目的
- 間接効果の検証
- Multivariate S-mapにおける埋め込み次元が係数推定に与える影響その2(システムのデータの全てではなく一部を用いる場合)
- 間接効果の推定にtransmitterを含めるかどうかが与える影響
パッケージのロード
library(rEDM); packageVersion("rEDM") #"0.7.1"
## Warning: package 'rEDM' was built under R version 3.4.4
## [1] '0.7.1'
library(dplyr); packageVersion("dplyr") #"0.8.0.1"
## Warning: package 'dplyr' was built under R version 3.4.4
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
## [1] '0.8.0.1'
3種food chainモデル
- 以下のResource, Consumer, Predator3種のfood chainモデルを考える
- Rt+1 = Rt + bR×Rt×(1-Rt/K) - aC×Rt×Ct
- Ct+1 = Ct + bC×Ct×Rt - aP×Ct×Pt - cC×Ct
- Pt+1 = Pt + bP×Ct×Pt - c×Pt
- aは捕食効率、bはbirth rate、cはdeath rate
- #Resourceはロジスティック成長を仮定、捕食被食関係は線形を仮定、また、PredatorだけでなくConsumerもひとりでに死ぬ
- #パラメータは系が安定になるように適当に設定
#Rt+1 = Rt + bR*Rt*(1-Rt/K) - aC*Rt*Ct
#Ct+1 = Ct + bC*Ct*Rt - aP*Ct*Pt - cC*Ct
#Pt+1 = Pt + bP*Ct*Pt - c*Pt
bR=3; K=60; aC=0.02
R.f <- function(v){
v[1, 1] + bR*(1-v[1, 1]/K)*v[1, 1] - aC*v[1, 1]*v[1, 2]
}
bC=1.2; cC=0.7; aP=0.01
C.f <- function(v){
v[1, 2] + bC*aC*v[1, 2]*v[1, 1] - aP*v[1, 2]*v[1, 3] - cC*v[1, 2]
}
bP=0.25; cP=0.1
P.f <- function(v){
v[1, 3] + bP*aP*v[1, 3]*v[1, 2] - cP*v[1, 3]
}
関数定義
- テスト時系列を作る関数test.ts
- Multivariate S-mapをNxtとNytだけで行う関数mvar_smap2
- Simplex projectionで埋め込み次元を決定する関数simp_emb
- Multivariate S-mapをNxtの時間遅れ埋め込みとNytで行う関数mvar_smapE
##テスト時系列を作る関数
#増加率が正規分布でランダムにばらつく、これの大きさを操作できるようにする
#測定誤差は無いものとする
test.ts <- function(x) {
g <- matrix(c(30, 30, 30),nrow=1,ncol=3)
eR <- rnorm(300, 0, x)
eC <- rnorm(300, 0, x)
eP <- rnorm(300, 0, x)
for (i in 1:299) {
gn <- c(R.f(matrix(g[i, ], nrow=1))+eR[i+1],
C.f(matrix(g[i, ], nrow=1))+eC[i+1],
P.f(matrix(g[i, ], nrow=1))+eP[i+1])
g <- rbind(g, gn)
} # g:1列目にresource, 2列目にconsumer, 3列目にpredator, 300 時間ステップ分
g <- cbind(g,rnorm(300,25,x)) #4列目に乱数の列であるzの動態を挿入
dimnames(g) <- NULL
g
}
##simplex projectionで埋め込み次元を決定する関数
simp_emb <- function(x){
simp_x_res0 <-
simplex(x, E=1:10, lib=c(1, 50), pred=c(1, 50), silent=TRUE)
simp_x_res0[which.min(simp_x_res0$rmse), "E"]
}
##Multivariate S-mapを任意の種xと種y2種で行う関数
mvar_smap2 <- function(v, x, y) {
mlt_smap_res0 <- block_lnlp(cbind(v[,x], v[,y]), tp = 1, target_column = 1,
method = "s-map", theta = seq(1,10,by=0.1), silent = T)
Tm <- mlt_smap_res0[which.min(mlt_smap_res0$rmse), "theta"]
block_lnlp(cbind(v[,x], v[,y]), tp = 1, target_column = 1,
method = "s-map", theta = Tm, save_smap_coefficients = T, silent = T)
}
##Multivariate S-mapを任意の種x,y,z3種で行う関数
mvar_smap3 <- function(v, x, y, z) {
mlt_smap_res0 <- block_lnlp(cbind(v[,x], v[,y], v[,z]), tp = 1, target_column = 1,
method = "s-map", theta = seq(1,10,by=0.1), silent = T)
Tm <- mlt_smap_res0[which.min(mlt_smap_res0$rmse), "theta"]
block_lnlp(cbind(v[,x], v[,y], v[,z]), tp = 1, target_column = 1,
method = "s-map", theta = Tm, save_smap_coefficients = T, silent = T)
}
##2変数multivariate S-mapをフル埋め込み(末尾入れ替え)で行う関数
mvar_smapE <- function(x, E){
mvarts <- cbind(x[,1], x[,2])
for (i in 1:(E-2)){
mvarts <- cbind(mvarts, lag(x[,1], n=as.integer((1:(E-2))[i])))
}
mlt_smap_res0 <- block_lnlp(mvarts, tp = 1, target_column = 1,
method = "s-map", theta = seq(1,10,by=0.1), silent = T)
Tm <- mlt_smap_res0[which.min(mlt_smap_res0$rmse), "theta"]
block_lnlp(mvarts, tp = 1, target_column = 1,
method = "s-map", theta = Tm, save_smap_coefficients = T, silent = T)
}
時系列の例
- 図示した時系列について、PredatorがResourceに与える間接効果を検証した。1.ResourceとPredatorの時系列のみを用いる方法、2.Resource埋め込み後にPredatorの時系列に置換する方法、3.全ての時系列を使う方法(fully multivariate)を比較した。
- Consumer(間接効果のtransmitter)が入るか入らないかで結果が異なった。
- Consumerがいない場合では捕食者が資源に与える間接効果は正として推定された。
- 一方、Consumerを含めた方法(ここではfully multivariate)では、ゼロに近い負の値が推定された。
set.seed(1)
g <- test.ts(1)
subset.g <- g[201:300, ] #最初の200ステップは捨てる
par(ps=14, lwd=1.5, family="sans")
plot(subset.g[, 1], type="l", ylim=c(10, 50), ylab="Abundance", xlab="Time", xaxt="n")
lines(subset.g[, 2], type="l", ylim=c(10, 50), col="blue")
lines(subset.g[, 3], type="l", ylim=c(10, 50), col="red")
lines(subset.g[, 4], type="l", ylim=c(10, 50), lty=3)
axis(1, labels=c(200, 220, 240, 260, 280, 300), at=c(0, 20, 40, 60, 80, 100))
legend("bottomleft",
legend=c("Resource", "Consumer", "Predator", "Gaussian noise"),
col=c("black", "blue", "red", "black"), lty=c(1, 1, 1, 3))
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)
#この時系列について、PredatorがResourceに与える間接効果を検証したい
#そこで、1.ResourceとPredatorの時系列のみを用いる方法、
#2.Resource埋め込み後にPredatorの時系列に置換する方法、
#3.全ての時系列を使う方法(fully multivariate)を比較
mlt_smap_res1 <- mvar_smap2(subset.g, 1, 3) #方法1
E <- simp_emb(subset.g[,1]) #方法2
E
## [1] 7
mlt_smap_res2 <- mvar_smapE(subset.g[, c(1, 3)], E)
mlt_smap_res3 <- mvar_smap3(subset.g, 1, 2, 3) #方法3
par(mfrow=c(4, 1), mar=c(3, 4, 1, 1), ps=18, lwd=1.5, family="sans")
plot(subset.g[, 1], type="l", ylim=c(25, 50), ylab="Abundance", xlab="Time", xaxt="n", lty=3)
lines(subset.g[, 3], ylim=c(10, 60), col="red", lty=3)
lines(pred ~ time, mlt_smap_res1$model_output[[1]], lwd=1, col=4)
lines(pred ~ time, mlt_smap_res2$model_output[[1]], lwd=1, col=5)
lines(pred ~ time, mlt_smap_res3$model_output[[1]], lwd=1, col=6)
axis(1, labels=c(200, 220, 240, 260, 280, 300), at=c(0, 20, 40, 60, 80, 100))
legend("bottomleft",
legend=c("Resource", "Predator", "Predict 1", "Predict 2", "Predict 3"),
col=c(1, 2, 4, 5, 6), lty=c(3, 3, 1, 1, 1))
plot(mlt_smap_res1$smap_coefficients[[1]]$c_2, type="l", ylim=c(-1, 1),
ylab="Predator -> Resource", xlab="Time", xaxt="n")
axis(1, labels=c(200, 220, 240, 260, 280, 300), at=c(0, 20, 40, 60, 80, 100))
abline(h=0, lty=2)
legend("topleft", legend=c("Predict 1"), bty="n")
plot(mlt_smap_res2$smap_coefficients[[1]]$c_2, type="l", ylim=c(-1, 1),
ylab="Predator -> Resource", xlab="Time", xaxt="n")
axis(1, labels=c(200, 220, 240, 260, 280, 300), at=c(0, 20, 40, 60, 80, 100))
abline(h=0, lty=2)
legend("topleft", legend=c("Predict 2"), bty="n")
plot(mlt_smap_res3$smap_coefficients[[1]]$c_3, type="l", ylim=c(-1, 1),
ylab="Predator -> Resource", xlab="Time", xaxt="n")
axis(1, labels=c(200, 220, 240, 260, 280, 300), at=c(0, 20, 40, 60, 80, 100))
abline(h=0, lty=2)
legend("topleft", legend=c("Predict 3"), bty="n")
![](data:image/png;base64,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)
dev.off()
## null device
## 1
時系列100個によるシミュレーション
- Fully multivariateの予測精度が最も高かった。
- Consumerが入っているfully multivariateでは、間接効果はほぼゼロ(やや負??)として推定された。
- (なお、Consumer⇒ResourceのS-map係数は負になった)
- こころもち、時間遅れ時系列も含めた方がResourceとPredatorのみより予測精度が高い(しかしあまり大きな差ではない)
- モデルの係数aC×aP=0.0002は、Rt+1 =の式中のPt-1にPt = Pt-1 + …の式変形を強引に代入して導いたものなので意味ないかもしれない
set.seed(1)
check.par <- NULL
for (i in 1:100){
subset.g <- test.ts(1)[201:300, ]
mlt_smap_res1 <- mvar_smap2(subset.g, 1, 3)
rho_obs <- mlt_smap_res1$rho
rmse_obs <- mlt_smap_res1$rmse
IS_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_2, na.rm=TRUE)
par_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_2*(1+bP*aP*lag(subset.g[,2])-cP)/
(subset.g[,1]*lag(subset.g[,2])), na.rm=TRUE)
check.par <- rbind(check.par, data.frame(rho_obs, rmse_obs, IS_obs, par_obs))
}
check.par_2 <- check.par
set.seed(1)
check.par <- NULL
for (i in 1:100){
subset.g <- test.ts(1)[201:300, ]
Ex <- simp_emb(subset.g)
if(Ex<3){
} else {
mlt_smap_res1 <- mvar_smapE(subset.g[, c(1, 3)], Ex)
rho_obs <- mlt_smap_res1$rho
rmse_obs <- mlt_smap_res1$rmse
IS_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_2, na.rm=TRUE)
par_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_2*(1+bP*aP*lag(subset.g[,2])-cP)/
(subset.g[,1]*lag(subset.g[,2])), na.rm=TRUE)
check.par <- rbind(check.par, data.frame(rho_obs, rmse_obs, IS_obs, par_obs))
}
}
check.par_E <- check.par
set.seed(1)
check.par <- NULL
for (i in 1:100){
subset.g <- test.ts(1)[201:300, ]
mlt_smap_res1 <- mvar_smap3(subset.g, 1, 2, 3)
rho_obs <- mlt_smap_res1$rho
rmse_obs <- mlt_smap_res1$rmse
IS_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_3, na.rm=TRUE)
par_obs <- mean(mlt_smap_res1$smap_coefficients[[1]]$c_3*(1+bP*aP*lag(subset.g[,2])-cP)/
(subset.g[,1]*lag(subset.g[,2])), na.rm=TRUE)
check.par <- rbind(check.par, data.frame(rho_obs, rmse_obs, IS_obs, par_obs))
}
check.par_full <- check.par
check.par <- rbind(check.par_2, check.par_E, check.par_full)
check.par$method <- as.factor(c(rep("2", times=nrow(check.par_2)),
rep("E", times=nrow(check.par_E)),
rep("Fully", times=nrow(check.par_full))))
par(mfrow=c(1, 4), ps=15, family="sans", lwd=1.5)
plot(rho_obs~method, check.par, ylab="rho")
plot(rmse_obs~method, check.par, ylab="RMSE")
plot(IS_obs~method, check.par, ylab="S-map coef (Predator -> Resource)")
abline(h=0, lty=3)
plot(par_obs~method, check.par, ylab="aC x aP (?)")
abline(h=0.0002, lty=3)
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MABsCH8PKw/tZm0josYYDPDhqA/7ZAxJW9vPk/WT36SngQhBDQKUKLk4EG4AsNwH9bIOLKXg6CKL74L94AmI7THQQhBHSK0OJkoAH44quNBgBFZNnvzSS4Xy7+d3+0e/b5IHNfAKRa0zZApwgtTgYagC80AP9tgYgt+9/j6rXgrntNqkRr2gboFKHFyUAD8IUG4L8tENFl5x/X4+B2Ul4PQwjoFKHFyUAD8IUG4L8tECqyF0vi1S1IO0+2pm2AThFanAw0AF9oAP7bAgEtG1qcDNApQouTgQbgCw3Af1sgoGVDi5MBOkVocTLQAHyhAdzeOJyOgOjW/74XwexDhvsIdIrQ4mSgAfhCA+gF/TGANA8V9CnG+lubSeuwhAE+O2gAvUA3xfztS04Gpy3BDutvbSatwxIGuKg0ALkgdmJEDx7DG3ZAurD+1mbSOixhgItKAxCLoekAvak/dCJ2oGWz/tZm0josYYCLSgOQCzKwK4DFawD1S8KzA9KG9bc2k9ZhCQNcVBpALyJGD3h+vDK30a7km8DQJ5IdaNmsv7WZtA5LGOCi1ty6aPq1FjlFGoA41/sbZ8KWazUAdkDasP7WZtI6LGGAi5qwAQS5BSFDzw3gei/Ldk8uzEpIVxefi2sB53ow7ICUYf2tzaR1WMIgF1Wk/+/PLQgZem4Ak6xcCGDJbC977tqcHZAurL+1mbQOS5g0i9qGyCmGuwUhc0702wDyo1sLwFzKrQiW6GcFWjbrb20mrcMSJs2itoG3IALsBTXgnRd/uSg8tGzW39pMWoclTJpFbQNvQQTYC2rAO/39dEwDAJbN+lubSeuwhEmzqG3gLYgAe0ENWNR/03AFF4VP9LMCLZv1tzaT1mEJk2ZR28BbEAH2AhtwuSj8kvx9JrcofKKfFWjZrL+1mbQOS5g0i9oG3oIIsBfcgJMi3sOnh4YXZmnIZ86t4z+Ejw70R5z1tzaT1mEJg3x2yMBbEAH2Ahzw+3pFYDMQ97V7Y57/ukCLk4EGoAxvQdzajcRO2sSLforNPh1uGw5//bNuU57/ukCLk4EGoExvbkEkeqygZUOLkwE6RWhxMtAAgoDbbwa7BZHosYKWDS1OBugUocXJQAMIQQvdvbkFkeixgpYNLU4G6BShxclAAwgBtAG0gAagC7Q4GaBThBYnAw0gBDSAZICWDS1OBugUocXJQAMIAQ0gGaBlQ4uTATpFaHEy0ABCkIwB3PcmcLZB8331/lDFB1qcDNApQouTgQYQgkEaQJpAp0gD1oX1tzaT1mEJg3x2OEjGAPK3L6XeBE4U6BR5C04X1t/aTFqHJUyaRU3HAGpQENf/N4FbwA5IF9bf2kxahyVMmkWlAaQTsTf1F0lkAAe8DTQAazNpHZYwaRaVBpBOxN7UXyIRhcc+rL8uNIAQABtA/uNge/dk9ZfgegAy0ACqRO6ANB78s/660ABCgGsA0/HiI771rvyTBgB9isU3gOgFYf11oQGEANYAzKLwTw/3i6DPl3/TAIBPMRqALjQAazNpHZYwaRa1TX3iprhcFH52tHQAGgD0KcZnALrQAKzNpHVYwqRZ1DZETXG9KLxZCsZMBS1pACJ50ACq0AB0oQFYm0nrsIRJs6htiJpipb8vFwPjovDQpxgfAutCA7A2k9ZhCZNmUdugZQDz02z0jgaAfYrxGYAu0c//ZO650gCkiHwLqOj0179nD77RAKBPMRqALrwFZ20mrcMSBvnskCFuiqfZ4/Xv1/vZg99pAMin2G1xmTeN4yXSAcWBt+CszaR1WMIgnx0yxE1xOs62TlbTv5kxoRkNAPgUkzOAZkkOywCuRJdEFegTs3SuwGgAUkRO8Xu1yy+uAWgAyKdYbANI5x60ADW3Pw0anTENoBoG+dMpQ+wUZ8e/3Jz2+ccxmAFwNtAq9xiAyH6AoAFsxkvkCowGIIV2is7LYAUDiA20bBqALIubnptAvQhJA7gdBvfEddOTfpMGoAsNQBZ0A0jnFhwNwEkL3dAp0gB0oQEIM9vPst2zks/j0W9nZ1+4Ip5XM2kdljCJHgAaQDJAy6YBSJN/yLJnZZ8P+AxAARpACGgAyQAtmwYgT3ERMDLTYNEAFtAAQkADSAZo2TSAAJiLgN2fNIASGkAIhmgA0QdwypBU/WkAIpQXATQAAw0gBIM0gDSBTpEGEIbFRUDNNCiG6F+AOAroVhjcE9cJDSAZoFOkAYTCDAdyDwE1xL4FyvcAbofBPXGd0AD8Q8aOl1L9gxjAnaHxVbzCiUkLSP5xDGcA0Yq+GdOrmbQOSxjkT6cDGkAyEZOqfwgDcPb/4YujV//Z25eudwAM8Q0gekFoACGgASQTMan68wpAhPzC0GDDe+rvSSNdNIA7YZA/nQ5oAMlETKr+QQxAJII30QOeH6865dHu15pt5QygsQPErgcNQAjfow+dIg1AFxqANGYG9Apb7qcANABrM2kdljDIn84NvA8/dIo0AF1oAMKY2eB2Ty7MFLhXF5+P6wYCRa9/Mh84GsBtfO0fOsVkzseEAraBBiDMJHvwrfLnbC977to8fv2jQwNQBjrFVuJE8uh5B9QSGoAs+VH2ZuMfLrNHbWYDpQGsm0nrsITBLZwU0Cm2ESeTSL87oLbQAGS5M/tDzXQQNABrM4HQ+UXdMFzkwkkBnSINQBcagCx3+vtpuyVRaQDrZv4R/3j78st8+S721klNGNzCSQGdIg1AFxqALPnRrXv+E94CimwAi36/qPp0XD4edT6DQS6cFNAp0gB0oQEIc7leDsaQv89uPRO4BQ3A2swznBmG9fBJlj0+yh59vTg/ykbvnGFwCycFdIo0AF1oANJMingPnx4aXhT9UPbMuTUNwNrMM1w5DGtW2MDjhRGfZo+dYXALJwV0ijQAXWgA4nx/kt1QLg1mhwZgbeYXbTUMazpefvOfjlvdg+sh0CnGNwDOBlpFoQPqf/1nnw63DYe//lm3KQ3A2swv2uop/PppfMthWD0EOkUFA4gNtGx2QLqw/tZmftFoAHeATpEG0ID8x9sX29tPX36pHdXcGnZAurD+1mZ+0VbDsCarp+8t38TrIdAp0gDqyKv3lB++FvYAdkDBaLAiMOvvaOYZruj5/3Jx8SF7OF7MydF2Lo4eAp0iDcCNWVYqy0Y7ZlDJweLXV6IWcE8H5IukLEloALqHLbIBFJcAC16fZtnTwxdtZ+PrIdAp0gCc/Ng3c0uuu/z8x0H9u42toAEEw24AjrqFMADl4xbZAOb5h/Fi9NVyXu6tb86tgU9cKaBTpAG4eH/3C7+5JHAPLW8FDSAYMAYwrCsAw9Vi9FXxdWl756Tmghn4xHXRm36zlTjgPBz41//6P5/dc/rmH3+pv7XQFBpAMHBuAYlE8EbBANqEwT1xHbT6xEGnCC1Ohg4pWoaRX/nu7y40gGDQADoFpAHYafeRg05RrgNSSqAeZG00gHDQADoFpAHYWYimAXh2QLGrIVH//Pzsy0/bBUEXWP9wXDU4XjQAazOh8Pf5sN+Ji0NGA/DvgFL5AFSYHWRmNNv13q74m2CsfyiaefY99feK1r/60wAcYH/i2sAPQD2Xi4nNjQG4X2r0gQYQhqaezfPf2kwofP72Zf/eBMb+xLWBH4BapuNs98/F95jitzdColaw/kFo7Nmsv7WZtA5LGOTe0U4b2dAp8gNQy2JC8/JCtmZeEw9Y/xA092zW39pMWoclDHLvKAN0ivwA1JEfmYnNSwOoWWDWA9Y/BM09m/W3NusUNL8wNAmD3DvKAJ0iPwB1lP1I9b+SsP4BaOHZrL+1mX/E8+PVc6nR7te6MMi9owzQKfIDUEe16+cVgAfxz/8Wns36W5v5xlvOAbRiy/2Jge4dZYBOkR+AOsoJzst+ZMJnAO3RNQC4K4BU3sPwlWkWhd89uTDjb68uPh9zNlDsFNkB1TLJRu/mqyeKzrnNPWD9A9DCs++pvy9hc/InsgGUi8Kv4XoA2CmyA6rFTHC+88/x6Lfi20yM9wBE9iOxpRAK539zz6YBWJv5RVstCr+GK4JBp8gOqJ7VEhe19zM9YP1D0NyzaQDWZn7R7jxz4ZrA0CmyA2rC+WIxsB3JlWCWsP5BaOzZNABrM79od/r7lg9hegh0iuyAdGH9A9HQs2kA1mZ+0VaLwq9p+RCmh0CnGL8DSmUURBxYf11oANZmnuEus6yyjFL+Pmv3KnYPgU5RoQOKjYC0/EtxSl//tW55Ow9Y/4BcXdQeMBqAtZlvvEkR8OHTQ8OLJ8Xv7gVUgQsnBXSK7IDqmR1n5bhyM7ZEGNY/AItB6PN/m3tANUuS0wDszbwDfn9SqcrodU0Y3MJJAZ0iO6BazJstxgDyt2N5B2D9pTE3HUy3M1l2QM4bEDQAe7MOIWefDrcNh7/WrskDXDgpoFNkB1TLafbg/5a/5YtJxkRh/YVZjf/5r73sLz/n5/s1nq1Q/0SewUSSCXziSgGdIjugOq73brqQPswFFJ240i7Nt//8Q7Z89nhnUMot4tc/+pGiASgDnSI7oDqqA5v7MBtodKJKW72Iuh58OB1zOmgagCrQKbIDqqOcW7ikpjfxgPWXZWXR6yPF2UBpAMpAp8gOqJbT9VCS2RGfAbRHxQCu92gA3QLSAKSATpEdUC1mFNDT387OPr2om9rWA9ZflvVcZPly/AlXBKMBKAOdIkdB1DNdr3BRN6q8Pay/MB1nI6YBrJtJ67CEQe4dZYBOkR+AJvwwrzQ+5GRwXsQfBrqeAC5vvR4J679uJq3DEga5d5QBOkV+AHRh/aXJj2/6/PqXt1l/azNpHZYwyJ9OGaBTDPMByLzpkEozae15vyt+4+cGdkDyzP6xuut//ddXNaO2WH9rM2kdljDIvaMM0CmiGUCAUnXcafVFMHnYAenC+lubSeuwhEE+O2SATpEGUIf8y19V2AHpwvpbm0nrsISJUY7IPc7d6MFjeBPMAETUiNB1p6fuCc27wQ5IF9bf2kxahyVMnB5Y0wH0PgC513zoXqF6bADX+9nul4sltbMbtoQdkC6sv7WZtA5LGF4BiPPH25dfih8zM3x9q2boIg2gjuuD6vTm6c8FlEoHFIf49U/lPYw+GYBuxMgBF/1+9ujndFx2Wc73YGgAtZgXgWkAHaAB6EIDUI4YN6Dprx4W31kfH2WPvl6cH6nMhw71Meq606uLCrwF1BrgvpEG4GgmrcMShgYgS/kq/KywgceLBwA1a5jQAHShAehCA7A2k9ZhCUMDEGU1GdZ0vPzmrzIfOtTHCPizSQPQhgZgbSatwxKGBiDKzXS4y7vVKtPhQn2MOu40f3tY4WXy6wH0+/xvCw3A2kxahyUMDUAUGoD0Tvv2EDiVUShxoAFYm0nrsIShAYiyWgN1slwTVWc+dKiPkdQVwPY4G/XgCiA6wNJYf0czaR2WMDQAWYqe/y8XFx+yh+PFvOg686FDfYzkdvpjLL0gGDsgZVh/azNpHZYwNABZzHzohtenWfb0sHYRq3s+AL449toUcAMoLqfcb1W0hx2QLqy/tZm0DksYGoAw+Ydxlo1emxkMDDWLWNEA2rBeaVYMdkC6KNQ/kQ6PBpBswPnV4nWl/MfB9s5J+/nQaQBW5GcGpQHoEr/+qfQ/vTWAVBw4DjSANlz2YRRQbICl0QAczaR1WMIgnx0yQKdIA6jlZiqI72P3a9Ue0AB0oQFYm0nrsIRBPjtkgE6RBlDHxnsA4ouD0QB0oQFYm0nrsIRBPjtk0E3xvtvW1o6bBnCXqgFsvRPStIYGoAsNwNpMWoclDPLZIQMNoDGIBlC5BSQkqIqCAfAZWAUagLWZtA5LGOSzQwbdFPO3zpdXaQC6sAPShfW3NpPWYQmDfHbIAJ1imA9A7wwgPz87+yr8CsACdkC6sP7WZtI6LGGQzw4ZoFOkATSgXGQtxCMAdkDKsP7WZtI6LGGQzw4ZoFOkAdRzOV7f5nojI+mGMLfg2kQMzgDPf5kthaABKAOdIg2gluk42/pqfjnfjzIMVMAARHYSKkUoaADWZtI6LGHinx0cBVGBBlDL6XpC7fwo+Itg/n23yE4Q6x8UGoC1mbQOS5joZ0cqByAONIA68qObr/0162t60EZcq06GBtAIGoC1mbQOSxgagCibCxjWr2JIA6ij+iJF+MngZLbtU/3DEt8AUrkDQQNIMuDmAoYLuCSkmgGU07K6oAHoomAAsaEBKEeMG3B2lGU7vAKQ22l+dDP2p2Z9zds08AsagC40AGszaR2WMDQAYYoOq8XXVBpALZP12J8f43YrgtEAgu1UChqAtZm0DksYGoA0rcaq0ABqMYtsbr06O/u4n9VfAHS9BeeCBiAPDcDaTFqHJQwNQJzpuPlwdRpAPatllhv0/01H7BEAACAASURBVDSASDuVggZgbSatwxKGBiDPafNLABpAE86Pn2TZw92vDTY100bsnpV8Ho9+Ozv70uYZjAsagDw0AGszaR2WMDSAAFzUjj5ZQQOQJv+QZc/KPp/PAILtVAoagLWZtA5LGBqAKjQAeYqLgNFr84uwATT/TA67/m2gAVibSeuwhKEBqEIDaMq06NafNRsEai4Cdn/KG0Bj+lj/MNAArM2kdVjC0ABUoQHU89504+XT3aavAZQXATSAYDuV4p7z35fGIcWTqImXsgGIVLxVRHlS+wAI7KdXHdDlYhzPJMtefWz+HsDiIuB3GkConUoR3wBS6X8gDECm5Ld36tfMm9Q+AAL7Cf8x8pbWnlPT65cvV7R5E3ixigwNILHz3//U9Y4YGs+AEAYQ4gogOtBKb4uT6Tq8P0WAHdD1nnmrYjo2E0K0mgsoLy4YaACJnf9S24beS/iAGAbgvS0Q0LJpAHWUnf4kKx8EtJoMbvbWOQ+TgDjhvSLWPyw0AGszaR2WMDQAVWgAdSw6/fxocfNnOtacDjr8XhHrH5Yw/Q/S6U8D0AZaNg2gjsVsoNPy8e+k3WygDYD6zNMAajZusdfkz38agBTQsmkAtUyy0dPF3fy8xSigNffdNQqdMQ2gMcHqn/z5TwOQAlr2bXEyXUcfPgBryrngni9eBWh/ASBpAMFHmkDWPyhhxPWh/jQAKaBl0wDqyX8cvjTzwF3/56v2N4By94PgMOd/HzqgONAArM2kdVjC0ABUoQHoQgPQhQZgbSatwxKGBqBKMAMQUSOCxE7zczOrc+M5VptDA9CFBmBtJq3DEia+AcQ+HZP6ANAA7mF2kJmXeq/3dpveAsovDA02pAHoQgOwNpPWYQkT3QCin49JfQBoAHe5HGdLA2j2EPj8eHU/a1S7hgwNQBcagLWZtA5LGBqAKjSAWqbjbPfPxWCecj6IGq73N55pbLnfHKMB6EIDsDaT1mEJE2QYnFjEJAO2gQZQy2KBzXI0Z4PJ4My00bsniyXZri4+H9fNB0cD0IUGYG0mrcMSJvrZQQOoQgOoIz8yk8GVBtBgKohJ9uBb5c/ZnvvdsWAG4EtjNQFkKxDmC2gfzn8aQLIB20ADqKPs+qv/dbGYOKJKzUUDDUCXYPUPrib0TmkAyQZsAw2gjmrXX38FcMciajyDBqALDcDaTFqHJQwNQBUaQB3Fd/rnN5NC1z0DuNPf13gGDUAXGoC1mbQOSxgagCo0gFom2ejdfDUKqG4yuNIuNlrzFlBC57/Mtn04/32VXLV7XZIGoAsNoBYzGdzOP8ej346bLAp/mWXPbjbK32fukaM0AF1oANZmftGua0Y93AlDA1CFBlBPOR2ooWZQ/4JJsd3Dp4eGF0+K35/JiWszCoUG0AgagLWZXzQzDHrrW/126zA0AFVoAE04PzAvA++cNNr4+5NKfzp6HVzc/XulATSCBmBt5hfNGMDGRXBdGBqAKjSAAMw+HW4bDn+tvR9KA9CFBmBt5hfteu/B7/vFF5+mM6e3UidSHRpAFRqALsEMIGq7+DttRv0DSRqAtZlftMVoie/mgnm30Y2gMAfAvRuJnbSJl1IHRANwMv0rF4WH2Gkj6t/bowHYm/lFK2tuVk8tLgP+VjcXoooBxAZaNg2ghh9vD1+u7v3n72tm9mkPDSAgmgaQ/C24TgawsoAse3j46kv8cdBQQMumATiZllN7lsMazB80AIyd2iifQW7AF/E0DKBgdjzWOgBQQMumAbiYFmfw1uGT8hyeZO0GuDWCBiALDaCD7M1mftE2r7ryP94ebNMAgGXTAFycmpeA5/Mf5g3g02I/f2m/KHwNNABhZsVl2u5Zyefx6LezM7E7EMN6D0PEABqEoQGoQgNwsJ7ac5I9+hDg6/+cBiBP/mE9DF34GUBzaADNw9AAVKEBOLjeW1wAlLeCWrzc0oJW4tp8A/URg1Z/T4qLgPL9OxrAUoxXM79o1wc7NIBNoGXTABysOxBzZ7nmlV5Pwpz/Pam/L+YiYPcnDWAtxquZtA5LGBqAKjQAB1UDaDXDVXNoAEEoLwJoAEsxXs2kdVjC0ABUoQE4qBjA8l6QODSAMCwuAn6nAcxpAHd3I7GTNvFoAL5qRBAxAOnx/ytoAKEww4HqX9sIZgBR24XYqZSS+z47np4nU57o5yMNwFuNCDSAIGp0d9oA8y4qDYAGEGYvyAHbQANwQAOQQO/8n719WTdyiwZgbSYUPncfhFbqZO4A0QAq3GMAvjj26qtGhC4GYF4kWr9RZHC+VeQBDSAI+YWhwYY0AGszaR2WMNHPDhpAFRqAg7bzCnhAA5Dn/Hh1tEa7ddNRthLXeNM+1J8GkGzANtwRJ9H/9+IDMDcvtWzfpt1bLvXQAKS53t84LWtW8WT9rc06BVW+BIOKmJYBqO4V6QMQB3ZAwpirtt2TC7MSzNXF5+O6azbW39rMP2KwSzARaABVaAC6sAMSZpI9qE7ZNKt5hY/1tzbzjRfuEqw5fjcxMqzeMApYKSN9AOLADkiW9fx9Ky6zR/HXI+lD/bs8OAt0CdYcfwPAOQBxoAHoEqwDGuj5f2fAbs0IXhqAtZlnuICXYM0Z7gegLTQAXVqJazMKZaDn/53+fjqmAcQ0gJCXYM3pwwGIQ7AOyEcM6y+4W5T+P/otoM0vnBPeAopqACEvwZrThwMQB34AdIkvLnrEuAEvNxZuyN9nt76Q3oLnv7WZX7SQl2D8BioPPwC60ACkMUs3P3x6aHjxpPj9mXNrnv/WZn7ReAkWZ6dSsP660ADE+f6kcktrVLOOD89/azPPcLwEi7JTKVh/XWgAAZh9Oly8tn346591m/L8tzbzjcdLsBg7lYL1b8L0r+8EhNwHDUAXnv/WZt4BeQkWYadSBKu/L35pyMi2cpo9llByDzQAXdj/WJt1CMlLsOA7lYIG0IDpOENYEjLRiFrnf6NFHFqJG9QglEgHjQagS5j6+zuAVxJisi2cjv4xDnQJQAMIhrwBNKYP/Q8NQIohGkDwvcQMeL33eH4aaEmwMN9AxSImGXCJ3QBs3zrUfw+ihwYQRo3uTqWgAdQzyd7ML90zmnjD+gejuQFk1X/W/D2IHhpAGDW6O5WCHVAt13uPfs7zozCXAKx/MJreAgrzjb4LsnpoAGHU6O5UCnZAtUwWb7IEugSIX/9Yn+ybeOAGECC0QOcvKsarmbQOSxgagCrsgOpYXADMQ10CKNQ/NgM0AH8HCKPFq5m0DksYGoAqrcQB5+GgY/0ny1fZw1wC0ADCcVU7CF1DXPSINIAwanR3KgW0OBm6pbj+HtnoC2VraAANyH+8fbG9/fTlF9esYncanZ8V29d5AA3A2kxahyVMkG+gNICmQIuToVuKk/UX/0mISwAaQB15dWaBh68besDsIDOLEV7v7bob0ACszaR1WMIg3fbqmQHkFxe12yTaqbShU4r5x5er7/3Xb1+1+QbaDBqAm/zjuGg/2jFTix0sfm10EC7NpgsDcE9GrHALlAawGYYGIM3s+BfTZ/3YN5+BnW/ujRPtVNoAnSINwIk5iXdP1l14/qP4Yr91UttsOs52/1zcsyt+eyMlTqb+NIDNMDQAYb6PM3OzerK8aB45z/9UO5U2QKdIA3Dx/u4XfnNJ4J5geL6cvK98aCO4JC0NIAA0AGHMxGXFh6b48ejrPD/fr5nGLNFOpQ0iKYZ5BEwDcHL9n8/u6bzzj7/UHIr8yJz05SFTWRTevRuJnbSJRwMI3i7+Tq2clt94VhMY50fumYwT7VTaQAPQpYNsyxieq5pm5cGq/ldE3LDqTwOQIup5c723+Ma//DE334DELoEThQZwazcSO2kTL/opVu368a4AYkMDCN8u/k5tLDuqm/5K8BuQEEl2QAgGMKxRKCuuLlqPvSoXJi8Pmcqa5FDQAMK3i79TG8uv/jcTF0gawCA7oBIIA0gzYqeA3814zq2aoWx3mJgnX6tRQM63N2gA1mbSOixhaACyLG/+ryYwwPsGlFYHtIIGoBJwOZat7XpsxSVAtvPP8ei340zwPQAaQADCfAMdsAFcZpkZOlF0WIuvTRwHTQNQjtghYHEyP/o2n9UNZbuLcYCSLfdhowFYm0nrsIQJcgAGbADz98UXpt0vF/+7P9o9+3yA9w0opQ6oQpOZxTygAbgoLmfLmVjbr8l8vnhveKfupTEagLWZtA5LGBqANP8eZxUE50IZtAEEggbgoBzPX3BdXAO8uvgzgA3TAKzNpHVYwtAAxMk/rqfP2vlasy0NQBcagIPKWDYzr4mZ2kf6RhwNwNpMWoclDA0gCPlFQYPxczQAXWgADir9ff6+sQHkPw62d9e3fvBeBEvkgNMApOhNB0QDkIcG4KAcz7/i6s95/vZl7ZeaaXkHdOtd+SeHQdMAwqjR3akUNABdaAAuJtnodcsm13tZ9vTQ3DF6vvwb7EXIVOpPA5BCtwO67wOQbdB4VzQAefgN1IUZzTmq/9JfZZItxj/PjpYOQAOgAYRRo7vTxtAAemMAA6x/fpxlrZ77FpbxpvzlfZaZqwcaAA0gjBrdnTam5rYpO6Ba3u+2nYmgBax/DbP/3mljAJX+vnCANzQAGkAoNbo7lYIdUB03E6uGgKNQZKn296frGYHs0ACszaR1WMLcUpd549qrrxoRaAC3diOxkzbxuhpAmEkgShTqH5uostfvji1+zx58owEMxQAyx1591YgA/bltJQ44Dwdd63/qnk2pGzQAB9e/3nv3Mv/k6NJPKwsgXe9nD36nAdAAvNWIAP25hRYnQ9cUi25k98vFEk5F0JoOBrB33wLwP/ZdXfp0nG2tV5E3Y0LdD5FpANZm0josYe4agMB+aABNgRYnQ8cUrw+eVL5lcCqC1nSQPdvPbllA/v3J+h2v+/lePUhmCgkaAA3AV40I0J9baHEydDWAvYwG0IUusvOP4yzb+bWc1CQ//2he8Lpvofgqs+PKovHFDvgmMA3AV40IUY94/vbwNmLDQBOla4pXFxV4C6g13WTPjjdv9D5rfQScDeLXnwawGYYGYOfOGP76ESmb31frv7Qm2qm0ATpFGkAtlcltb+7uS0EDsDaT1mEJQwOws+rvrw+WL8M0GJJo3oHf4RVABYkU8/Ozs6/SnY+BBtCIqz+K+odYkkeh/ok8dKABSCFgAKt+v8mYdDP6ufmN6kQ7lTZ0T3G2v/wC+k5CzwY0AF1Yf2szaR2WMDQAO14GYBzgce1G3cUlQ+cUL2+WWBN/I4DfQHWhAVibSeuwhKEB2PEzgPl03HzyAoWTOrUOyIwsXyysdt5+cfJaOApFFxqAtZm0DksYGoAdTwPYeBuyBnZAtZxmj5Z3/1tdWzUjfqeSXP2DQgOwNpPWYQlDA7DjawDz5qMVOQqijursMtPxI+EnwTQAXWgA1mbSOixhaAB2vA2gOTSAOqo1161/ohGh+00agLWZtA5LGBqAHRqABDQA3YjQ/SYNwNpMWoclDA3ADg1Ags63gG7G/lxmvAWEH7ANNABrM2kdljA0ADs0AAm6Bpysx/78GC9XGpeDBlBD/sfZVzEpd6EBWJtJ67CEoQHYud4b/XZW8Hlc/ix+oQFED2hWJt96dXZmZiKTvgCgAbgxK/tm2ejvgnI2UTCARA44DUCKLgaQ3YYGED+gcYAS8f6fBuBkXXnp0bdrWokb1DBoGoAUHQzgYPs2rVbIbgANoAnnx0+y7OFugHsRNAAXl8WX/5/z/EOAV7CXsP7WZtI6LGFoAKrQAHThN1AXp8tnLpNglwA0AGszaR2WMDQAVWgAdaynYp2bWeE0RwENrv7rd/DkX8BbQQOwNpPWYQlDA1CFHVAdOO8BDK7+AUe/raABWJtJ67CEoQHU8Mc/zJef/P04G9UthucBOyAX59UhWAXHPXgIn8oolDkNQDXgZqNoC2LQADb5Pl70Odf7QcYAsQNyM72ZCDrQcBSF+seGBqAbUcAAIi6IQQPYYGKq/i/zNCzbPfs4Vh6HnmT/063+29tm/M96EJb4NRgNwAENQDFgpVHMBTHEDMCXDrk0ktaK4hvoosspfj4uf0gfgEQ7lTZ0TDFc52OgATigASgGvGkUdUEMGkCV1fC31WwE8sPhEu1U2tAxxfytc1HljtAAHNAAFAPeNIq6IAYNoMJqHrLiZ3kI+jAffXREU7yS29UCGoCD1VQolQfxXzTPf5lHYKkZQNwFMWgAFW4mg1sabx+mI45O5xTzT4cLDra3ezAXU3S6nP93Pp7p1z85A4g7DpoGUGFV7vW9fxqAB11TXI7A6ksHFJ0O5z+nQtELSAOQorsBrCcknqp+A02UrilOsmy0GApU/PyPb0KiVtAAdFGofyIPHSq3gGIuiEEDqLC6+7Z+CjPpwYIk0emY4uLB1+JI5B/kp6SpERf5VA0CtFIasLXZ+reoC2LQAKqUk2Fd7y3Lvv5FjkRP6jZ0TPF6z5z+k0XlTyMPww1yribyDfR++BC+NZ0NIOqCGDSAKtNx9trUv3Tg4hfx0XAKJ3ViHVB5H+5y+SJG5GG4Ifr/RO5B38CH8J3obABRF8QQMwARNSJ02en7su7PzdJ4x+MIL+K5N44eESBgaQDl+Lc+PIRPrf58CN+R7gYQc0EMGsAm/zZvYT+bl0PiRq/FRK2I/wFIrQMqH8SUj99pAAoB+RC+GxIGEA4aQB3n5SR813sPX/0pI6gKDaCWSfb453IoxKXqN9BEI3Y2YMWH8N7bAkED8FcjAvR5QwOoZbqYkHWSjV59HPdgKo7U6q/5EN5/WyAEDGD28XBFm3lR8ouL+jA0AFVoAPVcmts/5VupwefCCk9q9Vd9CO+9LRDdDeB9u4cws+NfzEY/Fs9udmpu2tEAdKEBNCD/n+JrT348rj2b20MDqEP1IXzmQlZJMDobgJmTfrv5FcByCZPJskoj90UbDcBB/sfZbTQnwxqsAQSEBlCH5kN4Z//vPQ7Xr5k3XQ3APIRp0etMx9no1U/z49HXeV47gzQNwMHN+Ns2V2CtoAHoQgOoRfMhfIj+P5H6rxuVD2Eas5y24HT5uKxuBmkagIvTymJUnAwrekCwycgSjdg1IB/CqwSsGEAb113axY1r1MwgTQNwMcmynZOAy5HQAJyATUecaMTOAfkQXiNg5RZQm6ov7eLGNWr8gwbgYnZszvqtX8N5AA3AQf528dzrRdHxPC1+Psmyp9Krg0WpRoAbGe2id9wDH8IrBLxpdNnmumv51T8/ogHI7PTczACRjf4mfuqX0ABqKU7p5RvYP8SnoolSDWf/Hz5+/D62BTQAazPzn6sLw/ts6+RiSe3LqMub/5PVKxs1MxjTAOqZlR4QYiYOGkA9pzdTsLb6LtQIXgHoQgOwNpv73QO9zLJn5YjdxXfW9WJWDdXRAO6l9IAADwTiG0Aqw+BWxF0QqYdAp0gDsDabez4Ee2++rH65+N/90e7Z54O6GURpAE2Z/fe4Uf3b0Uoc8AfZAQ1ANSANQDli91tAVRrMR7aYwHLNrvs7Kw2gOefHfRiFEp2OKcZdES80kW773AoZNV4raADWZv4R849PVt3/Tt19axpAQ34cN/HT1kB/OmXomuIke7B8Aj8NvyJeYKLd+N+MGTNcO2gA1mbr397veoxAyc3lQoPOigbQhB8H5lMbYigQ9KdThq4pmhuhu7+dNbif6YFGZ0wDuIEGYG22+qXlm8Btw9AA6ih7/yCrAYB/OmXonOJsvSRV+BXxAkMDuEUUcXeepFaJEd2r2eoX+QdfG2FoAC7ysvcP9zow9KdTBpErsHFxAVZ7P9MDPgNoxx8J3gJ19v+w72HcNOq2CsN9/uEoQE2xGhayLwZwmYUa/7+CBqALDaCO6/+8WQg1P05yEIRq/9/dAK73s90vLUYBbUID6LDTSfbwbzjTQSeKRIr5ual8s5O/uGrb3j1Z/dXyTfjgxD/gXQ1gbz3yYTnTvCQ0YGuz1S/XB08qvWzrA5C/dU6fQgNwcXonydQ/AAp0T3F2sKj89V6TMVjTchT01rvyTzQDiE/HFPPj4irY+Glu3jB6Xbt9OyLX/56+KkZMr2arXzbfBgvdAdEAKoCtByAVMna8rilejrOlATR4Cmw+Lk8PzWPj58u/aQAdUyy++GfPfv4Yyw+C5kN4R7P1b1ctXwRrF4YGoEorcSJ5RC9H14DFV/rdPxf9eN28JoblWwOzo6UD0AC6p1hOipttndRv2hYagLVZp6CL1wDql4SnAWjTRpxMIskZwGJ6w9XS5HWXAOv3hs0NC3O/ggYgkaJZYHYrxGDE2PW/01VFCenVzD/i+fGqT64fwUID0IUGUEe5HsZqafK6W3CV/r5wgDc0AIkUjZlmvbgCGIIBXO9vdMs1vk0DaMX0r1wSMnLAsgev/rd+65JTs4AVDaBzitOiR9n6Vj4JkJF0Q2pnY7yIvjIXL86fLJ4VXF18rp2+jAZQw4+3hy9X33yKb0JcFD52wGrXX38FUF0/Lz/KHnyjAXRMcTH45+/z8rHKamyVGKy/tZlnuJupsxbM9tzzZ91jAF5he2oA0/Jyauvb6g8aQOyARTf+fGUANasbGU4ra8YUF8MPfqcBdH4PYGvZo/w7/fcAFIhrANXJcxfUPDejAbgwY8q3zFq0Ze+TrT8KYtAAapms7+Q0mQ202GZrPXHHYgg1DaCbAfzn39e/z/ZpAK2JawB3rni5JnCHnS7uIpu1aIuOx7wU9hfVe6ADNQDzNsbOP8ej344bzQb3vdrlX9ddtLEDqiPfGHn+/9EA2qJsADW3TWkADtaXU5Ps0YcAX//nNIAm3LyP12gk4uz4l5vN8o/tzn+ZTaFQ1H1V+9pSqkVtQfRbQJtXyVwU3n+n65m4F9MLyA+BmNMAmnFuZgPNdvyGITo7oebi7ox0SAU91Q0mMk6zpK2I/BD4cqOnysvB0I4wNAA76xPY3EuWngWlhAagS2Nx94x1SwQagC6RDWDxrPLh00PDCzON3DN3GBqAnaoBSK9FuIQGUIvXinhNaWMAiXZXUUVvzly2gM9g4hrA/Ht19tC66ftoAA4qBhBqVbYacXc+TVWCRJSnY8COtW85HboVGkAjaAB3iG4A8/ns0+G24fDX1g9haAAVKgYQalU2tzhn/+/tAH7NvOlsAJ1qL2UAfAbQDLN+5+5y8YzP49FvNUtotBCXZvVVDKBNGBqAHXUDCHEFEJ2uSrutiNdyPQznlunUvEpk1fmH9VNI0WcAQ6s/DUCKlA2gD3RNsduKeDXwG6g8xUVAeedZ0gAS+9ZTgQbgr0aELgZgLmHX17JcEtKLrreAuq2IVwPrX8fqRbDpy8bP4s1FgFk7RtgAEj1aNAB/NSJ0MYA7t13YAbWmqwH4rIjnvR5GD+mUYv5+Nf5t0mZBsPIigAZgoAH4qxGhgwEcbN9mhwbQlq4ptl4Rr8t6GD2kS4pmKo3li6T/Hrf5+rO4CKiZiK+duFTvANEAOqgRAfq0gRYnQ+QUu62H0UM6pJgfZaNX66/938dN5mJaYYYD1TsGDcDaTFqHJQwNICCcC2XeNcX8j7O6b/EbdFwPo4d0SPEy23gHo8mazDfkHxvMHt1CXKqHigbgr0YEvROHr8IbuqRYLkY4+nv9lis6rofRQzqkeHpnYrHHli3vZeYegmtg/a3NpHVYwtAAwkEDMHS7BVHSuN/puh5GIrSR7Z9idXm1BdNxw3tAfAh/Aw3AX40IUc+xBF6Fjx2w2y2Iv/9cPFBseuuh63oYadDqfniHQRAti7mED+E3oAH4qxGBBqAbUeAWRPNbD13Xw0iC1ZnVeGvPOF4GwIfwt6AB+KsRIe45Fm4uFCESMoD1LYjGtx46r4eRBFmrMfFxbwHxIfxtaAD+akSIfI6FmgtFioQMwGcqjo7rYSRBLAO4Mw1TgysxPoS/DQ3AX40I0c+xIHOhiNFzA+i4HkYaRHoGcPsJeoNlMfgQvtO21WY+jTzChDIAXzrk0khaDELMhSJG3w2g23oYaRDLAIru/HHlcuq0flw/H8Lft7FXDJ9GHmFoACGQnwtFjN4bQKf1MBKhjewuKU7H2dZqJeYf+w0GY/Eh/H1bewXxaeQRJogB+DuAfyZNpcVBfi4UKQZgAC1IsgNqR6cUCwfIsofLu2mj+sG4fAh//9YeQXwaeYQJYwAiWwqhdI5Jz4UiRUL1pwFI0C3F2XpQf/asyUx8fAh/79YeQXwaeYShAYRCei4UIRKqP9djkKBrivkfbw8PD//WdEYmPoS/u7FXDJ9GHmFoAOGAnAslofpzPQYJYqfIh/B3NvaK4dPII0x0A0hpKoLw0AAccD0GCURTvGqyER/C+25bbebTyCNMfAOIDbC0SOLue9q+Jkb04DG8gRYnQ+cU80+LGzqHhR27h/R4wPpbm0nrsIShAYTlvueX8XtgTQcAPjXAxcnQNcWNyX1oAK2hASgzeAPgFYAdaHEydE1xkmWjJ1n2cLv4+R+NF4ZvOHSL9bc2k9ZhCUMDCEvufhAMXDcp/FO8/vXe0uWf5L6Gsv51mLeBy2nh8g+t1oOhAZTQAJQBlgYuToYOBrC3fg21wo99wfsQrH8d13tmStDJ4v2u25PD1TS0HafYV8C60ACUAZYGLk6GDinO9rNbFpB/f5Jtvesq6QbWv46yH79cfPmfjltcAtAASmgAygBLAxcnQ5cUzct02c6vF4tbQfn5R/M88pnku2Csfx1lP16uBNDqjWzeAiqhASgDLA1cnAzdUqxMRbCg0XwEzWH96yhXhSnndKMBeEADUAZYGrg4GbqmmH9cv1q6dSI8EwTrX8/ETAldzvN/2WYYKA2ghAZwe1OvAP5An2PQ4mSQSPHqj7Ozr7Lf/UtY/1qmiymtJtno1cdxq2FAVw0OGOtvbSatwxKGcwGJkr89vA2HgQKnCC1Ohs4pXprbP+W8TLfWCHaRn5uZ++o8gPW3NpPWYQlz1wB88YwYnKgB285fKCivhgAAIABJREFUxg+ALtDiZOieYv4/xXeY/Hic7TR+D2x2sDjzr/d23TftWH9rM2kdljA0AFlmR1m2wyuACtApQouTQSPFy3G2NAD3ejCsv72ZtA5LmNvqQvf/fTcA87isxZMyfgB0gRYng0KK03G2++fiIXDxm/PdMdbf2kxahyVMC3UyB6vvBlC+O98UfgB0gRYng0KKp+YTsHqDrH9LQraDBhBiL8gBp+Pmz8r4AdAFWpwM8VMsXx1YvUHGZ2A0APm9IAcsvwA1gx8AFxfSw/7vwPoHoOz6q/+1wvpbm0nrsIShAQTgovGQdX4AHORHReeR/yG9DnAV1j8A1a6fVwA0gBB7QQ7YBmhxMvinuOhCWk0/0BrWPwD5kZk7tDxwEz4D6I0ByGiiAVSBFidDFwMYvaMBdEUhxUm2OnDT8WIeaSusv7WZtA5LmOgHgAZQBVqcDF1uAWXZ9mIxKi4K749CiubA7fxzPPrtOON7ADQA5YjQ5xi0OBk6pDgd337bhGvStkYjReMAJVvuA8b6W5tJ67CEoQGoAi1Ohi4pXn06fDEePW34WrUHrH8gzg+Mee/cs6LbBqy/tZm0DkuY+Aeg947TBmhxMnRMkc8AOgKdIrQ4GWgAykCnCC1Oho4p5m+lv/VXYf11gRYnAw1AGegUocXJIJFis7mFPWD9dYEWJwMNQBnoFKHFydA9xaZzC3vA+usCLU4GGoAy0ClCi5Ohc4qN5xb2gPXXBVqcDDQAZaBThBYnQ9cUm88t7AHrLwtXxLtDjwwgzWMFfY5Bi5Oha4rN5xb2gPWXhSvi3aE/BpDowYKWDS1Ohq6jgJrPLewB6y8MV8S7DQ1AGWjZ0OJkEHkPoNHcwh6w/tJwRbxb0ACUgZYNLU4GQQMY9BXAnXsrVdztomk0cEW8TWgAt3cjsZM28ZDPMWhxMnS+BdR4bmEP0qm/s/93ZRE9Ra6ItwENIMRekAO2AVqcDF1TbD63sAcJ1T+VKwCuiLcJDSDEXpADtgFanAxdU2w+t7AHqda/hW6FFLkiXgUaQIi9IAdsA7Q4GTqn2HhuYQ9SrT+2ATQHWpwMNIAQe0EO2AZocTIIpNhwbmEPUq0/DSAZaAAh9oIcsA3Q4mSAThFanAMaQDLQAELsBTlgG6DFySCRYn5+dvY1xKzQqdafBhCdyA/haQBSQJ9j0OJk6J7ibH/5COCdhJ4NUq0/DSA2zv4/wDBcGoAU0OcYtDgZOqd4ebMy8BsZSTekWn8aQHR4BUADkAdanAxdU5yOs62v5pfz/az5G0YNSbX+NABdwtcf0ABkNNEAqkCLk6Friqfr0f+tJhloRqr1pwHoMkwDSDMi9DkGLU6GjimWs4GWTMfDnQpiExqALjSAdCJCn2PQ4mTomGJ1BlDOBrqCBqALDSCdiNDnGLQ4GWgAIYj96C4Q0OIc0AA6hIwdD/kcgxYnQ+dbQDdjf7gimAfQKUKLc5CEAVw0mJMp1QPQAugUocXJ0DXFyXrsz49BzwbqC3SK0OIc4BrA1bLTL1+eGb2q+caU6gFoAXSK0OJk6JqimQtu69XZ2cd9zgbqA3SK0OIcwBrA6i7p+uWZrW/uMIkegBZApwgtTobOKd7MBire/7P+ykCLc4BuAOblmZOf86vv45oFOlM9AC2AThFanAwCKZ4fP8myh7tfJeRswvrrAi3OAboBrF+eud5z3zZN9QC0ADpFaHEyQKcILU4G6BShxTkAN4DKyzM1AyfivwkcHehzDFqcDNApQouTATpFaHEugg/D7WQAlfHSNUOn26hL9GBBy4YWJ4NAivmX4kvM9V9P5CeEZv11gRYnAw1AGWjZ0OJk6Jzi7DgrT2r5ueBYf2Wgxcmg9Axg9fKM4C2gRA8WtGxocTJ0TbHo+BcGkL8dczbQNT352EKLkyG2AWTZw799nY6XH5WZ4ENgoYPFN4ErQIuToWuKp9mD/1v+lp9yNtAlnAsoGeIaQH68egFg8aXpWHIYqMzB4lxAVaDFydB5LqDqbKCcC6iEBpAM8aeCuPj84knW8LYpDUAXaHEydDYATgZ3FxpAMsQ3gAVX5cAJyakgaADyQIuToWOKXA/gPmgAyaBkAE3D0ABUgRYnQ/dnAKvpTGZcEWwFDSAZaAAh9oIcsA3Q4mSQGAX09Lezs08vspoHWh6kWn8aQDLQAELsBTlgG6DFydA5xen+clxD3cyGHqRafxqAMqhvAt/hvudm2QbNJdEAxIEWJ4NAij/MqIaHOycScjZJtf40AF3C158GIAX0OQYtTgboFKHFOaAB6JKOAeRvX2K9CUwDqAItTgboFKHFOaAB6JKOAdSFaaNO5kVgGkAFaHEyQKcILc4BDUCXYRpAmhGhzzFocTJApwgtzgENQBd0A8gvDE3C0ABUgRYnA3SK0OIc0AB0gTaA8+PV891R7Sp6NABdoMXJAJ0itDgXsR/dBQJanANgA7hej5ouh067X51ROAC9d5w2QIuTATpFaHEyQKcILc4BrgGY9yZ3Ty7+LH69uvh8XPfyZKoHoAXQKUKLkwE6RWhxMkCnCC3OAa4BTLIH1dclJdcDSBToFKHFySCR4tVZgfyCkKy/NtDiHMAaQH60XgusRHJR+DSBThFanAzdU/y+XONi652Eng1Yf12gxTmANYA7L/4KrgmcKNApQouToXOK703nv71t/uu8mvWB9dcFWpyDdAygZhGlVA9AC6BThBYnQ9cUL7Ns1zzSMovDc03g9kCnCC3OAawB5Ee3viVNBG8B9f5YxQdanAwdU8wriwBwTWAPoFOEFuci+DBc37oU35ee3fT4eXH5/MaxtcJcQNGBlg0tToaOKXJN4I5ApwgtTobY7wFMioAPnx4azCS62TN3GBqAKtDiZOhsAFwTuBPQKUKLkyH6m8Dfn1TeAxu9rglDA1AFWpwMnW8BcU3ge+jJxxZanAzRDWA+n3063DYc/vpnbZj4BsA3gStAi9skc+Fu1yluZSDzqfgwoITqv0H4h5BxgBYng4IBtAkT3QCiH3Locwxa3AbO/t+VRecU/z3eWqwFdr5fcz/Tg3TqvwkNIBloACH2ghywDdDiNlG6AjBzm9xC8EFAQvXfgAaQDDSAEHtBDtgGaHEO4nVANID7oAEkAw0gxF6AA+Y/DrZ31+uX9/RN7Igd0NXFbWqfbDWH9dcFWpwMNIAQe8ENOC0nrlnNW0MDgE4RWpwD1j8ZaAAh9gIb0NyxeHpo1mR4vvybBiCY4pXcrhaw/rpAi3MB+yZw2zA0AFmW03HPjpYOQAPonGL+afFa4+HB9jbfBF5CA9AlfP1pAFJEDbiejttMwmFewqMBdE1xY4k7GkAJDUAXGkCUiCJEDVjp78tpmGgAXVOcZNnoSZY93C5+/se3+u1bwfrrAi3OwSANQEbTYAxgfmpmL6YBdExxMRvoYj6I/IP4ZKCsvzLQ4hwM0wDSjBj5FtDNzDVF1/XgGw2g83sApqKTxROVU/fUth6w/rpAi3NAA0gnYtyA1Snrr/ezB7/TALoagCng5aKs0zHXAyihAehCA0gnYtyA03G2dbKavGzxFisNQMAAynlAOR30mtiP7gIBLc4BDaBDyNjx4qb4vdrlmxEsvTSAeB1QeVOtXAqGBuABdIrQ4hzQANIhdoqz419ueqn8I9dk7jwK6PHP5fDaSw4DbY9Givliyo4GG6ZafxpAOmin6Jy5RltcBLqmOB2bbn+SjV59HHNN4PZET/H8ePXWxmj3a822qdafBpAO0ClCi5Ohc4qX5iKqnBT0ZoiVEKy/NBvv7WXZlvuSLdX60wDSATpFaHEydE8x/5+fxX+Ox9mO9HtgrL80xqh3TxYTtl5dfD6ue3c71frTANJBN8X7nltufEVi/TWBFidD3BSXc2GtmO25V/FMtf7DNIDeH6sA0ACgU4QWJ0PUFNdzYa2orOh8H8nWP/goOEADSPRg6crO377s5QegOdApQouTIWqKd77v9PRN+BbQAJSBlg0tTobOKU4rjxU5DLQ1ugYw5TBoGoAu0LKhxcnQNcXL6v0yGsAS0I9tfnTrnv+kp7eAmkMDuL0biZ20iYd8jkGLcxHxTeBs9CrEcsALUq1/+IeQnhR2/eymx8/LOdHtpFr/FtAAQuwFOWAboMU5iNcBlbOBhoL1l2ZSxHv4dLGE24snxe/PnFunWv8W0ABC7AU5YBugxTmIaQDSt32qsP7ifH9SuWU3eu3eONX6t4AGEGIvyAHbAC3OQbwOqLrCgjysfwBmnw63DYe/1t6xS7X+LaABhNgLasD87eFtejkMNGIHdOl+leheejEZWebN7d0oJdAAaHEy0ABC7AU1YDllzQa9HAYX8xvo++xZk758TV8mI/M3gOzWbqJL74UBC0EDCLEX2ICzoyzb4RWA36b30+49gP5MRpaqAfTFgJ3wTeAYEUWIHNCsBNz8qWWqH4CIBtDuPYAeTUbmq03XAPpjwC7Cn/80ACliBywcoPms9fwA1NHyPYAeTUaWpAH0yIBd0ACiRBQhesDpuPm4FX4A6mj3HkCfJiNL0gD6ZcACd+B6ZAAymvpvAPPT5pcAyB8AFzENoM17AH2ajCxFA+iZAUs4QI8MIM2ICudY8xkLkD8ALuIZQLv3APo0GVmKBtAzA6YB9CAi8jmGLc5BPAMovkO2WAi4T5OR9cIAaMA0AOWIyOcYtjgHEQ2g6MN3vza+pOrRZGQpGgANmAZQGzJ2POBzDFuci2hjBzZfrat/HtCfychSNAAaMA0ADegUocXJENkA+jMZWZIGQAOmAYABnSK0OBm6pnh1UaHRraCeTEaWpgHQgGkAWECnCC1OBugUkcUlagA0YBoAFNApQouTATpFZHHJGkALkMXRAPoBdIrQ4mQQSTHUsjDI9acB6EIDuLNxOB0BQT7HsMXJoGsA9zXMblH9d6DffbUt/nvz7zqn2PXBTpMDhnz+0wA6bAsEtGxocTLgG0BW/ef0fzf/qfy7kgE0O2DI5z8NoMO2QEDLhhYng64B5G/r1mNQ/6bfzysAGkC33dAApICWDS1OBl0DqAG5/rodUEdoAB13018DiH3Ekc8xbHEuIp82NADvdjQAT2gAHbYNvRfkgG2AFueghW4NA+jFmrSpGsD1wfb29pMse1j8uPdJcLZBXHEtoAF02Db0XpADtgFanIPYBjC/ajwdXG/WpE3WACqTd9xr2zSAJnvxit0+DA1AFWhxDqIbQGP6syZtqgaQ/3F2dvZ5PPqt+PHF9QR+zvo79uIVu30YGoAq0OIcxDOAP/5h+pD8/TgbPavpTQw9WpM2VQNYwGcAHXdDA5AC+RzDFucglgF8Hy968OXX+gZ9Sr/WpJVoRwPwhAbQYdvQe0EO2AZocQ4iGcBkeRPntPhaf/Zx7F5cxNCzNWkl2tEAPKEBdNg29F6QA7YBWpyDOAYwHZerixQ/H5c/3tS04Jq0C27tRkE8DaDjbmgAUiCfY9jiHMQxgMlyOeBJVi4MP6ldHrhna9KmawA1b2CvAK+/RDsaQIi9IAdsA7Q4B1EMYHU/p/hZ3seZjuvuAfVsTdp0DaAhyOJoAHc2jh4xyYBtgBbnIIoBrL7OX+8tv/k3uK/QrzVpEzaA/NyMAa17ewO8/hLtemQAaUZEPsewxTmIagDre/9Nbiz3ak3aZA1gdpCZQVvXe7vuSzbW3xpdJonaMDEOQONahYoePIY30OIctNDtn+Kqv189Aqi7oV/SpzVpFTugTlyOjQpjADUDt1h/a3SZJGrDxOmBmxYrUPjQIfyBFueghW7/FPOjsuM/XfUiNTf0V/RnTVrFDqgLxSXb7p8L+64buMX6W6PLJFEbhlcAqkCLcxFl7MDp4onu9eplruuat7o8QK6/bgfUhVPzzKa8fkv7PQzF+vfJAHSBThFanAwdUiy+P742A3vKC4HiF/E5oZHrn6wBlFdupQFwGC4NQBnoFKHFydAlxffl5+m5mWHseFwzoscH5Pr7alM3gLLrr/7XCnj9aQA9ADpFaHEydErx3+ZpohnIYyZ5q3ui6wFy/XthALwCoAEoA50itDgZOqZ4/nVxD/l67+Gr5ksCNAa5/skaQPk2XmkAfBGPBqAMdIrQ4mSAThFZXLIGUI7bXY0CSnk2VhrA5sbhdAQE+RzDFicDdIrI4tI1gOISINv553j023GW9nsAEu00DaB+Hb026pAPlgNo2dDiZIBOEVlcugawcIASrsimaAAN3pynAegCLU4G6BSRxSVsAPP5+YF5fL9zUrMZ62/di1fsTWgABmjZ0OJkgE4RWVzSBtAQZHFJGoAZLXcLsWFYyAfLAbRsaHEuenLaIItL2ADyC0ODDVl/6168YtMA7gItG1qcgxa6oVNEFpeqAZwfr7qe0e7Xmm1Zf+tevGLP57N9s3xqyefx6LczMyu3IwwNQBVocQ5oAOFJ0wCu9ze+fvIhcOxnAPmH9ZIYfAZggJYNLc4BDSA8SRqAuQWxe3Jhhh9eXXw+rrkBwfrb9+IVe0FxEVC+NE8DMEDLhhbngAYQniQNYJI9+Fb5c1YzgSvrb92LV+wScxFgVuKhARigZUOLc0ADCE+KBrBaxnlN2tNBS7RTMIDVRQANwAAtG1ncneEEjbm9G6UEGoAsLkUDuNPlpD0bqEQ7FQMoLwJ+pwHMwWUji/M3APVhiI1BFtcLA0h7NlCJdjoGUA4Hql9Ao0Zd8+95uEArRRZHA9AlRQMoJwKtkPZsoBLttAxgnn8cdzWAFh9zXKCFIotLsQNqC7K4JA34cj0G0ZC/r1nEB7z+Eu3UDKC4CHj7sm4N7Rp1Pej/oc8xaHE0AF2SNIDiK3+WPXx6aHjxJCtX87EDXn+JdooG0CQM8AEQAjpFZHE0AGVE+v/oKX5/UlFSt4gbcv1pAP0AOkVkcTQAXFrojp/i7NPhtuHwV9Hp6GPTDwO4bxiW4+tCD4FOEVkcDQAXaANoAbI47wswGgAU0Ckii6MB4EIDCE8/DCB3PwhGPgBCQKeILI4GgAsNIAIi/b+2AdSFQT4AMkCniCyOBoALDUCZ5rJpAMpAp4gsjgYATPAOKA7Q4mRQMYBerMgjBHSKyOJoAL0AOkVocTLEN4C+rMgjBHSKyOJoAL0AOkVocTLENoD+rMgjBHSKyOJoAL0AOkVocTJENoAercgjBHSKyOJoAL0AOkVocTJENoAercgjBHSKyOJoAL0AOkVocTLENYA+rcgjBHSKyOJoAL0AOkVocTLENYA+rcgjBHSKyOJcr7rUcGs3WhnUAy1OBugUocXJoGwACa/IIwR0isjiaAC9ADpFaHEyxDWAPq3IIwR0isjiaAC9ADpFaHEuYN8E7tGKPEJAp4gsjgYADN8EVqWF7sgG0KMVeYSAThFZHA0Al/AdUBygxTkANoD+rMgjhEaKvZiKgwaACw1AF2QD6M2KPEJET7EvU3HQAHChAeiCbQBtwiR6AFoQOcX+TMVBA8CFBqALDSAd4qbYo6k4aAC40AB0oQGkQ9wUezQVh682GkB4aAC60ADSIWqKfZqKgwaACw1AlyEawACOVXf6NBUHDQCXvnxuocU5GKAB3L25mwi6BpDwVBw0AFxoALoMzwDue7yXBrFvAfVmKg4aAC40AF0GaQCJHq64ons0FQcNABcagC40gHSILLo/U3HQAHChAegyPAPgM4Cm9GYqDhoALjQAZZrLpgEoE191T6bioAEAE7wDigO0OBn6YgDJHito3cjiaAC9ADpFaHEy9MYAUgU6RWRxNIBeAJ0itDgZaADKQKeILI4G0AugU4QWJwMNQBndFO97EzjbQENVI2gAvQA6RWhxMtAAlKEBeEID6AXQKUKLk4EGoIxuivnbl3wTWEROEKDFyQCdIrQ4GWgAykCniCyOBtALoFOEFicDDUAZ6BSRxdEAegF0itDiZKABKAOdIrI4GkAvgE4RWpyL4b0JnCzQKSKLowEAwzeBVQn/Ai0NQAroFJHF0QBwCd8BxQFanAMaQDpAp4gsjgaACw1AFxpAOkRNMX97eBsOA8VNEVucAxqALjSAdIia4vVedhsuCYmbIrY4BzQAXWgA6RA3xdlRlu3wCkBgN1GAFueABqALDSAdIqeYH7m/82+CXH8aAC40AF1oAOkQO8XCAR433hi5/jQAXGgAutAA0iF6itPx6F3TbZHrf+dpRnNu7UYrg3qgxTmgAehCA0iH+CmeNr8EQK4/DQAXGoAuNIB0UEjxonYt4BXQ9Rfp/+FT1JbgBQ1AFxpAOkCnCC1OBugUocU5oAHoQgNIB+gUocXJAJ0itDgHNABdaADpAJ0itDgZoFOEFueABqBMc9k0AGWgU4QWJwN0itDiXATvgOIALU4GGoAy0ClCi5MBOkVocTJApwgtTgYagDLQKUKLkwE6RWhxMiimeFU7Go71tzaT1mEJwwOgCrQ4GaBThBYng16K13u1k6Kw/tZm0josYXgAVIEWJwN0itDiZKAB6EIDUAY6RWhxLvgQMhWiptin6dCFoAEoA50itDgHHIaYDDQAXWgAykCnCC3OAQ0gGeKmONvPst2zks/j0W9nZ19SXQ9DCBqAMtApQotzQANIhsgp5h+y7FnZ5/MZgIEGoAx0itDiHNAAkiF6isVFwOi1+aXPBsA3gZMBOkVocQ5oAMogP4Q3FwG7P3ttAOHPfxqAFNApQotzQAPQBbz+5UUADaDlphvNfBp5hEn0ALQAOkVocQ7AO6DGQItzgF7/xUXA7zSAdptuNPNp5BEm0QPQAugUocU5QO+AmgItzgF+/c1wIPcQUAPrb23m08gjTKIHoAXQKUKLc4DfATUDWpyDBOqffxzTANptutHMp5FHmEQPQAugU4QW5yCBDqgR0OIcJFH/2duXrncADKy/tZlPI48wiR6AFkCnCC3OQRIdUAOgxTkAr39+YWiwIetvbebTyCNMogegBdApQotzAN4BNQZanAPk+p8fr2aBGO1+rdmW9bc282nkESbRA9AC6BShxTlA7oDaAC3OAW79r/ezKlvupwCsv7WZTyOPMIkegBZApwgtzgXyi0gtgBbnANYAzGxwuycXZiWYq4vPx3UDgVh/azOfRh5hEj0ALYBOEVqcDNApQotzAGsAk+zBt8qfs73suWtz1t/azKeRR5hED0ALoFOEFicDdIrQ4hygGkB+lL3Z+IfL7FFPZgPNXLjbeYXzlNk2TDoHwBfoFKHFyQCdIrS4TSJ3QH7cmf2hZjqIdOrvLL8rCxqAMtApQouTATpFaHEbxO6A/LjT30/HPTEAXgGkCnSK0OJkgE4RWtwmSVwB5Ee37vlPenMLyBcagDLQKUKLkwE6RWhxMsRN8XK9HIwhf5/deiZwC9bf2kxahyUMD4Aq0OJkgE4RWpwMkVOcFPEePj00vHhS/P7MuTXrb20mrcMShgdAFWhxMkCnCC1Ohtgpfn9SuTVVLg1mh/W3NpPWYQnDA6AKtDgZoFOEFidD/BRnnw63DYe//lm3KetvbSatwxKGB0AVaHEu+CZwKkCnCC1OBhqAMtApQotz0EI3dIrQ4mSAThFanAw0AGWgU4QW54AGkAxaKTZYEZj1dzST1mEJwwOgCrQ4BzSAZKAB6EIDUAY6RWhxDmgAyUAD0EXRAK4u6lZk4wFQBlqcAxpAMtAAdFEwgMVs3PN/j4vQW9/cm/IA6AItzgGwAeQ/DrZ3T1Z/9WYyMm9oALrENgDz9rV5/2KyfBPD+SY2D4Ay0OIc4BrAdLw477felX/SAGgAukQ2gPyo7Pj/ay/7y8/5+X42eucMwwOgCrQ4B7AGYFakenpoliV8vvybBkAD0CSyAVyab//5h2w5CdOd2fluh+EBUAVanANYA1iuSDU7WjoADUAtxSvbe8DZBlE1KRDXAFYr8qxnYZ2OOR0rcIrQ4hygGsB6RSpzJ9TMQ0MDUEoxPz/78nN+rwfQAJo084u2Ot/X/T4/ANApQotzgGoAldO9nImY579KirODzKwHf7236x6IyPpbm/lFW53v13s0gCXQKUKLc5CAAcxPzfMvnv8aKV4unsQbA3CvB8P625v5Rbu5BF5efPVnUWZfoFOEFucA1QDyo5tBD8Vn4cE3GoBCitNxtvvnovLFb85hiKy/tZlnuOVDsBWzPT4ERk4RWpyL5rLjpniaPV7/fr2fPfidBhA/xcVBKK2XX0AVhoFurU75/NhchznD8ACoAi1OhrgpFl85t05WXY4ZE+r+ALD+ASgvw0oD6M+i8L5EfxHs+OaULz4A7tcAeACUgRYnQ+QUv1e7/OIagAYQPcWy66/+1wrrb23mH3H2j/U3oL++qpkNiAdAF2hxMsROcXb8y02Xk3/kN1BVA+AVQHwDaBWGB0AVaHEyaKfoXJZQW1wENG4BmQePpQFM+AyABqALdIrQ4mSAThFanAwKKU7WA3CnYw5CoQHoAp0itDgZoFOEFieDQopmJMrOP8ej344zvgegbAD3PYThq9gwQIuTQTdFPoTUSHE1JWVlROL9sP7WZkLhaQDQKUKLk4EGoItOiucH5mXgnZOazVh/azOh8Pnbl3wIoy3BDrQ4GXRT5PkPnSK0OBn4DEAZ6BShxblAfRO4JdDi7LSRDZ0itDgZaADKQKcILc4B6lxAbYEWZ6XVvVvoFKHFyaBiAPmFoUkYHgBVoMU5ADcA9/mf+jOwdsqhU4QWZyfCFViHupwfr86Q0e7XujBpHoA2QKcILc4BsgHUnv89MIAWZYVOEVqclRhXYN51MdOfVOAwLOgUocU5wDWAAZz/wAaQvz28Tf8ewke5AvOti5kAcffkwrz/fnXxmbOBgqcILc4BrAEM4vzHfQawmH91k/4Nw41iwL514XoAt4FOEVqcA1gDGMT5j2sA85l5Cbj/VwCwBrBeEWwFF2SAThFanANUAxjI+d9GduQUzTps7ttuVdKsP/AzgDsvPvJNSOgUocU5QDUAnv93iJ1i4QCP67dakmb9UzIAtPl6W67tAAAMCklEQVS44x9x6HMMWpyDZAwA7fyXAfgKwJS8ZhWqCqy/tZlPo9VU3BXA5uNu5Z1iIaPGuyG/qFmOJ9kPAKwBoJ//MgA/AzCcNr8EYP2tzXwazc09z+zZzRmfv89u3RO9HSbuAWg3gEosZsxw8/kfb19+KX7MzHjErZrZsNL8AOAaAPj5L0OUYYhduHAuwlOF9bc282lkmBQBHz5dPH9/8aT4/Zk7jEJn3G8DWPT7xdfO6bg8S5yDUFL6AGQu3O2iaZyDn/8ytPsUQacILc5GlPr71+X7k8oHc/S6JgwNQBYzEPphcQQeH2WPvl6cH2Xu+6HpfACc/b8ri9gpIp//MtAAdAE3gOJL6KfDbcPhr7WXYrEPQJtrJ7mQEaOV49BnhQ08XtyJqLkfmtAHIJErgDn0+S9Dq08RdIrQ4qzEqH+kutAAZFmNQ1+PhJiOe/gQshXQKUKLs5KEAdQMwC1h/a3NfBp5hOEwUFFWZ/367Oc4dOgUocXZaSObBiBPhPr31QDiQwPQhR2QLqy/LjQAZWLfAloM+5mshh/2cyqCNrAD0oX114UGoEzsh8DZXy4uPmQPx4tJyfo5GVkr2AHpwvrrQgNQJm6KxSXAgtenWfb08EU/pyNuBTsgXVh/XWgAykROMf8wXgw/Xy5MsvXNuTXrHwx2QCWsvy40AGXip3i1GH6e/zjY3jmpmQ2I9Q8GO6AStRSvGkwIwfpbm0nrsIThAVAFWpwMNABdoFOEFicDDUAZ6BShxcnAb6C6QKcILU4GGoAy0ClCi5MBOkVocTJApwgtTgYagDK6Kd53IyLbQENVTKBThBYnA3SK0OJkoAEoQwPQBTpFaHEyQKcILU4GGoAyuinmb1/yTWBtCXagxckAnSK0OBloAMpApwgtTgboFKHFyQCdIrQ4GWgAykCnCC1OBugUocXJAJ0itDgZaADKaKSYXxgabMj66wItTgboFKHFyUADUCZ6iufHq+e7o92vNduy/rpAi5MBOkVocTLQAJSJnOJyDqAVW+63UVl/XaDFyQCdIrQ4GWgAysRN0SwKv3tyYV5Cvbr4fMzZQLFThBYnA3SK0OJkoAEoEzfFclH4NVwPADtFaHEyQKcILU4GGoAyUVNcLQq/hiuCQacILU4G6BShxclAA1Amaop3XvzlmsDQKUKLkwE6RWhxMtAAlNE1gOmYBgCcIrQ4GaBThBYnA7wBDIA4tTSsFoVfM6m9BTQAwta8C9qViYN2le1oVyYOXpWRLrUlzCCIU8sFl1n27KbHz99nt54J3EK7MnEIXnVvtCsTB+0q29GuTBy8KiNdalucARCplCWTIuDDp4eGF0+K35+5N9euTQziFN4P7drEQLvGLrRrEwO/wggXWgCZMwlpL0H4/qRy7Eev5XaMVDng+gcDqXKsfx/24owQOkB7kEoH/QGYfTrcNhz+2mBRwuYgVQ66/oFAqhzr34e9OCOEDtAepNLxA9CHvaQFUuVY/z7sxRkhdID2IJWOH4A+7CUtkCrH+vdhL84IoQO0B6l0/AD0YS9pgVQ51r8Pe3FGCB2gPUil4wegD3tJC6TKsf592IszQugA7UEqHT8AfdhLWiBVjvXvw16cEUIHaA9S6fgB6MNe0gKpcqx/H/bijBA6QHuQSscPQB/2khZIlWP9+7AXZ4TQAdqDVDp+APqwl7RAqhzr34e9OCOEDtAepNLxA9CHvaQFUuVY/z7sxRkhdID2IJWOH4A+7CUtkCrH+vdhL84IoQMQQgjBhAZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDhQZACCEDBc0AZsfjLHv4+qf/Hq73shtG7xq1yY8qbR78684ezW7K//Yd1l8X1l+XwdUfzAAmyyI88j8CiR0ALFh/XVh/XYZXfywDuMyyZ3/O83+Ps8fe+ygOwJu2bYoD8Ny1x6F8AFh/XVh/XQZYfywDOF0WftLUOu8hsQMABeuvC+uvywDrD2UA69r5FPHOTlrAD8AC1l8X1l+XIdYfygDWaB+Ay+WNuHJflQNwufpqcOovMAFYf11Yf10GVH9MA5iOQQ9A8Q/Py/9x51FNn2D9dWH9dRlQ/TENYHL3UXhjgh6A1V3Cyw5PiRKA9deF9ddlQPWHNIDCgB23xGrYGIbVcDfVYVimif0ALP9Pv6+AWX9dWH9dhlR/RAO43hcbhyt+AFb/0ucrYNZfF9Zfl0HVH9AAimp0ed4d9hKsvAbr9RUw668L66/LsOqPZwCF/3Ya7xT4ACz+16TDJSI6rL8urL8uA6s/nAHM9rrVP/QBMD/yo/4OiWb9dWH9dRla/dEMYDrOHnzrtAfJA1AOB9t8EeM0ez4dd7hHiA3rrwvrr8vg6g9mAEXGWx0fb8gcgLLY9x2Ay+zRh95eAbP+urD+ugyv/lgGUBSvs7dJHIDViyCn2d0DcL334P/p6xUw668L66/LAOuPZQBdXsBYIXEAin0UF4L5++yeA2COSl+vgFl/XVh/XQZYfygDqA6h9b7I2RiH23C41J3JmC7L1v919yHM4v/19AqY9deF9ddliPWHMoDiygfkAMx/7GfZ1sk9T+Erv/QO1l8X1l+XIdYfygDSoMdjIJKA9deF9ddFtv40gNb0+S2YFGD9dWH9dZGtPw2gLdNxn+dBwYf114X110W4/jSAdpx2uT1IOsP668L66yJefxpAOyZZ9kxbw5Bh/XVh/XURrz8NgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBgoNgBBCBko/DWD2rfjPZfbgX7VbTsejd8HlDA7WXxfWX5eE6t9HA8jfZ2/mqRyAHsL668L665JU/ftoANd7CR2AHsL668L665JU/WkA/ABIw/rrwvrrklT9aQD8AEjD+uvC+uuSVP1TM4Dp+MG/ZvtZ9vD1fD47yLLR38t/zz8+Kf7x1c/i19PM8HhxAL4X/7p1cmeT1V9bJ+oHIDFYf11Yf116V/8EDeD/XRQ4e/59+dP88/V++cfWvzYOwIvyX40fz2eVTW4aPNU+AInB+uvC+uvSu/qnZwBZtvvnfHZUFO/RN/PTXGflR9mosOT/3c8e/axcgmXZs5/z2d7iH80mhRV/H6//Khtk/AC0gfXXhfXXpXf1T9AAHpufRXVNIc3fb8xfZRnL0t8cgOWm5n+uNrnTgB+ANrD+urD+uvSu/gkawJvqz0WxCz99XP7vifllfQBWJTc/T1ebLH45vWnAD0AbWH9dWH9delf/9Ayg6rXLn6s/TNELX771FH51jJ6Xm0yKTW7+Un8Ikxisvy6svy69q3+6BlA5EMV/1hRFv+8AVI/Rg38VB2D512o/pBmsvy6svy69qz8NgB+ANrD+urD+uvSu/n0xgDeVbZK6BEsM1l8X1l+X3tW/FwZwU8/5+t9uHYA7D2EelS9kXGo/hEkM1l8X1l+X3tW/FwZQuOryreuJ7SHMrWFYq4f4Zjzuu9g5pAzrrwvrr0vv6t8PAzDDaU8W87Au/zKGvHkANl/EKCx49Pefi7fz+AFoA+uvC+uvS+/q3w8DWL9nvah8frR6Fftf92yyZRZrKLcp+Jv2PbjEYP11Yf116V39e2IA5dxKo91FcefX/8e8p3frANyajGn+HWMypsRg/XVh/XXpXf1TMwBCCCFC0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg0AAIIWSg/P9ijw7KhjJCLQAAAABJRU5ErkJggg==)