From 595451e88b77814fb16da06ae4af3504c821bf29 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jan=20L=C3=B6wenstrom?= Date: Sat, 4 Apr 2020 17:06:15 +0200 Subject: [PATCH] add new results of needed timestamps in total --- OptimalityAdancedDiffDiscounts.txt | 9 ---- OptimalityDifferentDiscountFactorTotalTS.R | 33 ++++++++++++ OptimalityDifferentDiscountFactors.R | 43 +++++++-------- optDiscNew.txt | 9 ++++ optDiscTimestampsNew.txt | 9 ++++ optDiscTotalTS.png | Bin 0 -> 122086 bytes optimalityDiffDiscA.png | Bin 26293 -> 0 bytes optimalityDiffDiscount.png | Bin 18230 -> 0 bytes src/main/java/core/RNG.java | 6 +-- .../algo/td/QLearningOffPolicyTDControl.java | 16 +++--- src/main/java/example/ContinuousAnt.java | 50 ++++++++++++------ 11 files changed, 115 insertions(+), 60 deletions(-) delete mode 100644 OptimalityAdancedDiffDiscounts.txt create mode 100644 OptimalityDifferentDiscountFactorTotalTS.R create mode 100644 optDiscNew.txt create mode 100644 optDiscTimestampsNew.txt create mode 100644 optDiscTotalTS.png delete mode 100644 optimalityDiffDiscA.png delete mode 100644 optimalityDiffDiscount.png diff --git a/OptimalityAdancedDiffDiscounts.txt b/OptimalityAdancedDiffDiscounts.txt deleted file mode 100644 index 6f3b51d..0000000 --- a/OptimalityAdancedDiffDiscounts.txt +++ /dev/null @@ -1,9 +0,0 @@ -// Discount factor per row 0.99 0.95 0.9 0.7 0.5 0.3 0.1 0.05; col: 1000 foodCollected -2227.291,293.974,167.684,117.521,96.234,76.003,42.731,85.039,34.988,51.885,50.998,28.669,41.673,52.083,30.215 -537.895,59.768,41.445,27.915,25.43,24.127,22.922,23.301,23.769,22.993,22.633,22.866,22.95,23.823,22.323 -286.021,37.013,29.013,24.655,23.493,23.244,22.643,23.159,23.582,22.924,22.508,22.844,22.951,23.686,22.229 -120.419,32.193,26.495,23.832,23.36,23.116,22.624,23.132,23.568,22.886,22.48,22.842,22.932,23.674,22.222 -93.303,31.302,26.482,23.775,23.36,23.116,22.624,23.132,23.568,22.886,22.48,22.842,22.932,23.674,22.222 -82.588,31.458,26.56,23.885,23.36,23.116,22.624,23.132,23.568,22.886,22.48,22.842,22.932,23.674,22.222 -87.161,34.038,28.755,25.818,25.476,24.604,24.102,25.556,25.074,25.03,24.418,24.88,24.432,25.524,23.53 -107.639,54.045,50.417,44.948,44.374,42.504,41.216,43.762,44.542,42.036,43.182,43.158,41.802,48.35,39.682 diff --git a/OptimalityDifferentDiscountFactorTotalTS.R b/OptimalityDifferentDiscountFactorTotalTS.R new file mode 100644 index 0000000..7af1295 --- /dev/null +++ b/OptimalityDifferentDiscountFactorTotalTS.R @@ -0,0 +1,33 @@ +# Libraries +library(ggplot2) +library(matrixStats) +ta <- as.matrix(read.table(file.choose(), sep=",", header = FALSE, skip = 1)) +ta <- t(ta) +dim(ta) +head(ta) +# Create dummy data +data <- data.frame( + y=ta[,1], + y2=ta[,2], + y3=ta[,3], + y4=ta[,4], + y5=ta[,5], + y6=ta[,6], + y7=ta[,7], + y8=ta[,8], + x=seq(1, length(ta[,1])) +) +ggplot(data, aes(x*1000)) + + labs( x ="Gesammeltes Futter", y = "Zeitstempel insgesamt", color = "Diskontierungsfaktor") + + #geom_hline(yintercept=23, linetype="dashed")+ + geom_text(aes(20000,40000,label = "opt. Verhalten", vjust = -1)) + + geom_line(aes(y = x*1000*23), size=1)+ + geom_line(aes(y = y, colour = "0.05"), size=1)+ + geom_line(aes(y = y2, colour = "0.1"), size=1) + + geom_line(aes(y = y3, colour = "0.3"), size=1) + + geom_line(aes(y = y4, colour = "0.5"), size=1) + + geom_line(aes(y = y5, colour = "0.7"), size=1)+ + geom_line(aes(y = y6, colour = "0.9"), size=1) + + geom_line(aes(y = y7, colour = "0.95"), size=1) + + geom_line(aes(y = y8, colour = "0.99"), size=1) + + theme_bw(base_size = 24) diff --git a/OptimalityDifferentDiscountFactors.R b/OptimalityDifferentDiscountFactors.R index 7f55e68..9ced426 100644 --- a/OptimalityDifferentDiscountFactors.R +++ b/OptimalityDifferentDiscountFactors.R @@ -1,37 +1,34 @@ # Libraries library(ggplot2) library(matrixStats) -ta <- as.matrix(read.table(file.choose(), sep=",", header = FALSE, skip = 1)) -ta <- t(ta) +#ta <- as.matrix(read.table(file.choose(), sep=",", header = FALSE, skip = 1)) +#ta <- t(ta) dim(ta) head(ta) - +print(ta[1:20,1]) # Create dummy data data <- data.frame( - y=ta[,1], - y2=ta[,2], - y3=ta[,3], - y4=ta[,4], - y5=ta[,5], - y6=ta[,6], - y7=ta[,7], - y8=ta[,8], - x=seq(1, length(ta[,1])) + y=ta[1:20,1], + y2=ta[1:20,2], + y3=ta[1:20,3], + y4=ta[1:20,4], + y5=ta[1:20,5], + y6=ta[1:20,6], + y7=ta[1:20,7], + y8=ta[1:20,8], + x=seq(1, length(ta[1:20,1])) ) ggplot(data, aes(x*1000)) + labs( x ="Gesamtanzahl gesammeltes Futter", y = "Ø Zeitstempel pro Futter (log)", color = "Diskontierungsfaktor") + scale_y_log10()+ geom_hline(yintercept=23, linetype="dashed")+ geom_text(aes(0,23,label = "opt", vjust = -1)) + - geom_line(aes(y = y, colour = "0.99"), size=1)+ - geom_line(aes(y = y2, colour = "0.95"), size=1) + - geom_line(aes(y = y3, colour = "0.9"), size=1) + - geom_line(aes(y = y4, colour = "0.7"), size=1) + - geom_line(aes(y = y5, colour = "0.5"), size=1)+ - geom_line(aes(y = y6, colour = "0.3"), size=1) + - geom_line(aes(y = y7, colour = "0.1"), size=1) + - geom_line(aes(y = y8, colour = "0.05"), size=1) + + geom_line(aes(y = y, colour = "0.05"), size=1)+ + geom_line(aes(y = y2, colour = "0.1"), size=1) + + geom_line(aes(y = y3, colour = "0.3"), size=1) + + geom_line(aes(y = y4, colour = "0.5"), size=1) + + geom_line(aes(y = y5, colour = "0.7"), size=1)+ + geom_line(aes(y = y6, colour = "0.9"), size=1) + + geom_line(aes(y = y7, colour = "0.95"), size=1) + + geom_line(aes(y = y8, colour = "0.99"), size=1) + theme_bw(base_size = 24) - - - \ No newline at end of file diff --git a/optDiscNew.txt b/optDiscNew.txt new file mode 100644 index 0000000..40f9006 --- /dev/null +++ b/optDiscNew.txt @@ -0,0 +1,9 @@ +# 0.05, 0.1, 0.3, 0.5, 0.7, 0.9, 0.95, 0.99 +103.857,48.501,49.283,44.149,44.51,42.402,45.102,41.896,43.104,40.76,41.0,39.134,46.756,44.282,45.834,44.942,41.078,43.66,42.812,41.672,44.022,41.196,42.106,41.384,42.174,42.736,45.792,43.482,48.132,44.14 +86.807,32.319,29.317,26.51,25.664,24.348,24.994,23.972,24.46,24.252,24.128,23.758,25.184,24.872,25.286,24.356,24.322,24.262,24.26,24.446,24.888,24.302,24.866,24.236,24.548,24.866,25.894,24.872,26.212,24.632 +81.071,30.951,26.07,24.804,23.196,22.67,23.374,22.388,22.666,22.776,22.432,22.294,23.318,23.018,23.44,22.97,22.502,22.776,22.692,22.382,23.178,22.932,23.098,22.726,22.584,23.062,23.548,22.824,23.672,22.73 +92.437,29.962,26.044,24.465,23.196,22.67,23.374,22.388,22.666,22.776,22.432,22.294,23.318,23.018,23.44,22.97,22.502,22.776,22.692,22.382,23.178,22.932,23.098,22.726,22.584,23.062,23.548,22.824,23.672,22.73 +120.382,29.993,26.154,24.518,23.196,22.67,23.374,22.388,22.666,22.776,22.432,22.294,23.318,23.018,23.44,22.97,22.502,22.776,22.692,22.382,23.178,22.932,23.098,22.726,22.584,23.062,23.548,22.824,23.672,22.73 +281.912,37.184,28.825,26.807,23.42,23.018,23.428,22.431,22.718,22.802,22.444,22.352,23.414,23.031,23.448,22.97,22.508,22.782,22.698,22.391,23.184,22.936,23.102,22.736,22.584,23.062,23.55,22.835,23.674,22.738 +536.915,54.205,42.919,33.225,26.309,23.071,23.713,22.6,22.675,22.81,22.478,22.313,23.675,23.25,23.601,23.064,22.599,22.866,23.312,22.591,23.195,23.55,23.354,22.735,22.604,23.066,23.549,22.854,23.698,22.76 +2205.811,288.101,186.619,128.568,108.486,53.722,67.856,58.127,53.659,39.438,44.677,28.751,54.808,33.351,26.386,25.356,24.812,25.128,25.056,24.712,25.626,25.316,25.552,25.112,24.874,25.446,26.05,25.17,26.16,25.058 diff --git a/optDiscTimestampsNew.txt b/optDiscTimestampsNew.txt new file mode 100644 index 0000000..7b3ec46 --- /dev/null +++ b/optDiscTimestampsNew.txt @@ -0,0 +1,9 @@ +# timestamp needed for x*1000 collected food; 0.05, 0.1, 0.3, 0.5, 0.7, 0.9, 0.95, 0.99 +103856,152357,201640,245789,290299,332701,377803,419699,462803,503563,544563,583697,630453,674735,720569,765511,806589,850249,893061,934733,978755,1019951,1062057,1103441,1145615,1188351,1234143,1277625,1325757,1369897 +86806,119125,148442,174952,200616,224964,249958,273930,298390,322642,346770,370528,395712,420584,445870,470226,494548,518810,543070,567516,592404,616706,641572,665808,690356,715222,741116,765988,792200,816832 +81070,112021,138091,162895,186091,208761,232135,254523,277189,299965,322397,344691,368009,391027,414467,437437,459939,482715,505407,527789,550967,573899,596997,619723,642307,665369,688917,711741,735413,758143 +92436,122398,148442,172907,196103,218773,242147,264535,287201,309977,332409,354703,378021,401039,424479,447449,469951,492727,515419,537801,560979,583911,607009,629735,652319,675381,698929,721753,745425,768155 +120381,150374,176528,201046,224242,246912,270286,292674,315340,338116,360548,382842,406160,429178,452618,475588,498090,520866,543558,565940,589118,612050,635148,657874,680458,703520,727068,749892,773564,796294 +281911,319095,347920,374727,398147,421165,444593,467024,489742,512544,534988,557340,580754,603785,627233,650203,672711,695493,718191,740582,763766,786702,809804,832540,855124,878186,901736,924571,948245,970983 +536914,591119,634038,667263,693572,716643,740356,762956,785631,808441,830919,853232,876907,900157,923758,946822,969421,992287,1015599,1038190,1061385,1084935,1108289,1131024,1153628,1176694,1200243,1223097,1246795,1269555 +2205810,2493911,2680530,2809098,2917584,2971306,3039162,3097289,3150948,3190386,3235063,3263814,3318622,3351973,3378359,3403715,3428527,3453655,3478711,3503423,3529049,3554365,3579917,3605029,3629903,3655349,3681399,3706569,3732729,3757787 diff --git a/optDiscTotalTS.png b/optDiscTotalTS.png new file mode 100644 index 0000000000000000000000000000000000000000..8a825ee832bc72d9153a3b5242c96fab533298c3 GIT binary patch literal 122086 zcmeEuRajMB7cMOzjeyb(k|tdWk^%zKB_$vo(v7e|q)R#t*mO%HNJ=W*jf8a9nH$Ca z{&RP(&V~C~fP1bvN4(=5v6lY>88J+BVstn-I7|s~5qUT`6d^b`L`qZ?@Ehma95pyN zq$|e4!VgS@#e^+PEvywRb@U9x49pFzjrHWk?!v)w1qLc=8j&hq5~#2-q@nFlFumnt z`&JN>4l`WoR!UL1`{*c#d6Wdl5cPuo&ex8YEgf7pD~?lS?>%t2z8H6@p{CS>l5rb* zSfGeK5}j`7GbN)y(Vq8%g@D&fF}ycpjLY-K48FQ-Cafkpe|=}TioEbHQza_&5Kc{k=f5x%N zGR5lG$vNMuP&WY04F3>cXV*}ATWw>57pd02Ts?NZ$@o3o?H(Ltr7 z_>QY}68Fj%mxaw|QLGn^UPVWE6Et}Hxu=NU*_od@$sdu#LA>&WcvixlEi4U7oqbx< z?DayY6b2FJX9_98r2|j-vE0lPH-kn-EBz8irZopGJKIfC( z2`4SU*IzvtkTkug#mCuqT>0Xr{Oh=TqufOm$&XHNGTqlu=+9!oD)FUhyLyPMS#{K? zov-nQg;TC%>PkYna>u^*{?gHn9pK4@!GoQPq$){?;h9#O6jePKAU+IcWph(u1_ZFmxrHa9o@wl<7 z-L=)V-L=EDP7@)Nw=H41dXmkO!bZDs=gB6q+PE{JQ#r zbZ%@gV4&*Vl^gJk%3eAoOkz*uC&SXCn0s@mQO%|V?|+z&uqAz>sQB=UWyDo7B@1b; z>O1%^XodA(L~uOZEmPi1p^lWDl{dyw;8noS$p3r?8&de%F4+v>@QAE8!@NL#u}5#r z6+!hAkNFa2JAu7aPq;2|E(cRo?Baso+snSq_k)ZSAVX$qB*?2{Tftj#H!864)!D@2 z4>4-11=p7k*`|Vu;G#%9Jez3DFL$UV8K_7+mX?NN0@tW;@DO7- zBya@}{t<(JaBv982LLIWIp`k|?*1@-rEB zBZClJn0<5v{@wrDEI0+&2;%?W$gcwWzf0tUqrGVSgGQv(?zg6c1$26chE0EqP>2IH zA|gUuRaKRP6us$8PhA(`5kj;k2!>t<5V1#12l3`~$;55m`}O89b$cS&&HbM zT+J(-v&99!I>M)fYpF4bUBAh*oL8^k_~Oc_Tf*zt^u|U;YfD4~1QL#pj-{mr_mB?M zlV86U-Fq$T4&8L($F=N`Ff%jL4Nnn<(9gx(p&Uk9Tv~ed>eW48j4NSgkj8b&5S+JA z=;o?|`Zc32%ByU1vgt@zH&yAnMn+h6YS*ahgRvXKGGY<};2p+CO}mi?itX zP(Sw)Yz!WW2WO)65bJ@;=XbR!5OO9lvZoK{nd$gV>K`jADIL%$3Gg^=Eu0J~Q4J3|qV2ghIwQ{pVgGVEX0OqmD`0%mG_FnZ0e=F>VuZF|{=X>Wk%Jt-b zINySZ2V6QnY2yFzEzgllKxyqujdC>q?WRHu;AROEYnT29T+FK0oB~_vYVS1;`TDADAZkr|tgS zpr;HHst`}z20Zn;Cj%oWU2n%$N4dY%+YZ?X6BwwzdbX_ ze~SR99w9`=(gFSF9{;+sR`7tM<;*1!3;Z9aPe8@-u>Jog^qGj3ty*1*8txP9P?3K=o*&iH6kA)X=P29`hVBOg@tE~jXBs6nQt;SHmQj+N9%9%SH z$a}a4AIOKh{$uScgqCr)CseWtNSz9u#{+2G*oVA@W1Vp=UoaWto2%sE?$y$e+eHw) z5~xta6wH(tY`^(!zgwjME8GJ%oz5Ncr`G^nGY{D56361O9m7^8@Fm^;f-Og*r@hO^a4D@hiv+(BO1IIPm!rNYzzMb!JFmbiFΗVgHmsrzW*Y8Ckd(Sj# zoQ@@DP%m$m=IJ~7em^fZ?WG5erdo+G4Bnar0d5>sypG5H3#9Z_YR!6Z>N$xl`XTkc z8H>^sL3KlVX_|SH^;j3VSe6&EE{OSd#*BW${}2;cT(SGWrS+GgHNW++QLCFo4DwZ3 z4ZPiF#3zuO0?F!K#3E^AO2`mt%7_hl_%1~UvRa4hOHNbt-us+`9>Bto?BzkUzxFos z+yk47;|VeZg+#_16FTFkXtPl1L$*^UAsk{$zf^x+=Fsw)u!2vW=#f@qlqAl8 z0~<`3LOn6>(Ssyr*E0hLt|{iDV+_MRmE1WCt(4;+if*htw-)&GtXtk5 zCf)Q?OT{r|ismZ4qKA3)u_14G0~yybKe%FJL5I5Lrt;~hXY(gBFQ+nTs(v$Oq2y$+ zAo`-UO~IcF+R9RP8)-mZSreM?g`}lCbxUBAvWZ~2qA??kIc}s;k4a%U;97|-_8_P8 z<_{350u<*99cA2~3@0Q2p~Dy%qG&vj_t2y$j3#TsZ@i61Gs-+|9gob53FGEeohS}A zkE!D|4Q9TV=K^&9yeaga{sTo48+#hux(;Cj_z$vMATDaCzUcC0 z7606CLn>h4;Jm_R{kzwBk`h|7_IcN5-nRA2yw=r~M|0hRpKA&pa=b23#4t~cLW*BB z?wdQ2_aw+tfZPtpa!VxQ>327yya3~SYpGVvf9QIUeIhn(io{?2txhkoz>MDo(mr>+ z1h!9#J&AY(q{QY%U7@I4S%YPYmJtu?LQ7alz6CiCAuT|CWUoc0h>9b!$LHbDW1I5`|m_lC@C>xlJi+U$A_a#Q!i86FSy) zLXy8fP?b9&PMpf5rp>+$asvI2;%Jh^_7{GL*Fz{8$X63DAK{N%2%wkoU~)|fE6_1< zZCRO?F=29Z>{3rKcH;%jcU){y3#5YHT1>m?zyQ|Z#_e8Y>`bP6-U;C8tT( zrsy>Jh1u?YwEJl|s(^-v(Ghvo|BjUC(vP6%L3v^Iu`f)ft@6pqzQ_<-7G31fJ?7LE zeu!L;%GLAAfcM;{DU|{GSkFpY#s6FwTnPoC(K=ZgCF4Rzy2wchO$Trk?Vv07YOiaY z#`jKUWQ~hXteW{{4(MsOUw5TG$vV&+rd10@h>& z-0%hd=D7iVcS0wGV?xWlF%pA(-|2M$(mGUxpsgHY^&fVNsviJYTZsl*&~KKDE>nA3 zwD^Kp)m}9TbbHL)wbz^GotL*q+QgW8{IwtV@IZw}UHzSTQwk&GNFWA1U8kQWG*=l& zDOIVr(yY$7eymJCAwC|&dM<5vB=oz0{ZO*qWbpq7PssnnK4xda$LbaG+(H^eR)^9@k?DOAv4KOc~IhjZ1fr4$geR`XcA2%L4@PB zRQCbB|7Q*jVZkp7^&bXVuq}Kn8Ii4p3 zYXqc9uW&gCOEUx0_i=}kXpGFs(lVdskTj{L!#C}z=w>fgryKd^q#B_XBUZ~rk+gg(Pp1uML|fD?mE`M8p@Hil4o)!+B}bBys8NV9 z#nLU%_Aam_S{~@z-p?<3!5sQ_Os%nLbtS(&xJU2}HQCA?_h6&$;d1gMOcKfvdCDWQ zN1t9x9}OqT`!k@ZQMx1zSq+Roe0RX>ksxMcvngb=ac~A7u9Uz%F8KMB1WZloUS(Zz zdsltjgL5*4<1gY=WR@~$U5&{8s3sj&9+Qx0sinXW^ANg#u+#L?r)5%KFc?kfF6P%l z>E!%;IToZZEvuM=c37mcgs7&*p?;XM#np0Nd#?JLJ=3jQg2~oHUNk&C2tg{%R2=ss zcV_&8m?IaS$y@1d?ZQJhj5xnM*5#x}I#5UkrM1}D*rU~q9eVk99HGP5qcw>Ty*Ht(K}%c0IRe^O~kFNX*Vj>*^#( z(})E{Y;0_7X$Q07HYao=Bks_lR*r&%i8UMla{9OzwzK846jAGe zJJ>-*Dubv$gPo@f0MC|a<`&0a0#;Wif?L+EG@+$Y8LpD)vpZsZ%Q!3Dp*y!8o@(Sv z2Btr#SGL$o$t=p$LlRbcZPxZZkv?1Dk_Yf@cny6S++S{Di=^?e0%Gw((Gp|{WT}$g zSlTT*@J&3fBcCN8>p5Ds=_r?ZSQK%vZ>d4v^iXBms$P33s9a7x<9Hs!V7y$MwO0F5 zhM5D(FDq99qDHKhg)JO7;L0-5wSR3Q?`cnhs1G2m^S(Z091kP6r}8|~Uaa?i`XwU5 zR$EX5FlIv2_XFW^geV!1U25|?oXlu3nZQT!tQV z4q?dknwMqjA_R?T373eSB_H2DJU@c+h<-;D|1Wsf#SCwV*}yuH_khOqMxsWY&M|in zSxTn36j!5aZHlnmK6=nz-or^8#RH8;OTUmNm|nP<0Fg)|3abB!aLump6qXH;G;0&R zI}mK%qZ_WK@M7f(`MyNcwr}4wFOmA!Zg_VG)bqvlr=pM**_lJT! zNeL{sStW!Y8g~ZvuDg-0cL_7a_6Qb+In+)<-ah9fObU6}o^s3$xXHYM)Q_(LO@NI6 zCR*bg|2;bdCS41MRyOolkT23`Ta-&AGIwUJUeOp?%zzy+Xs_!bnUdv;J`b8?FFg-7 ze)fQ0!w@$>r!Yh!e_@dy!n}ML-Vk1t@8bZ^MAwrbwd^%CRCO2|GxY-po zK^9Af|3jM|LI>c8UxxGPencrDP+oX5TF+@5j0rMbDzVB7VjGpWjPN&X-)y9+)aumB ze;^4sl*EEA<~2^!p#8?d&UTZ`3zi&}(*k(5CCo(8Yn&0r`YKGYO#$f zbLavo&%;P;t|`n$gGwd4OR6z{X)Xm&flG^#^Ofi8cnaWH_DWN)qfDDCW?_pBSh~Dr z!;Vc5`Q%835M=v#;1@)JVGE^%2OKS$x9U$dl_2EEOppkg~^S__rljnV)7yY}Du0P;_n|k8V($vTgnUv6IKpGKS`-9FV3CSm3 zd}+bdwCAr3T>K+suF${7QT)PPKyWUF|oCZFUUmlx-nn2T2Qtr^-e;LyE_16IKZLec6 z8xjpR`yntET+63CmwGR#H@H4vF3?z2rpHt$rrW-zm_Y94A7!PYV0Dpe*-hSYSpb8d z1y1J=GZ3PbLf(VkmSV?%{OD-d(oQ^yy(jS5Ls%F~RSW6~85=fBP_o{#EubgUYg1$9 zdjE(EbBp)KU4KQhUce5=Fbk!%4 z)^GRolf*KSo6{=WG(Wq6_B@+}`)4-#-O%?L07SU=N8J3rX-`r-P>JozORi_)2}8in z=&B|gO?X};saJp{SA2|v_8P12unzBjw=*Wc7u8XDzouy4@2LS!GduhVbw}<}%i#AQ zDinoYCQWQhi>XS0r9-F4ldfq0Mi-N(q*s7cV5Tci*cb^(U{mF7j!0PfVwkH`rV?Yz@$L<(?8&^6`XN z$dKdMrrS=Voh#}bjGbWV_C-F9@9kI5BO;JB%w#iR@^Tz@)z8tzPE}@$HN8mTu~p0p zqq+X97s>2F$KOXg2GOi1cck+2_Z`i6d8n%rLD#yNupJd4#hGRjt^+*!ih2EvXgj2I zH!PkZc^3`+DBu1pqo8Pb!0Fer!(TW*Eh6hgW~@k&I|S3%Kv=y+%}hV>39%yHMc!L$ zs5``0>s}T-G$|ncU18vCC=b9oaO;l7-_Hv|PJgxU^nvW}A)Mvj1ab+@@S3_@I zl(U!D6v>Gl?o$j+K4JM8q`rf<=Q19kV>wH8-RG9%i!@R&q~Zg)&E}phpDv(CgU#=e zP!!yhNNi`cKxK35C=cf!vk}&?I>{S0q6_E2ag@L^j`#!X=e+6Jfi9(j{OjAVr(2IK zm2~UX2F*ky7N0u)fq~#u)*#WNWnjaJIpn~5|X&5Pw`>1(R@Eso{a@Jda##O1d6(}vK601Cjd-FWjYatY<2m5Hu&>QFU_ z5nE>!gn*{Wf}U!BNV$&VhQAE)r8BD-6h3ssnC(y0C!afqxN{{o+rtZ>HSaQi-2awL zhP*;>YtB?8wl=DrWEsel#M16g*<7l)VojSAhfG?bKE0u`x$!7&W5zJ%_uvK03JeiY z!d=a~*zx5X=yxR{aYE+QzxtA*RsVSn@GBlf0 zCNEU+9_%3${HXo_MV=Y_#zUY@S$38;-w;`d9?9ii6L0Sn;jnaEP>m*Q!Sz7NAYDxE zl5R;XOfCfI*vqUs(aKa|dK_#0siAz?ztjK&+kja_sn6bZBOGPFnylI#vijJBy@|-y+-kAh{(=$Fypk5}4XEZ*P}*eUm^uf@pIlXl zvIf>{S#q-GI9ryRX(IFKW$3Ho^*munp;~H6lh{-0p^mgRq@6Q+yT$*A`Bch?Apt3@sCmye%>}KQ*k>#1v=JC zl{Mwco1Xb@NmJA|as{Q-m+U5}Ptwl{m!237-K%&4*R$RBGX|e)6qWJ;DuTLufjp{V zJNI|Mt8f#WptzKa>)Cszx&jp=4=zPOLyBkTS zv!H|7hWI|nw6cWsZ{xiLo9@xkvhRRR_b@uZm!{kqskyz-Ra>v@Xli=jEY(viuSqSXy28ASwABw$iN{eWacS5>s?*KO8svH_UrCZR~S%sa7-?lI_z>sM)GOIe|!|;u?-k!kc@BJ~Jqj`hDyh zBh#S>Rvr43CLaAS&_lhH4mNW~%T5NS>}DFkUg)97#7>o2yTz;-*megYeYJWy zO3o1`y?=lkI^R|d@{m&hjdbtdfWt%agiy}L0M8f-&ld;^*mG*TC~1{|&a zb(Up-B`sqn^`Wq{I5JOg+-~$Oa*}X%1avGTlTXqX6*_ur;iVvtU7SW@DSiAowf$AN zLgPTYTiFcGX8^Y#RC}*Dx=Fp4rzjH3#6Xc;>IshubG1?29lT}yi+uX_WPO=0bh733 z{$+3;LQKHRAKqX&<1h=69>b=Jgc8brCB-F)Bv9NMw3Xffi^wt>m|f@0zMi~Vak)F&Och2V7C^JlII^itqKc1$^J!76c&MTyhQ-Qketk$#zuwiq-5+e> zm@;G+zWKFu+|27Z^Dr?A*CNdMGOOvCc$ufug-PPm&@p;jsKH5dI9(%^aSUC+V5h)mm)tX7E(Y zZ8IXGquc5(P_PiXs6723c)Bn9ZfD5k6{ug!@Na+4Dq|yjq_U^;sYzhxdW?W;xnLji zMZ#uG&JoJU$jFUZc6UdpUN#gOZsE2Wx6#U+D=sG&y8LcF@rGdsY0b)JryzUHL2vGn zqn6#Efx1~6tW!mK36{Vd>s6H*a`;us4X$@7Db3~wC^;(IMOi+f-de2zW8xJ-y9 zf+Ly7h}+?cz)>DmvU%0EQp_!5`MakXZxX{+UFLbKdGt?@ccWKIhS}CNv^!L|x(5ar z4Gau!7X@Fq6@ zRtUD>^MHWk{g1J?nb(h!PLB-t>#*G@u?3IvNZs}(Z&-{~HrRZGZB1Zn?~Rhvku)>E zybrlvQEUC~#$~#Kc}6tfnQcL`%ByEQ;g63Ek!0sUI_ow4wC=YmmXAIW)$D!Xn1rzM zE+l*F&wY&HU}mr0ORec_a5t}97v)}jn>N$IySi+psTB8CH+2?$AsH*_)`J zb3Z*CAJ)_@n9TWFu_|!72S#us4BtMbNEsx#*LOfPUVSfa=(I zn~feR_WjXfY{B>ac{no`?uT)F$6KGQCw+)oyHbRY6@mp%$}FO)!BlrE(9PwX#In-4 zFG~En^@avE)4L7uH^DIgXD8sPj8t?o(#Cc)vuWbz7d2V1s#QS~xGkd}gk?j}J(=@k z7zT!FXDAQ*XqNM=KD;E@28V)8&H_|AuRtEDCy$9tDABG7IlZEx=#(_1ZjJv^dbos48vVjCKyk1>tYh(2BFyH-Ms+1w62#zEk zwss$)Sk>wKEM2A>1FJLjl3aI;3!Ti&vf~}+VhZe5)UI%tzRabK0l1Z=S}2+|HMLSY z9#z=EBbC+EyfbVu{&?7yTm=qKrY|==tpy<=EDSGyqOlJfF=Tt`>4;kb7%GztV@Pt5 zCuGxL1oQJdnB#^385t66!!WM&JWZQwkK=69K0W9U(i&rjW@N1IVq#+IijF3*6rsI| zii#pPBQbB{M>xLv=rn12hJP%nsc+UqkwdCGfB4EWg>o(R>aju6^{O-&7O$T#dfZ_#b4FwNl zH0(#8PCf<^f>7e5X)Ff-vW)Yf;MPdHbf+|GXE>TfY zQJsH00eR=*gYscJ!_zEpA#KzFiimexVg?UJsSViso0Ex5()HJ)u!Msb)~JmKoZo)# zq+pWfjcyXgKBlaqS90wmGGEqvg!CT$y{F?-EdtN4XloYkyYVU}6Ud8;iw)*LK!rkV z?#c1(Ii%|27iTucPj_C?AcR!A%jSsz9{^Ll=uB{qTis$G1ZJ=qp!XeSBb8?+ys@!} z_T7lF`PMw#UDiJkm7)on>KGemXjr$Tq`V{Wd%$B`^g#Sn2@5rud2&G9%df9&QG}nNKbT_rXG%>nGdcXtLq#(y>Km z<(#r9bPyGs8@%v98@JijGg(wP*u7VLQ0lh)!Q6z9#V+{^26u zeiX8Yo#fqOCe%d{qG->z)g|o4#SC@WTSyC@d2zF2O-t#vj=`EzU}z=Xdea>TK29>PppLv#p#e&ZYm9X5kOy{@KZ9kTU%GzMC`;(9FJJ)1l&M#6}Z zr~R7NV~+E5i57x-k=K$=w%!c0%kY(~HMp2E<`fhZG;HKNUgoN|HsiG$PDJxGCCJNU zJv^-`<2rQXQ(KU$OqP^P%#E1hd_rqPmQPc6rMD~1@x;=2#Nt`ea;oq+0kW>(_3~49 zQ(fhc`WYU_>LGkZ$;Tu;st$>--hh!5KM%!EgQX148_vR>U6!$`w2uT8>cwH zezbRW)VHKyUoK6w#dUX-q2_3oeYQ&&J5nN?e*ap7Qh_!bfZx3cF?=O66$d;SB2C*+ zY^wK7cBkPAI;91ZXSvogkGG3)P?4{4W*XSqLa3@1Fcba0hF*35UB0%Jo z3F7@)#&KABVc4`VkfLOXvt~c=2vD8HTX6ZCHD6xGl?;iM)iOzvyY1-+-tS-NPOJZ* zIW`=kYWIR;kbQ}Nu%s=a5COrJCC_R5$>|-=EyDxSQ9SsWU zlgthU_sB5VqaK~+dvT71?p(nA5NJHJjry4j_KHc;H}NH8>r3+J{(M-C|Ta z)0LX$PFaurYB>%&<76EJ5$7=KnGbS?Zw9)%zqq-PfcXd)1sjZA;Jz&q?2Nf-cyN!x zWz7@YZm;BlGZi@vpgQKR-eu9u4adU5!O;rO$m?%y?LG4)PwIht8Z3urwD6A}!C6?z zMsTF?P%(Nm9`ePgz`|ZSo=Z+CTWuENSMankm||7Am?;!c%9^zH0~giH9s@xuabaZ0 zluA~3QK2$1H|VS|2t8Od%Wuh*BsowU(_`G1N4_Qjy#dOCh?I{M$v1``Td7S>YGvT4 zhNkXkV)Hi|EnE-k(u2#vXFo42{~Fyw)M0^bz*2VnXpYm>=utg~50%iyY`%_2*32k9 z$w>=6iDWB12})BYZ&r+h*rzZ$DVIFm$$J*g$O8{}l?c`3VT|QVwk5^8+hWdSkERVXyC{`>J650562K0{UW%<@cAaTBJ z^PNfKul>umkHK8pMbqW7A=$pJ>wJyxZ01YcW5M%oUDyaarzz@cG~I_v;%%=i#J2>K zq8C2o22{)ohnDi73cikzviwNve>Ryv8!j^EgPGD%>b1jV`hmhU#UksW3Ox$_O z7szZwYGgRa9MUQezgC##3_^3Onff*D6SVEt>Mk&3GMQG~?Bx5zUIQp4{^Xsqe8m?o zfJp9Qiv^Khg^*f{?>&U<5@|W4@a@lpTX%5J+wQrPb!7@<-5DUUsGN)|fV8cgfRrHu z0D1@e!N|No^ihO`wK?X9S^3m+X8rw*S+}thJp#7U5$gaL$Eptd&=C&OsROav?40lg zZ6&F#3JZy?mqfG&uY9J=RbTV-+xkI$?PkeA&yY*M5-GYpqWO69)k3th)C`nY@>)_? zntKjm?(buP-*{9=FoGj5Qj}(vh08RFuCSu(-Xui8BX1FHX+?+XjtXl&0QP3OXpNq^ zAvJ?05Y%R7qqU;|^>5ro$k%yeD#-CU!ZmJ~I9c0yrTC<}y>W$nU`=K83U!-rT|vl< zFNt{wz%=1R$GIyp{LUrV=3{P$W;OkvWCb-%FGF`eMOSapIfBH)wM%DdxuA_rciuqf zc>)xfnQ-V?y>sz+B23rL@XCX<8x|{*`48fv**`bVLKhWQZ7oBa&1q=!=4PE2@{|-H z=~~f-zfjhnyC@W^qtaOzAbl3fq0T#CTPLDRxXiYraTCcuo25!;!Sp2Gb z9YO%b>0Z+YMDXa&*YYJcio3MRAuh{$6yb%P0_vt^S=I3}0{i+ge2xXV_Z?TOb{ot& zRJp7huNXG3H&KjFwy9F!L9O%SFzt(tx~bg@C-icwcJPK*b1J?LO_qQ*m**CehHyYL zNnaBUxkIITxRcli&*tUH{5-u*IqE`Ri3jOz|EAzVlzOlX?q#eG<$RKRwMt~ea{^}l zdSA=}5I7D}(s)cz$&ox&w6Q8wZLFc`d9JF3TMq-f52u(`YEDmdIeBHA+hK{ugNFAn zI_RBGQUloVNUYmp6D@{{Bp$cN_8Ry|8XnGYBjFekfL5fwL~-udH3ISgrhBors+quCeL!;rxq^~ zlEvqfIZjMX2dJj36H2E3$mD9XI`!%j*-EbIvGfu9RN4Bnu&QA(@t~to%oEOUb(vqZ z`7J5&tj1-0372kBHgFNd>Ov1i$B3#2tOfy`;%y}AB7L0c0;4(y(>A*f11a@t$l-1O zY{;DfSQnW8q&$}CxJd0GRD#Ae-@spZXN0UxUnFyGmJU>hbFd5ybRbHO%|XI+eqBv8 z!#Q+KAes6VslW3pMj<#nNlTD@BVT z;}`y~+JX=z5p0%iJ=5wVuz3^sH<;~drABKyRs3PEU$02Ln%y(gUxN>)y{r_rg;DtT z{b73wkphQ#XIspr1d1=k9*1vbMowA#sdD>DNBcRvX}N4NAAU5CsuT9baVzSb{B;ub z=X%@>pnG5w{Q^-G&eIlYp@GdRkC_}d$VPl0q z^2DE4&5od|7GLu$9_-4N9t=Eu7%ja!f(UA_VPU}=)Mzpz9Cn}n^ULhu%SYvj@u1n% zfUKeSa6}l|aC{&P9xGFdo}yG*(NUzJky4Mo3Hg^EKvj_roIp7`JRH<>iJnd+sxW`; zz!vGdUF3yCU3X`iZg1)#8a>t%%?{Fks1YnV^9q#Ww6v6D&^_N@vh1{oSXgNjiLx-h zc+EXRq+{%k*B9Yow)u1EnF#ikpT7&>kK}YF8!R-Yr6z;n`5xCYfQim20ENOrshIyu z0z_g)irD2N$)Fu~@INIeM7avgVdDhP#tU^O*F#;21iI&-qc9vEFV7ZQcx!LK-E?@C z?_YfjkllHKVaBU3rP}?eL%`64S=H*gPL)6dT|)nWJX*(qmRCK!b8g9BPWUyM+CLzeqCu>ec3g@9cF+|B;fz{9)@IIC@fe zfiN&c6L{r*>aTT?Q*IS^^`)eizTRF&4N6F#Y`TPY3+b-oY(ci{79+D`u6 zc=y2Loncu?DXIGYrHvE&n!^MZtx6RzeaZkTgtpO3fcC}QC49`*y7?7?)i8d zRH5?h#^ppgfxz^gKgX%34mVJI3#^^Y&~M&iY`sEGg8c>3v?=T~5i zxC%?i4UmquOvRxPF5?39Aj@*V6buIPbSCQ~V6}&hW}0Ae8=FFH!)Q%AiFa(W;5mmA zv@*J0yedWSV4t|*#E~s3y!|i~3g=++|8Xk@*sWj%RjBsylh)|HzS8Q*jdvZ1F9qG* z3}rWg2hI3p8V*nA6nY~owu zzF1^T99zAgGZc8$0u2C!f=5TCt3=!na+~Y+70PM&W_61yI#`NQd3thK;CAd})$w%cQV`D~V?GJ!RDQ!A z`%l2Iw1=J6JjE@yXwf?QsB(?0#}?oJ2X^a=Q0l>pKYd!P0m?Ggpe!wUEB4k`X-?UC z;y3snw)g?PIL*|a3*jaoj;HuRKtn{YB->?G~SSo z9N@ZfNF$3pWM7|TG`A6CLllWaC$_HQ#TO+Y-BUw=RWr~1^|!07a3N8IklD8Awsy|( zcrG81ODF^h92i~Uwabc#vdf)ZPnQVC8-^8Z2bm|-;>#`w;O(|yix7upR)IV{GHpjd+)ApB4|)HV*@}>C7@{gz+Wa$o3TK{WfYI3 z9m7`F{8iCu7J_26-C$hy!-o&n2VdSClDRLbk4tVLemPXu z4F;Ty0-;;1UwrE#dnu+Mm~{vxv5#(cUr_j^lisbi8a> zpi__X4%qrEXq|;q9509!Eag<}OmwM$w}YUl)n;dfF9bg=gSuOo^G6i;AsL#o*R2mr zKDboGX87lGr02Q^#{2@A^4`6B)3RNLnTxDjeDC8i?egDrHXjv-VblC!&m!ngwxL#YD5SL zm*J5Br9wf2^$Z&$fWlzFORZtF`aTRWX$f4BATl8nmBx5RsQ>9$GtYsk;y_OvK(V^A z&JUMn<~egtNTB<-w$f=LxPQyJ^INZ1nRi3nSM$32)ks;sn|O zy@yLT{uAIyaht_k*WO=b7Z(;@_WrDH{_b8DF>K(lK(0%-^Hzi{hN><| zxNt$7`_jLW81_sLSV>?fKbS5k9roM|HbtVtM=)A}QRxAzk4TN<431pleR&5Ltz+np zmma+Y4jRe{9QW@}y`7UT(8`WR;2Dq}m$jMu7z*p>k_p19(WeN@;5n8aLd#sUsD*pE z#l95y#r;j$&XO}_Ezc;7p#?t%vcDxm=a8o#2g46a)R~%-rJAF6CleP0LrTY-n1?&! zrtc(EB9GV%Esrn>mJ~H~xGz5PKXOS#8jd1LzrgVOGlV~Q^*%FzkcP6H>VqfTtCgEG zur}KM<~$5bSwIJxXkO#wiS=VtU{hQ9xACeLr9)ruoq87nw(W!|*cf53E(f!&-}m_a zMhHm@+t?J(Y3o2(j248&!$ zh2=bM8#!e)SrQMBk`id^kUzQ7Dd|%EJ&}68F?6u8E1c%>St{KJft!4`(-An$PvHA6 zMK0X72sqLcp5pTElnrf;QNRz5`NxdR8Q5*8!YHnQx0N}neuW3rBy=HiXxU|Qt|0|Q zJAo}!kDdX%UFkp0GE)JPg=%e`j@)D<4TEqIc6Z^KgxCQ`BIN3Ev6`E%Bu=!1Z^rAfh^2fTxE3`|CnusQQ%%`m?Q( z8=$4r3OZ2f;CZ~%ZX=S)s3^jGbwHrO+n`hh4i;z}Pxj|$hsRG!KE~X9(_YR8vaBHF z5r{hN0cQ4*$~ca?j#0iy&geZaZW^93k5~WH8Q|cF7xiz!af8~^Y@fPC>$&njiv_@8QB(jbH-r8J9p{LpaIkFd z+qdGNXH79^Kkn*W$x1@`zzD%y$A^PYnSni{>dIMN55cGMPL5mgEp^E}#*j6y1pqfKzXMfRXI7{J$50BHGk4`7tEzYoqFAD%?c$jicq~L z{}ndq;Wu_vU8WxGgH6X}TPbp4NQBn<9Ix$P)0E$Y*!%$551E1^kofi!=IJXpAMY7# zZ*PZbT*b>VilpSIT5lwor2dKvhWz@cXb-&Y0ppi@Pt9ds04o?LGm5k5{XP1Aw(t$+ z2LKg;dh$KSU9gTaCyJ}`|sS;Mr_XNT3G{#jluZLi!qQ(fVV z5u?&6TED-L*2i8-U(*O0m@E8-9q}=hFZWq4m4V*pQE`EZ9hm=U1|?ah$@xiFt1{R9 z6YXjjM{QDhnN^xJcyR@Va9{(cMu_^oR6F&(^inNDvYi5lS=vR$pI-0Cu3z@_!UqG6 zcvbhIDT(8kdF|V=yaVhbnvE6EJG}7!@>b78w9lVE@1@L{mF)+a!)gn=ei)tIp%$VBHpEA`ME=>0RFXU}_s}nWSD~`o(rMQ6L7i9Jf>sp12-{g6Nf>%XyT;K+$NN#Q1qh9T6xcnT^-^C;fDT!FQnI)e0uh^7M^+;PBt0scf+?)Wdx3^bb zRrTspf9`I;iuWjNa>Tlc%>K-yVRiQU-gmMJ6SD3H;VwIcNzyhZ9BqW2jg6udSiVg* z13Hiv&>Ug~eWOsT>4K%razrdHAuxZj5X{OqcDJfi98ULTzqWhTDaB#0vi5dhr{M0p z&K59SHIdNCHI3m2S{be_{c>VtbmM!Cocc4(p>8Bnyk_W-_Z!%I*a*n<6Mdhhwn%aV zz%*yVezKoPHMG5Bcc?s9#YzUzk1d9^ipu4NNwh; z_pQPFyCVwZu3OzK+y&X#G^CnWdk@W)SU2n?04qK{>O75rHA`T_Zb{UFpl9z7H}g_2 z2zLp210Y2!Y(#8_%aK^X#Ubt%>pu4!E_jTiv{ETGdNEI#gjnwlPo)a=sYMVdD0S{C z%pd*bX^%XRvUp(d7Nr-=--jKi=jrEa=?-FDn}RHVaj%>iNUC%>UsvODP5IFrJQiD~ z(?cM{@D1NSe$TM{Jfy7uZjw+iv)DPCmy8+Z@+1udi==g2~%#qx1 zJKAfw@fe5k68x@GqzJo9_U)s~>P(?a_F!Ntf)j53&kkrU+(nhQ>##lyK*-}z*t8Su z8FzHe+9A$opFnQ&UiE9C2BjVWrQKNH+DI(D>o!z-yO+F$kas!HJNIO-H`k4>lW+6I zK$mhK$qa0?Yp~FeA-9ze0hwyzq*x+VnUydj`1IOni3YV`JagT%JIGci@w9&#^#7sj z&Eu(V*Y9y;M%6!~cTS#%GcHIB(C@0E31mo+>Ul@M))`@WXI!$(ktsCVR2{0W2^9& zCj2@P+YqDkxVO$?>+|1v6N&n+v*%pqGmG65RzWM(T42~K+J92dRNNyl;e%KME6E=3 z@9o(BiZI@7<7uhAQ;@sH!_B?QySr$dG2%rb@^}lhsSly=-u-c7SsTZC6v;&i<>Jo! z*CR%zL@;}bBIOqj^z%-mF3Btv#;ZT-fC4FR058g=3sE*c+1p3_1hGHpsyH?=()@aM zE&O>8>d5fxfX0U(7mn^04n&ATm;)7-YvAY@cu8_&7#%HsS=WmKnzlCUa|Zzp@nEIn zxNCPu`%4FGtT$u!z>Z?n7|Q9tHAPpsf*Js;*r0{+axCn0y%2_O{GzqzTDIw>!CgmO z$OYa))>SZaZ3;4oHdU@zC!8HvoP4VQ84I7~6@IBy;1@+6O$fqQX?%h(?MHc)_PaWpyWN4-8(F~ zuk@GX{=^5$J-3C;DGl9%k7rCN9%E&{jHX8lS}$dX|8$_5$@SXL3)_w`Th_oms;b8t z9wOeAMf=IwnD=JP{`niyvgoQ8@3u?RJogd{DFr0r#E9*ipWyX-C_Q(7PB~K$cT%@g z4pNJ$IPC2dY`&pjSj??wUeX!cRTp5C$qt(M-NfUxdq26#WBSI}Y{$O+dRT4IiSu&( zWgV|5g34kwF9C@-lnJSj(t)Az{22o~V7#?*bOVSDsh z7P4gSuLg?kb_7wkjo7t`SZ;Rgdq3y#cNh}u)2W)oRRD2qndRc9Kw%U0{A}yq!gY#M zA%a_LP&J&2^s$z2S%x;N_BXPJEXvSf8k|qdNGZL)3$!b5c4Ct{A zwY?*jPj6KwQ?!w+RTjaZ#z#?P-!M1<`o8}6UX_U^``tktn%C| zNR(}u7Q?%YNspxQ$2k8uBK9fFgBLg9#}Wqmx!gW(+0)6qs;IN^-6fBy=ZC2=3=A&6 zcIUIhH^;6NKg>xBwiyJ>J_UB6PxzuLwR>PN@?6E{ZGfSbjhv2qz3tijg)tqLhv}NR zl^mOkIHV9l2rnCgO1Lz0(Cd=cJAGCA=aQprUuGXYQXGB5DGR?@F`!lFC9m#rKil~2 zhTiOw5ydR*YcLdNKJ%&wQ^R!k^bx{J~ov9f931M4qxe*Hd3+h3SF z-#vO&H(79NcK2DfY0t4=kEe~h00hlV0);M4cw$p;#A#!{SmvC0ch;Fe z%{FSc5#Cmzn&l#o8!s#OJU>;9spwrVbg2|mro%d>g|S<1DDNiOhH+@WOv3wK_c-M6 zzSpYo4Ef<(USz?Q#@3~7F6KRcYM#2K4YwJzclV$5KP*P25X=hDUOE;`K+B2*SR|c8 zqolPhEV|o>fH3D3;t4N;{|Cm;?~9Qs5_SglkGQ9fs(SUyB3$O`Wk;sg)RuI|&C45- zlp@{M$rFBE@t$yaQ9>qgl-j!)ztH`p3CTzYX_hJpeSDTe~$1 zW1hLQ-!H_5)=-KKC+kgIlVw&A!>!kDdr#OdN&7`Evey%=yn;0oF zATZ3mywsC7Q$(x0m+auLVt(D|6<@5F+NV-|YyZ0Dqh4Mfm%O%S3BIg_j8NxTPq8a( z>bKMi+J_kUx)68LBBns>Au*LMTBGuPs+=)}n(vr43eRbZ@Fzj&BGP`r9LqfG-N7~u z#9qs~vy9ipm#5*DM+Rm_Sn7>%>6uc^KCC^D;0sOe~W6t35s)R=(V-7L*G=KD_5LPY%9^~8DO9_sr&&o%~2z{KP+ z_IC1NPfnA8m>UnIW}g>(_rBOH+D4{lt8VlXPz%2J;@*qm3r>>rxt$}k;Q!V7;dGaR zyLR;9;sq=gmzJJI?KYYgx3IUc)t0rNwfr4hg)?_t7dn9tTHk_qyf$Z|^^J(i&A0!q zpS;Hc$z36>hm7XyA$#?Awxgb%`(WhQAAC;N59>{v!}2*5^WNUU=wFWC!ew1oOuwah z;zC4P?U_F2>&j*dOqtRC+TrJ7jFQGs3*noS2E$k!fwMTVD{I_X)Livo#>+2XNLQ@! zUrN@}MCfuRh!(zqO_99cPg{<3(g)3r$62%7q4ugBeFVyZ{O6G}>{|VEmAvs0|Bf!<}ayel;ya)z$l5YSq=Pbi%>`$md+RY9x0Q_1AGm9eDzKqU-$ zs8%&Rr;wrbdV1zoiRJGKiZ+_VtRoaJLyDIzMxS$%MZOxMQd{)9Dl^(!>24*-J8(ro zoBwR@=Sq)HQ{!Wm-8_PDPrHGw_!uan8xxh!&?4{PYVJn~C^cXRkXzj^VQj=|-5 ze7+OQijtZsOMUDSrcWb%zFivnAsYH8_En|bEuuu?}$`SfMR65C|-e96SZ+F$2m_bEpN2JLTR z?i|~2yEs_-tSv}~z{oQ<#c)OPct$%VZ^d`_bFNcqLt^Vqw|m!prbDm&+7 zd&_NWyiq)}-@TV*;4u*Ul|zV0G+y{v#|JZ!?XW&U)g=X|sdC4#YC5I!G#1JPw*+IB z6|89stz;ihpGch7ZE3aejM!OJs5m*CZB}B`t6F?so8VUUnTj!*aRed{^P7ysWixC) z`sMixXZINEUzA}rQkEq3*b;clEM_^AI62RNJ6Hz3@@0JU=3+QgVC?a#<(gH-aDo?@ zFMPVv^3QZ3P0O+UiU7P6@agsWG=-i_2gH|DuEo#gPw+xR=9MvC_AU$Yz>e<_Wlygb z2US?K<%yroYfBuR8jA%5;sL%)hs$~jBsA2IR6ag?l{j#H%k+UeozP1Yq6w#uv%Ec? zqEbW8cSsqz2|Z%wa4zilB{AL21wlvec80<{tdrG(+kJUrTb^-Vj+rbaQ4PE0yOgWP zNh?+&$MD%dtS#*7+HehrDjupj3-=}w)Bzfr=Ds%nV+s7W%gnYtg%Y&y)N_|Km2WR* zH`yqjjDT9$kXWodm>}IkB2ysOcRJs!j8HNra_+N{2@n{SlgKI*l$3Y+@YmTcIypRSf3HhbS_6DJBK zad^Y*wQ~Eisz)}9=iZYoMS?qoA<*=-(~7nQjAxE2jA5{uf0LPF$&LO6x6%4g042D`H?ogTas}~PFdtBqB&|aQ&`zSFY_sh zhCa<6blQ?f^hYElStE!$yEZA~JzVjMEsOXTUXMFkvS+s6$c;T{Mg2$g`!`eO{ponW z0o9FD&WbDiH`vgjMDw8f7Quh^<8BN&#BcerU~<5G-bpWLWw9~WW49r8O>&LU(33)m zF6^D~C2ex1tHOhZwQ&D6as8cRlMwApSVJ|-bcz3t+v zeq~zmaF^ZB=_;1S?s$5R2>xh|$72@~^%!^`%RP?^zH@Z;xkpcuI!oid$uXyhMV?M* zA;Pr!vh?I3j&5(miG5jM552xF87LO0Ifj1|$my>C?_*>y>Y5u<_;FUd z=~f4<>g0u+V-amUNwhSJ6xO23g3wB>-2Qxr)qwm{6`m#kI{tF4YFTjNdRBCHo1gFB z85EPWq)aYxXdfTe0n>9bp*he&j_A9u-d14>c=Gex!1n4-UpnueaAkge>(OCVx1TU# z^}4@;+XQ&vrmTB@o#Z&c^iNRPg)KluzP%sWZZ9L_a9VbaZlKUge;CKoB>GTKDzH)n z*bc3v_22VzTC??M3)_$9yb1GbZL+ZU>0L{`C0YEv$+TxlQC>W;ua7N1bc&4Xk;7-1 zx}^H`*{(%!mGaVN#$J7RCub?Bvq%KHkk74{yk!ZE_CwKVklo+E?C?tp?4rPL%=bC* zXEX4bjCWejY7wGQhkCA&4;pR3$Eg1H)0q9na;j$FRi3`@qZc$@xv77W&9t3rR8NwN z@GT;v@ZwlDa9*1Y`GKoBQE8yhMy24r{%nW~w{fmo@6)hd2&$3xSmk4)|5;w}M`?CK z6t{bT{fT^ou%7%ZiZth9<}#to44zo`-~JR#!riZp6cDbsfW!T5;4BN_z~~scnTg@AFzZQsQBF!> zGt-I-WV%tdVc(&h`uuC;OH1sHIfQ28k|H)?@+1__ml&DAURTYgC0M;27DCvV#%npq zr*Yw2dIweI*vfSKx@H-qr-pV|FP4Dk>`S0tT?OpF8lK zm8cHrNRS!=`i@pNtK&?rKm`kK)s*HIQH5%MlWHP8JN4=n6Zz#MD0V&{4*T`n+q;&71xH%J zrmGp*X|m(h6=56`VLHcEVg0VPsd(Y@g*;b0RL_kLzp-zfdRs*MtSS^GFK8HdG!%nV_Em#`CStuX`KrnZwDNvr_s}%rA&&)x&bQ zq{CiBQJ&67a(R7g{+26Jz!snj)3H$sViq}87O77j1M6-4H&oQI#6hxF(g?-ZBrL3) z%Acfd?C&;Qbh&m~yPoal!+YvCOa=>5^9W?e51iLc zVLbe(l>n$&Yp30Oc()Wxx&yPY-^!z5{JJ+){|j?!svdZuc3tu!*)f)0hO)-e;4xi>Qgn&mU3G`DEDl%1T(Sj2E{pTo2o- zD%x7Uj%q%;5o;pG77=Y{6<&9a;N$(rh;VX4z@vdv=~vQcLkq%1MTPr(fPRnKZHC^mL|r}>p{CCJg- z+@4L2l`EvRZ|NK>6f^unkgk=Vw0u?}7Q~)@L(ei_Jltz!EB>KfVy&9?tlZ3lLY{9T zK%Z);8+LxWYsKy>7K@N$o4{UnS!Oy&N)_Fjxz?ps#+|-<%BK^i1qI^Ti0<3n=N&mUiL>37N6F(%;> z>zq+JjH;hwyrA#z)MqDYl)cZ4ty8#Q7mIPSF~=Kvg`tdr>ZQeh#RXU0K6#LGP zVR*0G{I8n*yVR>weD;l6*R!86zf~Gg*!Vl-ZBoD<*|ixfr;(M6fHkwUBa9fqGHyfQ z6}kpSUz2@|wQc0&J{S5jt!krJ$BM>lS-OdKxSfn(c%w(iDn=yEW*|YXEHzZ6{L-}GC6Vl$WY$HVxaD`sOwVG1=A34tJX~{4 zJRb8K5YnJTX(kmfW=f07+@*CD)!K;Ynu4I+;^iv*C=w`u1;%iA^=a~!a{C?e%LZ)U zg1lC+s^1Tz2z&g9sL9x8*#Mz#bgid0n7x@_apz>U2+Y7NI=bQD9h+l{)Cgv*F z$|~vO&@l1YqpFEqDu$um$`DL>UeCD_FL=lCY$b_9EjcmuE!M?++_P8bv&C%qZmV!j zdE-*E$%v^ZXM~Ra?;D^(e;G#E_jDta!2D z%c7kX=Qa0i#>!pqX{(irA}gQGM^(*u&R{;DDd2wW=_(Y2CY~DJw`bvMzip})v5FP<{lH`X991b>)hDD#G*S670qheW zExJ#*^4X}(^7Je=)6mz4b-#r6=xR0P>v6@gwCRpG@k3Qw&28W?je$YI)wmziWK^8n z@mrsL)UT;!QZxBlUq5{`xCe`eB#L|xf365o-@+<;u!vF1W}lcfzEyuB`(!`fH-tI6 zbyl#Hc>PRz_al18XUHsyGt5n_Y>b>l+O3~+g{sIM|(!?-2Wkb1n2z=Z_`wKq0ak4<`-~j48JfG+Y>fb z2tCo%N3?sPecFUuCFxa@cucm!3tt6oLOnj!4|IANq%A4I1s9tAr(_9xf>-LEIV4wA zNk@*|`-Kei(FNo5c6S!HPb@k+cd(%FqpW7yiL>`pm~nhdGGgqhT?1z;Nr|POZNQidiSv?HO5;tO5j$-dcOF-bm_C)5`Cq2#A6$f=&L-Xe1C#&gL+E_)-n$5^@0*f-6A zS1&XjGbOlHW1%`MMR_~astV`m)co=}=kK)gLnfq?#@_42;SnuEuH!U~C-Xwx%%-Nh zCi?$3o9|DeN(pxw34ksp@NG=MJi1^yZ0$sV|EaTcfF;{; z>>ZUPjFf-LuV9(7J(BXcZoJyp_kzRE*MizGADIaN!x4Cl51kKYzhSMbaJ`ucv%s32 zD-k_GT6>w`BaxJbfk&Zy%*_GLOMaS>0+tKIc5N+jS!o-UshaXzOCx^@3LVj`FJ{cZ z!))67VWxI7k)HWvz|UW-2R?jhBk$Je8$)s8zCIgb_9I$^K~Tkqp!K*kRN+>fy7Y}! zL-#(fajQLH$SqNpz{PeltW9r7lok;XelCwdmmeR)Gms@dr4z@_*JO~lOUcc7OXy?>&eVy&!l4*i!+W|)|$#EO9PuBgGrfrvxGE0nqn>#5qn=)>G z{x1i?AL}UV77@G?2h(iZu@fSUcZr^yCcNgk?>g@TyUjeOXqHz;8650$I~V* zuM(r&7UBm*4$2<;*Q0(R&dNEfl)nCtnwyrD7p0|EK8-ssV6Rq3DYeigIW*=i%Sg|IeBr z@NOV_Qf`X{<$7rH`&)#q>@9b)W&nIyXgxNHjMfLTi-?SNM|g%`yf|Q@trlZ1`*2?l28B2v&>J?k&VbFeJCXHP)=YENmmhFRK|R zyK(C}-~W4^$bT<-RykH~&YV3_pg3+~H~I_~L7po_vyK}}xo2tSek6YnZO{d+EQZ`e zkIzy`c^CMbU-sDhaLA1V7A476a^*#uK9*Ra7z(|=8ohtJW54rI6(47f$x=>~*+lj> zI6NPzB+2E%8ZE0IEHuxAyG5baT;3|#{t=L=nyQT9jX5rT%6q-AoC{a?torAXVci-c zei>o|-hUXx0DrwR(GyCqZ56BjocLLBNmj8VDeCfrT~!|}hup?<6nGwbH(i=eRvFhk z@Gt~_9-Fckqo~wmarE0jHC9}WSo32`;T+fRK4G270-S>n>K^{*dZmAJmH)>rjb9<7 zBDnr)dqFrC)k$Yryna8xmn6cr@9s$s1NQ9?NB(g!)zZF@CCh-E9Ua)QcJ{r`$Y}FA z6J^V#pdc(F9Z#VZGKd12Oi+9^-otFRx5LwC$$*@0(Ko zUo$bIt9J=8+Hq;v6yP`}Cb|Xu7v^A66I*~_uI7BvSyJz2;^Bs%x>OSNRLyQ8r|a&Chn&l_nfQ7<>7e80J@jT zoe#~-z|1rkP(qX(`oR%6{FLJ*P(vk85*%hb&p8+EUIA|S6}+*wBI_}$)YQ}>!)hV` z?NPIbT1jpV7MMOnmNiUT4uT!_Avk;0bAm)YcKacr$tODk&6eCcK8RkCf2dtvs31}d0EFeCs_tV`IPQC>S zZar0=o^&Pc6rHe!3P2L)`_-k=n2s>~nRqxTw4f&X3_&wr?g%{701$wW!u4HKhpcTT z_Wcn?vO@Jv$tZjF(PBFSK&|U^0#Luq0&xL z9*lTdt%*aa#h@rbS2)>e_-so%`5u!w9FpZnTxZ(jCj!_i)ji4Hr|5xeeDm zpa|05rL^4Fo&+X`Svb-ZzU?&8lOtXn3bBJ%>lq&cjsGe_TCyQ@TEP-rJ0zA)d#m*% z2IkI;6yBeyr4?k03zC0DCNAA*f7E3gX8R=Z^IQz(e;*)nj7ktE-HV>nPko$Y^*pd! zmE{)jl%{V^8oy80u1UL_k;I36^I;jZlj!PD4UC8w(I=2OtirAh!>?m8`nZY)M5BQE zp?s*85(St(8auvveJ}4?X9J~2P6~9BOL0APJo=38dLM83kMo@%om6MV88o$E25sXa zuRY^Rbjlod{J!}Y8SeGvKAkkv&4$j+zRrdK^_7?D87AeME*)w)B`$C@Cu}CKtC*2l z)OJdcCrQn3r6dIAoxT0Cq#HZ8wUFQDsJA>?F@&U#CDAe}Rr~<)YA`c-J~%nr@dIat zI&_K;uG93w_$)E?3&sa6Q-m=#Uyo#wP>5i`@I-584F?e4ZH*rHf*$L=Iy!@r?`T%T zo;0QRgXJqxH@w$TI+t;;6RYnjFQq>6&U@wy$I8F3$$u}=-|6VVsMy~N?OWg!H}Sx)%nFV_y&Qkb|TDD(VL?#eCf)oJhDxj%J5bSts@N_Eih7u^ArUZ23psU3AcW?5xu_VAoZ%U1gQ>&l&77T3%U7Tzrq zx87_6YiLOFuG{_U2daD4YOr#-68qrZ_bKeJ(}cvwvJu?)8Yc72o zeS3!$H+B1QlM|y*Y~yYDXKki`uPAgLDUC^)*rT^*7L(NphHLr1U!4n!jC`kc=d$+e z;1ys0L=$rrmLw}AsgcJ6Fm7dgxsRHy}eB{LWlE?}Nk$jD8{p!W{09oL~ zkforCMl?tZ(D(u<7=_wBaz29tCdu!EXmIFUBjsf~UOe`;_uKTWvWr6V@Gx=#ik9>N zN9Tk)On1#2eGJu^Y?ZSfq|V&0?MZS|v!1AKe=C5;ZzS*Z->)I~3Q?V~fpwCUPa)K9 z$SQ5J00^oS)XdYw6|FY&ZBC_yPJ&YJq%c$J7&KlVm^-vV_*;bWm#ZW1Gds?JSiwI+ za8L5jM{gpf@*G6MEh~2C($%5PiZzL(zgKi#kxaM=gP8Je;6nD9zbFlZQ2XWUTg8w? z+9u$!Yo9>i8tmuK2)*1O^m6<3!@}*QA5izW|3KdZ9{nD%d(Kx9wzG@hd77*UZuK!1 zTaD1C$_nz7<8}i9cTAsuxA+St7`C8;gI!7Y!aPNJXH!*Z22hec|4n36O7P+>)0~2Z z+7k-)g`%y(^IY@8rTMfMRcBbUM#`Nc$r8*{BC{Q?b@ zUKUL!&&Kpnthr7cdi|^BRfopEBl-a`UM26&)alDiAEa+2IH4U><8;k&K~r!bV_;wS z{8c_$RWXo*EkSJ;fSfWwAUe-8-D7XRq`A&9r3Q4o1x(~38i~rCNNLN_&n{L)J}fX1 zq5DbgJtP1e;h^fH(LCZ@$=LaZJ4di3qutv}YJBqqmtt!F8}6?=2XqX6s%Y=SiACC_ zwuwMPUahG#Zu#(NZMw~AjW+5<;fUjqrBx5Ow=euS4|_T*ax6)n;gW8NjZHK_&{6n! z#z;z+d@8mk^3H2y>cu9Xr*tx8rS3EGa!(4e6H-weU#n@7xJ+~111Jo679$yNe%Eyq zjVmJdOi9NZWW7UWFX}WlC2Pe=(#n>`JFv zB?y+Xx!n@Ztv7ckFs0Sc8o(uYT@}$aAR$`XvkiibLA#doE=l^Lo%`S!1@q1RQP=s) zTL=k5Ld#bx-=R)nw`K`4=`A<<+si(7-X8&di;pis!)~|3ajf|(` z(j4zpDm3e9>>*)>l-5+mQZv`1r?0U~@_=Ev*!vJk*-je6Ft}vLg=KsID`$?J zPU)B3AtfXuNx=n4iwGhRSU z9gr_r(}Qz{LpIY)&Fnk#(|RD}by=+lscy^Ajw2cpV>Prb%%3zX-AmI+sOk4s$Z5H* zZ*;4SkOaooBk_CxZ@2U3kL*Ecz?XW8A3?Vic-(x7f!|DZWm5ITHmF|>N;wl?$SgXc zaI=GtezKm$)1J~n7v`ksXi6bw)(3keS`mGx@a}p>20sL%ItIMEm<~^00JNzltBLjY z{Rmh=HEdMH1PzBMZ&Dq_5EBu~-rX@M$^@dWjwVwLK~)SsNqeppZd*m*s4g?6cyePZ zROMI@ncD$!G5{j)60(%IZD6%5fWZ@hh-8(rRKWTXK5QM@z(nWC#gA2bxOGVmm?C)M zW!NQ-k3Xg(`1OLicfmXIgkM@Fl;b}ABWi6P_WVVy=LAIl7pTA^b;t22JzqogA`CkG zI{PVpXBPqaakb{z6(^ggk_$8uh32wOQ9p1PN4$vNK`Hrf@bGV-#(Et^V`ws5@+2lU zs?%il%?NTtclp9E*)bURthx4kMK^S*k&e6!wxJKhseQCpt?Bz zp9$!oU+|xQW_uR-%+Ft@(sC$%0S@A`Z{R%Ga49P*$9>3sx-b%K=x)gKnu^&uDDUn6 z7J-ol!eYP@`xTh*AE!tlCm+Gb&#n`eun(p9=2o3|(j}W4Hqy{nHa9ZM{71;U%)mv1|p%6c(jH(Nu8-fJQk>7x`N{lNH z+8%$nXAWOEnD)|LN%(hHNq1DK{o(HVZ12b0K45quJHeoXj0+mDiRJoS_|2G9Fc>l)~@DC6AR-9B2a}kWy2o6dX zdXZ4j8zG4)EfKu+p@+?9I}>|>5oL^B1it$bl7Ze5BXXnOBL~LuCp{59gHIJ{>YfO{ z`~^MuXjbVjdX;XqMF8GKFs3vtKi>q?BXnEUMKC@sxC~=pMF2z&hyN3C^!-d+w+2jh zJ-N`8ZBXTFhDnK8$+=%MoCm_lhbsM3^AXk~Wj(Lil{O>59oNzr&ciaFlmV6PE(fw| zqlBR`w*I{O{0|rqczsmqL;BZeb?YP2!;=sd-HTWhGJn8)Pb^CPH z)DT%;TFm1zOiE-zS7)cipWckuBQxV#_UGR(=kZ}WR=F^hVN@nc4j7;mx*p<@x3h<) zp=B4OxDM^Te>yh)>>W-{l6t*$?RLq1ZVrS0Xc)`njszxiVi?50ECIW>i+uwq>NIo2lWR_a=KWfdG?ncR2*3GqhclQ7*<9_{?Ye_-%Ak`m>D`oT!EI;^ReF>!j+FN$mN&|%7oykW4ra~Kn<&TRtd{*dN=5yJ8)8afMxI5K zX4^{4Z(LUhgJI59Iv@gGH^3^YK7s}>!b2GbRhVB1WmlOxJT=lZbI%e6FL>p0A6Sld z&~YXmAGMeh=TPal(~pNdBKdRs&jQ^Ga2CU4NN=(NOYp&b*G2M3)W!}ND`l#rB&GQtG-A73KR(1^fFaqxkVrazf%F5<*>y;62c|a`c03YAfN>QzDdCQgW~kz7}X*TO?3uKxQRR=6+g@53ww9WX~JM>;bwsA znt%Gd3QGK$o-zk>sH&l~Jo-0#A3pd8QdC-*kcB|2T)_1;byWs*Sa;LDn4aF-V zUw`j$Yt-ol+vBiahz`IxjpjAVA;? z50pD)4;3rxMLYCr(PORXWlZ8ppUK4SBk{x?Z7G&mgIF{fC|VndqEsSV5LvdD)5XH898cTqrl|xrnp{ zZkgS?FtAR>-SyPxJn&lfK~P4R3SQB{PePXT3<9ZwEFrZhy!wA+x(9^t_C!%;R;H1`nZey>_Ly*%(yFp_ygZs#Bf5(|({lhfU;imZ+b$OPh!l!M)9 z38o%(_{Ne?I2IsKC`2>P@N;V>QUM;f(9e%mRUsy;&F!B-Ly$@LuqRC||3Tf$I`iVw zyK1V=a0o*FLu`by?Xw~n8Xlps?7ezU#tkeA3$VIvS@!ndBM1nPM@4`S)@7pY;;F>7 zJqW%)$mi-hAk=M#OtF6s@x;hW4RjDj)Zodt)MO-ycPE1U!z# zrcmXIKDZ1I|Gih<9!`+s7vlEKf%Uzjn?J2d}MaE0RSm#09Jbf@bO8-t z&V@XmEC)$Dw(6rVJx;&Z-VAdeZ75N`O!pV@^0Qf?EJ~n@T9Kf{_?Ce*x4oUfC*tzk zNTlPyI{Bw|N`sp6ir_l95G{ZN^rN)~sFL)C!wlZxOJ^<+s=-*MYUBj{M&%c`DV4(g7N3$Lw{=IY&<8!||L#qpQG}KBqLF6od z50TP}qKPIqv`&4i{MkjJaKs9 zFoFmd0|QYGQ19;&hX@dSTvlMEYFIzC2FIW6*qxqf#V@tRpwbUP#(^OONfg0JItadl ziLh+#!bZLy5-bgRW%f_%y4HTw@Y)y1!6V1rXI$6)?EK`CYDzHY)Vtm-P?Dc?(@eHY zhX6s=4_P+yRYH8!$xuBUAwo^ZpZeUfxgg~5{X43M@gAYxLlqgP*l+svALm`<+uA}>I-3W z`i7-)xB`VU?5GU{ptqq}y07})GCArYw4R1!?c2W&v62O+ye}tWt>p9wS2jmz3o9+> zRr{(KPhcMWN9?=g_a8ksj+Ky|Edb&9?R}Sm)0oiLVNGl|hVIP2-65@2F@$cVI(Ec) z$*=NwgFkwPWo1x5Hg%W8`#Jh7*^D(oh4Icv?29p`!0+TKj&atzH~NB_H`ko+uqqMn zjS=itg^c0+f9p*MeML#&@qG@#d%J>Om{AE&v8S;Yve)hy0xIcEQ@f-Qt|53TJuq`Y zY-jRBB-{@KsnK7NsQJ#0`Z6iKNb|0w*8u2;^d8Rl=O&PUgaM?cJ3-8gR?fZH-_WJL zE|i5Uc)i`ZgVPCK5TT$4wk4)Fz4EA$Mlh2y1Xk13%U_@e@rwND*k6mqmk`a!Tu2mV z^~B8^_?Bxy&xFK%FBP_4=G%^s0C}tkoXbPe>7uW|DQv7VVatz_{TdKjj>1-%V7Bw_ zMGGV29Kf7eTJfWVu3_Pd+X-5NjykO|cY;aK4U-v8!}S;8B_C(!Wa|aM=F-*h4xDf8 zNanXn9J}^gsTq^dl?^_k+wz|6lfNjvhb_*Nd)3aAPKqanDhu;8`eC#YiXFLW%phrZSj?tSy0u-;RcBT(x(ZDcEi2 z0EDdMa{GHB9%zQ!I+ttQDcs(bez@~y#zPXB*W+uH5tp3%#Xjfs;%Ddb1=Om?CCI)> zN+7|x-ej{8B3|DLnG2u&*KFUq;3lvVBNMY*Rr|-{&IG?8DkD^iO>aC(_2KLF<3aBp z3frPWrtqGRrrY`HwD*Ylen<-L&h18lkSCbdnJw<(=4-=SY$t|OxM5a9lo-m8g#4XSOR}yx3UTq+YS7w=f_-nD)aL#3m)DV zC0eCvZ@akM>HV(RPrYGq;HbpqH8j&>()OP_M;;; z>d|7PwP(k9iDo?L%};u3?ml87{;m9lB(%pEgRgp7mAm#k`b}VkVC)O#e5Ux{-ZnJh?bP;VML3iga&Ap}}=!g~-4ORp=JARde;3J>ze$d3YPw)|z zEB+_Fj%dBRdqA1=WSLH#Y@*yj|&}u|@$Rmdks1F72Pn2F9EAa#`2H$Dun<6xFcSByU5%k0C(nmD`;^x#VxkY6Fc`RFNssJeRmdF1#K@0G zKsak9>CKt_Q$R|yRKD*!xS&JZ*}al*^X%d<3EEw6KziPYe;E#@qld)`vgW$?#_%`; z^~hYf<~u~1)$|Z6G=H|YTQ@2?pLtHv=mLq~?Uy|juf#+amQn%Wv3lG)G8f+j@OBZ- zUPm6a6dc6vtOcAE-J0pBIWPC#5Ny_VwNsd+J02WC>16y!A{nO0P2Ff00I5S)pRQet zc$4bqSs-bg){sC5_*$qbe-^+8I7rK|VsC;xfqA-BpxFNUKEabjb!1`R^Le?n*86YH zU(z<)ZD-oHU)CCFW-OE6F34I;J--ADZYE&vti#e!-xnb$mDJ!JJeuH7M0X>J<^g5p zfmUB)9qB^`2^y{II{m;nm=6_Y>PV&LL6@;4N`u{)pEmR6SnLKdPdAOzgCPAqC@8pm zuDR58&D>87%Jf{QyN7|K%dXr_1BCQ_t~b-X(O(EapOdaINn$RUHFB*7*ijl#!Ue6I z$x#o0bg-$WL3z+!C&ZbMm2cUfb7pRJ=TX_?u&$&~ z4KtZDp1oSer5~yg*dzis%q2y>0@6F8D{BCvV}JXjI|B(K1bL=eR>(9zLyl>0x&}{| z%?;EU2sh%zg7;1@cNMwT1c@RN%wy-NYGV?%w-KkMz+<6kEP`6(SWW5CZq9zUK#9FE zJmsg7Fc+<2-xD((lo!mGF6>%BW`{oWMUMk{qhK~d6uR3zm`(WtM$3wbbpi)Q(7wcw zF<>Ohd+92pkhkDYboU0)B(RlNMQjJb^OVZ%#|(z&H#B72Glzt=@2^KKU9vAnBD|C8 zA*pd#l=f(k9*2C>hmt-70ptq+^mxD&^@`jrjpvm5}%c=lCI3 zfR(Sy82%70N`3wX=)PKaT=2>iGAat~Y&k=a1Mbzout5P~@aMf=Fmd&+3x&!j2(LF- zsf^!A&60L{r+2;gugO#B%7kc$WUyIDWu@57MZ1J+U$<@`Dk04FJe~+RTZsrqdH|Kc z%S{%O(rWFjQZWo?SlIxCDoJcV&}Z{P!?cGbSqA%_{*wb$NYY6+LRxkWvr8zp^Y^0O zPq+i+Pn+RC1Qg5BCbkwK7;CWvBM8j9S!uKhb_#<{q5#N-;uIj#->BbbCL(2zARr88 z$3C|e{%bEG*q=SmtFsAQH9brpW8S%r7Q@J{7W}}Grhf}|duO*Y;`}?m%wGkTWc*rU zg|dfUA?PN3aA7EuZjwLZ<0x}lUiyXG$o4D*Qkl6RiVj|K6w#+IGOf#(jQ@4Z`Ty)> z^jEU=xgG@LT7u!iruqdOep>Mo&*V}wRO=-jBw)ldWMaGT-vka45o8SnEJfBDh|fqf zGct4h^@<6gX0=T19`NlOgIth@5XKtWF%|2bvelM|5n%G9A+fZrr|0#*?uP%<&r;uu z15yP6G39U{kFItaWO583gXlgifPEbZ$x%FcU3_^)AObi-afqCo#DL?IyFZ>!=c3nW zv9$q0TIlX(F03~}id?WK%9fvK5=>3uB9Nu|5LF75Wwf8wWhsl{+Uhj~yrz6k>AXF}5 z_2L!)zuha@D*KoJ^Q8a%M}Ia&&@jvq-HKTeC<{5xJmjN&d2bqXGPX6m7~gIID@i-q#l=z1Xj196cralo>`c;>IBc z%NTYPe~U_J7#uMN?ZEGsax4a}nfIi zKQfP;7v!}L#7O>kCK$j3Tz*f=9SP^sdO*+Ai7d!{?6M_Xdw|Gea>e)mA*&fs6SIhG zKSB)stD)-B-++dSyKLrcB;0JU0mrK-oGTX5ag<)jeGS}k)TR#;zkEcN%NfM741SeD z&{2d>?Qv-3eJV8V`UcL(;iGw=9lP7ah<4MgCLUNFywJaoaBTFzMX1C6VBO(4wby>M z=hrE?u~SC?j!m5clQ)rp8{lLzAx07*nO4PdL7Mzpl-_&blm`9Q4qBy}BO}f~UneOs z1JhgTFw=gB^^Y%wTrD5MN=T; zD?D}Xv~kpZh-bS(AwC2z;7VuY>>arN>Hqk;|N39v?&q#J%&9tk1|(h(8rl$kL5<~> zyr6vj;NDCSLWY5NXi5O#F2OKzy_Z{)64o?$(D~7PuaGl7a1N?>(60DNE9mI;%*QG# zfMaVs$)!p4Pq>ejD&Y(7+Gu{YtXSZa#byn+tkFzIt#@LNDwSW!(m}vxFBb%&c3%#y zl(~GPkJN+U6M{jzwGnm_2VTOgSkO%S0a(wPQPEx2?r!-BmoTwcp(m-#x!Z<3`%{+u zo@YEt<~M2ok{L6yhZz_knLjXpIe3An2G2X{_-V2AZGF0|SQ~E^JcN=;1Tb4%8#rAt zk$o3ATQ}jh#nQ9$YH6xZ1dVz0KldL#dTLzx;ZB@%Of(hK880Xspf%@#)7A;t>pznm zbc1CM>5*JYAD{l=pbp}**!{i!C0*TXB0(#wsIXlQ6tV_F$g1*=b4u_oYZcQAU1GbmhyTKQj`Dn;2leJ5?e$3;$FZ<&AV? zf_)P>PvYW-AOnSfg3php`Mgrs3?PHSPTbBz2tk~tCkXD23NjfVbgoc&dJBG7_s8F} z&GGwhOIq<}lT0}G|Hs#LfMeOVe?1W@n^M+e%g$c$7$LGpW|R?I*g`c}V3G8} za)4=TC+0!&?RWh+A_!uk2nHG2S!cew1p%dR|C&Z@6Z=4X^xC0%{7{uTNZ5+toJ=f! zCAV+wg^&V={c|_aN?C$my2>bU?)GcUN`dXm zApkL%MbViX(ogh3DCSae25bSC9daNV70!ktYC2JJg*$=PFYk}jrz&ZUfW~kmp=kyQ ze_4W-=FcuDFWfDTPy|@5_x)+Yx&5VFC*S7@lxBDMLVnx;y2t}ktrP9YVa#(2!i_sW zgY5dc4FnZvnL^a&ljPuW;MQ=1`Kd!tLD{{#=v{<|Iv^uC;fe@#8X??Ly2E8On2w)f zzpVre0~gbw!O8B|@1)JF_%W__!ony0AuL-&xahIc9s>1fqV^ZCFMkw?@%qL+PS1yL_&z48) zq(c^IcEHrZLr0xnnfYxz(tCVy^g&_Yj3>aqY9K0+DBT>;7oi&Hs~9@`ybw8 z?R$)182y>|up5pQpMX`<2`90oiq)h3joQ2$2pbp~J7G80h;@L9>f5aYq}|uSR=9vz zUQd<8N_<8-Q7jde)GkQjxp{cH@y@0CZO$Ft7C^W;ov}zfOms{{`5%UGEga^ctG7Gk z3GZ>(duotYmE42Pg?1*JyC~J+Dr#kN)mz>A3n~Tvh_aY4~M$gfk({@;J8{u zRMx;{B0@RgxZ)FvS3x=hT8cHBdqqH!JKSzZ{9h3En_M9H@Zo1flh}XF06KvVF4FHf z?QrZZK)+mqm>#K4gec^Z)FD>BZXkF|C2#7E$&-N9fVKv8YDLO@ z>a8TqMH-2G0@7NA(E-H!vM0owgAnJiT6%<^-+yhxUm!fT2x=06?0_a8f(n1snevo& z3sR#X!3kX-F90@V3>r8%M_vM?a|Ow0XdXdKkvjGDs(jCc;y+!X+kapB>-VB>VMb7B z5CuE(|8NEi*)YHYcF>&lIN>Cf`u_Cr2EuFs3j9iVtA-FF29lqP-tWq> zlcY$sT0m1slZyn#&R@6u{!&*-A@7I9HBcc{0i4SDcEAvh_0>Ft@J2eHObN?}<}aXv z5tup!XV@uo#933fv-#O{%o2utLHGXne3iu?o;eh9u&)4NH);=bauWpsE(-CG(1^Qa zfggrdOs3#29OZqyfCCijAK`_EKD-EV+)8`O8|cuS^9~3Ap_QWtbu^8blle;*gv&wJ zT9J(NM9cjui?jQGg6%RWm3tq7*f_qG3#-!|@*(i#Dc9};vr(s54X&o@2c(%Y6N;*B z1T3-0t->01VK;2>+qTasmH1p(K2ix%LUj%f;y)zOuPXklhO&U8TEwOooxo%!s?SCA z7QA3Zfcu|bK0mjnXCYSJ1}EjhW`Sv4C6bJM`g=Dp^3aTdDy%^E)**Fd=)+L_IW;x+ z;S{hG41I_v+JEJtOY#0fa`9`6h7can9FrBYh_sa(qtBy$R|;3|zp5g&T6guHrM#m3EkGI?ND8 ztn7CU=Vc9E6D}FCZ5xdEf zxTqN@nuv#=TungC!yXV@J)O-}c@}6WHqs3WHWKv-WG92&A$cB)OlsIuE5KXMv|cE6 zGr`2=?!Cr*r%m96%sKu3sE8s5MHI|)VffbKBf%B+p z`ZJa9pL)3tz8&)30EWJXNa$e}0u~J4e*!h)$0JabK4i2)JaYb-{_U_pN12 z2fF#X9gkW+!aD7j-bTEdN~Y}Pcz}eJfFixE=;8C3e97~Gd^2kxdP(MpD8YRN4(L)` z3BAX5H&~2xa1^@n#hK{R%;MkRv?EJM<%u5P7Z(b|`lJy7J;LK{<+PvJx7+Z?JcJ6c z9UQco^wDPefM(}@wyYe3W5@j-s0LLEG&AI^3(64401iH7@|&*W!u!9EYKYouDH4IS zq4d6Y{rbOhD=%w7uxL8~`ruq(;?#tfSkwtR7-bi1bxvcFsADRk7lhdlmLVgXC`H2> zCe=)dt=>t53Hu6?NgKGOGd49Bf#J!1J_EIES@JaWgS3e#=Og|Qa@Xcl z{ERs!zI@+ji-T20)jHn*bsyplMI_;fv>qwaKD9-7w!YT;OS2_n+TiyL@#}Ph?9{IX zXYXBFMX;|B%2Ux9B-UuaAecd7+76P41?Wr(IX^fx6L|m|Z2&zSVyJD}NL2fASvj$& z8J@>}B?h!5ojVVsPJ)D@6ecAP=4xdIuxC{K;CuQd0N_MnF+NF(ldKOFHwzYWLBZH@ z3i)*@;;sQtq>)|K8~W53oj(?Xw1lyodYy`))R*c!mqko9&a0_C`CGf56mZgTfSO+1 z#j>J15!8lC_mQ0&c0Uq<#mDYQ}9qOdP&^qW8b&di=IxNZH`d5o{2Fnj9{` zFl|h{*T(bky9xX5V}JikOffDfloXWKkYH-Wc*5ZG1q+njd$2o+L;QqnF>!p@A9ku5 zToCkM1y@TII0p?tUx$>eHPTI>XdMRKm`%Q(2|S<+7Fi&;s#!`PhK=whA-njKJuy zwc^gSNg%ag9n^mIU&fm7tsdoRW(0t?tPR?wVuLzF=&6iCk_Zq#IpXizhE_tB%@=1I z`q`#;iE3aFVJmOt-XAQ*`f&aO{(-abd01~X3~MoIoPh4HbnZ=#F_au5Y6CDuLi^>F z`$GT$3hjv<9|eugSxA6K-e0+^etloX4Db6C}e!vPdFr3 ztB95UAaC{J?afpoIlk5VI}}KH6d7^)4-k0&J95w_1u&?%KdRV*mimZ;BqZ@k!f>la z079!=d&Ju$+~+AxUf=>e1TMmm^s8$@($)O{HC#j5LI&y1XH~Fu-lr!yv!=P4?`pm8 zlc3E2@31h~Q#{w9Njq{#Mkw=qq5xtvsj^=fEZvi?KNv`WZD{D@&bnxo5hy!I4*S_y zBPm@!wLjHnT8te*Dcwfis*k?kAHbD%9pL=<0rBM^+Z7a5ooCId?sU&u>=MhTu_Q zE_Q`Xw3-dD*SMd3$6VZU9+m|s0vN&=8)^mZ;xm6(d}uTl$a#riD4UE_R3^J(@<|?w zKp^Dzl!4=6oLX-PqG4K#$i%#nezA#o)k3mk{oQI}1edD8WxDx%a+MY)pS(0D0qp;% z`uGlw@8XOEz$79Z@p* zMI%HY}iH&%QEL4NJ1RlFZp-wHp{{pKLQ@MMxcT)4?yI4(Ia44405yf{m$KZ$># zX`RS?(}q=ju~I)3Gq)IU5{TKQqr?(cE$`WeV?yA;Y<7X-00;)C#gPeegOJJ-qj690 z515S!;SUK~!0k%_WK5j*yj_JPei?#;`G^_i$~O=nnT9|{wEhs1_7vq%47GBEsk2+y zVXZJySRsIckA$SN%g|j3-k;PNqMGf`iz#R-b(vC07IVHF*!|0{i8NG~ys}P!{liUI z2C|$%!5vniQlh*G1?mGU--*9KztsmA6GeXoo!(wyDs-Rxo!5wErfMEEI}UK#SAzCk zaX5B^5S_lsW0yZZ5ybey#Q+$LrU4LaKPb9(i$(z3$VjP4#PsZfEs}-4%e~%~{pu6s z*O;w_V&n*C9i*RKDgWvzFZTck-&KKN)dW?1p=leAw75$o-KL(mgQh z%_(yB)f<4V= zX^2UAO4+{TEyed8EUK2Qq&u(fOY0E&TRwWR+RU1M4}Ig+YTd4rFaDq-H)`|fx0{bw zMKRo$3th$V)@nL`t~vSP4|?jOcE0vMZu^LHFVi9f5{$&vbnoEWQXBF_=_b_$0;7R#G%9*d>2=;CN-c3vvd=_(D8jKBe zCVFXYJ72}cVhADW5#xF4^U|w@tlf~dha8Bx{E%i6mCy!CMGi3CSSOrm>RAT~Fd?_C4Kf&}gK(~lNmAJ#_fKDe zR0qU{p`NgIk&M2}aHhtlI+8?U7OivW-h`4yyR#`d^+jBWamIEXtf99d;JN`>INI@N zHlH7_H&0fkAHqt2ZhW@!lkluadlO5XoGx@H}!p+ zn>RMvWOf(T?z(FG|reM>2-a}4$Mj}6la@515K1*!w8fwmK{ znqI=k0mi%|G}e9qYkNxeZaqr4=pyrl!{2f#Iq-_&A1`W-bP(`0TCd3{1X1|ZD+Z@t znE49K!fwykE0~OwCyoM4?ktqFgNw~VqM|e_lOK0?sxZpp02EHTru|Hb1zH>E1ui6% z(Fc4L$h4yDF6qzn^V%T{rXrW|2_rEtC}zQU?@ux z4xqUm{i!G^+X>lIB3Hg#5BRm<{`;FV>`rj<(5xJEh(Nr?m%A-YjP0Hco)6|BL96;;bLgoS&T-U{qbuqMoed}}p zA#Ut-BG!^Yc+mohv8i}&Yh$%Ya&jVMIu1?1g~lP{xe&&o^uSz6`lXW$5@y@;7rOB^ z^z`Bk85rE4SNq)bx|;LP??9s_+Q07tqU00T8{w;%z?T3jV@5wl_R0OezCH(2a#~ts zBA?;$?@Y|CByR9_)K7n4$!^%)UbdhdSU96vC<-Ib6QRHu!EP{U4T{0EagFqkxTHSH zQlLQ+uE@~8x+Q_HP~`D5NFigdokI+?!4aG=1-a4X<^S_7VMaOmjE&Di zKbkCHP?}H)3eYYP6EZiMYtqAP!@*YP8M3SouU}t^_l3!c;dR9H&lS1&_(U^4M{zYV z2CQ$qx+z_j{05$#deda&mGC1Q5<|v6kIu9Zv1~)6NEe zE|AuUgs!Wvg1$CEf%R(?NdU4rCOYTuHt7W%!tdzM)A>{kkR~WHx*!UoDA&F4pe494 zvSmmKkg>+01Qbu0t{{(;66@E2bC(5&^*fZ3Q4j>v*}r5A=#zPFUS1S3_!vs8mri}> z*b`5BM-96q{c*!pPWQyE%=ge-ms_q38@21WnO|LkuB`I>S}htJsI7DNWPVpVh>>_- zb82mqiuM{A8{uWV-MMpz zO?ew~g#}r6M#IEpQ7rr{1Z#CTmrpfT24chh#}(}o7WyhUZZ6L!e=6LNi8|;vDEiaR z#)e-~h0Wg}CyUPhZa}GO5vasNb;mf)M;0WhdUT z9w0~m;forDTbO&vlzv5h=rFpwyL;uB=bU_8BCur1JG+~YccWoocCI@*R3YSeorgQ8 zyvXiBn#S!FpyO1oT`M9x2eMBJanMkNIk`Yst!Ev}h5jaSdH8&6kh4v;QQYpwrA9Z6 z_mFSFflMTvgxo+K4Utc^|Gk6!`V%tT)og{AS>lHLg57iq_QY4t<_AW)RVbWbEFI3A z8~{Ytq82iScwqfM9s#Cl73_-bFtw9r2ukxw*k^*cf$lF9gqP0qxWVzI@MMSDb30#x zWbR*EbcSSJ4KE;PtkxHX*hnUUlX0v1gbUl@GzE1DxxuLH>%KlF>fZD+AgorKMog0I@4 zAI)5UKR7ts^VpzN4sj#(uqR=1d!aC~k;attfWR%vMsNLpov&IbQcQ1QJK3_pLYZ;~ z(}x?SzPY?#TlxI7=wZ+fvp(jj*lIiT6nIl8Xsez+9kGut+|pl=KHUJ0i8o>1_gPt4 z9cqfMe=du_RYtoKWbybzwn(NQTWuC(mNLG6n6L7 zslI&?)>pbbb7+e8dT)k&<6*S0urQ&r8iWT)sYFijpyh>J^H0t;m; zueyYzs>`KEfDyBpCLB2jyH612J*piv@4QM3z74vNLt4~p;x%02XLWAlhX_jnr$x6g&+ut@e540}_Uqg}~ z<|M}a4_-dr`asE$GqxHg3r4?Dm*go{#`=)l&TOU%7$F%(&M_}Q{-z-2As)u^HhU%)Jc=Y;iraIlRags7?;8a z#R~~BHa|XmuV;^oi(5sGa~RA_<^GJpcP$ENxfg4)DYNSGZ1@5)uY!sn7d8zmutuW<#}G zF-J}-BfU{;A~8XT=A*vc3T|fW7s#lI5&VbaV`A_U6J;WRTxT9uJ(vvQ*>hCA3L(A43{K1gF(in4t{rA_U+w7b z79JK66-{=%jXrp3^5)LW&GRz5O0ba$5v<+CA@|PvL3-=!!7$;K%X3bt`)~LHw=l|G z2bzY++*Ax@e?(4aPqODsg*A6^&yuXUdr7Z{0$k(_MDOH&`L_v=6Fl%ZJl2bUV z-`&qeY@!Pk>QNxsJG?3hwYUu}>)p!IZH^ky-*2k|eq$}5eE7%_JYI@mv_0&H@-di( z!)SnTBb1or+M+{OMCk*_VTKUK|c+dwF@q<}Q~AIkhs1lo|@Hw>d#6V$Kg~-Fju8y`PCa zrGtBr23qZ2c4)POKQ4=++Cai!#}StvnDqwc>~SN#ZtRas39{TnAg0C>{*Kh$`+n7u z^AFK|es|7%)JPC_U_3+AsJ57TNJo@$oyWAD_*3jm+ic<=bDIdXBOd6&1OF8mto#DVrB1DSPvnMgFjfV53yfxenot zn@`C5qouL#S6OmN648RM}gHGSKpl$Z6K>VYE_Di045?LS_RL(4vzCF=Yaig-kgPuK;I#*@xAb+ zpr8=?j78ydd>;jGgkBexY$D=Jlhlx^sX13QF8BBIqh8wk?V0_ntd5B{KRN5q z)+LsDzF*7w?8-=JDR2Nc;;~`5qKjUIyaWCcS@!V!=g(6}S(HvG6Yx6fbaX;Of=d;2 z4TyicvULOP=9?NHZUN7UItjVXrl4a<8uI19QOt4(AOVPyHxWhm8xIsQX$2y(3Ehy{ ze_>Lq8%Ga5JU{%a?e72Xt6}{An{K7t4fl7Z2|}LKGtMB^JO^X$>*&~=NZ{~Xjy*eH zb{V;RBjoZCZAu0|m`P5EI+##KDIdTUXDBUt_H5M6-Oa6qcS36a>foq2D#NsHq{QWR zJbsr58wvNTPV&d`C96CE&GJEa?%lpLCBI}fLzsj1{~4r2@0Dc_xl3X~;W9hdnfLr% zWx&~sLvKC_WOx*4qO%8eW+tYmt(jA|etz5)@e(EF)l6j=uuJt_H>`m~$tgHh1qZH3 zR2|kpgomqPjy}yP^3KksV?MBJOo625*vKoBXE&Za1x{lX>D@eZdZ5U&hA;9Nde||_RxB*XwM;F4;sIDsebAFp%8=NlO zZg?ciPd6qyI?mM-B}6xp{%1SyFjN4WG|kF5JvdyHD@`TrF7+#10Z(8ztwpdUP2d_Dhd`wlfzZJ{Wv6@@$(JZ84TomAdHI zcda@SH<03h6b`~0C#%*@#T%Qf9Hh%-`wDR_ogi`u{e&`nKH4#sTTmcqm0uD8(3ptI z79heum$<~p6 zS&2BicPRK{8VJx35|Xn3KSJF#hSFA)(hUr^v@r|3WcDG)& zx2CY|+st8Q+08o*fmUJ zZ3=m2K5}6M!0<`%8ph+(U&r{Z#-z0r_gT>=wp3>AR5ffb@^-ymfr@W{0Nwt>pP+o$ zp)T||%WNZL_#4CS3Io!yReuFKJ$fV3RT8Nq_k(i}o=0aratuiB)SJ|7%GAXpp^}sv z80dI~!cNW4e#t98xIyQ1bEH@FJaNVa8J2 zol7UZ4#j!5vliov2~ z2u<#2@ma3PWA7;iA$L{11%6GPEx!grlComrHTkBqi3KUaM)8%|^zmt+Xndg(XbULv zeh-J510_o(IyO&mk4}P@kHR-gYGYjZ2u>p11MJk1))=!$pJc`oU51{7%D|G6OL*b> zMGJTt&BQwom`G(MjEmK$J16<_nb{tfC+OT#LVuCjCHK1K{V}D{t93%M%25RZmKr{! zyn!fo^3-Ja%Y^`Pj7vlvK|7>pZ26%{Nz+~(uNgf5iQdZhS-!{neCC$(_H|xgt#z7S zaEE?vNJ={Sh9=pI_KKbd6i$|;SU(DkQy7QE9Vf)~aBag9F3$eR<;}F*N+0Vq)PN_H9cO5^VR=Um5A2z-=Z_qhA zRAi65MnCS&W+P&@#Pn-2Hiys@4`#?IarD;3*gt+J71Q$liFcKb!+<1;VgBCmg+$4|`Q0+j;@WKB#6P{csGO}tRS*`6+WQT zY4??l*$wweie7cBo?hp+mtq8Aog~^VcWhiICnyK~b(C(=uCXK_(EVz)1(np;2tj4e z)2%G7>uckiBP(`mz25yEU&2>a(N*VM*f8RA-;LGJy^1&@nCwp_T-e3@VaVt}R!xog zhY4O^(3?a92D1mwHSBzDm;?$t25@xGGX%^Zx0gIey@IJLk+eF5&`Roc4~?QCA0i#x z0k*r=loDe?nS#cKviI`c3^Qj3EO5t~cPIT8aR{epTu3{pDDg7RLTy)-0wdV+^k-c5 zzvW;i(!!x^rXUL4;-zqhgtDYF>GsYnKjW;`M|DH}y0(Vcq*| z>4lvpZG;)Q?5i!h11sN%TbvbIV#ya4c2}0aC6gZ^ceIY)KGQ^5&a}&>Agdc3qh+2w9nRRLIb7llP15{OjW{kTMP)yO^(3avT_8c2hCN->9$C z*n~T^(62@f7ph^Nq4+A~ut?nfN)chpH!3DmFXB>1s79XkB*Xi$`~$`V(VbcC0ij$eX)E zXjeR7cI08ImA7FF&CLU5TNB6e0$xC2&w*!Dxzx@aArwx$2Q?Ma8~YvU8e4DlXh&hM z;uc3BStkq2pmjVwJk)0r)ix=FfOF)^#yCwfI{@D*nljSTR)R`PPVw{cFx~Fu?_CHI z7I3>{2|>c_D0tcT-GN`=%JFoMYwLg3TNuQ7ZE=f}U>u*F;$mg3*wgITxcHK?OH(?V z#cmo8KLrLDCFM)|8FCuuA0DEe6EX{Dw#SS(1#Sh~R*OEh{Wy1S=4cHMp<9GM6~@la zj@-dKf$?2t&NZl5T)=MRK6KRTXBTXnyP$)v<^FDCS_KW^XX{|oYT)8;54RR~c_G^m zW8`{TD`*C}&F}KgLA;>V-+!yb?Fp_=A73B{I(tEI-)N!jtyuj6iH zAG_0KFyx}&TE6)xRTc<=c0buF2bSCf8*=RE#Yde|aThezB*9 zj?nVhfk~(ICTFboz5hbFmS<;4f5BX8Kp(%cdM2|qPSV%kZ)w8VPEblT@dEs%++ffp zk9{5TF7^5Z;TvB7rdy0(O2d5}Wd)SW1&niD;2h;aWWH&p6VRdaA*R%{#Ry5J{T@#{ zH!7o2gwTPTNK%sawY+=<0q@MEBz24s|)$*pS{P${6*Ud2p&Z#GJ3ItBV4cAY*L+iLmJ=0_9BWJxn|%n3p3``_f|S?Zwez-#O1 z=$O-{|BURf0R#Z!{2Y3f;a*!?SYrFp@=%mRoV8COA7^YNj z;8O;QaZq{{xw-A8F9`QLXt3jI=&a|8PC7MYlFuKu-5^}lY-KboAEI;e%$*%KO@G)X zRzw(=h1VZ9{;p3)@nwm{=Mg7`aAJ4Qtbqz4y&h^RQ6aPDqnr*c>X~j-3Zw{+zeM5R z{sjim5h?^h`_YCQ*BpoC6ePeXskcM6#z(85Cr_TN-ZR^Jz6MihQngU+5jVFiHr}M| zSfXA!H;`YN1<;nF`aC+Nu?efKUrJ*3$$(V)3+B6L!%x#1Fz=|@NQ@v>8iB-CQe8ht z`tlTK@PJ2bDT0N&zsyI*$(zDpvogQfTKo#$_5WV**bG&4ML}tKY@CFY=6jWj7QM3R z6OwO(X^WdJ)@fH1VzXq|f*RDb@YIPuzb$zqp?K3fB*d^I+%dr_BAircBA7N?NUve! zOzD-z(}bbtQP<5uiay{1L$*2r+~fl>V(5_x2y5iOd{7}YwZfS*Np7KfI_c_UUQVjO z8xLuu@07-M zSy}97oDLscDfxZxX^9+jDse2H$Ee5d0fhk+4f&mu$=*`gK2)6s87Wi>5o5Wh6bA<% z$pzjlKYWrwQZA@xxKG#iPRQpIR<=W@s<`8*L>CMm(2|P!h<9i_Pz9iWGXkgO4#=$X zFTQ6(CZGe^olF~UIbazNDBKTPm3|1nxVBE1LqJQrxVTuRDdRe}syv`Mad@gqMOF1t zVd2Yar4k;M@8t+jriOrrN7X2$uI_vJ2B@amTBki=(4Am5-Sd>ig?mXPQxWmuLqC;& z#Yt2;AI&1Be+a6VbQqp(mw{;E#jzpdionQe_ ztM3gDnCupNi&!GJ?WaN__w5V|a|Ec^#O));nB&PmldgcA)^=nXQ+Cz0;rR6+Tzf0( z{SmiAftcJUdI456VeJPpm<_baMe8z674Mp{sU)929C75zIb*-lA7^4(m)}{1oeVBj zY!-aGw)9jjw|d%+`uiaP(G*4o3o$Xblx`KFXSceF{)Y6-amkcbaj<8K>gzv@0W;}T z+7xL0bF_zE{m1qWy+hLgJca*8|7ukmapNx7i!cR|NusaYk1}C3!AmlbcPAJA$(Ov|Cxs=4CueA4b$&qqj@#p;h<@aahr zx1JHSe(6Lq@pWUwuc|zVf`A9Xb^iMWnx%oG(9YJ(jFV@#IC{G8hHa5UOl6~i(%_&* zo0-6y1Ls~Djdv4YxynK=W{{Nccu`~N&Of(-7RFZKMn3jkyc)n*3I6SKFgSvGxO@Ni z)Q^euu-*M1Jx=wCu4l_DVi#iH@^tsro?$7fbIIZnyZC+z=S*#Uwo2wyC{aRsnFEn= zYG=5s;%BlxNrjVF+SLC2^wMK6MkwVO2eGsJb-TT0xD|aBZVRg_pLiqOY*^>t()DN- ze0rZ=;cz7QX2MPjiQ!ZRMgvd&)kzhdvv~KI9h*BwO13Y4I5&Gjw^;3;9|^SUk0(~W zylI8V>B`!FTKE7j5$*A#9m((Bu+`x4M2kwZ zY`k${y{YIYW->x1Zji(&F2nna7NEX?dq@`tT&+ZpAk8Z``)AVxbWEflFLeV&ddX64~11nF-wLv zUOG!0+RcBlOSe0Xsea>Yi>PD$^%-6Y4PFNR^Jn9_e%)K34AzedLwef}8kbH8)OrwW zX=s?(Naq4-pDv^&<+@NDyS25IHSEN=PXVyTj$OBItGVPN^8Af{f5{12+j}&rk&~9f z=hRCST@DV1dNW_RL(Ju2e)LL^k`OL#QM%^YaIXoyjAqf@d)5ndnR%1{abKncYsol$ zuU|7Fsq}>xpS`Db1D6ld9UR#-^ZhoEOL2;q*JB15uy>NZ9SI$g-j8C$n32!g%yFw) zwH}>xtgfMvptDi^8f^50^TLz6BP+5U-PfW=BI9%HMwy1(S))zOPV!!$(ss@qB@?|& zk`M!3tZR$t_ao#SsjNhw*xPTn-eXnzIrRGuqD?U?dI0wyh21Kgy1L-&LL-iZ;|C_8 z08Y5aTdS-tK1G=a{TdLwx=74{A-K-wxyDZZy9j=t%>iWO)rSK^8vm@-Uzf>`B5aH!W3^GJ6`{pu%Bx;@H0+{S;A#Wf$_)ytB~1xN3E(xJp`gA0v4{cP`lZ zH?DgPR6PV}h!;4mku&B7bC1_!CxXr_A_ojYiy}n9{w;FpZsam3O@oT85kU)Y9m|K9du4*(Xj$95eLFt5~o^!W1QYH0u6s8((78wjQR z|ArA8%4#mxs@LKlIsQ&tmzoAYi0-PHG9CR~MWIhyO@?}yNpjt#QJS8?gyFBuw~dU> z&*eLvDhT8BiB+)~uI!gAW1J$D2p!9K9u!~sALm#5(SNmyc2}=jfiO+m#AIZ#U>iW@ zm$e{JU0fG2iTdZH`n7ka?-Jba(^anzbiQVwbb65n{R^PA;A0YE|W$5PF#O!Z?-Z*(m(`TX-l5SuCV{KGJD~f(?Lu zsik{)@-BcvF&g5^M+;RBWJ$JE6aW8xD@&;{Hd~vyp37eBp<>pp%p&P$7QyVaCmrsD z`4F7+@OPEZA(QygR@r`gFtZlj$XOIy+8=s?-J@Fr+Rl z?t2+tQqXMa8GB84N~wtFRMM3NF)GRFKve_Th2ADX>+>N+)%Sl})#lZt$Qj^|*r1U1 z+5`f<5MIPKaiHbn%X=XqlMtaE2UwSql#yfH?_2TSD-kG&#Uy|FfbrtQ4K+sI2kFR7 z`kUGchIrxL&18ZPQ)u2N6gP5$hny^SJ@`D3m_zT5NqB{d&fK(kCUZb59exnev7p8%LH%2;L6Kh4 zla6ubUNwj5<`Le924GFCS+CMACNw;p{Kj6x&0A(BHh`h!kCD?a9of0BQ4 zXU+3m$z|8-+i@XuvcdGmoVt`MCdYwHw|xxvLXi|Got{ zgli;7wGXbZ#4>%cC(qX3t4e>bdG*LWe(n+s&a zSf}8u?gigl8o0Wad(VLYG_Vyg$+`7bb&$S!fmVMK&eYiT^&T^ep`oFG#YO@4D+Id% zK&t)r62hv&@DV@}6&_id$z=9`)~oO0Obo^%yu$X|qwt=`6VJo~Y6aF#6b$z1YJKH& zusptQ_wGauSsA^2T%1v7XUBs7U}>I-tOtvX*^|fDL$dSA<-0C)4~!6pUgs3|%jmMR~x@M=qY`c?+|AwmzNbwQc?YuE)a|OWl2F)K!Pt=(gb15m13Hy%FEj9}nf4R|o?QR^*>VSx0f74emcZ9C z5C@j?xLlz3UDFz>am^v~tF?a##L92|8Z{fPi8DZUO;4}_x-XuQopxA`uFE(ze#X|w zh4TW@+hPmmw@n#e<%@*$pt}Bi=xUXcxFl*Glc4{kJIf~ZZcIx7QxJ(4ow`SmQn}QB zw#DfU1kg4rr0NIjR&WoDmujtc zhA<#JZJ1?7XKCQ>#r82nT;j`9TzyQ;%FmrLKA}IS1XwOEb5Tbh$ z1i&%JFJ70eUwg#Y0cz((UPL+iYwG}rfeOVTK5&>({s9e}!ickz`3GXt*05AF(|8F% zw8MQ;XD$cy&4X_wCc}@ftPefTO-=iVaU`>|2_`s2A}J*oMwF*vu{K-Mds^cG9jT<- z!U;jPZyqMMe%m<#5{bm5-E`jtkr7Y(;Pv^u9Awyr@Adp=!&EBgMj_`A6@^3OMa^+j zSd*v?X-y`tn*B^N0i_!u$xnD?ldYT_(uFQqBJ-!G00<-(b3h`YY9JbTw3Wm28;BJ? zytLSj0u6kWD{9;l{F#4iVLJXp3xn1n$RZa-Uq`!1jZVLri7Je|)N+(c2qj+EBKV$f z$l{=YSC7pJVUI}(asb}Rd%0zCWARm0)y@?}PLpTbZ>A?WhEE@pki$2j|8Oow$KeIl z@8yYddIRBFB905dlSf7lHJSI06q;4qCrbTXC=YNse{0AOMkgkJZ4ys$>pSNHPWlcw z#NICIa1QY8w6mQ8(R)A-*m}a+ajMRm3HQJB1-|#?(&bhX@1wzJQp^sxO*(;F;RVC8 zz&%8kOA%iWaR?jp7aHs?c(xH}1bO2=)X>t38h-Vkpd~c{DkEJ&MCd|uwNM3jocmR% z%kIC+c-2DWeg&;S%S%MT=Fk@I&CC^Esb&0GH2hi#b!Wz>Grm0XJNkt4jwv`T#B`c3 zICb?BZ-{P6wo6`(uayu=p`9umTj-@F35?BAZ2QkLEfteC+S&ka^hsEiqU!k7yog8( zCK=`uP9wJ={pG?mE!k8~Jhveetj!GQN6aFTO!!fWg|k zHt?M^7{6{q8a^S+#WH>aG(c$hP$LW%!Rvnd6TqV~AFQ)UCJ25%6k!|1$F7@R(#mWN zp$X5ughw*zguy+Rb7Cei?3*bewn!uk)`%rVwt<*&R$Kvi|>Aiv?=sCzsT20AcoS#oVX@&?$ z_H0R8MAc-6YE7M6sRUf7U((Z6=H+z+ivz$cV086eDvY8RfUz{sg`1p9VR8?1EODG0}wrR&qyCcWj^F19I4=Q!n7D+!7&_?tUFc$+aW zcck*s_Y;%dM0pm>F8;TeFZ;=HJgR=3!KbbCy&+ZcSyoh9!H*9T{W3c8n`aa&b(M3U za!bY9V#Hg*?>8`LkuHSB^RK^5rJ%3KihG&FL*Ff+a765u`7ZU~p%fhYK>22|RbR<5 z_U8wqG32P`x$iRd&3{)7M}1Mgoc=iYCda_XT93f^&Rr7Q3s+<)#HbKL=Y-5fhS8Ia zZ*^7<<{+c+us=>iVrC7viY+G;e6wEK=A_=p->%s^PP!nR_3XJ!ei| znptVSIiv2o#q*Gn@(f6I?1LQAUd_Z;h8T1|xJ_Md(MF8LSR_+n(2-l;Z|+u+VHN~p zm*s4Wj+^3IYWFdJ%X@*z}EDH2zk2`YHK(xk&o2m#3Io}+s9wec|Rkj{@i=)G@Xt5 z*8^;h?Uq+9BaSHd45pjgAL<_F_mx=g((t)OSmiy8wqMg8nLXv@^D2C+c=XL8zK<`} ziD#R2tyNa#*SR=bE@W8nSWLa%(d7~I3&35IEggG#negR(+iX_8Y{mOK^{*MY@;q9n z4xVq+C!ro|UUg#WwLp=|2hMwf^Zt6|t-tD6^I3{n*8{l9AWUXNCiB%K?tlaGgo=|o zhE^8+1K}`BC&yec{*p+N{s~sUbUt==B_u!s$R$t29I^@{rw9YOUZdmDSyC6}Z!QQ_ zTOfonGlw}10c}UB7>%HHC>ds~u(bOy8hmOA&VdNiAMliP;mC}~?)G<@nZp5Z$O4Ho zZvS3dn_s7BlrNyG(;eZz97qS~Je8R4R-~rH5|O)gsEYy-v(4=sS6b(TDExTuzJATX z?_2}73Uu&;s;rX_(-uUnx?!V_wBkg$Ol|1M&e3}$AKOvBVdIBrvy3gmR1J|#k8YMyKWOw;QEl_ zq&;{*SLgNIYp{GVhJy6^rT|8IT(-s^_r^J#G`%09fv<32{V1S*7~_aOxc1|`8e8h{ zH!(JB6Waef=ZEq$8z1OL=->|!0x1L_lxArkisiDD}Q{?W2h8b^BNAigH zC#zztkRD$IA3DH0(0t< z!+YJ?H@Y@IZiOvGC=gkt_bzPSSNuSr5ZvwoK@IH)a|G(&Y@g4@A45zgcdC=1a-Y+% zvI2IK|1*+t8w#-niHuMqYZuDcYkF{3BH>D3c1D-|*deb%ozoxPzYVU8@XRj}0eIU?9~UM0^6yAX^mQ*;Ww4}4{@ zBUUaX)+2=Ccpd1H4j*}>?K}9?-xLq18$WTeD+s*%)ARPh7pJeuwLaJ|ztUp#Sp9Wo z18M~AT(o{txajMKgymF3sPPo=dk%A|)wx;^J<^ReRi_TAiYR07Z^tqhnixr%ek6RQ zbo2O+=^l#5#L~V$IwX~HHcTZMi!{LY7?__2+P%pTBCjk{@z(=5WTVX;hPIg z&2^Vw9lY6oS|Q}v$`0mzvUW!*N0lhvmn__t00pc3g@oXCj4SQ~d6PjXG)-h#*G-P| zU9_+5?CJ_Di6PT?(wfRL^KW-)4$(rIRa|zMm%)@GDRUUNER%@5^hw>GYHBU{G#Tf! z#1DE-aB-%tUw=1}PC{^-)V!!^QgK03$t&IR*=?a2KC3s{mG$DBE|`TzgRdJ;W7u*= zLb;F{wh=={U<25g1f}Rgd;Bx@th|1b{&QdV))ofUoZ9G5fKI38JC5sx#;0}icUFFx zCL_aau8}Cvnu3q&1$M6EfH*ss|Csr8ZGluARNGx1X1tuhYjC|rFXP+FwxcY#?thuP zqs;l6ei2*GiZjmC_Xs=3Q7S(p+1DMT|C;GaXvm4u;xGa%Ge~Eq9o81FCii>@m=6eQ zClk6HBq1dd*X)q$lQ6INttXXYap}HMtPjl|KY{gQA?>%%yS6E6|0Q7Q+do+V_l`A} zH0!%_*S>jg_NeO?<7D`;_I!$bmd6aQg6jT8Ww1-+)cgl<*(v#s?+sR30NogZKw;xN zOK4QiWn>&B9-%8~YP$;MFvaa?`KQXFZ%~gs%#V!bz5Nd12pT&dcYoeACBEw?)Zcrt z+9{)s_HsKk8lDH*6uRT*Nl01c!W>Jh7hI9IilPzB!xR@nPxLDS@ijUz2NBzHEZ`6xBC zqCyPL&npv$?@^{9{>SDbPZrhAgq%42{Lm)X6TbA%?p1n~KP=^{Z+Lo&j^FqjG3(_+ zn4HoJq{&ADXm()-NHKw4&m&Hjh7a;s`nRuvwisL`a`h`=j&9-!i1NF8vl{Z2CV^R= zEmPN!jJ&rBXIBT;4y)G?NJs zVtujWhEBd{k|{)k2q8&TE+AU3sgvj5KoXM#k@jtLu?<(QCjyMmUa+lBL2oWJgN(H+ zCk}9ds>}}o#+=KLsG97w-GBRhY?K_%rEw9>ky_EqbhL{%%7i*KA-2jzwv(GfHgt>Y5F&m!&Cw3=-@=j z^)&c`zxqiD$NfcpU!uUHQ3+U)<_Huo7l=QBt-?}P0-}n*zWNKMu8d2}g8?U7lH-&3 z_*QG1O@){oYsm5^-~%WQfTC}mbT+^mk2GMtLAv^hmL*);ymt3wpglP?l{cSy8^CM$ zr2z@JFrec~xn^icU~_j1cs8@E@c%d%^+XjNkB#H)>^jtq@IelQqECIC|yd5;Ts^$m6_+U4;Ltei`uT<%v0-E;;Xl=>R;EZ z<={F&nN;pm@qP2F)}80!Ak^6QjmT=SFz~agjJsSJPK{-U3pf+I=!(rq>E%K%wWm)e zEKbmouzVc>amtmG?>go%4is+~JZ};hN)?xJEF#nJ?9g>CtzZ4!bkgab3|B+gsMI3e z0d;mBdDi%Hg~S|yLb-G;0q`?cY)oWGGEWs6CcIKVVHg*LSb5Y@8&0`eee#7F8I@xS ziyc2;5m{`DxZ?j32+)({@dspG8Qx0ZkU!%0iJMrT)(2mE-ldg#rIvT~Z43rI^XpPE z@$S;i!u^qJ@7;1Uc@Nz$r`hHnLQ?W;RB(6y@oHu+yp}QXW!o|GR~v19KjLsg@>6G9-^QzrSs4cl;pk zmhSgpz9zb22|y%t0|xnnTPd5M+>eZ@L^J`_iD%V0My=~j6X;3|zz8tnfKM`J*&Cwb zegK=E;^Tzht+6Ur6PFlOUx`QN?gQvHcFw&q8JyzqedYhjc{e1ecE4%dOSV^!!q0p) z(hk)AvRX>auLdO-5Bl{14D4#TKxhsA5|ygB3xs3|qvVqu8H*-(-F%_aF2CX8DfeO^ z&&$`3ySBhN^9tK=3yuzYG9Wk_rE*h+rl`~?6J}1HSvry{`Ra$xZf0>RuL*mMDwa(# zd^7HH(Tlz8cyZ!`*}sgfNf@E^D zT~kHw~xybHE+B&b`!)ejJAYF6R5vU-a`%-ydhh%b*Da+{zw=N zYj+DSPjPoR!yrFdF;Ht9UX(ev7_W{W^Br5d#?Ak8FX6PgsN-rD{E6zS@OSr~3X!nO zG-Q*?+Ri1Imm4lGKjPKWXdNnjf%C0di`(2hI5Jj!poWUR&wM34Ur4)lgzKo9Rom}+ z*!Dkzb^zG`9MwRLz+l|};J+|ieSj+}XK`|yF+pAMpkBhswcX8%vceMe>hF`qZs_DpQVw5W=6sXdI*(0L@{JD? z*?=SfU5ic6=~A;pA!!|G7agvOyMi3%8I;+%!~lXX(P@A=WZg1g7yb1;)q1se;yRfA zA^5_s2&qsOCa8G9|1;@1NhpKQhQZnCs{Aj6mKf-ba#*3G^0>>pzykX7Wh5_@ln{Ln zi^qGEmBG4flRMoRhOYqGXvJ3?pTfu&hChG0yxK6hFZ0v7cy1Aa(6p3QF#;YwC>uQ4bMPDBG)ejX~6?6d}9q4Rk?BHFKsN#1j5|ynYssPNUZZMRS*+|WrDMX?R zUrviAI{NNr!1`;Z=oIyXQIlGJ4%MfbcmGULGP6+O-EZaa)-Gu^H$krWifPfsslQe! zgE@Fuj@b+OPA(qemdyS_pv+8EQty97_sSg#{SV2r(KziqU1GktAQ_HZn0P@Iz58(= zbxCZGM}#(d90jvUSMemuXLr)Y_phNRr(OU9iD_k~pGH_Ar+gw*M7fh~G^1#SCZ{O# zsZ{}gb#d0;>aSJi)!j37iU!0HGPyDqN;ei_PaMLZHHMiZy3{tj*B2^=QK7h2B6wyX z79y_$eTrjKkhNe8p77b}js5om0`r*R6ts^752X*!{TCgzkd%?QEa1H`J&ceB2Q$fG z$W<#^TjOpH#08BwDC<=v-oZgFs$f-tLNLL|H$~V7A-KBgDCA!DejxW+lD=e<$DWc? zrJZ(rd)NuPjXOul-P~~RRG*HqurvxPr0tst)(lnM!?DStdTP3GZ16v|9_Q~7(5o-3 z*Z*B@ahffU;&BY~_y68Y$0qcI0Nxs@QNytz1bj4N_;zm;DCMk;>4TPMFd86>l^R3v z?wdiqbp}!@&Eqo+Z>K8?)T0QelWWIokxGRMpCEHG=H3dA-br28vn;EiwtwSXCD(m2 z|LedY`yx7rmle?P93XnmKJYazCe;d%`6#f606_y$o3j;?Q=1Ri6A5pb7r-ua@SRLok)$|8-4y^fbt$ zV#1xM_yH1rz{ryUnor>0ksK+vx=|-A@f4b(=>FYjXSJ~zu`(maN~4zfhOKgDhY^sV z(lnw9!D4S-nQ8ZD12U0Zx)kBU`-9102uFSZmIt1Tt;hA^2P#3^qzeGnBvAJH`V<13 zbrv6(GumGGs@iA`7#uGc3f$mgR))83Op1#2$tj-xr4#D2FWL?2ia!hQzs^{i`e0U^ z%rR&+eCe$|59i!<9De8oLKl#QcJ-M9LVYOeL}64Fb~Iw=V_0GeFob{~c_Gy3z2W1_ zLskEI+T$~T>t(Z~{U<A`<*b4A1^ycbfhl(KfOzFe<6wZLm0GW!HwL)4CnBOOXT#fclQ z#_(M-m|B+*_d}@AsCDMiG@=u2UeWpbC%cA3uVGPcoMXQV#T9S1KEJEoqFBs%em;^3 zIFUdtfzklpxojiPZL-S4@?p?BliP6PhOf_yZuEjG(+nXc#h12cYM#>dZK#(X`}krV zOna`=OEvx{)f=FoVpowSYm&wOBdL5&tGp_c=YYqTQhHL`X%&v<2LnptOu1LjKlKrO zU2UMN3xIxe55%&33VDay5adGDnWM;83!HTfKSb}-*~eGE$_X~we>)nHHkWS{j=L)O zIAYo4w2pp9EF`fD_lk_MhOi=GzQ~YL#AM8#*y#e3M$dgIfq&7r7qcPx|;*WHf@ zXAX2aKz)0xq7#MBqf4TXZ&9aB071^xoBj?fa?U+GBh&*Z<+6Y=?5|(N8kX#UN9$26 zY2lGFLh8NtQ3RMTHt)U}QoJ8x5{>Hzok=(iN6mEnu>6JB`~UXi)&e3Oa{*UUn%Y01 zCE{9#1G?1Tmc)y3L#P)HB%-Zg)=$I?fgQkYA$@WY3K6a2@_@= z55(jTR@v4ToZH#kFc-VXA%EXnuJC?45M8h~+$D1FPiW1h(<+<2?l5#mJ{xeNg3G~z zXaQ8K4j*q{8^D|r^1{BpQV0>-DNTx+=+i@APU>B5H`@6-*#4)Z;06xbE)EoY7u2Yqf{QP3ODVKUAg!T^UATn=JO?tK*g1~6b?4mYc!1Et(GBm6o;GJy z1f)7MmO|r?g*InSgmHEpiky+^gT6Z%^0y-5*gRhYL6(B*#oHz}woB+mPC>3?1#=dH1o~lR>^-aGN8(K0IW#&m6p8tPdLoGdP*Y}f=>6>2!I`Zit?sj zqO*qdRpnDfi)nI*`E1DcfKH|jdT7F@%uX9wXpf#?Q}<4L#kSPJ+yp9s$hSZX^RG!Z zvm3CM-eH*ht~g|3Re}@0=BSy#=_^${ao;sn%?ftW!Lna#KKEd&&K9HDO7rJM!xmLSsRl6q908!e$xax!1p9Ff8{OoAshVp1%ny9S zx1+Ihr{Qi3bdd>e;&Uer{%G*YY7Oe(VR+>LB%AX842djACNqukBaL z@osr5%x_q!qj5RKgkrOD03u>&t)0|uDJ$ZK$T#z?B5 zi%qt&Bg`{`QD9T{N0de}T~EBuG>!ureqX|_(64W@Q?X{0R>QUj&wEXCV{aDg1ym?@$Gp->ez*v zi8qf4_2MjkoT9 zWy=R;hX>-*AdgiV86uI$bHpOGUIHFy-u&okSbPHuU+<2#1;rL;gnFGZ0oNAzr~2P- zHJuYbuy!#57*S{s(~7&LD)lns&pD@c!4MkXHlJA{spg)2@$!P?l2(sw58nD$(lsCy z^W6m&N+djYw{Wa4wbe!WrdBXwk8TGX-Cfn&o3VNfznjYAl#nCd!ni&_Xmv5kQZ{b5 z*6!y1X=v@1L0wUkRftUBXG!7LL%{AB;Ae7|pTzSi3&Q$e!Mvm>&Fs+ymTX9|l3C$^ zZHZqwF%hlo6>M|a{I%rMK8;Ty@l3kvHdziFk^7f8I5y8cLE*U39EKS*Ftun!}MC2>9Z(v^gfgpYhY4IKXxYP-eAIstVt>g2h1H#h4As zE>{>mhyv<5YA<<7W$${zrzdp9OveZQuz2e$RHy12cTiyk`Zu=aw^$Y4y6m#h2Ht^> zq$!$zK#>Q`Y=yNo32S2?9h_8aC)e~7dH1>BalU?BC05>a> zgUcZ(sD-`G&0dy$J%igbDdn0%AqilTM zA_I@sWDHRBp*!aPgsK#kyf#f4gn(P}HNE7H{P5_{^gnK>zep2r!NdZZ!_tm1>AUTd zoo$IX&&@r*po=e2fz7GI-0F3Tnh`Lwm5rJF_wY~OYl;sM>Tkf-Q*SRHg&xK8O#j9C zH_o2Kpy-QVbpIsuN47NNV|WIH(7`6=YQuZJV%*>P^8FWEJp+8}F}#UOxV5XzU@!+< ziTUPmjUWAWr*mgiUa`_Vh9puKRg(8YXBNMd^epix_W{dIIFR?Zb|mfk5oXfwbZl4| z>Rn3x9Zv&vY5&Ni$9AF9-qcHPQzm2%{BW%Y{y4&?ikf)Wdr7C>waz=7`bY9DNu)XEa>0E4xbZi7 z1*>$#K;AYbs*o9oS3d+k=zs>t%rWu+3c@9vFjnP99&s$Fo%EQ7E?lLixmo6!dM`o6 zDr14hBuduoBD6>-8i_O-bS1 zsKd3S28}ln(h&tZxA?5s4^3@XKCl_)xm&z2EiTuOBAAq*IEsCZ4htGpF;)RvlF$|v z-u`_-MeX4uhS4u~DUeetIw#lHT-On!WQ{BGur?_5wG zQy4h-#?&(~2(F=|My~nkvZB!3KQsnWW|h_tC`aspj)J~gOsw{vI?c^Uqt?QE-pE8K z>=Q7y>G@8pO0Xnhpv0Ay7UoqtlON%URXI*qIzMG@ZAjH7#L5F}Z>p^r2&+Q{v%#() zOD38qjqRIFpAI&|B}bOuH{EW-k(?daB&oE!FC0#%ROA^~pRbU0fKC{0mM_rZgX%sM zI{q+m;cnE}(i%>hZQX=n^pjl^7@>Su-j#z1yIYl#AmPSK6(Kr4&%dJT(=#iU=&~Vf z)p(Z?r5^mNW>S_4sl)chl=Q6y>#DHz7qDixw87Nbm`y%d*QCxZ?W7;U`*Y{7|Nal2 z?!3_Pj2Q8g@!p)z^(W`o7>(AMYc2(@UsKU`sHK3R^5*2lCf#LIPBS9Pp zKuNb5$X9W|wzH8_MVz`R0Ma7Q+`r8;++vx6b^t*2~_maK4 z8TklA%5~iJCxMOtjsa|XR>Ncb+$8Oy*_3tlOxCe08>Usyo%~|?whj*Tv$SgM{oCZ| zj$CgjHpc=~LaD7L;g$<7c74XklS8_)luhw&>2YZLj?xV9DHujW_+=Ye5V005<%S(~JCRwDuGvBc}U8@PKDpH6Ap?deYJ>cje?C(FAF+aXSm@26Z^ zwP1Bi#L1s4@BSd@Yz)MTw?6ar zi!dlS7Sg>t-@7dsR!tM%V*mV#?=}NJaDC3#S2b_PN-5{MO!PL|pPhOIQz_FD!f zpz|CgU3sv~IZTdW6Eb-eE>h45H+S{E;NnsqWdaA%hRZK4_s{Gc2(6(8n_N@{j&ec^ z6+y78XW!}c#A;NHDnz{0H=W9%6zpbz5C&}5a!kyY<@|(=nYQHIKTem$dJtBI@UOj$ zP675p{ZK-jL?H+Mu)JS^6YsA-eVL~5;Nrtyceh@XF?ER9mOHM9MOt3ZZci7LfdPDa z1Lg7+ko_M|3ZPK~fo%P>Uj>T06kTQ+-hU)tC7fKjIV|-4K8FId6F@iGPbv>7$f+K| zP+;g86s>3P4rpP~1CPr&pG;yM?kNW)whzvy=dJDwItX|J6A_5ZV92E_2JfFpX=>6RITKAk{wJg>l z=q*iIB2^jq?zJGLd5TzVt|{SPo?1?h3f1_UAYt|z#g9)-{!AX~bZ^$K< z+J2LBP>NgXBe%2p`(6=gRKo3Z@NB0GUj+ z&A7?nV?o2#dqoB)tBfSRHe-5Imk(JncC>eaPg)L$L-8Q(nVO=q%8pK>LrVY7fEZg% zVA1JPM-inefK`MrKnXLpP^j|p)7i=<$Q)2oh1r)Q5o?1ZKQgp-N)HK%?)lb-(Wf2k zd`zzojK5T#m@ESF#G>GAuaqh6H)B}nIaj{GVY3i~Tvs*dA{tfyHjM*=HCs25C=P%?2Js0&e6FcEKRD~P?A>saMP5iMD-=rY2)H5@Cv6r0pYkF>N?1M#sYI1(~y#gyE9PF(9GTB*fqUlr*=n4F0 z6!S$ll~GaokBLJ48?CR}l;zO>Iv0;>D3y*@E3?uc1@H!cSVN!Tv{qrMEg#?J8fW0q zvv9GiMJ%4H1?N%-A1^2b8$N^)75`||^KJq&0*B@(ow<_VMq~DEV)r;^8^l+OG2Z^` z!Y%e;o&o-oyNNq%CWCxlQG%)+chMSv;$^}N7SgepXgD;km}x3!KS+ev(@fFaiPIl( zpMYdiS|N&5)(l=Jy?Q;bbJ7_Bw}Th(`+@)jgutVN#=5C(QRmM;ZZwtnjkaqINq zkW0lP%(2XCm8}DL1clZL;c(8@+*KbXBMGi;Pmj7mTyij z_98($k4KKs_5(b-F}$quJ9%AN?J_ws=11B_jeh+cCzo0vR>gVx@+p;#nHs}zUew;i z=!eSB*s+Aho?%bFylemncfNKp;d3oWf(nCHX^ml*CBKciWK8R%-MpmL5DU?Sx#~}M zrk2F!nB&!1ub^+byFagg5%s=kxoGb=2~@-)|7*0kl6p0 zcKKaVv32U1qv&}E<@O9if_qsx>Cv6$A61iWckd0qt1-2|YdLCU4CH666;b&K%jo|k ztO9a?pOx`=f=*g}9bJ{Pq{s5ZU$=$aG-9B?0_QaYUp}GPW3~Wz{xYFRLblYk>q#dl zJD|m&5`0jRS_3tXmQa;e-8TkFo)9~4NMA;%20J?@-`-OSn~rDok!i5n;vgx+&I@B73ZU( zP@y?)X(<{aE-s7Sn#|?PzQ@8HwhKdRAmti1g0BmEAx=hzcQ@yS*|$mQY{sdBxQBC4 z!oy37ayHKtSY%sIMIIH0%vI}(8*^YWkvY(;c<*i`^06aEHsFP<*@7DofJR4cJejpt zY9^A3sPjEtWRr{QPQ2)~&j1qOWWtQS&AiDZ%nDYZAuKrn8@= zmjLcf`QscP8OWUy$;Ga3^=}7D>bvS{U&B~b(?Ar5P%e8mH-^OxH~^^LS&8c-AtIu4 z$whFj54fT(rx|>GbZXq}5ihCjqEqV`r?#W*>x$tut={VykGw7h{&?_tp|B~%w{1LV z3{Jxk8vJr@g49q5Q`9YgWOi9w6uKC;6DBgwa-gC96NFb9y*_Hq#*et92<3QO&;_%& zCD#ZH_GAyY!4*TrXU^~?9t6I8&7vO;d|Jut`K|X4mEKXDI>)KvCjG?vo~D;5?}vm4 z!Gy(^5^4L^VG&v^qytSM5f>(jx+Ynjhe+_agyX^uv>xm^2qxeSIA7}c@frT zv^-8uj%V~71L3TCtIZ1Lg`V{n0-xj=ClnTzOA0SH%Lgvvv`}(S7wuA{Hztir^F!4; z`=TPK4Z#w{FusV@iZ`Pshbhm+spa%Dh?}#c?V!ep<;%LgFZ{Y$r1j~wr+XK}2`G_c zmQe1HT8X>sQf2nt;_TB+Y9M^+xL6kKQ-Ci?pSF~OBaaFd%BU1cMI*qHk9?BEXcQJ? zrqUuef~7!&UrVo4A=R!qh_!o{R5K633;TN8K&<(OlcYle z+H@~Zr5NKADAD(qz0t?kP>ff0kH_aA^uFi4f7?)CBNd)-~2W%9w(@;-|G?;w2f z`1rv-L3|XmzD1U-p(cRw)r>Oi=)#<4i%WZ5%#98tEz_yOJNsI)r<2s~f^C+a=+L5* zqcJdFG`sd1K1=vXuAN897do>FGpn07Tcm@3{dnj0eeUJYIZ2Q6Uy4pFXhaFaI5Dz@ zk}{I-3&2!p`E|qO4XHkLfvz4nPkTIYm~HVq<=jzg`&OBlf1obNK!0L*axHAs6YBYP zI=-Udr)rBLd2a@{>pn^`W7J_=Q2F{k^PN!Wm!}=qwxvmui74eURNxay;c|>{&j3>{X!E3yYwSLRkaW9DzOB;rb zY?jquy&Si>tCDQ?eVP9LL$F|H6G=09D(J|sRnzKgXodgTy(#6NPUaT4m-fK;HwF9$ z8rX6b$(Mw=du)s2jQ>78^)CO=3<{hiDTitcp{Tl+PY9*4x#-3Il#B}_u6MBm{H=qizIJX`|EYaISPP7>Jtwm5k|oU~0uH{-gFh z@63V}0G@7{PaR3kc=Cm!S-V{tp?Yd$52IrgtlO7m!q#boj7{gKR23^FR0GynQp}yp-jg9WQ=U)AT6Y? zZBY}oS%)uf$KbXkbcpwZ` zQ2Zi1J`;*J?EwG&aUX-Kod0P@NQa5D!!gtZ{7&+l;V|D_GWl=X(WXTbV<)V>x>@r9 zoi@c4WJ`p%P^97h3p-(9iO?!Tp&7MMT|0EP=}K z`lly$q#W@o%f;n_wkJn@AqGX>yQ`xY_k5jw#(w>3-{AQCnWlbszGe)CyaTTW?UFI` zP`QqWlESktev4Ygb8Y!G-BA!;V~#W|*);xKKY8J}Ps7xTnD2e_^6k+Dyl4&;Y++&H z_MK_mXAfsLvkH!C3fPl3cPM!|-DaAa7Zv_XyCSq*Kl?ssCzJ2x1KFUDkt}p>q7#5j zsF4(kmCu(i^e%5L4GdGF^{LUKWQv&@G&t()kF1S850KwU`Zxt6@9c38EDH4L+D3N) zUmfK^um+q~zoX4w4fe%47n+?*J4+nWYpDgFx)_sxBYI*K34cxEGWF%EMRB4C$+XEy3s+V>c zwoNnh2uD_=nB?G?;DOl?`D)$8=xvFn`^kwqsCq=J><7~~Rbl?HKfr^ z7MDG_od`%-I)mu$U-+|6?V)^^d6gY0wIybZzVxlEtUS_Q9R6FmsL9|=t<8@2N$`iXZ<*S>D4>jr%m)WH(aj2oKmIFWKsmg#Cy+FkoGc*$ znOUr?T8i_~hTg-iX^KfNjvp_B@_Yl92p4TYeah$CqfSGf&}kS=A%eSLi@M79Q$Qf&I5 zY7tQD-gWx)(cB20yO2!HL%EtqLlDXS#ZO%lMQLu?;gJAjL0= zh{<<}I+1bKL61EsSTawFV-=uPP!?06@Vc({(WSIQ9flzgmzUpM-Z3KQpZR6j@>xd+ z_7;i!@$sDf+OsObeI4NMKbm!PzDoR@@ZSEL>g?6~9wh$m+wKl-q$A(-J;IkzzGt`f zR(NuLAkfX2<;E;eE5+EsLtU1g(4YcOYBGPJ6Jt&jC;Afky>N@0UZ3x6^4B(jO(LF= z)I`O%QY4=+bY-26BAPQ!7+5h_PDqe1$2}JMg?SXyJrO%fy>-GLL z>JA6zIFX@Ce-h*$!|@wZQay^E$bF+v+a5zTJMCE)!h_xT<}0l>ZlBho5Z^*gAkZ-0 z`X{SU+$kcez55!!2Mz^OD^Vzqx*;ty9Za5jEHs~A-PkvZ)~>hYZG9u${(=^>D8Vu9 zb?B>;Hv+mT8$v^|M3~Eoj9Zr8<>?XoW~;UTf#!{fRiZ)()g5cf2c1MFd24!rmUi7( zo>5Y!dd=+}*Gmb%M4r+6p@A(CS+!~BZay$z>i$`a+FGjVU21SvlA=IoE4sf^^E{@V znUSkST_zdL)LvAq(GjkfOwRSBhFj;^+Lu;FboZH^|K>1sfs7HmyFR=EEP)^}wm}#X zl8$yU$H=%?B;(`J4d!6-HLgc?fey>Wn})eVs%tG zN%o=O9?O6|@cNlcKA{2;S`LAIL`640Z68}>p%`KyOkJ-#A`d9#DEMw}tTK298a*4& z-3x=r69(15ZOY|-DXW0^navGIkVPZG4dFXo!m#1v*{Gb9=^UCf^Y3k*f!~{JLU#n?m5b?d`6l z8H>&+DrSh@>XVxt`4s0~j}DYIH8ouv1M+@pmc5;w&}&o7os-K+@y7^>qAC<0bQT!+ z={Sf4D)E*4Ife@1>XTP&ZJ6Pt_)Gh zHVdesLAY=Q|J1U(6D(f)Oe**jUgN`}oi*K6TjI^@H?Nf7-n_8QfiNm`X_<1cDZZds zj_!(o<)B_{V(=Av;k~c->n^iWFbf!X=-&0Px9@W2UQ!YlfrN42pj?|ntf0X8Ip3F0 z9z@5bmRDCblsKUD_KS5Z(ilhQ03sFW=7lQ>zP=uoGg9IE<00zb)v=lMb@>9tOefy7 z9m>b3EWfzpTmeG%7!hp?O5OUkBuF}4^K7z9qPM3lVbs#Cxp=10MI^$@C0E~KSJunb zvW%!@5yf+Z^NNhj1Q%L#WpvI8#;@i0ztVRT=pNw1B_DbH3sGb%Sm=VfYI!L4=wc^W zT8AY6XoAz7sRoKPGm?D_cF=Pj3?Ewiw9Y!+$g+j^~Mf_FL@BNarqZ&_V?a-LCb2 zKunDEwg+R>zst)$)*b4ZdKLCHMp1->xvFskR$a6h(ho$8TgkB%GC$T^?R~q{?HByj>dLJd;%_kOqfwz;+8flea z)D`7@(7Jt;a{4F^C{(WGCa+J0I=3#g~Cm=39T2o!7T(11Q-Dv~tcw|S{lMfhVw8qlrd_9iyaK30~Su?7CuAD`fx%*iH zh=QPwfP>9f*iCsnuR}`ui-YW2lEQqp>5jJj?KYKFQe};Qt~r4UVUqK$&SR! zL;)@KP`585F9B#B@+=Cr5P2)0s$qVYG>U*lK_FLVJpBn0&sc%BDVVWWc_491_8dc} z#+aUTW=53#a>=cJt!EL!PcrB_9^w#P>(48&t~9DAr~>%0qS68_6ORY!V>WyL) zi~mcEr5(3m9i}CIWf#uIF&-JK0Kf7<&s4xm&az)z6bT$8&jH8gYd=))6;w{Xlln#{ zQruOZ`7COTr1iX$c4S9h2D^E zf8u|U@XIK=bb-55;b#*{ZB2XhWzsOV6NfK1`J#n<`^3M&R((OMjOgn&W9JzK<-K0? zNIghF4P-gTew&zxlJnc!_))n{(h<&uF`zXl#I+`5LLu*om~Qrm1^2p-FhnV{z#!S# z-*PzQXOV{Isj=Txwf5`66PB0nu`_}F=Yb13X8N-OhjuDErl1Ts^AG3-1fO1Z0gA77 z;~&EA)KT%8d9^ZSV?i17%IF9_*SXyJ$;EJ4Yn`xIrA=)v;H|C!W zG-EwF+KkcljzbTJE(5z5G^VVWUy?V8=gBeD46o0T7j#PEgY2a&Bv+SswH=qsbk%ix zS#Fkmm}g@gU7W0Gg8JZU{`wLHp* zXWdG@)pPg`1&zdCfAs!eSrN*3{~8ed+Y6iT?>JRa{Ax(v@~iGv59@zt{yPn#?PIoi zlPfU(x4wfz@$cXOrazTP5e%ReVwb}RpJCa+te6kB;n{g@nvBIUzkLsOC*WWwt8Bw? zQBbV1+rAdt`oRw=)CsuK1+pF(2C%&jYB6$s*0_fJ=HY_KJEeEYt{+h_ylH3z4t0ZV z>=%B%2SL$a2&MATaUdy=-=rWgkoz?1-ANGdn4%l66J7}kmAkFuknmz7*p*UDkWraG zZ7pg$6!HQqoSfO<*L_wq#ihHAveedAyY7seyJ3&C$)MN_#=ev!eMp-eFVTc1>^v>*)zDEIZ8F+D80nlcdKLZB4+|i41;U^%@1GQCbnk|NW8c6iJsma==(nW<5;?q z(9gi#66lXXboXciP)_)eljtXx37s(Tl?}VrI7H-(69G`c_BvAxcP?m z_RF?}S%&Y``C@=Xc~(n#$7*<&S3!>YORgF-wX6@}Rb|je zPi57?6Q7HKVX&>@+f#4qOvH!!qz0R=UuQL#O0M$u^(b_dFjpxfc7a~p7;a9wyl}7% z#}AZjTI#KxHa7m!r&cYh7bQkPV4Lm?+r#h3>Gry39Iq-Y#Zw@$S<#F2G$b8gw|yK$ zbBY#H3@~2Q2LO~o{l4Mx!~(vnr8=nF*WD7{|9C}a!=KEdyrzs)S1O?8`MGxIDe6Am z?+d9EKTf`DJ2=P^H*05 ztd&U~g_zpIvG!J)~!2im4z`JkL$fI;JLRZA>K3|V}2 z=5Wq!bO4RuQ?`(?y?zvMaFI!caAvvioS_M}K;c~iSCPHp;JrweYOS&S2a6=~vuyto z@#UOMea$zHf=Q1x+2bTQFRYl^@*09Ezz9U_t4?gS@{e(1yvZR*!|0umr(gAUP~E%I zL7+grgGF1vMBS$ui8uKLd4{?_cH~CngQ8JpQi=)tt)0)toWE23ns$?K`N`Xc=}wKe zs5mYV>=~^)0Jf1{909#dQn%IifMz1KK7aWFI@SSihM)5EC#C%V8?74#`QdUyMWXXd&ZU1Kim8p)0yt~Q}!5ax@ECVar^X3FQ1gyM?s z9!ts)9Yx}ixv%RY<4%>vHJI>3ox=AQZU(K7bePWbkx3h!O@Jm@8wk|K^pZh2R_c08vF4h0Q>yYF91BW36OAe zBiAOBz_gE;1?aEd?zzEtSy-s|)D`)*bXGA6E@gg8!crmcUoN#sY_#*Cs#CB5w1eS^vu90g@NEnNy6{@k>)$5Ho~&M#F&->kb)H83ls5(Y5FS#=Mc z%lX*jEEX3qIgroXOqLymKOxgUn9fsfNRBC_mg$_Chp=TBl(g>QuUYYCrA3W-W@wZh z=NW6aZ+bvl>afk?SyjORp89I!D;t5M-#WU0x((7V7z76@nNa4r7q+2&pLBbZ4l8fM zuGCRX17HC2%mHIxt$|*j6)fZs?BU_T5?>5U8}b4-+NI||dc8lnaqF!iI5jrfIQ=`2 zB>wB{(Hz9JCtQBt3-8Oq4jwW7=>9*x-aDQO_WvJ02zBJ3$T;UvDcNM5V`M}~D&q)Q z2_ny4{`YT-Wt_y`Jkj zc={nm_X%7|ote=A$vw9bW>F0hw`Iqs|7nheXv;6&Qta0qYvKN(Y zIc7v^COA9S*$-Wh9Q%^-rfgm^kHt8ngAxBmFNP9|xHtS5adOvukyjk0AGo7Sq$2fW zrL1X?M}>B5PF^pDUC`j{R(O3~qlEdo0p7a1jM5p?t0Y^Qt8*|#6`JJAB{8B%P0DJ~ zZja?;jp*c!vOA+Bny>Y#NUHi=+(7MQN3pxAV(o~DN@KRVz5(-(4GFfKyT&)RB7*F$9*4V+I14C|E5~W{>Y`U zbD~lR)##?J&SAyq^?n*|#M?hmC$1Cf%1o?OP06*6h#$oidam-X)X^9DKAWmu9SMf|$kMW6=gCK$ITsm&xjyW? zenGTeAvRro)lvst5-RhRV_p02PU0iYv;yws~4 zi)_O4kVL3OSspmTTf^`GWctewNTxGPn=OlqSs2m=HYw?ew^FgBm7kv?GtO2xK@Mdk zxNog=SpoO2y%qpnHwb{d%a^L8lnII-gknE`-|AFbjp+Pku<8a#YGqnATy+m?SmMnq zG7y;`ZB2S3>c_uY!Y|N|>#4ulH%C}Ji9K&9Di%2Peh|-3S}v0j?pmf{5 zuBtnRbI(t_8}mp_FV)D$Ugchs#nrR&SdTIZr7P2o^y4I*rjSORvNch1fXg@;Mpm!v z4RQf?ZRN<<8(8aZGfZoZ#*u_ZT@g1V{5(FRPVQQR*vKsrHbak)g@L25LPgl38}6oM zP@ocCNVvPNm)Evd_Ev+gbNGL3Bn-Js5Fl)(qsG;F)llu-%W4-6!LBT#{w-xn<1G{yd*a+5Q!Y0=zq8!5wWgi$3r393t!f( z)FKUjUv&U=s0bPbL4CfjI{g#pkc*@`o0P1@nHTkOElX;9zuh9*y-{vj&(6RmtvF&4 zuln+bZH^jiH|BwwKATOp`1wy6v@NU$8RuL+1+HKQ%TlYj66%@WE07k3lwT62$vQ+Q zc5v}!lv7Iq42k9v1T_{U))NpLmO<(0y1ep8(y&QAP5)W!R($09X=|r#6Hc*q`uX3h zGT9Gp@853Zorq5&Hmg$Z%V-$b?)pjY}NCzjDnhfMd+Tn6XVh#2_W-Jwgxf*t$Ky2LnPpz)3T5~6L_wp}^ucZQSkuHCJt zpH6zFkw1KM;NgHbq&BVEbf3Om)8ZlZcdy~Z=g6!tm!KO27xm?_U3&Xh3)ohz2V z1jUgerosKnDpPKuBcre;@CI)FaI}jc?k#jCArkdFa&)?IrHs3j8dlB6W*&d@Y*<=R zT%+E=WLVko>=PG*31%iMatL)4A4EfSdZef${k}wbK<=7h{`pm|-X8gI?dxVN(Qns; zp5f||LMfw}+dK8w_HvV{v6yA~-uFR_+U2Hs$z?d26sr%D%~$U;lQ>*o@7%j07scAa z6zQT`f#M^N0n$}l0!pMZG|W31+V|O-A>vv4LDV~S={IxEShHT)L=m58pUg%4#{+v) zgbh)De2VA}_LdLBb_REoY^qq6#yma?iCFV%D%teV3wu0;4vLX1C z&a{0$yU_g+EZ53f{@0)In+f=~Xht8@gmig*gCr?*NwqcZnB*!(-@Q#$()Z3xx0}lUK$2}tZ$K!;-$W}ftluT!3nW#r*mVKX9 z59}DKr}^Dm2cBlqKuP;qxPJ!?+y%`kn^{2f^HGxU=kz#jEpI=SBosrB`BsMUqPBK3 zi$t#&-tJeApkWr#S8y3|u%JXk8mL>6HsMmq&}V=hOGeFsuD-?n!=)qG8F}#uHTh~! zbrucjZZ+Wqb$tP{El&$83Emq{Xn*G-At}N4vd}nudPM8)L`|&GhI99tEQv?{qv~&m zHD#GiL+gh>dB}nTO@)hXCD?~Z&0h+YF1%ST^}z`2Xo%>h8}^Gc04(Et>`q<8NJ_k_ zbLMI@Lb(WMj;HS_6_MG0#YKHPzq^@qIk4bP%0b}BSCMV`)~PAJB(#mBgS~y&4R^EY z(9qD-H`-@no`*av4N0Dwp8i^te3LxNwJ^;g^=7gWMfsZM>jYTn~*{+q+gbJ-Jsc#jm88scP66lW)D)#n#{64N};lvm}OP=UuuSzOKC zEPV|_!z&>SD==t7)zO?>mnor>o6qUlo;DTfDIYhW3aEE=wEpaG1^X%IQGu2SkLYu) zSFMPv_}OCZ-B7f@lV3xx@U1J(0V=*5g&&y&_fA)6X2#f$49jW1>5$9O90v}^KCYQ5 z1;{C_dm9|Q>8bgE&LUc2QlhGJxJ;wuz6oq#tQJ|9SG|`n`qg=AgDXfU@U;+e^c6O5 zAY!=QoRU%V;d zx2N!G7FJOw^}M*&JRg4epv(6f=|zj(>@ZEC-pmbnbENxZTlB2F0VPD_WZxs&JviJw z>ZA;tw#GuLt5w!BS%RQxUt_Sh6++j5>w0m(+o9j4D$sF;XM&Z~q^9 zN7X6@sF%YYKJv_{#-ALosV%%a{ByMb$b`<(6ZdR?mpR#O-OVDs5X|?c>A)XZJSk?hS^bdvv z)_d!(Sv?CdyL?Ne@$!5>bGDvK=d!#_pDx>Szoy;1>VjY>$J^Q;? zll*u2VN=QJ>5FUYHo}m$?hL~d-i%$Acj%|Wik}{t=<@I}{xwWLMGbB{^+35BZ;E8!5PkB|SuAhX=?&eV={mHt|j$U~(q9L%f@5}CKtCnyoI+XLapWiVoF*|m_$?2WkS7K(^m6HKn zYY@(B?~P28;rGlaA=6XMnHOj_eY4@kG@aCVKbM-g2^qO;A=Mpe;pU^%NK|-g)z^!- zLsI%*Fao$ONr$&3c8TAD=}#34=f^!+bB0Rh>eq_`R(x%Id0OI1GUq8fj+E|``qGcx z@cCR)a$&F0hK5b6^bf2+X!zsDDiws%GdHeV<)-1>2?aDAuyuE4_v49Co1Vr{G#8`w zwlpi&Xj=U%cm>qVGIWGHujR5liu!K0eJ#4Raaw{?AhLtnHpRv2c4}jdRNI39STK_7 zX7LajWc=_5lLGY9O@G&9?6v@YXj;Ag*ydygj(6c(K0z8tu1;&@^v0yzO0zvTwc!xC z%NjrfgN^qqt0g$O5Ptq%pG;d%{Pmz>+wOZpVNucDaujTNxH|ZSiqeD*eJGYmQi@L9 zTRJEuWLQR8xX@;=d|s8+}`KfKcKbcQ9-Jc_ymV`|0) zHnjfJJk(6 zAySv7U?~RCfxmsF^&teIRGth!6j7jdJMh=;fUkw!=ZGw7{bV|TGbzbV*exU+yV)4z zwuoqP+>QNjB6EjfUjZ3*dA!|F-gJSHq0nV|8aAGwNMbH-D3YX?xo}@ zb+|Ht^af%>_w9Mtp?JHfAwJNl4DyXLiE2sj1=gO`qZw13WW2A8q zBFgi*ZlLULvI`BE($f2iDejK*nyDaC!moCL#4j-6Nkd!-&3m0*z>jZ#Vt;nT4gh2} zw1^QOs{qOPl3d?mihVI@JzkLMgWL^o$zof!1xq|RQ@M`d$=0+Xsd~{8BM#+kL>>} zN8$%!8E=u>)MZ8*l$UZSb||!hcfOzypEt>{vuU>R>AuPg(QPKPYqXXO} zuhmx5AxM7yQX)+kuLQMRJy?fSYJ=UR7ZOfrz{bC@i4U)6lODJ%#a1ncz4W;)&9z#r zM9n9yc)U^X_ZWm`N)Kb{MSmVY=y1 zfcN-Y>+w)CS%*GH-^hDSF&+3e9E~r~+K97he75z`g$BUGIqV$}X0*Ft4z7_HWttx#1cz?Hge8Pr@ZFK0J9b&Au z*82B{;Z)9QqqV~;r$nP$S^_JU)diO^tXaiFW~GgEBrcift;rv})A@=mm3URn?Mr;m zo}|0y8H>5@fmNn2d1!B7I{1v^r9^=04oWY~Q!9F3zMX}a-cUn2A#UNuHASI*2)WBs z@T9)MUNp{ecM10*pd*A6iqheDqoUEAP>p~1Meo;R`1$y!LNljHgzYI?V1|+WR@lvi zeFAWtbc?INh+%uALI3*Lj_J-n1h0pi;2(w7vkY`0m88u#`QQizUU*03JaLcJ*8cRz z7HUQYbUT8aJ_6eeTD`h%53y~xn(OGUD9nnX>2-iM)FX8ds*?A7OW%=PJ#6E@UpT7s zv*z(gP~08eFRx#42+<-T+=JsRDsSoO**xu_{kDQ2Z#^0Q=5c*QR!&Id`=|0E7U5`O zNHBcFl%cVB{IbSfwYCNd>4gq)#o}7|mevV=PBD3bY)x&hGQv;NGDM@SS`hxB=GpL+ zrR{7n&%}v-_mGy+Q}7{;I*@Mf!)({F{;DQZ6;Nn`QZuL8SzCJ{-esRelzGB98%GR|4@B=H*lDAAd?M#m>AAGs=Al0+4IB=2C>{ee0!zJeH!K+U4&v+#R zxNtaa0rD12Y&Wee2WR3XSC{!OV|ov$fpOL+y~GOI*ypid^-ZQef$qVdrv6Syp2?>A zseG03PeJN}Z)iwH61entcWB~7*gdW_B%T9_V5<4<`#_No-gqtSUZ|TH-YoxlTM&zc zL#01Iu4h86m)OgA4~LHL{r8qhp-u&D*s=3G9)NiyX9yKUk1zr+78A^?O^iqj`v^>PMj?QKc`^OKBFPnvXsK znraIps$f@n{8WZfjvE9P4CHn{E;^(q^0w<3s@1Mz3F7tT(#I#3$FiSJ?>J`^$e)N~ zO;Pt+P0*xlPBIs$4#T~(bLZ2JcrobeC2Uu->lO=T7W1gNmQQxs3bNZLxtSs6_*+~p zH5iMhYJZgYc-?M<&J63kxJaF;?s~asMc~n;P0;D6OG<`~GhF5^Rp`H8@cQ}FhwJe? z_Uocc^Yc%E9Ph|m;1Ml3v6I6E2}R~LlQ;KO@ciN!v1@Cmgq{%)h!@L6a_ z#3wwtw(4Ti1-j}Js8>0Qf%u5afDOotOZS&Dkc&;cyPp8^Z+>ATshn9UgIz&RZq8p; zZtsqh$;w<1joy>J`(MTG8MoE#WsFtb0U4vOU%yVh*3i_{L<8zH79a=>J`-D)|9hck zz%cwygE{X|EVIRiRpkA3yEHNU{B7nqlutJx^ z4)-X_*?;*QXOOdp1ttvM@T%|F!J(5tPLwX*W`EY2}UE#dsxI%ZIig3iIB5K1X zdM0G4SjBEVXrzaxZ;)jJU;;CC3^ot&6Wr{$; zwbnFc;06!IAE|9zx#2dqc85l$Dfu}S7he?gbiFGsMcXtz+n(ZCW1C~@rPo-b^iy4b zAS~x%zBTxHTI@`~eg8)&WNph-D5pxBG_hD*6}VHbrH@wXkZUw7rKYO?Ua$k809`$* zY`(G6X?T-%(Ts}znB-v93g@w_av!&*=EyTV*WIdAzc*(;Shvf%1`5+l-si0~ih(mZ ze(8D-u1y8|Ny^dhjQMQo4)Q48*g~Au6kcVne;HlqSBfc^!YGrhnbD5YzaP!WL=LeDOz4nn!w#LvDg#^T@ZQ z=I)tF6VW%VEjNULxl2Q)v-@OEe`5K#3P&b%lkPnnwlLgmltlp+sXMA?G%g1*fJX(B z;#aQ?>p6{&K>E92u#?w8T+3PaJbOA-C9oh z@1x^+8M=J@`$?})o>>@jHh&6?QK`QmMYZ%Jwe#ogxAzg-Cm6!s0~#(C+ABZ{DLt5|99;am={Ah`QzcH!b zaENbr$G_)d>|dM2_B3ZZm-#eQff{)VH*bES+%ez@5cyxabg8SVR&RxhdX?|*5E5v5 z|I@wXqDMwRRC%+7`wLtcE^WX|y^96Z^t1Ir@erN?cC~WFXM|y^n)NCKD@#R+Dw4a; z)nmdLOvDLaMru%p%fX`JBumfMb=m1>7w%dEr9Z%=-d=x`?s>gCHmlVbeYUalgTzSx z5pq9^n;rjrmxL3|rGi`}`(DVcS3C`IdMzT&wfuZ1Zzd!T9}+{JMZGGf`aL-6 zH%!&ZtGrkIA_gm!5Crot^JK)Ocb9sk$0R>?8J{+nVl#zve=8vJCcc^B=3@U6A3OxM zL>JgX(;jAm+!JIFETI;3aC$}Z>VKkWfBJsU`NPt);StuPLCdWfxaY+L$ntt>7(T~t zr-R*mlR5T=4T38lSGf96+Z~&j$!ylZVoo)_Xk_xMOx_P+j>*%##Sn4AH=kIaoF*wr zVG4;}o?t~|2$q&1sHHsMa$QC<81v_)O~^x08yW9#>4mf@l*@QglI6Jp$b_$o3KECxlx$coE zbHz7$obZ`EkbXnoG<+y%HFx*$*$zu8B%_lTC8LSMRQE&cU^JITs^gBfdddQxmmWN5 z)~6F@=`B-^tAC87P}DV`I0fy`OxC%DA{pBuPLBNKnL0*crl%P_9+V?UxKOw*>(l9p zqum&KI_!iEQ&bf43(27vuBWQ@J%K`e>?%v`z!%0ErgcOa#lxs-+^ayLg~1jkj+zMOk?&eso?*rrT?nNHgUFwK z@Hgnplk;#Gj@*2izZxu+9^ta{h6MugNgHRcz~+!|l4nhM|9rJ>Ii%&Id6Zrit!QPOg(}w_$0xmd{kq}^3ba-YV<%5W9%o3u z_^%LksG8t6Ph`jNOZe-*k%+xC4LM zkbZHXcK@T_5t@$J0IBQ`j!a~A=7}PRiUebQs`tcYcN-Bs^ zRnbtq^yrtY#quc;w!WF{5wzgJHjq(vo_6mHicBdR$(tPimp}GzV_)6}a7x?~#`b_7 zTd?agbwnV7>ITfslSJp-p4ztUpfX{mJAu!SR#gF8D+<^uXbLE~d7AK;dgEK<6%{%8 zp~p;W!^pKC!<5U>&F#5r15aK`cge9v9KDboRNOLeKMKvI)oH zpGJQ#g`jS|J3=2iJEA<=$Wg)+1h*?kuhufUIU<1MELKEIIyPb0$kd&g{rloI@#QP0 zX69xdy|q8o=PEO@+h)b7dZXsd$Sg-t>#^$3tn}Lb850`~3Q}?DG2OO;``cCq9*~aD zQY0qH`63Xf)8kZS@glV&@-)b=1Ad-6{|jIKb7GDN5G5fhIXF0*Cxn*OIX5dVo!;42 z16cQ`Lo&v_w!L9kP*L5z(up*2QD1%&gdNnr%#e&NXud)h z;WLXbgDb}MJeo|xt^2u0zfZ@CBvE7gIdT|zNFYZg84myTDk+KSQD7DZdW)1qBD{goGu(Ci zv*ir$%+Z-~oFidNi5$Xn7aTnoAhszq*dwdU7(ctam<(hcjry~dVT+8(!poYCzt?bQ z2+bWGH%=dJpJe3pR#FJ(W37gWhP24&=r-`;T)hJA|2Q%LP{Ik(dP3K46**lH#Cg+h z*quGF=}cyI=O=f~2)a3gjbqCbT8?IQ&WfvVcjMH58a!U=pT6jMlm5b)A*d{Q5jXvo z*(R9qRz-Cf>9UqsE`RoutH<$Y^NNliXl@w;%6-Urg|YLiQ$N(>uCYa@Q7&(9?0apw zrT|Wy-RW0$>$b*?HxjRJs%IM{7}aPB%;)3Am6PFDS;Oi9exN#@oihXEf8fkwRm(c> z9G6TYs>|K5AXrj`*5Um|-kI7_ciM^n`ez;D^#5KDab?iEQ;jY2fozvRnGQLCuJO-r{SxJ4 z^1|G3+{n5umsbTpWe*-J>-gRhdv1d8GG!CD1bgZy-Pjrc8(%g$B`eFh-Ogevfb`wD zao2I=>N;}DadweIaFD%Rl}3s9no%qYdIOAkljUe;gJ1`P^|Mcq4MuA3t)?ZuciZOp z3e*%s8f>#UH*AyJYz4CaRQEC5qmILD{WUB{+@ftLbIr8n>+WsUksp2ta{96(U7q@=`* zE5Il`A^uHB{m+h_+Y~GVy+4B|q*EnO)s$qX9C{fBrV>N82giZ0WT%JCS$K*{_FFB* z&3UUr_NZ*R-lg(jSYDpHqJR0s;!H}4*G%)h^BdbD0Zk?WFbGq!Rz_;Y3XH;Ld&W=O zDqHXuowEAZb;p_VSrXBd(zsZV_WL2C(NBWgQ{)&zuc7Ir2MnekXH^>Ia{N=+!S6t$jYzPV@?Ks8lj^3Of`hj%BR+t ziHAw!`@f$wcQ#(B*6XLb&?H2RK9Y=xo=Ju&#>1Rfi!y=Zacaja3*DDc&*t;4s&WuIQKxum-s0Js4jGK7>x?e}@CS|u-m6- zl4#)Nimcd3AI8m)g+YM5bk*pBK+%8&Vb+>m(TB#K8G4*YQJ-BaCFi}zSL@A<_3t;H zCII`EXHw0S8A}xWZ#CzyKaj5o5NjeWz72h4_dZE`182G6L4X*he-K{YVtn42$2qGM zp5+yckP}$mlAVGojRl-WL|af@k{uYxB@R$d#Xo$P@M)FvQm3jSq@+|e9R$*gcSHqW z313#To7SE?4zSSKcgutpKOO!YFP$`&)|>_pwbI=7rDsu2^d-nev!=SsIcp za0*>nCZ#_>qmCbLqlE$ShA{{txE(=JCuUA6YBewf*Aa~b-Ei-EX9Lp5|L?%^2XG_; z<#Lz>qiBs0?XBSx>dbSIc zv99UDnGc1|hG_sYj{qG~H)t9-`gmiqbqF5Mir55T~ zs?!xJf0~VNKOOr(ut&LYi-iQQ(93nuob@zbr60XIwyZIW-b>HE0i55jIx3XwBi;>O zALNFy8sqV4DNRW0ePoEJX5{xJwRsYaf>8Z6)Uh+Qlq+KGl%JO2A%&Sxbb=KH@jB$wvN zj{`3jgm7Ls&*tnJNN>u`@+J$BQ;E;WaZS$xG7$#Z&v$&_z6eW-`fZ9jALFL_<@f0# zFPT{*N^@ogvou%MCDXF~VkT;tdK9wPFHLc!5cy2GDq8OLeFU5+$y3k_3ki6_g)0JX z_MhLfTFw&yo{V#PC;uz318+LUh(N48yV==VH-R!gXjGVrXdF->IQ>HQ05m>}GU|Rv z?Gk}yt+8o^36Mws@yY)IJs(zAG3XP82p6%Y<_oFR9y!E=RsW|x3W(hpakpj@SC{@g z7%j3~;Vrz9$I&+livBLB+(iH2=Q>40|F$Uq8E&+mKzOyE)tyi(?zzPmNeGZFRJr1u zN&xRF?SV;}bVb-ef-BI4S7hzw@uwg>GKTAE1Cw~b|QG(U2&PA^!E9nv`Dxg)}WzCDSZ(d7@ zHVwJ&?TJh}`aKUwH(&^E2eg7*{SBX2BQQ1UsvWHxe0=9uexW3`zoJgm9_vh05GM66 z1MZnO`&*e4d+?aR$!oOJbZOc5dar{0zL-%9=K95z>(?E=4cmY>ow7x{6-CaKt-k}&4z(cP z!G;o27iHwSbf2L5uEa@Y;T&6|NYXwLV)RpcaF?#O?x^dSdSoGvfm@7{#U zRa38figmvn2&_;Dh2O;08P%$Dir3R3pmGq90n!DFdL@4Zhc8%vuJ~Wnfqi@H#uTAvyVko4oE;qY(8FIg>LBt;pLxqkS zr_`#{IVHmly-*OeJ-vn!A@(ZkJM?zr7af6Sj$T_q8d=w<5&V4Gx$&3R@*{-usOjnH zL8l+{7+|AtygGl`XTZ>aF=n(jw(Vk#cziSI<^Q}qPXbHFM0mB6g1zAK309npPyo{0 z5y0cA1cWS##=`5J&ax?zdtTW?kG5;kd|93w{1;C6WVRhHR^+2jQv~WN0H+64o z)y3o?xr0vT($FK0b{pnb@(V$jz8GKnmF5h;Ze!UPYz4T*nGJB(Si8<>~hP2y#jqT=d!nnsK~YLBLZNfHO5vzSh8oJ(M#snFw;%cP@cV zJv%$gZn5n5YnXECU)|x~b~3pfd^l4>fstsirRDWg9-p{>-)i_V@-}8)MQ#$G8qHIi zFv4YJGnV_gW*kT~&V?kZGx?IeE9btNo?$`d z;Q@?YmR^!r{Ld_a0GbpUqLtR1M0byE4x_Bnb}<7Q7=Ke^tga;ec*##PQWZ{E_|bo5 zv@!2;R5t33Hwb05|IkqPa}j72Gbli~AjbP9=dBAbXD2n5fCYWxoq-@&Z$%;hOKZy) z7_n7%5w`r4pL|E{W@Ox4?HwIM1=*rgjIv8HAj)+>_F99*L{qfbKa;2aT>wGTOsoPH z9Or!JwU#Vm8-^&W;A$D#Xk@9ENgs4TA3;^X;=2b@f3zJ#gQE2wEGshkJpBIrsrPAM zt)zty*67xH^^Y)ua#hFJS8I8i9=OO|gvaqB;mGL~kTJQG`Q-mvYZzT^8r{<$1WG7F>zfN-|MrE82KYez(Fwz$|{HiFY z!gq)untrAdcK_N7mU@G=Ui5=pU-)g|ygNW@bDXSPyY=OFbz};N*ve9-nH>8GLClb| zcn$-4!Xj=5N~$8c%!pK*jabDC-c|<*fk=Z~k7Wf*^&VGj64gCZ0t(#aK)k}e2L-N1 z7NCH-3$b@a!i_)}C6O^0$t&P4x9;u#8MC`K-MQL%u-i#z&EMX|F9d`L zB>ZNQK(8}$2K!g&)4xZde{6Q{I3Q1no*gC^0&PxKz^6}EXLC*a17S?WKM{#tmsq^l z8u3MXraevdR6N6C8^^$jElmj5v8Q>PhvsK;;&mF7vMk9$D4 zLz4koaH!n9OI;V^!n9Z>$F2uNHc~brh_Ls9G|n$Pa|~n^ZUf_Jh`PR65d5mEW8}@2 z#rB6TCX!r>4~It&qbX8!NG|sMSvh{V@iZ4z6}ocN@d;dN2rc)3^~$yCgqz!i#TXxu zbdsLEu4oCgCm-bNnIydu4`YWc{}ns*w?hpy1$?x1$pYTm`A?cIgZ<48aI|UF(kvfi zhBp8Bj#!h(;msC`OjyU)tKVpVY=R~Eb)qIFmYB$cFR@C?WW8q_NNCh^V`!|J9JeIi zYqrdJd$)C(1m4Cy@VU(8>{mHL%Z0xVfdTQr3~_yL_W3;TD=ol;bLnQ>sqe_NXj>e+ zIdSd{!ui}|$0%1sA?=uP6D`QGec`t5cuuZ%SumL+;qE?L3S9trJBiNLQxx`zk;oh8 zgASA4N>JMU$f#Bg+z}ka)YH62U4daCR89wE{IL<5`q3!B`fv*m*GFVuG9-LdU<=h#R>z!D&bzK5&OAEIjp&Yhy! zQQKT05>c)k{ruvAKMOoV8ISACq;yAMP!}ae% z$}oZ)c|NRmlBI!d%0n8Ic>=hAyFuVjA>rp#{}+Q_3ulz?^%utLl;kPbyE;JbMFI!D zKw_MSRfgzHSS?#B5|ryXjT&_+HfZCe=|;JdgUnA31Na896gn@N@)WDPw_x{1pFD

fdf}2-`Byh>V?l9DyO9 z7a(I=d-nHB7uP9|T}#AnWNq}Gkx;bUmNV_Anpv4ER)a8OC10V#KQvH4s@B|yk-SSP z&~P0lJTfR-LBCYJ0dOmw`<>x0`j%!(z1Z&%6sa2jF~Og8Ky66fSKl3i^7GY;)%tmK zk&)-yav5qPLW!2NHQ;b=W-&b=!-RkF=MWHpLKU{J=>G{#sa~i%UgHAtc_2W2Tk0KM zPQMk&F6G`@F6BDHfC5fG&Yml*ARP&=o3Z(S6qf(~yaW?K9W36usmR6V84sN?n1|h1 z6kNs~U*E!ddeF;>02nW=0^q6vNIABAi#xtg&GCQKEcd9%Mr$7(!Cr0;OE>v)=*TeA zAy5JtD@?V^FYG6;h0G3RA$^`Tijv^;P^{qO1} zwaki#3UuGtsVk(4iKQaX$e~@4`Z>K&A3!K)uwZ5efh5uVT!L8I({4;)&rAG;3l|ar zGVIzv2|6Hw-K66}z!v-eHH044;Jw3<>)_QIXZGQB_4o$${mHf9`thBmD;+oJ6&iIRbFsruLBTgzAX0_iCgy4M=MS2IykMH`)HQ=tD!9q5DN2U@&buSI>fU8*<|URVV{$j_$5& zsyY){(=A9|Gc6YFh0@`FvqwvU4^|c0{wVfOM@u+*p*gPGjEoQu9vmt}g_{dpYJi%M zd>S|U6Z=h(ap8N{>heenIJ*}vRJ^VKsVKUn@jnKuzxFat3AA6N=nkJ#g3DLfW{3_H zAJgX>j?z7I@(&KS9v{8Iyonq<)N*~P-V6Uy{rlEoj9#pLiMI#%-`sUt7zNbw+*B7q z5X7`C>#9Ea?w}#aCC!4F`)0IGf=3KQ{v0Eg%gLS~L?e-zBKUETUhWqohd_kx@JymK z-cq4k^{^P54~+DohT?fCKrwJVy-dq$(VAz5ZcVeP?6{0VsrnC~isHVH!%ERyYeUD4ZK6G4QngtJL+6G8l8F?I8?q}CiiAt6@|y^Y{jt` zx=LFglN@}W`J=aVe?;BN@F_VzIduksa3i4fAaLXMUT2P`{fh)8Xu2myG8Vn;Gke3# z^aU^?$UKJzkD1d0uf@?P@K{Y&oYkq*<0fcng%ryvE(2N(`a1yP=U;4cGNAI!FD4FM z#;5!SBv>>aZx#sm>rX8-Xt7?MqjLTeU-a*z{2wq3@e|M^O$<~f_?+o94!p6TJ*c!x zR=>TsA@8KT#gA{etnp%^t1Is!DRg74>GqO=W^#a56(Wfmx{LT&2E!91cY*4$U~Xp zc_zLkI8(G|H@&<|FC_7$G!D@A6Iid&HU~~ev>I$GA8EEaCwsnO*W@LKuP@6r8zcgU z<=+icx2n3?;&wC8u6U3g3#e5qD_+-ZPtnAm3@E8rS`@l#4Zmam3SjbR#*xU~C#IKJ*!fxpkNoSSA6~$Oi^va{Y3i17;I3P?#CxyQL^Vwu{vX<}Qx*J>|Z8Hu_*z%4dB8 z`@%MdyDN77NKLi1f=~wHZWgnK!4VRNejgp*LD5JkuTh}f-A*tn?%{X=LW*F{1<4Nh z%)8m1%RBWS|2l#H-Pmv^SN9EPWsLRq_WGu08wvWE zoqweC*XUaSov9HTgiG7c)Tqeq&*krH?N8j?pJ*LkSQu1wd%bdgGp(alPWG#AQqB86T3Xx8DR?Tj2L{1$>a1u0v z)Z1heJNY>d3ifWUJ~+@YmNicNzWs&)4UyciDzIO_oOlGQ?E2kJz2^ZK7;*za3ppeD z_G(VFx79gm(eZSpxWXiAMuH4^jAM-qju*X<;~%`62k3H~K%M}jAECN*5QImn0&u`x z@sAw6dT!}GrJ&N2REIF7D`6Afg{ukt-pmC^A7_VsU zb6tXBUI%bx-Y@cTembl6ywt;*)A!ihq^NIuQQ}jzsD&Z%MLhV=Y8LU` z?U9kuyI&wtKxgv8sz>&8ljmZw_^X_nU2ku1-`WsrCj3Xc;vlQqZKb(MkRnzo05g2i z&4jZRgZ>lE4s6N_FhAbKB)C4b&tX9y{kLchu#W>P48aY%C_Txms84%?h4)>|c=}6- z+zmGOq*e`Wdcwk-GD1~~zv~zu!)~e~z0nGn6Xu%L`A5NZ4t?EJGgRbMmRo!KcSav_ zx8#EWOi8Uqr8N89HI}^He8)ERpBNe4ecurV^g3}}e0LaO$aE_$**)63eu!QyV()h(@Z>7YOp2(5FKiF%9`NM$}QWWsY1J!MrFSIR=qty<3qW#r}BY`@7j& zE(h;ce*H;BS+oem2%f)gdU}jUCTLFVU{!3gbAP^b7xmJHc4d3%?SaQ>vmgGM8{LWS z$txQE>l&*l|2351qTO2)$7QAJs&w@$a~wx@y*J?-FZ_3#{DuAZ`urW<*0t|Nr?zce z+#UKA<-b4eFY3R-?(by7^Qm^{?QmZWzU{xS1Jhez5sSD@y(u7;{p4q_Tavi(bSeZ? z!L+~7*pXzET&Qkl{ua?@0txd-PhZ8lt53lOS)@3Jy;*OkH4|}GeRRS z?A>iC@p?Bb0c6lPW<`MP!5IFe^N2*Y84)(7r&)3e3YC?;jD6s8^F{&%_+R;1pv;mL z*}D89%(qfI9dB+O%o)}|6%cMR`@^Gq!wEwpHU0+&r5+b>daRq&O$P;}%x2%#48&92 zGK?CY6_p#~{wDM2Zv1S#nlX_b*(Sw+{KP(uHXKgL#<8S?GN)Bajx-D^35?IfAs zaU~opEnG}*2f9*vJ(4<0&pQ29l9;}MGpCAJ!pSNm##t!O_{%d*p5nLLb_0cDdX7Kx z(j>Yj4`yfbRX7Vt9?X2HemgE`GZ9A?k|1c_lh%_$OGGQc_kk@rFy+PRH9^}i_I#t| z$K5qDABVqpTt`e=7QnpM#Vr@bC+CMIJ&T}8xJdq`j;iZz@!duVd0P4N0&Ybo?#7)K ztmqfZHs}`wZKJ+5`v>E(8}%1FD4Q)P`&yc)A3q{mvM}GhFqUEXtS2pa&0)Np zLAw#pd7`>?s2lQ^Rlzc(36Fnh3b>0{o-=vhRK4CEW7{Q4-=4AMPa=O?BkLuBy?L>e zAu{Yiq4rzfDC_?FTPo&P-R3K-`pwioiAEtFxm$Hj)~ht=AEhj*m8!(p7~0I^-i!=g zpW?(n`zk^qLk!aXK$ZdSQ33zc4|CgTh6N4DYY(~}xKYWo?cWWy)>T#wy($KA{J}}&$TwQik3$`ram#6W3@T@k=wSLJ->kH1>~TM=1qagA zU8-Ev-bZO>L)>3xtom3?c*ZqG8A;E&4_SRx1()|p8{lMqqpzB2sWbem8+dA;HOskhhOZ4FF zV<;}A``ho{nXw4j#}I32A;a;6oyQ)@@slqWcbbWH;}{xgwAv45IDdh&HrXW|9N5Ki z5i-hgwh6p+Hk_x=b)OcockbI(cox zFE>jwKSOlA+@k*zG1rp4CG?6jJ7@Ac;{}rD$mQ7c$MP$#8z1mZTLLaRm#H`xrsB`A zp!C<)+b{D@r|&K&F$hjNYSiULAWk-#Nfaw>CdpD#-}zpa9rUspW2JXr$&589ZOf`O z?~C>RGvX;onXuHoUl5J*Y_zu%%_dePnz-!-6y!X{W@w9v)S@H~z>^HkSP!dP<<+~= zeZg)HS6IornI|!Y{*Y!MQp%5RH&je!dD!aeu4U3APo=QXWtvrU=0PQrFg+FgF6k{9 zWzLk;)Ks!JDpYH}v?XE!6E!NF4Ue1gL_{g;h16%VZeUgeB_{l_u-zjpp;z-`CV0|l zAfM24Q5K~xWo7??WU?@o`n=*{{GGD|2|F%cR$KU&jz5G|SPp+OQ+7vfcT4b+9`|%J zY(~I$8;;hteMJ(wLArJuF4RA~bLX%4g<|>-1YT;|eVgijpnnJOKuYbA#C5td?)}bGNCo zUP{oM_)_u>o909t^@%+)XkkVq+(8!ec|tVUG&sGFWIJQHO=my9*^~6TC$d(ztr9O} zmtGavq0b;l7jgCsjyX$(`UEyK>7tP2 zay){LW+zAYyDLYkcF7~3>xgu(j9RE{Prj#yM&q|Qg*;HZeZJ)!e<0Ei_0W0KvB@6% z>mzds%{M+u&}rQZF>VW`LW(yV1s6q@EH+!51$TS~J6?n6X7U0g3*E+?m(Yfx>l zBzw1b*9P42`Ufe+M9UB!g>u>Q9HepkkrkWZKRTjhYJRpFlVrl`EJ8!P1FpnCBB*kqVr z&fPh#NlrionvyHuO3P<{Z?Q+SM#3Dsk8D3HP4YL;`Ew)BF@-x}<3LN-BJA(T5R_a0 zC`&JmT11sZ2I22cj}$-lGjGt0*z0<>ZH2Qt-IGGE#F-Lw!}Q{RRj@z4OB2GZD4WOW zD(Rg^-#>-;Y+F|e3puK9rn6FTFBhKx7x$&5`H`cUtFAU!%=o9}{wRs;CD_8`SfkYr z+1DSGN^fm%XPS1#^nt`iCc>x6X|3PzyxKer3uWf%PfVZTzPrq__a!!%XdG^>>ofhT z5#Jvq0#J0L%s~MgcDRb*iVVt@R(kxWQ~cMG*>SOjFJi^tG7VBn5q;pijzH>101VX8 zUEzvt2}j4Cm1>+r=TOjmiQU+aA9=>U7Kc9Fq=^Zh>Fv~^yhM^z~_ zhs$6b^)QrPL>*F$2d5FV(PL`*w%)2%>x_&FmHd|lK$&Q9O2x5mS@d0_J?;s1`gHlp z-TeFStyIIS9TqwO_>yjXBjLE%LuSX_4A)wKRUzTyCjD8;>W!Wr!rNW9S;zuE`!jm7 z8+z0&HF zSCOM-ay#GLT7xJFlQo#5;U~jhs8}M;a_jN?pTZc|iD3LDpGm8a)@tX1c^kqdP)n+} z%(~)cgj&@NvsI`XY$j`RreEz%^dRU8@%{1Q`EsHZ@^mY0Ccul+J@T!c(Vfd^7L9N3 zuK!tLet~w3FNa4#?@L&FY_?K!f0AcQrl36T2@!MO34c&#*8ckP?b(W9gGktVy&y-G z^lgdF7V@qAMznrm%`#{8w^y_?RD|RA=?@jUr6Tb}j~zT0x5V}*t`6%tgmlH~*{c;^ zK!@<4JL89kJ%*8u3;u@seoQo2Zu^riNK*B|Jgx0@c;}So(fjKLbvk@KY1`&>UdNm1 zV%&WP$|%jTJSjJeJ~u{)^Qw6)3e9JW(0f>E!>t(06D^2vm3l=)J3o~i*=gHwkVVa> zfRm;W%?Vb94%f69Wpq`@P}%y!RzIoE?+idugjv=xxr)p30LQ&v+zXBYoJ6Ea_8lAs z;>iUM{a^QC$y@bdeGa&IRl0FBH8e^=mzw*bN#e6Hi|oL!%on3}M0bxHj<-6~CWR}N z{it}fa_%udQ@5iY>CtATba_~J8_cO3RBJ z%Q{0E8)2RQRpTv(fiPMeZD;kC4z*C(hW7&XUqs6%1)R6bLL{o$1N4W zDuwOaz`kv5ZCx`r=W@~FZz^%yHtS9ESL_zsPa^VMY~BncXOrEQJs_ivlZC>S~RyVTpHOg%*?4>Xw|tCdc)cYDLx-(oW8tQG?1g# zTv$_g;&Eb16uy|mycr?#YA>|CyE`oQeUo#t$pj11I#TI@HcxVqyT1NdxkaSzEae$h zDB5eViJibFf<3L7^)M2lK`?tLqr)SQ4U!-kitbst*M96Z@-g)-oMVR%OA8a};oF-CG?s-d^Ed&^B;u<(aZ;qgMmKDMyNR(rqDm>zhAg(AP!~b%p^d zrG@f-EReVE_xg|}M~C1kw19d?7h4a0uPWvFe9_UWQk8L;DrR6hQdK-KQ3m$GyibCx zS)6W&i|j}*bZwfkY_ZU}Q^Z$7fTK#IX64_h*GiLf_gb}~xy{Li zn4mf++M09t3P?K_p-3GyePhPq-TS3x0S+ES_|q^gBoE!ILd9urQ8X-oSb+S(X6yj+Ky63 zRN1|Y?l*LPNi=+~#7L%>(aT$=)4cnlmpw`54)v2&@mO9f-HJM{64+XNbJP-TdlQ`&ksk zmZ$>2Pq0B$q5OVH4vCK@?hbQ+C)M|qguH8W!5UEX{by&wO(Yhmp48^h`skcNc@&)? zMTtZ~^$UnsSY)6Q`DUF{XdI|QM{STZCi&zNn0R1GyY2Xx-NTZG*;Pq6C-7UEv8)W{ zKQVMlUu{GoZJn#D&~}m+#8hrs4;~j5fcvdZG-N3!e(L<_{O?Xus=#EqfYtk!>giyf zDen*f(b&8Ry6WeeJhTiK^57u6V`?dyCcOLGpAd87hjw19)#_x-%Y%|VZ zi5Ij@q3#M4YY^!sR~5bKOuh2YXbqE3O)^i5$ zp7{zYH5;C6#WvZ45uezV!dexc+SOZbN65;v+t+GuD(UWC5`*oP8$Y!fE0-_VFOfgX zKjpEXJUQ`Rw{m2%;Of8RY*1*Uu^-T5RqymEB1duvsd=I#&cZ*(KuisB8x1BPGx&Gjap%<#6zVIyGh44rf2*)ywWp^k5S3$&F{O&vE zBGduIZ!*O=sJI_qgXC7Ki0=1Dk&F)Ke7wm8i7!2&i2exITB!#W&UC2YLFv;$PTIPq zk&<^}^KFb?R{ooL`nB*0kNrs*ejn8Tuwfz4Ue$TUgWSE9VO4+(uLE!#2~h1QqZkX3 z&;>f7dxv{S-RTSbk8XM%ySkxvhvyC!QY+7p6D3qR0!a9Ici1p>kAd>>Se|ts7>ARO zwCbiHdeN06+|RG|Rdida`d~g$hRunM`QNvW3;O{hRxjabJwZD;nX^Pe znxJB@Iq_&@y-t>rUYH*#H4Wy@ZdT@hI&e2nyNIDuFHhuSxmMVNiliD0FkR0aB{$f`2w*eZ`!hThvxH=U`i z0VwZCxC!~4(kJ3tvF((2@6j^cdOYL#!4^xdMLF&n)kphllj*6d{7X}4cSG(Fc?pNe zQ^Hy*<&AaMS+DJNO6%1y(JO~i|ARkgoR12O(^RLGt5t~c-kXRM_i*nEc?igCSE|HR zOuk`bgX78&_Y#EN8=8ePA?VQ&WBQ^=Dc&Jz7H4OC2ZQaka{#Z6h>cx%U*-*!C!0=r z7*U949msaWVO|LU$jVw^pzF$s0wJ-{$a8dBXHfn6UO$rDHF?kC^WJ&1)R(yhlFGOq zMr7z$m8cIOV{vf_rsB@f$W~#g^eMl92|y-h&;ud3`G$ki2U81g8MU0#Z5@4*${oq7 ztdI%mz~Fgd?lh?iN95SxZJnxTZ|M!1#+$HDv4T1_FmNoWcq1{F1#OacmIt|Vw@gmO zs~>8Qwr1OJfrMN8_DOfjRyJUPZOPYvhU7B}oF75kYS4x7{~o=+nF`arIv`U74abiC zdntfUvjY`Y`1~Rr+24~1rcV4t`h&E=rfnXoi(uCL*W3U7J33ro2DvlIQvb$Zz^_6# z&y!+t7#Kd4``g?9*9U>`eBLqLV>Rki6XNmjV)lvV(#B{AtCvCd!B9m4wL=GisZfHo z-7RW5K^@J#uS9Hd)-R?9XIMRG=$`f|#w_X@#|_w?6=r`k0smtMGL(ENUg>F#7V@!e zMBS(20jQ1^6cvzX?Q30sYV^}N7)x-j(oy_*>3>_>8Jr*u@1oaK7`^82SO2G3n$&=% zWv@9R%>F-^iy|BAO!&+|rp+H_{*TWh72*W@7kXX<|K|e#(Plm~V8}x~sb(PLU-kvF zGC7&F2{mC({4X3nbDgoBK$>6!f5#HjL+~L#3qJs;fXGKCn5rEpg0mk9d86v; z>aM6lR_kwCRVRzMbVRTyUXze8doU7V>!f;YPuzFIXf6Pg?5HPD+_^8?nVyLp>j8!fjwn ztSZlK8;-#AvN~CCBv~;=@hKo>C%?(T_4P$0yB+qQg3=g}7(_1fKaCp5*XDgH!iDiH z3(Ao?x3UYDZa_gEV(rgXjSZsY`Xm-zy#J|quAEsTOX*E}BwOd&WNp2(*87KAc*Jz< zfNgBUTX|k^Q|ppoup?9r`?gtEcy@}r0{8^l=nAlYdw?tyQ^h^7{W>$35OE5+@9ybH zf}IE=?di@^6+g(RL+y>L34_GQ<%draV|YA6tu~J0dMtr{S>I+_lZ4iLa2n0Px^-_@ z=RW1y$HY@$M8XNje&xM!*4>riSVEpE=os9Z>rhfjV!94}a%7Luv_PZw_UQG{m%wBh z`p`x-mo|Er&oxdfR+BX6IJ9}H{7gq+#v}G)Y4VY*?HB-uPfS<5Kk3jdrVU8+bpTc{ zg4h@m_&Db@8C=gNXawW46wDhy59pL45i@CgJCUcwC5%4ao*U3mtvC|~6zq14m@T#k z^zG2RT)s(K4GYTw`Lfe}V=e{|rh0cs7r7vc>dO8QTJ{y92&6w&jFQ%sz~8x7(BFI6 zNMoei>+!l>JP$Rj;U_Sj4e;K>VrCAv@tHcF7reO5%w^P2LOt5xQLA0gLqaRiwMHxc zys9!87i@bP-}&cuH z_VE(@y&7BBc@UrB-c80~VrJ`!W;#Qkf#0Sp#HDl~#0D>D&{yzA|GpBZj|Ha@KKmNl z>*uv_mnooMDb;&#qsKPdoaUCv-GL-V2)YfZV8;7Pl?O)t!o?y#@IhR#f5V1EMGT?=i$K*{iX2VlLksszN}D)t=j#93MHz zti?B2sILohrp|QQmqfu>z`%kDZgy+P0)s%Go{~!U*RD5kK}IvPis!5zpI`zeg5t+~qOBDHeGm({V=u(6 zC<|obp@wCNpWA_GFFm~oAl4Y}BFBe`Sw;Z0YEnORsbQrj9?aAf{}oUo+CQ0%y{b3X z-8KDfBZ==IZH*cyIgeT3Hnc7fuVG&`8=W|k$9(OKP9Y7=kv(kjc9cyc;R}QZ0*JujLkJ!U+pfOu5fBqO4jQaMqV5Ay#(ISR^ z76Rqm?SVo+*g@U;NK;JSyL%6#9NK^39}Yn1I`MoR$#D2s-Bfl&m*b{>@XOLARKKDi z6lDB~>Y>Xb{e$`1R$US@ zC=t;a%WErGd%UJ4$g05uw;2Kz-A5Xi^L_z4h*_ep2GdR|J1N8J6sCj{5VXy3e$p2q znD@PlN%-SUp8*?}KHG89U6T9!gb)_i=~x|ZMInW$D4(%?>>oTMPP#)tK2l*BYu$UZ zjgGw16p)$XBRxdbE zoy^1MKQ_M2tZCP*t!bTD*G#5Ph@%&jwRuKidLW@PXb)AiP03cS?j4LT?`;NwH_y1T zu{UlD`#|zu&R-lg8>yO}=eVD1vL5mRfS!M*B&s=G-zz|`k_n*B*S zzlTZi@HQToT6bd_D?lMtvsRonpoDq#pC{wUJ}~M8W?8&x9F{$I>OT;iiRVmXXHAv| za<{&Utba!BPucpD4IJfXy|W8boQ;#jl)=@&Es~!xe|}>}n2i^c#F-U(})Uuy&6olBibXKQ{c66034u#fhTkr%JZx_$_= zEULc`LaPQ_s|prf>reUlkwBHlNq1tQUg>@nsJ;4y1(vGm)B`-~$BBQI&wg zB6qL)nIJAJO0SdcR8ufY;ygN;9Z@g%^s%-8*odsoQSv!P@Ef470w7LAWNf{w>X=73 z$7*xr(X&~GDoWen9D3luLWkHOpmSqH92di@?2`Q`CQu_{Opa}eaJ_qzRu~_TxHwYd zlt1A-ZtdLXkleVK0$Y0{>4%4V|J#~YyC=eNE~38eC3kj+i)o~_<#b@#MNDL?LH#-) zWPS*IiNnRKx{0-_EHK-FkKn$%`&CM@if=+@fE}=~Gj%`~;%IPXsaRU`dwp_|mbcpD zlux`owbOlq7xjW!4^=KsiV0F_wiygbIP&vb4s|uud|y(y^*c4*IlovL?oUL^3aCXy zM>JPwGl|4?K+l4}$7;9Ms#-`^cB9?;qqod_mS={4Lrvsz*Mbsbx zx1}WVt)hS@admTnHx1A6R(W<*JB3ndK%c-wWb5%HK#NGVHT)EKJ3RG!B#|9Q<;I-S%FMiilMBr%+V*(>BI8ghw2x>HecCLD>=XdEa zKC`Y%4=QbvUG5PDfw`HELYJjJ85N;#IJS(07?TJP0!INwG$z)-Jr|@4NkCE9A-$Or z^@q#(w*Z@|U0TjB+FL)b&yz=X9}^TfI0!I|b+FaRYyFj3>eXjNJs%bWmZe($*Gz z=>))0B>c=-ywB4g{E(&S)Z)2gr((?L1O;nabFm)4N~J*i`dI3AkE!4tDG*Pq&-_5IFgWk#>MxfHhCIO7?+lK;EC}7N zddpp@IibRN_E_o4ETu~ZtjW~Ozrhc z+|utWNdcIf-Q#G_De-*WD{k$yD*~9La0Ywq-S-Zzq6;JBbsPd%>D3s_5Dmu*F2*p| zb5uP{pUb+%xr*wx6b7bdAZKb2E=T+8jQq#BjWNZk=#Pl+xAeby6<$B(n4pdT*iiLV zZudF~oe)ObDU+fx?~#Ieg=5@6kNO`QI@C5DJum_Flqn zi+?B9;a@;ll^%fSlKs<%{CsUT2Uv@)ej`cXA6IhvpZ>30PE=>__WbWwY}yL~I#Jhq z0G_jfXph0Dc9S(unRejm4B0BlWJBr+e*ewVnUcWWEvgjCG1Uz?&UH#mQ9Rx)@`?tT z*kHaZ{;EF-BhRxedWd7VLA`ssb>$?6o$?l^5>>Np0L;^Y0TrsxKfWN?$~Q!Dl0F9M zrmxOzyU8Qd!g%3pvMC6(w+YVy_virZk|NLQ%1g4FD%Vu6v|Txc9e*t;9NeZd+@$q$ z*soVCF8273xFFoJF}c0x5R>{2w?~Y_+Ru`RGPz9H$-O-ojYnaFD31ZNx+COZBFol? ze276B(4#cW6bfMLx{tgp#=}!n*OP5at*1bSDwQGYNDZ*N;zkC!6#vU@Bk(4NugH;W+*W5{ctt?HF7fBiygzM^*NDF_zRSpbi7sQrLlv zrSd}*(94)-2$Nf^MoD*5OhV-i{uWqF;C{$V?LlvT5BaE*^}H=O{y;+Cu$Y^j!g*s@ z4t;_`+Bq78TNYN!o`8)T-IX~0Mq+<*urQt)MRVs{!Knr!R(Z>`!(>vp0aT7YfcxKh z8U$Wqi&)4>JxBCs9Qzbdu_q2bX>0$fD0)K!$y`CdYi=n!6>iO`3ooEgU&IWlk{)je z)_|t$DX!$MoS3mTyL3Iw7em(no*DwKf-on(koZe&WU9w>+Dic|c?hIfv+=U#_tblN zAIOsX--2$Jz&N$x^T+-|oCOz-{_~BXOqIBou(>LWB%b_q5$Goz$8-6B>5P8ow;t03 z(=^EgB~Aw6U{&oSCB~URjx7aM{!S;aPBFO4bzsBt^DC5G_oFmagj-MayimJ+X_9_- zI*W8l?l5>A+hH1q7`k`mO#oIPmYC(O_Uvb%E1lM5(h zkpPV&PIf>i3e4`(>2w1>ox>bjSQW46JGhQ;U*X2I=IZtlu=HlaWS~meuT?K70M)2& zx(8_MNVi5X$#cv2(*=?C=V0n8({`%img~kN0vf7i!N!9StI<-KuR`B19E72NkbnuC zkUAg)>qNPrX$NOxD}zd64(RaT7*Ah;ym5zD(y-%USU4>Fw~W&}yh zMl4KhPv;shFRzW;`!-S1P(T@(i$j6*Cfg;Ayh!fIQBExO%1wvvCW#l}fbpyI+Z_o_ z@-1D-Gw*A+pA})6uUFj>54*Lr^(h5Y-O_BgTNw&~fCldZH0x@Xi*m~a5h@+IYWuk> z>y79J?i0|4l~uaOdBZT8Q|k(P-wRC*yJRaiXldg62w`XF`VF@TVH_&_X?)FUBA_-JHir4)&|89uZMb&eURqDJw$h_kxMBAZ7(J#YAGs)23Fb%! zhDt1ld6s~p7RTfZ6zPY2sbf!hFIaDbM!P8t(ZawrXi1@)s>{e{9**1usgh!}#MpmV zK$5;z7v}vVl3?~TujeLVqG6?F(UtlX))6L1OF}~4f+6})`vAD0bx~{s<1q*QI;EFK z=40WD-=(*z9F*Ifo;fY;+Sg|}CK4xSqZwDw&5~lNdcuF}!ZQWq+F$Eww)oW{X;P!O z(ahyG)geH_auz0<@y?C6eka0(?ly&n$>vNeZr&in1=bsnwt-yDZ}bWl)Zy>}mwLow ztX2|c(2@maYUGxOi`MBEfGtBh(x-X^Npz8(w|6ujt)D>&)a?1*WW0$~Z40G;x7hp0SYF-R5Y!P_ zxH9eTU1gbBpBKYx$bcE`iu1nPazSlA;R}YUfzftV+erx)$Ee zU5wuZ#)pBp*_%JUb0uJG!LZlAaZLw2`goO844gzEUfBJB&-f!4)@deAw(bg=fI)Ex z4um+`cdZ}4C5t-5t4x0nAIej=@e$j)S1HTI--Ygd+YUCzy)c_NFkv3sy<-#D5gBTk zL77E^)%!SqqInC5B?5UNC0u3(6p7kJK1;nbNR>8NYkolhF7@4K)+)1FXU!zr>lZ!} z`^*9JD6n8fgs!9^H}Rp4LPEdKU;MPkG)_l?L>fl@IkgV7(4C^s)-E zPM_%ng=>gm8B%7rnY1=lABeXzq(qmVNt|RzNi5B-nDJnXh(>v(dOh$jdkUruCo`lJ zm+sx)R0j=T88!nF1&C;@BA6T@?ayz0FI&IdvXY=gLM8IeZ9rwJ11RL=LVDq7AxKgW z(B(ZcJ@s~KS7xVAqCzcai+EQ{2_Cu0$c50%apQ9@zCa`>H7OW8-<081gdn&KOoeO0 zLsv)@T{^idTWpLl+RtAI#9qf+7;67x#$oxVJxmmuF2v5#D=fsab1vyo5>j1f=S%$R z@J-dMip!SYptz~?5mk-j(iO3cQGJNknby>4tD5< z>Tlr7o+pI2h{T|UvIGMck2xiCi@#^A(BRSw_FB8wf9Ww3fMNKl9^1?4!Tmr*#hB}M z!F&9J`wE(-1ci%q*8_1blE?G1eUPG3ggYAGd!2PEr2kJ3IOi=y@H@q%jo=)A2m-SG zxNUzT^UFSWQFQYX=6Hgw*U|W$mEjap9*YOmSiS8n7)9%*18hXT(TU6o)$8rAa=(!L zi6PKv$$0NgFAr!F?RBMyjjP}lw)J3ns|*|i;D1y$YT7SW*(6XY$)+9_d+c+GNU23} z%=m3i#+f)ytvnnv#WuS>rx0w~xM|ts7YJPMF44;~Uba+PFB?$_g30UA>7mHIDK9h% z0UNaD3MpEuBVIe+-rAD(d-%I>{oKta(2%er`#lB=Eg^`LZ_d2)^8DV1GVw)0@|TJL zRn9Qj0=>%TsJ!h3Z91ob-`?0W3osyLbMx&mm=SV2C_jn6{iFjF6D$8VpfaRRW+P7k zgINtDPBdZdjiEMhl~fU)qbMrS{QZ%IjG~>lvbG^YH1*vXBE`$g z^BAK4mvbs$dcA#alji(C(^#eg6h@K+2#*mfZY9$5U@n%B$h!p=UbJo2qIlxJe^oA& z0v)cr*-?cokutN;$6%|tzy_Ix_ctQ5g5z;S^A=tar#j8YKj{E8Wi{zqArDgP+1}`r zV9(}B7W&e=XT>qBWfoj9yxDfi5^zE*sLb{OOsC3zjsFdTmdBQ}sMRCM(coS2!ji2Y zv2Esd>$L=5hQjPE1Noh*);C4P407(G^bzlcG-`_c;1yL{n_s2%o8vZO1-f zvluQN>u00q=z_7(w-M?3t1KJn^daP1y?X@``L?&!6oE|3vvSM|S@35~e(})1ug^`&H^Q^o06eukx2n-@J=B5Eu-_>} zUDzLVY=iK)__+0|dcMkO=y+hXDlu=zH7X+40}W1qBE;hLoa=Rrx>?{vKvdlqpd8d~ z>5OZ+11XXs^Jn>w@`q73YNwNUematzB9v{|^LVqZzB%mjZP^sJ`OCKTIk+C@@*SSG zD1veCn#vVGKf~!ooLyH+2oE>3VFBisliR-K7d4bVa1_c1^sob$T94_WTwO-9rPJEP z=-QC;lHW6B3{Rj|68`@B_KXU9q1%+}cOuO35}q+|u!6ZVuA*qEN;Yu1ig{orzQ%d+ zXu710fvda&%zAf#n(JTz4$guRy`Ij*Wl-DLn+a*+`ZKndtj5YYHWq1K_ot}5%uIh> zVWsBQXGeeD^6GyuKyaiO|5x-d8Dj=ys8PKcK7K1jjRt_G**_>Xk)IG)Y}QHkmpXgC z5isHU=aAeQ2`A*37G`R*R(|1IPu(ViHy{<0@CAP}anRw;1S%bT0)v79F)Z(-NeV>b z8o9)I!L3HGV2GCfd%fyX%#lByS_9^qbn^Q3sm3XrFq9lDu;r^*2^b?9v3gLM5^5QB zE-2CPj^886La!gqjCKCoWAEe^90(M~R;1X`D}#GU0~ zf?g-{YaT*{J_IP)2G5m~SF|?84sM!72Kqb=Ka525qPYgZsG@BHNu{!3TL|sKZjCEw zrO$yj`5Qn@RUHe7h+Zv*%W3O7MGuq9z%oU5dZY{}50O7WGi1~W_39YIHQkmnW9w`? zEW?PBFX;QRLL6hV0L>1Bt7!ltU=>EDKja4Gt9nPCvknG5979Ry6D*H^Y;JWLo~S#T zvv~D=pSz>5OT%KM369$&D*HVFeT>q`QHi6~G6S__?-Ot^x_rf5+3D6HI36?xO~S*2 z+e~s|GF<&hVXX92gGVMf$6`Pa_)=Zat-2eIi}%(8x+TzcD74blJIHKwN*SKBBMdaR z>z+#z%3QXLPv6S;4#BAivHmkVd3&=xI{AF{m$ZR}eVO_ONygQA+L?>nZ?Ao0ye+C_ z0(7j43jmu}1jM6T#^O;Y?W$P{18?`|H&+PK;W^?zaw}`Z|E~;F`U{u1eEP%ROWHnINpU0LK3ej%iR=@H(?#*c|Yt7I=u$AN89Q z+C&i5YaXEc?RTjo6?%wG!_*@z=y=DDo>+m6W|*J@bh}!b{JR6;8VhH8y+0S~*Jc1L z0#1WJ(9)!*;RDma(bloVZi6*WmcmOJkycFaa!L;`Dt62H2|%6%sHDGlco~Oal%f1m zjmp(~mtMSs%5dn literal 0 HcmV?d00001 diff --git a/optimalityDiffDiscA.png b/optimalityDiffDiscA.png deleted file mode 100644 index 13a3e336b513a69d13da603d7577aa37dc76dffb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 26293 zcmeFZcQ}=Q{6DVa7{?*U4&gRRWQFWFN;!697ZQ=kUYQ*uB-~O)R%InZgKQb)C=`-p zm3-YIwzkh$O^LF)iUh_F0&vD;j7d4fsC|D?nh={0EFiJW^M5JgU zB4U7?82XDkyXg%gqC;61)pgH9{|o({h)9Nr$cl)VnTU9thB&xI~s;Yy=5fc*;9~mcR-XtC$C*Is--rN)u6N4rbW)Oa?WUQbMC}UM51A;Oj z^t(%g@MEu`5vgHsuVD}U&e4d(SrPVwMiW_W&mqi%en2a*$O`PTDk`!nf_`s8(+HCY zKauu1gFbmgkin^eGY!+>H6>V=uoe$ zEo(wJHu{HqZWa-J~LJb>I?w*kFAP-NPR=s&h{ORc%RHKS?M1`i$wf*0o?3>E< zS>qD3ACm6leRXm?`kj!>Bp!zgHGFvp5}|^}vd|$45U@i;cN75>5z!I&|CfI@@`DaA zqS5#_NrJR+7*SbG(vV$rqX3xV;JNhoX$*Ss2YHOEDrd6s$_O1+{V>caAVNeXi@r6R z1bc)CD^-0VKK&8}{#yW=@(w!bDz|zoU$E;0EOd#r3x z%J$sHp}j8+)6w0mbr<$FV>|)!l>!ovPcUfh$;H0q3GCkcvOpaxB^erVT=hfDwxkGX z19Yy6|I@o%eF}5Bwg0Sy<9Pg!r*8@H-qB-ojyPk zJs`5|e@@Y>*kbVm)Aa%S|HX7mtkl8j27u=OV)_kivDks#4FRG5#dJHY)WPXSz~TSJ zbVqEl=z-mhfyw{5FcK`-K1o$$3gr&`apRe;+_p7(|C*#f7r9?m4$AU>riU|yvL2XT zL(>1^;B=)mEX_V;xPz|aIAXr<1mtyL`(^nm9_I9oWS@W%!2{51^#l{VWh@ne4GYKu z@0jLO2MA#b*#CzRsL)M($Q0jT`F z1D*Z$AEI%gLci?MmxjE~dhbBw@P4tq0|j}a4%iqBC2ac0-U&&uo?F&o`-FjLxxE90 zwH!W3Bo#EUacxHgu0BLp%B-2s3~+4p|NSdF<$C)eF}4x8YnDYW0RAi5{Gb-~xypCz z+U#&q;ax#TC!(9>6%H>I|Hdn_zyS%$6?76WR5|Y0z#fUR_ zbyVW@lFDit7rCYB^Bqrf#~7=$@}taWeSKhHfI7d5oiE*yZ+!fn*?P{1LKMl&d5P}n z+6CqFC|vo)UFUTgCSArh+Mh-39FpSqw{`f(qwc5qn=>8bx$Z zmuFgeX|*-tY~^&$+93!xZQMa0&*BIDZ|6+9acXTGgCLofA`l~H#r69tmS^cS>9eEo zS5A*QZ^;C22?ah?3oa^6&O-*9rr%{X1=iAI^y8w*X$AfO^lLx361s zWiYETzJnG&;Duuq=e{vkuN&k){MdeMi5I1JVCSFq13lhiYtxg8Ct`jn>V*k`+_GWo?@93$K$sm&lGdjo9rgZ??{T3hH|Q4t5q0-{%%U4bij(=Ikk$tPr6Sv@1Ruy6!kxL^MhH{nmQcoy`2r~ z^r1BebdL)x6F#f zP%BaITbKx|d-0%wk1Kcqp!x_Q0>O>E2fP^I{j9q-@iE-F)cEBC#HfeC^7^gd12W1> z%T5Aa*ne|lojPC8mg}kI0qe;^;=EvQ&qv404fIkdeLZl>;lhIE)(-^>M+Jj}(N=eN z73_vd^ZJ{`JhQ5ez^J6;qx%@~{;tmH`yB8C9#;oaS>&$DlBXYr_cQGtn;&-D-A%7P zAXe0fd+%;{&|^o=kne{Ldf0Nm?8wjIw7Ag&rcs1c2ML>|*jtKP-U1EAo?9b!l@<_|1{a*LUuu!gx2aDwpANw?AYq~s` z>7!@5-|jaZ!A%|3&xunIVk=)o#5zhg|)>mEc&FT@ZLc`Rs$&Qm0!KMp7r09qRu^sj#z|9b`CJ^<0ab`vWCt;KkOu7b zx=!?G@^tEbp!B`^oCGQLetS*?vmwEHV)y7w0h@;H()lIqwwKRZOW=Ixl*s{I`bscW z=RM5MlzB}?CdOPw;Y1GD$~S0x-gi^-Wn(wZ&u@~5zC9qc5ise_9|PTeNA2Lw3zIkJ z`-z!&H-{xTR+`h4U6hH4deA^j8xL4dmeZb?*sLsq6%oN*7ShzDwlvMu8bNPSaPA8) zEFtMQ_GoZ8-vyXas*JG_%|2cKTKQC00MziPYdD>21fOZ(^))@?NZ+$Bvi&Lf@E%G3 zO>aJ881s+)!b}8zO#<&fw56%XX>ck``o#E84NG?S=i1Qd&RS zE^=ei7BdyX?llQ;(Q4oyqG|-dc2n1~?2ABFPBw`%i|?ZsEd0MyzgN8A(11xtjG##S zq{(lD*bgK>+oR|u1W(>m>(o9<%2o+$ulwlCfpnYR-iI(msiOBg7&dAB+K@e$`4>q5 z#kb|`KG(sFl;8CIR83~ae%q{2$Uxuork(tzbDW$9yJbZaOo1+;A^@alvNiv3?$qzE zt(ta-I})GL>OcPX&E<>imVbT(^y}f&HHHEBM~=M5Zg13=G46eOojx z3WuB*V~_fwJ7-79v(h*yn0Tpj=~wSCTijILJ0X&~ML|7z;a@7AA7zb1mXEY4tkpWq z&jtRq00KD{!m3!6+%A|H+*VGWZg zax)_e1!1st5l2#Z%wMhhA_cZ?8-lu!^O$3~ZAo<2$|vaP1Rq{&MDqBDbe?Sgt7Y4(M|BgaF^iT*7Clg1o(Pn5 zw_+!Usca*(VHBp^(eBD0Nv#xQUX|Q!Nx|=lo0c2od7gi6sSb3Kk>NA)o1!H-;9>&( z)IvQUSs#wMybBoDoW30J#jqlN&TI^>vsC_fJ<)*7f!a(b@)RpE!qn?nao+rL;oZM& zr@$G)eS#MfMhl}{4QVj`|Mc_o8cbR>kM(-{<_9usWt&6250{Jk>lH{GqSUU7-p=Cz z+veo+EmJen<}elLd#Q1~X^GvZ^dnEvVTwp6hYQ_)XT8#^R2F(JC~ygA-h-o}RcK9B z|GOa!QU-Ti#B$RTI;y({qSRuiP9O$Pu9+FnE3lYMXN+HWsz%iy zlmBk&NBw2?k|#wM8E{j14oe#sl=@0j9B&m~f+hT7iQUa7H41}{53f#LR?wiZzlh!R zxZ z?fwGRKs7V?BRNC;`#*VC0ZJ6-98UlOUq5(Teqk~_O8aP52-ZM1&$r;Gzg*6U<$3QC9Fwd#L7? zdQQ8)ccJK5K{M6GcgXa)k=qW~!S96{4xa=+#?xUoEVI$C|IWhre515s(z5dM8-K4B zE^at|TGvc%XXS=5@4=qfgkfwt-O@AeMSH7u>F4i%!^=Hm%{SRGO*O+7-ay8Ya1ZmB z`odQ>s#iDp*oYfKre2WIrg{ftaF5W1j@ugUI)eUM^*Jz$qxZfS5}!IUt@k9YhGUkk z9{nk}FdwaI0Sp}x!zQJ-!Da(TOa6|3ME75Q_mLu9oVt$Y&7ZJH^x3VLF822K8VaPf z?jIMHFjdDZ*g&;&Dq(ru!RE7z}tWBf$IHiwDZ&%lOd7^cl*4U zVs(MC)6tFrdu}+v`gCu>1FKndKQ9ud!fWxZiP(k-^Y{Cp(DNA8mzt}jT6q%WJc(p8 z6E|h3(@_=?=m4$H2%gpZMYn-ZYKF2B)Ry~Kb5a1iZuMlOijFN~K3{GvnDd0~H zZ;hPYch2j|HP7v09R^GoHiNV_FXkH|a|FOq{pWUqxogJyuYy{QlYP6ZDt~gN*JxZB zI)W5y2{+4yZ2sjQW5Ym_*LT8#Cdu|hB=StlK#m$7I_kB%BiGF82EI4wJsG=MJ`}*= zTX(Ya>IWNqUYE~H%@pq;qck*s&UEax#-5MfveEUdQ^y~lxSLw1|BhwqDpues*VEN~ zr!)rQ{6PCF(Nr4#eqzrZbrw&v@Ubx1De6 zBKw_HNY2wq&66T#8hJ_~TIBwpU`h76MSZ>6C`fgvkJH*$&+mCEbuLtyB`hK4ye5wl zK(iA>WpgIJZn<4?E=#}}I*+#NUfTIId{K?0BOxHM`1pyI%SOXWXGiwqx0^U>ZSSv# zj0R(i4n^jhcm7M$We-eZwKmWInnG1}Yk#uTOZ#$N|n8&nSttoiD-{(Nw z@R+P6eBy`F*^WzyTl+J-u4yADN_XuERLOuqm|R8b-``E`y@`v-R~*H7z?1{o@=?*y zjisyenK3ck`$B7(o?y3DH}i)njVDoY`|m;dRRze?H%Yhz*za)}s;xYULA%>4fJ9jx z1^Y72Pi(2-SO8q!g`QuXD0z&OO+PonoTLtf7+oaJ?wd?y@1E-3`Mk$vs4g=q745h< zS>xiye~j_uM_8DM$LSF%6@+W#jpT< z#r>azZqWdOP~5ItN&$gG7Mz@+aD zI#w=U^%`h_GORZ{AIMlSg}&K4^|T7WTb=yey6S|zlBwL%(pBx@P#ZejCCRcomW=|a zkUjEGV}QgLM^yWHHapz#zp@iMzo)cup%#5-WD5IuRom~;=Phi{bdzoHX|WaP-Ob5BTeowm32 z5e8htvpjRb%RqD9KZOWafB;LcU~jOV3ks4PMifq9D**+O%48U884@Q1RxCyl%gbT> ze*TRPPco#(NdEKt5V<<#>CRLVp{?LT9+6(Ke3c7ql?c|dXa8nrTs#1Pe)&^U z_w095=6(n`l+K0{6uWKy&Uf&%;C^*8gOHu!#m;QtK10~q)jYS6z_KmL1 zc)7J&v!m>OBgreu(rc*D@I6vPhTsN#rk;cC?wW|#lFi(xw_DWA5`dE2cY9$h{p61( zr_$$-)c7&*nY9rp)#m~6^9~VDG-Sgx`@$Ol&{%G{rVx*T(!D2pR z(YkUlBNqOSEoj2+GRH)e0(HLrEpb|p(*cK7rnT2TIb_Ps-O-ZAFRmy@v6mp=L?3@S zs&&m~aKP9%e>Jx*M7{Vb0Ctu1p!4j^o-XCo*49purm@KigCXSb_sXQ?gYOt_nm#mo z_S#GkX7h_@)T`XbXU)9ef>X#DoywKwDrq^NKMooc=^jjV8UT?9DU@l|fFbOKLs!|V zFKTC*u%!C4bT@Y?0tmnR*y1BwiCGO9wyg+0!(ZOSq~ZFc8L&XXkU_5#FAy;O_3cZ2~$_Md4fCQV=B z`Q&eM(ucmf4G_a$_xzLA{wVb8GLNWF9oL{_PX+veNhXCi^GB;^)bXmt`$j>O9>Kx^ z(0Ik9M)iBi%F3VjJSq9Xg;i$K-^_q6($-xE1}WgTFG|#CV1AB8sSnd%XqMmM?(=R!JU)OpsvR7VE&-R3RP>KI`| z*pfVx*e|?q*8BigoAkIj8Vqq_ouzA8*gHuvgk_bpT`1a^>R-l;p!nRJu!b9^$Z-J^ zO56Ne9mBx*5g~y`=%0J>B|-OX4rKDWi_yk=-$RPuN|mv4%>-yVkRv&c?UwiWyxuTE zi}PFl`b2w<2rjzSkU*#w$!PGneoz-{2{r+bAK+tFhWeFPbg=9Lg7(af$d{6^^=-o3K|vwFWWmJ<_~tTPGJrfIr7%4dvsIscrx>)RzW1XH_2yoap!bJ42P?#yshf#iN(?Ys~- z$jHA(rzm)9`O|MK*v5LFt#hBc#|~9Hx8M~dWJj;VvajUHc*m(3ik<3;Et(O+bpBgh zGz@L8`~0?c(V%_dyJ^b@%+$RB=xY~{>3bJ{1%OuvDwvoiqTI1ivfamL;;()$8!e{c z-y;2Aj^#39%N=bBWk&qkc^zzMa22-GY=&`DQZmc;w~i!DuCrJAHALZLx^o=^+=zWM zx*~%jGmV>%qnJ#`|_6Qz_J#HuiojqlRF{E)m z91bz)fa<57yj@ovE=&5pWuwD1?;R}~Z9D>bR+h+_@w;r&#zsz>*oio51pM^{z-NNA2CShshD7&L_}?Qxiq0+l9jZ&Z0K&iqrebb%nCO$Sd5#Y-z@@NO<2XkrONN>y-_KR z`&aBE=Lt~Lb)9hQy}0yqTz-jF&^Qb@wqx^%d6bfnwKlX6;&AD8)AucsW?#@bw1 zHXB^qci|kJFNAoZo|zB4*d%xii>g{eE(eFekE5rcrS0k0pN8caZUrh3%*i%Uck(U$ zrRPb9!mwwcDUSqgWxgQe=k~dTOvY%EzZ?x4xtCE9{C#jF4oeE zC4V)6*FqS6R6fc*9t7fcv?wXSz#eeZ~31;O z1o>74xW5do6Upc!JN1C1-;w?dvdwyDM=Q9Fw^?VcPQxy?OB zsq2$ht0m1jK~W)i|Ly{*aOc=Q>cNSg8(#;+Q||fsz2XKg!)NA}meR<^-}IHql#mfj zg)5IWR|+7v zY{Qd(JaY{z=l-^Ty$0T&yhB9zwL7F(xiXgK*Y`g z;`sI#(y$4J5c>P4hXPJJ*X8ccW!?jXUZbx#rXIDU)DYKWsWLR#*4=IeeM}e)PDXgR z^TiaV31KeBlc#Stb;!};w2yYi31Vml|#;)QaD(h^)^_2SQE) z_Ii#g1D2$I%#ON^>7QDr(>1|v`xHzZCWkqRJ#tiwPuVdDkTWY?^_f z95f{-6cuinubA)9@(x-;OTbfM?hYfiyNogFshPX@-O8(2IB9|z=Qb&~qqd%4JxO6p zBXJ6zs@CwFgjghFDANujnJysbFL0@rIlnIvh=KW`{G;GcFh8ct+7uXQv?BqtpXe-Gb zgAt7mn76dmA7~=&U{ag)10XjhBs@}?q7As5+?lQdSTC=mTZhz+oa=l2RQC@zTQ9j~ zm8<0(fEf|7KE1Qhmbc*o?+;UD#B!s^Oh9(?<{LYdA$S%7Mp`~yqv_#IX=#dW{DJt_ zpzs*Jy;;D4x#NSf#KgDl+RSZK7e)On&>$(f z-5-Ss^+H)1#$Vd~o{-%TJfD%F9xx;$Ve-J6OwIHQ92@jJ-<*olrC;+O^=~p=k_(&C z^z|wDb-ITJ6AD$ce(Y1c=JgX@JeDQM$KuGriC*sxF~5RZDA1b^1Zr!OTK5KaUF5I& z^2eFU&4C`*Lmangc7BN)EL8+gaY%ACB4l^uPZ`$WCZS^>ZvU|I#7~Kb#>ME5M=aIj z+nBfSouCA)LYkyIey^$e8$Wrvx?{)B&m28k%N5}oyzq1CTI2XuKlyzE%adx^p@8_3?FhdgV)BKXQ&(_%+9 zJg~W1X-@r2{#f)Usms+BcSc~$=HRrs=F^=4-q_sK?kg`BdOe|jf=Ap2YQ-bd#z0yr z5Fo-UvO~x15NmAm$ICOtC>F_wr80^-D9p*`JxwXS4e%LlT4KeUi6I3q?JqSOjzce~ zDMLxA*?ruwe#UE%$IhYdSoqQ4vGp^B62?j1A*++wP+*C0nmv0-D zJgSsl8Ni}7k3GDLZ`=_GGZ@x5J}l+g(eoX5@h|B9HE@W~ojET}&ULsgde5(9o&sZz znb!OiW}ChMMAH8oD~_;ykeIkm8|sWw;>bkqm`EtzikL+QBqk}i`#3`d-EV+U&9@zy zCpb$MCI9u-jKAz7LybythXbS#mwI;;ecMMpeA5M0bB8WZ2YL)hyM#ZE>vd+GsyR-p zN~YKyl)Z~$9-(LG5OfbZzZ=vj+cYTwNQO{HRGnVD@y;pa5raJO4yMMRcz#4XwjC?+ zK(YDw6r6CW6Bo{uIt00p)_p7`C>T?|(%Q zzZ$qaNE88S*FZq1_8Z?n>*>a-I<#0qm2$>-@LBo4Qg}j4Fg>vkT_}|LYZJM?XTbB` zM4M*u-+H()F($b&Iqw+ms(flmB^({F`aK|}>rKwc(U+3a;bwq5`Ce+okLpC!4FWQm%=u+SESW5ZgfUy8Iy7|Kc8Ds+gpqkx z$pP%Za=Mb=p3_yt5JNG{&h&j~t^KnNw6ygfTNNCrtS7?8% zur>EpcYTcyD>gg-mE$KACWsa1E#};~ml2cH$O9ts%r(9$kx*<~YN*p-MZ6TM(hF1g zU*!-SbMK91Lww1%z``rUc%>7pQNGG>S{BQsbKAIYiiCC&Q@r>wu)jLyyh-iNUTU5r zi=iYlKU&->O5m+_C^Z;!{*H=sKs|C(-`$1pkn_jbH8{614r}Ip?-vH#W}%_0#z~ra?9sC3K|8c zefS;<%&JqoJ-%BjN1u}LzfKnA=TY!Hu>fjJV)?>J34gtO8>+^eEHdCwfsJ34$fOSV z&Ijw20}UhIEfSZeH7asukt~O7dgy!$Jx-!9PkKxqV~Xu7?jC!rDy2sE=j9Gbc(L^E zJnC@T-j8Ko(nh2BhNi%=%-}N30rk0>Se>%B4^{5W+8Vl?Zt*+3&7L({@^1v3RQh4+ zX5po9KGL`DimGJli1gGw2Uv6f8KpW%FZM9tN<(%y26@P#TPNnP|MfpZsz@5~>`S+j zEdTaB2&(;}_6@Rj1@lwKOFtM)bzpcL*CI$WyXLyEz+T5ziU%qOw7Be=8h*S%vq z1Q5m!+7D<*m-!YLn^fwp-r&?FnJF7*t@JPWx%z!R$TsH>Y`HCpnhxvZv@|9=KC+2Y z5R&H?i9=V~mEAqY44=*nE800dl!7IsU>byq3~sUu2ERbJR`??A5>qzkyF$Xa9^^rt zuzedE%i7T;lQs7!Tjz40A^R`U-E!X%7bq1NFAB0SAeD+4T8|!pKJGcr{UxE)gSvZl*6B10Icil z>p9qS7kU*mpW-Cn(LtLhZ;+TX@?L6)MtCp5xAehbmg-7Xdf-D7*vQ&5Lf)74q<^o=$D|1Sw zG-0#|KJ)i;NHWQcqX9hN?A0s?i7ONEgKY=_KRiV{M|p*q$G(J>c!QS|j%VJ;QlXLFa{yvC0-GCX4rXejpoW+ZgM>EsXX;s( zcA9;%a?}jxp{#Fr1q1yj$EtL~^b=r=7MONyz!GNK^C;% zE{vD}4eUX}8(eaRK5ywC!)fC!EFvy)S2qJ)y!C?++aJ;N1wZoFg`jEfFl$e2V#27G&Ghn}`uM69EE>!1xbN z7qS)v9bO5zwnl?-U!2r7IVQlK>)X)W>dHD*_Pbd5EA{Q1fm|q^Kx*}@K4^UAyNDm5 zWa)e3Jm-bhFm(Dq`@dXn=LKPWuImw--Tawoby+35!`IV+giiQq;F zwL5XmtWAnjk2E)5(Pk>Z5P2VT^#^($*1Hf4W45$&6yv$sBe=|bMrtgaEt)-W)V9il zryLZ+eIN}KPy><|FQ!si;OE#*ntKsyLwCJ$} zR;hW&)hh>;h@WFT39)?B2FgoM^v-kmlrK-c*<2oqVoUBuVsmLQce5y7J=WBE1*O)e zIeMHYiR0CPU|YjN6Yv$GaB{;$rb0Kg$JHzBkqAxbrfb*5u{YGcj!rbTdAETfA~!ZFo-o8YN((%|@*&g|*w=N&-t?3KY&FluZeho5WUp@>#pAHrZS# zp|NHi4KrfOH-Bk+SCLT=HAR2zOmd3(F?D#qf*y8la^>z6NA5zU+nL|SSyYNEV&Q1N zvdLBwW@!Q?iZa?x2LI5?GB8BYVVAV@Abrp|pQH{?PzIhVzOH9Vq}1^#7sq;LfF_tM z;_pN%A?4)hz|a9}D4%31Z{wEptX2_uaLbqn`!)9P%cR(VD!MK-!{a0)`ioGD{Lp z=&qVYO@aSaqSAkZ410qxNCN6KaY3Z#A$2Uk{(%gNI0}_N~u0D zWDah1f!-K#ZGH*ff+5&MWyzHwfAoF^?#w+Fpqpp@s0>IWG?})rf%mpEUVU(mk&6@rC?$^rCP-mnm^v;z6s z5!;vzF5vk;Y&Mg@S|E1@^(>9Y32pK(ZF0qVV1VQ@;KQPzDKN{It_M8g7=~@#$guYa z#+Qj_#i1IoxX^M-yyXx+Ntsj7+^VIqcV`PmJ}8Haj}CVuWfmh)<*@3=Q5R%a?8K*a zIYpjZ+hhMtf{>KDtwk~KeF3xg2f#!w=Ou|M1>MUX{ZZb)4tEw-K}s@jF&f63(#gtpJe$iBMh$hccCyT z2!>Xa)zBPyI^DK#LpJ&<&0>}G4@gjY+Q-iGA}yMZgViQrUaCV{Sfs{?B?S~34ZY9Z zIXq;c?M}`QXU@{71C*3AvEeaaPC#xDa}x!B9T7&U!(r8wJ!0|-iNz4036v`;Mws(} z^LU{@m?PS4Br5*uQ~~HBu`tD(wYg_b!SHvs&yuqit2+2gD)1d@~z&x#fA=3HPRd7^+JRLbHd`+*`PW~9I z^WN5(-cmlRdO$H~xk%bl=BBvall#I|MiLW&W-*gBV}fr94s=CA-VKF=@@{1jl20m- z5Y+xl=wjek%d!pBt+A8kfOX#8z9oVue)SauE^(d0`el;QA^<)hoooiCLZ#zF4a=^7 zrTEFbDCJhAFC9%NJ;X~w3hoTT;}%~`=yRlwKh;Tg=<;j{hQQ1Gl+VDHBB5uE4HY?f ztVS3w-9O=>D5PHokf)#2%yH*yyftzb__J*;pa&zg>`BL`Co9%o<-~ju06ks0J__OD z+7-dPv{8x2&-H=BpWRP2zO;U9JK_%Kf|^RMMzgABK$ardT6ybnG#eQcmUNU=$SeTr zZ(F?IFg|xhq3>>r_omQ5gp@c&8!$QR#Gt~ueK0*hYpPF}!)swB<8zq=-I;4@OoM9h zR$>p*hLBD?4|zJ(mNn0Y+}i33pSDRMq3g6X5owZciV~#ETirD;+Mu|(M5HYFTC5QH zwkn?lXKopkodgHXWc#TI^hPwBl=#vXrZlyKC`+6~88X4DQvt>k*V>nnnLA*nbG#dN(cH&?de|!H+a> zTc_P%%O5vs8ac~no;ccBleG4d7{w9D%pggsQZq68n>?Ln`zj2${APP5(zEVHz#}0H z9`DSQ-bFCVV_eCaln*G<4S*G?pW8M73iR@RrM$dT*ahQrRpjp|c+J*ofx^fNQO<}g zkD6j}wLf56SB4M7qPiF-RWcNXev2#a%FbCkbAhV8cpZcsd8l9i7X*ux)48W%_>i9fb%-19@yQ(%{s)E#X*I~7C`TKY0jn7h={qBT0Muj)$1_iFv$Wtm z(1OOjbH4&OG4c3abfL;|6c&ce!gpw)7tmhYcCZWn`tS&Sp1TRKEQIMfom;M0djDD1 zjb}n9Q}lsz3b$IHh56px?FHCjaDg5$KHt;Bgz;wLxzdSU(N!j zw^bvK4H1Y1O_(sRkUBo1w3tfd>-kxz1*{&{!Z7ulI7OZutGfj}Qm;>irM!atP&2|Zhfu<+XVAJ%cw{_C+I(jzG;j)X z4!<^MO~6|ekP$aAkc(Dik5J`>WnbN*EICi+OC+rWqO}%+Ezf7~@t(q^MZ*#rw^g19 zrb1o@R7LpZvBB{!!ugPVRrVuZc>JYFt4Z1$Q%u9cvr@9bqK`N2l?a9&3#HR7pKh03 zy5nTd1=4OA|3I`3#FiHSs)?HfC_sz7FVGhShb7?tZ3JmJg;vJuvpB{NHwlj^%bfqf zY6Fh;aMvmU=eNuN8P;+Tg5|b`s|kuTA&Ih_5|2lD7#tod_Af><;KX;VH41ZKN(l3Y z;OA}ldyfRxO&w)D4&&RsuJUCjp5^S<=e%ALMuhSAE(K#QAT4Qk6cBJ} z2ZFJh(V7^6Os&?|E_k@8vt-mXETLw{lAebi#?lv-Uov?Xb*DnoBzY~d&u5fL(%x=k z>fP@sDEMkrcvF?Su{0Ey;c<(yUq)oWj#6~gq=wv;g9NIvAJ6haj5oB`9gPz*xu@j( zp{1c>9Q)Qy@pY;i)2lHVPKk|=E-B3qIeo$I%O69e&ofz;x<=Ni#?PVGvaC>Ny2*Uq zh8BMZzA5{iH)^jr`4lZdT2i0^um&onlWnyI@aB51Q$6qx1R4>PJ9dtIFx|6rY~sf3 zk{~bdq83mBg%k3*>kybgJ3hB0@buHYjxJz1?j!_c`L=j|i2(xSIWH7VT}2;ErlDor z6tAgrHSj^Yk^HuQo*u_tf=*)Hc5Tp;n&LmI7I^$S`7hp!5ef}~+28}jD>E|B5vYE7 z+Dq?mfA}#-n&8{!k7DqIYrTr!sL$-L^6(gMKJcy(CLB$BQ>kC_5;9#GAzZ1;jq2Eu z2#87E9)*iFqt8A3C5gA?6xH^XX5Jh%rROqY_E{*hP zYLP;Wz*FfBTW%DwE>xTt8)L1a@WUB#pE>?f3!4rhu8sno*0NUtBI`^I-~2^A^7w~3 z!r=Wy4<(mt6fv!Po5=vz+b(v5x~sS4jI9t`j_Q!! zGZ7QUKgz!?8$M>0&)jSCpC7cnzbOQPQYf{hP{wG|Wc(QIYyx)wwugnua-KH#8jZ#a z|MZ~8EZsMDM{kqOSj%RTXCTl1l)rTBe zpvi?6?tsEqMHL^BVU1ki%kvq-46jAl^hQQ6tF%f7D;{0XF_5{)T}8o|Nq|)xDY0fv7w0ra6{*Joy5Nj`unhc0z7m zti@$LB0|yBxP%!ttq*8G6rP&83C@?(CS32YkqG>D<|VRC(M=PXbt0KgJt5BjTHD{I z=Y&&Ve8c$N#%W$DB!_S1B$$hQz&61N&eyV2BxrHXHu~5~V*bRO#o}^Y7ThdhPVxiV zYqy&MH`6K!2kwb2svZj)k&onn%5}N-=ifYzi>SX$;P2Y$+{r*dk?zlRa9%EuOH3o# zK8Jr^3sI}fG}0ZXozYgJ_;zz_eq~A2*ZD6QBqiSvg!;5BINp(OcJCc&7;jMMv?0J< z1}Mg#p?aNS%H{I1qUAXFGffqX33qww{;3uJ6KHk)j^|#qmFp+)?Hj_fLTCb0TspIS zTGAKgPx4?qz_Q*8YIo!1xpp?JvB>k1g|?07S?0{w5=`M)LdlU-T;;q^FK}eAwuksL zK`_n>s+06;GR({*7ijhO%bTW>(0VA|>nM<^Iz!>+#8m}}CT}3qUqp=w+qqtS4mo#7=tU2iLI9h@h>Wm zeS*{aw4bE!J!Rk1sXEIPt*)iwp_Vm1_;Jbgl#hp*ooNX#iD^~xq{`_g!LJMpG&+$Q z$v(m*u^N6ml3rrFA`=$3E z^Y7X3v<@N9gV zEGLauSYuhR>3N_@SPyCGYLoYJvfs5-3>PmFzB0PTDm`exM0hQZxM(I)hw_poSZK^8 zHdSqGdOLsl(M)z5cb}$&h` zB`YRe+FD?&!B|J{k;Tco%QIuHrJ}g^BD3c>*8RyOrzV!!x9FhWO~QAjc5LapYJ90C z1{at7gJq~3#z&9)uER&|qHb<4Fuvlt!UHDBldd14t0?($8L~Dg3=)EaBZ}b7_-lc= zWvc0q5=b88eE5^0gR)voca1Ee&5%#FrxXPmzp=AzN@Q<_P7s%tA0piBtw=dihbglg zxQx$^2}?ubiWF}78ZEAu1c{S$`@Dg|tYQ(&ln9;g{nhh)CYwK3yta;cK?6dbthTk^ zJkDO2ar8@6I(_|eg58DzM{eM-SW!h`6NjdsZ1RzGv-pO>oarj2p+if8!pa1e-GY>C z@cjv_r!}Y}W8I=+c&Uh?;jwFEgoC$vp2}HoX@fO)cgFsB{~USq3oEE~mbo(GBU>k> zr5JqIc{(>Q5Fm6hfJLsF*JGY!+6fMqh+Kc=y7{?se34_Oiw|`{wh-%nSj#4AY4$Z) zmptRvWaoj8!8o7+8x5Pzp=&*pyiTDjY@AQ=K`!?$Amz{}X}3Db)+(LeyI66raJ{W; zBgcASl;M4BRPM*0e~q`UtOw@}>Ly_pM5PK@NLSv-Umt9Vj>Q|q*}l8=r-?qg z=<69#$%Rn)5h7cOu3H@}3( zFwe!jUjmP!SM zxhR~(10l@XMQ#){qtDpzOn$u7>gUR?92tGxIQ&D#`R^hHVo8GXQng-ZMc( zqsxo$pI*FnFWJe%=6PGV45MxqUN?5WNTg>xZJy_LFl6}v@TDD;D#}H+-lDHK7temg zavFwjCBd6&_hh=zV%5K{W18ERu8g4w40xUVi{*Q1-|1XU^JaS}7f^U*A^Uk`TlUF6 z5$2jhQJNlwoG2s!{(<6pw%%63#u7prz)jIhPj>{S&9Im$!rNBA;Bx*j^pJ2MTIS+t z06B^1;&lP|>!B|zehlqyGS}xT5HP7t>VP7$ z3S{e>XEIt@FKRmOO21N&@nID*XC}hBKJ{Qq_l|dAffE3kmx1mgp1yslR3z)Wa>%7E znhVvLfTLJ_fG{LCk*al5cm~m$%{P16y!ltuOWrMOmP}p>FtynlcA53@HZBWUaDsPM zxFnuD(~Q=Xge9!a=s|Ti>n(NXoiPE00)dK}q$a4U`J^b6D*Jg%`Xz1rXY=NvC_$SG z1WoG+Ed^S>+{8AzGb6DKX$C>#J|B?^h}=H66=U3Nas_30_=Qm_lb<0 zf_gBr>0e>}qqSl*6-$JJq|Fw&<$VV(ZCNz#>eIR5&2Z5#5Y=e4UzndeIi`d^YW8>5 zym=z3$RUvM$}kzoc}+NQkl;Cnk3v9<<^zjF@iWaw%`L|in1&lyZbT3f)X{b5V}x5T zu=-M%opyK*8h5IMR-#{crlD23Xe`UTxn~^{@Z2A^HT3vsfaSpG9|~sr;X%SkBLwRu zoh-ExTxn_$K3L%|3p@Qs_+K!Y?m18bAM5e7ZKYN0mv z7RKDBXS_NTbvJ+OqF#;zH6MJKEPHYx+plSZfi}uvr_={n)k`9?mLB$fl z+FWCs?h+We0`-6TT^<3;&t3?TZb0MK@DrgCA|oh_Szu5tM`h-lIk&C*DFg^%PJl8Y zmK4k!!}O#H3dwBHxhU}yw&3V|Z|0k&?O|F0wua+wG3RK5Pt>?Npr~6rq4G*|bh9a` z%4Fq?WODEhRcYN7&yKOt@+r|~x&(TH%}@=;CDwI81mm@sSC4P>-@Zd!F_Kni99;jC zQ{hoJe_ep1wG#m?7t`EK+F&~BBI9C4Mv$GkW8(oqQhK2lflFYsCbUwft2-UWZ{|q{ zzVY^9>=HE$ub~Z$8;8iz^DF)3qw`9}l9aEfcTnWWA^b%us3-t$O+;eRMN&MJm(oxnaj(iT*3jer z(wAl4F{hU=JetC*+cTa6HU^Y{FPj^GYHR&hIbuTmm%^bZBFZn#$|SS1TQnd_ol-QQn`pUrsF13W6EtI*~u^F`W;-K;r!SW5lh) zDz&9kFVSJka7c$r$V6@OJUI|n`?ierv_3tYk&XN3J5Vf zTDhXRG#c{AfQ13KazW|kS^fb|ieM?xP+oj@B*boY>omo&So=kVWb?0(Y8-~owExcW zXI)!tD`=a};y6FN)c?1uim$5m1zPAzF^Vs}l2yk&6wPTbWO4gJ^B;(q-(4lh)7{6Z ziSd+i6KA2Tqk+_q2075{geDb8Wy0!S(KKj%%74obx;1moQ`|Om#d!uxoeEXJcSA2G z9MQ0TsW>KkoUxTzfaN}PgWo2G(dbGHse=4V(^^ph(CrsEtY)MbPZENm7adza?fIx# z0;2aj^ozV3#Rb>7lAkJiRYLFhiIm04ZQgz!sU?Qhz1wmNX=&n)nGBO^EI)VQq>=-w zueB2rZfi~J4~!AA9X~N6cOsw%LZre!~G@JxCtu{{8x2VKOqS~%NBEJEN4 zcPW^iUi=dM9{R2}lFnqlLBZ$SoDSVw6g#vXH`d3^({rik>V(Az$&82#Ch#o#C;9-z zClLXsa>p&mA=h#RF(|t^{P%BRmC0Q+EZEfzx;Ul3*n~`ic%z2`l%YRf|N96otNKrQ zAxuR?f%HL|BVW!izl+RKQF{R;8C1WMO!yD-wm{e8f$R~r9Gq`LIwQ8;H#hKCDA$qR z_Y}-1j!oy76YfOtiK&r!*<@+EApAKQZU;M~qqZ9&vRE|bFXvMqE;6TDoqRmeYhuVS z6Zd*7C5lbdsuuNBv0TdDzCN;9$>Ep>U(UjE-|#WfU$c6orygjYWcUIJ^AEPV5E0os z(AH1L9^`t>&v#)}+?@n-|Hw^@fnT{Q6ii*2KWoa29DYK#^$xT<#8|tB(?9b&#uduh zA|CrYc^2D3T~)l~VlJ4r9A`%S@-j*!By%rI+8^0Sw3F3HZ&T&(U z#A~K*zijabT@NBy#NP<-QyvFM7FxNlf_g{r} zx~?F0U!ZxBYWA#k2xS2d9dSf6D{A|c5+pNPn}PC2_zJ6*nMzOaxZ^hNRL}P^{%ea= zrx;AtKTh&`avVGrIBp{TuQLmJ?dIFH;rh7OMLzHS?6YH>7;ReqbyZwF2W$>~G00Is z{-5^FJRHilZQ#=w8e~ke~$#{b8ez5i7!ZYBCfNkL(R&*|>iN`!{oI<9{H%l8q)-k59-9@CaSy-an8A^dKmg zn%c0u<{<(;&N2F2RMhZwd4@|?bgSRPtyy@a>IyIx$w4e6^eBG1U$|5=UYM0{g<5sz z7T(h;znN^J5tM%q@N!uqdVFJ0hn#c~E#nU^B(SvT_yo~GJ!H9!-ZHT;;z^Sfx?uT4 zlCoj5ij9&s5Ieneq>ouW$#wyk94Dsx9BPJSH+fY?_8lJ<&fqJp8ZvIl+dHEVb?NGl z4|6&g{$~)SkJ8iNh_g{;Plb_3WSkvt|0Zm%o|799V&VE^>8SEzhryt~zK`qIhmT5C zd2}{aNJFz*>@`L+ceU~{rBX-NQTKq`FGwlafC9HBaCBa9MjU?Yl^^WQ^2CDB#L)b* zpy4umS8#>fHLoc}#1naYWn@skb9J%sh;d{oSfzflmHd!Q=~*-l5WY=1QU3a!Htssx zH3d{hEF6nVOm{vln$#ngn6iM8sQRpQjJ0ISToE(cBWtjytFI74pw42#9ShS*XBG?n zjH{_SXEzh<*~M5ZVpp2hK?I0Z{ypq|j9&gwja~-&soddkERgiRC^@?kqFLtU9g^vZU*B~*S9BQgS_2li z9v=82Yu#2Dqg9fF5%qgV*GCn)qgnt^f}v=9>!+Yc0FB<_NG~KSiZ#Qv#4IIE?+Or zALCeRgh{C_sd}63n+JfnmE;^D zCtC1`(KJa)K*>Fo08pXfi^|W@yy?izg!-C`vJS(_I!j;Itb+Np_jLzmJ7BH#*3Muc zuVBn&0sdz1hF^~0t~_VrFWa!gQA`$zJ;wB6?Q0G0xAR1}f3*QS9abUdzLIPLfKUYT zUD;Vi0B9G3fS>ytX!j_`eoL?uUH?Xf{eN8Ve;P&%q^N^HqW7Pb>4%~~PS$MFauSwv z;8@6I0JzI0i_*@6z*yydjI!=UzQ-uxL;Kid;#FY7%XxVplRPsBg1R>RPsK+Cpdio# zj{gM?I$V}OpGLy?$v=9&n2&y=_3}&C?7|nwG&(`63>(9&oY{c zK!R}yx&A_c*xb%w0*_f)dRwL8HRt3{dWeZ1MpnlYT&XlKRdY0{)Yk)|8!76;Lo1)}Z2&F{cKPe5Rzy4VWEFP&#Nb0c;PS<)hkPD-=Ry zYTOfokWU0u-|uV1_o1e^dM>fB@){Dp;lXtdJiWTsA8wYcNi}THf}i38A17HUOT*_# zFd6Tc{rp|);`*!aj=R0&eRD$q&|laM(#WHB+4$`Cu(R?=8s>>XV&=|g6+nrIPJ0_b zi^f=#DjE5-ut7Z>pnC?di~u2&z2oL1aemwuDPox^UMbJ&ZtQz}v7gkt_NC*}^hu6r`@w~erRs*zgO4d7Bmq$~jh zdTjWA$D03BLPi5H2dQV&(>N%{fwur>EtY06IO!eE7K;udrFb%9jT`P$PA zCv4~eHx7c$%z8!PwdZ?d+ao{css1jURE9Yh=h>;{fFnk`4UG_vE-vtycH=7Y?`=N$ zdp0p((eGO|+%gO&=l$D9r8nC?NnRSI@6fu#x_fbpy#y2&G^fc94y6i0o5dPP)yPR> z32&3hrIv%I(V?h^1e6m1-nf$zcUbE);Pi%q4~+7FOIlxT2rl2VitbtEs&cchPhF6G zNN+qwzUr_Gz^*<{&Mq)X?$#ING-~z+Jbyo}=Cj?l@#5u+A?#F(%y6W@v06$ zW*s~$Rfd@?;oiBs9j`&q3e=9IqmL$S*OY5x)UOI+rDSdj}4qQp=#pEY%6>N-;E zXo&RoYf68}n{#>vwjs~v3f5mfx;sbJnelKfT`Qfb>M2IXY@__{Ss5$-=Ol{+ZP2t2EZfF z__`o&5oV&8@d=}*ch$9Pe(vgQ$H#*e>hc^A4P%3!uyz!4A*0p%QUoa3v;bu?pU2~R z2f^Lcit_CJ$gpvbQns|1{B+Z28is^|GE#`37=PiMWyJ$!U@P7Q1=eH59N-dzTU*U< z7BJ76J28vJCbRit9`mL)!xx4{TBt+zljZ_Or#F*lbd$c?RV7{gAe!2j>{qG({o6^}9sAsu$F96tK1G}{!-xyw zJ}zyS7CgS}axO^nqbKv)*m5_)A_*9n5|URFK79)lpCoUAVUX`slD1V4>Nm1g>}wub3a zj<^ca0m5S;c%**TmoCinlO5sVg9Ci8#H9mk)o%j4(7g9 zd?}6_d@i?ICvlO1a4^ZQD9z%GuLh+06TBW70-5dWu3mt385y}hauRbL@j##5($v$g zdjzjlt-+`>rdofs{DFjaHXJ$(<>X&FOtLY8e-wa1+}yL{>YS>^rVMg+qk=$F(!fvh zWQ3qN9HfbWr;}>Tj>U02?nS`AKYlG)Ygs$Y4FV2WK_DkM6aoSPCq4h3udGX23$eSg S!M462;A5t-*COvv!Iy&%|N_2E~bUQiec23gm+@MoZ zqEoV?QzFpWfqzMK&o<~P?dhs&LAsqgL8{4}TpK$lCpjl4Wo2c-l_0eeogK7D3H(V= zva?gN1Amf~2;koyedv#?zJ8>>Yp#AI*$$EfatDdPHFkCcf*pZmN9eI55$s4LI}-Rm z8z8l-zN@Q#q^oPLYwoar9$h4LeWZS5Bzc3NL`R^CA=uFo?34%)4<(2VfkYtmKtD)5 zgdP&1XCv2DKNn&VnM=;i9o`_>(UI(wNCYKF4v9b_^?-z=9`NS|X=CGq{{}fypS-cr z7)RGbQ0gJr^^m~71n4>VX9J`He{Kxtx(;t_OzxzcniAwlHBxf>8~kSnxwV`Ia^z&;8zIpcMVnFk#ma}D(0jt_3xwsdrYbh;>w^FEKK zk|F{}>O7O(N?lxHzht`Dd~}R?c=*#~nPZ~!H9YCnibJcC*(-QrX2h$D#~hvV*%V3u zw7s{)pN01dqjWoaxf-}0CwL4jE%l6082FP<&R^gCc9++#AVG|}S1TPXXqXSfph0+| z4#0vKb|Exak>Uhckf6q06e|NG6A~md5`;5o1R+F;lNL#VD{W6X`qXYuK5h0`xZ=Gr zI+V7aU#4Suyu5TRt6bjDdGDmw3||u>u-LRz$I+?E@90WjT>s)~d2`t0o`79r9RA`} zfA}5uZsb<1nH!JiNmq1++Oo0Z2(BmV58=M-f3q5;1r&EKFA6E*B%?2iw8pzg8wXkn z!{e7K0#5t5`c;&BC;R5J){EUmJTq^g3_MPeEJj%2_UTO{2P;Ysm6X@dD~Z_n%@I(p zEV^}0E<>F^D;MV0k9bcN3@r@B3>?-G{*g5@m3waHAg~gw1sH#L?j0~&@?)gcwK+F+Y4QU{N#iv#z>V8y=v8IC5S`C5d4$n$ zeX8x;frjOXz$+KdwH<8rlXvYYZ0P3D8kq?#OwhY#ns^~O+B?$ncW0gb=YZh-ze^ol z6vs@nYaDWo*X>k9Lx7wbVPa~Q0%E1xSCKb6v}lBNWPQA|s`Io=H{*vGuWTp3yvnPw zgnH?cG7(*@%rFWkOVH95eILqKB{thDtkKI$nel27K0 z>wob|e7)I<@?pL^W0dK`l4LLG>cLQ?jkIHSvoU4w?_E4q4u2f?L11`lFaY1>+e^0` z)48I3K`dqM`;ze0&O;ZBb5~!abSLxl6=H1X;(C%=PVMos@}C@664TX^$*muH)s z_TYtB)U_iITmp)*hiYPm6)Idh1N)eRV5U_ac83a__P6B|`irjj#G#$sVzIlb1}s~u zJpQE3W*t+HI`hc=^LT?PuppW?;56MYJzb?WXYkks@IX9c;rnVFcs?DI!Hw;FsheTG zL_&;rTwE+2_+z*+WFMu4Y~9$Mu?QEDQ7^{~FAQA-(i8MNI1nwom2YJAJ;r|sk3P6c zz$9!?bjrozelY8S`1=pLxaM-*PWsMOmRo$$`=rc_<{s5j-swu?Cdx+PYK?-gt0XbU-m+v(dv$;AP|5kk>3}Z%0k`Ie{#KQ? zBhRh8%fC$Tx`LDYp!7JBiLhFYE1>Kb;R!&_9tW5kcS=~ox%s>z_PF7j@6=o#H zfMZ>vG65~;0lwc335y-qjbndQP2K9cu=cj+McG%;G{tb8=N;*N`GNT_k8D&9AA4tvMa8gG-*TDDs|$RmSJXF7R~1=X3npN0zHa-#9F+rd40n<1!i7zY_aKBAiR8W&wcBRBRw8d0XHD#S7%ESuD-mG2Sd?~;WNSFN zWbPPi3m+yJ>7b-lVwRCG;SVJ4`EdaJ)&HU{1tAN)@spE)HorzP9n6un6u9m=yL=ZF z83O%F9Y9u~@m#(PzVw0_8gw|qFLo)rVfZlP9m4J%NX=^V;)g^Xf*749Hv<92=+cVD%CoAy%<9Qc0knRwTE`lChE7 zeMr0zO}yi>BrtGuGb9TgU0pL6Ss4`B!cp>JRO`K^nxzd=Oozq@(sz|+M6+tUzpZKp zapt4hMGsO;m})LNMobF?pIE zBuKnAReU42=-+m2gz$Xa!~?m7izeO)6feFhem^MwDoy;)?=S!M>Q4v{o+e%e6n}G5 zJY-jCns{03|E#ft)I3NtU;<=gG|e=k;QI5l^@)(m#x$9u)z*KTsS(mml*Zfxl8>YL z^%98L0ic>po&!|t5lyYekaxhGz793RP;HY4DTJmmw}W(s)39_wSWq-9s^9;%ZMQ$j zd`yVOTmWQ#Ym+&oC_fF$JcK2bhD9?->Yu=Xw&Q(>xfYGN5UA)ET7EN!fmn{yu*4y* z{jI1Jq$oR$xgNy)K8^WVNKqOV60|Qa(y&O0e*Rlg^L-$55gK!LNKrQr=7;L%0UVT%y7njFn)Cm+&nhw*h=gzo}{13fz$8r8q% z|0f+R1@?o-ks4Mj`7||6*ZD@gv%`+yuj)873= zt^0>>qu+_iP+%@Fkd_3r0ku0QcM+&4>4+19NjMtAV8qHq%~E2Y%xIK+1^Ogp*Oddj zsVIb!0rKs((|8k5%=b$im_e%%RHzn|3kBDclc^Sbqy-wo){ttLMks^|#i(8yjehmF z1s_4VW7vR3C;}3?ZxTXD?DYZa9`FD+Sa2^bp($Q{`gh_Sg@P(!laL7{Y}h0O<56>z z7Eir}P20F>9QT5R6*R)v5Mlo&As7!rZnVI0g)~#3Y4+iH;oqr*7j%q}6OAwuB0RoH z2$|p!%>+&zrhi9U9z-ZhBkY6-6E+DU6P%`*;5cLgQJSqDAN-H4JRqZP5-Ng(GMj{u zi?}vT5LNXb`|v~lqg4fO|`*2qFK4AHl&ReO&k7M(%-5oLpCwrd$jmhdVFbqo!)eZ{{DBAEB&nxTi$n-3wCXa&Ae z7DQc0E8L@8ATYB{U=dOOu{96)P;v7in7D&^X{cAgEv^|!L+uaQT89R#f41On)D_S} zEqV;{X>Tv)fFLZ0NH(FhC7e)8+1N1uLptBROuW;iY&L}eBPMB|R z1a=%-XO`zc<;f#I_|>lPN;zYrQX}~hF&b|_E&@F z-Yp)Fjq(yxTN(W@m6o$%nApQHWm9D$m1%YJRd|#v5jJDA&7B|DTe(muuW>baUaY-w zUTh>LYoV%q-ksz@`8IS>c1Agu|4`m1g~utRny}S{Mkh*X98ntX&iVzYy$2pSp40ak+b(NUKy%a?@jFC!NFXHc29dqM*F{o}Y5Inp$T+`?B>* z`se$7O~`o zzNK}ial$5tW8_X=&UN9KT8}BQTrBtL5&F%O62U!Af>HUur4iU zN?0tgKm1hAd&>mBD3)+kUgC>VjsQ| zs7LztroicDJSr=V3+{e#^2R;2|-C8oC?HDC!1Z*@v5@ZbCjp!1ms-#|mntR-I;-A)J1flC( za|qn9_ZhlH2D$pv%&O(L(bBRLR4Ko}#pB4=Wr+1$-|cJ6<@COe%5Jre;DbkCx`2RB z&{`r|yRLB__uxR-BG2;F3#XK4?>}bvk(QJ$@oc*rD?wb#GR$!r;ws6@jK^8Cyq-Q? zUMZJ%@*LDr$p;zX{Ez7$Ax`86`mKbHc2ESCts**4+A4X(wjTU7alO%g>r4YODi2&J z^r7_G*SxqDsQdFBrn?6P8Z}!OtC;l6ptKj0@y0kMUuDsOVapDJnJ7_V;%dv+9yB5z z)~UVSU)r3qE!58lU_;#SZP(cDrC7aZ8qihVnU%(k*QPhF=UP-afhnAJ7Wn$@1o0Y7 zhF5H`G~e?!I3O&Kd$axU^X=MeerJIt&_J{U#ZA51g-6D>eeiZH&2h$CXUCg*8Eb%> z(!gM!$Np^teU^gHfa{=|T1GQ$7nrg&I5eK15Dmk;xrWN};oHw2M4|HfSG$J9mJAIo z2EeFFC~!85-8=<>Ubj>WI6F0>|D#OS(=_Do24(Y1Q6_Ts(uKB!U};NmxUnPX5d8>3 z!nLi;#~2(}z;a;4dbP3@=)}FD|H4NcmLBVaj=6swIxgQkw?l5cNtaFK9x89`@VBR) zkD+GXnBj)usV^2XY29zR)^5pKoK-vcmLFUz4S8BAV&pgWeS5tjNdSjDne_diT6Ijs zCOO&6MrkJw6+t~Zf7>_VOHG&v6hc|WCiYkA_BQ6>6>A;Sx{ho$e8wDF;y^pFs4u~DU0lbXHCFon z9_u+0HrU7_@Mg((18Ss4Ay2TpyMYNlZEtyd13la29hR^9=j}4oNz;~p6GyrqSFFD# z5v`yWVExBI;D=PVe|5?8kDJH$C+5IZNc;HHlb>FG$QAIntXOH$nTncw>Gq&2d~U@f z{z6}G?Wj8II8vIJP_at!Ry$PbpHI?ROTQh`S+SQfxtY8{q1EfV!bFCln~%vy8Mw3o zV;?+;74+CO7@MIzJIe*i@Xi(&0NldASsmiBBjw&x45PU$18$2=6-NrZMg9Lt++bfm zSfmrxPr)pnAYR{&{p;ZfGniXT!{eluwMaz5f2J20ZT1_nWYCYAgS3i|G104a-8T7o zy$m&pGfV@67Ke#k+bo}$0?_`6e#L{f+ir{A?ardlcAq@P4LhBKFjHfDxjl6VDisr% z09~GRdboQ9m1TWK9Nts6y>~Q4+!Z4zzp;r)v6!c*%1qhkn00`~oOz}G%* zdKe#GdNL(IK+V9Nh~8qTio0}SE!a}civ$`+n=yt={zpjP$uTo8w@NMPq&Iy~uJZdV~)*0M=y4Py1Wuq2B*PY#}4v#P6IJbF$yEE}bY$#0a?( z{kij98GM5tB2weSSrvQA-N5X%ZyZYTl06%qCa%c6N{2ylNnSTvjx$BO*^k$*xgW+^aa##aM+j~nmANf(u#3n|tVRH%-OYMziZQ?L zC}?gU`LN$G0+|RJWQ-rj_TJ@G=b%fq6kKA9H<(N8sYT4+PMuJ=35a%B^D7kru5KEQ zehQ&G84dURDgqRnZOT%AjXGOyi{gum08jw1r8yWM!%d5pp%#G5)~~2XH~9l`EBnxd zf-Rk0aY*latP&gvSZ_IIzrik};zR`nrTS~#@!{Du$5Ob2)qxLTf`+V187PW~aM)-q z${e|3Q9(o&zDCbER+NF$a!rxB>)dPO@Q9cfb&bSRwticx)johJo|%6&-#NQe3+e8i z+&vD@z3$AG064pBNqpFr@I4yN!;HeBl$(&P;Dpx$Cro^y@DB^DBBJXW9_z`G@8^S; z=LuN}*9UsGt(}Q#Z~-n%4`l4$$A{yMLCJ5$g+}ii**+0rQU&J`6@yw|C(MEVv_{cr z6zSE!0_Xfa;*>mYxWGF0N;;O$T5n70n5xYy?!8YR7RkCVt$2_`1`4DYHAuRH2wl&b zLpA<(yRBfP3#EXzqN{b=y#Dw)go%aX19VF ztfRWna%Wuaz|n2?fCTirn>bX-7B(-O4_KS^a7Tz=&pq1Q(op1#O!rc`F$Suvm_c*E1^%@_!5t;kvS z!R8psqD-YeXqJdI=jcXU0e$*dUj*?E*m@{(*5$K`R31WE;!La{-bc8={GZJYX2Rl~ zT_(U!o~;15sfQe?=~sw{m27E1z1QF)cOa~jTQ~7CoI<`Ep6g4XkO6Z{aQl`honwd_ zEa2o)#8$izakpjb*JUDueEn&BVRulR3R@bB$6@B*B*+~}??Pz;{#!ORk|Z7nTftN; zCfMav%)b)g)Ma|o^AN#brd!azvh3vM||ux`|%X=^Og~gWy!|q zY4^UFe~wku*lY=Xh8-K5;dN^L!9el*8V7c=}_t0z78hpe-{{lbS5-JRKNTE_G?1Kr_Z;vyE`asGAWDbQ|l9PFEA@an4R3(LZ79H6By#24VC>k zUJ{mo>e#;(Ex+|L#PeEDNSvugJd+yC-7@-n1lM4I)Q$eMmS0WwrHPSMTlA5d!1Q-1 z?ugr}F=42S5k5Zus%fHTIFQ;#j!!LOGt4eiZ%EHX$CLY=O#U4XE^MJI;iV{LxqlZ) z7v81_0G=3`z9o!JZ+Ib4dcuQc`SGcU5{DsM0Isve8axTB{W;?S?=PP}Z*ZzsF$LFq zlb7^zl-5{)(digv$2xceZ3*5J`oHw%3d;cCd;YbU(uSXq#GucVT0xl#Y2{ChM=gfh z9pBt^VIpVutLJ#2#pa~?KLQ;q4P_BPk6e<-76<3+hwdDj5)tkeI3v3{-O!Fcgy?GC zhdvuej^08)nEb#2tn$+z;b*QG*yjk0FvUDzZpP=_EqcaF@JC@kf}O?OS8Wz49H~ZBfD{8JjCOwhIf6UtF{7&-wjx>rk=L z0@lWuuc1J_UTxlX?6oD-LombZ3W6=Qi^{y(V`hCVs{DUXalF4E5MboLm^7^e4NlJP zM`uRmb&D7Jwk0@hc{LN286SQ$j~6Z#%Hp>%+*c*81GokJN#iCKt956A#diOIzxI>y z@GU>Go&!4cv`bS29j;!gJbBJ+sGUXiNdKR)^hKSOZweo4(TBsXiObyn{j;HT{*SLS zcH!A^VESQH>Ks%)$P&E}Nc1(L_|Z%kwSQMVVTV4?lAO7E{TOq;iAwv)Z@n`Ru9T&Er^A zUw^`(c5jC|vtw*T7bT}AW&xp<-vaFn9}dHDL#P~OWjVHb4FKnWDud|?k`M4^q3pn> z(@#>1xKAWHSbG>xpbJvo?7{dAq@tgqn0zD196~$5=2abse0W}DZn0-7B9tXwWDvSx zJqL$5p(Z}rEh5D-1x4z_`oj_G1lk>r_S|@ut*R_{ z*cgG_@z(+e)u;0b>fqTki7QA-3a|=hU>&B7%3D6Ck^|&Y&j=Hxj>}jD3(q~IS+Dp^ zcq+N3-UvlRkrLY^eVy?OM}(Z&eQBDcOERP7bZuoL8iXE9hM-!tzD*3y#^j+E58xWi zkbXGl45AtC3x5~#Ss=575cJ}Pt}zhbZWP>Pk3}m(n*LyYx0^emk5oS3oQqja(Ncn4 zvQQ3)jwO%W6ff+QB<`1!5hL1-9P9LlS=Vg(CjB+9%f%P#3LyZK2*N_xE7&W7fVoCp z*cwZI`r2{f`&ZzQ2*ONQ_Ct9~%8i&$KM3^n7dWC)Y()x78toSsQ?dLwR6EuJh~YUF z)BHm)>TUb`Au(&*rB?mig{W6rU_cBRur>nn!Pdr!`_S&IyczJ)GM_&ghv7QO4jBP$-` zL`)~Zetf$FnBL!k%eY51mJ5!MO4h0Y+5=VRxmGfZE&~3PTS)k1_g9nAAVF|4OFbcz zB=@5uwSaJTA=u)3rleNeEgu$zxL%wR$dhzOBEC<4JrBqpzH%{sZxCh+l&ow@S5znv zCQ{w;Qa@Nx7R?`KOHp(Vr^@!lef=RDlZw5DJL>7Y(>j1iz#O8w|7<+jL0m@J@?z~3 zRpEh~ny`nGHm8t_Wz51b^yUSr%Baz>&`a_xCis~>3rz3RJrqKNs%-^|Jp}k53{Ot( z6P8qxm@q;vHCyXZEzE@hXCL8WmA}4%W)4WQkFzpMI;|aOa^u>xghzrvnEwsCUh`sb(#9xqd93>liuuJMAN@V>;Vl;O zw&FIbH%=q0$GWAeHTclHVdBfY^0ZBL9|fK-YF1LQw{Q&JQ`Me|1Pl{ZXLka*+Nid) zAkzyMY@QKI-tDAxM{rB(yo89%K6HavQ=~5N?soZgOBgbmj=B|;k>GFzjCe9McZb_mDdIbB_& z!DD&Ozh`rAn>RFMwx0r|p)trM1mjrm{pLg=xFgjKU6^5a*S3kv#47|07R{7WQpXiG zw!%9o3?-I&G_aPSpWE*JEAkYu<4w;@5&?UZD$pMk*jIc}FXI(B+_3eWSu8eukc!Q0 z7Lunvc1Fs`vOR0w{rTeXN(DG*VNOSxEKc(nGGI{bcXRO{47Cx*LV%j|MhWz4D)})) zA^c7W-|M4?3__p3%}k_bhGAi%o%q?lhYj}OjE&*iAd%R+N7ELSA2`6t1)3UQ@u>b} zzA#>BoNFy&Dhv+{hH1gCrf8j~DyOJh%Ne#Wij;+sV`hH|T}u2qRa@>i@SK1NPQ?~B z3mu}O4Ts#;uyR_AcoiBUTGG4Wd!K8369{uy;~h@}wR6+gDdJ4j8^^?E@3Q`8~6>8PwQK3oor zkFSgs$U^oV2qG;QV^Pnwi0gy0!$^B!h)Dph)caTB0>YYvt!@_LrXm%@IVXSmG&p5A zAnm5?|5eS)tD}E;aPLs;Q#6SohTOP+X|KzS#fHhSX>=zhL+x9Ge2UPI009?H;>Oy6 zyKh(IuI_+w;;=M8`at~N`Gi)$^U=v#uxg0yzH81>#TX6CN8b!!zQGFRW?NArrNHr3 zpaVcO5g82uQ}_Wi;F{&iqIn0EL8TZ5D~Y&GgMGuNTb-%W);gx~;tbO4uNfb}a?uY0 zn9tDIh!Mw)YyqMuN(7X{{O-H7YlRITJrW3}rXB?xC#ZQU7yi8OdasNmTsNc6&lE_7 zJqK%sbi*IM%;W8MQ4Qc#gjAoAt)uFdj6P`~KiU+b_!;XKBvP%&_Bw%O;8a}AEz5Y% zVFDJsWKzt0K<+V^PY{hjUu4jTuU+M-=*89-If0q)9S3h=g5_7$(764G`m+GVD8tY8 z4A5x69VD0*?XYv@y~*ihbNt)(2)8(cJW?$Bp=#)kh7=aWF|ZZtEY>1gs}@NTyTK~v zf=0MGz10-1{7!`FDdhPj{YgC}nR0JjKJb$UVCRD$Ka2Ja~oG&K3WhC-jR4Tjg0iP8`b)%7O8Yn&7 zj{?_>yC`~a4!#r~3WSQBZAjkJfBG~LrJ`x04LHM6weD69;bsJx)_60SR?==O)5^KO z$lSAL|ICL~j~Mie6Z9|PzH-kFzoQE-Fi`%j+~ra(#Ndb5T+JL*NTvBiCBD%JtPJOb zO3iEq9Mus^ruurq$*OE$0z0ZYf7(PRUJYW*K18;rw`8X+5bmE(;C|Nytib@B|J#zQ zX-#3QpF@!!KvBru)h%_=9f&Jp3;8NM}_)cj~qR&c`g+&+fpQx$uy@v*Q;H zgjo;H@kdOL}4tIUsdB zok{p;Afwa0UrtDBjI7jpi?<4$aJ3ZqK8yK1lizA!H|c)&q-e(*{J2qUJHycO0Zt|} z2PS?O2E?%;lW=iL7Ef5Qw}nXIN5GGnSi1pU@`Oe6S?hBoJ4+Ba_uYr@lTFZadHWiC zBBypz`JbR< zJ-{Agn@|eyQsZQ@URo@KeDRJc>7z9u$s7b*Ezd zmhPZons?BP=?54~?RVmSCpl*p?Gl)sTD#THhdRtEc|+_8(+z+8r(7Yptm}L1Z=F*9 zu+k=b@#>HJg>ReOvZWlYJKiTD{j)i5g|}lvwL@4;GqKtW;dpRxDdF{-T_7~mZVaL; zQ44+q$6#)YCcV_{s~=srYz}1BFezSFk`+6^6o)B5_rkdEF9#ZpvOiE~z}V`yD0_4< zqaXPNAQ+QcpJNPJ+eJNjk|!PFn%^1j@7QHNaMW8}Z}^2o5w#*#5*k}w`~TQF_Nn=K=Bj#mDXgIP51(vX3s>AvrG%sMM@>{jmE6JamCYcm4H3}<~@x9=N zjWmw%!Uij{nF$f~r3!OkLbqL4l|q`|rS9zcac(l{C6kTnzBEF6_$MG4$>?A*|%fn{-UIwtQ@%eZb&-Tt`C9jvHDjs@IjDRqe9GOnk=t~y+g4{ zB8@EUL}6;fub{7-vgHhW9!u6{2ah=`{iB}`bmhD~1osMU_>$HRrnkD6PmZlc4H?}QcxX>xAyL+(p)UM!=LE(8Z0&01aj6wV>_a&7Py6!X&ZW623Q^J z@cJX6!4}%EQz_+O5Y#s;A|#~de*N+vW!3b@XA{Z2Ba0y6m4hZ;6h;kXsH7wZq-0Yz z#hx=P7=x@tv+34$DDsvA_6L2Ch)+U$^+He$Cro7XP!p*b&%+p?MJi1Pi0hxMxEgH? z(T&O&wSJ3VR6G``K^W zg7}*0F!C}h%A4H44aLdRa4F)a5&_j=0_Hs4AsWUN=HrQ;J_Ms?+shD;8CpI4TEA}Xg6Yf zajwacIvu{Ln^FF@u}r$*(QyVIC0oia9OO9gKnw~?Xj>MneTkLF^*)~nJBA!oWA8Q+ zBE14DA#W~c)dsj@au~P??msnh;2#kVI6ov5oPPqu)Hr6F-E5iX(R3eI#S;-zBk0N=KOHIIp{sG}C zL~Jp#Rcpl_p|3)J(M1X|ut+(-){TAMUb+X;?=2qAex~o< zIrS5liLNm@m*BUkKypinsIpW{tl={q6Q|&2pbUb7M~r)ag0a6l0Cm_={J5X`xSu*T zM9p5{qu+IUn4T7V<~8bpIuLiF!}T!klBz#O&c-LhRQYPl*;2{0ial9(j=B+fW?nqH zF?c+E5F9$BV}SO|_E6!do7~S>O`04ZN~XPmsO*Uc_c+$#I!PALIXet_mKnXsBF23z z>-eNxwZ~iRD*t2ppqlq9w)k&F@d*$ZQC!7s-!9)^Wmo5`7Ej^q_^}z#G^U|IZe=Or zF#m`08{lc91xcigjD%}1o)_-lYgd3>2ia7A0fyW@VK}~Li_DFr>kI^(VRH*u9(&VV z{(*OrH1eav$5tj+VqesA-f)H>U4?#O4Ni00xrmdqz=^=yVg{j6@C&$#)ph(}(F~i_ z?PZOH^oT26Buejd?q_hNi027y4CbhcS$;-(cDmadiY+vI6@K?_8vi%4oVX*RBcS_ypNypL_8bJw&Yrg`3}?I zlpB2Yw%{f9kJZ~N8e=*FLY)QS3F-W}2aBB4S1#%VuAGp$mAQm%9t?u6R~q?K&wOam zZJ3kL44>u~vn=;fTM>+M0kn2Ugr}IL6Ir1{ZDUD>6>VhrKH!ZPdzKhA$~tfgGwY2ah5RD2Qtcu8TI z^tCtW4E*);u)RO7G-bhVDEWtHE7^FehK2|~#qh=#cL0oR-?6NtQSZrF)RS%`3V8nw z{;4Pl^O*frE8xhcp)|KOVzbHAHvNo^!gQD+V*%cin={4YhvTeq%I;pH;?X~vFF14S zX2W!7cgf2Kr#LqJjqA;1o_Lv?y*P5x<3RnqsuQf1J{SqTxRjqpv55~xEmE%6u78x( zAud1KoaKUJp4meel@MJ^_WUn1*Dpp4eW|lRZq7^zuzGj+`uYX$a;s;?VJ2u zms)GA%ZZ>7;#eHLdQf?bfn`(oT9NU+>1D6h0 z^?w|)`nj~>y%crs0l9JsYk|C{(;Fq60RKzwY2?|f8sHF1nFYg>@Q-$8&)*Fgw{m96 zR>c*davJc#J{cT1mC?1a;mvmhKns90J~h`AIjxuJOzNgQ5)agKEs%E*zy5PKA<1#~ z=b+Tg#x+XS>E6VqaEvy00zUWbpRoiRiRz9ga~2Qp3qC&u=Gd%@UwTj(L!CE&0yln> zPa}?onK4}GIVNV01drB`(&A}2J~ zD4JA8wugv^*on^<$q$|kOqc1h9GEWm3VS=yW$hSq;#IKc<-8+cp$41WySVFg)hMLB zwht^h@%yBWzUDx4qT|61?B!2B8)2aXd#Np12jUrctKWrGW@!Gv=s4WgIWntQ`}12K z-m2(ZSNrMYdtlLLmy4?N6YPk1!7nolaDKA&sY}P}KPm`o77`08Xohko3v!UCwI@TW z%l6>A=XxPNe~uf^D-NTNu7ID00Nc0+Zi?Zsczi<27z6wSxmM^gZ2rnqADASgnCa3a zk0@BdPMBC!jvN)1#MkmO2dT#|3*MX@yXy0;(}N+#jmcWLy6e<(Hq?bJ!^tI&8(BNX z-plwa7T~TvJw1v)YB8T<75rQLaFYMI>mt97jg2YTYeF*)@I~YY#&2$z9j=rX3N*YO z`*O8YID9VUUaqdn;bWAior0g^uf_=CettY(HGMZFFaI2+=wV<#T5RZ{$xHp##^+oX z43x@wd{XG}i={`=(#BUtZcSCiUkQYG-y>o^GBn(_mhY|l88+~p!04h|f*i7nRK^j( ziW>HD=^F#@yifF8*zE4LI;ECcSwjX zNNxwx26ts@*xUe`sY9QUYU2Vwx%NIBeAQ(8gKg}xP&R-bLX+5w4P@|@f$h(K9TScM zXY^YidHX-GuxR?VG#%ZpbI|t!Kp(67zbpO!xkR%VH|K)L;d{V&je|`0(RWbtOkqa5 zjK$f&;Zv8mxaPt0sYa&Yp)LIh%-HC@rZt=deUU-fPMjbN0e&Lo@9#Kh5t*ZY;757! zRBMBM6u-*qB0i7)_lK9m?MqhSfeS;2Q5FpEUkH&kg(wQ*#y&N`s{{Z}Tc{LfPy4yy-Zid-HT_EYe4-mgr)`7pJxX?Qqc zrHB{QmMeVb)1!cVk@^Q(?K)AaV~423aXEO9;pzL?VKj#EGtb1^9#yQe2p9(jb~Akz zXmw6}I-%CV#CuNYTFfEW{hYYkMlpfxKRrXd;ixd1hcCrl_J0*cD5Us5acBSe_`+9F zO=MajY<8)sBHwy#{?Yj>?fL7IcnE$=#solRRHm5J(Q#)8H8?_jqj3z&5|te^gbMq9 z0{-H~4xQ(~|HN|t{&ol;e$paAEH8h3#E_+Ocsj{`*#3IXuEys}>*KCEE4ds>>c9j& z4g-EU!M!N_pqKaeMR$&4wFGi+;dF}SY0FO~Hpnb>;Oy%cyl0tp`frW@cE>R29w%Up z8VpSJ_aA!No1`#*Z}kVdOC<1Ye`)r#%Cq(ICx*(7(~Al@A2y0#_biTdMtM^|h#>tb z%e&0Gn8kqo@?7U(C(Gr;QT$BhidcDF40cW((DbF04m`TP@w=FxDAzapN0;(t;a=2C z)2A~Z7xGr~E6%Cvra0VkSQwohdI7!#Tq(Yxvi#L$Wt4A-uRXDDuS18P$lP-t-0vf* zYJHVCSn$2+)M7sOl9RqBhRz?8Z!a~DvMi}pI49?qJI!0Q>5LzUkjVS!suoajJIB)X z8AHiPqW7w|+$ZiMPfnFvFW3OY_4hxTdcuj|$4g*Od2kOX)3-VoKjil1txVo7&mC^{ zG}PKRBvv*HyIm2BdGq?|&*kY)GwYN6Evl*(Z>ur2J~LkJC?vFaGT1ntkMyE4pu+Fh z?BoZrW>HF6LQ{B3sfw>j6<$>}4m&xw2Uk2ZhLpK@r(P|V{Hwq8AnGh55{UKMcSfJz zAbi>+(g^%o6dxxpiPOmr1BwB?kDDHBC?2V*YI~DzKI5>XJ<1HnITK;5gnXe6*u1_L zdBAsagwj@cVSv=5-7W3!tvWGmJiw>c;^OsCS+&1lqQKuh%TK4gf0jPy{u1I@hx^9w zjDXY?8_ci+J&rs=IyqR>jWMH8T;+|~+A~9A)bbUam?>rczi$4iHGZ@3eYk6RHg5xb zuVUl(yAKARvJN{9w7l@HxKrJWws7HF@0; extends EpisodicLearnin @Override protected void nextEpisode() { + State state = environment.reset(); try { Thread.sleep(delay); @@ -72,19 +73,19 @@ public class QLearningOffPolicyTDControl extends EpisodicLearnin }*/ - if(reward == Reward.FOOD_DROP_DOWN_SUCCESS){ + if(reward == Reward.FOOD_DROP_DOWN_SUCCESS) { foodCollected++; foodTimestampsTotal += timestampTilFood; - if(foodCollected % 1000 == 0){ - System.out.println(foodTimestampsTotal / 1000f + " " + timestampCurrentEpisode); - File file = new File(ContinuousAnt.FILE_NAME); + //System.out.println(foodCollected + " " + timestampCurrentEpisode); + File file = new File(ContinuousAnt.FILE_NAME); + if(foodCollected % 1000 == 0) { try { - Files.writeString(Path.of(file.getPath()), foodTimestampsTotal/1000f +",", StandardOpenOption.APPEND); + Files.writeString(Path.of(file.getPath()), timestampCurrentEpisode + ",", StandardOpenOption.APPEND); } catch (IOException e) { e.printStackTrace(); } - foodTimestampsTotal = 0; } + foodTimestampsTotal = 0; if(foodCollected == 1000){ ((EpsilonGreedyPolicy) this.policy).setEpsilon(0.15f); } @@ -98,8 +99,7 @@ public class QLearningOffPolicyTDControl extends EpisodicLearnin System.out.println("final 0 expl"); ((EpsilonGreedyPolicy) this.policy).setEpsilon(0.00f); } - if(foodCollected == 15000){ - File file = new File(ContinuousAnt.FILE_NAME); + if(foodCollected == 30000) { try { Files.writeString(Path.of(file.getPath()), "\n", StandardOpenOption.APPEND); } catch (IOException e) { diff --git a/src/main/java/example/ContinuousAnt.java b/src/main/java/example/ContinuousAnt.java index e6d89dd..0a75ec2 100644 --- a/src/main/java/example/ContinuousAnt.java +++ b/src/main/java/example/ContinuousAnt.java @@ -8,31 +8,47 @@ import evironment.antGame.AntWorldContinuous; import java.io.File; import java.io.IOException; +import java.util.ArrayList; +import java.util.List; public class ContinuousAnt { - public static final String FILE_NAME = "converge22.txt"; + public static final String FILE_NAME = "optDiscTimestampsNew.txt"; public static void main(String[] args) { - int i = 4+4+4+6+6+6+8+10+12+14+14+16+16+16+18+18+18+20+20+20+22+22+22+24+24+24+24+26+26+26+26+26+28+28+28+28+28+30+30+30+30+32+32+32+34+34+34+36+36+38+40+42; - System.out.println(i/52f); + int k = 4 + 4 + 4 + 6 + 6 + 6 + 8 + 10 + 12 + 14 + 14 + 16 + 16 + 16 + 18 + 18 + 18 + 20 + 20 + 20 + 22 + 22 + 22 + 24 + 24 + 24 + 24 + 26 + 26 + 26 + 26 + 26 + 28 + 28 + 28 + 28 + 28 + 30 + 30 + 30 + 30 + 32 + 32 + 32 + 34 + 34 + 34 + 36 + 36 + 38 + 40 + 42; + System.out.println(k / 52f); File file = new File(FILE_NAME); try { file.createNewFile(); } catch (IOException e) { e.printStackTrace(); } - RNG.setSeed(56); - RLController rl = new RLController<>( - new AntWorldContinuous(8, 8), - Method.Q_LEARNING_OFF_POLICY_CONTROL, - AntAction.values()); - rl.setDelay(0); - rl.setNrOfEpisodes(1); - //0.99 0.9 0.5 - //0.99 0.95 0.9 0.7 0.5 0.3 0.1 - rl.setDiscountFactor(0.1f); - // 0.1, 0.3, 0.5, 0.7 0.9 - rl.setLearningRate(0.9f); - rl.setEpsilon(0.2f); - rl.start(); + List discValues = new ArrayList<>() { + }; + discValues.add(0.05f); + discValues.add(0.1f); + discValues.add(0.3f); + discValues.add(0.5f); + discValues.add(0.7f); + discValues.add(0.9f); + discValues.add(0.95f); + discValues.add(0.99f); + + for(float disc : discValues) { + RNG.setSeed(13); + RLController rl = new RLController<>( + new AntWorldContinuous(8, 8), + Method.Q_LEARNING_OFF_POLICY_CONTROL, + AntAction.values()); + rl.setDelay(0); + rl.setNrOfEpisodes(1); + //0.99 0.9 0.5 + //0.99 0.95 0.9 0.7 0.5 0.3 0.1 + rl.setDiscountFactor(disc); + // 0.1, 0.3, 0.5, 0.7 0.9 + rl.setLearningRate(0.9f); + rl.setEpsilon(0.2f); + rl.start(); + } + } }