mirror of
https://github.com/bvanroll/college-datascience.git
synced 2025-08-28 19:42:41 +00:00
1273 lines
1.6 MiB
1273 lines
1.6 MiB
{
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Modellen evalueren en verbeteren \n",
|
|
"### K. Verbeeck, T. Vermeulen, J. Maervoet\n",
|
|
"Data Science (Theory) -- OGI02i\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Cross-validation\n",
|
|
"\n",
|
|
"De typische manier totnogtoe om een model te evalueren is door gebruik te maken van de **train\\_test\\_split** methode, daarna met de trainingsdata een model op te stellen via de **_fit_** methode, vervolgens de **_predict_** methode te gebruiken op de test set en tenslotte via de **_score_** methode na te gaan wat de **_accuracy_** is op de test set."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test set score: 0.88\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.datasets import make_blobs\n",
|
|
"from sklearn.linear_model import LogisticRegression\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"\n",
|
|
"# create a synthetic dataset\n",
|
|
"X, y = make_blobs(random_state=0)\n",
|
|
"\n",
|
|
"# split data and labels into a training and a test set\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n",
|
|
"\n",
|
|
"# instantiate a model and fit it to the training set\n",
|
|
"logreg = LogisticRegression(solver='liblinear', multi_class='auto').fit(X_train, y_train)\n",
|
|
"\n",
|
|
"# evaluate the model on the test set\n",
|
|
"print(\"Test set score: {:.2f}\".format(logreg.score(X_test, y_test)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"Het doel is om te achterhalen hoe goed we data kunnnen voorspellen die niet aanwezig is in de trainingsdata. \n",
|
|
"De fit op de trainingsdata zelf is dus eigenlijk niet zo belangrijk. Wel het **generalizatie vermogen** van het model. \n",
|
|
"We kunnen dit op 2 verschillende manieren verbeteren :\n",
|
|
"\n",
|
|
" **Cross-validatie** : de test set wordt op een meer robuuste manier gekozen\n",
|
|
" \n",
|
|
" **Grid-search** : een effectieve methode om parameters goed te leren instellen\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"K-fold_cross_validation_EN.jpg": {
|
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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
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"#### Cross-validatie\n",
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|
"\n",
|
|
"Tijdens cross-validatie wordt de data meerdere keren gesplit en worden er dus ook meerdere modellen getrained.\n",
|
|
"Typisch wordt **k-fold cross-validatie** gebruikt waarbij $\\bf{k}$ de parameters is die aangeeft in hoeveel gelijke delen (**folds genaamd**) de data wordt opgesplitst. Vervolgens worden $\\bf{k}$ modellen getraind : het eerste model gebruikt de eerste fold als test-set en al de rest als trainingsset, het tweede model gebruikt de tweede fold als testset en de rest als trainingsset enz..\n",
|
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"\n",
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"\n",
|
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"\n",
|
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"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
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"#### Cross-Validatie in scikit-learn\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {
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"slideshow": {
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"slide_type": "fragment"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Cross-validation scores: [0.96078431 0.92156863 0.95833333]\n"
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]
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}
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],
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"source": [
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"from sklearn.model_selection import cross_val_score\n",
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"from sklearn.datasets import load_iris\n",
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"from sklearn.linear_model import LogisticRegression\n",
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"\n",
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"iris = load_iris()\n",
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"logreg = LogisticRegression(solver='liblinear', multi_class='auto')\n",
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"\n",
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"scores = cross_val_score(logreg, iris.data, iris.target, cv = 3)\n",
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"print(\"Cross-validation scores: {}\".format(scores))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {
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"slideshow": {
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"slide_type": "fragment"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Cross-validation scores: [0.96078431 0.92156863 0.95833333]\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Users\\katja.verbeeck\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\model_selection\\_split.py:2053: FutureWarning: You should specify a value for 'cv' instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.\n",
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" warnings.warn(CV_WARNING, FutureWarning)\n"
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]
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}
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],
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"source": [
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"scores = cross_val_score(logreg, iris.data, iris.target)\n",
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"print(\"Cross-validation scores: {}\".format(scores))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {
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"slideshow": {
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"slide_type": "fragment"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Average cross-validation score: 0.95\n"
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]
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}
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],
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"source": [
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"print(\"Average cross-validation score: {:.2f}\".format(scores.mean()))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"metadata": {
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"scrolled": true,
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'fit_time': array([0.0019989 , 0.00098348, 0.00199962, 0.00199962, 0.00099778]),\n",
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" 'score_time': array([0. , 0.00100589, 0. , 0.00101328, 0.00099921]),\n",
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" 'test_score': array([1. , 0.96666667, 0.93333333, 0.9 , 1. ]),\n",
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" 'train_score': array([0.95 , 0.96666667, 0.96666667, 0.975 , 0.95833333])}"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"from sklearn.model_selection import cross_validate\n",
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"res = cross_validate(logreg, iris.data, iris.target, cv=5,\n",
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" return_train_score=True)\n",
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"display(res)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>fit_time</th>\n",
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" <th>score_time</th>\n",
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" <th>test_score</th>\n",
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" <th>train_score</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>0.001999</td>\n",
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" <td>0.000000</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.950000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>0.000983</td>\n",
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" <td>0.001006</td>\n",
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" <td>0.966667</td>\n",
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" <td>0.966667</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.002000</td>\n",
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" <td>0.000000</td>\n",
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" <td>0.933333</td>\n",
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" <td>0.966667</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>3</th>\n",
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" <td>0.002000</td>\n",
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" <td>0.001013</td>\n",
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" <td>0.900000</td>\n",
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" <td>0.975000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>0.000998</td>\n",
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" <td>0.000999</td>\n",
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" <td>1.000000</td>\n",
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" <td>0.958333</td>\n",
|
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" </tr>\n",
|
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" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
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"text/plain": [
|
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" fit_time score_time test_score train_score\n",
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"0 0.001999 0.000000 1.000000 0.950000\n",
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"1 0.000983 0.001006 0.966667 0.966667\n",
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"2 0.002000 0.000000 0.933333 0.966667\n",
|
|
"3 0.002000 0.001013 0.900000 0.975000\n",
|
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"4 0.000998 0.000999 1.000000 0.958333"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"Mean times and scores:\n",
|
|
" fit_time 0.001596\n",
|
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"score_time 0.000604\n",
|
|
"test_score 0.960000\n",
|
|
"train_score 0.963333\n",
|
|
"dtype: float64\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"res_df = pd.DataFrame(res)\n",
|
|
"display(res_df)\n",
|
|
"print(\"Mean times and scores:\\n\", res_df.mean())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
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"source": [
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"Er is een variantie in accuracy tussen de verschillende folds : sommige folds halen $100%$, andere $90%$. \n",
|
|
" Dit kan 2 dingen betekenen:\n",
|
|
" - het model is sterk afhankelijk van de geselecteerde fold\n",
|
|
" - dit voorbeeld bevat te weinig data\n",
|
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" "
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|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Overzicht Cross-validatie :\n",
|
|
"\n",
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|
"- elk datapunt komt exact 1 keer in een test set terecht, waardoor je het model oplegt om te **generalizeren over elk \n",
|
|
"datapunt** !\n",
|
|
"Wanneer je randomness gebruikt om een testset samen te stellen, kan het zijn dat net je moeilijke voorbeelden \n",
|
|
"in de testset terecht komen waardoor de accuracy waarschijnlijk te laag ingeschat wordt. \n",
|
|
"In het omgekeerde geval, kunnen alle makkelijke datapunten in de testset terecht komen, \n",
|
|
"je accuracy wordt waarschijnlijk veel te hoog ingeschat!\n",
|
|
"\n",
|
|
"\n",
|
|
"- door de verschillende accuracies op de verschillende folds te zien kan je inschatten wat je **best-case prestatie** zou kunnen zijn en wat je **worst-case scenario** is.\n",
|
|
"\n",
|
|
"\n",
|
|
"- Door meerdere folds te kiezen kan typisch ook **meer data gebruikt worden om het model op te stellen**. \n",
|
|
" - Stel : gewone split $25%$ versus $70%$ -> $70%$ van de data wordt gebruikt om het model te bouwen. \n",
|
|
" - Stel $k=5$ -> $\\frac{4}{5}$de = $ 80%$ van de data kan gebruikt worden om het model te bouwen.\n",
|
|
" - Stel $k=10$ -> $\\frac{9}{10}$de = $ 90%$ van de data kan gebruikt worden om het model te bouwen.\n",
|
|
" \n",
|
|
" \n",
|
|
"- Natuurlijk, meer modellen trainen vraagt **meer rekenkracht** !\n",
|
|
"\n",
|
|
"\n",
|
|
"- Merk op : Cross-validatie dient om een model **beter/realistischer te evalueren**, de techniek op zich geeft geen model als resultaat terug !\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Stratified Cross-validatie\n",
|
|
"\n",
|
|
"Merk op : in het geval van classificatie :\n",
|
|
"\n",
|
|
"Bij het opdelen van de datasets in folds kan je best rekening houden met hoe de verschillende \n",
|
|
"klassen verspreid zijn over de data. Een fold met alleen voorbeelden uit 1 klasse is geen nuttige \n",
|
|
"testset, en dus ook geen nuttige fold!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Iris labels:\n",
|
|
"[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
|
|
" 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
|
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" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
|
|
" 2 2]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.datasets import load_iris\n",
|
|
"iris = load_iris()\n",
|
|
"print(\"Iris labels:\\n{}\".format(iris.target))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"Stel dat er hier 3 folds gemaakt worden, met per fold telkens de data van 1 klasse ???\n",
|
|
"\n",
|
|
"-> zorg ervoor dat per fold alle klassen gelijkwaardig verdeeld zijn, dit noemt men **Stratified cross-validation**"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"stratified.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Stratified Cross-validation\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"Uit de documentatie van de cv parameter : **sklearn.model_selection.cross_val_score** :\n",
|
|
">cv : int, cross-validation generator or an iterable, optional\n",
|
|
"Determines the cross-validation splitting strategy. Possible inputs for cv are:\n",
|
|
" - None, to use the default 3-fold cross validation (zie warning hierboven, wordt gewijzigd naar 5),\n",
|
|
" - integer, to specify the number of folds in a (Stratified)KFold,\n",
|
|
" - CV splitter,\n",
|
|
" - An iterable yielding (train, test) splits as arrays of indices.\n",
|
|
"For integer/None inputs, if the estimator is a classifier and y is either binary or multiclass, StratifiedKFold is used. In all other cases, KFold is used.\n",
|
|
"\n",
|
|
"Er is echter ook een _shuffle_ parameter !\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Cross-validation scores:\n",
|
|
"[0. 0. 0.]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import KFold\n",
|
|
"kfold = KFold(n_splits=3)\n",
|
|
"print(\"Cross-validation scores:\\n{}\".format(\n",
|
|
" cross_val_score(logreg, iris.data, iris.target, cv=kfold)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Cross-validation scores:\n",
|
|
"[0.9 0.96 0.96]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"kfold = KFold(n_splits=3, shuffle=True, random_state=0)\n",
|
|
"print(\"Cross-validation scores:\\n{}\".format(\n",
|
|
" cross_val_score(logreg, iris.data, iris.target, cv=kfold)))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"LOO.jpeg": {
|
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"image/jpeg": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
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"#### Leave-one-out cross validation\n",
|
|
"\n",
|
|
"Beschouw het extreme geval waarbij $k = \\; de \\; grootte \\; van \\; de \\; dataset$. Elke fold bevat dan exact 1 data element. Deze techniek heet **leave-one-out cross validation**, deze is uiteraard time-consuming maar vooral interessant voor kleine datasets.\n",
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|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"groupKfold.png": {
|
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
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"slideshow": {
|
|
"slide_type": "subslide"
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|
}
|
|
},
|
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"source": [
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"#### GroupKFold\n",
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"\n",
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"\n",
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"Het zou kunnen dat los van de klassen er nog een andere groepsindeling in de data gemaakt kan worden, bvb. :\n",
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" - speech recognition : je hebt meerdere recordings van dezelfde stem in je data\n",
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" - beeldherkenning : je hebt meerdere fotos van dezelfde persoon in je data\n",
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" - medische applicaties : je hebt meerdere samples van dezelfde patient.\n",
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" \n",
|
|
"GroupKfold zal ervoor zorgen dat de groep samen blijft en dus ofwel integraal in de training of in de test zit, merk op dit heeft niets te maken met de klaslabels.\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"validatieset.png": {
|
|
"image/png": 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K3Zk1axbxBwxxKwcOHMjl4mS5LLhr7gUwnu2WW24hgq1YscI6+aNHuSzKaVy34vqQLhcvXszAIAdx961Lc/ToDz/8QK7BJq1Zs4bhxMAePHgwuYBhwEhj5DOesVtMjZSUlE8//ZStcb8YutgwfBQD2/v2ce8YCepqf/vttwsXLoyMjMR6TZs2jeSr9shYcsgRjFWy23333denTx/uMptl44xbXs6fDEvlwdgCQ53BT9In1b766quMQ8Yth42LI2HhM9u2bcsxYB2ZQRs2bGC4/vnPf+bIqQTUkSB5e/GakRg2kSgkRMB1aDpiGza8zfjx470/pFIif5CzvT9GUyLBdOvWDYtCKrKfBiGI52bYMEhUWm+88Yb9Jh/Jg2opPDw8f/78ZAKVS5CzYeMscET21344MPJN3bp1SSdUZurBDI5nwYIFVEUVKlSgiPR+S5KcNHz4cA7mD3/4g6thI/W2b9+eAivn94I4WqS+NMLP1NRUEnbFihUpIu0TRBwe2a5evXqVKlUi76qFHJ40HRFdXWL8v/jiizfddFNERIT3V6EY4aNHj6ZULVu2LDNXffjGjGB2nD59OlvcYCGTrnbt2qVLl6actQs+TcNGeGHi3HnnnUw07/eJEJGNypgol82wcQDqnSn1pxJbY+PYGDzSunXrANRytq+qWJ9NR3wattjYWKrbKlWqUNBzdmohu6NQ7tGjR758+dgL1bxabhs2IiFhgbiqlvNCqnmiBOF0yJAhamFuImI88cQTxFjIbEGJk7U//CRC4rtKlCiBaZw9e/aJEyfUcgSGN6Au5/AmT56sPiOSpiMOwtByxRgYPpuO4HYwxlw67jjj0B4GiKtK7mDM4KMwYyzBOxH2McZkN0ydwpQYNrxW5RTkR9MRRhHzCMNGTrdTpJIaG2rj3PGJEyeSgJiJDE7vhAUzf/58hiKjGlOnvrrMvOYESb7SdORalRg2kSgkpGPYbrzxxqpVq2I2rKVeIsQT+g94emmsWrWKugQvREyfPn16mzZtCPokfvtJNgfDRrhv1qwZJZqdkBDpISoqqkCBAt27d7fLF2fD5v2OtRKJkJfffPPNlFnqXUyqpT59+txzzz0UHx988IHClDgAUtRtt92m8wnbjh07SFRcOg5S/ZsBLlfOz8FIeJ06dWJ3pHNewqF6a9OmTZw4pRibUrwYNtFVJywQdTzVPyN56tSpttdi7jOMCxYs2KFDBwKFPbuVU2I64IhwDoQgggYiPmBvChcu/Nprr538/YlNTcNGCCKSEF769++frXDk8Ig5rMpm2Hghvg5ziMlcuXKlfRjJycnMViIPlatyLMjIsHGmVNhNmzbFQHJUX3/9tXdkI0qsXr0av4Q1JcCqhcqw3XXXXa1atfJ2m0pshOr82Weftf7ORXiAmJgYLjjxXP0DFQ47pyklcmZmZhIwy5Urt2zZMisY/S7sLteQI+d4OC94MWwOcjZseO8KFSrgwxlUH374oXWJf9e0adMYBlxqJgKTgkw6fPjwv/71r8wXLji3j5Hs8y1RPwwbkxGvxSRlFK1du3bXrl1Yeg4+28bJmHhLkiBpi9OxDvR3MajYL1PppZdeUm/gimG75iWGTSQKCekYNtaSP9RbgNlEuCeIjxgxonHjxsWLF6fEIZQrkXUoPh577DE2omAHw6b8ifX376KuGjx4MNUbCUZ9mQo5Gzbyn/0ushLV2JAhQ8iXKSkpWDWW7NmzB49EQuIwsr2LibZu3frggw/Cuxo2nNWSJUuAOfhq1ap169aN8m79+vUcIUerDoMqjTNt3rw5uytTpgxHnlMUbXnz5uUK25sVwya66kSt1q5du7vvvnvAgAH2tKKapEYsW7bslClT7DcyKBCZudSCUVFRdmcFFTSoXG+55ZZChQox+5gIitc0bBg/Kma8yowZM+zIYIu5SWXsbdh4FdHvvffei46Orl27NruwD0M9PcusHDlypD0HjQybcqSYTy4I21eMrV9//ZXNVqxYkYBJSFQLlWFTD9zaltJWz54977vvvqefftr6OxcRkN9++22uDFsOCwvDX6Wnp+N+d+7cSXltG2li4MCBA2+++eaSJUsSfq1I9Lu6d+/OXSOAN2rUiLIeXgybg5wN26pVqxgD5FCygHV9vdS6dWvGzP/93/9hm3HpjBkyCDeOoVi+fHnGw5gxY9hmVlYWw8Pbxvth2Ng4Lp1RxxgjYbH3yZMnM1r27dvHfLE/+lu9ejVZm3vNGMCzqeO0xWjhwJggJH3VEFUM2zUvMWwiUUhIx7DhXigXMEXW0t9FxYO9qV69+u23307WCQ8PpwLDYsXGxlKF8CflF0ZOfa6FHAwbZVbv3r2tv38XVUtMTAz1HHnLfp/b2bDNmzdPLbFFacLxcApJSUmqjqQEqVu3LuVIcnJyzi95UtlUqFCBdOVq2DBjP/zwA4nzqaee4iDZOwUQPzGucXFx27dvh+ES7dixo0mTJjfccANZmeucUyznApK51WbFsImuRjEXmH0PeXrf4Z3UwiFDhjA1qP+YhvZHTIzwxYsX58mTh8lSqlSpNm3aMPeZ6QSHjh07Uq3ef//906dPt2e3pmFbuHBhrVq1wF5++WUORmG28FGVKlXyNmynT5+mWn3ggQcIBSznIJ977jkOmHDRo0cP1TmJSOX9fpO+YaP8PX78OMUx5zJ8+HDF2OJS4J0omr3tnDJsXC4OINs31hCXiCBJqLH+zkVsGa+4ceNGamiuLe6XoMTPIkWKqK/kqY9Ttm3bRkj/wx/+QPC56aabrEjkpRtvvJG7Q1AlHsKLYXOQs2Fbvnw5V5hL7fM6s5DUwNr58+efOnWK24cre//99/HMxYoVUzlF3T5uqPeV98OwsfFz584x9Tp06MCwZ+9s/NZbb8WAjRw5kjStxsbKlSvJ3RwSY0AdpLc4YMYMmZ1Er5K4GLZrXmLYRKKQkKZhwyOpt1q9xdoJEyaQqOrUqTNr1qwsTz8SQjahn/pMfalG37D16dPH+vt3UVdRuwTcsLEkMjLytttuw1apz9y8hQWlOtT5hA2R4ciy6kl98tzo0aOffvppDph0SIG1b98+ciTlZrNmzdS742RinyITA6ttimETXY1SnxphQhj8WBT+PHnyJA6nUKFCAwcOtD/bQYz2tm3bUvmxfN26dUyQI0eOqLixYMEC5iYmZ9q0aaaGjcqY3fFaYpH9WlsvvPBCyZIlvQ0bAY1Ck2oYE8JrCSxEA3UYq1evfuaZZ5Rh8w5fRp+wcfpVqlS55557BgwYoBhbFy5cUHYuX758OFW1UBk2HO9/Y9iUfvrpJy7p5s2b8Q8TJ07s2rVrmTJluDJcW+IMVTuxGqOo3ieigrfC0H+K28Qlwo2wQTFsDnI2bC+//DKrSDfcCOvK+hIjVvklBvPp06cZitw+zNi4ceOeffbZ4sWLM7TIINwR9e1WPwwbIh999913jNUPP/xwxYoVqampbdq0YeMMXfbCKgBmFuOE3B0fH/+a538G5hSlAtNBfYtEDNs1LzFsIlFICL+xZMkSDFvz5s0dDNtzzz2X07Dt3LkTV3bzzTdTc9h+Q4kai5eEpmHjZ48ePe6++24cUbZTJgNRQZJfb7zxRh3DZossS5HECX7wwQfUZ0WKFOF4qITIf2RTyqwCBQpQ66iU7Cyy5siRI/PkycNZi2ETXS1iqFNKdu/evXDhwk888QTBYc2aNdSC1atXnz17tgV5RBUYFhb217/+ldJQ9S2wNX/+fCaOf4Ztw4YN7JeJM3jwYDvmKBFJ8JAYMG/DRpFNdPq///u/nAZv7dq1rVq1ymnYGjVqRHCghuZk1UJb2QwbAJY1IiKCGIj3Iwh4v4QS/6233sJAlihRIjMzUy0MoGFT4rIQ0IghmzZtev7558uXL8+F5Qp/++23X375ZUpKCi6C0nz37t3WC3LX119/TWjFsHEu1PrWUpFHZz3/9YGBgZ9nWFpLfxfOqnTp0uSmZcuWKferKW4fWyYFc/sYvY8++iizZsaMGcomMX7atm2L4Wf86xs2W2QiEha2cOPGjT179ixUqBBTdceOHT///DOGnMx41113JSQk6BgwUj/mn+mM/WOOWEtF15DEsIlEISFSwsqVK2+66SaSDVnHWvq7nA3b9u3b+/bti2EjsisvhKhLSEuUVnXq1AlNw0bxQVHFHqtWrWrnPyWA5ORkajidLpFcOswVZZl3KUYiJDGz5TJlyqh34sm7GLCiRYuykFqHNJmt2qM4o2y1K1csNMdwzz33kI/lDUvR1aW5c+cyztGYMWPwGPnz5+/WrZv6erCtV199tVSpUrfeeitFp/JOSkQbvBYT0z/DxuQlsBBzsIgffPCB97ymEm3Xrh1BwNuwvfPOOwQ9JvuSJUtOev1LevwMpSf1azbDxmRs3rw5hWxaWpr3B4ZK2QybUv/+/VlSq1atN954w277QYhgmwMGDChQoAB+iauhlgfEsLEXtsPhZQsyXK7HHnuMMxo9evQXX3zBxVm8eDH7wl0vWLCAS52NJ6wRqQhK6j0mAt3SpUsxbI8//jglvmJESlxMPJUaeCRTa+nvIjd17dr1lltuwdVs2bIl253lsrOEIaeWsyl+Z3yqIW2L8UMmLVKkyKhRo8g7LHn33XcZDHnz5sWBZ3u7wafYEff0xIkT3jMOsfzFF18sVqwYo5EZwU1nGmZkZOTJk6dRo0br169niYX+LrbgnfgY+TExMRi2ESNG8LtiRNeSxLCJRCEhEjxB+bbbbitdujSZ+/jx4/gZEgBZgVTtbNiOHDlC+scmtWzZctWqVcBffvklZQ1xHw9GcRCaho3NsndKPY6EnPfRRx9x1myfw6PYoroiuVLGuRo2tkYZ9Mknn7C1zz//nHNnOyxkR1xMtm8fzJtvvtmhQ4dChQo98cQT/A4PCc+ruIYke6yy/T43mRunx7FVqVLl/fffB+OOkCDJ5dmKKpEo1ETFxlDHBuCFlOdhMGf7YIFaMyIigimGL9q2bRtzAR0+fHjSpEm1a9fGFfhn2Jg4mAqK2j/+8Y8JCQmbN2+2txwXFxcWFnbzzTd7GzZsJJX0TTfdhHfChGBjgAkCOBl8FAVoNsMGEBUVxUK8E6+l9mVifv/992prPg0bUZEAyEKuCfFTRYkDBw5gER944AE2FR8fb78pExDDpr7iTtzgoqmAzGbZxUTPf5gkBM2aNYvDhsTEcjp33HFH69atFy5cyFFxgsD85CJwguSFrKwsde9wbgQuYC44d0EFJUSayGYtrkORKMkyGB5sD6OdC6guDheN9MoIYYgygJkODCeGpbovDDZ+4TaRQTDtarTzWsYMKYnhpDDE7Rs3bhzpgDE8ZcoU9U4EE4ekfPfddzOEtm7dqkYjaSK328FBYgXnzp378ccfk6QYitxrNs59JykzRDl4tonVZwtkcEYL6btv374MA8YDRwvMq5hNbGHFihXsS70HwQTJzMykhOjUqdPatWvZrDr9nGNYdJVKDJtIFCoiTFeoUAG3g1chQGOEsGEE5ZMnT5IzHAwbEZnIjqHC4ZQtW7Zjx479+/dv3749hQX2qUyZMqFp2NCvv/5K5uMIeUmJEiU4u5iYmObNm2O0yKzqYX1ym4JzEyVjvXr1OEcKR45w4MCB0dHRjz322D333EP26tatG1dPkexu5cqVpMAbb7zxvvvua9KkCXscPHgw9SLXh/KUKz9//nwFI+rOkiVLUneytUGDBnGmHC3Fk0rVIlHI6vLly8OHD8+XLx8z7oYbbmDMM02sdb+Lsu+FF17AKd1+++3MHeYCCg8PZ+KUK1dOfXPPD8OG1FtI7FpFMzbLlFStzNUDbN6GjUp6+fLlGDPgatWqde/eXc1ffBTHULFixWyGDX7q1KkYKmwPsWLEiBHJyckzZszg8Fjr07Cxo4yMDJbjQh999FFiAuawRYsWefPmxa8SKvGu9rswhLj/3rBxBbjmkJUrV37mmWfYHZGtVatW+MNbb72Va8LFJxxBsgvCJg6ZCJY/f35+4QoQn/nZtGnTokWLcppccHUXOEhOEDNMZCPSEucJp5w+9uPU7/9w5XoWV1U12WLk9OzZMyEhgYuzYcMGrh6XjpGDpeHqMQy4sNxEgn+/fv34hYHHZGnYsKH6FPrDDz8kOzARGNgqnxL/cdS4QW4fv3B/1WeeOCJSMzmCl7MdJh17nDx5cs7PfpW46WRwhjRjo27duqQeBgbb53cWMgAYe7h9BZP616xZw7hlajAgmRQUBhxzly5d6tSpwxYYTiRiNY8YAJh5jhlFREQwZTgShLVTWxNd7RLDJhKFikgnq1atIihT0xCIKW4ojyZNmkSl4mzYSEXffffda6+9RuWB+cFZkZMoFEgGr7766pAhQ0LWsHHkJDw80hNPPEFa4pTJo9R/FGEvvfQS1+Guu+5auHChgnPTvn37xowZQ3FDbcfL1elzHSjmxo0bt3PnTrvqUjn7/fffj4+Pb9CgARaR61y4cGF+qVKlCleP+pV6SMHo2LFjFKwUXqoE5PA4O4pLO6GKRCGrZcuWUbyq3ncUeTkfkWJeUMwxd7BSTBk1EZh9zNAJEyYwJf02bEQMtsxsogLmJcyy0qVLUwETzYg5hCYmlG3YLly48OWXX+KvmMLFixfnMIoVK8ZEo5Bl75Td2Qyb+rYhlTEMkx0/w3ES31SfCZ+GjYlPKb9kyRK8E0fCqzgkYgVVL6Fmy5Yt3t83C4hhI85MnDiRa1i1alV1UlwHdk0lPXLkyI8//pgtc1SQ/Dx79iyRMy0tDQ8Jw7Fx/FyESpUqseT555/nyttvElGXL168mOUqfHHuaPr06cd//zeb17O4km+99RZ3B1tuXxwylHq0G4vFzV2xYgVpFIfGmGfwcF+A8UtRUVFcWPIRJJF/ypQpGDPyArePAcN44NZERkampKRs2rSJoatuHwZsx44d2DmVedVoZOM5+6MqMUcY7fBsqkKFCoxVNRTLli3brl07lYCUFUT8wnY2btxIElcflTMw2EupUqWYcR06dGDyMtLUvAM+ceIEo4jpzEmpI0HvvPOO2proapcYNpEoVKS+tvH2229jYLArFDcvvvjitm3byNCnT5/GeJBC3n33XbyZ9QIvEaxxEVgRihKSN4UOueeTTz4BJp3wJ3bOLkr4hYphxowZAN7eY/369bNnz875BB0bh8eDbdiwQX1xH5FIOBhKt61bt9rvJrK7lStXcvDetkeJU2MjnAJ8NsNDAuPIOWvOl4On8uNkOZi8efOSePjT4nIRp8PuyNOcO1Xa1KlTOd8FCxZwJcm7qij0FkdL/l6zZg1nxKGyU86a6pbTocr0fmeUogqrTEkKwJFzR3gJxVPObYpEoSYczurVqykBEWHE57sMjHDmCHOBiczEmTVr1qpVqw4cOMBEYLIz7Pfs2WPPiJMnTzJJIb07G/FyZihF8JEjR1QJq0Qhi0dat24dPLOMTTGPOCScCTDbYWt2Yao8GFOY5RwGoQlm165d8AQNJjWRyn64FLEj/Oerr77KqsmTJ3OCzH31NpB9kHv37lWwEkUtzvOjjz4iMBIfOCQYDonpnO3DEEIcoYOZzq7tI7RFeORc3nzzTevvXKTMMCGFE4Fnd5wX21TdOHMGEA6P42e/CxcuhCTacGqcFDviRLy/8cghcSLcHRUwCUqcPgHT+/pct+IqkS4/+OCDRYsWcRnVxfnwww+9kyaZiOnAoOUKc50ZDNwXhj02jEGoLDoXnNuH1Vm+fDm3j00hMLIStynbgCEBMVbJICQvNRrnzp2b27cwGLqsYhawKZWwVNbjgDFmDHj7RispPisri7nMZoHV0CXPMhQ5SPU5rRK/c3iQHDOnxpEg+50O0dUuMWwikehKitqFcs271ON3qsBx48bdcsstERERFD3WCpFIJBKJRKLrT2LYRCLRFZPyZllZWXv37v3000/t57+nTZtWp06d22+/PSkpyftLmyKRSCQSiUTXm8SwiUSiK6YLFy4sWbKkYcOGFSpU6NSp0+DBg7t3716rVq28efPeeuutlStX3rNnD4xFi0QikUgkEl1/EsMmEomumC5durRt27YBAwZUqVJFPQJ+3333PfTQQ3Xr1h02bNjWrVvPnj3r/W1JkUgkEolEoutNYthEItEVE2bs5MmTW7Zsefnll+fMmTPdo/nz569Zs2bPnj2//uf/whaJRCKRSCS6DiWGTSQSiUQikUgkEolCVGLYRCKRSCQSiUQikShEdbUatsuXL18SiUQikUikrZzfMbZWiK5mWffSI2uRSHT9yZoD16iuVsP2/PPP16hRo4xIJBKJRCINVa1atUePHt5tV48cOdKkSZMKFSpYhOhqU/ny5cPDw3fu3Klu6Oeff/7YY49VrFjRWi0SXR+qVKnSE0888f3336uJcE3qajVsbdu2bd269fTp01966aXY2NhSpUrVqVNn5MiRqmlBblJw6dKljeDatWvjD62luQh46NChIQI/+uijRnCtWrU04bCwMB146tSpCq5Zs2bA4WHDhvkBjxgxwlqaixTMtDeCa9SooQmXLVvWCK5evborPG3aNFO4XLlyQYWHDx9uLc1FwHFxccDVqlXThKlIjGCq0mDAFLUBh5EfcJUqVTRh6jYjuHLlyvHx8dai3AVjBJNKjWB0xWEO2AjmghjBXHBrUe7ixnH7jGCGhwPctWtX9v7rr79aefS337Kysu644w4SIlV+biKbFCxYsECBAgR/a1Hu8gPOnz+/Jnz//fdfpTBpxVqUu/yA8+XLRxC79dZb33vvPXVDDxw4cO+99+psQSS6lkSR8PDDD3/11VdqIlyTuloNG7eHOvLcuXOEp4SEhGeffZZK9/jx49ZqX/Ibxqu4wgcPHkxMTPQD/uKLL6wVvuQNv/jii67woUOHkpKSdOBffvlFwaRwI3jKlCmu8OHDh5OTk4MKT5482Qj+/PPPrRW+BHzkyJGUlBRTeNKkSYGFjx49mpqaCvzCCy8EHE5LS9OBz58/f+zYMeCoqKiJEyeGAjxhwoTPPvvMWuFLwJ9++uno0aODBKenpwOPHz/eFQYINjxu3DhXmGtrBGdkZACPHTvWCObKWCt8ScGZmZndunVzhXERzGgFjxkzJuAwmCnM9gMLkxqMYC4aMFcb2KFdqj48Y8aMRx99FN76+7ff/vnPf/7xj38kZTzvS5jAAQMGNG7cGFfQoEGDfv36WSt86b+ESejWuhyyYezoFYfVB5Lh4eEhAj/11FPcwXfeeUfd0H/961/4t3/84x8WLRJdH3riiSfuu+++L7/8Uk2Ea1JXsWGLiYnZt28f5Qgxa/bs2c73iYIVmKoIeNasWa4wUc+GnQ2YfzC5YebMmTowBWUw4P379yuYFB5wmFq8YcOGwFQz1gpf8oanT5/uCmOhgRs1ajRt2jQdGGeiA1NW+gdj+11h/LYRjKmjegB2NTM2jO0PLIw5VzBOXgfG4lI9GMGYc1cYv20Eg0VERPDT1XLYMNsPLIw5VzAXUAfmokVGRhrBDKfAwjh5I5gh1LRpU2aiEezsT7xhQo0rjJNnjjRr1ix4MFE6gDAeCZjwQuYiZ7nCADbMC60VvuQN49mcYSPDFh8fHx0dzdkVLVqUCIaLsFb4kh8wB2wEFytWzAgmrbjC/fv39w/u27evtcKX/IZJsqbwc88996c//UkMm+g6lxi20BUB6+mnn05PTydsvfzyy9999521wpcuX75M1WUEZ2RkkEtWrlypCT/yyCMrVqz49ttvrRW+pODMzMxgwJRowEWKFFm+fLkOPGbMGOBly5YZwd988421wpcUTNHw8MMP68MPPfTQ0qVLXWHqOWoX4CVLlgQDfvDBBzVhijPgxYsX68DUiIULFwb++uuvrRW+5A0vWrTIFaYsA37ggQc0YSpm4IULF+rAFO5///vfgwcvWLDgxIkT1gpfAqYGxcYUKlRIH77//vvnz58fcBifBjxv3jwdGLdWsGBBYOcvZtgwCWbu3LmuMNbICMaA6cPYpAIFCsyZM0cTzp8//+zZs41g5yQKjCHH+ejD+JN8+fK5vvVmw2x55syZAYenT5+uCX/xxRfAXGfX97y8YX7qwGyT260Dw+gbNmUMbr/9dmwYv1tLcxFA8+bNgwEPGDAA+I477sDMBxxu0aJFUOHIyMiAwy1btrzzzjttWAybSITEsIWuSCRkytatW1NkYzkuXrxorfClAwcOjBgxQhM+ePAgcKtWrSiydWAGioIp370f5s4p4JEjRxrBhGYjmPJdBx41apSCKbJ1YNKJDnzo0CEjOCEhAVjV+vowdbMOTNrWhBMTE/XhpKQkI5iBqiyHM4w5t2FKYVc4OTnZCKYwMoIxMzpwSkqKgomSrnBqaiq1TsBhbL8RnJaWBoyn0oQpjIAphV3h0aNHG8ERERGacHp6uimMW3OFjx49CtykSRNg6n5XOCMjI0hwZmYmMKZRE27cuDEwlskVHjNmjA17G5WcMoKPHTsG3KhRIxymDjx27FgF42MDC48bN65hw4Z4Vx04Pj5e07D169ePS/HQQw8R7qKjo4cPH26t8CU/4AcffFATZmAAE+743Rlma94wJ2ut8KWgwkzA4MGFCxcm6tqwGDaRCIlhC10R3WrXrj1z5kz8iYOnIp1jOYYNG9ajRw9gjIErHBcXF3CYVTY8Y8YMHZhYrAljDEhjRnD37t2nT58ecBijCzxt2rSAw8zGKwtfunQJGFcMPHXqVFcYywHcrVs3I/ill15ytnYKxhWHAowrNoVffPFFZ/iy54NlfRh/gt8GnjJliiYcFRWlCWOhgwpPnjxZB8ZCBxxGNjxp0iQdGHOuYJy8szFQsHpo0xXGJhnB9kObVxbGyQNPnDiR+iCwME7eCMZr6cC4NeAKFSroGDbMQIMGDcqVK4dLGTBggLOLMIWxl8B4tv79+1+TMGa7bNmywYP5iXOzYTFsIhESwxa6wrD17t3b+d6cO3du//793EjyHxX5cceviyiYujkY8IEDBxRM+a4DUzcHA8YHAlN1acLUzcBU5AGEf/nlF2BVN+vA2CQFU75/4fbcWvBgXIRd6+vAdvnuClPdGsF2RR5YmOLPCLbLdyP4c8dH0bxh6mZXmBpUE1aPG1GRY+2MYEphV/jTTz81ginfTeEJEya4wp999pkRTPmuYH63VviSNzxerzOKPsxxKnicdhuVgMO4Fxse69ZzRcEZGRnBgJlKwN27dx8zZowOnJmZqWDGCXbdWpdD3nC1atWcDRs2AOeAJcDaKWOglvuUN4ylMYWd+2r4DWNsriCM9QLGwf7PYDFsIhESwxa6wrARs6w/fIl6bu/evSQz4uzcuXOd76KCyanAc+bM0Yddn7gA3rdvnylMhjCCddqoqAYtCna1SQR9I5jijHQyU68zih+w64MfpjB+G7hJkyauD34omLpWwa7+xA84IiIC2+8KY86NYCwBMOY8GHBkZKQOjDlXMOac4tVa4UsKxk2ZwvhtZ5jyXcFNmzbVgXHyCsZC68AY0WDA2H7gZs2aYaGdy3c/YDBTmO27wkeOHFEwF1AH5joQyYMEN2/enLHnCh89etSGcT7WCl9SMEPIFGbaBhY+duwYcIsWLTRhJhQwEY+k6WDY8FSYAcZnsWLFCKT8riohn/rfwOQgVxg7ZwQzPosXLx4isPKB1gpfcoXFsIlESAxb6MrZsF26dIkSbfTo0SVKlHjllVecG4d4w64tSRScnp5uBBNq9WESj2uzE2CKv4yMDGDXliQKzszMNIKLFi2qDz/yyCOuzU6AKf6w0MCuzU6ywd84tvewYZ3OKArG6AK7NjtRMN714YcfNoJd+5cAU1YC63RGUTD1FrBr/xIFU8k96OmMog+79i8xhalBqWt12qh4w+qZRmuFL9nwAw884NqSRMFU+fowzkSnM4o3PN+tfwkwdTNwoUKFNGGcD/A8t/4lNqw6o+jDc91akgBjBjAz+jAuomDBgvow+XWOW7MTb9j1bazLnm4u+BN9eOrUqZow3g+YE9RpdmLDMzVakgBPmzaN6xwkmIGk3sbiZ26GjXyKMSCx3nHHHfwcMGCAVQf5kinc39O/BBjjwe/WCl/yA8bl3nnnnSECYx014bvuuisgsBg2kQiJYQtdEdCJZdYfOXTgwIH4+PiWLVtSvuN8HJ4gQsDDhw8PBZgzAsYYYGZ04BYtWmjCjGZNGNMITIbQhEeOHAmsLEdg4VGjRnGXAw7jMG0YY+AKJyQkkLCV83F+zscUTkxMNIJJ2MDU+q5wUlISMDYpsDB21AhOTk6OjIw0gnFrlO+ucEpKihEcERGhCaemphrBTZo0ASZJOMMYXQXjA3XgtLQ0I7hx48aa8OjRo/2AqfVd4fT09EaNGmFHAwvjio3gjIwMBX+h1xmlYcOGGF0dODMzM0jwmDFjGjRooNmgxYY/d+u5gjlXsN2gxcGw9fM8IvXggw+SKTAGZC5PFeRbpjCjSMHYvIDDhQsXNoLJQYGFAZitVwoWwyYSITFsoavcDBs5CX8SGxvbo0eP2bNnU75funTJWpdDCh46dKh/sEOt7w3PmjXLFcZyqM4orjCr/IC7d++uCcfFxQHPdOvm4geMhTaFKS8CDpPzdGBGAmYGuFu3bkawa4MWBTN69WGCkSk8Ta+NijfMOLTW5ZCC8dtGcFRUlCt82dNlRMFTPQ1aXGH7OcwgwS+99JIObD+0GQy4a9eumjBOHvjFF18MIIyAMeeaMAZMwVPceq4gUxgnb8PeTiOnFIz3MIInexq0uMLYfgXj5IMBT9LuueIHTBGj4NwMW+vWrcPDw8uVKxcREeHaOKRv3776MM4Hx1i2bNngwVgaIxiHGVgYZ34FYTFsIhESwxa68mnYzp07R7RiObURmcn5zvkNUze7wvv37zeCGW2mMKXwcceHr4DVZ2v6sF1k68OUwq4wNskItutmVxhjoAn/4ukyAozl0ISpm4MKUwq7wqp8V/AXbg+MqYocmILVFaZSNIIpsk1hClZXmLLSCKbINoUpWJ1h9QSRPnzs2DEbdn0UDZiKHPgFvWYn+vCnn35qBFO+A08MdBuVzz77TMETtDujdO/ePXjw+PHjXWGA0aNHK5gXWit8yQjGCNnwOL1mJ0Zwenq6DePArXU55A2P9TQ7seHcDFvp0qUraHcZwUX4B5MTrXU5ZAQP9zThCB4MBsxLrgpYDJtIhMSwha5yGjbK9927d2dkZDRu3Nj1WQ5v2PWJC+A9e/Zkev75D7Crp/IDbuL5H0SBhVXPFVPY9VkOG46IiNCB9+3bp+BZbv1LFEyFoQNTkfsHz9RrdgIcGRmpCVNCAVMMBQnGybvCOHngpk2bAruaGWCqT1MYJx8MuFmzZjrwgQMHFIzt14Gp8oGx0EYwla61wpdsmPijAx88eFDB+G0dGIMUPLh58+b4bVf40KFDRjB2UcHOlsMbxm87w9ikw4cPA7do0cIIxkLrwGCmMNt3hY8cOWIKt2zZUhPmOgBza4xgvLe1wqPcDFu+fPkI/hgDq/bxJTxVv379CEfFixcPHkze5HdrhS+FFEygA8ZZucJcAeASJUoEHI6KihLDJhKJYQtdZTNsly5dovhLTU0tXbr0qlWrvv/+e2uFLyk4LS0NWKclCfDo0aNLlSoVcJjiT8E6LUmA09PTS5YsqQ8T8XX6l3jDrr1AgDG6wDotSagUcZikNH1YszOKDes0OwHGNCr4G7f2HgouWrSoTv8SalBgzc4owPhAYJ3+JcAYMCO4SJEi6ik+a4Uv2bDqjPK1W3sPClZsErBO/xI/4IceekinJQkwzkcfplQ1gh988MGFGs1OKIWBCxcuvECjJQkwtXjw4AceeECnf8lRT2cUfZhaX7VRcX4byxvWaXai4EKFCrm+QaZgHKAmfOzYMWDNzigKZss6zU6A8cPAru9M2TBXQxPG8BvB3MFZbs1OgFUbFeCZvlqS5GbYsAcDNLqMNGvW7M4778Ry68Nkak34rrvu0oTB/ID7u7X3sGEORhO+++67NWEuWjBgALCbbrpJDJvoOpcYttAVsZJoZf3x22/YpGHDhrVs2RLLgVtzeHQHAcfFxbVo0cIIxkUEFsb5xMfHE5qB8VSu8PDhw41gLhH+JOAwl90IJp2YwhgwZxhPxfwExibpwCNHjjSCKV9MYWySKzxq1CgjODIyUrm1AMK4tYSEBAXjT1zhxMTEiIgII1izm4sRnJSU1KRJE2AsRwBh3Bpw48aNVTcXVzg5OVkfTklJUTDGwPWBMeBGjRoFA05NTTWCGzZsiNF1hTGNRnBaWpqCSaiu8OjRoxs0aGAEa7Z+MYLT09PDw8OBj+u1UQHWadCCHTWCMzIygDV7rmRmZtavXz+3niu5GTbqe7KAqnt8qp/nearChQuTZDEJrjBDLngwdjQYMLPVFCbXG8GYscDCBLp77rnnhhtuEMMmus4lhi10ZRs2chI2aciQIT169Jg3bx5F9iXHxiHAMTExwHPnzg0sjOUwglVnlDlz5jgbA1YpuHv37sGAhw4dagrPnj074LDqjKID409M4W7dus2aNcsZ5n4B47f9gJ1tkoIx58CuPVeCDVMBGMFRnic8XWFskhHM5LVhpoO1LocuX74MTCwGnj59+pWFMeddu3Y1gqdNmxZYGE+FOTeFp06d6gwjbxgL7Qpj+43gZ599VhPGyQO/5NZzBQUVxskDv+jpueLtcHLKG8bJO8NYOyM4OTm5S5cuRvCU3Huu5GbYOJ5/lzy5qG/fvpjAsmXLRkZGDhw40NlFqJYkNkx0slb4kjc8QK/ZSVDhCO2eK/qw6l+iA2PAbBgfqAOXKVOmSpUqN954oxg20XUuMWyhK2XYfv75571799p181eOX3EB3rdvnxFMxFTVrfMgACZKasLnPP1L/IDJta4wDlNV5MGDKVhdYQwYdydIMDMTmII1sDD+xIadHxhTMEU2MDWoM6yeINKHVfkOTFmpCeNdNWEqck2YGjR4MOU7MDWoK0wN6gdMwer63Bow5Xsw4KNHjyp4sltnlPOeZieU78GAjx07puBJem1U9OFPP/0UY2AKv/DCCwGHU1JSgCfqdUYJHpyamgo8Qa8zihHs3XMFB26tyyEMmA2P9/RcyQ02NWyknujoaIxBhQoVGjduzO/WCl/6X8KkDGtdDhnBJDUbbqTRksQUbqjd7MQIxs7Z8NNPP80dFMMmus4lhi10hWEbPHhwVlbW6NGjIyIiFixY4GzAKLJt2PXxDD/g9PT0yMhIzWYnwYZdn+XIBruamT179mRkZADP0euMAty0adPgwa4PfgDj5DMzM43gZs2aGcHYfmcXAYztVzDmXAceM2aMEcxEMIKp2FxhUn4wYMyMgps3b44514HHjh2rYOfyHXj//v1+wJhzTbhFixaa8Lhx44Ax567wgQMH/IBxxUawszEAPnjwIFW+EdyyZUssdJBgXLErfOjQIWyMEdyqVSsjGFdsBGOZrBW+pGAcoCZ82PNoZevWrXHF+jBG1xk2Mmw4n759+5IEixcvzk9chLXCl2y4RIkSOl1GQgTu16+ffzC/Wyt8yRvGNAYcJhfbsHSJFImQGLbQFQUityc1NTUsLOzVV1917jJy8eJFopgRnJaWRmJz7V9iw6rZyXeO7T28YdeWJArGNGrCVIrAOv1LFIxb8wP+1rG9h4LxVCVLlnTtX2LDJB7XLiPA1KBGMDbJCKYoUY/PWSt8KRv8jWN7D2BqUPyJTrMTBWMMgNVDbtYKX7LhokWLurYk8QOm1tdpduINL3FrdgJMwargxW4tSRRM+V6kSBF9WKfZiTfs2pJEwVTkwK4tSYBV3fzQQw8Bn3Bs7+E37NqSRMEU7g8++KA+rNPsBPjI751R5rv1L1EwZgPY9c0mBWNjHnjgAX1Yp9mJ95Zd38YCPuppdmIEc4Jz3PqXZIOdS4pLnp4rWFxg1/ePgFWzE263Djxt2jRNwzZixAjMQNOmTe+6667mGl1GTOFmzZrdfffdRjBJP7AwDs0IBrvnnnuMYLbfX69/id+wGDaRCIlhC10Rs/LkydOiRQts0smTJ8mI1gpfIoQNHTqU3IDzMYJ/+OEHZxjLYQQPGzaMIzeCsUk6cFxcnII1O6MQ7jXh+Ph4TRgzA0za1unmAjx8+HAFYxoDDkdGRmrCZMEgwQSRiIgInT4xOB8bxjS6wiNHjjSCmzRpYgRrtn4ZNWqUgnFrOnDjxo014YSEBE0YTwXcqFEjnW4uwImJiQrGgAUWTkpKatiwoRGs080FT5WcnKxgbJIO3KBBg2DAKSkpRnB4eLgmnJqaCqzZJwa4fv36wNgkZxi3lpaWBqx6rgQcrlevniY8evRoYNVGJbBwenp63bp1dWB8IDlF07D17duXIYd3bd26Nf6EiGqt8CX/4FatWrnCGDAjmNmqYMyMDoztDx6s2b/kv4TFsIlESAxb6ApzQmZdsGABpfAlx/YexK9Bgwb16NFj/vz5OvDgwYM1YcxM8GC7jYom3L17dwU75GxWAcfExAQVnjt3rg6sOqPow926ddOBsUkKnjNnjg6M31awsz8xgrlfprDqjDLbrY2KDUdFRWnCmHNNGJukYP2eK/owTj7g8OXLl2145syZOjAlTteuXRXM3LHW5ZCCMefBgHFrCp4xY4YOTCoygim+jeDp2m1UdGAUVBjbDzzNrecKwtoBd+nSJRhwQkICsGYbFSM4MTHRCO7cubM+HBYWpmPY8FQ4xrJlyzZt2lSny4gRrPqXBBsmLFgrfEnBZcqUMYIjtfuX/C9hMWwiERLDFrrCsPXp08f5iyg/e1qSUDdjDKibAw5TNwNTCrvC+/btCzZMdesMq8eNjGAqcmBq0IDDJBtNGLemYGpQ56noB0wFoAnjfBRMWRlYWNX6pjBlZQBh9YCNEUx8BKZSNIJdn1szgqlBqfVNYc3OKPrwkSNHqPWBNTujAPfo0UMTptbXhI8ePargKVOmBBA+72l2Qq2vCR87dkzBk/U6owQPTkpKAtbsjBI8ODk5GVizjYof8MSJE4Ex1da6HFJwSkoKcO3atZ0NG/EzOjoaf1KhQoUmTZr0d/yGnh8wlsM/mOhkrcshv+HGjRsbwfweKJgEYQqrZic5YTFsIhESwxa6wrARs6w/fAkzQypKTU1t2rSp61MipvCuXbuAmzVr5trsxA84LS0NeL5bsxPgrKwsP2DXBz/8gEePHs0dcYVxEbt371aw61Mi2WBXf+IH3Lx5c8y5K7xnz5709PSgwphzfRi/7Qrv3bvXhp2LbAVnZGS0aNHCCMZvu8L79u0LHpyZmdmyZUv8dmBhKh4FY6GNYOci24ZbtWplBGOhXeH9+/ePGTNGB8at+Qfjil3hAwcOKFizM8rYsWNbt24dPBijq9PsxAgeN25cmzZtjGCMbmDhQ57HQfXh8ePHA2N0R44c6WDY4uLi+vTpgyUoUaJEZGQkxkBVQj5lBGNmbDhCr3+JEYxPM4JLlixpBPMzZGExbCIREsMWunI2bBcuXKCsTElJKVu27GuvvebcOMQPGAMG7Nq/xIbLlCmjD4eFhbn2LwGmBsVTBQnGzJDXXZud2HDp0qVfdutfAkwuseFvHdt7KBjLoQNfvPjvBi3ApUqVWqnR7AQYYwCs05LEFKbIJrPqwJTCwNQZ6oExa4UvZYO/cWvvoYpsI7h48eI6zU5URQ68VKMliaqbixUrFiS4aNGiSzz/d9ta4UsKproF1mlJQt1MdavZGcUPuEiRIjrNToAnTJgArNPsxAimfLfbqDi/M6XgiRMnAuu0JFGwZmcU4BdeeMEIfvDBB+drNDs5/HvPFdf3jxQ8adIkDiMYMAYJ2PWdKeAjns4oXGdNGJ8G7PpNEBtmbKj3j2bk3iVy+PDhGAOs1913392iRYsBjn01FNy0adN77rnHCG7u1mXEFO7naXYSPPhvf/sbxYYO3KxZsysCi2ETiZAYttCVs2EjZg0ZMgQGA/bjjz9eyv0ZMAQcExMDjKc6efKkKxwbG2sEE22DAQ8dOlQfHjZsGLlHB6Z8VzDW7ocffggsHBcXR0EQPBiHiSt2hinf4+PjIyIiNGFSZpMmTYIHK6NLaWWt8CVgRnvjxo2DBDdq1EgHxhgQFvXhkSNHGsENGzZUfjuw8KhRo/ThhISEBg0a6MC4CAVjznGYgYUTExPDw8ODCmPtXOGkpKT69etrwsnJycDLly93hTEzwPXq1QsGnJKSomCsnQ5ct27dZcuW6cCpqamaMDbJCE5LS6tTp45OgxZvGLemCdsNWhwMGzaJ8fn3v/+9TZs2Og+M+QdjOQILM7WB9ZudFCpUSAfGJgUPJiqawq1y77kihk0kQmLYQle5GTb1yQyhrUePHgsXLnSumxVMvgkqvGDBAh140KBB3bt314QHDx6sA5Oh/YNVZxSHaoBV2CTV7EQf7tatmxE8T7vZyZWFuarAmp1RgLFJwFFRUZow5jyo8By3Bi0KxpwbwV27djWCZ8+erQNjznXgy5cvG8G4NSMY2w88y9MZhVlprcshBVNpURMHD56p3Rkl4DBScJcuXXRgrB3JFRjzEHAYJx9sGFfsCo8aNapz587TtduomMLTpk3DuzrDOMyEhIRsMMfv07DhB1TjkGbNmpGJnF1Enz59/INdrZ2Cy5QpowNjwIIHqy4jRnBT7c4ofsCUNAQca8V/SgybSITEsIWufBq2n3/+ec+ePdT62CSK7BOOX55RMBU5MNXtlYUp34Gpbl3hvXv3Bgnet2+fDTt/00bB1PrAVLfO8DnPE0T6MPlGwRSsOjC1fjBgDJiCqUF1YGr9YMDKcgBTaenAJHUFO4ctP2BqC2DKSldYuYiAw+o5HwVTg7rCVLdGMPFEE6YUNoLJJcA6DVqM4CNHjtiw87N2CsZyAGu2UdGHjx49qmDNzihYDh34vKfZiR/wFL3OKPo9V/yDJ0+eHHDYu+cKptpal0PesOqMYsO5GbYSJUpUqFAhIiLCtRdIv379cD6hAGNmbJj5aK3LIb/hJhr9S4IHR2u3URHDJhIhMWyhq5yGDRexc+fO5ORkVi1evNjVn9jwokWL9GHXBz9suHnz5jow+dIITklJAXZ98CMb7Fzrm8K7du0CbtGihU6zEyM4KysrNTXVFMacBwNu2bKlEYw5d4V3795tw86RRcFpaWnAWOgAwtgkBbdq1UoH3rNnj4Lx2zrw6NGjTWEstCu8d+9eP2BcsXMpbMOtW7fWhNPT0zXhffv2KZhCORhwmzZtjGBcsStMwWfDzu09FJyRkWEKY3Rd4f2e/6r/+OOPG8GunVEUnJmZaQprNjvxD3ZtHAI8ZsyYtm3b6jQ7cYBzM2wFCxaMjIzEGFi1jy/Fxf27y0ijRo1KlixpCjv31QhBGGunAzdu3FgT7utpo1KqVClXGLdmBD/77LNi2EQiMWyhq2yG7cKFC9SgSUlJFSpUeP311793a+8BjE3Sh7Ec5cuX14fLlSun07+EglXBr2q0JAGm1lfwd27tPRSsOqPowzotSShYKd+N4DJlymjC1M1hYWE6zU5sWD0iZa3wpWzwt47tPRRMwUpZowOrUrh06dKuzU684RVuLUkUTA1qBOt0RgFWdTOwa0sSBVNW6sNUilQw+nCJEiVcm514w64tSYApsseOHWsE67RRseFixYq5NjtR8Lhx44BdW5KYwlTkmm1UFDx+/Hhg12Yn2WDnt4QUPGHChEceeUQHPujVGUUfdn1nSsETJ04MKjzfrdkJ8CFPZxSuhuubTd6w61tCNsxN0YQnTZoE7PP9o9wMW7NmzQa4db/An+B5/va3v7XQ6DJiBONPggrnyZOnuV6zEyO4adOmwYPvvfdeTbhJkyY33XSTGDbRdS4xbKGrbIaNgnXw4MEsfOONN06dOnUp9ye1kIJJUZrwkCFDCKCmsE6zEyM4JiaGdIJpDDgcGxurYM3OKBEREZrw0KFDjWByD0ZXszNK8ODGjRsDazY7AcYV68Dx8fFGcKNGjXRg6mYbxva7wqR5YCy0JtywYUN9uEGDBpow81cfJhwrGHOuA4eHh+vAVOQKVu8RuMIjR47Uh0eNGlW/fn1gLHQwYPWGgjNM+Z6QkFCvXr0gwXXr1gXG6LrCiYmJ+nBSUpIRXKdOnZUrVwI7PHmIjODDnmYnCsbousIpKSm1a9fWadCi4Fq1ahnBmj1XUlNTFYzDzAnnZtg6derk8KU7hDFg5BcqVOjxxx8fOHBgYGGmdlDhNp7OKAGH77///mDAxFtg1ZJEB77zzjtvuOEGMWyi61xi2EJXtmG74Pl4ITo6ukePHkuWLHGubhXcv39/4MWLF19ZmHDcvXt3I3jRokVGsHMpDExwJ4XowOR+G3btuWLD3bp104QHDRpkww5FiYLx26bwggX/7rkSQBhPpTqjuMKcu4KjoqKM4Pnz5+vAmPMgwZjzrl27zps378rCOHkd+LKny4iC586dG3AYJ//ss88C49ZcYZy8KTzHrUGLH7D6xpSCme/Wuhyy4S5duqieKw4wwjQawTj54MGdO3eeNWuWDkzKCDaM0XWFqS2AZ2o3aNGHR44cifVygHMzbAwST83jW3369ME/lylThrSr02XkaoTreVqSmMLkOE04GJ1RgMPCwqpXr37jjTeKYRNd5xLDFroiVpIjz549m5WVRYTt2bMnpbDzF368YQpWZ1g9FGQEU+ubwtSgzt+0Ad6zZ0/wYIwBMGWlK7x3794gwThMXIQpTA0aWJg8h4vQgdXTOAqmrDSCnb/RpGBcBDDFnyuszIw+jOUwhSn+XGFqfSMYy2EKU2g6w794WpIYwViOYMDUzQqePn26EeycaRRMDacJHz58WMGanVH04SNHjhB7TWHNNiqa8Pnz54FJ0sAvvfSSK3z06NHgwdgk4BdffNEIdn6YUMGjRo0yhZ07o5gaNgZnv379cD4VK1aMjIx0/oZesGH8iYL7a7T38AOO0GtJEmpwx44duYNi2ETXucSwha7UO2Hbt29PSEho0aKF6yMluDXgxMRETXjHjh027FyR23DLli0XuzU78YZdH/wA3rlzpxGclJRkCrs+UoKZMYKpAIBbtWplBOO3jWDnUljBycnJpjB+2xXetWsXcOvWrY1gLLQrnJWVZQSnpKSYwrhiI9g5/NlwmzZtdGD1hCcwrlgfxui6wuo5zODBjz/+OEbXGcZhGsF7Pf8o3xTG6Lo2DgFOS0sLHty2bVtKf1d4n+f/9ZvC2FFXmKp09OjRQYV1mp0ouF27dppwenq6Jrx//34Fa3ZGUbBrsxMjwxYXF9e7d++GDRuWKlWqadOmuAhrhS9dpXCfPn0UrKydtcKXssE6LUkaNWr0P4ClS6RIhMSwha4wbFQYmJnKlSu/8cYbP/zwg7XCl8hP1M3U+pUqVQL+3rG9hylMwQpcsWLF191akiiYitwI1umM4g27NjtRMKUwsHrqyVrhS8Cqbi5fvjzwd47tPRRMWWkElytXTj1uZK3wJT9gij+dzijAFNkKdm12omBKNGD1nI+1wpdsuEyZMpowVZdOZxRg6mYFuzY78YZdW5IoOCMjg6oueLBrSxJgyvfMzMzSpUvrw1QwRrBrsxMFjxkzBti1JQkwpZLquQLs/JaQgu3OKM7wBc9XlxWs0+zEFB43blzx4sUXa3dGMYUXaTQ7AR4/fnyxYsVc32yyYc3OKPaWXd8/Aj7gaaNiCru+2WTDXA1NeOLEicCubwkBH/R0RtGEcXSahm24p3FIREREnjx5WrZsOXDgQGuFL/0P4HvvvRfY+YM4b1inJQkwnid0YJ0uIwrOmzevDYthE4mQGLbQFYbtrrvuatq06dq1a3/66adLuT8ihagUyQpGMDFRB6aeGzRoEPCaNWs0m50YweSeYMBDhgzRh2NiYpo0abJ69WpXmFRhw5qdUfTh2NjYxo0b68ONGjUygjVbvwwdOlTBOm1Uhg0b1rBhQx2YstIPWKebC3BcXFyDBg2AnR+ARKZwfHy8JkwNChweHq4JU5oYwfXr19fpEwM8YsQIBX+v0ewEuF69epowOUMTVg8y1a1bV6dPjDf8nV5nFCO4Tp06mvCoUaOCBCckJNSuXVunT8whT7MTBX+r0RklMTERWKebi4Jr1aqlD9esWVMTTkpKAtZpo3LY0+zECK5Ro4YmTKzTNGwYA6ZJoUKF2rZtS45z+IYeUvD999+vA/f1/D9ofZg4ECJwwYIFH9dudvI/g8WwiURIDFvoCsNG3bxs2TLngvWCp0s7Ya5Hjx5Lly7Vgfv16xc8uHv37ppwdHQ08BK9NipGcP/+/XXgixcvKrhbt25GsGsbFQUPGDAgFGDSng2zxFqXQwomr0dFRS3ytH5xhsmamjBHaMMLFy7UgTHnRnDXrl2DAWP7TeEFCxa4wvhATfjy5cvA2H4jmNoUGJvkClPdAs93a9DiNzxPo40K8NChQ7t06RJwGIeJ7Q84jICx/Z07d57r6eZC2LFW+FJQ4fj4eFN4zpw5rjAO04ZxmK7w8OHDO3XqFDx4tl6DFur7EiVK6Bg2DBhmu0yZMi1atCAmsBdrhS/ZcPPmzY1ggt6VhcPCwjThunXrhg5M8UPasmExbCIREsMWuiJmYcOcv6R09uzZXbt24SJ69epFWen8tRzgrKwsav2gwlSKrvDu3bsJxzqwes7HD5iy0hXes2ePEUy+MYUp/lxhvKsRTMWgYOfvHfkNU/y5wlg7LEfA4XOe53ywHMDUc64wmTt4MJYDmErRFVb+xBSeNWuWK0yRjT8JKuzaGeUXT0sSzIwR3FOj54qC8Sea8KFDhxSs2RklSPDhw4cVPF2j5wowzidIMBUt8LRp01zhI0eO2LBzvjeCz3s6o2CTgDXbqAQPpqABDg8PdzZsXGESK2amYsWKTZs2JW2p5T519cI4H+BIT7MT9TmVT4UO3O8/G7R4w2LYRCIkhi10hWEjZll/+BLOZ9u2baNGjWrVqpXrUyKm8Pbt2xXs+pSIH3BCQoIR3Lp168Vuj5QA79ixw4adC1a/YddHSoB37typYIyuDpyYmGgEt2nTxgjG6DrDeCpqGv9g50pRwUlJScAYXVdYPVr5+OOPG8HY0SsIZ3me8ATGjgYcTk5Obtu2rRGMHXUO6MC7Pf9VP6iwZrMTIzglJcUIbteunWuzk2ywa8eOvXv3Klizf4kRnJqaCqzZvwS4ffv2wYN1+pcYwdTZaWlpwJr9S0xhqhlgYq+DYcNpU/1j6kqVKtWsWTPXJhy9e/du0KBBUGEMWDDg0qVLX1m4j6d/CTAG7L+ExbCJREgMW+jK2bCdP39eVeRVq1Zds2bND44tSWy4SpUqq1evdoVVRQ78hluzEwVTgxrBqo3K9469QLzh191akgBTZFP8VapUKUhwxYoVXZudKJgSDVg92WKt8CVgimxg1RnFGab+MIUppIB1WpIouHz58powtZERXK5cOZ1mJ9T6CtZpSQKs3xnFP1in2Qm1fnp6epkyZYxgnf4lCg7Ta6MCnJGRAazTkgRjoN8ZBTgzM9MIpurSaXZiw0s1mp0A63dGwUXYsPO7PN6w6/tHCh47dmzJkiWDBJcoUcL1nSlgCtZx48YBL3JrdmLDHIYp7PzGjYLHjx8P7Pr+EfB+T2cUrrMmPGHCBGDX949smIGkYExpboZt+PDhWI4mTZrce++9rVq1GujWC8QPOG/evEawTksSUzgiIsIPeIDjp3besGaXEeB8+fIFBBbDJhIhMWyhK2fDRonWv3//yMjI9evXnz59+vLly9YKX6LcIQ4awQTQYMCkEOB169b99NNPrvCgQYNIVPpw48aNdWBqIyN48ODBRnCjRo2AT5065QoPGTIEeO3atYGFyWcxMTENGzYMEtygQQPgH3/80RWOjY0FXrNmjQ48dOjQ8PBwP+BLuT/FhxRcv359HZjib9iwYQp2fg4TAcfFxQGvXr1aE65Xr14w4Pj4eCO4bt26OrB66qlOnTrqvRhXmNpLHya4GcG1a9c2gtV7Mc7wQU+zE3145MiRtWrV0odr1qwZDHjUqFEK/k6vM0qNGjVee+01V/iQp9kJsE4bFVM4MTGxevXqRrBmz5WkpCRv2MGwYQyYJvfff3/79u0J1IwTVQb5lCmsuoy0a9dOEy5YsCAwmSiAcF9PsxN9WHUZaavdkoRi8YrAYthEIiSGLXSVm2G7cOECbq137949evRYsWKFcw3qB0yGAF6+fLkR7Fz8AeOpCM3du3cPHuzaoOXixYvAqjOKPtytWzdNODo6GnipW8+VYMM4+aioKB0YH6jgJUuWBBzGydswS6x1OcR2gHHyXbt2NYIXL14cWJg6gIrBCKYKNIIXLVqkA1Pz6cDYWr9hnI8rPGTIEOCFbj1XbLhLly4Bh3GYMTExwAsWaPVciY2NNYI7d+7sCiNTeOjQocDz588PODxs2LBOnTrpwHhX/2BMI3HVWuFLwHFxccDzPA1adGDK62DA8fHxCsYHKjg3w9ayZUuceZkyZfiFWTD894YWPkXGDCocFham0+wkeDCJu46nJQkwoSnEYTFsIhESwxa68mnYzp49S/rBRRDCqBSdvx1kCu/atcsIxkWYwlSKrnBWVpYRjIsApvgLIPyz56EgLIcmvHv3bgVTzzl/78gUxhX7AVN16cCYGU0YH2gEk32N4F4aPVfUMzNGMIWLKTx37lxXWDkffRh/omDn73d5wzqdUSjfjWDVc0WnMwqlsBGs2qgEHD548KAm/IunfwnOB9i154opfOjQIQXPnDlTB8b5KNj5yUO/YTyJK6w6owQVdu2Mcv78eVMYA+YfjANXq3IzbI888kjFihWbNWtGHLPKH19im3379sX5KJhwaq3wpZCFHT7UUjA2yRRu6ml2ckVgUokYNpFIDFvoKqdhO3PmzJYtW7htbdq0cX2kBHjr1q0Kdn2kJBvsXIOawtu2bQN+/PHHXR8pwVOZwiNHjjSFXR8pAd6+fbsfMN7VFd6xY4cNOxd/Nty2bVsjGKOrA48aNcoUxru6wjt37vQDxo66whReRnBCQkK7du2MYBymc6UYPBjvumvXLgXjMAMLZ2VlAbdv314TTkxMBNZsduIf7Jx1vGHNZid+wPhATZhMqQknJSVpwnv27FGwZmeUIMF79+5VsGZnlOTkZCO4Q4cORjCOS6fZiYJzNjvJzbAVKlSIlNrfrfsF3qB+/fqlS5cOHoxN0oHDw8OvONy7d28Fa7YkMYW5Uzpwly5duINi2ETXuQi8YthCVNkM2/nz51UzxurVq69du/YHt/YeFNmUaMBrNFqS+AFXq1ZNE6bcAV6t0ezEbqMC/L1bew9g6gxgnf4lCladUfRh9UiJtcKXFEzpYARrtlGhzgCuVKmSTrMTb/g7x/YeCk5JSQF27V9iwxX12qjgIhTs2pJEwampqUawThsVGy5fvrxrsxNgjIFqo+LaksQ/WKeNioJHjx4N7Nq/BBhjYASnp6frtFGxYdUZxfldHm/Y9f0jBWdkZGjCWA7NNiresOs7UwrOzMw0gikrl7o1O7FhClbX94+A8SdjxowBdn1LKHgwrgZ47NixwK5vNgFjk4C5GkbwIo1mJwrmpri+f6TgcePGAft8Syg3w0Y+df1sDTPTuHHjfPnytW7dWh927TLiB9ykSZNgwNgkBbd0a0liw/nz5w8qPMDtw0Pghg0b3nTTTWLYRNe5xLCFrrIZNqqB6OjoyMjIt95668yZM/Y3QHxKwREREZpw//79CaABh6kGCMcK1uxfQlZ78803Aw6TQozgRo0aAWs2OyGd6MDUGQpev369Zv8SI7hBgwbBgIcMGQKs00aFPBoTExMeHq4P169fPxhwbGysPjx06NB69eoB/6jX7ARYs+eKPqyeTapbt64mHBcXV6dOHVP45MmTmrDqueIKU07Vrl074LB6NkkfHj58eK1atdT7R64wQbVmzZrq/aMrBR/0NDupUaOGJjxy5EhTWL0zpQNXr15dE1ZvF6o3m3TgatWq6cCHPP1LgNWbTTpw1apVc4NzM2xdunThBqm6x6f6eLqMFCxYkKqICBkMuL12sxPKMk2YQBdUuJ1GG5W+nmYnBQoU0ITJEQomIerA2LMbbrhBDJvoOpcYttCVbdjIPbt37+7Vq1ePHj1efvllSrRLufd7MIIvXLig4O7du69cuVIHfu655zRhrF3w4N69ewPrt1Hp1q1bYOGLFy+awuQe4OVu3VyA8YHAUVFRwYD79esXJDg6Orpr167Lli1zhlkVVLh///42zIFZ63JIwdj+Z599dunSpa4w3jV48MCBA41gqs8lbg1aqGVNYeonU3ixW88VYAosI5iar3PnzprwkCFDTOFFbg1akCkcExPTqVOngMMYXQUvXLhQB46NjTWCqXpNYUyjKzx06FDgBQt0G7Tow8OGDevYsaOCidjWCi/lZtiYX1bV40skFDx/WFhYq1atuO/OrTL8hhnYmrBm/xIjuLanJUkowNwgI5ifN954oxg20XUuMWyhK2XYzpw5s2PHDiIXop5z/kbTWc9DQUYwlgOYEs0VJu0ZwbgIU5iqyxXetWuXDTt/SUnBWI5gwFlZWQqm6tKBsRw68M+eR3f0YSy0gimkNGGMsSaM89GEsaMKppAKLKw8VVBhnc4oyvnowOoBGz/geRqdUahUcD5BgqmfgHXaqFA3Bw+mAtaEDxw4oOA5c+Y4w7/88osRfPDgQWySgp2/oWfDvbQ7oxjBqueKZmeU4MF4KuCZej1XjGC750qgYFPDFh8fT17D+VSsWFHna5OhCTt8TuUHjEECbuZp0HKlYLK8DePN5Bk2kUgMW+iK2EpBuXnzZoJX27ZtXR8pwdoBDx8+XBPesmWLH/ByjWYnCm7Xrp0OvHXrVj9g1+dPssHOJZqCyR/AGF1XeNu2bUGF27dvj9F1hbdv364JYxr9g/GuOjChRMHOVRfwjh07/IDxrpowEQ2H6Qrv3Lkz2DCmMbAwdefIkSMV7NzewxvW7IyiD+/atUvB+EBNuEOHDoGFsdA2jLVzhbOyskaNGhVUGGvnCu/evduGnZOuDT/55JOacEJCArBmZxR9eM+ePX7Amp1R9OG9e/cmJiYC49acYSPDFufpYFmvXj1e0rx5cxKutcKXvGGVna0VvhRU+LnnnjOC69evr+D+Gi1J/IB1+pf8NzB/SpdIkYi0K4YtREXEbNmyJUVJrVq11q1bd/LkSWuFL/3yyy/U+iR4Bf/g2N7DhmvWrLnWrX+J37B6pMRa4UsKJmfXqFFDB8YYAOt0RvGG1YMf1gpfUjDVgIKd23vYcLVq1Vz7lwDbPVc04aSkJGDXliQ2XLVqVX1YpzMKMC5CtVFxbXaSDXZu76HglJSUypUru/YvMYWpyRTs2pLEhitVqqQPV9TojKJg1UbllVdecf6sGBjLoQmf97RRSUtLq1Chgk7/Ev9gnZYk+JPRo0eXL19eH9bsjGLDru8fKTg9Pd0ILlu2rOtbQqYwzicjIwPY9f0jGy5Tpow+HKbXGcXesutbQsDYpMzMTFPY9V0eG+ZqaMJjxowBdn1LCBi3pg9PmTKFQl/HsMV7/itAo0aN8ufPr9NlJERg3Evjxo2BNVuSABcoUCBEYEoaHbhJkybeMEvEsIlEYthCVxi22267jchFnDp79uxlx0exydl9+/Y1ggmgGzZscIXJrP369dOHo6OjjWASlSl8Rq8zSsOGDTXhAQMGAL/99tuusPoeXYMGDUxhzWYnRnB4eLgmPGjQIGCd1i/q2aT69etrwoMHDzaC69WrB6zZ7MQIrlu3rhGs0yeGyiAmJkYfjo2NrVOnDrBmZxQjuHbt2uvXr9dso6IJqyeIatWqpQkPGzbMD/hHvc4oNWvWNIJ1+sQouEaNGjrwAU+zEwWf1Gt2Ur169SDB1apV0+kTAzxixAh9mKxftWpVI1inm8tBTxsVYP3OKFWqVNGER40apQ8zuzUNW58+fZjaFEAdOnTgVVxGa4Uv/Q9gqjEdmKiImQkqTKDWhNtr9y8xgrGj3rAYNpEIiWELXWHYIiMjV61aRW10KfdGC2SmrKysHh65whcuXDCCsXY9e/bs3r27EfzKK68EHO7l6YyiD3fr1s0Ifvnll53hixcvApM5NGF8YO/evY3gqKgoI3jlypU6MCkweHDXrl1dYVYB9+3bF3jFihUBh/v166cJ410VvHz5ch04OjqaOi9IcJcuXTTh/v37Ay/Ta6OiCVP4Ag8YMEATxugCd+7cORjwwIEDgZe69VzxAx40aJAR3KlTJ1cYAVNNAi9ZssQVpr4MHkwhTuVqBC9evNgIxtq5wjExMUZwx44ddWD8toI1G7TExsYWKVJEx7ARyfH8YWFhrVu35kxxyNYKXwoeTCQPKsylaKXdGcUPmLH6P4DFsIlESAxb6ArDRlXn/FWiM56WJFgOSmdqI1d4586dxD4d+KznARs/YModV5gMSmgOHoyoYHRgNqsJ79q1ywjGcpjCVDCuMH5bE/7Z84CN3UZFH9ZsdmIEM5JNYc1mJ0YwZiYYsLJJwK7NTs55/kEwZkYTxhgYwZgZpuH8+fMDC1MhKXjeFe2MQkVuBFPzmcKazU404V88zU4UrNnshHI5qPDs2bN1YGxS8GASFrDzQ5sK1u+MYsONGzem4ncwbPGe7heYmYoVKzZv3pyBrZb71NUOU0UAO3yopWBsUijDjC4xbCKRGLbQFWGLmGX94UunT5/etGnTsGHD2rdv7/qwioLj4uKAXR8pyQY713PAmzdvNoUZea7Pn+Aw/YNdnz8B3rJlS7BhjK4rvHXrVnKVgp3LHf/gDh06YHRd4W3btgUbxrsGFt6+fbuCsaM68PDhw3VgXLGCn3zySR14x44dCtbsjBJsWLMzihFMIDKFNduoKBjTqAk/9dRTmm1U/ICxdq7wrl27ggeTkoE1m50EFX766afxgUawcxkBvHv37pEjRwLr9C8xhUeNGqXgpKQkB8NGuuzZs2edOnVgWrRoMcCxY4dqSlm3bl0jOCwsDE8VQJhsEmowxYkrjMuqV69eQGAxbCIRovYTwxaicjZs586dwxhwC8k969evP+nYksQPmGQJrJ64sFb4kg3Xrl1bB8ZFKNi1f4mCScNGcK1atTThhISEmhqdUYBVZxRT2LV/iQ2rf4nr2t7DhnX6l6jOKEZw9d//f661wpcUrN8ZxQjGcihYp38JcHJysv3/c60VvuQN6/QvMYLxJykpKVWqVDFqo6LTv8Q/2LV/iYJTU1MrVapkBLu+JQRMZazaqGjCaWlpRrBOZxRTGJs0evRoYNe3hGy4fPnyQYLLlSvn+pYQMDZJ9VxxfUvIP5hj1oQzMjKAXd+4AcZTGcGZmZncFCNYvcvj0CUyPj4et9awYcMCBQq0adNm0KBBnirIt/4beKDbJ2A4n0aNGgG31m5JQqEWInArjS4jfsAFCxbMDRbDJhIhMWyhK2fDRpbq3bt348aN33333Z9//tlamouA+/TpYwQTQPVhEpUm3LdvX+CNGze6wurZJAWfPXvWWpqLFNygQYNgwNHR0fpw//79w8PD9eH69euTh4AvOz5M7w2f0Wt2YgTXq1dPH65bt64mTPYF1mn9AkxJpODTem1U6tSpowOrZ5Ow/Zrw4MGD9eEhQ4YYwbVq1dLpE+MNa3ZG0YdjY2Nr1qypD2P7jWCd1i/AQ4cONYKrV68OfEqv2YkRXK1aNU04Li7OCMb26zSVAaZsVfCPep1RqlSpYgTrdHMBHj58uD5MeqpcubJ6B1AT1uy5AlypUiWdzigHPc1OvGEHw0bGJGhQ8Tz55JNMGVUD5SYF46lMYWautTQXkTEJdKZwB0//EmtpLlJw/vz5gwGTI4IKU4zmBothE4mQGLbQVW6GjVS0a9euqKioHj16vPbaa87ljoK7detmww4dDi5cuADc3SMdOCsrK3gwBwz86quvasKcoxG8atUqHbhnz55GMPfFFb7o6V9iBPfq1UsfJr0Bv/LKK5pw165dgwFTxJjCL7/8sjPMKrwrMOWXJkxBEDy4S5cuK1eu1IH79u2rYMp3V7hfv34Bh4kSGF3gzp07r3Br0KLg6Oho/2DuqbUuh/yA+/fvD6watOjAnTp10oQHDBigAyMsNDA1oiY8cOBA4GXLlgUcHjRoUPDgjh07Aru2JAEePHgw8FKNBi2U10YwVbsR/MwzzwDj1hScm2Fr0aJFjRo1wsLC2rRpgwHDmlpFkC8R6IIKc4SmMGfqCtf0dBkJEdioM4ozzDbFsIlEYthCVz4N2xnP0zhYDuo/yh3n70oFFd6xYweWwxSm3HGGz3qextGHd+7ciZkBps7QhKmzNWHyhCZMTaBgSgfnb2GZwlhoslpQYZ3OKNhRSB34Z8+TLX7AOp1RsHbc6yDBmBkuiA6sbBLwokWLAg6rNio6sHI+wK6dUc55mp3ow1TkOB9TWLMzij5MZYZNCiqs03Nl//79eCojmAmuCWOTgOfNm+cM//LLv/uX+Ae7fqsQ2I82KsGAqdpNYdVzBQeuVuVm2B5++OFKlSph27gsVvnjS/Hx8dxobFLw4IoVKwYVZvhZK3xJwdgk4Oae/iWUGda6HAImfl5xmLsshk0kEsMWuspp2E6fPv3xxx/HxsZ26NDB9fkTU/iTTz5RsOsjJQoeOnTok08+GXB406ZNCnZ9/iQb7FzB+A1jR13hzZs3BxvGuzrDuOItW7YYwcOGDXvqqaeMYLxrYOGtW7cqGIfpXKIFFd62bZuCdZqdmMJxcXGa8Pbt24Gffvpp12Yn/w3s3N7DG9ZsdhJsWLPZiR+wTmcUYIrLZ555JuAwRkLBWDsj2LV/iRG8a9cuBWPtdODhw4cHCSbfAWt2RgHu2LFjTjg3w1a4cGHMDC7dqn18iXnds2fP2rVrh4WFBQOuU6fOFYd79eqlYNcuI/7BZcqU0YTr1q2rAzNVO3fuzB0Uwya6ziWGLXSVzbCdO3cOF8GSevXqvfnmmyfd2ntQ63ODgXW6jPgBE22NYP3+JQR9YNf2Hn7AJFedliTAps1O9OGEhIRatWrp9C9RcE1P/xIj2Lm9hyms3+xEwZrNTvyAk5KSqlev7tq/BBjLoeDXXnvNCHb+KNWGq2l0RrFhnf4lwPgTzWYnfsCqM8oqt/4l3rDruzy//N7sRB9OTU017Yzi+i6PKUz5bgSrziiu7x9lg53fqvCGXd+4UbB+ZxQbdn0vBhibZApzzJpweno6sOsbNzbMTQF2fvcBGLemYJ/vxeRm2DAGzp9TYQxwPg0bNqQkauPWZeS/gZ0/AbPhggULBhbGltuwTpcRYNULJOAwbs0Irl+//k033SSGTXSdSwxb6CqbYSNLqTD3wQcfkLSspbkI+LnnnlMwRZi1NBcpmDj+/vvvBxZWzyY1aNBAE+7Tp48RHB4ebgS/9957P+t1RiFDaML9+vXThNVX43DFwYCjo6NxxUbwu+++e1avM4omrJ4gwkJrwgMGDMDoBgOmCADeuHHjmTNnrKW5SMFYaH0Yo6sDq4eC9OHBgwcbwRhdfRg7Srlz+vRpa2kuAh4yZIgmTNkUExNjBGN0gwHHxsbiXYF/+ukna2kuAh46dCjwhg0bNGHsqA68f/9+I3jYsGH6MHU5RtcIfvvtt0+dOmUtzUUKxvlowlTPwG95eq5YS3PRAU+zE9yaJjx8+HBg1aDFWpqLFIzDVD1XrKVecmg6YlU9uYhURdDInz//U089xfCzluYiYAJd6MBPanRGIQkSyfPlyxcicIcOHXRgkuCf//znP/zhD0xwdUOZmGLYRNehxLCFrp555plHHnmEzKRUsmTJe++99/bbby9WrFi5cuWspblIYG8FFc6bN+9tt90mMPIPLlq06BWHSf8Bh0uVKkVRcp3AZcuWtZbmotCBqW7/+te/Coz+BzApLBjwX/7yl9zg4sWL4we8DduePXsKFCjAq/jpIMI+QQNrd8899xjBDD9raS4S2Fs2fPfdd+vDefLk+fDDD9UNPXjw4AMPPOB6j0Sia0yM+UcffdT5+/NXu65Ww7Zx48aZM2e+KBKJRCKRSEMzZsx44403vJuanjx5csGCBdOmTbMI0dWmqVOnzps3z65TT506tXjxYrmhoutN06dPX7Fiheu3qK5qXa2GTSQSiUQikUgkEomueYlhE4lEIpFIJBKJRKIQlRg2kUgkEolEIpFIJApRiWETiUQikUgkEolEohCVGDaRSCQSiUQikUgkClGJYROJRCKRSCQSiUSiEJUYNpFIJBKJRCKRSCQKUYlhE4lEuerixYu//vrr5cuXrb9zF4yCrb9zyAbOnz/PL+jChQv8tFbr6dKlS7zK+x9JiUQiUZBE1CJkmYYpTakAqBNdRSEibhkK0i1TOVGymyg3iWETiUS5at68eY8//vi2bdvOnTtnLcpFhw8fTk5O7tSpk/V3Du3evRugdu3alStXnjp16vz58wcNGjRnzpyTJ09ahJtIZsuWLYuPj+entUgkEomCIwLOl19++cQTT0yePPnHH3+0lgZOQ4cOTUtL++c//2n9LQp5de3addSoUUeOHLH+DqjIttHR0Rs3bjx//ry1SCTykhg2keiq16ZNm7Axzz777Lp167777ju18NKlS5999ll6enq3bt0mTZqkFppq3LhxZcuWfe+9986ePWstykV79+597rnn8GPW3/+pM2fOTJ8+vUmTJmPHjsWk7dq1C/7dd9/ds2fPL7/8AsCRDxs27ODBg3au+vzzz1NTU5cuXcpZqCWc0f79+z/44AN+qiUikcinmGUUf8SEqKgoIkBMTAxT6ejRo9bqENaWLVuef/75999//6effrIWXSH9+uuvx44dq1ixIsfz/fffW0vNRYgj0FHrc2re73xxjps3b/7mm2+sv0WB04YNG/DDXbp04bIzBZQGDx584MAB1zcfHdSgQYPu3bvv27fP+tsvXbx4kTSdlJS0ZMmS06dPW0s9OfSdd94h8QXpE13R1S4xbCLRVS/ifoUKFfLmzdu7d2/7/VqqjWXLltWvXz9fvnxt27ZVC00VKMP2xRdfxMbGVq1a9cSJExcuXLCWegkj9+ijj3744Yf2jjB1devWpdCUd6BFIlP16NGjZs2arVq1GuTR008//cwzz7z44ounTp2yCD1d9sj643+i5cuXV6pUadasWX47mUuXLgXkmANl2CjK33rrrb/85S+cmneBLgqeGOq1atUKDw+Pjo5WUwAlJiYeOXJEvUXonwJi2MiAn376KdNzyJAh9husIpGrxLCJRFe9MGwkpxo1auCIXn/9dfIB9cqZM2d69uxJgsFx2YaNUubkyZP/+te/Nm/e/Mknn+CFjh8/Tl1ir6Uu2bNnz8cffwxAbktISPA2bOfOnYPfsWMHr92yZcv+/fvtLzTmZtg4kh9++OGNN97gGNjURx99xJbJUt9++y0v+fzzz1VVNHDgwIceeuill17asGFDVlbWwYMHOZHy5ctTaM6bN2/Tpk0cM5v68ssv+YWfbJmjhTxw4MChQ4d27tzJlrdu3YoztN9Ahf/66693797N0bKFo0eP8jsv53gUIBJdq8KwdevW7dVXX2UWXLx4cfXq1YSCFi1aUGuqecRcYFIw05nITA3CBa9iFeUsE5xpwvRn1fvvv89s/fHHH5mk27ZtY5Yxm5h3J06cYAKqfVF9soSN8JNtMsGZkj/99BOOa9euXSzZvn07jM1zPKxlF0xY1jJ5Waui1ldffTV27NgSJUrExcURNHghM5qXqLlMxLADFwFEBa7z588TLohFiAMA4Bx//vlnz64s8XIORoUCToHz4uzsT/A4dw6es1NhjVXKVvk0bDhezo4jB+YnEcx7X2pTHDYXFoBYSoT87LPPJk6cePPNNyclJeHcOF+uP4fEcbIp20LzWnbNYfBatsyu1U3husFwUzhBNs4JAnCm3Bf7koqyCcNGxuGye3+exuUi+DMmyWJcf3shV5WxwXhgIQObu2ZPDXswKNmGjTHMiOIuMGKtdZ73JclHKj2pPxmoalPcUIaBSqP8JLuVKVPmqaeeWrNmDQD3muOEZ9f2bWUJm+K+qyNhy3a2ZWAwGBhI7J3BxkgDk4/mrnmJYROJrnph2B577LEhQ4Y88sgjkyZNIpFQ/RD9K1So8I9//OPJJ5+0DRupgjKoQ4cOuKP777+/Zs2amZmZBHq1lsy0fPnypk2bFihQ4OGHH+7fv/8TTzxBXlGGjSxCooKvVKkSr2VfbJytqeySm2Ejhaxbt65x48Z//vOf//jHP+bJk6do0aLUkcuWLWvevHlKSgqF14gRIwoVKnTTTTfdeeedf/vb3yIiIthUu3bt4P/yl7/cddddDzzwQMeOHamfODsOSX3Dk8qS9ImjI4NiVtly8eLF09LSSGxq1yS82bNnR0ZGcrSc7+DBgzmM9u3bc8wKEImuVdmGTf1JMfrss8/Wr18fw8CEpZxlXhQuXDhfvnzFihUbOHAgBSXLMT/UjuXKlWOaREdHlyxZkim5du1abBsOKiwsLG/evEzVRo0asQXb8AwfPpwtDxo0iOVMVeYaU5KXzJ8/v2HDhn//+9/Z4LBhwwgvKlZgP1jLLkqVKgVftWpV1uLHiFozZszAIBEKbrvttnvuuYcIhn/jVZgiVrVs2bJIkSJskMC1cOFCVRkT6Dg1wsIzzzzDBOd0evXqdfjwYc+hWSJWzJ07t0mTJgULFuQUCEEcLUUwq9g4FojgwEESKIghnDgVMIErp2Fj4dtvv8215cjZVOnSpRMTE6na1Xnxk+KbLbMpQihAq1at1q9fT6zjXG644Ybbb7+d+MbBT506lY0//vjjXKgPPviA12IVOIwBAwY8+uij9913H9sfOnQo5o1tEnuJwGXLliXWsZCD5xTCw8MJ+8rRiXLKp2HjSr755pt16tQhiym3j7iGpE7GBuOBEThz5kwS04MPPqjGSd++ffFL6v4i27AxmBmB3IUpU6aoVSg9Pb1Tp06TJ09Wf7KXevXqMVyZZdxQRhH+jRuNc2PLf/rTn8huDAzmCzMIZzh69Ghy38svv8xwBSORjRs3jmzLWILv3LkzNk9ZMrbDYKhcuTL7Yo4w0sCSkpJ+/PFH24iKrj2JYROJrnqRuckx5IOuXbtS+mzYsIHqZ968eW3atMELRUVF2YaN0oGMgtGiSti+fXtqaiqrKFZUQmI7+CL04YcfUiskJydTrFClKcNG/hg5ciQZZcWKFTt37qRwobxgv5AkRYdP2Mht77zzzlNPPcXW/vWvfx08eJBSz9uw4TDj4+PJSYsWLVJvt3/11VecBQmJg1+1ahW7pizzadioKcmpHOGuXbtiYmJwm+PHj2ctiY2Eiuvr06cPa3fs2DFq1CjMJ4lZDJvompf3J2xMnJUrV1I7EhCYfSxhOcUfJo0gsGDBgurVqzMBmWW2YcM2UERiIZhWVIEUiKtXr2YWM82ZTb1798ZszJ49W5WPkExeph7VMBONuhM3iHlj6uEPqXdxNeyCSvSHH36gJmbXABgb5jg8ToytUTSz65MnT1JqY4SIDB999BG+6zuPmNQcPFvGSnFUuDisILU1Rk4ZtocffpjIxnmpzwa9y3SkXBbHwykDYKvYCLvjfA8dOtS6deuePXvyWk6WU8BlxcbGEtayGTb2xbm0aNGCuAfGNSE0YRETEhLYI5viArKW6Lp48WJcHFtbs2YN2yeaca1uueWWCRMmsNmjR49yHbgLtmFT769xgsReYiDXhGvFlrkm7EUZNuIwTo/rQITkynCQ3F8OwzpD0X8qt0/YTp06xaUjZXB31EKuLSOHRMP95aZwyxgJmDeuM/eRWUN+xKEp2MiwveIRU4ybzvHUqlWLHMRg4JDYKUaLfM14ZtiQARk/3oaNtMioYxKxNcbD2rVrud0MGNWShFFBPsXpMVAZyeptgscee2zu3Lmchdq76NqTGDaR6KoXRotCISkpiQRD7UJS3717d4cOHSh6pk+fToJRho1sRFgn6FOiEdYpR/bs2UPxUb9+fco4ksTAgQNZS8VARiErUBZQQFC6kV0oGngVOSMuLk59gofpYgn2KS0tTX2/0eEZNtZS5Hmv9TZs/KnzDJtPw0aZOGfOHNKnevMbPxYdHc0qjp9L0blz56VLl7JNXkvaa9asGSlQDJvomhf+pEqVKrga1XSBWcPkZcKq+XX8+HFcEHOEeXHixAmmOTxFIUuUYSMOrFu3jnlEjUvcwLN9/fXX6jtjKhRQmDLfiQNsDcNWrVo1fuJq2OC7777LvCtZsiS1L0sIJpStVKIjR478/PPP8TZEjDp16uCd2CA85S9LSpQowRK2n/MZNqJT1apVhw4dSnXL1jgqjBzl6bBhwwgsyrBxstghgglbIBTwU71WCYv45JNPch1waxwzG2HXnAiH98ILL3CymEZ+54UU9AQlLhpLODZvw8aFIhxxrQgpYGyHhf379+/VqxcnyO8cABGGDUKyKcRC9kJ08vkMG/tVho2tEcMJTRkZGbyWLXN3qMXxflwHtqAMG3eQYMhRcfwjRox45plnpk6dam1L9J/CIFWvXp1hyUBleChxSc+cOYNr4ncstCKxSd4uC0PFKGIicPsY89wgBsNrr72m1hoZNmYZm+J+oc8++4wszFDB83N/fT7D5m3YNmzYwEF26dJFfVuYCUgqJ6eTf9m1MmycIAODVA4/f/58Rjj5nYFtbU50zUkMm0h01UsZttTUVBJJz549sUZUG2XLll2/fj2VijJsqtKibiPQU+WoF5IJxo0bR61DPUF5pNba7yZSRpDbbMPG71i7p59+mopEqV+/fhQZ1A3UTFfKsHG+77//Pn9ygkePHuU6kF9PnjzJ2lq1amFB8WmeV//7ZKnYqKjEsImueWHAmG5YAnxOfHx8ZmYmfowKUq3dv38/kYESUE1kfF3r1q3nzZtnGzbmHZWighHGY8uWLfg0ylM18XlJy5YtmZKsxapFRkYuXrxYfVBPAGHelSpV6ocffqDqZQkWjsDCVMVoffTRRxwbdm78+PFq79Sp1Kb4GaIQB5DNsDFtMXK33347Ez8pKUm9BBG1sIVvv/22Mmwcv11V59SePXsSExMpf9kC+8Vx7d69m1DDa9lIvXr1iF3Wdl94AYxCHJPG2XkbNn5neePGjSmLLdRj9rCO/MK1pVhnazk/9XI1bJwp15A/V65caa377TeuNhcNY6YMW5kyZYjwWDW1FquGdeTSqT9F2YRhY/yTngYPHswUUMIPY29IiwwYxjDmDSOECyI3bdq0Sb3w4MGDq1evJoGSZbitTZs2Jafwp1qrb9jIR4y6VatWTZs2zTNSXiAftW/fniU6hm3mzJnYdQatte633zZu3NinTx8mnfrEm7FBAmVsqPcm1q1bx/ziJaxVvOjakxg2keiqlzJsaWlpRP8xY8a0a9euTZs2pIcjR45gZmzDRiinJiDNs1y9kAKLtFS9enVqHWqXbGspDigRbMMWFxfH7xRzFGdKZBd2xHLVD+C/MWz4xpyGjULK1bANGDBAPYvCCXIKrVq1ombieDj4ypUrkxGpzDyv/vfJ9urVi4Qnhk10zQtT1M3rGTZbOKhTp05RWT7zzDMEDTWRH374YeYa/s02bKNGjcKiqJcws/BFTCXmTrNmzZj1VatWLVasGNWwbdhYRQxRhu3AgQOxsbFhYWFszbOBf/evp5TECB06dIi6k9/z5cvXpEkTtXfENpnLTH/q6WyGjY3g8XA7OBYY6wWRkRgnjCirlGGjUHb4fiAHRpQgNoJx2Jw4xfEOT58G9Sgd9s/arudgCJgvvfRSNsNGYKxWrRowpbaFRkZyFgQczKraFJedE7T2+rswBlxAB8NGvMIEPvnkk96ec8WKFRTl2Axl2MqWLTt27Fhr3W+/cX24g/hP62/Rf8rnVyKVuNpkDTLFzp07GXL169dPTk5mUjBI+DlhwgTGpz01ihYtStpSGQd5GzbSLq+1P09DbIebwhL16RzZEzdImmNEsakHHniAn7wKw/bZZ585GzZ8IGOVeWqt++03hjqHzXg7efIkOfHpp58m+VrrPF/6Jf+yOzFs17DEsIlEV728DRu1EaarePHixHr+pBpQhg2MhERtgZ0j9FOEoZ9++okcQ3lENUNZQIZg7ccff6zWklQGDx5sGzbKnaioqDlz5pCNWMsG+cnviN//e8NGhcfB24YtKyuL7EhK88+wsbZp06Z9+vRhm/8+mcuXScYUQNR5YthE17xyM2yYB2IC1T8z6+DBg0xeykfcAmbD27AlJCTYzVSZd8yjWrVqLVy4kJfDv/XWW7ivhg0b+mHYqJLj4uIwfpS8imdu8gub5Rf+xKhgn2bOnMks9rz635+PYfBwUExwxfCTI+dV/KIMm8+Ptmx5otS/eX5S0XLAVMaJiYlfffXVwIEDuVDr1q1jlYIVxs9shg1LRiDlunl3obDhEydOsCkuIwW3vSm1ipj2zjvvYNgIet7fWLMNGxvHjBGv5s+fz0vU2RHlKMoJ42LY/JCDYUNqLVcvJiaGW8Z9YSEkd7Z69eqkqn/961/cAsZkfHw8wAsvvKBeaBs2bgoDnozGTVG3DJgB0Lp1awwbY3vp0qWsZaiTRgEYSwwzDJUybAxaJhTpVaU/JW/DxsvJ4ww2XsjGGUWkLbZAjiaRiWG7PiWGTSS66uVt2IjmmzZtIuhTahDrvQ0bIoFhafr3708xRO1FBUbRgAUi/ZAScE0UXmQdtkNhQYVUtWpV27B98skn0dHRANu2bVN1GxvBVu3evZsE818aNvZVuXLlRYsW2fmGpMhhU4dhL9USTkffsHF45L/HHnts1KhR1FIc8JQpU8qXL99InmETXQfKzbAxrzEnVP/Mi+PHj/Pnxo0bq1WrVqdOndwM288//8zWAKhQKT3xLerDdv8MG7Xs7NmzCSwUwUePHmULbJ+dYrdU1/LXX3+9fv366oE39XKOs2/fvtTN8+bNI1woC7R9+3aqasKdjmEjRsFTOrM76nLCDgEzOTmZ7RBeCCMU7jAEDXWCFMSHDx8G9jZs7Gv58uWNGzem0GetqsL5hRjIS9gUwbZmzZo9e/bcvHkz586O2CaekM0SM2+99VZO2f5WKrING6GMjRAe+ZPXsin+xL9xXhs2bOBPMWymcjZs7777br9+/cg4pUqVwpLt3LmThYxDbA8jE5vEoOKyM27r1atXo0aNnIaNW8/w43Yzy7hZwNwpPBgwho1pxSDnT8aYSsqrVq1idwwekjUDmHwUHh7Oa9mU2jLyNmxHjhwhnzIR1q5dy4ExzAYNGsTL1RPmYtiuT4lhE4muenkbNpIBJRG/UDHgYbIZtv379+N2nnzyyY4dO1JCYX6oVCjgIFmLrRozZkzr1q2J+9QKQ4cOpWiw2/qTCdavX8/CqKioTp5Wk/xC2ae+x/hfGjYyKNmrSZMm5CGqEKqob775hpyH4+J4OAVSLzlS37DxJwmVurNdu3acL6czbNgw8isA5/vvIxCJrl3lZtiYRHiGXr16ETGYSkxh9XkX8yI3w4YzWbBgAZMIjOnZp08fNs5U9c+wwQBQT3MMXbt2JZIwYdlmZmamMjOYHDZIqUoUGjx4MJtVFWpqaiovYSNsipdg4VjFQeoYNsILkYqgx/HzE6eEISTIcDAU03PmzGFHKqwhzo5og8Hj7LwNG77rxIkTHHl0dDR75DAQ9mzGjBnEVa4SEXLq1KmEQbUXNkW0/OSTT4hFeEVgLjLXnAtOIIW3DZuq4NkOJ8h1xomxBS4OQZJILobND3GbqlWrhkdS11OJHES2wk1xH/FgefLkuffee7FA6p0C7gjumoRCYuI2cf1JGUwTlNOwqVtGziW/kKEYD9xWXshEwLApO8fYYMpwALxkxIgROLT27duTrNW+uHc4LsYA2OLFizkkb8PGmF+zZs3AgQOZBergGfkMAOYIuxbDdn1KDJtIdNWL8E3N8c4775DarUW/6+jRoytXrpw/f776k5qDREL5RUFGFUIeohQggam1pBmqJeoGCibSCfXQwoULx40bd8TTtBqAqoUqZ8KECVQ/ZCDSFdlOrcUjvfLKK6RJtalsyrl2165d+DGOmbTHn6QripjExEQ2S+G4c+dOkhYHP23aNA6V5eyIRMXeOSR+8hLOhbUcpHonnqqI2mvu3LlLly7FsrKEpLh161a2RnHGFjgAUi8pU71cJLqGxaxfsWLF3t/bC3mLmcK8YxYzzZOTkykWmVz83LRpE1MGC8SUf+utt3726g+uwggzkaqUFy5fvpyXMPvgWbtu3TriD/tiy/z57bffrl69Wn1VzPPqf7+cOlXZD/4kXDBnWZKenk4UIphgkNauXavqZipOjoTilVVsBK/FQub+jh075s2bxwFz2LwEa4SnIuIx69kys/7gwYP/3pkvYRHZHa/l+IkwkyZNYhd23KNMZ++cNXtkLdaR41ffZONqcL6EJju0YuFWrVqVkZHBYQCPHz9+g+ffqKi1uMfXX39drWVrhDh2zXJevnHjRrULou7HH3/MxjkdrioXR72WWpxoxjVRoZV6XTlYwjIxltfiexWJtmzZwi2jTLf+Fv2n8Mncx9jYWEyXrZSUFDILGYfcweBhCZeaG8ToUq9iAHORuUHcPlIGuUZNDWyeAhjzTCv7dpMuyTgqvzDAIPlJfmE73LU333xzzJgxbCo1NZXsw2BglKpP8xDjeebMmbyWYcnwI7cyQki+6pNeAJZg5rnvHCQMWyZ3q9d++eWX7Ivxo/5EDH52wQH7/ERRdG1IDJtIJLo2RdqjmCM9k4+VF23dunXnzp0P/+c/1RWJRCKRSCQKZYlhE4lE16DUB24fffTRJ598cuLECUza4MGD69atm5ycrN6/FIlEIpFIJLoqJIZNJBJdg8KwnTx5ctSoUVWrVi1ZsmRYWFh4ePjEiRPVN5REIpFIJBKJrhaJYROJRNemfv3116ysrDVr1qxaterVV1/duHHjsWPH5Cv+IpFIJBKJri6JYROJRCKRSCQSiUSiEJUYNpFIJBKJRCKRSCQKUYlhE4lEIpFIJBKJRKIQlRg2kUgkEolEIpFIJApRiWETiUQikUgkEolEohCVGDaRSCQSiUQikUgkClGJYROJRCKRSCQSiUSiEJUYNpFIJBKJRCKRSCQKUYlhE4lEIpFIJBKJRKIQlRg2kUgkEolEIpFIJApRiWETiUQikUgkEolEohCVGDaRSCQSiUQikUgkClGJYROJRCKRSCQSiUSiEJUYNpFIJBKJRCKRSCQKUYlhE4lEIpFIJBKJRKIQlRg2kUgkEolEIpFIJApRiWETiUQikUgkEolEohCVGDaRSCQSiUQikUgkClGJYROJRCKRSCQSiUSiEJUYNpFIJBKJRCKRSCQKUYlhE4lEIpFIJBKJRKKQ1G+//T9cH0fBkWnENgAAAABJRU5ErkJggg=="
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Grid Search\n",
|
|
"\n",
|
|
"**Doel** : Zoek de betere waarden van de parameters van een model zodat ze optimaal generalizeren.\n",
|
|
"\n",
|
|
"**Voorbeeld** : Elbow methode, evalueer de waarde van parameter $k$ op de test-set\n",
|
|
"\n",
|
|
"**Gevaar** : Als de testset gebruikt wordt om de parameters te leren instellen, kunnen we diezelfde set dan nog gebruiken om te evalueren hoe goed het model generalizeert? (want de parameters zijn al getuned voor deze set en er bestaat gevaar op **overfitting op de testset**)\n",
|
|
"\n",
|
|
"**Oplossing** : We hebben nog een derde onafhankelijke set van data nodig eentje die specifiek gebruikt kan worden om de parameter tuning te doen : deze set noemen we de **validatie set**\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Size of training set: 84 size of validation set: 28 size of test set: 38\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import train_test_split \n",
|
|
"\n",
|
|
"# split data into train+validation set and test set\n",
|
|
"X_trainval, X_test, y_trainval, y_test = train_test_split(iris.data, iris.target, random_state=0)\n",
|
|
"\n",
|
|
"# split train+validation set into training and validation sets\n",
|
|
"X_train, X_valid, y_train, y_valid = train_test_split(X_trainval, y_trainval, random_state=1)\n",
|
|
"\n",
|
|
"print(\"Size of training set: {} size of validation set: {} size of test set:\"\n",
|
|
" \" {}\\n\".format(X_train.shape[0], X_valid.shape[0], X_test.shape[0]))\n",
|
|
"\n",
|
|
"best_score = 0\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Best parameters: {'max_depth': 3, 'random_state': 0}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"\n",
|
|
"# make a grid for parameter tuning\n",
|
|
"for depth in [1,2,3,4,5]:\n",
|
|
" for rs in [0,5,10,20,40]:\n",
|
|
" # for each combination of parameters train a decisiontree\n",
|
|
" tree = DecisionTreeClassifier(max_depth=depth, random_state=rs)\n",
|
|
" tree.fit(X_train, y_train)\n",
|
|
" # evaluate for the validation set\n",
|
|
" score = tree.score(X_valid, y_valid)\n",
|
|
" # store the best scores\n",
|
|
" if score > best_score:\n",
|
|
" best_score = score\n",
|
|
" best_parameters = {'max_depth': depth, 'random_state': rs}\n",
|
|
"\n",
|
|
"print(\"Best parameters: \", best_parameters)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training set score with best parameters : 1.00\n",
|
|
"Best score on validation set: 0.93\n",
|
|
"Test set score with best parameters: 0.97\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# rebuild a model on the combined training and validation set,\n",
|
|
"# and evaluate it on the test set\n",
|
|
"tree = DecisionTreeClassifier(**best_parameters)\n",
|
|
"tree.fit(X_trainval, y_trainval)\n",
|
|
"training_score = tree.score(X_train, y_train)\n",
|
|
"test_score = tree.score(X_test, y_test)\n",
|
|
"\n",
|
|
"print(\"Training set score with best parameters : {:.2f}\".format(training_score))\n",
|
|
"print(\"Best score on validation set: {:.2f}\".format(best_score))\n",
|
|
"print(\"Test set score with best parameters: {:.2f}\".format(test_score))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Grid search in combinatie met Cross-validatie\n",
|
|
"\n",
|
|
"Cross-validatie wordt vaak gebruikt in combinatie met grid search, \n",
|
|
"men verwijst vaak gewoon naar de term cross-validatie om beide technieken samen aan te duiden :\n",
|
|
"in plaats van een enkele split te maken tussen training en validatie set, wordt hier cross-validatie gebruikt"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Best parameters: {'max_depth': 4, 'random_state': 0}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# make a grid for parameter tuning\n",
|
|
"for depth in [1,2,3,4,5]:\n",
|
|
" for rs in [0,5,10,20,40]:\n",
|
|
" # for each combination of parameters train a decisiontree\n",
|
|
" tree = DecisionTreeClassifier(max_depth=depth, random_state=rs)\n",
|
|
" # Extra step : perform cross-validation here (trainval will be split in training en validation several times)\n",
|
|
" scores = cross_val_score(tree, X_trainval, y_trainval, cv = 5)\n",
|
|
" # compute mean cross-validation accuracy\n",
|
|
" score = scores.mean()\n",
|
|
" # store the best scores\n",
|
|
" if score > best_score:\n",
|
|
" best_score = score\n",
|
|
" best_parameters = {'max_depth': depth, 'random_state': rs}\n",
|
|
"\n",
|
|
"print(\"Best parameters: \", best_parameters)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Training set score with best parameters : 1.00\n",
|
|
"Best score on validation set: 0.95\n",
|
|
"Test set score with best parameters: 0.97\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"tree = DecisionTreeClassifier(**best_parameters)\n",
|
|
"tree.fit(X_trainval, y_trainval)\n",
|
|
"training_score = tree.score(X_trainval, y_trainval)\n",
|
|
"test_score = tree.score(X_test, y_test)\n",
|
|
"\n",
|
|
"print(\"Training set score with best parameters : {:.2f}\".format(training_score))\n",
|
|
"print(\"Best score on validation set: {:.2f}\".format(best_score))\n",
|
|
"print(\"Test set score with best parameters: {:.2f}\".format(test_score))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"GridSearchCV.png": {
|
|
"image/png": 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O/7zLV9+IBsScK1eupAojxElbW9tPP/0UtTXCSBpUqFCBcIR5p8pJmVbJp06d6tev31NPPUWo2bJlS8qvahBbevbsSSBF9I1/Kp7VV9+EyLFkX/197733unTpYmkcEJ4QWRzrhRdeIAQbi3UgoGDGiDLRisU6lklsxa46dOiADhLs9qfYvB7RfOaZZ+rUqcPbUxZuQFHGV8fQL6uoadOmtW/fnohPnE35cEf0l2BthF2rqNjY2MWLFzMHfPTRR1OmTDESDdBoOzu71157bejQocY/2nB0Sn766ac7duzIXIK2pmTy5MkFChR48cUXN27cSMXS0F9ahoMyl5B55syZAQEBZhHJ7Ny5E61EsonRhh1a+tusWTO82SjknnTv3v3DDz+kAf38/FJOQpwyYv3BBx/crr/GfX5MmbfPTLfrr3ETyN/+9jfm0YiICCObAZcDg5f+CpHZpK2/BGciwJNPPjlkyJCUHysALxFPUukvgdG4d4ugQRwjcBFRYcyYMQj0G2+8wSLfGuxp6C8QAwk1xExfX1+ipRGcgQjMZMHK3PiXWho0bNgwX758nB3xhGMhr1h7ylAGW7durVKlyuOPP44EEznNGPoXrMMRaGzbmAikv0LkXLKv/hYrVmzUqFFm6l9ER0fXq1cPg8QaQ0JCSCG8Iqxz584ltCGLr7/++r/+9S9iKJqI5uJSTZo0oUDj7UDs5u04sfl3CiiKIDVnzpwGDRrcsSjibMqbLtDfd955B7M0/04Gq0bjeCPheMmSJWZqMsaHBzic8QU4UphpjLmEn5yRw/+CoxOs//73v1MOkT0N/b127RpRmHKYTmgH8/1/YW9vz1s4EX4eOXKE/Jb+9unTh5huFHJPGjduTNNRq1RfPaRitDAtdrv+Up9vvvkm5ScoFrfrL6f52Wef0c7r1q1L9Rk8TUc7S3+FyGzS1l/GJgta7JD1dirdZGC6uLik0t+kpCTclwU/Y/Pjjz9+5ZVXCETwj3/846mnnmJ57OzsbGl02p/+EvyXLl1KEC5SpMibb75pBGd4+umnCWUFCxZM+d+zOzJ27Nhvv/2WwF60aFGmgEmTJiG4yLfxZAkjDz5NKCMK1apVi0YwY+hfoOzEQCpvfGog/RUi55J99ff7779P9ekpsPpHE5HOli1bEiuRMMJrjx49iMgsyjEt5Lht27a2trZt2rSpWLEikRGX9fX1Nd+frL///ve/u3fvbv79F0ZRjo6OCNntRVWoUIFgjVmm/GYY+vuf//ynd+/e5t/J4IKbN28mNPPqqlWrzNRk8Dzj8QUcxXC4TZs2cZpEz2effZZpg3elBNPlpccee4zJgACdhv4mJCSMHj2akM20RAbz/SmgfEL2jz/+ePjwYfJb+jts2LBUH+GkQe3atV966SUkOFUE55Ix2xUuXPh2/X3//fd//vln686QlNyuv/QH8qP7zEkp9RoiIyMxdemvEJlN2vrr7e3NmpzQgQenGqSG4aXUX5wyJCSkWrVq7777LqES+WvSpEnHjh3t7OyMb+Viw05OTsZnAZCG/oaHhxNb3nvvPezT+MoywZlyjGdKEBmIJPfU37i4OIIMYRwRJypydCpGVPTw8IiKijLu0EDrmSCIpQRMI3imhERiLK8an4NIf4XIuWRf/f366689PT3N1L+IiYlBv9544w3sDQ0iM6vwsmXLsl5Hi7ds2XLgwIGjR48GJD/I1sXFhWBav359fjffn6y/BOKePXuaf//F1atXsS7C0xdffEGAxpitotBZtJXAd0f9dXZ2Nv9OBknlcATKX3755Z76y1HKlClD9OSI6ODSu0DoJzSnob/E/fHjxyPoH3zwwdChQ823/S8rVqyg8ogy+S39HTFiBOJoFHJPOP1XX32VVYF124kBRyf0FyxY8Hb9ZSKhtqnu/DO4XX+ZeJiWmFo2btyY6gNjmotpUvorRGaTtv6uXbv2008/RQGXLVtmDFsLFtJubm4p9RenRGTfeust4nn//v0J7IcOHeIlgipvZyynX38JqkRUgnC3bt2Iq8ZXkykHOnfuzIyQHv3F16kS0W/NmjVTpkwhQFWpUiV//vzErq5duxofBFCxTz75hCjEenvhwoVm9LyN2OQnqUt/hci5ZF/9/fDDDwlPZmoyBC9EkLX+Sy+9hEFeuHABD8OiEFYcK9WdBsRuAiuymE79TUxMnDp1KqGQDEQ3MzUZgjIxNzP0d9++fZSJtjI33NHqUkLJeCFnRMne3t5majL45Zw5c15//fX333+fGt4zwj6Y/nLJ0FkUkykn5Qc/cXFxHB1zfUj9ZWYlhYln2rRpzFJGNgMWOUww0l8hMpu09ZcV+48//vjkk096enoif2ZqMn5+fu3bt0+pvwxthPiZZ55p3br1nj17jGwGhDKy3a6/vP2O+suUgUa/9957qe6MQnkJzsTb9Oivxc2bNwn4x48fJ0RT59dee+2jjz6ihqT7+PggqX//+99nz56dxmNwDGiByZMnE0ibNWsm/RUiZ5F99ZeIVqdOHXzXihcELIImxkkQxNtIJ2XChAk4a/Xq1XnJyAbEQaJk2bJlMct06m9CQsK4ceM+/fTTmjVrbtq0yUxNLmrNmjUURcTPcP0NCQkZOnQoEb927docJdUNryhmUlKS9b1pXmVm+uc//8n0s3z5ciOPBadPOo4+evTo2x+zQFtxIta3mx9Mf8ePH//1119/9dVXrBOomGHAlMy5UNobb7zxkPrLYqBly5boLxNSym/XXbt2bcqUKd9//730V4jMJm399ff379ChA0bbokWLHTt2pByk+GLp0qVT6i9+2aNHDzIT8YxvHRgQbMeMGVO0aNFU+kt+UogJs2bNMlIs5s+f/+qrr37yyScc1JoRODrSSW2x1XvqL5nj4+NT3a9MUaj2u+++SzDcnPy0GU7Q3t6eaG9ra4sQp7pxi0I4U+pv1IFVOmGH99arV49py8hzR6S/QmQ3sq/+Pv7444ULF0a5IiMj0VwiDpGubdu2hNfff/8dWSQzsWzlypUIGfnRPkyRnMS4/fv3E3afe+45XCqd+kvoXLFiRZEiRb799tuxY8daReFk3bt3RyspKsP1l5Olqjj366+/ToMcOnTIOK5xaGIrMufj42N8CIFEoq28vWDBguggeTgWGCZ66tSpAQMGvPDCC8Y90zQaLXbx4kV+UmZoaCgnwuxiRP8H098DBw6wIEFzq1SpwoxlVPXs2bNcAtqBlcZD6i8zxLRp07hqH330EZeAP5NbIjEwMBAt5tSkv0JkNmnrb3R0NHEbE/3ggw+GDBnC8DcGKZk7duz40ksvpdRfRiVhmRV7tWrViK7ENHISNzZt2lSrVi20OJX+Ego+/vhjZHTkyJEELiO+oZtIJ7E0f/78xFXM2PiyGuXwC5L64YcfMlmkrb9EyKtXr27cuJEgFhMTY8RGCqH+1PC1116j5sw7hiJzLKJcvnz5+vbtSzwhxcjML+Tn1MjJnxRLyrJly55++mnmAn4hm1FnHDfl/8dA+itEdiP76i/Rp2jRovgT0olIsSIvW7YsDvTWW29hTsatV0QrYhlORvz65JNPmjVr5urq2qFDBxTws88+K1OmTPo//SUqUdQff/xBZMdHmzdvbhSFolFU6dKlM+PTX0IkAXTOnDloNzMB59uiRQsXFxfOl0NXqlQJ02Uqsj444V3Uh5ycGnlGjRpF7EaaCbsoJjMQJ/vOO+8Y0kkLe3h4dO3alWrzLg7BgZi9KOfB9Jd5yPgAmKvAIoHyOXd8lJI53IsvvshVmzRpkpn7/vWXS8ApcDVZDDCl1axZk6ZgGcPVJGeBAgWkv0JkNmnrLyE3LCysSZMmb7/9NtEPr+3Tpw/h9McffyxZsmShQoVS6i/jmlU38RO55NX27dszoglxjOVixYoZQS+l/oaHh9euXZvhT3jp0qULEkx827FjB9GeGEiVEE3WxkQ5joj4/vDDD1988QUxhKCXtv4SW1Begj8OTVy1s7MjNhKNCTKEGqaPNm3aGJt6coI4LmaPiFMTIg/Vdnd3JxC1bt36559//vLLL5mMjOcOUSw+ja9zIr///jvZjJhMjCJaJh/ZRPorRHYj++ovEAEJlxUqVCBWoqTGjbkIFqHHCiL84uPj07FjR/JgwARW3livXj3kddCgQcTidOovUNT69evxzpRF8XaKGjBgwHPPPZfh+gsc9Pz58wsXLiTIlipVimjObMGhUWFmlAYNGnh5eRE6jcyJiYk0GlMO0wzhngYBPJJ4zatXr17FawcOHFi9enXeTjlATs6iYsWKnTt3RpSNGeLB9BdCQ0OnTp1KBZgzaCKOUr58eeahadOmMS1RfypjZr1//QWqx3zJdWf+o0Drag4fPpz2kf4Kkdmkrb/AaMX5unfvznhnkBKCGKSsWtE7gkxK/WV5HxcXN3fuXCyTQEQM5yerWTyS4MzPVPrL8CeYE3ILFy5M7DLi29ChQxnUrPD37t1rY2Nj7MdGZOCXKlWqjB07loiNqqatv8anv0RyZhPeaMRPRJZQT9BAhQ8fPmy9PSkpiUA3ZcoULJ9T41hUpmDBgl999VXZsmVbtWq1YsUK67bg6OhofBctJnRTWyMsb9iwgYnAyGAg/RUiu5F99ZdIgekGBgbiSdinm5sbDrRs2bKov55QY0Fk3LNnD5rYr18/AhxK5+3tTfz19/cnrnEUY6VugKixsic8mX//LxS1e/duq6iRI0euXr2aogiOVABJTVkUIkhoJl6bfyfDop9o7u7uzqupHqkbGxtL5r59+65bty7Vlyri4+MJ7ggcswLGz9upJPGXehKILTskdFIIVk3FqB5+CTt27ODtRgbADjl9ZgUKQc379+8/ZswYGsHPz4+zu5l8rx66TATn1Z07dyYkPwsinTCLREZG0ibDhg2jQSic9ty0aROlMUMg2VwgM2vyNhZEfDIYB00FM+jEiRO5WJxRygtK5v3799MUFM450sKcDvMfiwqajp5zx++jSH+FyBDuqb9AHGAtPXv2bCIzg5RgtXLlSsId8YSwMH/+fOurqwxnDHjt2rVEJKIxeHp6cggyE9yMYEgGKzMxav369WSmHCO+keH8+fO8euXKFdbGxFUOSnAjBC1evJiBv3XrVsIIpLpPNxUUzrJ/yZIl48aNowTCLEfHXAlZnClnZOb7C07B19d38uTJBCJCJTVnApo5cyaH4yXrWPxCHZgaiFR9+vQx6syUYQVtA+mvENmNbK2/hFczVWQP8NRUaw+iOYLevXv3d955p3nz5ki8+ULWIv0VIkNIj/6K+0X6K0R2Q/or7oPo6Ghk1/juSGLy9xHDw8OXLVuWL1++l156acCAAdYHOVmM9FeIDEH6mxlIf4XIbkh/xX2watWqli1b/vLLL/b29q6urt26datWrdq///3vJ554om7dulu2bLnjfQ5ZgPRXiAxB+psZSH+FyG48Gv1dvHgx/iT9zXHs3r27R48eXJ1ChQrlz5//k08++eyzz0qWLGlnZ4f73vGu3KwhLCxs+vTpv//+u/RXiIfB0F9GtPQ3Azl79uygQYNKly4t/RUim/Bo9Nfb27tjx453tFvjXtLx48dPnjz50KFDZqrIHkRFRbE4mTRpUv/+/fskM3jw4JkzZx48eDCNr11nAcHBwdSqdu3axtOLhBAPxq5du+rVq9eqVauAgAAzSTw0rM/79etXtmxZ6a8Q2YRHo79+fn7NmzfHcR/V/8pFLuPIkSMDBw60sbFhmjGThBD3z+HDhzt16lSpUqUDBw6YSeKhOXToUPfu3WlV6a8Q2YRHo79xcXF16tRxc3NL9XBEIR6MjRs3tmnTZuLEica+HkKIB+Ps2bPTpk378MMPGVNytYxi6dKlzZs3b9GihT7xESKb8Gj0lxDQo0ePnj177tmzx0wS4kG5fv369OnTy5Yte+rUqVSP2xRC3Bcob0BAwAcffDB58mTr8b3iYbh165arq2vNmjXnzp17+wOGhRCPhEejv7B27Vp7e/vOnTuHhobqMwbxwOC+y5Yta9++va2t7dWrV/XhihAPyblz5xo0aFC1alVWlSm31BEPAL47e/bsSpUqtW3bNjIy0kwVQjxqHpn+EmGJrUQEJyenefPm7d27Nzg4+Pz58zFC3Ivo6GgmkhMnTmzcuHH8+PEdOnRwdHTctGmT2beEEA/B5cuX165dW79+fSR40KBB3t7eAQEBERERUVFR5ggUaWIEqGPHjtGMo0aN+v3331u2bLl8+XKzfYUQ2YBHpr9APGVZXLNmzXbt2vXr12/ChAkzZsyYI8S9oNuwdhozZkyPHj2Yobt167Zu3Tp97itEBrJw4cJWrVpVrFixadOmffv2HTt27OTJk6eKdDBlypRx48a5u7tjveXKlatdu/aqVat0X5YQ2YpHqb+QlJR07ty5xYsXd+7cuXr16j///POPQtyL0qVL//bbb4jvwIEDd+3a9ai2mhMid0NwXrJkSePGjYsXL16wYMHPP//8s/vh008//eijj/7zn/8YDwjPcVDtDz/88IMPPjD/Tjc01BdffFGiRIl69eqxXI+JiTEbVAiRbXjE+nvr1q0bN25cvnw5Njb2/PnzZ8+ejRTiXtBPmJijoqLi4+P//PNPfe4rRGZgBGcGWkRERHgyZ+6HgICAtWvXjh079sCBA2ZSjmL//v2LFy+eMWNGaGiomZQ+jLYiUtF0ly5dUoASIhvyiPVX3BdJSUnBwcFbt24NCQkxk4QQIpuB8B0+fHjYsGFNmjSZOXPm+fPnzRdyFDExMYsWLWratKmrq+vRo0evXr1qviCEyPlIf3MSf/7558GDB11cXNatW2cmCSFEtuHGjRtY47Jly/r06WNnZ9evX78DBw7k0Oe747tUfujQoe3atevRo8eSJUu0q44QuQbpb04iKSnp9OnTNWvWnDhxop4WJ4TIVly8ePHo0aMzZsxo06ZN+/bt+eXChQs5+km3VJ5TWLRoUbNmzTgjLy8vf3//K1eu6H4GIXI60t8cBmG3WrVqAwcO1PM4hRDZBOIS7rtr165u3boVLFiwb9++x44dy01bPISFhbm7u1eoUKF169aHDh2Ki4vTBxBC5GikvzmPrl27enh4HDx40PxbCCEeKeHh4UOHDv3999+bN2++ffv28+fPJyUlma/lCq5fvx4bG7tp0yYHB4ciRYpwsidOnMhNfi9EXkP6m/OYNGmSs7PzkiVLzL+FEOJRgP8lJiauWLGifTJjx4718/PLrc864GTj4+P3798/ceLEVq1a2dnZLViwQP+FEyKHIv3Nefj6+nbv3n3o0KHm30IIkeWguYcOHUJ5bWxsunbtOmfOnNOnT5uv5V6uX78eFRU1d+7cHj16dOrUafjw4Tn3u31C5GWkvzmPiIgIR0dHe3t7ArGZJIQQWcWtW7ciIyN9fHz69u1br149VuMo4JUrV8yX8wA3b97ct29fv379atWq5eLisn79esJyLrvfQ4jcjfQ358Hc4+zs3LRp0+joaN18JoTIMgg4165di42NnTJlSvXq1WvUqLFixQpSzJfzGAkJCZs2bSpfvnzlypUnTZoUGhqqnY2FyClIf3MkEyZMsLW13bJli759LITIMozHO9SuXbtatWqjRo06fvz45cuX8+wi/ObNm1euXAkPD/f09GQx0KhRo7Vr1+bK+56FyH1If3Mk3t7evXv3Hjt2bJ793EUIkZVgdf7+/sOHD69Xr16PHj2WL18eHBys+APYf2ho6MqVK11cXBo3buzm5nbs2DFtESdENkf6myM5fPjwkCFD2rdvryArhMhUbty4ERsbi++6urra2dl5eHjs2rUrMTHRfFkkc/Hixd27dxOW27Zt27Nnz6VLl2qLOCGyM9LfHElMTMykSZN+/fXX+Ph43f4rhMgkjI3cZs6c2aZNm3bt2k2fPj2nb+SWedAsrBMWLFjQtGnT9u3bT5482d/f/+rVq7odQohsiPQ3R0KcXbhwYfHixU+fPq3/PwohMhyk7dKlS7t37zY2cvPw8MCDJb7pITQ01M3NrXz58q1btz58+HB8fLy+pCFEdkP6m1PZuHFj3bp1ly1bFhsbayYJIUQGERERMXz48KpVqzZr1mzr1q25byO3zMPYIs7Hx6dTp05FihShGU+ePKmVgxDZCulvTuXgwYM9e/Z0c3MLDQ01k4QQ4uHA0i5evLhy5coOHTq0a9duzJgxe/fuJUX/wb8vaMb4+Ph9+/ZNmDChZcuW9vb2Cxcu1BZxQmQfpL85lbCwsClTpvzxxx9Hjhwxk4QQ4iG4fPny4cOHPT09bWxsunTpMnv27FOnTpmvifvH2CKOZuzevXunTp1GjBhx8OBBGtl8WQjx6JD+5lQuXry4efPmwoUL79ixQx/MCCEehlu3bp09e3bjxo39+vWrW7euk5PT/v3789RGbpkH8dnPz8/Dw6NWrVp9+vTZsGFDZGSk7iQR4tEi/c2pMF2dOHHigw8+WLVqlT5OEEI8GEQSVOzChQtTp06tUaNGtWrVli9frt3LMpz4+HgfH59ff/21cuXKXl5eYWFh+tayEI8Q6W8O5syZM1WrVp04cWJwcLCZJIQQ94PxwNq6desiviNHjszjG7llHjeTt4gjaI8dO5ambty48bp16/SPOyEeFdLfHEx0dLSLi0ufPn127dplJgkhRPrAcY8cOYLy1qtXr3v37suWLdNGbpkNbR4aGrpixQpnZ+cmTZq4u7sHBATos3Yhsh7pbw7m4sWLzFitW7fmp5kkhBD3wtjIDQlzc3OztbVFwnbu3JmQkGC+LDKZxMTEXbt2DRo0qE2bNr169SKAnzlzxnxNCJElSH9zMElJSadOnapZs+akSZP0WHUhRHq4dOnSsWPHZs2a1TaZadOmaSO3rIcGj4mJmT9/fuPGjTt06DB58uQjR45oizghsgzpb86GWFm1atVBgwbpiZJCiLQhXOC+e/fudXR0LFiwoLu7uzZye+SEhob26dOnfPnybdq0wYATEhL0WYYQWYD0N8fTpUsXDw+PgwcPmn8LIcSdiIiIGDlyJAvmpk2b+vr6njt3Tnf6PnKuX78eExOzYcMGY4u4ESNGBAUFaU0iRGYj/c3xTJw40cXFZenSpebfQgiRAlzq4sWLq1atsrGxadeu3ejRo/fs2aON3LIPXKC4uDg/P7/x48e3bNkSD168eLH+oSdEpiL9zfFs2bKle/fuw4YNM/8WQoi/uHz5sr+//7hx42xtbTt37jxz5kxt5JY9MbaImzVrlpOTk4ODw8iRIw8dOqRnuguRSUh/czzh4eHdunXr1KkT0dNMEkLkeW4lb+S2adOm/v3716lTx9HRcd++fdrILZtz8+bNvXv3uru7G1vE+fj4REZGKrYLkeFIf3M8hMtevXo1bdo0JiZGd4wJIYgDSUlJcXFx06ZNq1GjRtWqVZctW6aHy+Yg4uPjN2zYUK5cucqVK0+ZMuXMmTO6S1uIjEX6mxsYN26cjY2Nr6+vvjIshLh06dKePXvq169frVq1ESNGBAYGkqK1cQ7i5s2bly9fDgsLGzNmDBexadOm69ev1xUUIgOR/uYGVq1a1atXL09Pz6SkJDNJCJH3wJCOHj06atQoYyO3pUuXnj59Wh8c5lC4miEhIcuWLevduzcG7OHhwUpGn+ILkSFIf3MDhw4dGjx4cIcOHRQZhcib3Lx5MzY2duXKle7u7ra2tq6urjt27NBGbrmAxMTEnTt3Dhw4sE2bNnjw8uXLtUWcEA+P9Dc3EB0dPXHixN9++43ZTv8gEyKvcenSpYCAgDlz5rRt2xZJmjJlyoULF/Rcs1wDUT0mJmbevHmNGjXq0KHD1KlTjx49+ueffyraC/HASH9zA8xz8+fPL168eEhIiO5/ECLvYNwk6ufn5+TkVLBgQVdX1yNHjsiKciuhoaEuLi6//fYb65xjx45pizghHhjpby7Bx8enTp06y5cvv3DhgpkkhMjtREREjBo1yvh21ObNm8+ePas7fXMx169fj46OXr9+vb29fZEiRUaOHHnq1CmtdoR4AKS/uYQDBw706NHD3d09NDTUTBJC5FIwnkuXLnl7e9va2rZr1w4D3r17d2Jiom54yPVw6ePi4vbu3evp6dmyZUsHB4clS5boJm8h7hfpby4B6508efIff/xx9OhRM0kIkRu5fPnykSNHJkyYYGdn17lz5xkzZgQFBZmvibzB9evXz58/P3PmTGOLuNGjRx8+fFh7mgiRfqS/uYTExMSNGzd++eWXO3fu1CdAQuRKbt26de7cuc2bNw8YMKBOnTrdunXz8/OT9ORZCPV79uxxc3OrVauWq6vrpk2bzp49qy3ihEgP0t9cAvNiYGBgvnz5vL29tU28ELkMBrixkduMGTNq1qxZpUqVpUuXXr161XxZ5GHi4+PXr1//888/V6pUaerUqeHh4foCtBD3RPqbewgLC2NSnDRpUnBwsJkkhMgVXLp0ae/evQ0aNKhevfrw4cMDAgK0kZswMJ7+ERoaOnr06GrVqjVv3lxbxAlxT6S/uYeoqChnZ+c+ffrs3r3bTBJC5HCQm6NHj2I29evXd3JyWrx48alTp/R4B5EKfDc4OHjp0qW9evVq1qxZ3759jx8/ro2QhLgb0t/cQ2JiIrGvdevWy5cvN5OEEDkWxDc2NnbVqlXGRm6sbLdv3x4fH2++LMRtMAvs2LHD2iJuxYoV4eHh5mtCiBRIf3MP165dCwoKqlGjhpeXl56FLkTO5Vbyc80CAwPnzp3btm1b1rSTJ09GhfWtVnFP6DzR0dH0nIYNG3bo0GHatGnHjh3TFnFCpEL6m6vAeqtUqTJ48GA9BlKIHIpxK+e+ffuMjdz69Onj7+8vdxH3S0hISO/evX/77bd27doFBAQkJibqYxEhLKS/uQ0HBwcPD49Dhw6ZfwshchSRkZHGd5iaNGmyadMm/tSdvuIBMLaIW7dunZ2dXbFixehUp0+f1jpKCAPpb25j/Pjxzs7OS5cuNf8WQuQEjBsevL29kZV27dqNHDly165d+sROPAx0qgsXLuzZs2fs2LEtWrTo3LkzU4P+NygESH9zG5s3b3Zycho2bJj5txAi22Ns5MbaVRu5iQwnKSnp/PnzdCpHR0dtESeEgfQ3t3HmzJmuXbt26tRJe/8Ikf25lbyR25YtWwYOHFirVi0G7549e7Rzjchwbt68uXv3bldXV7qZm5vb5s2b6XiaJkSeRfqb2yDG9ezZs2nTpjExMbrNS4hsC8MT+bA2cqtUqdKSJUv0mZzIVOhva9euLVu2LP1t2rRp2iJO5Fmkv7kQT09PGxsbX19f3TUoRLbl0qVLfn5+DRs2rF69+tChQ48dO6aN3ERmc/PmTbpZSEjIqFGjqlWr1qJFiw0bNqjXiTyI9DcXsnLlyl69eo0bN07LeiGyISgIsjtmzJj69es7OjouWrQoKChIj3cQWQY9MDg4eMmSJcwUzZs379+//4kTJ7RFnMhTSH9zIQcPHhw8eHCHDh0UzoTIVqAdFy5c8Pb29vDwsLW1dXFx2bZtmzZyE4+ExMTE7du3DxgwoE2bNs7OzitXrtQWcSLvIP3NhURFRU2cOPG3335LSEjQf7WEyA4wEi9fvnz8+PF58+a1a9euVatWXl5e2shNPFrolswXc+bMqV+/focOHaZPnx4QEKAt4kReQPqbC2FCnT9/fvHixUNCQnT/gxCPHIbklStX9u/f371794IFCzo7Ox8+fFiGIbIPTBY9e/b89ddf27dvHxgYePHiRS3MRO5G+ps78fHxqVOnzooVKy5cuGAmCSEeEZGRkWPHjq1WrVrjxo0Zm/ypG5NEtiIpKSkqKmrNmjV2dnZff/31mDFjtEWcyN1If3MnBw4c6N69u7u7e2hoqJkkhMhajBseVq9e3alTp3bt2o0YMWLnzp0JCQl6JIvIhtBdL1y4sHv3bty3RYsWXbp0WbZsmbaIE7kV6W/uBOudPHnyH3/8cfToUTNJCJGFIL6MvgkTJtjZ2Tk4OEybNu3kyZPma0JkV5KSks6dOzd9+vRu3bp17tx57Nix/v7+ehy1yH1If3MniYmJGzdu/PLLL3fu3KlbuITISm7dunX+/HlfX99BgwbVqlWrS5cuu3fv1kZuIgfBrLFr1y4XFxc6sLu7+5YtW7RFnMhlSH9zJ0zAgYGB+fLl8/b21rwrRNbAuEMR4uPjZ86cWbNmzYoVKy5evFgDUORQ4uLi1qxZU6ZMmUqVKs2YMSMiIkLfpRa5BulvriUsLKxKlSqTJk0KDg42k4QQmcmlS5f279/fqFEjYyO3o0ePXrx4ESc2XxYiR3EzeYs4ZpCRI0dWq1atZcuWPj4+6s8idyD9zbVERUX17t3b1dV19+7dZpIQInNAFI4dOzZ27NgGDRo4OjouXLhQG7mJ3AF9+/Tp04sXL+7Zs2fz5s0HDBhw8uRJPbpE5HSkv7mWxMTEJUuWtG7devny5WaSECKjQQ4uXLiwevXqvn372tjYsObcunVrXFyc+bIQuYKEhIRt27b179+/TZs2Li4uq1atioiIMF8TIgci/c21XLt2LSgoqEaNGl5eXnrQkhAZzq3k55qdOHFi/vz57dq1a9my5cSJE7WRm8it0OGjoqJmz55dr169jh07zpgxIzAwUFvEiRyK9Dc3g/VWrlx58ODBenajEBkLjnvlypWDBw/26NGjYMGCvXv3PnTokDxA5Hro5MHBwXT7X3/9tUOHDsePH9cWcSInIv3N5XTq1MnDw4OJ2fxbCJERREZGenp6Vq9evVGjRuvXr4+IiNDdkCKPkJSUdP78+dWrV9va2hYvXpyBoC9YixyH9DeXM378eGdn52XLlpl/CyEeAuOGhzVr1jg4OLRt23b48OE7duyIj4/X/UUiT8FAiI2N3bVr1+jRo1u0aNG1a9fly5fr34wiByH9zeVs3rzZycmJSdr8WwjxoFy5cuXYsWMTJ060t7fv1KnT1KlTT5w4Yb4mRN4jKSnp7NmzDARjizhPT09/f/+rV6+aLwuRjZH+5nLOnDnDutzBwUEb9gjxwNxK3sht69atgwcP/uOPP5jpd+3apf0shICbN2/u3LnT2dmZoeHh4eHr68tg0YwjsjnS31wOgalHjx7NmjWLjY3V93KEuF8YNUzkCQkJs2bNqlmzZvny5RctWiTxFSIVcXFxq1evNraImzlzZmRkpAxYZGekv7kfT09PW1vbrVu36vZEIe4XTPfAgQNNmjSpXr364MGDjxw5ou+5C3E7DAqGxqlTp0aMGFG1atXWrVtv3LhRn7mIbIv0N/ezcuXKXr16jR8/Xtu1C5F+mM4DAgJYPTZo0KBbt24LFizQZldCpA2jBgNetGhRjx49WrRoMWjQoKCgII0akQ2R/uZ+Dh48SAyysbFRDBIiJYyIyMjIsLAw8++/YAq/cOHCmjVr+vXrx8Bh9ejr66uN3IRIJwkJCVu3bmX4tGnTpk+fPt7e3gw087W/SEpKio6OZvRdunTJTBIiC5H+5n6ioqImTJhQvnz5xMRE/StKCIvAwMDp06d7eXnFx8cb9zMwQC5fvnzy5MkFCxa0b9++RYsWjB1t5CbE/cJQOn/+/KxZs+rWrduxY8eZM2ceP36cBacxBxmvzpkzZ8yYMUeOHNH4ElmP9Df3Q2SZN29e8eLFQ0NDdf+DEAaMi+HDh3/zzTc//PDDxo0br169Sgo/Dx061LNnz4IFC/Lz4MGDWjEK8cAwfIKDg52cnH755RcbG5sTJ05cunSJgXbt2rWtW7cWKFDg/fffnzRpkh4YLLIe6W+eYMOGDXXq1FmxYsWFCxfMJCHyMNevXz9+/HiDZHr06FGxYkUWh+Hh4ePHj69Ro0bDhg3XrVvHn7pfSIiHJCkp6dy5c97e3ra2tiVKlBg3blxISIifn1+vXr3++OOPRo0ade3ade3atWZuIbIK6W+eYP/+/d27d3d3d7/9Nkch8iCJiYnOzs6dOnWaP3/+mjVrUF5HR8cWLVq0bdt22LBh27dv10ZuQmQUt5K3iNu5c+eoUaMYZfb29k2bNq1du/b69es3b97MoHN1dY2JiTFzC5ElSH/zBKGhoV5eXiy1jx07ZiYJkVe5dOnS3r17K1WqNHny5PDw8IiIiAkTJnz77beVK1ceOXKkNnITIjNISkqKjIycNGlS1apVy5Qp06dPn8vJDB482NbWVjvziyxG+psnSExM9PHx+fLLL3ft2qUvGYi8zK1bt4KCgjw8PBo1arRnzx7+vHHjBhLM4tDBwcHX11cDRIhMguF28uTJdu3adezY8fDhw0Yia1FnZ+cOHTpcuHBB/3IRWYb0N09A0AkICHj//fdXr1595coVM1WIvMeff/7p7e1dtGjRVatWWbfCX7t2bfv27Rhwv379WCsaiUKIDIRpiNE3YMCAtm3bzpkzx0z9739R3hkzZlStWpUhqdEnsgzpb14hNDS0cuXKXl5eISEhZpIQeY99+/a5uro2bNjwzJkz1kdNTMwsC43HY8+ePdtIFEJkIJcuXfLz8/v55589PT3Pnz9vpiYTEBDA6CtXrtypU6cYjGaqEJmJ9DevQLjp1asXE/+ePXvMJCHyGBcvXhwzZkzVqlVHjx7t6+u7fv36+fPnjx8/vn///o6OjmXKlPnqq6+6dOmiCViIDOfs2bOjRo365JNPfv31VwcHh379+o0bN27evHlr167dtGnTxIkTixQpwmDU97NF1iD9zSskJiYuXry4devWK1asMJOEyGPs2LGjUaNG+fPn79atm7u7u5ubW58+fZydnXv27Nm9e3cSe/fuzXws/RUiw7lw4cKqVatcXV1ZajLcGHQMNwYgw9DDw8POzg4zrly58pYtW8w3CJGZSH/zCteuXTt58mT16tUnT56srxeIvMmyZcs6dOjAKGjbti3WO3LkyFmzZq1Zs2bv3r3BwcEJCQkaGkJkKjdv3mSghYSE7Nu3b926dbNnzx41apSLi0v79u1r1KhRs2ZN6a/IGqS/eQim9kqVKg0ZMkRb7GRzbt26lZSUdOXKlYsXLyaK3AvX99KlSyxN9bgJkUMhWF2/fv3q1auXL1+mM4uMgvb8888/aVv9MyqTkP7mLezt7fv27Ws9cUZkTy5cuODt7d2xY8eyZct+9913JUqUKC5yHSVLlvzpp5/q1as3bdq006dPm9deiJzDjRs3WMVt2LChX79+zZs3r169eiXx0FSuXLlGjRrNmjUbNmzYzp07tVdrJiH9zVuMGzfO2dlZDxjPtty8eXP9+vVdunT5448/mjRp0qtXr8GDB48cOXK0yF2MGjVq6NChbm5urVu3Zqpr2rSp7koSOQu0DPHF0liou7i4jBgxYsKECZOS8RIPwcSJE5mphw8f3rNnT+IDUzbtrM+AMxzpb95i06ZNTk5OxCnzb5GduHjx4u7du1u0aFG/fn3Ed+HChYcPHw4LCzt37lyUyF2cP38+PDw8MDBwzZo1Q4YMqVOnDgueefPm6bHcIkcQHx+/evVqe3v7li1benp6bty4kc4cERFBxza7uHhQCPhWcBg2bFiHDh26du26Y8eOq1evmq0vMgLpb94Cl2Igde7c+fr162aSyDYEBwcznfz0009eXl4EQTNV5HYYjMuXL8eAS5UqFRoaqs+ARfZn3759LNFZqPv7+0vLMo9r164RHFq1atWuXTu0WJ8BZyDS37zFzZs3u3fv3qxZs9jYWA2kbAWXY+/evR988MHYsWNxIDNV5A0w4KVLl3788cfr16+Pj483U4XIrhCmunTpsmrVKvNvkWn8+eefK1as+OSTT1hpYMNmqnhopL95DsKWra3ttm3b9GXzbMXFixdZ5b/yyivbt28n3pmpIm/A4mfXrl01atRo3br1kSNHzFQhsiVImF0y586dM5NEpkFw2LNnT/Xq1WfMmBEZGWmmiodG+pvnYB3Zq1ev8ePH6/6HbMXJkycHDx5cqFChwMBAfTCfB6EDuLq6li5deseOHWaSENkPolNYWFjHjh379OmTlJRkporM5MSJE8zaNHhAQICZJB4a6W+e4+DBg4MGDbK1tdW/UbIVrO+7dOnyyy+/6BlYeZOIiAgvL69ixYrpsf8iO4P+Hjp0yM7ObujQoWaSyGTOnDnj6elpY2Ozf/9+M0k8NNLfPEdUVNT48eMrVKhw8eJFfcqYfdi+fXvHjh2rVasWEhJiJj0KEhISAgICfH19z50792ALpBs3bhw7dozTOXXqlJmUzbhy5UpQUNDWrVtp6uzzrR0afPbs2YULF960aZOZJET2g1lj9+7dDg4Oo0aNMpNyEZcvXyZ8ERzCw8Ozzz9IIyMjp06d2rp1az8/PzNJPDTS3zzHzZs3586dW6JEibCwMP3rKvtg6G+NGjXu+L03phxkNDExEV3L1Ju2qUbjxo3/8Y9/zJgx4/z582bq/XDp0qV69eq99tprXbt2NZOyGSdOnOjcufO//vUvNze3B/usnXmRaRKNzsCnNNDaDMwvv/xS+iuyM4b+MoLGjBljJv0vDAqGBgMka+YXDkdUJDZyuIf/QAf3JXwRHEaOHPlg+00QqImBGRuoz549O3369FatWu3du9dMEg+N9Dcvsn79+jp16qxcuVLbyWQf0tZfwh8+WqBAARcXl0y9/Uv6e0+Y2Ly9vatWrdquXbsMvE9X+ityBGnrL68ePny4RYsWf/zxx4IFC8zUzOTAgQOOjo6FChVasmRJTEyMmfqgPKT+/vnnn9OmTatYsaKDg0MGBmrpb2Yg/c2L7N+/v3v37h4eHmFhYWaSeNSkrb9nzpwhHD/xxBMo18GDB83UTCAiImL16tXDhw8/evTo5cuXzdT7ISkpiZUVU2O2vYf1IfX3ypUr8+bNK1y48O+//85K0kx9aKS/IkeQtv7evHlzz549v/322zfffDNp0iQzNTNhCdqkSZNnnnkG73z4J1E8pP4SHAie+fPnp5AMDNTS38xA+psXCQkJITCxOmeom0niUZNN9Bd5TUhIiIqKeuB/3jE7UkJ0dPTFixfNpGyG9FeIB0b6mwbS3xyE9Dcvgp1s2LChUKFCu3btytQbSUX6SUN/UUkfHx8bG5vHH3+8atWqXl5em5Px9fUlQN+4cYOfhw8fNv7EXAMDA7myW7duPXLkCNeaDImJicHBwYcOHSJ927ZtvMQEFhAQYLzdPEwy5OftZGAiMW7do4dcunSJNx44cCAyMpK3UOzOnTuNQlBJXk3ZiyiQKYQ5KeVX3+Li4o4ePUrsplhKOH78OO+lBLKRzqu398M///wzPDx8//79tAx13rdvH6dw7do1jk5l0vm9Ok6BmYMTN87az8+PQpiWbtdfJvWYmJiTJ09yRM6OxjQOyoE4QV41suH0ZHB1df3444+/++67IUOGGNcCjO8skpP8YWFh/v7+nCOFUBQVpk24NFY5tyP9FTmCNPSXMcuAmjx5Mu77+eefd+3a1RwbmzcTVayv0lICEYmcjEdjYBoDhAGYKhzxJ+OCl4xwQWZyMn4ZaxyLcoiWHK58+fJPPfWUk5PTkiVLOBYjDgVnAW+WchcoISIigrBmlMxgZ9gyum/XX6rB4CVqkYeQRfkEJXISTDiKNag5Kapna2ubL1++smXLWoGazMY/WslJgKXyRijmuEBVKTk2NtYo5I5IfzMD6W9ehEFIQHnvvfdWr17NatVMFY+UNPR36dKllSpVwn0fe+yxv//9708++SSxHojRLGOQrbVr1/7222/PPPPMypUrZ86c2aRJk48++uiFF16gNII1QZnJg6moTJkypL/yyisvvvgivxDlyZ9q/z+qkereX+I7xvmf//ynVKlSo0aNWrFixe+//07nMQpp3rw54TtlL6I+lJzq3l+U7o8//mBGZErgdFq0aPHpp59SwptvvonQe3t7p9rqjPkG7xw4cGDx4sUpCphQu3fvznxTuXLl999/n9nXzHp3OC8Eety4cZw4Z/3SSy8VLlyYQubMmdOpU6eU+ktO5uZFixa1bdsWqaV8Xn311VeLFi1qZ2dnTKVGKzFv1a1b9/nnn//b3/7GtXjiiSeMawE4MRkohznS3d29QoUKKPLLL79M5g8//LB27do0aRqPW5H+ihwBHfhu+nvmzBlnZ+d33nmHocEASTk6GPI4nJGNcIH2OTg4MB4ZZcQBBkjNmjUXLlxIOLJWwhyIlf/UqVMJHYQasjGaCEQ//fRTz549ja9u9+3bl0jC4YiNHM6IjYw4xlHa/9jhKEFBQcOGDStZsqRRMhGGYbt48eI6depQgqW/VIPoRNAg1pHn3Xff5dXXX3+9RIkSCDerdzTaKJOB/+OPP/7zn/80goMVqN9+++1BgwaRgQqjzlS+XLlyH3zwAcclSlN/Qi7HJXTcLThIfzMD6W8ehQVoxYoVcRHjIyvxyElDfw8ePIgI/vDDD4TUL774gujcIRnMLCAggOBr6C/Rv1q1at8mg6IRK/v06YO5EuWHDBmC0pUtW5b0pk2b8hPJe+ONN5gkhg8fnvIe3zT0l0N///33TACU06hRIyQ4f/78aCXzB1JozQFp6O9bb73FS7yLCYyzIKVgwYKUwKnNmjXLzJoMUZ6zo4ZMpZwadSZzkSJFMHtqkh79ZXqLiYmxt7dn4qQQDJjZq1atWtSWsy5fvvyzzz5r6a+RmWbhHDlcgwYNWrZsybUgJ4LOKW/evDkhIYGc+PT48eNRcKZtakIjGNcCjA1gycYkyhnRVigvs37Dhg25Ivny5aO0Hj16GOXcjvRX5AjS0N+4uDiWx82aNWOEMngZdObY6NCBeGL0fBRw7NixDBA8kuUlQ7J+/frkZIAAkcrSVkKKra0t4QI5JgPFMoSJAyyJf/755507d6LRa9asadOmzWefffb444+TSB6ORehgDKLORjm3w3hnIc0bqSfVYCpknBI8CQ5UCYUlAFr6y1KcAMhYLlSoUKVKlQh9VINFO7GLgMYw9/PzM9b/GDmBunTp0sj0J598YgVqR0fHdevWkYHVL2dE7OUQvEqI5ty/+uqr9957jyBDKL7bhufS38xA+ptHYa5lDerq6rpnzx4zSTxS0tBfpo1du3YRQxFcovCCBQvQTfD39yeeEsoN/UWOP/74Y4Rv4cKF5D9w4MDRo0eJp0wDO3bsIHquX7+eOYNgzezFtNGlSxciOEdM6Vtp6O8LL7zAxIPUUg7dhpzMVaVKlXrxxReZKoz/7kEa+vvMM88wKzg4OFBDagL8wvzBDNSpU6eIiAgjM5PosGHDPv30U2YFfvHx8aHOW7dunTp1arly5Zha0qO/TEiTJk1iamHS4ohUYN++fdR59OjROCtzM/Nlyk9/aclly5bNmTOHnLTP/v37aTT+xIMx3bZt29KY5KQ1jh8/PnjwYGZc5rkJEyYY1wKM+w7JsGHDhsWLF9PCnCDlMGMx+Tk5OX399dcYPIk00f9V8X+R/oocQRr6i9pGRkbOnz8fw2Ml6eLiYo6NQ4fOnDlz/fp1VNLb2xuJLFy4MGOK3xkOBBMGSL9+/T744AMGLDGBwYv7njhxgiHDQLOxsdm4cSPjFxiVrDNXrlxpfPrLqJk3bx4j+umnn0Z5GTsci8DIILXutbgdCu/fv3+BAgWKFSvWp08fYgsl85Nxzdqe8U5wsPSXAMtJofUE3i1btlBbMhNJCEesbIl+vXr1oqrkpNpECQI1vl6hQgUrUJMYFRVFBqpEOQQHztcIDpRGI+DrNBfyTaS9Y7Wlv5mB9DePglEtWrSodevWxBEzSTxS0tBfSPurb4b+ErKJ3cwNxkcRFkwS+Faq/6wR0w8fPsw8hJAZ/5gzSEN/SSTcE/qNnBAQEEDoZ+Jp0qQJodxITEN///nPf5YoUYIJzPI/funduzezRfXq1Tm0kUiIb9SoEYbK4YKDg5kySaTCsbGxKHu+fPnuqb+caUxMDJPim2++SVHYs/nCXy2JyrNaSHnvL0fBgDlZ408DUpYsWfL5558zByO1RgPSvGl89Y16ou+3/x+TBQkm/dJLL40dO9YS/ZRIf0WOIA39Bfo/Skc4+uZOX31jXGC9xiejjAhrjDD6CCZt2rQhbvTs2TMoKIjIQBxAiClnypQpRjYDDkFMs4YY8eS+vvrGsbDJMmXKvP322xwRUTZfSN543MPDg4D2t7/9zdJfQJcZ9RzU+NOAV1keE2F+/PFH6yk3ZEvjq29U2AgO5t/JcDrElpo1a2LSqD+By3whBdLfzED6m0dhBDLUcY7JkycbeiEeLQ+vv0899RSxm5nDTE0BgTsqKuro0aPMTFu3biVYG9/JqFixIjZJmWa+NPX3vffeQ5RTWh1T1IIFC5588km0m2KtxLvp77vvvsusmfKfkvTD5cuXFy9enBII/UYigb5UqVIFChSYPXs2AmokAmexceNG497ctPX3+vXrtAN1Nu66S7l7E/Xftm0b8kpzpdRf4EwRU1YFO5O/+ma00vjx47/++msahOoZ81/a+gscgnMMDAxM2dqsNtu3b//888/b2Njwkpk1BdJfkSOgez+Y/jLR4HZfffUVcYB1LCvblBw6dGjixIkM2Nq1a/v4+DAYiVcFCxZkRBg3cYWHh8fHx6dyULhf/b18+TISSdxjTZvqFAgUjD7qQKRNqb/AuwjCxF4OZwUHT09Pgsw777xDEDOypa2/QCMw0q0v8xnlEGyJus8991zfvn1TRiQL6W9mIP3NuzAOK1WqNHjw4LvdjCiykofXXyYA/On2O96YkLA65gYK//TTT1966SVyJn8l46nHH3+cP+vXr29mTVN/scCpU6ca2Qwoed26ddSqZMmSlrSlob+ffPLJuHHjUt7fxmSGjP7www/47syZM43EgQMHMn/gxJypdUsxcLjIyMjy5cvfU38TExOZVN56661ixYoxbZipf4Hg1q1bl8kmpf5SOHPSsGHDfvnlF0T/n//859NPP00TIffGF2s4d4olZ9r6ixyQDXFv2LAhZ/Hiiy9arU1DcdAGDRpQATN3CqS/IkfwwPqLQe7fv/+jjz7CL1l4O/0vFNi0aVPC0c8//8yimqMQSWrVqvXGG28wHitXrjxgwIDVq1eHhIRQTkoJvl/9RcEZaNSBkb548WIz9S8OHDhAOHr22WdT6i9zJTX38PD48ccfeWOq4MBPKmzkTFt/aRyO7uXlZQTDF154wSqHUEzUZVVwx7Wx9DczkP7maezt7Vlu3nEyFlnMw+svIZvpwVC0lCCvvXv3fuedd959910s0/jKRftkChUqhKfWrl3bzJqm/n7//fdYnZHNwsfHh1qhqhs3bjRS0tBfZgWKTVnD69ev79y5k0mFwi1PdXV1ZY787rvvgoODU31wy+yCdN5Tf+Pi4latWsXEScnWzGQREBDQtm3b559/3tJfjuLv70+1mWg/+OADGrNRo0atW7emiWgcKsM5MpdTLJnT1l/kvlu3bjTsv//9bwyA1m7ZsiVXrUWLFqVLl6ZhKfCOHwtJf0WO4IH1l4G/ZcsWIgmjCYN89X8xnkiDBWKfc+bMIT9FHT161N3d/aeffmJgvv766wx8BgiWjLbyqlHs/eovAw0BZW1crVq1NWvWmKl/QRxgXFM9S38JDlSbyEwI/fjjjytVqkSEbNOmDcEBO6ccTmf+/PnG29PQX9qNAom9n376qRFO69evz58EB6LNt99+S3Cws7NjEW6+IQXS38xA+punGTdunLOzs/WPG/EIyRD9xcZS3i0ATBLMJUWKFMEF+/fvjx8zdR04cMD4TgYTABMPQdzMnab+WtNSSgz9ZapLp/7OmjXrbvrL7GUk9uvX77PPPitZsiQzQcr75IzPTph+7qm/CclPtn7zzTdLlChxu7JzOpwjM5ylvzSah4fHJ598wkQ7atQoZjumGdqZJuLt1OTpp5+eOHHiPfX38uXLNC/uS/1tbW1Ttjb16dKlCw1La0t/Rc7lgfWXUcZgZ3kJrAln3oV169ax7jXeYtykR5AhnfCF/7HSZpxWrlx5xYoVRqy7X/2NioqitLfffrtChQq3z30M1Z9//plxaukvg5qxTJ1/+eWXyZMnb01+fLgRHCiH9CeffJKAYLw9Df1lYUyg/vzzz4nGjo6OhA4ayggOy5YtY7FNAOdAGL/5hhRIfzMD6W+ehonWyclpxIgR5t/i0ZG2/oaHh6NliGbbtm3vS3+R10GDBr3yyivfffcdgdX6MJU5LDo6GiV96aWXspv+siqjQPwSfWTuMRKBzPv37y9duvQ99Zc6M6mQ7aOPPho9enSqu9uZddBc5ktLf2NjY6tWrYou29vbp5xBmcup+RdffMEMl1J/58+fzxxWpUqVVPrLzEoTvfzyy+XLl2d6ppHNF/77Xxq/W7du0l+R00lbf3kVRTP0lyFjpiaDy546dYrRxOJw2LBh1se36YH3ooCMXA6KnjJU27VrRwovEUCaNm3KcJ46dWp69Je1MVGL4PDVV1/d/qU6AiDVe+qppyz9JV4RPN95550ePXqkunELU3/99dcff/xxS3+JPMynBQoUqFu3LmprJBoQwzHjV199tX79+ps3bzZTk6E9UVvpbxYj/c3ThIWFdUnGsiLxqEhbfyMjI5FCRLNZs2Ypn2NgkIb+Gp9ror+4WkhIiCFk/CRM42eE9X/961/ZTX/XrFnz+++/58uXz9nZmToY0yR1pmQagenznvpLZibC4slbZjg4OKR80gJHX7hw4dtvv82kZelvTExMuXLlmFM5onW3MYVw9AkTJtBEf//731Pq75IlS4oVK1ahQgXjWb8WzFJeXl6sKBo0aODr62umJn9z3Ni7RPorcjqMi7T1l+7N0ChatCgrTzM1GV5iNVuxYsX33nsPeSXQkWK+9hcMLgYL61VGPZGH/KnmJoYJGsqQLFu2rPHQepwYL0R/x48ff8dnqqTCsHAG2rvvvturVy9jUBsQB7DM5557jvFu6S+6zFKccDRgwACrMtSc+iPxhJHHHnsspf6OHTu2YMGChDtayUg0IL+7uztrYxsbm5RmzDkSFQnF0t8sRvqbpyHEdO/eHaNinN8eiURWkrb+xsbGzpw5E9GsXLkyekQET0rGuGpp6C8ZRo0aRcz99NNP8WYMkvfykwmgevXqr776ajbUX1yf9z7//POYLlMI+akzkwR1RlJfeOGFe+ov8C4KYdKi2pTMWVAIMyuHY+o1Ji1Lf5kCGzVqhP62aNHi+PHjZDOOuGjRIhrW+Oqbpb+8ysmWKFGiVKlSlGxdC+ZsMqxcufL1119nMuNMrYMGBgYysdHU0l+R0yGkpK2/jNNq1ap99tlnLi4uKUcHrzLe0Upskn7ev39/zNIYI8YwYcQdOnSItzN4STd2IMf8+N0Ykvw8duwYcZIVJut541njvKVTp05PP/20q6trQEAA2TgcB0pjRkOymzRpwnj/9ddfGbBW4cTPOnXqGOPd0l8iavny5d944w20ldD0f3W9do0aEiFLlixpZLb0l0IY+Kg/cYOSyWmcPlMtC3LWxpTDMpjFsHVQwnLLli2feuop6W8WI/3N67BUZcht27bN+IxNPCrS1l+i+ZYtW/AqQC4HDx48fvx4gml4eDixNQ39hXXr1hFwn3nmGZzMzs6OSaJDhw78Tuz+4IMP3n777eymvyQycyD6nFGxYsWobd++fbt06VKmTBmmK+aPf//73/xpZL4bFMJMieLTYgUKFGjTps2AAQOoEgL9ySefUGHmS0t/OceFCxcyaVH4L7/84uzs7O7uTjvguCwbihQpwuRk6S8TObNRxYoVWTz89NNPAwcOHDdu3IQJE5jGeCk4OLh06dKU8/XXX+PZzPGIAk1Ha3Mu0l+R00lbf4HRRM9n3BUqVIhoQzaC1ebNm7Fb3osFOjk5ff755++99x5jzfj6NdmIfhgt6UOHDsVrUc9ly5Z9++23jHrskCE5ZMiQHj16EAHeeustss2ePdu4FYECGX0saBFuYgWrfQLjggUL0niiEeN0x44dSO0rr7yCixMVCQ7UpGzZsh999BHjneBg6S+GOnr0aM7l3XffJSgRGfr06VO3bl2CA9X4+OOPU977S8mHDx/++eefiQCUz7kQHDBXhjyyy9KasEBs5LyMgzL5GpEBpL9ZjPQ3r7NixYpevXoRPtAFM0k8CtLWXzhz5ky/fv3QVuNZmERtHA53vHLlStr6y/SwePHimjVrfvHFFwgowb1UqVK1a9dGcLHD999/P7vpL3Do5cuXN2jQAHNlVkNMmQUbNmxIrZh1Pvzww549e5pZ7wITLTVfs2ZN+/bteTuzFC3GKTRp0oTZt1mzZim/+sbajwmGiROpxXdpKGYjjmhjY8PEzOKBtrX0l5KZyaZMmVK1alXOiHmRksHT05NXmeOpOW1ICcyOpHPJ6tSpgwc7OjpKf0VO5576SwZvb2+GGOOI0WEEq969exvPZGSs+fv7814GBQOTaEYeglLx4sVZTDLkV61ahdcSRlhPNm/enODw1VdfUQLl8AuyWL9+fSasiIgIY85CTw8cOIAiUwhHJCfhiMhGwEyuzh2ghkShJUuWUD5HZz3Mezl669atqScWnvLJD1T41KlTrHKRdSM4UA1W0bQAAZljPfPMM5b+GiVzdrgvw984d9bDkydP5iVOihBK7CXdCsWNGjUiyCC+0t8sRvqb1yFwMLAZdczoZpJ4FNxTf4nyuBqOSKzs0qWLvb09P429PQMDA8ePH2/9ab7hLwi7MTExKPLQoUO7JzNkyJCVK1fGxsYuXLiQ0lJ6Z3Bw8OzZszFX4qxh0klJSQRfTBE7tLZ2szhx4oSDg8OwYcNOnjxppFABJJU1VcpvVfPq1KlTUcB9+/ZxImZq8tQSEhIyevRoJptUkR3X3Lx5MyUbdaby1Jm3//zzz8xYgwcPNvOlCfMNU/XYsWNR3m7dutHVmZgPHz68bNkyUtatW0cjmFmTz50ZsW/fvuTs0aMHc9iOHTsCAgJoHxrEWGmYWZPvm+cEmf+MawHGQ5SMSY7FAM2Fo1MUZ80ik2tECZRDaXe8Q1H6K3IE9PC09RcIOAxe4gxLvk6dOjE6iCrWx7GUEBkZyegbMWIEgYJBwQBnKCG1DBxeunHjBmrL2GR17eXlxQhiPHJEZ2dnDrphwwaW9EZRBhgng4swwogjHDEkeQt1MF++C0SYbdu2UQcGKfUkwnC4Y8eOEb7409fXl6WsmfW//yW04riEQWprfGC0Z88eoh+Bi8Ol+pZbUFAQodXd3Z06c+7UipJJ58Q5KIGCsMYZcZRBgwbRDkeOHOHEKZn4k+rUDKS/mYH0N68TFRWFOVWsWBHXYXCaqSLLuaf+5inQYua/lB2S39FKJtGiRYuWLl3aetBmrkH6K3IEjMR76q/IWKS/mYH0N6+DZzDplihR4syZM0m37Scpsgzpb0pYjKGD/Lz61zdj+D0wMPC333575ZVXmjVrdse9kXI00l+RI5D+Zj3S38xA+iv+a3zdddWqVcatjeKRIP1NyaFDh9zd3cuWLWtnZ9e3b183N7fWrVt//fXX//rXv0qWLDllypSUd1DkDqS/Ikcg/c16pL+ZgfRX/Hf//v1OTk4eHh5pfFdAZDaG/larVs14mGUeJygoaPTo0d99912xYsUKFy78RfKj8gsWLGh8Yy9XNtG5c+dmz57NyUp/RXbG0F8HB4dUj/UVmUdkZOTUqVNbt259+0PfxQMj/RX/RSYmTZpUq1atgIAAM0lkOcaM8ttvv1kbfuZlEhISWJVNmDDB1dXV0dGxS5cuPXv2HDFixIYNG6Kjo5mAzXy5CGa4KVOmFC1aNNWOUEJkKxh9Bw4csLe3HzZsmJkkMpnw8PDx48d36NDh9i8fiwdG+iv+TzWwikKFCmFgN/X030cEa49+/foVK1bs+PHjuVLvRNqcPn16wIABpUqV2r59u5kkRPaD6MQS3cbGxt3d/cb/bicuMolTp07R2j179rzjY9HEgyH9Ff8Xzo4dO/buu++uWbMm5aOdRFaSmJi4dOnSl156ae/evXoGcx7Ez8+vbt26DRo0uONTgYXIPvz555/t27e3s7PT10Wyhn379tWpU8fLy0s3KGYg0l/xf4SEhFSsWHHy5Mn63tWj4ubNm7t27cqXL9+kSZPCw8PNVJE3uHHjxooVKwoUKLBkyZJ7Pq9UiEfLrVu3hg8f3rlz5w0bNphJItO4du2at7f3F198wQr56tWrZqp4aKS/4v84f/58z549XV1d9cXSR8ipU6datWpVuXLlOXPmpNyOQeRurl+/7uPj06JFi5IlSwYFBen5gyL7s337dqaM1q1bHz9+PPc9hiX7QDRgjWFvb9+kSZPIyEjdnZiBSH/F/5GQkLBo0SJi2cqVK80kkeVwFdCg2rVrY0LG17xOnjx59uzZmJiYCyJ3wfKGNWdISMiOHTumT5/esmXLqlWrjhkz5tKlS2ZvECIbY+wZyZTh6Og4b968vXv30pmjoqLM/i0egpTBYebMmV27drWxsdGtiRmO9Ff8H9euXTtx4kT16tWnTJmibzM8Qmj8pUuXNm3a9Ndff+Xn4MGDuSKzZ89mghG5iblz52K9o0aN6tixY/ny5StVqjR06FANPZGDiI6OXr58eYUKFYhUrq6uXl5e8+fPXyIemsWLFxMiaM+ePXvWqVOHELFs2TJ9HzrDkf4KE6beihUrMgcnJiaaSeIRERMTs2jRovr16xcoUOCDDz54//3338sGvPvuu+8kY/4tHgKuab58+T777LNy5cqNGTOGxad57YXIOTBrxMfHr1q1ytHR8ffffy9VqtTX4qEpXrw4LUl79unTZ/PmzfoyQCYh/RX/H2OHLX9/f/Nv8YhgUklISDhz5szJkyePJxOYDfD19Z0xY8bUqVPNv8VDYFxWrDc4ODg2NvbatWvmtRci53Dr1i2CVWJi4rlz50JDQ0+fPn1KZAS0JO0ZFRV16dIl/VMok5D+iv+Pp6eni4vLihUrzL+FSAY527RpU48ePZydnTdu3GimZjlXrlwZN24cyzN9OUwI8QCgldu2bbt8+bK+Qyakv+L/g9k4OTmNHDnS/Fvkea5evXry5MkZM2Z07drVzs5u0qRJQUFB5mtZTmJiYtu2bSdPnqyN8YQQD8DatWvd3NzCw8P1bHUh/RX/n7CwsC5duiA6Cg3i1q1bsbGxu3fvZjlUrVo1W1vbLVu2PNrnEly5cmX48OH29vZLly7VhzdCiPuFlXz9+vWPHj2qh7UJ6a/4/6AUTk5OzZs3v3Dhgr5nmpehJ+CaixYtql279k8//TRnzpz4+HjztUcHtWKFVrdu3d69e+sLmkKI+0X6Kyykv+J/GDNmjK2t7fbt2/XpWp4F8T127Fj79u3/+OOPvn377t+/H/fNJv0hKSlp0KBBXbp00R3qQoj7RforLKS/4n9Yvnx5z549J06cqPsf8iC3bt0KCgqaPHlyo0aNUMxZs2bhwdltntizZ0/37t3t7e2vXr2q/1EIIdKP9FdYSH/F/3DgwIGBAwfa2dnpy/V5CjwyPj5+06ZNQ4YMsbGx6dy58/r167Pn8yYTExPHjh2LoO/cuVNzmBAi/Uh/hYX0V/wP58+fHzduXKVKlS5duqSP1vIIzAShoaHLly+3tbVt0qTJyJEjo6Ojs/PDJn19fbt37961a9eoqCj1UiFEOpH+Cgvpr/gfbt68OWfOnBIlSoSHh+sD4FwP7shVPnHihKura6FChTp37uzn55f9hTIuLo5e+vnnn/v7+2vDCCFEOpH+Cgvpr0jNunXr6tSp4+3tjWSYSSKXcv78+enTp9euXbtevXrLli0LDg6+cuWK+Vo25saNG2g609iwYcNOnTplpgohRJpIf4WF9FekZt++fU5OTn379j1z5oyZJHIdSUlJmzZt6tmzZ9u2bQcMGMDvMTExOWh3TcR9zpw5lSpVWr9+vf5NIYRID9JfYSH9FakJCQmZOHFirVq1AgICzCSRi7h69WpQUNDMmTO7du1qa2vr6el57NixHHcHLcp7+vTpypUrjxkzRpvACSHSg/RXWEh/RWoSEhLWr19fqFChPXv26Om/uQkc19jIbdSoUcZGbps3b360G7k9DJcvXx42bJg2gRNCpBPpr7CQ/orUIElEh3feeWft2rU54k5QkR4QxKtXry5evLhOnTo//PDD7Nmzs8NGbg/DjRs3wsLCOB1tAieESA/SX2Eh/RV3IDg4uEKFCpMnTw4NDTWTRE4G8Q0ICOjYsWOtWrU8PDz27duH++agO33vRpI2gRNCpBvpr7CQ/oo7cO7cuR49eri5ue3du9dMEjmTW7dunTp1asqUKY0aNercufPMmTNzWejXJnBCiHQi/RUW0l9xBxISEhYuXNi6detVq1aZSSKngQvGx8dv2bJl6NChNjY2Dg4O69ati46ONl/OLWgTOCFEOpH+Cgvpr7gD165dO3HiRLVq1aZOnZoL/kWeByG4h4WFrVixws7OrnHjxsOHD8/mG7k9DL6+vk5OTtoETgiRNtJfYSH9FXcGVSpfvvywYcP0paKcBf6XlJR08uRJNze3QoUKderUae/evblbCq1N4I4cOaJN4IQQd0P6Kyykv+LOIEy2trb9+vXz9/c3k0RO4Pz584T4OnXq1K1bd8mSJadPn871j+9gqWZtAsf5mqlCCPG/SH+FhfRX3JWxY8e6uLjoO/U5haSkpM2bN/fq1atdu3b9+/f38fGJiYm5fv26+XKuRpvACSHuifRXWEh/xV3BnxwdHUeNGmX+LbIrV69ePXXq1KxZs7p162Zra8u6hfiep+6CtTaB49y1CZwQ4o5If4WF9FfcldDQ0M6dO3ft2lXffsu24LixsbF79+4dPXp01apVbWxsNm/efPHiRfPlvIQ2gRNCpI30V1hIf8VdwSEcHR1btGgRFxeXpz5KzClwUQji2F7dunW///77WbNmcaXM1/IeLNLCwsJq167t7OycNxcAQoi0kf4KC+mvSIvRo0fb2tpu375dH6dlN65evRoYGMjVqVWrlru7u5+fH+6bxz+nT0pKGjhwYJcuXVauXGkmCSHEX0h/hYX0V6TFsmXLevbsOXHixDzyDaocwa1bt06fPj116tTGjRt37tyZgH7kyBFs2Hw5b7N7924nJ6dOnTppEzghRCqkv8JC+ivSYv/+/QMHDrS3t9e36bMD+Fx8fLyvr++wYcNsbGy4LmvXrs19G7k9DImJiWPGjGnUqNGuXbs0wwkhUiL9FRbSX5EW58+f9/T0rFSp0qVLl/RZ2qOFeB0WFrZy5Uo7Ozv0DgPOxRu5PQxbtmxxcnLq1q0b7aNOK4SwkP4KC+mvSIubN2/Onj27RIkSERER+gD4UYHDXb9+/dSpU+7u7l9++aW9vf2ePXskdncjLi6OTps/f34mOXVaIYSF9FdYSH/FPVi7dm3t2rW9vb3z8lMFHi1RUVEzZ86sm8zixYvx4MuXL5uvidu4cePG3r17meS0CZwQIiXSX2Eh/RX3wM/Pz8nJqW/fvmfOnDGTRFZx/fr1LVu29O7d29rILTo6Wl9DvCfnz5+fPXt2pUqVNmzYoA+AhRAG0l9hIf0V9yA4OHjixIm1atUKDAw0k0Tmc/Xq1dOnT+Nwjo6ONjY2Y8aMIWTrhod0gvKeOnUK/R07dmxISIiZKoTI20h/hYX0V9yDhISE9evXFypUaM+ePXr6bxaA4164cMHPzw/lrVq1aseOHTdu3Kh9HO6XS5cuDR061N7eftmyZeq3QgiQ/goL6a+4B9gYweKdd95Zt26dHi6b2dDa165dw9jq1q373XffzZw5ExU2XxP3g7EJXK1atVxcXLR4EEKA9FdYSH/FvQkODi5fvvyUKVNCQ0PNJJEJsLo4ceKEnZ1d7dq13dzc9u7dq43cHoakpKQBAwZ06dJl1apVZpIQIg8j/RUW0l9xb86dO9e9e3dDyMwkkaHcunWLNcb06dONjdz4RRu5ZQi7du1ycnJycHDQJnBCCOmvsJD+inuTkJCwcOHCNm3aeHt7m0ki46B5t27dOnz4cBsbGzs7uzVr1kRFRZmviYcjMTFx9OjRLCq0CZwQQvorLKS/4t4QKY4fP16tWrVp06bpf/EZyLVr186cObNq1Sp7e/uGDRsOGTJEzzXLcLQJnBDCQPorLKS/Il1gveXLlx82bJi+RZQh4GFo7unTpz08PAoVKmRra7t7927JWWYQFxc3a9aszz//nDlPzwAWIi8j/RUW0l+RLjAzFK1fv35Hjhwxk8RDEBUVhZPVrVu3Tp062sgtU2HltmfPHuY8bQInRB5H+isspL8ivYwZM8bFxWXlypXm3+L+MT709fX1pSXbtWvHcmL9+vW64SGzOXfu3OzZsytXruzj46OmFiLPIv0VFtJfkV5QBycnp1GjRpl/i/uEgHv69Ok5c+bQjDY2NqNHjz5y5IhueMgCrl27ZmwC5+npqU3ghMizSH+FhfRXpJfQ0NDOnTt369ZN3367X3BcYyM39KtKlSodOnRgLaG7qLOSS5cuDRkyRJvACZGXkf4KC+mvSC9IA+7bokWLuLg4fWaZfmgrQq2xkVvJkiWJv9rILethzaZN4ITI40h/hYX0V9wHo0ePtrW13bFjhz4/SycE2ZMnT9rb29euXdvV1XXPnj24rz4+z3pYhGgTOCHyONJfYSH9FffBsmXLevbsOWnSJAncPWGFcPr06enTpzdp0sTBwWHatGn+/v7ayO3RYmwC17lzZ20CJ0QeRPorLKS/4j7Yv3//gAEDOnXqpOenpk3Kjdxg9erV58+fN18Tjw6uy+jRoxs1arR7927Nf0LkNaS/wkL6K+4DHM7T07Ny5cqXL1/Wh2d35Nq1a+Hh4d7e3vb29g0aNBg8eHBUVJQetpV92Lx5s5OTk6OjY0xMjPqwEHkK6a+wkP6K++DmzZuzZ88uUaJEZGSklO52aJPg4GBjIzcbG5tdu3ZJsLIbxiZw+fPnP3bsmP6JIUSeQvorLKS/4v5Yu3ZtnTp1Vq9ejUaYSSKZqKgo1gY0Tu3atRcuXBgUFKSN3LIh1iZww4cPZ61ipgoh8gDSX2Eh/RX3h5+fn5OTU79+/cLDw82kvM2t5I3ctm7d2qdPn3bt2nl4eKxbt043PGRnzp07N2vWLG0CJ0ReQ/orLKS/4v4IDg6eMGFC7dq1AwMDzaQ8DDGUBpk7dy5Lgo4dO44cOdLf3183PGRzrl27FhQUVLFiRU9Pz9DQUDNVCJHbkf4KC+mvuD8SEhLWrVtXsGDBvXv35uWn/+K4cXFx+/btGzduXJUqVdq3b79hwwbtp5BTuHTp0uDBg+3t7ZcvX66HWAuRR5D+Cgvpr7g/0L4jR4689dZb69evz7NPsaURrl27tmLFinr16hUvXnz69OmxsbHmayIncOPGjdDQ0D/++KNPnz6osJkqhMjVSH+FhfRX3DenT5/+7bffpkyZEhYWZiblJYibJ0+edHBwqF27NvK0a9cubeSW4zAWMP379+/atau3t7eZKoTI1Uh/hYX0V9w3Z8+e7d69u7u7u5+fn5mUN7h582ZwcDAB1NjIjQXA4cOHtZFbzoWli6OjY5cuXbQJnBB5AemvsJD+ivsmPj5+4cKFbdq0yVMfmyUkJGzbtm3EiBE2NjYdO3bk3LWRW06Hazpq1KjGjRvv3r372rVrZqoQIpci/RUW0l9x3xA4Tpw4Ua1atenTp+eFrw0hRhEREWvWrOnUqVODBg0GDRqk55rlGjZv3uzo6Ojk5KRN4ITI9Uh/hYX0VzwIWG/58uWHDx+e6591cOPGjZCQkL59+3755ZcdO3bcuXOnJCk3ERcXN3PmzAIFCgQGBmoTOCFyN9JfYSH9FQ+IjY1N//79jxw5Yv6dG4mOjp47d27dunVr1669YMGCkydPaiO3XAbLm927dzMjjhgxQpvACZG7kf4KC+mveEDGjBnj4uKycuVK8+9cxK1bt7Cibdu2ubq6tmvXzt3dfe3atefPn9cND7mSc+fOzZw5s1KlShs3btQlFiIXI/0VFtJf8YD4+Pg4OTmNHj3a/Du3QFgMCQmZN29e9+7dO3bsOGLEiMOHD+uGh1zMtWvXTp48WaFChXHjxmkTOCFyMdJfYSH9FQ9IWFhY586dHR0dc80jb3HcuLi4/fv3jx8/vnLlyu3atVu3bl1iYqL5ssi9XLx4cdCgQZ06ddImcELkYqS/wkL6Kx4QLKFbt24tW7aMj483k3IyuG9SUtLKlSsJjl9//fW0adNiYmLM10RuhyVcaGhozZo1tQmcELkY6a+wkP6KB2fUqFF2dnY7d+7M6R+YEQpPnTrVuXPnOnXquLi4cEaxsbG6DTTvwOLn2rVr/fr10yZwQuRipL/CQvorHpylS5f26tXLy8sr597/gPeEhITMnDmzadOmnTp1mjJlyqFDh7SRW96EZY82gRMiFyP9FRbSX/Hg7N+/f+DAgQ4ODjn0g9KEhITt27ePHDnSxsamQ4cOq1at0kZueRn6A52hcePGe/bs0SZwQuQ+pL/CQvorHhxk0dPTs0qVKleuXMlZn5YhN5GRkWvXrsXdiYYDBgzQRm4CNm3a5Ojo2L17d20CJ0TuQ/orLKS/4sHBD2bPnv3tt9+ePXs2KSmJP28mk8294caNG2FhYf369fvyyy/bt2+/Y8cOiY4wMDaBy58/vzaBEyL3If0VFtJf8VCsXbu2bt26q1ev9vf39/HxGT16NFpJcLly5YqZI5sRHR09b968evXq1apVi19OnDihb/oLC5ZG2gROiNyK9FdYSH/Fg3Dr1q2oqKh9+/YNGTKkdOnSlSpVatmyZefOnRs1alSxYsVdu3ZlQ6e8efPmtm3b3Nzc2rVrx881a9ZoIzdxO2fPnp05c2blypW1CZwQuQzpr7CQ/or7A4lEfKdPnz58+PC+ffsaj/5t06ZNz549x44d27Fjx2+++eb48eNZ//AEKnblypWQkJDbn0NMpCN9/vz53bt379ChAzXXRm7ibhibwJUvX16bwAmRy5D+Cgvpr7g/rl+/jjsWLlz4iy++aNasmZeX1/bt22NiYki/dOnSpEmTfvzxx8uXL2e9XHLQ/fv3jxo1ivpY8k01sOEDBw5MmDChUqVKbdu2Xbt2rTZyE2ljbQK3YsUKllVmqhAihyP9FRbSX3HfnD17tmvXrtWrV1+8eHHKJ/4GBQUNHz68cePGj+Q7QyEhIej4G2+80blz58DAQCORmqxatYp499VXX02dOjU6OtpIFyINrE3gXF1ddWu4ELkG6a+wkP6K+wanDAsLs7W17dix4/Lly60Pen19fd2Tyfo7JuPi4tDczz//3MnJqUmTJgMGDEhISDh9+jSaXqdOHWdn5x07dmgjN5FO6NLWJnCrV682U4UQORzpr7CQ/ooHAT/Ytm1bly5dOnXqtH37duMfxHPnzsU+582bl/X/L969e3fnzp3R8V27dmEtzZs3R3mbNWtG9SZPnnzw4EFt5CbuF2MTOAxYm8AJkTuQ/goL6a94QJKSkpYtW2Zvb48fnDx5EkUYMmSIjY3NgQMHstgVoqOjvby8/vjjjx07dly6dAkdx3q/+eYbUpYuXXru3DkznxD3gzaBEyKXIf0VFtJf8eBcvHhx4cKF1apVGzp0aGBgoIODQ5s2beLi4syXswRUe8OGDd26dePoxqfOxLX58+dXrFhx+PDhZ8+e1ed24oExNoHr0aNHbGysOpIQOR3pr7CQ/oqH4sKFC8uWLXvvvfcGDhxYt27dTp06mS9kFUQxBKVZs2YHDx40k/773/Dw8EmTJn300Ud79uzR3l3igaF7M18WKFDg+PHj6khC5HSkv8JC+iseihs3bkRGRk6cOPGHH34oUqSIu7u7+UJWsXTp0o4dOw4dOjTlPnOYir+/f506dXr37n3gwAEzVYj7hO69a9cu5suRI0eGhISYqUKInIn0V1hIf8XDgmueOXOmQ4cOjRs3njVrlpma+aAmcXFxTZs2bd++PcfdvXv32rVr58+fP2HChEGDBtna2n755ZelSpVK+WwKIe6Xs2fPMmVWrlx506ZNenKIEDka6a+wkP6KjGHz5s2rVq06cuSI+XfmEx8fv2zZsoIFC1apUqVPnz79+/d3c3Nzdnbu3r17ly5d7O3t0WInJ6c9e/ZIf8UDc+3atRMnTvz222/jx48PCwszU4UQORDpr7CQ/oqcytmzZ/v27Vu5cuVq1aq1bdsW8R01atScOXM2bNhw8ODBiIgIApzEVzw8Fy9eHDhwYKdOnVauXKlN4ITIuUh/hYX090FAqoTIQMyOJbIlxiZwNWrUcHNzu3z5spkqhMhpSH+FhfT3PkBToqKitmzZMmTIkDZt2jCKateuXUuIB6VOnTpNmjTp1q3brFmzjh07pofLZk8Y+Fyavn37ahM4IXI00l9hIf1NLzdu3Fi+fLmzs7OtrS0/hw4dOnLkyNGjR48R4oGg84waNWrEiBF4laOjY6dOnQYPHhwZGanvV2VPduzYwWViraJN4ITIoUh/hYX0N11cuXLFx8cH8W3Xrt2wYcPWrFlz/PjxM2fOnD179pwQDwqyGxISsmfPntmzZzs5OTVr1gwDJkWPmM2GJCQksFZp0qSJNoETIoci/RUW0t97Y9z5V6dOnfbt2yPB/Gm+IETGwWpq0qRJxYoVW7p0aUxMjJkqshMbN250dHTs2bPnhQsX9AGwEDkO6a+wkP7em8TExM2bN3/xxRebNm3S975F5sEqq3sy+/fvN5NEdgLrnT59OqHgxIkTukdFiByH9FdYSH/vTVBQ0JAhQ1q1apWVD7UVeZCEhISNGzdWrlx5xYoVZpLITtzQJnBC5GSkv8JC+ntv/Pz82rVr5+npGR4ebiYJkQlcv3797NmzP/74IzFad5dmTyIjI6dPn84SZfPmzfoAWIichfRXWEh/783WrVtr1669YsWK2NhYM0mIzIGgXKZMmUmTJiUmJppJIjvBsuT48eO//vqrNoETIsch/RUW0t97s3nz5t9//33Dhg3x8fFmknhQkpKSIiMjDx06hDpcvXrVTE2+7fXgwYPBwcHm32nChTh58qS/vz+OmOHfRKRMCvfz8+MoWf81R+yqYsWKEyZM0For20IPGTBggDaBEyLHIf0VFtLfe7Np0yb0d+PGjdLfh+fs2bN9+vR59913bW1tAwICzNT//rddu3Zvvvlm8+bN0+MTK1asqFy58scff8xFyfBPSSkTAf373/+O3GT9R7DoL6eG/urhD9kWFkUhISHaBE6IHIf0V1hIf++N9DcDyQ76i7uMGzeuWLFi48ePDw0NNVP/Qvor0iblJnBr1qwxU4UQ2R7pr7CQ/t4b6W8Gcjf9XbVq1ZAhQ5YvX56ex6k+pP4GBgY6Ozv/7W9/c3FxOX78uJn6F8HBwXPmzHF1dT1x4gSWY6ZmFdLfnII2gRMixyH9FRbS33sj/c1A7qa/CQkJ58+fT2cLZ6r+IqAXLlygnsTHrNca6W9OwdoEbu/evVm/TBJCPADSX2Eh/b036dTfK1eu4Eyo1cGDB/fv33/o0CH0Ljw8/PLly1gUNsNLyBazJr8HBQUdTub06dPWv/uvXr0aGRl57NgxowReJVtcXNztz1e6dOkSJVs5+cnvwcHBuKD1bS1+4b2Uf+TIkQMHDhgFUgcOkfYNi9SWDJRJ/jtKGIGD8EEGhJXMkJSUFBUVderUKSN93759nP7Jkyejo6NTVf5u+hsaGspbUj1LlZIRC86UYjkFSqb+sbGxixcvvl1/qQP1sepgNMuJEyeoQ0o74YzWrl3bsmXLxx57rFWrVhTllwx1NpqFAqk5f3K5U92JcfHixTNnzlA+hQMNS4VT9QqanRL8/f25dhyLS0AdODXqzxvDwsKoDOdl5r4N6W8Ogu7XrVs3bQInRE5B+isspL/3Jp36iyx6eHiUKlXq1Vdfffrpp19//fWSJUs6Ojru3bsXBZw6dep3331XunTp9evXT58+vUqVKiggMBRxWd6OaaGwLi4uxYoVe/nll5977rl///vf1apVw89SmRA5d+7cybxbuHDhV155hZyvvfYavzdt2jTl4ymQsKVLl9atW/fTTz998cUX//GPf7zzzjtUD/vE9ow8d4Ta4naU/P7771NtMzUF+FyBAgWo5MiRI9E142EOY8aM+eOPP/Lnz0/6U0899dZbb1WoUGH8+PGpnmBwN/29472/lIwvdunSpVChQi+88AKn+cMPP8yePRs7TKW/vCsiIoL6UIeCBQtS+WeffZb85cqVmzRpUsoHVE2ZMoXrgvum4u9//ztnTQbKvNu9v9u3bzcqQ5vDJ5980qxZM7KZLyfD8oZL/MEHH9BnaL0lS5ZQBzrD888/T+PY2dlhzCl1PBXS3xyEsQkcY4H1kp4BLET2R/orLKS/9+ae+ou/YjnYHsKK4lStWhUTxcNwzd9++23EiBFXr1419Pc///kPPkoelIhfWrVq5e7ubtw7uGLFilq1amGc2Col1KtXr0yZMmjihx9+2Ldv35SmuHDhwurVqyNYeFjt2rWbNGlSp06dsmXLYnX9+/c/c+YMeUJDQ8eOHfvZZ59xRJSR0shWo0aNEiVK8JMQYBR1R6iM8cX2N954o3v37qkebhoXF4dVI3MUS53JjCOuWrWK2lIBat6gQYOGDRtSH/T0888/b9OmDe1mfSadfv2lWVg50FBkxjBQ0saNG6OGRYsW5Vj8TKm/ZN66dSvt/+2337K0IMBRDRo/X758ZOvUqdOpU6eSS/0/hXVycuLtKC8rDRqQqwCtW7c2zvSO+stpIjpcYgpEr2lPDkFj0rzFixcfNmxYVFSUkdPS36+//vqXX3755ptveBeZ+Z0r+95773EKrB9SWn5KpL85CHo1C1Eu7qhRo27/DqUQIrsh/RUW0t97k7b+XrlyZf/+/ZgWllatWrWJEyeSf9euXVu2bFm2bNmCBQs2b96clJRk6O8///nPIkWK9OzZE4X19fXdvXv34cOHmUQZjR07dsR0MSovLy+OtW3bNiyTnK+++ipvIdFSsfbt25MTv5w9ezaFMAFjfgjovHnzOJZRSd6ORT399NOY3+LFi/mTbFSM3zH1AwcOGEXdjdjY2PHjx+NwePbatWvN1GSOHTvm6Oj4xBNPdO7c2d/fnxRa4ODBg9ghFfDx8cEvOdbq1avd3NxKly6NuXKyFy5cMN6efv3lQD169KDFKGTQoEGUvGPHDipjb2+Pcb700ksp9ZcWRnAHDBhAHbBPzpfM/DJkyBCEmPxjxowxikUr16xZY938sGjRIiQb/Pz8jJsfbtdf3Pr48eNYNe7LTwIo5whcXMrBaAsXLsyxEF8yW/r7yiuvsEJAtb29vanPunXrnJ2dWbG8/PLLc+bMsXQ5FdLfnIU2gRMiByH9FRbS33uTtv6GhYWNHDny+eefR7MYWpakGmAz+NCtW7cM/UV9KlWqdOLEiVRjD7stWbLk559/jsBdunSJ/CTyXkYp+RGpNm3aIMpGZuZaTBFfTFUI4ojAGZ+zolx45z/+8Q+0GHszMhhQ7D1HPhlwU6pUsGBB1NNSUiqG2/34449Y6dy5c40bG3iVs0aCrY94DU6fPt2rV6833nijdevW/G4kplN/OdDy5cuLFSv27LPPDh06NOV2GCw2ateuTXqqmx+oc1xcXKo6YJksAD777LNatWpZZ5H2V99u118KwUfRXBYnkyZNslqPlqSdf/31VzJbRVn6+8ILL7Ro0QKJNzIDkk1TPP7446wfUqanRPqbs+B6cd3pA1yyVP8nEUJkN6S/wkL6e2/S1t89e/bUqFHjqaee6t27N15lpt6Gob/58+dH5lL5KLRv3/6dd96pUKFCqn+L43Pjx4/H88qWLYtuGon16tV7//33+YkQh4eHX7hwgZFsGLPFhg0b0PHnnnvO09MT0zp37hwmd/369VTZjEccRKSAczQ+xKIaDRo0wFObNWtGNYw3otcTJ058/fXXv/jiCzQ0ZWmUf+bMGY5lfPUt+etkfm5ubq+++io1OXLkiJEtnfpLE40dO5b658uXD2tMKbUc1N3dnRZIqb/AG6kedaDYlHXo2rXrp59++s033yDoRuH3q79BQUEI90svvUSdrRMxCAkJGTJkCEWVL19+8+bNpFj6y8rB+sjZIDIykquJ/hJ/d+/ebab+L9LfHAedxNgEjqVmysErhMhuSH+FhfT33qStv4gmooPTzJkzx1Kx2zH0t2TJkitWrEhKSjJT/6JKlSrPP/98w4YNzb//AgtEr4sWLVqoUKHhw4cbifjWl19+Sf5ixYo5OjouXLjw5MmTqQYzw5v5GCl/7bXX0KmBAwf6+PjExsam+v/s/Pnz+/btiwVaeHt7R0dHG6+OHj3auNGWFjDmdeTP3t4eo+Vnqqc0IH8c8auvvnr55ZefeOIJ9BEphKeffhpPxUeNbOnUX0ScbP/617/QytsNlcZEqVPpL3Z74MAB6oDpUsMnn3zSqAA89thjtBj2abT8/eovZ12kSJFnn3122LBhqS4xwo30UBQLm2XLlpFi6W+5cuW4NEY2A/oPDU7J1apV27Ztm5n6v0h/cxyszUJDQ6tXr86qzLh/RgiRPZH+Cgvp771JW39Xr16N66C/iGOq/7ynxNDfH3/8cevWrbffI4gqYY0ooPn3X6BrQUFBxYsX//TTT/v3728kooaUVqtWLRLffvvtDz/8sHDhwhgVfhwVFWUUjgsywtG70qVLU7333nuPzOgyfrl8+XLrTtxWrVp98sknFGLRo0cPZNp4dd++fUzqvNHNzc0QR+wNG/7Pf/6zbt06PM/IFhcXN3v27J9++ol0akJbNWrUqEWLFi1btixbtuyLL76YL18+46EKkE79PXXqlJOT00svvVSvXj3rW2sWCxYsoMVS6i9mj31ydM4UZccgrTrQ5q+//jrrB+uRC/erv4cOHeJYzzzzDFaa6hJTW0SWzJyjIbuW/lIHljpGNgNeWrRoEZlpIrqBmfq/SH9zHLeSH8/n4eHRrVs3bQInRHZG+isspL/3Jm39Xbt27WeffYb+Llmy5Pa7GiwM/UVGd+3adbv+li9f3rhV1Pz7LxiiR44c+eqrr/Lnzz9o0CAjEeUKDw/39fWdOXPmwIEDO3TogAuS4euvv3Z3d7duQOS9eB52PnHiRDyvSZMmaDQaV6VKFd5oWCYWO3ny5HEpQObQWaMEdK1Lly6IHTrI75wd5vrRRx9huliscRbM/Qj6L7/88s477zRo0IDgQnNxjslfJ9vr6urKef373/++X/0NDQ3t1asX6ox/WzpuYdh2Sv3lWLQeV4HT5Ix8fHx27txp1KFr167kLFiwYHBw8IPp7+HDhwsUKPDss8+OHj061SWmQI5FUTTL4sWLSbH0lz6zatUqI5uBpb9cAulvLmP79u3oL2s2ekjKm4KEENkH6a+wkP7em7T1F49BxZ588slRo0ZFRESYqbeRtv4ijq+++mrNmjVjY2NTzp0XL15csWLFF198UaJECSzWTP0LTJEq+fv7z5s3r2nTpq+88goSvHv3bsMgLTCqyMjIHTt2UELJkiXfeuutVq1a8cb0TNJeXl7ffPMNfo9HHjp0qGHDhoidvb29df8G57Jnzx4clzycY0o7xB1pk3/84x/vv//+/ervhQsXBg8e/Pzzz+P02GfKqvI7xdImKfV3+fLlRYsWffrpp5cuXYplGjnhxo0bbm5u+HdK/UV5EV+cFQlOj/6iyz///DOVIb/xXDmL6Ojo6dOnUxQXyPjkT/qbN+HiDh8+XJvACZGdkf4KC+nvvUlbf48cOWJjY/Pss88ioLff2IDMGSlp6y829umnn37//ffr1q2zzJL3oq3du3d/7733rAeQIX+XL19ONb+Sc/HixVjmE088sWHDBsqnENQ5leDyZ4cOHd555x1OJyQkJNWrdwRpbtasGWI6YMCAIUOGlCpV6ttvv8XhrHsACCK+vr54J2KNelplkgHl5XBPPfXUA+gvbydOvfHGGy+//DISybkY2QAzxr9x/ZT6u3DhQhoQC9+5c6dVNyoTGhrKdUHBU+rvyZMn3d3dcVYnJ6fbn8Bwu/6GhYU5ODi8/vrrderU8fHxMWoI/HLw4EEqQ+bGjRuzDCBR+ptnoW9069atV69edNH0DC4hRBYj/RUW0t97k7b+kujt7f3SSy+9+uqrSFXK57kyBV65cuX8+fN4Utr6i9qWL18e22vYsKH1uSzvxT4RKdy6R48exg7DDFo/Pz+sLuX8SuKsWbNee+21Z555hnrif3gzgkW6lY1fcOImTZqQDZkmQ8oS7gaVGTFixPPPP0/Ny5Yti8jWqlXLqImRgV8OHz6Md2LVSJvl5Yijh4fHhx9++GD6C1u2bKlUqRKS2rZt23379hmJgOj/8MMPjz32WEr95RKUKFGCzPPmzTPubKZitEO/fv3y589P5pT6S+sNGzaMxNatW6cs2eB2/eUniR999NHbb7+N3Bi79AEXaMqUKf/5z38ef/xxLy8vTo1E6W+ehY43bdo0elpQUNDtY1wI8ciR/goL6e+9SVt/cayIiIjevXujR8a2CC4uLqNGjUK8sCt8bty4cYy0tPWXkocOHVqoUCEMmGMhiIMGDbKxsfn6668xWowTo+JdqCEqVrdu3VKlSjVq1IiD4qbkbNWqVZEiRV555ZUGDRoEBgZifuigsetYhw4d0FBsz83NjXLwzgIFClA36zPmtOHsjK+UvfjiizjuJ598wtmlqn9YWFjTpk1RQ7JRk8GDB3OsGjVqIKkcizN6gHt/ITo6eu7cuSRSMj7as2dPmqhz585fffUVB8IvU+ovZ01roL/IB3Xo378/R6lTp86XX35JCv6dUn8vXryImD799NOYK5nHjBmDxXKBjMcY366/NALmyqE//fRThL527dpDhgzhNJs1a8Ylo3r16tU7duyY0aTS3zwL/WSnNoETIhsj/RUW0t97k7b+AsqC/eBDZENDkTPUs0SJEt9//z1euGTJEjKkrb+ACzJroj6IGoUUK1aMn9988w1+tnr1auNDZbz2ypUr3bt3L1u2LC9xFFyQA/HLzz//7ODggFQZxrZjxw4s+dtvvyUbechQvHjxokWLVqtWDRW2dtBID5grHm88R+zXX39N9TAvuHTp0vbt29u2bcsh8ufPT805boUKFVxdXanSe++992D6SysZW4pw0C+++IJmodhy5cq1b9++Y8eOP/74Y0r9xWhpWOrJOeLc1IHWxv579epFxWjJlPqLpgQFBVEBWgZ/NRqHZjTuA75df4GWP3DgAAuJ8uXLUxTlA+/96aef0GJO3/pIWPqbl4mMjJw2bRpXcMuWLXcc5kKIR4j0V1hIf+/NPfXX4MyZMytWrOjXrx9ehXJ16tSpf//+ixcvDg0NRenwUf5EkU+fPm0ZXkoQrIiIiGXLlrm5uVECktetW7cxY8b4+fmlvPMVddu9ezdTbN++fREvDmRnZ+fi4kKKv7+/VfK5c+fWrl07duzY3r17k6FDhw5kxt6oIfW8YwXuBubt7e3dpk2bli1bTpo06fbnMBi3GaCAo0eP5ijUvGvXrpMnT8Zud+7cyVmA9WEYCkgdunTpMnfuXONuAYNZs2bhypwFpZlJyScbGxu7YMECThDltbe3HzBgAKfv6+vLUqFHjx6BgYHWl+0uX768b98+dJk6kNnJyWn8+PEnTpzw8fHholACQmkZCasI1gBUmJoYp8Yyw6gkZVIIf5Ih1XMeOPf58+c7OztzjkAFpkyZcujQIfPlZHgLayGOTuGplhm8xDKAknnp9mY0kP7maLh89B/WXRMnTkz1LUkhxCNH+isspL/3Jp36K8TDI/3N6SQmJrLQZfXLovG+1plCiMxG+isspL/3Rvorsgzpb07n+vXrISEh1apV8/Dw0CZwQmQrpL/CQvp7b6S/IsuQ/uZ0biVvAufu7t6tWzfjYYVCiGyC9FdYSH/vzebNm9FfHx8f6a/IbDCnihUrSn9zOtu2bUN/u3fvziyb8nZ2IcQjRPorLKS/98bX17dmzZre3t7GA2WFyDwIyuXKlZs4caLWWjmahISEYcOGNW3a1M/PjyWNmSqEeKRIf4WF9Pfe7Nq1q1mzZgybc+fOmUlCZAI3k3exLlWq1NT/3T5a5EQ2bNjQLXkTuLi4OH0ALER2QPorLKS/9+bYsWN9+vTp0qWL8VxYITKJy5cvHzhwoEyZMosWLZIw5XRiY2NZxhTUJnBCZBukv8JC+ntvYmJiVqxY8d13323btk1PMhKZR0REhLHb386dO80kkWNBeXfs2FGvXr3Ro0drEzghsgPSX2Eh/b03SUlJgYGBlSpV6tOnz759+2TAIjOIiopavHhxuXLlpk+fHh4ebqaKnAzrmalTp2oTOCGyCdJfYSH9TReJiYmTJ09u1aoVBrxy5cqDBw8yscXGxsbFxcUL8aBcuHAB6w0KCtq2bdvEiRPt7Oxat2595MgRhebcwTVtAidEdkL6Kyykv+ni1q1b169fHz9+fMOGDevWrevq6jp79uzly5d7e3uvFuJBWbVq1eLFiz09PRHfGjVqtGnT5vTp03pQQG6ClXO/fv20CZwQ2QHpr7CQ/t4HzF7h4eFYr729fdmyZb/66qsvv/yykBAPSpEiRb777rvatWsPHz7cz89PT3vIfbBsDg4O1iZwQmQHpL/CQvp7fyQlJcXFxYWGhgYEBBw5csRfiIeDQBwUFHTu3DncSE97yH1wTbUJnBDZBOmvsJD+isyCFcKhQ4f0iaYQ2gROiOyA9FdYSH9FZjF37lxPT89z585pvhd5nPj4+KFDhxqbwCUlJZmpQoisRforLKS/IrMYMGCAnZ3dyZMnpb9CGJvA9e7dW5vACfGokP4KC+mvyCykv0JYGJvAFSpU6NSpU3oGsBCPBOmvsJD+isxC+iuERcpN4MLCwsxUIUQWIv0VFtJfkVlIf4VIibUJnK+vrz4AFiLrkf4KC+mvyCykv0Kk5Nq1awEBAeXKlZs0aZI2gRMi65H+Cgvpr8gspL9CpCIhIaFv376dOnVavXq1NoETIouR/goL6a/ILKS/QqTC2gQOCdYmcEJkMdJfYSH9FZmF9FeIVDAWmHfd3NwcHR3XrVtnpgohsgTpr7CQ/orMQvorxB3ZunVr165de/TowRys0SFEliH9FRbSX5FZSH+FuCPWJnD79u3TJnBCZBnSX2Eh/RWZhfRXiLuxfv36rl27Ojs7o8IaIEJkDdJfYSH9FZmF9FeIuxEbGztlypTChQufPn1azwAWImuQ/goL6a/ILKS/QtwNlHf79u316tUbM2aMNoETImuQ/goL6a/ILKS/QqRBRETElClTKleuvHXrVn0ALEQWIP0VFtJfkVlIf4VIg2vXrh07duznn3/28vIKDw83U4UQmYb0V1hIf0VmIf0VIm3i4+M9PDwcHBy0CZwQWYD0V1hIf0VmIf0VIm2uX79++vTpqlWrahM4IbIA6a+wkP6KzEL6K0TaMDSYhl1dXbUJnBBZgPRXWEh/RWYh/RUiPWgTOCGyBumvsJD+isxC+itEeoiPjx8yZIg2gRMis5H+Cgvpr8gspL9CpBNjEzgXFxdtAidE5iH9FRbSX5FZSH+FSCfaBE6ILED6KyykvyKzkP4KkU60CZwQWYD0V1hIf0VmIf0VIv1oEzghMhvpr7CQ/orMQvorRPphPtYmcEJkKtJfYSH9FZmF9FeI+8LaBG7NmjXaBE6IDEf6KyykvyKzkP4KcV9Ym8D169fvypUrZqoQIoOQ/goL6a/ILKS/QtwXjBRmZWMTuPXr15upQogMQvorLKS/IrOQ/grxAPj6+nbt2rVnz57M0Bo7QmQg0l9hIf0VmYX0V4gHID4+fvDgwc2aNdu/f782gRMiA5H+Cgvpr8gspL9CPBjr1q3r2rVrnz59EhISNHyEyCikv8JC+isyC+mvEA9GTEzM5MmTixQpEhwcrGcAC5FRSH+FhfRXZBbSXyEeDJR327Zt9erVGzt27JkzZ8xUIcTDIf0VFtJfkVlIf4V4YMLDwydPnly5cmU8WB8AC5EhSH+FhfRXZBbSXyEeGKZnJumyZcsiwdoETogMQforLKS/IrOQ/grxMMTHx7u7uzs4OKxdu1abwAnx8Eh/hYX0V2QW0l8hHobr16+fOnWqatWq/fv31yZwQjw80l9hIf0VmYX0V4iHgYHDJN2nTx9HR8cNGzaYqUKIB0X6KyykvyKzkP4K8fD4+vp26dKlV69eTNgaSkI8DNJfYSH9FZmF9FeIhyc+Pn7QoEHNmjU7cOCANoET4mGQ/goL6a/ILKS/QmQI2gROiAxB+isspL8is5D+CpEhxMTEeHl5FS1aVJvACfEwSH+FhfRXZBbSXyEyBJR369at2gROiIdE+isspL8is5D+CpFRhIeHe3l5aRM4IR4G6a+wkP6KzEL6K0RGwWx95MiRMmXKTJ48OSIiwkwVQtwP0l9hIf0VmYX0V4gMJC4uTpvACfEwSH+FhfRXZBbSXyEyEGsTOEaWNoET4gGQ/goL6a/ILKS/QmQgjCPmbG0CJ8QDI/0VFtJfkVlIf4XIcLZs2dKlS5fevXszf2tkCXFfSH+FhfRXZBbSXyEynJSbwOkREELcF9JfYSH9FZmF9FeIzGDt2rXaBE6IB0D6KyykvyKzkP4KkRlER0d7eXkVK1YsJCREHwALkX6kv8JC+isyC+mvEJmBtQmcp6enNoETIv1If4WF9FdkFtJfITIJaxO47du36wNgIdKJ9FdYSH9FZiH9FSKTYPI+cuRI6dKlp0yZok3ghEgn0l9hIf0VmYX0V4jMIy4uzs3NzcHBYd26ddoEToj0IP0VFtJfkVlIf4XIPK5fvx4UFPT7778PHDhQm8AJkR6kv8JC+isyC+mvEJkHw4op3MXFxcnJycfHx0wVQtwd6a+wkP6KzEL6K0RmY2wC5+zszHSugSZE2kh/hYX0V2QW0l8hMpv4+PiBAwc2b9784MGDegSEEGkj/RUW0l+RWUh/hcgCjE3gXF1dExMTNdaESAPpr7CQ/orMQvorRBYQHR09adKkr776KjQ0VB8AC5EG0l9hIf0VmYX0V4gsAOX19fWtV6/euHHjwsPDzVQhxG1If4WF9FdkFtJfIbKGM2fOTJo0qXLlyjt27NAHwELcDemvsJD+isxC+itE1sBc7u/v/9NPP2kTOCHSQPorLKS/IrOQ/gqRZcTFxbm6ujo4OKxfv16bwAlxR6S/wkL6KzIL6a8QWUZSUpKxCdygQYO0CZwQd0T6KyykvyLDYAJOSEiI/IuePXu2bNlyx44dxp/R0dGXL182swohMhQWmczozs7O1iZwpBw8eHDu3LmrV6828giR17h+/XpiYqIxB8GoUaOqV6++efPmkJAQ/jx//jyvmllFHkP6KzIMPz+/4cOHt2/fvlu3bo6Ojr/++uv333/fpk0b/nRwcLC1tZ05c6aZVQiRCTCvd+nSxc7OztfXd/DgwfxSo0aN3r17my8LkccICAjw9PRs164d44JZCfctVqxYq1at+NOYlUaMGKH/T+ZNpL8iw9i0aVPTpk0/+ugje3t7ggs/mX0JMfxevnz5b775xsXFRYFGiEyCwXX8+PEOHToUL16cNWezZs0YgL/88kuLFi3MHELkMfbt28dM9Oabb7Zs2ZKZqFOnTihv586du3btWrVqVUYK6ZqV8ibSX5FhnDt3bsyYMb/99tuZM2eSkpKMRCLL9evXPTw8WHmvXLnSSBRCZCAMsbi4uKCgoAULFjRv3vzHH39kUt+8eXNYWFivXr2kvyLPEhsby6AoXLjwnj17rl69aqb+9783btwYP348Hjxr1iwzSeQxpL8iw8B0N2zY0LBhQ09PT1TYSGRijoqK+uWXX4YOHXrhwgUjUQiRgZw9e3bmzJmlknF2dvbz82OmZ4JPSEjo3bu39FfkWZiVDh8+XLNmzSFDhpw8edJKRIubNm2K/jI9GYkiryH9FRlJWFiYl5fX999/f+DAAePpS9HR0SNHjmzTps2aNWuYj41sQogMZMeOHZUqVfr222+nTZt2+vTpS5cuGenSXyFiYmIWLlzIAPH29jbmoGvXrk2dOtXGxoZFo7aJybNIf0VGcvXqVT8/vx9//HHGjBkRERFJSUmsvMuUKTNx4sSQkBAzkxAiQ2FwjRkzplatWt26dVu3bl18fLyRLv0VgmkoLCyM0TFixIigoCAM+Pz583Xr1h08ePCxY8fMTCLvIf0VGQyRxdXV1dbWdtOmTRjw7NmzS5YsuWvXLhbcZg4hRIZy8+bNmJiYqVOntm3btmvXrgsWLDhz5gyJ0l8hgNln1KhR9vb2DI3Y2Ng1a9ZUqFBh6dKlKe8GFnkN6a/IYP7888/AwMDKlSuPHj165cqV7dq18/DwCA8PN18WQmQa27dvZ+VZo0YNLy+vkJCQqKioXr16NW/e3HxZiDwJS8HTp0+zDuzRo8e2bdtatmzZp0+fo0ePmi+LPIn0V2Q8xJpu3bp17Nixbt263333XXBwsD76FSILuHHjxpkzZyZMmPD111+3bt1669atTk5O0l8hmJWGDBnSqlUrxkW+fPlYKGobpjyO9FdkCsy7DRo0KFy4cIcOHa5cuaIHKwqRNSQlJUVERKxZs6ZNmzY1a9ZkDDZp0sR8TYg8zL59+2xtbfPnz1+rVq2QkBCE2HxB5EmkvyJTiIuL69OnT+PGjVevXq0oI0RWwohLTEzcuHFjly5dSpQooU9/hQAGxbhx46pVq7Zw4ULtdSykvyKz2Lp1q7e3t571K8SjYvfu3cOGDfPy8jL/FiJvc/DgQdw3JiZGT+EU0l8hhBBCCJGHkP4KIYQQQog8hPT3Hly7di00NHT58uWurq4dO3Zs3rx5EyEygaZNm7Zs2dLe3n78+PF79uyJi4szu6C4H27cuBEeHr5mzZr+/fvb2NhowIqMolmzZh06dGAiWLZsGZPCn3/+afa57MHNmzdPnDixYMECati2bVviiVlvIdIH0ZKY6e7uvmLFijNnziQlJZl9K5ci/U2LyMjI2bNnd+3a1dHRkZgyYMCAQYMGDR48eIgQGQ39auDAgX379u3Vq1fnzp3pab6+vnpiRvqhrS5evDh37tzevXszYF1cXDRgRQZCX2JNxUTg5OTk4OBAT0OCzc73SDGedjdixAi6PXVzc3MjktDt1fNF+qG30MOJmfRwOhLaM2/evLNnz5qdLDci/b0zrKQvXLgwbdq09u3bt27dety4cVu3bj1+/HhYWFhERARaLETGEh4eHhwc7O/vv2jRImdn5xYtWhCDDh48qH2J0oPxrAOarm3btm3atBk5cuSGDRsYsGiB2b5CPBz0JXoUE8H48eOZFNq1azd16tTz588/2jUqRydueHl5/f777506deKXbdu2nTp1SvOUuC/oMOhNYGDgli1bxo4d27Jlyw4dOsycOTM2NtbsarkO6e+duXLlysaNG2vUqNGnTx9CiZkqRJZw7dq15cuXN2jQgACEFusz4HvCIuHIkSPlypXr1avX/v37zVQhMgdcoWfPno0aNWKcPtoHOzJVzZ07t0KFCv369cvdn9WJrCQoKIgeXrt27bVr15pJuQ7p752Jjo5mcd+3b18/P79HG91E3uTy5ctr1qx599139+3bl+vvwXp4WCR4eno2bdp0586dGrAis2FF6u/v379//2bNml2/ft1MfRQEBARQDXr+n3/+qXWyyCiIort37/bw8GjcuLGZlOuQ/t4BLvzp06e/+uorVtW5+JN/kZ2hEx46dOjXX3+dMWMGbmemirtAWzVs2HDs2LEhISFmkhCZyaVLl6ZMmfLzzz9HREQ8wgXq4sWLu3fvPm7cOPNvITKImJgYZp+PPvrI/DvXIf29A5cvX2bdg/5u3Ljx0a7sRV4Gk3N0dHR3d/f39zeTxF3YunUrA9bX1/fixYtmkhCZya1bt1asWFG9enV63SPcQmzYsGEODg47duww/xYig0B+1qxZ8/HHH5t/5zqkv3cgNjZ29erV5cqVQ4LNJCGynHPnzo0fP97e3n7Xrl1mkrgL69evf//994OCgnTng8gyNm/e3KZNmzlz5sTExJhJWU7v3r3t7OzCwsLMv4XIOLZt2/btt9+af+Q6pL93ICoqasmSJZUrV/bz8zOTUnDjxo2EhITjx49HRkZeuXLFTBUio6Efzpgxo3379sQgM0nciVu3bq1du/btt9/OJg+ieniuXr3K4ufEiRMXLlx4tP+Aoibh4eGBgYEEvRy0tKCqly9fPn36NF74wB/NRkdHs6CihLvdU7t9+3bUc/LkyQxVMynLcXR0tLGxoarm3/8LNWeSOnv2LCfCnBUQEHDmzBlaBk6dOsXvWfPfkri4uJCQkODg4KSkpOx/gzI15ILSYrTbI//3L1eKAUhPfiQDcOfOnT///LP5R65D+nsH6PqLFy+uWrXqvn37zKQUEGjmz5//5ptvtmjRQv9yEpkHPW327Nnt2rWT/qaNob/vvPNOrtHfgwcPdu7c+b333hs7dmxERISZ+ijw8/OrV6/eyy+/PHfuXCZgMzXbgzQwaooXL16tWrXly5ebqfeJu7v7559//vvvv9/t1l7iv729/aRJkx6h/nbr1s3W1vZu31G5cePGrl27cPQvvvji9ddf/9e//lW7dm1fX9/NmzcXKlSoVq1aq1evNrNmJlOmTPnpp59KlSrFCM3+X+RlyderV68CBQp07NiRVaiZ+ojYsmVL/fr16ckLFiy4dOmSmZpV0Hl+/fVX849ch/T3DqStv7yKlDz//PMNGzbcunWrmZq1LFmypFGjRg0aNNDHzw/PunXrmAaYFYKDg82k7IH0N51kmf5evHhx1apVv/zyi7Oz84kTJ8zUTGD//v1MvUjniBEjHu0XH3fv3l29evWnnnpq5syZ8fHxZmq2B1HAGwoWLPjbb78RzM3U+6R3797//ve/udxp6G+nTp2ys/5Sww4dOnz00UclS5YkxDVu3JgedfjwYR8fHxIrV668YsUKM2tmMmHChG+++aZYsWIhISHZX3+ZVbt27fqf//ynVatWWfAsubi4OE9PT0bZsGHDbh9ixgNY6clz5szJ+i82SH/zHNlff8eMGfP5559/+umn+qLPw8O8ziRHsDty5IiZlD2Q/qaTLNNfJiovL69nn332jz/+yNSnC0dERCxbtqxPnz7bt29/tNIp/c3R+kvdEN/PPvsMedq0aRPdKTAwkMxBQUEDBw6cOnVqQECAmTUzkf6mwfnz5znc22+/3b59+9tvYuFKzZgxAzM+ePDgtWvXzNSsQvqb55D+5imkvzmd3Ke/KAKuydSLxt24ccNMfRRIf3O0/rq5uX388cdly5alFzFMjER++fPPP7Eu3pU1m0pKf9Mgbf3lSnGZ6GDUyrqCWYb0N8+Rfv3duHEjMyKT7olk+IWeeseb5W8mb8oaERFx6tSp48ePnzx5kkBAX0+1nqN/Ex1IpyjjywrkPH36NG+0brwLCwtzdnb+8MMPGZ/MwazmgWKpWBrDgwNRw+DgYOYwpDk8PJySSaFwhh9jzMyXDOWQn3MxbronJzUxNtK8/QZ8KkyVKOrChQsEU0rjLfzJezlQGkXRIKkqnLIoRvu5c+fIyZ/85HcjUnN06kBpRvtwRmS+PaRSMhGf41Kg1ZJnzpzh9K0LxC+RkZGDBg0i9Lz77rsrV640GpP8MTExVjbjazTEQeO8gF+oT6p4xGly7sZ7mX25HNSNzBzaaF4KpObUwTgp4BeqRyVTdQODPK6/xhXkot/T/8iZhv7SN2hhWpurQ4fkd4Yef3KhrdUjJXAJjHFndFGuo9FFrd5OHwgICPDw8HjmmWeQqiVLlhi9hfxko5JkoDsZfwI9xOgwlGl0FboBfYMOYHUkYyDc7riGnVBUyq++cSKk0KmIOcaxqKRRCJ3zjrMjKRSesuvydkqmVW/PbDSU0ThAtTnQ9u3b06m/vJ0GpIb0fBqW343+T4pxjhzRGErU3BgC1IrK3LHzG21FZXg7OY2GotjbOwPFcjpWrDAuHH/eTX+pg5Gf6hmFUw3je8zWtTZ4hPrLRTfC3T25o/7ydtqfpkDgGBdlypQx+ipnSo8yrgK/GyHafE/y1EYbkkgGCjTGAu1jdLlUjcAheC/NyDUy+iGZeQvHJWeq3nW/+stVpsNwHY1rSsm80egqRsn85HdOwaib8a6UUIJRMatlOC45KZN3UaAxxhmMJKa67vSE2/WXFjPem2oGNLofYZxzt+ZooHrG4axuxuHIlnIC4r0ECibxFi1avP766/Xr19+5c6dxpai8MaKN41IIOW8/Lm3CSxQO1I3aGgPNzJQMKZws1eMXCuH6GvUhPxcr1dSfCulvnoMokE79ZUpgYJcuXRp/Isrwy5AhQ4gIqYYT0OkXLlzYqFGjzz///JVXXiHzjz/+6O7uTkdMmZkhSqdkiiXmfvDBB6+++up777331Vdfcay5c+caecqXL//000//PZnnnnvun8l88cUXBOs0ujIj6rXXXvv222+nTJmyYsWKGjVqENnfeOONokWLMtQPHTqUshoMXcbqiBEjateuXbhwYWpLnal5gwYN5s2bx7A08yXD8KtUqdJbb701evRoPz+/zp07f/nllwzmmjVrciCqxDkOHz68Vq1apFtFcUYLFixIVRTBrkKFChTl6em5Z88ewjo533zzzQIFCvD73r17jXAwZ86cP/74g/BEUSVKlBgzZgxj2yziLwgxXKmhQ4dWrFjRaMn333+/SpUqXDKmOiMPvzRp0gSb+dvf/kZj/uMf/zAa8+OPP+7bty/X0chGlN+6dWvbtm0J39SN+tAmTHuEhpQzNyGGlvzkk094r4+PT69evUqWLEkLv/TSS8aDe4liXET6FReLQiiKXzhf2pkmMgpJCbEpL+svV5D5gzGIBqUK6Kng1TT0l0S6AR0SUaBD8vtPP/1E4//rX/+ybnzkWAwQNzc3RIF+Qr/iOtLbcVwmDCPPpk2b6tSpw9B77LHHnnjiCau3kH/p0qXMsr6+vk2bNjX+XLRokZ2dHf2EyFC2bNndu3czEA4fPkzfoBMWKlSIdPoGHbtx48br169PNYXf8atvTNX0+eLFi+NbHIuuSyWNQugkHOJ2sWB80TK8Sk1oAXodFkIvpVWtOdiChqIrEpeMzkm1x40bx4mkU38JXAQ06kwgWr16NY3J2KQo4gzz+rp16xgsDN6NGzfSSvnz5+cQBARHR0dCTarrSyw6duwYYfD7779nXco5kr9evXpcL+zNzPQXnDWRgfhAHnLSJhyO2nKgO+ovw5kwZWNjQ0vSZ6ghl6Nly5a4rHWtDR6V/nL6OEo6Nxy9o/4S2Wi9jz76iAtHZKO7Gn21SJEio0aN4jTv+NW3nj17Em8JrTTRsGHDfv75Z64mHZU4Nn78eITMzJcM4sXl6NixI3MKAZaWp62YAV1cXJgRUvWu+9VfhjwVY47gClIyl4mj0FWsjxL4yYDlFL7++msKN95lQbvRIN999x2dYfDgwUYKh/by8mIKphqcFzMCcZ55cOLEiXhhyqa+o/4yBfBe5mJmwJT9hDNlqmJSprlmzZplpv73v4R0OgYxhLdwOM6Cw1WuXHn69OnWiOYsiDB0ci4Tc9CTTz5pTeg//PADKkyGu331jWbEm2kTRhlDicmd1mjfvv2GDRuMJrIgAjAHcWn4hUKMqZ/8tAMXK+3/eUp/8xzp1F86KDMEfff3339noPL7p59+SvhgJUfwsgY5w4NgxHCit3322WfMrzglUyCRiPxMLRzF6Nb0WjwJXWOcYKU4Jf2eCEX8ZZ4gXhsF9u/fnx7/QjJkYBaELl260LNvn9IsmE6YsAkHVIApgdoymKkGc2e+fPn4henTGl3MMZMnT2Y8lypVinaoW7cu1TCiCYdmzLDutGYsnJXSkAl+MtqJlZwU58jkgTEQhgg6vGQVRXglllEUOfv06cOkaBVFyGCU0rYMObSAtxhtRasyYhm3hLwePXrQMpwC5ZQrV47ojET269cv5YclnAixgzdyFNqZ2ERmo2Fpye7duzNVkw3nwLM5ihF0qJ7RmIgLBmNM9oRyFAR7+PDDD2kBTg1oBP6kQOKd1eYBAQHMQy+//DL15ATRCDoG7UYlaSLmeCpJVWltLijnhUtRAkVVq1aN2cgoJCV5XH/pOStXrqTn0FDMvidOnLibBKetv0x7AwYMQFtZaTBmudz0H1yK62I0LL19zZo19Ch6C+OOKYqrw3GN3o7SYQMc4ujRo0yl9IHHH3+ci0g2o7cw5aBf5KG3070ZZUQDrj7HoqswysjAuGY1xUCgJzMAueKcFK8SPZgamdvohykNmInt9q++cXYoLE5DzenbRiShC6F9nDv1ZxFrrSeZzpmkDYMkzvCTIUAPRxc4L3ogLWYdkT5MK9HTCFB0bF7lFCiZwQi8l4n5nvpLD2fIM444O06f6nE4xgIGw5KAk+Uc58+fTwMyHlkbcxYYBqdPPKFtzVKSr6a3tzeRhDOlPrQzNadA2pzhM2TIEHqCmTU5M7GawokPZGbE0bBEDy4c7oLaptJfrgLrf+rAcflJDXkvVwrJpmOgJimvwqPSX8yStiI8EgOJ6nSAu/V8uKP+chZ4Fek0PsGNkzX6KrZEV09ISLjjV9+YpMhJI7du3ZrLxzDh8tHyxmqQlk9pwGhZhw4dGC/0E/oh0OwYGC3GKEAWUwrlfekv15dQScl0G7ofdaC3M0aoG1ViHcVESeGcI+lcOHt7+1Q9kxHNeVET+tjChQtJ4aD0Pa41rcq7jBmNU2M8EtuZW5mjrUa+o/4SonkLY42Yn0p/cURW1HSnadOmman//S+WzATK4Whk43CcC1XiiK6uroZ08l5CBxeFNidu0IHpvcaVYmakHag2qzhjEKX86huXe9WqVZTPwoNWNeIJQ5sJjgtH0OCN1umQk/FLCVwpYiD9mcyMCwYU58jCj8ByN3OQ/uY50qm/rOeIm4wTRpqvr+/y5cv5naUeXWrMmDHWR4wMxUGDBtH5yEw8JSoxTTL3EOAYEsxbzHPGh3+8Belkocaw7Nu3L3MAIYY4hYphYLzRKJCR07lzZ/ou0YGl3vZkqCqdOGXESYWhvy+++CI1occzOCmcahDUGA8shRnq1meQDDNKZlnMnMcqnAozCAnExFOiGFMLcd8aipb+MhTRcapqvMXPz49lrlEU4S9VUUQchiuayACztNvSXwIBqwh0gfdSSRSEOZi5n0SiCf5KCbyEHjVt2pQ4TkSjHKMQoDUIzSwPmDiJBWTjoLQnKwfiEccdNmwY2TDv48ePOzs7Gx93UUOjMQlJYWFhvMo8QbBjXiTycnG57uuTIRIxPdOSyA2ZjYMa+otmcWmoD6pE3OG4/KQcLh+zPsG6Z8+eixYtoh2AinHQqVOnWi2fkjyuv0gAjcO80qxZMzo8k8S4ceMwvFQf0QGB/p76i7OSga7OvMJQZTLjujC3MU+wUmL+YB2FbdBR8QMuDYOOJSWTLlefa8eMyBTLtXZycuISM8dw1YzesmfPnpjkW2V4F/PcE088gUEygTEQKIrIwOVjuiIO4ATUhKFnDASjI7HWYtJCB5nXzRqnqb/0alZ0CAp9gyHAIYzR8dprr9Hl6LdGZsYdrUdv5xTwA8YLkYRDIH8MGZqCoXHgwAEjYmASAwcOxJKZSmlnuiXVXrZsGX2eEcro+Pvf/05p6dFfJlriEhM2gYUW5hxxSqpHcKAyjBp8ccaMGdSE8vEA1Mr4ZMuarVniMo4Y1IxTAiltRc3nzp3LG4mNxB8KtIIPYY0BQuHIB9eObkBmMrDkIIY8++yzKfWXk8WBGIZYCG1iVIM25CpwRAohIHM4IzM8Kv3lItJP0DJiBfWkGlxrIpXVRCm5o/4SuyiE7kqDc/lof6Ov0q+YZdLQXyY18mM8zFkMAS4fLU8LM0GgnikfIcc0RE9mSJJIaUY0Gz58OM3FDEikTTkY06+/DDQKoasQXekeyKsxBVACg4s4TINwFuTkHLFkbJI1D6dmvN2AKYlhxfBxcHAwRPPGjRvkYcwC3ZLaEpnpGD169KDnMGDpjVYbZoj+7t69m8FLV6RZrMNRYbolY4qpjTfSIQkdlMy8SQszapikki/UdiPQkYE3ptJfzoWYw1kTCogbiASXiUPQSRjULFS4fLzL+jyI82X8MtA4LufFWONVDkRQZbkCVDvl58opkf7mOdKpv9gkjpXyfweHDx9mvNEp8Vfkj2jFECWRhSwznJubW8qIQOcmstD5mC2MFS2rvV69ej3zzDOEM2YmM18yvJry080H+Oqbob9/+9vfGDaMByuSnjt3buTIkca/YplKL1++TCIDjNnaWGQb2QxokLZt2xIfiW7Wf3As/SXAMeUbJVjcrSjahymc4zLvWksFS39ZKjAmaT0jnUOgHRgMp4AWpPy3IE3HIpgWJgoYJ0UFWEUQBWhzInjKiQGhpByajkmRuZy6kci8ziRHsEt5KQ24CpwvLUMcZPqxAjcHItwwjyIixj/XwNBf7AcRIchacdNg9OjRXyZz9OjRlJcSqPAdpwTpLxEf9+UCYSpMe1wFDw8PDIbrQqcy86VPf+n5DEz6rfHBvwV9b9SoUbxEL6Ivpey9XFA6G1MjixxmKVLQROatu331jS7BDI3/MUeywkl5IyBwiSkcrKEHJNKvKlSoQMcgPpipaeovowBZp6pWOYwOnP65555j0XXw4EFSGB1kplh6NR6QsmPT9xjmBCgKp3mNUUDkwUHp52TGPs2sydWgS3NGjz32WDr1l+rR/2kl694hykepaUbklSFDZYyPqEnn3JEG8hMEjERA0LEfLIFrbTUXoQAhKFeuHIUQda1PizkQq/ECBQowDAkyRiJzOSsNjCGV/jIkaVXaBJ8g1Fj5+YWaUDcuHMZpfRL2CPWXmEwfo634hfOl2iwnUFWuTqqYf0f9teBVTgHNNf9OJg39pVewRKcrEt6NlucS0KlwcfIzjoycQCNTEyOEWhCyGKpIap06dTiEmZpu/aXf+vv7M/MSvWlYBp1VPnVG2pguudw0OCm8RGBk6qFuQ4cONbIB6SxomRGYp+gehqpyLvRe+liqaYgxbsy5dFF+NxIzRH9pN8KF+UcyHJr2adGiRb58+RhoVp8h0HE4psI7fvXtdv0lD+fFLEkrGUPYyMk50tWxVdo/ZZdgumf8MjDpSKyIrLjBgGIlzHH/X3v3H6t1XfdxPKuVrbbbLZ2rVbtng7FkI1zuVkMskhXIYJCGP4ADEmqNSPLQ5JcUMXIkPwoQHPEjyQJ0E5CUgeHEHYmDBcMaeNstFUHZlMTSPzLn/bjP53s+99frOlxewjmAXO/nH2fn+p7P9fl+frzfr/frc53rXMeQjhU/YX8bjjrtL0Fns3IwQSZ4ongiu05X8lykqtYf+tCHaKhTl4dlZJTT+fve97577rlHtVCYnQ45PCVfOZcVcp7ul2+ROG77616KSkVaPv7444YnPRy786tH0LlRpXfWKw+Ul+1QEs4555zrr7/exdQs219GLb3JtZpyV/pJXak0ipmDr8KZmmX7Sw50my6CcEj49I7nRx55hLIUP2jTgpEjR5Jm5/i0UJ5I9B12m5qaCHda6kz6AHYqZnNTPzXsLznr0/a7Y9thZYou2hAGt9xyiydaitQ42V+Dv/zyy6tfzSXZHIb7Pvroo2qALSCyFcWjAnfJ9lcYkDn1oHEQJMuWLRs9ejQJtrNWY8OGDaJFzRYemzZtEk7qkDX007e0vzyc6ivjiqvtWFtxIno5MCfVtr39f2SE3cfBgwfdpR77K9mZlVxKyxiqRGC4ZXrOKQgh4Sfri3Y17a/+Z8+ena0bZAe37XrPnj1b2l4GE1oW7dxzz+UMrGExmXaUQMWeGshldzckJdYBgOMs129QMPKln/pf/dUtNUguPJN+hSJJZ8yYUT770YQJEyZ85CMfcSjNdpkJsJVXXXWVsZXNigMP3aO6TDAtTRedTumtkJBx5cZci/OSnsv215nBQxZq/vz5blcsRzv81gUXXMC32eWkJPXbX1rNDvIQReyeGOJQxCoNhgHR4hZCjjYqEGJYSOSX6zrX/pJNaSLay1MWt4MGDXI6am5uLi61QZTcV1ja+hTMjiUSyh5ddtll5Viq0/4qoEqhoHUWtWvFxrRj1kOGDOHORYu9tjIWQda4IoNkhCs6EaVr1qxRLEi3wE49Jwi+nTIG0ZIGzALefffdxEHPTHNq1in21wiFevXtZs2aRU8IRRaQt2t/lU47ToXGjRtXUXDlyJQpU+Ry7969LVdaEPY3Hf4taXnxjdA5x45LWGMorr6ZsL8NR532lwqrwcXVdiSJrJNOyiQhowvCXUlwZhXcrGcZ0knR3vve96Y3+kgq3ui8885TyS699NJJkyapPXJGNha9t3Pc9lc9MLCUFRkpJJ2M2XjkZ7qoDaOZ/0BE8piygTko+2ru+QWYbH/lUvk1uYyuHAaUc11J8twVhfKN6mKOqWW2v3Pnzi17XBAdp3nPTS+rF1fb1IcKGCGbmK5v375d5dCSZNOCYq3bGTt2LCkh0BxDOgbUsL98hoqoc2XbPhZdtGPWnIEBp8bJ/jIoN998s/qRLmZUSjbL8cPRnGRT+Z07d1acQyoghdn+Cg/aqig2DtOnT7ePw4YNs3RWw+bSbgVPignLXr16STSGWJb50VvaX3FbLjkZmX7FFVdIDZvC7hRb246nfOITn1D45YhiX4/9daJbtGhR9qxlDFVOuREfIBEcI4U6pB6uvvrqol1N+ytQmYl0JaPCmb5YFfwe8nb33nuvFLjwwgvdrphMO7zv0KFDZZ9AFYQKvEkZBse5efPm1GFG9b344otpVJ3216QcC/PZOMFjSfOLLrrI4dMyFlfbIvw73/mOFTbZ/BSezGAkS9nOggyKBPvOHv3oRz9KF+U45RkzZkxFYzu1atWqbt26le3v0qVLP/OZz1ilr371q9XprCvy6CupTEpSv/09dOgQQzlv3rwUuicI1eK0hg8fnoZhahbNngoegWf6DoGsfBpD59pfGtuvX7+KxWR/R40a5Ufjx48vLrXlI8UzZeujK0poI2wcYXdYorFsZdG0bvtrmul9feZ42223FRvTzsyZM5VFAebMYwraG4MBOM8IUbuWzoRKmE0R3pYxVxZoLDtYZ7rBMcvTNGDpLLwdz/LZuFPsr/rlnGk6bmcL3M69QIisD7dNLlLLt2t/mQRXDF4WVBQacyQ+pIBQ2B1jc5E4mCDDUHEYgNWzFOpyPnxWEPa34ajT/ipX5d/vJJwgaQqXs3DhwsOHDwtBkS3BBKv4lthlhKlkdjKTk9wkldG5MkP4hLv0E7ISW6zrTXoX9zgB+9u9e3eDLy61o/AoQgqwuiVjXVGnZZGU1p5mDR482PGaAqpJkvmDH/wgx5DNYra/8+fPT/lWRj4bfN++fXWl9pS7ohe00l3y1LL9dfcKCZb8jKMVq3hhScKr4uoWqfK9K0o4zyThnWs9pVjrdoi48Vvb1atXp5pRw/5OmzZNe7upQfH8EvbOolHk1DjZX7s8derULJqZ9Mu7W2+9lQnwXKvhG8pC5VmQpOYVlO0vHVdlHTAaBy7t2muvZdSS/U2ICg+VYQvYu3dvZxirZN/f0v4KfitZvcVWWFgqSDaaD0s7m3EWVUd9lReKYj32V9TpUyIXV9s5cOCAqFaqxZKYUf8kgixAz549JQLBKZrWtL8KMGOXrmQYozT4xx9/3ENF0b3kkVA3rzSXjKRIL+iOHj1aaP3pT39yFwMw+PT0Mi0tLfyNOK/T/irzSn75VzcwPDaUAXKeL7sfOsPWWBBbk0Xgyiuv1EnZaSV4I/pAD3v06DFnzpx0kVezStYqPcwwKJs2bbJWZft711130VX+w5pUZ7R+ZLr2ZD+Jz9uyvyLwzjvvLGL3xJg0aRLNz/Y3kTwrZSP7vlrSdL1z7a/YcAAoHrejMDlgWDT+rLjU9lK6U4TByMT+/fvLiJEjRwpmX22fPcpHFNRvf8k4CRWNbFmxMe2YiCpD2N035xdR5UodaVSZtAjr169XpLR8+OGHs67qmTc1NaN1gvINbUlliAjrkwXM7vDE7a8eiICyKCvNeuDAgel2FkdLEmEAW7duTY3frv01Lx063ErJ6ldtV6xYwRtIcGGczgPsr/yVOE9U/ZuCBQsWWFU/qi5YibC/DUed9lcBy0fwjGohXETbkiVLnKi4FtZWvZSQEydOpL8d4lSa4p7Q+EamrVy5kg7yo3rr1q0b7eBQVbWky8dtf5PtKy61Y5AOysYs/UxZPu/du5ccSAzqIKUpuxGamlRU29RUZ+X8a5dsf8t6l6B03Krs0hUBrehK5SBznHG1/S2/cpCQ/DpBfn06Y5XYX5qYqoVNcTLhTTmn7373u8USv5lly5ZxQun3sDXsr/pHlQixIv2DH/ygePKboYapcbK/Grtph4dp5mn37t0m4lmCQQ1LVnjEiBFsR3VVKNtfym7BHa4aByo/a9asG9o+C9POKjlPPfWUIqeiOzPMnDnz3nvvdXJTaeq0v84eOdIytkNy+akosstpTysQjY6y8qJO+/vAAw8wdsXVdjZs2CCXeSyDl4M5ESASOAZ6UjStaX8VQhNPVzLMUMqO5F89hf7II27bvIppVGGFtQQ9kYkmlR1AxiAV7PrtrzE7t1S8wTrZX5LiuFJtf6XA1772tfzbJKuktDvTpocZtVyGMhMsiMGni4xXer05PczwPe7FhJXt77x581gftk9OHSud7Z3kTUpSv/3lHoRZa2trCt0TRKjwQ05HaRgsjn0xNiHBGRu5Bk5TaQyda381LsdhQlW68cYby/b3lVdecchXgGi74DEeIyRTDJZThw31I6GbGqN++ysSSKiWSlLakWrkTn7vh5W3TfTfXBzkqMTcuXOZTsGmrhm5Nr5aQ/PikpV1Kbx582aZYsBKLXF4z3veY3j5xawa9lfZlbxl+2s6ulIQy/aXzgtgZwk3NXeJ5ukynUTwA1b+qquuMovU+O3aX4M3WTnC6VbbVqUtvRivUFpPV9hf57pLLrnEfFObjD2y487/YX+Dgjrtr3jKb0FL8KZimsKKNm2ojIo1f/58xdXJrzr4aqArxYbcG4kjoxhloGVRenlVPVYDSEw5D2uT7K/itGjRopQVGa5i9OjRTsDTp0/n4eSYBDv77LMpgmJQfkH30KFDHEn99tfw0tGTGJlIRVdsYlfY3507d44dO9aVGTNmuEtqUwN1/f9eW/jP/6y2v+olvbOhik3FolXzlvY3o5DzB2y6I80nP/lJmyJIqoWvbH+LS42EqmDT1V0FVYj63sLaWQ7A93YkbTdOxP7qnEPiPtetW1e9BRVISSWH/XW+erv2V1UWG8qYMEuvysDIncEYnXScThdxgvbX3Zk/vpA7LPubDjHrtWvXyl+ZmD9eJkGFaI4U4A9Omv21hjopvwc3QZeIyYUXXqgfNT5dHD58uAX3FGMrN9aznNJz2f5at8vaMM1kjGpTv/3NL0Z2CmycY54VYEoYSnaN16RyIp8yy4vyTE++/XX3gwcPSgEuc8KECYQxj4ctVjS7det2fPbXj4i2p3eYXx0iRPlRUSG5nBx27dploUiBuVio1EaK7d27l/d1GlRZygOwcbavHvvLvMrT7t27L126tJwIpi/fHQPK9ldCqYlGRcDLNdr6KKAmWLa/xpDsL6mvx/4KCXZC6aSHFb9mISxOR+eff77Il48pyMP+Houwvx1Qp/0lBxS2/BZVsqI60m5VStTKTAqufpx33nlyw7PkVdG0HW1c9NX3glX48ohldYPiIQTlEjeWCqcMlA9Skcqn574lyf6++93vpqE0qLjapjgcgOR///vfT2dJhj5lr4QZOnRofn8SDE9xlXj1219dSVrGetiwYY6/xdW2rjwcMWJEV9hfdoEu2ALirnG12lrh7D9gXygjxSSRxaV2VGsrz6Hed9999r1iqd1OV9kW17a/mqFiZ83XIrApzc3Nnl5cbSfsr+l/5StfcUiYOHGijXBIkwuCqmjRjlU9bvvLWI8fP170Mm3pDUjFD9rQsyvKZ9o4lUyFY39ZBE9MbTK17a+yJyb79euXX1yEkJBHUiC9HTBdxAnaX+G9Z88eD3v06OG4W/07IgMwKVNL3zgxyiDtua6yRpEvxkWSnnXWWSfN/rJ6nNnnPvc5EpEPzMapQuuf5aLMXGC6PnnyZOlJf+RI3jt5agDpw6TK9pdbpWncvAyl1dXpbGx2pHh8Su2vyuLoQvTE/KBBg7hY9+pQ6k+J/bVZntuzZ09mK7WB4YlVVYCTOz77a7vXrFnDqPXp00eQVwumhy5W9MAO2uuzzz5b1bjzzjtFTq9evbZs2ZJfIZa28sLUrrzySrmZLsK8lHiyUI/9VUqUGOE3bdq0bFKNx2LOnDmToy3bX5X00ksv1af+c60xu0OHDhE0fqBsf+2dMLa85Td1ZKrt7/79+6dPn06FJALHn8MeBw4coGYO80ln0sWwv8ci7G8H1Gl/lQShXHZ16p8DolLq4J5eSpQeihZLpyo0NTUJptQy4afcM11LdeXIkSNyTNWvSG9m9IorrpAA+YXbVatWSS2mjWcqO7kaJPv7rne9SxrQ6ywrzCuV9yPZLpdImCFJOW7YHdetW5dbynlZStrqt7+62rp1K/vr2E13clfWkC6ruF1hf01BlXVakPPUuaISa3P48OHdpc+VM7BPfepTJtXa2lqWEtg7xdh4evfuvX379qynCSp58ODB/Cc7te2vn6JcXOEKHdQ/x2DuxdV2wv4qJ0ytOBQtLS0twkkJyVGUceW47a/SaJFFr8BWtCrKj0w0DNGSNs7X+++/X2oodcaT2mRq21+VRu1kC1iH1JtAFYriVvRKzE60vzBszknPbIrzbcWiEQ23MNm0nm4xYMAAt2MjyvOSvNdccw2hq/+Dz07c/hotx2k7rIzdSSOXa3SSybCPUtK6pcYbN27kaSQdZyY8UmOunaszErambH8Z/SlTppx//vl8G4ljXNL1hKUwhXIankL7O2PGDLLAL/LBSonpV0hT5pTYX9E1fPhw0cUgZlNOHgWME5cEOT77m3oWhJLIxvF5FdXNDtLbijQXvY5tqowhKZQf//jHPVcw5IHp5JlnnnFM6t69uyKVggQKruU15XrsLzUWPAoWX5tfWNWSOKgOSROy/RXnwsZBS6XOYaYorFixwqJJqLL91YkTvilb+WobWm1/tRfSJEuELFmyJMeeeXEIFtnOOgbkbA37eyzC/naAeKrH/sqlT3/606Jc7N5zzz0ES9bJPVaPCuTgk4cCnauTTg6mpGrevHnCdM6cORMnTnQXVSG9kqQAUHbnNlnnQClRNXPlsssukzNDhw7du3dvyrpHH31Uqv9H2399k8DK4YYNG/bs2ZMTvppkfxUV8uQWrMDSpUu5Q06dLhg2BUk5oBNioai4KTUhoIYxe/bsq6++2mRVjvrtr644PLfTlbnnruRz6qor7C/o4+LFi9U5e2SFuXZ5rs9Zs2aNGzfONo0aNSq1BMdgbSngiBEjbI3FtPuWmsrQTccbjQ2JPtoXRko/c+fO1SdnYP0Vv9SPmdawvyZO3ZyXHNwXLFhgeLZYD+eee65Scd9994mTomk7DW5/lTrxoGBs2bJFjFW/hJmx78dtfyWUgip5pYZTkLSyfXZHwMhrDlL8TJo0iaPS2I3USEFl18SbSGAKmV1+RajUtr80QQbJHZGfYoC7cuWiiy7SYee+9xfGQ1UEtuymMDfffLNFEIR33XWX6YjDiy++2KKlqPOVDRLh1tDwRCZBM0hFOr3JSnacNPvLySnexEEqWU/fExZjpjkf+MAHhg0bZti5EzlitEZo7vKUoFmxCRMm9OnThx0hSu6b7a/tU855OMvYq1evsWPHujvdI6EmSwkHDx5sX1JjnCr7S3l27tyZPhzGAdvD4gcdcfLtLyyIpRMbihpFJZviilJZq/79+1P147O/cAgxJAXCHil8ssCe2iPl0lyMjeSuW7euaN2Gw6TpiBacc845TCefWi6Fvpe/nmh2wl7ZlbniiuAbsCv12F8DkwKcorIrCEWdWdt9JVKBM9qy/aVXfkQKmIHm5mYB9v3vf5+YiGrNqEfZ/hqeWnzBBReQIGXFWrnR5s2bBZWVr7a/2pMsLfV/YdtHuxgJyRo/fjxDIpvM1AAMOPUf9vdYhP3tgDrt78CBA6m2mJbwpFmgi1EC6kDmWJl8KgQruVm7dq0KxOqpdvLNCVIa0GjGUQ+ck5ZqhnBkE0UqtJH/aoZmJOb+tn/5nRyeikhz3ZQAaeAbZVsK1VCWZH+11xUfIO3diB4RCwms5Lt7PmobsEKlHhiteRmJkctYzlVpqd/+QsnkBpRbR+Tc1aBBg8iBdO0i+0sQjUolIxzuaJrUzYLDyIk+8UotocCsXLnSMqqImlltpsGV5GB8JYsKjFUiExqkfdGVoZpC/j1sbftr/Gq5u6Sd9fS0ywLGppOzPPhMg9tficMB0+Xa5R+W7rjtL5i/3/72t8q5sJSbdtm+pC0WnLKAEcnmW5poqY141kw4yQtnJHFe2/4ePnx4zZo1tpszUKXEgAT00NjEm8F3rv21JlZP5VOGpafRlufl1hSDu0qvQxMrAyYgxkAiJIJ5OQCrrCKcvp3MP32DHGd61F12wY54ohQGg7tx48Zycpkmly/jpC0/Z47y1D6OGTPGwnIwZfsLyvbEE0+wDprpGXlNXPGs8p9znCr7a1Ivv/yyyK/WhGpOif3Frl27nBksXY8ePSyj9bdQRJg31clx2188//zzdpnu2fckuXmPSO5tt91W/o1rQl47SfK+Z511lmjfsGFD8YN2eEFBqPbpUFDJPhE+YMAARlktqMf+gkqrKUbiSJlyhAewMpy0jDa8bH+lHkVyvrI4Whp/CktxLvbU3LL9RWtrq3lJPUukfz0b6t69e6Vntf0FJ7Bnzx6JZkGkdloi5dUTqZyes/1A2N9jEfa3A2rbX9rR0tJCKJ23tm/fvmXLlmnTpnkoDXyzfv16B81q2ZIPZFqBIZf8LmQC+Vi2bNmOHTuInTaCW8QzXjNmzCA0OtStaHYj6VF+9Uv/Cszy5csJX1NT0/XXX+8b6ZEPfNUk+ytLV61apTe1QYIZhvFI2vIfEsH3BkwvFCeuPQ3DE+W/Gu9Z6g3XmBpTK82MNhvBMqmrh9v+ij935Y6cLrlJXeUCr7B973vf02Zr+4fCZFQahgDVFkf5sZgUtnjcBvNEIwxpzpw5SrhVci/enYN3FCnXWkphAJ6etoaDobwcTHrBD04FSrvpUy76rgaTRfpoX7gNJjU1O3TokHnZODW+2ijoQWxYdjuVdtaorBttYgLKapVpcPtbP2Kshv21jKqpAOAaj/WnkKJF7KmaotRpauTIkUqXQGXCPFfNzpklGJysnPTso0gQLfKIj5TCgmrhwoXpYTlbM4Rl06ZNU6dO1Ub/rMnq1aulj4EJ7LvaP80A8lG8CTY5mJ2NOJFBAo/spCsZtTBlR4W/N2zOXlfuJeosgh5UzUWLFklkPZez3vCYIcMTnGD+pI+5zJs3z4JwjdW/oChjAXlHYyZEJlVcbcPwWARyV/H+IqskKQyblGURgFGRF73JOAtl2NrMnTu3w4U1R2JCBLSRv/LFgCWmiVsr93XTomkbLIU4sfLkWiLr3HYwH6wA2SkPwwD06aDeYXqii+zv26K2/bUXpiCMi8dtsHcWJ4W3g1Zxte2z1TUux2FCdjgByosVK1YUl9peANaJipaWnQLrTVBJkEmTJlkWoVs0feMNUm+1eU3JWKNIZUj3008/rfPm5mZxq393F7dUWrmsPlvqlqrbTfloHzvUAQMTFQZpqDJXLTApBy0194YbbjA800ktRQjh1UB1Liu5MNCz7bbgEiRNmRkwVGVL1S4nJp/AOyY9MQWrbTruJY+kmKpUfh1HVDMbapPGI0aMMAttnmn7P6NGNX/+fJEs2FTS4gltg1FTVBw/MhgzMiq3kGsVB4zdu3frU/btL30KcsIe2T73OtbJNuxvw1Hb/r5Dyfa3/PJGcDoT9rdOatvfIOgiTn/7GwQnQtjfhiPsb3A6EPa3TsL+BqeEsL/BmU3Y34Yj7G9wOhD2t07C/ganhLC/wZlN2N+Gg5Y9+OCDgwcPrv5oz3cuYX/fcbC/P/3pT8P+viXJ/n70ox8N+xucTFpaWm699dbqz8s7mbC/EyZMoBXF4yDoPHbs2NG/f//iwRlH2N8OeOGFFx566KEBAwZU/M3EO5o///nPTU1Nt99+u/NccSk4vXn++edVVrXtySefLC4FHcH+btmy5WMf+9hzzz3n++JqEHQx27dvHz9+/OrVq0+h+5w6deo3v/nN/EHIQdCJOOD17du3eHDGEfa3A44ePfrYY4/16dPH3kc1DU4VTixz5syZPHnymfQmnC5i27Zt3bt3Tx8VVFwKgi5m69ato0aNeuihh/KnxJx8Zs+e/a1vfaviEz+C4MRhfhihXr16FY/POML+dsBrr722f//+bt260bXyR40EwclEEF533XWLFy/+nzf/Y/egmtbW1gEDBqxdu7b6E5eDoCt4/fXXf/7zn/ft2/fZZ5/Nn5h+8lm5cuW3v/3tB0r/yzcIOoVXX31VXH34wx8uHp9xhP3tAIeew4cPX3PNNQsXLvzv9n9pGwQnk3/9619PPPFEjx49tm3b1uGHyAZlnBBmzpzZ3Ny8d+/e4lIQdCV//OMff/jDHyoT//znP1nh4upJ51e/+lWK/PhFZdC57Nu3b8GCBfGnbw3Hyy+/7FR90003LV++vOIj3IOgq3nttdd27dp1xx13DB48+Nlnnz2FxfWdwksvvfTLX/5yyJAhS5cu/cMf/lBcDYKu4ciRI+l9+YsWLTrWP8U4Ofztb3/78Y9//OUvf3njxo2n8D0YwRnGX//61/S/TpYsWVJcOuMI+9sx/MeBAwduv/329K9fnLA9JDSq7NGjR5njIOhcxJWaSnSefvrpRx55ZObMmTfeeOOaNWuO9f94gjIsiPScMmXK+PHjFy5c2NLS4tgQCRt0ImJJRD333HPKwcqVK7/+9a9Pnz593759p/ZlV2dj42lubm5qavrZz37W2tqqVL344ovCPiI/qB/RkiN8x44dvO83vvGNadOmncFvvQv7W4v9+/dPnTr1C1/4wk033eQMtH79+q1btz4WBF3Atm3bNm/evG7duhkzZgwZMuS66677yU9+Er/QrB8+4IUXXqDXgwYNGjNmzPz58yNhg05ELImou++++5Zbbunbt+8dd9xR/r+1p5DX2v619bXXXjtw4EDHP6XqF7/4BT0pxh0E9SHCH3zwwcWLF48bN+7zn/+8SnRmv/kz7G8t/v3vf//973//zW9+Q/JGjRr1xS9+8bOf/ex/BUEXcMkll1x++eWs2+TJkzdu3HjgwIH4EIO3i9PCP/7xD6Zk+fLljqxf+tKXImGDzkIs9e/fv6mpiT9QFI4cOXJq3/ZQxkiOHj365JNPOvUZYb9+/ehJMe4gqA8RzuSMHj166dKlu3fvfumll06fCO8Kwv6+Ba+//vorr7xy6NAhx+tf//rXra2tO4Oga9i1axfR+f3vf//iiy+G9z0+OOBXX331L3/5y759+3iUSNigsxBLSsDvfvc75UBRON3ekZ/OfgcPHjTCp556qhh0ENSNCKeZp22Edzphf4MgCIIgCIIGIuxvEARBEARB0ECE/Q2CIAiCIAgaiLC/QRAEQRAEQQMR9jcIgiAIgiBoIML+BkEQBEEQBA1E2N8gCIIgCIKggQj7GwRBEARBEDQQYX+DIAiCIAiCBiLsbxAEQRAEQdBAhP0NgiAIgiAIGoiwv0EQBEEQBEEDEfY3CIIgCIIgaCDC/gZBEARBEAQNRNjfIAiCIAiCoIEI+xsEQRAEQRA0EGF/gyAIgiAIggYi7G8QBEEQBEHQQIT9DYIgCIIgCBqIsL9BEARBEARBAxH2NwiCIAiCIGggwv4GQRAEQRAEDUTY3yAIgiAIgqCBCPsbBEEQBEEQNBBhf4MgCIIgCIIGIuxvEARBEARB0ECE/Q2CIAiCIAgaiLC/QRAEQRAEQQMR9jcIgiAIgiBoIML+BkEQBEEQBA1E2N8gCIIgCIKggQj7GwRBEARBEDQQYX+DIAiCIAiCBiLsbxAEQRAEQdAwvPHG/wKI4OIhRAyDFAAAAABJRU5ErkJggg=="
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}
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},
|
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"cell_type": "markdown",
|
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"metadata": {
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"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Overzicht :\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"De combinatie van Grid search met CV is zo populair dat sklearn een aparte klasse **GridSearchCV** voorziet"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Parameter grid:\n",
|
|
"{'max_depth': [1, 2, 3, 4, 5], 'random_state': [0, 5, 10, 20, 40]}\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"param_grid = {'max_depth': [1,2,3,4,5],\n",
|
|
" 'random_state': [0,5,10,20,40]}\n",
|
|
"print(\"Parameter grid:\\n{}\".format(param_grid))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"metadata": {
|
|
"scrolled": true,
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Test set score: 0.97\n",
|
|
"Best parameters: {'max_depth': 4, 'random_state': 0}\n",
|
|
"Best cross-validation score: 0.95\n",
|
|
"Best estimator:\n",
|
|
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=4,\n",
|
|
" max_features=None, max_leaf_nodes=None,\n",
|
|
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
|
|
" min_samples_leaf=1, min_samples_split=2,\n",
|
|
" min_weight_fraction_leaf=0.0, presort=False, random_state=0,\n",
|
|
" splitter='best')\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import GridSearchCV\n",
|
|
"\n",
|
|
"grid_search = GridSearchCV(DecisionTreeClassifier(), param_grid, cv=5,\n",
|
|
" return_train_score=True)\n",
|
|
"# do not overfit the parameters !\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(iris.data, iris.target, random_state=0)\n",
|
|
"grid_search.fit(X_train, y_train)\n",
|
|
"print(\"Test set score: {:.2f}\".format(grid_search.score(X_test, y_test)))\n",
|
|
"print(\"Best parameters: {}\".format(grid_search.best_params_))\n",
|
|
"print(\"Best cross-validation score: {:.2f}\".format(grid_search.best_score_))\n",
|
|
"print(\"Best estimator:\\n{}\".format(grid_search.best_estimator_))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"heatmapGridSearch.png": {
|
|
"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Visualisatie van de GridSearchCV aan de hand van een heat map\n",
|
|
"\n",
|
|
"\n",
|
|
"\n",
|
|
"Merk op : Al deze modellen uitrekenen is rekenintensief ! De grid moet m.a.w. goed gekozen worden."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Metrieken om beter te evalueren\n",
|
|
"\n",
|
|
"metrieken gebruikt tot dusver :\n",
|
|
"\n",
|
|
"- voor classificatie : **accuracy** : tel het aantal juist geclassificeerde data-elementen in de testset tov de grootte van de testset\n",
|
|
"\n",
|
|
"- voor regressie : **MSE** : mean-squared-error : bereken het verschil tussen voorspelde en werkelijke waarde, kwadrateer deze fouten en neem hier een gemiddelde van\n",
|
|
"\n",
|
|
"Er zijn echter nog veel metrieken die gebruikt kunnen worden en beter geschikt zijn afhankelijk van de applicatie."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Metrieken voor binaire classificatie\n",
|
|
"\n",
|
|
"We spreken hier meestal over een $positieve$ versus een $negatieve$ klasse.\n",
|
|
"\n",
|
|
"Zijn we alleen geïnteresseerd in het aantal fouten (= accuracy) dat het geleerd model maakt?\n",
|
|
"\n",
|
|
"###### Sommige fouten kunnen erger zijn dan andere : \n",
|
|
"\n",
|
|
"Bvb. een zieke patiënt die toch als gezond geclassificeerd wordt is een grotere fout dan een gezonde patiënt die doorverwezen wordt naar extra testen omdat hij foutief als ziek geclassificeerd wordt. M.a.w de **vals positieven** zijn minder erg dan de **vals negatieven** in dit geval ! \n",
|
|
"\n",
|
|
"Een reële (business) targetfunctie zou kunnen zijn : minimaliseer het aantal overlijdens.\n",
|
|
"Het meten van de accuracy zal hier dan geen goede evaluator zijn voor deze target. Eerder moet het aantal vals negatieven geminimaliseerd worden. Wat in dit geval veel specifieker is.\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Metrieken voor binaire classificatie\n",
|
|
"\n",
|
|
"\n",
|
|
"###### In realiteit zijn de meeste datasets niet gebalanceerd :\n",
|
|
"\n",
|
|
"Dit wil zeggen dat er veel meer data voorhanden is van de ene klasse dan van de andere klasse. Stel dat ik heel veel voorbeelden heb van de negatieve klasse, dan zal mijn model : _Klassificeer steeds als \"NO\"_ best een goede score behalen !\n",
|
|
"\n",
|
|
"Dus als iemand beweert dat zijn model een test accuracy van $90%$ haalt wil dat eigenlijk helemaal niet zo veel zeggen als je de eigenschappen van de dataset niet kent!\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"figure_5.jpg": {
|
|
"image/jpeg": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Confusion matrices\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"confusion.png": {
|
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"image/png": 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"
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}
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},
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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""
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]
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},
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{
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"attachments": {
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"modellen.png": {
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"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"#### Modellen vergelijken a.h.v. hun confusion matrix\n",
|
|
"\n",
|
|
"Welk model zou je preferen ?\n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"###### Relatie met accuracy\n",
|
|
"\\begin{equation}\n",
|
|
"\\text{Accuracy} = \\frac{\\text{TP} + \\text{TN}}{\\text{TP} + \\text{TN} + \\text{FP} + \\text{FN}}\n",
|
|
"\\end{equation}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"##### Precision, recall en f-score\n",
|
|
"\n",
|
|
"beperk het aantal valse positieven : verhoog precision\n",
|
|
"\n",
|
|
"\\begin{equation}\n",
|
|
"\\text{Precision} = \\frac{\\text{TP}}{\\text{TP} + \\text{FP}}\n",
|
|
"\\end{equation}\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "fragment"
|
|
}
|
|
},
|
|
"source": [
|
|
"beperk het aantal valse negatieven : verhoog recall (ook sensitivity genoemd)\n",
|
|
"\n",
|
|
"\\begin{equation}\n",
|
|
"\\text{Recall} = \\frac{\\text{TP}}{\\text{TP} + \\text{FN}}\n",
|
|
"\\end{equation}\n",
|
|
"\n",
|
|
"balanceer de trade-off tussen precision en recall: \n",
|
|
"\n",
|
|
"\\begin{equation}\n",
|
|
"\\text{F-score} = 2 \\cdot \\frac{\\text{precision} \\cdot \\text{recall}}{\\text{precision} + \\text{recall}}\n",
|
|
"\\end{equation}\n",
|
|
"\n",
|
|
"Al deze scores zijn terug te vinden in [sklearn.metrics](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.metrics)"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"terms_fig_ppv.png": {
|
|
"image/png": 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"
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}
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},
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"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
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"source": [
|
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""
|
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]
|
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},
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{
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"attachments": {
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"ROC.png": {
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"image/png": 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"
|
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}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
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"slideshow": {
|
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"slide_type": "subslide"
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}
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},
|
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"source": [
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"### De AUC-ROC curve\n",
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"\n",
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"Deze curve vertelt hoe goed een model een onderscheid kan maken tussen klassen. \n",
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|
"Hoe hoger de AUC (area under the curve) hoe beter het model klassen kan onderscheiden.\n",
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"\n",
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"> De ROC curve is een plot waarbij de TPR (true positive rate = recall) uitgezet wordt t.o.v. de FPR (false positive rate)\n",
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"\n",
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|
""
|
|
]
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|
},
|
|
{
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"attachments": {
|
|
"ROC1.png": {
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"image/png": 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"
|
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}
|
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},
|
|
"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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"Een model dat een classificatieprobleem geleerd heeft zal voor elk datapunt steeds een threshold uitrekenen waarmee het kan beslissen of een datapunt positief of negatief is. We kunnen deze probabiliteiten testen op een validatieset en voor alle datapunten plotten we de voorspelde kans (x-as) (getal tussen 0 en 1) met de juiste kleur volgens positief of negatief. De y-as bevat een aantal (histogram). Op deze manier verkrijgen we de verdeling van de echte negatieve gevallen en de verdeling van de echte positieve gevallen in de validatieset. In onderstaande situatie blijkt dat alles boven $0.5$ werkelijk positief is. Het model kan dus perfect de 2 klassen onderscheiden.\n",
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"\n",
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"\n",
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""
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]
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},
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{
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"attachments": {
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"ROC2.png": {
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"image/png": 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"
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}
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},
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"cell_type": "markdown",
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"metadata": {
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"slideshow": {
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"slide_type": "subslide"
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}
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},
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"source": [
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"meestal overlappen die verdelingen echter: in onderstaande bijvoorbeeld zijn er behoorlijk wat datapunten waarvoor het model een probabiliteit van 0.5 berekende, maar de helft daarvan bleek positief en de andere helft negatief. Door de threshold op een positive klassificatie te verhogen naar 0.7 verkleint het aantal FP, maar vergroot het aantal FN en omgekeerd wanneer we de threshold zouden verlagen naar $0.3$. De ROC curve ontstaat door elke threshold te bekijken en telkens de TPR uit te zetten t.o.v. de FPR. Merk op een accuracy wordt steeds berekend voor 1 threshold waarde ($0.5$)\n",
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"\n",
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"\n"
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]
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},
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{
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"attachments": {
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"ROC3.png": {
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"image/png": 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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"De keuze voor een treshold van $0.6$ zal hier een de TPR redelijk houden terwijl de FPR toch $0$ blijft \n",
|
|
"\n",
|
|
""
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "slide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Samengevat : \n",
|
|
"\n",
|
|
"Doel : generalizatie vermogen van het model verbeteren op reële data. \n",
|
|
" \n",
|
|
"- 1 test set gebruiken om accuracy te berekenen is erg beperkt \n",
|
|
" - cross-validatie en varianten geven je betere accuracy voorspelling maar is uiteraard rekenintensief\n",
|
|
" \n",
|
|
"- parametertuning en gridsearch technieken helpen om generalizatievermogen te verhogen, \n",
|
|
" let wel dat je hierbij de testset niet gaat overfitten :\n",
|
|
" - maak gebruik van een validatieset\n",
|
|
" - doe de combinatie van gridsearch / cross-validatie (opnieuw : rekenintensief!)\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Samengevat : \n",
|
|
"\n",
|
|
"\n",
|
|
"- Accuracy is niet altijd de betere metriek om te gebruiken op reële data !\n",
|
|
" In realiteit :\n",
|
|
" - data is niet gebalanceerd\n",
|
|
" - onderliggende distributies van de data meestal niet zo smooth\n",
|
|
" - andere metrieken kunnen soms beter bevatten wat je in realiteit wenst : \n",
|
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" - in geval van binaire classificatie : \n",
|
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" - recall, precisicion, F-score\n",
|
|
" - De ROC curve en AUC metriek vormen een maat voor de probabiliteit dat een classifier \n",
|
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" een random gekozen positief voorbeeld een hogere kans zal geven op positive classificatie \n",
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" dan een random gekozen negatief voorbeeld.\n",
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"\n",
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" \n",
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"In python : gebruik [de scoring parameter](https://scikit-learn.org/stable/modules/model_evaluation.html) om de metriek te wijzigen van accuracy naar bvb AUC\n",
|
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" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {
|
|
"slideshow": {
|
|
"slide_type": "subslide"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Tutorials : \n",
|
|
"\n",
|
|
"- https://machinelearningmastery.com/k-fold-cross-validation/\n",
|
|
"- Understanding confusion matrix : https://towardsdatascience.com/understanding-confusion-matrix-a9ad42dcfd62\n",
|
|
"- ROC curves and Area Under the Curve explained https://www.dataschool.io/roc-curves-and-auc-explained/\n",
|
|
"- Understanding AUC - ROC Curve\n",
|
|
" https://towardsdatascience.com/understanding-auc-roc-curve-68b2303cc9c5"
|
|
]
|
|
}
|
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