa2P})wDOL6HE1cnN&Nk~!^`8oA|8l9RBi7Y}$i=mD zT*UJWvp#RuX!mTdt*)<1B|IW|MjWh$Gp;BF4+l~xhEi1Bbde^Chx?r}`1GQu_xbOf ziM`YB*xngD(~ya>-V_Q1Al#nJ_?F8$9r{$rK4eDPZIyjcGZJOJG@un@^YvPP1{Z^0#eGv1 z8gB;LM>omyKUu}W!3armgjNAi9AoN(BtVOZLLp1 zNq*O{=Xt+CywZC~h&ZPuHGP|%LPhVLKr+*u=9qbHDB;rzX8c#ngEIav}> z^Yy2qX=j-!QFFxYD&Zr~pw@`Cy`c$s>slH0*^B=ED`rKkfp|_$XkW3oHKl8DgVHoS z0c0tsSzq7Oq>n-}T>?^0&&K$%Y#3b7TD`%SWl}a6V+L@yXkM0i`%xu;Ib+l$lA*Oa zvC6$hW9BWr=BcKEi>7a{$_C))1(T(llxbdhy8ObAC6$2cl?0#ZfV+fl>{1)?V}m3a zJo<=Gb~EZ3OnS}i!l-KcOy7@i0nC=&($Og5Bh?OKK}bf_c0fSGH%n?|yMTrgOKLtF zpRX@1sY$GW009Z2b(a|Q#Ga_e$Ml+C>nJ%))bFOKBfMu%6dSIz7LvETa<+FkJWkBu zOJ=U7mR`w^*LRt|Nlz@<@3*#EQ_UbA}K zrBejX?g>_kYUXAlo&rr)11`b9p9kJ6DBf@5#Iv7Bo~(jFNtYJ(&c@|IeJ#-@>|=3Hn!%~ChMzP2E~=g) zX_aKi(wvRq>+=d%Sz1~V1(~fLJV@%|^6e5=&9zn?aeMNLnf{B0HOEJvtN!P_E2}=5 zF)hhWF1%xuFsloXd*Nj4fK`~1Z%nJUdMbvA_oO@AdB+HmvdRG(!;;>z6qQ zt`M*gC_XRJ^0-#c9A27~>`;4+FW}4Vn+ix`X;s(c=W&5x6C?4j0`POnPYW*83q0q# z*{u>j>LXKbk=_N!==LmW50aGjVtzk)HI(n;bSKMP;^6w5@^QZE(Be#|DfqIS36}{S zQFrI>1h>8uUKd;#R=SAmrbv6cTykdO!D5!Nnz`MaN)-S3SXvr$c4QycYwB(u!%yHS zMqbax;gC?CsutFWC|~rufqaJQP5=^A^iCs03KWmxbnR0z z&k9wwDmal!qL`g~K2e{ZxXQ^WXWMbQ$D0vGMV8m?PD)T>BFB6Oy`KLY%8y1?XJEec zSCDFcDwLwVk!$sC;DI?xH9OCsse3G=$63EvdnLQXFd0DuR<|5Vi}RJ8(XH+YDQc%e zlyR}y5z|T@%Ewaz94=HGgAB~y|#)<$+wQ}pNU%yGvD5w>iGC6l0=LT`|`P_rvg@}PUmz{um2DwXUUK6{$K48tY{#^aW3+GOb%b|Ld&$+UO(;kii-BHfM<+}8F(FrcNcPXK} znr>3TbrPJW@xJXviI=yb>eFBA@qL4i*Zh>mV#VWFI8>IhYQGB^tSh)zW0QC%AKk?2 zzocZD#D0^4=K9@L-Qpy9^5(CoD%aq9X9F1oeeRmUpvl=v_W7{^obI9A&$Pc#XZp8X zxo3i{i7f`xH|`djxFQ|h`oN-SHMhs9Kgy!=QggPu*i5+5qz_{pqNw2DDjnYJSMob_ zet5N=ZLW`pMZQ%q@C4CVwMAO$d>UvxWT=N$abKgfNOw((S9dx>%Lpc=MD^J=x-#cH`jgGALUSXwI zP|S+tDrYRkBK#^^95BZy(QI2}+=t zzlijNRq7dqC#uSl+R6<;&SUT$8;hbzM0VUjdS@Pj-5itww{v|X0V#o^T9S19l*QyA zwQ@&hcUTer#%m;&LMhR&wmlwX6_@5`L?pJXnKBEfae$yB?SM>-eh*5H{SZA^TQ z+YQdXih`Lb_8G;EH_XvjZM`^%L|qx7q4G5xr{+Z5Ltj6>O%PmD0x(!mM=8dSE#4(L zEk>3dWonhD-0FF!OZf?$Q*(z^_svh`%K6KmM9waX2T&~%cE-r%W(R%m@728lrv+ay z#k+CJ+K-I0g=NY*Q0F`A(48a;ZtBew*|1p`JuTpzdoGVFqMk{7sb=~eOIB{Y`-WZ_ zvnq)xJ{T18UJ=Ug)Y z!JtClF3kf&yu*9IZ??cLhAi~lcP$Lw<8m zAEFg8jdqtVnpvwwN-#k{g;_8KDHTM;xSS7jJ+?nP0~ zG8OIyIp?o-sucYuMo7u8lk`Ik@Of=ovD(d&VTvg{#-Pxu2}p7|F)F0#p*gh9* zd1NryZg%>LzQmMO)k>#z=wIuuqFBrvF3ItsM$rwLw33w4wmfU|p3X^3Atzy=EumVqB6n6M z^LvAeElmS~sRM(y7 zyNrNN0~^}U#4)ocm$P%$gs+&>*D{PhA@ff~=}a;>Ic7yNeXg8i9qBTY@l#Hnx}o%@ z(~&Ry7QUcxcrOy)V}Ik_qW9ffS5jw`zra@gJKykwOQaJ+?X(;Ia%2;ETt<^IwQjWTO{YUgiSYWSY2 zj?^DNNS@37%BOFRs2EYu_PW#IKBC?u^V9XyfCM&KLl*SZgKKZODHSA)+s5^W%I0e4PG=R@VhQnB}UxdYBL(>`o$ zWsN}?EehB59o{dj8)W$HG&V4GoZIAdZyX!=5iBmTF8fGBu%ep>WtaUz*cAa5Z zna>IEW1%S<45Es|xgjaC7Z$Hk_I+kXpQ!9@M~TwtA-?qW1$R!;z5H8W{Gtvo1`{Le z?rMOG5#VV7hnVrr6sDaDhLJtM(E{#dMoTaZB`XXg=hhicEsWR&XvWPG+zhj2m~$l1 z%$p}T8Oivtv??%6tUsQ^=3r;sws)CNGchu8as=E-fy0GkVqs(rsIP)O52V50Bx=E< zcb94Z;9J*ws=cElvJ@5$3Hv;prKM%e^(T0i)Jeima>Tr)&r2s1ykarc`qsIjI{Lxy z{d3!uHj}(}3;b!HM{Xxz<6+!WQ$RfL?)MP=Jkm4i`u=V>C`Tpzi>J?V(?ic@chN;Pe0-LSeW*&~UoNC*le0$rnR+5xcu#j3!Y`CXrzrp(IaV?-uaH zkaU95d3K=$=0y?0bu$O2uzH;+Vq(6~)3Qw|G0YoFsA`N_a7IW-lc}p%7|&7=c`j97 zy6%92bPqipc%zN+7FL@p@Nxm8*T%KN)B5NSxlrD|%gM@0bsP(8B@RsxB2)lCJsrq) z5oZj|!USFs${rOV)@iH|pi#dZ1Fx-kIdmgUk4wI&{i38=flndEU5v-v0>YUW=?Wwr zVtS$I;58kB&k`)hyqk`|pmoR}M<^&Po3hN#e+is(y10Ra5ER1G!sGOU^h7Lf0rp)) zgxHTX?+V-R&_bQ~+?#Q>qNcS6peF4{acXg_4kupc;N)bVhww&trKN&5>G09p*`bJ27L z5-R=`3zGBwiKz0ImKg%h;VcWVUtmNlfQ5rug3E;N&VWkE$zofXnEguX*$oJYdUky~ z2hXqKiQx%Vbq-67%$0I+7_p;@upb4XAXKS~-^SN=Ve8Y=ikQpeDh13LqlYr`ZGberB4rj* z?$XLqbhUy09w?;A8Q8@K4p2bEM$L4_`iAyK@f!@MRde=k0c6}4{uoe>0+hTR9e_sW zIvXw;V1RbEJO4r~H?IdXLBV8gKM{`C8F3>f%$9?r}5`D{?K7^f$J%osbC3_EM7&16KLu6G6$|4b{^BD}u_b!mZs}mTa zt{J;u@(EoHu%;c`=mFyIWh~h(-x@cLx|W#TciWgrf_`cseUY$HkLDk^_i z<6K08R0Yo1Y|IMqzOlXZsZb;5Gs7Y3*%NYOuZpP5dRjoIn4grYqW*#B>gHzr6&wGI&4VZe}47&J(W&c zht&r2)wt|@JKiuN4&kN+na^@K{6E^Np z?r~2ptqu~V!^YPoLVxWp9r-`mx?N*5OgHk)uJKtPh4&KZhEoAp0 z=^1vm@-MzP*ctfFnJ$2~6R@F+ikZSrjet*EqFvsqDzT}Bk0X`F>`4Ak&8r2Y&vxCx$_dwc2$C;^Gx!$Da)H$bq-Clfp zT{O7i&Jo0@YfF#r03kHGrCjq~_-uExgD7Pv#$^TtUW274%qvb=SV~*v}7ATz0H>R$90i z!)Zc9Mf#b&s@asxHuq$!YV5pBnx%mv6Gyfrxfhcq?+4!M7ntZ#iB60@(&t{v^^>;t zQ9Sk?d|tt{l%~J}NDaPOa(6I1(b9Qa@C2D?L}j-3t=m;n&zO;A9{3t*ouYf)`dTIR zWrGlf-$JvKjSBti)y{XJ1$lpiTmeAfHCLD=kN^ABdNh8`cp_CwNP?-$qyiaSbMOibOhtzDf zq0KLwrIO;sr*xO2FC(agM>Fi>Q+A_Dq-_=hxwN63S?9n#3i}3bJLKk^fM!-F_OKA61?Z!oeHEt6} zcogAs=|Wu%+_=uI1)N&4BXMQym1Cm&rk>47#_@RZEOGrAj?29>7VKDy6Anx?jqTKW z*5yy)4DKzQY))dk#;XS=rb-VQe4TV0%RG$HC!%M1gNANr0-W@m23h5+U;ClY z=2dvHq?dhsi@Oo2$$TnDj8aoe-<^5n-RFvB*^9a6CM2twkEv9E#`#HTw)~Gg4HA?M z)E`5yt0{-M-Z>}N;-8QH{@VE{_xsnw`QlRCcqB}(hNpQ9HkRuEzFEp)2rsShS_eDT z#V=f{FLZ^&^*;SZxg1Hq;q)!KY6gVQW@O&Ty%7`hjf+;bDy@y=uDX`uEwcCdd5lbu z$_uejePpvzMKV4=$5CP7t~QnB{IH9boPEvZn=0vD{sEp zaBs)8fZ(SuDJOtec2|?Fu=qp`S>OW(8OtxlNh8eNuy<8|%p-w)(?(m3jO_z9<}!B} z2T6_?+!fa94q`>sBv(%oS~o&AZXua<1Xe{lsYg`a-CFPzvUQ>W6%W1&j^NcC(>Xl; zZ^B{TitSh~rMY$_r|7b|hzDaYPJ5>Z_mqyJHv4+>@soL4LqEtdaifWfx&}O;=_Jq9 zii;Du+L2iultIL1fs9X;D>OJ8r*TC!Q&!v{D2<7TkVeeI#K!o66)V0xdN!d3zrD}( z*WXO=gb-M+o+M5>33%Qm9~JOL|H#=KFDcU290E|U6qcpio_#{tgu`#=Pxq#tP^4MV zn|nwl%ZBx9FS11WI2z`AKbp97+xYVAKohc(74{-%Kk5$epzkq$9%1%*ji`DA!tI#^ z0jIUF^ry;SB9b`kBfJlptj)N2uBH5o!CQTr#uk;=Q6Yjs*cXAJM1{LifqGF*vzo(V z70$NCWrEQIqx_16!Q(1_=b~P3-Z>-8nWh-_@$#j9D%jwRgrH^qcDPia+Oy|dv>HeJ zO}kYQsqiVB8#-AofL;ddM0x8aiHljmbB|t@sEOQD&WSZ<%5wk<%;h5Dz|(wi;!Ci~ zmaY?=`*QWR+MT!4tfi!)jePk5-2DOY<}OqSwkH0n5AMM>dfECq)Q~uSu*FWSwAVp} zX>(SY7Gen=QS2al7^zv7a?_AZkJP9rI9E4QCSvu9GdbRSs+)kyvIqIwPsqGEPTX(m zXlJ|2uituqxgkn!{4{487TfoBt?Zlx12l=xPtYZnBY0JkUzz(}C%R=-lk8gij%_)h z^TeHL;wuFbDP@#bFEq~ta?({!klNbn;mRwOt``mK8J`}{`y%hhZ6NK-^P;FXh2?z} zA0X1(xf&~A_u9Ny87NHVz>7yK6nDyM#$dvW?tzELrpXw&S6CmJP`7}52k{o;YoS+i z=)zdA7P4l=jor`Fyf|0l?(yQm`H1T>Yx7RYvvGfI%Fu|nND6~7I7#I`$-$!Wiq%tE zAqe)0Z)Wu?v`;jt+V8%LjaX*iaMSgi5J9-}O*%U9-I8KKLQ5WSd*hmY_!ACnw6$48 zw;tjrK?LrB{kPygHj69J^T;(6wDS zZ)H@IIHfJW($?b-d<fEF%_4wx^j!=s*Kwx%VJKBum3^cX} zG*VBQs>}J_KFae`!xzNz;c%msWERIL?0a~Q8qTBwMQ&&E8;KXD&F|!TaM&7L97WFYriAJa>fO5H z=6cicB#G8pmNW5ii}(OjLZy@HtK=3p8h@HAB*+(0<7$oIGV+ZwyU?g2(7y*#y%@5H zT7BW;eW?QVgdS@-WodX0Rf+FyNuuiRzIaVG5~bId-Ym!VW_wzTT8WM+;|mV9c@_iiI4)~r2` z4W9}z4Z1w{89gXeHU?>8&>m~rzuS=3D=0FUCrajhDBZasZ&S6EtGP-pdGrKph4oNf zWh5{XNY`JE$@<)-l=V9gbezOGo!X1V)x=^!Mx=Ss0yB2PMyb+o%H~GL2e`g-g>yGP z z5_ob14AME7{FL@<#O+rMpMI{4Zah2P5Eb|^UPyu6s)VMvbLfJhniNn~$8rU;;Ol_s z?e32=qTR`_)XMe4F4r4$B+=x_(;5!*p(0fmYBKxJor$rgd>kj4ir+R?`(%2wgu|~r zuetdfD;LjHP{OEb2Q<{JM-9U;MD%aYtc5s5z^39aJ9=BeG5KQkn0DGM!kERjlB~7p z`AgbzhIp)>`kq%uCF{TpNIgPWA7{$BL?KviD*f>FMSx8L--ziWL%niV9RRAw6u z(Om5S zY5u}|S#eG|1TFmu24v(RPlOYU7>^3rOl)V|Duhwun(Ij}qE{KtH$95b_O`sKF?voR zOHDVC?tV=RMJt0Klj#%y`giFI#kfKiQ!a?8w)s}q3*%b5#rA4S+=v@Y9HlAa&k%{k zt9(xX3C(c$@|u~00+%pVs85j8ZKjL&i|nWupj~P}>mn`xdFGo3*0Wf5mi;tub=8bW zoEW@4w?bMG+Q^f4wg39pL3p@vZy)t`VcQ$!s}Uid57+dH9-}&K!=7%rZEk6mbe}RS-n14j0N>YHU z6{hUi5C7P&&K~=E>GO8IGgFfOPqFE!sYI(JNJoawD#P-MeBjHT%xs5N$itjw_~_q_ z?XyH!73~&s&J8`^GnWW>_E?`kvM