From 52fed9b78629f63cb01dc12ec710a62ee79cc777 Mon Sep 17 00:00:00 2001 From: Jenny Bryan Date: Tue, 10 Apr 2018 14:58:14 -0700 Subject: [PATCH] Give df in row study a mix of col types --- iterate-over-rows.R | 10 ++- row-benchmark.csv | 196 ++++++++++++++++++++++---------------------- row-benchmark.png | Bin 219765 -> 210959 bytes 3 files changed, 105 insertions(+), 101 deletions(-) diff --git a/iterate-over-rows.R b/iterate-over-rows.R index f3b35e2..f1c952a 100644 --- a/iterate-over-rows.R +++ b/iterate-over-rows.R @@ -40,7 +40,11 @@ benchmark <- function(n = 1, expr, envir = parent.frame()) { } run_row_benchmark <- function(nrow, times = 5) { - df <- data.frame(x = rnorm(nrow), y = runif(nrow), z = runif(nrow)) + df <- data.frame( + x = rep_len(letters, length.out = nrow), + y = runif(nrow), + z = seq_len(nrow) + ) res <- list( transpose = benchmark(times, f_transpose(df)), pmap = benchmark(times, f_pmap(df)), @@ -115,14 +119,14 @@ plot_it <- function(df, what = "nrow") { } ## dry runs -df_test <- run_row_benchmark(nrow = 1000) %>% flevels() +df_test <- run_row_benchmark(nrow = 10000) %>% flevels() df_test <- run_col_benchmark(ncol = 10000) %>% flevels() ggplot(df_test, aes(x = method, y = time)) + geom_jitter(width = 0.25, height = 0) + scale_y_log10() ## The Real Thing -## fairly fast up to 10^4, go get a coffee at 10^5 +## fairly fast up to 10^4, go get a coffee at 10^5 (row case only) df_r <- map_df(10 ^ (1:5), run_row_benchmark) %>% flevels() write_csv(df_r, "row-benchmark.csv") diff --git a/row-benchmark.csv b/row-benchmark.csv index 18c093b..19a039d 100644 --- a/row-benchmark.csv +++ b/row-benchmark.csv @@ -4,123 +4,123 @@ nrow,method,time 10,transpose,0 10,transpose,0 10,transpose,0 +10,pmap,9.999999997489795e-4 10,pmap,0 -10,pmap,9.999999999763531e-4 10,pmap,0 +10,pmap,0.0010000000002037268 10,pmap,0 -10,pmap,9.999999999763531e-4 -10,split_lapply,9.999999999763531e-4 -10,split_lapply,9.999999999763531e-4 -10,split_lapply,0 +10,split_lapply,0.0010000000002037268 +10,split_lapply,0.0010000000002037268 +10,split_lapply,9.999999997489795e-4 10,split_lapply,0.0010000000002037268 10,split_lapply,0 -10,lapply_row,9.999999999763531e-4 -10,lapply_row,0 -10,lapply_row,0 +10,lapply_row,9.999999997489795e-4 +10,lapply_row,0.0010000000002037268 +10,lapply_row,9.999999997489795e-4 10,lapply_row,0 -10,lapply_row,0 -10,for_loop,0 -10,for_loop,9.999999999763531e-4 -10,for_loop,0 -10,for_loop,0 -10,for_loop,9.999999999763531e-4 +10,lapply_row,0.0010000000002037268 +10,for_loop,0.0010000000002037268 +10,for_loop,0.0010000000002037268 +10,for_loop,9.999999997489795e-4 +10,for_loop,0.0010000000002037268 +10,for_loop,9.999999997489795e-4 100,transpose,0 100,transpose,0 100,transpose,0 100,transpose,0 100,transpose,0 +100,pmap,9.999999997489795e-4 100,pmap,0 +100,pmap,0.0010000000002037268 100,pmap,0 -100,pmap,9.999999999763531e-4 -100,pmap,0 -100,pmap,0 -100,split_lapply,0.004000000000132786 -100,split_lapply,0.0039999999999054126 -100,split_lapply,0.004000000000132786 -100,split_lapply,0.004999999999881766 -100,split_lapply,0.004000000000132786 -100,lapply_row,0.004000000000132786 -100,lapply_row,0.0039999999999054126 -100,lapply_row,0.0039999999999054126 -100,lapply_row,0.003000000000156433 -100,lapply_row,0.004999999999881766 -100,for_loop,0.0039999999999054126 -100,for_loop,0.003000000000156433 -100,for_loop,0.0029999999999290594 -100,for_loop,0.0029999999999290594 -100,for_loop,0.004000000000132786 +100,pmap,9.999999997489795e-4 +100,split_lapply,0.005999999999858119 +100,split_lapply,0.007000000000061846 +100,split_lapply,0.007000000000061846 +100,split_lapply,0.005999999999858119 +100,split_lapply,0.007999999999810825 +100,lapply_row,0.007000000000061846 +100,lapply_row,0.007000000000061846 +100,lapply_row,0.006999999999607098 +100,lapply_row,0.007000000000061846 +100,lapply_row,0.007000000000061846 +100,for_loop,0.008000000000265572 +100,for_loop,0.006999999999607098 +100,for_loop,0.008000000000265572 +100,for_loop,0.007999999999810825 +100,for_loop,0.007000000000061846 +1e3,transpose,9.999999997489795e-4 1e3,transpose,0 1e3,transpose,0 1e3,transpose,0 1e3,transpose,0 -1e3,transpose,0 -1e3,pmap,0.0029999999999290594 1e3,pmap,0.0019999999999527063 1e3,pmap,0.0019999999999527063 -1e3,pmap,0.00200000000018008 +1e3,pmap,0.003000000000156433 +1e3,pmap,0.0019999999999527063 1e3,pmap,0.0019999999999527063 -1e3,split_lapply,0.04299999999989268 -1e3,split_lapply,0.049000000000205546 -1e3,split_lapply,0.055999999999812644 -1e3,split_lapply,0.04800000000000182 -1e3,split_lapply,0.04100000000016735 -1e3,lapply_row,0.041999999999916326 -1e3,lapply_row,0.04300000000012005 -1e3,lapply_row,0.041999999999916326 -1e3,lapply_row,0.04800000000000182 -1e3,lapply_row,0.03999999999996362 -1e3,for_loop,0.038000000000010914 -1e3,for_loop,0.04599999999982174 -1e3,for_loop,0.0500000000001819 -1e3,for_loop,0.03999999999996362 -1e3,for_loop,0.03999999999996362 -1e4,transpose,9.999999999763531e-4 -1e4,transpose,9.999999999763531e-4 +1e3,split_lapply,0.0749999999998181 +1e3,split_lapply,0.07000000000016371 +1e3,split_lapply,0.07699999999977081 +1e3,split_lapply,0.07700000000022555 +1e3,split_lapply,0.08199999999987995 +1e3,lapply_row,0.07099999999991269 +1e3,lapply_row,0.07200000000011642 +1e3,lapply_row,0.0749999999998181 +1e3,lapply_row,0.068000000000211 +1e3,lapply_row,0.08399999999983265 +1e3,for_loop,0.06599999999980355 +1e3,for_loop,0.06500000000005457 +1e3,for_loop,0.07100000000036744 +1e3,for_loop,0.07699999999977081 +1e3,for_loop,0.0729999999998654 +1e4,transpose,9.999999997489795e-4 1e4,transpose,0.0019999999999527063 -1e4,transpose,9.999999999763531e-4 +1e4,transpose,0.0010000000002037268 +1e4,transpose,0.0010000000002037268 1e4,transpose,0.0019999999999527063 -1e4,pmap,0.020999999999958163 -1e4,pmap,0.020999999999958163 -1e4,pmap,0.021999999999934516 -1e4,pmap,0.0340000000001055 -1e4,pmap,0.01999999999998181 -1e4,split_lapply,0.7139999999999418 -1e4,split_lapply,0.6920000000000073 -1e4,split_lapply,0.7250000000001364 -1e4,split_lapply,0.8170000000000073 -1e4,split_lapply,0.6569999999999254 -1e4,lapply_row,0.7139999999999418 -1e4,lapply_row,0.724999999999909 -1e4,lapply_row,0.8130000000001019 -1e4,lapply_row,0.6430000000000291 -1e4,lapply_row,0.696999999999889 -1e4,for_loop,0.6549999999999727 -1e4,for_loop,0.6520000000000437 -1e4,for_loop,0.8179999999999836 -1e4,for_loop,0.6730000000000018 -1e4,for_loop,0.7529999999999291 -1e5,transpose,0.01700000000005275 -1e5,transpose,0.02599999999983993 -1e5,transpose,0.027000000000043656 -1e5,transpose,0.027000000000043656 -1e5,transpose,0.024000000000114596 -1e5,pmap,0.2699999999999818 -1e5,pmap,0.4069999999999254 -1e5,pmap,0.39200000000005275 -1e5,pmap,0.45900000000006 -1e5,pmap,0.4410000000000309 -1e5,split_lapply,28.932000000000016 -1e5,split_lapply,29.593000000000075 -1e5,split_lapply,29.945999999999913 -1e5,split_lapply,29.642000000000053 -1e5,split_lapply,29.83100000000013 -1e5,lapply_row,28.102999999999838 -1e5,lapply_row,29.287000000000035 -1e5,lapply_row,32.519000000000005 -1e5,lapply_row,30.47700000000009 -1e5,lapply_row,30.90300000000002 -1e5,for_loop,29.41800000000012 -1e5,for_loop,28.600999999999885 -1e5,for_loop,29.138000000000147 -1e5,for_loop,26.548999999999978 -1e5,for_loop,27.327999999999975 +1e4,pmap,0.018999999999778083 +1e4,pmap,0.023000000000138243 +1e4,pmap,0.02099999999973079 +1e4,pmap,0.028999999999996362 +1e4,pmap,0.023000000000138243 +1e4,split_lapply,1.0340000000001055 +1e4,split_lapply,1.074999999999818 +1e4,split_lapply,1.0900000000001455 +1e4,split_lapply,1.0859999999997854 +1e4,split_lapply,1.1520000000000437 +1e4,lapply_row,1.0160000000000764 +1e4,lapply_row,1.0669999999995525 +1e4,lapply_row,1.1410000000000764 +1e4,lapply_row,1.2590000000000146 +1e4,lapply_row,1.0799999999999272 +1e4,for_loop,1.031999999999698 +1e4,for_loop,1.0419999999999163 +1e4,for_loop,1.1170000000001892 +1e4,for_loop,1.1039999999998145 +1e4,for_loop,1.0979999999999563 +1e5,transpose,0.016999999999825377 +1e5,transpose,0.01900000000023283 +1e5,transpose,0.021000000000185537 +1e5,transpose,0.02099999999973079 +1e5,transpose,0.021000000000185537 +1e5,pmap,0.23700000000008004 +1e5,pmap,0.25700000000006185 +1e5,pmap,0.3690000000001419 +1e5,pmap,0.29300000000012005 +1e5,pmap,0.3819999999996071 +1e5,split_lapply,35.738000000000284 +1e5,split_lapply,35.86400000000003 +1e5,split_lapply,35.68899999999985 +1e5,split_lapply,35.559999999999945 +1e5,split_lapply,35.922000000000025 +1e5,lapply_row,33.54099999999971 +1e5,lapply_row,34.87699999999995 +1e5,lapply_row,35.669000000000324 +1e5,lapply_row,34.465999999999894 +1e5,lapply_row,35.59400000000005 +1e5,for_loop,35.01800000000003 +1e5,for_loop,35.29099999999971 +1e5,for_loop,34.46300000000019 +1e5,for_loop,35.26099999999997 +1e5,for_loop,34.33699999999999 diff --git a/row-benchmark.png b/row-benchmark.png index 2a9924c1e11c9f64369a8642febdbf670a3df9be..d82ff7530b5566ee5763eec31df4740e1e455955 100644 GIT binary patch literal 210959 zcmeFZXH=7U_XVmbc0op(B1N##RhpC#90a8IE(Ae9N+?3;Az}lmB2`*YdI<=jh7uJ4 zrAqIhAcW8&5K0mf?i1!M|CgCr_sd=P)2yXyu?Ttct7o6R&pvsnr=xcI#Q75k4jeeG ze)o>SfdfZ`>Hm)%0e<6rE4uc;fy1Yrl$G_=m6iGQ9=SU>x!NB%a4Rax*y`a0V^+mF zFGqn(U52ib&%N`(r!Sw5Gm(5-fk8}6NV_GfOONu;KiFL9O8(k)OQMeYR#!zY=*B`S z>t}5BW4>z}%wvib;t3}%kM{FjQ>@s2sy82zyZA<4;*ArgY|?%uXg!^f5x7$8NMM|= zEi_AvWj)BAQXRD(e$C0KjU*#RF=7*bOy#DF#P5Is6ov z?h9iyHgpb4Iup~;ysdhQa^w9VBvadYv2cF&ooy;?BD2hcaG!>Reth_R9om%F{RXM{ zjBx)RMOf-G?uY(o&BE76)tzJ0E>L*Yh3{jDsj)2JBd^9MQ%ZAL2zTxkj~y*+L}sHZ z!!HKoo=LBZOpAtf%i!7!KMofa#xmv%(Fk=ljyC9X) z9_W8(hg|P}cN6{yDZ7jhnqPmGD0*}!Cn^3Z+vlfYh_|Y@H*wRnvT=$;w02>Uq~F}d5rhnS zE?pFYXgrNR&Uh{PdT7H5ZL>ox53VU4nPMM)Sn!nT$W2xh>$z~qTL%s<+y{jv{7azkj%b_Ga9L^0N;J9~VL27-Zgh6hq%7ko1U8c>hgpk%f!=Yjkrm7bL z?Sd3WtA?ExNZCESh>U*K^tp75X%`7XTHLw0DZJyH{T=bsbhY|Xt3^j$xmMGXtC^Rt z@p<-6ko${q82IaNbw91Hw2cI{CeSYiScp zzUdcC?Z=OQ_A17SKCYCJPsdIXyayGPc8d-;Mj;MnB7=2Tz`W6u2HsuzXse0zMJO)4eRFOyT8pFh)2 z#fVjl=ziG9$gP&3ocO$fFfsCGcjtVO;Y43wAE-}4s&#AGv1-xJm@rUn4TBAp7ELC1 zmBe3SIDG63pVH$42lxM=beqBMq>yRZ-@Sey z;NZs-(7*WDKL&EmNa_7Mz2N6(|8i)+-#lR({qvCj^&7qX$2KZ&cTQaWyRjV>uK3e* z|NXQ~y@MaaeKW+a*&J=$;@;B>!Amn$(!@?(K zO>h0(*!axep8mVVWO#n!mX2+qox0D zF^~PT(SNZi|7`TX58l77z&|(oFK*vIH+o;J`zLh&MVS33bngSTe=vG~UIE0Ge=vGq z_VQ0Mwhw~$0O+5r`+u{wf3og<5WELK|In*_+1fw!YF~7v$CiJ1^uBEEA0GV|;>JIM z$-ZpuAHn2*A$Sjf{t-;}Wo!QkCi@_m4nY41Ci}9re*}|#5KIT4e*}~Nj|G#NlcH8X z4wLyjXe3--9x@oS@|v5QdzNI^D$Ntup2#KPpcRgtG!P)66-Y2C3~lG8fM*RFEzu0g ze(P*t#Etgpb57dXl=O1#cSe|V+gYO*+lI22oU6|ZlyKAN!Jr*HFB^V(P zc|HqeRZz*YFFq+7*tBx{vKDi`4phwnj^Q^8pprBgU@^vb?6bHM|8nJ!wNomzs=(ZK z=g}n^KcU8R#(Azls;r@*K~gq2r0+|qNBNGvs!8d>h6C)YE-!fUEeFr4OOAG`bi%`h zb92k#oNf=m)fj8@H&Ip1s_os?t+cA9Vc#-lib3m6qkAq7@B+`6IV}LzF?8AMLfi6< zq8Xb8CL>E%dn(sRH%df&Fd<>&p`~l?PDed<`8^iav7k@bE|@G?0_Ex_sjfT1zP7pK z>WthJ*r>!({IB0TKhcdU)--V_M!#9t5`cZ_po}pAo6*=Wfar4hoYS*oZgmr@I(4Xg zM}V~V4%hH}yDVst_!ttZD?EDNhlX#Ltu5X7(&kD8U1^7uMw?r$Wkl5<{khH|6$GqE zu6=vr#x}ezKR_^PZ>d#3u=Ry_Rt_Fy4P%DJ>d4`wN$SBoJyx)~3>(raAJ~E#l9AzgNJ@7`tF;~zq z_mp~spQO!F>u_sX=~02^q`69$p+v1uxyA(v1ljf^ab1_eV!`z8>H0y}wyu|*7nnz6 z#l;?frUbYPb`5xTMSDF=(+t!ww<;&CX7qgtR7yl#!a7i7yVyLtIKu@MkE)D?Z4Ers zeH#02IaE6fTJ}b+ashO;%hA(1qPq$>ljah}*Jh*E{nLh0WqHE9ePt(du6AlbhoRR;tWG4Xy1II(-Qb3MXNr`d zFxpmi=q?JcPq<;%V&upTo1udOl&PuAF4THQ(#2iBCw~Tra&0i4FCoR_4c!=u#R7G$-~ZdZ&ze zakhKmwQSWW$dcd@)VaA%hnC@?s^KK+>p#L^q)7wr0W5OUs+78ARK1io+|k&*z_WO- zAplm2R72n7M>NRIt*cBPFYP&v$fI}nT1!^=2m5OGQVCF9!c6AGt zW0MQ%;4R{8+W5R|35LhKwlPjoAg;mPUTna+g>Hhdd2sxgNn|lqR;cO<#fFP_(xl{` zxo@g~ySu+LichRVGA^Za3d!8r+3#{|HcDJj8PuE<|52x>YsQ_=01_Q#u@PpYva=zz zG3ys5{&s|;N3|_VJYs~SMRiRkP)nw~>qmwo-~0&;j^H(8Y}EM(n1T>8>6GDB21QAi=oZw7f|)70*xZ}*o;N`@u8IwKIMr6 zNSE~nj!Zb$>bMj$X^@Du=3a+=9h6C?$O(JpH`1|hc2l|>X=!d$xs=u+xL_tUaYb8apu2P)riu*%ko3Ysz=$}=X&lGb%0 z3&{gnZ)Pq+90YJvL3FTPcx`@quCc4_LSgBl5q8VU&ZrffNdm{>S0v%QQ$%O{MB!E% zZScm}RwoY-xJ!H1-GOui^OM_hIRoM=96AHi;Rj+-NRPlbN8y@LRo(Jm z`G0Cv&@nASB5(xH$0t;+tQ0`c3<`R~2DZtdtuI92*xRD_lp)S+O>e zUMgvaED|h88R#I=TJOx_G{el&2s*XI)&hpeV_QBhMh z+{@@+nD*q>>Kg@vw8d2F9;%TD2OHyZ*L*)uPL^5>1Q&+ri!t>f8(3_kk4_Zm~%t>z&^R)KiG23MCs^QGg&zOFa99pHv6zU zmTC|f7+BlyQraM`{pMzlf}+I{>-ChOYzhI3t*p8zjPOJ-WqDTHy3Pmc zKYSqMBl|DT{EzIWJb#6DqHKQOLyq>|XuS{@Ex%Gj{Qi`=%6q~@_3?-A$7;~F9%%`` z|HZ0(IB@K9`a#M{ox4S~+r)w538CX>I7JTnnw(0kc=W$W{l_#O)_wp|HDLxeyOu~N z|8pjHAAk4&Y|5$nvfuvd&*>{0A_o||U>+Uxi~3h1KYYX*;0WKN68`S>WBn}OKKgK9 zK>x)jL>>;=SRBezl=N1JhlqeM4DeY8*s?xA)9o!Z50`|+PHk3E`7Qh8WmobYa zPGllp^rHVlL0<1n3^;>b)FK{8R@0=%T+tOxO!C>s&t9o`K&6_iJ32ZB(AV^=u7dso zvp{jxWWZt~G|;4an0IU3OV%B;hVlelYi>*h1^PHm0BLr6_@;)< z7XY_T)mpv#{V$Gm%2~g!n%1xR-=D$HiX;5xaA{r|O}-N_Q@P!p^}g98NQMc@!Z;<7 zT0NU+nOlveF5}Y)L5?X>E+*2oMDnm*Oip+3CK}H*wXJGV@8{WEZ?+O|s3Vwg1IUxZ z{Trh0Jf8MKQtn~sM-5s%F(?{%_;>5g@}!*VhGl5ZklQ($+(ofpSW>6ESQN^v>>d9Y zs(LboNp3!Kts>obvbKVI_BiYayV$*CMbcN@TmqaBn4_ej=yKSH3B2>md+qDhyt6vD zE^g!q5Z>=>w}LZD8a78+DGsx32_*jB$a4~H_Vv?jrTNK2U+x|@58j#K&0Fu17q>!C zHwv<{vg*zHx0=O+J>}LrB>I4ZYnb8o_=6q`a7Bdze+T`=W)t=K#I)SUYsxB!Vs%Rf z0n|?S;JE20z8lRu#bMZ;S#dmsHVf(XZCp?H-WV`VTB!*02LmJTo!X^NBf;NYN(q>D6lVAPQSdb?z>)dj)J2GHw||#cKnD`Z;;VnbcidC( ziBzS*;hVHA#IB4=-S)g1IAwB|wl&n|a6aVI;e{!ju~{Xn)?ZvCB?x0MZ5^2>5Pj=i z>q!D>gGTB`=(O?#x`s!Lc&gn#wZ)qMMV!O;$Y-k~BnSbAb8KR{^YXje&O0nw=ZT0e zYUtRhCG0K@zd7b!Dpi-$M_Znvi8joNx;uRlK0(9lA}k&)K*t2!73Q1?4O?Op9}UFy zSp3%o8N`lW@K7QHC-@EWp4Tk~)}uUrHZdXLJHMA9!M{S7ii0*zT6HO#O$*^&y&HroO?ptF5}tf)=}kiHhliWg}HJM0I(3)a%i;D zr5!t2kWe~Uv2-iiAK-nf^__R`_ui$VXT+m%#f>>^KWXhlms2lbF)x>28;~?xfs17@ z2kyUD4(FnXjNuMhwRXJgsTzI=FSi4)ZSCdCL8OO2{R&F{NS8ano9Y7g4vI}ll2n^q235%zM|ME7t1t zeO!sacn~XqL?Ao1wK@vG^T@UiS<9vEf<%()SaMK-x9LawBr6lzDPHWi7@Lo1Bz1`u zxjgg9N8!AX*gHpj3zxf=BNFa|`Tpdj#?(1G^2N{#ucH;o^A$tZfeAbpHzFWA{8Zrl z32n^065YxJQwzL9Zyy#7(D0OLmH}c$_(%`9IdFW|)y$aqa zf+Vcueu-}KyD%UOA+@m{OxO{~s~U5wTazO+QdWAi63Q8DdJxOgKptw*i)~jJoPqd`!|_@Cg@!QjM?-c+k&o=^CqD;up2`#!tam!B!X< z4W@1Prn9sBdda%cuuxc};oJM!Z(N<9g;RsU4#TwLSklFmV^MGtK(5s}u5{++k!WmX)9PR0uwYJ7}DY=Ns0=e zrh$kDk5N%U^0EBb+T!pN&ngrXD&g|TV(8Bk|D994u_QFeO3l~+kKn*M1n z+??va)2yD0LZM6&Q~IWd7-MZGR$C@5+t$<`VDsdK%P~KPq=2M44m*S!r)xtDcX(ai9Qs68oA9s-DbgG2vHq&I!R%rCTAV3Ae4v(lsN zsh$r90(DGUuhog;em2%K&vyGqr6IVejc1z! zQlS54I2mzVpjKmdOP?+mBHA<&JBAzDcB5?U-t{fr_Q$x>l$}(@+WH$uawT&Yr#{2Z z_Bw#mlQOD3wj{Ug-8J#wlZ;I5zC=1sq0x&6lyhyH^7%bu>rFEGrSAiYkdW1xn25mv z!IfwEZ24h9WA0dZIPLrzn6F`%MkzAY=RtG_P8!m9&Y#WV4c8QJs8GNTDtXf`_#UkP z&M1Bjq8Fo6FthS1V?`{#GQ%McJ|}@J2u!*&&iETVsGc%G5Gy6eAa?8o{q&0n;Xw4y z9Gf_~yB)J@cA`JtRL_oYr9VtwJX&rce{Fo855!{#8@?Z!kk_m@9~Bbx*C&(yGpL zeqm#fnUk=fbE$j0&4J?>Kcb@S57OqU3lUp!XphMrT4FF-!ZqI0;yM*E9O~I4@Fc@C zjY&0ptayehEOv>wW!5%S4QP_9!WFlUOv8%+0**Y(1>ymYSQc)|uUK^ndrYyv2*8$( z!k(?iBD;5kJ2$sbM=tl?m~AkPvkOm7T2V@$VE6l z;`nhpk{t@@r2t1?9pT@EWH$ye&oBD+db}*B0GZTG6hcD=j^oB-mRGc}qy7Z%p?HDb zLQg|ON7GFH-t8`JC-iCEJa`q&%ff?T+52`k@WJS`9YoizPEmrnGQRTk6p~WqINkHR zrzh4rVA%y?Nq!Dj)Ky?8n6!)HcfWT%hH!KQ7JG~1v*S;IY|ok|0D+5kmHI0bETS8+ zuI|k_ad#BHHDNe@?$=0na8*1gy2!7sMFz9NdM=DLCMaC#cXvED!B1^3gN`{9Q}5ZK z`aaj>J^vG4PgaaUD`N!sM0`r%SZ~TWK{`&`_vJJH~_)YNIx@k@fHd8dcdV;H$ z*FixXbpZ^5MdL9$eH%}6wq1DT6+x3#{^TAslP2%TY%-B#g-Bnyg_|wN5>^t75($~V zR9CIkUGKk+p_)lBaIPwc1qd>zdpfEr4g{nbjfceQmLjN&eS?JJ_LE$#qD0&HsGhowO@GxAq=T^-&@>SOPwNKnRc zJz{yrz)WtoyIZi99D$^pcT{m3WBn)^cA^1J{%=~)!hXuoAXnE`=P>Rhg#vMvj+8GB21 ziw{2qiu_EgS#9BJ_aXq~k~JnQoHYg+-l}IWxZ>yJAU|Ca1yC>P37;|Oh*14+*NigP zCi1@(Ui)*KQ>J-H)YkZ$uCWFQkSyN3Q;e)dD><1sh1~7+9^P=wHa%fN?DRM$W(>dG z&?D4^1Y>)OVe2YW77^^CgJ4roR4XJblilPZAZ2_>36E%CPFx7KR^HWdk7e@+khW658QN# z>M3pZuUmdChY`E3DWJ?J=e45QwiWv=X%=n2Qb%ZXeVLpsZB~B;;%uA3b;^`xSd}#V9tm z)nP!WO78k=2%#m4OPC#xvLl9fAh=)Z3|?kXR{3C;`JydDkNGdod`WsWJVuk7yxl^q zzr2ipf~$lvO12P_OC_@wSHgMSFqhNy!AZ4;&;ORcLg6PD)%5=NI@he*v^-A37XPFPa1}Uqk+By_rMU zW^()Q1x$`c6H5_hadRaEEsA1;V0zhZJdya5%sjG9@JAmOc6Lq~E>==#ye3C*b9WaP z#Q@5nBp^3d07`*$UE%#Vh$JhYf_z`tx3{(q>9Gs5Yw&QRqryCaOJxS3W1YmPo}>e6 z=?f_;nGlAJZau0+<6grY=%0T@sOi5*9f=y<^+Ymb_o5nurR<~?GE7K}6E!EKlZ5Z{X>WQ1_ zPfXoWU|$eNkTebLjY_cv&+V^#vkh5sM6+|)!2Yb0JQemBL@oC6Xi8`Ma!U%P*Ag7? zNM^I77VnMY_4z1TPNvihqwo=5-KeGB4C<1jsq1%l1Z51^1l7r{#;qJ?_`EV6yt@wW zD+QQI#e=V}RoR6Vbcv$+6SA9h0VQ`~V|ykhFV(%V*7nU)Cb@hC9$%Ba)F-C(gLv?2 zMEGie0E+@kasJf@lQt*&!OEw7pz&&dBH`b}Lk@AcX}LEB!UKjrF7`o29di2zOq;i= zClt81*1CxOKeb^)Ag3o+UkowcL<@#cH^)l(cX8ld5-Z1dE^WGoKn95amiJ06E|<=+ z@ZXe~QMEhIj-M4WsdX}>`dG*MA5hzzLhOcDBDR}&bq3OHO&{c+C((6+L6oIw2Bw+a zGMn)vdwi?i_kq%2So1cWT)k*NHU=nEMk4OdlwtujPGv!OuR8yKH5TBmJHj>$J!yo& zZ1LqXIcflnoz2Bs(o;31+S9zbVj&h)c$M?&H|7wDu3K5}V!{)IO>+_CJcRSZC{O*} zr@T8hDw9c##2lv>&}M!zyMSS?(dO81G55}&5PTv+!hp8FKgAb8sLsm9fpk?(g~Q4y zR)*p1098ND~qGluxw3g>G{iFV=DJb4vVG)CNcHZhtzr*``6eA0&sr@r1i z#f^e+*gZf1!gok?Yb_3ymL_NL0UTNJoJlPhZ6eKroUb zeE5Pp7x{x8%hTbTBWx-v@8{Yfv`6%X0aNk1cmVW@YLw~W7hjC-D(p(}ne@lGi2;s} zfD^b3gYk(+0Mz72xeOBHo4pyH9|KxWKb7eHDF^}Lnk!=N9F0JqQ>~^}21exaty!jiaMnKo`@-da`DwdI%s--rx@U^^r{zPVPhM(8XK~d7-Ee&}rM( z`R}sy(XrW$V=M+>z1|%+TI1K}j#iC7YG>sRa1`W8XNAjuPUl`V%dTm9o6maiMUdJI zOSV5{Y${{VK~OhEE!j!V>nfQc06|^{m+otg*VknR5%p9OW}+jH1@~)|!F%5NCh{L+ z@x6Cv#COu)F&w5APE%~$Y9QorH2!*yr*q513E_~70>2PytFH=PhyS<0`|pfOQpn@y z@M)(_2&Lc_={*epwMtZ&J$CJ`vCtM7jNc#^$Wnd{YD%Bx}s|!hz6FQ#+kg*>qYnCh)2}p}D*pL0j+R z-Q8|=H3*NO0=kH!=1fmsvn(#nkmcJo#|z&>)Z?z?M2I)uY5>H`yMQ<&p5#NCP0HJj z;M4TJL!;}iY{Dk-ILAY)!+G;{?=bG+uEF&!>6gLeo|s;JHSUBAzv-82#Wh8jX>%QK z;^w;2Q&#{vW38Su8H@-P%wGpCOQtP`g+b+bKUkB^Sa|l&yeysDX(6}Lsk5fdkvwFvs+mZ=2vx+EEB~}0X$gEQ{;(&CW*csBvyTMu06645 zWaSGxX%vZHxImLC_17l4?hax& zbP*_6o+%vslg)thR7gqdoB~CLtM8D+P>wjr5$$%_t!`!2noK{` zxZLY+zyWQx(2r;oO!7d?3Pa4xt=`+*4oxkFMmYC009?8vEu-X_o5xYK`0g4OeMffJ#JF9LKyy zlk#w=MsesETL)*VT;I5CV7BRnji-|KZMz`$T!Iw((q74Hz7Ckq)Ut^AdnKT%wCDHp zFC6Nb$Dn5yW=oBOQBETm)jpR><&AB<_g{ttU#!nO)yJA7y(vWm*I>tbmoRIj^`?da zfp)Ia5fAtF2kU`t5SIYRATmMXHN?gIbmcO4v7Ezf1qStC@$`^Mi9B}FVar?s@bks- zx@C8SbWPpmeqonUZyD^D@78WJa6|a2HTp-$b$mBwy?ri}V$iLc)QyYyvEzq&w7$OH zG~n;jStNxDsO`C);roS|IS1N3Bn(z~1?xyU+eBJ5NgP9Nn21|~CbdAR=F)qkLX{69 zDCHGDKaTa`)w=Jd7Lp5w9Xl|@mjc*?l3nTuK31(%o#M?XI$bKK%?XxjuqlG6lh$0E(k6e{7ka^g#PqA#ORRnav8a>4fJs@C{JY&X2f#PnXTTx=FU zl4b9`*Np(%)r*A;{ZbyrmS}Fv6dCAfg{1preF|x?#443uZ347aB;cbnme57L1gM34Z}PgZ90#0HeOy{b{Z+S&#_OD<$1SKb{eow2u>af(4>3ofQt1Jd1E-f7lPUW z6xMY|z}iO#n5gK5p<>Y&zBSCvtWd#CJIJUlq}mav3p!EB8>g!Q2d2|(U{|4WQ7_%} z2bCQKLZ19ppc?W3SMLXo+1i-wrB`Einq?)sazHu7Vk0|#-7l%4Iq}Q5?eX7mk#Ccy zCCn?L{29{q}d~Z zwuz`B~lXYg}bPjaUJ{b z29^iVAD7}(qic(!qvpCd&5I_`8%(W39Uj+GAME|TBjU5l=G{a34#g4%h)#6(Z8*vf zvB=W;u*zM7%V-9>6KK$2hY0||Cvwjlb8g1*E3rCVORZR2zn>*9;)0C@cS)?uW*G~* z#89QW>mak&r=MJsN z%Q2>EDHIhU!^JQBie3IEs)T(2!)e06Z57jDu{C?LuU6b5!!5&j zj|;QJSMNb zYAn|hHg&_Uj=1Ab@lJJP*c&xxG{D80JWC5C_D$mYG^2D7rJVTLt~z&XMgA(x2q0$j z&&u#W({*`Pk4V3w4_Y+_n8N(XP*wc?DO_PN2eY|@vjs#`ucO`#roxJ~A&NgC!nx=E zkjaMg5ej;Na1~b$Fe&Ovv6yPx;afCR?C< z+CH-XA&e!N*vFgKimZ`JM|Y!voFc#8)$4P%I=%vjwfpQ^bo!48_=mKit%IZQ|9J$r z&vN>1r8_NcV0H3%UiXHt8Va{fytA_+Pk-bsN_Kd*H-N}XfN3BjR3oh=fQe00C)0Cvl5dJsYv=6kwUPj^cTv~AD(}xCIQc@lfF&HX z^1DsO&&A~Ox>drf4HVx`(41mOfjWldfUg~TXrdLo@7<4;A`Xwb0|-ZI*6k}e8lx>-1OzIK z7aa4w8CR8mspyXdRJH_8z(WFWrNBN;t(vbyG%Q_wg1Lmy!fr`fhUmvK{N=UhbkC% zXL~Rk)QV~pv?A-S9oM4G`5Vmm_#ZP!2FCET041_-@ooA~c)N|p4_a+M_a;eiBQcKg@Gkp?bKPgN^a zeE-FHNDnz2?g(9S^A2}i0)>Wlf7C~`ZJK72axIf~6yX8Y zB}yvBV75|ZrM+Bmp6MwIE7m)E7wknj5bX3OIy+nXwy9`7e9Rr{@doM%FAv?t}PCRx3v;hT$ko8oY$@i%gS zK(EP6Rytpb3_roKcXX~}=qG-QR=u(BnyKA}mKHA+Q) z+|VWnaACIzz`fl+f0mFV32zbWw80=!1U~ZVP`28b5Tzh_6bLz&k5V6gZ4TY)YS6&Df1IIAmJmQ;mk_n6$d89DqN)MAfzi1$ z^b&TTT@1)11&pBWQ~(l?RQc$^?mo+gqxB5R6$ivXgyfR%!KQu?{_By4>9#fEd{#^@ zx?546+w(I^Q~q3`#{aCSfWFPRm2YBvzi9!zR?6QC@-j58B7+_UtVTfYHEP;jZ!6vZd77Kut}}VsPW5qQO$$ zFhp5YB{0l~#i=FooYT(sNB^-?NxxqDC<3%4vCMV&{Y5~_D6DAAh(@ZOv}_FWAMM|` zHwiTHWCP-aDu?i_i@Uonor|27@lq(hS9=o*nEi~bfg-v9on7ViW~LX^JQbQ(&$T)g83<2#(Mi-`DFh;iZ1zWu#HY`k2VHF; zqxXvKK#NfBcEr}8U(B+gJq`z`cR0y4o>#NHU-t~`_s=4~zJq>t%<)5TN3ue}uG3yK z#pY-WiwB4<1S$Lh?&r1^C+?GjAsYAD3_(j9`a+WFs@2!Y4nT61W8!c6P>05Dq|b7l z-t)B24$TL<8T*%I08Kuv2HCe%(FDJoOW*8#T}fP|pey&A_=Cl9TWBF=X;B1p7*{XBXrcYhm( z4Otm(X54sP)m{}T67sQjLAt!dRr@2uNND`_r?Ebj@$C=Xf{Mh=_`FGneoJ4}EdTo+ zLl1#QR+Bt>=fJ?aYM)<_`d5Q(d)_-}C*>bfyV>>mcDlC#s;*>*qZeoZ*j_u=>U-}PG`piXEr8y@2<5uA6?Cr2z6MNhc_<5$Yhm2HyD@44 zslo!z2haQb29WOOKhAHw+-g*fuD&KLk83WE5;@D^A|Pc6v=Af--O$=?r+1sYjHrxF zndqjDTpn?Z47nyTcy5tU>hDu86Hspyc<1^R1Bs0=jH6)m@{XT0Xg8$++fotG>g^NU zmAJepZBKV&)O_c5x|Mv&fg8Q9GJMA}(r3J|A800Uol_>>Vyl@b6{M235_(m!2% z@>`|Brd^K(&=Gjuh#r#vq7Z2_e5_(B$d25;F{Qh^Q(o&t9d1+lXnpodPM?p0=df!; z_-_wQGSQ2nZ@5ZH{-eKUgbjh`9ROjYwX4U|q^(I1rzIx&T=i0U!KksyKqYbHl*jI2 zCJ^x(UD*Se69SAnw_^EjfA)PKo@&ZRM{wP%In@Ng8*xTQ-o;MU7!RVIO^HT9SD!K z6-foH+~BcKL`04Nmb&B;EREdjuw2ona#e@8>RWGaW3Gt@KC=i8n7qm3^akPT z&=^e$QaP||jv{_Ar&K)vTGw2?FiD;jX#H7PB%o-Nukm55RA*mNw$ zzL{MZ$P4pd`Kva!5ARurJw`6$u`*PwcMsD9@+5*hNXb^N^84|ATrA{~7Wln*(2tW&K($2&(0Mfh?^IUr*c5Hk8>k^AwB+fer&tr; zapVw!tA)3F+4%AkCP`hsiR7PvDMTDwzqk@tLIkw_ThQ9s#2lMeuE}37SP^ua?kFJc zYp$DkPoR2{-Yw@GP<};cHnut4WL!wsRpzdCW3`>00?ZhwK@+4Sc~6Da7dU zNp|z2u=Q%VH(-s(iPKe-<@V~hk(1do8AwQP+@%t>%mz#-)d6sjNxe%8FYQ<8TJTHw z<|1SlW4*anUm7$kJUjcz@z&Lk;XmrP`u~)KNrnJHFLnwpPHkVWzRN|I4)dTEaxUF* zM^R!Y_^%H$q^{J;S5Ez+1hduA)-(;r( zaY>nRbgD z!qPTIrkmD`k!($mstY9dlLs?~Zla;*ZSodwGKqG*s2oWzb>UqoX(@9$Y0_o``b;4& z06)@>-opG3;75~J?fta{ASk9*>h_D%rqoL+S0_*!Gj%+9k`4xzSQ8Fxa?E#SpzR7V zU~HO0FG;g4Dolq7^vX}JMtje{4Nat^hn-wl^?R4m3#5*H)vZSre}&MC?umzvj0i+C z$^LxR%YB}%i~3H%eaXZ;a5~+Dzg2xtsyERui1R2hbWEJu2{f3?9Jt0_ZHzojd zP2aHc>XZ_^SJ(%nVHPLuJ@a){OKujZQ>3lNm^zBaRF7f@7KKeEWzNJLlcy}94FgSi z#oH4_g&DtDQx{BekBpeCAAP+%dwg}coV1QhY7LzMNQ=j~%ff!c|EUy!rF$CV#QSo_ zmIhHB64jQkn8u55KJF2XJAU}Ync@Bc@aGr2L8XshFLI1{5*Z$eaaYN%dC$|{nS4W_y?0rP$DG&`6I?MyO#am((|7}@ za3l7TS&elt-CIoWTyh$%=sCNy1NgNeRWH>%22L0~I5*7{IS>Acr7dDL;@-uCP8t+Z zEgKpa$ZAKYfgfK?}2uv1@`-Yazgzw4XOD~`F`3o+iPo74thcU z?Wb9lILGWhqn`6-NW(P+ROC`0#(YtakS_$0yx1Dj`( zDsVaLfubPEc0yII_sO`bomdE(GfZf`wu9hOp8Ve|1xxSHKY#mCi$MIxe* zMg^{7(&%2CcgU%`GRMov=9?j6UY_kR=(l6Ixm{fAh4TqCGUG1oTt;mH9ENa-q5^09&L+(6(l=7I}mdJ^82mHz&rq85*9AR zJPUvPIVZ_F1!(yhfXYulfsOl@0kJ5@bEXBBibS3vmA77>&BKLO58FocX62MSd3pv^ zWY63Epc^mtdQO1vNC0ZLD9VJ(06W^DQ%HBT#?#KfW>9Hw3oKyKPOJGv#h{j%l19L^ zJJ^vzFr$1vt1ALhEplkNFRB0DmUCIe_)qj)J#+Di{aDVF)-JjJXm6B+Z{ambazV|* zDc{_Yvw0?3GQU6m@QamG-p4gyV$s^PWCsYVhD7c&SQ9W{1ndR6;gZ~d9;vk*)uVKG zj!Zm^vRo~WtHWgsg7}N-d+*Dg@zojkXgV#(^W1yT+;I|wnCdTpRASNS( zWCX2!UHkQrD@@IXZe!J|9)F~X0SeZ=?^GhlD&O`_*JMj`R%Usl*0iVY>Tp?*-r`=p z`-R9Li!Y)6*K_gWYRr9!?sT>$2h)OU`$Hxt!?MgoG7omWjkpS`(p|O_M&SIv^~>UU zedX_8FMN9nFk^A{ZG@%Yh}#7R;tpO_iKS6PJN?z$UngG1U2^$dfyL_p8yhp|dc9-x z7P#3XAlyUf2&;h5k;D2rEC)A~4ze9Oa)Q}!G zm)Y6Vc1Vhc*zWRrv>IsnG(%}_6pm{=pa9}4WhU7>=qDiK_ablfBQ=#Sw-=xI9P^Z| z#b{3U_^Shd`lqCEHh-dCy()%RpeZ2l>s-e!jE_O%Wu7jvHp@-ZNii~L;kPdeDC}Jm zAF~6!!c1{Q_Du(_XKZ?$(V&7UJu6XT zT?L`t1zMemkTdjz!~|Nmd0T*{8!oY~HCN9UVs!D<+{o~)#qOudF>bd*9w2vB=NP{#;cbC%LCEeX`f8MM2zW@53gW>p;!{Nlgo434!+6Z&S(y;MvFg=YTlUe~u`tYYZK$lh6F)bnjP(>-JV)CMn zUtIn*$$#(gKAN}#)RmTt+FaLL*(|n=CEq1rjuNGHGJP38>;J3TNZ zqfFr`+X8(tsSRC7|9Hh}P@~%PF@%loYP)+gW5y{#`iN4iK`79QamXYxP@+(iLiBO@ z%~}4H~YkSs%KCnhmP|(Wl)!rE{){Fog6W2&At!lAA z(k0&Dh1IskS;+!p({_j~--U1^tBsDq=0`67dR`yUH182UH<+t)dHZm}piVZ0@AB&? z{Bbh3Q=x~{x90=MbuvHiN^A4A*3%C@EjsPrlehsnU$+`8r&E0xQUUO0UClu-(j0lx zP^1F?`C35no|48jJUS0pjU!<)lrqwc&dxM-SeYaVNa%AGgvym6+8P-q+iQR$Tc(s< zD@}2yWe|@%Sv%rAC3t`3PF)-lHpRYlGOqoh-t`Rj-f>@g@7y8+*@te_OHS zs+;kRQ#j_KrmlJPi;3)|3!yu5zl3UXJ1wx3ILDb&(ZznEDU7?ONQwKDXdS&Be4ApR z$sk-xU#swD4~Og`y;D5SSaFvtnJi{W6BhYt#+NGl4TWmJ#5>`=e~f#_djaz2mFl(R z;n04*D~p?%%@yFd69MXuzBLtT>ChSHEX&fy1y zt!HVkinMAdKpOL8yL~|x5Np{iTkV$J`Lrkv9fOvD1)n!Y5{RBbHn3?1UE#`Q3~|^;H_0hvHDAI)e9nALD4& z1TB0>9V*o1wp`FTULSmoq~*N$pczf%gSJO?x%IqOP;l^rM4eWoM83WGM(wfyS3o>g zYf{zEeb)D|3GD^IN%MZpSI&FTs1B_i_4AL<>NSxnNC^-}px|?@ODXW~H$fkQb;wle z_2SlbqE(H=ILSu}h)ouY*@!rs#YE}@ZiB8zq1_3_$+>jBUtNxjF2KZCZO76cnP^2b zYR<|0YC~umnUJvY%ChpJb|*!<9hseh@^c)8A~Z`9w^JODboc4daLRD1M&fOBss14@ z+=J&J^>U|v;>j*gaI5H=o2#$oc^5x}##z)|g5sXxfJWpkOy-5+)|clDaOZMLo$Al( zR@Lp+_CPaFH=!|IRTouhXy1`;hkMG9*gPNN56Ff}fY!0KGc#)5_oUf>%&eQr;z=lB zTyjvXPO9GZ`N2@5r)M*h9Dq+xD}MCsVS5DrM)H9v*knK4pn_mub?0V96q%gK)XXf9BEr9BJ%O1bx%L{9*@h91mkj?Cmoqtz}#u6Kt-vDaT>;z5zq7b zAa3yq21XZE_NO%D^19<8sVQ2l^jSctRIBm*JbgWT+F!Kvggpe;Qs0!a?}dbDpaqq< zs9p&Ae}Xj#-vTetoA@xfQ{068&os!S5Z-=VirSdW*1LYpE~TY>T~ubR@CgenRJ!N_ z6nv+tO{j?`MHfMVtWzbBJXA9gc+yiPauH8l+ltEQx+B;eBfR3n~vFx1C3Lb46OAu&n(M6X`) z(&OgjRj52LOej~w=xD~QYQ7h)Y3tj_NXvd**4vJ4B_k8&VLD^4&i*nA9Yuvy;sw*w zKdh$$P^S-dQi5I`8ufCAQoG@WtUG7fQ&C5sC~vv%4tl|e6FEF&v7A!c=LYft%|I5e z8DJ=qaiej-fFuiv5BsgCsI38A9F}AG2@B(u*4pFHHi?bXw-16DjAAL9OLe=cHDIaL z6ypw_{b~O16U%|yDAnmkWXci}%RQOOUJAJ^SY2YvKCk+G|L^zF7Ig1a*5&Tz?CXM* zl$2qU*ZmR&vZcj0#m|=B;0uwT?UG zygWwz$pt&~KF<0Vh2}-lyMhkj1-YUaU;lMs|MR!OUIskVXPdA(^`%;wE8e93*f0@k zi9pD&QV44TW(m}&{MW@_4t7Vse4y2+8c^m}Y%km1wy=b@weZ=cOBV}|1ChWPmtvIl zgSTYfih;rZ{DQy!SqBg9?LsOgnqtcFU|Ugl7lAWd*A-{z(Ak=zj{L8e=N{LRN`@ru%xPD^{AM*}~H=FwuXsB50|2O2{H3qQ9l4y##AUjnlj zXs6JFnG+50Kee8oo^1|kXKuWF@pDoG$P@YRS3cyO^^~CYX!5dmmDUlE)2O`>AU`G` zuijAmE3QTeaKLam?b4o;1=(*;$nQ%%v4srb$wfDSGs1i1QvRq8&lUHw{re&O-{V+Z z5(>m=zqCoFY(e&vbKU{N;&K|3ZG9Q&U#YV9#G?fr5sNBjrC#KyKsX1sO`#$R*^7#8`Ho*eYp-QsOEg*R}QcE_Ui(u&l zAKT{GrDWb_sec|M{C)i&9@-SQkVPE(|GK(=KX{^3m{OxUD*8A#O2Uz|*=#-gv(H0Z zjq=;E8L+=Eg%5^9b_DdcKxee)AM8fT^ps<->P*xM`I9lb-gJxc!lJPt&>d@&DV z2}b^SA5FyG(4(WJhTHCMocebT)vfHJw>0`k-_5m>CSEDUSMC2=NR~qH!O<+yiR7UE zY0>Z^fl@~A>}5v&(Np(!)_o>)!?q-5jrEu@``7vwA>j5Hj1ad>u@`1#o_8KDz*lhv z2!SNTZ*p1wb4r0Fw47Tr@4nYJ8FdqBFEV8C6@{OhI>vumypaDr`j=85m&6~sq}2)p zEP@1{*R~g+VqDgGMGdm5U*qBL4-q_&c->z#ON?r7N>w{_^z!jmj3RAoEi&UjtED)R z2RwM<9>e6sEP$H%u?|$B@Ska7|NHpG3BZidTb_tys#~*CiyR)oU_?@{vtJ2~ijC7{ zT6^&8js&jJbiUv>nxc4ON77}$bqp2OXlRo7#9*^DXm0|w(vt@i} zV5lQ)~hH0CQhxy;^S=_5 z*PS-SWlzy|!HY-PwwmRjFMmS0p2oq8A?w$O5r(NkQbHp$VoCG4q1sRXLq03O0=e;x zt>mazAMtm=I>JhK)f1RGo0f~x`a2b{NdRw516FeH_dERehZ!=tT3uhan;+7L;+-f8 zvB~;}b;cfnGgBKH(Kz(Kk3s_5Xr^d&|dSLs7<~B#a z81^UgDkvyCqf@Vl0im(eWAOLn`&R-X{PEstuIg1E|7vofgMqYTE>%@pxxLHc`$h@> zHSyoCK->Zf1f104FZuZ~K*1qjVKqw)B9a}8YKiqcUjmmy-pfxM@(bbehlhtN@6cr; z%nPeUZDfA`{6DL&w=;3Eehc%V@J9Bb;UJ??EYFn^kEU%VOLwk0+ZyKYneqY+tPeh< z>YzdkdCDq@n`4v51k29wsKjiPS}MENX)g|k+32B>B@gH*DQIX|n1=iR?<5Cv{*g4) zC}KlQZentbr_<&Rcqj9(Q;2RPxx^Il{eO?$M}pw)-VA^QD5u?&SdcNM5ZgB_#~DxJ0hxRTa78fM2td2nDjfqo5H-AVB6YFmw>$ z1BO%rW7l)82kls^Ybl;%yT*ow-R~chls6-+>I|d`9s*5t&o}mYTI`7?4{U%;WXu3Y zLJvatpPq#>WcG}fRd(lmpDbmojilPHF~vE&)*Y96o5T{$`LE%Xcu)P5L%I<<`73(~ z%Wwp-&1Yk_~B3F!g}&aV5xhOpnS&h{#6 zGU-ZI-J!Wga}_(MIaUix+7i$h+J+1c$f;!o=+|=&RWeSL7N4cya{A#u?_r0z<)*?_ zS){Iip_|sjc<5Ak|erQN*ft^wr244!0S{w8tu+Z>wMez2kA%-Pvi5m!Iuv&tbR`n6 zL5sR{M;XAIthLTM`T6-s>nNyf&D*Lj_Zkn%Xq=lIpT(cNU__s&w#%L*LMei(&k&Q; z%ytQH|6d9a`ZyQE1BMMe0;Q7nW_!E&~tr(2aP5OT*6A( z@23}Ql-E+xsXrYONV?ce-KLRr28Mxyr%lnrZ$+5sYcS_+j`S$sa(oMxX|eh8z4@py z`g*TGKWDYs^lD33EZcC3Tc+C?--=5tI567YQHlaQMXp5l-l*!|38~rdH&(h_mGaZVR9}fU|;HQO^lfJgl|t z?d=|L4yoK8@7aw)CSo17#!OY3@0Y#w2`tra^l)z`Usv%d-`7IL@O{x7cUXEzGuc<1 zd;kPJUrmUUwtozpyb(}S^z}r3$`aAn*Ovnm&hVJ+(8bEC&|Ft9p&C&9%x))h&7mHI zlnXsg3+wLhM>QB-BN$Ve-&PC9UdrGRaB3r_r-wiaZr3Ml0@x1`F9l_37&p^)$G^Oi zEiL5V+b+`L92C@W4l##Q-!Crd|ri$i^sEwteF=zB=8R zx|Qnc?HZO5`D!cE<7;-rAXT2xR_7L=d~QOx2{m;*B4|OBu`#}m}a>YJriM}{C@q^WD zgmV4XegYMGQ2>gUJ?B)dZ2baJB`daGi9>JxevINa;lm#XlvaF%Q=x>X!~$wQsr5N! zF41*&7yPRU1iXgYA1~_jWM|)07pxIY@5x$?ays8O+dU$UIrEa6mrzdZbW%XBzfH!s zK>hApaUuIN!Higk**?*scuT7&=eexo7mdQMAK=P?`-4j`469s@D|hj`c0eN&szIlu z*o2svJms!Z{M_y91n!gh>3)N1wo(Zg^1+eEx_(huzN^UXGoe-QmOs2fbWd7Oo0)Xb z?`$a5H!vReOiwi6edV^4AVF&%A{xKQg!)RX%IP&KC-QKvyFRC)Rj3hI%{dlwzAuOR z4$*w%5@mW>d5tojA~!?B-bKQ}uBE<;yX?MPU8(uSRmEs-S7GtBZIgUbr+Qti*5HV| zUv9}hk_N5k?jBQ(zNT7=;q5@au4o0wev}8iSxFREovIGxZ=3eyt`&BZYW&=@cdQxk zW1r7`%I^zxbe8!$(;g&mLas=c=8;^)F&25prRrVeMfs;_PX#rtnUywo~lWB-!m|{()X>|T?l|yu&{b2^( zYs#YSrxeVRZ?Bx4TmzU_-(Om~_nH2#uOjL|nH!m5YCdCq-#lUpGhgaU+s4!59{fM1 zB<~^FXVrqEOGDj@)9i#Zzb*BmP>s>cHi7Rh;lEZLB6vs{29J&@&t&CehUfM0iDtSc ziV946`yY@28F;*jMr}5kdPRb*0Xa4URt8S%m;@48WetK#SGV|>)!)UK*B6+o=87*I z%bjIDK2Vwo_}q@-mX-wt(%lu-^M$p+Q03A=q zkkirXH_WI)rdOotEv@CtISI$G}$%2SkphyF;FHsy0=j=9GVunI~hzhjCGNgul9|Kr;Sl=H`-=2lV zVnUAn$jRr!6Eg5;lf^20Q}B6&kK?v#wbSPFq0<8Umu$@0NcxZORM)X{8D@{!H5y;o z?u|%i>~uck7v+ALjg($M*b?j)7Kt=W*VuYOfpI1?D?H^vd#GRDYTv^!bxB+Yezcom z_K;h{^M%7+TM~M0iR6~*iYbLIm*IMwb>+6GP$yS#Lliqo-7{ufg1z+9J63M_nl*O2 zfiRzhY|v57tA#geSMP*bxbR zxow+9cLqV0c;jqW6#;vMl$lxaDi1yg!VX{8dC)M!;E@YVP1mY|q7}&Lb`~}b<1gev zbTYKyTIzk#M#jsl2|z>XGbl~3`vm?B%w#k)G!e=>1hC#jetv#Wt#?|sWHk)IT?2g zIMkR$ES7tUiYO(9Ojej6CItl15gNRJs7*%xee zP?q@J>YbBL>syzzE%nv*?*Uiaii1U3+|?D!xw>%6DoNuF?Qd1?FAM=<&<$6z%!m+zmh+9nQeJMFv*3v_h1@5o3(Hj$e8F2-_I-tQ zx&evy)+;S)%`as2kBs*fQPU3En$F2k?S<#wXMr@;(Lv}IG1CJ3=9LTf#*Yzt*7b*X zpm?ZrOLI#PD?`shponlc?8L4Vw`KQ_q+DCfuq$7}M#LW-lJ!1Rp*(OZ`!3iCLpoCN zNaHi=CLi}IvTiOLs?|=FpfO!rZkUzbc#QY}f9&^zKA5DhkFq!LWTJA6L&V>~^DlZ< z^(nhls%zD`=rF)838StT!Wd3F7xaaSDL1yzg1lm<>WQ%DfHp2vdF7v1a3R(QO)dt4?cadT04q=kqD`GsjT<)k3Pm(Y;ye^wJjwpLr zJXF%AjF)+1Oy6PdrETU453tUuDg0z(h{Hgjh<8c|@|_LtSDU_=DQ<^>8le4p-~AHc zeJ5AEuBRjYe{9n&K2l|0M3Y= z8!e|lxWFEtiOV>;Q<+XEzW$0wlo^U5T_-ND4_CGhx_2fW_EqmlTf;_b(JA6;fFVSb>DRCShi!DhXMjM zNI~5t!dbW^`Uk#D1wrQx!0|WatF{VjS9<9iM~X(fiyCjKfj!fF`NlRwYkm-jH+j=M zQU59;et~}CFlOUL(Fuf_B^y@|=?{!fu3fCuSsX*W6thFA`3uo-`3 zueFYfq;RTyiVgQ#;Q@F86fmbd(~CH691;~4H_d^}7jDg(3W~L|VLaQ<#deownNCYC zZ_egdL6bWQ_{fNBX(dA<%9ayi1s3gThrFw*uIH2GIa<~G5a!eCcofgQhtLU)DS7Y!aW8USH_YT)L6b+dI7m_Gwe)j=gb0^$F(ydYaE?AxpA^f7F&e3cUrSA zTrVIW&|+d@D#*#DUNAfDY7jd0EUZM!jdY>+xQHo^xi+}{mP~*6rS*^` zF6;xncA>i_zr_T@1+Z{}(Vn}Cwr;o({my%)(OkOS45Qtv?QyaC1~kYKxiabv!NZxV z*AL?q1%_g4?$d`{XdZc95DuTEzjqBd@WZHS(=xCmJHA@K4v$+{wxo@1G#PxR7@=Na z!Kk?mMd;+TF(d*udHPJBU|kMVxDV%x4?Lv{wx_=KI;(Sc3Is#}Y*RMrH9^TzDB3x` z$pRc<>X%85i7!<-IpUnsA4veFoSIR0d%5+XQ4Xez+^X(Cbf?mB2ka}cmhyn4`CB6U zxaea>XcBp0OiAEK3ZR+HDNuI~_sMtNOqST6YYUxgYFaiPz(`>N+kBND1Kk|;{nOHU z8o1d=KEzoa?TIOTXjr<{=xvCr%B#^#tm;lWeX}UpEbFAuTW2HOP7zqMZm4p7kBbB@#uTi5KbP#lXG&L0 zci{Mp$S7BV6j)qzR6Qt|onA}qLlb*&=R5p`iXEv3iPn`?oJ1ClX*>517dNs~o=;q1 z`q0n7fvyNel6@3gG}H-7+`EsQc3E{m2T}7@wH>CnT))DP|Du!smKYF}#;iz?`tq94 zc2%{^fF1AQ^-;h1*?@!xfJl1)6A0IyDoy;{bcC=>oWTS-fypq42PiY9qK-tlJM55- z-7Yt>KR!0n2X_9RjB{b@7eK&62^>(yTAT7=Mt0(HeD9Ny>34?3y6)A#(nN?mgzT2^ zwY&*#AzmKBYxzdM0_TQ@;>p;g<5t+R{d6?o3PhfVaVKC`rr6yguE_;c`g%CIInO(H zPT<}jgE>4HU$ig(mMQ2Wml#LCi{s)^lReWlnzE8H4#Aw`_QYd`r^UE^VX<)Q@wU%o zb^?wDwuOs?OU+r)@U1V?iGwSMQkJpc;WI5%H@s!G1+=48s~JD~f#eh|PfIw|z83KE*B4pnx!_v?$U!f?7;`4q<2!tch5uN_-u`t~ zl8vlV?N7{ghb3utpxYD-5?~^MqGg}7;%SX9M29Lftxdrt8dd9bjlRk?V;`o%lax`W zoy4>Ay(s#Qy1(3G7D6WIjpzH_c&7sP+3kolCOodWiZ8_JO< zx#1e3AoRR0c>)us(Sj6LTFT^&!?)g1D)R^_E2kMt1AOm*$#jUcIfzw~;h{H6i$^0^ zdaI0(Jd0y6V69`o-Z={D^`giTL`4wmzs(AdPt3+){hcY;`Ne2Fu6b(MU4$KzxGJaU zqanVSfgj&c|cG)wLa_!4gGWlR^Q4h1w>b8DYXloZ)BZr)2$;sLi%fF~~!v z^oYm>*0*vM-Ht6r1((5Z=Tj2K?5)1qlww`nKau&_e7lxW`AkS5JjGMHQ>1w%iPb)6 zx!VH_G$D1!`?8@ys|Fh(irC79S5-Snm3#oi>Nusqz>g&W$Q$EJ?wz7R4JiU zAm?M_#K2dc;-*8*`&Kr63mO9UjA@8uGNNaLTw?fQ@JaVh1J3oD_Xl|2NAx;uts#0? zNd%Whr!lD>0H?eSYJEbeFWv}-_sd8I5<=7-KXQvCe7Wy;*A+=ZSAdMqr3AJYp#((S z9LGE0=N1hVT!MQhmG&!)A@5SCY5TZ1R$~;8)kswldUkb0SUz|uT)trMdm|4qQ_NK? z(1fU-j_=zeq3Na|e(`|gK_{lSn5|JBIef)F?^YH!2R4TpzY)It(i{Y&JmYVQTdIUH zob>{W_8RZB060Pk3iujrjtc`EBU}5>*Y2?K2T}xCLKhT7`V|Nx?Te^_`VfS zE!j551Wv)&D4XRHn3VmIE@?cXW|F-mzmNB>&b!XU%{w@wuzp++Pu)~x5p@LkjC8Y(y$m>hQsJjCUy5`BUO+{XdcEBOn8jG!gBGlFV2iEo3mXucFsdVxDjmJ}cy7>l z$I@Hvem~Dq$f-<-F^!uczs-U`<6Get*}W!)L;*VKcL@~Ed?jz^S`TH-E@*iab%YL0 z5aWCfDJJC9>Es`9lZb{qoD%c%&II|2^p;)I(IT*c%%N*6YH3oCG24ePBZ~;AgX150 z83+jFJz&=u3LKCqkI`Q=!x46Y^)I__C@hHid6Wa7h=&S|qze3@@q8ccVS+%YvCu>% zU#*Ik>DzMS6ojLNR<%&n$fMpcgh^{I2;%9j3P_Ddz!_H71>~k6x#WwKN#c5-+@FPN}@?+X>E3$yLnKs`N;t#Uft?^r#g%n$B_;f-WMS1zp^sV8|dGrnEEi0p- zotjD~^gxJ~(_uvZ&YYqk&ZlKaPm)9Rv-tjhxhy}SS6C=G9(<)E3Y0ioI_|EDkY}y< zkt&=gE1!3TelgDsNW8wU(>Go#s6TmlMWAD6v2C6TQ}z`~0;F)zvtxTW+%tf>nU|=Z z1i2*}hONFT`HI(1x=m1-&l#WvC1~Tk%s>aC2~(yxvN}q~F_sr^`m1@i_R||LVxtOd zIObxE82OQWgm~TJGzbaaa<4fEL6?7vpFiOWv^;nxai-ysW9+oFQfu!2xjVyS6s(nDp_4u$PktKG8(A!|mz#W^R+JjufYqV^ zRSC_*9W*Jy+HXqlV z<~iVdL@q@B!n6O?MH6p&>}^TdNQb_He33e*%eT9`cZs#3Ix*7u3BnT_B#uZelN$5$`rf8Lfu5|uDU^Lwr=I&6Mu+x1?d9G#%?L;~MErsu zSxlb+55#w+$uVNg%^4xjNPd$?es?~=hXrz=XgE0NUF$)ltLZuoc@aHs`3AR(R}(G~ zqSPRbIEOhrdMcGdvWLj|jFS_2Wql6y-8Nqw%0K!ZMQH8ba6*19z_7_f)`GBVrqiLA zpO3t{p6Gl5Z-fUE1^TtHH3jqPU(I4Y2rOU)NUukr&$z0=enQ96WhEIyAmC*==T+UMa1(#HD-&cmye- z_pW9U+Vv*{BZE(lL*@!fBSX2vRmI_Ct_%#HVeq@KH0>i-RxeUa^{!v=Pw4o~qP*D- z{|v*-1tmdxeT=0ALjKD{35e>aEa-+hrp*kV64N6!-L_co;&7F(m-E8Td}d{)D&_s) z?avzN15_H|)_`62%C|m!!s7&c(S5bM)@6XZdMm)d;8#zh0FezP`eOb+VnVTqPOq4C zPaBtYcU?^bpdt;pzb~gRZk($uxMvCo$3%q>k9jZUH-@h~`lHx!DvqhCEvVL#S!F-6 z-bB+~9hjH`-A~Qy^_bn^>~IfD2cKs6w~3suw`4ydL=9h zUQWu-<@JkAOoA;HC6dbaOts>?(|svYUHAg$SP*J9@^m-yfa3}zJTTW|nQlJIUTkg8wIKFg zeSONkuQ%7#!CBSvVgNa|hj3o>m&q!HrSae0$@KUupZ65ya?U!(o zTZLa84!hm-esmhD`_!S7Nen+V>+I=H)>8G7uf57O=$G~ci!(bAnBpr}w++f@m46AR zzA7dJjVpWM8o#vkp>}W*7nltlikF6jhO80pnZZjYl_+wj(HA*GlRI_m?~vZV$9ZP zY$OEQel;#avcAI0|RzYM~iCceNG>)TYu-9=nxit zxb$BRPB$0`MX4LxF1zY1?l~dW!$OV*81X(O~5_@nq<6+U5Nhhws9kiKbRng?_RJ_NKLy1Q+_VZj%-6)y7RV zJ;PL*z{VBt8S*Bf#&>c(1mVGDt@^hcp9{3=Ul(KfHh$j#W>?Y>dhslu48uCkOJF(< zZwfFD4ba*n|3V1|DS%!kFp02trurv&&xxPs(kwdoggevM?Z2=bcu+a8SVWo(3MwwJ z>0A0xfjWD^-92cCb4E}d*f3Jz_3ONR6EPm>Is0MhLm+$I`T;Cak|2VV##6p#od+`l zz>GR~p6z>@oIlX#jlxQRReU}YcxXteNo+#iB$rDx^P4=Tj&&nY>ll(A4Eeu6uALjs zrNzG`Svha??T;@ zBNw%lLj&+wAFUN#PpqPcg*lrl(ksdIK+iPM#lu{-2(~wexu-wxN&2gl(dXE}qkHZ+ zG-;_R7bcgyFA#RU6j!CT_U=o165Ds~xu2D6T7f_A$enjXxk63O{`T1Y9uFqMR_Qg9 z;u6r6+gySmGt&ic8E4oyV`};*eoUHr?ri4R%j5a}-wnKn*6oQ-UFSb=N_i^%sGLFE z6;O?;2R52a ziwkMFg*G##m=U|dSm%9Wh{?=Uyp7tBW0H@x-nB-hUXZ+SL&^@t8Y5?SqSdpYW}WpD;&9yad`=#cH_tNfWZW?9Z9Kh zk>DpAc`e_eQDNpd2we3b%>j?g4T@RK*&2t;w6qtEDijlSH}6Tp80aqi*cO4+j-pD` z<+>KCs)D}W%2FUGqyhB^3&Vm&(C@wIy(FAl&@NY`Pua&swQd&X#ZGHE99Q$(s2ymh z902NCxDOBS**zSavnx}a>*D@oSC^3!fS6&I3KwkCa^P6&ar4%)7|MllM({!U{QAp@ zQp4al(0fEqC)~u_;#g{i0~96-AEx`7L|}|$@jvTNRYZ3ok6-Y9gzrMxFV6py-n6_( zB-fc+`T;?VCnOym8n^So6wmWGS~kn63}iiG`e!?7#DLs1+yEoONA>)x=Zo7Gd=*PjWe z6vT<}m9O%z17Vz2ozn0R8oby@M!@Ri2119`^};+8r+J~9l3QN*Yt*wUITX{OvCf&4 z`uJMLh}Zmm-v@AN=sbVfSFE zfzveo#0P;ttSR4vA(FBIK32OwYUMWnCO z`2rRh^^RtQzSRBkTip&nThA!ayPVvFmcaP#eau47fYU|3_lL?1Bz$<@?&coRx%0D> zicj%r;Ob6utE$==nTk!XJsA_<1a>@(z6W0=bFT~^ERUmn&<~La8Fe;@wx#!nr07iv zS#fq`KC*Nd$((GCMuS}{#0Dh7kQ3@3Frx!5go7pFL)Q0emYr9i+wnF)*THhe1UKm* z-Y<&M2Q|0|P^+8!;4?BCQJEPByrip2@Zx8~$02oQew>#AWS@&3G`aWu#ws})O@HD= zMtB7_-S0$VdzmnD*P@fQ`QIz~9hx2Nq}6#u7Y?I7$SOmXl!= zbnE&Mn%Ep^u*6DleMFI|3d=9wteX3rGC&d-{52s8*eDLft%24U*qadSSYhaT zm&E6OIZ?5t8p+`V;W5e*<%#`4Q&IA)*yP&qP%qlzf^K|U@k_Yf$`UhcPIomwHn@^C>ki!+DZXdait$Yqi-I+JICBy0vE z2VI6A#E_=A_{94AKh(KVADWVt8@pl%ts--uTq$Wx9jf9CWV|{QO=kSde!%ACZ)M^| z8c-%mZtoT?axid-zlH)AY8oB)_)j(kYY-KWYY}RU1Rd%J%?%fF)EZ2-XirBx6QAgO)XgTQSj0Tt7o5#$deF*8Wym6wh@CL@lh-{CF z^7D`HGrm1GF&#+t4zI3k{-s;2v{fCie|r+;hlu6B3Wwhr2E-ge_^$ph|M1>zMRdN+ ztQo%ffpusaxyOg8|5l5Z?(k_xY=hEY3N9i?n4aEVcPK!ro+cY)A3F`iKu#0&N)Zx9 zW`+K(I{BCW;+(A5wH?jHy&IpY;2I;6%i(2^*65})XMwHkZ;8nZ3NNyl%QN8oH;|v; zLav_EAllL|Py-QS09peHpoV>b5FbEMLkqGA?@#f&nvRo(Z(86f;`>_aDW5+_8Aq%M zCkFDpwnu!ve-IIRI}-urw~;ijlolQT5b$b97BPII9>BaTD82c!pq3Cy1*ZBwDT!$C z{LmXtKUImJB|F3LAMhi)SvG~BBg{aE}@6x7vesLivp zv(+bx+46F82d#9Nlex6C(bTGo_2+Yf4_gcGdOS)AB1IRV17DGs49Tz3tq2v{N`)NQ zDzN3Zpo)p56UYqBnZ`SA<2uM6*r!FmiOv_}M$*SWQ(e#5JQa@{v^mnP;-W5;IhNCX zCOeUurygEvHXifURE zQk&FZ4?mA^Pp>!N4>tf!#U#l!?YSzA4wi{$DVT}IvKY>%xz6>yqeCpUh3bN4duBS& zCDB+(FxyY;+R2pgg+_&9DQY#gC)hXBRHsg~C&Nb%fQwBG*aQtYbK!Ov8tTP9MEU?3 zk7?o%QN_bV!D^{{s2ZEiv=RM|+s?HC^D?AEr%CHkIgUw8AtF5bpGmZ$UUauQo>#3} zS8@5bjGD%So?BWp{*OS5PO4VbHr6LU`L2iH*8TGWhPgTdZ)}z^g0FEl7|{J7#Q0#f zj28Q77mlCbF5OWQ%RZfz+;cvqNKUZ0ut=**xbt;WS-E1I=!%2RWJzbx>(7umN{eQ3 z40ZvhObZxhAhDc>cVgd33;SDLm4O0AP=?HF3h9>z4<3>Nvh?QI*V`K4QN!y)*sxAb zOIwbA21IUveYvu>CS_z~BgXKY9E6U#e zHjF8#bkkAGKKesXu=mj9xBUh1figu0BnfJ3sXKzW?@p0irgC%GzJvPJGI{p&)z@(o zA^FZrbY+UXE61&ShWrWP5V4bca;Eys_h2g~MHfa@K&8v-33j$>WA;y6QUR(B10Hn$ z(uz{EWk3VdPc+WHVXYYVPR3PA%HjB%K9}Z}_DS>^eNB78;kfnctV6ot+XUlT`y!_p z8ujC7=3Z1M8p>HheJ%Sd-lhVs&I$76q@fK9;?WMyzxz*lr(6TIL3!vWF#De-{z{<> z=gKZ_@xEZ_R6+R1k2Imi>c0$*dVh`t`p-?`2lT7ATr>y!!2v>b80TgBm^qs<{`2d{ z2;`g1kLUw!^vTv&jtKI-WT**LtQ6XjHZovon&f!jcPL(m(o=PzJHnRC3=nEOa!hq2 zkmR65UzZcOwS&x11z%*Hr4f4j0m?IwWcIMmJS&=jM^A!|5I9{-In#M?NaBGpIQcH> z``}UlPv|A-N3NyJc?qrZ-WJf7!8dqhA2mTmKgX5#9qlJiz;O%P{@n|ouj6^{DqOJC z!#y&2c#+@F{XTvlTzFUN!-Ou4FCVvmjY(_mhvo@%H!;yRQwD9QhFuaa3>7ZUh4)hg zeCiA>if$&AcgkuA;dguXgn5=++N|oacg{z5XGsXZ6HpgbaJ7d@TlLRLz z`tiolVP`YE?n`oG1eQF16&a+_GpuywTQRWlGi~fRyVnp+;3g_CCxDao7t@E7-@8dR zyPMFnBjOJ+Rw1e>n;tpp6)t<^C}*hjK~Z8dT|dDaQ(;)@m-l~L0DvU{3B)&DuV%$R z0JY)|pc=osiDwzyP-$8Y{VIs*zawO>#(hy8)OzCbKjW?Tta4xER3 z9iCAT!5p4^QRvLbt^J#SLK;x!gM{N{F|*tsZsa|mw+s6BsP4?wQu5jn4CmQ$3zy4? zJBkg5327au)_>^lIgb|<#Yg0riT-pFeD9R`2C=!mTjeJh4y;u2opuh^TXvbYGMfLE z%ZU?xgk%iTQ@@pL{}#aM3FvImr}QS86GT^*$ohTIm^;Vb&>WfSjrs7;t%Jz}6o}8Q z{YC$f1IUxfX?_)&`{+_wHT_T^?iR?C>eO*VPq!bxHClt$ar7vwKO#g5|-D24zLv(4#lK{+i5ojK$m($IK(Q@Yk^221*)S0KW?HBmBd-gR>W*I9)%phycPh}Ka)3qp0? zo~>nn9+^`vQeW?RcbfwwhR@>PsmFyN)T*sfJ{e#Ibb{xg*DHw_Bg?HzeZ>J=T4XPu z|8K-Zo@)u4GHG^1WRz8Jue^Fq|0n`&@( z9jL=@qDfKDvjBvC>}i6!FC6Zuat?mOhp7|$Nyj=v)L}uvvOd5X3^E*vav=jCH;S3{ zSvtYfgZ;n{WdcyOK-*UxFuzGWzS&TjaEAEt%zbamd1wD$8$&~10=~{fKWQ9(m!X_1NKc|SmeqsY3Ne7Re8eo?V`8~ zw`Zc8qN;9-SO1q?ONX$Paf7bpr}Iu!6dM+Y93hB6b!a7LHO9GE-u>4Ja>F8*tk~VR zr-Zl^{+fRZ0boT`peTqY&oUEz0et6HR#(+Jq#I4P7A<;(k4LsCcGg!o-?u~KD!T07rK{!ix`YA(i6yy`V zB>=&lNNvO?Bv74mK3?ukk3PIN`xq`pwiuq=c~Ml=+n!}J?HW-j3qrcjvv=hFhj#zw zBi4@po>7vo45EEjn){1nM{36@4r_kp|HIc+KvlJMT_gk)1Ox=6k?!u2?(RmUq`ON6 zDJc;I>F!2Ckdp3}5RmRh8vcEaXMN)zgZIW!FXx`KW39ET|(uODj-;J_&unAlt5AIIM}(}88Pmb$O<}{Eo2r|SAQD9 z&+3`?LqcH(*(@%VMEldz(|0$yMxGfyeCRhDrcA32ryB~Lcv3>9mCf=-_}1;)R>-J0 zTw)8;Cs9uwohPXX^TJjU9)9Xrapu0*40zTDdl3OiW6@lXh7cVJ$Jvokq6a?sDCyRC z7sEBRty@D;QE`9>v^w5=5Uv@dh~-4MhnVT0UL&8CzV0i;{bDHY9`Zd2VMlj^0rVx- z`%jkuO)d2S@pReak#P`obU#T!N}0JODsJ@FtP13=ARGs>tO##xPlSy0A<@#ZAMBj9 zO-QJS6C?jn4=JY4Iv~iDwL%#nl3ta3&T|;JBP7l{b+haG%5e&$-O>Te0i>-e(jjRp z>;aT5DAI^95W-xEJbk~cB&@5@1z4y7?=vmL@g;dn=8BK%3+ zi|SKPGj;tD#C1*7ezOi1>mUGfOQMVLj!>9^5%Qvd!}^i7T0;IHK)BfC196ZN&d_5a zn-m@eIR8r-QGyw|T%Suei*=nGx9t9#M`N7%3IrQ=k^O@Hop*oH%O!}~Af9Rg)?oL4 zc^P^?IOXEVDhHSD`KNcti-$79c(s8fLq~Amrm*rHL`>`F4?MWd7pQxM|0{=4ho*6U zslDH~JZ@}qneL_XK7B!ut3c1NRPjc7HmWI*3+5T^7>Oui)grhxCJjy@SU|v?Ir_Izzigj9b3`){?!KI;Oo= zzr%}KMg>w9{_dqw`yr#!pDXD$t1H*FSrbU-wFVqg-Az0GycZUg(h@mF-_v zXE6QrcmSGD2sv}>$16PeZ;*anAV?T2rHwyce&@3I+1<-?^YiE_-kNIF>)!=MB#4qA zWV;PE?H&{#jn@<>Djx`PabzE z#A!xQ&8}3jly*e3y1kocrt0fqiTj?^`#ysI-z}ujPmVSa_w|;}ncrL65Z-xEixidQ z)cre^Q4l&v2(XufqLfBn{S$8!86#TGUWC+Lo+9s?bnea9%ZpyOy@0SJGH7wd5`KQ3 zhzl|lTtktiKNsz<`H)b8W@9^lyu6X!br{tG5q4Cj)m~N#OAu8B)A|N`H z_^6WJ_wRn85;mCGcxJ5j@WaKM*)a^$N_kO3lcL`#*rXAGU|~fD=87f$D_W)Wv~dWo zziV1Ixii5X)W4^vj{1iRt7*wN8KeIDvQBw044uhsp~U}A1@zrdWnVnvPDgw9O2Zkn>^MiA45vHvFb0_HPLFcF48auGq{c;tcYd=N!f*K3+32)6;$AxH0mMNv2h z-`UYoQekAQ0Rl9f?95C=?Q40?7_q2%Ryb8EsS^=z`oEbv3?AgReSM z_7-bv8OzAq5gZRMP{i96YDgLy>AG>oyLL+t(Koy$z93ixax!jI2}g4==| zjwW20O-1Y`gkt3+`?|;Nz|0K*%P*qGC!go><|kde-*_Drn`Fg|vP6Q1FN}y{9qL9i z{k2aU{xxBX6;1OflS+}?2DY&Ps(3nmusYFsmmDu%arOMI(=RUwAAc$_gzzKUo=J@m ziy~M~S1Xds#*+$M9=-xi=S6`~UIt)I+Jj~S5&*Up71j)7ULOMxnpPcZKPaV;>f+&~ zek3wzz~W$<7p7D8g(A35>^i4}V&a!()gD&mk^h3rhNsPf7nKJs`)lG!VvaMqA0R$E z#$zRBKp^>D*S1bb{xs`1D9(6B2Xnn>=sQhf5M;iWXi4>-e;aEs95vij>2gkvPiBLq z%i_qOUumqZk}`02Vx`6)=QB1Bet*SmZthB(ROoKyl<8-urk~{kpGNQX-Rq9X7oK5g}(qvC%xoNa|?6Kh!Ctm^aRY4 zApn7%sQ0LnAHdF$Xln}oNwPfoNwPfqn0S*E6&Z50x@jEnh5CkP>&;G(#sTRc=>`z2 z)0}*!-;v&CNltB3*!Ml#jV(9$0Aptn3` z>SWl3`T!C@bTNR7|IVab1Q(GYERun!L%KtG5EX=rMRKl+N+>#4UE#V75zZ1VAO!5} z>MGliDSr{04wRG3S3u^%Q5+AIpc$DQ0mjhS)YL+N=3Gp7+Xs#rBK=c4?3ED@>#A_>iE zHzo|-1Q5X)f|^vyorh;%Hf$>V zy!#@4XX!G)^u(a%eG8YpnK=*PfdcYomP5{!c1_5lhp)DiT(wo%XZF6g;ZF_#Fd`x} zKGVN8N(g$8$aew`9H~ZT-`2MP-bsEHS~0LWIzTn#7M9^q{wk^h3e~FTAqT1-yfiOf zTKUIhd>Sj&Y*y}vTaM53!ti({Zmt&`{m2TrX9VNuy%{xt!_I>rbPaCUBWvBh{S5c) z+3jXAe(`E+#4b2)jBjyU{_YnPJ=VzM#4~>^7d8zbijs1G$S{H}Q-Mz2MX;|)1cp|H zSMjPTiNu}TPn;5eX3!w8k3YkK(v3;wGQwu}c661{-V_Mcj75>vAnBnqkRHljy0O#; zLN#vKBc+ls*-?HP{Ljlp7qTB807VxxD>F)sm4S$x~ z6s$0G$GBbcZ6N1;P+MGEe?a83CtjOc{{nVMv9iC5@V%37S#pnf29vkk8_Nr$RL_%P zFXqZM9Hk8qqt(cw#D+}bZBR3FB%^Fm2h`=yzyMOo1yKjMxmENNA0amgTT-PS9&-4y zRyx9%P2P&3pS&I02ncQr5GqK0)4mZz<#|lJ!um5e1fJj>P5})1Hu{`_|GCWC|EiX8 zl9$-b-ihP7M2ef)HJeB>OcI@8FOHm^bt*9uSo;==kVqQ19O<1J4BtI9SP0*rDnc%+ zdZ)E+vMgDZ#>|yl@g7g9iZ`n1{q`{^cR2~bBViK(iI?GG2ptpE4YCn=jRO8lO8j>5 z5V6P2E2U2RlSa&PCF?|Q?knPcRUL9SoP<;JZ|NGqx%{+(6YaWvjIvZ}T>jX@>2)}P z1IHDSQA~eSQY+nJpPZ@m&e=Ad{tEh=keh%6Htw|n!DRIT=^DRPRL<%XAIIiL|4S-C z5c(eMhtm`N{lOWseZ$W!UfW^o&L12pE!Tg@j0D2@$$GeSq%aV?iWI0f=Ta~nS)1CT zS=#Jx@4)U)5hFo}VOJSSc?jdw1;$k{8lr3#Ey#lX%hmtq{7XnmtdFvpkK5rFd&y1R zzUDIeD7!wKP~2Zx7T4lR$ALIlk;KNnbw2xTtZ*RudTopG^-_8^>N05pyJhm&Ws&}V zOsP2X*SNiVZ;S}>$o#&JH(dz;(bd=Au(lleKj?!Jcdv4;arwVVmcfsE98BQ-}@g* z5PqCQC8j%Sr~Okapi;ppM$K|d_P$dG!)qTWg2z8y2x zIN@-#-=?n?WM*crm<9Z3$ND1R?LOljmo~ktq6G@Cpy`T?710g+xo7YwF#rRuK}}7a zk&+?^k(vVapd)9K+BWhT>I%p<)OPdWm^@ExLD!62uotufkZ{s28Fyils?{|$*9vbH8_9s^hDi?U=69)) z-xeilL_F*+*^WnXGO+_M?jU_Pn~l(002zCv)4CM(HtBV|EjFMF`c*&JZH+PBAFC~H z8L~Ku0=UbsKINFr`?PIgHVv1~YeShKKn=Zx6-GGMUlRxWqS2rQ^o)QgQYlqk5FGE! zGJy8;@ymT?=0FCxt@}-)I7wgRF8U@w5!=^*R!d9a0-mNftY+#o-@EiMwQJlFYDHp% zxknGvD)alp{=8-)Dw%7US{n9h=zNh0<0<5ma;~4D`_Sme$p<9Ycn_w|4dLrO$8R<* zPf^4=qf9YW@nW-@MZ9~Aeu2y5TrlJI5(gcWD2JXk$sm%Ixa`y)=SiD`o^T01SEu%% zlZ%w0VJbu#Jxe~B9>NiedE*Wsj+F->B8iKk7~(tG=>+t#oQY|5KAN9e0Lsg5Zf<2B z$JSQMZ9tAYKh(%RR3zcS7mB$H&>$ybG+*5!K~CV((Mk+%XcQ5II;}Cyp zU9q)sTNZLQXcX|>s6XH9`%!~goB5;1TYy&1=Kz#FG$ zU$EJ6G8U(@{p!+%JI7 z6hWb#br}@JT9f8ZJ-|JeG3ZCM0YOU?5K5PU$o+xUSmt~VB-zHkR_Ew9e5i7|ybnW> zF7|S$IGksj^OE--MP#4@z%80Qi=zaJ@`vnWMUeIlKoKljoDdwqKY%_Qi=fv*;F@nl zW*U`Q2Oo_R;~RKv?%hNFOGv?&l29xylU~hWXv@09qo85UKLM%S%J59M>p`k6d@X@5cdcH}UP- z4f^!RelC;Z#l=Ol`3^K`H%Siw71&H7f3r>#kPt8tmGZ!}5 z@dF@*(u{haM4ib86U?TBs$&Nkz&4?K!O{yaHDBh?85&mnGsD?;;`~0?sNt< zPH{-y*<|tU{B&VT-1Mkj$`6%URC+%Ptz^pB%1x{yj@om9UR>ghuh!$m!hAKgqlo)H zTXM*wHR10s4hJ~KzwXfn`q_#3mZtLrvOr=KYdBo)b95v41_7Qy_V8~TBU0MUt!8g% z#|_Xq4m|+!V7%Y$E)Qg?{wHE00vh&-MgEe2vRrIUEB<2D^l}z9R+ce9s6Tc{zJ-nj zsSiAtC!(Pf-gS`fGgBh&zq<1NG?VywlaZ=}vszv7QG}s0c+NGD;Equtnw$PZzTYrzyEru(Mx( zji47@emJFY8SKwvL~#P7h%EC8QeNq6@)vKuQ56KC_oPx3 zol7suTQmW=Sb#-8z=fOQ@$uf=K()*;;LBKRlP$-V+Hvmky6b92hfYynG|d-I^;!+s$@%E_%8x*a3JxZu^Tep`6`m%JGhxHm(FM-)ZBV5>m!mVW+2dI1{!yl zle367*=D@YtuCFxx$Wpcgfr;-N?roJOi4d6>jH-v1Ee}dT-X6k?lOU*^npRKT2P`l z65zr7m+<>}aW||HzMTFwoVkawx1v1Z=XN}M#bzJfO>`=VPDloZUp^2tCA{|e+6N;S zOme>uR?EI=exb#-Y);+Q2U@t3y>GE3?dO>Gvb zO!d{`+Dx1$d*$NQCabrUgWfVAg2(1=V#g7%arnm!gy6G4T#@%K+o1FZAK6;&Y@ zcZhcffq9jD>*rqhA%pIl<+emn&_t-Ku<@8D;p1g0UaDMB%LEgk_oeF#)sl|ZouH8RZd;~P#p5--qyacmb5++**v zBk|JD!_(Jik{h+XVm#R$02p1YalwSZ=@7 z5`g}Sv$MwDf?C!1YXro_gjEjdwI@BnA@xzA1RZf&~6aw?xkdC9!^8?YgCRP1Sw z0xByj?PaodL$2DoO2YOX^eJ zh++1x)5AaN>fTVEz1U_xB!f>sOCv~Zt=F~CA9+<(Eyq`X#W$*GJDUE2^3_KE(xeH_ zmjvBmAuQqzD#PDYHJ87P@m4$5i1#WQ_HFeoPye8vpe?x_&vwuU?|WbJ^&F zeIG12>~`j<9ZvTho#G zSRYC83=c$&6^CO_;clA&*3eM${W&J1wt))s;gK}dWeR9UwG%|%V5ekXS2JFRWu&F0 zC9d8;!Y-Z89AgC?oq~Itj0HJ49fk>7A3;y((WlS23sO=V503y={IDi$y8pD_tR3ZY zTL<@vdvtU(>UGV=bPWN(1_oVMaO)LEf&bSZLlvIhEKA7V+6<{Z0E$7UL#iq&sMl^S zI8Oav!qJj+cD8j;F8svgc=ZMCfhCD+{+p6tEyi`WM%7PD;CXs$jO#T-{wjR z>vV4yQ53IVC{B7e>>+zQalOTEEBL*cmj-^JT#4p#XBp{Nhu)&JoG7g>8oR4I3-Wi| zCnqTR4h{}pc1cBsM;_zJw>@?#hOb|+@$#a;6vN)b7aZ*1ym3R|?i^v&OTdBCf)0*# z)&fY=bq~7+@5@!NqO(AYZyWECu{UY;5UbKzDJvL_!?|6sJ2@z3M3EyHY!kl24p3s;}jK@1~u#am{lgp;#lOBchp#OIKJ&hq#JtV z65$pgDml#ey4q_3NNdRX?4v-NC1`k5v8e#;y{<_+3;jud@-{eSl3WeXhvt-9am{qF z(9(vI%O}b3dH}r){0cx%l#-QwJ?S5t@|1<*1~yI41pPo4;*AdzCDL+oSvQfRmGecJ zugJKs?~;*_JRKSy7A@&s*js4NT&uVAdl?qyOy#rriAj>2j_xJNg9oZhr{f*(8tgm! z`r7WY+|#ipYb93HJVdr;`sr0MSDdZ%&AK3|n2PqagZAzYA zbZcLckzKp{ou^XJgP1g4E$+=52|GKx+Om0li9~KEDXH`o_c{HUJqC#yUi$IZ3;OW; z#a#;v3z<&Bql-(mfv(=Zh>L4AX#`?;r}vjE*r=$29vK=@eRt!A*}*`F+#9{XT> z0o~lNZA#wLMrpdp_reFRtKnjKFSMPlUM@7qy$GIZdG9h|XQK!&e3aMZ0K3a5_W^|? z+Md?V4WSSGgrYnL8cjw4IQRnacC&Nm)W;P1oZII;VqoK^zfwHLBj|V4xs8lmITfKC z!q1y@P+hd*9ue+Vhe#Q_)zfKe!sWibeE7)op4*z&O{_KO(>ESZ9$1}SCbK^9KzQv> zHT$5pb#dTC3?}DcjA_5#%)HU!L8=E0HBdl4ToIu2)Gp&#-z?+>sVDghcvEla zzGS)HVgXjzfBYHLjRrJe88T{S^(8};YKJ3pX#EMOQU_UUS}AX#H04)8Bgy@8AcFqB zr`~M^X{1ko{oQ}wr7;xtUT?kM*bDKYV#LI)5s&&|*=U?)clI1zAz0v4e*6fc-t{dd zLBPdVz4_16>?Sk@I28}HDd(H1eMKlMD9`QKy;2iiO{;h}G`SRvknrOkzPPZiT;f+O zLwk2Ev|=7|l*uf@LH8j5j~9Ap{(n50pnqfOLcaOwWHvCtNZIypy{ON~t5V>#Q8K&s zZ@rF2fd26)m#_qGi)isckml;SoRZ_t45WYjjtI0O(VRB42Ip{9o#OqUFY@b+e9HW*k|ml@;GslxUo}95Z1Acu`~M*g``?f`e~AMF<8a{xm{?@c+C#l%D|N z$mr*s|{fM>HNWLHTJ`fU7XQc_0CF^<7#}(EwMv+ zM<9lkRaK7IO7-LAT;)EW5j@qT=EJ-HJQR@xVstcKI-J9`m_XLo%mqc9 zTesrA*d1CQPf=ly@GN3OB6|N#&3_k1VU2mO!v}0cdCcS{MV*~Is(UdV z^|Wx`+y1tWp%7LdKpFY->qY##juA+p&+qhPRyN3H;>37SQwu-9WNYB8ME*Rr&n$}l z+lGRIorc`RV>;s2uh;vrfK!stDXIAdZ(~hM2xKLSQ;-Z}R`%Wr&(2+$79%Dm4z~Td z8@|1KwK#At$JNA`|1M8Has_2&$pe${G~_|e3aStFX<3FCLf6}F@R{Odl+AX(txlpj ze&7_QOw@7d_sM|2_jQw$Xh{o4uSR z5Pz-tAOEa?g19-!lE}V!Au*YqM$Iau*dnboH3$M|>OYss92a;9UeiFlf4A~FqTkb} zx)rX2TNOl0p4>QbSvjiD0%7APFV!}cQ&XOz|2Dw^V1nChMd*Kjy6@LFtFZ;MT^5gUX<*ez%^ziill%Z<}7Q@VYS(3rx^ zdmYZ1%`NQ`VLfiB`L7{q1M9UJJFEllpE)M-MYNpSL$sPW!1Rjc_q9CEt)?x6`8?_= z2sM5u@7d4q@%23g;k@A$`_q7bUq+AAmfD7f?$V97SH8wqPBe>J>Ip`qgpJnMTwj>q ztjsPw7}dINteRi9{dxa4Zv>5vnR?%PuoZ?|$!RZ4QL?_A^P+ZtnYkFKA2frlz1kRsul$4C5DNIYhmk^ndW5lYrPCSIBtwV{rYC?F;4C zt38`(1@E1Lvj&sP&8m~S7ZKX$=usYmX$ZoxUz58_0C}1AdtCqHWuhB{UTv7Sb_KCA z96s&Q5JWA#>_=oPJ4x`$JJxE zwn(U=XLk5v?ml>g@#W8F`F{pBP*7JFpH9d1_Er&nxzJv(C z%MCq+;~1EkyswooG%oiHi(6M3A02n%uZ7|QYf!L@ZxIdqk13ghhi)kH3Uf}@5S=yN z<;OIr6HZ?8ceG`cm z!g^T-EnYe{diHL7I;}?;l`?ePU2%bDIK8@yxEsQLa#jyG6deHADI8 z;PDETgS?ZYIEo_qM*k%l>&U6ixaAU8Vm!JP?R;I6?&4P8-oO{p3g;GSRthgD%;yx; zWo9^WQVh;@V;1A#24?K!_6S1acMe9qMD)ndMSWs6mWuQb#pUBdJT*|p6nDm4+UBLK=cRTa?9iedHBWBER z8;B9b&ttph#XGAhF~B=TeTl=;#vA`Y9NWo2b54pdZBsVt^_ z3L+w~nORwRT{&<`ylzVIPZJUnWB|bO2}y7X|xdQzU}`Un-(3TSe5*J{H*ZMrXtBH6CNpxrCzJeolVaNaBGM3j{7ii(Tl zsy!AJg~J4Fpv!Q`fd?>%;^UJdA_PlIOKZyjvLbCbTVC4yPzR-eXWXxQ!Ctopz(Mi~ z3NoszIfKK))iGD7c6G37hTTyjvU7{QKZu=bEqPeW$b?emcY?3OsA8(BWY94*Bz_I* zt1@q1D)x1F+zIF7y}9Sw=A~6U%tLN}^{D4I3Q9KM7siV2YxEkiho|z!aN7%Eq3vwO z-(zmFr=_M&1G0MN1#?U-p>l_!>RXl>+da=GcFW-ejIh^2Ygcypp6`&=A%*Z5mCZ0k z;&imvg@z)iZS3P(c$p8EbdQ)QfMpH_xftG0tX;Iue{z z@9uWO_|oJYT`ZIxTT`sj>Et-pH#5|3M!)Y(ckGeYz{B0uZPGBd@vvi!ZaA*4L%Gk_ zDQbf<{I*&HOMr>tyfnUO14s(lOgr$7D)t`{Rof;H*dwpKjy-0hJMCWD$k%5)tVpcy zY$xPCOOpY+iht9b-+kyd{q&4hkyUDXgv*Hh;^{3MH!ZZ~?u8_;+2Q3vo59V)?i@y) zQ-kQX^S7M`1$!Y6;?e7>8>~Nl$1elH=-XKK`gqvyDL(51FJI&2TT2_; zN66;`t9a)x-yu`p)BHWq!WI-fJv0#v=z#twc!GlUl${IL)gK(QA{;2F2+8H-)l>9* zpM!K}x?=HHyugSB;)R}3f`Oa=+(wYXZ}@b|ymP4ZQ2LSjB>J#OBzH{n8Vqo?OrNra zn&5tm84TEggMCvdnu7ALUo(MLRn25|xniqe;EnW_TQ`s0uC(S*>OP_U%hkUL0pq*; z1jX#TdHs1Zg!tf;XN~gRZG&ItVOSqnL5)sqD%&~qxv{1hGT_%d{QW4`s1NatSZ>j` z|MiV%ezUY5Dx05<;4Td&vgc)76G)1~1~m_LvMn(FjG`DBAfqzHKJagrxbcSHwDMcC ziC~|Bu8$68`Z7lTDs{%m!N=#JnK>m0e+7j-(qOg^-XXL89&mo2c?DtxMMcUj)xRAJ(Ey_5^ac6W49BYv{diJjhNZ#ljzOJS**q`Ro`3m%Bmlwd>wD=R z&!_TNkLX^jXqYEoH@C2{8cSn3N#D*i^$;C&n_$%Xq$~s;%a`s3EsU`=?8@)a)%WWx zQrnA<#T8GE(uaoR&(j?+xXG2CgVB9Y#f;I=sqEYI?W~V2GpFK)|58UmtiM2+L!~2R zDq3Ayy^kTC>a8m6efx(ekT+-)f|9pez4<@BgF-pb|qY=R3>FVoKd+l^jLs?lEu->yl!;=9JRFGZ{4-e-8 zQZ4;~g9;XXKR$ckp@@zxI8l;RPZ3uBlX@6Np9>ckp#R_>7Mq+!NPDiL@qviS@k9Ea zC@bsxxBo@^ZRjWMUAI05+)8b=c$=TWM@w&E+1DQlB&Zqc0jMRaR^M|EP8VqA9QLsE z4}hABILMWvk4A)nKH025|J!}e4<7G6&f+PMV+aXAA(R6(M}EGe5oO1V6FX6FL`1|x zpdLC5pcdB1rVAZF7~2fgL&q4u)Bq;@+NipIW^^K-buv&YmFDvbmDC-D1)s(~`o8u;Q$7L}51fPGP# z7RAziZ0c&OQiY}Osn|6{9=uch%FfvlCFQ6(6*Y0!j<;9R?C}5@W zt2zPnX)1X5VPO|9z?;rKYPjRbMox1FPCgw(`WJ= zzJGRfV>0X=LQN@)F@EvxDEEP;)qq>{k{FWLYdkR|LZx>3KXQ(Zw_&p`w@*KydjzkW zMH(M$HOcl|O6~*vO*%+*Nn^Y~#uek3aZRt#xyz8s>aZ-+snHk-THs^>wALGdI~Exn z9K4eY5i1!p&WLBXk`fL;N(F^N$#Q)DlQ|gkAPTvjn^BOki-p}aC?$1?+Ij zP5a-iAGH(u3;?(dnda0}H!+gzDL~-Hz(hlP2wFO4b<@8Oz0Yb!L?_THEd<2K<-3$K zl6l>jU*hwqMWGqK6HlM`v>bjgM{cmqBWzoR`~(=D-|ajU^h4Q{j6=>|eOH*RQfw+U zvPs&5$ESwd+I%+YZA|75dl6oLTkYbo@0LeVZEUTc=jU-*JZ2;*&ef)&8ZVQqQnY@2 zU>h8wK##I&KGUqwRF0qIvCXw{g;}Uo85QF&uZd#R7Mj}CCG{x1sp0B~q4loZyQPpz zdd^}1##BP#G4+$=lZMOu8|n6Q04s-^wG5h<=20EZF4Q z?C;p$YQNH!wy+;Pma`Qfm$q+4;!rCgsH44$3qLX~%ki0%ZtxIbfusg`9p-_4aQexK zE1Mma<;Os@Atm{D(4c2hCXf{Na}DsfwTv);3G{qr6Sja{ItzLJmgj`w2+xcWiiBI<0-HsU@C$xH?a9W&5yLXIsC zH1ti}dq}!EQJ%dkB|h_fYD|F`*7aV1EibxIk0YvKo#zM~mX07$^I}N^7_5(P?cUq# z);g93W8Ax^b@_zArbLkj-mpm$sx5fV(q-iS-yx2Sw85-jO@;Sxeg$g{7JgWt+G?C7 zhz#oaU6eV$<|^2JcQ?MicCbKcLmre~?Bj`dE^Rx>Vl|9i*T}?+K*cut_3I_dN$c=H zpnJ<5Eh{CZ^bwq9DEnGkS~4@U_%9EYwMrksRocwzp%ptvB_voPJHIpMxQ)}>rp3tn z|JXF)l{Fq~#?acHdpGIleE9Y@{TU&Vcbf@sr~N`>8sm6<|tw zsNVs|d;aX$Fz5v_Mbye=<4cE!i+i8LnpSQrY@d&IlY|X+w+C^?^x4r8aaHzSAUsQ#jX|EWh_Tg~k2fjwq<2jcs)ObG;=_m`Y~9;eVKM26Ktc!73R$3dwk~BuW66p; zbzw&^4O?f+1<#={Lh$#53O4dV(|E^;h|3pc<7mbz*YxsZdd=S-&iJZc6U(IJ2lf~! zvjigDPL){r;5Mw<`(Sl;Dvy_(E6*6VRs6YYLO2IYM`!0?w3k$uKFcL&+k~G5e6=0+ zN?{;S`5OEfgiiLrKb_gtXd6fZNqE@oBHgCzGh^54dM>jIl9?o~llR%+eoM!F+YrNd zKUJD?Tb*v{o>A4H;0GxcZ6w~mD|)@n64NYHvXy3ziy90bZNvk5fsTcZe@as{b97tX zN#hmcdi0YNxK=OKgsh(KZio8}BtV6bq%Jx#((vefs@#4_s`kP@UA)qkGLv!KoqH%71yF@$U4Sy7eR*}b8!%-r497ro1c*e#0M|gp&aS4)Hq$Ot zUCZ6wxbYE=8JA*IC|VMfsSKk6eDD9g@K8fx^YXjRw!=Zi;K_!Wvz7o4?6sL4&QZ6S z4OSS`_w&;%dUd@Q=@xZCI*QAx_8sc6eYpLFE2a@rVn&mWt=R^BbR9sM#E6FOFu6qJr1w<{`5D|-%N7^CvD+Kez{+jXm*!S$RVI@z-?k# z|4K4t9_3;m<%C4Xd%Dc{cA-XT^L^Gw9})6rlarEtt|qj2ZJ@Th6q?$CKuap^VHI^A z{S}&s2@M*=aC1nqdos)K(ceR4U=8-Bs^i7STa)$2Mw3_V+7%Z4FB~^d|0TGfcQFWd=@FpD2^q4j^1e9II84Ibi#y@_q*vn90HNMeet(d2k7 zgnCOO=W#+5jh0kPZvb6{x;sEg=n(j|?q{19{Q}p#L7E6)7iR((>}2Q3gOsxUV&htX z!PCvNo%K2%Oyct>u-`u%6O5yXnCQs6Q7nnbS)KSsMLP%XZ>LW*=K`H+OkuuthGpK~ z*PmNf)*+XSnQxTq)IB(oz49tLV&Efv63o8bwU~75XK9{C@q@L`aH#b%C75O0O3sv|9v|!@)e{PoWV6h=( zhxFtoO=<1fOYm;^#`4`~evD9QJ{$lE>pGsaBhj^|%Wv0!Ojndih84KkgqrhRzsAlRp(qw6iY07|2SAmR{)oOS$Pyxpmq<3)#%`dAGb zp?E%X5%KdU-9#af0XUR&d4bF5sHiB6GH{Oaf5LqS$&vjIO#p&2D&y?v<6E=}|E6vP zQ9&xca+85+X8(5Y6SR!;lY`)MN^b6FF~#u`Q;)O<0-oOq<`r^FzSSKtxu%HttJvu) zfbiVke-Lyq1cXGrG|0gburDZqS*YB=EX|lbt@Ww^p}PTukgq)YfDr z4bZy_48!9Rf;d{xAWQ1ZWqVpPUexe?`%PT^3U2ucGdg(tCa@5K=PVpXu>bbCj%c6i zSG2hk8)Vh*Yk!FvGGaAtlHkU?FYKVqQ1LQLvM^w%Cbw{_8SSUbxgu>OJOT&|hRaiB z6qoM4&Q9Vh02)qyugNKcwQ7l{hJ@z*z}GnCB7gwy?<$s{0qUpvV;*4)x?IXMP*hjS z1RnkpU2EVuyD%~p3~+D1%rz`INa8@3e@^R@{Uo&U%L4%%rLpkbm7z|FrODX| zVkXwge%;6K@%)M5NPe%_`1uk;8HqNsVq*N`*JsglK=EoncsL2uaw2@b>XRCzh)j~q zD1GALwUb)W;rdrL=xI3czD?uHIZS^)kr}yyx_Y|iSma!8AZdK8yPxi%Q6WRN9u?i@ zuYrS@7F18zk|yWfO0FkJe;d(w#OE*C6a@+(_OgQ6)8>V5Ew$DzPDJOPRc=s@Zd1E@T-?QI{%$j9(iRGFF1S5KxNi)XYLW zkWEblGbOCM5DZKH381kcxyCK9a zWBB1+DYNrh%GVd8j@El>S`qgAOJZ5nAMJ%6trgC=07nFe`6J(Y@~W}gZo%wi_e<0* zE-tPsl~zaNXD`>{GiIn^jYR9Mw02Z20Xg(=J->Jelu0oBS*@qvK;T@m@vMq}R;fWI zh^Pdy!i-smS#6g#h%5KfOj}1f8}o^t^P4j*Bus5uu@JgFE6lPlb@Hul#|lyz^{K+d zfj^hPF0tPod~Ve1rU`T?Tn}=Dy*oEHHNW5&9kGvt^X?FY%ZEe#smpV#a(oDa{ItyB zbX-L(&3ye5=Ns_#=b{I5cl1JVxDGF`92>_ZLw9~i0Zm_5NPY2AB%4IZ%scp!A5*@f zKDd^GqgcRJ;pf+Xiyws{z6GIeu5+=MV>Sac!d?GV`oIeqq$s<2aJEeaEn)&8?5oy# z(E6cytrKQ_9r2=F?N zu)VNjMY=Q~&zP+oPQbT0#AY_&3s~l){{8W6-Sh-Eet%MM?I)g6RF|-9YOGY)ON%%a zUqSzw0i;){iV7>5-tqDmybF_hAY^9l&O+VKM-={)@Q)`Y1;?J02WI5E=Q|D3Wk9$$ zeL&%;Xt@4-LSNfz_Jgj&2h_hnVvG!a>+yHBl0Wt3K9w95b#$BQcO)Ts?JdLAFUS6| zY!;4Z=FR(pi;)TRi$C*oI5&!j9zcR%L zp3qK_Oe**9FO-mcsT^gcc0u!3qU%+d$R_D4yHIx02#o$f&iXWX9&cr-1XbjB0|*Wj zjA|q2JN z*6aR`+(M@<^8j9N5(tw|R zX9@MjpJoab8&>Mc2*<}erP$O(+?8*%UK6Gv?`_dZ^HwUU1Rm#>u&IsLCqYGiOL3<>F8bRxWAe=VA23RE?B=YUEbWp=-M*|7w#Q@P|Fag$7JJ*mcWoURxNyIvtN+_LM5u_Q(b^_z zyC^Xql@#t>mkf843AY9XvYzQL6XhWyDyz^H<&81t3we?FvaqlK~8)6>yq0{uxp*ReK$hLsA7aeHJ0$72|wFq~dpt#K<1 zR8vF5u>bT;f+=W$%j056x?avZK~1MLInteSUC8oT3@k5{M04z8zD{^ik04`O9!f|C z-DZUz!1`@lHNr!RF*hE|hs|bwgj#QNH5Dnf^o!_=XHW;Y6=QOC~7AYjLk)Wa`-Fi`RVRq$^CXuSo7y$ z4%8KoS$HTJc!NIl+!r%89312PDl(F@qil#-*3*YzF*4|W>(3e$0@x%7cggvdmzRe? zc1s9Qvz?_|AaU{4$pQ)$-455@v_rpS+pWk6aCimZE(>86JZibQ^J1@$XJ-JkmZcLZ zXkYGqD}4o$_=*5RvCb^taCMeXIt+BfEx29(SjbSY(6NFwthpr7XIKTPGp!BEh8lIO z>1m`gHP0=pjfJ=JO3KR_5=Os@=yI|-llyZ1=3xC&NaqZ!trf}`RWsetE%f5o+Hh?g zrxco`nE}mUSgRO7+%*hyP|+avi%K~wP+6Ng&_pGuWh4{_i?hXx}w_PeLHoPY+ z>Xc(445v&Td5`m7WTMY!uw(h%VfL7 zNSqT~07cEJqU8Xbkx&`(Gnb#!?{kh(iC8L7h9fXH%=M0%EW}U5m4t;&PON4vEX{t} zOJc^vjFF{7wy(QJ<}oQ=nN*AMi3)6Gozxs6u)&jOvD0ed6;Jp|W}6v+`z*IZ0d zAAz}Wch>Z?IZu-+sK9Tp6~Kfy6eZO^zlglt8TJ>&%^_u-WKMsC4ZttKPbAtELQ>Pj z(m_??c`Vj@Ra4Q_8}{?&Jm+cgLgEjSP%77H8j25+0*lVl#ymCUba25lE^^nhkcXVZ z5FY6)%-6PnGKm@%-qKcTwt(QhZ_`aw0*On?zRuq`0cmD6&jib{0vx`B9u~-XNw@9R z=_dS4cJrwC7|l1Ak4kkoURT=w{6(@tLWtsxHb3MR)~8S>wZ#t z_Vv{I>h@8}(S*f#Qn=ai%(X(CG5S_9?OXE|QBoQegi>Cc@pVR(-J4TuOo+8bZlZoS z+~<2gn33LZU%02z_FjS(D`Q5dTImT=V*PEZrgpT^K~8L45Rq>?e2FbFL;?f zchoSGRg~)5G1prn9*X^t&~x`jCFs?dTAr^D8aMRen%o|*_i*{*Ms#I7m_+0_G)F`c+gZ&RpaDSGxy5E8PzB)^qTH+R#k^zN#Lq@ zXO1dFi8|aT`#$8P3pkEUVtvkS;296l;!0XyrB|;%#wOm`ta(@zl9LZ!#wg%HxXriI zic-O%*-tG1kP;Rayp*=t9hr@08-0{B2Tx%d#<6gho|yRI!R?3k_GP0Q#L02Q`}=K? zvB~kE5Vl+ZX@uKJPEM{Q7SPL3ch%$Xv?4q3DJ9LctsTOZK}nUAlpLZ(SC<0m37NZw z)^&)r@eA+fE_oNjj@pE=Bm-{g*@xmYFfDHizfMSIxb!T9fW|z^Y?Jr>jh;PdP_YFp znINVD2|bf-kgij@c5u8jqoV~R8Rk!|?d|CO)k6!eCSxE!mqF@Y^a23I%)esca>c!* ziH(h=u)5WIwpXvv+v$Y1=P4^LDjGDL!oSbf#c#b1@qX=$ zr`P@)!)TWMq?WfUWq!%$%(D%L+)U)_H3T2uv>!Xr9b*&ZyY(zHvC_%b)P?Hkr-mQ^ z5E|#Br4!W!SGyQ9fp zK6ihb&UFQFv}XcH?}x!Gf5VF%Eum~)&~}FHT=%q7nvU?jNN#Nnhx+V>VtbsZQU^bm zcxV}px}*Q(m?r%UY5#lmh!N$+dA9Pw>P=Z*A|ej8)zdlh>p22STx&O9M9II9AXlU% zJB>Q=4ZH4nx%ruKYcOW=p_fW!_)^a3n)6OvA*u6a7pkmzTa>`r_!niM{!Re+2EiQ} zeizdpY&)*e)ByeTuN|Lr4SR<`PsRaD$B0QqWw@Zi`%v7{;k}f+C0jH(dFId&#fp-n zY>jT6mY|3g=1cC%z@mztEY7Nafl(3Eo4;8kDCoNYU!p3{^VBnrlCK-N(|GC1Js5HH zj})d~3We?Bs(n144eaQM+R*gK?KJ>qc9z+G;*H4n$pm|}0#5?1yG`*~qW)lUkgl1s z4lXykbptHnj{IQFW2{8=iXd+G57G3vySc^_RCV5yexg5PQOFU@_cc_~y+X?M*can; z_rk`BM%RIKZDE@GcuE!dbNJt)B}jUL2mz1hL%d0EeRG+BA{U(uS1fybRr&Dwdd2qt z(e;&KQEuPc3K9kaN=gb6(jiELG)Q-Y(%s!6ARr)J(%s!HA~A%tbm!3B{P(Em{PbM! z`$<1AGf(cl*1hgHl(>+Ub5c>kK-s*x&0_JwYjBK92%A7tnu26-O;7NiqMxu#hQ5KY zn&NGioSw{@Segy@>*gGJf5zymGKSpQhcthY&oDqeE;E9Z8Ss48O349XY*S7^GY(w${eM$Gp`SH+~@C`di&u`t;`` zT1TfY_Ig|MP6&osO(?YYHC?fPeoazEbgqyH`(s(&^x7ad__Lg-THcME%*5c)*OuDD zYE3!!A<$aZ;eBl9Jz0<5+%As$L$=(=bf1&|5tDM}Yo~PF^>Z8kGDUQR$#Gsb{k3r# zPv0hKlS_X)H)MP5X}8{0ZSzv%j393hu9V^k*`d4~y;{uofOHHCClhR!iaoUY>yffE zBa_iXDh?Yv0JXFD?BB0a*XxsUQeh&~Kh7F0EK2#t4o{o#xkKf_(@V1=+vNMcSl+HA zv99U#PlSZlI?v8Fcu43YuF`n%WGR5kjD%=3z<&7RntTvy?)nEYxat2x3|25oTacIHC`CKGE`Soc zH@I|sXcsX*h$Jb3ubWmUJ0^8(%pP%h$sB!iiPW*f5P}o$8@pqbU{ zK>Q0ZntAFKhdDF9aiU>sV*?v{?8Dg{D*s z9r~)9o`4LoL~Rsw6NMLV@GE`p;NYNWMd8bCo0rmO^gVKNav9L>>4w9M#c{+-=+o`h zeQu+}rBrfAbHlQ>nC;EMFmac#%ylMC|57+TceYZIInHdtSNh>!wCJbgxdB*jkaK6CUZ1Czu{cPq9kYU(YtpZ6JxM`dXQa@O*Xh&33|IAkR8` z^xH2axn)IzPXIgpah-}UEurDQP3`&iNkyW2tH_L!P4i1gbf{xbXQz#j=TbVwS)g02 z4<|?9q05nu^GbTPL{WbFd7uZSrF=9dM|WHA3hEt#-fs`ie**r*k58e&OrK0|Pb=O% zgpTz;X##n(`Lkh$Alq{^$6|VTEV1%l%YPWUXbgA2I8>s1^C7c!*(w8sdxm55TucJ!l0Ni(0v;B5BeE*g1*-FPSn# zZIB71#QWb~1t1eJidZbmhroXPltf0!^@|q}*LT6GY4ZG}=Vd2sf%iinP6hJY{t2CU zk%KV~-^*m%Wq>n@3iv;)yvKcYI0RFELu+?|&wI@EUZ|(2X}B#;f8N?~Zp4Rg=>OTL z`R+zWC5Au1MDVRQva};Tr*j8PWV85ba-M{yZCiRWp|6NWw5hCr;Aed9#9rLg8v@iE zxotm6b=PCGJ;GSamV<|2YT7zLz=JivgMJBM{FM!&hQ#sEY*-t-Hvr8fap}Wj9kt$74RNq$uv5fA-WG4!et75qyAgAcnhuxoVRarz(q|1 z;99zXK+E+2ilh`!f6FK;V)iC-Dxa4tk})xb|D2vAuvP|tVgKUIF(mHUs}?AC2hbmZJ}Hc!kDn=64i06rZ8s-lds@pIU~8^iJGZ%^K_f8q!-td-hGh)r%J=+9hMDjE@+PkV zUUXRS7>czSV#(XUh09sa6b4-@NDQ`kJy2Z%db#DX;bBqc0u>&PiE@+|wOg^$PEIw4 z*@{Tf`GtjxCrAt}(7qX}6m};1Yovz$gtprC!opr?f-2XNa%we2EsCme|`PxVDy;7`#OP zvj@#K`?UavYzvHx=pPQ1LDvPhsk(zjQ~R0yz!CuU}J4kmTOEwg8?&a;CDG&w>@zrJ#N#{X+<_R;w3PEJ>4^tw*i zu_slBUBm1#fQ8;qrBW%;!=JBAipOJ_KKPZ43^4ozYoMK1Kggkckq(D={k42}~?+IeTv z`9t~XFKbP~D`(@~B528p*Qx?4O8G3{HgHY6)OEBCqDp_lDU#bR6P*%ezyC=2=O2OV zDP1J%JUKS3@I6o4GUfrM^Ss!h{)!BzfKXby6=UHMO624C9Oz7nh=`@l*pRS6I0^KapHJZ`3`kl#bTRsq;}+!*R2FMqB0i1T_` z)Xc2Fr17f{!Oc7A{$d}es({V}&r~S5^Vf>^Zqj6X?`ketGcq#9s=m4X1$7$`YaTtZ zps=7XXZKw1)TlArUR66!Q?j^xCD0JdR_9T%LT0z5?Y@^xNa5)`Y|CA;t$}2awj8r? z`K4E%eMlB`@;>FJYMpl=vK8e6?gOG8Y7^s~`)u?8JTN^Ip0PbmNAQ$b-V3;>(8|{T zSl%oD(V0u>pmGZwkn&>XccG>1BSPXO=)nM}0uk^$*E-#kAtMvmM^+3QNu+j5Wz)D3 z<~stFm5LR1X9QRR?KV`%LEs{iMdM=FU}HZK+o`Ban)s?GHkRX56bJVX1ZivzAI`99oj@)E#y>+b4GHRz4M4bu>y-mSTQ0u|7g!9X^8O3Y()@LE$Y z{M^9HuM++zYB9!Mi;(6Zq1-iyC$H`c&KxRtw=1A<{TZOiVHN0Yy$cRdU|+J+{nBfPGHp0BM^~0V(e! z2lOVyj??|T!d~KIXlVLbkVQ(Hh-U^2#t$lZqkv!3K=e)J0cP?M&goNh&zoa#1d;jJ$6xMEvq)3^2qN1pa@|K{oG`Z}*g2&`{wJVM=(Nl+Is^ z#lM3uAX^ejDJqJ_y0*jH8owZjdM`YL9oGglVaDG>@1bP(yM$zFiP3_+S-wdQW%>7{ zldlEcXsn1}4;5|>%vmnMdwB20N+kC`!wlj%^xH|nl^bK8-?tmJWmSzLL2>oQj)O!s z%+N`c(*66@!#d)|!f7*YUt+1>^O_bExXR_|<-{>%^=leePs0364oGxT>fNUpBTOIP zUc8rANN71f>}1ZFhyAb!amhB$_2T>R|6nG3Eedy7Eu7ySZ{LJd@sq6O_dJcni_7~? zAIZNqyE-KW&&>J!e|vV)qn!M_^e;qIxx1d23a(jwboFJGBMQ6r2trj4(}yS1pJy@i zyqb8$55pJ;ZXawJm}Zmw)#Cp;_@z6emM-0Ib51`~34B>M1;~t(o*&o5+brbN>be<; zwzB%afAo1lrfz7I%(X}~x01pG%>7Gh$C2-QBH}cDLFKMk-HUTSN7(9c45ky0TK}_I z-$IU!ZOPM421Uhey2-tCOD4ntV3)#auDxYP5Zt|P{x3-rZTCH&xiJBOYsLG#hr=7) zc1>t2`k2nTuIkD_`*PVq_hOhyoAH_8emPC{8wyr$!y8Z)0s}(D zVcl&i-6{aN8lc8_pqZ9m?MoyhNKZdH0)cl_VoW>UV|hvf6)?p@16f?L}5%aCN`JW06`xAQj-ZavW&W-;3yOHW}hAjBJ|z zrx$FIhsy>{xOonmK9-x}oAI_UWidiK$mn{3i^|&WLa?y%L^@DeC9!P624qM?ZZaH1 z%mxo&B9(AYn0=N1{+l+x0Wg{@+|SL;JuLRT3c9{NX;yFh@nIJ@HGxz|cXD^5RS;Y|{mP9xyS!I}f`SAU+f zrN<`Ib(P3fockg-s63}$SrT#lW-2B2m#v8?L_jK>0S3(zCJkYbuA`rmymM%AHb`ss zn{nOY=5W}I)rbV0u+in|-eC(os?6KBX(W9Ecky&;2tbIXF3YpKsznrdh_M%5x8Vg# zHU>V_bu;%tAn8DyBs~amn2p%owF;PodB$ODSb1~dUQ)q?&G#_w{52PVy({C$1*#{~ z=k{CW3Z|+HfVoRn@iMD4F)*~cG2Ft^q4ck-zTB)V-?dK_TE>3$ihX3{$By;9Y?gtpUK1k`fm_$>ZEuh_Fv;#`DJg zdGGlVRLml0?gdwnkD=S)+JH~f)v@}BnTi4U|JQGbECL7=fD&vvT99g5RO|Ocr>*?a zXZAjzOafL$$?l_lGOg>U@Vp(Gb^}5%VU?k(n6+8Ud>jey<*rX+>N|uQE>;{(m-WnW z^o)!QK^EzBXq`?gT(0>zo33e&4nhq#tJx1eAZKFa-uwFat2<&J{{Z>!&X6NQQv}QtjGKI*#e2n%=GA{Whu{j=(~$&oF07pU+)r}sf85}<&sG|*4lW^ zSExaTN$AIf){1_We4sjui!(AdOrPvj*YCba&pr`iyj~-?k3j7>p%vNXY*gEU?5xaj zPxHOSZ}YE8rb7yN&o!eZCqqbI4pcidr2fQ1%JiiKXpRBvGoyEJ%WNb~y{tbyKoW7> z7Xp7cqg$~-8T+A315CE)a6;5@&m(-nTnd!>yNsX;1hDSL({Egb{aR`;w}p@-9>dOq z{j6l(b0D6w{MszMs%_J@PAXHH?MLO9?0z#8GpJQpRTm=FY&ibxqIkr2)Axm+U?pn$ z``4r_;`LZTQ0!N!1BNFNR;&8{3g>M7dkuO6fK5a;(Ag<^zSlvNtKIBDlDp7ZW_D}N6^-+HuAivJd>YVs z3Lt#e_@Rvr3L`+*xY^{hXLgtM1@g&`=Z*S#3SHkBVJk!lR->KKXf?zF`4D|tp-2*n z4NN<9l8D1@lQAuUqTa~H*iY`XUAqdt;OeCLCaMSudd1w2p4SJ-gZs*(a5sk~-Wfn_ z^~^wg_mT8vDKGWwT0`vBHa}$68RQP(D0Rz5#n0li0w43Jp+g`>jsq~tB6;yNYNUYW zVOewsp~Y)fE=Ht*>Y7j;F-in-XuxrC&FHgTFE7u#AMjXbCE9)BNQ3|A$Qt)A`H`}p zp&?6Lrl!v{WoB$#_P{3UB7|n`Uinx%R6Sr=2^ofs(u_c1UTCS^RlVe?3|rDb zi{CwmhP}%8)OU+%X=!WVQHnWkp0j1Gv*Iwkklfu22k(4R`xbux%$$C{6FrgxedA$x z#g2fRTZ3ZsPAbe*d_-mdV35XHaCjQ#1bFXa?Ezy9=4C2(2so6_lFU+c4D~dfv-|;b zKq3@?{;$iQXS~z9`SIy+Ej?7+9?g$}m8wv^T51S2Q(qOqcdSX@Cv74}kN7bfGoh0S zj`We7t(l~L5Itl<%3MAI`wgrQqDcZBrbD#RQ&Qf23=RjFlgYlF+v0M9VhN|mE=IJq z1;s#>!NM1K(v$lRT!|5$`t$cG&Pl**vsr31?{RbFE{2ptND)z?v-PAk-ah<&UW_&C zOQv>t-ErUms^VA#&usmITcHRkrd7YxqaZsz0!p&*dw4yw5hT2SkU?LU?+vX4V7oQ^$amx zo48w`od~9WepwUL0KWw$P*<81g}}EXX~qrpcjpNP5N_?|F{7)pjKUld*mWP6PIHzC ziDOP;v>QCDSJ5S^LrE^kX&HwW0%K#NH~asH}-=xF9+$ zM=9fX@7aH)jzHG+-4Y&iYknLOL%EQdU}lK);S?wa(CKMM(uD4d32UU2Xn8C_M@O3Q zxJZ|IZ_Yvwr@r;8z#Q0F?_;0s`b_`~6eD}^0Sb$NuVTx>o5jwX>l5B}?nSWo4btG0 zve(JlFT2uPE&*kqn$tL#$)ix1u`RglH$5}koF}WFi-gVi_FGhMp`oEZzf2t*2qNH} z+Y_LgeE}SO6r+Yp7aJ%cHmizbupN%>J^mbFI(`TJ)l$P5;m#slr^Q=+JtL5U6A8{{luTkJE$g`d0C?orp) zriHd$w&v*!*+D(Q4uA)b2=ZM%7wT1J!>V@CwL*fZs5j2MTw>=yI2P#g${`71W z1h3oS6k~U@qjshFxGK47rZZIl`Q2)sTPCM58HR8Uy|!IBykl3HEfJ|ML^2r zn+M1jiMVmMR!;2KOAC4t<6V>H^Fp;j0kc%TXR(M9H zjaT^KaE?asCNP^YGE0K$hO+3REbpRzh*Li@tHkaj5en%f1?*w;?gW>5o69gQwxnq@ zsM9QRbl6UDD>IFA7sd4=*~c3EBy;OFl$SEIP44F9C7fe#1pzfN{zYjPxAnsNk$%Fn z0_0j*fu|WZgALBMrj&R-OMRfnK|$e)*p4?X3d2tAqVE@we@Bddo}Y~<<|`}tcQ1Jx zje*pg6lkkAYnA0BHOb6FOa&TJs|q<^RYIXy55G8=w2d&*T#$en#@1UpM$7 zs9AJY%U9g|nj@&5ZBV9>D{g!@Mrr%Z>FgP;#Xy?SaH0Cky3I0((L{xD1u%=}6hOec z-^YET(F>soupyv*O}9{qUu$;#;RY}tG_PSqi^SFMSK-c0Hzy zwhf1jpD*LtLr%V;*(8lBS`@H3Y~qY>S3d17<+iC+W0kCy#FkiXwf9HPiWbuR56mYa znUdr5l2(%=o+|IYv8Muje3JF^5kJb9Z${`bVzY;Fe7RwJSw;6Ff3cnb8*1ILLuO+u zI?ki}DdefwZULIft{PXn9qSDo{r(mGM+S^bz>HU-yBvW1Tb-2eT+;&+1gGca=NEcd zIs@q{AI#Mp$VObwmSYmJ+FtXNmI~EWnvUHoo(@A{wrLAW^dj>zG%SEAjP*GMQr$0( zM{5A*WMMg5gPqj`G}x0=tUzFyKbunrR8*s7YOC51dkaA?7?VBqR%q zR_!~`6%qs>+OvJcd^LTU!}a%w5NHoEFt;-GAw{Wy@o*gY#*CtR57Oe%mPI}bGv*#j z?%V}7vumiBvgE%%$M)>g3#Py)R}@JL=OSqR@iMk%8KR{$cu@yC@4d#e`I}zItH!Nz z3hq4;|6+V5bme|BEpiDk8fO=DgTt^Gtw$HaZU?KFrH+Jf)F&@GpBxX%OUo)MMjdJN0)}$`Cx-o!S8s-MWR)1xH@aWH zo_2v2j=CiSqmXcVL;c`S&M;)lm>zA^6Rg~Jtq9niZ|5;VVTJb0>OV4|Tepb-_k@S9 zeDwiP9CLAC#Yx@7{F+sg8H$h%RJ(7d`!PQMpJc&H6F^R%u-oHl$ly02 z`3-`B$ZNg_%MFjEgL%a>^dMPNsbQX1aMLt(oP(rvbbU`)EN8g#XEjl8!nJCE&C3u_ z?@|L-2O$2UluYDMME6+f!ELX7DdlwYVBYC012_nFoR@094_X9U>KaITLd$+(vm~0Y z-P?9y+W>gi4zgU3xmF~i4A5+-FM>Qq`*t$~^gTf3mJ|FszWR)H=>Z{^iv2hlD_lwG zDhPSP7F!3XT_(s@QR@#bpzi-DDkT-Yzk<>U#Qx&2(DrDu6B>=0Pk^ywh_W$|j`R^z z>4|vgel}+}+h=dD+`A=06Jd&KD*Cl>A$p$`L;mMRmmL(atHari3k3uVr7Cx^qH=mW zhWH>2&)V6Dx|;O#2D4++MnXZ?wg0%$-Q1Kr679-Hp53(Yst>wmpO6qs#;fq%X{Sqi zyJIsdzy+DVY8)C$&UXAErLajtk|HWEa|iQN+B`0l$T$x+nftl=UC-Sd4H|F}gTypPWz{VTlCqSFV$~|~M=L@MHe_qBM`-a34(ek% z><=^i3{-~BHZ4r;J&89|u!j!EE(K?JdSZEyorRFXaHHQ#57G&TY2Iw^4DYhJO&C6l z7a~`#=Vg*d?G;)nrH6iUB|N$AhJ0|Xop7AlH+ANpm$zkLPTrUh%1@UVYiwqP&hrrD zn@`1voUF&1hhEfN4-d?`7%g@kPD5ohuNs%fy6xx%_Agu>Z1WIaJf9QedxtK|{dprf zdj~2X&ov|BYBvzesLKGD-<|29Ma|bPT<2@)SqZSaEzh%brzpHW!fl}rIPN==3lVK-~zBxHS;-x=mo-qi*QOui~^0? zM<6TkIF=h2f4El+fY`~W^d`~wH@BTBB;%K?xu_p+IdJmaT-ve_FJ7-vofr!W3i1(Z zKihf#sUDdMiE8RV+!L6EHeK$&W@#bDUZ-}n!G703x(H?yM^AD-?JY@_G+!>$ZzMk6 z$Duswu&<5b1gSkoWK)k+_AzokH7HdpM#rJxvF13sh$e8`htut>ej=7tY)blezx~CG zDte%8V^Z}Qm~MOpXueGtsJiTI{V1x?L}1>SE8v}Y1uG8^VHtW+5v03Y zuDp|ZBd?B3T8mQQ4A%z~c@4`-VG)KHgaAckk&u$|Yn#srY3OT?S$-81;+oK}q%2`^ z6lv5v)rW(NYplArZ&L&kXYJ1-mP^PJdpP6#ZFB%wsGmn!8_dGVsZP+*b53j@!`gYM zS2to0p7iL3XN7q_xM!Ii01USi>Ut&VRC67MU-#hYiEsbTHZ0R-o;1D?WQO`w^&i;ZP+ypg8$x&#TxasL zT}B0+(>N*7-Ms$WWyGRi(_O%tR%MWd0i-~j&th_P6Fg|E_kHro^*EARrk4j(uUIH zt(m$`^~1ZVV!6{Q@2gh!hUr?flgCK) zJ#V~PQ0`S&C+ZiY_C93?UKTI&uqgoRX5ZAo0VC)2ZT6Mf3ggFmL_fgVLREYbn;X&4 z=>n!Q8$zalb_Z+@mZbc3Txk*-1i{E}dLwxg0`^5eFbPyJo%1mCy&xd6Ng|D=Rw|GQ z?Oj5bdxW-M9kIXkfKH9qL$4&+7U zr2*84wb|A6iCVJ(WpYz2QreXo0o10c%Z6IhTtdD(vQPP7VPP@$pj`;OTL%58MDW-b;WXN79{mzpZ@5e>Y+lB&w~qf)ZFTVe1q(D+GZu}6BlvUimeZ> zE+t1}{v3!2xKQ0hugke?U^6g^nG*?{@*YWV-$GuI(h{fj1S7*NvXMypT0o25NXA4E zcixvmKFc>Yv{$d(H&H8=A(*|8Hs)9K-O2)s)<3H{Z2c1O4iD#Y<2m5hTPYA~+W$at zR{EZi#rWPeuH)inXKEUg8Ocu*@BaDA$ojXz z^4V>hY@Yqs+0nqFQ#z_`Ex%MZv8LTq zbCi;W$J8cAZLwrDN1;2ZBz)&Tp{XZo2=~_mWhLj;dXMg}%K*OO5<{g-=h>+Fg$#kK z*5J4b-sFJHAOS7XLYI^>?qJ*>4tZvT|Dt@+vv5-KWl!y z=^thNt%Fcwwt)9~+PS7*pNaI(s*4?guhyLYFs<Z9P*xi5=Z;M)P5kE<>zX-m~DX5L#{^9J{Gh5CGbopVQ8x1TC!l`(y}t1x5J_J zWtSmto|}UkXT!v{%lq+so`?3cH>Znfg#Zz6ym;ZRT0MQ>nxC$O?TBo7HhsWycs-$k zRakal&!f)5{k+3HzKJHtAj>?;SrWQt$z5^OrHrk;Uq2>Pepu;7>zTp>Ku{fCwqxRRmLlZM&x7c( z(Ct|&Hco&mbsIf?0SyX>J2Q)liyE3byYN>zs(+LtleAI6kww}hwqcoLu=69@sq~1Y zgqrv6f&E0&3bTZS*skMDf@XE^=zy7rw7IE~@loqDH2W9zH1Vo*1t!wqN2IxXq{^!f z60ED4ip>^($o?#)*O0-I$8k{CTA|=^n?zGV0RxcixT^AVa*%=gWuy26uynXr_99~w z67rLFfdxD%4NZ?cmZqANR0s$DWd*`m)gnfC`cy?-L&WXlZpde_65e`jmq)&XEa~l#~=5 z9eo~ZWWvM#h7-W96P5<J=eB4=(w?X@)oV9!1eG-`3NK} z%3#9n*iiMbny`$p>--rsn;w!@JXC6vATJ~11;}~!p5%~6@;QT_3Kt94d`E9LmqU5xUYc4eDE!Nrg?di#m}$vc;2 zd(T;9N_pxCn#6gO*TngF|{!IpL5EHHC!FYGw@QSmS;^gP}?TAYEwDF@? zldETSHzUVmC`X?aIQygRKM?#}R9?84jG??BUCa-093XP|^Fo1+dyrornW8nVj9OC;p4z)=_ zo=&05W`(xdRkOljbXmyKJihfjx0k|m#a6RYEP8zd+!Fh+AnCHrP6tSg{=nF}dTnpm zxfu5{NdT|?FkN))&zn$up&e(bR`Nxipz^AG#i+7g$-@0|c*T|>q0?a!R7;i3SOvRP zW@j9|w0Jz?3^@Y!Tp* z4x!i6JR0p{6}+$HWIKG^ucq2$0bg;6awZ>ATcCku+9tlDEg3E3x$z8A9j7Yy4hRhYMHf_J2|)&XJM}?z)LYwCC}wqWFaYb?G)G~J8Quf{B zY^49M4IPDS6jTyNc87kMu|27=UU|%T-?+sbyq4+e@ z*?_I-dTh(aqv&%A`l!0yFZV}U+JQNf;d=SZRUuKwe@d~?mTS%X42Cl!;#O%7kiN+8 z8J`PLmin(h`A*4odnk%eXt7gJlLP6`^X0pJbLS9M{iyhXylz+e=PaqjKwyIScCN)c zmfO`K7!ETE1X*|`u-lSv*DO8+?fO07Ic(kdwbDlG;oti;h7~qjjp6gA)BSsq6XI5s zG`R8rE-K}o;=V8UnejAdGI@ZDL+Cg1@b5it@$}}XFHZxZ=8XsQV21Gxc+WPB{;;S{ z2O|j(T*6U@)oc(VaD2}AjvdzL{eJ1Ls41N7ifIa0g(kJt?3W7q@t(q0KB+T;KfM; zda$d>M%QW!4v|p8c6n)TU*J`8_vU=8dAP;*j^M9t<=@f-1I@b)Nm+Na;C^I1Okr)jdmV{+j9Rnxb?d8?r)0e#*);E#Q~Pv4;9G%OE-(XBuP zJPH9QOd|3D6f5x-8I9b6xJX0Wb{_xYLA! zfl+OfF6y5bjS?*$PNbYwXY}JM$}()?G4ymqDk;iP7n_|l0`%Ca)!P+RK_Y;Hexbbi zpNbhRr*iT>Xi>MP>le>flN}ML($drSKuOG}RRHteYPdd!vh6e+Ts~A#81Zm+8wN(> z88g;PI?* zSZz9qNNxF-#vlc)BJR?Y#rSCTEJZc^d#j6E^O9^7)g9lo-WM?WYr!&P1%uzg{Bm z?~gmVs|c90lYHDRte2&0ZTX!=+Dl9B5D3QhdZW5b2barntPQgN`GnoRr$Q}5-5Ll) zMMohBcSWbbd;O!%o*M8|;b~=b%pbc^OKumy=v8VlFcQ_LTY+}_k1QPiIjdi2pV3`F z)d`N1?~~ik>U@<-tKlAZJin_)@UG3EgVS)z_my#?{W?BamH#;20_>b99bW}o5K634 zYm<3CgY3*JRAL8mIh|JG3`@Y6YzmAitT;@MDhXN#%|?CxT3Js8h<8psdOlAP)gGr) zR`hr!BsekT;^NOTf-lhUm`H)#st=n1#Yw@sgDf!))TpTd|5~ zI1^I=9WL+FHTes#LKI(0{_|etJ%(M6;}4k|=f47qxJ}ur2Hd9R{Xw;}N%Bs^1ays8a*J9MYpbjru`div>q-wgYwExXQ|l(tX)zNdT$f%nQ7p>0iUZ)ZbomeHk|<^6R; z6qp4Pleo61rUq=h{`YgEpKTt*$RngJ{iKP^>HTK+7Cqby|@T2H0WDS z94ag2Z{toWUBtgT;9+d<7?04F_lff!%42WxTRxT_eCHr{qI*2;d2@C82ZZfW9ZdQY zY2dp;L$2ebmio-*4Ten0xz+9$4zPFZLr{M1ss?8>kC}x2W<<<_inaS*UzS ze{YE<gsZHj)Rla(h30!XzmMO`fbIAzb)}<0GJ)qU=M<%WQc;M z-2w?u*=G?!6~`|i?fE0{jLwH7)A+Nj0|~LLl9FF+ERLYCFqi;WRA2z|!v>qdC{k{H z#j7lep~9jFATWR9&K=pD?>cW>aHr4unV~?p%u{-3OvjHJYeS=Q7_SadhAJOLjqWSyDH< z1Q4#vu&SzKW!lWFlt)Fy=!&vOM@nf_*m6;4rEcAr)b(2PDuc?Gj}!GpJ&(}^mv*Q~ zrS0Hyhpz0~RuuH0vM*>6IKiSKRt;wAoc$}1=0X)t6-2OrdCy_zB;;FY;V<2q10%_A zkKt9_ ziiDQWX1b4GB;oTZvJj}!Q9Fh!n~E&&@Efa)Di%H#0Qs(cS7Od`B3nAOMH|Krss%+_ z+grINafL+>wp`6|ql3Z?AcNnc%6bY=CjttJhYrbLy-Ag`dUhpO>VEE-N+XThdiKb` z7=RRvAr%?rF7ew?BgtxZn=nBRRn(rM^o^6kY z5{schu8o=6T$#+}1cMuNi(PevQBT`O>}N*TyO&QVvoVj9DT+GCr^g;36?Ll zpn9sqRr+dbl01bID@M?q;r3+rvgXwcCL+D0SngxB=;xE~BPOHbPcbR8ji6-&Z1vVw zpA!Q7?IsK*C%#!fhb`;GrwDGmRK=N9owi8R@R&@v(yf62mPHK0rZ1|(Dw8JyVJ%}K zVv6d>%s)5Te>cw~IX*fDx+FVBhw-tTBkd=%k0Fox7%G+rg}E83E(){YF#Y&{qDjP} zcO3Am=c)pEC(5Aj?e!7vqUOK)x#%4U5~s8V0_n~i5V|nSC|-|*e70%;IW=`|fD^0a zgKeX}4>EQFQ0{@9To1rZew~ z{YHNLQDt!cTdB5cF+se$$`@Q+mE{B)Q7sH$iNv}BqW?(PgzJ06Fw#^;2Q&F?uO+DT0 zaP+$FBB&O~W7f_?{!^N^VW_Zru#IAP7P4CCDwy_&;Zj=aj<8g@^52)(aOX`+ME{M@ z8zI9DV9n5AZ4F!U;=Mzi{8eon2@vbF23}p9K;JLPN+s3Ns#oD?)wmA`VLNx<%N_~< z3dEWwPP?^F`N{wN;m4_BerGJ23+(T8WPDlQvw6;O-oQxQxBn-!XK>k4!Ml zKWfy@da4RotFK1S`}5uX2j%xhd{(lt=(?*r^Q=|7{&VgR z!yjr8hizDWK@H?3t7F7$O1EPtQIW3rnMEJhvH)WQ0pOED?FrO$8dsaC|E>hEhvkW1%S0Dx>EWqUCF4aKXtpPW zC@Z0}$O-6Jp(h+Oe!^h^DCq-c2(b5#9T}NPyo~|5I*I=j^c%q~ ze$s^PC+wEg^xqL5`jRb19KMz@LmeC8W#M{gSzV7SNrIE}z10d_J);sh)&!KBjlx;1 zcylxVJ9rk`DX5q6v_5CQuP+NavP#Jp(0~JhSW#Ul0VmdWs9$&oKg69Zz??oi#^%J#TLRw(f> zsI_By=T%VWlHY*QPngIn6b?R~ZLgZ}8i8gZYJmJR5kmHKoul@tin+mWl%wVj99F@n zCm(SbzbJ++Lt++TyD6A+mjE&26liomy*Swh)IM7xyCV=-g$_tlz84o%8Jj^F)`1*)&QBJ^$be#!(GZ`U+B?uqB(mt$ULU2~pyRU%YWfiaSiww;fk3!L=qD1% z%d9CJi84g@k-z@Emlg?=y#C71X^uA{720?10Zqqg-=!t_W~X>A=Q5X4;K;@Mnd=zlpt((|jzrVFx zCFSPojNy{S(V)NV_!dqsq67T_Pg0q%<1 zVkS4BN*!ommzI0L@Ux%#rxoJke*ELCJt(&N1~-zk+xiP(=9H}UbDJnm>Zy8BR~+)= zT2#YlRSwbyys)z86J||H+rR1~neY336?MYacoE-=`Q!Od~PID36?31O6~i2`NreFaF+KuMTudbO3(Dcvu=F-&T^5rHs3PYu%c5;MQf%5_8PZe-7FpdUWAeD zZ~O0G-@U8$IZ98!!lEf8T{itrrzXxny*-!_?CSXHJiuo|1NW>QL}8T}4UoV{jG~f~ zLO0h}jDUt#VLH~A9tR#w; &-8)?jU2Hh$JBW=5_;uZXz2+%=SLi=pp3u709#}_m zyq48LRo2RKXME^Sw*F+UWPDGmzurnqjpCoPnagN-vK$iFU#&Pd)C4w~4^*@KWpZ+teb1A7uf5jV<=K~)u+SDVf=IqF*J6Rxj=aUuZprVy zWbb23|E%0fRKQoR32brs_eJia5l3DK{4{q)ppr;PYQy^kV|5uiX6Clok3PJTG>62&HDhc zgKIMRHzcv6{8BQD({;WMhwBAN#I=`v`Tedl1rgDs^LVC_g-S!C`&YG0@PZ}Q2NKAd8r0J7ZvB}9&e@I`Su#4xVs9!^DCWN z8TX|5%PUz=UOc>{q=x6Ajd`@z53lYfp&|GZyzF27sc0~Z9pD|S!oPRRRRLscKr#&h zNo%thnJaFBnpNRH^Xq|3tiHotqw0#kLy0Pzi$EtJ!%wE3tbX6>e0Yv^a>6kGru2Pl z52W)OP^fw7jum&B1#?bJm(KO0V^Lz>HGXXl3H7M!WUdWB!FeK9r|bv@cbHe3N>uBDkNZPBJi6Ln z^a`Z2D|#xR-~?)0K@}yHhp( z741)>@2sd&U{6*$u`^j|55c0X&D={L7d~%G80sX$IoRv$I!+kU8s^km&68?XcVi54 zt}-A>km}^;$32;f5Xli7C7z5B(F#YSU(I7An+|7mPg}5jJzx>2EOzv#RV2$l3RIIw z+xWH(qQ`3#hM#Hen58LKnJo>s%5?Y69KFW37+zH!a`~aoLiToK(hDc}=*!IR4{=ft zsXhyIrK;Ly?a3)e51CHCF@wIxEX*h%{d|J|YNU(dLT#w{ECPHwkyuAtPfy;yqvAy1 z3%56RwmsBNu2XkjOn;g-+2xLuDn44?Ed15OH#kg5s1hzh-*fxPZe}TW&9KS@mV}%8 ze*3wlckxOzKea}I*0kK*R*93+PolCK93M{91h`DVL07wj&VbvZmB&Pg#Zq+KEF~~vVUH1t!o!8j`x2>OD9n?2r zKyuZmF$F<{;tvpR?XK?bJv9??cG6>S9kXhn9Jj^i#g5sHkJ$WvTLUX08dr@S znTy0OzW1@0Yx3Kf?94a)Mv0$jT3B;ZB+ynf-u0w=Bd^=?_M`@psk;S}zjBn58s5th zhUSLP2NayEi`I1`;>+5u=17eX-@N$!;U4Xo6r+l~4{Q>2E+=6TJ|=1})h6szgRE=A zy?d~4jYp$G3d6cQZMPy7%#OY4bKg#0 z&z_6r>#^2|IVtLfUWWZajjfsh1$8HVfx^pZ(6jemzU3R`cFFg5cMhp5-ag$(Qw5Iv z(F?$vj6l$>`ZyvqRNrJ)*lm3aR#zA+Gyv^Fqu&{crJ6oqV#0)#*fu~X$qp^+@;Kx+ z-$Yx0p}lzda#z*t$Sx28s?RMcCAAmXsxS|<`9o-lHX~B{`YGuQmBk=EhBg9B4H*k- z#5EnG&F0k+zJ&Z6Qro8(iU8NkR0Q~2xRzw^&!y35UpEe0xqiSoM1Bu zJa?NTBO%GLyq)j8>dx!P5;%` zBbv@ch9JAXcHW9b{GdX&4uQtZ9~~CbfSPb@jPWYm;KZPGVBZ(udKU52__VHLEp0Vw z`(uR`QsUwng?^wG{~xUPt;c4PVwaA9mmBk|!Lz_HeRpP!Y37$(N10XD3>;!4nxVZ! zf~^ipCsP+111Zd!>uzXk9B+gCLV4dewSa}`8a=e94hWEEQEMZMqr(wkQ-0TXXF9P1 z+)Y?5I=EzEwZp)yu@EcFHN$p#6}lc@vfV}c!EAxONoGu?P2d?*n=>1_{zML-<&}`w zcxnVvrG~86G7AcCmzc{;5NoyC^-$N}0rbir@w>O&d&En2Zxt=4R2bMewMJJxkZ4$X zUA6C~nwfNbD8qY^Y3aPAXWb=wc~U-Qk~OPG&6(OsS_l0kp1LNMOe)Qt)4(0ndBwcm zTN}dxmt5uVJkTs*74cSuP!dVCG192bS8{io9XbbDQ1HVA`C9G{;R5S92Ir&)$cOM4 z)$eN!rw>KM|8p-3t)t*(AKxp&*YKw-=qM5mwKQ>&IsMW*@VLJ7{$A6?DY7B~sxFMu zqxMC-jyzM~2lv+`Sr)aDS5bsHDBY z3vEd7z&1zAjh1#v@!YF&-&H9d+pBiHbYcqxrLc0Ul7Su%EE&DJ3SyYJCa0Y>f#?O^gEuW^=3y!eYnhz?Ox)dt>MisTH4tcY#8Y-;W(|2t^IA zh6nO%>0}`2JE{o1pvih{%X*&5LpSluZ&mV0HXY0+1p7rffYb_L$W{zD4mhUySy@?& z^UlsgSr^X;K&mYt?|uXfT#`Ym?-tQ|?_X#k8f~=Hvf*oUnT~ry`+-o7ze!MD$PX6W zN#+bjfi+iV3gY_hY};pumt;6{WW+*$&-RIIrw9AJKc%1ZI2noD{b8u=3yWf3AP=_d zC1idLZRG*1ZOO9`KH!ho3bX-(wV+!z$&S2?Q=V6~dH?s21DO}vNdV_q)dG;56_7zC z1CM(blLB7clfPf?uD0h6BT<3N3i6uNc;2wSo-F{GNN+9GX{Z#DqA+e-$DiC=M;=Li zdxeu^;&CaPH~PdU=Px}Ua&kFq$u$orTmNB^pQqV%RSg#Ylv>;(CF*;#PqEm#?~*28iFAzcje)q zLbA6W=1qy{H0veth4no7Z-v4ZYu!7~e#URx-Nk}BVja>YTkFA6ER=T09rTEF)%JeOEL-{(Dcr>t!|mk^G|+{H0Wm&B zD?qpE+$(40-gXBG1S{#4V&Rdm6*}x=9?<1$p(wVIKqhSV927@oJ>6D@Khk4D6t&m; zcJ4w9i!K)-c`uB{`VQ0T`0qy<--0)&ve#YtIHwv>plKl$&UP94$M`%-pknpC%c0>*jt>xl$1G@<-(&Fo ztq+hAj}D4|c7OzUn!`f+_K2QEi(1K;SnPIWj5RGPaWKy(1S4F5l@okhAB&Wi%U5He z$e4dp4hVu9&`~>KvfzArP6fW1oVyVmw17fggOXK=gBNa~6swAP`NWT(JkIM268j8G zzy33t`7aX8H%U*Ar=?WK^i$Pz11Xg&lIP_Yxs&V^e3VHM*+ozkV@PLS-{j3uHSKh4 z=obgYwax(~I%0{0`E}3WUqsfgNw_((S6REY@;u1mDDWq`)K^)2wKa(O+A zn>+l@2+iW-&p>zU3Q?P7vTn2KCs zLe0+0BJ&-}>2B`t)RNdYv%ieTgtxsEQR;!XU17K-v~~Ql7OREke{X>&vYtC*Me7h=?WX??HDnOxVI#}nf1}vgk3{VG_oai_DfXbJFM%skB)ii9?EXl zC%kw)yrY;PEI~Ng6s;}t-bO_vLSJkMvTy|u2zjdE_HIs@S_?Bo|1-eG1n^5pSlW%{ zyag#Mx`#wISoQH%cR$h!a+2gB z(0$_I)a(e}%>K2wEq`-pd1B`qJK#ZA-(Im)Z>~Qf4b)IF9-q&7L3IaG_?e!56zT*5 z;#CMybF`JFqhT~H<)jYUvNr!gG6|-h7OfWL3(GXm5-46*yknbl>G4FRwU~oDBOy?d zsXyTq^Y^gmSV+Gq*T6rh(-t8g?sQ3-lR9JJu^(YVN>M{;f*g;ZtWyyC zykIN-=|1(Qe(7`1<0}y479t;-IiK<;UghU=#s%l{QXh8|(|kWrT0do5Ac3ff69vA) z$^No4OhP;0w?uul^%JBKGp7fJOxU?t{(i13c_d;-QDOexkaI!83Sa0%ryMGhz)K>( z@4=tZhe+QZV-QRi|3`|SeWl&l$9ig_>4^>P74)W+M^SXiMxeXHvF&#BNWFrxA(JV6 zH1q5Arjf0S@i_P%TTvMK?cX`|fL{{B)N8%iXf2canIws#7)l%D7#+ufz)Shlkykl<2_tNSq7}LPJ&&;U zv!*wCu%oqY*TN9W^>PreOG*Igx869B+FOUL-R&~Wi2qpnafoi+@}y@eK+dGTa(1^5 zb_{7A{fe+;I(%I2OH!Z{mu~QAuR~dyYyD@MMViYMo(+fUh?BpS@oDHh5TiyVAKjwrBye?#1-#r8f9Ysafv&~|mLe1#7-m%qR z_oZ~*vjf-l+nitSzTL82&bmgxU=vQy+G#b#iO6Nmin-Q-n~p#S0EU+i^~`?d<3udC zK*1^5rmZyB?U{i*&i`%2Q(Gwd2q+U&%by)=O9W_-d&wEghkM)X7NC~opHzL+nU0e` zjb74%>)HPdYHXSceLaMjS446RRD^C#D4>mB9QC;Of?jHpk&o;35|UWEK>yL96kwRG zJDRUkzESyG_VwCD9x`1-kIvuI{_(4jh$T~@Cc)mPBvQxgAlX z*)YqpI>UtpVRWubz<&0r_E>$0gQ6m)Vw*FCA&sYBTt-c8a>KK2AFI*FI|u3gL7q;cm6q#(0_ycP*p}*iWD6PBamjNI75lu^5Dw>k`EB@+8M+G>m}_y9pz;Y6 z?EPtza`$|t#fR_EO=ejce!6XB2(FtAlx%?n^WXj!5($LH*h+z#Ic$dnf({J(mkcK% zS!9GiKm3k%m!F*%gEmTVz;vSlv>Z&jLsxA3CLUkY@d2Vyry3?T`=G_NPDd#1FVL>pEEE_Az>uR{o&Q%ROa~>)o#5U1fkPg9 zioh2AEG_duQ%}H@OHAsoqN!|RZw#%$A|EDn%DlCIwbR4kXV#HKbNqzGD+IQ_-7{!h z21OP#>2Am(i zCLH~{*zS230;Qo5+CaPTb_yn&vs!B>J2Ve6_lwGS21Wz3;PaMAZSV_Ze@r<>4%jv9 z!R=X5_0oDKNXW#CMfQP%VzE&|12N6ptLbY)Mp%o5@Y=7{0UTGO7o3zeSu-I9~6lcg21;^@fD)yCw)sMSKACuh8)DVR5D671If} ztVfxIFOQUR1Z$*UW+jK3lrlJo!Nk0A?T3J0q~1~uvjccj#t<}KzOj-xsugndT19ib zdIu(A2^?o#vl!b+H}6(&$pK1H_0pvQ7_8)4QVFCJKrZw|EXvz()wslYsdOY=r@Oby zC0BOes5$Su#~TU(VZ+mVB^6Z^H|bq`>@+JKBAHzkQJ(>(!fxACZ#++B(56gn>BW;O z^CMP9KvyyxiRiE!7`6s)$PpMyH4(WQC|2S`ee^vid1FapdfY0)=C@utqko~)o*_Y7 z>5%QKKj|AAodFE~I}6XUcq}TyOa_}?133S?z7{l0U4wslBd6}RU?{yOs_PF?xw^rp z98WNqLnUlY(jVh#FEx^&-X zJ+gT#BS6g?Nn~y>px%e~>c>(Z2ao$OhRoiVkh*99=>yaeCHeGdyj?sW{5NXq&Y_y6 z>kpN0ok>behRa2efiN_baW5MBjnHGVsKW4TcZ}c2%+h5S*dvpP;ouh85ByswFv1FS(_r6!U9^mZ)ri2W}eQ&DSZVpb0>IC93#Oa_47i)Ijcvsq@ zNhZJ zJNhow_?=0O7ua3weC$YP{^VJT{G6o3L}J1fXvNuWv;YzgGv^pTG+dq2bk}Dxkm3HH?Zr?mzN^4S-&419-5{*fnaz~W%H}nwbafPcsfu}P!!jHIS;i{bbCNQ z-Pc!tRQ>K%xV}J3OG~D^9ZTb4MEcHc6qewT<^Y9A^*V= zm*oCXVNZCgV+TiRrgYXnGQKtX#lzIhTwxT&#ah-oGu-LgGCS=H5!v|HyS6@|RY?2IHR*K{|s04AW&e zK5G7UiV2*R%n8lduI`J=<4tx3G28iZinwo@)VI}^Ltsm4*LaQ&{GNn4)c{;;+xQRT zNeGJaA|YvZ2)_V&_-svLEQ{j;%0?Oj1WumME*1g+43xI-+FK|j0)18V9UyhTP+TfY z5Du8-fShSsu21-gvFA|W2w-4|Mh$q^lhRJPYy@?haUoQHEx->J}NP2r7z^!{%{~af}+%m*GAq(YY^}wO^yMxX4nT9*FcG zPXOt~Dx)(ekWwtr7USEx)4VS=dC=GXN?`0WkS9iJys#Vcch0>BVnL@ai8-^2#zGvN zd@4Qf@lY6S1mnPL1Prk=cH9dLa-Q*y^JTmNH1d&&<0AyLu;%IS)Nf?+D#z1n#%kRKbE`IZszD2&bnLJi;1u`! z(?2>FPuY92w;_48eq=?|+6u`QrbPf%>PU`f5-Ht5ra540*k}UO%mghP-UI#X=n?{t zgms3Feu4FvMAK{5 z)Spt~b8qlYM?A;nGF`rc1_J1>6a+d$8VAJ`(Q&?@w*ThS1smD#%LOpSM{-&Q_B78+ z!uIi?UwG+ij(!s9>+373WB$W>PIv%tn~3CJIh^_LW?EIJPB}|VnmMQiq-v3oDEn=t zN@zX(RH|nDI`1D0-jp5q(5fry-zLoe(dRW}k)0#_oN>9yh2TP9;!0#Rw8o+y0e@h1 zHV--}v5p}mh=)A-a-iV?dOH0AZR%FGxnYH#|5CQq5)TBrX;SZ!D(bliWwW8Q&<4+* zex{~rAJI=~pSjQ8y&fpeyFppBaS0C8Y2!}E9K}R9L6V?njQiC|%fku~@zqCRlN}VQ#sgal;8HRKXH9S7M7}-V*FlKMN*6`py zMs-QJLl+Q~B|te8*b^!w;sTU~qU>qcq^VPUD89<+!oosdmJ0KQdOOSChbkq~Z3sky$S57XX|pc}BgZvmii%*&9{Rr-aMY1PIWKDlOEA{3br3D- zZmZD$CIF_a^w$=_m}u+!=P3yY4`t>4%pr~Lo;-1xvF4^ThkOxgR%u_>eJ1JrOnuXW zpCHJ-eDHtYh_AK~nK_S<#ifsPDo_R-{^kUm(8sfnVbw}7UD}?YdVoh>hvBbJSW+@TG&E{FZvsAoe%!~K$C(4(6De*BFD=yLs%k0SUza`Tz0m8^d+ zEtoK=nXCNfsV>*j2$DXq(Uba#xB#(>s6YNh>Rlsd-vCAFJ6?+_W4uRYzkH$+bd>F!cMH2FxGedO6KQEb@o1XTeD=O~H zlV3y190>4$4^w7I0+Rrrg0g8zpFsG(IOqe}CkEL27mo>dd6}O^B}-Zi$XII>JV}g5 zbbU5ZHTQX=tkJTF=*F_+7vlNM4n=iUA6Oyr@_s7Lc))fznauOq^%g}P^b->L00H`+ z^8Il$P{vJDGa*L%+dBn#q0k)LqGB?|eLT_#PZ*TT0+wi*d z{NY4t8$t(m2Z`tR~Aa)Zwx@&V4VpXLVUYCFX%@7ay*Q+jY zFsGYosj1x;I6u?_zJ&ysNbWTWjej3Nz$FJ)>H^)nHtJ(ul}k`kzHZ4GQPRY0=OUb} zrfA|W7i9qi=63}At8NITLd@ize%|gh4Xx?{o_>klB!{!rFSsmRkkT|iUyr)yI6jDg z=7C+-Xsvr~mKQjlTR__g4HdskcH4hbCZbubPcFTXBO6R4DQ%+R($Ca%-VJr z`ipn~A>@S5gTP21YEv);n^6~R8c^oLVx(^f&1n&8reY*^ltEGaIA%e^Y?R+XEo%rX zbb`&PN&{2~B1;E~Fz-HeMO7}nSGfPX2ZYWbH0Qc_fv$TjH3DbOxF7K|F~;!5(AgA_ zl9T#h7EL@)oB#g9f&2kOT`WsBIDk{byysW zrIrRr)~l~uiedv*U^z6u8^A6oo~%pKzDNN5{<99gYre8{H8=TtPgI<^t}9p{7m5K3 z?bM2m6U}5m`*_R9OCI;-!h(@0*gfa-ev%svdq-wfCxc!`apR}o=T;)4IdD_MG^3{& z=m^Q|E6`93T*O46jMV1L;GmNhf`=S1(l&IFfG5VQ@v>}8B6B&4d2uWLyoS36-+O$= z>-dw=7S5B>4#0^p*Xv9)5BgVrTSu*A~jxEYpMa@`ks zsI68jXG|Ony$LpcAxZ#LbjqI}iSAPwzmpi^ZOA*eE6Dp6B0LpLQ!=p91VGIV(*wYs z{(lMzAsQ51cQ&ln^uX5YAO67r0p#FkV?a^p2eo4j_vPmjjtl~z7|xii@XXi80=E0L z)e@egC(Do&V#g3Iv1(_;Vb-kZSY z4}9}dT`U^f_Rh+JN%Zn~MQ0f`cNgv<&gF6V;W7uT4;JQTX3R zmIXQr(et&Y5ofTI)p@zLJ6_$({eAbCh5HI+2Kf#-BK-b)i=4g)4SPbEqr-${6$X%y z9!|`he{z_1LK@L@W(2N{Ip+rY`iFMpeW@?;Em;2zFl13e8Pt5LgQlAuV#6P>o#(5S zy%s}%Wbpd^!Vgsqjb!3EmrNTMT}ohfPo=In{TghZ9}AJUrVoY=qEWe`}ws z3;8Y|JRFuXa`TXi*5`Qlb3$MwA!h(11%Wd+w?zV&2C_4KK>VA=U1#d~m1>6aqR}Bg zVF8Ql%a;tic%vZsO=z2S%kM|{Iu7&6ng>ZT@A=4;Dm!M`LUR<L!Jaik&C#R&WlS$GJLOZ!kowcs1h3~;0O z>>DHqGq*grhNQPp03;n867m5^oOFR5Lp^ol{l9PTI$h7NWD$w8Q=HqbRq^?}PPJ<9 z5*g89^o{H-{i#7>4&LcCC+a)tyM1Zb<`B?_UqJQS^0f4BC+7VbIcxWb$9z-Xo_-Sg z#MfaXLMrS=1&ZJtR@r-mgub9mR=?K?Sir2lS$A&3ZijwCJrw>Bji;$ z$i#qY{4=njTm*4xW?wKk0@m&6nJfmM-S7^2(H6r%HhxQxSbjQFBZJ849YNe$w~z=G z9_FPE8e)>{ z14vel4f6Hgts;&>#+qciYI(6*KX>>17a&Tb5Hsi2*@3d^GJ{^id|auBV|mf`6ePXH z@IP0Wdf1)T4Ah*qq~J1r4D3Aa-PjJmj;lcj&;GF51gpv4hZRS3=H}H(7Sa_vKIu^z z9}4(0D-xY9esQ5Yl=Af41c_W!U$Owtp@+GyqY<3;&tf~Qjr?_~*vKwyB?7L$v*+;x zZ7fB0G&D53kPYAh^8c6RPl$VKqGX875b@yW}Zim;~w{MaQ|N7c2- zQLH)Sd&9PD*_J}o*mdDALFhXUxUQ1`YtQF1|6XBM_cxjI@$6}o!iJmKh8-VPI5Zk% z$|#D}@Ap=S3NoATjBxIT{Ad^-4b0WaS>6x7y``U?Rs7WLa(Q|nc_w>7U>pG5&)!1K z1FoUGbd{{KbDp2YuRhcB9qb|#dHx*1vV86i{xIl~^#3n1S6rH@d{VExnt;!=-?rXn zvFAQ=i5SJNZLzb)FykNL{2jE+qm_lRbA{FLArl{g22khF?La@HlTQohOz4V^+Ira6 z(e^Y70)y%U`5pOnU>XJi#dibX;4kt0w!YWjR|h$KYORIP96ht{+kV5-!FOS32G+vN z3_+V4_lMtoV&C{2Q8|tLtviis`|6=|DEg34z0ncG!}UlO*=?6vtI2_=zYmB(b(k<% zns@z4R}>qPoSYopEVwfRL47DWNjUCT=Rc?7-m?Vr0a0M|#i&CcUUGzZNO``c_nMPI zimS2L2N;0Nm28wXSfc%!D^JwCtVrLLgpYDZpyMzgx(#8DA@sZ#O8`YqJ8G`HKJHEF zX0uJ;*hwycXKix;A)6KGLz7fqP5^EzYS8BI;?i{Kl~F9B(>({!sO%jQaHW0B&VAsZ z8+kuCN(v=3G*lb(*)yK0;Rh`fO-x@K{;$x#r;%X3yGi4?g18ni6-c%2W{*hc=DQx? zC4Pq9O%ys#_~xJ*O}eT=PyN}`%a`r-K*anRk+lgOjn+G5S$KIyX=T=$e`oR?$LH&t zEE*yF-{Qi!fZ7r;%r4s;<50QfPR>KqZ_+nXc4 zR|uh_)LgXQ|Dt&#l0S8@OsD8tM>J6w>&}0Nz&fNt&XAj$6#G} zCSY@YabN}GtwIL<@@-g?n-`w5#3+FRYDhqTT_((bL7reFuI0K1S=4~6t>)DM4#c34 z$e9J4ne=}_?I{k;L?s}r1=LTsX{e6Qi7AfCfM=6U;b~FDXHDuPy5o!FH4Ps^55D`@ zY!y(Q`@Us>X&@2yL7@s*+5|3uLud3Yg_SGs9XeqhZf&B=MM?ey5&nKQveeF}zSZh# zz5pUlOf8pfkw)XY>enStkOoL1hg!^}P0Lx6yWr#5p298dhx901@Ml5{(_@T~6>a_B z1h%`93I(wBHz`Jjfsqz6Mp@&x2H*PkM;KF3w>A&3FXk)=p~yK@?{hBGK~Gs60I@Z! z*itYAAQA0ZB%aK9lWooWGgHvhqwSF1bK(Tn?$WMicYeS8-xy%iOcdNkWIjdmj&a^v zH+d=dlSZNQDwXI_Aw^7eH?eOWZHeqZVD`cC-!Xefe97gdL0%I8a;l#Y?I3VYl)t64 zvLn*uMfO_qu(*QfB?lyUOF6g`rN3EiCem2v!R=m#s?c)>duU~GVP<^CBe)v&W z*w|E*(f?+mpMQ8rIj)FT>E1x;k2VMd(?X=VyR~Aw!Zia*^Ch#+{Oc_g@MgGNo)46iak)-( zqRwh+1i(K0h&3Q^vR2fXMfb@-l;#QSm#%(PAKo3UMyU~e?Imj7IKT3;Pkj(SP$%o9 z!i&M!01rkRQ~qJ~5ANOPq^pxlcnV1l*yM27G{o>khINxR5g9&H8le z=leNc&pvTe!NGou+_QnQPOf&VgD;ghh>-0LXx~X5hD$4_uYLKquwR%HCC|6>PlF!v zM}L^u8iZp`NQZL9c#-6)O$yE{{u!rq-{b92@I@+tK$5>JH8N&}Mj(JuC=}IJNXJ-a z-qTBGW)+uHoZJ`3k|yer!3)+ud=CFm2=;R%VnhPEVsNkuO9hOmK=c#RKlLJeY^gH%YQwLf>8Fx`_0^D z?{E=`j43^xOYVl%!_Oj+a)+jsU-pg^6gf8GAA6vYifUv!JxEtW_Z?xl3}IVJO0I7- z+2oOJODg~Q!gH*jfph7oBzV(Tv;0M<{%+eSdO}VPhE0tpE2cL<03oX^E}!>t<|03N zudc2>Y5Mw|2G%6h97wNitoFbe{#AmD09_YYRF76FogivEaDrchWkuyv8!7X8(3V7&%_v?(jB?N($1MP5;TF`eWO9e~+7?_YX zfi{EeTMV4(vG(_svsLfuMEvlUrP=YwwQY&rD1UCfn@o0w+}+*HHTMyRfu8=|yLVe# zjaUmn$^EG*l@sJ}k!(hoOf`qPZLSP&2c$UXK66g{Ea8Tm0WJy4l(G2Dv%#`>L0)b~ z?V_UL`y-bGd@b*E`j~DGF>yx`5ivRO=cWE6mXpqh&5?2}Obu~ZSJUW>QazADOBc73 z*jGCuy}=iqG`|tTcewZ~z%|K7@{7!Wlg%ye!RAR!6D~yV0mx&YAdq$+N>og_=jLOD zREAr*xlFLm2w%d8fK;?Z$IBn#Yd%mglRR;eL{ht+QLrn8NU@PkvlLxb&M-Ad&gkjJ zzmv?pwjcctmSoO&2kQ52V{fw={@?IjnbFX)pZu5G*dwq`{d07ZZUI)eoF8gl8noOf z5GkIZxd(^mb@k0|eE+a+tnMy;mHEUUV9rO{8P51p0z1CP8~7=r)6nTx<>&=+KdNSJ zv@BZymA=-FF!~4d%)_8GyyiB0Uq_>2^+MBSfoBTbvqU7ab zxDb`3Dp%^b=o;Ld=Jh!S`>~QR97^eDMQk?e3hCXR6PUbYVk1@%)0!c~pWX;B$XyYp z2XP@rU}LByVGiu`2$wHEhaZOA zb?b@aS1mTarwJ-Y4}}jvldnMDe7CdXtq+|`4R73bzvUMSi#QIyGV&^OIBu75gO@XJ ziy{Dxjc>!6nk`Yegyp0gUq1wPxPC!FAlm<^qIjr&0)cc><>(Mkao}$Z;6gBR+je_F zig#|`R%WF;1?Ls;*@+r@y3vC2#QvzVk z4gf--GinO-|K*EcUp}71Bv(0_3xjR6tDk-;^3hQOWyL>FHk)+8E9jZL6%>mPL=7{ZpI}=LBx-P#(-ExH zQUCYK?;n9z7I~`hIphdXj=X!)d&vZt=qW^lNJ%vJ?ovbR#eXDz8N${D1w0~w=Mz9c zjK)3t8j~MiL_|wVOZC-GNuI04-SapN^*RYdZYB^z^_bS^M_`;$fI|J zsWC-V$>#T{MOU4SjEoKiNG=qszcSNXP%4l2*EGFQmvfb4a4%T<^E#&(DJ(4|{rJ7= zHa+i>7H*@P`{12+GUxuzq=u5xQq1wRuz2B$OaaLbZV00DBc}|T@Y4RNso3_EJM+pW z67Rl$m($X|thtt@bEhh=f35kuY|=8K&JB;b5z7t>&RCe5 zN~q%JY>BJHC%<8C4``Rb%vygMhBPC7@={}u+0Q?$QmFRo2x|uB;4-wx&YwxYKp>gO)l5KvnTImbN@4^+{;KTKI^>z2d})bod!JR0E8U7{T;kZle#A5&k^ z%kGGj-Y6|q#=Tg7gz(LNA?i#;TgB-D>j8ZJLj8Ef=o(Ah)ZPHg?p8*}hp*9kG`TA^ zY6g)Tf4ZAE664RSgjspKgWU@DRJQ!V`N#(Z7e z;h!s%l9VK=pg8HGI^vNeykkIK%;|JTr5P`r?m-{lo z3Rz$B)q`5TUMx3uc6O7qk|rxgioH%vZsZfT_#<@KJq2!CpS6d_ULlU*C_%)LIb8r2 z&9p@N-eE7>u{Qmk2(&wD2Ic5bNZx;!%R^aN1oL$ZnwllUkKkh6RnTe*?3kK6MJi#8 zBhBSUA*$BH;A0|j#r~1YJE<*$b`?js!RN7aTW$Z=JWRrcEP&Bv!wyz9g=|8a&jAkrEVaq9O%e^YHK{W`DB6^ zp_Wj{2kKYlOoh7hz#!CnyoCmW4ca)~M`qd{9w9oAC*4Y@y5|nuT~H@{8YuAtXygR; zGGwCgL}=?{q>WUMu;~-BSAzw0aK776g}WQ1@AE{weU5FBMWxeqs8R@hvPj1o_3CLd zR!Go6q40|wjt+xInK4DQ$r1{y6*Sxf2Kt00JiniYMr07s^3pZ}zrC&au<}0!Z$vPI zHFn4)KT1&~pSFg`^*nEmu-u@Vo^w=Mis_UL4cPABo?0{bhCXIlZ>~}NwZ`-!W1m|> zl(0wtb&+W(v0>|TU#-thhOJslg24e2cwye56%NJ8ze;Q2obBhl+UW}_4Ar?zw-Qp_#HMmH$^poJpn0#`Wm-%19Av0*^mSerK){$Lh}*G>mzte#<6%qTBySzhYJi$s@$>$G zT-P^F=C!hv6a*zDC6-3<=|yebBP;gEcvU!ujY-1uLptkkP9~EDdSYDnX+P8pAc((e zpEG_($=aS$()+o(x;*Y|rbjk3dv zc*j$OMAtagq6u3Y#0_&;As}$n;nq7M?2^``5W!>VXO6PKDwL4XYy;yLE3Ut|C41yS zah`grOBhUb{8)UOp4sXNa+#b-mi&*M2!GKInGU&e2@?|&<>#U6OiQxr8Pp&EH+jhx z>l#QL!04USc^E3`tfH6nn0$2Q9Nk;8NPj zjhj|VRvr^a`O}LCv2Mb(*MzLj+)i<&W<5HWraSYEe14`xA$`672}lv3*#x9Z`d{Sp zvLBzoJ*DV#msP=GezsVAeLBFRCccMv`*A621W!rpbJVx`Yw{L8+&jyXqRQ$~CiNWY zOe3;6TVfHL>sT=&Tr+uk8NK()%tqz79*)0_-eHuGlUpvBn@M+MDe0G1{O=rlsO@*l z2qW$BQXKVJrjLFYWQU&Y{>`BT5*h^f2kQ}MIwH;C-HuKTrrBgieL|&LP%iYm&>jLX z*70QgXzqN!=+ji(Gpwp%5xG#}T}RWG<|56=c^DUoNlCJqaJx70t_fvb7{ugR)RfO3 zb&;qk0g;D;CqpwvD(})n|Ces~qI?v7x;D9oI-KiFupayEF8X1KQc@U{%$g=mieF)3 z-z>f<*jNB$St2SA%AIgDNy_g07Il4mccXbHN>$GKS6xvhcaGbm+;7&TYaHjLVk}qj z-yejy$w}`wOe>;q2L1frf!x$54LX|l{wzHXe^dM>KE%dJD5PLXj`@=~QzgHCVks&+ z=AcYCh8BNyQCT>9mYCzD*1DZAtQ!=E89{!llK-U$&M86*g%VPmV2; zcfk8P3}UL}yJ(RAmUFR=gXQ>HA9g`s)o<>Vb)+i%i?7NIlt_f4M8V(a)sH*H3ht$T zqvJG)KvPkgd5#w>hk5_UC%F}gGjSsgxjnggvh1_S?)a~A9o?p{j|)rtNpanaOfu~W zdusg@;@_AI(7C@m5w2DtPT5dpTsGfkRrs+IE;2+^krv`V&$yE|zMMjr{IyxaIe)wr zS|cQ=d9ZIkTamh3;M9qO;=i8!IY@WmC-t^(a$aNTS&i-%+3Nm-tz|P$3^JYWUk=+p zM@w$IP18jArDp}+2g^)MY2BMB%^gxtn)Bw_g^O^-(!3Ijq=SZ}k*1QyV8mOVg&;^o zrhn86HVxOn=rn_{r$Sl&QA|5%*;BET+|qsZS~ts!HsCh3WE64e!L~-S0R$lUn10w*vu9U z7^cO-e>whHh8L-VtiH`$iovk7!BZ&h(JNHL&#`);5>H7+BX6?VUW}Brkmu5SkMQ<5 zhYWKz7m-wVmQ*t89p|lv9kgNyfz-H!|J(gf1INgl>t#vC1ESSztNhvbFNQrPCYn#? zd{<@K&LeNz+prbsqn~r_quZ9)ksoO?QgmeVw~5hZk(CxcnruZ$Rl^SnR{8lkWAMV! zBrU5a7|SZ7&DbtL!KskvTrIfIlq^BNW7+J{Z(W`WD!OHA2i&>BG5{A)6kZT7q0E;y zR?1G(?~O%2KXyG34}NNPt{my{m#Q6${*-dR>vQjZ7Ya zEc+_>Wvb58aL}0z^Dw+!MnM6`)XWTN?M~Gg=*H@yprJ8UcV<-`tmTQGmJsY45Z#6T zlUg}0jN{Y`R6OJc?Wlm}tZP18Dz}I~u zLdv#7f3e-)+nKZjHph+vjS3sOcXYFC8?-;P`WuLv30HpWW$ryzB2;puxB0ci*+?~h zk;$2xp91ZDtMUD31T;G`a6G!PIKJ+9?x=NUt``@wIqdEehBHmPb)4$}PnyL&odAv0 zma0?*Hq>FMZXwY13C z9vngbkF2kNs&ebPRzv}%1Q8Gfqy;3UTS6L zsANAsT!GjibGOrICb;?%Sy=XZZN2{uT6B1`3bTT1`m#kKigNi>I+`?lZ$Qr*@luJ# zKVc^9QdDhz-u;%jLs7-c3-Z$m;~~e)3MX_?!$8TbSF#nJGOS zp2tl3qH1q%|3(T22dAOt_0tQF0A2@08BYMT%qqNx;6zCr%X51L1zu8D?kSVV7e`bh^UYkXi6OmDF5nqDNU|9hgURI^hl!`iO!Vkb=b^(DkP%jk$G&`8>Ngi~nU0})&KZK=)i z)m)rQlazt9-Hv*$e1uNwPa6IXXlWPxuJuKxwKf$7x}+c@mpA9fi>%H%*;1#zDXMuO!7v~ zuXG9NuLuBM07R0zteKj9DHqAa{}Jgo3$F$t05L+&w6V9967C6x()gZT-i9`;QE*Kk z_EL6TP2eHd$B7Y@v#9ri*x}H;w?JrmMAJh6leoEp|t6w?0Awf~%0i$A2J5JLAms7P}T0LLlfqGApjU(WcF#lkx8+)& zH1H0)RN%adoSjt>_uW?h{)mhzyB#Jd&0c{=s1A2?kz2D4Fk`nSFJ=+B}i)+Tx1P z{+-EtciLVrxDLOy1b0wRCx@v%#P1}7OFUcC<8Bx)v!nyp>}Khk}0Gbw+(-KvtU2^fHiV)xwyZxn)N`fI+#-u$@2Tir+$-zIdku25Q@ zKp*AP+{bP?opI*b*H-Kt_srYHe-!dd%P9ZnJF1BB`U+wQ!jxpK*DX*wA|m$zo}(ev zPHHtDdtCo24Y-`V6@t%W@Ak7xCLwC4vzT_^vf!SvF&tHc zcsZrzvvOr>aBDOwXr@1;v=jSxH-c~eDTGHjh&kFNDiQV|kmb2b;Q5l>8;tvWr7i+w z5~Gve6UhN~4i^jXEHE$8=uLD3kcK=BI!o|eN+Ljn;~-{FKdHA|IpCfCmfU7C9Z?Atv27~c_SvA#a~h0 zz+8$6Jnud>iwxH*1l~trmKtIybx^S@-6xiYJoE-C*^Zw|IFMhSiA3hvjneP39@pEW zdNp%K)+Z*W5fe%_A~SDro@(OC&@tU;7iX~N`E}URQgn$Q#*T%Rq<97H8$P^#3Qr2c z@SDh1enM|N2XeVwRdCmxr6q&B9AbCN+Aq*bFW=?N!OGg2SFQ-E9T&h5sevQS5_%O0 zv{Zuy)Ocv=Qeq*#Isf?tBSMV_jPD{I$OnAqXxIxNuJeSv$@f=%x`1~Tu~%GR+|SkO z7Ad~Qe~}t^1x|G%=boXrPzZ9G-V#nFpH71&HyYI+!7q3e)GS5g2cd~|T}XYGlOAGO zjD_UopJ5V_?We1_3?RsvW(GZJ!@x)U#8dWSle#I@sr?_6a?>ZTCpj zy3$WKL~P6_kS|vH8y$9z+zD3Ig&poUs$-|7o!o=4&4ct%OQu5~{}PvXo;8)5OvJW4 z0;sOs^+69)>t2#Pa-I+YAMuobpjoDQSw=^!crAOMuFaJr&_VG@F5rvfluKQf*r)2) zH!D4W?xKEvdQ?V$rgN1Vw-DUjQ8Q;ChfS2Axyx#&bpB_e#Zy$gV|HP{KW=#|pVYF) zWw(p|MX_eqaS7Ui*&aJ?IHH%o93XoBNJ2SOZdvTFGZZvIa`Pn=iLw{@rSnmMLZyE~ z{~_B??zg}t!cK1kGfipyn%3fpoSeS50U2#VTIu397Xbmk5+q3pHMZ|*%e}~x)g|Xv z9trgZmeY~GdNb3rbfL!qunF_gPz)Y`i1f{0?sozPa%*vbfeDSBesHop+a%^<8zGjq~n)*{; z#NiTOcJ>+Ef1x2Eh{u_nBz~$s;Hny4dCldsg_A0=T4vgu)<~?5|mT%O;7VVUC1AJowSyO$ccwCZZb!+J=;h|^Y;1k=NdF} zqkK@!K`W8=F_W)<(hCD$Cqg}{#4v%fsP%gx7f#g~77`$fBVz!?ME#B03!iO>*ISKL zUPno=o!|nUEjBiG%Z}7~G($=&`rH2ZCXSV^WHm``?W|DRm~14wDkc~1gjaA)3Exx> z`xjM<97Y)h8Xs-3pUn`L8&j|QL;AYEKkv+DMvi(ugl|T@IEa^4(wTW8185vtfShR7 zbvi?kh^*Cy!@*)}ivYI2N&9H8#NP{w)aC-rd(3|~b1;A`N&TDE&!17u9yp9y*Kre|T>D0a6fu$ri(oDLZkB;v) z?*gKdQFUpRJ^e#6iLuXBpeDFL0GY~#PP8qn%-1LObU15seqt^6UWB8tIcXF*}QPzDV@g`QN@ zPQx&HZBHw^vWG`tEp_Z|6#*swx@0%KTPxv+Pb4y2Q9fItM>x5X$(}u#ibEfO zEr()N9v4&}ZuVb69Q2sCWEl?(tJwD+i3aah=4sajMh7M1riT3_se#d#A=_LMynlpN!P1?sr{CDT51y@C1oz-yoiB8Dv-o{4Q$1;`zf=veP$itJCi$`SOHI5?Hr;ecF%SnzH4Xlrk~`G#b?b83-{&z#Lj zK@kWt*CG5tz=~4%`rdx(qSe8>ypj5AA3nqSu)3N-y`c%OvXw=_rQ2aaG5Rpuj)p9`ZXgZ=K3 zXjzx9`RRr&weSG@s7wkueXil*9xF?wBpDnSYSaFLqQ z);H>sHqTyS0$ROJT;LG753LITa4@WvIp+2|Mey`QGEbLpUZ@YHB;^LGdDsfpFcai} z1E|JOvi|L4{yiIC6OOyws?mF6{FBQP&^fjjB}l89xu_}Ov@@zOSE^*)t5SHKh$FCH z`HPDoR1cQAe3>vyrQ+$Mr&P7zZkHV@+YaQ*SC!}W-JC2R(t5q?cNxmnXQ7%^|3MoM z;_yfP&raiyh*8=E{b!TR#3v~IzZ&r5_uOJ4qJFE!q8WZdKLa~zp3L11_)kt>p~Mbr z$jC%zy`*^hUMe{5ewQ*7F+)$ISX4kuOFk_4T%b{MaDkWxgr9+dd~S6sTie9U%tu!~ zrj+g1%*=dGalVCy)-PC)AP)8SKiQX-lY5Zbcld@NP~@qzHXt$bMoQP%un-fHlS%vq z+l1RFhy45D(lMcOkd#bFjEQt9JbwC;NeR2L0x%7A_w+mtG|k)BV#*&Jl!Jx2`veoS zVXg;RuSos)__%v;@F}uJGG|dqNn%L}b98J{REyBFFQG%LNEeNNazUJLHtcJYj8|rm z#q4YC5@Ste;Pe$84K5-xi0hT;)9D>qva+$M-#qYcX22fGddAok@f@ARg>f+g+x4Db z9RJo7O8n5IpWY9TB3qdaJXCYPOgxmq7{s`S4^xDX{r8xW*|@QU2!c%B0}}fCXV!>* zqzFpki^$8M-cp%gP(Yt8oI-!Ta$icTpaVgNs_0`@pf6gDO9unPd0RN;ijOa|>AM0? zK!0dg6Yr2d^E{am8)($8zH2PpNJ4Y}wSbrTj%Qb3$xJy>mDzB>4q4#>Zj35L7rl2# zF|puinnSZFi3A3dinBzo_9*?^J^@W!Z}kFSTEuHv zw(V0&?&C@wNCj8Gj76LXs~%+#-;2bqrAK-+suLol7b|O)^F+Sk+RblfDE7`T& zfB4w(HP6E!)2~ST#EwDkDj<4hXH^J-tF0ezVVv zLyGUYpsywtGVB+}N4UtWiT*cdH24Fn06~&-(ay!0>9SHjZg%W`UP3}c-$k7)taF*s zgV@aIS897-LLIfXmy;Uk383#Hps=cdC*YK1!p>=D5+5er$;qIG@KiurW>|VzURL>^ z&<1ivfbIE@zKs`=WC+f%cs|mszn87ktY0i2I1QykNgQtU9p^% z+8G=yvuQn?HE8VHYY0Dbd>~^As3-1K30^-2=gb#ILN1Te-@HU${0hc(h`t3lr(Eu# z0KH-mzSZJBcnZ9IFGY7M8o~N^B)|;|n4_6*td?T8`k>+qRHNa0Qwf=j?je$PCruub3(T%^->7o4RR zHbf5PN`MUMy(=J)`|B~65PN7sLPi>vo`38&dOp_N*++?bskkUa&^2&ZCh8u+sSk_W zZ^g{#J z=<`M>&1F;eG4aiv6NiuHef_zbMiW9DKUQB^Jve>9t^2C_^`ej%c{;;t%sKRXt1F-` z14O9?hMT*F{A|8zmw=3#+n+KqNM__7#)>gcAgiqmo_@W_mUD!7uPkEXYM=~ zz02yfENO9ePe@Fnem(6H^;D9SLh zJ|-oOhhic6)hBSo4wUPMdbRl-O8)4Qq9fb7hB28a>zL+_6-X|&m|JXJ zQiqgq#WG*=jJ0`$-8pAAv-Pr#3Vpw6Tb#FDT%7dYyQ&$QCEZ7uf9&o@T@DYu4GA}&2AW@p}Bun%mid6<;z@nvP$ z6B83NyTlXxDf#(ymBiKH?p0uBqN`ffk-`HHnz5-E(Bf4~4iHhwPD|qf*ELHNe1=MB zI#fC_NI>m|iR;4DB{b@V;=`ii;)KjhN{-mpQr&?xI`h1J)GygjFI*lS%TYBrTH|cZ zCdtB&yn+Adt<0_Hj5tXiqbpP}Jk#_G&h?({g`C>6LuiRL2w4GYf1ovZd_dFf-@OR2T;BIu;BmYX?*8F~iU3$p$FlQkbi z+4@C2i(63jA7Hg}O*=iM(em=g{)5b*`4e6`!f4xjYoL(}lvCKY%V2DUd6${B@~%7w zS59-wSdf;t74t&{HsyYH)dVx$ao|d8+2^At!~ELe$WySH^qbRdGwCcjd$JIHPyVd> z=n7(}m!h{+(Reh(kT2XO!0sGmsJ&e3HdA(-Fqvx2N{K^rKei3)SvNpAtl5OJ(e9cS z0WByQsnApLx!2Z=HLj`HU*5j8x}sK_n-b%`fHS0SX^ZagpK}`dpV`lmzQZLpR$1yr zM9}!4A^ts`-ID>FCQ9NURm{~ZGwX5BcO_uVVi2FXiAO@yS|GmWQ9wb)^-nk{>L2U6 zgH%IQg&Jg<^@?Y!Z(XpE$CPD0!4-KF;lwn_;xe=~&r*v^Np0p=KNLX5jLC`-$dA+8 zr1>JMJSb-w(TU3mH5}EVqUl4;@Ei*bqq^WVY8#<;(qqHG;8Wlbi@Z5n9s!S43ye1D zKa$8155e#tWFzy!E%p_@#!85MUOF%gDk&*n%65miO|PCvX2$uhqMWlqo}adaqFB4x zgZS2h=+0UFJtb|qsp1tFvh3SZTGwYM-5sCxvTndb89yLnl_`+gu1=Io1%_3GU^ox1 zT0lO&LgP_vOf^hJ+euf9eT5x2hpHtm4Ab0;ys20-O*jOt9xghWgBr}(8$ zUNsueP-T&GW6{XqnY2g*{|Xd$A8XwDHGsGFIiz%O3YGvRUyAMM<$W zsr!omJMMGQo7>GVL^AnnX&V;hd4dtwCnw`H{Io3L&0xaW3Knx`gqT31>W50`&bs^o z_A?o|CvRRd1l`Om@n_h(%_o~L%nrEo+N+*-iKzv~Ca7ACa?b3$EG}C`q6<9epYA$w zdHhu*z~n*K<>TC8Nb{-+)ui&{C(_bNHx!twi|{cp?kjVKTVFp&0s0`L9)`Kw2hp;) zCor1UJ6~`P%T#02h}mP`bwqW9P;A%wNOymb(S^6u9&kBaEwa=&*t^l%K-JS=AfS>` z0)+&;RFvLt%Zr0lhM0n4zjyZe_2vilRNo5{K8r-z|E)8D4i+8OAQ3UXA=g;1I`qF1YhH_&pviSFfHDxka857u{}>!@&-XR#S8d^p-F2pSBd$tI6wNV()gF8lWLVd-DXOsgS8@tf zYps$guxr-8;zcvX<}L*PyeXF>ewPNzLP^p8rOU&qorY(DCYWxHj19TaJkxCZv{{5Z zGzOCSIj09VAOO>>2h+B`Z+A1|YOwBd!qiR-D@R&|0kMoXCwC7*rsBTJb>~-b$4pgjeCZ07}_~~Fi&q0ml)<>Gfq4ewNMlTD9m3FK= z`)bmGvnr&39I=>0LwV**+Bc9&ba1?6l@cXV*`tvdm)&AOk_8=(DQULdxmF{3d#4!N z?$uGo0~0~4-uEEwr2r4F9~yvXPqeFzDrZe`LVGH~a*qVLq+s@{xk9+2R!voqe2VZB^@d zlC5v3>emQI%@;Q2ZCi!DrT+_IxezDSM{f`p5*NsMKM>2?s9Dt81iH1~`M`34bY%zN zdFhaZdL3XQfIBe*_7g9KSK&A8pgSzAzi9#jOm_tAr%1Pn$r?|f%{}??;|E>i_L0-_ z+8V!<)ME-tO08pGoe@x|r1}w5kvu42-_8}pdG@TnM@B}bcEzd*f+q5`N=sZE$%twF zbrlRVuW`_BN=gc?S4IW}3vOUE5usmKlB!Q|Ik7bbjvyfPfO4EA#yM(3V{B|Zb4<2J zi_tee?hlIYzy*eORjQ&=dwYBFfDy!P0@Bb32?|~iTrV6keRg*C^7^^}Kxl_Fp&-?1 ztE#NTr4AG2e7Y+;ATaZ4+_FbV<%@+_3N>j|96+OoXD)p}qhKKiqw?H~X!?W6NmaaW@-$mHemQ)Wx}=BKrtW$+i3EYiOAD3Of75VNqh>|^IT(O z&2vLQ=@8OO;u&W+Hg8koa#NHv^;vbI5Lt2@e(iXnL;bQzOa+&NG*J{NQfCz+z|s9t ztY{P%)b;i`38tom2OMn@&f65w^{+NNEiQugQs$T$F<*pbsM~Q1%~vi)bKj?Os^>p_ zrs_`ly?eNu{ggH(Cz^L?zFzz<;fJ_DGvx1*T4}cs{jzLWz)b_DN#?Lz+qeZV(LJJ6!#ekf&*QV z{{wJwNl*{B_zrUvJ*|^Xrx%>%8(%X4E}zWLX1_6&qCL?qi3k$(s%lJ0}fvE}ofA9h+l zKW5>bAV)&l8sH3=Sp&vM@ZQtil@B`M$nYy2crW+J*B3x1L?sy0*ZL4hBUh2&OA5#j z<_#R=Jp;&;Mik@2OZDL@G%7;LuEBQ_8 zE!$unh+pis@R?6^>~t5TUf`z22ZyI$!r`qKc^`v{_dsyg-<)zb;@Lu5H$KUkTMJ(c z$(HOZ`PIV%Q+caNxpP3D8jC?*czsTTFXI5Sj~SLY7w@=rIv0swx@$f||_ndv(37ehCrR{3wT5oKn@pglh|3!$9?x#16l4{0U___`vom!`9v z18GZpt~4eBCigJg`&%Ty9Y2D(qPp>0UIzEWl3N$%$}I|jZj?GGF~ovXev@!~uFWF` zxI_KqfN$A(TZ)Ry4Evd1#g@V^VY?E$gcsbhooM4O!zJe0doB-{KV1E@pQKx}op-AL z_=7eg@h>UxI7a+D3qW$NuJYe5&axPbI=MEpwTx_k~rOX>p3WWQ;7+;mvPq0qMC~YR%|{XamBk`nYhy2i*r6{B~5r-b9=dU|ir zhTAWUv?fqir!TMcx4x&*K777$-b|`Am)GW|t;kI&{Vckjt|5N)xfAoL6a>O%oLS|) zWS_^4fw6tJ_n#7AF~DEf!xG=xJ^{^1f@);swuvIIk?cq}DCQ(7{T|l?T2%9MZ#1TK zX4-VRKbYYrdBKXVoqgqe_zC2I2!hAhGe2ggMzJxZDTpu{f~#-gAy_c=P%tcA;hxJf z;;St+kL5nSZ@jF$%TASP|IF~MQFFtOoxD2sK?0qs3K-j8<#!k;nr`w5kc5yiAIwCF zmiOQ!r=bIzW};%C03 z_{g^1Ro?ZzPS*Id@rP~lam#sIx;ANp>upgx4U0F`?|l@RkU;ZfMNcNbIN^=7j2J~~ z0^t|LxSN+%2#|C#a!E}=@weGM!7A+Wq&?0n=2JXBGA=*H0g2Ph4a;QMEb9si_!l zo%%&e!K^JUH{CrKBW#)tg_)lfpM;?k|;GY{HxRi8GBudUg*_@LrJ;uRMm z8cew&O(4*l*vmjeHU$l#X;wM5LOCou{xL&rZ1Iz>fsG&%3~xT1cZ3B?c_Zcv=X$e+ z-x#_lCIV!1ihA*qVts<05C<1`>nQ?t&ocAU7lj+YqR2PWhDDHLXNOu+ENK0p{va&+ zqfaIxlPQ)e3=qQxA}+}Rq|a6p&QO|!zvWvioN_I@@0}K&*7q^SM4b;&<@luO?(u1Wdx6|ZF?MdqXxI%iZ{^5kxLV}%fLfh zH35@#olcm_C;OenWHgM1zq_F}@5MAY4#g==8fMdJ=D3Lho5o1KA{B&Ag0-@cY3cNz6^Z*Udg*e4U!KkS2P%cUJD|(9 zq$`Yn@MRz(NQF1k5s<)u^STX^3-Ylm?NIeal8?CbCMjE%(uSDk#i&^#JyPZ-b4 z$e6w*Z^fb3JsCh12Lg7N{AJJnO3Qzsv=hNJpLkt*IH{fgfK^~Le8}=7TVbbe-OlL( z$xi*JUeE07!LtTRvf2HH>VRkRD{kZC}=88DCeF`q8G3L2tX~&9$ z)d-d70;~M%d$BQTH3jdPc116tG5Mn(7`eWsqSvLe-;HVHyurakh zL(e)uCr<2?qS~ptN%NcG(XUW{iWvVvjCDSVgMgvAg%tL!sWbL1vkASKp<;Uolb$~p z?hu|8@_1m~w{(%o;g+;Vfk(72wl^u4BQz)4qB@LQnrfHP@$ z5?TpY);Sk8>#t8kCtn@UEVHckHjYp9Yx2i6M+Cgvy_VRA4rZHafO`9tl3!{@z}ftx zp27<2@}}jBO_2vx%EyiivA&sH&%w7(WvG&w4M4^@GZK)X)M(5-wd2i^Yd~7$4y_tE z%$^T(`5R6M6hU|)77d*FC*nxMo=$9C9GNOSJLKkgU4|to7YF%lV`fuSX4U)haHU`J ztpnKM-YBWIkK-hfT{JgikLSPj>_o*w?=PUciYG|{AS@g3wfg+?5NjAF zW2K}7c9YtRHvFGwCxOkP7;rd*)+2sfVc2SoOM+eWH*Y(gyVB79^b%zNB}IyF!t4{8 zkDS5YMr47(T(=+S2K$}_AnOcR?0*dOz5Jm2$epolzpdq#i&^|RZp;<|R#n2(<;>dxuSO9XRhGD3G9zS0hzi zSYhK~9UyLCIpW%s`NPRbQl~d_daL<^st38mRM#u;8c>Tg$~#))@GC8iC9PadN@`&d z@=)%{EwaU;0IPwBVV`ofhc9_-d~_(RV45nuV=J!cb%A3|&jt}eGz!d}z%Rk0$Jdd_ zy&;r+5tI+)P+Th7Kv{*NRDFJgRzVZ?t8=Lnned-*!ObB zzAZlyA{c{`|4im7Hw~3|VDQnG9j!?wU8dib?oUf_s92+^`;EKs$GUK?i$&LLB4}S# zB!4D$&zxGWBV4B$#g!Y%O(VAy*stn2Km3PXB>wyyOp>-YgY<3aaEFJf5{+$WOLc)z zqR=$pB)=6XZS@%1sGUM)#Rsa?%~q<#b@$3VD_#7h>ajFJw04+UoRH8jEa3HT`HYad z4*+*`{L>Ls*UQW^gSN%Jt;TUQ+LgbxoX4&Ef1+o^6Lgh~hSQNlM2|7V_|D%;ufY(KO04v(JYtk-uUe&^I#f9+~4 zqEAF?n2z`>7SJJ_9y4;E9~T2l%B~RH24|}WT27izYe48Ns;3QsRByeTv#GElB7RhF;eVbh8gv1EsgxKdEW;h>L>sj zy$crw;#aySEoN49>u+>_LCT}kh>CgV>y6;m;tCT#srq{2kX>2vRPEGomJWUx_mh~b zJci6ftYgfDo&)4)EUZcl-X_|5_keB=keQDp{Y?bcr3O9{oGF(ZOA#l`` z2Hmrbop$$zKzj^}f=&w+b#eR@#x0n5Mb18|{fejo;XFJEWIn0CeU)y8`n}$xKg0bwJ#&G+slgh!-Akj+thgbYbyr zvYLOB4&bHY(<7>J+kgith9xM#LvriO$**kV`O%8{(oV$+JJ1f7Px8;pj$--j#Xd692e(pXa ztgd2t=fD8+--R(%eN*TASLkOD_nt`t3GB`0k*^Rl{g{-h7PrR&jR&D8+g&IC&`Ac^ zPKVB=r?uR%5xnkX0G^3WQd=_bKdUo;vs1kIzaOkKmTHa!Z3U&DywEOutE+O7w?C2p zcKQ#tnqScpI`sWTWPn-cd~xcOoI(!x;`qF^;7rWoleJP6_T>-f5<_w!C9jto3>0^^qPaI?l3N(yI6aQp>WC%%{ORrcXI3NDA9U{o` zRwG>J`l8PNTl!6kg+}>kf3|J}Q(8)cfDfoSpoJlioQ#5$OxmgOW^X;`M1YFQXx-D7 z;Xn)DUQf=)z|fOON+7&ng!m8X#>xw}STy;Ahc}^vRv977c}*_5cb{M|G~l(iMw~iI z?9qI#IsXLj-}f7+pj(f?@)uH4B(1u_Ll8_JM4;(={F^$mDfS+UG(#lW7P< zyN4e4`g8@{1L9qid*2uYczHX};2)g01`iAjc!7fb@Hz)a$A*1(9`$$J`7ob~&VDvt z`d67R=z$;Ot~b$sfenct7iaL8uHX2W{H7{7=)^T&0>HhEqdh{e#$6w#i2MmH=)37&q}Q;oGKWgWN-?fye6voB6_;o*WdoMUG>;) zW5cAX)r6GxfHs$JC%B0XMYtmu~ zK@9QtZDWn0&p4lgHs2}!t@nQ2GQ_{Pi&WZ%q7u~N99y-TDk&+|AEmWr9=ckKX4-@o zcMN=qYv8JQ<(A5&-xzF-mT2FXDGp54y@9E=SbbcUPN+4UEkXNCJC?RPFH<+9ze$4% znsQiQt#=F2fkzs%{m0JBs|l5GNjnqdprF`gO;}emsT42cP2Yrq1YF&T}ooWIj=fYke#8okbIv^bRtDY~%O=XNeIg{*MK?nXcUjPUL_N|i1Rb+j5+F8Y4 zQU%G)IY|wmSY8#$d<_bP8cW(am}=r@)ETY zhxS7VHv$b6jtbZg3fNTjAQfM@Rpej3rTfj!Q$DN1adjw^34`}%oC;F}!`tn6AfRu> zbI9kntY#_3A}0xPQ-It95;%%KiBr}x29s-yjnz5ySy265J9#TWJksGN7w zJ-M^M9hVEONh}S2xm48FJLG40?udP^y4mZZjyu9-98XX!%>gsTJr5^L64A-^cC@_6 zUh#+w6n@b$Gzm1PH*tXON&W+9f^yldEVSWL1?0Ac&TfC=x`v>&Tt*$CmTWrtV1AQg za$M*J=vX7FCApy<@;!QLLm`fh$eGftc%i5`#~)>8no}<8I14C1D5P1V%c(wV^CWO# z?8|9HKXE27UmMvD2K}9KaF^Rz2ae(uBeDhs3b!FOpkydLu(dU`>e)_5=i6VP?bR}C zB;7f`ZolY|o|L_mg+)+!<_j6gvdFlOS@T_7e;n*N7Q ziA#3Z7Ug#M$Zf}9-FvNwTZHD$qaKnuUl{d)W!&$4h(j926mGPEPHpsM;F z$^ZnuX&dQ)`y`R8|M>CY5I3bUUu$yB#z-OAX|U8hI%_tT z0Xm@{NaleXi#2QdOHkx{J+ugr;OAKgjuwWfUDn`*g@!hrnPr?})LVn*rZdGKl$8;W z+6DRmF(9WYtP)btp0u*ER$CH#csCYXLwlyTGgX0Q5#H%&`bgOCGgzi#aA#qQNX@s) zj!l>Kc~YOlg{6znKhv@I*kx-=ssGx)+vdupCd=CX_7y{i_kUhS%*6O@U$XsLTd4ll z-SvLvdfSAIt@Iwqd#Zi~!i&YNAu;|-^r0UNP>$(x!G)|dC<6Rk*rF#z14#JR;oa2X zcSc4HJ*HFwgBu0!dve*?#@U4LTTa+%$Y11U?3qlBPWgJhMb4S-KY9M!(Oym8z(BY> zy6}Z7+mg5L!Z$A7#V?xL63oM)<+^iyC!)a3^$=q(=gXC^>OI~UCTN>K*+qEGep@#e zrSmIX*&+`>{=8u;{VgywAnEQeMc3oB#U7M<2D(@|KQG;LqnSnjDj{hY>F*CkcNXq$ zl6{!FaciM?25f|`&00SFsV^z2kF!AMAyDbzq*snE--(9@dC1pv>uCj`1~m-eLG$hI zD{|^mC~-R|$!S!~J%3yw;tz_~&jrUVcVWbGxc$?hIVS-Pf?ZJ}g|>=7`IDz4=96!r zjbvH7thA0K0D7*!7k&6^Mn+~{heRvoHbvzjLe+~D;<`Z%;18lhuj-g5YcN$z=Bk$& zDvIY~?Ol1rM_B%YI(*$LNv8X4j7Cd3J_U_R%gcutyjAn33am<&(KCftvv2aov^6-9 z5Qx~sTmFern3m>KU;p->RD%*`oB83d%q)6_+b60A)W+madegY>N?KuHql9v%J3rcB z3xqs09y-@-do<1)i`YSd)`YaHB1;z;ghT4dT#ua(n>T%1h~kJmvAjrvaJ?;S!g z^qPG@D^@k-wTAWzklMSv?(=O&nS(qWL59I{-7E{Pbey z-UGEs9%h%GF|Ye%Q^?*P_+5x@(6#+s0;}84vUTJvEv?>8O|VV8_dAEX0EgV>ni<(b*TK^&DJkO?p^7Qyl5BT_$~gEhs&C z=>9PX>7Z*{Q_Ppq%Zr?1W1v3Z)x^p1NCMdE-?P&cCe)Rswl9z^XW$sp(#S&`8l7&L zemBBA+u}4MyMN#;4AEA{Mv3`x!IVZ2r*_NHi}h9Wp`=3dpZSjvul!@~Z-{8i0I1+r z@t1C971KFW03dJMRewVDLVV&y^mYh}DHC`jYhoAb50DcQ>Ype(+&a{O;)zmRnoj1j4Y7Y&)jk*j}0|efx_)2}15P5=h33@^H+W(P~YJ;uE z?_0&a(xoa@jR5jyZ@+)f#pPx7jM1$A=OX1@B4CHn!8ru6qxpq;m&uECNvudLsU`njuPb+h=8qAI4vuLr2BPwd7Vh2q(pxPNU9-xlY_*6^p8ZVE zEcHsMtW|~Kbmko|=}E~hFiXtFB=4D|MahAo&O%Hm)!)o%sBo^!OPH;ao3nBB3$&WU zIblB#Z2KQ8^?y*thxaKvgZSSJ(o0lbRGz5Qeu2hrYDnMh-Bh2Os7-Ej*%Gx^Md|4D zU#p|L%Vh`k{YMismSk^yoU)xP$nwloFjHiP&34Q|!w%!aO3>pSjt*3z;x07VOM^a` zRkzE27mcSs>kI$w=|>QRko9rWZAb1LL)_hjkDAQZ_-FE~?86RbRl(pst?TjfaJzF? z&on16J7_2qJr)*{lZrkJM_GuZej}%{9AH#!yWV3G&F%$x$cg#4Bo)dr^1MLzIYkhA z@l}2DW`6%f))I}WH5^P;qH}`Y9X*R%#U)!+8}!k;**c@!7{N>O{3i>S?JS~V%-U^wy}OpP!)Z>a(EuHsj4TI)94*pxtiXa(Zk69**q z^J`)@2;uNv)!~fN!Su{}?lX%O8#eA;IP5b=HnYLDRZVa|}#o3 z^*G8oK#ICHd?SWMulaqn^Uo>TkAv6`Z2xk?SU{2N8D+(2!a6oq1*J{2uZwQDBm(#U zpmSU&e;4NZq&OwaE1FS>zBr!h8C+t}UaRdqFy9XxVA0y(ON+IMzL|%71f$J|jW&7u zl-|ZAd$3X)vxKgG%gZsaUr4(Px!hvOqTv}0y_@va+}Gwj;GH<#5;R@VM4nOHyE+`T zJ@33t@mJSLx)~22@ASs6cJmST3w|DU7WR72H!Q{L)=n-%Pn{P1Nywku@^~`fgNqmR zV8{f__b;Z#865K}^2RM*+7S>E#QM1X=d%>WzsvX#ua2EgkiT(mPr`|jj!u=XDV#q* z@QkdQE|Q;L>M_j|f%~v!xhnfyOR-1tNa@LX4mP$9DYmw{`|?hqD>*J1ztc@+IC%)kr7&uSY$NITWG4jrS zJXLt;=EA-E-7c~(8W#In@Yfb{Yl0x&rDwT540*cHec-izo<*rPe`TNSd8y_1$xQGU zd$=rmQ#z&-tnI~_75(njn&`*5g~MxPJTe=5C~Z$qk0wMst@50|@m2N(-Fsry30pi2 z!hr)vsf%d*1{bBuO_-p+hroAl_$|v&JeV%+n|HM1MfWpg^_djRug@qR)~hPNJ9^fc zwm02zKd$?o2C_vHP~5xQ;dhyj5?AR+oDkP_WPL`~1!2V7VbT=F%i`Z;zSq}-Ra#`y zud=(Qh&kW5CH};#>*T+E2tnSMe9)sIE-%|>%*zRsDE+eu5P8}P`_~d>v-gJmM6It! zwjAvy%fYxmQu3eJ(p|RCWmc8>QC8TtjYi`@=*x9Lmn%^s zjbr#$;o3x$1m^VV6#_sk?wLo@jQSH^w#DWW%ib^u+(i)Kx}R)pcD#5KvO2JER+=OB!jobhk)%cS(bE zC?(xUNq2X5cX!8k5P05i4FAcv=iYtx-fONo=UU4xl)z9eBQh20>1j?7+pin*RD0z`*W^Y+L<6Nu9u`z7lQw?V>msFTEbef6J9-vsQ6!p zod;9mluBwo1}?QRDg0I>gcStuf)VhQ8KOd)GzqmFrgB9`c>1abk1y|l+;~0enT@vk z(HIj$(W`pJT5p;&y2Uf8>HD`?n!a?%Te*YN->qX{sB7?vxyI)L*PIZvX!3{5hL5Wm z)ApeJoS}#hJZeq=ACs<&eM;h*0ps5t?Roq7l>4ZU)-R3~N8!cvX>-f2tOh~TV!_x- zZxxo6-h@i}QaAk2_~Q?=$f4u^?=e00{&eO>(0v5fa452g^)&stB1ItdKnQkxd~^9o z5`oF<1os8|6gJxDb>qbX!=#*+K74VQiQp$f*Or|SQK{V}DLDx|th$P?pvB2N(6^6< zG_A@#_zZdwO#NoJeZ+&FNhF7reV^6terfJfYr8S~p(qbdNa*@r>0#)alWI|e5tgq@ zld%tJO9}+P^e2FQpHk9{PZxN>=_#UjAQw5YBdDvZE9>jkq}9uV4PQwaNu|Y9ZC`C{ zY)lF6If`~?Vr1kwupx%}F^Xn7NY*^a7r`i(>SN;ix`9%`)CFW%F7g*)VCEHdHw}lv zR=3lyeE5t+3$hP^kkLn#_7A@?D=B!CFV^Y|T8-91W)T8?7Y?LE-J>MtI zEMZ8j31mTYM`^L?`O9&fZ?l`9)HfEq}XM$oGhFo>nFc)Gvh@r*aeiMeQ$sdN=u;)qW@^1&+Sz zjEt&DCe3s;*$oF{a!Btt>oV7{-FG3}dB11i$(el{V$Ae`OJ_xTet%yVrmE zgZuk^>^JN3wTLgQ-A^ZEl?2!pR)1!l%E!Nj6XGGRrIZknLOK2HB7R4^B6-#p47>0v zl~8$hSPGtVYZ<09_IPSPIOY$=6}<{t$nW_6x(F(_E8c9}w~^`xy|h1XK68WepmzF~ zV<*;H(wwx!1?x$>*-`48WJyM>B<1bhiG5}&?{UmWi-sUA{ar6L&fW(f$}eUoAk*pW zr++0U3&x=MZDGHaE#Lc9ebjGncQW6J4DXon@4|?YfAD#O&|1j+$j_2~{~dK@w7%s? zBXx0M1U9qY-}m-WnenEQB;3#f?=Y4rhEVoPNCNP?$I<73%3~>dJgVEWS z;JMORO?iXJBIhe{-4w^$;3KeV<3!b&;y{TGI_f4h;Y*&6pEN)rbi*2LntoTbMy0Lh zFh=BM_!Wdr(g8PhG6Wxjk}GuhFR6Bd0v6Com~BIzW=xUAt_FuDmeOc`^>q#QsEBfw z+(TnDQ}`k1&07q63e7(hj{Yq}`?1WjVXd*bvZT>r=Qdk#_s6Lcb*udfBq}%@6o!9# z#KsChJ36^rJ^mlhhU@EYNXM%5rbM~7HnYcCM5e^%^pzalyKOkEzjTDImRDzAR{zPD zPnf#SL(i1!7dinUo3taaaQct+aoBwB@q%Nm+}0#RVAB0|7e9HBrU?cKNzay{E4-E; zM8}UHkG7^5Q(7Ol)@x!7(u^w%&BbA`;>qTw9lKZDnv4fFv*mt&se+Ngj=AEPAmd3M z(0;x;E|f-SCoO^r*m6;!40|@$dh+K&`%tFIS$pnlR#HKVQ-|Ahin7T zL*ralW86AS*o{CxG!lUks8%SsHe8(-iE#qjiS!~W;%lIzp#~Psz_DI=WmH$Qqc(Tm zNh>O%C3X=XNI5Rpu7CUXP3H}Lm-PHZSCRsnt$MfJL`(G-MpgGUE{X$r<@VD2n(hMQ zXeNP%E?rZa;GN4`Byzu_?(7x>X&5BWrOls z>!-+?LLN~;|NW>4SKnR6>NJ{!XavR%|D0`N&DEZg-!`RtKU{jPfL$>Bov34VIO7C6 ze4jDL37+m+{F^4xL0(-CK}VG2MMDu488zY_f6Oj*I=8g!0oZUKYRglkTYd9*qopTh zzZgJPsXZ%m>)Y4z+``tw-Aq@H`WCc8C)3l&7MrneKA~In%@zNq%Of$@rvKOJK#S0m zYaY5^b-86*5~lrxVi<@T=SdmeU|+I(;&3oe9y3=27WX?ef!1Y0 zOUd4E3FF1@iUO|vV0N5L zZN4I8&_+V%f%YloB-Gk?NL_noAv${WAt>>&gu3{it`N=g*UpX$^18wV+MwUhHH4nO z@B!o@C2g4Sf*E^YeA1C->(?KaateBEh<9}&_ZW@m+neU8Hy1_`to;_ee^|SxM5g}- zI4d9hZw_=r-~N z=zl%g0Dg;VIYz_1YdCB*5c`@QeuBNv)g2(#!CpRJvcgyL(?j+4O5Dklt+7QJg}w6> z-xC%_No>tkKU9ARHHebm7yYHgZ}@QyFbC0no*|wHfZRB0%i}7KEj!`Lk>@;kC3>ZY zNN2rXU+ji$k#d7g9F4qhb9gFE2q*DGWAQDqh=yAFT3gact}yAm3&GNl8Gm~;NZ3kx zR;ev0xIP{@^bz&cvOO!=zz!W?zIpi@>4(7|C_;qa_!oNj&Kz>S{)GO7FjLUpi*RG^ z`QpdvzvSb*lfM5*$*6ZGBUeY14*0hQGiJ>>vCckc`mYP}o((sB(z{6+isunTvGv7&G&k%{$zec2X)brhj< zZcL#M_a{uC(}aYkU?4lU`Q$0W6qv|;`i|ds+EYg}@O7J&_yg@C)|1MEsI6>3VWsBE{Te94`N2bvPTy07aB>x8Gea5<&u1atj_ngBx((xOPo&Lo4u^9$P?g8-3Wh;LEj#Anw-Z+O69Wfdl)4mkGV?m$NF8 zvhlA}zIN3IuejXLFX+d&;W1_e8ww_!BT1k!jG0^?$%PrGRcbMlRH~tn6OByA=JTr8YgPg=xgMBq#L} z@Zam7ZbfxbfP5+Z-Ba~^QKiHpDarid2AWb3td6a@nDhuGX`I0CLhJJCvKgq-2zI3< zYFp}8ys4%k_?LY0(tbRY(MJcSOQwBph-G$TnD-R)SC&yXg-@Dl*^MhthNH|Qyu9%< z$j=K)Q?BKpMx-3Z9)w~w7Do!j`0A~W&aw#{?Op=J5CNGxN?MiqkpYv^m{$>RtcPJH z%FKP3NFg7Ymw!Y+7jR4>lHR%gcc;R>cW}FTJ9{{G0v!2U+vf5irrCsbm;?iZd$E5c+|6=kCU)3oN-YtwONJO>ibw?H513r}3=eu|PHp8;o ztEG~{aK+leL_i;ktlA|DR%wm?^ExSUsont)+|G#jaGL3B~Aze>b*Yjz~DJr|>vfgWAdjB#kY&`>(C0 z2%YuUKq)(~8FIGca8TyN=}ryGPcj4XpA&EY+Si>RQo2x{{ZWP6P;(JmW{=zR(>8;B zVsNzH0$@eFsZ->c?MS&m%0B(H*evDlO^aEv#jrrDQd7z za+S>XR1hf6cjvO3UCZD?2K4H;Dx8zxD!5HJoJxD+nIAX9slg-9vp#J2!qekRfNQes zH`Ydn=~fnLptXoBNV-&ROH`$UO*S)&Kb$KCv)xFtW{Qt>4L{K!jjW#I(jOFEO*%@y z+`Vfn(O0Nb(qJI-?va~BJ z?CjN&VVD?;R5qA?+A(!WuR>7jYQgDlo_CN|RO63sTFbT#sq|0z?hd~OYf-aC>k;yl z7^g67bjB-3=xw3F$&zA{ABMz*WI^a6N#8OT{J~RM=ssE>+XN?)8T!RcFIIlv_uI}TSo89I-<_hvN*26y_sHT_ z=}^B9zkDY`usi69)=mtRe?-z_M0G>DoQtV!8%^G&}U2ooEk%gQ+yYa7ufli5B~$q zN_)|-j^qmJiJaZ<5S9vks;q-G)OH2=84!Q$dp|Gi?0cEEiu~k!1{T4{m$}Tr4;st- z8Hy$f5sNhJouM~jmH`rWkqwRFh#PJo8B&lXSKP~@*~Z!G#^X>}au zoYW-)`KU`m%Ag>Pbtc|0pLXPLGfG>H;1t7S|BlRh!lE9Q;EzPu0X1HNcYt6;X}bN)nV{1N?lJd6?*%oE{F0d&E;Sqb0XuQUpvrmC!eHlNeo$RDnCJF;8s5lmkd>5y#yBe0PK85O&u)mS=uI@sVPI*jKF- zc7tp(_{#ReknAZ0MwR<_zAOuGjFsahf8jpui*}e>Q)@)Uh7Dml?KM(>f#m48I$Y4L z!YH)Nh5ZaZC7j}@{A#S>N1{Y47F<%gsZOR39mrw%j-$u3E*WKQ;zP>r53=nAbDD0dZf==*@BL#@| z4yisXg!g`LX>hUx+jO7kPO3-1jrsvx{zWq~Av&y7PhOlJ8z4lCplx2BlL^VQl)V!+ zUAU8&wId59<3QUtF7$0{%Me*MI{NpMf|0)qwdDs$y>>XwyNnHD$h0bf?S02Mhi(AZ zc))_o!Vg?tdT5^GVcwG`4a+Uzty6M0%5pSj(3q0FQL&?_IUuvvH_MpGP?Km(b0nXj>xq^dL~Z)Za9& z{$43K!2wL|g!cUo&WSdA1jfMQS!yKnT-W-577$XlF!l3rT~@%RO3D4+kv=`G!GEtn zrZ9@s)8tVBYW`K@n@ZS3Lw*ryL37%ou-+w9p7YOw3oM-tIS`DhKhP4rgvD8W={@u2 zkI8qa$=_Wm-m4oGBW)<$y}RRsD-kP9LH;u?(H6di*7WIOR>1NlKl`i|#^QAnb6H%? ztWAxMG!aa|eCy_iB?wOg75PTx4S{Dq(V{9c-x?0}cM=m(UCPQvOYg(o#9~Lm@imXP zFJ$!uVoFJxaTSBYGraD^0N+WZq&tZ0DDG2DA93W-gzPVLdkv{$;AsXI1S0r1(3cbb(nmba(hiQUN82Cb7BJw*RVI6|}Up>j{TTlDE3GF6BsWkG{ksQuK{nwIt zj%XDRyO)!d86W=Cvw`WO-J^$+%h?|Phx8YFoG9Hc6)3;G*HG&QymUK_>cW46g}WbP zp|WUW1ATDdj0)0Od!8XRQlimA86rG=(A(&v35S;Z@LzW1-3B&D=T#%`ki(%YffMCv;MnY-#b2X^(SuiF?X3du{@`&mh5QjZmg!@a_rv$x1qR6@weKhTrl!%m<**nN&~0jH zXQPYq3);nCmp>hwO*3$8FngB&6|ZoKq( z)2?OJ_hHiA3daNrXLfzy_0xrP3d4CV|H?i;>d*8t97-GfVm$I(979}~(bkB*$oozj z@CYv6Hdo+o!!yq=cJN7E-sh`=Pe~;Nyk^tDVR^(!#9*Ob&Of+E{+FE=_o(_`QM!8< zCE9Ju?%`#(vB^IOiB>rtd^+NEZLMgb>vyJ7DXPMD^@E%6eU`>N=)sXndguG_AP+~Y zQ)m`>!ysvY?Y2)c)K`r*0e`bf=J_=Qvf#m3xQw|;nxG;L!zPOkgx#vhz@}0LdMYDH z34$&*+$Agyei0l?0~*obW-LjbAfKz=jvh^TJ@8wb>zrIC2N zy9t5s;^0g$>wj!3uJM71@i~K}06P!OT-MWjMn&PS5E@07*gUtl2!}$an#YpgRJ;M~H3A%zCC+7q;pS3Y1;&_8nPraHf(c@d{)Bq3hBwMFG(-F*2yC$EP zAcI?JV{?^W4|Gq(plxFWzLFXtVqs9qQXzDjJj@%Bqc;YP1(1i>{fhK|LBB?yD%?|U zpo{%?xyQv{I1wBR+tH?2w>Y1auOO z{Ow6MKPot2Iaq_e4Mj{G8GOFiUcnH51j3*!6|i-lcHt}uVz7_pisHb^6%O7e!*Vdh zq2`#mcA2^JOu3FGfux2t_%*KEd$m|i$e^G6KFq9~kMYx!2__%yO`vs*L&=|yZgox= za~BB3T0>wOtR^s;8d>qE-oOJ-IXx}pKA==q;8#&Mv67pefU!XHw+#WDjSIQV^C2)H zX=Fi~Qez)|>3TnmFO6r?<~8uE_2$!#ZR(9rLYvU^L$imL`b@c7pT3Sz+Y#9>Crlvz zc(rw-8Jb!+{7Ynv-d|=j1ixz?mO2A-h2X(BXtdQ$&z_n1u;aT4Fn{545QGKI(w3_4 zz!TrYqQsD0(^By+9WjAcL7uY8Pb-1@sE7W)6mjqqL`4~B$tyZcTek;S9o+lQnXYmh z?t@^h>4e`X!Uty%w!fEL!@G%D>zP}}r*tZu+tc0b-BPK&%i%|pD_xWsSx$@KcP9u| zjTvEag7IG!veaS5aO{SWj#<*H#K&D~OF zB^q~;BeSgftaweqa{ADZI~&RUL$rNaV}soSx|or113q*IO!F7f7b=H1{5@D`lw7j_ z!N27J&Vm^@?fxb7g!>h?7pAVy@a3f60DavO@>jfQggIOM&{=MA$h_DJR|+0e;i^_6x>3Xqj|Vu257eQ@44^F0uIObqKGmyr1gi`4GP z&EF^7iI%sfGUADB0=O2q_O^@4tTRyfN>; z3#B_~wHRNnRX&UweMRvLk~3atxr~9kDGZ=>4V!jig)iX#03bR~*X7@?6An)dUpT5~ zah#Cl9h4hq&FA{KVEY>smBVE!g!U*ao)iZLP9jg>fWQS{pj=cm*L-nbh*e+pbCpDt zkofyk_}fcm)tm(Iy7ozaL2cdbXg)L}OL2N`Z*N!40)0S}-0!bScw&1{>_bSOuA_D2 zLtpQz^&p<5vA_YFh#DfdBx)en-!J-FV*pe@oXrrGxc7WMRBJ%2@J2AIX@7|p&<<_y zdLVmT9CZEfd$#|}XuoEQgwgOv@Y=oq?$;I^_<-UUD0S)=IDAke%|79~zOH3QAyx1U zCGdkDd73ug$dKH+(_yj8vm$pKIn&+A64vGKMEG#Xz?7_}KorWu(-A4%yX&*6gZi6N z8Q1N9E9JIz(@=;6h|VBvhfk z0`@Nh<#mGi)|Oelpt;?aC6A;I(E(Sw1cbTGl~J1JEaXQ%pEnfgdtf|BzTq&J6vEB=t(K-)sX;G3tM!Jk z7YpuqR_BkizJHuKrg=TCc6boP_@}+*S}EKPc+CRIyQO;dN5$8H@Mc{60%A6<+>WCA zolwi4uk`ueZ?>9&^x|=)8qqy*s2c?jDs^;qns_+0Ph<< z7EI?FOP>3hU=PQ&GO}yGRoX5%CPitRtxjJ5h_T@uoHbJNP zyZQsj;z4HDr&}dFj#Tuz47b{1;W^ekAc`5HhLVUwLN_EVcmzHtK zMZTjsIRyvrC46QBY^Wdcb&R=2TfNZ;iBf^W<2WqlL~5gXc+SJdxQ1Dm#3!iLs0J=& z?g(|F$Q>F}%)_m76uoeI9cJmYS5vILfL6aI;R^5vKknfDH`X6K%k!zYu?L=h2rTkt z_HdM2#z2M^Cb~@i zM7wgKx-itX_TA4?=uDM$vgYId^kDVpxRQINst!q?n*?KR%Oe7IctokkFNhBZ?mmOv zI)=xF7~D>Kpof-)AYr+bG!)9DqmKwgH4{?l2me%KP=0<%G}yh9{8DwK$HJSg5<9P}$jCSb99s(ni3DX46+JuEY(wp)8;efh6Y_ zjI*qkWHZxD#SG9edR(51l<=4Lslfk6X&CSHh#pYOH^M zC(M4`jcvI7n2?w#qoNXc;CkTv_cyogqf6B@pSZY1HONtCiu7-)T^bg;N#iV6QL2>E z?qRN_{~jlFWMzoIYrCjLUxNrIuXUR+94_wT+wsr_w@Px}$O7ZMj&`%N{5#`?W>9VE z;CTE|7LK(2)nghVh=1u0@AHtFOfPRyhV$Bt%%e?+Ur+%BJ^JZ7?{oxC@~R7xf$$q# z*HalP^=hWf-m?i{*r<}8zrpCgRM;xAG54BU$31W%g?;dMPb2yQe3E=QM1S@=B~OWb z+mI@Wj!D~BR!JV@M?&=fomeg6Kx3dd^q54#`6ijn4-K4l;9LuYhv^$4lfeYD`o^=p z0TR(o-aPvdn*bIi$TyX*@ImOmSf@n+yjStIcx62-W|PJkYE?RmMc!aM9`1rp!U*W| z-6?Mz4m%)*r@BAfqqA8NtI;T`9ND6ZWL_M$Agrv#YK8{%C-dNqWJ>H%p%*=+(l)$6 z|E=Vu1loHDO@RlLg9r&tU4yy6DnXHaBudH4bF$!Ej5iyO8!e9AIXJETVo%{A2k|Q) zWgpFOQ_Y}^2ZZe*x8q3_YZJqvurmW{q6_}uB?8a3+rfl>8`r!aSmj%OUvIy+IM~kw zb+`u%K*7*~rD4c0F*EBdHT!1g<+TK3Fv4O1CZ|{T*AorP@rJ)VgT;2yWaauyD}v(|$hSV&0k7Zf`k=w*6zQTH1da>^6kk z-Co1dpELIf$nb@|UurejkqHy+>efEktXqjIbXAUsYOxw`I*#O43QwMd79jO{5w@ql z(;PmM-G( zcmZU1f6E2ei#Ax4tyUs9>|w+b*PHX-O+e}65iq+F$7;R(H3H{j8^xbVus~FGJ5eAf zYay)$3<^NyZAb~7Rg0<7SGJX4#{Vg*gr2;_K06IAK-=S6CA4NDm;U!yMh6Eo81{Y0 z7AvdeaziYWc+cpeYUf$oqm$H<161+arM7W{l6noVL}w42N*rPhoo!N8Vv%D&T*XI& zVWNghxz;X{wB10bd@~1ZKAmLDN9pkiA{7z=sB@x3g52P5@UWEo^+?4O3_0X5v}2tH zl}cH5pELm+lw78GKwochpoBcn%`T(M?NLWKBkg#hdJx|Ip?^t8aZgXrr;=BH4EmZs zL*abb$dY`6fSV7m+rVMJ-)cLd?yp{B*R*o9SXi^)Oy7ZxObSR9|3LgG%;=khBX6nX zR)5=tZSd$I7M+EuGsRPcu?}_0Bh;1EPjWJP)czaSzQs5$BD1!?p3+Wq(nCjE^oP3E zAk4dM+Nxt|sQsi}0SO64FD3!te`v{TyZhxWXB(V$?zDh&4fx zv!_UL>;dozTuR>ow@TH+{ms#mKVD`*8!(+S#Jv8B1a%&0s0j--tdu$nG*H*=;h3{% zfeZJ8`%CIK3wv`uW3EV8qWSj}L{XTQ20rn<$bPLJ-HHb`=K&aIDhKoB+2KeG!OX0< z3;=jtG2`g{?d)tc!+jSF--yc$=xdgBS=y zz&IQAOhjH_ueIvy{%j}w4YaA^?MM82h5tPl$|sdjdyS=M5ISk%N{gDJJHA%>rH-Ui zAKVJYq}q%GF+@nWhe6$<2@(T?A|WB+u$!`|%!oEte;AWu)E5SsWU&bf50s@;VS)in z!k+1u;|g~YBl2egbxJhiIq%YAQpoxWvpv2n5x&K{gfmvtw$}jtj?6z6S93SO&foUv zP|)vVa`^HH5cZfr#7kfPHIktFvgm8>&FT)|fTa&oVp5X!BhuO*$ks&h{h`YWVRZ&v zb+%R@_Ie$KM`qSfdD7S70t zN~;k(^~aFX{2w&nl|*vLa6)mbzDtJw$c+)C*86qJL)SQF>zFaq>O<&^4Mf`OH%&L* zJ%|#eP!TkU&)NYy@u7boJZIH>K_q#p@X??EZRl>#r{sS(iX$I>ZF}HikvcD#TL5X# zEBf^1H`>``eUZWI7R-g!+qsh(@m5#HSGe9!kO;p4#sVYTj7rl8ErG|K`}Q6fL;*}f zes4c(38mq@SI(>}m`mY$y_IE}W+fyj?Dv+O)pWXyS=V>g!g;>d@u!~*OlRGvUk=MK zwt>K))XF{9DbLx~8@z{0;ZiZtJH6XS{hD|X3%av@aY@~L3Bj3rP=5l9vOoLg6%U;3HOQHp|e%75PGZ3x2U$by^kzlY7tcgK=<>PVb!K4?&=*1-wv zGGBi1njwA9NAn95{((+$4a47d=7vdOmB*U%G)VVxj#Wuo;yYOkiq&3k#sN-bMNQXF zYBcn`!>mCc@AKgMGAj75O2y3L3TA(cMviLNG+42bt*y#Ra@g&PIG(ovHnyR`!4$8P z=W<&(@Ocr$N;5}DbC%sXV-YMtygZzRf?Fs*hf3o*-9%2@8prqWg`BTa>7klAq1?GP=p`u zs-t@HV^Uln-w#Bl88AOxELOq5#WJU+H7sJ;O`g?ipwyX>JZuZ34*b^E)~bh~7&Qu7 zTK}0nzky2obcMfDb`(o`g#7;SZNOWZh`~j8`jlX#?6=HI(;@CnD(1d4i_&?oAIewQ zqI{M^nk&Aej4)$+BbD?s<;+xQes-)N9lYjf;EHnbR05p=EsG&Yuv z|C|mN8P;KSRTL8wqcpC^W?K=ZEJYXoCoW36INgd_l_fq?Ty@;qpZ{UZuzJgvkHDdB zUg_|BKN++Vqfgo+-47q>e1LAbWPx5#phLvJ6g-O{Yab8QB~ZH6+r^}(BHPfaY(kN* zfVLL<4J&1p<3@d?_FZhz!)prgqjqQvv)Z|U_(b=2_Mlp>5mvyf62BAL(U@tqc$s4X z&F`D;?Ha)JS%PafxB6@5kND9xn=?8UG&zZmUS?spBt+OZx_9yUBSJs7SAgdNUd{4{ zXhunW^eO*t<_fMX8<`1?>a1vS^Q*qHq#EzY;gUaA%yMYT7y8u!wk3Qvp0O^kTt>2` zOxLv*mvl`mW`2ax%0mNQ!!c4ofC22x>|-4n)1=*(<*phOcSQ>I>6YH#kmYgT|D}AG zzs%d#sRnGMy&&}{BU@0v!S-)F51Zdb(Z zn5;tK_m+)pyEg}|R#p<8OwO@{Mqf-!Y$h0G8#4d&K$O(b6n%vm_w-vs<_Z1 zJt5Kb==79uX6QQ3f8)on57O|-^-RSUskkUrh>2FY7t4sJe9fO>u6WlCr6nJ`w#Yu_ zG%J5i9K>=&&?esUx%4zDd6jS^=8W!VY%s;IR!wEJwRez=xN-WN-AdZ6WMsBK5capw zDfL*dc&QI6LHnlhn#u$0KPI-*97NamFj%6*a~sS-ZUK}H4wwZ?t~V$-#iTGCqY+qm z$Q<&ml{b)X2$C8cDEjm7pYePy{@i_@hMy=dPM!F^T^kcjckKI88aq%wrllObK39}` zsf0)dO=d!NylH6uO{rT?#U~sb`Q)#w|9qt~@m~@c8oHH+9zF1uOivzoc{W2vWJh-c zS+o&yv?)7sUEf^QogE@p!+10f)#VvAjECCSdk%}}XeQ%6v;~pGW(tW!D_y^(VlE^N zUDeXAr@3jP5d`%xr|;S6xov4yq93pKjztPJ?)z>A$^4+H7^z41=(@x>+8H+fPMQ|Dcm6PgLF_jyw3Odk-H*Xg?4_sKK*yLa8hro0pxN~7wyfQRKp-z_y zu?`xSMRi2c|FP;odom26wmuyN3*F{8aq(>|o3MH5h)Vo8`e&Tl`N+iSIf9jE{km@E z*N~b}B4{{HeKOb3CG(QKZ|~D=_-1?g$pZN0AGJ*oO`%q4|RK1<0G$bf{&R0UF%{Q)n^A_ zY;^>OKHH-;esxJVI1cL@}u~+rq_C?0o-kq3%n^{AwCd z#oG3;*gFULQ%uS;i?dP@<<>mGodPydZgm-U7*(oWIn*cgZ-6H8+}qh z@E2f;4f}`Q12CO@q6u)O*cwJNR=3x_?Re%!S0O6O6?EsjJ4)*R@{!V26!Y}Y-lHic zvTPUP00yMcDNYy#doWHOW#~uwO7A%d(h6=w#`@`Ss+vV3opb19mI);cw>UA%&I%-l zoP>xuP<9Vxkf~fSesAgHzb%^j9%8po5IBNnd!L4-1F>G~ASoR(XKoc_?6FD3p)#fR zNue{O|951MQVv`p@=3ulISY=76bXGWry`?*-mF!6Bk1R>Loru+#IPV%>}UX^D&h>H zqGiNQaVMPepS~P+g0mm&34gCNg&pO$x~sG2ic8b!a@6E3yDmd!vAUKOF4FREwpruV z7-~%{;Dpto6QATpMYhKd{3=7AruYC|z<=T0nIu`5#R;0~2D<2!Y?IfOZBf+ese>*; z&z%&pu?m86wo}G_Hz(KJAnfbBx3Q{)wV;~``Sku$LrBZwPg|w2yKW`AKW={SsO}mA7VKpM1vnBRw0cRU zz#M37{DXk6>EAEh-lgflWV4c*M72#QBVtk~e_Sctlzgh9+0LHkPQUQhX)zqG6HJ>X zFm>E~8}!WVJMsf`Gd6X1T3Q-&-o}$vGTFk_ z*dvF&SK?sKxv0Sthp_Iw*%E4A`;+hTs?*M}EUB+EEPvy;h*FLHLWqHjVT}H@q`lfiFFS)r$-QJ=fi&b|_4FZj96$`<+0;U1omLE3b}xXL1?5KhsI#woFbuoi6A= zu|^Oy5q3xgSb)jN5$A~2K0Jv~4;#+U)%p)X^@oc;DeiRp+l|nacr2T-w>~p;|)AMNk`{*Qr~db?uJJ;`WHyIB~-saAB5D_x`Qgd zV3-acBs$jFZh;P)11O-PX2{Zeh`BNUm>Clx1Vt!7=3hHVt3(gC56LrETc4&8u$c3y zi%L%l3kn1s9UT)jouQ(mqfKM4FAf&$lEk34-_g~~!Dq?wlxwaFGDNt`jxUM0jtHDF z$hH3rJR(H_${J!yMn%{7cNS(s*Z32imXZp@%h)qjXnVl7{&$y9lyu zQC)YhbvfqSbvYKsyQZlX)HIYrhs!VCN*-yRO#z;`1q)ce3AoRCi}(<<4R1q-W!15# z7Kh|*hk9!>Wcv*=NmqVcMC5nmjJJVCSpM{NfrNn?nrZH_jg0AsOo}2K8SK9G!sWiU z1@Wg6GVyYa-+6LBmG(}%rEo55X_g=}z8_}0A#pnCLASkW_ubplR!B_WdpEKb8IAi` zjFXUa+Mse3Y6Ge!Gf-C_r}(LMDZiIAT2AE06(0-gnG(k-zf-5Mr5`Ix*YPqw@m3J9 zCnuBAfz?F2@p*~K%CjH}SaIg!|9 z=XRt}eUFtn+GHrS-{c&xX6JfW`2+LOhDCAKQtCO9n5ep;gq6{_aKns5yNgybEak>| zh=8*NnVXxdLu;}|MV-!At~VpEu8tEl-g$>VLw^+=uQ!|}m8|!z?P_dvwABD4;@Bn2 zcD1~FTe;uj+%$)XjQy&QQ5w=qY333M_x6xTyzIQKhtd4AXG?)s#ocww=iAjD!=p-d z%9-2I&jEAZzJg|#3V;dz_;#R(akDkwwnLZKnn&q^=aug}a}PmARhrMW9a8^_e5TgF z#p3T;wlTf!tR~)x8kOQWktWi))^>GuHDTkMQtaezq%t%}Br=rirv1Fu^EkP;g(8<* zX5N@4){X6_9#Ss16ehHsk*=O5^^M6?g&i@laf~vj-;iCo+{>>~^@yCyO>M5Sij2c4 zqurdNFm_fqnwp0$dfC@bPR31cgBymHt(4@@RGF*?*8$aBdhR4QpV%t)vhOSX#m+ZM zHCe29zTRjmqkdDH)4)9bn7u2Ou_Gcp#*^m|9NHvb<#HRXS<}N!G-g*qiXO+tEiUiQ zh8n3Wx}}Hr@k(!-us~3%zK0CK-Gp@Qb;mx@+*I{y$s5ZiE5#NnKg|yS1Lr4BBMi{a5wf$p@}E=10F# zzUmkFPRQ?YmFWZ)MLEtj7trMJp#@w3Nn7~c?E*16MQiynUO<=vEG7l?e{J0A_TeLUq1A{yr`lMUe`Fb#cdX>-U_})12u$}1KR~sH( z``PQp)f-KR$SHDqM4u(vPKHw8_~JP?2+grHjHpu@lQ(T?{`xMfi8mR>iMhXn+O#}8 zFgXbMln00N)6JIQQ~4P;*qq4St=GeJ`t{;B8*LleQrgBAdn0nL-cqG;~G zq1+YPq&rlUV4z$z`aI5a`$tczebidCl_)fzcR%|@uPdaw{z!QODqq7M=aCkm20NVe zvCPyCux%t&=;A(7lf35m__0{5cYplBv|Z?S1>zug9=sGQ+`cn%U$Rv=U(f`khHTV$ zlPuP9J@Af=Hvnuz$7`(XmC+)@6#Pw3*Y*Gl^)r4Y*-2}DG^A$^X&U;`JGnsxh-wG9 z*{1h)Lk2t!QIN6ww9HRBw(*mW9l@w_=J)pEf@ss)>01x_`X^$87u%B6cYu*#11SaM z!ecN%Wc_mbmUyvOxeyx0b6>TmhGQ~a1~Z}IY--YHxkYLy4`_0d>g%-s{5@~MH)!h6 zmSCN@*jkpmi;_Rfb!M&D?sXzt?D`2y%a`!kn+o)~#nstSBxyroXC=d22=aLNVnJ@R zK1rFuh?jHIuV|b*!nBCFL8+4w2Y=(uT+H>@W411<9toH5Ifyg@?d(fs%GzW)es|W6tONb{DmyK~Dfx65?IRb||K{7xIyb^z^3^+xvaL}}Ykc>r;E@p5FxEG!^EDqldA&myew(gXT=w$|RHIg*ssSno>3;}4oZa(3E$XhPE20gxmbJ%Q z#+4zCFSeQ@3h> zM#sldDrZieJ=bQnh@F{eV7jU|SQV>ChAU(xDF@2)9 z^{vP_3|T)?U2HuTy^tlznC)xWAMyj0y0Q-SoOEU!$9%2>GIesr6JtD;m@U9cXUHmJ zSE9;^a8MKTt+s1e95&J67nQiPn@}@_@>O2wOpxNvLWE1H!;dSYm6fMv6o6X^0xW1V zh24E-204MguMB1vm}I@+auO1EKOcB^K7#;I)&5DI5wvE&h%~^5!tu;dZ-`Yq4u