From a90f24390b37fafa5d05a5fa9c657a1ead46fc84 Mon Sep 17 00:00:00 2001
From: unknown <isabelle.sanchez@inra.fr>
Date: Wed, 30 Mar 2022 10:45:49 +0200
Subject: [PATCH] improve doc + add error messages
---
R/kafino.R | 52 +++++++++++++++++++++++++++++++++------------
doc/HowTo.R | 2 --
doc/HowTo.Rmd | 2 --
doc/HowTo.html | 22 +++++++++----------
man/kafino_fit.Rd | 28 +++++++++++++-----------
vignettes/HowTo.Rmd | 2 --
6 files changed, 65 insertions(+), 43 deletions(-)
diff --git a/R/kafino.R b/R/kafino.R
index fd6c1a4..25212d0 100644
--- a/R/kafino.R
+++ b/R/kafino.R
@@ -9,19 +9,20 @@
# version avec troncature et sous-echantillonage pour optimisation
#----------------------------------------------------------------------------
#' kafino_fit a function to detect outlier with a Kalman Filtering approach
-#' @param datain an input data.frame of WoW (unique IDE)
+#' @param datain an input data.frame of one time course to study (unique IDE)
#' @param Tvar char, time column name in the data.frame datain, a numeric vector
#' Tvar can be expressed as a proportion of day in seconds
#' @param Yvar char, name of the variable to predict in the data.frame datain
#' @param expertMin numeric, the minimal weight expected by the user
-#' @param expertMax numeric, the maximal weigth expected by the user
-#' @param X vector, a vector of initialization parameter (to be optimized
-#' or not)
-#' @param doOptim logical, if TRUE optimisation of the initial parameters
+#' @param expertMax numeric, the maximal weight expected by the user
+#' @param X vector, a vector of initialization parameter (will not be optimized)
+#' @param doOptim logical, if TRUE optimisation of the initial parameters
+#' default TRUE
#' @param threshold numeric, threshold to qualify an observation as outlier
#' according to the label_pred, default 0.5
-#' @param aa numeric, rate of weight change
-#' @param sigma2_mm numeric, variance of mm, related to the unit of Tvar
+#' @param aa numeric, rate of weight change, default 0.001
+#' @param sigma2_mm numeric, variance of mm, related to the unit of Tvar,
+#' default 0.05
#' @param K numeric, cst in the outlier function (trapezoid), by default K=2
#' increasing K, XXX
#'
@@ -31,6 +32,11 @@
#' \item{pp}{probability to be correctly weighed}
#' \item{m0}{Initial weight}
#' }
+#' It can be given by the user following his knowledge of the animal or dataset
+#' or entirely constructed by the function. In the optimisation step, this
+#' vector is initialized according to the input data (between the expert
+#' range) using quantile of the Y distribution (varying between 0.2 and 0.8 for
+#' m0 and 0.5 for mm). pp is a sequence varying between 0.4 and 0.8.
#'
#' @importFrom stats dnorm quantile na.omit
#' @importFrom dplyr mutate filter left_join arrange %>%
@@ -40,7 +46,7 @@
#' \describe{
#' \item{detectOutlier}{The whole dataset with the detected outliers flagged
#' and prediction}
-#' \item{PredictionOK}{A dataset with the prediction on possible values}
+#' \item{PredictionOK}{A dataset with the predictions on possible values}
#' \item{kafino.results}{kafino results (a list of vectors) on optimized input
#' parameters or not}
#' }
@@ -54,7 +60,6 @@
#' resu1<-kafino_fit(datain=spring1,
#' Tvar="dateNum",Yvar="Poids",
#' expertMin=30,expertMax=75,
-#' X=c(45,0.5,41),
#' doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
#' Sys.time() - t0
#' # --- Without Optimisation on initial parameters
@@ -73,13 +78,22 @@
#' resu3<-kafino_fit(datain=merinos2,
#' Tvar="dateNum",Yvar="Poids",
#' expertMin=10,expertMax=45,
-#' X=c(45,0.5,20),
#' doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
#' Sys.time() - t0
kafino_fit<-function(datain,Tvar,Yvar,
expertMin,expertMax,
X,
- doOptim,threshold=0.5,aa,sigma2_mm,K){
+ doOptim=TRUE,threshold=0.5,
+ aa=0.001,sigma2_mm,K){
+
+ if( any(is.null(expertMin) | is.null(expertMax)) )
+ stop('You have to define expertMin and expertMax.')
+ if( any(!is.numeric(expertMin) | !is.numeric(expertMax)) )
+ stop('expertMin and expertMax must be numeric.')
+ if( !is.numeric(t(datain[,Yvar])))
+ stop('Yvar must contain numeric values.')
+ if( !is.numeric(t(datain[,Tvar])))
+ stop('Tvar must contain numeric values.')
datain<-as.data.frame(datain)
@@ -402,7 +416,7 @@ kafino_fit<-function(datain,Tvar,Yvar,
for (m0 in seq(bornem0[1],bornem0[2],2) ){
for (mm in seq((m0-5),(m0+20),2) ){
- for (p in seq(0.3,0.7,0.1)){
+ for (p in seq(0.4,0.7,0.1)){
# A voir si 50 sous-echantillons au hasard suffisent. Comme dans
# Robbins Monroe, permet aussi de reduire l'impact de la troncature
Subechant=sort(sample(1:NN,50))
@@ -427,7 +441,7 @@ kafino_fit<-function(datain,Tvar,Yvar,
Tps=TpsTps
N=NN
param=c(mmopt,popt,m0opt)
-
+ print("Optimised parameters: ")
print(param)
print("-------:")
@@ -452,7 +466,7 @@ kafino_fit<-function(datain,Tvar,Yvar,
for (m0 in seq(bornem0[1],bornem0[2],2) ){
for (mm in seq((m0-5),(m0+20),2) ){
- for (p in seq(0.3,0.7,0.1)){
+ for (p in seq(0.4,0.7,0.1)){
V=KBO_vraiss(c(mm,p,m0))
if (V > Vopt){
Vopt=V
@@ -465,6 +479,7 @@ kafino_fit<-function(datain,Tvar,Yvar,
}
param=c(mmopt,popt,m0opt)
+ print("Optimised parameters: ")
print(param)
print("-------:")
@@ -474,9 +489,14 @@ kafino_fit<-function(datain,Tvar,Yvar,
# N petit, si trop petit on ne fait rien
if (N > 5) {
# Not enough data - no optim
+ if (is.null(X)){
+ X<-c(trunc(quantile(Y[1:N/4], probs = .2)), 0.5,
+ round(quantile(Y[(3*N/4):N], probs = 0.8)))
+ }
print("-------:")
print("Optimisation of initial parameters - result:")
print("Not enough data => so no optimisation performed:")
+ print("Used parameters: ")
print(X)
print("-------:")
resultat=FK_para_connu_tronc(X)
@@ -489,6 +509,10 @@ kafino_fit<-function(datain,Tvar,Yvar,
# Pas d'optimisation et test si N petit - si trop petit on ne fait rien
if (N > 5) {
# No optimisation on initial parameters
+ if (is.null(X)){
+ X<-c(trunc(quantile(Y[1:N/4], probs = .2)), 0.5,
+ round(quantile(Y[(3*N/4):N], probs = 0.8)))
+ }
print("-------:")
print("No optimisation of initial parameters:")
print("Used parameters: ")
diff --git a/doc/HowTo.R b/doc/HowTo.R
index dbb9742..adbdd0c 100644
--- a/doc/HowTo.R
+++ b/doc/HowTo.R
@@ -38,7 +38,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
resu1<-kafino_fit(datain=spring1,
Tvar="dateNum",Yvar="Poids",
expertMin=30,expertMax=75,
- X=c(45,0.5,41),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
@@ -67,7 +66,6 @@ head(merinos1)
resu3<-kafino_fit(datain=merinos1,
Tvar="dateNum",Yvar="Poids",
expertMin=10,expertMax=45,
- X=c(40,0.5,10),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
diff --git a/doc/HowTo.Rmd b/doc/HowTo.Rmd
index 5963333..6390478 100644
--- a/doc/HowTo.Rmd
+++ b/doc/HowTo.Rmd
@@ -70,7 +70,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
resu1<-kafino_fit(datain=spring1,
Tvar="dateNum",Yvar="Poids",
expertMin=30,expertMax=75,
- X=c(45,0.5,41),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
@@ -110,7 +109,6 @@ head(merinos1)
resu3<-kafino_fit(datain=merinos1,
Tvar="dateNum",Yvar="Poids",
expertMin=10,expertMax=45,
- X=c(40,0.5,10),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
diff --git a/doc/HowTo.html b/doc/HowTo.html
index 4465ba1..b91e589 100644
--- a/doc/HowTo.html
+++ b/doc/HowTo.html
@@ -242,7 +242,7 @@ div.tocify {
<h1 class="title toc-ignore">How to perform a kafino outlier detection</h1>
<h4 class="author">B. Cloez & I. Sanchez</h4>
-<h4 class="date">mars 29, 2022</h4>
+<h4 class="date">mars 30, 2022</h4>
</div>
@@ -312,30 +312,30 @@ kafino_plot(resuin=resu2,typeG="quanti",
resu1<-kafino_fit(datain=spring1,
Tvar="dateNum",Yvar="Poids",
expertMin=30,expertMax=75,
- X=c(45,0.5,41),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
#> [1] "-------:"
#> [1] "Optimisation of initial parameters with sub-sampling - result:"
#> bornem0: 40.1 43
#> m0opt: 41.3
#> mmopt: 46.3
-#> [1] 49.1 0.7 42.1
+#> [1] "Optimised parameters: "
+#> [1] 53.1 0.7 42.1
#> [1] "-------:"
# flags are qualitative
kafino_plot(resuin=resu1,typeG="quali",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
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" 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" width="672" /></p>
<pre class="r"><code>
# flags are quantitative
kafino_plot(resuin=resu1,typeG="quanti",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
-<p><img 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" 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88WnVVtdoanHy+63tTWxedyLe1WPjzrz/f2z5Wifw2be43uu/CFnz28nXriygVOr66clVA+PLs8sGTqrOPkd3zlN+46mutWXEw1zucKFVE/TXmr0hp57hPzWtaqmvPN6uq1uqz1L9r7bOWibveO6f8x9ResMbdqA7jq2wEAhGAOfF6pPfAzB4T5WYed42Z1emhidWqo5NKR7dffAz9TzOp8MZdUS7pc1+z3O9MnTZ3SX9QDP7rXbC0fj45ZqQf+ogSzb1lIKfcau4f6s6+hej5KdXnbW6XA41OSq+tK1xxfeL655yvJsvdolaa1kz3wq24hmfHnNuPbNLz8DlerszN91n9i0qvPNronuVWlLrdwtVpd0Pqz1E7Wou7cHbPfMHMDWMvbYQQ9AEVXGg6Hq/2XCgAAAGycIfQAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIwAfbLkB83r9/v+0irNPBwcGevaK1Ozg4CHv3vq+dhrSUhpSFhpROK8pIQ0qnIWWkIaXTkMJ5JcAm6YEHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAIfbLsAAADAyp49ezb594MHD7ZYEmBj9MADAEBkptP75W+BfSXAAwBATBLjugwPRSDAAwBANFKCugwPe0+ABwAAgAgI8AAAABABAR4AAAAiIMADAEA0UnaMs5kc7D0BHgAAYpIY1KV3KAIBHgAAIjMX16V3KIgPtl0AAABgZUI7FJAeeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABCBD7ZdgIxeff3Jk5d3H734zUfJTyWccvnod99//bvfv3z7NoQQws27n/3d/Xsf3biO0gIAAMCaxdED/+rrxIgeQgjh3c9/yniNT7747jy9hxDevvzuyRdfv7p64QAAAOD67X4P/LtXX3+xOL6H8Oef34ak7vZZ448Abn726Lf3ProRwrtX3//uyXdvXz45/PCbk3u64QEAANhxO90D/+7V918fpqb3EF71XoYQbn74i9QLff8PL0MIdx+dnI+Zv/HRvZNHd0MIb3//h3frKi8AAABcl90N8O++P/ziyXcv34abdx998+juoqN+/lMI4eav/zqtE/3dH37/NoRwtzrbR//R/c9uSvAAAABEYbeH0E8WmnvVW3DEn39+G8LNX3/45++//t13L9+GEMLNm3f/7re/mV6dbjzKvjo/xv7Gh78M4e3bn/8cgkH0AAAA7LTdDfA37p28uLfsoFEH/Nvvnjy5eOzt25dPvphesX7cS58wyv4XH94M4e2ffn4XElaj/9WvfpV4zz/+8Y8Zih+Tg4ODbRchAmppKVWUhVpaShUtpYqyUEtLqaIs1NJSqgg2bHeH0Gcy6lsP4ebdR9+8ePHixYsX33zz2d2bIYSXTw6/NzQeAACAfbG7PfBZjLeQu/voZLIE/Y0b935z8mH45MnLt7//w7t7WRaYXzCGflFP+/v37/OWdxcdHBzs2Stau9FHy2opnYa0lIaUhYaUTivKSENKpyFlpCGl05CCAQhsQ9w98Dfunbx48eLyBnIfVVdZYH7JEvYAAACwfXEH+IV+8eHNMO5aBwAAgD2wpwF+ZNy1fuPDX4bkND+aQv/LD61BDwAAwI6LOsC/+/7wk08++eTrV5eemU3mo/74P/08P6B+8fL0AAAAsFuiDvCjrvXwsjeX4N99/w8vw9TG7zf++tc3Q3j73fPZ4149/+5tCDd//dc64AEAANh1UQf48NH9z8Zbxn39aty9/u7V14dffPc2hJuf3Z+sbTdK8NPHvXv1/eGTl0F+BwAAIA5xbyMXbtz77We//+K7t29fPvni5fQTdx/9dnoHuRv3fvvo5y+evJw/7u6jkywbzQEAAMCWxd0DH0Y7yX3z6O7Nm+cP3Lx599E3L37z0Vwuv/HRb7559NndyWHh5t3Pvrm8AR0AAADspNJwONx2GSLz/v37bRdhnQ4ODvbsFa3dwcFB2Lv3fe00pKU0pCw0pHRaUUYaUjoNKSMNKZ2GFM4rATYp+h54AAAAKAIBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACLwwbYLAAAArOzZs2eTfz948GCLJQE2Rg88AABEZjq9X/4W2FcCPAAAxCQxrsvwUAQCPAAARCMlqMvwsPcEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAEI0HDx7keArYDwI8AABEwzZyUGQCPAAAAERAgAcAAIAICPAAAAAQAQEeAACiYRE7KDIBHgAAYpIY1KV3KAIBHgAAIjMX16V3KIgPtl0AAABgZUI7FJAeeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEPth2AQAAgJU9e/Zs8u8HDx5ssSTAxuiBBwCAyEyn98vfAvtKgAcAgJgkxnUZHopAgAcAgGikBHUZHvaeAA8AAAAREOABAAAgAgI8AAAARECABwCAaKTsGGczOdh7AjwAAMQkMahL71AEAjwAAERmLq5L71AQH2y7AAAAwMqEdiggPfAAAAAQAT3wAAAQmWfPnk3+rSseikMPPAAAxGQ6vV/+FthjAjwAAEQjMa7L8FAQAjwAAMQhJajL8FAE5sADAABjZtfDLisNh8NtlwEAAFju8ePHVzxg1dOveEFgvfTAr+z9+/fbLsI6HRwc7NkrWruDg4Owd+/72mlIS2lIWWhI6bSijDSkdBpSRpE2pKuUOXEQ/uPHjxP74TWkcF4JsEnmwAMAQNGZXQ9REOABAAAgAgI8AAAARECABwAAgAgI8AAAUHQpO8bZTA52hwAPAAAkB3XpHXaKAA8AAHG47jg9d33pHXaNfeABAIAxoR12mR54AACIhsnqUGQCPAAAxMRkdSgsAR4AACJjsjoUkznwAAAQH6EdCkgPPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAESs2yqVSqVS7WSw3Wts9wZbNTiplUqlUqnVveYbCfAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAD202DQPWnVRiukj9RqtdZJN3Up+EF36pQlh89ff/nVr2B6JftB96R1cd/ku47Xhm91Z4+uzS6Fv+JLmD28Vmtd28tNIsADAADsn0G3VatUGkftXm/q0V6v1z5qVGoLNjx782OrVGlMnTI6PHH7t8FJrTR//fPDr3c/tf5JrdI4al/cd3EhQwjhh9bM0b07t8rjf674Ei4f3uu1G5VS68c3V31JGQnwAAAA+2Zw8nmj3QshVJud/vBcv9OshhBC6LUbSRm71z5qz5xyfkLvqDJ7/OCkVjkaXf/44gb98fG9duP6MnzvqHHUC9Xmcb+/pJAj7XY7hOpxf3zscedhPddL6LZGh1+un/b0hwnXSoAHAADYM92no6zZ7Jyd1suTh8v107NOc/Tv1z8l9ldXj/tTp5Trp2f942oIIbS/uujgHpx8fnH9w4sblC+O700fv3bNztnpYbl8Ucjxq1pw02bn7LA8PnZc3FVfwuDkq3YIKfWzEQI8AADAfun+MA6b487maZXb4074N/2EM5tfHpbnHiofftkMIYTe0dNxj/Tgx+fj7Ht6+fqhfPjtKP9Ojl+3hPvWTztzhZw+/tNLxVz1JUw+EVlcP5sgwAMAAOyX+ulwOBwOzy6FzRBC+dadxScmRN0QQv3TUUIdd9pPwm/iwVO3WNDJf1WZCjmlersyf/CqL2Hw0+sMt75+H2zoPgAAAGzFYDAI/X4//PTDD89fzy5qNysh6k7rvemHUA79N6MrtBuldup9x8evWbZCTrlYtG5i1ZdwfvwCldvVEDYxDV6ABwAA2EODbuvzr9Li+mUJUTeEsMGAmsUWC7nks4PrZwg9AADAnhlteHaR3qvVarPZPD7u9PvDzuLx3ovGvCd3QDc7wyWS5pdf2WqFTLfiS0heN2CD9MADAADslckK69Vm59vpVehDCCHkz6DjDujzru7XPw3C/MW3L1Mv+aovYUnvfp7PDnLRAw8AALBPzldoqx5fTu+TFeoT9Z7/mNS7fb6o/f2PyyFcLPC24OhR/3+pVCrVrmUjuWyFTLfqSyh/fH+0l94PSQvrny9xd/0EeAAAgKI43858gaRd2Lqtxlw0rj8cbX3eO/o8KaKnbLm2Fkm3vVzIdKu+hEmCb7TmK2gy3mEDBHgAAIB9ch42e0eft7qTdDoYdFu1UuUiaybPJW83SrWT87MG3ZNWbZyMj7+9iOPn+6SH3lGl1jqZukn3pFZqLN6Efk16R5XlhUy36kuYHN9uTB0+6LZqlY3FdwEeAABgz5QPv2yOwmm7USmNVSqNdi9Um8edURBNWpGtenzcDKF3dH5WpXHU7oUQqs3O3J7y5cOz/jgAt2/GqnQAACAASURBVI+mbtIYT74/7iduQr8O1WazmljIFe+56ksoH551mtXZw8/rdFyl106ABwAA2DP107N+57hZvciV1WrzuNPvn50e1g+/HK1DnzSh++PTYb8zdV612uz0+2dJy8mXD8+Go5tMpdfRbYbXlt5DCOH2w9GLu7hp3nuu+hLqp2f9y9VzdvrxqjfOqzQcDjd1rz3x/v37bRdhnQ4ODvbsFa3dwcFB2Lv3fe00pKU0pCw0pHRaUUYaUjoNKSMNKZ2GFM4rgQ3qtkqN9vX27u86PfAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAADao2yqt6NLm6wUlwAMAAEAEPth2AQAAACiS+ulweLqx0/aJHngAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAh9suwAAAADk9B+/+P+2XYSx/+mTf2vbRdh/AjwAAEC8htsuAJsjwAMAAERLfi8SAR4AACBWQwm+SAR4AACAaA0F+AIR4AEAAKIlwBeJAA8AABArQ+gLJZYA/+rrT568vPvoxW8+Snr23fdf/+73L9++DSGEcPPuZ393/95HN3IfBgAAEAk98EXyV9suQCavvn7yMuXJT7747jyWhxDevvzuyRdfv8p5GAAAQDyGw1354vrtfoB/9+rrT1Lj+5OXIYSbnz365sWLFy9efPPos5shhJdPDr9/t/phAAAAERnuzBcbsNMB/t2r778+/CIlvYd33//DyxDC3Ucn54Phb3x07+TR3RDC29//4d2KhwEAAMRl6x3veuA3aHcD/LvvD7948t3Lt+Hm3UffPLqbfMwffv82hHC3Ojsz/qP7n92cjuYZDwMAAIjM1nO7AL9Bu72I3WShuVe9xOf//HNSMA/hxoe/DOHt25//HMKN7IcBAADEZWj0epHsboC/ce/kxb30Q979/KcQws0Pf3HpmV98eDOEt3/6+V346EbWw+b96le/SrzrH//4x+Wlj8rBwcG2ixABtbSUKspCLS2lipZSRVmopaVUURZqaSlVtBN0fRfJ7gZ4AAAAlhDgi2SvA3zGwfELDlvU0/7+/fsrl2yHHBwc7NkrWrvRR8tqKZ2GtJSGlIWGlE4rykhDSqchZaQhpdOQws4MQDCEvlD2OsAnjZrPfxgAQAjPnj2b/PvBgwdbLAlACDZwK5bdXYUeAGDXTKf3y98CbMHwL7vyxfWLOsDf+PCXYTwCfs5o3flffnhjhcMAANIkxnUZHtiu4c58sQFRB/jRKvLhTz/Pb+Q+t+58xsMAABZJCeoyPLBNW9/+3T7wGxR3gL/x17++GcLb756/mnn41fPv3oZw89d/fWOlwwAAJp5N2XZZABbbem4X4Dco7gA/jubh5ZPDr1+N+tffvfr+8MnLMBvMMx4GABBCMNcdiMe2U/vF17ZrohBiX4X+xr3fPvr5iycv37588sXLqcfvPjq5d2PlwwAAxHUgKoJzkUTeAx9CuPHRb7559Nndm5MHbt797JsXv/ko32EAQLHlSO82kwO2auur11nGbnMi6YH/6DcvXvxm4bM3Prr3m4/uLX5+tcMAADKT3oHtGpp8XiSRBHgAgB3w4MGD6S566Z18tCLWSYAvEgEeAEgmYyRSFVzR5SUSNSquRoAvkPjnwAMA1yDGZdhHW749fvz4KqVNiVJSFleX2Dij+PliZw13xrZrohAEeABgXowZY42fOCQGdemdq0tpljv+88VO2/7+cfaB3xwBHgCYEWPGWPsnDnNxXXoHYBeYAw8AxC39E4fc2VtoB+Iw/Mu2S8DmCPAAAACxMnS9UAyhBwCATbBEItdjuDNfXDsBHgCYIWPA9bFEIuu39bXrLGK3QQI8ADAvrozhEwfisstLJD6bsu2ykNW2N4+7sO2aKAQBHgBIsMsZ47K4PnGAB1O2XZYLa9yLEbgmFrEDAJLtVLRY6sGDB9N5I67CQz5rbPOL9mL0oxQDXd8FIsADAHtilDQODg7ev3+/7bLAtbvcYZ47bF/TXoxshrHrhWIIPQAARGZRh/nmS8L2bX3tOovYbZAADwAAMUnvMN9kSdgNW989zjZym2MIPQAAQKwMoS8UPfAAAFBo9mKM29ZHzhtCv0ECPEVkj1OAveFXOszJ97NgL0a2ZHDSqtVKY7XWSXew7PjJ0cla3YuDu63lx0RGgKdw7HEKsDf8SqeYlubqtWR46T0Ww+FfduRr9bJ3W6XKUbvXO/++1z5qVNaXrgc/vV7XpXaGAE+xWLIVYG/4lU6RXV+Gn8hVLrZh60vX5V3DrttqtEMI1eNOfzgcDof9znE1hNBu1E4Wd8OXD8+GCfrH1RBCqB73T+uTY/tveiGEZufS0VPHxEaAp0As2QqwN1J+bz9+/HiDBYGtkbE5t/XgnivBD06+aocQmp2zw3o5hBBCuX541mmGEHrPf1wykP7StT4/6oVQPf72sHzxaPeHdgiheruyWsF2m1XoAQCAmc/FfDoQkzhXjxv8+LwXQmh+OtsZXn94XG0f9Z7/ODiczuLpl0qM7+MB9NX7H2e9ThT0wAMAQNFZUSJeSQPKt2OlYo+Ht386P5i9fOtOCKH3pp/5St2nR70QQvPLucTff9MLoXr/Vv+kdb7uXa3WWrZI3q4T4AEAIErr2v7NihJs3Lh7PGF4e+V2NYTw+qeMQXsyEn9+XvvoDr2jRuOofb5KXq/XblRiXoPeEHoK5cGDB4v+KzJODCAuKb/SHz9+/P79+w2XB7Yl8Wfh6ul98pS/kXbf//rg3018/D/87/6f9d/rP//3Fj11HbfLYNT9Xj1+eGlZulEXfwjVZufb03o5hDAYnDz9/Kjdazdqt/tnmUfo7xYBnmK5+n9yAOwIv9JhZO5nwU9B0fzNf/t/7+G9em/6ISyP2ON16hLmuY+3kGt2ziZd8+Xy4enZrVBqtFebY79TDKGncOxxCrA3/EqHEdu/FdvWF5/Pu49cikxrx58Pn5+f/R7CZLu5SxvG1T/Ntc79ztADTxH5vw1gb/iVDhRdnKvQr8GCheyXqNyuhtDL2MO/e/TAAwBAca1rJTy2Zdtrz19YpdSLF5sfzV2/c2t5ul60kH0W0e4OL8ADAEChJQZ16T0eWx85n2cI/aLF5hcvTz9vPP89+cjBSa1UKiUtOJ/9A4KdJMADAEDRWVGCDSt/fL8aQu/o6WzEHq8qn7Aq3bxx0l9w5KiHP7R/mEvw59Pmc3Xb7wJz4AEAAKE9WpHOgS9/fL961Ou1G7Uw3udt0D35vLFoVflLlvSk1x8eV9tH05cPg27r80Z7wa5zsdADDwAAEKttz3y/sGLBy4ffdpohhF67USmVSqVSpXHUCyE0O9N7tI/HwtdO5sbaLx1qXz789rg6fflSpdEeXf/bOHeQCyFcc4AfDLojkS7RDwAAsOO2PvU97zZy5fppv3PcrE4eqDaP+5d3fks06oBPv/zh2bDfaVYn169Wm53+cNQdH6v1DaEfdE+e/vTx6eTDjG6rNvqEI4QQQrV5/O1pxB90AAAA7KA4R9CPleuHp/XD05QDDs+GhwmP10+Hw5TTLq5/elbPcFw01hPgBye1ylEvhOat0/Fmet3WVHoPIfTaR5VwK+OnKQAAAGQwHP5l20Vgc9YxhL7bqhzNjl8Yr+0XQvW4PxwO+51mCCG0v5qfuAAAAABksoYAP9p/L1SnpiuMJyRUj0fLA5Trp6PlCZ7/KMEDAACszXC4K19cv6sH+PHyf8dTS/mdR/qp1f/rnzZDCL03/SvfDwAAgJFtrz1/Yds1UQhXnwN/ef+9cX5fvCcfAAAAayE5F8j6VqGfGHXJh9D81Ip1AAAA10l+L5KrB/jK7WoIvdc/DcJoP73Bj89HE+BvV6aOGvXKzz4GAADAVViFvlCuHuDLt+6E0OsdPe1+fFovD7pPRyvST0+AH3RbjfbcY7Atz549m/z7wYMHWywJAABAdmtYhX60Pl1oNyqlUqnSGM1/b345WtNucNKqnT8ov7N90+n98rcAABCZrS8+bxX6DVrHPvD10/5xdeaRZudiQ7n2aIv4arNzdii/s1WJcV2GBwAgZsOd+eLarSPAh1A+PBv2O8fNZrN5fNy52A8+hBBCtdo87vTPTi1px1alBHUZHgCASG1787gL266JQljfKvTl+mFCRq+fDgV3AACAayI5F8g1bCMHAADAZsjvRbJ6gB8MBvlvVy6bBg8AALAmxq4XyqoBvts6X2c+l2ZnaC482/HgwYNFc91tJgcAQLQE+AIxhL6IpnPs48ePt1eQTUvM8NI7AAAR0wNfJKsG+MrDTufTyw//9FXj6Hy7uOb925/eujV6+Kcfnj9v93ohhGrz+MtPb1UqVysuVzeXYB8/flyoBDuX4Yvz2ov5qgEA9p4h9IVSWsf73W2VGu0Qqsf9xK3eB+Nx93syfv79+/fbLkJ+xpDncHBwEPbufV/7O35wcBB1FW3AHjSkDdCQ0mlFGWlI6TSkjDSkdBpSOK+Erfv3/+vutosw9n/8V3uQ9nbdGvaB77bS0nsIoVw/7R9XQ2g3WrvStorJRujFlPjmescBAPbEcGe+uH5XD/CDn16HEKr3P05bX7788f1qCOH1T1dYwR5YmU9tAAD23daDuwS/OVdfxK7/phdCuHMrfX+48q07IfR6b/oh2EgOAABgLcyBL5R1rUL/+qdBqKdE81E/PZCZZecAAMhAgC+Qqw+hr3/aDCH0jp6mzW/vPj3qhRCan1rWYItSQqB8uGvmxrcb7g4AQLKtD5w3gn6D1rCI3SjBh3aj1uomTXEfdFu1RjsE+X0HJAZ16X3XrHHZOZ/aAADst+HwLzvyte2aKIQ1BPhQP+00Qwih125USqVarTVRq5VKpUqjPdoIvrMPm8jFby62PX78eEsFIdnal53zqQ0AAOyH9cyBr5/2O+HzUVDv9dq93vwBKZvMsXnCW9E8ePDAjHoAgP1kEbsiWdciduX66dnw4aD749Ovnk8F+Gq1ef/Lhx/Xy8I7bJXQDgCwl6xCXyjrCvAhhBDK5frhaf3wdJ3XBHLR5Q4AUAwCfIGsYw48sD5rWXbOIvYAAEWx9cXnrUK/Qav2wA9OWk/fhBDC7Yeno0ntk0eymJwFLDQ3ZX3yYMbTFy1irx8eAGD/WP69UFYN8P037fZ4S7jTUJ55JIvJWewnw7bXJfeyc+mL2HtTAAAgXmudA0+xXR62LS5ehdoDACADg9cLZNU58PXT4chkT/fJI1nYCX5vLRq2vfmSAABAgWx96rs58BukB541MGw7FuY4AADsGXPgC8Uq9LBX1jJbHgAA2EFrDfCDQfekVavVSmO1Wq3WOukOBuu8CZBOhgcAKJDhcFe+uH5rC/CDk1qpUmkctXu93vljvV6v1z5qVCql2okQD5sjwwMAFMQKK5Jds23XRCGsZw784KRWOTrP7dVq9c6dOyGE8Pr163Gc7x1VaqF/Zg/4PZW4b/nkqQ0XhpHpmpfSAQD2l+RcIOvogR+cfD5K79XjTn84PDs7Ox05OzsbDvud42oIIfSOPtcNv8cSg7r0DgAA12vri89bhX6D1hDgu0+PeiGE6nH/7LB+uYu9XD886x9XQwi9o6fdq9+OnTUX16V3AAC4bsPhX3bka9s1UQhXH0I/+Ol1CKF6/G3K+Pjy4bfHzytHvdc/DUJCxmdvCO27yRwHAADYA1fvge+/6YUQ7txKz+XlW3dCCL03/SvfD8jBHAcAgD219aHzxtBvjn3goSjMcQAA2ENbj+1Xyu+Dk9bUPuStk26mddO6rVKi1qU52/muv7uuPoS+crsaQq/9Q/e0Xl98VPeHdgiherty5fsBuQntAAB7JubJ591WqdGe+r7XPmq033SGpynJMoTzadzXd/0ddvUe+NHg+ND+KmWN+cHJV+0Qlg+0BwAAoAi6rUY7nO9lNpzsX9Zu1JZtXzaaxt3sXNqKfiaZ57/+DlvDEPr6w/Ea85VaqzuYr4rBoNsabxJfPX4Y7ycdAAAAu2c43JWvlYw7eZudyV5m5frhWacZQug9/zE1YWca3n2F6++ydcyBLx9+O97qvd2oVEqlUu1cqVSqVBrt8SbxaevUAwAAsKpLvdBbs1KxBz8+74UQmp/O9vGOeofTE/Z4H7T7H6fFyytcf6etZxG78uFZv9Osnn/bO3f+QLXZ6Z+J7wAAAGu29cXr8qxiNx4F/+n8GO0M25f13/RCqN6/1T9pnS9PV6u15lanu8L1d9rVF7EbK9dPz4YPB90fn/7w/PVkSYE7d+5/+vDjell2BwAAWL8ot28b96InjIIfLZL++qdBqCenyNGpvaNG4+KxXq/dqLSbF8vTXeH6u21tAT6EEEK5XD88rR+u9ZoAAAAk+z9P/tPEx//l4b9e+73+r5O/X/TUddwu2ahvPYRqs/Ptab0cQhgMTp5+ftTutRu12/s+8nsNAX4wCHrYAQAANu9f/hf/wx7eq/emH0JiyhxvIdfsnE2WnC+XD0/PboVSo917/uPgMEuCX3z9HZd7Dvyg26qNZhxUKhfTDmJdCgAAACBKW5/6nmcO/BKLl5gvH54Nh8PLW7nXP11lgfklS9jvrlwBfnBSK1Ua7YtF6kIYTzuo1Frd9RQMAACAZba+e1y+beTWrnK7GmJeni6bHAG+2xpt6z5SrVab1erFAvTtRu1EPzwAAMAGbHvzuAurlHrxYvCjKe53buUc3z7uWr+262/bygF+cPJVe/zP6nF/ODw7Ozs9Ozsb9jvH4xTfO3qqFx4AAIAFRv3lr3+a7/xdvHz8+PmTWqlUKiUM/J5N5nmvv+tWDfCDH5+Pe9+bnZn1/cr1w2/PI3z7BwkeANiCZ8+ePX78+NmzZ8+ePdt2WQA2Yusj53MNoS9/fL+a0PnbfXrUC6F6/+NFHeSjrvXLkXPc0TzZ+D3v9Xdd7kXsEj6zGNVRCEkfdAAAXLO50C7DA0Ww7YHzF1Yr9zg9thu1VneUHgfdk1qjHZbk6/rD47nzwqDbqlWOeiFUjx9O1rbLe/0dt2qAP990L3HSwPjTkP1fOQAA2DWJcV2GBwpg64vP51uFvnz4bacZQui1G6N9zSqNo16YH+o9HjI/tdBaeTz0e3JeqdJoj078dmaMeKbrxyZ3DzwAwK5ICeoyPMCOKtdP+53j5mRF9FBtHvcvbxB3+bzDs2G/07xYSr1abXb6w9P6XC7Pe/1d9sG2CwAAAEBeW9+/7SrK9cPT+uFpygGHZ8PDxBNPz+op52W9fmwEeAAAgFitPPmcmAnwAAAA8RLgC8QceAAgeg8ePMjxFMA+2Prucbm2kSMfAR4A2AeJQV16B/be1mO7/L5JuQN8u1G6rNFOe7ZUKrW6ayo3AMCcubguvQPFsPXd4/JtI0ce5sADAPvjwYMHBwcH79+/33ZBADZGci6QVQN85Xaz2cx/u9uV/OfuioODg20XYc327xVdB7W0lCrKQi0tpYqWUkVZqKWlVFEWamkpVbQTDF4vklUDfPnwdI820ctlzz7U102x1Oh/JrWUTkNaSkPKQkNKpxVlpCGl05Ay0pDSaUhhZz6/kN8LxRB6AACAeEnwBSLAAwAAREsXfJEI8AAAEKV/8a/+dvLvf/6nf9xiSdiioQBfJPaBBwCA+Eyn98vfAntJgAcAgMgkxnUZvqCGf9mVL66fAA8AADFJCeoyPOw3c+ABAABiZQ58oQjwAAAA0RLgi0SABwAAiJcAXyDmwAMAQExSdoyzmVwBDYe78sUGCPAAABCZxKAuvRfVcGe+uHYCPAAAxGcurkvvxbX1nndd8BtkDjwAAERJaIeiEeABAABiZRu5QhHgAQAAoiXAF4kADwAAEC8BvkAEeAAAgFjpgC8UAR4AACBef9l2AdgcAR4AACBaeuCLRIAHAACIlwRfIAI8AABArMyBLxQBHgAAIFpDc+ALRICHQvsX/+pvJ//+53/6xy2WBAAASPdX2y4AsDXT6f3ytwAA7L5hGO7I17ZrohAEeCioxLguwwMARGb7yf38i+snwEMRpQR1GR4AICbDnfni+pkDDwAAEC/RuUAEeAAAgFgNjV0vEgEeAAAgWgJ8kQjwUET//E//uGiuu83kAIiCnVCBArKIHRRU4t86/gACIAp2QoWJ4fAvO/K17ZooBAEeimsurkvvAETBTqhAYRlCD4UmtAMQl/SdUP2/RhGZA18keuABAAAgAgI8AABArIY7I1fxByetWq00VmuddAfZTuvOnLfgxG6rlKjVzVXWXWAIPQAAQLziHULfbZUa7anve+2jRvtNZ3haX3JardHuTZ/Xa/ca7efH/bPD8tTDg59er7O0O0EPPAAA0UiZ5W4CPAU1HO7K14q6rUY7hFA97vSHw+Fw2O8cV0MI7UbtJK0bvttqtHshVJvj0yYn9o4qs13r/Te9EEKzc2mswJIPCHaZAA8AQEzshArTNjhGfonVyj04+aodQmh2zg7ro27zcv3wrNMMIfSe/7gwwV+cdlo/722fnBjaP0wl+O4P7RBC9XZltYLtNgEeAIDI2AkVYjf48XkvhND8dLYzvP7wuJqa4Me96p/O96HXP22GEMLrnyYnjgbQV+9/XA57xBx4AADiI7TDWJzbyC0K4uVbd0Lo9d70Q0gM3vXT4fA0+x2q92/1T1qfH42mzFerzS+/vei5j5EeeAAAgHgNd+Yru3H3eMLw9srtapjpSc9mPF7+or99dIfeUaNxNFnwrtdrNyoxr0GvBx4AACBe/f/5OPHx8n90uPZ7Df6Xk0VPXcftsjufGf/lxSr0oy7+EKrNzrjTfTA4efr5UbvXbtRuz61XHw8BHgAAIFabTM6bu9fiMfQJuq3KUS+E6vHDiwH54y3kmp2zyZLz5fLh6dmtUGq0e89/HBzGmeANoQcAAIjW1nePy7uNXJrsa8d3W7VGO4RqszPTqV4+PBsOEzaMGy12l7bO/W7TAw8AABCr4WqTz/fK4KQ27nvPPiS+cruaukrejtMDDwAAEK2tL12XYw270WLzo4Hyc0Zz1+/cWpquu63V0/tEtLvDC/AAAADx2npwz5PgFy02v3h5+pmjuq1So90L1WZnmJjeBye1UqmUtOB85g8IdpMADwAAEK2tT33PNQe+/PH9agi9o6ezEbv79Kg3sxtckm6r0miPut4vzXE/v/ytOyGE0P5hLsGfL1d/af/5WAjwAAAAsRrujNXKPUrwod2otbqjbvhB96TWmNvN/bLB6KBlA+frD4/nLh8GF4PuH8aa3wV4AAAANq18+G2nGULotRuVUqlUKlUaR70Qwuxy8uOx8LWTcQofddGH0DsanTRvMmi+fPjtcXX68qVKoz26/rdx7iAXQhDgAQAAIrb1kfO5t5Er10/7neNmdfJAtXncv7zz27TuD+3slz88G/Y7zerk+tVqs9Mfntbjje+2kQMAAIhZzNvIleuHp/XD05QDDs+Ghxff1k+Hw5SjE65/elZf5YRdJ8ADAADEauXJ58RMgAcAAIiWAF8k5sADAABABPTAAwAAxGoY9Rx4ViTAAwAAREt+LxIBHgAAIFrmwBeJAA8AABAvAb5ABHgAAIBYmQNfKAI8AABAtAyhLxIBHgAAIFrye5EI8AAAAPGS4AtEgAcAAIjV0BD6IhHgAQAA4iXAF4gADwAAEC35vUgEeAAAgHhJ8AUiwAMAAMTKHPhC+attFwAAAABYTg88AABAtPTAF4kADwAAECtD6AvFEHoAAACIgB54AACAeOmBLxABHgAAIFaG0BeKAA8AABAtAb5IzIEHAACACOiBBwAAiJYe+CIR4AEAAGI1tIhdkQjwAAAA0ZLfi0SABwAAiJcEXyACPAAAQLTMgS8SAR4AACBW5sAXigAPAAAQLfm9SAR4AACAaBlCXyQCPAAAQLwE+AIR4AEAAGIlvheKAA8AABAtQ+iLRIAHAACIlgBfJH+17QIAAAAAy+mBBwAArsu/0/jPJv/+N53/fosl2Vf2gS8UPfAAAMC1mE7vl79lPYbDXfni+gnwAADA+iXGdRl+/bae2wX4DRLgAQCANUsJ6jI85GYOPAAAQKyGur6LRA88AABAvIY785XD4KRVq5XGaq2T7mC9J+a+/o7SAw8AAMDmdVulRnvq+177qNF+0xme1tdzYu7r7y498AAAwJql7BhnM7n1Gu6MVUvebTXaIYTqcac/HA6Hw37nuBpCaDdqJ+nd5BlPzH39XSbAAwAA65cY1KX39dv64vP5VqEfnHzVDiE0O2eH9XIIIYRy/fCs0wwh9J7/mJKwM56Y+/q7TYAHAACuxVxcl96ZGPz4vBdCaH46O5q9/vC4mp6wM56Y+/o7zhx4AADgugjt1y7OVej7b5LydQjlW3dC6PXe9EMoX+XE3NffcXrgAQAAYrXtcfMXX6uUevDT6xBC9Xbl0jOV29UQwuufFnSRZzwx9/V3nR54AICN+vi/6Uz+/eN/2dhiSYA98P7f/O+Jjx/c+Q/Wf6/Xyfe6pttxmQAPALA50+l99G0RMvzf/o//7+Tf//if/NtbLAkUR0rYjuB2uce4Zzwx2jH0exDgX339yZOXCY/fffTiNx/NPPLu+69/9/uXb9+GEEK4efezv7t/76MbGyghAEAIl9L75MH9zvDT6X30rQwPLJE0+H2dJ+a+/rbFPwf+3c9/ynTcq68/+eK78/QeQnj78rsnX3z96rqKBbBz7vzN30++tl0WKKLE9L70qdjNpfeUBwFYKv4e+D///DYkdbfPevX1k5chhJufPfrtvY9uhPDu1fe/e/Ld25dPDj/85uSebnhg782F9jt/8/ev/7d/va3CAAWREtT1w0OxLV4MfrR8/J1bC8a3Zzwx9/V3XfQ98K96L0MINz/8RdpB777/h5chhLuPTs7HzN/46N7Jo7shhLe//8O76y/l/9/e/cbGkd73AX8kK45zTpAG5aEFaKFH8wOS3gAAIABJREFUQDKCxC8C9ADiKAsx4ybtnQHmruEpgVHQLdxIoSuAJ6C9NwwKITBf9FyUInAxLaVpWiIwEh0dXwhYatKmtCEfDwSuQF+4QRAJ2Ct0BFpIQBEkdtzLWeyLWS6Hu7Ozs7uzu/Psfj4Q7sj9++zsw5n5zu+ZZwBGKrPkrg4Pw/TLv/0/R90EgAppNxl8++nju3tiz69fcbEH+GQA/czF5/KK6Adv36uFEObnTtboZy8tzUjwwNjLCeoyPAyH9A7Q5NxnLs2FsPfKl+6euPnul17ZC2Hu0mfaFsgLPrHn16+42AP8ew9rIcxcPPve9vrKQmJlZX3/oPVBLfk9hOmzz4QQag/fG1JjAYDJ00jvP/p3/l67x4z3JHYAGZKEHW69cOHK3aRM/uDuxoUXboVO+brgE3t+/Wo7dXh4OOo29OFge2V5q5Z1T+qk+ORBM0utJ7u3vyeE8Oyzz2a+5zvvvNNfowGG6u/+/YWce//3f98ZWktgMn3633wr/etf/Z//1fSA/X+3NMTmDNs/+LdvZd7+X//lhSG3pKN//PuPGz//wS9PjbAlMCke3L1y/oVbzbdevnN48/njx2xcOP/KXpi7cf+tlXPdPLH4w6ISeQU+qa2HMDO/urmzs7Ozs7O5uTQ/E0LYXVvZNjQeAKiYpjr8eKf30CaoVzy9t/4KDMS552/ev3Pj8lzjhrnLN+4XSdcFn9jz61dY3BX4egG+ZQr65NLwR5X1ThX4jlPYn/T48Vit0KempsbsE5VuamoqjN33XjodqaPRdqR257pXbSJ6HSmf1VFBVetI+SfA//7nf7rP1//n//n9xs///h99uOPjR9KR0tPRV3Dy+ct/kn37rU8Ptx1RsUYKRwsBhinuy8hNL27sLGbcPjs3H3Z3a/fePlgscIm4DlPYA0TvO3/0H1ozfNXSO1Tc57/x3cbPv/2ZjxZ/4u9//qfbZfhS0vvpD51J/1okww9fBUN7Q7v0ntwlwwOVEvkQ+nY+dnYmmJ4O4FhTXJfeoSvp9N76a0eZQb309B5COP2hM+mCfLl+7ZtnGv8G9BYA5Bvr9W+9tD599pkQarWH74XQVI5PTqF/5mznKj1A/IR2KuWf/uH/bfz8H3/xJ0bYko4y4/rnv/Hdfurwg0jviSTDl16Hbwrtv/bNM1/51AflvgUAHUUd4Nufwn4ymX/s7EwItXcfHoTZE1G9fhF5I+gBYLjS6T35tbIZPqfY3kOGL6NFdZnpveNdvcksuRfP8MvfOjqacPp47Ofmxe+X0TSAyRL1EPrkOu5hd2//5O0H21/dDakLv08/d3EmhNrW7ZOP27+9VQth5uJzCvAAMDxN6T3nRqogZ8B8kbH0mek9hLB87yP9tas0OWe5OwEeqJqoK/Bh9tLSzO5WbXdtJay+em12OoRwsL/+2tpuLYSZpUuNsvz0cxdntmrpxx3sb7+2thvkd2LyD//1G42f/+g3Xh5hS4Bq+mc7f9H4+XcWfnyELcmRE9SrXIenN+3Se/3eex8pqw7/hW8/1fj5y5/8XrdPv/XpjKns/uCXq3U5g3HS5/cFkyzuAB+mF19dure8Vavtri3vpu+YX301Pf/89OKrqw+X13abHze/2nJpOaimdHpPfpXhKe7lm/+j8fMbV36m59f5J7/3sPHz7/7K2b7aRNnS6T35tbIZPhamautTfnqvP6aMDJ9Og+lfu0qGTRm+3Nq7vJrW+n1ZJlBc1EPoQ0iuJLe5Oj8zc3TDzMz86ubOtdmmXD49e21zdWm+8bAwM7+02c3l32GEmtJ7zo3QKp3eW38tLp3eW39ltJrSe86NFNRI7z/00bbHQbo6Ab50t36+7V5czl1D0xTSRvJG3bbh1qfr/8788FNf+PZTl978XimfojWvJv/6f+UYZX7wiV0a0INTh4eHo25DZMZsMNXUlOFhHUxNTYWRfu/5Qb0idXgdqaNRdaR2cb3bOny7uF5uHV5HyteuF+UH9arV4TOH0H/kx59u/Nz/3Ob9d6TW2vvffLd5IY82vTdc/i9Pmm7pmN47ro5ay8XtBiO0+7KSVzj8wQchhFMfOnN42NzItH4q8EWCX7fV3dbX7Kc+nN/CKCrP7YYP9LBdG4Ol0SRZCDBMoz9AC8CA5BTbu6rD5xTb1eHp1pkfbs696fQeQlj+1ocb/4bYrmOZYbWpDp9Tlh+ypriek94bhd9Lb+bFpMzh6JlBPT+9J04Vmw+/0bZBVGK7es1y68Mdn1j9ynO70xO6eoWCX271lwZUgZO7AIChOvPDH/3g/9WvzdaU3k+dOjlR+bc+vPmz7w+vZbmqE9qbFBkw3xSNLr35vS9/su29rc/98ie/95VPfZA+tNFVej916nRShN9+6cdan7IdQnjx+NfuTg97sfNDunvNNi/Y40lrBZpX9dPhWj5Cc4M7VqCLfUfZL57l0eNHXbwijB0BHgAYksZ47yTD56f3RMcMn74aWQUvLV589rLBzXPWrqqcvEuRsmcjw/fWgDderMTpBgBjQICHqvuj33i53WnwFTkBnuj8rZlPhBB+9Y8/CCH81i/YEETvdxZ+vN1p8FU7AT6taSx9ZnpP5GT4dHo/der0URZtW14uKxgXjLL5s20/PXXi+EW3VeiCdcje5nhrjdxFC8Wdyq2LX//L5IecbzxR8Mvqdtx1zssWfKnivah42yp4+nfH89Xzz4Hvczx8BRcIVIT9NohAZoaX3unojSs/03que5LeG371jz/omOF/91fODmcSO3qWmeGrmd5Pf+jMkx/0O01doim9p+9qV14ucsGqprHimQ8o0rx2de+yytHp/P/o8aPmwwEN3QxgHpyX36yfNBFO1f//5U/2O8d7b0/v/6JlLnvWkbPZYXDMQt+1MZsh2ZzPHY18FvqGdIavWnrXkToaYUdKZ/im9N5QpA7fmuFLT+86Ur6OvSid4Qea3tPTy3V1jnpjCH2S4c98JHW+dG49tvVdctJ7R0XSV7sM/7XFn+jqvfI9evyot3m528b1khzn7U4taZVX2H/JWPqBePSo39PCWweqNH2P1fnu+v+wJTILPcMnwHetajuXV/7b8V7LzZ/Lu0xLJrvLHVUnwFeZjtTRaDtSkuHbpfdEtxl+ELV3HSlfRVZHrZPDl5Lhew7w3ab3RLcZ/iuf+qCszPzym99Nv3v/F9ZqNCxzUH2JtdA+M3x1EiBRE+CZcIbQxy2d3pNfe8jwwNhLrvqenPTeDwPmyby0W1dzxd/6+dNJhj/9oTMhhCd/8/7pH/pwCOHw8Em7KN7VAYKCA9QLndG9ePzj11I3Fzn5fJhDiPPb0/NI9da8Xcp86U3pq13bej5TvcjMfI0Xz3xYTlcs3siG0q9UP6qDIy9/vT4oo9HanEOK/Sz/4AR4yCXAR6wpvTdulOGBcVLxOcYnSs6F2fMzfNPo3EaGTzTOOd/+pexh/9uZt77Usb3lK/f6VU8/3bmkn5OZX/76d9NhNYr6dmvtNPP4QinzzHUMh+3Se+O/odfxHQVb0tSeItq9VJKue8i93R4NKTdad/vtA0GAj1dmem/cJcMDQzCEaJ1+i+RXGT46mdPINS5d/vTU018PJ2rd/Ws9f7tVZkgoMajkxLY3XvpoKaXssl4nR6Po2tDnYsk+DaHjlcZzH9z2uR2v6N799H5FularRmfIHB5SynXve2tYQYNL1E9PPd34RMlHkN6hI+fAd23kJx8mcgJ86OZkeGecdlSRk04rTkfqqCIdqd0o+h4uJtcUrUMZGb6pI7W+RZE3GlyxaORG3otyKvChzUD3/CpoU5zrYWh6UiktZRK7gpXAImXz4h496mISu/QjM+vtrYOcM7V2pOFc7WzQE+8xIcodCNMn58AzfCrwABPkt37hTGuGLyW9h7LL4+3Se/4b9XDNMAYn/wrkja+mn93xU6dOHx4+KX7Sciic3huNLDexh16n4GpqYWttvOnBXfX8pgefOFJwsmjcf82/z/RV1nD01tdpDJtv1ehd/V8CsOePn6wS2/Xzsq5NOGTppeH4DhSkAt+1kRfQEirwQ1Ok5NXzFZXGho7U0chrp2npDF9Wem/oJ8OnO1IP7xLjfEiD22cdUJEqvbprd8p6t7pqas649FIaU0Tpk2AX6bodi+RRRLhSumUpf+ldBfhwMjl39UZ9XrXh+HU6XXah5xVdz8uzyHZtjIdEJVTgGT4BvmsV2f8OJzP8H1z62x0fn7nVrH7uGnk27rh9KmvbHLXqd6SRq1SA75M6CWVp2jCVXusuRelxPbq/oKbr3lVBKTOfZZ6O0U5vhybbnXXSw35C+phma4bv8wvqbXmO03atZwI8w2cIfcRu/tyT/Dp8kx5ONRy5pi1fV1cqGo7+r6gEZSl3SrnoMkakuloVF99dHs7Xt/i1vwi5UaTIaOcSQ3sjaU9NTV16szl+9DGx+YknVvlPIz2T2Zc/+b12E1V0nbsqlt5DyxyBvcXXphdJTsfIfGS56T30vZ/QdM5I/qGHIkpZnsBwqMB3rWoHGtMZvt3I+Zy5TwehrEMDGVu+08cfdmgzUefs6PQwn9O4UoHvaNCVih6mlOs5hyx+/S9z7i34t1lk0GaRSeyKX1OqyMNaVeoSRzHWuzpMYncyvRevded/L8kaqXggKXhadVnRveetZNLOIif8Z6b3xObF78fYkQanqZ+UOD1n6TsJvc3rOTg6UlCBZxQE+K5Ft55qe7rgIPN8/xk+P70nhrPFEuCLEOA7GuiOTsG9uq7iR/5fcZ/7kcWnocrfmR701NlVO6k+0t3lnLCdBPj+J3Vr+kbSa6RBFMxHOITtC99+qmOAz0nviTde+tEQYUcamrJGMw1iJ2EQl//oWaRrpHIJ8AyfIfRjLmfvtmmgXYlv98aLH03vMJWzo9OS3oMrQndiONyEyJ+tffulH8t5bs9/npsXvz+E/cgvfPupU6dOjA6tQnoPlZ/c/umnny79tO1+HF8E+2ieuVKuXt70FTQH9cHsVI/87LOO4Zz+NdYzU1NTjx9Xazejad1rLwgmkAA/zorv3ZayM9ru7Z6eerrfPZ6s9J6Q4dtxMa3qG9ARlpzEXm72GPR+ZGP5JMXGJPtt9/RSpcTFIbxmiao5G1yrpgMNI6+Wx3LcM6cIX+VmT5rNn32/xEnsjp9rtwcmmyH0XYtopFDxAB8GMH9p42WTHbJuk8OJbV5WgO/5gi7dyh8hNohtc/86jvvNfEA/i9EQ+o6aOlLjKxj05BRDKBjGkhUnx6NHj6r5pWSOCygxtDd6+9ivkdpdEryxGjeEvhSldKQxvlSNIfTBEHpGQYDvWkTrqaEF+Pw3SueTrrLE8TavJcCXfgGVHFW7jFzHEQ1NX0cUVwamRE0zzA2iVjOqcPjy1+sn/iR/7yMcQt/za/Zp/HaXB3R5lLEP8CErwzf1SZPY9a+sjjTyC+IOiI4UBHhGQYDvWjXXUz3sTzd2hRODC/CNInxB6R24+jbv9On883ghXunZKEKvf4m9TSlXVg7v+XTr1lXH7RefStaxBcPz8Keg7/MF+zSWu8slnGbVYhICfCgw11ppl5GbVBPSkXqmIwUBnlFwDvzkakwmVP+1vFduOjQQUpm8SJI/8ZhfKq9Zk6opH2Y61WaWgd+c+6uC72Ivp6PGjk5XQ2MK6mpKuf5ze1kTpGVdebi7hdP0CqXLfH3nGJeoytdUr76O42tMeAYwflTguxZdSml7GbmXhjSyutt9/Xb7c8nA4I7XzunqvYqo2gHmf7H3o42fMwN2t3mmXXrPeYtWAnxHBQN8P3244556a3Sv1Fzl4WRHKl79HtqEAnEZxvQHZcTvQbTTGilf1bZrlaUj5dORggo8o6ACP/7aVajSdfJyp6BvOjTQ7QWN2u7MZdUYq6Njri79XZJfW99r0DVJyjWgsTD5s7VXLbdnSvfkdDLPWEQvDqlJcYmiuD3yq7IBQFxU4LsW6YHGIczG1G6gabro139sGNwHaXf1oI4HmL/w7adai9iDyPBJer/9iz9y6Q//uuN7HSefYQ21oPoGlNsrFRTT54yM31j3jqujX/tm/bj81xZ/YgjtqWz8VjjNp3BakI6UT0cKKvCMggDftXjXU0OYjSkzA3d7wm32dYYqeUkk6F/TzOpRGH5ir2xQHLL83eVGem/ylU99MMA2VZLclU/uKkhHyqcjBQGeUTCEfoJkjqy+/eJTjx+XFhsyE0gSyL/w7acKloJl9XK1HhBp7QYmsRuC1h2ddoM+hqasHF5iutaRetYuvSd3TWCGB4CxJMBPlkaGf+PFj7785nd7mPM5X3oPMtlfTF+otuBZ9+0CfOvk9mmlXyaq8bLtDjAnTyxlBrgims5+7+eNWg/lHD55MpyzAEgbVcm9/9yuHg4AMBIC/ASp77Ufzfb0xosfrc8FVeLYn8XjH7+W/O+l7MuYfeHbT7VLL42KfXnNolnmwh/OPHyMUGt0F8UBACIiwI+Jbktqjx4/GtpZrMn00a0xPifDR5reby/8yKWdv+78uJ785txftSvC54ftLr7oheMfbxd9ToqzwIqoxlKS2wEAYiTAT5CmXfbk11LOOG099/LUh+q3nDp1Ognw7WJ8QR0v79z7xbdyL0B1/LKtuSvribcXfuTErz22qY2F7JtLfhfGl9wOABA1AX5MVHm//OU3v9uI3005vG3qdlXn8gynb5h7rCOz9QIA0CcBnvIlU9alNQrvHQvpOdpV7wd6EfvQKXc1npieBK7nE8iTOf9abV78fm8vCEyIr3zqA5eRA4CxJ8AzWIeHT9J5Ph3CW4N3eu/z9JkPZ75g0wzqZc3j3fPLNp54+ORJn+1pl96Tu2R4IF9mhpfeAWCcCPCUIGOv8cmTcFSRbsrwjRubbml6hScfvN+a4ZN4PKCLb/X8sqO6GBhAk6a1sfQOAGNGgKccXWX4w8MnTfXkzJGfTRleTgboSGgHgDEmwFOaRob/wQfvfygJ3iczfOORRdJ74skH79sZBQAACCE0D2yGfnzlUx8kefsHH7xfv+nJk/DkxGh553K3k7NkLDQAAECAp3y3Ph1COsOHEJ48+cH73//B+98XRPNlLh8LDQAACAI8A9LI8I1/jRvJ1xTXpXcAACDhHHgG5danw+U/OfFrOy5f3ERoBwAAWgnwDFDxkrvLFwMAAOQzhJ6qaIrr0jsAAECaCjwVIrQDAAC0owIPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABE4MyoGwAAANDBT37qVxo//9k3f2+ELYERUoEHAAAqLZ3eW3+FySHAAwAA1ZUZ12V4JpMADwAAVFROUJfhmUACPAAAAERAgAcAAIAImIUeAIBj5voGqCwVeAAA6sz1TdXkHEVygIkJJMADABCCub6pqsygLr0zmQR4AADM9U2lNcV16Z2J5Rx4AACg6oR2CCrwAAAAEAUBHgAAACIgwAMAYK5vgAg4Bx6AkXn99dcbP1+9enWELQFCCH/2zd9rna9OegeoDhV4AEYjnd5bfwVGwlzfAFWmAh8rZSsgaplx/fr161ZoMHJCO0BlqcBHSdkKiFrOWssKDQCgHQE+Ppl7t3Z5AQAAxpsAHxllKwAAgMkkwAMAAEAEBHgAhi1npjqT2AEAtCPAAzACmUH9+vXrQ28IAEA0BPjIKFsBY6NprWUlBgCQz3Xg43P16tXW+ers+AIxsu4CAChOBT5KylYAAACTRgU+VkI7AADARFGBBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIBZ6Mdf+qLxEc1dH2mzAQAABkQFfsylY3Drr5UVabMBAAAGR4AfZ5m5t/phONJmA0CO11NG3RYAYiXAj62c/YMq7zpE2mwAyGFkGQClEOABAAbIyDIAymISu65NTU2NugklSH+KiD7RCJsa0VIaFYuoCEupI4uoI4uoiOospevXr7e76/XXX8+5d9Cqs4iqzFLqyCKCIRPgu/b48eNRN6EEjU8xNTUV0ScaSVOTLVNES2kk4upII6EjFaEj5dOLCoqoI9muVVlEHWkkdKTg+AWjYAj92Mq59FqVr8oWabMBAAAGTYAfZ5Em3sxmR/pZAAAAyiLAT6LqT5zTFNeldwAiZWQZACVyDvw4y78kW8X3GyrePAAo6OrVq61bZJs5AHqgAg8AMFhGlgFQChV4AICBE9oB6J8KPAAAAERAgB9nJs4BAAAYGwL8mHNJNgAAgPEgwI8/E+cAAACMAZPYTQShHQAAIHYq8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABE4MyoGwAA5Xv99dcbP1+9enWELQEAKIsKPADjJp3eW38FAIiUAA/AWMmM6zI8ADAGBHgAxkdOUJfhAYDYCfAAAAAQAQEeAAAAImAWejhm2moAAKCyVOChzrTVMAZyDr05KgcAxE6AhxBMWw3deD1l1G3JkBnUpXcAYAwI8GDaauhCFGNVmuK69A4wKhU/5gvRcQ48wJgrcXKHdmNVKpiQK9gkYAJN+PQ6rcd8J3AhQLkEeCbFhG9BiULTjk4pHbXEnaf8sSr+rBhX5W4+bIzCJC2ECY+vER3zhYgYQs9EiGLQLxOutVv231FN7gB9KnfzYWMUJmkhTPga2PmJMCATFeAPttdXVhbqVta39w9G3SKGouMW1LTVjFy7vZl+9nLsPEGfyg1gEx7nEpOzEKyBgQGZnAC/v76wvLVbqx39XtvdWlte3x9lkxiGgltQ01YzQvk7c3b1YCTKDWDiXLAQAMowKefA76+v7YYQZpZWX12cnQ7hYH/7tbWt2u7aytnNjcXpUTdvmCbnxLNuXb16dewXzth/QAaq6W+k6a4hN4Yc/f+lW1fEZZK/L589bdKWAEymyajAH2x/dTeEML+6sTibhPXp2cWN1fkQQu3e25M0kH5yTjzrzdWUUbelfL59+mesSvX1/5duXRGi+tST/H357EVuHBXnJ8KATESAP3j7Xi2EMD83e+Lm2UtLMxOV4DNX69evXx96QxiB6m/pKd2Adp5cYr3K+v9Lt64IUX3eSf6+Kv7ZBxpfYzkZwTFfGISJCPDvPczK7yFMn30mhFB7+N7wmzR8sazrS+cAcJjgbz8W+V2xxLDd/ws2XmGMx6rEq/+/dOuKUOyT9tDzB7Exiu77KnEhRPHZB7QG7vgBq7MEgmO+MACTcA78wcN3QwgzZz/Wcs/Hzs6EUHv34UGYbT0N/tlnn818uXfeeafkBlbA1NTUqJswQNevX28daNDt0IMxXkRlfbQxXkQlareUMntpKGOMTNMrV3/QjY7UUW+LqP8FG9dXM7jW9vxHVMrGqLiOS2AkX+hwFkKJH63PlxrVGniYX27H96r+dgfiMgkBHuLLMEyg1v3asjqqDg9l6fOvycYoTN5CGPsPCAyZAF8fQ99agW9XaX/8+PGgWzR8Y/mhmqRHbXX1eZNDy2O8iEr5aFNTU2O8iEpRpCM1jS2cwEWqI+XrZ3XU/4KN6KsZXEfq/2V73hh1K+fFR75dG/RCKOs1410jDafZI+9IVRDX0CTGw0ScA99B1uD68eNU8Enm24dJ0P9funVFiGohRNTU0vns/TwAiJoAP0EyV+hGdk0IM8HCJOj/L926IkS1ECJqaul89m7vAsbDJAT49pPNJ9PTP3O2dfz8uDIX6CTz7cMk6P8v3boiRLUQImpq6Xz2IjcCY2YizoFvN9l8++npx5mV+yTz7cMkKOVKgaW0JGoRLYSImlo6nx2YNJNQgQ/Tz12cCaG2dXv/xM37t7dqIcxcfG5yCvAAAADEaiICfD3Bh921lfX9gxBCCAf72ytru0F+BwAAIA4TMYQ+hOnFV1cfLq/t1nbXlndTt8+vbizK7wAAAFTfZFTgQwjTs9c2V5fmZxo3zMwvbe5cmx1hkwAAAKCwCanAhxBCmJ5dvDa7eG3UzQAAAIDuTUwFHgAAAGImwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACJw6vDwcNRtgEp79tlnQwjvvPPMbxfNAAANE0lEQVTOqBtC3HQk+qcXUQodiVLoSDASKvAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARMB14AEAACACKvAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARODMqBsAlXawvbK8VZtZ2txYnM572P727a/e263VQgghzMzMX/zspcXZ1mcc7K+/9tXGw+aXsh/FiOyvL6zthvnVnWuzxZ5QsHsUfbH11+516BxJC1t10WYGbLS96GQz2rSi6PqKUYqgI9mixWCUHanwquZETwozM/OfffWargTtqcBDv/bXV5bXthqbnhBqtd2tteWV7YMTDzvYX19YXks/bHdrbXllfX+ITaWq9tcXlreaO0dL3zh4+O5wm0Wk9tczD/QkdxVaX0HI7Ui2aOQruqpp6UmhVtvVlSDXqcPDw1G3AWJWr4nOzK8eHTA+2N9+bW2rFk7URZNj2iGEmaXVV5Mj0Af766+t7dZC2RUTonPUiY76RqMLNfWNrkspTKCD/fXleupq7SoF11eQ35Fs0chXdFVz1JOOH9hu+wccU4GHfhxsf3U3hDC/unE83Gt6dnFjdT6EEHb3jo4g79+u7+tsbjTGj03PXttYnQ+htnXbgeZJdtyJjvpGowvV7r2dKlbs7+2GEGbOfmwUrSQCB/vb6yvLbWumhddXTLhOHckWjXyFVzX1npR+4PTs4sbm0oyeBDkEeKK3v76wsLCwvh/Cwfb6ysLCwsLCwsr60SCt1G0r2/vNg0QP9rfXV+r3J49ZP/mgg+2VhYWF9qNL33tYCyHMzzXXrWbn5kMI4d2HyRPrQ5/nP9t8NDl5nB3najjuSo1fmr76pD8cPaS5ezSef7B/3K2au1SLg7fvZXWi2UtLMycTfNKLZi4+pyRRZaPpRcnrLK9t7dbCzPzqZrKf3Kzg+ooqqHJHskWLyEg6UtFdo6Oc3zz2Z3pxY2dnx5AgaMckdoyLh9sryeCsEEKo7W4tvxs2P/swVUOo1bbWXgupEVn76ytru7UTL1Kr7dbWdh8WH0k6e21n51rRJmaVTj92diaE2rsPD4IJW8bEu19dWU6fzbe7ld+l2u3pTJ99JoRa7eF7IUwfP3Dm4tn3ttdf20p6rrl+xlW3vaiuMY/Y/l7W3V2trxgHg+lI9QfZok2OLjtSwVVNu60f0IEKPGNid2srzK9u7uzs7GyuLs2EEGpby2u7M823NUZk7a+v7dZCmFlKHrCTPCoZ3vXVvudzqg92ViydQLVa7agr7myuzs+EkFuRqtfV2+0KH1dFkwfWttbWthrHnWq13bXlBXP9jJ8ue1EISc1q41pPs4BbX42t4XYkxlYPHSnLyVVNauuXLu8XGigCk02AZ1zMLB1VIqdnn7s403Lb4mdPjNyqb0aWXk3vpkwnw5ZD7eF7fbXlaFhYY3zh9NlnQuYJXfXzvxgnM0ub1xons1/7bFmDk5NaRQhHB6V2djY3l+ZnQgi7a6YQHzsD6kVZWtZXjJGBdCRbtMlTRkdqt6p5e30l44IGtmrQngDPmDhRPEr2LnILSrPXdnZ2durj6Q8ODvb3t7fX1+vz6vZnfz2ZU3Xp0vGwsPqRgd21lfXGgeWD/fWV+gj/fo8YUCXPnE13u6SO3vs3fPTMo7NO03P9TC9ey5rsjjFQbi/KkbW+YnwMpiPZok2c/jtS66omOSpd29rarR0fmD4q8Ne2XhPhoR3nwDPBjq56U6b6LszM/OrJy59ML766dG95q1bbXVtOTe07v7T07tZWzcTiY6TkL/Po5aYXN3YWM+6fnZsPu7u1e28fLCqgjo8hrRLara8YF4PqSLZoE6bfrzR3VXPyenHTs9c2VsPC2m5t6/b+onnsIIsKPGPi5NHhAg62V5Yb6X1mZmZ+fmlpdXNzaab3NhxsrywcXQa3daMzvbixuZoMeU7ecn51c+fac72/HYQw0OIs4yx/fQX5bNEoqO2qJtl4ZQ2WrA/xcGEMaEMFnsl0sP1a/eKjmyfm8D542OsrHs1pf/JQ8knTs4vXZhdPTM26/7AWejj8wNhomWy+4b1u+oaSF90osr6CfLZodFRgVdO+u2RtGIGgAs+kSrLRzNKlppl2jyYK687B/npyfHl+dae7veH6XHrC1wRrmmy+4eT09E1X6k3pKudDH+sryGeLRkqnVc10MuFwVp29vo+mJ0E2AR5Skr2PLsdt7a8vr+2G/IGoSfxqnlW1PiWrqzdVUdbI9IO375U/xXKyD9MyoXMynXOjb9QnZmy5bs/RtL4upFtJQ+tFxRVZX1E1VetItmiRGmZHKrCqaX85A1e2hFwCPJOpvhXbup2aQXd7ZWFtN+9JWQ62V442UXmlrKPN1GuNKXsP9rdX6lOyvqoIVkFHiXmt/pU1vrDy3ympQqQmdD7YT7pVev8lY9rng/31FTOIV9rwelExBddXVE3VOpItWqSG1pEKrmpS27Xt9IatefsHnOQceCbT9OJn57fWdsPJGXTDzNLqxXtrW5lnJGc6uuptbWt5YSvj/vnVneTQ8+y11fl313abpuy1s1Nhs5eWZna3auk+Mr+6Gta6P8rTyfTiq6sPl1t7x8n5ettM+xzC/Ko+VFnD60VFFF5fUTXV6ki2aNEaUkcqvKqZXtxYfbiytlvb3VrbTT/SpTEgjwo8k2r2WnoG3foUuhuLs8nx6YJj6I+G3Bd7w43N1fmZlne0haqq6cWNzdQky/OrmwMLN9NN3THMzC9ttmSp6cWNnYw+dG1WH6quIfaijrpZX1ExVepIIQRbtFgNpSN1taqZvZZcz+BkV3KGD+Q5dXh4OOo2AFTB/vrC2q4qJH3RiyiFjkQpdCQYQyrwAAAAEAEBHiCE0HzdNuiFXkQpdCRKoSPBODKJHcDB8Uy8LqhOj/QiSqEjUQodCcaWCjzAew+TvZyZ+VXnCdIjvYhS6EiUQkeCsWUSOwAAAIiACjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAZgsd6+cynHhwoULVzbuPhh1KwEAWgjwAHBsb29v79YrL5w/deHKhhQPAFSKAA8AGfZuvXL+ggwPAFSIAA/AZLp857DV/fv379y4PFd/yN4r56/cHWkjAQCOCfAA0HDu3LnnV26+df/GUYa/9UVVeACgIgR4AGh2buWtO5eTH/de+ZIiPABQCQI8AGR4/uZRhL/1ZmuCf/Dg7saVCxdOTl/fPHv9g43kAVmn0h/NhW+IPgBQmAAPAJnO/1R9HP13/vxkLr975cL58y+8cmtvL3Vrffb6C6lEfu7jn0juuv2N5gT/4M+/E0II4fKLz5febgBgXAnwAJDp3GcuJQl+70/vH9/6YONzL9zaCyHMXb5z/3jyuzv1me/2br1wHOGffzEp4rck+AffuL0XgvwOAHRFgAeA4u5+6ZUket956+bz5xo3n3v+ZuOs+VTBvpHg04cA5HcAoDcCPAB0cBzJ7755K4QQ5m78q9bofTTkPp3WjxL8ifPo5XcAoCcCPAB08ImPH9Xan795eHh4ePjWyrnWRx2d8n5CRoKX3wGA3gjwAJDt/p/udXjEgwcPHty9e/fuxpUrFy6ceuFWxkNaErz8DgD06MyoGwAA1XQ0U3yY+6nzJ++4e+VzXzw5B32O51+8HG7dCuHWm3dvPv+8/A4A9EwFHgCyHCXtMHfpM8cD5h9sXDh1/oXj9D43N3f58uUbN+7cv394NItdk6MafHImfb2sL78DAF1TgQeADEfTzafPgA8PNj6X3Dp3+c5/Ss9CH0II4X7IVq/B793+xoOVjyez4MnvAED3VOABoNmDu1eOTmhPTzh/VJSfu9Ga3hsz1Geo1+D3bn/jrvwOAPRMgAeAhgcP7m5cuXDhfGM+usu/njXhfNYzN77YLr+nEvwXvxOC/A4A9EaAB2Ay3XrhVKvz5194JXWC+437N9NR+9xnLs2FEMLeK5+7cvfo0vDhwYO7Vy6cOv9KY1K748vGNxwl+L29IL8DAD0S4AEgw9zlO/dbLvd+buXXLycR/tYL51Oh/9ZemLt8486NuRBCCHt/2no2/NFMdkF+BwB6JcADwLG5ubnLN+7cv3/4VsZZ7iGE52++df/Ojctzc6lnXL5x5/79t26uPL/y603XfE8/8SjBy+8AQI9OHR4ejroNADD+HmxcOP/KXrh85/CmBA8A9EIFHgCGoD6Dvfo7ANAzAR4ABk9+BwD6JsADwIA9uLvxuVf2Tl5THgCgW86BB4BBqZ/3Xuf0dwCgLyrwADAo5z7+ifpPc5fv3JfeAYC+qMADAABABFTgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAi8P8BtlKAULHlr8oAAAAASUVORK5CYII=" width="672" /></p>
<div id="prediction-of-the-weight-on-the-cleaned-dataset" class="section level3" number="2.2.1">
<h3><span class="header-section-number">2.2.1</span> Prediction of the weight on the cleaned dataset</h3>
<pre class="r"><code>kafino_plot(resuin=resu1,typeG="prediction",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
-<p><img 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" 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" width="672" /></p>
</div>
</div>
</div>
@@ -368,30 +368,30 @@ head(merinos1)
resu3<-kafino_fit(datain=merinos1,
Tvar="dateNum",Yvar="Poids",
expertMin=10,expertMax=45,
- X=c(40,0.5,10),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
#> [1] "-------:"
#> [1] "Optimisation of initial parameters with sub-sampling - result:"
#> bornem0: 26.4 40.4
#> m0opt: 28.2
#> mmopt: 33.6
-#> [1] 29.4 0.7 26.4
+#> [1] "Optimised parameters: "
+#> [1] 35.4 0.7 28.4
#> [1] "-------:"
# flags are qualitative
kafino_plot(resuin=resu3,typeG="quali",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
-<p><img 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" 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" width="672" /></p>
<pre class="r"><code>
# flags are quantitative
kafino_plot(resuin=resu3,typeG="quanti",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
-<p><img 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" 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" width="672" /></p>
<div id="prediction-of-the-weight-on-the-cleaned-dataset-1" class="section level3" number="4.1.1">
<h3><span class="header-section-number">4.1.1</span> Prediction of the weight on the cleaned dataset</h3>
<pre class="r"><code>kafino_plot(resuin=resu3,typeG="prediction",
Tvar="Day",Yvar="Poids",Ident="IDE")</code></pre>
-<p><img 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" 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" width="672" /></p>
</div>
</div>
</div>
diff --git a/man/kafino_fit.Rd b/man/kafino_fit.Rd
index f1dfcd8..0acbcc3 100644
--- a/man/kafino_fit.Rd
+++ b/man/kafino_fit.Rd
@@ -11,15 +11,15 @@ kafino_fit(
expertMin,
expertMax,
X,
- doOptim,
+ doOptim = TRUE,
threshold = 0.5,
- aa,
+ aa = 0.001,
sigma2_mm,
K
)
}
\arguments{
-\item{datain}{an input data.frame of WoW (unique IDE)}
+\item{datain}{an input data.frame of one time course to study (unique IDE)}
\item{Tvar}{char, time column name in the data.frame datain, a numeric vector
Tvar can be expressed as a proportion of day in seconds}
@@ -28,19 +28,20 @@ Tvar can be expressed as a proportion of day in seconds}
\item{expertMin}{numeric, the minimal weight expected by the user}
-\item{expertMax}{numeric, the maximal weigth expected by the user}
+\item{expertMax}{numeric, the maximal weight expected by the user}
-\item{X}{vector, a vector of initialization parameter (to be optimized
-or not)}
+\item{X}{vector, a vector of initialization parameter (will not be optimized)}
-\item{doOptim}{logical, if TRUE optimisation of the initial parameters}
+\item{doOptim}{logical, if TRUE optimisation of the initial parameters
+default TRUE}
\item{threshold}{numeric, threshold to qualify an observation as outlier
according to the label_pred, default 0.5}
-\item{aa}{numeric, rate of weight change}
+\item{aa}{numeric, rate of weight change, default 0.001}
-\item{sigma2_mm}{numeric, variance of mm, related to the unit of Tvar}
+\item{sigma2_mm}{numeric, variance of mm, related to the unit of Tvar,
+default 0.05}
\item{K}{numeric, cst in the outlier function (trapezoid), by default K=2
increasing K, XXX}
@@ -51,7 +52,7 @@ kafino results
\describe{
\item{detectOutlier}{The whole dataset with the detected outliers flagged
and prediction}
-\item{PredictionOK}{A dataset with the prediction on possible values}
+\item{PredictionOK}{A dataset with the predictions on possible values}
\item{kafino.results}{kafino results (a list of vectors) on optimized input
parameters or not}
}
@@ -66,6 +67,11 @@ The initialization parameter vector X contains:
\item{pp}{probability to be correctly weighed}
\item{m0}{Initial weight}
}
+It can be given by the user following his knowledge of the animal or dataset
+or entirely constructed by the function. In the optimisation step, this
+vector is initialized according to the input data (between the expert
+range) using quantile of the Y distribution (varying between 0.2 and 0.8 for
+m0 and 0.5 for mm). pp is a sequence varying between 0.4 and 0.8.
}
\examples{
data(spring1)
@@ -76,7 +82,6 @@ t0 <- Sys.time()
resu1<-kafino_fit(datain=spring1,
Tvar="dateNum",Yvar="Poids",
expertMin=30,expertMax=75,
- X=c(45,0.5,41),
doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
Sys.time() - t0
# --- Without Optimisation on initial parameters
@@ -95,7 +100,6 @@ t0 <- Sys.time()
resu3<-kafino_fit(datain=merinos2,
Tvar="dateNum",Yvar="Poids",
expertMin=10,expertMax=45,
- X=c(45,0.5,20),
doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
Sys.time() - t0
}
diff --git a/vignettes/HowTo.Rmd b/vignettes/HowTo.Rmd
index 5963333..6390478 100644
--- a/vignettes/HowTo.Rmd
+++ b/vignettes/HowTo.Rmd
@@ -70,7 +70,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
resu1<-kafino_fit(datain=spring1,
Tvar="dateNum",Yvar="Poids",
expertMin=30,expertMax=75,
- X=c(45,0.5,41),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
@@ -110,7 +109,6 @@ head(merinos1)
resu3<-kafino_fit(datain=merinos1,
Tvar="dateNum",Yvar="Poids",
expertMin=10,expertMax=45,
- X=c(40,0.5,10),
doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
# flags are qualitative
--
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