diff --git a/R/graph_functions.R b/R/graph_functions.R
index 965dc5a550c90f3fa047d17eee9ac4d8a7fccaeb..7524caacc5a124b878d4171f0c98a26485daa368 100644
--- a/R/graph_functions.R
+++ b/R/graph_functions.R
@@ -32,7 +32,6 @@
 #' resu2<-kafino_fit(datain=spring1,
 #'               Tvar="dateNum",Yvar="Poids",
 #'               expertMin=30,expertMax=75,
-#'               Max=100,Min=10, 
 #'               X=c(45,0.5,41),
 #'               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
 #'               
diff --git a/R/kafino.R b/R/kafino.R
index 8a0adcc1bc49f23c8d026df5e6c8db854ada1b65..fd6c1a4ca9acfbee2a76758f62fdb56600a788fd 100644
--- a/R/kafino.R
+++ b/R/kafino.R
@@ -15,8 +15,6 @@
 #' @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 Max numeric, a max weight for the algorithm, ex 100
-#' @param Min numeric, a min weight for the algorithm, ex 10
 #' @param X vector, a vector of initialization parameter (to be optimized 
 #'          or not) 
 #' @param doOptim logical, if TRUE optimisation of the initial parameters
@@ -56,7 +54,6 @@
 #' resu1<-kafino_fit(datain=spring1,
 #'               Tvar="dateNum",Yvar="Poids",
 #'               expertMin=30,expertMax=75,
-#'               Max=100,Min=10, 
 #'               X=c(45,0.5,41),
 #'               doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
 #' Sys.time() - t0
@@ -65,7 +62,6 @@
 #' resu2<-kafino_fit(datain=spring1,
 #'               Tvar="dateNum",Yvar="Poids",
 #'               expertMin=30,expertMax=75,
-#'               Max=100,Min=10, 
 #'               X=c(45,0.5,41),
 #'               doOptim=FALSE,aa=0.001,sigma2_mm=0.05,K=2)
 #' Sys.time() - t0
@@ -77,13 +73,12 @@
 #' resu3<-kafino_fit(datain=merinos2,
 #'               Tvar="dateNum",Yvar="Poids",
 #'               expertMin=10,expertMax=45,
-#'               Max=100,Min=10, 
 #'               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,
-                     Max,Min,X,
+                     X,
                      doOptim,threshold=0.5,aa,sigma2_mm,K){
   
   datain<-as.data.frame(datain)
@@ -103,8 +98,10 @@ kafino_fit<-function(datain,Tvar,Yvar,
   Tps<-tp.dt[,Tvar]
 
   #--- function defining an outlier distribution (Surface of a trapezium)
+  # uses expertMin and expertMax
   loi_outlier<-function(y){
-    2/((K+1)*(Max - Min)) + (2*(K-1)/(K+1))*((y - Min)/((Max - Min)^2))
+    2/((K+1)*(expertMax - expertMin)) + 
+    (2*(K-1)/(K+1))*((y - expertMin)/((expertMax - expertMin)^2))
   }
   
   # les variances de mm, m0 et pp
@@ -262,8 +259,8 @@ kafino_fit<-function(datain,Tvar,Yvar,
   # je calcule 10^N fois Lu et 10^N q. Au total pr chaque donnée 
   # je multiplie par 100 mais comme c'est l'ordre de grandeur de loioutlier() 
   # ca ne me parait pas disproportionné. 
-  # Au lieu de 10 et 10 je fais simplement sqrt(Max-Min)
-  dix=sqrt(Max-Min)
+  # Au lieu de 10 et 10 je fais simplement sqrt(expertMax - expertMin)
+  dix=sqrt(expertMax - expertMin)
   
   KBO_vraiss=function(Param){
     #notation
@@ -342,7 +339,7 @@ kafino_fit<-function(datain,Tvar,Yvar,
       qnew=rep(0 ,2^(kappa+1))
       diffTps<-Tps[k+1] - Tps[k]
       #--- numérateur de pu0     
-      tpbeta<-loi_outlier(Y[k+1])#dbeta(Y[k+1]/Max,alpha,beta)
+      tpbeta<-loi_outlier(Y[k+1])
       pnew[1:(2^kappa)]=p[1:(2^kappa)]*(1-pp)*tpbeta
       Lnew[1:(2^kappa)]=L[1:(2^kappa)]*tpbeta
       mnew[1:(2^kappa)]= m[1:(2^kappa)]*exp(-aa*diffTps) + mm*(1-exp(-aa*diffTps)) #m_u0
diff --git a/doc/HowTo.R b/doc/HowTo.R
index cf1f580f5d4d0d73a932eb13dadd1864e399c7bf..dbb9742b203e99fff3de11eb67b209776d4a2720 100644
--- a/doc/HowTo.R
+++ b/doc/HowTo.R
@@ -22,7 +22,6 @@ head(spring1)
 resu2<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -39,7 +38,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
 resu1<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -69,7 +67,6 @@ head(merinos1)
 resu3<-kafino_fit(datain=merinos1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=10,expertMax=45,
-              Max=100,Min=10, 
               X=c(40,0.5,10),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
diff --git a/doc/HowTo.Rmd b/doc/HowTo.Rmd
index a16fbd153f1d05f3364a43eafda14379e7e33fa4..59633334b84e75cf9f1e90c65040c6335270b05b 100644
--- a/doc/HowTo.Rmd
+++ b/doc/HowTo.Rmd
@@ -52,7 +52,6 @@ head(spring1)
 resu2<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -71,7 +70,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
 resu1<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -112,7 +110,6 @@ head(merinos1)
 resu3<-kafino_fit(datain=merinos1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=10,expertMax=45,
-              Max=100,Min=10, 
               X=c(40,0.5,10),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
diff --git a/doc/HowTo.html b/doc/HowTo.html
index 29b00faf74d3e2c67e6be809ed541ee777281a20..4465ba14e244d3c4653e4b1efbd0520bead67795 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 &amp; I. Sanchez</h4>
-<h4 class="date">mars 24, 2022</h4>
+<h4 class="date">mars 29, 2022</h4>
 
 </div>
 
@@ -289,24 +289,22 @@ head(spring1)
 resu2&lt;-kafino_fit(datain=spring1,
               Tvar=&quot;dateNum&quot;,Yvar=&quot;Poids&quot;,
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
 #&gt; [1] &quot;-------:&quot;
 #&gt; [1] &quot;No optimisation of initial parameters:&quot;
 #&gt; [1] &quot;Used parameters: &quot;
 #&gt; [1] 45.0  0.5 41.0
-#&gt; Joining, by = &quot;rowNum&quot;
               
 # flags are qualitative
 kafino_plot(resuin=resu2,typeG=&quot;quali&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 <pre class="r"><code>            
 # flags are quantitative
 kafino_plot(resuin=resu2,typeG=&quot;quanti&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 </div>
 <div id="initial-parameters-optimized" class="section level2" number="2.2">
 <h2><span class="header-section-number">2.2</span> Initial parameters optimized</h2>
@@ -314,7 +312,6 @@ kafino_plot(resuin=resu2,typeG=&quot;quanti&quot;,
 resu1&lt;-kafino_fit(datain=spring1,
               Tvar=&quot;dateNum&quot;,Yvar=&quot;Poids&quot;,
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
 #&gt; [1] &quot;-------:&quot;
@@ -322,24 +319,23 @@ resu1&lt;-kafino_fit(datain=spring1,
 #&gt; bornem0:  40.1 43 
 #&gt; m0opt:  41.3 
 #&gt; mmopt:  46.3 
-#&gt; [1] 47.1  0.7 42.1
+#&gt; [1] 49.1  0.7 42.1
 #&gt; [1] &quot;-------:&quot;
-#&gt; Joining, by = &quot;rowNum&quot;
               
 # flags are qualitative
 kafino_plot(resuin=resu1,typeG=&quot;quali&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 <pre class="r"><code>            
 # flags are quantitative
 kafino_plot(resuin=resu1,typeG=&quot;quanti&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" 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=&quot;prediction&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 </div>
 </div>
 </div>
@@ -372,7 +368,6 @@ head(merinos1)
 resu3&lt;-kafino_fit(datain=merinos1,
               Tvar=&quot;dateNum&quot;,Yvar=&quot;Poids&quot;,
               expertMin=10,expertMax=45,
-              Max=100,Min=10, 
               X=c(40,0.5,10),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
 #&gt; [1] &quot;-------:&quot;
@@ -380,24 +375,23 @@ resu3&lt;-kafino_fit(datain=merinos1,
 #&gt; bornem0:  26.4 40.4 
 #&gt; m0opt:  28.2 
 #&gt; mmopt:  33.6 
-#&gt; [1] 45.4  0.7 28.4
+#&gt; [1] 29.4  0.7 26.4
 #&gt; [1] &quot;-------:&quot;
-#&gt; Joining, by = &quot;rowNum&quot;
               
 # flags are qualitative
 kafino_plot(resuin=resu3,typeG=&quot;quali&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 <pre class="r"><code>            
 # flags are quantitative
 kafino_plot(resuin=resu3,typeG=&quot;quanti&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdX2xsd2If9h+3i8D/Hnmf5AV8AVLYKLcFCmwq7NCLrFIjLqlCvi3km62DSG2aktn1LUg9yAUqtb1tpQJZPYhs765CNnErFdk410IqC10yW7iWgzXHUGIgQHsjGyKBa2Ctp3sf114jCHb6MOTwcOacM2fOnP/n8wEfyJk55/zOv+F85/dvZTQaBQAAAKDZPld3AQAAAID5BHgAAABoAQEeAAAAWkCABwAAgBYQ4AEAAKAFBHgAAABoAQEeAAAAWkCABwAAgBYQ4AEAAKAFBHgAAABoAQEeAAAAWkCABwAAgBYQ4AEAAKAFBHgAAABoAQEeAAAAWkCAn3Z+sLGysrKysrJxcF7dRk92NjYutruysrKysXFwcrKzUn1B2iv2cLXsGLasuMXo106fn58cTN/rGzsHJ+m7PjlGyVKO3sU2I1vcOTg5z3Cwcy94fS3jd9SkAmbYtwz7mbeo1R6bes5j/tNY85UTro5YL94cACCrEded7Q/GR2awf1bNFo+3BzOnZbB/drwdKi5IO5wd728PZo9J7OFq2TEso7gJh6sGi5y4Tpq8tcQabB/nWzD16J3FvbtMNphywHMvmFT2pNM7Of/ZxKwmb1FTl0u7GPMuWMN5zL2P9V85o+i10fk3BwBYgBr4up3sbB0NZx699fRaDWVpvPODjZX1rb2YA0aM5hyu5pSkLucHG+t7abs/PNpa2TmJfersk5zH7WRnPe7dZbLB9YQN5l9wdj2pO724mXfGvEWds9zeenKTgZwLVn8e8xe19isnjP81Zn0tAPRK3d8gNE7FNfCRSpnB/mLVEz2UUlvbhYrcovehOcekOSWpR7SaebB9fHZ1EM6O96MVlnHV8HnfkiIbHWxfvbmcHe/P2WDuBa8X+3rdev4zf/UemXLbL1jUpOWuVR/HFTn3gtWfx/xFrfnKmV7VUlcPAHSPAD+t4gB/9TEl28eafhPga11fF0pSi+hdnhrtYg/QZOmF3iIi60wNdzMbzL1gdB2zzajznvm0DeYtatpXAqlrzb3gtfJUch7zF7XWK2fmxctdPQDQRZrQN8XgmfW6iwCU4OSDi6bAg/1XN+P6xqztvn4ZWIafnE09ef7pw4ulF3mLOP/ug4uGzNvHh5szT28eXkak4YPvXmtGnXvBy+VPDnY2Js2oB/N7fae6akY92H93d+rY5S1qZLnXp9cZrp2Nh58mHZvFFgyh6vOYv6i1XTlXKzrYGJ/1wbKXDwB0kgAPUKKr5Hbn+aShLTZvz89TiwyMEQlTt2ez1LUtXo9TuRccL32wERnqYLB/dvr6VFXqQlLje+6izl8uQe4Fry9cxXnMX9SarpzIeg5eHo+bMNh/9/VbC5QcAPpCgF/MZJK5lZWVnbi5n85PDq7Nn5M0hc7liibD9Az31q9WHELS9FqTRy/GAoqdrid9F2bnrJu7zDwLrXPuvGFXB3ky4NHFQ7NHK316oXmbmjp6qcWelGrnJFxM/DdZamNnkVmOpuZY2tiIvZLiF81W4IUO1yIHYeHF5pdkzjnKd2nlvjvKsLZ7Om7vdBpTFTrXZOSzhSpuMywVH6dyL3jdYPv4LN/+XkmP7/mLOjkfo5h64uuuZ+3cC2YsbYzK97HuK2cS37ePl7x8AKC7Km6y33wpfeCjswDF9GVNmT4nhOlpotJmFBq/ML7bcLQfZcp0PQk9BtO2uugUP7nXObc/9NUaJ4cscSOTdSw6jVza2Yot9qQI28ezU19l7qKZuNnB/ln6kVmkwPMPV86DcLn6lMX2FyxJ2jnKfWnlujvqFHPNTz0x2D8bjz8WGYAsOlBYttXNe1HuBa+euX5mco9+MKdD+dJFTZZ7XJK0BSs+j7mLWteVM/X8xdM9HzsDAOKpgc8qMg3UYPt4dDjdlzV1+pwQQhgebaVXFy/m4RsbKdP17L08u6mTnZW0OZ2GR1vJswolKWOdFTg/2Eg7W+mzHT18Y2N6eqOUttFZNzvcW9/5INeSYdHpmZZb5/nBxnrKfHDDlLmpFrLUpbX43VGvq+bH09WXV1OPffLWxvr61tHwareGw6O9rfW4pgv5qnuXWXBsbfd0dDrz3pjHyVuXJz+2Q3VYuqhxzs9PdjYmzUWSNpxrwYrPY+6i1nXlhBCZdHCBIw8AfVT3NwiNE1sDnz5K9Ghq+pzoLFHXp4laZPD0OTXwlxuLVN1cr0+dquK4PpFV0qRCi9V05Ftnnhr4+YsuUAMfrdi9drZSJ1iaqg6+mvTv7Ows0zG7toLodqdmEkvfdPYCpx/pnOu8vljSxbdISeZf5zkurXkFbNicD8lVt2mNEKJ7OnVYsw14HnPocy9YwEsj0odQL7yoM0d5sJ2ttJkXrPo85i5qfVdO3ArUwANADDXw853sXNW975/FdsybDDMdto9PDzfXIi9Z29w9PM06/O5iBvtnp4e7V9Vda5tXW5oaDOv84I2j+KXW1jYPT6+mbB7uvZW1JreMdVYhWrc3una21tY2D08nHxpTij3YPzud7O7a2lqm6vdJJWvYPj6Lbndtc/fwNOUTfgEFLmqdV4vFXXyTfVj2Oi/i0lrg7qhZtK/3q1M1j1cVtyEMkr9oGe5day0xGTZvUbkXLFbk6owbQj2EUGxRo0d57OEnZ1kukMwLVnwecxe1titnchOofQeAeQT4OU52Jm1xk9L71DRRcS+4GmO6QLGfba+2FJ2PKpq74oaDWrua4iccfZAtBZaxzgpcZcOkT4pX5U4qdsYW89dcbxIcN6/Tu/ERvogCF7XOyBdV6XNTLZfgi7i0Frg7ajWZMit2Z68O+GD/7DTli5YQjt5oWr+A3CKX2eKjvec0GGxvb086pg+HR/Ft2nMu2IzzmHsfS3cZ3wf7Z+I7AMwjwKfJlN5DCJuHF7Upc8fNLTA3JHy2XX9mNgZe1Y4kV2hdZZtsKbCMdVZhUhGVkg0m5Y6vp82T3yOHK2m7kamZowoocFHrnPtF1QJ3QooiLq0F7o4aRQbWiB91e3I8kw7o5mFhzR6a4urbpcTLrGibh6PT08PDw8PT09Ho7HhyROeO55B1wQacx9z7WL6r+B73dR0AMEWATzTciw7xleNT1fn5+fnJycHBTmTMoOIsMlRQpvGFkmeirmydFbgKh0dbK4kuT1f89y2LzON8KdPhSv/yJX+BC19nniOQXQGXVoFjfh1sJB+ilYVHDoysONI1J2wfz5/uK8Ha83cus9jkRK09nXP+7NwLFicynl/qF2WlFXVtczfSGWSBbim5FxwvXeR5nLuxpKJWf+VMmqCI7wCQkQCfVZahqy8m+L74xL++vr6+tbW3d5Q6OD1NVvz3DmnZt4DP62V8UXK5zoZ0kO6C6AwAgyXSewjRqybm5KddD1fnM+aizL3gkrLm94gSihppDbNY46HcC5Z1HlO2l17Uaq6cybTv4jsAZCbAp4vOzp0a4c9PdjZW1te39o6GQ3kdSHAenSBvsH92WkKv38W6CkTaK+ResCAL5Pdyi5q78VChrY6q38dqr5yr0z3cW09pBRR5eolGLwDQEQJ8ssH28eh0dy0ynldihI+ZBH4wGAy2t7f394+Pz86m57dqojKq1cqsqltWponElunKHS9b/VRVBa7pIBSgqktrbfc05dAsnL3HVe/j3wfbxykDa+RwdSQmtblpfSpmxyVfYsFiLFL/XnNRS1TAecytrVcOAPSIAJ9ocGcygtKcCB+d9GoyQdDp6enp4eHh7u7mZqZZxso0qRwp8LNVGetcaqlsUtuplij34SqjwDnXmWWxqy7j+WvKSry06hXt9T6uep/zznCyc3Ew08YZuxpaMFIBOzmGyQ25r5aLZuXcCxbiaviDDKvOW9RMRzXuC6JyFyz0POYualuvHADoEQE+m9QIf/Wpc//dw9i4fjWLUC2uxkdKnqNo0ambClhnQj4rt6v1VTpMHpZwkkKLG595scMVVUaBc65z0uQ2cYSuqxrUJSYAK+Nyrd/5wUak13u2qvcM5yny7WG0KULkGCbEqasjeK0JQ+4Fi7DYqvMWNdPVf9UUIKaVeAkLFnwecxe12isnvX3L6Krl2mD/LG+jFwDongwtaPtlMjbv1UeGC1fN4K8/NVlidpGp58Nsm+WYTyipzyS/fmZr0U1FyhC34FmkiX+mVtXLrDOyXMy2ch6t+KfiHpxT7MTzGX9gs1vgcCVteLECpx2uvOtMugdmnp46RgueuLyXVs67owKRA7fIluedp5Tnr91mM4umnMjcC8aae0pit5zxGOUs6tyrP3J9LXYr5l2w+POYu6iNuXKuLZN9EQDoPgF+WnKAT/wIEv0oNGlCPxqNRmdnx9tTI/vUFOCvFTIMtvcnn6+myrjQB6Wc65xabHLAzo73pw7X9NFK+a4kc4C/vv3rZ+x6Ca5vffnsl/Fwze5dvgKnf7WUc53R71ei+xCZWTpuc4ueuJyXVlMDfOIXG4ssmnqa4lY8vejVgunL5V8wrfwZ3llyxLWcRU26vOa+HRa0YBXnMXdRG3LlXFufAA8AVwT4aWkB/lp8iXwMuVZrnC4xzJYd4KciW7bSzZVvnXOO1/b+5fPJifTqxccpBybpaGU5Ycnbzp/90rc72N5OuvbyFDj1cOVeZ4bFsp3x1BM3yndpNTPAL/D2EFeyJe7buYsmHYXcCyavaf57S76Tk7OoM1+txi4Z28ok94Jzlyv4POYuaiOunGtrE+AB4Io+8AtZ23138iHzaGsyTFf04RiD7eNJDUTauFwl2zxM/USXa0zsfOtc2z1NWmqwfTw6fD5pfZGpiy/lGtptbff0bLq2f6oUZ2X0tVzbPU1Kc4Pt49NXn0ldcOECpx+unAdhbfd0tmFJZKn9+DO+8Ikr43KtxVVX43yWOBCbhymnKu0iz71g9XIWdfMw8VaMLBlzWJdYsOrzmLuo/bhyAKC16v4GoXFSa+CvvSBM9+0+3t8eRJsmDgbb+5dtJee2bC+/Bv5aMQfTxZxzWNLlWufZ2XF0ocgiZ0k18ONtXT/K++PXLFQDf1WC66cspJS7wMrbs+v7MLhsbDr/2lukwBeLxB+updZ5seLpyz1fSeado0UurUbWwC86hWTG+zbjaRrNnuHB4HpPn+IXjNv7+XWoy1S35i3qzNUffdMuZ8HKz2PuotZ75YxGauABINbKaDSa+4kSAAAAqJcm9AAAANACAjwAAAC0gAAPAAAALSDAAwAAQAsI8AAAANACAjwAAAC0gAAPAAAALSDAAwAAQAsI8AAAANACAjwAAAC0gAAPAAAALSDAAwAAQAsI8AAAANACAjwAAAC0gAAPAAAALSDAAwAAQAsI8AAAANACAjwAAAC0gAAPAAAALSDAAwAAQAt8vu4CNMiTJ0/qLkJDra6uBsenVVZXV52vtnB/dZubscPcvB3jbu2MKu/N8bagSmrgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABa4PN1FwAAANrk/v37k9/v3r1bY0mAvlEDDwAAWUXT++yfAKUS4AEAIJPYuC7DA5VZGY1GdZcBAACa7t69e7mfBSiEPvBXnjx5UncRGmp1dTU4Pq2yurrqfLWF+6vb3Iwd5ubtmOXvVhdDQ1R5b463BVXShB4AAABaQIAHAACAFhDgAQBgvpQZ40wmB1RDH3gAgKWYFbw/7t69OzvmvJMOVEYNPABAfmYF75upuC69A1VSAw8AkFPSrOBCXbc5v0Bd1MADAOSRMu+3engAyiDAAwAAQAsI8AAAANACAjwAAAC0gAAPAJBHSh94g5wBUAYBHgAgp9igLr0DUBIBHgAgP7OCA1AZ88ADACxFaAegGmrgAQAAoAUEeAAAAGgBTegBAKAK9+/fn/yu5wWQgxp4AAAoXTS9z/4JkIUADwAA5YqN6zI8sCgBHgAASpQS1GV4YCECPAAAALSAAA8AAAAtIMADAABACwjwAABQopQZ40wmByxEgAcAgHLFBnXpHViUAA8AAKWbiuvSO5DD5+suAAAA9ILQDixJDTwAAAC0gAAPAAAALSDAAwAAQAsI8AAAANACAjwAAAC0gAAPAAAALWAaOQAA4t2/f3/yuynQAGqnBh4AgBjR9D77JwDVUwMPFVGJAUCLxMb1+/fv+xcGUCM18FAFlRgAtEjK/yn/wgBqJMBD6ZIqMaovCQAA0F4CPJRLJQYAAFAIAR4AAABaQIAHAOCalJHqDGIHUCMBHgCAabFBXXoHqJcAD+VSiQFAS039n/JvC6B25oGH0t29e3d2vDofgwBoPv+tABpFDTxUQSUGAACwJDXwUBGhHQAAWIYaeAAAAGgBAR4AAABaQIAHAACAFhDgAQAAoAUMYgcVic4kZ0A7AABgUWrgoQpT88DPTgsPAACQTg08lC42rt+/f189PADdo8UZQHnUwEO5Uirb1cMD0DFanAGUSoAHAKAASS3Oqi8JQFcJ8AAALEuLM4AK6AMPQJfpjgsAdIYaeChXSmCQJaBsuuMCAF0iwEPpYoO69A5l0x0XAOgYAR6qMBXXpXcom+64UDEtzgAqoA88VMTHFwC67e7du7NfkPn3B1AgNfAAABRDizOAUqmBBwCgMEI7QHnUwAPQQbrjAgDdI8AD0E0mgAAAOkaAB6CzdMcFALpEH3gAukxoBwA6Qw08AAAAtIAADwAAAC0gwAMAAEALCPAAAADQAgI8AAAAtIAADwAAAC1gGjkAuuz+/fuT300pBwC0mhp4ADormt5n/wQAaBcBHoBuio3rMjwA0F4CPAAdlBLUZXgAoKUEeAAAAGgBAR4AAABaQIAHAACAFhDgAeiglBnjTCYHALSUAA9AN8UGdekdAGgvAR6AzpqK69I7ANBqn6+7AABQIqEdAOgMNfAAAADQAgI8AAAAtIAADwAAAC0gwAMAAEALGMSO7rt///7kd8NZAQAALaUGno6LpvfZPwEAANpCgKfLYuO6DA8AALSRAE9npQR1GR4AAGgdfeABAJZisBUAqqEGHgAgP4OtAFAZAR4AICeDrQBQJQGezkppxKh9IwDLu3fvXtJTMjwAZWh4H/jPPn77m9/56NGj8V83bz73K7/2yrNPzb7s/be/+f3Ll9187qVfufNizKvon7t3785+hOpSetfrEgAA+qPBNfCfffz2C19/c5LeQwiPHn305td33/74+us+fvuFr78Xedmjj9578+vTL6K3pmJtl1KuXpcAANArja2B/+z9b775UQjh5nOvXVS6f/bx+998871Hjz76zvt3nn3xsoL947fHL3vptV978dmnJq/66M3dL7xz8KJqeEK3QvtEUq/LTu4sAAAQmlsD//GD9x6FEJ577WDSZP6pZ188eOelmyE8eu/BZf36Z+9/56Pxyy7bzD/17IsHrz0XQnj0/d//rIaCQwVMcQ/QBCl94H2dCkAZmhngJ7n8lWevP/HUiwcffvjhh5cPf/b7338UQnhucP1lz9556aYEDwCULTaoS+8AlKSZAf5PfhCXy7O/7qkv/FwI4dEP/qSMwgEATHR4sBUAmqaRfeA/+8EfhxBufuFnp4ahnx5fPvK6KT/7hZshPPrjH3wWYkaj/9KXvhS72T/4gz8oovSdtbq6WncRyGR8ppyvdnG+OszJ7bbx+U1pS0+LuFu7xNmkq5pZA3/h99/evTYM/aOP3nvz67vvaxhP36V8UvQhEgAAuqqRNfDjlvGP3nvvUWQQ+vDZx29/882PHj1675vvfznb+PKPfvAnIcy+MKmm/cmTJ8uUusPGX2E6Po2SNMX9+DStrq46X23h/uo2N2OHuXk7xt3aGVXem+r5qV6ja+BvvvTO1SD04alnX7kYX/5qFPo5y8c0rofO0OsSAAB6pZE18OMe7OHmV748XX3+7J2Xbn70XlLndugboR0AAPqjyTXwP/eFpIx+Mb588mDz40b4ySsAAACAdmlkgH/qy1+5GUL44x/MDlc3TuaXbeN/9gvxr0senh4AAABaqZEB/rJqfbav+8fDj0K4als/Tvozr/v4wXuPQlwLfAAAAGipZgb48Oydl26GED56c/ft9z++qF//7OO3d9+8lt8ndfUfvbn79sXLPvv4/ZlXAQAAQNutjEajusuQ4OO3d9/86NH0ozefe+3glWcjD3z28dtff/Oj6Zc999qH116VhblDkpgpp3XMhdMi7q9uczN2mJu3Y9ytnWEaObqtoTXwIYTw7CsH77z20nM3b14+cPPmc6+9czCdy5969pV3Xnvpucmrws3nXnpn8fQOAAAATdbgGvjK+do1iUqG1lGN0CLur25zM3aYm7dj3K2doQaebmtwDTwAAABwSYAHAACAFhDgAQAAoAUEeAAAAGgBAR4AAABa4PN1FwAAoN3u378/+f3u3bs1lqQJHA2A8qiBBwDIL5pXZ//sG0cDoFQCPABATrEBtbep1dEAKJsADwCQx71795Ke6mFqTdnlHh4NgJII8AAAANACAjwAAAC0gAAPAAAALSDAAwDkkdIHvofTp6Xscg+PBkBJBHgAgJxio2lv86qjAVA2AR4AIL+pgNrzvOpoAJTq83UXAACg3cTUKEcDoDwCPAAAvROdnd6XDkBbaEIPAEC/RNP77J8AjSXAAwDQI7FxPWVOAYDmEOABAOiLlMp29fBA8wnwAAAA0AICPAAAALSAAA8AAAAtIMADANAXKTPGmUwOaD4BHgCAHokN6kahB1pBgAcAoF+mMry6d6AtPl93AQAAoGpCO9BGauABAACgBQR4AAAAaAFN6KF09+/fn/yuwR4AAJCPGngoVzS9z/4JAACQkQAPJYqN6zI8AACQgwAPZUkJ6jI8AACwKAEeAAAAWkCABwAAgBYQ4AEAAKAFBHgoS8qMcSaTAwAAFiXAQ4lig7r0DgAA5CDAQ7mm4rr0DgAA5PP5ugsA3Se0AwAAy1MDDwAAAC0gwAMAAEALCPAAAADQAvrAAwAQ7/79+5PfDekCUDs18AAAxIim99k/AaieAA8AwLTYuC7DA9RLgAcA4JqUoC7DA9RIgAcAAIAWEOABAACgBQR4AAAAaAHTyAF0hNmegCVl6d/u7QWgRmrgAbrAbE/AkqR3gOYT4AFaz2xPwJKkd4BW0IQeoN3SZ3vygRuYKz29exsBaA418AAAANACAjwAAAC0gCb0AAAUyaQYACVRAw/Qbikfjn1uBrIo9m3EpBgA5VkZjUZ1l6Epnjx5UncRGmp1dTU4Pq2yurrqfLVFUffX7Edk6b0J3IwdFr15u1HhHPs2suiuJcX15h8Wd2tnVPnBdbwtqJIaeIAumPpw3PzPytAZnalwnn0bWXTX0ifFWKZsAIzpAw/QEUI7VC82l7Z3BsdosTu2awDdoAYeACCPe/fuJT3V9gpndekAzaQGHgAAyKQbIz5Ae6mBBwCgACbF6LzOjPgA7SXAAwBQjNigLr13Q9KwCNWXBPpMgAcAyCOlD3yfI2uLJsW4H1F3WZrOsAjQEPrAAwDkNDvXWmh2ZK1GK47A1Im7d+9eK4oN9JwaeACA/FpU4Zxd53uzaw0OtJQaeACApXQj007pcOOC9Nbg3dhHoKvUwAMAEKOTjQvIp/ONMqAt1MADABBPNmOiw40yoEUEeACA3okmMRmMjKYyvCsHqrcyGo3qLkNTPHnypO4iNNTq6mpwfFpldXXV+WoL91e3uRk7rNU3r3rUpG7wfTsOnVTlvTneFlRJDTwAwFLaVSeZNAB7tOTt2qMctAYHWsogdgAA+U3lwIZPRZY+AHvsaxq+R7lNxfV79+7VVBCABaiBB+iIzteYQQNlqc1ul7bv0ULvhG3ZKYAJNfAAXdCTGjNolJQ625beg1nq55vMOyHQeQI8QOsl1ZhVXxKAungnBPpAgAdot7bXmAFVSmk03ur25N4JgZ7QBx4AoEejSBiAHaC91MADAH2Xr+90Sh/4hufhqeJN/kwvtqpsgNqpgYdl9afSBqCTlhl3vb212UmFjN2jiezD0fvnCFAGNfCwFAPeUruu9miFaug7PWv5evjq/zl6JwR6QoCH/Ax4S0PEfjz1mRUq4B/BrLqOiXdCoA8EeMhJpQ2NktSjFShP9+aBX169/xy9EwKdpw88QEf4qArgnRDoNjXwAHTc/Yi6y0Lj6Dsdy2EBaCYBHoAuM9Ikc+k7HcthAWigldFoVHcZmuLJkyd1F6GhVldXg+MTJykJ1P75ZnV1tSfnqwPTFLm/SlX7Tdqfm7EDFn0/Gd+8Sd3gW/qONBF77+SYQC7H4nVxt3ZGlf9Yx9uCKgnwV7xrJxEwUjRz+t+efApp5sFflPurPOmV7dVcLT25GftpcvN2470oavk9auMxcbd2hgBPt2lCD0sx4G1dTN0ENERL/xEkjQ1RyLtrS48JQPOpgb/ia9ckaghbp/PVCE2oWS2K+6s8TbhOOn8z9lmrb96kGvIm3DV1cbd2hhp4us00cgAAS2nXeBxJdezNLzkAmtADAOTXrpkOUorX8JIDENTAAwA9t0z9udpsZrWrRQbQLvrAA62UNHVT0uP0UPrF4FJhbPZKyH5ttPEam1tm765LWuaKAphLDfwVI5ckafU4Pf3Uh5F47t69GzsIU+t23P1Vl8rGN3Jymyy2/vzevXvZ54FP0cZT/+TJk868uy6qkLt1mSuKohjEjm7TBx5oK9MUkS7lknC1EPraGzzLfeHdNZ9+XlFAxdTAAy3mYyXpkuoSaykMNES37wv9z4FuUwMPQJepS6Q8KX2bG3tIN2UAACAASURBVH6lpd8X7RpXP6q9JQfISA08AB3X8ChFq7W3NjupkO0dV7+9JQfIzij0Vzo/OktuBtlqHeNmtYj7q9vcjE0z1b46qYY2+yB24/PbmWbb6VXWTd615Uue8W5NP9fLXFEUxSB2dJsm9ABAL8y2r46NVUtOBa/ZdofNPdeFXFEAKQR4AKD7MravXjK9pzxI22U818bdAEolwAMAHZd9fq+FsnfKIHZtzPBtLHNlFpoi7m5EyeUCekeABwC4Ise2UZb57QE6QIAHALhGho/V8MOi/znQBwI8AACZZM/w9yNKLVKU/udA5wnwAEDHCXJZZDxKWQJ5jSPzl9T/XBN9oCEEeAA6rpaaQMqT74RKWVkUcpS6OjK/JvpAEwjwAHSZObo7ZpkTWnjWShmFvr25bsmSLzRae+toog/U7vN1FwAAypJx6m+KFT3sBR7qpPi30AmNvrIDebIkd+/edXCSePdIV9LtD0yogQegm7pdE9hYJTV5SF9PXSe0Y/PAR+nyTQ5aPEEFBHgAoBhFdX6e6uUuBtQiKag3/HQY86IuXR37AJpGgAcAClBUk4fKKvFUMqfLd0LrPapqgOuixRNURoAHAJqi4s/6xhUvQ11HVQ0w0AcCPADdpH61dXJnrWVO6DLjindyFPpCVD9auxpgoCeMQg8AlK68samXX1vPw3Y+kxOadPQcVYAyqIEHoJvUyFUse2Ar8PjXmxI7PAp9yHxsO7CnLE+LJ6iMAA8AFKPKDH/37l3BoGwyPNkZUQKqIcADFM88RvTWMhk+eyWeVFCZtmR4NcBN4D6FCugDD1Cw2XmMfIihV6IX/KK57u7du0nB3n1Ul8mRrz2lp0u5eKiMAw5lUwMPUCTzGDWHGrmWUolHbi4eoPMEeIDCGDWtafTJbKm7EXWXhZZx8dBPJzsrKysrKxsH5/Wuo94N1Or8YGNlZWVlZeek5A0J8ECz6D1OsdTI1avb7SD6Ng98t88mQCsI8ECDzPYer6skdIkauXp1ux1Et/duVt/2F6BpDGIHNEVS7/GKPxpGi9G9T6Vd3buu7ldnTI0u1qVz1JA3rip1+GwCNJ8aeKARGtJ7fMkmAA1vX9rVBg5d3a8u6eo5SmlC35l9jKVVC0BdBHggXg/7ohcygHxj25d2dXj8ru5XlzhHAFAUAR6I0dXqshQFNgFo4KhpDWngULiu7leXOEcA9To/PznY2RiPkD62sbGxc3CSOhT8+UlkkTkvn17//LUvITqS/fnJwc7VduO3ejE2/M7J9VdvXB8Kf8FduP7yjY2d0nY3jj7wwLQeduksnGMFANTt/GTn5a2j4dSjw+FwONw6erB9fHq4ObvQJ9/dWdk7uvb6o+HW0d5g/+x0d21qAwcb63tT6798ecLqC3J2sLF1bcvDo72EQoYQwgc760eRfRreevryRQvuwuzLh8OjrfWj7f3t/DuzEDXwwDV1VZc1vPc4wKy+TSMHtMv5wUV6H2wfn40unR1vD0IIIQyPtuLmLB8e7R1dW+RygeHe+vXXT7LsYHv/agNnF68fHm1tlDYn+nBva28YBtv7Z2dzCjl2dHQUwmD/7OK1+8evbubahZOdi/Q+c3yO9ma+KCmJAA8srKTu8Y3tPQ40SqNG6Eh642pUIYFeOnlrnDW3j08PN68qpdc2D0+PL2qLH34a2/Z7sH8WWWRt8/D0bH8QQghHb1y1PD8/ePlq/btXG1i7ev0w+vrCbR+fHu6urV0V8mKvEja6fXxZNb+2eVHcRXfh/OCNoxBSjk8lBHhgMaV2j6+x93i3mwB0de+6ul9dUvg5auAIHbNvXA0sJNA7Jx9chM1XZ9uxrz9zUQn/yVnMktuvzzRCX9t9fTuEEIZ7b13USJ9/98FF9o1rJ7+2++44/05eX7SY7W4eHk8VMvr62zPFXHQXJt+IJB+fKgjwwAIqGE26xtmJut0EoKt719X96pICz1HGt6B6a7+Nug80wubhaDQajWJ7hK89fSt5wZioG0LYvD1OqBeV9pPwG/viyCYSKvmXlamQEYNn1qdfvOgunH/6MMOmyyfAA9cU+Km6jRo4gHyBurp3Xd2vLinkHGUcoaP62u+Mm+jM+yTQSufn5+cnJycnBzs7GxsrW0eJL4yJulEXlfZnn4x7fB9trSS42ER8Jf+yshUy4mrQuolFd+Hy9QkuWzWUzij0xIt+zkgZpIdOmm3/2Svdjn9d3buu7leXVHOOqp9Eo8/vlkDznZ/svPzG0XCR4dViom4I4SKgVjRO21w1FnLOdwflUwNPjKmPIwJ83/g8CrRR9ZNo+P8INNj5wcbK+tZVeh8MBtvb2/v7x2dno+Pk9t5Jbd7jK6C3j0dzlDKV3GKFTLfgLpTTpGABAjzTYj/l+IwCAABtMRlhfTLh2enp6eHh4e7u5lp87XU2FxXQlw3GS+rivqRMteSL7sKcNvJ5vjvIRYDnmrrmAKftNGAGylbepAPVDHrnfRKo0OUIbYP9d6NzyF24GKE+1vDBd+MC7eWg9neeXwvhaoC3hFeP6/9XVlZWNkqZSC5bIdMtugtrz98Zz6X3QdzA+pdD3JVPgAeW5VMpUI0yJh2oZtA775NAc1xOZ54gbha2k52tqWi8+ep46vPh3stxET1lyrVCxG12tpDpFt2FSYLf2pk+QJP2DhUQ4IFp6dVcRvyud4YqaL5S75GUt6CMVfT3r5t9ceHF7uH7JFC3y7A53Ht552SSTs/PT3Y2VtavsmZ88/GjrZWNg8ulzk8OdjYukvH+u1dx/HKe9DDcW9/YOYhs5OTgcpj72EnoCzLcW59fyHSL7sLk9UdbkZefn+xsrFcW30NYGY1GlW2s4Z48eVJ3EeqX/qnFR5C2WF1dXf56nr0YXAChhMOyuroavP90VyE3Y7vU/taRXoDs4XxusVdXV9MHiPGe2S49vFu7qsp/rONtNcHJzsrWUQiD/bOred9Pdja2juJy5WB7//VnHmztDUMI28eTIdom69i/tbc3W0U/2D4+nRmQ7vwgObteK0xSIRd1uY7t7XAUs3Mz674sYGQ/l9mFkHRYB9v7dx7upW+pIGrguaa8Hoa0jpr2WdVU1kF7NeEeSXnvKrwkKQHeeyZQt83D07Pj/e3B1dBrg8H2/vHZ2enh7ubu6+Nx6OM6dD9/ODo7jiw3GGwfn53NpvcQwtru6Wi8kcgAb+PNjPKn9AyeeXW8c1cbzbvNRXdh8/D0bPbwnB4+v+iG81IDf8XXrhOzH3Hu3bvn+LSIaoQylNQ+RQ18t/XqZmx4G65F03uWGvgQwpMnT2pvdEAhenW3dls/a+B7o4ha/JZTA0+MqU8e5pADoEW++NWvTX4q2Jz2SgBU5vN1F4CG8vkDgDaaCu1f/OrX/uh3f2PRlSz6T9A/TQCqIcADFC8aIWbDQ/TZJw9/u6IylS99r7ukP3uaz/33f2/y+90Xf77KTcdWuS+a4XOkcZfEMhw9gOw0oQfIJPsQj7MVgCl/rt76hSJKV7/03eyS/uzposY3QjS9T/6spoI65Vx88atfy1iGJdN7ejGY5ehBT53srCxoZvL1nhLgAbKK/WSfnt6nHox9tsoMX1Lf4PS97pL+7Gk+U+k95cFl5L6Mk27hqByFyfggsxw9gEUZhf6KoUeTGCW7dQylW6roiNNZ0ntGFTQcnS1eIRtN3+suNYjNsae9uhmruRJSLuOMBUi5hReyurqa/u1bly7+MjTtraNXd2u3GYWebtMHHmAxLR2tqpC+wVCvurq4A0BDaEIP0H3pfYOrLAnkNvcyTonxvqgCoBvUwEP3GeAX6Ik/+t3fKKmrCAA0gRp46DgD/FYpvQKwq9WDXd2vWf3Z03wacnymtlXqplOmgXRJzNWQCwagXQR46LL+DPBb0uDqOcR+7pw8GPtsB6aCT9/rLunPnrba+Puy9G/NCtxWxgeZ5egBLEqAh87qT7fndrUymPpsWk16r6Cmq8pqz3r1Z08XVfZ7TmMrbF0Sy3D0ABaiDzzQbk0bXD1LeWopWwV9g/vzybs/e9o0je3i3oQytJejB5CdGnhgKfW2XW9aK4OmlWeKmi46wGUMQJ+pgQfym2277sN0iiYcn9oLAMtzGQPQW2rgobPK7i/anxHyClTg8WnOuH2N5RBVrLF91AGgMwR46LLyBvhteFvxJivk+LRr3L5aOETV87YAAGXThB46bmrMp47Vg8WOaDV5quLChNTyFKjYcfs6eXk0bWjDbujkpQLQAX/9wz+vuwgX/vELP1F3EbpPDTx0X5VTIlevadMIl73pYis5O1lNrR64DJ28VAC6YtSYH0qnBh5olhy1fE1rZVBNPfzyVFOTUUMulUbd5gANIjj3iRp4II+SRqvKXcvXtFYGzR/NSzU1GWW/VEq97DUBAEgyCqOG/NR9JHpBDTw0Resql2LrmbOXfHZ/G1LLV5Qlj09PtO6yJ11Jl33H3hwACjaSnHtEDTw0Qksrl6Y+PedL7+Fyuq+ML26R3Mcn+zoLX3+VSrrsu3SI2qjwy76Tbw4ARaq/6v3yh/KpgYf6tbpyKUche/WZu4yT2I26/VIv+24covZyqAGqpO16r6iBh5r1rXKpkztVveUrOeutpq7gsi+j+UM/adEA0HS1V7yrga+QGnggJ72X67X8Me98NfVkX6J9NLq0g5Xp/KUC0G6Sc5+ogQfyqLLTvpxQnj5UU7d0gImmqfFS0QQAIF3tk7+bBb5KauCBhVXZad8H9LJ1+wi3eoCJpqnxoGkCAJBGDXyfqIGHmrWucmnJ3svp+9uHCmFCVZd93waY6DZvDgCJau/6rg98hdTAQ/36VrmUvr8d3nGi+nbZszyXB0Aso9D3igAPjTAVZor6nNrYceZK2l/apdWXQXtLDkDXqPruEwEemqLwDDA7dlejYkajCkNdWnoZNPzmAqBfBPg+0Qceuilp7K7JL5OfRdfcuk779FZJ12r6zQUAFau74/vVT91HohcEeOig1Vu/kPTUbGgvKsNL7zRQ4deqgfEAaJzap48zj1yFBHiggAwvvdNYrlUAOm7046b8UD594IEQcnXiFYRoC9cqAB2m5rtXBHhIU8hA00arBgCgLAax6xNN6CHR8n3Fi1rJop48/O0KtgI9ZBBHABqn/tHrLn8onwAP8QoZaLrG0aoLyRLLDFYPXWUQRwAape7UbhT6SgnwEKOQgaZrH616ybG7amk7AK1gYDwAGqT2weeNQl8hfeChywrptx99UFBpMqMtVMkRzs2FClA00blH1MBDj2Tsvlt72wFy0GKCVnChAhRu1Bh1H4leEOChX3Tf7aQaR1uA7FyoAKWov/O7QeyqI8BDjG4PNK37bsdoMUEruFABSlN733ed4KujD3wH6V5YiD/63d+Y/UxZ4PGstz/5kpt2jQEANIS2672iBr5rdC8s0JI11XNf39izk94AwTUGANAgtbec14S+QmrgO6XPI4eXVFu+5Epiq/FbIakBQp+vMQAAqJca+O7oc/dCAyOVYbYBQp+vsSbr9pANdIYLFaAsox835YfyqYGn9dJTZb2fC9sea32qbouyh2yAQrhQAcqg6XqvtCfAf/b+7tffe3TzpXcOXnxq9rm3v/n9jx49CiGEcPO5l37lzovPzryoXQwSltHchFxjhp9bNmeWAk1FI1cXzeRCBSiBBN8jbQnwn73/zfcexT/18dsvvPlR5O9HH7335kc/eO3DV56tpGRlmB0kzEec7nFOKZyLilZwoQIUTBV8n7SjD3xqfH/zoxDCzZdee+fDDz/88MN3XnvpZgjhozd33/+syiIWJ3d3bt0LKZtrDACgaUaNUfeR6IU2BPiU+P7Z+9/5KITw3GsHl23mn3r2xYPXngshPPr+77cwwS85SFhsiJKsKJBrDAAA6tL8AH8R35976aWbs8/9/vcfhRCeG1xvLf/snZdutjXBL23Jqcu7p8Yj0NX66izX2Be/+rXJT1XlAgDop1Fjfihd0/vAf/z21997FMJzr73y5R/svjf97J/8IC6/h/DUF34uhEePfvAnIbR8LLtcWh0Oi1X7oejqkMvpu2AQBwCAymi73ivNDvDjDu43X3rnlWfDZz+YefqzH/xxCOHmF3525pmf/cLNEB798Q8+CzGj0X/pS1+K3dof/MEfLFvgkq2urvZ26/k0ocxPHv726q1fiP5ZzXbr2vfozk588atfq2zHy1PqeWzCtUpJnNxuc367xNnskn6dTQG+T5rchP4yvv/a7LxxnZWSCjqQf8rQiiP25OFvT37qLku5YtP73KdaYar8bd8dAKBDam85rwl9dZpbA19AfE9oQ59U0/7kyZO8WypSUqPrGos3/gqzIcdnVgOPWO1WV1cbuPtNKFK+Cahje/Kv3vqFQroGNPz+YknNvBkphJu3Y9ytnVHlvdmQen5N6HuloTXwn72/W0Dte1zj+lYwEN2iHDGymO2cn2OpHGsAACjRaNSUH8rXyBr4i4Hn+9V4fooIuihHjHSxYdsAewAAtEgTA/zF5HDh0Xtff2F64PmLx5577cNXnk0ZbH48PP3PfaG3+R9qEdudYfJUxYWJSq9Fl+EBgPYajX5cdxGoThMDfHZJg80nD08PlKurM+cBbXTrF//W5PeH3/v1GksCUCJN1/ukiQH+qRcPPnxx5tHP3t/9+nuPbr70zsFVu/qnvvyVm+89evTeg49ffCUyF/zHD957FMLNr3xZBTzUYCrDtz29N7ZZAZAumt7Hf8rwQEdJ8D3S0EHssnrqy1+5GUL46M3dtz/+LIQQwmcfj8e/k9+hRn/0u78x+am7LAWI3Ytu7Bp01VR6T3kQoPVqH7tuqUHszg92NjZWLmzsHJycz3v95NXxdk6uXnyyM/81LdPyAB+eevHXXnsuhPDooze//sILL7zwwtfffO9RCOG51w76OwAeMCUlbGfM4WY6gBZJCeoyPNA9o8ZYvOwnOyvre0fD4eXfw6O9rfXi0vX5pw+LWlVjtD3Ah/DUs6+889pLz92cPHDzuZfe+TDaoh6ggFr0jjUrAACo18nO1lEIYbB/fDYajUajs+P9QQjhaGvjILkafm33NO7Lg7P9QQghDPbPDjcnrz37ZBhC2D6eeXXkNW3TxD7w8eJ7xo+fevbFV5598ZVqywO0Tcc65wMAhBDaOgH7+cEbRyGE7ePT3Ys4vba5e3r8ycrW0fDBd893d9cWWdfLe8MQBvvvRpc6+eAohDB4Zr3IYtetPQEeYGlCOwDQMbnartfv/LsPhiGE7dvXK8M3X90fHO0tluDj4/tFA/rBnecX+Cag+drfhB5a4otf/drkp+6yAHRZymjzBqIHumjUmJ8FXDRvvz3dmH3t6VshhOEnZ5nXdPLW3jCEsP36VOI/+2QYwuDO02cHO5fj3m1s7MwbJK/pBHiowlRol+EBShUb1KV3oJtqH3w+zyj0F9XjMc3b158ZhBAefpoxaE9a4k/3ax9vYbi3tbV3dDlK3nB4tLXe5jHoNaGHCsTG9S9+9WuacwOU5+H3fj065rz0DnTV93a/FPv4X9v/F4Vv6//e+8tJT5WxuQzG1e+D/VdnhqUbV/GHMNg+fvdwcy2EcH5+8NbLe0fDo62NZ85OF+lj3yACPJQrpbJdhgcoldAO9MFf2//nHdzW8JOzEOZH7Itx6mL6uV9MIbd9fDqpml9b2z08fTrkGSWvOTShBwAAoEkyjR1/2Xx+uvd7CJPp5mYmjNu8vR1CGD74bkv7wgvwAAAArVV71/c8feCLkDCQ/RzjPvaLjJLXKJrQA5DfX/yrf2Py+x/+zj+ssSQA0E/tnEZu7elbIQzjGsqP+67fenp+A/ekgeyzaO3s8KXWwJ+fn4y1tHkCFCCll7sO8LRdNL3P/gkAVKL22ePyTCOXNNh88vD00y76v8e/8vxgY2VlJW7A+exfEDRScQH+/ORg5yBy+E92NtbXt8bWVzauPQed8Ref+5XJT9JrYoO69E7bxcZ1GR4AqlZ7bM+T38Pa83cGIQz33roesS9GlY8ZlW7aRdJPeOV4Ovlw9MFUgr/sNp+r2r4Jignw5wcbK+tbe0dXHQlOdrYms+2FEMLwaG+91fPtQYyp0J49w0vvtF1KUJfhAaBKo9GPG/KzWLnHCT4cbW3sXLTYPj852NhKGlV+xpya9M1X96dWH85PdjbWk2ada4siAvzJzvre8NojF99rhDDYPxuNRmfH2yGEcPSGWng6JDauz0b6yc8f/e5vTH6qKiMAADTT2u67x9shhOHR1vrKysrKyvrW3jCEsH0cnaP9oi38xnSUnNvUfm333f1BdPUr6+M65u3jd9s5g1wIoZAAP+57EAb7Z5NB+sffhoTB/vjQrG0eHrd7sH6YklLZPnkqe/08AADkVPvg87lHoV/bPDw73t8eTB4YbEdCZbqLyJm6+t3T0dnx9mCy/sFg+/hsdLjZ3vhexCj0F1997Ee+xriM9JGWD5u3t8PRUdwog/RNNMf+4UffqbEkpUqqn+/wLgMAUL12jkJ/aW1z93Bz9zDlBbuno92YxzcPR6OUxa7Wf3i6meF1rbF8Dfxs34OL/N7ekf0oT08qpbPUz0OrpcwYZzI5AKhW7YPX5RrFjlxKmAd+XCXf5pH9KIlK6cJ98atfm/yuaz0V+8Pf+Yez49VJ7wBQNcG5T5avgZ+ewO/8uw/GHeCvjSeQOkkffdCxSumULx0q+z4imt5n/4QKTMV16R0Aqlf74PM5R6Enl+UD/HiGveHeWyfnIYTz8cR91zvAn5/sZJ8OAFoiNqjXld5THoRS/eHv/MPJT91lAQDouAJGod+8PZ4kbmt9PDR/CCGE7dfHY9qdH+xsXD4ov9M1U3F98mfZ9fMpQV2GBwDol9oHn889Cj2LK6IP/Obh2f7Da1PBbx9fTSh3NH58cH06P+iIpED+hx99Z7ZrgN7+AAAUTXLukWIGsVvbPR09f3Lw1gefhGeeuf387rWZ9QaD7Tuvv7rb6tn2WF5soJ08VXFhpkQH4iqwGfDULte+m9BP/85/+Hcmv/+//9ffq7EkQFF2/p+r3w///frKAc3Q7mnkWFBxo9Cvbe4ezg47v3k4MhY9F5pZKT01jPZf/Kt/o9gMX9SqgByi6X38pwwPbRdN7+M/ZXh6T4DvkQL6wEN2SZ3G6zI7CVbSg42SMmOcyeRgYiq9pzwItMVUek95EHqk9tnfTQNfocVr4M/Pz+e/KMnamob0vVd7aJ9ICerF1sOX4Y9+9zdmx6uT3mEiJairh4eWSgnq6uHpM03oe2XRAH+ycznOfC7bx6OYdvZADlMZXnoHANrrG9//icnv3/7Kn9dYkhYS4HukuD7wQOWEdgCgA6LpffynDL8ANfB9smiAX3/1+Pj27MOfvrG1dzld3PadZ24//fT44U8/ePDgaDgMIQy291+//fT6+nLFhVrc+sW/Nfn94fd+vcaSAAB0zFR6nzwow2ekCX2vrBRxvk92VraOQhjsn8VO9X5+0e6+6e3nnzx5UncRGmp1dTV09PgkdYOPdoCPpvex5mf41dXVTp6vTurw/VW7pG7wVXaAdzN2mJu3Fknd4JfvAO9urUtsep/IkeGrvDfH26rdX/kfTuouwoV/9t82Oe11RAGj0J/spKX3EMLa5uHZ/iCEo62dplxbMBY7Ul16ek96EGia2KBu+Dpotdigbvi6nvjG7/3U5KfusjRM7YPPG4W+QssH+PNPH4YQBneeTxtffu35O4MQwsNPlxjBHkoxleHnpve5TwHNMRXXpXfogKm4Lr33xFRol+Gvqz24S/DVWX4Qu7NPhiGEW0+nzw+39vStEIbDT85CMJFcz936D/7zye8P/+k/qLEkEw2fMQ5YhtAO3SO0901sXP/G7/3Ut3/+z6ovTAPpA98rBTShDyHMr1sf19PTe9H0PvsnAAC9ktLLffxUSmW7evhLtVe8q4GvzvIBfvP2dghhuPdWWv/2k7f2hiGE7duGNeiz2LguwwMA9FlshjcE/QJqj+3ye4UKqIEfJ/hwtLWxcxJXDX9+srOxdRSC/N5vKUG9sRk+ZbT55g9EDwDQFlNxXXpfyGj044b81H0kemH5PvAhbB4ebx9tHYXh0db6URgMtm/dunjm4cPxJPAhhDDYPm70JHIQ5+H3fr2N08gBAOmira91pS5VxkMttEMWRQT4EDYPz47Dy1tHwxDCcHgV2idSJpmDhpvK8NI7ALTd7JDmD27XVZaOmz3Ui35d8u2f/7Okvu6+eblgELs+KWoQu7XNw9PR2dnx/vZgEHl4MNjePz47G0nvtNrD7/365KfusgAAS4lNg3c+EAWLlzR6/KLriQ3q0vvEqDHqPhK9UFSADyGEsLa2uXt4eho5h6enh7uba8I7qTPGNWQyOQCg8wxpXpliD/VUXJfer6t98Dqj2FWnmCb0kMXDf/oPZserk94BAEhyY/XGxW+3Qwjh8ZPHNRamoQTnPlk0wJ8f7Lz1SQghPPPq4bhZ/OSRLCZL0VNTGb7i9P7sS/cmv3/83r3E18X5d//jVya//8t/8nZBJQKARvj6P/sLk9/f+Sv/usaS5GNEuiYo5CxcxXUyM/x7rywa4M8+OTq6mBLuMKxdeySLyVL0V11V7tH0Pv4ze4aPpvfxnzI8AJ0RTe/jP9uV4ZcfJo3lzZ6FHCuJTe+q3CFKE3p6YSq9Tx7MkuGn0vvkQRkegA6YSu+TB9uS4ZOGSUvK8IY0L0OWuP6bt3/62p/Jr5TYF6cNfY8sOojd5uHF8HSTOd0nj2RhJnhqEJve5z41Fpve5z4FAK0Qm97nPtUc+YZJiw3qD24bwS6nHOk9yZ0Pf3Tnwx/96vBnli5Uz9Q+dJ0x7CqkBh4AgH6Zqof/9s//WQg9DfBFDR+QJaL/8gd/OruJ2Lj+q8Of+dbgh7kL0zf6wPeKAA8AQO9oMB8WGT4gbWy52/M3dOfDH4UQ0/Y3pbJdhodYhQb48/OT7771lFZsGwAAIABJREFUxoOHw+EwhBDCYDAIt+68/urzpoIHAOiRtgwLfy2Xrk4/2+3O2NFzNKk/T+maPtcvf/Cn0T9XPhfTV1csL8VI4/UeKSzAnx9srO8Nrz82HA7DcLh1tBcG+2en5o+jJh+/dy+pr/vcQez+5T95O6mvu0HsAGi7lc99bvTj+Ma3ywxiV9mw8DlGpFtolrIbqze6muFvrN7IUnM+kXQcxlXos1dRbHqfLCLDF2skwPdJMQH+WnofDAa3bt0KIYSHDy8r44d76xtBhqc2sRk+4zRysRleegeoy87vXAWDw7+q52d+3/j+T4TrGX7l34p+MswZ4BcdFn5J0Qwf7YadsSZ5kktXV1efPHkSfaozE5KPM/aDF34y5TVTlefRkzVe/FdDCCFMBe9JA/iUb4KohADfI0UE+PODl8fpfbB//O7u5lRIPz85eHlrbxiGey8fPC/CU5upDJ99Evgwk+Gld4C6RNP7+E8ZPp9xeh8bp6/r6T1n5E4fFr7YDH8VsIuoSZ6/lSLWtoz8Xyi8EPPYVGJPMtVHPVp5PvVUvgz/rcEPk7rBq6VfgPzeJwUE+JO39oYhJLaSX9vcPT0LG+t7w+HeWye7JpKjPguF9ilC+5J+4b96b/L7b//dl2osCdBeU+l98qAMv7yp9D5WXrV5Fjl60Rcbp+98+KP0WuvQqlr6i2HkQgghfGvww29kWGTR8eFTms2niM3w0vtCjELfK8sH+PNPH4YQBvvvplSur+2+u/9gfW/48NPzMF1DD3ReNL2P/5ThgUXFpvfJUzL8UlYSj21dGX5uL/pxci6vAnwcKadC7+zLqgzwi+5s+gDv3/75H6YPH5C++NytL1S1PvXiqRfcuHHtID9+3M1RCSCj5QP82SfDEMKtp9Nz+drTt0IYDj85C0GAh16ZSu+TB2V4gN5KSWsh8+jocwNt+lYyLhh9cHYl6UO7xW46R4vxlF7oy4gdArDA72sWqlqfPH7jxo0HRZWgR7Sh75E8DV0AMopN73OfAqBs3/7Kn5ey2uT4N3lqtlt1COHG6o3Jz2/e/unJT9LaFkrvs39mXzDHSlI2nWPluXcki6nzVVR6n6Txqbie79uHx9cVUL7uGTXmh/ItXwO//swghOHRByeHmynd208+OAohDJ5ZX3p7AADNFB0ZrqSEXKBvf+XPowUubLWp9brR/DnpYZ5S45oyOnqKRTtvF6jYTVewI2V3kchRtS6lL0of+F5ZvgZ+7elbIYRw9MbBeeJrzg/eOAphfkN7AIBYKb3cG9IBfioMl5GNC3fxLUPyp/986W6y1KQifVK7/uCFn5z8RBe58+GPHj95/PjJ41/+4E+jPzm2vnwVem7Fbnr5Xug5nsq4+JIrTyG9Q7oCmtBvvro/COOp3ndOzqdT/Pn5yc7FJPGD/VcNQQ8A5BQb1JuZ3lMebJpvf+XPv/2VP48N6tnTe7QBfLQZfPpSdz780eRn4XJTvtgontQ8fvLgjQRhpjF8rFL3qLNGo6b85HF+sLOxsXJhY+fgJLlaOOJkZyXWzkkx62+ulVHOA33N+cFFRh8bDAbjX4bDyIMJ08w1x5MnT+ouQkOtrq4Gx6dVVldXm3O+kvq6G8RuzP3VbY26GTsjOhx9sel9oQbw0Zs3Pag3vy39xNTMbYUMsR7trJ5ebzwJhOmjo6dYpl46erdmGWcudpi6LDuYfRC7jIcracC8jIvPlT4W4OTZB780Z8q9ysJ5lf9Yx9uq3b+397/XXYQL/3z/P11wiZOdla2j6Qe3j0fz5h6fyp+Jy+Zdf4MVMA98CGFt9/Ts6Z2Xt47GBzGa20MIIQy2j989NH8c9NJv/92XZjO89A7kVlKV+2wD+BYF76KME/I4t8+O+p5iUoVeSN/sfKOjl908PiUbL9Qpvdhpz5cpSUbpKxw/a6a3urV1+LiTna2jEMJg//jd3c21EM5PDl7e2hsebW08M6fudzwT2rwknn/9DVZMDfyl8/OT7771wYOHDy8fuHXrzu1Xn99ca8XRUUmSRA1h6zSw0i+a4aX3KPdXtzXwZiRWUhV6SobvZA38bJX7VDJfsut1yhrSJ5OLHQMve21zdJGpqJnuzm/FzAOfvgsZdzDjFHfLbGuhGviFDkuShuT2PtbA7/5vdRfhwj8/+M8WePVFLXpsnfmc1tuZXrTE+pus2ADfbj5jJREwWkdmaBH3V7e5GVshX/zuXoCPpvfHTx4vU6G9aIbPWGmctGD2Vtw5TGX4fI3kl6kVn7vXSSWZekEZB2eiIdF9rIcB/i/v/nrdRbjwLw7+VvYXx+fry8dTE3aGlyy1/kYroAn9+XloRw07QMv97e/968nvf/8X/0KNJQGiUuZja116H3dZL7U5+lS2zJ3ew2WL8YWiaVLUHH/ddm2Wu7yJN98OLrm2qdJmnLBtolEJnIW1s0b2ohX87ek28GtP3wphOPzkLISkkHn2yTCEwZ2nzw52Xt4b9+IeDLZfv95pe4n1N1ruAH9+svPyG0fRQeoG26+/+2pLWssDtE40vY//lOGhOWIzfFvS+0QF6X1s0UwbW6RxZJ1KqtEK83zbit3Kxe9zX5z5wdyWWdv44BTeSZ4GaGOAP//0YQhh8Mz6zDPrzwxCGD789DwkDKI2XnS4t7V19dhweLS1fhSpbl9i/c2WK8DHDvo3PmaD7ePTFo/pB9BMU+l98qAMT0liux93yfUx0ooZFW8qwzc/vU8Owni+t+hw8a0zm9sLWWepzc6LNXUE5g6YT5f8i//5b8c+/pf/y/+1+G39L/9F0lNlbC7euG49OlL6+fnBWy/vHbV8eLpscgT4k52pKeNuhfDwcuD5Xhw0gErFpvfJUzI8hZsaAPwbv/dTHcvw0yOcr3wujOIz/KIhvPmhfWIqvf/yB38aCjrL1UTEcbSeVCn/atx0UssXJjYVZx+Hb6LYXvEpq41debtC+9zJC1v9TVNJvnR3ZqK0DmwruY37uG49RCuO19Z2D0+fDitbR8MH3z3fzRJGW9uGfuEAf37wxuVJu9bz/2JM/hDCcO+tk1218ADQRrFTcHcpw8fPMR6X4VuUxlMkxqHbV7/+8gd/Gi7P8pLt52cj7pLpMWV09LnDy5UUXJOGsps8mDLgfPTB5YtX5V5D1eIav4+t7Z6OdmMe37y9HY4yJ/jk9TfcogH+/LsPLr7h3D6+Vs++trn77v6Dcd380Qcnh5sSPAC0THy4vXyqAxk+ZQenMnwr0vvcusosxul9rPD0HlKT6jJTl03S+2TlhQwdlzLOfHSF6cPRR3c548tyK3bAvNqNL2l17Atr5yB2xRt3bm9t1XpGuQexi/nKYu35O4O94TCE0NohAQCA3mpaaC8kn89mobRvMRY0Gxdjpy5bZty16Ojoc2ubC4mvKdXasVG5vAr2jNoS2jNez9J7Du2cFzx5MPhxF/dbT+eMkxc5tbT1123RAH85YkDsHo+PUmhxjwKABvr7v/gXkrrB6wAPLVVSOC9VSmVvvrr0Racuq6y2OXZDsS0Lyq5g7wzpvWRtDPCJg8EnDx9/8XzC/O7TyTzv+puugHngAShbbIaX3qGZCgnnoZFhZpxIx3E9Y736bFv35QtQgYz92IvaXJfmfUi5/ht4SVOji+bb0+Onnby1NwxhcOf5pOrgi0rjmV7bF2O1TSZ+z7v+pvtc3QUAIJOpuC69U4aU5ND2UDFW9g7eWL2RvaZx7s/y5YmVsqex8fjBL/3k+OfGpdnXPH78+PHjx3d+60ezP0UWvSbLBPWUbxwmT83O+5B7czUaX/xJ13+plzRhNGrKz0LWnr8zCCEcbW3snJyHEEI4PznY2DoKc/L15qv7U8uF85Od8Tzng/1XJ2E97/obTg08QGsI7VTg2z//Z7P5oRvpfWzuDsYmkCzZI7pgw7NKykH41uCHc9vDL9r0vefSx4rvxrwPU3dNw6//7mlnH/gQwtruu8efrG8dDY+21qOz010fLf2iyXxkBrS1i9HTp5cL28fvXhtmPdP620aABwCudDu9j03F17npPeXxsDr9QFuiS9JBSKpgz7LOjEO4V2yBHg0zZzMscUJTRq1PT++Tp6q89do4KAMRLQ3wIaxtHp4dP/PWG3tHFwOtDbb33z2cn67Xdk9Hz5/svPzG0XC84GCw/fq7hzPDqOddf5MJ8ADAhcoqA2uf+Gq8R+PQ8pszz9758EdTpcoSb1qXXmZP6yS9565jr3dm8qJGH1hIxl2ufUC7Ug9O6y7+rmlrDXwIIYS1zd3Dzd3DlBckTPu+tnl4upmyXNb1t40ADwCEUGFlYPZ5wsswN8bc+fBHYaZUs/lkdXU1hPDkyZOiC9h61c9Mnn5OM2bL1dXVqbM5Xu2N1RvhhbQFH4Qw+4KsM+fdTnty9qul8kjgrdbq/M6icgf4o62Vo8WfjRntHwBouxurNzIGgKImzZ7b4XyhOvPap/JugnH1eyH926s5brlHK8jo8ZPHtVTpl0dK7y4JvkfUwANAx011dV6mdjQlz2SNOi9cVHFPyZ6WZze0UMqazTCm8g6FpvdalBRNp1ZbRsuCpJYv3Rt7gjIJ8D2yaIBff2Z7ezv/5p5Zz78sALCwqXiwUPP137z901e/F1ekBy/8ZPzjC65nHK5Spq1acH191670Pj7vFZ/lMr7N6fy8D1RBG/o+WTTAr+0edmgEAAAoWWz1WmWfzqe2vvK5z82+ZpLhJ0EimtunjCvPc8eYXx3+TFJ6X0g0tgnqy5s7b1yNUppXdObUp0yLAFnI772iCT0AlOXOB/EfxKuZICo9vUeD9FXV98yQWr/8wZ9OtboPyzUsj20/P9aTxupNU2rj+fL6kHcmvY8J7SxHgu8RAR4A0uSuGUsZ1D1kyPBZtpu9R+4kvWepAP/lD/40uukCB3hr5jzhzSzVopapRW9y4/mOBXUohSr4PhHgASDRVAjPXnOent7nri3LdrPXio/T+2x0j1aGXwuxn4t7cEaxGb7e4eLqnb08qvrW7IWk9z40dIfGGgnwfSLAA0C82BBeQev3LNuNps1JMp8eBC5hiumkQeAzPpjymoyJtxUZflKSHDtYS5fy8mrRl2kGL70DFEuAB4AYKVXopWb4qe0mjgP/wsJrTul8nlu+vvGNnbZtvOlx/I4dEn/RcfJzaFpr9ozpXVCHOo1+XHcJqI4AD0z7O7979c7w9776b2osCfTNjdUbSdXmKaaS+VQA/sbv/VTs4PMlSUngWerzF93W5PeiYn9RledNy+H5TNK7fA7QEAI8cE00vY//lOEhh9i5ncPMDG1zJ1ePjicXLkezWygJj0uSkuHTO7rnEJvhs28iXzV+vqr7pLj++PHj9AJ/a/DD1dXVEMKTJ08W3WjzlTd0PFAGfeB7RYAHrkyl98mDMjwsKkt6n/X4yeMso98tKj29z118+YS/6OJz0/hCXeibPMl5A02ld3Xv0AICfJ8I8MCF2PQ+eUqGp2+SqtBDhsnkZheMRvdJpXrsepbZbqws4XnuPGqTFzz4pfmz0IXUvuJ3fitTV/y5TfFjS7JoH/VuNHQvkDbz0E4CfI8I8AALyD0leO0rJyrLoc6don91+DMhXBtPaLbifVwlPg6iszE1NsOXfUnEZvgHv/SThQ/b9uCXfnKS4dO/Dpjd9J3f+tG3Bj/M+CVClKAOdJgK+F4R4AGyyj0leO0rJyrLoc49BP0kA8+G9knF+1SD9tiq5qkMX83FMJXhY3NyNAmnV9rHvmy8zhwJfLJ4NNUnVeYXMqDd3FYJ3TOuflf3Di0kwfeIAA+QSalTgtc133gPZTnUc7uvp408Fze7W3Qgutju6EkZPmU7y7vI0vNellJ3naNv/J3f+tFUek9pUZ/yhUJ6O/yi5qKL3cGupvcx6R1aSRV8n6wYtHCikwPJFqLDA+121erqar7zldQNXgf49HHFlglaq6urdz5IW1yGL1CW85j0mrnjz02ZGj1+LH06t4WS4UKVw7Ft47NsJUvL89iSpFTCV6aopJ00WV3H/jmqfs/9r5OmqfLeHG+rdv/23/yf6i7Chf/v//iv6y5C96mBby7/Sqne3/vqv5nN8I1N73qMU4Hsg89NZ9TPhdGPfzz7sqIsVDkcfXE0upfXM3yqDjyptLUE+0V1u8o9ykcOaCk1sr2SVhUA9NBUXG9Fep/9E/K5sXrjN2//dPRn8lR6eo81Vd9e+NdMU8EyPWeOx34rPL2nJPCpp2JLm1LmubG5P7m6AiZ+h3YbjZryQ/nUwDfX4yePb6zeUA9P9Rob2if0GKcQU63iY3u2T7WEX/Qam2T4ktLmtwY/nExynn24+LqGZI89CD3sZ95MPmlAm0nOPaIPfKOthJXJ7yN3JuW4839efVB+8B+1oDlreo/xB7d/KvaV0ceL3e7ya1505eN3hpLeE/76h38eQnjwwnQH6fHmkp4trzxFWQkr4xLe+eDPUnqzT14T++zccz0+PrP+8Qs/kf6CqZelW1lZmf+iOGX8xy9kj6bWE11q7vrnHvMcov98JzJe4bHLtkLDb2EgxV/6lf+x7iJc+Fff+W/qLkL3CfBXGjtySbRhWy1fkHdsnJ4+yD4Szze+P/0Z99tfSfu43AQZx5MrYxrtMtY5ub8yrnyZlq6xbyBVNp0t9R0s346MK9izTCOX8VynVyand/mOrXaeVLCnGNeo11KPnWOPCl9/sTvez8bkqt+DQew6pIeD2P2lX/nv6y7ChX/1nf+u7iJ0nwB/pcnv2lOfJyr+RyvAt07GTyGz6X2s4Rl+mYHEF8rbsYPkLT9y3tSI1tH7a+7KK4sWdz68mqPrW4MfTm136tkqC1aUaMP4pPOY+1xHT/E/fuEnpm7GLIE8XWwD+BpnLC910xm/IEgaKH6upEt39v9s9otcGG4pAb4z+hjg/5PGBPh/JMCXToC/0vx37bqq4rsU4CfHsNsfsLJ8CklK72NNzvBzA3whU76VUdkerseM2IboWeS7epPiRzSN55MxL5Ud8pt5U0/djDnSe+6J3CZqyfBlTOE2JfcdlEWWy6lL/xwJAnyH9DLA36u7CBf+1T+6V3cRus8gdm0y/jwx/hC8/EfhZn7YLc/UEbuxeqNvR6AzUiJ6UYPYFT5I3tXl90LuQl3Ifd1GF6xl7q6e33HR6P748ePcNcYVy/q/ZubCThlRb6ErIXaIuwKje88vS6AbVMj2igDfPuPR6ZdfT/pKOvaZZqrxwuRLkI7tZn/EZvhS0/vkqYW28v+3dz+xcZ53fsAfBUaR/XcqcyhoAWYheVPDPSxggDAZYUOg3VZ0oTiFrAQ+0Kcll0lQSijsHuRTYR5qo6AI7FoV9xSiMLKy0DhCLbbbApNCKxosDOxhDW82JHYMyMQerD1lkw0WRdjDkMOXM+/MvDPzzrzv887nAwEih++887zv8OXMd37Pn56XarP63YxwY1h4IoqVtyuvzKG9aUSdJpJ/ezM9ROePvfwNBwghhKNfFd0CxkeAj1Iub1m6v21K+enZLkKxvG1KHXcwwIcg1vMrRJdByC0Zfpj0PkAtdIBgk7Gnes/fse5raxOGGA49Oo3ye1GLt3WS8dc43797OpEBwDCMgT9l4FNSNd5ddZ81oK9MHtfg+WpMYjdMjT17H/v2cvTRr1I+xu6y8FgX2XutZ8yZqTvpN6P2W4HvNNH3YI8+auVZUbxluPuo03u/T1Ah6T31oaP4o5rKGPiKMQa+MiZwDPw/+1ZZFm/7yz8py4J2FaYCT7rkO6rUv4M93/wVW7LOPuFflo70yb1ln7K4/N699Mvhl5HrWQYfrE4+5Cj0ZH0+mb3fPfs0dZpSrjlFeZfcPopnvHvpuFNC++7ub44uozb3nDoUufzpPeR3foaZPX4Mtfe+nqBiP5GM8a8lQKmpyE4SFfhTPnbtZIAPMosqsLSn657pvblZz0kBen5mUZ53pX2VEZIZfpj0fryHswF7sCp6LtPIh7xH8Db6wA8WBbsXvRsrjQ2zfni/DetSrc3+IUIU6b1p+Nb2G+AboX3MNb0sT1Bc/YnKTAW+YlTgK2MSK/CvvFl0E4795ftvFd2E6lOBZySSE+aHtir3eJaMzvLeNDmhXcZdpe42ukWwkwbuMN+zSN5XFf1s+upjLpYsJ7/lFzJVc4x6ywTXLWPXByjn9sze37r/yxBGWDpu16Va2/KILYFwmGMfXeAfw7R85RzE3q77SS5qLVIARkxFdoII8IxQ+7p3o37LOMD+k6X1ETUvotJ9dj2nau9rLvd+A9hgw3e/6Nx/PqnnbHN95eohs+XYMnzqo7Q0vt/GDHn3wR4ld83Ce2nT+wAfIMb4NweATnSpnigCPCOXTMjlrP/k1ZKB6/CxLGg3cJG8n922ah+F/v7Zb6M4dfm6+42URbCby25nz5ld4nSn7uLdFvf+ovfnI7ln+NzT+zAD3ctvAi8WgIkgwE8SAZ5xaO/APFHvIzOOwy+5EdU5W3bb0n29k1x+f1K7kZdWo7Wp0b1FURE0y+Ne+9Hf55jhsz99HUeDZ2jzSAvvOV7+E/VHFQAmlgBfUmWeKWpgFX5/WfihZZnpfZhV0/MKus1y+mkV/UrvezXnhD/3pS8NsNxal7uUM8O3pPTUove1H5328285wFwCfHL/7dpPacYHbRxalzL+iGR/xDH0kx/FZ3aF/wkCoEBHR7n1i6T8BPgyGs/AUSqjZbT5d/7s1+++3Hubnhn+TMzoELOb0Tqpsef2YfBZllJvGX+eXJJ9sPQeel1BA2T4vq7HTvvPUktP1RKt2xuTSwT97m5/22fpPz/wIY/O+Ie197tSBgBAkgBfOuMZOMoAyvk+O3WuuGsf/OLdr/XYplOG76s8mJrJT6vrL7cuqP7KBz/va/q6c1/6UvPrwdJ788a8rqAB9vNHc3/Xb1W8mdLTHi7WPwVdD2oQo143bnTK+ccEgFgZAz9JrAN/qgyLfybfjzaqVV06yo6NpW6H0bPj+jBz4GdZL71lm2QkPvrVr5pNSs3tjSZ1ikkZx6s3taf3hiwF8OYvf/ZVynvuqt87Ju87hm7qyUcsZEzNkPF4POl64AXtx6a5svTETgJSYV4cK8Y68JUxgevA//Y33yi6Ccf+6odvF92E6lOBL69rP/r7u9/4tfYYT0SydFxPztI/asn03vx24D69je7ujWjUaSL95M47ddrvsiZ5i1xGl6Teq0sbkll9mMHbab21M/Xej3RMTfexCXkdRacnLtKTBgADUJGdKAJ8HO5+49dk+Oj01XF9SC119S7btJTNk4m0U27vksSaoajTfTvd3lIdba+XtpdPc+wbn3qv5Ajtaz/6+/b03iKX4dPdU26nn6a2v0vBuahadM8M37JxLo/S10kbm8YnWQrvq//nHzW/vv27/1BgSwCqJeoAf7C58trdrd3G9Dtzy7fefH3t8oUMd9vZfOet0/vNLV9Lu+POyrnFrZR7Lz84unN5uHYXRRf6U2XoN9Vz5qfxT7kU9BIcSJbO7U0D96JvPEozvffbp70py+NmLJJn0XNXA88qN6K500Z63TWur2/d/2XL7T1n10uetC6ndOAnLq8+8MMv9taX8gyMb+nbIr0n03tD7Bnei2PF6EJfGRPYhf7Zb/z7optw7Kc/+s993iM1YPdO1zsr84tb7TPuzt3af7SWzPAHm/MXr6fNzBtxgFeBL5fUt+yNvvSNrxv1wEJiPKMzcC/6d7/2i+/u/ma/ub1lpvcQQsiQavIaVNyzOjrMum7DZPXmZdVSdR/P5TbM6e1ySoepRWfpeZGvknd0H2aoi/Tent4bN8ae4amwq//lz5tf3/uD3ymwJdBTvBXZnZXFrRDC3K0H31+7fCGEg53N1xav724tzj/XksTb7rYbwtzyg+/fadTcj++4e/3iyrPJZL7/6W6IOq2nEOBLJ/VNcyNCNHPFV77yFRm+kgZJCGcXeGsJ57mk4va9DaznoOgB2nn3G7/Wc2h6pxEoqUdU1MU12OnN3ke95UcDZ/iRZuySZ/i+NEK7ml7okN6bP5LhKaFkem98K8ND/g4239oKISw/eLR2HK8vXF579ODTc4tbu3c/PFjrkOBP73aaypt3DFsf7Ny5fHL7zgdbIYS55y6O9DjGTIAvo061uGSM7zkJtoQ/OVIq6ieGjEOdasJZQl2O466z19Wbv/YZPwiINC42+lwcf2xxpfWnXX4fBpCla0CXpRZy+eSoDAxih8nRkt6bN8rwlFecFfiDD+/uhhCWXz5bHL/8+q25retdEvxxVf3l1pr65ZeXw9ZW+OSnB+F4KPzBTz8JIcxdeynDkPp4CPAl1SVUfPHFF1mWsMq+zJWoPwrvfu0XnYbBp05i1z0YdArMGecwb58lrn1XPR+0mXWz9MoebA7wwUawp/4CZ+96UOYMn/qs9Rwx0WWDZLZvHnjqCgJnOoMkPiNI7+zw8vH/r3zw8+Q0jYWk91H0/JfeYXKkpvfmj2R4yirKAN8piF949vkQdnc/3Q8hNXhfvnN0dCf7I8xde3Z/c+W1640h83Nzy2+e9LuPlAAfpSyRO3uAjyjql2Rh54xSM3zPKehHN/t6X92hOz1ol/33TPhZGtkprvfVB75lg6iLwC3tb4bzZpjsK+F3WoMgr4UM33/5N0II7ze/b+sdEPLuIJAq357/Y1vlEQAGE+cY+OPyeEr39ovPzYWwm6ikZ3PcX/603t54hN3ri4unG+3ubi1e3Ip6ULwAX1nZw/Yoon5fDcgoxoWdWzJ8X+m9/dvuG2eRcaa07ntuZuz2UN1vkzL2jW88UPunAxl/AeLK8ClxsS0GJ0vB7UfXTMidwn8WWarNLZ9PNdJ7T6nNSLY5y056+qO5v/vK1Fd67jZ7OFd+H8bt3/2HTsPgDYAHGN7Bf99Mvf3Cv1kb22ON6OGyOxkZ/+Zpv/tGiT852d3BweY7r13f6jlLXqkJ8PRO2s3VOPoK8PlOmD98FbqQqcVDhtDeNJ5bmJZGAAAgAElEQVSQmexb3nzE1NPYM123LJyeukHL7T332anS3lT+T20yao2OmZehaU+SGQvO7aXvfE/mKx/8PPltY4mE9s1SA3zzxp7zEfalZbfNU9dXUV10z0VqhpfeAXJx4aV/V8HH6tyHPsXOysXruyHM3Xr9tLDeKMCfmezuwoW1O4+eDT1mySs5AZ4+DFDVzyXGDzmZdurnDmVbkG906T31/HTpztDzY5pmxk6m8U7JPJnhU7dJVtdDCN9NW6kzDB01cx8XnTEB9hhb3s8du+vUt2L8S8F1aVVD43OElv4U/S6FOJjUky+fj01LhpfeKad7f/A7nYbBGwBPaR3FOQa+h+xzx++szC9uhTC3/OBMUf3C2qOjtD4Bjcnu4k3wAjwj0b7uXfL20Gdv/O7aS3Ytj95ye0vDypPhRyFLem9IfUa618O7J/MWXTreJ41u3bKB9zzMEOju920uMxZCGH6lsU7HMv6l4LI/+ukXY0nRyadDbi+E0E4UUjO89E6pVTG/Z3SwOX9ce8/eJb4xxr6vCn+ZCPCMUHuQzjG3d9Elurc3LEspvv0DiDLoObS7S3rvHrl79mNv375RaW8tq37j10KGnvYt7cw4UH8AA+y5SwLPkgBLUvId0SnNuNTC6J7QfgntQEYtGV56p/RiTPCdJ5tvjF1//tme6XpnZX5xq8/03hTt6vACPCPXqeqePQz3G1Mz5u3kgnwZP1lIrdhnCSdd9j/YhwLd0/ufXPlyp4pul+iecfx56uM203uybY1g39zmiy++aO8hn3rGRpfxuuy5vTzbvGXg4FeexDiiU5pxqYXKzFwATA6hnZhEOQt9x8nmO09Pf2arnZWLJx3nU2eUP67Np0w4n/kDgnI6F+eqAyMxfBfWqsqri+8wRjqOt2d679QnP6mZfrt8oND9IYYfBp9xUveGfsvsoevi6u1H3elzjfEXY4dcBmzUIbwM19eQ+lpqYdJMTU1F/eTSRQUuXpJcrZUxzmuz8ViF+6f/+jtFN+HYX/+Pd/vYOj1i76ycW9zqVVRvbNR9q+NtWhN852AfCRV44jDScby5dIxvhudO02h3epRmvB9ytbPs6X2A6N4iy5nvMiR7yEdvkdcy3alTlJenhF5mQjsA0LcLL12bu767u7U4H47XeTvY2XxtsWU193YHm/M903sI4fLrt+a2rid3Hw52Vl477nT/epzpPajAJ/nYtZPyFBmKHUnbMlq+JWx3yc9ZBth32m12jQZ0CuedauDt2xQ4aXl2/Yb2Mufw8lxfjIKaXoW5eCvG1VoZk1iB/1erRTfh2F//z9v93eGkI/xZZ6vjxyXzZl4/rqx3lLj3yRR3bVvs37kcaQd6FXjiUqoM2aIlOQ/c1C7d1EOfneSTkgvF9ZwYvMBJy1NlmcsdAGBSRVuRvXD5zv6D59556/rWccyeW771/TtdJ6Tb+aBbem/Z/dqjo5d2Vl57a2u3sf+5ueU3vx9xeA9BBT7Jx66dKDKkGmAG+E7aZ8IfeLr+nou0Nb/u3p2hJNOGh7FP5D7+4dyur2pT06swF2/FuForYwIr8DO/t1J0E47V//RO0U2oPhX48jIQd3I05sPPGNobEb17d/csusfyLLO1j+HXcpyPFc6m98a3RncDAGWnIjtJBPjy+uLJF8300vhCjC+VLnPO5VKy7jIvfafu7kNOg9ei5zjzr0x9JfffyQIXTk9d0lyGBwCgPAT4UmtZjFqML5sch4unTnSXZf/jn9Q9+WuZceOBH6vnHvKSmt6bP5LhAYDSOop3DDz9E+AjIMaXWXsNvNj9D9wvoN/Sd7KHSPfdJncyZOAHAKCV/D5JBPhoiPGlNeo53vrdf7/9AtpDdcbfq5Zk3n6v5J47RXe/wwAAQzEGfpII8JFJjfFdtmQy/cmVL3/r/i+b37an99yHmne5b8tj+c0EAMiVAD9BBPgotcT4VPoqT7hOJfcCZ4kr86/cu1/7Radh8AbAAwBlZgz8RBHgIzbk9GDdNyhz1qKnc+Fc6LUu6Rie4uY4+Sh+nVIzvPQOAJSdLvSTRICvrJ6Rqe8C/tlAGEUkmzRZZpUL433u4vo9acnw0jsAEAH5fZII8JNrpAX8V374sxDCu5d+2WWbkig2sOVY8i1qqHnFEm8FDgEAmDAS/AQR4EmXjH9TU1MhhCdPniQ36B7g3//mb4UQ3k/bW6m05Ocxr/idOuh6yDY0TvXU1NST8KTnxsMr9gQCAHCkC/0kEeAZUHsm/87DLze/bgT4ppa0/8oPfzZMcT6v+flGkZ+z6zRl2mBtyNh5Pl/FnkAAAEIIKvATRYAnH8n0Hk660De15Pn3v/lb74cRSl2TvEW++blfXR69exsKCeqpij2BAAAck98niQDPOCTzfEuYH0CW0ftdgu5g/fmTn1AM0H2g2Z5hRhNYOAAAgDYS/AQR4Bm3luJ87hPdNZcu6+T4py+HEMIrH/w8yz5b+hd85+GX+2p2sj3JR29qb8b7L/9Gp04KgjoAAE3GwE8UAZ4Kyj7B/vsv/0bqNq3h+Zutnzv0m+GbrUr9cKHRjGaM79SqIL0DAMAEE+DJx7uXftlSpi6tZgb+zp/9epeo3KLR8z8Z4wfI8C2Pfrznkza0NKbkWb1lyfSWH425MQAAk0sFfpII8OQmNcOXOdi/+7VfhLa+6y3hs9H4nuP2B5hbrhmAG4X3uNJ7Q2qGl94BAMZJF/qJ8qWiG0CltFSkG992KVPnPgC+Xy1ps1P4fOWHP2vU3oefga/Tw73ywc8b/7548kUU6b0h4wkEAACGpwJPzlIzeafi/Fha1EP2zPnKD3/2/jd/K5nhW4bKDxC8K5B4K3AIAAAxU4GfICrwjElqcb78YmknAACT6ag0ij4TE0EFnvGJNAwnuw80J7GL9FgAAKgayXmSCPBR+v0//X/Nr//49zyJI9cyBEB6BwAAxk/2i08yvTe+leHHQGgHAKCMVOAniTHwkWlJ711uBAAAKu8oHJXkX9FnYiII8DHpEtRleAAAmERHpfnH6Ol6DQAAEC/ReYII8AAAANEyBn6SCPAAAACxMvh8ohgDH5Mus82biB4AACZR4UPfjYEfIwE+MqlBXXoHAIAJVfz08yf/GD0BPj4tcV16BwCACVZ45V0JfnxkvygJ7QAAQJCbJ4wcCAAAEC191yeJAA8AABAtAX6SGAMPAAAAEVCBBwAAiJV14CeKAA8AABAtXegniQAPAAAQLQF+khgDDwAAABFQgQcAAIjVkQr8JFGBBwAAiNdRaf4N4GBzZX7+3LH5lc2dg3zvOPD+S0oFHgAAgPHbWTm3uJX4fnfr+uLWpw+O7lzO544D77+8VOABAABidVQa/bZ8Z2VxK4Qwd+vB/tHR0dHR/oNbcyGErcX5ze5l8ox3HHj/ZSbAAwAAROvoqCz/+nKw+dZWCGH5waO1yxdCCCFcuLz26MFyCGH37oddEnbGOw68/3IT4AEAABirgw/v7oYQll8+25v98uu35ron7Ix3HHj/JSfAAwAARKvwwvtAFfj9T9PydQgXnn0+hLD76f6Qdxx4/yUnwAMAAMSq6NR++q+fVh/89JMQwtxzF9t+cvG5uRDCJz/tUCLPeMeB9192ZqEHAACI1ZO/+F+pt089/y/zf6xP0h9rRA9HOwEeAACgarqE7QgebvfT/RAujO6OA++/aLrQAwAAUCZpnd/zvOPA+y+aAA8AAAAREOABAAAYp86TwTemj3/+2Q792zPeceD9l50ADwAAwFh1mgy+8/Tx/d1x4P2XnAAPAADAWF146dpcCLvX39k5c/POO9d3Q5i79lLHAnnGOw68/5IT4AEAABivRsIOW4vzKzuNMvnBzub84lbola8z3nHg/ZfbuaOjo6LbUBZPnjwpugklNTU1FZyfqExNTXm+YuH6GoPf+eZa8+s//+HmOB/axVhhLt6KcbVWxjivzcZjMbiDnZWLi1utty4/OLpz+XSbzfmL13fD3K39R2sX+rlj9s2iogIPQJUl03v7twBAYS5cvrP/4NbyXPOGueVb+1nSdcY7Drz/ElOBP+Vj104UGaKjjBAR19dIdYrrY6vDuxgrzMVbMa7WylCBp9pU4AGopi7FdnV4ACBGTxXdACA+88vvNL9+tPV66jZfX7vd/PrHm6sjbxMAAFSdCjzQn2R6b/+2IZne278FAAAGUOoK/OHevbvvPazV6yGEEGZmFi69eu3q7HTKhvc23j7dbmGpw2bAsFLj+vzyO8k6fGpc//rabXV4AAAYRnkr8Hsba6vr2yepPIRQr9e211fX7h22bXhl9cx2te311Y29sTUUJkZqem/5UZdiuzo8Y9ZlproxLyYHAJCLsgb4vY31Wj2EmYWbt+833L65NBNCqG+fDed7G+u1EMLM0vGGx5vV1tuTPgATJjWoS+8AQKTKGeAP771XCyEs3Ny80ewKPz17dfPmQggh1Hb32jc86TPf3Kz+8CMJHmDitcR16R0AiFc5x8B//rgeQliYm225fXZuIdRq4bPHh2F2OoRw+NHDtA1nry3N1LbrDz86vHrVUHiASSe0AwDVUM4K/OyN+/fv37/Rmt/bdAr60+efCSHUH38+isbBxOq0YlzyR7/427/ptE2XHwEAAD2VswLfyd5uLYQwc+nFRl398PFnIYSZ80+3bfj0+ZkQ6s1K/VkvvPBC6t4//vjjHNtaPVNTU0U3gT6M6Pn6q//2n3773/6H9huT3/7ib//m1//xP2nZppHe/RZ14sxUmCe32jy/VeLZrBLPJlVVzgp8upMB76/qFw8FaonrLd82tBTb1d4BAGB48VTg9zZWt+shzCxd69mz/kT98echtIf9TpX2J0+eDN68Smt8hOn8RGRqamqkz1eyL32nB0oN7X6L2rm+qm3UFyMFcvFWjKu1MsZ5barzM36RVOD3NtbWayHMLNzc7KP8nta5Hhip//tf/+MAPwIAAHqKIMAf3lu7sl6rh5ml25u957UDipYa1KV3AAAYUtkD/N7G2nHP+dvttffOk803pqd/5rzB8lCIlrguvQMAwPDKPAb+cG9j9aTjfHrpvdNk852npwfGRGgHAIB8lbcCf5Leu3Wcn37x0kwI9e27e2fvene7nlhtDgAAAKJX0gB/eG/tJL13nbSukeBDbX1tY++wcc+9xl3ldwAAAKqknF3oGyX0EOrbq1e2U36+cPP+cVV++uobNx+vrtfqtfXV2pkt+pmuHgAAAEqulBX4vd1a741OTM/euH1zaWGmecPMwtLt+6arBwAAoFLOHR0dFd2Gsnjy5EnRTSipqampEMn5+eeLv9/8+i8e/HGBLSnW1NRUFM8XIarriwG4GCvMxVsxrtbKGOe12XgsGKdSVuBhIMn03v4tAABA1AR4KiI1rsvwAABAZQjwVEGXoC7DAwAA1SDAAwAAQAQEeAAAAIiAAA8AAAAREOCpgi4rxk3yYnIAAECVCPBURGpQl94BAIDKEOCpjpa4Lr0DAABV8lTRDYA8Ce0AAEBVqcADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAJPFd0AAABK4atf/3bz65/8+AcFtgSAVCrwAACcSe/t3wJQBgI8AMCkS43rMjxA2QjwAAATrUtQl+EBSsUYeCiMoYYAAEB2KvBQDEMNAQCAvgjwUABDDQEAgH4J8DBuhhoCUCpdhnEZ4QVQKgI8AMCkSw3q0jtA2QjwAAC0xnXpHaCEzEIPAEAIQjtA6anAw7gZaggAAAxAgIcCGGoIAAD0S4CHYhhqCAAA9MUYeCiM0A4AAGSnAg8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiMBTRTcA4vDVr3+7+fVPfvyDAlsCAABMJhV46C2Z3tu/BQAAGAMBHnpIjesyPAAAMGa60EM3XYL6V7/+bX3puzDoAAAA8qUCD+TPoAMAAMidAA/kzKADAAAYBQEeyFP3QQfjbAkAAFSMAA/ddBm8bVw3AAAwTgI89JAa1KV3AABgzAR46K0lrkvvAADA+FlGDjIR2jP6yY9/0Gmsu3MIAADDUIEHcmbQAQAAjIIADwAAABEQ4IGcWQceAABGQYAH8mQdeAAAGBEBHgAAACIgwAMAAEAEBHgAAACIgAAP5KnLcnFWkgMAgGEI8EDOrAMPAACjIMAD+WuJ69I7AAAM76miGwBUk9AOAAD5UoEHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAi8FTRDWDifPXr325+/ZMf/6DAlgAAAEREBZ6xSqb39m8BAADoRIBnfFLjugwPAACQhQDPmHQJ6jI8AABATwI8AAAARECABwAAgAgI8AAAABABAZ4x6bJinMXkAAAAehLgGZ/UoC69AwAAZHHu6Oio6DYwWaae/xfNr5988r8LbAkAAEBEBPhTT548KboJJTU1NRWcn6hMTU15vmLh+qo2F2OFuXgrxtVaGeO8NhuPBeOkCz0AAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABE4KmiG5CLw3sbbz+s1eshhBBmFpZevXZ1drrgNgEAAECOKlCB39u4srp9kt5DCPXa9vrqxl6RTQIAAICcRV+B39tYr4UQZpZuvnF1djqEw717b69v12vra+dvb16NsQz/h3/4h82vv/e97+WyZakM0+xRHPKoT2Ny/6kPMXADcml52Z6OMRiy2ZEedV4qc/j5Hkhfe6vMOWxIPZxOx9jy9zBU4gwkVezJDdEeUVGvj5GersI5b9CXyCvwh/feq4UQFm5unvSZn569unlzIYRQf/jRYaFtG0jLm5v29zoDbFkqwzR7FIc86tPYvsPuj5i9Abm0vGxPxxgM2exIjzovlTn8fA+kr71V5hw2pB5Op2NMPdjYz0BSxZ7cEO0RFfX6GOnpKpzzBv2KO8AffvSwHkJYmJs9c/PstaWZGBN89jc3kb4NGqbZozjkUZ/GTrsa/u1sLi0v29MxBkM2O9KjzktlDj/fA+lrb5U5hw19vTxl/zw6UhV7ckO0R1TU62Okp6twzhsMIO4A//njtPwewvT5Z0II9cefj79JA8ul2F7mP3nDNHsUhzzq09jzlX7gBuTS8rI9HWMwZLMjPeq8VObw8z2QvvZWmXPYkG+bYzwDSRV7ckO0R1TU62Okp6twzhsMJuox8IePPwshzJx/uu0nT5+fCaH+2ePDkDIb/QsvvJC6u48//jjnBuZnamoq9y1H14Yx73wUDRvpwY60Ac07FnVKCz91gxmy2cMfdaTnrSHqxifleyB9XYyVOYcDi/cM9Gx5vIfWSaRHlMuVOMCxR3q6CjfhL6zQRdwVeAAAAJgQUVfge6k//jyE9gp8p0r7kydPRt2igWVv2yiOovER5kjPzzA7H0XDCv9lGLgBjTtOTU0VdUoLP3WDGbLZw9x9DNfXqEXd+KR8D6Svi7Ey53BgMZ6BjBdvjIfWXaRH1LPZWa7WAY490tNVuFheWNX5Gb9KV+DTOteXVpdlM1p+lH3LUhmm2aM45FGfxu47+d73vjdwA3JpedmejjEYstmRHnVeKnP4+R5IX3urzDlsyLfNMZ6BpIo9uSHaIyrq9THS01U45w0GU+kAH5vUv1ZD3lgqwzR7FIc86tPY85V+4Abk0vKyPR1jMGSzIz3qvFTm8PM9kL72Vplz2NDXy1Pl36lX7MkN0R5RUa+PkZ6uwjlvMICoA3znyeYb09M/c769/3zJDVxsj+WP3TDNHsUhj/o09qzCDdyAXFpetqdjDIZsdqRHnZfKHH6+B9LX3ipzDhtSD6fTMVb+nXrFntwQ7REV9foY6ekqnPMG/Tp3dHRUdBsGd3hvbXW7PrN0e/PqdJbbuzNIqZMKjNGdNEOOgWecXF/V5mKsMBdvxbhaK8MYeKot6gp8mH7x0kwI9e27e2du3ru7XQ9h5tKL0RXgAQAAIF3cAf44wYfa+trG3mEIIYTDvXtr67UgvwMAAFApsS8jN331jZuPV9dr9dr6ai1x+8LNvnrPAwAAQLlFXoEPIUzP3rh9c2lhpnnDzMLS7fs3ZgtsEgAAAOQt9gp8CCGE6dmrN2av3ii6GQAAADAy8VfgAQAAYAII8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAicOzo6KroNlN0LL7wQQvj444+LbghUkOsLIuXihXJybVJtKvAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARMA68AAAABABFXgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAT5DDextrV46t3Tts/fHeRqefAABA9RzeW/P2l7g8VXQDGJe9jdXtWucfH957rxZCWLi5eXV6bG0CAAAgKwF+Uhw+/iyEEBZu3r4xm5LQ9+5u18PM0u0bs2NuFwAAFGP66ub9q0U3AvohwE+WmfNPp9fXZ2/cv39jzI0BAAAgu3NHR0dFt4ER29u4sn628/zCzfvNUvvh3r277z2s1eshhBBmZhZefeO0Rt+468zS7ZaO9Yf31la368f72du4sl6bWbr9xvm7b6/X6iGEmYWlN27oik+1Na6OhZv3bzx9b+Pt7ZZf/cPT22aWXn3j6tmOL2cvuxBmZhYuvXotuVGXy+pwb+Pt95r3nZmZeSZ50QJD6H5tek2EQoz0Bbdx/bZf11BaKvCT7fhNx6l6vba++tnCzc1GwJ+dWwi1Wv3x5yEk/6gdfvSwHkJYmEt0uH989/ivZwghnH/R30AmxON7a+vNi6he2179LNx+9fHq6Ydm9fr2+tsh8cZgb2NtvVY/s5N6vVZfrz1OfLJ2vPO2yyrlmq3X11drC233BfrU89r0mghFGukLLsRDgJ8Aszfu37+R9vni3sbqdj2EmYWbJ/W7w717b69v12vrG3PJdyu13b0bs6d/59Leq9RraVUJqLra9vbM8dQSx5dPfXt1vXlVNW+7u3e18V5hb2O9Vg9hZunmaZXgcG9jdb0Wau/duzabvITaLqvDe29vt9z55KJtvS/QnyzXptdEKM5IX3AhIpaRm1yn886f9r6dnr26eXtpJoTae8fLaczOLYQQart7iTumvFcJIcwsveEvIZNnZunk86/p2RcvzbTddvXVhRBC+Oxx44ra2601Nkj28ZuevbY0E0KoP/68fe/Jy+rzx/UQwsylF0/vPD17dfP+/fv3BQUYSrZr02siFGe0L7gQDRX4idV4yzGzdK21B9H0i5dmtuv1hx8dXk2tN3R6r3JJF0Em0Jlf/Onzz4RQ73oxnJkv8vDw8PPPP3q8+/hhraWLX9reQwhPn58JoV7ffnvj/BvXZqddcpCbjNem10QoymhfcCEeAvyEq2+vXtlO/8nJIL+Wdysd3qsAWR3ubbzdOigvm+OP10K9tr5aCyGEmYWlS3MvXjWFHeQhy7XpNREiMvgLLpSXAD+xGn1xs2gU/T57fBhmpzu/V3nmvAjBBOr7F//MLHQzMzPPPHPp/NyLLz5+++zcdB32Pn118/b5xCT09dp2vba9nZzJAhhI1mvTayIUY7QvuBAPAX7CZZljJ9mnPqg1wBCOZ6ELx9PwnN7+OPMupmdvbM7eCOFw795Huw+Pl8ap19bfPm/CLBhY9mvTayJEIYcXXCgnk9hNrKfPZ57DY/rFSzMh1B9+dKivIAzleBa6pWst1fLsPWKapmevXr2xuXn//u2bjQl5Hn50mFMrYfL0cW16TYQY5PiCC+UiwDdUK4YAAAWrSURBVE+sxjuQ0+nmT+1tXLly5cpa4vbmu5WPHnuvAvlrTJV7OnVuB4f31q5cuXJlY+/MraeT8QI5S702vSZCvDK+4EKJCfCTa7qx2kZ9e3Xt3t7JH7HDvY219VoIYeHVZGfc43cr29u14L0KDO6458v23cQ1d2/tynot071PPnZbT1yz4XDvuJegMbcwuL6uTa+JUH7DveBCiRkDP8lmb9xc+Gy9Vq9vr6+emYp+ZuHmjbNvSE4mvw59vFc5njskyzB7mBDTV19d2F6vhZNZ5I/NLN289HB9u95c/KHj3d9Yeri63X7Nply0QB/6uza9JkLpDfmCC+WlAj/ZZm9s3r65tDDT7H87M7OwdPP2ZnsSmD7ppKvWAMOYvXH75tJC8pK7efv+5tXZ88+EkKFL3/TVlmu280UL9KOva9NrIpTfkC+4UFbnjo6Oim4DAAAA0IMKPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADUGU7K+e6mJ+fn1/Z3DkoupUAABkI8ABMrt3d3d2t64sXz82vbErxAEDJCfAAEHa3rl+cl+EBgFIT4AGYBMsPjtrt7+8/uLU8d7zJ7vWLKzuFNhIAoBsBHoCJdeHChctrdx7t3zrJ8FtvqcIDAKUlwAMw6S6sPXqw3Phy9/o7ivAAQEkJ8AAQLt85ifBbH7Qn+IODnc2V+fmz09e3zl5/sNnYIG0o/clc+LroAwBDEOABIIRw8bnjfvSf/PRsLt9Zmb94cfH61u5u4tbj2evnE4n8wrPPN35098PWBH/w009CCCEsv3w593YDAJNDgAeAEMKFl641Evzup/untx5svra4tRtCmFt+sH86+d2D45nvdrcWTyP85ZcbRfy2BH/w4d3dEOR3AGBIAjwAdLLzzvVG9H7w6M7lC82bL1y+0xw1nyjYNxN88iMA+R0AyIsADwBnnEbynQ+2Qghh7tbr7dH7pMt9Mq2fJPgz4+jldwAgJwI8AJzx/LMntfbLd46Ojo6OHq1daN/qZMj7GSkJXn4HAPIiwANACCHsf7rbY4uDg4ODnZ2dnc2Vlfn5c4tbKZu0JXj5HQDIzVNFNwAAyuBkpvgw99zFsz/YWXntrbNz0Hdx+eXlsLUVwtYHO3cuX5bfAYAcqcADwGmlPMxde+m0w/zB5vy5i4un6X1ubm55efnWrQf7+0cns9i1OKnBN0bSH5f15XcAIAcq8ADQnG4+OQI+HGy+1rh1bvnB95Oz0IcQQtgP6Y5r8Lt3PzxYe7YxC578DgDkQQUegEl3sLNyMqA9OeH8SVF+7lZ7em/OUJ/iuAa/e/fDHfkdAMiRAA/AxDo42NlcmZ+/2JyPbvnNtAnn0+65+Van/J5I8G99EoL8DgDkRYAHYBJsLZ5rd/Hi4vXEAPdb+3eSUfvCS9fmQghh9/prKzsnS8OHg4OdlflzF683J7U7XTa+6STB7+4G+R0AyI0ADwBhbvnBftty7xfW3lxuRPitxYuJ0L+1G+aWbz24NRdCCGH30/bR8Ccz2QX5HQDIjwAPwOSam5tbvvVgf//oUcoo9xDC5TuP9h/cWp6bS9xj+daD/f1Hd9Yur73ZsuZ78o4nCV5+BwByc+7o6KjoNgBA1Rxszl+8vhuWHxzdkeABgHyowANA7o5nsFd/BwByJMADQN7kdwBgBAR4AMjVwc7ma9d3z64pDwAwPGPgASAfx+Pejxn+DgDkTAUeAPJx4dnnj7+aW36wL70DADlTgQcAAIAIqMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAETg/wPp40GyyXAFEgAAAABJRU5ErkJggg==" width="672" /></p>
+<p><img src="data:image/png;base64,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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=&quot;prediction&quot;,
             Tvar=&quot;Day&quot;,Yvar=&quot;Poids&quot;,Ident=&quot;IDE&quot;)</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<p><img src="data:image/png;base64,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" width="672" /></p>
 </div>
 </div>
 </div>
diff --git a/man/kafino_fit.Rd b/man/kafino_fit.Rd
index b1d7629f541eabe652fccfd80bfc70c7877086c8..f1dfcd8d9a0d82facb084d0e32af3d1c2e361030 100644
--- a/man/kafino_fit.Rd
+++ b/man/kafino_fit.Rd
@@ -10,8 +10,6 @@ kafino_fit(
   Yvar,
   expertMin,
   expertMax,
-  Max,
-  Min,
   X,
   doOptim,
   threshold = 0.5,
@@ -32,10 +30,6 @@ Tvar can be expressed as a proportion of day in seconds}
 
 \item{expertMax}{numeric, the maximal weigth expected by the user}
 
-\item{Max}{numeric, a max weight for the algorithm, ex 100}
-
-\item{Min}{numeric, a min weight for the algorithm, ex 10}
-
 \item{X}{vector, a vector of initialization parameter (to be optimized 
 or not)}
 
@@ -82,7 +76,6 @@ t0 <- Sys.time()
 resu1<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
 Sys.time() - t0
@@ -91,7 +84,6 @@ t0 <- Sys.time()
 resu2<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=0.05,K=2)
 Sys.time() - t0
@@ -103,7 +95,6 @@ t0 <- Sys.time()
 resu3<-kafino_fit(datain=merinos2,
               Tvar="dateNum",Yvar="Poids",
               expertMin=10,expertMax=45,
-              Max=100,Min=10, 
               X=c(45,0.5,20),
               doOptim=TRUE,aa=0.001,sigma2_mm=0.05,K=2)
 Sys.time() - t0
diff --git a/man/kafino_plot.Rd b/man/kafino_plot.Rd
index 4d60facb90d3b0aae2e54f35bffefdbfb514fece..5d6d74871d67f7611fedf564a74c92c91bcf377a 100644
--- a/man/kafino_plot.Rd
+++ b/man/kafino_plot.Rd
@@ -45,7 +45,6 @@ print(colnames(spring1))
 resu2<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
diff --git a/vignettes/HowTo.Rmd b/vignettes/HowTo.Rmd
index a16fbd153f1d05f3364a43eafda14379e7e33fa4..59633334b84e75cf9f1e90c65040c6335270b05b 100644
--- a/vignettes/HowTo.Rmd
+++ b/vignettes/HowTo.Rmd
@@ -52,7 +52,6 @@ head(spring1)
 resu2<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=FALSE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -71,7 +70,6 @@ kafino_plot(resuin=resu2,typeG="quanti",
 resu1<-kafino_fit(datain=spring1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=30,expertMax=75,
-              Max=100,Min=10, 
               X=c(45,0.5,41),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)
               
@@ -112,7 +110,6 @@ head(merinos1)
 resu3<-kafino_fit(datain=merinos1,
               Tvar="dateNum",Yvar="Poids",
               expertMin=10,expertMax=45,
-              Max=100,Min=10, 
               X=c(40,0.5,10),
               doOptim=TRUE,aa=0.001,sigma2_mm=5*10^-2,K=2)