{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Corr\u00e9lations non lin\u00e9aires\n", "\n", "Les corr\u00e9lations indiquent si deux variables sont lin\u00e9airement \u00e9quivalentes. Comment \u00e9tendre cette notion \u00e0 des variables li\u00e9es mais pas de fa\u00e7on lin\u00e9aire."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Un exemple"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " 0 \n", " 5.1 \n", " 3.5 \n", " 1.4 \n", " 0.2 \n", " \n", " \n", " 1 \n", " 4.9 \n", " 3.0 \n", " 1.4 \n", " 0.2 \n", " \n", " \n", " 2 \n", " 4.7 \n", " 3.2 \n", " 1.3 \n", " 0.2 \n", " \n", " \n", " 3 \n", " 4.6 \n", " 3.1 \n", " 1.5 \n", " 0.2 \n", " \n", " \n", " 4 \n", " 5.0 \n", " 3.6 \n", " 1.4 \n", " 0.2 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn import datasets\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "Y = iris.target\n", "import pandas\n", "df = pandas.DataFrame(X)\n", "df.columns = [\"X1\", \"X2\", \"X3\", \"X4\"]\n", "df.head()"]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["import seaborn as sns\n", "sns.set()\n", "sns.pairplot(df);"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et les corr\u00e9lations :"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 1.000000 \n", " -0.117570 \n", " 0.871754 \n", " 0.817941 \n", " \n", " \n", " X2 \n", " -0.117570 \n", " 1.000000 \n", " -0.428440 \n", " -0.366126 \n", " \n", " \n", " X3 \n", " 0.871754 \n", " -0.428440 \n", " 1.000000 \n", " 0.962865 \n", " \n", " \n", " X4 \n", " 0.817941 \n", " -0.366126 \n", " 0.962865 \n", " 1.000000 \n", " \n", " \n", "
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"], "text/plain": [" X1 X2 X3 X4\n", "X1 1.000000 -0.117570 0.871754 0.817941\n", "X2 -0.117570 1.000000 -0.428440 -0.366126\n", "X3 0.871754 -0.428440 1.000000 0.962865\n", "X4 0.817941 -0.366126 0.962865 1.000000"]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["df.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Un peu de th\u00e9orie\n", "\n", "Le coefficient de [corr\u00e9lation](https://fr.wikipedia.org/wiki/Corr%C3%A9lation_(statistiques)) de Pearson est calcul\u00e9 comme suit :\n", "\n", "$$cor(X_i, X_j) = \\frac{cov(X_i, Y_i)}{\\sigma(X_i)\\sigma(X_j)}$$\n", "\n", "Lorsque les variables sont centr\u00e9es $\\mathbb{E}X_i=\\mathbb{E}X_j=0$, cette formule devient :\n", "\n", "$$cor(X_i, X_j) = \\frac{\\mathbb{E}(X_i X_j)}{\\sqrt{\\mathbb{E}X_i^2 \\mathbb{E}X_j^2}}$$\n", "\n", "Lorsque les variables sont r\u00e9duites $\\mathbb{E}X_i^2=\\mathbb{E}X_j^2=1$, cette formule devient $cor(X_i, X_j) = \\mathbb{E}(X_i X_j)$. Admettons maintenant que l'on cherche \u00e0 trouver le coefficient $\\alpha_{ij}$ qui minimise la variance du bruit $\\epsilon_{ij}$ :\n", "\n", "$$X_j = \\alpha_{ij}X_i + \\epsilon_{ij}$$\n", "\n", "Le coefficient $\\alpha_{ij}$ est le r\u00e9sultat d'une r\u00e9gression lin\u00e9aire qui minimise $\\mathbb{E}(X_j - \\alpha_{ij}X_i)^2$. Si les variables $X_i$, $X_j$ sont centr\u00e9es et r\u00e9duites : $\\alpha_{ij}^* = \\mathbb{E}(X_i X_j) = cor(X_i, X_j)$. On \u00e9tend cette d\u00e9finition dans le cas d'une fonction param\u00e9trable $f$ : $f(\\omega, X) \\rightarrow \\mathbb{R}$ et d'une r\u00e9gression non lin\u00e9aire. On suppose que les param\u00e8tres $\\omega^*$ minimisent la quantit\u00e9 $\\min_\\omega (X_j - f(\\omega, X_i))^2$. On \u00e9crit alors $X_j = \\alpha_{ij} \\frac{f(\\omega^*, X_i)}{\\alpha_{ij}} + \\epsilon_{ij}$ et on choisit $\\alpha_{ij}$ de telle sorte que $\\mathbb{E}\\left(\\frac{f(\\omega^*, X_i)^2}{\\alpha_{ij}^2}\\right) = 1$. On d\u00e9finit la corr\u00e9lation non lin\u00e9aire au sens de $f$ : \n", "\n", "$$cor^f(X_i, X_j) = \\sqrt{ \\mathbb{E} (f(\\omega, X_i)^2 )}$$\n", "\n", "On v\u00e9rifie que ce coefficient est compris entre [0, 1]. Il est positif de mani\u00e8re \u00e9vidente. Il est \u00e9galement inf\u00e9rieur \u00e0 1, si cela n'\u00e9tait pas le cas, nous pourrions construire une fonction $f(\\omega^*, X)+c$ qui est une meilleur solution pour le programme de minimisation. Ce nombre ressemble \u00e0 une corr\u00e9lation \u00e0 ceci pr\u00e8s qu'elle ne peut \u00eatre n\u00e9gative."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## V\u00e9rifications\n", "\n", "Tout d'abord le cas lin\u00e9aire :"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 1.000000 \n", " 0.117570 \n", " 0.871754 \n", " 0.817941 \n", " \n", " \n", " X2 \n", " 0.117570 \n", " 1.000000 \n", " 0.428440 \n", " 0.366126 \n", " \n", " \n", " X3 \n", " 0.871754 \n", " 0.428440 \n", " 1.000000 \n", " 0.962865 \n", " \n", " \n", " X4 \n", " 0.817941 \n", " 0.366126 \n", " 0.962865 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 1.000000 0.117570 0.871754 0.817941\n", "X2 0.117570 1.000000 0.428440 0.366126\n", "X3 0.871754 0.428440 1.000000 0.962865\n", "X4 0.817941 0.366126 0.962865 1.000000"]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.preprocessing import scale\n", "import numpy\n", "\n", "def correlation_etendue(df, model, **params):\n", " cor = df.corr()\n", " df = scale(df) \n", " for i in range(cor.shape[0]):\n", " xi = df[:, i:i+1]\n", " for j in range(cor.shape[1]):\n", " mod = model(**params)\n", " xj = df[:, j]\n", " mod.fit(xi, xj)\n", " v = mod.predict(xi)\n", " c = numpy.std(v)\n", " cor.iloc[i,j] = c\n", " return cor\n", "\n", "from sklearn.linear_model import LinearRegression\n", "cor = correlation_etendue(df, LinearRegression, fit_intercept=False)\n", "cor"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On affiche \u00e0 nouveau les corr\u00e9lations qui sont identiques au signe pr\u00e8s."]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 1.000000 \n", " -0.117570 \n", " 0.871754 \n", " 0.817941 \n", " \n", " \n", " X2 \n", " -0.117570 \n", " 1.000000 \n", " -0.428440 \n", " -0.366126 \n", " \n", " \n", " X3 \n", " 0.871754 \n", " -0.428440 \n", " 1.000000 \n", " 0.962865 \n", " \n", " \n", " X4 \n", " 0.817941 \n", " -0.366126 \n", " 0.962865 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 1.000000 -0.117570 0.871754 0.817941\n", "X2 -0.117570 1.000000 -0.428440 -0.366126\n", "X3 0.871754 -0.428440 1.000000 0.962865\n", "X4 0.817941 -0.366126 0.962865 1.000000"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["df.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et le cas non lin\u00e9aire :"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 1.000000 \n", " 0.544441 \n", " 0.915847 \n", " 0.879583 \n", " \n", " \n", " X2 \n", " 0.418274 \n", " 1.000000 \n", " 0.591839 \n", " 0.539524 \n", " \n", " \n", " X3 \n", " 0.937056 \n", " 0.789727 \n", " 1.000000 \n", " 0.978332 \n", " \n", " \n", " X4 \n", " 0.846161 \n", " 0.761652 \n", " 0.980005 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 1.000000 0.544441 0.915847 0.879583\n", "X2 0.418274 1.000000 0.591839 0.539524\n", "X3 0.937056 0.789727 1.000000 0.978332\n", "X4 0.846161 0.761652 0.980005 1.000000"]}, "execution_count": 9, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.tree import DecisionTreeRegressor\n", "cor = correlation_etendue(df, DecisionTreeRegressor)\n", "cor"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 0.998300 \n", " 0.557325 \n", " 0.924134 \n", " 0.871019 \n", " \n", " \n", " X2 \n", " 0.413502 \n", " 0.992939 \n", " 0.593398 \n", " 0.544801 \n", " \n", " \n", " X3 \n", " 0.922292 \n", " 0.786128 \n", " 0.999064 \n", " 0.975211 \n", " \n", " \n", " X4 \n", " 0.846106 \n", " 0.756621 \n", " 0.981181 \n", " 0.999269 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 0.998300 0.557325 0.924134 0.871019\n", "X2 0.413502 0.992939 0.593398 0.544801\n", "X3 0.922292 0.786128 0.999064 0.975211\n", "X4 0.846106 0.756621 0.981181 0.999269"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.ensemble import RandomForestRegressor\n", "cor = correlation_etendue(df, RandomForestRegressor, n_estimators=10)\n", "cor"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Overfitting"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ces chiffres sont beaucoup trop optimistes. Les mod\u00e8les de machine learning peuvent tout \u00e0 fait faire de l'overfitting. Il faut am\u00e9liorer la fonction en divisant en apprentissage et test plusieurs fois. Il faut \u00e9galement tenir compte de l'erreur de pr\u00e9diction. On rappelle que : \n", "\n", "$$X_j = \\alpha_{ij} \\frac{f(\\omega^*, X_i)}{\\alpha_{ij}} + \\epsilon_{ij} = cor^f(X_i, X_j) \\frac{f(\\omega^*, X_i)}{\\sqrt{ \\mathbb{E} (f(\\omega, X_i)^2 )}} + \\epsilon_{ij}$$\n", "\n", "Or $\\mathbb{E}(X_j^2)=1$ et on suppose que les bruits ne sont pas corr\u00e9l\u00e9es lin\u00e9airement aux $f(\\omega^*, X_i)$. On en d\u00e9duit que $cor^f(X_i, X_j) = \\sqrt{ 1 - \\mathbb{E}\\epsilon_{ij}^2}$."]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 1.000000 \n", " 0.067090 \n", " 0.878802 \n", " 0.817301 \n", " \n", " \n", " X2 \n", " 0.156402 \n", " 1.000000 \n", " 0.355925 \n", " 0.347753 \n", " \n", " \n", " X3 \n", " 0.878156 \n", " 0.421116 \n", " 1.000000 \n", " 0.963497 \n", " \n", " \n", " X4 \n", " 0.808738 \n", " 0.378046 \n", " 0.961512 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 1.000000 0.067090 0.878802 0.817301\n", "X2 0.156402 1.000000 0.355925 0.347753\n", "X3 0.878156 0.421116 1.000000 0.963497\n", "X4 0.808738 0.378046 0.961512 1.000000"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.model_selection import train_test_split\n", "import numpy\n", "\n", "def correlation_cross_val(df, model, draws=5, **params):\n", " cor = df.corr()\n", " df = scale(df) \n", " for i in range(cor.shape[0]):\n", " xi = df[:, i:i+1]\n", " for j in range(cor.shape[1]):\n", " xj = df[:, j]\n", " mem = []\n", " for k in range(0, draws):\n", " xi_train, xi_test, xj_train, xj_test = train_test_split(xi, xj, test_size=0.5)\n", " mod = model(**params) \n", " mod.fit(xi_train, xj_train)\n", " v = mod.predict(xi_test)\n", " c = (1 - numpy.var(v - xj_test))\n", " mem.append(max(c, 0) **0.5)\n", " cor.iloc[i,j] = sum(mem) / len(mem)\n", " return cor\n", "\n", "cor = correlation_cross_val(df, LinearRegression, fit_intercept=False, draws=20)\n", "cor"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 0.999140 \n", " 0.000000 \n", " 0.840661 \n", " 0.792892 \n", " \n", " \n", " X2 \n", " 0.000000 \n", " 0.995369 \n", " 0.268502 \n", " 0.202563 \n", " \n", " \n", " X3 \n", " 0.864010 \n", " 0.492400 \n", " 0.999257 \n", " 0.955225 \n", " \n", " \n", " X4 \n", " 0.715695 \n", " 0.539786 \n", " 0.968522 \n", " 0.999316 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 0.999140 0.000000 0.840661 0.792892\n", "X2 0.000000 0.995369 0.268502 0.202563\n", "X3 0.864010 0.492400 0.999257 0.955225\n", "X4 0.715695 0.539786 0.968522 0.999316"]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["cor = correlation_cross_val(df, DecisionTreeRegressor)\n", "cor"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X3 \n", " X4 \n", " \n", " \n", " \n", " \n", " X1 \n", " 0.998919 \n", " 0.048290 \n", " 0.872549 \n", " 0.794800 \n", " \n", " \n", " X2 \n", " 0.064102 \n", " 0.996025 \n", " 0.209190 \n", " 0.201094 \n", " \n", " \n", " X3 \n", " 0.875400 \n", " 0.481419 \n", " 0.998478 \n", " 0.958236 \n", " \n", " \n", " X4 \n", " 0.733457 \n", " 0.656183 \n", " 0.967662 \n", " 0.999501 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X3 X4\n", "X1 0.998919 0.048290 0.872549 0.794800\n", "X2 0.064102 0.996025 0.209190 0.201094\n", "X3 0.875400 0.481419 0.998478 0.958236\n", "X4 0.733457 0.656183 0.967662 0.999501"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["cor = correlation_cross_val(df, RandomForestRegressor, n_estimators=10)\n", "cor"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Les r\u00e9sultats sont assez fluctuants lorsque les donn\u00e9es sont mal corr\u00e9l\u00e9es. On remarque \u00e9galement que la matrice n'est plus n\u00e9cessairement symm\u00e9trique."]}, {"cell_type": "code", "execution_count": 13, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["import matplotlib.pyplot as plt\n", "\n", "def pairplot_cross_val(data, model=None, ax=None, **params):\n", " if ax is None:\n", " fig, ax = plt.subplots(data.shape[1], data.shape[1], figsize=params.get('figsize', (10,10)))\n", " if 'figsize' in params:\n", " del params[\"figsize\"]\n", " if model is None:\n", " from sklearn.linear_model import LinearRegression\n", " model = LinearRegression\n", " \n", " df = scale(data)\n", " cor = numpy.corrcoef(df.T)\n", " for i in range(cor.shape[0]):\n", " xi = df[:, i:i+1]\n", " for j in range(cor.shape[1]):\n", " xj = df[:, j]\n", " mem = []\n", " xi_train, xi_test, xj_train, xj_test = train_test_split(xi, xj, test_size=0.5)\n", " mod = model(**params) \n", " mod.fit(xi_train, xj_train)\n", " v = mod.predict(xi_test)\n", " mod = model(**params) \n", " mod.fit(xi_test, xj_test)\n", " v2 = mod.predict(xi_train)\n", " ax[i,j].plot(xj_test, v, \".\")\n", " ax[i,j].plot(xj_train, v2, \".\")\n", " if j == 0:\n", " ax[i,j].set_ylabel(data.columns[i])\n", " if i == data.shape[1]-1:\n", " ax[i,j].set_xlabel(data.columns[j])\n", " mi = min(min(xj_test), min(v), min(xj_train), min(v2))\n", " ma = max(max(xj_test), max(v), max(xj_train), max(v2))\n", " ax[i,j].plot([mi, ma], [mi, ma], \"--\")\n", " return ax\n", " \n", "ax = pairplot_cross_val(df)\n", "ax;"]}, {"cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = pairplot_cross_val(df, model=DecisionTreeRegressor)\n", "ax;"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = pairplot_cross_val(df, model=RandomForestRegressor, n_estimators=10)\n", "ax;"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["from sklearn.neighbors import KNeighborsRegressor\n", "ax = pairplot_cross_val(df, model=KNeighborsRegressor)\n", "ax;"]}, {"cell_type": "markdown", "metadata": {"collapsed": true}, "source": ["## Corr\u00e9lations de variables cat\u00e9gorielles\n", "\n", "C'est le probl\u00e8me \u00e9pineux si on se restreint au lin\u00e9aire. Cela n'a pas trop de sens d'affecter une valeur \u00e0 chaque cat\u00e9gorie et la corr\u00e9lation de deux variables binaires (des modalit\u00e9s) est toujours \u00e9trange car il n'y a que deux valeurs possibles.\n", "\n", "$$cov(X,Y) = \\mathbb{E}\\left[(X - \\mathbb{E}X)(Y - \\mathbb{E}Y)\\right] = \\mathbb{E}(XY) - \\mathbb{E}X\\mathbb{E}Y = \\mathbb{P}(X=1 \\, et \\, Y=1) - \\mathbb{E}X\\mathbb{E}Y$$\n", "\n", "Dans le cas de variables binaires g\u00e9n\u00e9r\u00e9es de modalit\u00e9s de la m\u00eame variables cat\u00e9gorielles, le premier terme est toujours nul puisque les modalit\u00e9s sont exclusives et la corr\u00e9lation est toujours n\u00e9gative."]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[0., 1.],\n", " [1., 0.],\n", " [1., 0.],\n", " [0., 1.],\n", " [0., 1.]])"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["import random\n", "ex = numpy.zeros((100, 2))\n", "for i in range(0, ex.shape[0]):\n", " h = random.randint(0, ex.shape[1]-1)\n", " ex[i, h] = 1\n", "ex[:5]"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[ 1., -1.],\n", " [-1., 1.]])"]}, "execution_count": 19, "metadata": {}, "output_type": "execute_result"}], "source": ["numpy.corrcoef(ex.T)"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"data": {"text/plain": ["array([[ 1. , -0.45760432, -0.47790696],\n", " [-0.45760432, 1. , -0.56235159],\n", " [-0.47790696, -0.56235159, 1. ]])"]}, "execution_count": 20, "metadata": {}, "output_type": "execute_result"}], "source": ["import random\n", "ex = numpy.zeros((100, 3))\n", "for i in range(0, ex.shape[0]):\n", " h = random.randint(0, ex.shape[1]-1)\n", " ex[i, h] = 1\n", "ex[:5]\n", "numpy.corrcoef(ex.T)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Supposons maintenant que nous avons deux variables cat\u00e9gorielles tr\u00e8s proches :\n", "\n", "* $X_1$ est une couleur rouge, bleu, gris.\n", "* $X_2$ est une nuance rose, orange, cyan, magenta, blanc noir."]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " \n", " \n", " \n", " \n", " 0 \n", " rouge \n", " rose \n", " \n", " \n", " 1 \n", " gris \n", " noir \n", " \n", " \n", " 2 \n", " bleu \n", " magenta \n", " \n", " \n", " 3 \n", " bleu \n", " magenta \n", " \n", " \n", " 4 \n", " bleu \n", " magenta \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2\n", "0 rouge rose\n", "1 gris noir\n", "2 bleu magenta\n", "3 bleu magenta\n", "4 bleu magenta"]}, "execution_count": 21, "metadata": {}, "output_type": "execute_result"}], "source": ["c1 = [\"rouge\", \"bleu\", \"gris\"]\n", "c2 = [\"rose\" ,\"orange\" ,\"cyan\" ,\"magenta\", \"blanc\", \"noir\"]\n", "ind = [random.randint(0, 2) for i in range(0, 100)]\n", "x1 = [c1[i] for i in ind]\n", "x2 = [c2[i*2 + random.randint(0,1)] for i in ind]\n", "df = pandas.DataFrame(dict(X1=x1, X2=x2))\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On peut \u00e9videmment transformer en entier."]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1_bleu \n", " X1_gris \n", " X1_rouge \n", " X2_blanc \n", " X2_cyan \n", " X2_magenta \n", " X2_noir \n", " X2_orange \n", " X2_rose \n", " \n", " \n", " \n", " \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " \n", " \n", " 1 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " \n", " \n", " 2 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " \n", " \n", " 3 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " \n", " \n", " 4 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " 0 \n", " 1 \n", " 0 \n", " 0 \n", " 0 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1_bleu X1_gris X1_rouge X2_blanc X2_cyan X2_magenta X2_noir \\\n", "0 0 0 1 0 0 0 0 \n", "1 0 1 0 0 0 0 1 \n", "2 1 0 0 0 0 1 0 \n", "3 1 0 0 0 0 1 0 \n", "4 1 0 0 0 0 1 0 \n", "\n", " X2_orange X2_rose \n", "0 0 1 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 "]}, "execution_count": 22, "metadata": {}, "output_type": "execute_result"}], "source": ["dummies = pandas.get_dummies(df)\n", "dummies.head()"]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1_bleu \n", " X1_gris \n", " X1_rouge \n", " X2_blanc \n", " X2_cyan \n", " X2_magenta \n", " X2_noir \n", " X2_orange \n", " X2_rose \n", " \n", " \n", " \n", " \n", " X1_bleu \n", " 1.000000 \n", " -0.548514 \n", " -0.511019 \n", " -0.399795 \n", " 0.545824 \n", " 0.683520 \n", " -0.295268 \n", " -0.309086 \n", " -0.348970 \n", " \n", " \n", " X1_gris \n", " -0.548514 \n", " 1.000000 \n", " -0.438420 \n", " 0.728869 \n", " -0.299392 \n", " -0.374920 \n", " 0.538305 \n", " -0.265175 \n", " -0.299392 \n", " \n", " \n", " X1_rouge \n", " -0.511019 \n", " -0.438420 \n", " 1.000000 \n", " -0.319551 \n", " -0.278927 \n", " -0.349292 \n", " -0.236004 \n", " 0.604842 \n", " 0.682890 \n", " \n", " \n", " X2_blanc \n", " -0.399795 \n", " 0.728869 \n", " -0.319551 \n", " 1.000000 \n", " -0.218218 \n", " -0.273268 \n", " -0.184637 \n", " -0.193278 \n", " -0.218218 \n", " \n", " \n", " X2_cyan \n", " 0.545824 \n", " -0.299392 \n", " -0.278927 \n", " -0.218218 \n", " 1.000000 \n", " -0.238528 \n", " -0.161165 \n", " -0.168707 \n", " -0.190476 \n", " \n", " \n", " X2_magenta \n", " 0.683520 \n", " -0.374920 \n", " -0.349292 \n", " -0.273268 \n", " -0.238528 \n", " 1.000000 \n", " -0.201822 \n", " -0.211266 \n", " -0.238528 \n", " \n", " \n", " X2_noir \n", " -0.295268 \n", " 0.538305 \n", " -0.236004 \n", " -0.184637 \n", " -0.161165 \n", " -0.201822 \n", " 1.000000 \n", " -0.142745 \n", " -0.161165 \n", " \n", " \n", " X2_orange \n", " -0.309086 \n", " -0.265175 \n", " 0.604842 \n", " -0.193278 \n", " -0.168707 \n", " -0.211266 \n", " -0.142745 \n", " 1.000000 \n", " -0.168707 \n", " \n", " \n", " X2_rose \n", " -0.348970 \n", " -0.299392 \n", " 0.682890 \n", " -0.218218 \n", " -0.190476 \n", " -0.238528 \n", " -0.161165 \n", " -0.168707 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1_bleu X1_gris X1_rouge X2_blanc X2_cyan X2_magenta \\\n", "X1_bleu 1.000000 -0.548514 -0.511019 -0.399795 0.545824 0.683520 \n", "X1_gris -0.548514 1.000000 -0.438420 0.728869 -0.299392 -0.374920 \n", "X1_rouge -0.511019 -0.438420 1.000000 -0.319551 -0.278927 -0.349292 \n", "X2_blanc -0.399795 0.728869 -0.319551 1.000000 -0.218218 -0.273268 \n", "X2_cyan 0.545824 -0.299392 -0.278927 -0.218218 1.000000 -0.238528 \n", "X2_magenta 0.683520 -0.374920 -0.349292 -0.273268 -0.238528 1.000000 \n", "X2_noir -0.295268 0.538305 -0.236004 -0.184637 -0.161165 -0.201822 \n", "X2_orange -0.309086 -0.265175 0.604842 -0.193278 -0.168707 -0.211266 \n", "X2_rose -0.348970 -0.299392 0.682890 -0.218218 -0.190476 -0.238528 \n", "\n", " X2_noir X2_orange X2_rose \n", "X1_bleu -0.295268 -0.309086 -0.348970 \n", "X1_gris 0.538305 -0.265175 -0.299392 \n", "X1_rouge -0.236004 0.604842 0.682890 \n", "X2_blanc -0.184637 -0.193278 -0.218218 \n", "X2_cyan -0.161165 -0.168707 -0.190476 \n", "X2_magenta -0.201822 -0.211266 -0.238528 \n", "X2_noir 1.000000 -0.142745 -0.161165 \n", "X2_orange -0.142745 1.000000 -0.168707 \n", "X2_rose -0.161165 -0.168707 1.000000 "]}, "execution_count": 23, "metadata": {}, "output_type": "execute_result"}], "source": ["dummies.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ca ne dit pas grand-chose."]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " 0 \n", " rouge \n", " rose \n", " 2 \n", " 5 \n", " \n", " \n", " 1 \n", " gris \n", " noir \n", " 1 \n", " 3 \n", " \n", " \n", " 2 \n", " bleu \n", " magenta \n", " 0 \n", " 2 \n", " \n", " \n", " 3 \n", " bleu \n", " magenta \n", " 0 \n", " 2 \n", " \n", " \n", " 4 \n", " bleu \n", " magenta \n", " 0 \n", " 2 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X1e X2e\n", "0 rouge rose 2 5\n", "1 gris noir 1 3\n", "2 bleu magenta 0 2\n", "3 bleu magenta 0 2\n", "4 bleu magenta 0 2"]}, "execution_count": 24, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.preprocessing import LabelEncoder\n", "enc = LabelEncoder()\n", "df[\"X1e\"] = enc.fit_transform(df[\"X1\"])\n", "df[\"X2e\"] = enc.fit_transform(df[\"X2\"])\n", "df.head()"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["C:\\Users\\xavie\\AppData\\Local\\Temp\\ipykernel_148816\\1134722465.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " df.corr()\n"]}, {"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " X1e \n", " 1.000000 \n", " 0.661507 \n", " \n", " \n", " X2e \n", " 0.661507 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1e X2e\n", "X1e 1.000000 0.661507\n", "X2e 0.661507 1.000000"]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}], "source": ["df.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Ca ne veut toujours pas dire grand-chose. Et si on change la premi\u00e8re colonne en permutant les lables :"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1 \n", " X2 \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " 0 \n", " rouge \n", " rose \n", " 0 \n", " 5 \n", " \n", " \n", " 1 \n", " gris \n", " noir \n", " 2 \n", " 3 \n", " \n", " \n", " 2 \n", " bleu \n", " magenta \n", " 1 \n", " 2 \n", " \n", " \n", " 3 \n", " bleu \n", " magenta \n", " 1 \n", " 2 \n", " \n", " \n", " 4 \n", " bleu \n", " magenta \n", " 1 \n", " 2 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1 X2 X1e X2e\n", "0 rouge rose 0 5\n", "1 gris noir 2 3\n", "2 bleu magenta 1 2\n", "3 bleu magenta 1 2\n", "4 bleu magenta 1 2"]}, "execution_count": 26, "metadata": {}, "output_type": "execute_result"}], "source": ["df[\"X1e\"] = df[\"X1e\"].apply(lambda i: (i+1)%3)\n", "df.head()"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"name": "stderr", "output_type": "stream", "text": ["C:\\Users\\xavie\\AppData\\Local\\Temp\\ipykernel_148816\\1134722465.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", " df.corr()\n"]}, {"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " X1e \n", " 1.000000 \n", " -0.767644 \n", " \n", " \n", " X2e \n", " -0.767644 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1e X2e\n", "X1e 1.000000 -0.767644\n", "X2e -0.767644 1.000000"]}, "execution_count": 27, "metadata": {}, "output_type": "execute_result"}], "source": ["df.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["La corr\u00e9lation lin\u00e9aire sur des variables cat\u00e9gorielles n'a pas de sens. Essayons avec un arbre de d\u00e9cision. C'est le mod\u00e8le ad\u00e9quat pour ce type de valeur discr\u00e8tes :"]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " X1e \n", " 1.0 \n", " 0.829865 \n", " \n", " \n", " X2e \n", " 1.0 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1e X2e\n", "X1e 1.0 0.829865\n", "X2e 1.0 1.000000"]}, "execution_count": 28, "metadata": {}, "output_type": "execute_result"}], "source": ["cor = correlation_cross_val(df[[\"X1e\", \"X2e\"]], DecisionTreeRegressor)\n", "cor"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et si on permute le premier label :"]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " X1e \n", " X2e \n", " \n", " \n", " \n", " \n", " X1e \n", " 1.0 \n", " 0.829759 \n", " \n", " \n", " X2e \n", " 1.0 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" X1e X2e\n", "X1e 1.0 0.829759\n", "X2e 1.0 1.000000"]}, "execution_count": 29, "metadata": {}, "output_type": "execute_result"}], "source": ["df[\"X1e\"] = df[\"X1e\"].apply(lambda i: (i+1)%3)\n", "correlation_cross_val(df[[\"X1e\", \"X2e\"]], DecisionTreeRegressor)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["M\u00eame r\u00e9sultat qui s'interpr\u00e8te de la sorte :\n", "\n", "* La variable *X1e* se d\u00e9duit de *X2e* (car *cor(X2e, X1e) = 1*).\n", "* La variable *X2e* et fortement li\u00e9 \u00e0 *X2e*.\n", "\n", "La valeur num\u00e9rique choisie pour repr\u00e9sente la variable cat\u00e9gorielle n'a pas d'impact sur les r\u00e9sultats."]}, {"cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [{"data": {"image/png": 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4jYAMXqruHljSiOzY19eOYN/lrxCs64NpvSbBQc3/0kRkH9KKbmJt3CZoVGos7Dcbrdz8REdSHI7oRHZKlmXkl99Cf31fPNdzIjRqjehIREQWKzaWwNXRBfOCpkHvqqv9G5ohljQiOyPLMoqNJXB3csOEbk8AANQqngNERPahyFAMdyc3dPfuglfu+ws/YNZAyMh+4MABjBo1CiNGjEB0dHSV9evXr8fw4cMxZswYjBkz5p73IWqOZFnG/ssH8cbxd3C7vBBqlZoFjYjsxuVbV/Ha0X/heEYcALCg1cLmW9IyMzOxevVq7N27F05OTpg4cSIGDRqErl27VtwnKSkJb7/9NkJCQmwdj0ixZFnGB3Gf4uvrR/CQ//3wcHITHYmIyGIX8i/jvYRt8NK2aPaT1FrK5h/BY2NjMXjwYHh5ecHV1RWhoaFVLkCclJSEqKgoREREYOXKlSgvL7d1TCJFkWQJuy7sw1cXv8fwtg/i6e5juQWNiOzGubyL2HB6K3ycvfFiyDx4aZV7LU4lsfmWtD9egFiv1yMhIaFiubi4GIGBgVi6dCn8/f2xbNkybNiwAYsXL7b4OZR6cWJAeRexrSvmF+PAuW/wU9pRPBHwOCYHjbXraTbs9WdARPWTW5qP9xO2QefSEgtDZsPDSbl/o5XG5iWttgsQu7m5VZoYcvr06Vi+fHmdSpoSL04MKO8itnXF/OL09ewLUw8ZY4MeQ05Okeg49WaNn0FtFygmIrF8XbzxdPcn0UfXE+6OPEyjLmy+v+SPFyDOysqqdAHi9PT0SrN1y7IMBweehErNj1kyI+bqtyg3G+Di4IwH/Qfb9RY0Impe4rMSceX2dQDA/W0GsqDVg81L2pAhQ3D06FHk5eWhtLQUhw8frnQBYmdnZ7z55ptITU2FLMuIjo7GiBEjbB2TSCiTZMLWM9E4kHIISb9dj5OIyF4cz4jDljPRiLn6jegodk3IlrTFixcjMjISY8eORXh4OIKCgiouUOzj44OVK1di3rx5GDlyJGRZxrRp02wdk0gYo2TC5qQdiM9OwoRuT6C/X7DoSEREFvvl5gl8cPYTdPHsiGm9JouOY9eE7EeMiIhAREREpdvuPg4tNDQUoaGhto5FJJzBbERU4oc4m3ceT3d/EkPb3i86EhGRxX5O/xU7z+1FD++umBP0HJw0TqIj2TUe7EWkIAWGAqQVpWNywAQMaXOf6DhERBaTZRlncy8g0Lc7ZveOhKPGUXQku8eSRqQABrMRjmoHtHTxxd8GL4Gzg7PoSEREFjOYjXDSOGJar0mQATiqWS8aA2fDJBKs1FSKtXGb8EXKnUmdWdCIyJ4cvvY9/n1iLYqNJXBQO7CgNSKWNCKBSowlWBe3GdcKU9Heo63oOEREdXLwyjfYf/kg2ri1grNGKzpOk8O6SyRIkaEY6+KjkFGcidl9ItGnZU/RkYiILCLLMr5MOYSYa99hUKv+mBL4J16qzgpY0ogEkGQJ609vRkZJFmYHTUUv3x6iIxERWey71J8Qc+07DGl9HyYFjGNBsxKWNCIB1Co1Hu8wHK4OLgjw6SY6DhFRnQzwC4bBbEBox0dY0KyI7yyRDeWX3ULib1cQ6KcPYkEjIrshyRJi04/BLJnhqW2BsE6PsaBZGd9dIhvJLc3HO6fex47k3Sg1lYmOQ0RkMUmW8PG5zxB9bg/isxNFx2k2uLuTyAayS3KxJm4jyszleCF4Blw4zQYR2QmzZMaO5E9xPPMUwjo+hn76vqIjNRssaURWllmchbXxUTCajVgYMotTbRCR3TBLZmw/uxOnshIQ0TkUIzs+KjpSs8KSRmRlp7ISYZJMWNRvDvzdW4uOQ0RkscySbJzJPYcnu47GY+2HiY7T7LCkEVmJJEtQq9QY2fERDGkzEJ7aFqIjERFZ5Pfxq417K7w2+CWOX4LwxAEiK7heeAOvH1uNjOIsqFQqDnBEZDcMZiM2nN6KI6k/AwDHL4FY0oga2dWC61gbFwWD2QAHtUZ0HCIii5WbDXjv9Facy7sIrcZJdJxmj7s7iRrR5VtXseH0Frg7umFhyBz4uniLjkREZJEyUxk2nN6GlNtXEdnzadzXqp/oSM0et6QRNZLrBTew/vRmtNB6YHH/eSxoTdiBAwcwatQojBgxAtHR0VXWr1+/HsOHD8eYMWMwZsyYe96HSEnMkhnr47fgSsE1TOv1DAuaQnBLGlEj8XPTY4A+GOGdQ+Gp9RAdh6wkMzMTq1evxt69e+Hk5ISJEydi0KBB6Nq1a8V9kpKS8PbbbyMkJERgUiLLadQaDPALxmMdhiFY11t0HPoNt6QRNdDF/BSUmsqg1ThhcuAEFrQmLjY2FoMHD4aXlxdcXV0RGhqKmJiYSvdJSkpCVFQUIiIisHLlSpSXlwtKS1SzIkMxLuZeAQA83O4BFjSFYUkjaoCE7DNYHx+FfZe/Eh2FbCQrKws6na5iWa/XIzMzs2K5uLgYgYGBWLp0KT7//HMUFBRgw4YNIqIS1ajAUIh34t7Hv37agHKzQXQcugfu7iSqp1NZCdh25mO08/DHmM5houOQjciyXOU2lUpV8bWbmxuioqIqlqdPn47ly5dj8eLFFj+Hr697w0JaiU6n7K3ESs6ntGx5pbew/vso5JXlY+lD89DWz1d0pBop7f27mzWzsaQR1cPxjDh8mLwLHVu0x/N9p/NanM2In58fTpw4UbGclZUFvV5fsZyeno7Y2FhMmDABwJ1S5+BQt6E2N7cIklS1DIqk03kgO7tQdIxqKTmf0rLll93CmriNKDAU4vm+M9DbL0BR+f5Iae/f3RqaTa1W1fihjLs7ierIYDZi/+WD6OLZEfP78mLpzc2QIUNw9OhR5OXlobS0FIcPH8bQoUMr1js7O+PNN99EamoqZFlGdHQ0RowYITAxUWXfpf6EImMxFgTPQlevTqLjUA24JY2ojpw0jnix31y0cHKHEyd7bHb8/PywePFiREZGwmg0YsKECQgKCsKsWbOwcOFC9OnTBytXrsS8efNgNBrRr18/TJs2TXRsogpju4zCg20Gwc9NX/udSSiWNCIL/XAjFpkl2fhTtyfQ0sVHdBwSKCIiAhEREZVuu/s4tNDQUISGhto6FlG1MoqzsOv855jaaxI8tS1Y0OwEd3cSWeC76z9i94V9yCvLhyRLouMQEVksvSgD78S9j5vFmSgxlYqOQ3XALWlEtTh87Xvsv3wQwbo+mNZrEjS8HicR2YkbhelYFx8FjUqNhf3moBW3oNkVljSiGhy6+h2+SInBAL9gRAY+zYJGRHbjRmE61sRthJPGCYtCZkPvqqv9m0hRWNKIatDGvRWGtB6ISQHjoVbx6AAish+e2hbo5NkBT3Ufy+No7RRLGtEfyLKM1MI0tG/RFn1a9kSflj1FRyIislha0U34uerg4eSO5/tOFx2HGoCbBojuIssyPrt4AP8+sQ7XC26IjkNEVCcX8i9j1cl3sf/yQdFRqBFwSxrRbyRZwq4L+/DftF/wSLuH0M7DX3QkIiKLJeddwMaED+Dr4oPH2j8sOg41ApY0ItwpaB+f+wxHbx7H4x2G44nOIytdj5GISMmScpIRlbQDfq46LAieBQ8nZV7/leqGJY0IQEL2GRy9eRxhHR/D6E4jWNCIyG6UmcqxI3k3Wrv54YXgmXB3dBMdiRoJSxoRgL663lgUMhvdvbuKjkJEVCfODlrMD56Bls6+cHV0ER2HGhFPHKBmyySZEJ38KdKKbkKlUrGgEZFdOZ4Rh6+vHQEAtPdoy4LWBLGkUbNkNBsRlbgDsTePI+X2NdFxiIjq5OjNE/jg7Cc4k3sOZsksOg5ZCXd3UrNjMBuxKfEDJOddwMQeT+Ih/8GiIxERWey/ab9g5/m9CPDuhjlBz/FKKE2YkC1pBw4cwKhRozBixAhER0dXWZ+cnIzx48cjNDQUK1asgMlkEpCSmqJyswHvJWzDubyLmBzwJzzkf7/oSEREFjty42fsPL8XvXwDMDdoKpw0TqIjkRXZvKRlZmZi9erV+Pjjj7F//37s2rULly5dqnSfJUuW4NVXX8WhQ4cgyzJ2795t65jURKmhgoNKg8ieT2NIm4Gi4xAR1YmDSoO+ut6Y1ScSjhpH0XHIymxe0mJjYzF48GB4eXnB1dUVoaGhiImJqViflpaGsrIyBAcHAwDGjRtXaT1RfZSaSlFkKIajxhHP952O+1r1Ex2JiMhiuaX5AIAH/QdjVu9n4ajm0UrNQa0/5eLiYqxatQopKSlYs2YN3n77bSxduhRubvWbhyUrKws6na5iWa/XIyEhodr1Op0OmZmZdXoOX1/lTuKn03mIjtAg9pi/qLwYb/+wFQ4aB6x85C92PweaPf4M7mbv+YlsSZZlfHX1G3x97QheGrAAbdxb2f0YRpartaT985//hF6vR25uLrRaLYqKivC3v/0Nb731Vr2eUJblKrfd/QtX23pL5OYWQZKqPo5oOp0HsrMLRceoN3vMX2Qoxrr4KGQUZ+IvD85BTk6R6EgNYo8/g7tZI79arVL0BzOi+pJlGV+kxODwte8xuNUAtHLTi45ENlbr7s7k5GQsXrwYDg4OcHFxwapVq5CcnFzvJ/Tz80NOTk7FclZWFvR6fbXrs7OzK60nslSBoRDvxL2PzJIszAmaiv5t+oiORERkEVmWsffSlzh87Xs80GYQJgdOgFrFWbOam1p/4mp15buYzeYqt9XFkCFDcPToUeTl5aG0tBSHDx/G0KFDK9b7+/tDq9Xi5MmTAIB9+/ZVWk9kqR1ndyO3NA/zgqajp28P0XGIiCx2IjMe36X+hGFth2BSj3EsaM1Urbs7Bw4ciDfffBNlZWX46aefEB0djUGDBtX7Cf38/LB48WJERkbCaDRiwoQJCAoKwqxZs7Bw4UL06dMHq1atwiuvvILi4mL07NkTkZGR9X4+ar6e7vEkbpXfRlevTqKjEBHVSX+/vlAB6O8XzGPQmjGVfK+DwO5iNBqxadMmHDlyBGazGQ899BCef/55aLVaW2WsMx6TZh32kD+3NA+x6ccwuvPjVT552kP+2tj7a+AxaZZR4him9N89JeezNJskSziQcghD/e+Ht7OX9YP9RsnvHaDsfA3NVtv4VeuWNEdHR8yfPx/z58+vdwgia8vbMBW3tBpsbusFo4s77m9zH1q6+IiORURkEbNkxofJu3AiMx6e2hZ4uO0DoiORAnAnN9m9vA1TkeesQVQ7L5hUKky9mMaCRkR2wyyZse3sTpzIjMeYzmEsaFSh2i1p27Ztq/Ebp02b1uhhiOoj21mDrW29AAAz0/LhZ+TFhonIPhglE7YlReN0zhmM7xqOR9rzRDn6n2pL2oULFxATE4ORI0faMg9RnRWo1XCUgalpt6A3mmGSRCciIrKM0WxEXlk+nuo+FsPaDhEdhxSm2pL2xhtvID09Hffffz+eeOIJW2YiskiJsQSujq4YODUKHTZMhVYNmCTA5/ntoqMREdXIYDZABRVcHV3w1wEvwIGXeaJ7qPGYtL/97W84ffq0rbIQWezK7Wt47ei/cDIzHgCgf347POduZ0EjIsUrM5Vjw+mt2HImGrIss6BRtaotaT/88AO6dOmCV199tdLtsizX+5JQRI3h0q0rWBcfBVdHV3Ty7CA6DhGRxUpNZXj39BZcunUF/fV9OQca1ajakvbPf/4TmzZtqnRbbm4uIiMj8cMPP1g9GNG9XMi/jHfjN8NL64nF/ebCx9lbdCQiIouUGEuxPn4zrhZcx/TekzGwVYjoSKRw1Za0Xbt24eeff8bChQtRWlqK48ePY8yYMWjbti12795ty4xEAIDc0nxsOL0VPi4+WBQyF15aT9GRqBk6cOAARo0ahREjRiA6OrrK+uTkZIwfPx6hoaFYsWIFTCaTgJSkRFvPRCO1MA0ze09BP32Q6DhkB6rdEe7j44OtW7di1apVCA8PR2FhIV5++WU8+eSTtsxHVMHXxRvju0UgWNcbHk5Na4Z5sg+ZmZlYvXo19u7dCycnJ0ycOBGDBg1C165dK+6zZMkS/POf/0RwcDCWL1+O3bt345lnnhGYmpTiiS4jUVBeiN4tA0VHITtR44kDJSUlSE1NhYODA5ycnBR9KShquhKyz+B6wQ0AwEP+g1nQSJjY2FgMHjwYXl5ecHV1RWhoKGJiYirWp6WloaysDMHBwQCAcePGVVpPzc/t8kIcunjnEKH2Hm1Z0KhOqt2SdubMGSxcuBADBgzAvn37kJKSggULFiAuLg5Lly6FgwPPRiHrO5WVgG1nPkaATzfM7ztDdBxq5rKysqDT6SqW9Xo9EhISql2v0+mQmZlZ5+dR6rVIdToP0RFqpLR8eSW3sP74JuSW5KNfWG/o3HxFR6qW0t67P1JyPmtmq7ZpPffcc3jppZfw1FNPAQB69eqFPXv2YPHixZgyZQo++eQTq4UiAoDjGXH44Own6OTZAdN7TRYdhwiyXPWi53efnVfbekvxAut1p7R8eWX5WBO3CYWGQqwYtgAocUJ2iXLy3U1p790fKTmftS+wXu3uzg8//LCioP3Ox8cH27Ztq9iUT2Qtv9w8gQ/OfoKuXp0wv+8MuDg4i45EBD8/P+Tk5FQsZ2VlQa/XV7s+Ozu70npqHnJK8/DOqfdRbCzGguBZCNB1rf2biO6h2pLWs2fPe3+DWo1ly5ZZLRCRLMuIz05CD++ueL7vdDg78FhIUoYhQ4bg6NGjyMvLQ2lpKQ4fPoyhQ/93rUV/f39otVqcPHkSALBv375K66l5uFZwHWXmciwMns25HKlBeGAZKYpRMsFR7YAZv+3edNQ4Ck5E9D9+fn5YvHgxIiMjYTQaMWHCBAQFBWHWrFlYuHAh+vTpg1WrVuGVV15BcXExevbsicjISNGxyUZ+H7/6+wUj0KcHXB1dREciO8eSRorx7fUfcSzjFBaFzOHgRooVERGBiIiISrdFRUVVfB0QEIA9e/bYOhYJll6UgQ2nt2Jy4AQE+nTnGEaNosYpOIhs5dDV77D30pfQubaEVuMkOg4RkcVSC9PxTtz7kGQJPlov0XGoCeGWNBJKlmV8dfUbfHXlawzwC0Zk4NPQqDWiYxERWeRaQSrWx2+GVqPFwpDZ0Lu2FB2JmhCWNBLq+9Sf8NWVrzG41QBMDpwAtYobd4nIPmSX5GJtXBTcHF2wKGQOfF18REeiJoYljYQK0QehxFSKUZ1GsKARkV3xdfHG8HYP4IE2g+Dt7CU6DjVB/KtINifLMn69eRKSLMHb2QvhnUNZ0IjIblzMv4yc0jyoVWqEdw5lQSOr4V9GsilJlrDz/F58mLwLcVkJtX8DEZGCnM09j3dPb8GnF/aJjkLNAHd3ks1IsoTo5D34JeMEHu8wHP30fUVHIiKyWGLOWWxO3AE/Nz2mBD5V+zcQNRBLGtmEWTLjw+RdOJEZj1GdRmBUx8fqdU1DIiIR4rOTsDUpGv7urfFC8Ey4ObqKjkTNAEsa2URGSRZOZ5/BE51HIrTjI6LjEBFZTJIlfHv9R7T38Mf84BlwceBEtWQbLGlkVbIsQ6VSwd+9NV4bvIQH2BKRXZFlGWqVGvOCpkKtUsPZwVl0JGpGeOIAWY3RbMT7CdvwU9ovAMCCRkR2JTb9ON49vQVGsxGujq4saGRzLGlkFQazAe8nbEdS7jnwyDMisjc/pf2C6HOfAgBkyILTUHPF3Z3U6MpM5Xg/YRsu3bqCKQF/wv1tBoqORERksSOpP+PTi/vR2zcAM3s/C0eNo+hI1EyxpFGjMktmbDi9BSm3ryGy59O4r1U/0ZGIiCz2441YfHpxP/rqemN6r2fgoOafSRKHv33UqDRqDYJ0vfBwuwfRTx8kOg4RUZ109eqMB/0H46luY6BRa0THoWaOx6RRoyg2luB6wQ0AwGPth7GgEZHdkGUZyXkXIMsy2ri3wqQe41jQSBFY0qjBCg1FWBO3ERtOb0W52SA6DhGRxWRZxv7LB7E+fjMScs6IjkNUCUsaNcjt8kK8E7cRWSXZeK7nRGg1TqIjERFZRJZl7L30Jb6+fgQP+g9Gn5Y9RUciqoTHpFG93Sq/jbVxm5BfdgvP952O7t5dRUciIrKIJEv49MIX+DEtFg+3fQATuj3BS9WR4rCkUb19e/1H3C4vwPzgmejq1Ul0HCIii6UWpuGntKN4rP0wjO0yigWNFIkljeptbJdRuL/1QLRxbyU6ChFRnXRo0Q7LBi6Cv3trFjRSLJuXtPT0dCxZsgS5ubno1KkTVq1aBTc3tyr3GT16NNq3bw8AaNmyJbZs2WLrqHQPWSU52H1hH57rOREeTu4saERUJ/PeOoJyowStoxrv/eVhmz63WTIj+tweBOt6I0jXC2092tTp+2f9+zuYJUCjBqJeesRKKYn+x+YnDvz973/HM888g5iYGPTu3RsbNmyocp/ExERERERg//792L9/PwuaQqQVZOCdU+8htTANBYZC0XGIyM78XtAAoNwoYd5bR2z23GbJjG1nPsavGSeRWZJd5+//vaDdeaw7y0TWZtOSZjQacfz4cYSGhgIAxo0bh5iYmCr3S0xMxIULFzBu3DhERkbi/PnztoxJ95BelIH/++5tSJCxKGQO/N1bi45ERHbm94JW3bK1GCUTopJ2IC47EeO7hmNEh4fr/BhmqeZlImuwaUnLz8+Hu7s7HBzu7GXV6XTIzMyscj+tVouxY8di7969mDFjBubPnw+DgfNviZJWdBPvxL0PtUqNF0PmchcnEdWL1lFd47I1mCQTNiV+gMScs3iq+1g80n5ovR5Ho655mcgarHZM2sGDB/HGG29Uuq1jx45V7nevAzYXLFhQ8fWwYcPw1ltvISUlBQEBARY9t6+ve93C2pBO5yE6Qp05ukvo7NMes/pPQisPveg4DWKP7/8f2ftrsPf8VH/v/eVhmx+TplFpoHdpieAevfGA/6B6P07US4/wmDSyOauVtLCwMISFhVW6zWg0YtCgQTCbzdBoNMjOzoZeX/WP/o4dOxAeHg5vb28AdyYc/H3rmyVyc4sgSXLDXoAV6HQeyM62n2O5bhZnQu/SEhq1BnN7TYfOw77y/5G9vf/3Yu+vwRr51WqVoj+YUWWrAk5AyrgAdavuAB622vOUmcpRaCiCztUXf+o+plEe8239Z4ChGHByA8CSRtZn0w22jo6OGDBgAL766isAwL59+zB0aNVNz8ePH8eePXsAAMeOHYMkSejcubMtozZ7l25dwZsn1mF/ykHRUYioiSj+zypIaUmA2QApLQnF/1lllecpNZXh3dNbsCZuI4xmY6M8ZuH2+XcKGgAYiu8sE1mZzfeqv/baa9i9ezdGjRqFEydO4MUXXwQA7Ny5E2vWrAEArFixArGxsQgPD8e//vUvvPXWW1CreQCArZzPu4R34zfDS+uFR9o9JDoOETURUsaFGpcbQ4mxBOvio3C14DrGd4uAo8axcR7494JW3TKRFdh8njR/f3/s2LGjyu2TJk2q+NrPzw/btm2zZSz6TXLuBWxM3I6WLr5YGDIbLZx4/BDR7zjPY8OoW3W/syXtruXGVGQsxvr4zUgvysCs3s8iSNer8R7cya1yMXNyq/6+RI2Em6eoQpmpHNvP7oTeVYdFIXNY0Ij+gPM8Nozb6L9C7d8b0DhB7d8bbqP/2qiP/8XlGNwszsScoOcat6AB8Jj67v+KmZPbnWUiK+NloaiCs4MW8/pOg86lJdwcXUXHIVKU3+d5fPfdO3+cx40bhylTpmDJkiWV7nf3PI/u7u5YsWIFevToISKyIjV2MbvbuK6jMahVf3Tx6miVx2cxI1vjljTCyczT+D71vwCAji3as6AR3QPneVSmW+W3sePsbpSZyuHs4Gy1gkYkArekNXPHMk7hw7O70MWrI4b63w+NWiM6EpFwIud5BJQ716PS5rjLLs7F2l83oqC8CDcLs9BJ1050pGop7b37I+arP2tmY0lrxmLTj+Pjc3vQzbsL5gZNZUEj+o3IeR4BZc71qLQ5+nJKc/HOqY0oM5fjheCZ6OTdTlH57qa09+6PmK/+Gpqttnkeubuzmfop7RdEn/sUAT7dMC9oGrQaJ9GRiBSN8zwqR1ZJNlafeh8GswELQ2ahY4v2oiMRWQW3pDVTZtmM3r6BmNl7SuPNI0TUxL322mtYtmwZ3nvvPbRu3Rpvv/02gDvzPGZlZWHRokVYsWIFli1bhv3790Or1VptnscXVv+AknIzXLUarF88rNEfX8lkWYargwum9p0Of/fWouMo3qYvziAxJRd9Ovti9hONe9YrWZdKlmVlbVNvBErcVQAoY5PtrfLb8NJ6AgAkWYJaZfkfDyXkbwh7zw/Y/2vgZaEsU9sY9ntB+50tipoSfvduld+Gp1MLqFSqKuOXEvJVR2S2TV+cwS9n/3eCy+CeflWKmpLfO0DZ+bi7kxpNzNXv8Pdf3kR6UQYA1KmgEZFy3F3Q7rXcFKUWpuH/HVuNQ9e+A8Dxy1KJKbk1LpOy8be8GZBlGf9JOYwDKTHo27I3/Fx1oiMRUQO4ajU1Ljc11wpSsSZuE5zUTuivDxYdx6706exb4zIpG0taEyfLMr5IicFXV7/B4NYDENnzKZ7FSWTn1i8eVlHMmvoxaSm3r2JtXBRcHVywuN886FxZMupi9hO9MLinH9ycHe65q5OUjScONHEnM+Nx+Nr3eNB/MJ7uPpa7CIiaiKZczH5XairFe6e3oYWTOxaGzIa3s5foSHaJxcx+saQ1cSH6IJhkMwa16n/PiTeJiJTKxcEFz/WciLYebSpOeCJqTrhZpQmSZAlfphzG7fICaNQaDG49gAWNiOzG2dzzOJWVAADo3TKQBY2aLZa0JkaSJXyU/CkOXv2mYpAjIrIXiTlnsTFhO765/gMkWRIdh0go7u5sQsySGR8m78KJzHiEd3ocw9s9KDoSEZHF4rMSseVMNNq5++OFvjN4DC01eyxpTYRZMmPbmY8Rl52IMV3C8HiH4aIjERFZ7ERmPD44+wk6tmiH5/tOh4uDi+hIRMKxpDURZeZyZJZkY3zXcDzSvur1BImIlCyt6CY6e3bAvKBpcHZwFh2HSBFY0uyc0WyESqWCm6MrXhqwgNfhJCK7Umoqg4uDM57oPBIm2QxHNf8sEf2OO/ztmMFswPsJ27HtzMeQZZkFjYjsyo83jmLlL28ipzQXKpWKBY3oD1jS7FSZqRwbTm/F+fxL6NOyJ6fYICK78n3qf7Hrwufo0KItPDnFBtE98WOLHSo1lWHD6a24WnAdU3tOxIBWIaIjERFZ7OtrR7Dv8lcI1vXBtF6T4MAtaET3xP8ZdmhL0ke4WnAd03tNRoi+j+g4REQWO5ZxCvsuf4X++r54rudEXkuYqAYsaXYovPPjGFp+P4J0vB4bEdmXYF1v3O4yCo+2H8p50Ihqwf8hdqLQUITY9GMAgI4t2rOgEZHdkGUZP9yIRampDE4aJ4zo8DALGpEFuCXNDtwuL8Da+CjkluYhwKcbfJy9RUciIrKILMv47OIBfH/jvzDLZjzS7iHRkYjsBkuawt0qv401cRtxq7wA8/tOZ0EjIrshyRJ2X9iPn9KOYnjbBzG8LS9VR1QXLGkKlluaj7VxG1FkLMYLfWeii1dH0ZGISCEKt88HDMWAkxs8pr4rOk4Vkixh57nPEHvzOEa0fxhjuoRxqiBBCqP/ChTnAG4t4TF5leg4VAc8KEDBLt++ghJTKV4InsWCRkQVKgoaABiK7ywrTKGhCGfzLiCs46MsaAJVFDQAKM65s0x2g1vSFMgsmaFRa3Bfq37o6dsD7o5uoiMRkZL8XtCqWxbILJmhUqngqW2Bl+97keOXaL8XtOqWSdG4JU1hMoozsfKXN3Eh/xIAcIAjoqqc3GpeFsQkmbD1TDQ+vbAfsixz/FICt5Y1L5OisaQpSFrRTaw+9T4MkhEeTh6i4xCRQnlMffd/xUwhx6QZJRM2J+1AfHYS9K467t5UCI/Jq/5XzHhMmt3h7k6FSC1Mw7r4KDiqHbEwZDb8XHWiIxGRgimhmP3OYDZiU+IHSM67gKe7P4mhbe8XHYnuwmJmv1jSFCC7JBdr4jbBWaPFopA50Ln6io5ERGQRWZaxOWkHzuVdxOSACRjS5j7RkYiaDJY0BfB18caDbQbhIf/74evCedCIyH6oVCo85D8Y/fV9Mah1f9FxiJoUljSBLt26Am+tF3xdvDG26yjRcYiILFZqKsXlW1fRu2Ug+rTsKToOUZPEEwcEOZd3EevjN2P3hX2ioxAR1UmJsQTr4jZjc9IO3C4vEB2HqMniljQBzuSeR1TiB9C5tMSUwD+JjkNEZLEiQzHWxUchozgTM/s8C09tC9GRiJosYVvS1qxZg3Xr1t1zncFgwJIlSxAWFoYnn3wSly9ftnE660nMOYtNCdvh56rHopA58HByFx2JiOqouY5fhYYirInbiMySLMwOmsrdnERWZvOSVlhYiOXLl2Pr1q3V3mfHjh1wcXHBwYMHsXz5cixbtsyGCa1HkiUcuvod/N3bYFHIbLgrZAJKIrJMcx6/AOBUVgKyS3MxN2gaevn2EB2HqMmz+e7Ob7/9Fh07dsS0adOqvc+RI0ewaNEiAMDAgQORn5+P9PR0tGnTxlYxG50sy1Cr1Jjbdxo0KjVcHFxERyKiOmrO4xcADPW/H718e6ClC6cJIrIFm5e0sWPHAkC1uwoAICsrCzrd/yZz1el0yMjIsNtB7tebJxGXnYBlD8/jZVKI7Jitxi9fX+UcBpFdnIvVsVGYO3AKOujbQg/lHoOm0yn3Si1KzgYwX0NYM5vVStrBgwfxxhtvVLqtc+fO2L59e70eT622fM+skga471JisSN5N3rpu8MsS4r+RbME84tn76/BHvKLHL8AIDe3CJIk1+u5GtOdibY3osxcDqPZhOzsQtGRqqXTeSg2n5KzAczXEA3NplarauwsVitpYWFhCAsLq9f36vV6ZGdno0OHDgCA7Oxs6PV6i79fKQPcjzeOYteFz9HTpwdmBEbC2UGr2F80Syj5P4ol7D0/YP+vwRr5axvk6kPk+KUUmcVZWBsfBaPZiIUhs9DVt6Nd/+4R2SNFzpM2bNgw7N+/HwBw4sQJaLVau9vV+VPaL9h14XP0aRmI2UHPwUnjKDoSEdlAUxi/skty8U7cRpgkExb1m4P2Hm1FRyJqlhRT0nbu3Ik1a9YAAJ599lkYDAaMHj0ar7/+Ov79738LTld3HVu0x/2tB2Jm72fhqOZ0dERNWVMbv7y0LRDg0w0v9psLf/fWouMQNVsq+ffTdpoQkbs7L+ZfRjfvLvdcx11VYtl7fsD+X4O97O4UTdQYllZ0E95aT7g6ulZZp/TfPSXnU3I2gPkawtrHpClmS5q9k2UZX6YcwjtxG3E6+4zoOEREdXK14DpWn3of0ec+Ex2FiH7D/XCNQJZl7L98EF9fP4L7Ww9En5aBoiMREVns8q2r2HB6C9wd3TCua7joOET0G5a0BpJlGZ9dPIDvb/wXD/nfj6e6j4FaxQ2URGQfLuRfxnsJ2+ClbYGFwbPh7ewlOhIR/YYlrYGuFabiyI2fMbztgxjfLQIqlUp0JCIii0iyhN0X9sHH2RsLg2fxYulECsOS1kAdW7THkgEvoL1HWxY0IrIrapUa84KmwUnjBA+npnXyBVFTwP1y9SDJEqKT9+BM7nkAQIcW7VjQiMhuJGSfwc7zeyHJEnxdfFjQiBSKJa2OzJIZ28/sROzNY0grTBcdh4ioTk5lJSAqaQdSC9NgMBtExyGiGnB3Zx2YJBO2nfkY8dlJGNtlFEZ0eFh0JCIiix3PiMOHybvQsUV7PN93OpwdnEVHIqIasKRZyCSZsDlpBxJzkjGh2xMY3u5B0ZGIiCz2682T2JG8G129OmFu0DQ4O2hFRyKiWrCkWUij0sBT64mnuz+JoW3vFx2HiKhOWmg90LtlAKb3mgwnjZPoOERkAZa0WpSbDSgyFMPXxRuTeowTHYeIqE4yijPRys0PgT7dEejTXXQcIqoDnjhQgzJTGTac3oI1cRthNBtFxyEiqpPvrv+If/76NpLzLoiOQkT1wJJWjVJTKdbHb0HK7Wt4ostIOGocRUciIrLY4Wvf47NLXyJY1xvdvbqIjkNE9cDdnfdQYizB+vgtSC1Kw/RekxGi7yM6EhGRxQ5e+QZfXjmMAX7BiAx8Ghq1RnQkIqoHlrR7+PzSV0grSsfsPpHo07Kn6DhERBa7dOsKvrxyGINa9ceUwD/xWsJEdowl7R6e7Doa97UKQTdv7iIgIvtyZ4qNqejlG8CCRmTn+D/4N7fLC/Dxuc9gMBvh6ujCgkZEdkOWZey/fBDXC24AAPq07MmCRtQE8H8xgPyyW3jn1Ps4kRmHjJJM0XGIiCwmyRI+ufA5Dl/7Hgk5Z0THIaJG1Ox3d+aW5mNt3EYUGUvwQvBMtPdoKzoSEZFFJFnCx+c+w9Gbx/F4h+EY3elx0ZGIqBE165J2OWo6trb3RplahQWDFqJji/aiIxERWcQsmbEj+VMczzyFsI6PYXSnEVCpVKJjEVEjara7O/M3TIXkoIKjLGNm2i14fvQ30ZGIiCwmQ0aZuRQRnUMR3vlxFjSiJqjZbklTqwE/gxmLr+dBJQNys62rRGSPHNQOmN3nOZ4gQNSENdv/3ZJ051+VXHmZiMhesKARNW3N9n+49/PbYTYDsgyYzXeWiYiIiJSi2e7uBFjMiIiISLma7ZY0IiIiIiVjSSMiIiJSIJY0IiIiIgViSSMiIiJSIJY0IiIiIgViSSMiIiJSoCY5BYdardzLoyg5myWYXzx7fw2Nnd/e3497UeprUmqu3yk5n5KzAczXEA3JVtv3qmRZluv96ERERERkFdzdSURERKRALGlERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlWtmbNGqxbt+6e6wwGA5YsWYKwsDA8+eSTuHz5so3T1Sw9PR2TJ0/GyJEjMW/ePBQXF9/zPiEhIRgzZgzGjBmDGTNmCEha2YEDBzBq1CiMGDEC0dHRVdYnJydj/PjxCA0NxYoVK2AymQSkrFltr2H9+vUYPnx4xft+r/uIVlRUhPDwcNy4caPKOnv4GdAdSh3DlDg+KX3sUfq4ovQxo6Z8VnvvZLKKgoIC+eWXX5aDgoLktWvX3vM+mzdvll999VVZlmX52LFj8oQJE2wZsVazZ8+Wv/zyS1mWZXn9+vXyv//97yr3iYmJqXgNSpCRkSEPHz5czs/Pl4uLi+WIiAj54sWLle4zevRoOS4uTpZlWX755Zfl6OhoAUmrZ8lrmDNnjnzq1ClBCWsXHx8vh4eHy7169ZJTU1OrrFf6z4CUP4YpbXxS+tij9HFF6WNGbfms9d5xS5qVfPvtt+jYsSOmTZtW7X2OHDmCJ554AgAwcOBA5OfnIz093VYRa2Q0GnH8+HGEhoYCAMaNG4eYmJgq90tMTMSFCxcwbtw4REZG4vz587aOWklsbCwGDx4MLy8vuLq6IjQ0tFLutLQ0lJWVITg4GED1r0uk2l4DACQlJSEqKgoRERFYuXIlysvLBaW9t927d+O1116DXq+vss4efgak7DFMieOT0scepY8rSh8zasoHWO+9Y0mzkrFjx2L27NnQaDTV3icrKws6na5iWafTISMjwxbxapWfnw93d3c4ODgAuJMtMzOzyv20Wi3Gjh2LvXv3YsaMGZg/fz4MBoOt41b443uq1+sr5b7Xe36v1yVSba+huLgYgYGBWLp0KT7//HMUFBRgw4YNIqJW6/XXX8eAAQPuuc4efgak7DFMieOT0scepY8rSh8zaspnzffOoVEepRk7ePAg3njjjUq3de7cGdu3b6/X46nVtu/N93oNHTt2rHI/lUpV5bYFCxZUfD1s2DC89dZbSElJQUBAQKPntIQsy1Vuuzt3beuVoLaMbm5uiIqKqliePn06li9fjsWLF9skX0PZw8+gOVH6GGYv45PSxx57HldEv3e1seZ7x5LWQGFhYQgLC6vX9+r1emRnZ6NDhw4AgOzs7Go3pVrTvV6D0WjEoEGDYDabodFoqs22Y8cOhIeHw9vbG8Cd/0y/f7oVwc/PDydOnKhYzsrKqpTbz88POTk5Fcui3vOa1PYa0tPTERsbiwkTJgAQ/57XlT38DJoTpY9h9jI+KX3ssedxRfR7Vxtrvnfc3SnQsGHDsH//fgDAiRMnoNVq0aZNG8Gp7nB0dMSAAQPw1VdfAQD27duHoUOHVrnf8ePHsWfPHgDAsWPHIEkSOnfubNOsdxsyZAiOHj2KvLw8lJaW4vDhw5Vy+/v7Q6vV4uTJkwCqf10i1fYanJ2d8eabbyI1NRWyLCM6OhojRowQmLhu7OFnQJYRNYYpcXxS+thjz+OK6PeuNlZ97xr9VASqZO3atZXOjPr444/ld955R5ZlWS4rK5NfeukledSoUfLYsWPlpKQkUTHv6caNG/KUKVPksLAwefr06fKtW7dkWa78GjIyMuSpU6fKo0ePlseNGycnJyeLjCzLsix/8cUX8ujRo+XHH39c3rRpkyzLsjxz5kw5ISFBlmVZTk5OlsePHy+PHDlS/vOf/yyXl5eLjHtPtb2GmJiYivXLli1T5GuQZVkePnx4xZlQ9vYzoDuUOoYpcXxS+thjD+OK0seM6vJZ671TyfI9dvYSERERkVDc3UlERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkZERESkQA6iA1hDfn4xJEkWHaMKX1935OYWiY5Rb8wvnr2/BmvkV6tV8PZ2a9THFE2JY5jSf/eUnE/J2QDma4iGZqtt/GqSJU2SZMUNcL9Tai5LMb949v4a7D2/LSh1DFNiprspOZ+SswHM1xDWzMbdnUREREQKxJJGREREpEAsaUREREQKxJJGREREpEAsaUREREQKxJJGREREpEBNcgoOIrJv+RumQq0GJAnwfn676DhERBY79u5ydNZkIsXsh/vm/78GPRa3pBGRouRtmAqVBlCpAI3mTmEjIrIHx95dju4O6XBSmRHgkI5j7y5v0OOxpBGRYkiyhP+0csfneg/Iqju3qTlKEZG9cM/F2vY+uO14Z+DqrMls0MNx+CMiRZBkCTvP7cUvXq5wNUvAb5N4S5LYXEREljiTex4f+XtCBUDz21UIUsx+DXpMljQiUoSDV75B7M1jGNnxUYzIKgZkwGxW5jFpRUVFCA8Px40bN6qsW79+PYYPH44xY8ZgzJgxiI6OFpCQiGzpZnEmNiVsR5sWbTDsmhZOJjXOmdo0+Jg0njhARIowtO0QeDh5YGjb+4HnQ0XHqdbp06fxyiuv4OrVq/dcn5SUhLfffhshISG2DUZEwrRy1WNs19EY1KofXO9zBQC0bITH5ZY0IhLGLJnxzfUfYJbM8HByv1PQFG737t147bXXoNfr77k+KSkJUVFRiIiIwMqVK1FeXm7jhERkK7+knkJGcSZUKhWGt3sQro6ujfr4LGlEJIRRMiEqaQc+v/QfnM07LzqOxV5//XUMGDDgnuuKi4sRGBiIpUuX4vPPP0dBQQE2bNhg44REZAu/3jyJ1Uc34z9Xvrbac3B3JxHZnMFsRFTShzibex5Pdx+LPi17io7UKNzc3BAVFVWxPH36dCxfvhyLFy+u0+P4+ro3drRGodN5iI5QIyXnU3I2gPnq6ruUn7EjeTd6+3XHiw9Oh7OD1irPI6ykFRUVYeLEiXj//ffRtm3bSuuSk5PxyiuvoKioCAMGDMDf//53ODiwTxI1BQazARsTPsD5/Et4JmA8HmgzSHSkRpOeno7Y2FhMmDABACDLcr3GrtzcIki/nR2mFDqdB7KzC0XHqJaS8yk5G8B8dfXjjaPYdeFz9PTpgaUPPo/b+eUohKFej6VWq2r8UCZkd+fp06cxadKkag+8XbJkCV599VUcOnQIsixj9+7dtg1IRFaTXZqL64U38GzgU02qoAGAs7Mz3nzzTaSmpkKWZURHR2PEiBGiYxFRI5FkCXHZiejTMhCzg56Dk4OTVZ9PSEmr6cDbtLQ0lJWVITg4GAAwbtw4xMTE2DghETU2k2QCAPi7t8bf71+GQa37C07UeGbNmoXExET4+Phg5cqVmDdvHkaOHAlZljFt2jTR8YioEZgkE9QqNeYGTcXM3s/CUW39PXxC9iG+/vrr1a7LysqCTqerWNbpdMjMbNiMvUQkVomxBOtPb8HQTvdhsO8guDq6iI7UYN99913F13cfhxYaGorQUOVOIUJEdXfwyjc4m3ceLwTPglZj3a1nd1PcgV6yXPU4DJVKVafHUOpBt4DyDn6sK+YXz95eQ2F5EVb9sAU3itLR2kNnd/mJqPmSZRlfXjmMmKvf4r5W/Wyy9exuiitpfn5+yMnJqVjOzs6udj6i6ijxoFtAeQc/1hXzi2dvr6HQUIR18VHILMnGnD7PYYB/30bPX9uBt0RE9SHLMvZfPoivrx/BkNYDMSlgPNQq2x4lprh50vz9/aHVanHy5EkAwL59+zB06FDBqYioroySCWvjNiGrJAfzgqahl2+A6EhERBaLufodvr5+BA/53y+koAEK2pI2a9YsLFy4EH369MGqVavwyiuvoLi4GD179kRkZKToeERUR45qBzzc9gHoXFuiu3cX0XGIiOqkv19fSLIZozqNqPNhV41FaEmr7sDbgIAA7NmzR0QkImqg3NJ85JXloZt3Fzzg37Sm2CCipk2SJZzIjMdAvxDoXVtidOfHheZR3O5OIrJfOaW5eCfufWw7sxNGs1F0HCIii0myhB3Ju/HB2U9wJvec6DgAFLS7k4jsW1ZJNtbEbYLRbMQLITPhqHEUHYmIyCJmyYwPzn6Ck1mnEd4pFL1bBoqOBIAljYgaQUZxJtbEbYIkS1jUbw783VuLjkREZBGTZMK2Mx8jPjsJY7uMwogOD4uOVIEljYga7Of0Y5AhY1HIHLRxbyU6DhGRxVIL05GUk4zx3SLwSLuHRMephCWNiOpNlmWoVCo82XU0Hmn3ELydvURHIiKyyO/jVyfP9vjb4Jfg6+ItOlIVPHGAiOrlasF1/PvEWuSX3YJapWZBIyK7UW42YH38ZpzIiAMARRY0gCWNiOoh5fZVrIuLQrGxFJIsiY5DRGSxMlMZ3o3fgvP5l2BW+PjF3Z1EVCcX81OwIWErvJxaYGHIbG5BIyK7UWoqxbvxW3GtMBVTe03CAL9g0ZFqxJJGRBZLuX0V757eAh9nbywKmQ1PbQvRkYiILGIwG7EubjNSi9IwvddkhOj7iI5UK5Y0IrKYn6sefXW9ML5bBFo4eYiOQ0RkMUe1A3r69kBYp0fRp2VP0XEswpJGRLW6fOsq2rdoCzdHV0zr9YzoOEREFis0FKHQUIQ27q0QLvgyT3XFEweIqEbxWYl4J+59/CflsOgoRER1cru8AO+ceh/vJWyDSTKJjlNnLGlEVK0TmfHYciYaHTzaIbTjcNFxiIgsll92C++ceh955bcQGfgUHNT2t/PQ/hITkU38evMkdiTvRhevjpgXNA3ODs6iIxERWSS3NA9r4jah2FiCBcEz0dmzo+hI9cKSRkRVlJpKsffSl+jm3QVzg6ZCq3ESHYmIyGIHr36LElMpFobMQocW7UTHqTeWNCKqwsXBBS/2mwtfZx84aRxFxyEiqpOnuo/Fo+2HorWbn+goDcJj0oiowvep/8XBK98AAFq7+bGgEZHduFmcifdOb0OpqRROGke7L2gAt6QR0W++vnYE+y5/hWBdb0iyBLWKn+GIyD6kFd3E2rhNUKvUKDAUwcXBRXSkRsGSRkQ4eOVbfHnlEPrr++K5nhNZ0IjIblwvvIH1cZvhqHHEwpDZ8HPViY7UaFjSiJq5/6QcxldXv8GgVv0xJfBPLGhEZDeuFaRiXfxmuDg4Y1HIbLR08RUdqVGxpBE1c74uPnigzSBM7PEkCxoR2RV3R3e08/DHlIA/wdfFW3ScRseSRtQMybKMm8WZaOPeCoNbD8Dg1gNERyIistjN4kz4uerg6+KNRSGzRcexGn5sJmpmJFnCrgv78K8Ta5FRnCU6DhFRnZzLu4h/HV+LQ1e/Fx3F6rgljagZkWQJO899htibxzGi/cNN6gBbImr6zuSew6bED+HnqsOD/oNEx7E6ljSiZkKSJexI3o1jGacQ1vFRjO70OFQqlehYREQWScg+gy1JH6G1eyu8EDwT7o5uoiNZHXd3EjUTv2acwrGMUwjvFIrwzqEsaA1QVFSE8PBw3Lhxo8q65ORkjB8/HqGhoVixYgVMJpOAhERNS7GxBB+c/QT+Hm2wMHh2syhoAEsaUbMxqFU/PN93BsI6PSo6il07ffo0Jk2ahKtXr95z/ZIlS/Dqq6/i0KFDkGUZu3fvtm1AoibIzdEV8/pOx4LgWXB1bBoT1VqCJY2oCTNKJnx87jPklOZBrVKjl28P0ZHs3u7du/Haa69Br9dXWZeWloaysjIEBwcDAMaNG4eYmBgbJyRqGlI2LcZ3H8/FlrWzAABdvTrBxcFZcCrbYkkjaqIMZiM2JXyAn9N/xeVbV0THaTJef/11DBhw7ylLsrKyoNP972QMnU6HzMxMW0UjajJSNi3GFY9S7PXzQIq7GZc3LRYdSQieOEDUBJWbDdiYsB0X8i9jcsAEDGrdX3SkZkGW5Sq31efYP19f98aI0+h0Og/REWqk5HxKzgYoL1+MRxkO+LVAj+JyTL55GxpJeRl/Z81cLGlETUyZqQzvJWzD5VtX8WzgUyxoNuTn54ecnJyK5ezs7HvuFq1Nbm4RJKlq4RNJp/NAdnah6BjVUnI+JWcDlJfvu+s/4oCfBwKLyvFMxm04yECO2ltRGX/X0PdOrVbV+KGMuzuJmhgZMsyShKm9JrGg2Zi/vz+0Wi1OnjwJANi3bx+GDh0qOBWRfTFIRgTr+iA0Qw21BOSqvNF59mrRsYTgljSiJqLEWAIHtQNcHFzw5/7zeB1OG5o1axYWLlyIPn36YNWqVXjllVdQXFyMnj17IjIyUnQ8IsWTZRm3DQXw0npiZMdHIckS1H2eBQB0U9iWPltiSSNqAooMxVgXHwUvrSfmBk1lQbOB7777ruLrqKioiq8DAgKwZ88eEZGI7JIsy/gy5RB+SDuKZQMXoqWLL8ew3/BdILJzhYYirInbiMySLAxtO4ST1BKR3ZBlGZ9f/g9irn2Hfvo+8HH2Fh1JUbgljciO3S4vwNq4Tcgty8fcoGkI8OkmOhIRkUVkWcaei1/gyI2fMdR/CP7U/QluQfsDljQiOyXLMrYkfYS88luY33cGunl3Fh2JiMhiP6f/iiM3fsYj7R7CuK7h3AtwDyxpRHZKpVLh6R5Potxcjs6eHUXHISKqk0GtB0CjdsDgVv1Z0KohZLvigQMHMGrUKIwYMQLR0dFV1q9fvx7Dhw/HmDFjMGbMmHveh6i5yi7JxdfXjkCWZfi7t2ZBIyK7YZbM+DLlEIqMxXBUO+D+1gNY0Gpg8y1pmZmZWL16Nfbu3QsnJydMnDgRgwYNQteuXSvuk5SUhLfffhshISG2jkekaOkFGVh96j2YJBPua9UPntoWoiMREVnELJmx/exOnMpKgI+zN4a0uU90JMWz+Za02NhYDB48GF5eXnB1dUVoaGiVCxAnJSUhKioKERERWLlyJcrLy20dk0hxbhZn4rXvV8Msm7Go3xwWNCKyGybJhC1nonEqKwFPdh3NgmYhm5e0P16AWK/XV7oAcXFxMQIDA7F06VJ8/vnnKCgowIYNG2wdk0hR0opu4p1T70MF4MV+c+Hv3lp0JCIiixjNRkQlfojT2UmY0O0JPNZ+mOhIdsPmuztruwCxm5tbpYkhp0+fjuXLl2Px4sUWP4dSL04MKPcCsZZifjEul12Ei6MWKx5eiDYefqLjNIi9/gyIqH5KTGXILMnGxB7j8JD/YNFx7IrNS5qfnx9OnDhRsZyVlVXpAsTp6emIjY3FhAkTANwpdQ4OdYupxIsTA8q7iG1dMb/tlZnK4OzgjC7O3bB84F/QxsPH7l7D3azxM6jtAsVEJIbBbICD2gGeWg8sv+/PcNI4io5kd2y+u3PIkCE4evQo8vLyUFpaisOHD1e6ALGzszPefPNNpKamQpZlREdHY8SIEbaOSSTc5VtX8bej/x/O5p4HAA5wRGQ3ykxlWB+/BR+f+wwAx6/6snlJ8/Pzw+LFixEZGYmxY8ciPDwcQUFBmDVrFhITE+Hj44OVK1di3rx5GDlyJGRZxrRp02wdk0ioi/mXsf70Zrg5uqK1m33v3iSi5qXUVIr18ZtxpeAaAnkVlAYRMpltREQEIiIiKt1293FooaGhCA0NtXUsIkU4l3cR7ydsh6+LDxYGz+JZnERkN4qNJVgfvxlpRTcxo/cUBOt6i45k13jFASIFuVmcifcStkHv0hILQ2bDw4nHWhGRfZBlGRsTtiO96CZm9XkWfVr2FB3J7rGkESlIK1c9IjqHYnDrAXB3dBMdh4jIYiqVCuGdH4dJMqOnbw/RcZoEXm6eSAFOZ59BVkk2VCoVHms/jAWNiOzGrfLbOJZxCgDQ3bsrC1ojYkkjEux4Rhw2J+3AgZRDoqMQEdVJftktvHPqfew6/zkKDUWi4zQ53N1JJNAvN0/go+RP0dWrEyYH/El0HCIii+WW5mFN3CYUG0swP3gmj6G1ApY0IkF+Tv8VO8/tRQ/vrpgT9BycNE6iIxERWSSrJAdr4zah3FyOhSGz0KFFO9GRmiSWNCIBJFnCrzdPIdC3O2b3joQjJ3okIjtyPv8ijJIRC0PmoJ1HG9FxmiyWNCIbM0tmaNQaPN93GjRqBziq+d+QiOzD7+PXQ/73I0QXBHcnnuRkTTxxgMiGDl/7HmvjN8FgNsDZwZkFjYjsxo3CdKz8dRWuFlwHABY0G2BJI7KRg1e+wf7LB+Gl9YRGpREdh4jIYtcLbmBN3EaYJBNcHVxEx2k2+DGeyMpkWcaXKYcQc+07DGrVH1MC/wS1ip+PiMg+XLl9De+e3gJXBxcsDJmDli4+oiM1GyxpRFZ26Nr3iLn2HR5ocx8m9hjHgkZEdiO9KAPr4qPg4eSBRSGz4ePsLTpSs8KSRmRlwbreMJoNGN35cRY0IrIrfq46PNBmEB5tPxReWk/RcZod/sUgsgJJlnAqKwGyLKOVmx4RXUayoBGR3biQfxkFhkJo1BqM7xbBgiYI/2oQNTJJlvDxuc+wJekjnM07LzoOEVGdJOUk493TW/DZxQOiozR73N1J1IjMkhk7kj/F8cxTGNXxMfT04YWGich+nM5OwpakaPi7t8JT3ceKjtPssaQRNRKzZMb2sztxKisBEZ1DMbLjo6IjERFZ7FRWArad+RjtPdpift8ZcHXkVBuicXcnUSO5VngD8dlJeLLraBa0Ju7AgQMYNWoURowYgejo6Crr169fj+HDh2PMmDEYM2bMPe9DpCRmyYyDV75Bpxbt8ULwTBY0heCWNKIGkmUZKpUKnT074NVBf4XetaXoSGRFmZmZWL16Nfbu3QsnJydMnDgRgwYNQteuXSvuk5SUhLfffhshISECkxJZRpZlaNQavBA8C1qNE5wdtKIj0W+4JY2oAQxmI95L2IZTWQkAwILWDMTGxmLw4MHw8vKCq6srQkNDERMTU+k+SUlJiIqKQkREBFauXIny8nJBaYlq9t+0X7Dml60wS2Z4aj1Y0BSGW9KI6qncbMD7p7fh4q0UhOj6iI5DNpKVlQWdTlexrNfrkZCQULFcXFyMwMBALF26FP7+/li2bBk2bNiAxYsXW/wcvr7ujZq5seh0HqIj1EjJ+ZSYLebiEew8vxf9WveGT0s3OGkcRUeqlhLfv99ZMxtLGlE9lJnKsOH0NqTcvorInk/jvlb9REciG5FlucptKpWq4ms3NzdERUVVLE+fPh3Lly+vU0nLzS2CJFV9HpF0Og9kZxeKjlEtJedTYrZvrv+Azy/9B31b9sJfH5iD/LxSAGWiY92TEt+/3zU0m1qtqvFDGXd3EtWRwWzE+vjNuFJwDdN6PcOC1sz4+fkhJyenYjkrKwt6vb5iOT09HXv27KlYlmUZDg78PEzK8XtBC9EHYUbvKXDQ8PdTqVjSiOrIUe2Arl6dMaP3FPT36ys6DtnYkCFDcPToUeTl5aG0tBSHDx/G0KFDK9Y7OzvjzTffRGpqKmRZRnR0NEaMGCEwMVFlnVp0wANt7sO0npOgUWtEx6EasD4TWajQUIRiYwlauekxtuso0XFIED8/PyxevBiRkZEwGo2YMGECgoKCMGvWLCxcuBB9+vTBypUrMW/ePBiNRvTr1w/Tpk0THZuaOVmWcfn2VXT16oQuXh3Rxauj6EhkAZY0IgsUGAqxNm4TDGYj/jb4r3BQ879OcxYREYGIiIhKt919HFpoaChCQ0NtHYvonm5ELcBP3jL+6+OKhcGz0cOna+3fRIrA3Z1EtbhVfhvvnNqI3NI8TA6YwIJGRHbjRtQCHPG9U9Duv1UCt8/WiI5EdcC/NkQ1yC+7hTVxG1FgKMT84Jno6tVJdCQiIotIsoRvfIHjXq54KL8EYTlFgLJOGqZacEsaUQ2+vHIYhYZivBA8iwWNiOzKxfwUHPdywcN5xQjLKYIKQJFGufONUVUsaUQ1eKr7WPy5/zx09uwgOgoRUZ308OmKv/afj/vz1YAMFKo94D9rnehYVAfc3Un0B5nFWfgiJQbPBj4FZwdn+Lu3Fh2JiMgiZsmMj899hvvbDERXr07o5NkB+K2YeQrORnXHkkZ0l/SiDKyN3wTIwO3yAjg7OIuORERkEaNkwrakaJzOOYO2Hm14iEYTwJJG9JsbhelYFx8FjUqNhf3mwM9NX/s3EREpgNFsRFTSDpzJPYc/dRuDh9s9IDoSNQKWNCIA1wtvYF1cFJw0TlgUMht6V13t30REpAAGsxEbE7bjXP5FTOoxDg/6DxYdiRoJSxoRABeNC1q7+SGy50S0dPERHYeIyGIOag08nDwwJeBPuL/NQNFxqBGxpFGzllmSDb1LS+hcfbG43zyoVCrRkYiILFJqKkO5uRxeWk881/Npjl9NEKfgoGbrQv5l/H/H1+DQte8BgAMcEdmNEmMp1sdvxvr4zTBLZo5fTRRLGjVLyXkXsOH0Vvg4e+P+1tw9QET2o9hYgnXxm5BamIaIziOhUWtERyIrEVLSDhw4gFGjRmHEiBGIjo6usj45ORnjx49HaGgoVqxYAZPJJCAlNVVJOcl4P2E79K4t8WLIHHhqOQM3EdmHQkMR1sRtRHpxJmb3iURfXS/RkciKbF7SMjMzsXr1anz88cfYv38/du3ahUuXLlW6z5IlS/Dqq6/i0KFDkGUZu3fvtnVMaqKKjMXYeiYabdz8sChkDjyc3EVHIiKy2KcX9iOrJAdzg6aid8tA0XHIymxe0mJjYzF48GB4eXnB1dUVoaGhiImJqViflpaGsrIyBAcHAwDGjRtXaT1RQ7g7umFu0FQsCJ4NN0dX0XGIiOrkT93HYEHwLAT6dBcdhWzA5iUtKysLOt3/5qDS6/XIzMysdr1Op6u0nqg+jmfE4cervwIAunt3hauji+BERESWySvLx+4L+2CSTPBwckcXr46iI5GN1DoFR3Z2NlasWIFr164hOjoaS5cuxRtvvAG9vn6zscuyXOW2u89KqW29JXx9lbsLS6ez7+Of7DH/kStH8cHZT9DbrwceGnaf3Z8FZY8/g7vZe34iW8opzcPauI0oMZViqP/9aOXmJzoS2VCtJe3vf/87HnvsMXz00Ufw9PREQEAAXnnlFWzatKleT+jn54cTJ05ULGdlZVUqfH5+fsjJyalYzs7OrnMhzM0tgiRVLXui6XQeyM4uFB2j3uwx/3/TfsHO83sR4N0NLz04Dzk5RaIjNYg9/gzuZo38arVK0R/MiOorqyQba+I2wWA2YGHwbBa0ZqjW3Z1paWl46qmnoFar4ejoiCVLluDmzZv1fsIhQ4bg6NGjyMvLQ2lpKQ4fPoyhQ4dWrPf394dWq8XJkycBAPv27au0nshSR278jJ3n96KXbwDmBk2F1sFJdCQiIotkFGfinVPvwySZsChkDtq3aCs6EglQa0lTqVSQJKliuaioqNJyXfn5+WHx4sWIjIzE2LFjER4ejqCgIMyaNQuJiYkAgFWrVuGNN95AWFgYSktLERkZWe/no+aryFCEoJa9MKtPJBw1jqLjEBFZrNxsgNZBi0Uhc9DWo43oOCRIrbs7H3/8cfz1r39FYWEhPvnkE3z66acICwtr0JNGREQgIiKi0m1RUVEVXwcEBGDPnj0Neg5qvgoNRfBwcsfoTo9Dhgy1inM2E5F9+H386tCiHV657y+cqLaZq/Wv19y5czF06FD06dMHsbGxePrppzF//nxbZCOqE1mW8Z8rX+Mfv65CTmkeVCoVCxoR2Y1rBalY+cub+PHGUQBgQaPat6SZTCaMHTsWY8eOrbjt9u3b8PT0tGYuojq5uWEGftI54wdfNwxuNQA+zl6iIxERWSzl9jW8G78Fbo6u6OXbQ3QcUohqNzMkJSVh+PDhCAkJwYsvvoiiov+dFTd16lRbZCOyyM0NM3DEzwU/+LrhvtuleOzIIW5BIyK7cenWFayPj4KHkxsW95sLXxcf0ZFIIar9S/b666/j//7v/3DkyBE4ODhg5syZMBgMAO49lxmRKInejvivtyvuv1WCsVmFcFWbRUciIrJIoaEIG05vgZfWCy/2mwtv7gWgu1Rb0srKyjBs2DD4+vpi1apV0Ov1ePnll22ZjcgigbeMeDKzABHZRVABKJV4HAcR2QcPJ3c8EzABL/abAy8tDyOiyqotaZIkITc3t2L5X//6Fy5duoR3333X7mdsJ/snyRIOXvkGJcYStJu3Bb3zjYAMlJg1aPX8FtHxiIhqlJhzFufyLgIABvgFo4UTr8RBVVV74sD06dMxduxY/POf/8SwYcPg4uKC9957D1OmTOG1NEkos2TGh8m7cCIzHi20HnigzaCKYsbPoUSkdPHZSdiaFI3Onh3Qw7srN3xQtardkubl5YUPP/wQXbt2rbitTZs22Lt3L3+hSBizZMa2sztxIjMeT3QeiQfaDBIdiYjIYicz47El6SO092iLOUHP8e8p1ajakvbPf/4TX3/9Nfz9/Stuy83NxcKFC9GpUyebhCO6m1EyYUvSR4jLSsC4ruEI7fiI6EjUDB04cACjRo3CiBEjEB0dXWV9cnIyxo8fj9DQUKxYsQImk0lASlKiYxmnsO3MTnRq0QEvBM+Ai4OL6EikcNWWtF27duHnn3/GwoULUVpaiuPHj2PMmDHw9/fHp59+asuMRACAYmMxbhTdxJ+6j8Gj7Xk9V7K9zMxMrF69Gh9//DH279+PXbt24dKlS5Xus2TJErz66qs4dOgQZFnG7t27BaUlpbmYfxndvDpjfvAMODs4i45DdqDakubj44OtW7fC398f4eHhmD9/Pv7yl7/gjTfegLMzf7nIdoxmIyRZgpfWEysG/RkPt31AdCRqpmJjYzF48GB4eXnB1dUVoaGhiImJqViflpaGsrIyBAcHAwDGjRtXaT01T+WmO9NXTQoYj3l9p0OrcRKciOxFjTN+lpSUIDU1FQ4ODnBycoJWq7VVLiIAdy4yvOH0Vnxy/nMA4OBGQmVlZUGn01Us6/X6SidS/XG9TqfjiVbN3JHUn/HXmH/gdnkB1Co1nDSOoiORHan27M4zZ85g4cKFGDBgAPbt24eUlBQsWLAAcXFxWLp0KRwcar2iFFGDlJrK8N7prUi5fQ33txkoOg7RPSfyvvvA79rWW8rX173O32MLOp2yp4lQWr4vzn2NTy/ux0D/vujY2g8OGuX+3VTae/dHSs5nzWzV/sY899xzeOmll/DUU08BAHr16oU9e/Zg8eLFmDJlCj755BOrhSIqMZbi3dNbcL3wBqb1egb9/fqKjkQEPz8/nDhxomI5KysLer2+0vqcnJyK5ezs7ErrLZWbWwRJUtaVXXQ6D2RnF4qOUS2l5Yu5+i0OpBxCP30QFg+ZhfzcEtGRqqW09+6PlJyvodnUalWNH8qq3d354YcfVhS03/n4+GDbtm0Vx1sQWYMsy3g/YTtSC9Mws/cUFjRSjCFDhuDo0aPIy8tDaWkpDh8+jKFD/3cSi7+/P7RaLU6ePAkA2LdvX6X11Dz8N+0XHEg5hIF+/TC15yQ4qHkVFKqfarek9ezZ8563q9VqLFu2zGqBiFQqFcI6PgqzbEbvloGi4xBV8PPzw+LFixEZGQmj0YgJEyYgKCgIs2bNwsKFC9GnTx+sWrUKr7zyCoqLi9GzZ09ERkaKjk02FqIPQqGhCKEdH4FaVeOh30Q1Uu4Ocmp2CgyFuHTrCvrpgxDo2110HKJ7ioiIQERERKXboqKiKr4OCAjAnj17bB2LBJNlGbHpx3Bfq35wc3RFWKfHREeiJoAljRThVvltrI3bhNvlBejm1RkeTso8cJqI6I8kWcKnF77Aj2mxgAq8Ego1GpY0Ei6vLB9r4jah0FCI5/vOYEEjIrshyRJ2ntuL2JvH8Gj7oRjS+j7RkagJYUkjoXJK87A2biNKTKVYEDwLnTw7iI5ERGQRSZbwUfKn+DXjJEZ2eAThnUN5LU5qVCxpJFRSbjJKTWVYGDwb7Vu0FR2HiMhieWX5SMpJRninx3kMGlkFSxoJIckS1Co1Hm77APrpg9DCSbkTFRIR3U2SJaigQksXX7wy+C8cv8hqeG4w2Vx6UQb++etbuF54AwA4wBGR3TBKJmxK/BAHr34DgOMXWRe3pJFNpRamY138JjioHKBV8zqcRGQ/br43HbvbeuCCmxY9fThNEFkft6SRzVwrSMXauI1wUjvhxX5z4edW98vlEBGJkP7edHzSrgUuujphXGYBen6xWXQkaga4JY1sIr0oA2vjouDm6IpFIbPh6+IjOhIRkUUkWcLOdi1wxcURE7IK0a+gDDI3cZANsKSRTehdW+K+Vv3weIeH4e3sJToOEZHF1Co1+t4qx8DbpQguKgcAGCW2NLI+/paRVV26dQVFhmI4qB3wdI+xLGhEZDdKjCW4mH8ZAPDYlPfQ87YRsgwYzGq0fH6r4HTUHHBLGlnN2dzz2JT4AfrqemNar2dExyEisliRsRjr46KQXZqHfwxZBldHVxYzsjmWNLKKxJyz2Jy4A63c/PCnbmNExyEislihoQhr4zYhqzQHs/tEwtXRVXQkaqZY0qjRxWcnYWtSNPzdW+OF4Jlw4wBHRHbidnkB1sZtQm5ZPuYFTUOATzfRkagZY0mjRmWWzDhwOQbtPfwxP3gGXBxcREciIrJYbPox5JXfwvy+09HNu4voONTMsaRRo5FlGRq1BgtCZsFZo4Wzg7PoSEREFpFlGSqVCqEdH0E/fRDncSRF4Nmd1Chi049jR/JuSLIEL60nCxoR2Y2c0lysPvUeckrzoFapWdBIMVjSqMF+SvsF0ec+RYGhEGbJLDoOEZHFskqysfrU+8gozkKpqVR0HKJKuLuTGuRI6s/49OJ+9PYNxMzeU+CocRQdiYjIIhnFmVgTtwmSLGFRvznwd28tOhJRJSxpVG/fp/4Xey5+gb663pje6xk4qPnrRET2IaM4C6tPvQ+VSoUX+81Fazc/0ZGIquBfVaq3tu6tMahVf0wOmACNWiM6DhGRxTy1Huji2RFjuoTxGDRSLJY0qhNZlnG1IBWdPNujm3cXnqJORHYlregmdC6+cHFwweyg50THIaqRzU8cSE9Px+TJkzFy5EjMmzcPxcXF97xPSEgIxowZgzFjxmDGjBm2jkn3IMsyvkiJwaqT63Eh/5LoOEREdZJy+yrePrkBuy/sFx2FyCI2L2l///vf8cwzzyAmJga9e/fGhg0bqtwnMTERERER2L9/P/bv348tW7bYOib9gSzL+DD+Mxy+9j0e9B+Mrl6dRUciIrLYxfwUrIvfjBZOHhjdaYToOEQWsWlJMxqNOH78OEJDQwEA48aNQ0xMTJX7JSYm4sKFCxg3bhwiIyNx/vx5W8akP5BkCbsv7Md/LnyLh9s+gIndn4RaxdlbiMg+nMu7iHdPb4GP1gsv9psLb2cv0ZGILGLTY9Ly8/Ph7u4OB4c7T6vT6ZCZmVnlflqtFmPHjsXEiRPxww8/YP78+fjqq6/g5ORk0fP4+ro3au7GpNN5iI5QZwkZyfgxLRYRPR7DlL7joFKpREeqN3t8///I3l+Dvecn+2KUTIg+twc6F18sDJkNDyfl/n0g+iOrlbSDBw/ijTfeqHRbx44dq9zvXn/wFyxYUPH1sGHD8NZbbyElJQUBAQEWPXdubhEkSa5bYBvQ6TyQnV0oOkadtda0xeJ+8zC4ax/k5BSJjlNv9vr+383eX4M18qvVKkV/MCOxHNUOeL7vdHg4usPdyU10HKI6sVpJCwsLQ1hYWKXbjEYjBg0aBLPZDI1Gg+zsbOj1VU993rFjB8LDw+Ht7Q3gzvFQv299I9swS2bsuvA5BrceiM6eHdDVq5Ndb0EjouYlPisRqYVpCO8cyjnQyG7Z9MAiR0dHDBgwAF999RUAYN++fRg6dGiV+x0/fhx79uwBABw7dgySJKFzZx6obitmyYxtZz7Gz+nHcPX2NdFxiIjq5ERmPLacicb5/MswSSbRcYjqzeZHf7/22mvYvXs3Ro0ahRMnTuDFF18EAOzcuRNr1qwBAKxYsQKxsbEIDw/Hv/71L7z11ltQq3mgui0YJROiknYgLjsR47uG45H2VUs0EZFS/XrzJLaf2YnOnh3wQvAMXqqO7JrN9yH6+/tjx44dVW6fNGlSxdd+fn7Ytm2bLWMRAKPZiE1JH+Js7nk81X0shrUdIjoSkaKkp6djyZIlyM3NRadOnbBq1Sq4ublVuc/o0aPRvn17AEDLli05jZCNxKYfw8fnPkM37y6YGzQVWo1lJ5sRKRU3T1EFtUoNrUaLZ3qMZ0EjugfO86hsWo0Tevn2wLygaSxo1CSwpBHKTOUoMBRCo9ZgRq/JeMB/kOhIRIrDeR6VK6c0FwDQ3y8Yc4OmwYm7OKmJ4CmTzVypqQwbTm9FubkcSwcs5IXSiaphq3keAeXO9ajEOe72Jx/GJ0lfYKXbX9BN10l0nGop8b27G/PVnzWzsaQ1YyXGEqw/vQWphWmY1usZFjSi34ic5xFQ5lyPSpyj7+CVb/DllcPor++Lzt7tFZfvd0p87+7GfPXX0Gy1zfPIktZMFRmLsT4uCunFmZjZ+1n01fUSHYlIMTjPo7LJsowvrxxGzNVvcV+rfng28Cl+yKQmicekNVO7zn+OmyVZmBP0HAsakQU4z6NyJOUmI+bqtxjSeiCeDXyK1xKmJosf75qpCd2ewFD/+9HNu4voKER247XXXsOyZcvw3nvvoXXr1nj77bcB3JnnMSsrC4sWLcKKFSuwbNky7N+/H1qtlvM8WkFv30DM6D0FwbreLGjUpLGkNSO3ym/j2+s/YmyXUfDUtoCntoXoSER2hfM8iiPJEr5MOYxBrfvDz1WHfvog0ZGIrI4fQZqJ3NJ8rD75HmLTjyGrNEd0HCIii0myhJ3nPsOha98hPitRdBwim+GWtGYgpzQXa+I2odRUhgUhs3ixYSKyG5IsYUfybhzLOIWwjo/i8Q7DRUcishmWtCYuqyQba+I2wWg2YmHILLT3aCs6EhGRRcySGR+c/QQns04jvFMowjo9KjoSkU2xpDVxxcYSOKgd8Hzf6fB3by06DhGRxUyyGbfKCzC2yyiM6PCw6DhENseS1kQVGYvh7uiGTp4d8LdBf+UcQkRkN4ySCWbJDGcHLRaFzOb4Rc0WTxxoglIL07Dylzfxc9qvAMABjojshsFsxKaED/B+wjZIssTxi5o1lrQm5mrBdayJ2wQntRO6e3cVHYeIyGLlZgPeT9iG5LwLuK9Vf86BRs0ed3c2ISm3r+Ld+C1wc3TDopA58HXxFh2JiMgiZaYyvJewDZdvXcWzgU9hUOv+oiMRCceS1kQUGArxbvwWtHDywMKQ2fB29hIdiYjIYh8lf4qU29cwtdckDPALFh2HSBFY0pqIFk4eeKr7WPTw6QovrafoOEREdRLRORQDW4Wgr6636ChEisEd/nbubO55XMy/DAAY1Lo/CxoR2Y0iQzG+uf4DZFmGn5ueBY3oD1jS7FhizllsTNiOAymHIcuy6DhERBYrNBRhTdxGfJlyCJklWaLjECkSd3faqfisRGw5E4127v6YG/QcVCqV6EhERLVK2vBXtHDMx6a2PihyccLcoGloxUvVEd0Tt6TZoZOZ8dhyJhodPNphQchMuDq6io5ERFSrpA1/hac2D5vbeaLYUcaoK+UI8OkmOhaRYnFLmh06k3senT07YF7QNDg7OIuOQ0RkEX91Li45OaJUo8b0tFtoW24WHYlI0VjS7IjRbISjxhGTAybALJvhpHESHYmIyCJGsxFpki96lORgydVcOEsyrkstwdkciarH3Z124scbR/H/jq9GgaEQGrWGBY2I7EZmcRb+/subME14DtfNLeFoBq6bW6L386tERyNSNG5JswPfp/4Xey5+gT4tA+Hi4CI6DhGRxW4WZ2JN3EZABnSuLeH/WzHjFjSi2rGkKdzX145g3+WvEKzrg2m9JsFBzR8ZEdmHtKKbWBu3CRqVGgv7zeZZnER1xL/4CvZz2q/Yd/kr9Nf3xXM9J0Kj1oiORERkkVvlt7Hm1EY4ahyxKGQ29K460ZGI7A5LmoL11fVGfvkthHV8jAWNiOyKp1MLPNZ+GPr5BaGli6/oOER2iScOKIwsy/jl5gmYJBPcndwQ3jmUBY2I7EbK7atIL8qASqXC4x2Hs6ARNQBLmoLIsozPLh7AjuTd+DXjpOg4RER1ciH/MtbFb8auC5/zUnVEjYC7OxVCkiXsvrAfP6UdxfC2D2JI6/tERyIisti5vIt4P2E7fF18ML3XZF6qjqgRsKQpgCRL2HnuM8TePI4R7R/GmC5hHOCIyG4k5SQjKmkH9C4tsTBkNjyc3EVHImoSWNIUILc0H3HZiQjr+ChGd3qcBY2I7IYsy/ghLRat3fzwQvBMuDu6iY5E1GSwpAkkyRLUKjV0rr54ZdBf4KX1FB2JiMhiv49hM3s/C7NkhqsjJ9smakw8cUAQk2TClqSPcPjq9wDAgkZEduV4RhzeOfU+Sk1l0GqcWNCIrIAlTQCjZMLmpB2Iz06Co8ZRdBwiojr55eYJfHD2E6hVaqjAwzOIrIUlzcYMZiM2JXyAxJxkPN39SQxv96DoSERUR2vWrMG6devuuc5gMGDJkiUICwvDk08+icuXL9s4nXX9nP4rPkr+FD28u+L5vtPh7KAVHYmoyRJW0prjICfJEjYmbEdy3gVMDpiAoW3vFx2JiOqgsLAQy5cvx9atW6u9z44dO+Di4oKDBw9i+fLlWLZsmQ0TWtcvN0/g43OfIdC3O+YGTYWTxkl0JKImzeYlrTkPcmqVGv38gvBs4FMY0obzoBHZm2+//RYdO3bEtGnTqr3PkSNH8MQTTwAABg4ciPz8fKSnp9sqolV19eqEB9sMwuw+z/FQDSIbsHlJa46DXKmpFCm3rwIAHmgzCINa9xcbiIjqZezYsZg9ezY0muov1ZaVlQWd7n8XE9fpdMjIyLBFPKs5k3sekiyhpYsvJgWMh6OaEwMQ2YLN/6eNHTsWAKrd1QlUP8i1adPGoufw9VXORIpFhmK8/cNW3CzMQq/2/4BO5yE6UoMwv3j2/hrsIf/BgwfxxhtvVLqtc+fO2L59e70eT62u2+dhJY1he858hd1JBwCtEQ93UvYhGkr+3VJyNoD5GsKa2axW0kQOcrm5RZAk8deNKzIUY118FDKKMzGzz7Nwd3JDdnah6Fj1ptN5ML9g9v4arJFfrVY1eqkJCwtDWFhYvb5Xr9cjOzsbHTp0AABkZ2dDr9fX6TGUMIbJsowvUw4h5tp3GNSqP4Z2GKTo3z0l/99QcjaA+RqiodlqG7+sVtJED3KiFRqKsDZuE7JLczA7aCp6+fYQHYmIbGDYsGHYv38/BgwYgBMnTkCr1Vq8F0ApZFnG55f/g2+v/4gH2tyHiT3G1XlrIBE1nCL/1/0+yAGw20Hux7SjyC7NxdygaSxoRE3czp07sWbNGgDAs88+C4PBgNGjR+P111/Hv//9b8Hp6i6jJAs/pP6Mof5D7hQ0lSL/VBA1eYo5+nPnzp3IysrCokWL8Oyzz+Jvf/sbRo8eDScnJ7sc5MI6Pop++iC0dvMTHYWIGtmCBQsqLU+aNKnia61Wi3/961+2jtSoWrv5YenARWjt5sdrCRMJJKykNcVBLrc0Hx+d+xTPBv4JPs7eLGhEZDckWcLOc3vR1asTBrXujzburURHImr2FLMlzd5ll+RiTdxGlJnLUWQoho+zt+hIREQWMUtm7Ej+FMczT8HLmdcRJlIKlrRGkFmchbXxUTCajVgUMhvtPPxFRyIisohZMmP72Z04lZWAiM6hGNnxUdGRiOg3LGkNlFmchXfiNkKSJSzqNwf+7q1FRyIisogkS9hyJhqns5PwZNfReKz9MNGRiOguLGkN5OHkjnYe/niy62geg0ZEdkWtUqONWyt08+qM4e0eFB2HiP6AJa2ebhZnoqWzD1wdXfF83+mi4xARWcxgNiKvLA+t3PwQ3vlx0XGIqBqc/KYerhZcx1snN+DTi/tFRyEiqpNyswHvnd6K1afeR6mpTHQcIqoBS1odXb51FeviouDm4ILQDjzAlojsR5mpDO/Gb8HFWykY3y0CLg7OoiMRUQ24u7MOLuRfxnsJ2+ClbYFFIXPgpeWp6kRkH0qMpdhweguuFd7AtF7PoL9fX9GRiKgWLGkWMkomfHh2F3ycvbEweBY8tS1ERyIisljMtW9xvTANM3pPQbCut+g4RGQBljQLOaodMK/vNLRw8oCHU/VXrCciUqKITqEIatkLXb06iY5CRBbiMWm1SMg+g6+ufA0A8HdvzYJGRHajwFCIbWc+RomxBI4aRxY0IjvDklaDU1kJiEragaTcczCajaLjEBFZ7Fb5bbxzaiMSss8goyRbdBwiqgfu7qzG8Yw4fJi8Cx1btMfzfafDUeMoOhIRkUXyy25hTdxGFBgKMT94Jjp7dhAdiYjqgSXtHn65eQIfJX+Krl6dMDdoGpwdtKIjERFZJLc0D2viNqHYWIIFwbPQiQWNyG6xpN2DCioE+HTD7D6RcNI4iY5DRGQxlUoFV0cXzOg9GR1atBMdh4gagCXtLnll+fBx9sag1v1xX6t+UKlUoiMREVkkv+wWPLUt4OPsjaUDFnL8ImoCeOLAb767/iP+/subuFaQCgAc4IjIbqQXZeBfJ9Zi3+WvAHD8ImoqWNIAHL72PT679CV6+wbC37216DhERBa7UZiONXEboYYKQ1rfJzoOETWiZr27M3/DVBxp6YpvWrpjgF8wIgOfhkatER2LiKhWGRtmIs8F2NLWC86u3lgUMht6V53oWETUiJrtlrT8DVNx0cMJ37R0R0hBKZ744TALGhHZhYwNM+HoYMKH/p5wlmRMOXuNBY2oCWq2W9LUaqB7iQFPZ9xGUGE5VM22rhKRvXFRm6CSgYmZBfAxmOFplkRHIiIraLbVRJLuvPjgwnKof1smIrIHpdKdz9edS4zwMkkVy0TUtDTbkub9/HaYzYAsA2bznWUiInvQ6vnNKDE7QJaBErMDWj2/WXQkIrKCZv3xi8WMiOzV78XMU3AOIrKeZrsljYiIiEjJWNKIiIiIFIgljYiIiEiBWNKIiIiIFIgljYiIiEiBWNKIiIiIFKhJTsGhVqtER6iWkrNZgvnFs/fX0Nj57f39uBelvial5vqdkvMpORvAfA3RkGy1fa9KlmW53o9ORERERFbB3Z1ERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlERERECsSSRkRERKRALGlERERECsSSZmVr1qzBunXr7rnOYDBgyZIlCAsLw5NPPonLly/bOF3N0tPTMXnyZIwcORLz5s1DcXHxPe8TEhKCMWPGYMyYMZgxY4aApJUdOHAAo0aNwogRIxAdHV1lfXJyMsaPH4/Q0FCsWLECJpNJQMqa1fYa1q9fj+HDh1e87/e6j2hFRUUIDw/HjRs3qqyzh58B3aHUMUyJ45PSxx6ljytKHzNqyme1904mqygoKJBffvllOSgoSF67du0977N582b51VdflWVZlo8dOyZPmDDBlhFrNXv2bPnLL7+UZVmW169fL//73/+ucp+YmJiK16AEGRkZ8vDhw+X8/Hy5uLhYjoiIkC9evFjpPqNHj5bj4uJkWZbll19+WY6OjhaQtHqWvIY5c+bIp06dEpSwdvHx8XJ4eLjcq1cvOTU1tcp6pf8MSPljmNLGJ6WPPUofV5Q+ZtSWz1rvHbekWcm3336Ljh07Ytq0adXe58iRI3jiiScAAAMHDkR+fj7S09NtFbFGRqMRx48fR2hoKABg3LhxiImJqXK/xMREXLhwAePGjUNkZCTOnz9v66iVxMbGYvDgwfDy8oKrqytCQ0Mr5U5LS0NZWRmCg4MBVP+6RKrtNQBAUlISoqKiEBERgZUrV6K8vFxQ2nvbvXs3XnvtNej1+irr7OFnQMoew5Q4Pil97FH6uKL0MaOmfID13juWNCsZO3YsZs+eDY1GU+19srKyoNPpKpZ1Oh0yMjJsEa9W+fn5cHd3h4ODA4A72TIzM6vcT6vVYuzYsdi7dy9mzJiB+fPnw2Aw2DpuhT++p3q9vlLue73n93pdItX2GoqLixEYGIilS5fi888/R0FBATZs2CAiarVef/11DBgw4J7r7OFnQMoew5Q4Pil97FH6uKL0MaOmfNZ87xwa5VGasYMHD+KNN96odFvnzp2xffv2ej2eWm373nyv19CxY8cq91OpVFVuW7BgQcXXw4YNw1tvvYWUlBQEBAQ0ek5LyLJc5ba7c9e2Xglqy+jm5oaoqKiK5enTp2P58uVYvHixTfI1lD38DJoTpY9h9jI+KX3ssedxRfR7VxtrvncsaQ0UFhaGsLCwen2vXq9HdnY2OnToAADIzs6udlOqNd3rNRiNRgwaNAhmsxkajababDt27EB4eDi8vb0B3PnP9PunWxH8/Pxw4sSJiuWsrKxKuf38/JCTk1OxLOo9r0ltryE9PR2xsbGYMGECAPHveV3Zw8+gOVH6GGYv45PSxx57HldEv3e1seZ7x92dAg0bNgz79+8HAJw4cQJarRZt2rQRnOoOR0dHDBgwAF999RUAYN++fRg6dGiV+x0/fhx79uwBABw7dgySJKFz5842zXq3IUOG4OjRo8jLy0NpaSkOHz5cKbe/vz+0Wi1OnjwJoPrXJVJtr8HZ2RlvvvkmUlNTIcsyoqOjMWLECIGJ68YefgZkGVFjmBLHJ6WPPfY8roh+72pj1feu0U9FoErWrl1b6cyojz/+WH7nnXdkWZblsrIy+aWXXpJHjRoljx07Vk5KShIV855u3LghT5kyRQ4LC5OnT58u37p1S5blyq8hIyNDnjp1qjx69Gh53LhxcnJyssjIsizL8hdffCGPHj1afvzxx+VNmzbJsizLM2fOlBMSEmRZluXk5GR5/Pjx8siRI+U///nPcnl5uci491Tba4iJialYv2zZMkW+BlmW5eHDh1ecCWVvPwO6Q6ljmBLHJ6WPPfYwrih9zKgun7XeO5Us32NnLxEREREJxd2dRERERArEkkZERESkQCxpRERERArEkkZERESkQCxpRERERArEkkaKd+bMGfTv3x+JiYkVt+Xl5eGxxx7DkSNHANyZPHDZsmXYsmWLoJRERFXVNn7t378fTzzxBMaMGYOJEydWuh8RSxopXq9evbBkyRIsWrQIt2/fhslkwosvvojx48fj4YcfxuXLl/Hcc8/h4MGDoqMSEVVS0/jVvn17vPnmm9i8eTP279+PefPmVbqUFRHnSSO7sWTJEpSUlKB9+/a4ceMG1q5dC5VKhZUrVyIoKAi//PILunXrhhkzZgAADAYDVq1ahePHj8NsNqNnz5545ZVX4O7uLviVEFFzc6/xKy0tDZcuXcLDDz8MAMjNzcWwYcNw6tQpODk54b333sPhw4chSRL8/f3x2muvwc/PT+wLIZtiSSO7UVJSgrFjx8JkMuHAgQNwc3OrtH7ZsmWVStr69etRXFyMl156CSqVCm+//TYKCgrwf//3fwLSE1FzVtv4JcsylixZAoPBgLVr12Lfvn344Ycf8Oabb8LBwQG7du3CN998U+lC3tT0KePqqUQWuHLlCoqLi1FeXo4zZ87gvvvuq/H+R44cQWFhIWJjYwHcuSizr6+vLaISEVVS0/hVUlKCZcuWISMjA5s3bwYAfP/990hMTMT48eMBAJIkobS0VEh2EocljexCXl4eFixYgJdffhnl5eX485//jM8//xw6na7a75EkCcuXL8ewYcMAoGKAJCKypZrGr/T0dMydOxddunTBhx9+CGdnZwB3xq+ZM2fimWeeAXDn8I3bt2+LfBkkAE8cIMUzm8148cUXMXz4cISHh2P8+PF48MEH8ec//xlms7na73vwwQcRHR0Ng8EASZLw6quv4u2337ZhciJq7moav/Lz8zFlyhQ8/vjjWL16dUVBA+6MX3v27EFRUREAYM2aNXjppZdEvQwShMekkeK98cYbiIuLw0cffQQnJycAQGlpKZ566ikMHToUS5YsAVD1mLSysjL861//wrFjx2A2mxEYGIh//OMfPHGAiGympvErJSUFkiShe/fulb5n+/bt8PT0xPr16xETEwOVSoXWrVvj9ddf54kDzQxLGhEREZECcXcnERERkQKxpBEREREpEEsaERERkQKxpBEREREpEEsaERERkQKxpBEREREpEEsaERERkQKxpBEREREp0P8Ps2srmE/et4IAAAAASUVORK5CYII=\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["ax = pairplot_cross_val(df[[\"X1e\", \"X2e\"]], model=DecisionTreeRegressor)\n", "ax;"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Et sur un jeu de donn\u00e9es plus complet."]}, {"cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " age \n", " sex \n", " bmi \n", " bp \n", " s1 \n", " s2 \n", " s3 \n", " s4 \n", " s5 \n", " s6 \n", " \n", " \n", " \n", " \n", " 0 \n", " 0.038076 \n", " 0.050680 \n", " 0.061696 \n", " 0.021872 \n", " -0.044223 \n", " -0.034821 \n", " -0.043401 \n", " -0.002592 \n", " 0.019907 \n", " -0.017646 \n", " \n", " \n", " 1 \n", " -0.001882 \n", " -0.044642 \n", " -0.051474 \n", " -0.026328 \n", " -0.008449 \n", " -0.019163 \n", " 0.074412 \n", " -0.039493 \n", " -0.068332 \n", " -0.092204 \n", " \n", " \n", " 2 \n", " 0.085299 \n", " 0.050680 \n", " 0.044451 \n", " -0.005670 \n", " -0.045599 \n", " -0.034194 \n", " -0.032356 \n", " -0.002592 \n", " 0.002861 \n", " -0.025930 \n", " \n", " \n", " 3 \n", " -0.089063 \n", " -0.044642 \n", " -0.011595 \n", " -0.036656 \n", " 0.012191 \n", " 0.024991 \n", " -0.036038 \n", " 0.034309 \n", " 0.022688 \n", " -0.009362 \n", " \n", " \n", " 4 \n", " 0.005383 \n", " -0.044642 \n", " -0.036385 \n", " 0.021872 \n", " 0.003935 \n", " 0.015596 \n", " 0.008142 \n", " -0.002592 \n", " -0.031988 \n", " -0.046641 \n", " \n", " \n", "
\n", "
"], "text/plain": [" age sex bmi bp s1 s2 s3 \\\n", "0 0.038076 0.050680 0.061696 0.021872 -0.044223 -0.034821 -0.043401 \n", "1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163 0.074412 \n", "2 0.085299 0.050680 0.044451 -0.005670 -0.045599 -0.034194 -0.032356 \n", "3 -0.089063 -0.044642 -0.011595 -0.036656 0.012191 0.024991 -0.036038 \n", "4 0.005383 -0.044642 -0.036385 0.021872 0.003935 0.015596 0.008142 \n", "\n", " s4 s5 s6 \n", "0 -0.002592 0.019907 -0.017646 \n", "1 -0.039493 -0.068332 -0.092204 \n", "2 -0.002592 0.002861 -0.025930 \n", "3 0.034309 0.022688 -0.009362 \n", "4 -0.002592 -0.031988 -0.046641 "]}, "execution_count": 31, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.datasets import load_diabetes\n", "df = load_diabetes()\n", "df = pandas.DataFrame(df.data, columns=df.feature_names)\n", "df.head()"]}, {"cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " age \n", " sex \n", " bmi \n", " bp \n", " s1 \n", " s2 \n", " s3 \n", " s4 \n", " s5 \n", " s6 \n", " \n", " \n", " \n", " \n", " age \n", " 1.000000 \n", " 0.173737 \n", " 0.185085 \n", " 0.335428 \n", " 0.260061 \n", " 0.219243 \n", " -0.075181 \n", " 0.203841 \n", " 0.270774 \n", " 0.301731 \n", " \n", " \n", " sex \n", " 0.173737 \n", " 1.000000 \n", " 0.088161 \n", " 0.241010 \n", " 0.035277 \n", " 0.142637 \n", " -0.379090 \n", " 0.332115 \n", " 0.149916 \n", " 0.208133 \n", " \n", " \n", " bmi \n", " 0.185085 \n", " 0.088161 \n", " 1.000000 \n", " 0.395411 \n", " 0.249777 \n", " 0.261170 \n", " -0.366811 \n", " 0.413807 \n", " 0.446157 \n", " 0.388680 \n", " \n", " \n", " bp \n", " 0.335428 \n", " 0.241010 \n", " 0.395411 \n", " 1.000000 \n", " 0.242464 \n", " 0.185548 \n", " -0.178762 \n", " 0.257650 \n", " 0.393480 \n", " 0.390430 \n", " \n", " \n", " s1 \n", " 0.260061 \n", " 0.035277 \n", " 0.249777 \n", " 0.242464 \n", " 1.000000 \n", " 0.896663 \n", " 0.051519 \n", " 0.542207 \n", " 0.515503 \n", " 0.325717 \n", " \n", " \n", " s2 \n", " 0.219243 \n", " 0.142637 \n", " 0.261170 \n", " 0.185548 \n", " 0.896663 \n", " 1.000000 \n", " -0.196455 \n", " 0.659817 \n", " 0.318357 \n", " 0.290600 \n", " \n", " \n", " s3 \n", " -0.075181 \n", " -0.379090 \n", " -0.366811 \n", " -0.178762 \n", " 0.051519 \n", " -0.196455 \n", " 1.000000 \n", " -0.738493 \n", " -0.398577 \n", " -0.273697 \n", " \n", " \n", " s4 \n", " 0.203841 \n", " 0.332115 \n", " 0.413807 \n", " 0.257650 \n", " 0.542207 \n", " 0.659817 \n", " -0.738493 \n", " 1.000000 \n", " 0.617859 \n", " 0.417212 \n", " \n", " \n", " s5 \n", " 0.270774 \n", " 0.149916 \n", " 0.446157 \n", " 0.393480 \n", " 0.515503 \n", " 0.318357 \n", " -0.398577 \n", " 0.617859 \n", " 1.000000 \n", " 0.464669 \n", " \n", " \n", " s6 \n", " 0.301731 \n", " 0.208133 \n", " 0.388680 \n", " 0.390430 \n", " 0.325717 \n", " 0.290600 \n", " -0.273697 \n", " 0.417212 \n", " 0.464669 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" age sex bmi bp s1 s2 s3 \\\n", "age 1.000000 0.173737 0.185085 0.335428 0.260061 0.219243 -0.075181 \n", "sex 0.173737 1.000000 0.088161 0.241010 0.035277 0.142637 -0.379090 \n", "bmi 0.185085 0.088161 1.000000 0.395411 0.249777 0.261170 -0.366811 \n", "bp 0.335428 0.241010 0.395411 1.000000 0.242464 0.185548 -0.178762 \n", "s1 0.260061 0.035277 0.249777 0.242464 1.000000 0.896663 0.051519 \n", "s2 0.219243 0.142637 0.261170 0.185548 0.896663 1.000000 -0.196455 \n", "s3 -0.075181 -0.379090 -0.366811 -0.178762 0.051519 -0.196455 1.000000 \n", "s4 0.203841 0.332115 0.413807 0.257650 0.542207 0.659817 -0.738493 \n", "s5 0.270774 0.149916 0.446157 0.393480 0.515503 0.318357 -0.398577 \n", "s6 0.301731 0.208133 0.388680 0.390430 0.325717 0.290600 -0.273697 \n", "\n", " s4 s5 s6 \n", "age 0.203841 0.270774 0.301731 \n", "sex 0.332115 0.149916 0.208133 \n", "bmi 0.413807 0.446157 0.388680 \n", "bp 0.257650 0.393480 0.390430 \n", "s1 0.542207 0.515503 0.325717 \n", "s2 0.659817 0.318357 0.290600 \n", "s3 -0.738493 -0.398577 -0.273697 \n", "s4 1.000000 0.617859 0.417212 \n", "s5 0.617859 1.000000 0.464669 \n", "s6 0.417212 0.464669 1.000000 "]}, "execution_count": 32, "metadata": {}, "output_type": "execute_result"}], "source": ["df.corr()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On dessine les 5 premi\u00e8res variables. On voit que la variable CHAS est binaire."]}, {"cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", 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"], "text/plain": [" age sex bmi bp s1 s2 s3 \\\n", "age 0.999796 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "sex 0.027919 1.000000 0.157867 0.166623 0.191943 0.237330 0.324815 \n", "bmi 0.000000 0.000000 0.998443 0.000000 0.000000 0.000000 0.000000 \n", "bp 0.000000 0.000000 0.067004 0.999742 0.034283 0.000000 0.000000 \n", "s1 0.000000 0.000000 0.000000 0.000000 0.999590 0.818878 0.000000 \n", "s2 0.000000 0.000000 0.000000 0.000000 0.799865 0.999630 0.000000 \n", "s3 0.000000 0.022461 0.000000 0.000000 0.000000 0.000000 0.999374 \n", "s4 0.123848 0.045933 0.280093 0.000000 0.425411 0.593638 0.718139 \n", "s5 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "s6 0.000000 0.000000 0.000000 0.074782 0.026652 0.000000 0.000000 \n", "\n", " s4 s5 s6 \n", "age 0.000000 0.000000 0.000000 \n", "sex 0.339291 0.067600 0.174746 \n", "bmi 0.000000 0.000000 0.000000 \n", "bp 0.000000 0.093270 0.000000 \n", "s1 0.000000 0.015104 0.000000 \n", "s2 0.050950 0.000000 0.000000 \n", "s3 0.715070 0.059192 0.000000 \n", "s4 0.999282 0.542289 0.215026 \n", "s5 0.055251 0.999593 0.000000 \n", "s6 0.000000 0.115111 0.999659 "]}, "execution_count": 34, "metadata": {}, "output_type": "execute_result"}], "source": ["correlation_cross_val(df, DecisionTreeRegressor)"]}, {"cell_type": "code", "execution_count": 34, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["pairplot_cross_val(df[df.columns[:6]], model=DecisionTreeRegressor, figsize=(16,16));"]}, {"cell_type": "markdown", "metadata": {}, "source": ["On regarde en pariculier les variables TAX, RAD, PTRATIO."]}, {"cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["sns.pairplot(df[[\"s1\", \"s2\", \"bmi\"]]);"]}, {"cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " s1 \n", " s2 \n", " bmi \n", " \n", " \n", " \n", " \n", " s1 \n", " 1.000000 \n", " 0.896663 \n", " 0.249777 \n", " \n", " \n", " s2 \n", " 0.896663 \n", " 1.000000 \n", " 0.261170 \n", " \n", " \n", " bmi \n", " 0.249777 \n", " 0.261170 \n", " 1.000000 \n", " \n", " \n", "
\n", "
"], "text/plain": [" s1 s2 bmi\n", "s1 1.000000 0.896663 0.249777\n", "s2 0.896663 1.000000 0.261170\n", "bmi 0.249777 0.261170 1.000000"]}, "execution_count": 37, "metadata": {}, "output_type": "execute_result"}], "source": ["df[[\"s1\", \"s2\", \"bmi\"]].corr()"]}, {"cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [{"data": {"image/png": 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CgEKrL6Hz/T+B7sAum+mO/g8IShr2/oZh8Oyhl8lrPMglTV2c07KbzsP5hF56L0p81vgZLvAZfa+RifLdDscuf9iuGzqPH/wHh08Usyn7Ks5OXj6u440nPhdgTz/9NDabjT/84Q+e31133XVs2rTJ16YIJghafQkndr6D5OhmRqfGFIfGec2dABgSSIqJ+JyFbIhP96+hAsFpotYUgu4AwwBdpaviEMwcvgCTJInZU3NIa+9kectOz3HUmsIJ8ZAWjJ6+18hE+W6HY5c/bJclmdlTs1kct4AVSWeN61jjjc8F2G9+8xt+85vf+HpYwQRFqy+h9d0HqLXIpOsO5rdDtxxCZdhsYmNjiA6zYF16EW2n4TUQCCYKpqQc7LIZdBVkEyFpcxhOZKZdc1DdXkNGVBork85CU2Lo/G6v5zimpJxxt13gG/peIxPlux2OXb60vUvtpqGzkbTIaZw/bfW4jeNLRMMwgd+o3rEZij7lrYRwikMt/LKiiRiHTldYEnOv7ynOG2yNoC0AEwoEAiU+i9BL70WtKcSUlENwSvaQ17JNs/P3/c9SfrKS/73yPiItEaccZyJ4SARjw0T9bodjl69s73R08ej+p2nobOQ/V95HiClkXMbxNUKACfzCwY/eIqniHV5MjKI4LIiNDW3EOHQATBkTu32EQHA6KPFZw34wdavdPLb/WY62lnPj7O8TaekpJXM6xxEEFhP1ux2OXeNte4ejk0fyn6S6vY6fzL1h0ogvEAJM4AdKqltpK93FP1KjORpi5qr6k8zvkGkLTYasVSSvuMTfJgoEPqdL7eLR/GeoaDvGzXM2sTh+ob9N8iuiZZ2gzd7Ow/lPUt/ZyG3zbmRu7Cx/mzSmCAEm8Bkl1a1sP1jLwaNNzIxUOBpi5pr6Nha1ddOdvJjkS3/ubxMFAr+xtWonlW1V/GTuD1honetvc/yKaFknAPj82FYaOhu5Y95NzJo609/mjDlCgAl8Qkl1K398eR9LTUV8z1xB1MlOVqkdTLOrGBKESzZ/mygIALT6EtSaQrpnLzqtcg7+QKsvwV68DQkwz1w14DKN+5zOS8wmZ8nPSI1I8a2hExDRsk4AcGnGWhbFLWBaxMSe6yNFCDCBTyiqbGZR0HfY0ouZerwdq0MDm6vMBGCavsTfJgomON41h2rz3iVkw8Sol9QfWn0Jne/9wZkdBjiKthJ62X1gze21XXP1AV7Me5aNjSeJ2aeQfOm9ELgdxMaM0basm6i4VwEAVs5LHHZNw5LqVooqm0dUB9F7X2DEx/EVzd0tvFr0JnevuglFViat+AIhwAQ+IjUpiJ1ZFbRaLCy3KFgdGnVaJKFT4ohbcLZoqi0YEu+aQ4Y2ceol9fdwdNqq9mzkqpHE3B4B1mJr5aEjb9AcbKJZkYlRJ845TRRG2rKuvzZh/u6NW1h+gj+/kodDdSYbfXOwlgfuPHvIvraF5Sf4y6t5zl64JvmUXriDnZf3vooiYxgGum70e5yJQEP7cR789nE67J00dbWQaU3zt0njihBggnGnzd7Ov469RGuQxA9rW5jZaQcJbJnnMXOdaEUlGB7eNYckZWLUSyqpbuXPr+ShajomReZXm3LJSo5y2WrqEWF9aiQ1d7fwYN7jnETlx3XtZNi0CVUDaiKwd+9e7r77bu6//342bNhwWvv27Rk8EXrj7jxQ7RFfAJpmDKuvrXu//nrhDnVe3vvqXmNPlJ663jR0HuehvCewaTZ+vvBWMqek+f07Gy1D9QwWAkwwbhS/+zTa8QO8lBJKq6wTVZrFwW6djGnNRM5azjzh9fIgMr6GxrvmUOzsRROiOG9RZTOq5nzAaZpOUWUzWclRTlsvu6/fGLCmrmYezHucDkcnd+XeRtosx4SrAeVvJkPLur6e0ezUGEyKhKo5haGsSMPqa+vcT0bTnF6ssBAzH+woJzs1Zkivnve+sixhAIZunNJTdzRLnGOxf31nIw/u+zuaoXNP7u2kTOJlR2+EABOMC8XvPk1C7VbsEsTZ4JoTnUxjJ4851vJt4jo2zEr3t4kTBpHxNXzcNYcmSnHevg9H74eaEp9FSD+CKsQUjDVkKj+ZewNpkdMgCiG8+hDoLesG8ozee/0ith+spbXDTlSYxbPtYOIlKzmKX23KpaiymbAQM698esRz3N9Hhw7qxfLed6AYsIFsHe25ng6hphDiQ+P43syNJIUnnNa+gYwQYIIxxZ3RZRzfg02SCMbgpppWJAk0JGZa6of11ncmITK+Jhan8zbf9wE32PbHu5qIUoMINYfw89xbx9rsSUWgt6wbyDPqvj7cgmXrwVokQNONQcWLe98PdpT3Ou7B0uOcOz9xUFu8x3X/PBxbR3uuw6Ghs5GpwVOIsIRzz6Lbhz3mZEEIMMGY4c5Sa5Q0nk+OJtFm4cbaVgAMAFlh+fnnkDZBs2/8xWTN+ApERvI23/cB198x95SXsld9jyUpc/l+5tWnbdNEz1wT9GYwz6i3YNE1A3ek2nDES9/jzsuMHVdbx3P/ipPHeCT/Kc5KyOXamVeMwPLARwgwwZhRX5hPp6TxdEo0qiRx4YkOAJqUWJIWn4spKYdosdQyIGOZ8XW6+DtDbCSMh81fHqhF83qbr2rqZMXCkdflKiw/wV/e+Qo581tAZkHUitOy253FtkQuJD6vkuZ587HGTyUkbQ7BKdkjtut0CcTrw58M5hn1FiySLCEBej9xWcM5bk76lFEHqp+OF3es9i9rreCR/KcJM4dwwbRzRmp6wCMEmGDU2A9/SfWOLVTrNt5LjQYkbq1qJt6u4UBBXv4DguYu9LOVE5uxzPg6XSZChtjpMl42p0wNRVFkcL3Np0wNHdU4H+XnIWd9i6EpqEVnUZco0Rg7/OPtPFDNErmQa0N3On9xuIbmw9CsWAi91Dd10Ib7WQ+V8XWmMZBndDhxWSM57njYOh77l7SU8dj+p4m0RHBP7u3EBEePeNxARwgwwaiwH/6S7q3PMcWAl6bFIAG3Vjcz1a5R5EjkWMJ5XC3E16BMhoyvycJovQHeaLrGIf0z0Ew4Cs9C0cJPe8koOzWG+H2VAEgSnuUqd10xEbw/8XHHxXpnuQ4VlzUWY0xEHJqDZwpeJDoomrtzbyU66MxeUhcCTDAq1KN7wABZguvrT4IBUx0aKgpF0av54TVr/W3ihCfQM74mG2PlYVBkhZ8u/BENTSq10fqIloyykqOoXnQ2HHwNA2fXCJBEzbAAwbt7g102j4vX0hdjjBVmxczt828iJjiaSItY1vabAGtvb+e6667j73//OykpovdZIFL87tN0NJdSMjWMtU0dxNo1NGCPlkPkvDX8cLXw5gyHQM/4EvSmuLmU0pZyLs64gJSIJFIigPSRHy95xSXYo0NRj+5Bjk1FsoROeE+HwIl394bx8lr6YozRUnD8MA2djZyfeo6z9IoA8JMA279/P7/5zW8oLy/3x/CCMaD43afpbt7JC0lRhGkG57R0EqwZHDbN5YLb/83f5gkEY8LpLu0cPlHM4wf+wdSQKZw37WyCTUFjMqZl1rmiXVcA4t29YSy8lv1lxI7VGOOVbZvfWMAzBS+RHJ7IOSkrMcli4c2NXz6J1157jd/+9rei2neAsnvrDmjexcvJUUSqOrdUtRCsGagoJC+70N/mCQRjwuku7RQcP8yTBS8QH2rl5wtvHbH4CpTlJMHQeHdvGK3Xsr8SKVZrxJiMMRbFVPtjb/1+nvvuFdIiUvjZwp8I8dUHv3wav/vd70a873hn2UymdOvxOJcvHv+/yO27eCE5mhiHxk+qW4jUdBq1CLqX3cS5560e8zFhcn0vgsDgdJZ29jce4umCF0kKT+CuhbcQbg4b9NgDedYCYTlJcHq4uzeMlv4KnrpLpIx2jNEWY+2PXXX7eP67fzI9Kp07F9xMsCl4VMebjAScHB1tyv1gBGI6/kCMx7lU79hMauM2DodZiLOr3FzbQrhuYEgQlZBM5uLF4/L5TcTvRaTcT37qzClEoSCjIw2xtOPQ7KRFpvDT+T8m1Bwy6HEH83KN9ZKVwPf0Xcobq6W90RZM9fWxbZqNmTGZ3D7/JoIUyxhY6V/GY4k24ASYwPd0fv449pJv0Z0pWMzutJPdYUfGlRYvQeSs5X60UCAYWyoK8tn5+de0aUuIUOwsP/8cIuKzTvFctdpOEhUUSa4UwRwpFcuJahjCEzGYl2ssl6wEvqfvUt6mC2f06t04mqW9sSyRMp7Hds+J1ckrWJW0DFmSx8xOfzFeS7RCgAkGpfPzx1FLdvBdWBD/jI/kh7WtZHc5xZfdUJAjYglfdLEIEBZMOE43gF6rL6G+MJ+aNsis3cK6IBUNhcfa1hLeFk1KH8/VwVUbea32G26XU0k5shcMDTVv6LitobxcY7VkJfA9fZfy9hY1jOnS3ngUYR3LY395bBvvHP2Q/77oTqZFJE0K8QXjs0QLQoAJhsB2dB8Hw4J4PSGSad0O0rodGK4V4I6zf06aKLIqmICcbjC7Vl9Cx3t/JFRzkIUEGCgSYOieBvJqzVaP5+rbMIW3ar5iRpeDuJpveyqkDiNuS3i5Ji99l/IWZ8dRfKx1XJYNJxqfVn7FWyUfsMA6l8SwOH+bM6aM1/KvXwXY559/7s/hBUOQ/9rjNIdKvBEfQXqXgx/VtBJkGCBBd9JiIb4EExKtvgTbnrdBcwDDC2Z3LguqKBLohoGOhA69GshrJqfnake4iXes4cySwrm+tgyzJyR1+AVShZdrctLfUl6KNdzvzdTHu1L+lvLPee/oFhbFzeem2ZtQZGXMx/An47X8Kzxggn4pfPa3BEnVvDEthswuBzfWtmAyQJNkQhasJ3LZtf42USA4BY/nS7O7fjM8USQFh4MkoevOcirvdC9l/cKpxOcs9DSQV+KzqDrvB7xT/j7zItK4KeVCHEf/P5BUkGRM2auxzFwlhNUZTn9thvwlvGD8S5vsbzzEe0e3cFZ8Lj+cde2kE19uxuN7FAJM0AutvoSKd/9Okn4cA7i6oY35bd2YDVCRaVt5NzHC8yWYoHgC3AGQUJLnELTkil4PnC/zq9lb1MDi7DjOXZjs9JhtfxkMHUOS2R16HudcehlJ/dxsczJWc0NwMMsSFlNW205N2g/JMtcTn7NQCC/BhGS8S5vMi53F9TlXsyLxrEkT8+UrhAATeNDqS2h/9wGORFhQuxQSHRqLT3YDUC0nEbriWrHsKJjQ9A1w7098Pb+lCICOY8Uk1GikRTgwNIezz6KhM6XlEM1HMyHZ2UrLMAw+P7aVebGziQuNZWXS0j5ZUbH8KsuKkF8CGLhcwVBlDMayzIH3sTLGoLRJX9sMw+Djii9YmrCImOBoViUtG5W9ZypCgAk8HM/7nF1RQWyJDWdZaxdXNDhrb9VY0ph18//2s3WCM4mRxqwMFeB+7NB+Lgw+QocRxFWhuzFV6aiygoaMZGjIQLa5Fv3w02gzrRiGwXtHt/Bp9zHa7O1cFjETtaaQmqYoVFXHAFRXVhTg91gfgX8pqW7ltdc+IkOu5bWdiVx77TpPLbDByhgM9ffTmQ9uG3JNJZTuBfO5l5AyzKSP/sbpa9u/XbeQfR1f8nX1dtSaQtZnrh1Tj5rbhu7ZiyAoacyOOxERAkwAwEdP/D86Y4r5NDacBW3dXOYSX8WmbJbc/D/8bJ3gTGK0MSsDBbhr9SVc1vkmhKgYSMgYyACGzgnrEpqqj5FtrkWWQELDXvQN7zTtY2tUMEtP2lhvD/HYtUAykWa6kHLVSprSSELNMV7bGUKpPXZM6wSd6bS3t3Pdddfx97//nZSUFH+bAwwuhmoOH+D20I9Q0NA4wKHDiWQlrx6yjMFgfz/d+VBz+AB3hG7B5EwjwdhRCpf/D4JyLx3yvPobp7dtGm+Uvs0x7TvOaelmddNuOg/nj1lcmbcNtXnvErJhcrfiEgu2Aj57+D9om3KET6eGs+hkF9+vP4kCdMjhLPmJEF8C39JfzMpYHVc2NBQJJAwMJHRXkH76yrVICy5Hl0wYSCDJvNVZwtaoYFa0dHJlw0n0sr297Moy1ZFuauRnER+T1fQlt4d+RJrSSAr1dO55F62+ZEzsPlPZv38/mzZtory83N+meHALBPueN+h8/0+nfMdZ5noUnNeYgk6WuR7oKWMgS/RbxmCwv5/ufHDaoCNJOP8zNGx73h7yehxonB7bDMzTCzimfceFwdO4uKkNqc+2Wn0Jtrz3R3zte9tgaGM39ycqwgN2hlP82D0ssrTyXHA0Z7mWHV0F75EylvrVNsGZyXi14zEl5WCTTWiaiobcK9NRic/irPgsDnbWMa3iXVQ0jmkdnN3s4JKmdgBOBsURJheDrmIgU6ImkGWqw7mACQoaSy2lnBVUirlep/P9rZjnXoh+vBI5NhXJEjqsZZXxLhkQKLz22mv89re/5d577/W3KR6GCmiPz1lIx5GP0HUVWTERn7MQGLqMwWB/P935EJ+zkI7iDzEMDQAJ0KoP0VlXPKinaqBx3LYVVNSRb+SxNOki1oVm0Hn4YK9txyLb0tsGSZn8rbiEADtDeeLdQyw79gxJ5pMoBvyotgVZd7pEuwwzRtZqEi680d9mCs4w3OIjaOX1GN3tSMHhnrfg4d7M+wqYngBiK6mrbuDk4Z2UW7I4J/eiXpmOX+ZXIxfvJTHIIMiAW2qaMTvL3qEb8NV3LSw//04SHFW89p1MeVMwiUqzpyWXLMFMq4y5TUfCAM2OY/9mp03VBQBDLquMd8mAQOJ3v/udv004hV4iRZLR25vQ6kt6tZIKu+zX/QrorOQoMkyN1Bd+wteH40maNX/QchXu61gKDqczeQktbXaCZ51NxBDXgxKfRdjl/wNb/mb042XoHc1Oj6+m4ijeNqC4946f9J53mqGTWF9IRuZsLom9B4tiBjgl1tKW9/6osy29bYidvYi2YcSADZa8MNFfZoQAOwN54t1DUPo1+el2NgdFc3t1MyZnuAB77Bmc//Pf+tdAwRmJt/hANhO08npneQjNgV2SCTr7h0O2vOorYE4su5M/b2lB1XQyLce5K+ITggyVbPkooaaFQM8Nu/JQHt3TTrLbFM1Palo8BVbdnR+sUjMFbdGkTA/nrNpdlNUqhEk2p/gCQCIpJRFH8VHnA9ow6CmR7zqWNviDabxLBpwpTJ0afsrvrNYIuquK6Ko4REjaHIJTsvvdd7Btum2hKPPPRetoobN0H2rhV2hHtpF4w394tj157Djtx48QGhtLpDW313Gr3/8joaqDucjsKcxiyqVXkZYYecp43VVF1H7wJwzVgYFBsAHxSLz1mZnLM+aQkz6l13n1tb/t2C60qgMYmuqsRQxoAEVfIxkGDsXUy2bv82s7dpK27W+DrtMpy7wUFw4Y3Jj/Psk3/AfBCa59rLkw1+v8Zi+iNu9dDM3pvYqdvYjgPrYNC6/jBg+xaWH5Cf7yah6qqmMyyfzujlWez8bzGWrqgOfrbwYVYM8+++ygO998881jaozAN8yrfIHD6R3sigphTXMHikt81WlRQnwJ/MYp4uPonp5q9oaG7ZsXUKakDKOifc8xWksPomrJGAZkyLVOYdRPdXxN16ifmk+5JZh1Te3IBhiS5PRk4fSCLbGUUVn6Gh2HjpBsqNwTbeJzaRW6ZnJGkykmzDNXYZ65CrWmEMPe6fGAuRlqWWW8ll/PNJqa2tH1HvFrtUZQV5DnEefNA3gXvQV83216vSAgg2uJz9BUjn+3j6CgJOyHv8S29TkAusv209be7XlpsH23DzRntwXZ0FlmLsb4+M/UyBIYWq/xbN/tw3Bf+zi9q4ZhcEXwTg7umM3UsNWe82psbDvVflchYgmn8Cp2JNJkRLAq6Ai4vGFumwfa1yHBi3ERFIVZuLyxDamffXoRlETIhh6vWFtQEm1etp0ufc+tP3YeqMahOhMEVFVn54FqpoY5PXSez9Do/3x9gSxL/b4MuBlUgBUXF7NlyxbWr18/5oYJ/EPNY7dRkBJMfmQIF5zo4IKmDgDq5Hhm3v5HP1snOJM5RXxMX4JWc9jzoMPQh/QIeR/DkBQqSUKWJQzdoExPBLnAeTzZRJ05hYId5WSmRLC59i3KLSdZ19jBmpZODEnGnLYQrWIf7qBIw4Cp7SXoksMZyG9o2LtP8oj9ImZa6ll+/jme5SG3jXJkHOrRPZ4YsKGWVUSfyPFjON7Fwbbp9Td0kBTA6CWU1aN7eh/v6B6PAHPHIOqumnOyBAa6c30beo3nuY5dIsww3AH1hiewf9BzdGEgoSHzUfdCFEViVUiZ5/rvK+6997VL8HxiNKUhZq5s7GDZSduwXgh83WJrsB6NgfAyM6gAe+CBB6ipqWHFihVcfvnlvrJJME5UPPYztsVbyI8MZm1TO+ed6ATgUNwlrLhStBYS+JeBxIftmxfA0EExD+sBEHrpvdQX5vPcPp3SJglFhtULkkhNyCb/eCJZ5nocU7P4/ZYWVO0ElowC5NgqHBWzyG8KpcNcR/KcRayal0hnRT6gexYSv3Mks9BSiYSzan6xPZ4y1UqFZiW8LZq0PvZYZp3ba9k02BoxpFdA9IkcH4bzQB5sm1OK/LriFL2vVdP0JZ54P/fPbtzxYY15XxBybCcYBpLsKkRg6L3G854Lhr0T+4Et6IaOrJg9gf1DnqMkY85eTXPMAha1RZOdGkOYadGA4t57338mRFIaauH6pDUsm5s9YV8IBkteCISXGckwDGOwDUpLS3n55Zf5X//rf/nKpkHp61oeS4bj8gwUvM+l8NnfEm+rRJEMTphkjoQFsay1C4DG0Olk/vDf/WnqkEzE72Uo17IvGe2cmIifrzf2w1+iHt2DafoSj5gZyuYPdpTz5tdHMQynp+GKHAPzsW/RDchTs0iZNZ+Kgv1kmuooMkWRmCETU9pCsT2eKuI9dby0+hK6v30Ne3MDX51M4f3ORUy3HOemRbJHxLnfvodT+2uif9b9MVybJ/KccJ/DcIKyB9vG+29Av9v1d732xXsbZUrKiG3q77sZTeC5e9+amKk0hYSwJH7hae0/UvqzORDnSl+GmhNDCjBwrj1XVVUxbdo0Pv74Y4qLi/nRj35ERMQIAuxGiRBgw8N9LoXP/haro4I9kSEsa+1CkXqCijs1Cwl3PuFfQ4fBRPxeJvLD5nSZiJ+vm76B+e4Ymb42982Eclfv1jSd6Zbj3Bn2EbJrKVNFJn/KBdjVbSw72YmBjEmRQdfQJYXWFXf123Krv2yr020fM5E/64GYTAJstLi/77kRLUz59rFTrsvhMNA1PRK8z2u0GX+dji7yGwtYmXTWae870DwYruAdzhyfqAx2jqOKAXPz2986A7N/9KMf8Z//+Z+sXr2a//k//ycPPfTQKMwW+IIp9gpeSIriSFgQiXaV9C7nGn+zFkbanY/62TqBYHCGE7czUBsX99JEZnMd0jENyRXL5ZAMdkcd4pgSRobNTqJdQ9JVwFk809xUwgc7ogcVWt4/b1iR7suPROAHSqpb2X6wlm8O1qLpBu0hBVwc7HCVG3HQvf1l5Ng0GmIW8FWVM3dv5bxEz/VTUZBPa+lBojLnEd+83xPojubwXNODifmS6lZqDh9gplpIdJiF+pgFFLRFs3x+MlPDzL2zfyUFU/ZqlNi0XkukgwmFdkcHj+Q/RW17HVnRGUxta+m17WD7DjT/hltSJZAzf0dbNmZYAqygoIB//etfPPHEE1x55ZX88pe/5Oqrrx6x0e+99x5/+9vfcDgc3HTTTdxwww0jPpagf97454fEF/+T91OiKQsxc3X9SY/4qktczczLf+JnCwWCgenxNKQwZYi4nYHauLj/+/rTY8QhIxk6XbLEM8nR1Jg0NtV3kGDXQJKdEc6GjiEpztgx+1HPwwTo9YDZdOEMXvn0yIB9+wSTC7fAcKi653fF9njWhSgohgYY6I1H0RqPEmF8RXnbOspVK98crOXe6xdhbi4jfNvDRKGh132BXTI8xa7BQAoOH7QXpLu3o7u9kF2CCOMr9rWt473t8fzbdblMa/ASMYaKevgLVNcIdsXSU9KlH6HQZm/n4fwnqe9s5Lb5P2JqW0svUTHYvjDw/BuusAqEYPmBGK14HJYAMwwDWZbZtm0bd9xxBwBdXV0jMri+vp6//vWvvPnmm1gsFq677jqWLVtGVlZgKN5A4JPNXzK/6nmenxZJRbCZa+tPsrDNhmZInDz7Hmb2s7wiEEwU3A+jFOppt9Rz9llXEBus9yqs+uWBWlKmhpKVHEVYiBlJcq6t99fmJWnWfP5+cD1zLcXsTm+jJchgY9RqvtrfSZtSQoTSxYyUaCKnxLLLNp3SvY5eDxOg1wNmb1HDoH39YOBYIbzqQgkmHv15odwCw5tjRhxbIq5hie1b4mxlSDiTZRV0skx1lKtWVM2gqLKZaQ0HiXK1J5IM/ZQxje52ilp6i5jtB2s9dhRVNpMh13raC+EaJ9NUR4XN6vz7dHfWpP3Uk9IctB34ArPm8tjpKvWF+eQdNZGcZOK9un/S1HWCn86/mZwpM04pqHry8E7MmgMZo986dgNlIg5XWHkHy9eZU/j6qIlstfWU+mYTkdGKx2EJsNTUVG699VaqqqpYunQpv/zlL8nJGZlK3b59O8uXLyc6OhqAdevWsWXLFu66664RHU/Qm91bdzCv4kXqQxVqgkxsqj/JvDYbALas8/qNbREIfMVwYkKKKptJoZ47Iz5GQYOCA5guv88jvtyxXYqXN8rQDWRZ4pZlQaQcfZvOglY6uh2csAdhj0xmQ1wNVbKD9iCdH9aeZObRtylnCUuDSpxNi+uP4WhQmBV3nGtDbeyyZVJFfM/DxOsBszg7juJjrf2mvrvP0Xs5CABDwy6b6Y7+jyFbEQnGj8GWkoF+vVDeAkOSJeZPn8r+0uN8XG6h2JTDXREVmCSnsNJcLaoATIpEdmoMzWoWWt2XYOjoSCiA5GqU7X5oZ6s9Y8iyxNaDtei64fG47tcT0djvFHAS6MiUqgmYTM7rT4mPIvTSezme9zlBld8io3tq2BkYyC2VqEjIgCT3eHnNU+sJyWrmZwt+zIyYTKfdfUq5vF0ZzZUhMgo6GhLN5pRe2b4DZSKeThaiEp9FmWp1ff4nMCkyv48O9dT0Gup79BejzbQclgB74IEH+OSTT1i8eDFms5klS5ZwxRVXjMReGhoasFqtnp/j4uI4cODAiI4l6E3lU/+dTO0EJhnSu+He8ibCNOckbI3MYppoLSTwI8ONl8hOjaF9d09TY8Or/pf3cgfe3iggVW5gZuHHOAwNAwgyIBHQTuxBATKA3A6JCN3ZiHuhpbKXV8EwNILqD7IiCJYGlbIt/nqg/wdMijV8wAdAr2UJ1xIVALpKV8UhmCkEmD/ou8x34eIUPt59zCl0TDKr5iYMuJTt/f0XVTaTd+Q4AOWqlUfa1vH9tEZSEyJojllAelUw6fTEgH1QmciHbWvJMtVRqiawZmESZwUdRQLMM1ehxGeRBZ4xmlq7+Wp/DYYBKdQTXFTGRUty+Kr4HM5Vv3QWCXad060b53muvzLVymuHo1mkZCJJsCg1iKD6gx7v3E5bFi1GGB2R03FoHVwQdJDSlgTmWG5gut3Alve+R0SEXnovjuJtVNS1UdMSw6Mu+0vUBBb3Kbei1ZcQfvALstpsmCPOhuSFaPUl1BfmU+KIJ2nWarLihxZJfZcyD5Ye59z5ib2+v6LKZsJCzBMqBGA0ZWOGJcBCQ0PZuHGj5+dNmzaNaDBwLmf2RZKkfrbsn/HOsgkEt2d/FDz03zAbzfxtWgxnt3axqK3bI74OSTO4/O4/+NnC0RGo34ugB29hYmgqh3buIHSJlQxTY683yKzkKMznnwM7DmAYeq/q8X2XOxZnx1FY0YJmGMww1yN5NSBGglZF5pmkaNaeaGdOh51wzUAHDFkhcdHZGAff8DQtBjxiTDY02soL+PMRxXODH6xvnzd9azEBnjpPIWlzmPh5XZMT7we8qups2VXpyQh3LzEOVNSz7/etKBKa6/5aZcShrFxPSHIUacCNc3uPm50aw7vb4qm0WVEUmaRZ8wlJXn2Kfe4xSqpb2XqwlmlSg9ML3KKhtXzDcVsmUlBPVfxMUx1tnT1LjjWHD3B76EcoaGgolCkXkyUdBl1DQ2a3PZNKzUqKXIUxdz8zG0+yrvMA3VIEne+/3evFCMBRvI1EzcHPImQebVvLp93zMCkS13t9Llp9CR3vPkCorhEKqNv2Ud12DRGH3iJUczAHhccPruPaa9cNKZL6zu15mbGev3mLZ0lyFlY2GDgEIFDweS/I+Ph49uzpqRbc0NBAXFzcsPcXZShO5ejT92HR63kmJYYms0KYqzUDQJUWy4o7/2dAnpebifi9TKSU+0DBLUwMTcVhSLx9xIJ0ZAt3RX6CgkaXqwREijWcBEcV0tk/wOhu7xUX4vZG5JU00dVlJ6hsG7eG5rHfkUaxI561wbJzSRFoMck8mRxNhyITqjqriWvIfGvPYtZ5lwCwn2wUu/PammOpRnEt8WjIHHEk4FCd8Tinc4PvuywBPTFgwSnZo2rPIhg53g94JKnXc0SWJFbOS2TlvMQhl7aykqP49fWL2H6wFuid7TjQ9t4etAxTI7a8rb2WrLyX5rOSs9g4UyfuWD4mNGQJMDRSlBPoyGAYaMiU6Qmsy4z17DtTrfV4jTF0kiKgNf0udn7+NcX2eCQJNqYW8uWUCiRZIlw3MEk6MSe+Q+sTSA6A7owZM0sGa6d1UhyVdMq5qjWFYPRkGCuGjlq2F3TVY0eGXDukSNLqS5jWUMj961MocBWNzUmf4rnv9/J8G85wA2OAmM9AwucCbOXKlTz88MOcOHGCkJAQPv74Y/7P//k/vjZj0nD06fuwGA08NS2GFpPCTbUtZHY6g4hPxC5g9jW/8LeJgjOUvvFebmFyaOcO3j5ioVy1cmHwQSRDdbZZ0VVsXz9Lh6XD6clyNdN2V6z3zkr8bE8lS+RC5oTuBDPkmGv5Z+dyHmlbx/lBBSSFVvNMSgxdssTGWhmpI4oDWghf2OeyfmkqQVW7sVTsYAE6mkXhzc6zaDNCiJC7aDNC2GvPpFx1hkpsPVjrefAMN/ak77JEoKTVT2a8hZBnGUt1xnXdsHam5/scjtgezAM62Pb9LcMDvX5nnnsh5zRsQTfrSDg7FclAquk4GjLHLNPRgyL4waps0k2N1Lj2DZMUDFlxVcw3EZ+zECU+C0dMBomHD5BU/SJPTQ1HQeKmqlYS7BqSYkKOTXW2/KJ3NX63F1eSTZx17mqWD5DBaJMUDN3pRdaQMWUshkOVaJrqEoqJXDuISPL+TKbIZtZfei9KnyXLvt6xTRfOoKPL4fcYsNHiFw/YL37xC2688UYcDgfXXHMN8+fP97UZk4KnnnmPy9V6HkmLoc0k8+OaFk+piWPhs5krxJfATwwU76XEZxG6xEpl0T7AoERNQEdGNpwPmwSlFXd8ct9m2u7lhqbWbuwOnfnhFYCrgoQByy0lHHRM47gcxOaUGOyyxC3VLSTbVTCBbjaRsWQFkd89i+FuVuzq6XhN6LdIGGgoPNq2Fsk6HWqdb9+6K5sNTg3SBiZEMLBgeHgLp8Hi+MYS7xeRvmUL7MXbME429qoL5tj/IRIGiuScCnqoFaWz0RlAj066WgaqAd9+R1v3ub36U1py1iCFT+3lXcswNRJq386DiRFIGNxa3YoevoDOuARi42KdJSYMHSSZoJXXe/bz9uKWqVaKdpQzN6KFBEdVr5eq5hU/p2X/lyBB9PxzSZu7EG36TE8M2LWz5g/6+Q5UyqG7qgjbd/s8XsGBWg4FMj4XYACXXXYZl112mT+GnjR89MT/43tGPhKw5GQ307vtpHY5K79UarGc94v/M+GW7QRnDoPVx8lKjuIHa2fy4kdFlKtWvrVlsTKo2LnUgjPA2PmfRLjeRqblOEftsSiKTFiImbe/KQNgvyONHHOtJyA5xdTENNNxdGS0kyHMbbeR5FAx6CkR4F5ukVxj6IZzHPcDD0NnpqUeJXUxZS4BZgBhIeZTgoS3H6xlW0HdhAkGFpwep+vFGglafQkd7/0RdBWbbCJ41Q3gFR+oFm0F3R2DKDljBr1iEmVJIWjGWTj2b3Zv4RRL4DyGQc/xZJMnqN97/M73/0SY5mDx1FCWnLRh1WVCz1lPmWqlcM+7pLvLU2BgdLd79nULLO+yMMsjPsYm6dgV50tVmWrlz1taULX5zjmwJsOzb1J8FsNJN+mvlINWX0LtB3/C0Hpe4LKSsybd/PKLABOMjuodm5lpOkitbCLZrnJeS6cn5qtFimDunX/xr4GCM56h6uOcuzCZFGs42w/WotmWQUNpr2B4w5DQDZ0pDbv4WYSZ/ek3kjRrvnN7V/DzTttMchMMptmOUN1hIiy0CRMQa9e48ESHK1iZnoh82eRsllxX7HoAShRb5lClTuE8/Rt0Q8OQFVacfw4FbSaPSJMkPMsdsiyhawaSSy0OVLtpsj0oznTcXiwpOPyUBtwDbWtKyqG+MJ9QzYEigaapHG84Try7yXZ7E47CL3EWigAtNJagpCy00l0uESZhnr8OyRLqeYnoQfIkeJjnXoh+vNLZV7JPRX1qdmOWNaZoBhc3dSBbpxO88npPyYcULNwZIWOWDCTZRJ05hYId5f3WQcsMqkNBc9rheqkq6jahajppSiMzzHXUHFbI6ifBYCCctpqYu+xOEhxVnnjPXPseIlQHuDoNBFJ1/NNBCLAA4/DLf8HcdZinp0UTpBv8t4oTuPKs6JaCSL3tYb/aJxDA8Orj9HggcqgomAp7/kmMrda5pIiBjDPjS9dVlk1t5RjwjSvwGSDD0sjMjn2gqwSFmngqOYYYVeP2Y629PAV7bRnkzJ/jiYlRpqRQX5jPvpYYylQrUWEWWlMWepZWYuKzcFS3IitOsSXLkifQ1yPKgNSECEwFPfWh3G1qhDdscuFZTtdcggBndfn+yqj0XXqviV9LBgoYurNGmCOeJJdnqaIgn0i2Ihuqs1RERyNqSWOvKvmOgk85OfsKQoye5BJdknHEzyG48TBteZ/gviK1umJqtWiXR0rHFNlKaE4BqdZIbqlxLqHrTZVAj6gqM6w81raWjTPsRGXO6xVv6Y6zCgsxY1Kcdcc0FGQMkBS+bYoiLNZMpuU4t4c6a/bJ5QVo9YnDEkvemY3vKjKbLszllS1HULUT1Ac3cU2Iu2OAs1vAZEQIsACi4Kl/J0ip5slp0YDEDXUtyIBmQF3kXGZd/29+tlBwptNf4H1f+m2cvaWFZBbys4gGTIaG4S4jaRggy5iScig62ozmylzLMDVy3dRCJJtKVZDCs0lRSIaJnKZ0Hm1zBs9nmeoIluykKCeoaYMkly1lqpU/7ZqKqhmAs57T1oMSv76+d70ib7EFzoeWe3xdN+jocvRbuynQU+MFvVFrCjFcy3Tu68G7jMopWYFeS+/hsr1XDa1zYqcDeF3zF3FlyG5STcedNe/6jG1oKge/q2RX2zrOspQCsNueSXZ3PRcHa55iq2BgaHZaDnyJqs1HCj+BkrUXE+FcF5kBNd+4NnPW1MtOXe0Jaq8intAluRRUNqNqJzxlOl76uBhdN5Ak58tSUmwC7SnZmJtKnIVc9zowKUe4LaMLU5PudAQY2rC9VX2X9L07TITQ7bWl1GtpdDIhBFiAkP/a44QoNTyZHIOMwa3VzVjtzoKTn8dez9XXrPW3iYJRMBn6ow6n0Gp/Pe+KKptRVZ1yrLzZeZYnIF7B+UDSdIOqxnayUzNQZIkUV30ks02jMsjE00nRhOgGiUeSsWkaiUozYZKNYMnOhcGHnAPXvE/3tzqSJZSapiiX+OrBHWjvveziLbbcgrFvnSjv2k3bCuoGrI4vCFzqzCmEGzIm1/KbIYHDkHjniIWqI3m9vJ19l94bLNOoUB2Uq1bPUjZ4tTdSINl0wnlcl7rruTIlHIbEruYYylWrJyvX+Rc8vSgNeiqzprbtJzkmjOMZpeAI4YaZPyIuuJvOI7t6hwOosGqus2K/d2kJ7zId7uvfMKC4qpXS2pOsnLeIgrZoSu1HPULtw/JgfhrurJQvy8qw2/H0V9PP3WGiTE8EpcAZHxdg/SFPByHAAoDqHZuZ3ryDf8ZHYjIMbqluIdbhjJcplGcK8RXgTJb+qMNpTNtf496wEDMGsCKomHXBB1BczYoNA1cNJJ3qbz/lRGwu51kKmCYf9zwMv5gSRrAG55SFcJY5D8Wduu81prtGkePAhwAslExMN1+Ibji9ZB1GEBGKnYV0Y8srcLaGSbX2K7YGysQa7G+CwOarqmDKXV6sDiOIaZGwuzkGAzjXvL9X3FPfpfck1YopP+8UYe4WHzPMdc62QZIzIaTAPo1KLZYugpmdYOHjY6G9hJebSj2O1hV3EdlRQfmebWSaGpAkkA0Dy7QKIkzRXD/zhyxISwZOzWj0fglaOc9Zbb5vmY6XPi72iDDoeUnpW0+tzGHl0ba1zDDXkTxnEecMM1Zr8A4Ti0mOPZvjrizIyRj/BUKABQTywfcBuLrxJB2KTJRDRzOgMWk1yy7/iZ+tE4yWydIfdTiNafvzIhVVNrMiqJjvh+70bOdOKjEM59v+bLUAo+4QcrDhWRo0DPh+7UlsskSE7BRe7pIUiuRcmu8Vuew5qMYSSylnWUqdcSs4t5MO7sOOM74n49J7+xVUg2XO+SKrTuAfvD1Q3dGxKCcLPVXn5fIC7Ie1XsH5ZaqVoqPNzI0o43/PPUJrm43gWWfjAL7+dCtZ5nruX5/F1/tnoLc7ezxqyHzWPdfpLQNMUUkcq6g5xZYMUyPnJbVTUTeTevM8kgxnYXP35f4DKZnYVTcS0lzraS/kTd+OAN6Fhr3rlSXMreX17xTKXOctKxJhIWa2H6xlbsYUosIspCZE8MqnR6jUrFQTz69mOUtKlVS3UnP4AHH2YzRYppHkKkXRN/xgsA4TwdYUgiZ531QhwCYwFQX5VO1+ih1JFn5Q20WobhClOxu6lsy5jbNWr/C3iYIxYLL0Rx1u4L33W7b7/wstzuBgT19Gr32cb/bO30oSFIVY2BoTyg9rWwk2DII0wyO8dJdg0w1nw+J9tjRmhbcQlZaD5qrQrSM7RZqn12SfDDOX9y4r1zdp7xOlsbCgf1ITIjyiX5bh4uVphMYWYy7SPRmBtm9eAHTsruLBf97SQgr1rIj4CJOkEwYYO/P5V8dZbAze5cwmVMycP+dK6GeqG0BIkKnXPJAlSFMane2J2jS0tu0Ud57FBaHVFIQFsScqmOvr25iWexE019L5vrOMQ7cku/pBOu2bu+xO3padrZQMYOsBp8hzL0W6QwmSNAc/i1R4J+gKlPgsUhMieOnjIlxdm1AUiV/PSzzlRaWkupXXXvvII1CtrnZEK89b5Sl+K7uK3567MLnfz7ykupUvD9SSMjV0XObERJlzQoBNUA5+9BaO+s38a1oUkaqOJjt91JohxNdkYyL0Rx2rXpuFHWkcVMKYFx5LTp9jFpaf4PM9x2hucwbY7jlcj647swyXmVPJNtV4lY3wEmNGj2frcIiFFxOjiHOoOABLn4+uhXCi6UDCQMYg11KGZAd76W7i19+C1tVGg2UaeW8dYCmlYDg9YO5aYCAhKSZiZy8ieJz6j3p/1oXlJ/jLq3moqo7JJPO7O1aRkz5lXMYdDf7oxToR4iJLqlt56ZNijxCSXBdnfM5COks+dnp7kVwZt0av4sHOsg16j7jXVeYq5R7hr2kqQbXOJXcZ530gy1TniRerbGhD91pL1w3INNX1ajc031xBQbiZ1xMiSelWaU9ZSmx8Fra893sSB3TNU04FXSXBUcXqeVl8me8UXpoOX+bXsK2gjl9tymVaQ0/SgWxoBDWXkrQgl8q6No/4AtBcS5IbVqT3EjFFlc1kyL3bImXItc4ge1X3xHW++HExKdbwUwSQO07U7SUf64zi/uJQ/SXChACbgOx46zXM7Z/wYlI0MQ6NW2taCFdd/e1i5wvxNcnwd3/Useq1OdiNraS6lT+9vO+U4HdwxpZs02aiG85q9tFSO1GKU6R5L0UeCrPwSmIUiTaVH9e0EOI6Zw0J2TAwJNkpvgzDEw8DzgePpqucPH6coNxLmQJce20iO/ZMJba7kmmp8cQG671qPLUFJY1Lz8a+n/XOA9U41J7loJ0HqpkaZh7zcUfDcK+PseyPOlHiIosqmz1158ApHIoqm8la0ePtlYLDndXkXUvvUZnzMB1pcZVtkJHcIkw2ccCRRqa5wVOW4jstnTnGERRcZSrUBOfyo7vRfGUL06QGskx1lGoJlLhKQbj3/yJ8CscSVNK6HNxQ08ZzHVO4dl4rGUk5dEkK6JqXBDSQXaEBK+OsziLCqk6aqdF5fDWBmsMHSA5qctpt9NhUW9SANSrklM8nLMR8SuZzdmoMr+1MROOAx84yPZGV2XEUVrT0BPfrRr/Zwr36Po5DRnF/cahCgAkAKHz2t1iUGp5PiibWofKT6hbCXTeAKi1W9HachEyW/qiD3dicfxtcJO6wzWSHbaYnHswtvjSgMMzCy4lRpNhUbq5uIdiVHq8bsNM2g2Y9jDlWg4yOfI+3DHo8Z5Ik94qFccaaXDAeH8Np0V9MnGBixEWWVLfS1NqNLOPxRJlccVAf7CgnO9VKVq5TECpTUjwiJCI+i1/FOJe42iKyiWvejwSYZ64i6jt4bG8MmaY6yo1EUtLm81WFRKarTIUtKo0106I9y4EZpkYid7yEbGjoksLDrRd5ylocjDTTOq2coLZIEirCecqRRIUa6xGIrSt6GnErisRNi2RPLbws4Febcincs4cVdc4aXjoypjIJFR1ZktnePYPdrp6oN2bHkWIN5+v9Nbjf9SRAPn6Uzr0v9Mp8zkrOYuV5q3jsM4NMpY6jWgJnX7DKs9z44sfFGLqBydT/9T7ec2IizTkhwCYQ1U/+nCS9jRaTTHanjasa2gjVDGyGwjfm1Vx5+03+NlEwDkyW/qiD3dicf5N6ibBeQglIT4ygsqGdcNnmjLeRehoRJzg05rQ750SQuzyEASqK5yExIzUECg9g6Lrn2IYBhiQTsvrGCZlJJbIn+2e0cZH9eeKGWkYtLD/BwdLjzMuMBfAsDSuKzMVZDtKpJThtDg9/doRkox7T3lJiZycybdU6gufmwtzcXmOtWJji+mk13VVFHNv2EZGHajHI5DPbPK46N4vlcxN5u/BLT4bljiYrDc1dzMmyYrVGYLI0csJw1vuSDJXlwaX8s305x/Q4FqcEU9HezuwKC2UOZybjRSEFrEhMwmqNwHreasIz5hDvOqe+S9tWawRTq75EqnMuFUqG7gm+lCWD7NlZlJycxdVpdhaEfkdI7Bx+evUC/v7mAXTDwGySmRdxwtUSybn8GtRaRszcXJBlKlQrZQ4rsgRnyzJWawTfuyiHeTPiPJ9zf8vtVmsEv48OHXSb0TDexz8dhACbIFQ/82+csHQR1g0xms4Pak96/laXcSlXrrvSj9YJxpuJ2h/VO1g1w9Q4YIC9ezt39Wy3+PrAq63JvdcvYvvBWiwt5aRLtShJOTz1rQ1N05luOc5N6SdwLM6isTwZavajGzrlwRZSu+1Mdejc0NhJTfRi/lnRU2i1wwgiy1SHBDSYljFv/nrs+z9Ex0CSFbqmLWO3LZMTFQmsjGwFJl7zbJE9eSqjjYvsuyw/2DJqSXUr2w/W9upksGpugmdpOI16zj/+idNL1PQ1S+QlXBW6y1mZvqSYmqPbCL3svkFbE3W+9wdkXWWFBZZaitlpm8merY2ktlj4Xogz+zfH7OzysMM2k7+9sZ9DJY3MCgsn05Bwh+OfZSnlm+h4qlvSOXHoGPeFF0Gwhh58AAMwSQbSZwVUd12P0d1OdFIO58532uV9/u75ajSEs8K1pKkjISOhSAbIJtLmLeJOoPP9h2nWHTTLZhZeei+/vmGRZw5FmhrpLPjA1SVAolMzoza2ga4jSRIZSgMzLfVkyFNobHSKxKlhZs6dn3iKTd5MDTPzvQtm0tjY5tmm71LnaBiODWPBUMvyQoBNAGqeuJOScI3X42NY39TBOc2dAHTqFhqnX8w8Ib4EfsA7pivTcpy7Ij5BMtRTiqz2F/sF9BsPlmFqpPP9N531wtp3cP/6O6moa2Nh+SdIxSpIClMAA52dkcG8Ex/JFfUnWdZuxzxvLRHdMsoxjVK7U4T9LMK5fKKh0E0EjoMfO70FkszJuVfzH9+EuGJ4ath6oBYkZ2HV/oJvT6ffn2B8GW1c5HBxX7sOtSe6XHNFmpsU2Xntm+qQDNUVV6ix0FLpDK5368EBat65cRRvA131tCRVDFgZVMzSoFKajzm9bW6P7QJzBTtsznjIL/Nr+BL4XmhPs/pvooJoshYhlwSzqLsCSdeQ3N4ryZW/ojl6ZWUGrbye4w3HnW2QXGUi3HNTlmX2K2uZrtRRpidyw0UzSXBUcbxbpmznDuKDugjtU9vPnR1cUt3KlqMmFs6+goiCf4Gh0b3tJWq1aF75tIVpsqtgsqQjfVuAZj21MHNfvEUW1txevx+qyHMgIgSYn6l74jaKwmXeiI8ko8vB8tYuwFnDKOGnT5DgZ/sEkxf3W/Dy+cn9Bn57x3RlyLWujK9Ti6z2F/vV1Nrteah5x4P1Ldaa4KgiYSrYy1zLGIYKwPaoEN6zRpDdYWNxezeSIeE48BER6Pw80sS3KT8gorUTc6szxFjGgMqdGO4HnaHTXnUUTZvtOR/vopJ9Y9R6+v3ZXVtI2JXJc6MPNHwVF+mpSO+F4ipOunJeIu98c5SSYz2B78gKiYvORj/4BhLOYtjSIJXa7Ye/xHH4K6B3WytZAsXQCAkNhraepfgq7dTlsN32TJYGlfJ1dDCfxoYRfCKG7uZ4CK3o/6QkydXMG9AcdH/zPKG6zhxXOYiUWfM989XQDabNW4CDBaQAjphE6pohfNfDpLriwgxFQULvVdvP+6WrLaSE9UG6J7Oz9lAeqpZGllfzbkNz9Nu6yZu+Iqs7+j/AVQesvyLP7t8H8ouSEGB+5PDLf6E6Quat+EhmdNr5QU2LJ62+MWk1IhxXMF5430Df217Ov113aiq2d0xXmZ4IcoHzxi7JGO1NaPUlnqwn79ivsBAz+Tu+5cJgZ2DxMSOOhXxH5wf/Qo5NhX6KtXoKuEoyX0Va+DA2nDnt3WyqO4kC7gZ8OP+pcfF0O7ao1XS+v8O1n0Jho8E8M552LlERQSiK5MliU2TJVTHAOCVGzXODx/2gNDA0lfrCfPKOmibUkuWZgK/iIsNCzM6lTcNAViRWu4SX+7veePZ0/vRyC4+2rWWmpZ4V55+DIyaDf+xsJ9dUgixBzrmXENGPAKgoyCd6+/M9WZC4Qqxc16csQUzsVNT2Ck/3hm7DcspxDAxeiEriSKyN5GYzjvIMTkoKUSlZ6A3FSK46ds4xJJTUhWhVBaCrroLFuqccRLpUS1NHTq/56i6mqmo62wrq2JRQwkJPCQmDspC55MzO6iV0th+sJZl6soLqaNOCemVmHg9O7dW82/37t49YqO7TusmbviKrq+IQzHQKsL5FnqXg8EnhERMCzI8EdRbzfnoU2R02bqhtxWzgqXA/U1S4F4wjfath95eK3TtAfDFhpkXYi7ehFm3FUfgljuJtnqwn70DymsMHuCOsZ2lwnzyPiIP5qIBUXUDH9PNp6JCIypxHvWqlcM8epgXPJmFqKMacJXxU/E/mtXXxfZf4MiQJy/yLcRR8iqE5C6k2WKYxxavw67dNUXyVX8MsczWKoWNICtbc8/j1PCvbDzpja9wtV/qLAXPf4A3N+QDQARWJZ/ZqlDmO+r1e0JnIeMdFllS38sqnRzBctehuuKh3YVB3bJhuGJRrVo4ZcSyJyaCosplSeywltlhkCa5siybNtc+X+dXsLWogNS4C/eDXrA/SeyWbuL1g7gzek3oIobIZTVM9JR+8STc1cvXUz/mbNYolrd1ccbwBPaKOtzrPYlbjbmcXBxc6EpJsImjhJbDwEo7s3cU3RSe5MnR3rzIXx0qbuGHtTE+sZl8PdokjnnlewumwkkNVdw7ZagxZrs/l2Hf7ey3/v9V1FmGSjTI9kWuXLCFnCbzzzVEeO4Ynw7NctSJLA5d96CuyQtLm4I7O6lvkeThtzwIBvwmwBx98EFmW+fnPf+4vE/xG8btPE1m9k6myg9urmom3q5gM6JQsJNz+hPB8CcYdb6/VQOng0DdAPAq5ptDpiepz4/PeLrSkvlcRxtnqYZBdKyNA55HdvNNxNlJpEUvMm1lpKUFGR2tXKO6K5saYWRwo72anfIJIuYuszGmEpy+iPmwmOz//miJ7PMdeq+WGtRGsdmoqQoJMVOpxPNq2jpmWepaffw7RrnT7/oQl9K2G7bzBH9q5g11HOwiVbJ6HBvi/XpBg7PEID5xB/+5G2dB/bJi7btVA2b5f5lfz/JYiAA6VNZNuimdtkOSpS9e3NIqORLEpB9JzqD60jyOOBCr69H3MMtWR4nDw06pmkrtVV4stnYWWSmQ0TxyabkCRPYFPHblc6zrGXwoS0fUEarQYsrxEEDjPdcOKdM843ueTlbuIv3/eSYbsLCFRcTIIvaLnJaSospnpSk9BWAmdS3JjybMs4VqvF5uNZ0/nz6+0Um6zerpNDFb2oa/ICk7J7lWLT4nP6iWyhmp7Fgj4XIC1tbXxwAMP8MEHH3DLLbf4eni/U/3Mv1EY3klotMLSkw5S7KrzTcgSR8rNf/K3eYIzBG/v1kAxYP0xnH6P8TkLOVm8Bc0VMxYh24CeB9BUuY2fR3wISMg426F8PDWMeJvK/IbNSI2QHSJRFzWXhLYypGNVdFTt5uuQK/micy7ppkbOsxyg5IsiFkU42wtNN2SmyWup0ONYfc7ZpM11ejLcHonF2XGneDdOTRLIInSJld1HnFW4ZVlCUfpfshQEPoOVTekbG+YtHgYqHbK3qKHX8Ss0K290LuOa0G+RDMPddRQMHQOJt7qXc44rKP6lfM1zzTljFQ3MqYUcag9mnSGT3K0i4xRahuSMQ+PQmxiaM2ZSQ2ZL90IqNWcdMMCTBerdxxKctcy8z7X/ptjrKapsJrW1m7L9Nb3iO7NTY/jnjt7Li46pWWyYm97r/Pu2HXN73AZ7iekrsgbbbqi2Z4GAzwXYZ599Rnp6OjfffLOvh/Y7pU/8gv0xdj6bGk7uyW6WtnU7AyGBxEtu87d5gjMMt9fqdCrhD3Xjc3qVTKSmbmBa+bvO4Hi8an5JuNquADhfiz+YGs62mFCWt3SysN3m6rtnkNh60HNcQ3eQ3byV7qA0rgrdjYKGgQS6M15LQSfLVEelzerxZPT1SAAeETZQ0di+DyP3tiIGbPLRn/BwZ+EtRKY9pIRiezzHjDjO9ooN0+pLmNZQiDkihYLKnmMtzo7zXGcA65emEho8nSPqAkrzdnPEHo8kwzU5Gg2WaZzjalAN9BIqr3xaDNMKMFmrULrm8tjhtWS6Sq6Ey3ZWXuCMQyvtiCCj+ztOtHbxfn0ilZq1l5A0m2RUVUeSJdadNY0um1Osece4eX8W/TXFLqluZVtBXS+RmpUcxbTZC3i0AE8F/UVey7CDHXcsGa5Ym8j4XIBdccUVADz88MMj2n+sWl0MxHj1PPv4d3dTMsXOl1PCWHyyi6vqvdqRsIAfehXxGyv80b9tvJhM5xLoDHTj8/YqrQ05Rlqw0bvJtdcPkuSMd3w/Npwd0aGsaOnk8uPtXpXre3ZyB8XPNNcyw1yHjIEsgWYYzoQAQ0JDolRN6PUA6uuR2FvU4BFgg3k/+nsYCSYn3t91Tyasg0gMLg6GdSEmWlfcRYrVhFqzFftJZ9shQ3MQbsjsa1vLu9vi+dWmXM+1darHNZ2Y6bOJqGxmbkQLCY4qZiQlAo3Y8rYiBYczrbudjOk5SHGpFKifc/hkFcumrmLF1DX85XA+5TYrsuRsYO2ICffMM7Mpm3+7Lpfvc+qLwlgU+B3I27dyXiLbCpwvPIoic2NEC7a89wf1Ro1lHa/JwrgJsA8//JAHHnig1++mT5/Oc889N6rjjrbv3WCMVU+8vhz46E2KprayNSaMpa1dbGxoQwa6dYVPjRVcf+ctYz7ueJ2LP5iI5zKWfe8mKqdzw9TqS+jcs4MULJQZVort8awPdvbBc+P0bLnjX+DtuAh2R4WwurmDi493AJ5C3L1S9h1RqSgtFa74FwNkGcMwkBUTwatuwOhup9mcwqK2aDZ5PST6eiQWZ/fUkRIV6AV96cmEdXltAQWduOb9dH67zfU3GQzN87dMUx0VNqvHg3ruwmSP8PKeP1nJWa4aeI9h1x3YJcU5qK55xutSLLyxYDGHT5ZyacZaLs64EDhVSH2wo/yUBJq+DbFhdN6nvrYPlqAzN6KFKd+6zmuAjMSh6nidqeJs3ATYxRdfzMUXXzxehw8ISqpbOfTx2yy1bSNsiokVLZ1c1tiOBByXYpj+079yvb+NFJzRaPUlNBeXoUVlUKZae1W9H26at/vmmq45uDNC5tG2tQAYLu8VuMSUpNCduBC5tgCTYSNM0znvRAcXNXX0ygwDPNldBgYdUijRfURXqOLAFpXhsSnN9Z83A3sknIgK9AJvPPGNmluESc6SB9CTcYcOkoJhOIP3QyQ7F4UUMDeid/0ub2+aXZIJOvuHGN3tPccxeoSXG1lXCbF1cUXmJVyUdq7n9xmmRqYFF2Iy5QBRw06gGSnDLXrqnj+2vPexD5GROFjW4mQtsjocRBmKcaKkupUvXnuZC6L2ECZprGm2e97qS6UUcm/7L3+bKDjDcd/4OnUVQ1J4re0iSu2xmBSZ3551nIghbqrut1a9vQl0R69YLMDpKfCK/TIMjaLyepJDVGJVWHeiA8Nw1kNy9210V0ySXBH7GjLhzUUg6UiSQtCqG7DMOpeYYXpFvT0SAsFgeMc3endDgJ5q9sgmzHMvxHHgIxQ0Lgg5BHBKpXe1prBHyBkatm9ewDx/neulxNmpQZIAXcMBnDTJTNEVrs3cgClhhsem/sSJd9mX/hJoRutN6iuWhqqFN1RijlZf4rxHSAr0Keja33iBWlJiJAgBNg7s3rqDkwVfoqY18GhEDL+oPEGkqtNpWDiecTG5orWQYALgfeMzDIMMuZYSI9ZTCyh3iJuq+8GApICkoBtar1pGGgqSa7nG+TPkTevkvZAYflnZRIjeEyPm9n7ttM1gtz2TsyylnrFWBBW7tjOcXgScjZN3HqgWy4eCMWWg+Ea3MKszp9BaepB0Q+8d39hHOJiScrBLck9FekPDfmALhu7MgPzCNovzgw/jkOCFhGiOmYOIKVrIdVoc3qMPJE4GSqAZC2+St6AyJIXn9umU2geuhTdYYo5WX0LHe3/0FFm25KzBPHNVr22Gk1k9WfGbAJus9b92b91B+ndP8lZiOAWRwVzQ1E6Eq5ZMefyFrBDiSzBB8L7xSZJCmZ7obJGiyCTNmk/ovIGzHXs9GNAx56yhvM3Ma98pnpT3R9vWcpallOVBRzAweCUhiqJwExsa2wjResp3u8tT6EjssWdS4ZU2n25qZGlQKRI6suvmXFLdyl9eddZoEgVSBb5Aic+iTLXy51fySMHCnREyZkkHVxkVSVJ6CQclPougs3/o7Mlo6CDJYOiu5BFIkpuwo/NCYjSlIWYyq6I41B1/Sq25XuJEktG9OlD0x1h4k7wF1bdNUZTudZySLexdQy/D1DjgfaK+MJ9QzeGM39R1TuhhJPXZZrxLSvSu9zex7hPCAzbGtBw9wBsJ4RyMCGZdUztrTnTSpEdQn7CaFVde62/zBAIP7htfUGsZtqgMrvWKAXPeqKIGvBn2fWs1z1xFTnwW5yRVE+aqBN5lS6KRBZxI7mBz3VsUKnY2NrY5+51KPUH53aYIirui+bx7LseMONITwymrdb7Vl6tWHm1byxUz7MxZvgIlPouiHeWo6qklJASCscZ7Oa+o0oSq6ZQZVh5rW8tF0zr5rs5OCN2U6YmsrA2h42i5J9PRlJRD6OX/w7Ok2b3tJTRNRUeiSzLxXFI05cEmrqxvZ3vjEhRFZm6fbEL3HHUUb8NRtBW18EtUVwcK77npFhlzI1KY0seb5C1AYHhlVdxjJ1W3YsrP65Ut7J3tnGk5zl0RnyAZar8etxJHPHO86oWVOOJJGuDzDcq9dMy/v/7r/U2ce4UQYGPIJ5u/pDaolIMRwVzS2Mbqli40QFn9E1bMXehv8wSCU1Dis4iZm0tjY1u/VeMHiicZ6K21vyywj2inSLFz1fFOlp60YcjOB5mMczmmMHIV/zge54oHM0iLj+BYQzuqq4fjMSOO0CWLgEa6tv6DpSeOYw6z8W13JsnmFpbV7sJ+eDmWWecOabdAMBTua0cKdpaccC/nzV12J++6gt+riKc4KoFt5TUeD27pR0WkKY2siPgIm6RjkxTyM24iadZqspKjUKak0Jj3BSHHdlJlbaYiOITrTdNInn8O1VOCybVVE73zUWy6ik2SCD77RiyzzkWJz3J6tlwdKAzNQdVnr8D8y4iYEUfNzu28tk9H0wzaLfWcfdYVxAbrmJJyvLx29bTtrqdEjeeo3YosS/xgrbP1Ut+50tdjNFgWZoZc6xR79B8vljRrPo8fXEeGXOtsU+QqPKvVl3jammFo4xZ8P1C9v4mCEGCjxN0vLOPoayxVjqIC2aqF2Z12DAn0qDTShPgSBCBDxZMMVgjRe9+zFTPp51zHnDmpnmWN4oOHuCb0W2QM5rV8SqZlLUftsSiKzEpX0UvvHo4ZpkY63/sD6CrBwHILLLMcQcJAOg62rYUAWGade0ZnVQlGR6/YRrxiuHSVBEcVv9q0upc3aVtBndMbi3PV7yxLKSZXKomha3Qc3sqf8zVPp4WY+ELsx3TWNnUwq9PBnDnTORaTwbYteZxrKoAQhzNxRTfo/uZ5lCkpKPFZp/QqjW4rRdv2ENU7ZcJ1jTtCnRFpMjoUHMB0+X0eb3EK9dzp7tsYpPCovpZy1cpLHxeTYWpkyrePgWbHJsnkR6/lxfJ4NN3o5THyFi3uLExV1SlREzBkE5KhDRgvdu216yiqbPa0KerJELX3fPDjFHw/WL2/iYA89CaCgSipbuVPL+8jpPhdyhMa6FAkLBLM6rB73ooi5p/nXyMFghHSXzzJcGmvLuDtKUF0S2DWVLLbOp1xMbmXkjRrPhGKHVwFVRVD56pslVnpMWy60JkBVlTZzMp5idy4Poes5CiXLarn+BIg07vQq3p0z6jtFpzZ9Lp2DN2VYCL3Gxzu9g7Nzhjkoe7leWm3d/CGrRw7EsGGwYxuzbW02UwK9UTLHR4h58we1lFrCj0eqqCV19McPh0DZ+awgu6M33RlHyvoKBLIrv3AKUBmWnp6s3pnKafKDXDgvR4hpOvMP/ERKVJDL49RX7KSo7hwcQpIUOaw8mjbRVQnX8g7IVdSaos9Zd+s5Khedcp66q15MU7B9+7v6Mpzpk+45UcQHrBRUVTZjGo4KM2opyo0hKwuB3PabRhApRbLlNzzifRaFhEIAomRZid1Orp43FbCschg5nTYmWEzPPtq9SWkHN1GZJoDqUHBMAyQFd4sMlFqb6awsgUJTnkDd9pi6iXC3IHNHnunLxmV3QJB32snaOX1nnIU7uW8vvFEG8+eTvEx5+/3OjJZGVIKhoaKzB57JooiMy3JwoO7H6ahq4n5QTJp3c4AfoC5ES0sd3moDGQ0dCQDZMWMFBze45GTzQSlnY3UVuppbo2sYOi6p+Ke4VJn7ms+KzkK8/nnwI4DGIaOpCgc1RLIMDVyZ8THmNq1nlp9krP8S5apjnLVOqDHqKS6lY92H+tZerXF8pcCyVMgXZIGb7rdN7HAnL36lMzIsWQi1/sTAmwURDsqiZ/1NcdCFa6tb2VOu7PpcIGRRfzGn5M8Qb90gWA4nE52kvst3RaXzmM1n1HT3cTG6DWY2ps5sXAeEfFZzqUH1zJiCAAy5llr2GWb7pVp5byJp5samWGuo+awQlbyaqctl92HvXgbRmcroVNj0aYtRTtRhXp0D6bpSzwxYJOlUa/A9wx27RR5xT4N3D90MeGmxag1hZ7uDJclmXin9mWabC3cVNtCWrfrJULXUGsKSQBsku7pgdoWnIwSl44197xTvLmRtgZUrwSWsKzFVNU0EdVWiuIq5VIXnUu2l91pcxeiWe/znNN1qpXj37yJ0qJ5+rK66/UZSBzVEzh3YVK/PSPB6Xjo1Y1G6mn8LQGz02PYePb0Xr01vT9LMT97EAJshBx89wm2KodpDzVxbV076okkmoOasCUsYNXlP/G3eQLBmFCmWinqNhFWa6bjaHm/mVT2w19i++YF2mWdp5JiOB5k5lo9leCd2/nWnsrOwhOsbyzh8ujey4i42hQlzZqPnLevl/j6mcsjIJcXoNUneuLNQlw3a3f9IyU+q1fwvZvJ0KhX4B/c105JdSs1n24ly1xPfM5CslOtQ/YP9RYcafFZRHa38FDeE7TYT3JH+iUkH32+ZyBJRgoOR5mSgl1xVuCXMIjsroZjdWhpM6gzpxCFgoyOJJswTV+CVlvoWnqEztJ9mGZfhXag3JNpGDzr7AHPCSALqJmahdbyDRguEQYgy5QkXsJ1uRcN6jHKTo0hK+g4GVItJVoCOYsW8+neKs/n4i2+BorFFPPTiRBgI6D0hf9kiq0ce3I0N9S1MqvdzmYtmu55P2LDinR/mycQjAnuFG6Hq46dBCiKc7FDdy0R3r8+mik7XgBDwyHJaBL8qPoEWV31YIKZphoAPvwW0ldNJcfz7u5E72wlKzmK1fMS+TLfue0MUx0mSXcGqBraGVUZWzAxKKlu5bXXPuL2UGfF+44jH5Fx2a8H7R/an+Cwh0eCBD9feAvTo9LRwpKw5W9Gq8wHQ8e2/WVCL72X0EvvxbbnbbTqAufBDI3ub57npfb1aNpFzLTUs/z8c0ibtRDteAXq4S+c2+k6scE6dat+TmvpQaIy5w0r6cs7O7GLYNYvnEp8zkKWDGOeZZgauSviE88ybdjsxeTOPPVzOZMr3A8XIcBOkwPvPsG0zqMowN3HTiAbzsdJqZ7AdRMsw0IgGA3uFG43BpAiNZBlqqNETaBSs9JaepAgySDEgBhV579VnkBxbete1lhgrmCHbSZf1wQzJz0XrXyf55hyqPNmvXJeItsK6tA0nTIjEUkucGagiRiuM5oHH3wQWZZ9Xri7qLKZDLnWE7yuuwREVu6pjandeAuOdjTM1YeJX3QZv1n6SxTZ2Xxbic9CiZuOVpnn3Ml1XFNSDnKkFa1axu0ZNgydDLmWT2zzqNCshLdFk1Jf4txPNoGhIykmj7eN08i2985OPCs1hqTTCJdRawqRDFfpCdcLUn+fi4jFHBohwIaJVl/CiaoDvGkpJi0ugmsa25BdL/IFwUu47tL1EzbQTyAYLt41gOZGtNAeUkCxPZ4y1eoJ3FXQ0FB4vHMd7cFmXk+JYVanjUuPt6O4juPt59rvcLbJXpwdR1DiJXRWHsBwtTk5yEwadpQTFmJm1VxnC6OV8xbT3DyT7sPfEB1hIdTnn4LA37S1tfHAAw/wwQcfcMstt4z7eH1jlbJTY3htZyIaB5wV7JX+BUSvivBJOdglhQYTPJUcxTxHC9eDR3y56StMDHsnne8+4Mq6lDwTRwK6CPZ0p5gb0ULn+4952n+Zc9ZgXXoRbUFJaPUl1BfmOwudzpo/rGfRSIPT+9ovBYf3Kh7rRsR6DY0QYEPwZX41xw7tZ439bZ5JDKfFpLCxrduTAdIYOp1VP7zLv0YKBGNAfxWuLw5WWReicCTnJwSdsGOu110dhDQunVbCP2miW5GYf7LbE8zrRo6MpyxmOSdb0rkxO85ToPXE8rvY+fnXTmG3rQs46tnHbJJJTYhg+xfF3B6ah3JCo6NqN2GX/VrcwM8gPvvsM9LT07n55pvHfayBGl5fe+06Dh1O9MSA9b3++lZZv399NHazzNOJEehIHNmnUZLSOmjvRCk43NWuyN0zsmd5XkJyLg1appOdGkNCw1bsXu2/pPCpBKdk01KQR8d7fyRUczAHhccPruPaa9eNm0PgFPu9itWeTq1AgRBgg/JlfjXPbylidcRhnswMp8Mkc1N1C0Z7DC1mG90J85kpAu4FkwTvqtHuCtfuGkPzw5swzVxB53tfga5ywqzwakQTdlni1poWkmzO4HoDd3q8iZDzbmVefBbz+oxT0BbNx11zvZ81HjRNZ29RQ7/LP+JGfuZwxRVXAPDwww+P+1iDN7xePeB+fausHy3bxYeJkcgY3FLdwl5764CV193CxJb3fo/4AkAG2VVeRTYRn7OQDfHpAGim/pf03DXyFGf1VzLk2nGv+N7LfhHnNWKEABuEvUUNgEF++klMiszNVa0k2XQe61rMokXLRMC9YFLhXTW6TE8EVxyWISl82xRFUpyVlOzVdB3+gmeSolEliZ9UtZBkd4ov9+qJFBZDyIU/G/BG7Kmk7Xp4uXEG+csszo5je83Qyz+CwOfDDz/kgQce6PW76dOn89xzz43quFOnhp/yO6s1ot9tu2cvojbvXQxNRVJMxM5eRPAA23qzfH4y72139iU1WXS2RFaj2OAnVa3EOAzK9URum5884Li9xlYdIMvErrsVS1wqXRWHCEmbQ3BKttcJ5NId/R+n/C129iKq972DpqpoyMMad6wY6Wc3XHxxDv5EMoz+3kMnLk1N7b1rkIwh7tR2N24PmBx+gkTpJHPUdo444qkifkJW1fWm77kEMhPxXGRZ6vcm7w9GOye8P1/vmBZzcxm1h/L4rDoUXYezgkpJjzZIspVRHCQTocKx4DVEtx1hplGOuyx98Oqb+i0N4Y17nLAQMx1dDs//3VlUJdWt1Bw+MODyz0S8JoZDINo9XJvHY064PWCnG4Tfd04MdQ7eMWBlpzSlHxjv+dJpqSK+24Z29Cgljnj02OlU1jnHHKimVt+xT9d75D6vkcSAjRXj1Xc1EOdKX4aaE8ID1g/VOzZTffRbikKmMDPlbBxaBKsXJJFiDSeisplNw5iYAkEg4g7MLalu5fdbWnCoaaSbGrkr4iMagmTqFYV4TaOxeTqb7ZmUq1YgkRVBCSwwV3BATePcyFyGug0PFQA81PKPQDCWeNf+6q/a/UDI4c0kZ7aRFZcOuLabtohOV5s6d0P5rQdr+fX1iwZdjnQzEkGjxGfRqVpp66d10Hgj4rxGjs8F2N69e/n973+PqqpER0fz+9//nuTkZF+bMSDVOzbTUfgGbyTHINFO2rGd5Nlnk2INn9AtDQSCkVJYfoKdB6p7vfF7l6DIMtVRGyTzTHI0IbrB3PYmAJf4crLDNpMdtplIQKIr/sTbOyDmjWCi0Z/Q8Y7rUjWdd7456iks2pcjzaU8duBZpgbHMC92dq9sR+dxDNJNjZxlKQWg5rBpyJeKkTaS75tAc9MiuV/P8XgzUeb8eHnlxhqfC7Bf/epXPPbYY+Tk5PCvf/2L//qv/+Jvf/ubr80YkOpju3g9JQaTYXBLVQtNShW7tVnjHtQoEPiDkupW/vKqs9iq9xu/dzxYYXA4e5KjCdUNbq1qxmzAsqASdns8YD3IikR2asxpexIEgv4Yr/pf/QkdgFx7PvstOqV2Z1PpQ2XNFB/L41ebcskwNXoe6kfMBn8/8BxTQ6bw84W3nlJqIjs1hkxLIz8N+wiTq64XZaWerg7eeIuWaQ0jK17qFo5pSiO3h36MuUins+TjYQu4sWCizHn3d2toDrokhdYVdw2rOK0/8KkAs9vt3HPPPeTkOANqs7OzefHFF31pwqCUnqjgn7F2ghzOLJZYh8bnjjRMroeKQDDZKKpsRlUH7m+3o+wQex1HCZej2FDUSrShO5vtYrDK2sqs1MV02VRaO+xEhVk8sS4f7Cj3VNBXVV28wAgmFH0zHx3F23AUbyNCd3BXhIl3Qq7ki2PBgHNe1Bw+QHzFC6A7OBgWwguJUcSFWrk79zYiLKfG+GQlR3HzYgVTkY6nMouh4Sje1ksQnVrKIoUpIyhe6n5hmmGuQ0Fzjqk5sO15m6AlV/hEhPXNCvXXnFdrCjFcbZ3QNXZ+/jWOmIwJef/xqQCzWCxs3LgRAF3XeeSRR7jwwgt9acKglDSVExYcyfeDZqArBWy3ZBKUtoR7BwmgFAgCmezUGEwmGVXtv7/dUYeNKXUx3JN7Gy1Tj2LseATDlZl47vrzB7yxh4WYPf82+vwsEPibU4qhgkeQSWhckNLJN7Whnv6GWeZ6z9/LgmTi5RDuXnQ74eawAceIz1lI55EtvfqfOoq2Yp65qt8lT03TKWiLZv0Iipe6X5hqDivI5QWuMQ206gI664p94gnz9pr3vZf4ElNSDl2SArqGhkyxPZ7wCfoCOG4CbLD0Yrvdzn333Yeqqtx+++2nddzxyDyzqXaCTBbWWdewJn0ZwWbnm8+KMR/Jt0ymFN7JdC4TiazkKH53x6pTYsDsmh2LYmFt+nmck7KSYFMQUXMXolnvG9bDoaPL4amGL0nOnwWCiULfKu0AavE2jyCLz1nIr7J6siHjTY20lH6MRVNZ12Jnw8rvETqI+PKMcdl9dG9/Gb3RVWzY0HstK/YnWpT4qBGJJXfiilaf2LuvpI/qc7lFoL9jwJT4LFpX9BR7riKeTRN0BWvcBNjFF1/MxRdffMrvOzo6+OlPf0p0dDR/+9vfMJtP7814rMtQFJ0o4dnvXmZp8AaqKy3Mmz7FU7E7kJkMKbxuJuK5TKQyFKMlJ30KU8N65uHB49/xcuEb3LXwFpLDEwk2BXn+NtyMJ7dnzd9vwwLBQPS9lvu2zckCj4jYU3eUN7OSuTN0NonTck8rOzF45fWueLNTlxXHQ7Qo8VkELbmCzrpin/dhnCiJamlzF+KIySB8glct8EsQflpaGv/5n/+J5N23xAe4MyOk4HCM7naORIbxVOXHRGpm9u85zLHuJPKKGwEmhQgTCE6X/IaDPH3oJaaFJxMTNPKb1kR5GxYIhstALxc7a/fw4uHXyYrOIHb+5SheLyTDPe5gPRH7ipaxyCQUfRgnjhgcDJ8KsO+++47PPvuMrKwsT6uJuLg4nnzyyXEf25P1otmdtoQG8VJiJHF2jR9X1xMUUs2j6lrKVSt7ixqEABP4jIlSmmVPfT7/+O5V0iOnceeCHxNiChnV8QLhBigQDMa2mm95pfBNsmOyuCVhNdLBT6gwp1DQFn1aAqlMtVLUbSJbjem3Rl5FQT6tpQexTcniqW9toyon4V2CISj30mHvJ/A9PhVgs2fPpqioyJdDevBkvQAVQSZeSowkwaZyc3UL4YaBhkSWqY5y1cri7Di/2Cg4M5kIpVkKTxzhuUOvkBmdzk/n30ywKdin4wsEE439jQW8XPgGs6dm85O4VTg2/18MzUG4IbOvbS3vbhteR5ShyjNUFOQTvu1hotDQ6r4khbUYCiMqJzHSOmIC/yD724CxoqS6lQ92lFNS3drv301JOSCbAYlkm8qaE53cVH2SIF1CR0JSTMiJOdy4Plt4vwQ+o7/SLLW1teM2nlZfgi3vfbT6kl6/z4zOYH36+dy54Cf9iq+B9hMIJis5U2ZycfoF3DbvR0h1JaA7PM3pM011nlILQ82N/sozeNNaetDTeF5BZ4a53qucRE89sOHQX2NxwcRlUrQiGk4BOCU+i+JzriH1ZBt2ewjq7hKetsejKJLHzfvzubkTLthbMLnxZWmW/t6O84w2zo5chFk2cen0dcPeT7xVCyYr39buZYF1DsGmYM+c0FxlKwxNRUOiVE1AUWTmRrTQ+f5jg86NocozRGXOQ6v7EgwdDZnMRWfRZVOd5SQM7bSC6PuW1xBN7Cc2k0KADacA3Paa3bx87DNWJi3l+sWXsDi1lXBXoGOSiFMR+AB/l2ZpLi6jU1c9b8dbq77k9dZimvTj/GDBVcPeL6i1jJi5uadl43gQqKVJAtHuQLR5JGwu+4QPyj7hMts61qdf4Pm9d1B7szmFRW3RbEqNIaFhK/YhKtcPlZCSNnchFfyc1tKDRGXO4yxX1XatPnFEPSHP9OD7QGJSCLCh3jC2Vu/g1aK3mDVlJtfMuAwQAcIC3+Pr0ix9+6FpURkgm0BX+SomjA9bi1lonct1cy8f1PPrvR+yCVtUht89xROxNMlwCES7h2tzIJdmMQyD949+xJaKz1mWsJi1aeedso07SzINSHP9TjMNz+M01PMmbe5C6NMuZ6RNrkVz7MBhUgiwwd4wvjj2Df868i5zp+Zwy9wfYlZERW7BxGI8SrMMtGwYeum9fFj6ER92V7A4bgGroi/mrS+PkjI1dMAHhPdbdZ05hbfyVKDQ03ZIIAhkDMPg7dLNfFr5FSsTl7Ip5ypkaXjh0cLjJBgNk0KAQf9vGA7Nwbaab1lgncuP51yPSZ40pyuYJIxXaZb+gnGV+CzsU1PYXdrG0oRFrIhcx//36n6P53iwjC4lPosy1cofX96Hpjm9bd8crOXe6xcJESYIaNodHeypz+ec5BV8b+bGYYsvN4HocerrHRf4h0mrSHRDx6yY+W+5dxBiCj6lW71AMBEYr9IsfYNxlcRsdEMnxBTMvy25izBzKB/urPTETjKM5rlFlc0e8QWgaoZosi0IWHRDR0IiwhLOvUvuJtIS7vPi4P5AJNVMHCadADMMg81ln1DdUcdP5txAuGXwfl0CwWTEe2lESczm7bbDdJ7Yxw9mfY8IizNO53Sb52anxqAokkeEmRRJtBgSBCS6ofNK4RuYFTPfm7GRqKAzI8kABvaOC3zPpBJghmHw7tEtfFzxBcsTl5wRbzMCwUAo8VlIcdN5vfgdvq7ewXkpZyPRMyfcsZNVTZ2DxoB5b//r6xex/aCzTpmIARMEIpqu8WLh6+yq28fF6eNT8mUiI0pVTBwmjQAzDIM3S97n82NbOTt5Od+fecVpr+ULBJMJ3dB5fN+rFLTms2TKChaEnsPmnRUer5U7aeV7F8xkR34VH+woH7K9isgeFgQymq7xj+9eZW/Dfi6b3rvUxJmCSByYOEwaAfZO6Yd8fmwr56as4poZlwvvl+CM58l9r1HQmo9ancmOvVFsJw9dN5Blpx9M0w1MisxtXSpPvH1w0ELGAsFk4PnD/2Rvw36uzNrAhalr/G2O3wjExIHJyKQRYAusczHJChsy1grxJRAAwV0pOKraUGsyXb9xxm7pmoE7lF7TdLYfqBmykLFA4EvGq0H9kviFZESmce60VWNgpUAwOibNGl1GVCqXTl8nxJdA4GJVxjykhhnIkjNgXlEkZAlkRcLk+reiyKycn4RJkT0/i8B6gb/51a9+xe9+9zveeecdLrvsMv7rv/5rTI47L3a2EF+CCcOk8YAJBILe9C1QDPT77xULU4gKMQ3YKkUg8CX9Nah/8cUX/WyVQDD2CAEmEExi+gbND/ZvIbwEE4GxaFDfX0ukydrPcrKeF0zucwMhwAQCgUDgJ8arQX3f/qiB2INzOEzW84LJcW5D9UcVAkwgEAgEfmG8GtQLBIHApAnCFwgEAsHkwN2g/sEHH8RisfjbHIFgXAg4D5gsj2+W43gf35eIcxk/JpI9Y2HLRDqf4RKINkNg2j0cm8fqvMaiQX1/tgTi5z4cJut5QeCf21D2S4ZhGINuIRAIBAKBQCAYU8QSpEAgEAgEAoGPEQJMIBAIBAKBwMcIASYQCAQCgUDgY4QAEwgEAoFAIPAxQoAJBAKBQCAQ+BghwAQCgUAgEAh8jBBgAoFAIBAIBD5GCDCBQCAQCAQCHyMEmEAgEAgEAoGPEQKsD3v37uXqq69m48aN/OhHP6K6utrfJp0W7733HpdccgkXXXQRL730kr/NGRWPPPIIGzZsYMOGDfzpT3/ytzmTmkC67gPxGg/ka/mPf/wj9913n7/NGBWBdH0Pl0CcB8MhkOfKaWMIenHeeecZhw8fNgzDMF5//XXjjjvu8LNFw6eurs4477zzjObmZqOjo8O47LLLjCNHjvjbrBGxbds24/vf/75hs9kMu91u3HjjjcbHH3/sb7MmLYFy3QfiNR7I1/L27duNZcuWGb/+9a/9bcqoCJTre7gE4jwYDoE8V0aC8IB5Ybfbueeee8jJyQEgOzub2tpaP1s1fLZv387y5cuJjo4mNDSUdevWsWXLFn+bNSKsViv33XcfFosFs9lMZmYmNTU1/jZrUhJI130gXuOBei23tLTw17/+lTvuuMPfpoyKQLq+h0sgzoPhEKhzZaQIAeaFxWJh48aNAOi6ziOPPMKFF17oZ6uGT0NDA1ar1fNzXFwc9fX1frRo5MyYMYOFCxcCUF5ezubNm1mzZo1/jZqkBNJ1H4jXeKBey//+7//OL37xCyIjI/1tyqgIpOt7uATiPBgOgTpXRorJ3wb4iw8//JAHHnig1++mT5/Oc889h91u57777kNVVW6//XY/WXj6GIZxyu8kSfKDJWPHkSNHuP322/n1r39Nenq6v80JeAL9ug/kazyQruXXX3+dxMREVqxYwZtvvulvc4ZNoF/fwyWQ58FwCKS5MhrOWAF28cUXc/HFF5/y+46ODn76058SHR3N3/72N8xmsx+sGxnx8fHs2bPH83NDQwNxcXF+tGh07N27l7vvvpv777+fDRs2+NucSUGgX/eBeo0H2rW8efNmGhsb2bhxI62trXR2dvL73/+e+++/39+mDUqgX9/DJVDnwXAItLkyKvwcgzbh+OlPf2r85je/MXRd97cpp407MLOpqcno7Ow0Lr/8cmP//v3+NmtE1NTUGMuWLTO2b9/ub1POCALlug/EazzQr+U33ngj4IPwA+X6Hi6BOA+GQ6DPldPljPWA9cd3333HZ599RlZWFldccQXgXFt/8skn/WvYMImPj+cXv/gFN954Iw6Hg2uuuYb58+f726wR8fTTT2Oz2fjDH/7g+d11113Hpk2b/GjV5CSQrvtAvMbFtexfAun6Hi6BOA+Gw5k2VyTD6GcxWSAQCAQCgUAwbogsSIFAIBAIBAIfIwSYQCAQCAQCgY8RAkwgEAgEAoHAxwgBJhAIBAKBQOBjhAATCAQCgUAg8DFCgAkEAoFAIBD4GCHABAKBQCAQCHyMEGACgUAgEAgEPkYIMIFAIBAIBAIfIwSYQCAQCAQCgY8RAkwgEAgEAoHAxwgBJhAIBAKBQOBjhAATCAQCgUAg8DFCgAkEAoFAIBD4GJO/DThdmps70HVjXI49dWo4TU3t43JsXyPOZXyRZYmYmDB/mwGMfk5MxM93KALRZghMu4dr80SeE4H4uQ+HyXpeMDnObag5EXACTNeNcRNg7uNPFsS5nBmMxZwIxM83EG2GwLQ70Gzub04E2jkMl8l6XjC5zw3EEqRAIBAIBAKBzxECTCAQCAQCgcDHCAEmEPSDVl+CLe99tPoSf5siEAgCHHE/EfSHEGACQR+0+hIaN/+Zz49spuP9P4mbpkAAtNha2Vq9w99mBBxafQmd7/8J+5436BT3k0nF8a4mdtTsHvH+QoAJBH1Qawr5IsrMlilhHFd01JpCn439xz/+kfvuu89n4wkEw+X9ox/zVskHtNha/W1KQKHWFILuAMMAXfXp/UQwvrxVspm3Sj+gw9E5ov0DLgtSIBhvTEk5rN/3Lgvb7Vg1GVNSjk/G3bFjB2+99RbnnnuuT8YTCE6H783cyJqUVUQHRfnblIDClJSDXTaDroJs8tn9RDD+3JBzDS22VsLMoSPa3y8esAcffJBLLrmEDRs28Oyzz/rDBIHgFJq7W3jy4PN0TUkk8tJ7mT7vckIvvRclPmvcx25paeGvf/0rd9xxx7iPJRAMl4bO4/zfbU/SrXYTpFiYFpHkb5MCDiU+i9BL78Wy5Cqf3U8E40d1ey3PFLyEXXMQag4hKTxhxMfyuQds165d7Ny5k3fffRdVVbnkkktYs2YN06dP97UpAoGHpq4TPJj3BB2OTk50NZMan+XTG+W///u/84tf/ILa2lqfjSkQDEZdRwMP5T2OLhlclNxKginY3yYFLIqP7yeC8eFYWzUP5z+JSTJx0t5GbMiUUR3P5wJs6dKlPP/885hMJurr69E0jdDQkbnvBIKxoLGziQfzHqdbs3F37q2kRqb4dPzXX3+dxMREVqxYwZtvvnna+0+dGj5qG6zWiFEfw9cEos0QGHZXtlTzUP7jIEv8x7n/jWlRwvMlOLOpOHmMh/OfIlgJ4p7c20ctvsBPMWBms5mHHnqIZ555hvXr1xMfH+8PMwQC6jsbeXDf46iGyj25t/tliWXz5s00NjayceNGWltb6ezs5Pe//z3333//sPZvamofVcVoqzWCxsa2Ee/vDwLRZggMu6vaang4/0kUSebuhbcxLSppWDbLsjQmLwMCwUSjrLWCR/KfJswcyj25tzF1DMQX+DEI/+677+bWW2/ljjvu4LXXXuP73//+sPYb7wkeCG+nw0Wcy9AonRoJEbHcuuR6UqOTx2WMofCOg3zzzTfZtWvXsMWXQDDWBClBWENiuXH294kLjfW3OQKB3wlSgkgKj+fHc24gJjh6zI7rcwFWWlqK3W5n1qxZhISEsHbtWoqKioa9/2jf9gcjEN5Oh4s4l8E53tXElOAYZEnh5/NvR3JIpzWGeNsXTDYaOo8TGzIFa+hUfrn4TiRJ8rdJAoFfaehsxBoSS1J4Av990djPCZ9nQVZVVfGb3/wGu92O3W7ns88+Y/Hixb42Q3AGU3myij/ufoi3SzYDTKgHzVVXXcUf/vAHf5shOMMoaSnjD7v/Hx+Vfw5MrDkhEPiD75qK+P2uv/JV1XZgfOaEzz1ga9asYf/+/VxxxRUoisLatWvZsGGDr80QnKGUtVby6P6nCDGFcE7KSn+bIxD4neLmEv62/1ligqNZkXSWv80RCPzOwePf8dTBF0gIi2dJ/MJxG8cvMWB33303d999tz+GFpzBlLSU8bf9zxBuCeee3NuYEhzjb5MEAr9yuKmYxw8+R2zIVO7OvY1Iy+SJGxUIRkJ+YwHPFLxESngSdy38CaEjLLI6HEQlfMGko6S6laLKZuZGtJDgqOJ4t0xdQyOvRpYSYg5nvrGBE00yU4aIuXcfJzs1hqxkUf1bMLnodHTyVMGLxIVa+fnCW4mwiJhGwZlNi62VZw+9TGpECj9b+GNCTCHjOp4QYAK/MxyhM1wxVFLdyp9fySOFepZHfEy3pBFhQBiwqSWI91pXs7mrgY+3H+dXm3IHHe/Pr+ShajomRR50W4EgEAk1h3LbvBtJiUgacSuV8eTBBx/ko48+QpIkrrnmGm6++WZ/mySY5EQHRXH7vB8xPSqNYB8UHhYCTOBXhiN0CstP9LtNf6KsqLIZVdPJDKpDQaM41EKLIrO8rZvp3XZm6E1UGElomk5RZfOAosp9HMNgyG0FgkBiX8MBVF1lacIisqdMzOrsomOKwJfsqNlNqDmUBdY5zJ6a7bNx/dILUiBw05/Q6cvB0uOnbOMWbm9+fZQ/v5JHSXUrANmpMZgUmRI1gUNhwbyQGMXuqBBUA3QkjuoJyBIoikx26sAxYO7jDGdbgSBQ2FW3j2cKXmJ7zS50Q/e3OQPi3TGlqalJdEwRjBtbq3fwYuHr7KjdhWGMT4mrgRAeMIFfcQsdTdMHFDrzMmNP2WYgD1VWchS/2pTLewXbecUUSUq3gx/XtiBL0JW6guvmrR/WUqb7OCIGTDBZ2FGzm5cK/8WM6OncseBmZGliv3+PpmNKfzX6JlNham8m63nB+J/b5uLPebXoLRYlzeO/r7wVi2Ie1/H6IgSYwK8MR+jkpE/pd5uBhFuzcpRS85ckm63cVFZEsC4hKWasueeREB81bDHlFnQCQaCztXonrxa9yawpM7lt3o1YFIu/TRoWI+2Y0rdg92QqTO3NZD0vGP9z+6TiS94u3cxC61x+NHMTrSe6ge4xHWOogt1CgAn8znCETt9tBhNuJ+1tzIiezu3zb8I88xhqTSGmpByU+IkZ7yIQjDettpPMnZrDLXN/iNnHb/kjYbQdUwSCwTAMg1bbSRbHLeBHs69DkRW/2CEEmCBg6SvK2uztRFjCuSD1HM5NWeWcVPFZQngJzljcc2JDxkXohu63B83pUlVVxUMPPcQrr7wCwGeffcbVV1/tZ6sEgY5hGLQ7OoiwhHP1jMswMPy6FD+xgwAEgmHyVdV2/vfOP1HTXgcQMA8agWC82FL+Of/n279wvKsJSZICak6sWbOGNWvWcMUVV3D11VeTm5srOqYIRoVhGLxT+iEP7PorrbaTSJLk9zhI4QETBDyfVX7NmyXvMz92DtbQWH+bIxD4FcMw2Fz2CZvLP+Ws+EXEBEX726QRITqmCMYKwzB4o+Q9vjj2DauTV0yYosNCgAkCmo/KP+fdo1vIjZvPzbM3BdRbvkAw1hiGwbtHt/BxxRcsT1zCDTnX+P0tP1AQnS8mBu7vYfn8ZKaGjT5eUTd0Xi9+h6+rd3BeytlcPeOyCdNsXggwQcCyr+EA7x7dwlnxufxw1rVCfAnOeHbU7ubjii84O3k53595hRBfwyTQO19MFvHo/T28t72cf7tu9N/DF8e+4evqHVyUei4bMy+eMOILhAATBDALYufw/ZlXcHbycvGgEQiAs+Jz0QyNs5OWT6gHzUQnkDtfjId49Jeg8/4eVHVsvodVSUsJVoJYmbR0ws0J8dQSjDkl1a18sKPcU51+LDEMg08rv+KkvQ1FVjgnZaUQX4IzGt3Q+aj8czodnZgVM6uTV0y4B81EJ5A7Xwynm8jpMFCXEV/g/T2YTCP/HjRd48Oyz+hWbQSbglmVvGxCzgnhAROMKePpyjcMg9ePvMtXVdvQDZ21aeeNyXEFgkBFN3RePPw639btJdQcwurkFf42KSAJ5M4Xw+kmcjr40xvo/T2MNAZM1VWePfQy+Y0FWEOmsCQhdxwsHRuEABOMKeM1eXVD59Wit9hW8y0XTDuHi1LPHb2xAkEAo+kazx/+J3vq87k0Y60QX6MkUDtfjLV4HGtBd7q4v4eRVMJ36CpPF7zAweOHuXrGZRNafIGfBNgjjzzChx9+CDjrvdx7773+MEMwDozH5NV1nZcO/4uddXtYm3Yel09fPyHdyQKBr9B0jWcPvUxe40E2Zl4svMFnOGMpHgPVG2jXHDxx8B8cPlHM92deyTkpE/+FxOcCbPv27XzzzTe89dZbSJLELbfcwieffMJFF13ka1ME48B4TN5ORxdlJyu5JOMiLkm/UIgvwRlPu6ODyrZqrs66lPNTz/G3OYJJRiB6A0/a26jtqOeGnGtYmbTU3+YMC58LMKvVyn333YfF4mwGm5mZSU1Nja/NEIwj/U1erb5k0J6M/f1d0zUAwoMiuHfJzwk2BY2/8QLBBEWrL6Gr+juCkmYRlTCD+5f+YtA5MdScG6kNoreqYCJh1xyYZROxIVP4X8v+LaCeEz4XYDNmzPD8u7y8nM2bN/Pqq68Oe//BOouPBVZrxLge35f4+1wKy09wsPQ48yNbsXz+fzE0FYdiIvGG/yA4JduzXXdVEbUf/KnX35XE6fx1x9NYZBP3xP2EaYmnVrh3H39eZiw56VN8eWoCgU/R6kto+eBPPB8XSkzFp5w348ekzV046Pad7/8JdAd22UzopfeOWjCNxzEFgtHQpXbxaP4zZEanc2XWhoASX+DHIPwjR45w++238+tf/5r09PRh79fU1I6uG+Ni00iC/iYC/b2VRthqOP7dPr+9qXpnQ64NKeDiYAcSBoamcvy7fRw7HuZZppzWsA9Dc4BhoKsOdr/6BK8mhtJoOs73Zm5EkqRTvhd/F06UZWncXwYEAnDO7/ov/8ErcaGUhZi56mQbOz//GkdMxoDXvFpTCLpzTqGrqDWFo74PjMcxBYHJRCj82uno5JH8pznWXs0FAboM7xcBtnfvXu6++27uv/9+0WB1lPT3Vgq4PEr+e1P1zoYstsezLkRBQQfZRJ05pZd4un99ClNks9NeDD6c0kKjqZOoY6mkZM8d8viBVjhRIBguWn0JTe//gRcTwjkWbOba+pPMbXPwqD2e8EGueVNSDnbZDLoKsglTUs6obRmPYwoCD3+//IIzBvKRvCep7ajntnk3Mi92tk/HHyt8LsBqa2v52c9+xl//+ldWrJj4WQoTnf7eSgEMTfXrm6p3NmQV8bSuuIsERxWmpBy+PmpC1U54xFNBWzTrL72Xqs9e4b3w45SGmrmq/iT1zRrvfHOUmOjQU+rB+DtVWiDwBY7qw7wQ7xRfm+pOMqfdxnbbTKqIZ9Mg17wSn0XopfeOabzWeBxTEHj4++VXN3QezX+K2s4Gbpt/E3OmZg+90wTF5wLs6aefxmaz8Yc//MHzu+uuu45Nmzb52pRJwUBvpQ7F5BRhfnpT7ZsNmZYcBSwEIFttPUU8KfFRMP8yVu79G/Pabc63fDWB8rJm/ufft53SEyxQU6UFgtPBnDyLNYc/YFVLJ7M77KjIaGnL+NWSob0OSnzWmIuk8TimILDw98uvLMmsS7+AYCWInCkzht5hAiMZhjE+AVXjhIgBO5WJGAM2FN4xBElxFg41FXJWQi4VBfnUHsqjoDOW7fVh/z97/x0fV3nm/ePvc87MqFt11K3msSR3yTa4YaoxxRBDIISyIZDQQhKy2X0oDz+eTZ59dlPI7jebBAiBFAIBEkggAdNMx7iBbdmWjW1ZsorViyVZdWZO+f1xNKORLMmjOhrpfr9eCdZo5pzrjE753Nd93Z8LAFmCa8/PYdOarMAG7cN0qgEb7zURjOd9MMYM/sfd4erkeNsJlicuRWsopbnoA9o6XIQuOG/E4vvJwN+Yp/M1Eazny9kI1HFNRQ3Y4GNr7W3jZEcNS+2LJmV/k8HZrgnhhD8DGGpUGpqeR0hI6oTuZyKWoHu2kZ2aj2ONgy53N7/a/xS1nfVkR2eSubiAzMUFJNS08/mLRWiaPq6eYAJBsHH4wE5ebHyTTouGIyabOUkOki53kBTowASCPqbaJ6ylp5VfFv2GHrWX/xubQ5glbMr2PZkIASbwC0+xv6G56ZEU2td8h3LVzt5jjazIS+TCgrRRb6Nu1R282ruThu4m7lxyKwlh/VYSE9ETTCAINg4d2MFLdX+jyyLxTyc7aC0pY84UZ7wEgulEc08L/7PvN/RqTr5T8M0ZI75ACDCBn6i1RzE000oCXWPn+x+ztWcJAIfLWwHOKsJ8t9Eh6fy++jWcYfCtpbexID73jPePpyeYQBBsnOpt5fmmN3EqEt+obWduj0pVWTHMUgEmWtYNje9MBPbp3etwvDR0N/HLoqdwa27uK7yTjKj0QIc0oQgBNssY69y9FBqJgYSnZLBD7ze8y7I0oR0oRUu5eMSpSUtqPj2SArrG8fAQeqw651qvHlJ8CQSzBc812RtVhlMxuLWyg7lOFQ2Z6HlLAh1eQBAt64ZmsO1Qb8wPYYJLTaYT+xuLUXWV7y2/m7TIlECHM+EIATaLGKt/i9ZQSs/25zEMHRkAgy+Hf06dZtZlfTtqK1anTveWPSN6jilJDlpX38tnH35KSUcS7sZo1n5laJ8vgWAm48li1FvT+cu7x8iR6ynXU7j1y98i1t5MVVkx0fOWTHnB/XRBtKwbmsG2Qz2VhyF35gkw3dAB2Jh5EatTVhIdMifAEU0OQoDNIsbq32Je9CqKZF73sgSKoeOw1BMZZsEq6X1TkyN7jjX3nOL57g8574qNRDZHcZOwjxDMQgZkMaxW3PmRLG04zUbnQQ4fT6Fgw/pZO+3oYbwt62Yqg22HwjIX4U9xxnRwrveXqo5q/nj4zzxwwT2ESJEzVnyBEGCzirH6t1hS80G2oGluZEA3QEOmwkjhlnW5SLsPnNUdu7G7iV8UPYVLc5GTFEvG/Jk1ly8Q+Isni1FvlXk6dQ4SBiEYKOg4rA2BDm9aMdaWdUMt/Q90b1yA0/vepfPoTiLz1zBn+fDTqb3Vx+ipPExY5qIBfXOxF9Ib88MBvws9yz6PVpzi5ZfeIUuu4+VdKdx117Vj7p07bFwTRGlLBY/tf5owaxgW2TIt/maTiRBgs4ixmpcqSQ4ir36Q43s/o7RZJSXCoCs6hxsWLCUzLRrNPrI7dn1XI78s+g2aofO9wrtJj5p5KXOBwF8sqfmUh4byu+QILAbcUXuaBJeOpFhIyi8IdHjThvG0rJuOPmCuIx/h3PYMAL3lB+jo7MW24MIz3uebIW0dqpVcSCrkptIBhMJZj+vwzl3cFf4OChoaBzm8M4X4iPWjjv+scY2TsrYKnjjwOyKtEdy37G6SI+0B/5uNF+EDJhjAWP1blCQH+Vc6GCq/NZI7dktPK/+z70mQ4HuFd5MamezX/mbTSh8QK75mE02RUfx2bjyhSHxn3rXYl80R7X0GMRNb1qkn9pzx81ACbKKbnjusDShoKBJgjD3LOpnN2Ks6qnnswG+JCZnDfQV3ERsaMyHbne4IASbwi7HWEMSGRrMiaRnnp60hKSLRr8/MtpU+YsXX7CIhLJ4VKcvZmHEh8X3ed0J4DWQmtqyz5KxEqzk04Och3+dH03PP/Xj10jRa27pHvDcn5RfQdfwddF1FHkeWdTKbsSeHJ3JOUgGbsjfO6JqvwYhWRD5MhzT1ROHvsQwnrEpr2qk9chCHtQF3vIMfvd027OrJoRzyqzqqiWhvIbLp5KhH9s6iLbj2/M0caUkysRfchJp76bD7CgQT2Xbl+PHjdHV1UVBQAMC///u/k5mZyde//nW/Pi9aEQUH5e2V5M/Nwnk6qG65ohXRBOI68hHqiT1YclYOmf3yMNJ9bvBqdt0w0HVjxJXtE3XfnOj77/HWE6RHpQxprjpd/mbjQUxBCoZlOFuK0pp2XnrpHe7uqxswZAvpXEq5YT9j9eTgbFX4VQ9QFWrlsaKnyOjs5ht1bd7X/b1gh1vpM9S+ZkLmQKz4mvkcPXWc3xx8hpWNS7ll/lcDHY4gQNgWXDii8PIwUlmH72p2VdXxyMyRVrZPVBP1iWzGXtz8Bb8tfo5VKSu5Of+6CdlmsCEE2CxmOFuKY1WtZMt13roB3dCYb22gQrOfsXrSty5A19x8tO8D/hFSyRxkvtx4esR6gY/21wzZykhJchB+VX9hf2h6Hh1NHZNagzAdmMgVX6MlGFcbBUvM++u+4MniZ0iOsnPb8huICQ2OuH0Jlu96NjB4NbtuGBi64dfK9gG1tTAh2ayxlKcUNRbz+8PPMzcqjWvmXTHmfQc7QoDNYoazpcjLiOWlXSloHARDR0OmxJ2EJEnctGH+gIvMkpqPU7Kg6yqlYTb+YS2F3lBCynKJDqsHyRiyXuCj/TU8+/YxYOhWRkONtCazBiHQTOSKr9ESjKn+YInZM8pPjkjiO0vuJCZ0TlDE7UswTkHOZAb3yT1bDZiHATMIkmK+aGjjmk0Yi7n3nvoi/njkL2TNmcu9y75JmOVsRhozFyHAZjHD2VI40qK54YbLOHwkBVtLKYdqnTgs9UgqdPVkD9iGkuRgf9atdB75hAPpzSS4Vb5eW8uzzkXsX3Arq+Lbhxxh7T3WeMbPZ+slOTgzNlOyXzNxxddsRmsoxVWynbauXp6R6nC7Iqk6sIjHSo5y57U20VheMG4G9sm1jsJQu28GwVD7fzGO2YTRmnu7NTevnXibedFZ3LP0dkItIcO+dzYQMAHW2dnJjTfeyJNPPkl6+uw25RyqsHE0xY7+FnYOxXC2FObr66k8FMX8tl/1ecgodEadab6XumApe78o4mt1pViAUA1ybQ2kLrickGEuxhV5id7Ml+dnf5jIGoTpwkxc8TVb0RpK6X79Jxi6SoQB31UsPHP6YqpcCiXV7Tz4+DYeumXFtHcjF8w8BswgSGZTOQx9XLMJozX3tipWvld4N1G2SGyKbUz7nEkERIAdOHCARx55hIqKikDsfloxVGE54Hexua+5n2eJ82hF2OB4fIVfsrsap6QjATIGye5qSmuyvVmzTttJ9rTu5+KLziNy10FkQ0OXFVZffD7pliacRduGFJEXFqQR3/AZSnURWnohS86S/ZrJPPLIIzzyyCOBDkMwAai1R9kXYaE0LIzrGzuI1VRy5SaqMP3vdB2/W4AJBBPJ4BkEGH8NmL/m3p9U76Cuq4Ebcq/xWq8IAiTAXnrpJX7wgx8Is0mGNrcD/C42H2zu5zrwFkpc+qjMSz2iSwqNxLnjhQHCz5Kaj0sxR02SbKHemu6d87fGN2DJ2U/WnLkkpoZiyV+PAdhy1xHFyCLSdeQjsir/Yf5QWYXrSOy4hKNAEEi0hlKaiz5gV08d7yZGkdPjRgUkZErVfvNhWcbvFmCCmcNoC9V9359taRpSKJXWtPPRwTrS48MB/Nr+4BmEiZhNOJu59wcnt/G346+zJGEhmqFhkUTlk4eAfBP/+Z//GYjdTkuGKyz3t9h8sLmfcbqB7i2P+m1e6jryEc5PnzNT0ZIMhmb+ok/4hRReRcjam71TnIfaYlC1U8hxtcjZB4mRU/hW6sXob/0Pbt0NshVb7rphVyyW1rSzo7iOtQ0fkwhIfXEM5wotEEx3tIZSul7/CQcirWxNjGJ+l5sb9HTUjIW82ZBKXWckIVbITIrizmuXihqwWcZoC9V93z/P1sx3ot5FMtQBA1nPezRNR5IlJEA7ixdYINha+SH/KHuLAvsSbl90ExZZiC9fgu7bmOxVNlO+3HqI5qrAkK8N/fmrOR0ZStuuv+NurUcCDM3N5x98jP3860dsutpbfYza7c/1iy5DB1kBw0BSLCQsXA7OWup2voChqegNJay5+F/YYq9DyjwInfF8+6K7iK7fQauuesVWSHs54QkJNEsyGLp3WxVdbn72YhFuVScyLJwNoWBIpgiLnOsgfoTvXiyDF0w3nnrtMHuONXJb+Ad0xFt5LTGK/C4nN9W1U5u0gqWXf43bgdt9PhMsqzcF/Yy1C4gHfwrVfffh+/5sqQ5DV5EYOJD1fY+kGX55gZ2NiTBZ9d3Gez1VvHbibQqtdm61rxLiawiC7huZkU74Ps1VOzz7H+K1YW8Ec1fT2B5K5PZfoWDaRrx8WKb68PYRR0POL/aBrvW/IMmErPsaWnMlEtDW1o1aexRDMzNZhqYS0VrK1wuT2d5YweacS0iZE4GzJxtkizdj161ZcW79vVnwIsnY1txMR0gqu/ZVkEYDjtB6wiQ3OtC3GJoezTLsdz8dH1piyf3s5qnXDrPriwbWhJSw2HKScqeVgtO9XNdwGpCJnrck0CEKJoCx2CwM5myF6oP3cdOG+VgUGVXVOa4moxoyCjqyrHhnQ3y36cmA6X56gQ3FRJhcD95G0vINnHvayTVNX+AsOY4yQ4yzJ5KgE2CzlbPdCA51xLCvYyPzLPWUqslUqHZkaejRkG/NF4oNNLcpvs77Gkpcen8d2NFPaI6cTwIykmRQHRrCnF6Z/EMvstDQkKor0RJjUJIc3mlKOSED99FPQHP17c3A6O0EYHFUG6ujtqKgoSOjIyMDkjKzPL0EM5/iEy0ApEVVgAY5TjfZDW46pQjca+8kc3FBQOMTTAyjtVkYirMVqg/eR1ePm/tvKuQfn57gi3J4vGMj8631pC1azvl9AsazzeqW7hFrwPzN3k2EybVaexRDd1NjU0hzqsQeOca1nafPyN4J+hECLEg4241gcVQbnbYGSlym+JJgyNGQ7ygF2UrI2psxejuxpOZTrtrp3vUaWZrbvGgMjfjTR1GR+Tg7n/cszSw8WswtuookgaGZF1X9iRIii/+KhI7kW48GGEg098okFG0hpKEOi6SboguD3ow1RCSljtl+QyAIFItz4tjbvp030nRSqq3M63EDYCzZJMRXEDP4/jNam4XhGKlQfah9ONKi2XxeDiUni6jS7NSQxP0Llp6xzTUF6d7ZgcHbr9n5Jm37PqXOlcFr2/NHzN6NZHLt7z1ZScnj9YQ57Jxj466T7XzWYOfa8AqskoE0w4yzJ4qACrAPPvggkLsPKKMVGiPdCFxHPiJu53NcEapxeahMVebVtKSsJj0+HEda9IB9uUq292enNDfqiT00ZW6geFclnZVv0qnZSAuXsUiaaT0hwQcxobxnaSaqI57mlky0qJK+ejGZ5l6ZiIMvI2GYooz+wnrDgGJXKgsO/g2npGMzJDRT2iErFhIKLx5w7DO116NgZmEYBkkLq7BWlaE3p7OvNRtrRB2xi1aTtubKQIcnGCND3X+yLfCDc5opdSeRumDpqBtdD5eBGvz6cIbYg1/3N6PlOvIRUcUvEWWBXEstdMOxqqxhPzOcybU/92StoRRXzRFelZrZER3CElc8f29eQYWaSJ0Wy+b5LhatXiPu5UMgMmABYCxCY7iLVGso7VvFaAomCZ2sqi2svXAVHSHRQ7Sf8K2fM1BrDhFV/QVrATlER0Ph1e5zOCexl/TOg3wYG8aH8RF99S1H+Mgq83jHRvJsDay++Hzay4qJ9IgvH/VlABoyHXoYCn1iDtjpnE+bETEgne5hpvd6FAQ3WkMppz55nrcs7eyOtpCo5XPz2i8zPz0m0KEJJoDB9x93yXbcJduJ0t0UylbClzwAnFnOMdy9fLiykaFqvrp63ESEWTlWZZpT+4ow04ZiG5Wt6fzs7bYB27Pbo4YUZR57Is99eZmtitizZO98LSo8otLobBnSJsnXS6xzy6O8Eh/CnjlhbEhYxuK4TfzXof3Ikk41SYSvLERJih6wXSk00jvzEoh7/HgXVkwUQoAFgLEKjaHS2Grt0f5VjB4MnZ7Kw5CbOqj9hMZAAWbqJQUdMLNdGDrhkpPWRV+h11jKh61vs+J0D9c1diABG0IP4wqNY8VVXyczLZpKQK3/CIuhYSDxUe9C1uRGIzk7KDrppEaLQ0NB7lscsMc1j+oh0ukws3s9CoIbraGUrn/8J9WhFnanx7K2tZvQ6mYe3V/EgzcvnzbL/gVjZ/D9x4AzBNngDNFI9/LhykZ8X1dVnee3lqDr/SsZrZZ+seYr8KJRSOdSyg27d3uxMeFDijxLzkrUmkPmoBg46M7gAj+/hwFlKpJi/g/TMV8KjRwgOC256zgSKrFnThiXnOrmipg5hKbHDJss6N7yqE99sIRLmfqZjolYWDFRCAEWACZSaJhGqTYM70kNkmIlLHMRRTXt1LZEs0yygKEiSTKSJJkrHyUzX2YYBh75Zv5bpkxNJrrHzYVrLibmhJWk936PZPSPps6LriO974TNXFzAlrKbOV1+iFI1mSrNTpzFSmHNc6yxuVkVotC1+DoiQ3Vareks74jhpmFGHTO116Mg+DFH/gaOXjd3VbeS1eOm2XqSN3tWCmf7GcKQTvEl272te9zHtp3RvHqke/lwZSO+ryNJA8QXDBRrvgJPRifX1kClZvdur7iseUiRZ1twIQfLmtEr93LAlcluVy7Jfp6nA0QlOpb8C5Aj47Gk5p8hOCVgUa/BnTXtzHMZWNMWACMkC3S3zyuBmemYiIUVE4UQYAFgqAvdWbRlTKJDSXJwatW97PrgEzo0G1GKi9UXn49LtfOzF7ejqjqZlg04LPVUGCl8fXUkcw79zcyGyRZs+efzyal09h1vxmGp57iaRF1qC2vj2wDIy1lP77I6XAfeNG8SEiQuOw/oT+NGZubz+nHFe6NxWBtANwv5FXQSQnVCCq8iE8j043iE8BJMJw688wqfdW9ndaiFzB6V7L6C+wPuDGRFEs72M4jB9x/PfVrvbEE9+tEZma6RBo2espHaIwfJU48w50QlmmUdjjSHN0MUEWZlx4fbyZbrOO5OplK1DxBrvgJPki2svvh8IjtivJml2JhwLIpMOg3k2hpYHNXv+xhTeCk/O5ow6gUEg0WlLXfdwC4mshVVV/l7YhQXz80jPXcdC/wYNHu3q7nxVguPIwEx1gVbE7WwYiIQAixAeC7eiSg8P9QRw9aexRiGOY0Y2RFDhGdkBFSo9j5bCmhprGFO35Qjho4UGU9+zkpeP15EZW8C1uwvUOwn6VJyvNsPXXUD8pzEAQ2/h6tjyMuIJcnSRHfpVjGVKAh63vvt/1BmP8HB6FCS3TYyelVccjgl1oV0Zm7gwSUpIvs1g/G9T3uzYYPuaSMNGrMtTSRV/NEUbYB6bBvhVz+EI83hnWJcHvUu6CpGhIUDWbcOKPYfLPCikhwDBrH5WXE8fHkM0Tv/hGxoSLsPodnNZ4i/fRqHOubhRKWS5MB65b/ybOmrfOE+hcMKmX4Omn23O94asPE8N8f6vUwGQoAFmIkoPB9K0TvrS7k09BDH3UkYwHxLPeVGCvGJ8dAo45nTN1zdpO5/mnuX5PCC1kBn6Ekuz7yYKyLmebNyAEZvJyErrxm2vqGrx82mNVl9EUWLqURB0PPWUz+nIqmcQ1GhXNHcyQVt3RjAnBVXsq7wKtYFOsBZQGdnJzfeeCNPPvkk6enpAYtjrOUR5v1d7X9B1wbc49Xao0iGChhIhsaq+HZCBgmCs80KJLurcdFX3zvoGXK2Po3DMdw+XZqb3zZs44j7FDfmXcv6tNUTst3RMt7n5li/l4lGCLAAMxH1YNmWJn5wTjO1HZAaBUbVdmIP/o20UI2NoTKyLCEbOkgH4bCEYWiAhJKci+vAm2jA7sQqOueEotXOZ2liMt0fPgq6itNTNzao9mG4NK5vWjik8KqJ/bIEgini01f/TFlyBUciQ7mqqYN1bT2mr50si4zuFHHgwAEeeeQRKioqAh0KMDbxYN7fLf0izMfNvv/347v/T9XiJafm4smDz3C8tYxb8r/C2tRzJmU//jBTFmwJARZgxlt47knFRmkuPB0jdSQMDBQJJEM3C+jBFF66p5jetKCQ+qYtLRisbVT5oGYeddYiojU3igS6rkFfv0bfkcZQaVzh4yUIdro/+A2u0s9YqGsUp8xhc2MHq9t7AKiRUsj90jfFOT1FvPTSS/zgBz/ggQceCHQoY0ZJchB+9UO4S7ZjwBn1VBOx8MhTB9xeVkz0vCVETdL5KSNhlS18bcENrEpZMSn78JeZsmDLLwGmqioWy8C3tre3Ex0d+BTeTGA8adkzV5bQJ78kNANTiPn8zuj7P0kCN9CtyERrOtc1mDYT3bYSKows5qOAoaMjoUiSaZ86aKQxOI0rfLwEwUz3B7+hu2wnTlkiyoCb6097TYV3SgVcdtc/BzK8Wcd//ud/jvmzQ/VptdujxhOOX/RWH6On8jBhmYsITe8bEtsLYXHh8B862++H224fLV1ufvxOG2mGjdyqT4iKDCXvnInLTnW7etANHXtIHP+WdJ85IzJFjPg38+N7m+6MKMAOHTrEd7/7XZqbm7nkkkv4j//4DyIjzRP7tttu49VXX52SIAXDr/iwpOabBqtGf52BBBjpy2g93UtCx7E+73kTHZCQcGPwQkoMjVYL/1LVjA1TN622Haco5kJ+U3cZ2XId5XoKt1yaS7K72v9VLkGeFhbMTjrKdvNcSgw9isx3T55CwbwmOm0JXHb7Pwc6PMEoaGnpRNf773t2e5S3Zc9k4TsD0DqBMwAjbdduj2LXwRrSjAbu7euzy7sHqQ97aEL23eXu5rH9v0WRFP5lxbeQJXnc2/SXqfibTTayLA05GPD+fqQP/+d//ic//OEP+eijj7BYLNxxxx24XKbflGEYI31UMIF4LkDXnr/RveVRtIZS7++UJAfK3MGmpjKkLSG+owRf41Wp73+fuhz8T9JcSsJtrNejsfp8soMIMpKjSF+wFHfeZdxww2VkLi4gpPCqs17QnrSwbeWXR33zKa1p542dFZTWtPv9GYFgojjy2+/zTGo0lWFWLmrtQjb6OzskrBa1jIKzM9QMwGRst+Ho/gH3yryMWHJtDShoKBLIhjYh++50dfHLoqeo7azjsqyLplR8zRZGzID19vZywQWmf+5//dd/cd999/G///f/5r//+7+nJLjpjj8+JBPR8sD3AtQ1Nw1H99Ot2qk9cpBc9SgRJ/f7vFvm9JLr+fSTw1wWoiNL/RJMN6BbUngvQ8Md6WSDO4OLsxfjrK3A0DUMSca69Ar++N5x3KqOLEtkJEcNGfdwxzWW6dTp5EwsmF18vm0nkV+8wN/nWqgNsXBT/WkWdzoB0BQbEetuxrbgwsAGKZh2DHXvH80MgOvIR15bHyUufcjniG/bHvq2a0gKb+9vIYx/8NKuFGJjrsWRFk1r4TloXxwAw+w40mpNP6vn4kjH1Z2YweMVb9DkbOfOzMtYnLBwzN/LWOmtPobzi33jsqqY7jViIwowXddpaWkhPj4egJ/+9KfceOONPP7441M6Dzwd8afgfKKEhSU1H6dkQddVdCQOHiyhpqiZa8I+x4KGIfU3wJZikimrPs0cOtGRwdC9LYJ6DRt7U5y4I5u5vr6Dws499FbvR0mcB5qKNf98GttScKsnANB1g+e3lpBujzyjkezPXiwinQY6P2/AevH5ZC4uGOtXOa2ciQWzh11/epwFXZ/zl+Q51Nks/FNdOwu6zAx/syWZnG/+JMARCqYjw937/S0Mr9n5JlHFL5nbqjkEsllv67straGUrtd/6hVzoetuwejtpLiml801b6GgoXGQE/sziF+3mkZLCm93bGSepZ4yNZnwwwabY9tHdR/1Pa7nUqJpDrVyW307meUvokXOPauImchFWFpDKXVvPIqhjW1bwbIgbMSc4je+8Q2uueYaPv74YwDCwsJ48skneeWVVygpKZmSAKcr/qSbBwuLHcV1I06zaQ2lOIu2DJhiBDOrtD/rVna65gOw2lbCdWG7UdDM/o19GIDRVktB69usCTH/Pjudufyq43K29KzgA9dSTlUtZWFFPIWdPSgSoKvo9SXoTSdwbv8Ti6PakH02qukGv91ymI/21ww4rnTMmoPLQvYRvfOxM2IeDR5LC1ki4M7EgtnBzldfYmHX50jApuZObq9r6xdfUqwQX9OIDz74IKAeYIMZ6d6vJDlGLNcorWmnbt+n5kIo+mYndO2MbTUc3Y+umd1EdE2lubGZkMKrSI3CO9WooOOwNADmPbSaJN53LqFctXO4vJWfvVg0qpIO3+Pa3Hiab9a24eh2+T2dOpFTsGrtUQxNHfO2Jms6eKIZUYBt3ryZZ599lnnz5nHy5EkAiouLueiii7jvvvumJMDpiiU130wLS/Kw6WZfYSHJEp8W1/HKJyeGvDBGqvMCSF2wlNNGJDK6aS/Rt9JRN+ifY/Qpy1MkkDFo1SOoJBpb5lEuWZmCrNtoac1CQxn4WcDQVawtpdy9JpSNYYfIsjQB0Njay7NvH/OKsDNrDvRxneAeS4trz88R04+CSafy0H4Smt7jzYRIdAmiVJ153eZK4qbwHHLu+nmAIxRMZ/y59w/HsapW9rsyALyNspGVAdvSGkrpaKxHR0YzJDRk9rXF8sbOCtzxDmTFio6ErFjIKDBXO3ruoQuz+gevntkED8PV2XoG/q0Wmbfjo9AlmThdJstljOoYx/O9DLUtSbGc8b0MlaCY7Fgmk7PaUGRnZ/N//s//QZIkvv71r/Pv//7vrF+/nsbGxqmIb9riT7rZ1yurpb2Xjw/UerNhtUcOMrex3fvZkSwcSmvaqT1ykJVzLdCkYKCjywrFMRtQ2k+ySPsCue9q1j1NswFkhfTly4h17aRXOo3adZhLQqs57k7m8Y6NnGMrY3XIcRQMMEBF5u39LVwf8Q55YW4uD5V4uXsVO525AOw91siFBWk40qKxXnw+7DyIYehIytAn+Gjq36aLM7FgZlPy2u8IbdrOcxkxdFhkVnT0kOTU0AyJ6uwvseSyawMdomCaMx4PqryMWF7bng/dUGCrImX5eSTn5A7oC9y95VFSNDcqEjtd89nrnodU1kxOxSGe11O45dJve1elh6bn0dG3UtCRFs3m83IoOVk0oDek1lBKw9H9vLRPp8yVMKAcRmsopfv1n9CsGDydFoMrNpK1GetJnmvaO4zmGCfSm0tJcpByyw9p7qsB83wv/k4pBotPmF8+YIcPH+avf/0rTz31FNdeey3/+q//yvXXXz/mnb7++uv8+te/xu12c9ttt3HLLbeMeVuBxJ+Cc4+wKK1pZ/uhejRNJ8fWTEHFu7jKVVyylZC1N6N3toCk4GkR5DnpSmvaeemld7g7/B0UNCRZYWfvfD5zzqOqLZEVceEs4IiZqsa0mMAwkGQF95rrebftM7ppJ650HlfwJkqoxsZQhcc7NvLX7tUUaQ42JdZS19LNZ655zLfW9zXSBlky+Er4buq0WCpUOyvyEr3Hlbm4AM3+0LAnuCisF0w3it95lTlN23kqPZZuWeIbNW0kOTUAjkWuZLUQXwI/8W0l5PnZn6Lv/kF5Fp1hVvb3uImos9LVu5g8NZa5jdv67r8GFkkiLWMuES6DpafeQcJA5SCH61PI3DD0ylxHWvTA3pC7DtINROoad4fLPK5tpEqzs6O4jmNVraxo/5AuxeC3aTGoksQ9SgZpK79yxnGO5nuZKLETmp5HSEgqAM6iLaP2mJzIWCYLvwSYYRjIssz27du55557AOju7h7TDhsaGvj5z3/OK6+8gs1m48Ybb2TVqlU4HNP7ixovvtmwQtcppJK++W3NjfPTZ8HQQVKw5l+A1cct+VhVK9lynXe6Tzd0dGCepR5DhTkd9chh5mpHj8uqLEGbDL+p/ZDTiozr2EoWumtQwvqmDNG53X6AGj2eiNQc4kPT2dvcwnxrPWGSC6OvOsEUYbDO3s75y87jwoK0Acc00gk+2sL6YFixIghetIZSrDXv8FR6LL2yxB21baT3qvToVsqjClj9T98OdIiCaY7vPQoGZmRC1t6Mc8cLfmVoPPfBn71YhKrq3ioQq0XmjlXxzEdBxpxZyM+dS++nzwIGkgQWQ8NhbRgxzoG9Ic3/Spg1Y/Ot9VQbiWwrrkPXDbpj69mTFQNI3FndSlTK9LSamKkek34JsIyMDO68806qq6s599xz+dd//Vfy88f2BezYsYPVq1cTExMDwGWXXcbbb7/Nd77znTFtL5jwZMO0BpXu0q39/cEMve+/5mjc98LNy4jlLzuT0fqc6SVZZpWtFBkdDYVXus/x/q7PtgjdMOiWAUPltupOtvRolGJuQ0YHDKJ7a4mmFiqKQYLrw/p2aPTXJuiY05KOFeeSuXig+Dobw/WKHIpgWbEiCE4qD+0nesf/oIZYkIA7a9pIdapowMHMW7j0ygsDHKFgujP4HmXJXTcwI3Niz6gyNN4Bqs9rqqrz1M5eMuRLybU1sPri80nurUYydOgrK5FkmaT8Au9nhrJqGCBWPN5dho4sK6QtWs55qt1bDnNAT8aqt3FbbSvxboNiywKSJv7rGzfBMqU4WvwSYD/+8Y959913WbFiBVarlZUrV3LNNdeMaYeNjY3Y7Xbvz4mJiRw8eHBM2wpWfE8mrfEEWuU+7++0pkq0htIBJ5gBfOachyRB4fwEwqp2mrYThk6E5OTXnRu5LKEGR28xPTKE65Ds0vjXyhYkQ8Jhqee93iU80bGRW1NLiOks866eNHxW43j+K0tmLdkxdwrv9BawvCPG6ynjGQUe7Izn7RMWYiJDuGJ1pndU56k3qHUncdOG+XT1uM9aAyZaGAkmi9Kadjq2/ZFYGTKdKv9a2YJigMuwUL7om1y6fk2gQxQEAYPvURJ4vbmQLVhyVqLVlwyZofHUwkaEWenqcRMRZqWlvRdZltB1g0ylifmWekq1ZCrcdsp1O5WanciOGNJzInEpNtDcSJJMyHlf894bh7NqGCxWPPFbUvM5P8lBak07249UobkshHXP4c7KVkIw/cMykyeuXdNEeGD6EgxTiqPFLwEWHh7O5s2bvT/fdNNNY97hUA76o/EUG8nWfyKY6H5hQ/XwOlpxiuKGCJbkXkbWwiZq/3QQNDMbpjeX0/PGo6Tc8kNC0/P4fPsuvhWxtc/3RaHFnUyoJGH0tdnoMkJosaWhKHW0WmV+mxbD2rYezm/rRjFARaJUTQagSk8kau0yjK0/Mxtz96EZ5nJYXfJk0EBF4e3eAmqlJO5dmobdHkVv9THq3ngUXXWTY8gkd59DRKuTv1Qmc8/dXybL0kTNlp8SrrpZhMJTxZdx113Xkp8VN/J3tHA5dUWvYWgqkmIhYeFyQgf9Haaij5tgZrHz1ZeIbH2PP8+bw6Utoazq6EXpu/2ojvM5R4gvgZ8MngKz5q7DmrtuQEZmKEPV0pp2fvrCPjRt4HNPAhRF4tp8g/Ma30UyzPv7rzsvpdxt984aKEnRw2Z+hrJq8Px+sFgZ8O/IdiIKP2WBsp5NukLoMcPbJSXZXQ0UjPv7EjXA/uGXAJtIkpKS2LNnj/fnxsZGEhMTR/jEQAb3+JpIJrr31FA9vMpV+xknZvZVD+Hc83fTlA8DQ1Np/mIfISGppKnV3vovydBIrtuGr+/EdeGfke48RVtPGy9lxqBLEvO7nUh9WazdTgcVqh1Zgls25hKXlUbl2u9y5MM3MQyo1uKIkJx0GyEsTg3hUJ2TCJyUaclkLV7GzUtSiI+w0tTUgfOLfRh93jQKGl8J3w0YaCgc3plKZHw7aKrpL2boZMl17DpYQ3yEddjvCICQVMI2mTeZems6H+9zkddc7b1gp2NPsLP1+BIElvdefJ4054f8bm4MVt0gp9eNYS72pTZqMQs23BroEAVBhCer1HB0P6XuJFJVO4606DNEzuAMzY7iOjTNIMvShMNST6maTIVqx8A0uk7orQJdNTuWGBo5Sj1zFy5j7ZIU7+KtY1UW8jLW40gy74eezNLiqHTiFYspws5SF+WZuaiMjuE3J98hKiSS6wpXEt3eYpbDaG4kSTJd9/3gbDW7I9UAT3RmLJiZcgG2du1afvWrX3Hq1CnCwsLYunUr/+///b+pDmNKGGpq7VivxXtiqqppzuq4PJ+QldfQXXcUdA0Did0t0aTWtGONd/TVeGl9pm3GgKlCydDJiSrjd2mxSMBdNa0kubW+h43E5655ZFuauHRuN+ekZJgnf0cMEeu/TlV9B5/3FWNmW5tYTDfLViyj0ZLCjT4Xh+8FHydbMTS3uf++gn8MnUTXSSyp5+KULWiaioZMuZ7CDX6aqipJDh9xekqMmgRj5sTvHiJZaea3aTGE6gZ31rQR5zYzvrVRi1lw8/8KcISCYKRctfOzzxNQNTeW/UV+35+yLE18O6p/FuPxjo1UamaWqzk0w1vDqyFT6k7mAksTcxtLqWxN52dvtw3oOOKOzfYO4F9TZH58/b8Q0Vo6Yl2UJxFQZoM/pkQTExrD95bfQ0xINITGmgsIPn0ODB3njhdQ4tIpV+1DiiStoRRXyXbUY9vA0Iat2R2uBvhsmbEBCx3shWP5MwUVAcmAff/73+fWW2/F7XZz/fXXs3Tp4GbSM4OhVm7kqbHIsoSmGRjAp8V1rF2SgrW1kxjDMJca6wYf76+ler/GusXJVHZs5LLQ/eRZ65AZ2NvRJUn8Pi0WBYM7atpIdPdPLTZqc0hVWrk2/HOs7Tqdr+/gxbYNlKt2LIrEzZfmch5ga6vg0vatKG0aWtunJK77LplpWcDAC+Y1Rebhy+8l2V1NSaObtMotGH03jleOWbhhmZ3sqx/0jhJvWLB0VAJKtCQSjJea3/8vQo0WHk+LJ1wzuLO2lRi3ucilw5ogxJdgzIzl/rR2SQq2kq39sxjobMru5SM1lhV5iaTbI3nyL81ky2Z2TJahoPwZXCc05qCwUjmHL4ebLefYUUR7eAZfC9Xp0MOo0eJoPFLH/OWmGWvtx381s3MLlpJtafIKGbX2KG2yxjMpccSqGveGLTDFVx96c6V3ARh9vYZ/9nnCAOGXbo/EXbId97Ft/YvH+t7vKtmOPCgb5rvq31fEjfQdDl7o0BvzQ+izoZipTLkAA7j66qu5+uqrA7HrKcW3GLLems4nJyzkZcD6JSl8tL8WMNPQO4rrCCn5hMtCzNZCMgbzLPVUOu3EOWsIsTVw0J3JPGsjVnQkSaYueS119S0sNY5wdVMHaU6VBNW8iAwACZIt7XzF8hkShrelxTxLPeWqHVUz+NM7xzCADaElKKGad+qwvawY+no7Dr5gDnXEkLmmgCXAJ+8lUHN4H8fdyVRpCebFtMZBapKDsVw2o1k5KRAMpmbnm0S5mwG4urkTR7eLOaopvlqkWLK/8V+BDE8Q5Izl/nSGabWs8E5VGGWuVkpOtnP/TYV89auXs6O4juXOGtZ2vovU1bca3tBYbSvF0tdyzsAgpruSGN+KjpPQXfM+hmEQrmssQuEfh88lMWIPktHvMxmjK1zd3MnCHp24wv6Eh9ZQivvoJz4bNKjtwNtqTkGDHQfolqWBwsvn/eqxT7y9LEPW3ozR24klNR9HmuMMgTrSdzh4xqin8jDkCgEmGAeeqTWzEPMUiiJxy6W5WC39JyFAiSuJDSH9qegyNZksaxPrm96DUBVdUuhefB1hHaX0tLawo7ERLC4yesNZ0tk1oCekFBoFvWbNlITpL2b0WV2ESi42hBZ7axEAunQbBhKaYaAhEz1viXdbI10wqQuW8vx+bcIE03CjJoHgbJS89js62nbRFGZlXq+bFR29XjuVJimGeaK9kGCcjPX+5GtavbslmrK97gEZoE1rssi2NNH9+otniJx2PcwcPhumDxhgVsvTv3Ld8xlzAK1xgfUQRp+Z9hehMnGddeRc9QDnDVPIj8+CLIDUKAa0mjPQzemW4dD7Bv6am95Pn0XCGHZqcqTvcPCMUVjmIqZX5e/EIwTYFOApxATQNIPishbWLU6mvctFdISNjOQoth9K4omOjcy31nPcnUy5amdDaDGG5jYvAl3D2ngEraGY6lArB7KiiXXrxFZ1mTVhfVejjkxjTAEp9du8++9JKcBWWwTobAg9jIG5yvHJro3oOlwb/nnfhSbTu+Q6MvuyXzDyBTMZgkm0JBKMlt1P/wg5tII/pcaQ5nRzT02bd56+QprL0rtmZo2pYOoZzf1pYLG5WaCfWtOOUrQPVTOQZYm8jFhKa9rp3rOTLI+9BebpqyPxgXMxR9Q0vhK+G7nvpPbVYQYSRp/Xl66bdcIJSgeSAQcjQ/hzchT5RjPfHrRAYGBdr6Vf+MkWkvILyJHTMI4cxOjrvmJgPoMkWcEydynayYMYuo6OZ+m8x8vS7FU8kp3QcN/hYPsM3zZLMxUhwALAgdJm74osMJcjL82JB+J4t9TuHbmXqskDCjTd7aeoDrPybEoMMarGN2vbzJMdU4BVuhN4teccHN31XBUueRt2V1XW4bDofSLLtJywYnD7CoXmth6sDbo5TSlJJITqZ8Q70k1HCCZBIDny1P0Q3s5zydEkuVRurWunr7UpH1gu5Npv3hboEAXTlMlajVda086O4jqv2/zgYvP+NexQ3dTJi+8dJx0b346SsWDef3UkTmZ9iSxjAe1dLh6vjGW5tYw5Ug/xc0KJTbSjRqfz6Z5SSpxJKIrEl2MOk+KqRJZgX2QILydFkx2RxDeW33lGfAPrer9DUusBDMCWu45y1c7Tu06SLpmGsPGOpew+0sA8pZ5yI4UbFl+GNa2cXR98wjGXadvqsNTTZYTw5fDPkdCRx+hWPxO9vkZCCLApYO2SFD4trkPVDK/Pli+aZlB0vJkcaxOXhPQvVa5Q7TzesRGHpZ4TejIXLHLz114X8W6Nb9a0EtVXyA+mY/2rPed4pxU1FCySKdyKXBlkWxrMlZQSgASyQqk7icx5UUjN2/xu8SBaBk0OM6U/6lRy8sX/oDXiNC8mR5PmVLm9to0wzeyJ+mnoxVz7dWE1IRiaifap8jVbffG947jV/oGsb7H5sapWr42SoRvsPdaIqumUG3Ye67iMc2xlAOxxzWP5nEJuXZPFGzsreKXUTpmrz8C8E6yNMusWJ/NJdyi6AbIGpXHnY69/gQORVl5JiiJJTsChf4maBieOtFBvjC3tvWfW9a7/ujfeHW8fRdUMKjCfQdJBHQM7J9x2JMmsC4YYtvYs9iYLPM+dej2Wb65USMovEM8HPxACbApwpEVz86W5PL+1BG2YufQsSxPfiuxfqvxK9zlESE5K1WTe612CRZE4FtFMvDuKi0t7+My5kDDZTWZIB6rbzS6Xw3sRVKh2ald8i9jOcn6/V+OEy06dFkuurYH15ziQXN08s0+nbK8bi9LmXdl4NlElWgZNDrO1P+p4KPnd/2HO6VKOJkUxt9fNbbXthOqm+DqSeCVXXXtDoEMUTGMmcsW1r5iTfEyywWO42l8fO7imdkVeIiUn29E0nWojkZPORAzdQFFkbhr0mcGiDsBikVFVc1v5KwvpOBXH3to3SJFDqdpXSIV6kjd31HDThvm8+N5xVE1HliWUPhd+f2p3fZ9YsiR5329RZG8vSwnTG3H9JeeRWjC6tnWzGSHAxsBYskBdPW4y5Ebm2eopU5MJn5vLirxEdh2q53h1Ow5LvbfoEcM0OZUwM1uPdW7gpJqEtWExc8mnyG4QHWHj3OgTRB76K4ZFJ9XSCkCk5CQhdxkXXn4hz7wWT7n7BACVqp2sxctIW5PPGzsrKHOdOGNl49kYvEql4eh+ik5YRMH8OJnN/VHHQs0T9xBm6UUCvtzYgSaBVYduzcLJJd9kjXC4F5wFj6jxiKaIsLOYRY+Ar5jDMGu7DMP0VrwkrZuURYVkpkWjNZQyt/EoD1+ezqGOGO99M90eyY7iOgAykqPOaN/mSIvm4ctjqDtcZBplS07K9RTWLlnBIoedom07cFgbkE5FkbVkBf+8aAlv7arghFpl+k1qOq9vL/cKOEM3WL8slfjo0DPu3aU17QDIstmiWJIh29JEjmy2Slp/yXne93vqfz0tloba1tmmeEfzLB3LlPF0n7ERAmyUjDULtDiqjdU+Znydi/IoV6Gk2jzhS9VkdMkChjbA5PRwhJX2zIPIx9bz6cE6+gY+5NiaiIx8B8nQ+8xQNW6I6LOcqDtMb3XuGaOttUtSKK1pp6W9d1QjIA++q1QMSTGzaK4TwjR1nIj+qP5z8ol7KImFbbFx3FXTRqSqIxugAdsTb+A6Ib5mDJM5Le9Ii+amDfP5U9+sxIvvHSfdHjmme9jg++xNG+YjN5+goOI9pNMq7N5Jb9cG3AffAUMnTrFy+VUPoCT176v6yEGy5Tp2HEnhhhsuO8OcNG73E8RpLhaGg1lCcojW1lzeebeEu8PfYWe4jeerv+Crhkbe0nNZmGnnjR3VXmHY2uHybk+SJa/Tvi++mTxFljivIIUL0nuJ3fWit0QlImXFgO9wuO/LnyleraGU7td/ArqKS7YQfvVDwz5LxzJlHAwzNkKAjZKxNo5OdlfjlHQzVYtBsruav5b0J3crVDuvWDcT1VFOh2bjuvDPKIqy8dfEKBKIZkneXLbtb/K+P0euB0NHkvobakvmmhTQVar2f84xfdmAhtiA9yTOtjaxIaN/dOYPvqtUhlpOLQTY2JgO/VGDoddm8U+/wRdxEq8lRpHb5SS0b+VVl25jb9pXueeb1wQ2QD8Jhu96MFMd81RMy3f1uL3X3njuYUOtBncWFeEq7+vTqLlxH3gLz2Se0Wd2mtr33Kg9cpB7wt9GQUfjACeKZJyNod6sjfeZg2cFpAGGRntZMYXKST6NDWFrQiSLO5x0lx+FpeeSbWniB+c08351OB+eDPXGmmVpYuPcbrItc4GBx+qbydN1s32SvXI3mq569+nv886zrUylifnWemqPKDjS1g94j6tke//qS13FVbKdsGG2PZYp47E+q6cSIcBGyVDu9nD29KglNR+XYn5O6vvcCimMw+WtZFmaOMdWRm5MDKH5DpwVB9mHjVcTo8jpcXNbVzs9GSfZqYSRLjVyccghEpXTptwyDAY+qiUMSeHJHU5KB2Wn3thZ4b0ovhWxFWu7jrR7J5rd/5GBZ5VKak07lv1FwjR1Agh0f9Tp2GtzMDW//18ciHDxhj2KBZ1Obq5vx9KX+Ur88gNcleSY9scAwfFdD8bfmCeyP+pUTMufzVh1NNNXg7NBA54TSF6vLcMAHXhmn84NjnYcadHkqUewYA6mJUMnt+5NXHX9XlrebWluvO5fsoU4exwlrl18GB/JstO9XNvQSfe6pd7MT5TuZrNkodK2gRMuu7clkrVdp3vLzjMyQr7fR46tmYKKd9H6hJ9nn/6ubMzLiGWerZm7w81ZH7niEFpDyoD9DR5ijjTkHIsJ7nDP6umEEGCjZLBXiZLkGDE96nsR+7riv1qkAh3cmdfMgqa3kAGpCWj6jOKIEF5JiSa3y8nX6tuxGm1Yi1/i3wsvJvTER8h4PFegXosmSWn3rm5U0haxJ2QV6v5aLgkppkxN9o4WPCfxfKtZb+bJlo1lZCBMUyeO2dQfdSxUPvMwZWGdvGGfw+LOXm6sP41igGbAnGsfmXajWsH4mYpp+ZHuYYOnr3wd3v0533yfE829MhGHXkEyVHQk/tq9ihOuBO99eU5ECO4B5l59tVqaeW8OKbzKuy0pNNIbx64T7/NhfAQrTvdwbWMHrYnncqQjBmvLHqL6Mj8SGt9YofBeTyq57ZXmoJuhM0Ke76P2yEEWnj6B1NwvvpS0RYSsvMbva82RFs1ty2Wsx/pmZYbInllz1/W3NpItWHPXjelv5c/fQNSAzSAGe5UMlR4FM7VcUPGstyXEqVX38tqJDPaXNpOpmFmvBSElZlNtn+3P73FxQWsXl7Z0ef9ABqBUfY7smWYEDAmiwm1I3ul9A0vOSjK1KG8bCQ2FE2oGb+w0RxE3bZjPycPdSD2HzFHZOEYGwgNsYphN/VFHg+vIR7Rse4lYo5sFbomLrF1c0tKFAiBBWMGV0/KmKhg/kzEtP9Q0qt0exZqC9DNeby0pp1vvm0LU3Ti3PweGgVuxkHLLD6lQ7RSXNbNkXgL5WXFDB2Ev5GhkJv/vye2kGZcy39bACS2ZE64ELBaZ1UvTsNuj6D33UmpLtoGmgSSh6qCgY2DQLYWRbo8yG1MvHtic+qIwnY73DnNJSxeSYuUvFQmUlZzgoE3n23MsSLqGpFjIW72WZel59FbPoe75nRiaiqRYSFi4nNBB30mUs5bkqucw1H7xJVmsJG24mdD0PP++fM+2Vq+lrmzr8PuzF9Ib8+/0VB4mLHPRGds/WnFqwHc83N9qRIb43qYTQoBNAIPToxFhVn72YhEXWg+wNLTPyV5T2fnBJxR1L+5PBWOmpT23lf2RISzochKiG1xxqnvgTgyo7gkjy9KJIhl9NV8wJy4Wvb6/NkxvriQ5stOn3kznRNHnbO1ZjCxLSICmh3LSdim3LZeFX8s0Ybb0R/UX15GP6Nn2DCWRISzpgEjDYGNLFwCaJBO/+kvoS68JbJCCSWOip+VHO/WrRWeD1yFe8mm3o3Js1w7+7+cJfhWE7zpYg8utU46Zzbt0bhfnxaeQumAp8RFWM6aQVMKv6m9VVFJ8mOvCd5sLqj5/kfqUTO892jAMdtfv5dzk5Vjm5PL1TQ/R/MU+3q0K43iT+SRRNYO6OcvITI7CmruOouYIju0rJi8jluxN/RmhjpDUM5zmnV/sw/CZ6vRkvny34fegOySVsLPsj5BUyE2lAwb8rrSmnf/6cxFudWJ82gLF2ablhQDro7SmnY8O1pEeHz6qP7Sn9suz8iVPPULb8UOkY+e4O5mNoQoSOrokU+LjGqygeQvoAd6PCefdhEgua+7E1pBOWu4CMqu2eGsHdCTKVTsWSSfCBtFREUQtvQituRK9vsQbjwFYU/NxKhZ0zewhWeJKMgdymkGmpQlHiGmFUWRbyaakrCGPR0wrCgJJ18fPsDUhgk/iInDLpzm3vReAai2Bhff+F/FBWEsl8J9AT8v7Tl9JoZE4d7zgnSordSehav4tQPLYW2RZmrg3aiuWdh25cyfhSx7Atwjet7a27osiJAxz4G7o3qk73dD5y7FX+bR2NxbZwsqkAkLT8zjZHME/3tsHGN79WFt13KetNMQu42dvVw8Ui4XDD7gH102FrLyGctU+ZtNaf53tfY1su3rcplmsOjE+bdMZIcDoX+LqyWD5e4L51n7NszXznaitSLpKGHBfFHzQu4jHOzYyv8/J3tv82ggB+h3xt8ZG8GF8BI42KKo6n0o1EXk/ZFk2ssJqOiP3GFY2hB42P6DBS3UObNHJXJAeQ5y8zRyhyYq3lcTLpy8lS67jhJZMlZGILBlkWc3ie68VRlTesMcTzKMOQfDy1GuHOb/6N+xNimRHbDir27pZ2Se+Pndlo6y/g4UBjlEw+UzWtLw/hfW+7wkpvMr7unpiD61xC6lot6PIZn9fA+ju7W+gXVrTzlu7KmnrdLJ+WSpdPW6yLE1cHrrfLEbHXAV5eNdOwlfah7y/Gom56KcPImNOIVpS89ENneeP/pVddXvYmHkR0W7TIT/ZHsVHe6u8vYYdlnosklnnZWgq7WXFuFXTGFVVhxcyQ9UqS6GRqLVHOVpViVs1s2u+YmiiBuulNe289NI7ZEl17FWTqVTtKIqELEswSqukYEMIMAYZ6Y1Cbft+Lluu8y6p9XT7uSTsMC16FO/2LkGWICU+nJD2Sq4L/8y8EIG34iPZFhfOyvYermrq5td9E5K6ASfcZvsHgHsi3zW33Zc1W2qp5Mn9tWw/ZPby8nWyP7azgjJXAseNBGQJzl+WQnx0KIWuU96iSI8VBhQMeTwzedQhmJ7895+LyGp4l8/m6uyOCee8tm6ubOpEAro1BWX9HVwoXLZnDRM9Le+PL9Tg95xadS+V9R0sK38ODI2w6i+o7LgMXbebphIGvLW7CoAep8onB2q9A+vyumPctFTm21FbsfQtetIM0JD5x3Eb1ceLBgxyS2vaefSFfaiajRLLpcy31uNYfi7L7dk8vudPHO04xOr49SwMWcN//Xn/AGd8D6VqMqoh91laSDRY50Lfoi0DBhjO9jfkbiNu9xMDvpd6azrRnz6GbGisMWT2WTaabYl8GohP1GC99shB7g5/x5sYeLxjI1WanctWZxFuk88q8KZq1mYy9jNrBZiv4s/LsA+o4Voc1YazaMtZV0741n6V6ykgFw8QYQZQYKtilysXRZG59Jy51H/yGUrfkuMORWbfnFBWtXezuakTAwmHpd480THdiD3Gq8VqJvm2Ou+U5QF3pnkcQzjZ52XEDmhR4THd0xpUuku3DrDCGO54PKMOMSUpmAreffMjrjj1D8Ij2/lVVBwXtHZxWXOX2Q1Cg87N/x8XivNPMA788YXyfY+hqez64BPm0IkUYpaMSOistJVR3m0f8Lm3P6tiiHUDyE0lWPvqcXUDStwpHHBnMs9SDyoDBrnmANjciKcX8Ac7e7kq7BBH2o6g1s3n031RGIvrUTWdLEsTDovZOxjw/tvTP7hMTSa8IxqJVjItph+X3GwF0gYIqM6wQ1wR6vaujmw4up9dB2q5LERFksCCxjm2MipUO+v7niUeS6OJGKw7rA0+XWB05lvrqSGJi1fOJT5i5A4FUzVrM1n7CZgA+8UvfoEsy3z3u9+d8n0PHuVkX/UA999USHVLN9lyA3G7n8Dlh3vuwKWxK4iwLKd390vemiwJSFl+HteS4xUwlZbz0XYcADSiNJ17T7YxR9X6tmh4pydlWeKWjblU1XcQ56xheUwCttAr6aw5wRdaFo1dEpeGFVOup5CXscJ7XGrtUTJCI/nxee0Ud8SRumCp90QZalmu1lCKu2Q7BpCdu27AUl9ATEkKJp3Pt+3knJPPICuACv988hTRfaP7Dj2Ens2PivNOMG788YXyfY9uSETTSaTUc8b7FFka0Nd3KPEFMCdnCVLJHgxNRZdkDrgzuS78s74MlUyHTxmIOQCWvCIs09JIrrWB08fmk9i8kFzjFGU0AMkDPLZ0ZMBccKWh8GTXRj5wLiHH1symqCPEhnWwOfSzAX5cx6osXgFV4krisjAFBd1b41bi0rg0REY2TPG4KqSUIs3B2iUrfGI9uy+XP1O+SfkFdB1/B103V0umLVrO/QuWkp8Vd9Y6z6matZms/Uy5AOvo6ODHP/4xb7zxBnfcccdU7x4YeiTkKHSwpiCd6q17cfnhnus5sbJT83Gs8fw+mtBVN9D92o/NlkKSQllXFHkL+rNHcxct5XnXWsJOt7C4KYxt1VauD+9rIQR8JXwXALtduXT1uLml0EL3lr9Aoxu3bCX2qgdYBxS8/tO+G8khIizL0RqaTFHZt4LFgkShYj2j2LNctXOs10KeGku2TysIAPXYNrKvfsh7PBM5yhEIhkJrKCXz8FP8OWUOqS6Vi1q7iXab4kuXJJK/fP+Ali0CwVjxxxfK8x5XyXaMY9tYHVKCblZjIRsGGjJa5ioeXLmc6qZO9h5rJCMxivf2VqP1NbrOSZmDW9NZvyyVcwrS0HLtXv/HjA/f7DddRSex9QCeMhBHWjQP3Lyct3ZV0lpxmOjc3cR2OVnTcRAt1PAKrBMRGeSmdpkF/fR3QPGUlty+QqHUbaWg4l2kGpXrw30Mu/v8uPIy1nsFVDVJtK/pL2NJVe1U79fY7XKw1mbaJCkY3LZcJtWnP+XZfLmGms717YHp+51HXP2g9zvq6Ijx+286FoPWsTBZ+5lyAfb++++TlZXF7bffPtW79jLSSMifUdJItQRq7VE8c+66rlNzeB/P79e4/6ZClFNl/KP2bY5b27gi6xIUxyqiXnnW9Pbq86KQDbg+fDdNxJGXsYKGo+8SqfWnh83tg2QMbA9h7tCzfBjzv4ME5OA06g/OaSZK7y8gRR9oljdVJ7dgduI68hEdnzzDX1PncDgylLnNHd5MQrOcQOaX7hEWKYIJxZ9VeUqSA7n2KJJhTotJGOx0zueUFkG5nsxXV670eiB6ahILc+3DihHPPjOB0OrPoKp/hmSws5kjLZq7r8nnlx+/Rgk2FnX1Ihue6U9MKXjwderUWPJC+2qCUZBkyWxNJ1tIyi8gvvaotxWSWZPcV3Xc90xzJA0UUGY7uoJBq/oVpIpyMDTkvu0OjnWkJtvOPX/3JgQ807lbexYPOZuiJDl8VluewqLI/Cgm/KxTkFNlCD5Z+5lyAXbNNdcA8Ktf/WpMn5+QVhf2QnpjfjikAVzy4uF/52GgSZ9KSHs5sX1mb70Ll1NX9Bq66kZD5rg7GU3TKSveR7nz7xyPCuHi5m7W5mSSVziXeHUjxrsHMPrsJqS+0ca31oagx4Tz1D6du8LNokpZUUhYuByAuqLXBhjc9b/Wl71DOsP87qODdWg+Ga0aSzr5iqfFBdC3fc/77fYofhQTfnbDwSkgGPvnCYan8tB+InY8w4sp0RyNDOHqpg7WtplTPe1aKDl3/1eAIxTMZnwH4gYynzvnUa7akSVzOirb0kTD0f2UupO8ZR4jiRFP1i2h8GK6T+427YUkGaPv9x5R2F13hCePvkSF0cX1TZ2s7HCBbOnrWqIBBvMtteRaajEA3ZD4a/c5NBJ3hq+jN35JoST5MlKjICExwTtgd6Q5BsQ8VJ1TxJIHzyhZ8WcVqTkb43EIlzCADs024mzK4Gm+4rJmLlyacta/1VQZgg+3n/HUSU+aAHvrrbf48Y9/POC1nJwcnnnmmXFtd7x977wMYQDnNesbxhzOwwCTPtmCMzq7f646JBXbmps5fWQXr52MpUozl9Qe0j7kRFQIVzR3cl5rDw2fv0dEaynRqfnwpf+N88CbaBVFgIEkW5iTtYi3D9ZQ6krgcW0j8631pC1azpyQVIAzDO5Ka9qpzfgaDmsDCYkJhCtunNHZA8zv0uPDURSzsl9RZGKzFhDueNBbA2bLXXeGWV58hNV7EQTKd2k69s+byL53s43SmnbaP36Bv2dEUxIRwrWN/T5fbVoIGfc+GeAIBbOdwa2Ecj8vBaCaJBZHtdH1+uNEaG6WIvHK4dVw/Y19C51KzxAsg1sa9aWtwNBRj3yIemwb1rz1GPFzebz8dSpDLdzQcJrCLhVr/gXeFj3OPX9HrTmMLBkYBsiSuaoyXHJywplAkS2HTUlZ3hhC1t7MifJaXj6iUN4chyOkme9EPQ+6Sg8yzoxVJBRe3B/nnp2kY6PcsPeLpDX9GcPBx3J64TW0NLaQGGEwx9mIJWcltgUXDmge7kFC59rwz6nTYqkmacjZlMEzLkvmJUzuH3kCGG9x/qQJsCuuuIIrrrhisjYfUEaqJdAaSnHueIEQ3c31ERYcixaSmRzFyYNNLOyEdW09aEiktO/HtWevdwozZNmVdFcdxNBVDMOguqmTvIxsLIpMlWanhiTuX7B0QAxDTy0mcP9NhawpSD9DtAydRo0W0zyCKaX3H/+P+ZZmWjtDWdLpZOVpU3xVaQksvldkvgRTx2ADUN8shue+OGfLo1wR6uayMMVbK+XU3ciS6Ux/beguio8sJNuSckZpyhn1xif2YOiad5W8ufBPxX3kQ5AUFs2xsbZNZ2mXE/re44nDkrMSreYLDAyzvzempUWZmgySRHevyifvbfO2vzMkC39t30B5n5VRtlSHoavIGMiGRmjlDk6f/IzuxV9mzhd/J0tzc2+UzBMdGweIJI+gMzpbfFaIugk/+DKRfbXLqgRazSEzziEakUuAVTLYPN9F+MqhRcrg55M/RfiBZrzF+bPWhmK8DFdL4HvBqZKGfU4Vye5oYjt7kTDQgQ49jBipBwbVdXkuTF3X2fXBJ6y4LtuveeehToLhemaJ/o2CQHLiyXswIlTohVUdpvAygFZpjhBfginFM3D1+GlJgMUyMIvhuZ9LGCjoWFtKebctlvMMCRnDrM0yDBzWBtTadu+9X9fcNBzdT1J+wYCa4jLLPFKNI15fMB3okSVabQqpTo3z2nv7JuxM3Me28bkzh7AQC/OPPNffC1iSseRfwMnwxVS9fxpdN3hrdxUbQotZGtbX/s5QmafUc8JtJ8vSRIzShYGM3ieIzLIxjbp9nxJlNY9xsEjyzXohKeb/MJ81EnqfCO2vZVNP7MG24MIzuwhobiRJIj93LrYRnj/B9nwab520EGATjEf9uwyVZ1Oiqeg6xL/NvxFFUpB01ezfKHv6PEoDCv17JAV0DQ2zbVFkVSub1mSd9YQUxfKC6Y7WUMqJ13/FK3PDaLApPFDZQnjfcntNkkjffF+AIxTMNjwDVw8GZ2YxBtSCSQrP7NMpdUrUhazi+vDdSIaBhoI73oHFHolTsqDrKhoyz+zTucFhJ7tPjNRb0/nFm61kyKZPV5cRgt3WTHHOKToUme9XtPJG9zlcm1KHrb0SAF3TqDm0DwPIDdO8i7UwdOTIeJqUVHSj3XsMpWoyGmb7O0m2UG6kkO1pTyTpIMkUu+aywFrjXdW535WBw9Zo+lPKFhatXuNdeTwgg4eOJf8CWvUI3ipq5pqwz5GMgdk8S85K4MwEhfPT58DQce54ASUufcbMuoy3OD9gAiwQ/l+jxd/iuoHvcyBf8c88U/oq5eppvpZ/PfEpy6hc8x0aP36J+ZZac3Ti0+jUczK2r/kOuz74hBJXEtUkcZOfQmqqVoIIBGNBayil+Y2f8nJqJPUhFm6qP+0VX21aOGnX/cuMuSELpjdDGXCrqm4KCIkzBrC+5Sa7W6Ip22vWNu105lKnxXoNT5d3xJC5OIv9WbdSc3gfx93JSBh073kNVq8hpPAqDu2sQNdPUaGbJqtYnIRkNiJbrSysiOPp0+dQqdrJjV9EYedz6FrfQq4+o1UNGcnQQcJrpL0kMsE8hr4ZkErVzm+6L/MW5N+g2une8xrWBr0vs2YQGRvP7pYwAD53zaNKT+TSNasHdFPxMNgVwJa7jqITFnY4T1Cjmsefm2Rj4Zwubw3YYIzeTsxc38jWTsHKeLJ2IgM2DIOL627aMN9bI1Dd1Mm2A7XERIawZF48L7533Pu++25YwNtNH1KhdXDboptYmVQAgDs2m63OZeRYGszRi9Lf6PTYzgpzu6qdkug1xESGcNPqzFH9UYMtdSuYHfTufomW4nf4Q+ocGkMs/FNdO/ld5uqoNi0E1+YfC58vwZQwnAH34BqwbEsTzqJtXjHi2yhbLtqHrplNrx3WekrdyQMGy6kLlvJckUqG1GhmnRp0urdsI/yqB8jLMBdkaZoB1l5C8j9HCe1l3olkznE2ckBp5WSfOMtcdS/WllKe2WcKp3mWej7uXcB8awNJaSnErd6MkuQg3x7F/TcVsqO4jvYuF9ERNtYuWdHv1wVUti5Ba/zYtLNAIrvnEJkhKgYSNVocV6zKOEN89ScVzAyeq2S7d5rRM+PiqU0+9/xCLKeLUE/sAThDhPlj7TRbO64IATYMvnVVqqbzp60lGIaBLPk6IHew/3izd8Ze03Q+qtxNhXqSbyy6hcLEJQO2d8JtN5tz961oTPXpMi9L/W2HoIMl8+Jn1YkomHnU/un/R2R3DZ/FhtNks3BrbTu53S4M4ISRRtTmB8Q5LpgyhjPg9j0HB4g0ScGStx4lIROjtxOrNR0JyPSZ0tPDzcL8TN/z2ICVIWXeOi80F707XiB77c2sX5LCR/trsSRXINl6udyZy/nGx2CDfFsdUjd8fAC2H5K5/6ZLuSW+nOidjyEb/X6NUuMpnPuthBRcCXbT/mj7oXpvEmDtkn7rhtKadh59q5V06VIclnrilC7WhpT0zcIY3BD5GdKxPbgMzbtwoNznuWRRZB6+PIa4ku2gu3GXbB8gXPMyYsk4XYRz2zPm99dXiF81xxSFZheXVhLW3ozR2zmkfcVUtROajggBNgy+dVWSj+jSBvWcMHtsNdCl24hSXKyKWc812d8jLdK8CDwp78VR6bw2aEXjgOJ5n81mWZrQDpSipVw8o1K1gtlD+V9/TnxXDQAXt3azuMtJskszi44z11F4+Z2BDVAw6/AnEzNApBmqaRMBgES0pDBXupSVtn5xpaCT7K7G42a/o7iOuXIjq0JKB9RG6U0n6H79J1yw+jtsPySj1eSitc5ldephb2bJAJZaK9nRm+utRdsQWo3LR3yZb9TRKvfRXXWAppOXUNs2d9iVeJ7+khWYmbVsSxNrQkq97vkYuvk/8IrSY72WAdtrLysmbgTh2r1/z4DwTh/ZxU/LDOZKjWyK2opSr9F73ErE1Q8O+TybqnZC0xEhwIbBt64qIszKi+8dP0OMZVma+HbUVpwWnZcS53BRcydxu4sJtdyCs3dv/woQ3U2cbOXhy89sxdAv8swMmGebVqdO95Y9I/aiFAimI1pDKZb2Yn6XGsP1TaeJduskOTUzUyyBvfCiQIcomIX404rIK9K8JqIeDGRD59zQMs6x+ogrSR4g5OKcNeSH7jcL2iXwHa43Kwavn3qLay++jsPHu1iRl8ickCic245633NIzTJb//TVolks+bgkxTRupV/QmT9odOzbSoFs5VPbpZxwJQyoYSutaaelvXdA38oqI5HOJdcz59DfTOElK33b0r2iNE8duKgret4SaN42rHA17TEOeX+usDnQNANHaL23ybY+Qu3XbF5EJgTYCPjWVaXbI70pV08N2HrlBD1O+F1aLK0WhQ6LTLzLTe+nz/YVPMreCwddJdldTeaaggHb903lVjd1oh0oxerUB7QeEgJMEEy8+9F7fJoeS7cscVqRiXabo1tnaBzxV9wrzmdBwDhbKyIlyUHI2ptxH/0EvbmyLzvU31lkmcOOUlXiFWCWvPUDjErPb/ozutVt/t5HLTVaFZ5Oi8GldnFo+1G0rkhKTraTflMh6csaUcv3Ys1eQU7IOlqPNbIiL9Hr0xhy3tdwfvqc2S3F8BF1fe2JJEPjtuUyRbYc7+C+tKadn76wD00zkGUonJ/QVx+WQlpaNFpOrleIAt5Vmp+csJCXwRltijT78MK1ak4hbanNZLlKmbNgNTFzClGO7OtfkWmYg6/mXpm0Ib7zoRaRaQ2ltJaUo0Vnz+j7hRBgfjK4yH15rp2E8IU8XX+E04rEbbVtZPe4zcSuYa42Ab3PN6W/B9fgYkPf7TrSotFSLqZ7y54R0+QCwXRl119+wicxTThliW/WtDHXaU6fNKSuJ/dL3wxwdALByHiMtD2+V5b8C701YJbUfE6fKEHyEUGnLHavqFBrjyIZqpnxob/XY71N4bepsRiKjY7ic9B6zA4aqqZTe+QgSZXvmTVnxe+yowPKXAmmOLNH4kiLpmpOIUcTNWKb9rFQO4KC3md/Kpm2FH19GjclZXmPY0dxnVnsD+g6REfYuPXy/mfJYCHqrftSTyHLErdszGXTmqxh3++hv34rDouymvtXmfVbD968nBffK+GVU+eYdh0YRBx6BS0nd8jt+D4HPXV43X3PwJk8CyQE2BD4LlUuV/ubrHr6f720T6fMiCAk/zNsoSFsdmbzeYvGF5KTLiOEG6L2IhkayBZCfIoPBxc3DlVsOFSafLauEBEEF3te+CH/SOhAlSTurG4jqkehTbJRas3jYiG+BNMU3/vr3MaBvldyZPyAVX0nP9rGAkwTU92AlsYWrwDzrTGT+wbh9TaFp9NikQ2DgqpE3u3p72krAQ5rQ7+7vKGSJdVRaiR4a6GAvkyWxIZQG4vCzKlN3QBnxmrScrJxRmcPWE0/lmfEsapWrx2Hphv8aWuJVwCe9XOaTqbSxHxrPbVHFBxp63GkRXPThlz2/m2naWIrgWHofs3oDLVYQgiwWYLvKhinZOGljkspcyUwz9bMd6LeJVJXuTtc5lddl1DfE0l3uYOT8xawy1nL6pASltkqORl3Lg67zWwj4WM6d2xnhV/FhsO3GZpdK0QEwUFpTTt7Xv8rFymVJEfN4cqWTpJcGl2yzBup3+auLy0KdIgCwZAMvr8+fHk6ccMU6pfWtPNeTTjzIxQUQ0ejrz6qD9/Bs+Hqxn3gTSI0ndReN1c1dfLCqXMH7HuZI4Gk/Ay6jr/jNW8tVZPN4v6+WqhjVa3eTJavyaqsWEgovJjYxYXs3F99hmUSQF/bXyyKNGBl5FDkZcQi+9SKGbpx1mJ4T41ZjrWJeyK2oqAhVxxCa0hBSTKL9K0Xnw87D2IYOpLi34yOP4slZgpCgA3CV30bhkq2bI5IsuU60FVOWWTCVINcuYmq4yu8zsTrwo5zfegu84fmOtwtZssGtWS7N4U6lmLD2bxCRDD9+XzbTjqOvsoGuRGbDt+oa8ezULhtTq4QX4Jx8Ytf/AJZlifNuHvw/fVQRwyXD1Go72lWbeg200rIUk9U9mKuWlwwYHuewXNdVwMxUQkYe95nZYXMC861pvmq532KxBWrM1GSoilJvgy9ci8HXJlUanYWZsey+byc/p6Ufd5hFaqdJ7s2cvsKhaT8gv6B/TCWSYoscWFBCmuXpJz1meFIi+aWjbnmZ3UDi8V8Pg1uLu7BV7heGtaARdKRAQxtQMYqc3EBmv2hERc+DMYjZEPay3GKGrDZha/6liSFcj0FWYJyPYWGkC/4XUoUGb0qp44nI0l4fVdiuluheeAKFWBACnUsjvWzeYWIYHpTs/NNwste4S9ZMVR2RnF9U4dXfDWF57Dg5v8V2AAFQUtHRwc//vGPeeONN7jjjjsmbT9D3V+VpOgBD33PrIhvs+qP1GXcv7IQ15GPUE/sGeACX9pWzhMHfse61FUsu+QBnn1hH2pfFkuW4fylqVyQ3kty4zZcpyPJrX8H3eJmnqWRJuLYfN6KAXXBD968nB3FdQADTFaHOgbfVfq6bhAfHer3gP3CgrQBi82yLU1nNBdXkhxeMZqOjXLDznFXEpeHmQmHoTJWZ1v4MBRKkoPYxYXTvhn3eBECbBCDa7Bu6KsBi0tM57fVh5B0nS/lbaZ3Re4AIeVasHrAcuLBxfceRutYL9oMCaYjNTvfpLXkVf6QFkOobnBxa5dpnQRsC72Yq752a6BDFAQx77//PllZWdx+++2Tuh9/7q++Dbl9m1UPZUBakZzOY0W/R1bDCO/IxTE/mgcGCCizN2PX64/j1FUMSUIydBTJbG5923L5DIE11DPDU7e2emnasJZJYxmw++7LWbTtjFos4AwxWk0S7Wu+M2QrI8HICAE2BJ4TSK09SnYq2BaH8ljRM1gtIdxXeBdJ4WYq2feiUOLSTdFlaCAphJz3tWGdf0eLaDMkmE7sf+k3SD17+GNqNJGazh01bcSoppnjAdsKrvq6EF+C8XHNNdcA8Ktf/WpMn4+PjzzjNbs9aoh3mq+vKUgfdlu9C5dTV/QahqYiKxbWXX4Joenp1L7we68vlwEcq97F0/WncXeH4jy6kpfVGhLnJHD5mqwB2y/Z8hGS5jYL03UDs0EQyBYLeavXEjpMnB6OVpziv/5chKrqvL6jgv+8Zx1rCtK9+1gyP5HismaWzEsgPyvubF+VX8ctKRYSFi6np/Iw3bpqilHZ4CuLdOznrxvXfkZiuL/ZTEEIsCHwLcTvla08m59NiCWE7xXeRUJY/JCfMUcHnl5CBkZvJyGFV01ZzALBVLDrT4+T2/U5/50VzxxN55vVbURpOvVaNBGFl3H+misDHaIgiHjrrbf48Y9/POC1nJwcnnnmmXFtt6WlE93bMs58kI95OisklbBN/bMiHSGpdDR10BiZR5RxAANwSfCs0oHijqTz6HJQbQB8tLeKFY6Bz4zijjgWoZiO9si80n0OkbKTtEXLmdO37ZHYdbAGt9pX86Xq7DpYQ3yE1fv7+AgrFy41i+7HNYU3xHFr0d0gW8wSHdnC/OXnoERYJ2WqcFx/s2mCLEtDDgY8CAE2BL6F+LKu8vWQeYQvupT4MDOd6ylMlEIjvVmu2bRyQzA72fLHZ1nf+zkS8PW6NiJUg0hN50Dc5aSuvYI0kaUVjJIrrriCK664IiD7Hq7AfCjKVTvHei3kqbF43rmfhdR1r2aptZIaLY7Lu+bQq2TzN7X/sboiL9H779Ka9r6m2dF80rWReXI9x9VkKlU7kgTL2qNJrWkfdrrRM0UaEWZFkky/SU+x/GShJDnMYz/RSp7ajiPt7N0EBP4zYwTYaC6moXy1Smva+ehgHenx4WSn5nM0PJRjoQqXt7lInbscxUd8dW95FDQ3Hjs+l2Ij/KoHRjwxB+9TeHsJgol33/wIu7ydD+LC2dDaTbLTXGRyInYN53/lxgBHJxCMjgFNt30KzIdiOCugvIxYXj8cTakthft7DmCt03Ebn7HXsnHAikfPNjzO9ACKnEjG0mUsCLEg7d3LPEs9peXJ/PRECw/evHzAc2mwxcSL7x3H0A1kWeLOzUsm9fkx9LGPvqheMDRTLsD27t3Lj370I1RVJSYmhh/96EekpQ3VoMB/xnsxAfzsxSJv4eINX4rh9dQY4qQQCuZfyfETlj71H92fHfPt8qWrNBzdT5FtJXkZ63EknTmCGeoiEt5egmCgtKad2qaPeD19DslOlfNbu7EARyLOYfUNdwc6PIFg1IzG7HM4K6BTShmWnP1EqGHIFWb7OAUdh6XeK8D2HmvkwoK0AX5eYJqdxkeHEtV1koujTA8tDYUnOjYO0Uy7f997jzWaPwOGYdDRPbhn5ZmMJjnh77ELJoYpF2D3338/TzzxBPn5+fz1r3/lP/7jP/j1r389rm2O92ICvK/JkQ38vfodkiPsXJ18I//9cgmqdsIrlLK9zVo9IkzCkBSe2adT5joxpKAa9iISJ7VgmlP8zquUNW5nT7pEWq/K7bVtKIbEttCLuOqfRLG9YHKZLP8vf0pGPMJlcVQ6rw2yqthR+zkvHP0r82NyuDPlfLSTP8fQVDQkStVk7zY8U5CLo9roCD9EiSuJCtWOIkvkZcQSXrrH27AaQ2e+rWHAlOJgm4wVeYmUnGz3/rxkXsKIxzma5MRQCBukyWVKBZjL5eJ73/se+fnmyZ6Xl8ef/vSncW93NPVXw51QFkXGiKrDMm8/CSGJfG/53Xy8p+lMobSmfw7cUwO2uyWasr3uYQXV2S4icVILpiPlf/05p1xHeS91Dhm9bm6vbcemG+zTF4iVjoKgZqiWb774Cpc42crDl9/LoY4Y8jJiqeMIfz76Cgvicrlrya3YFBta37ZarenEHpOROp2sX5bKhQVpaA2lxO1+gitD3VwaIvN4x0ZOGqYwS8ov8DrhG7LCmovPJ9Pn2eGxmKg9chCHtYGklHTSfWwz8rPiRixUH29bH2GDNLlMqQCz2Wxs3rwZAF3Xeeyxx9iwYcO4t3u2i8mX4U6o+28qZHetQoXaxPdX3kG4NZy8DHVIsTbYWC61ph3L/qJhBdVQ+/Q1vBMntWC6UbPzTeJbDlAVFUJOj5uv1bZjMwxUFCIXnx/o8ASCcTOSQehg4ZLsriZzTQEABw51YZcz2RB/rSm+fKb4MpMcfHfx0NvynaKsctq9A/qIqx/0fj52iHgyTheRVP4chqHTUfI21jXfYVNfLGdjQHJCkjE6W9AaSkfVY3gkHzLPZysP7ae9rJjoeUvIHNQdQDA8kybARlpe7HK5eOihh1BVlbvvHl0NybBLOu2FsLjQr20M9n1p7j7l9VHRjcuRJdn7vh/FhJ/VU8Wf9w3e59m8ZyaCmeShMpOOJRg4Vfk5UcDyTifLOpzIQImUhbHgMs5ZvybQ4QkEk4JHWCyOOrMnZGtvGy0tElvfVlC1fH6+p5iHL48hbvcTI07xeUSQZ4qyTE0edkA/WNhoDaX0bvsjYCABkq6y64NPcMdmDyuaBm7DTE64SrajHtuG++hHuEu2c2rVvfzs7bYx1SEPrmm+Y1UIOV/8lmg0tPqPqOS7QoT5yaQJsOGWF3d1dfGtb32LmJgYfv3rX2O1Wof49PAM9ncZL7vq9vDi0b/xrWXfYH3eclqauwb83l9PlQnzXpkgZoKHiofpeCxn83cJZj6q3s4rid3c1Wshw6kiAy3xy1h5/fcDHZpAMGn4CovXFJmHL7/X6+7+bk8V7xz5A6usX+4rS5HQNJ32smLizjLF5ztD02pNJ7M6lMyz7N8jiiKLPyTcMOhzncBAosSVROQwdcPDrVqUa4+aJuF9cbaXFaNqaWOqQx5c03z6RPGAOrb2smIQAswv5Kne4f33309mZia/+MUvsNlsU737AWyv3c2fjryMIyaHnOihLonJo7SmnTd2VlBa0z7iawLBVOA5957a+Tovl/yDrMj5ROVeQ2vUPDqW3kC2EF+CGc5QjbltBZt4u+sEr594m2X2JSzPzMGiyMgSKIpM9LwlIFtBkkesP1aSHIQUXoU7Npvth+r5+EAtP3uxaMC9fqgFYu0dzgHbOexKp5qkYeuGh1tkZknNHxBn9LwlA45jNHXInppmz2fn5CxBQ0EzJDT6vhOBX0xpDdgXX3zB+++/j8Ph8LaaSExM5Omnn57KMAD4pHoHfyn5Owvj87hr8a1YldFl4sbDSFYYwppi9jEZ1iyj4WjFKX72YhExSfvpTKsltDWWY/tycN+0Asda0c1BMDsYvFgqd24Mr514m62VH7I6ZSW35F+PLMkD6nkz06LR7P4bk45k6zDUAjFr1Hmo2/eh9Lnmt2ZcyP0rh382DLfIbHCddFSSg/tjx+ZFObimGeDJzzeSLddTrifz1dhsv7c125lSAbZw4UKOHTs2lbsckhPtFfyl5O8sSVjINxf/E1Z5at04zmaFIawpZheTYc3iL1pDKU37Pic3po4TafUsO93LNc2l/IYccQ4KZh3rFpsWEmuXpNBmKWdryYecl7qKr+Zd660NHlyUPlIx/2BGsnUYcoFYWgGV3OctcL/qLFN7I61aHBzneHoM+372jZ0VnHDbKTPsyBLivjEKZowT/mjInpPJrQu+yoqkZVimWHzByFYYwppidjFZ1iz+UHloP9E7HyPV0LjdgAP1ISzv7MVAIneQH5FAMJMZPCuxdkkKyxOXouka5yYvN1v/TADDCSTfwvlNa7IGfCZzccGoaqrGI6zGQl5GLLIsoWsGUp+/mcA/Zo0AMwyD909+wsK4PFIjk1mVsiJgsYxkhSGsKWYXk2XNcjZKa9rZ88HHhCTbKOx0EuvWKOhwgiSBrLB6kB+RQDCT6Z+VMCDpGAcqE3CkLZ6U58RggTRcq6OgwujrDTNx6+NmBbNCgBmGwZYT7/B25Qe0zz3NdfOvDnRIQ45SpnrkIphaptyaZQh6q4/RU3mYU42RHEnuoDkhEiS45FQ3H/UuZEFuOudcfAHz0/NGFUMgCFZrkmCMOxhjHg3mrISElHEQJaEWLNE4iyqmpOF0sLf72VFch9bnTKDpBjuK6yY9/rO1V/L9PTBtm4fPeAFmGAZ/L3uT96o+Zl3quVzr2BTokASzlEBbs3jcvXXdzRH7HJoTQjivtZtLWrvRAZcUgmXplXSERNMxzWw/BjMdrUn8IRjj9jfmYLZmyU6JZPEFVRztqOW8iCVsLP4A1xjb94wW0e5ndJytvdKA30uK+aKhTcnfcrRMuQ3FVGIYBn87/jrvVX3M+WlruTHvy95CSoFgujBV1ixq7VF03c3f7JF8NieEgs5ILjvVC0ggW1h98flBNfIWCCYCTdf4wxcvcrTjMJtzruDLttgz2veMedsNpTiLtqA1lA77HkdaNA9fHsP9OV/wfxcfJ9vSNOpt+bOfyWLtkhQURUICFEVi7ZKUSd3fUO2Vhv+9ZprpTsDfcjKY0Rkw1dCo6arnornncZ3j6gkrpBQIJorJtGYprWlnR3EdYN4ks1PzURUrjTYLF7Z0c6RyOU8q+XxrbQhzshYRM41GhgLBVOHUnDR2N/Flx1VcknE+Wlip372FR8LfRthaQylxux4z99cK3dW7Cb/6oeGzOoO2Nd6G2+PFkRbNgzcvn7L65bP1fh7cfgkAQx/X33KymJECTDd0XJqLUEso9y77BhZJEeJLMC2ZLGuW0pp2fvrCPjTNnJr8tLiG79+4jNxND3DZru1sqQylQrUja3AgbAEXJk3uqFUgmG64NTdIEuHWcO5f+V2vHdFoeguPhL+NsM33qf0v6NoZ7x1pW+NtuD0RTGX98tn+PoN/D6IGbMrQdI0/HX2Zpu5mvrf8nin3+BIIpgPHqlq94gtJR84+wItlh/nhBd8haqWd6uNFyJJZc7JkXkJggxUIphiX5uI3B/9IiGLjziW3nvGcGI2313CcLVMz8H2WfhEmKyNndQZty9/9zCTO9vcZ/PvpJrw8zCh1oukaf/ziz+xtPMDVOZcJ8SWYteRlxKIoEpquYpu/HyWmiYLwFbj3v0l2av4Ay5P8rLigKwwXCMZKr+rkyYN/oLStnH9a8JVJmx3xN5OmJDkIv/oh3CXbMQBb7rqzZnUGi4uJyNgJpp4Zo1BUXeX3h1/gQNMhrnVsYkPGBWe8Z3Cn+cGveZZaD/U+gSCYcKRF8y83LuG5Y8/TLjexMepcLj641buyK/uqB3CsETdqweyiR+3liQO/p+J0FV9feCPnJBdO6v78zaT5876R3jMRGTvB1DNjBNjLJf/gQNMhrp//JS6ae94Zv/en/+KPYsJpbesOflM8gQDY2f4Op+Va/in/KyxvaMAV4DoRgcBfJqs/6u8PP0/F6SpuX3QzyxOXTkCkAsHYmTECbEPGhWRFZ7ImZeWQv/en/2JxWTNdXc6gNsUTCDxcnnUJy+yLWJFUgKZMzMougWAqmKz+qFdlb2R96mqW2hdNQJQCwfiYMQLMHh6PPTx+2N/7039xybwEWtu6hSmeYEaQGplMaqTZXFjUiQiChcnsj5o5Z+6EbEcgmAhmjAA7G/70XzSLka2iJ6NgRiLqRATBQKD6owoEU82sEWDgf/9F0ZNRIBAIJp+p7I86U/tZztTjgpl9bDDLBJhAIBAIpg9T1R81GHtw+sNMPS6YGcd2tv6oojGiQCAQCKYVU9UfVSAIJEGXAZPlyW0pNNnbn0rEsUwe0ymeiYhlOh2PvwRjzBCccfsT80Qd10T0Rx0qlmD83v1hph4XBP+xnS1+yTAMY8R3CAQCgUAgEAgmFDEFKRAIBAKBQDDFCAEmEAgEAoFAMMUIASYQCAQCgUAwxQgBJhAIBAKBQDDFCAEmEAgEAoFAMMUIASYQCAQCgUAwxQgBJhAIBAKBQDDFCAEmEAgEAoFAMMUIASYQCAQCgUAwxQgBNoi9e/dy3XXXsXnzZr7+9a9TU1MT6JBGxeuvv86VV17JpZdeyvPPPx/ocMbFY489xqZNm9i0aROPPvpooMOZ0QTTeR+M53gwn8s//elPeeihhwIdxrgIpvPbX4LxOvCHYL5WRo0hGMBFF11kHDlyxDAMw3j55ZeNe+65J8AR+U99fb1x0UUXGa2trUZXV5dx9dVXG8ePHw90WGNi+/btxle/+lXD6XQaLpfLuPXWW42tW7cGOqwZS7Cc98F4jgfzubxjxw5j1apVxoMPPhjoUMZFsJzf/hKM14E/BPO1MhZEBswHl8vF9773PfLz8wHIy8ujrq4uwFH5z44dO1i9ejUxMTGEh4dz2WWX8fbbbwc6rDFht9t56KGHsNlsWK1W5s2bR21tbaDDmpEE03kfjOd4sJ7LbW1t/PznP+eee+4JdCjjIpjOb38JxuvAH4L1WhkrQoD5YLPZ2Lx5MwC6rvPYY4+xYcOGAEflP42Njdjtdu/PiYmJNDQ0BDCisTN//nwKCgoAqKio4M033+SCCy4IbFAzlGA674PxHA/Wc/nf/u3f+P73v8+cOXMCHcq4CKbz21+C8Trwh2C9VsaKJdABBIq33nqLH//4xwNey8nJ4ZlnnsHlcvHQQw+hqip33313gCIcPYZhnPGaJEkBiGTiOH78OHfffTcPPvggWVlZgQ4n6An28z6Yz/FgOpdffvllUlJSWLNmDa+88kqgw/GbYD+//SWYrwN/CKZrZTzMWgF2xRVXcMUVV5zxeldXF9/61reIiYnh17/+NVarNQDRjY2kpCT27Nnj/bmxsZHExMQARjQ+9u7dy3333cfDDz/Mpk2bAh3OjCDYz/tgPceD7Vx+8803aWpqYvPmzbS3t9Pd3c2PfvQjHn744UCHNiLBfn77S7BeB/4QbNfKuAhwDdq041vf+pbxyCOPGLquBzqUUeMpzGxpaTG6u7uNL33pS8aBAwcCHdaYqK2tNVatWmXs2LEj0KHMCoLlvA/GczzYz+W//e1vQV+EHyznt78E43XgD8F+rYyWWZsBG4ovvviC999/H4fDwTXXXAOYc+tPP/10YAPzk6SkJL7//e9z66234na7uf7661m6dGmgwxoTv/vd73A6nfzkJz/xvnbjjTdy0003BTCqmUkwnffBeI6LczmwBNP57S/BeB34w2y7ViTDGGIyWSAQCAQCgUAwaYhVkAKBQCAQCARTjBBgAoFAIBAIBFOMEGACgUAgEAgEU4wQYAKBQCAQCARTjBBgAoFAIBAIBFOMEGACgUAgEAgEU4wQYAKBQCAQCARTjBBgAoFAIBAIBFOMEGACgUAgEAgEU4wQYAKBQCAQCARTjBBgAoFAIBAIBFOMEGACgUAgEAgEU4wQYAKBQCAQCARTjBBgAoFAIBAIBFOMJdABjJbW1i503ZiUbcfHR9LS0jkp255qxLFMLrIsERsbEegwgPFfE9Px+z0bwRgzBGfc/sY8na+JYPze/WGmHhfMjGM72zURdAJM141JE2Ce7c8UxLHMDibimgjG7zcYY4bgjDvYYh7qmgi2Y/CXmXpcMLOPDcQUpEAgEAgEAsGUIwSYQCAQCAQCwRQjBJhAIBAIBALBFCMEmGBC0RpKcRZtQWsoDXQoAoFAIBBMCJPxbBMCTDBhaA2ldG95FNeev9G95dGgFmGN3U28VPJ3NF0LdCgCwbSgprOOV45vQTf0QIciEEwpwz3bytureL3sbQxjbIsFhAATTBhq7VHQ3WAYoKvmz0HKZ/X72NtwgFZn25Tu96c//SkPPfTQlO5TIPCHHbWfsbfxAKddHYEORSCYUoZ7tm2r2cmexgN0qz1j2m7Q2VAIpi+W1HxcshV0FWQLltT8QIc0anRDR5ZkNmVvZF3qKmJDY6Zs3zt37uTVV1/lwgsvnLJ9CgRnw5Pxum7+1VyaeSExIdEBjkggmFoGP9vklDwAbs6/jm61hwhr+Ji2G5AM2C9+8QuuvPJKNm3axB/+8IdAhCCYBJQkB+FXPYBt5ZcJv+oBlCRHoEMaFSc7avjJ57+gqbsFSZKmVHy1tbXx85//nHvuuWfK9ikQnI2ytgr+99af0OZsR5ZkIb4EsxLfZ1vVhTfz85Nv0+HqxCJbmGOLGvN2pzwD9tlnn7Fr1y5ee+01VFXlyiuv5IILLiAnJ2eqQxFMAkqSI+iEF0Dl6ZP8av9vCVVCArL/f/u3f+P73/8+dXV1Adm/QDCY461lPHHwD8SHx4y5xkUgmCkoSQ6OKG6ePvQcSeF27+ulNe0cq2olLyMWR9roBihTLsDOPfdcnn32WSwWCw0NDWiaRnj42NJ3AsFEcKK9ksf3/44IazjfK7yL+LC4Kd3/yy+/TEpKCmvWrOGVV14Z9efj4yPHHYPdPvZRXKAIxpghOOIubjjKEwd/jz0inn+78J+JDROZL8Hs5kDTYX536E+kRibznYI7iLRGUFrTzs9eLELVdCyKzP03FY5KhAWkBsxqtfLLX/6S3//+91x++eUkJSX5/dmJeNiMRDDcHP1FHMvZKTtVyeMHfktsWDT/56LvkRA+teIL4M0336SpqYnNmzfT3t5Od3c3P/rRj3j44Yf9+nxLS+e4WnbY7VE0NQVXYXUwxgzBEffx1hM8fuC32MMS+O7Su4gNi/YrZlmWJv3+LBAEgkPNR/jtoeeYG5XGd5bdQbg1DIBjVa2omo5hgKbpHKtqnf4CDOC+++7jzjvv5J577uGll17iq1/9ql+fG+/DZiSC4eboL+JY/MOmhrMsYTFfmnc5RpeVpi7/9jORDxvfOshXXnmFzz77zG/xJRBMNCmRXg11GwAAgktJREFUSRQmLuW6+VcTaZ0ezbUFgkAyNyqNc5IK+UruZsIsod7X8zJisSgymqajKDJ5GbGj2u6UC7CysjJcLhcLFiwgLCyMjRs3cuzYsakOQzDLKWurID0qlVBLKLcu9E/8CwQzmeOtZWRFZxJpjeDrC28MdDgCQcA5dqoUR0w20SFzhnxOONKiuf+mwjHXgE35Ksjq6moeeeQRXC4XLpeL999/nxUrVkx1GIJZTHHzF/yy6Df8vfTNQIdyBl/+8pf5yU9+EugwBLOMPfVF/HL/07xV/l6gQxEIpgXba3bzq/1P88HJbSO+z5EWzaY1WaMWXxCADNgFF1zAgQMHuOaaa1AUhY0bN7Jp06apDkMwS9nfWMzvDj9PemQqV+VsDHQ4AkHA2V23l+eOvMS8mCw2Zl4Y6HAEgoDzcfUOXir5O4vi87kwfd2k7ScgNWD33Xcf9913XyB2LZjF7G3YzzNf/JnMqLl8u+AbhFnCAh2SQBBQdtR+xgtH/0Zu7DzuXnobIYot0CEJBAHlg6pP+FvpFpYmLOIbi2/BKk+eTBJO+IJhGY+/yXTDpbl4pfQNcqIz+dbS2wn1KaQUCGYj3e5u/l76Jgvicrlzya3YFGugQxIIAkqbs50t5VsptC/h9kU3o8jKpO5PCDDBkIzX32S6YVNsfK/wLqJDosUoXyAAwq3h/MuKbxEfFj+po/yx8otf/IJ33nkHSZK4/vrruf322wMdkmCGExMSzf9a8R2Swu2TLr5ACLBJIdgyR6U17ewoNh3Y1y5JwZEWPW5/k+nCJ9U7aek9xTXzriTRx71YIJitbK38EE3XuSL7EpIj/PdgnEpExxTBVGEYBq+feIcoWyQXzT2P1MjkKdu3EGATTLBljkpr2nn0hX2omumttq24jgdvXj5uf5PpwIcnP+Wvx19jcfwCdENHkSZ/RCMQTGfeKn+PLeVbWZG4zNt4fjoiOqYIpgLDMHi19A3eP/kJ61JXYRgGkiRN2f6FAJtggi1zZMbbb2yrawbHqlrZtCZrXP4mgebdyo/4e9mbFNgXT8lcvkAwnTEMgy3lW3m74n1WJa/gnxZ8ZdqKLw8T3TFlJnUG8WWmHhdM7rEZhsEfil7i/ZOfcJnjAm5ffsOUXxNCgE0wwZY5MuOVvCJMViRvzI606KATXgDvVHzAayfeZkXiMr6+8EYhvgSzntdOvM3Wyg9Zm3IuN+V/edqLLw8T1TFlJnUG8WWmHhdM7rEZhsFfSv7OtpqdXDx3PVfPvZKW5q4J38/ZOqYIATbBjNcZd6pxpEXzwM3Lz6gBC2bs4QmsTlnJzXnXCfElEACJ4XYuSF/L9fO/FBTiS3RMEUwmkiSRFG5nY+ZFfCnn8imddvRFCLBJINgyR8EW71AYhkFtVz1pkSksT1zK8sSlgQ5JIAgouqFT19VAWmQKa1JWsiZlZaBD8pvq6mp++ctf8uKLLwLw/vvvc9111wU4KkGwo+kaDd1NpEYmc9Hc8wIdztS3IhIIJhrDMPhb6ev85PNfcLKjJtDhCAQBRzd0Xjz6Nx7d8ysau5sCHc6oueCCC7jgggu45ppruO666ygsLBQdUwTjQtM1nvniRf5r72O0OdsDHQ4gMmCCIEc3dF4u+Qef1OzkovTzSI9MDXRIAkFA0XSNPx19mc/q93FF1gbsYQmBDmlMiI4pgolC1VV+f/gFDjQd4lrHJmJCpseMjxBggqDFHOW/wo66z7g040I2z7siYHP5AsF0QNM1/vjFn9nbeICrcy7j8qxLAh2SQBBQ3Jqb3x56jkMtR/nK/M1cOHfyejuOFiHABEFLUWMxO+o+44qsS9iUvVGIL8GsZ1fdHvY2HuBaxyY2ZFwQ6HAEgoDzcc0ODrUc5aa8L3Ne2upAhzMAIcAEQcvyxKWEW8JYEJ8b6FAEgmnBmtRziAuLZUGcuCYEsxffbjSe0pT8uPmBDusMhAATBBWqrvJyyT+4aO56kiMShfgSzHpcmpuXSv7OFVmXEB8WJ8SXYFZTWtPOz/7yGZFz96HudxOdGkZmXAJaroSS5ABAayhFrT2KJTXf+1ogEAJMEDS4dZXfHXqO4uYjzI1KIzkiMdAhCQQBxam5ePLgMxxvLSM/bj7xYXGBDkkgCCiHKusJm78DV3gnyc52QhpcqA2gHttG+NUPAdC95VHQ3bhkK+FXPRAwESYEmCAocGluni5+li9OHeOruddOu7l8gWCq6VV7eeLAHzjRXsGtC7/KyqSCQIckEASULnc3B4w3UMO6uKWunYXdrv5f6hpq7dG+f7vBMEBXUWuPzi4B9thjj/HWW28Bpt/LAw88EIgwBEGCU3Xx5ME/UNJaxi3517M29dxAhyQQBJQetYfH9/+eyo6T3L7oJlYI8SWY5XS4OvnV/qc55W7my7EXsODEKxiAd2mWrGBJzQfAJVtBV0G2eF8LBFMuwHbs2MGnn37Kq6++iiRJ3HHHHbz77rtceumlUx2KIIgwgK8tuIFVKSsCHYpAMC2QJPjm4n+iwL440KEIBNMCRVK4Z8ltLIjPRUvPw1WyHaOnHSksGlvuOm+mK/yqB2ZnDZjdbuehhx7CZrMBMG/ePGpra6c6DEEQ0KP2ABJ2SxTfLbgjKHrYCcbPaApkfVc7edppTZcC28mg092FTbYRZgnj+8u/Ja4JwazntKuDcEsYUbZI7l/5He81oSQ5CBvm+leSHNPi3jDlAmz+/P6loBUVFbz55pv8+c9/9vvzI3UWnwjs9qhJ3f5UMtyx9FYfo6fyMGGZiwhNz5viqPyj09XF//fx7wm1hPBvyf9MUuL0cC4WTC5aQ6nfBbKlNe387MUiVE3Hosjcf1Mh2ZamaVNgO9GcdnXwq6KnsYfFc9fSrwvxJZj1nOpt5RdFTzEvOotbF3416K6JgBXhHz9+nLvvvpsHH3yQrKwsvz/X0tKJrhuTEpPdHkVTU8ekbHuqGe5YfB9wrdP0AdXp6uKx/U9T19XAHUu+hiRJ0+7vIsvSpA8GZiNq7VG/C2SPVbWiajqGAZqmc6yqlbmh/n8+mGhztvPLoqdp7W3l+vlfCnQ4AkFAKa1pp+TILj6Vt+GUdFZZNLSG0qC71gMiwPbu3ct9993Hww8/LBqs+onvtAow5imW0TzgJhJ/p4U6XJ38sugpmnqauWvpbSyKn54ZOsHkYEnN97tANi8jFosio2k6iiKbP1v8/3yw0Nrbxi+KfsNpVwffLrgDR0x2oEMSCAJGaU07L/z9H/Q6DuAyJO6obSPVuZXugx9Ny4TCSEy5AKurq+Pb3/42P//5z1mzZs1U7z4oGTAtIynmi4Y2pimW0TzgJorRTCv98Ys/09TTwj1Lb5+WzsWCyUVJcvhdIOtIi+b+mwoH1YBFT5sC24nAMAx+e+hPdLi6+E7BneREZwY6JIEgoBytbKEj+yhIEnfWtJHiUs1fBGHGe8oF2O9+9zucTic/+clPvK/deOON3HTTTVMdStAwIGtlaJhrAhlwwvmbYRr8gANwFm2Z1IfVaLJuN+Ru5rSrU4zyZzGjKZB1pEV7i+/H8vnpjiRJ3Jx/HaqukjlnbqDDEQgCRuWh/bSXFZMU5yDipIMbbLtIdql9PhNSUGa8p1yAPfLIIzzyyCNTvdugZkDWylNkaOjeE26oDBP2wmG353lAjSYzNWHxD3GRtPS0srt+D1dkbSAx3E5iuH3CYxAIgomGrkYONB/m0owLSYtMCXQ4AkFAqTy0n87Pn6A6TGHVFx+xaeEdNDvnE2NtICExAaO3Mygz3sIJPwgYKmvlm+1yFm05I8PE4uEFmIepqgcbaVqpuaeF/9n3G3o1J6uSV4hWKoJZT11XA78o+g0YsDplJXNsM2dltkAwFkrLP+Ot9DnYdIPlHU5CTpVyzuavBTqscSMEWJAweFrF999DZZiOVpxi18GaAf5Ig5nKerChpoUaupv4ZdFTuDU39xXeKcSXYNZT01nHL4ueQpFk7lt+lxBfgllPeXslb0RWEuYy+GZ1G1ZdInrekkCHNSEIATYDGJxhKlft/NeT23Gr/f5IjrToM+rERlPwPNHmlnVdDfyy6Cl0Q+d7y+8W0yyCWU9VRzWPFf0Wq2Lle4V3zfqpeNGyTlDaVs4TB35HVOgcro+7ks7eEyjzlpC5uCDQoU0IQoDNEHwzTMd2VqCqA/2RhjOo9KdgeTJqxVp6TqFICvcV3kVKRNK4tiUQzASaulsIs4Ty3cK7SJjl2WDRsm52ozWUsvu9ffzjdAe2uAi+v/weYkKiYdm6QIc2oQgBNsn4tkoBzmibMtx7h5s29AfTD0lGVfv9kdTabaOq9/KNZW7jxNWK9ag9hFnCWJywgB/EOrAq1rEepkAwI/BcEyuSlrE0YaG4JhAt62YzWkMpzVt+Spzq5jYUHivfwP6YTi4smHndUIQAm0R8W6XIsoQEaLoxYFpwqPcO9fvR4EiL5j/vWTegBkwbhUHl4FgevjyduAmoFas4XcUTB37PzXnXUZC4RDxoBLOektYyni5+lm8svoUFcbnimuhjvC3rBMFJzc43qajYyisZ0dxe10Z6j8Z8pZG9xxq5sCAt0OFNOEKATSK+rVJ0zfC4d3mnBX0F1lBtVYYTYP5kyvKz4oiP6L+Zj6bea3AshzpiuHyc5pZlbRU8ceB3RFojmBuVPurPC2YHE9XxIZD4Wy955FQJvzn4R+LD4kiNEDWQQzHWlnVDtQmbSX1+fZkpx1Xy7t+pKvs7f0mJJtmpkuDU0JEoVZPZtCJjxhynL0KATSCDb7y+rVKkvgyYrhveaUFfhmqrMhTjyZT5a1A5VCxKUrRfnx3q4XO8tYwnDv6BmJA53FdwF7GhMX7FK5hdTGTHh0Dhb73koeYjPH3oOZLC7Xy34E6ibKKv6GDG07JucM/gmdTn15eZclyfb9vJqarX2ZISTbpT5fbaNkINgy9sizl/w3mscMQH5XGerWewEGATxFA3XkeaY0CrFBi+Bmzotipn4pudSqeB7j2v4To9d0KN6PyNZTBDfQetc2J5/MDviQ+L476CO4kOmTPg/cGY4ZgMxIov/zo+THf88dar6azjqeJnSY1M5jsFdxBpjQhQtNMX0bJu9vD5tp1YTjzD6+lzyOx1c1tNOyGGAbLCOVduRkmaeVOPHoQAmyCGu/EObpXi+fdQ04hDtVUZTESYFVmSyFAauTdqK9YGnd4G80HlUmwTlinwJ5bBDPUdxCduYvO8K1iZVDBglD8VLvwTtahhshErvkzO1vEhGPDHWy81IpkvzbuctSnnEm4NC0CU0x/Rsm52UHloP9YvtpCJk8tbuljV1o3TiIDkHHIuv4mOkNRAhzipCAE2QXhvvJobkJBCh087jnUasfLQfho++YS5chIOawMWSUfCwDBAksDQXPRuf4HQdTcPaEU0VZkm34fPkYhQkuPsZEgSF80974z3TrYLv+93PM/WzG3LZZLyC6ZlFkWs+DI5W8eHYGCkWst9jQdZGjofixTGhowLAhjl9Ee0rJv5VB7aT+nB3zDP4kRRYX1rNyoKdQv/iXPWryHUHkVHEE47jgY50AHMFJQkByFrbzZH7oaGc8cLaA2lQ753qIL7s6E1lBK98zEuC9nHt6O20qXb0FHwlDkYntma5hN0v/4TequPeT/XveVRXHv+RveWR4eNaaT9Oou2+PU5z8PnyNL1PJccxRttXwz7XktqPshW8/uahAyH5zvOVJq4O/wdIo+9Mabjnwrmz59PQUEB0L/i64ILZucDWklyEFJ4lbde0fPvYGKouHfW7eH3h57n5cNvBDAygWD6sL3qQ15JjmJbbDg6UE4aJxbewTnrZ8+Us8iATSBGbyegmz+MkNU5W8H9UFNnau1RZENDkgBDJ0pxUbrgm0gHX2e+pRZZ8tmArtFTeRhyU8eVafJ3mtA33lalg+e6j5EVncFti4afLhjNqsyx4PmO51vrUdCQYFTHH4jpy4lc8TVagnGFUbDE/F7ZNv505CWWJi3g7pW3EGKxBTqkURMs37VgelNa007tkYNUa3vZHlrHgk4XVzR1oaEQu+4rM8bh3l+EAJtA/O2tOFKR+3DTk5bUfFyKFUNTQZZZffH5ZC4uoDI2DGPHrzA8IgNAVgjLXETHKGIaioaj+4nU3EgML95847Xaa7FkFeOIyeaepbcTagk5472+x+zvqsyx4PmOa48oyBWHzKJuP49/Ij3Z/GUiV3yNlkCupPJMj0uhkQMWkmgNpbhKtiMBckLmGYtMJiLmqZia/6h6Oy+X/INF8fl8I/+fCLHYgm41l7/f9dlWfAlmN6U17bz00jvkp33C9oRwFnc4sZbnU5oSSsqiwlknvkAIsAllNFmd4Yrch/MDG7ztmL5tZy4uQLP/b1wl2zF62pHCorHlriM0PY+Opg6/Yxrsv9RwdD9v729hc6iMgo4sK0OKF0+8GUojrvhjhBjx3LvsG9iUgaP8QIga8ztej9aQMqoH7Wg82SaC2briy5th1dx4Vjy6FBsha2/Guf1P5qDBh4lcZDIVi0A0XWNvwwGWJiziG4tvwSqL261g9nKsqpVMpZYvIq0Unu7l2oYOtkouWjKuYPXirECHFxACdkfo7Ozkxhtv5MknnyQ9feYYc443q+OZOlNVHSSJiLCBZqpDbVtJchA2wj6H+pxvNsraWk70zseQDQ2XbPovReoam0NlXuk+h0jZSdqi5Zw/zHRqjq2Re8LfRWvQUJqtKM1VMOi9Uy1qfBnt38RfT7aJYrau+PJOj+OTvdNV1BN7zhBf3t9N0GKNyV4Eoukaiqzw7WXfwCpbUfquK4FgtlFa087RylN09bopd6dwW80hwnUNA5lyPYUbJvn+Op0JiAA7cOAAjzzyCBUVFYHY/bTGkRbNTRvm8/zWEnTd4MX3jpNuj5xQseKbjVJkiYtDirk8RDVXUuoaEgYSoKATKTv5yL2M+xcsHXJbVfpBWHYMrcwgzAB0bciH2VSLmvEwVh+0sTJbV3wNXDlsAJI5TZyzEq3u6CARJk3oYo3xTM2PhGEYvFXxHiWtZdy77JuEWkInZLsCQTBiPmv2MSdtLyFh7ViNRfzh9KVcmdVLV3QONyxYOq0tgiabgAiwl156iR/84Aez0mxyMEMVe3f1uNENs3WRpunsKK6bMDFQWtPOPz49garqGICqGZS4krg0RAFDx5BkZAkkw0BWFNIWLef+YS6S/3977x0fV3nmfX/POTPqvTdLVrEkY7nbuGFjmsEBYiDEARIIpBEISd48uyFs3mz23TxZSHs2T5YEUpaEJaGEAIHQbYrBHXdLYElWt3qXVWfmlPePMzOakUbSSJY0ln1/P598gjWnXOfMfeZc93Vf1+/aUfs+r1S+ydKobKxyw7gvs4mcmvNNs2sqOmiCyeG5PD4yB0yJyxg3B2w6zz1dxzUMg1er3ubt2vdYm7IKi4h6CS5ySnb8nWXzP6YkTmJp9wDXRe7k8d4tNKddzvXr5gfavIATEAfsP/7jPwJx2vMOX3lR2ZY2ltuPcyJIp8qegCxL7C5uQh/RxHtk8rIUEoHeXosBBOVv8KkD1mzN4OdvdeNQddYFl7M0qJZiRxYHHAU81ruFBUEtVKrJ6DrkB7Ww9spNbPJIjPTME9sxUMNr1TtYlbyMuxZ+DuZVT/gyG8upCUR+mOD8YCrL6lpLBV3l1WjR2cBorTB/k+unqwhEa6nA0XCK15Ue3us4yYa0S7mt4BZkSaj8CC5ePvjTf9Edc5qS6FA2dvXzqY5+dCTyg1rO6xWQ2WTOZYXOdJXNbJZb/+2DKhyqKVuhaTpdNadIKfsjkZrKA1EKZYVfpkZN5O0Dte7cqfqOAZYn9NP0+s8w1BH5M07Usg9pO3MVkYs3A9D0+s/QVQdRKGRwDSnBXXwu7ABIUGht4pZLF3BC3kRb1yDVB2rQDajVEknWk1nlvB9lhw6hvPN/kHSV9+IieC0ulE3z13D/6ruQZRmSl0OR6fSV1nRSXNnO4twECufHTXgfdp1sQvPID6vvGGDdMu+8QFEGf+EwkYPkWQFpzd/gtY0reX7ASy1/uF8kMOPJ9SNtHXjtZ+yMtvJeXDgb4y5hu3C+BBc57zz7NC1R5RyKDuOKzn6u6ejHAAxJMSv4xQQbmIMO2LmW3I/HTJfjey6zAez4qJb5ljbyLM1U6ymkqwqGZiYGSzosCWsnNmkh7xw6A87cqYz4MNo/2W1u58P5AkDX6D26g94Tu7Dkb0BXTSkJydDItTSTZ20GcMtWBDccY/P1V1HR0MM7h+q8ztXW1suu4w00fbCDrSEOZAkuOTvIYFo+N2XfTEdH/6hrnGw0KyM+DEWRR53XxfnYcFaU3E+NiaoPtZYKBl79iTv/y1G2m7AbH3Jv490vUh8+sDOR3vzvmUuuH4nLnqW9pgzM1ph44XwJLmoO7d7PyrPv0BysEK3pbOoaAOCkYx7zNn/mopSbGIs554DNVUY6JhuKUsiUzH6OChq6ZGEw6BZTHd4jlyov2UzKP1LWysqCJHP50TIyeXkMdBUJ0CUFdA0NmUo1hai4WAqHmtybWXJWAb7ztCoaenh6RzkZchKpCaEs6RsiWoNtuVt9vmimUu0420nvgqlzrtpZE1Ufmp97JN+P2MaffpEzkVzvC93QORlupUC2kqSqXN3jwJq+cMbOJxCc72i6xidN+1mAQYZdJd2mYgD7WUrezV8Ska8RCAdslhjpmICZZ6WgoUiAobHnUAVrr7yfFEe9+wVX0dDDs++cRtV0ys/0OCsiRycvu3LA9IEetDMn3S8la/4GWmKXcuC9Dym3J1NPMrdftZyQs5moVYex5KwiaOFmt50j87TK6rrQdZ3GeW38LTmS4tosPr36OrcO2UimWu0okt7Pf6ZDO2ui6kPzc8uwEzZiG1fyfHBPNbYxcsBmssOCC03X+POp5znUcoxvbL6D3LPTWyQgEMwlmt95Cq3+OE8lRlKfMMiygWCybDYMJI5EXc11t38+0CaelwTUAXvvvfcCefpzwlfV3njRgZGOyfrFqVgzNmHsO4lmmNGpcnsyEb0xZK1b5t5vooiSEpcx6lxaS4X7BaUk55GVDI7YbCLqurgrspuU1t0oaYXURTmjTg09o67B5dhdEpHGrtwjDMS3E96cQnLWjZT0WnF47OPJZKodXdcnol5zg+nQzpqo+lBJziPsxofGzAFzbRNbtNy9LO3r8xnN+9I1/vTJsxxrPcmnc67jkvmbZ+xcAsH5TvM7T2Gteo/nU6OpDx0kvyGCV9pXsiS8nfSiFVx9EfV2nCwiAjYFxqpeHBkdgOHZeV563mjHJH0ZtTzgjk4pisRy+2G0FtX9AvEVURpWELdjlxSCL7uToIWbvZwnRlTA56VHk21po//V32DTVQYlhefOXkO1IxGLZcQ1aHYANCTeTY5iID6YKzv7uWrgFI+dyKDSnjAqv8vT+cxLz3NXatqO7faK5nnqjxkwqrpzJpiNljMXA9OlnTWRgzSRsPB4nMt37c++Dl3lTyVPc6L9Y27Ou56rM8dvmi7GnuBCR6/8gKfSY6gMtXJzy1kW9vXwr+plDMjz+IlwvsZFOGBTwFdUal6Id3TAXr4XtXyvl0OWl56HtauansO7aT5lEGVrJTVnFSs/80VST51kWc1TSOUqAxU7CLvhQarVRMrquvjKmmCCOyuIzl1MVno0tmO73U4ShsbQ7v+h/vgBEvpOIxk6YGBDAsXqdZzcro9I0RzmkqeukaM0U+VIRB15DU5aghSKw4PY0tHHlV0D6Ehky01UGAle0ThfDqESlzHKIS2rs7jvm6oN567NpDL+bLScuVjwjF41WzP4sMpCgeo7Ejrd+KMTdy7ftb/71p49Q0lHKZ9dsI0MuYjX99eMaZOvY3rKwwgEc5n9f3+e1OYPaYtQqAq18pnWXlaeHaLDCAdgZX5SgC08/xEO2BTwFZWyWLyjAxKMWq5prion+uTfiHEqzasSaA0lZG6EefF92KtV9/Ytpcf5+aEEMmjh/sgdWCUdqX03WuKDZiRCkoerwAyDhLPOCjB3R27v46iaTrZF4b4IU3BVQ6ZCTQFAliSvazCcDbjT7Br/q76HOFUHSUaSFKr1VGQJr/wutbHUyyG07fkzlsJNo66/IHOj+77JzgiYoRszqow/0y1nLjaU5Dyq1URnJLNzVnTbfEWcfcmSnMt3PdG+hmEgSRJ5Mdn8cO136e5UJqz29XVMl1SLQDCX2f/357mk9Q0kGeIG4J9rO4h1mO+jD7WlbF2TyWevEL+zEyEcsCmyoch0XtYvTnX+8EZ75bYAOMr3DjtkIRFEHHrKlIOQzN9kl6+kVh0meNVNXg5chSMZVXOQG9yMguZ06Mwf8eDlN6BkLkOrPeq2x3VMZ0MXXK1bXMcxDKhWE3msbwt5lmZOO1KoURORZYmvrQthXutuSCvE+qn/xR8rXmFJWDqr5RgynNfiuq7tzmia56y/2ZpBDDISunluw/n/Pio6PZdh4dxywPyJisxUy5mLmZno6zned+nrfLExYRw42eA1jooiM4gb8V27jjswpFLX2svKgiQ2L0sfdf7xxolNs/P7k//DZelrWZ60mITQOA7W1bg1/FTV9z0QY09woRLX+iF/SI/hiu4BFvTb3c5XpZTBF7/5tQBbN3cQDtgkGTkbX7841f3ZyNwWT4dMbSw1HRSnowTDAhKWnFWjkpPT1EQsx49RqaagoSBjIHn8iAcv+xQDZ05iOKvFdAM0ZOyZ64jLWkCY4sAWne0+jitat/Gqy+gfdLAp1MrKQQdFkd3EHXwMu+6gX7Hy9KIiSh0dLE7ZRHD6Oq9rA8gDr7yvltLjPH1UJ4lLuTXsoNnGSLFizd+ANX/DqPwX176ul+1U21H4qzc2Ey1nLnamu6/nWN+ly3kKD7V6nS881Mr/+9u9OFTvXMJ/KDLfv264itgVqXM5SgAfV3cBjHLCxhong+oQj5/4I1U9taxJXenePjzU6v5vY8S/JzqmQDCXOfrsz3hznpWWYAuObvNvvXowZyKXsPYL3wiobXONcR2wV155hW3btvGnP/3J5+f33HPPjBg1FWYr2XUys/+RDpldCcLQ7BgStKuRDBDMIccCNkUtJ2/E9nngjhb1RRZ4SVO4jh1240OojaW0D8mcqWvBLoeSF2pBictwV4nlAd+/LoaeymIzh6zI+8VjO/Yadt2BHYMnk8Oo7q/n84WfZY0Si+3Ya26Hz1e7l4HXfkaE5uDeMJnf9G7h0d7r2LbAzqK167zs9GS62g6dy/cgODemW7fN13cJeI2T269eQP+gg4LMWHN71XcuYYlHFXHZ/hpUTR91viNlrT6jYCPHyYBjkN+ceIK63nruWXQHK5OXuj/rH3Qg4Yw4S+a/fSHG3rnR19fHbbfdxm9/+1syMjIm3kEwo7z/8tPsiWmi3WrhzqYeCvrt9BvBpN/3O0Y/UYKJGNcBq62tBaC8vHxWjJkqs5loPdXZv5KcR/D6O7DtfgrQSVR60ejj5YHVYzoP3tpYy3weU0nOY7Chh/cOvM29YW+jdGr0n36boZh/h+A0tJYK4g4+RpzuAGcOmee9abZmEI7Cn9IiqQ2x8IX0K1itxLrvp01S0HUDGR27MnxvXfktEgYKOguszexyLCVs1XKU5LFfyNO1fDXdURjB5JhO3TZf3+XIcdI/6PCKllosMqo6di5hRUMPHT1DKLKEphlecsUrCyZODrZpdh49/nsa+pr5StEXWJpY5D6uOypnEeNvJjlx4gQ/+MEPqKmpCbQpAmDPhx/wYfARuqwWvtjUTd6AOenoTbuU1An2FfhmXAfsW9/6FgCPPPLIrBgzVWYz0fpcZv/GUB+48qQkUAyDS4Mryc28DgD7qV0+xVE98WysXdIb435ZZctNblFXXVcZrP0Y8tM4feQjUjU7MoDmcLdrcR3j4be6yeAaQiJOc0PyYtYWbMV27DX3/TScavqSBLrmoKX0OGnJeV75LbKskL5oBd9duMTrfvjK65kux2m878EzGlrtI2dNEBhc46Eostsrolvf1sfq+F7yrC1kL1vlVsvODWonW26iUk0hPLQAML/b9Kq9/GS5zkk9j7SFSwDvXMLakuMcfu9DauzJ6EYily9LIzTYMm4O2EiCZCuFcflcn72FooSFbvvHisqJsTX9PP/88/zbv/0bDz74YKBNuajZ+cYuImveZ57URl6SzKIBGzlO56shsoiFn/5ygC2cu/iVA3bw4EF+//vf09PT4/X3F154YUaMmiyznezqOfv3fNmD76U619+kkAhwL1yY/7lsQQLJ6dHYT+3CtvtJc5+GEoBRTpgr0mdoDiIMmaO9WzhxQOKWApV9hKBhVjjKigUlNJKSN57hk9MNpIU4zygZGPYBd3TLKltIDl1PdW8Wcl0il8zPAYbvp645XOn/GIaBhsyTR3W25/WMUuNfM9SDxdKG1tLmdu5+/lb3qKXG6Vy+8hWF8YyG2iQLz/de41O3TDC7uJyXDFpYG7kDm2RGVEvz7+HDg3V8I3IHil3D2HeAWh4gOzGCb0TuxNAcaCj87n2JbEs+cQd+DbqKAiyX9xK22OwT6fk8Ru3/NdcFq1wTrPCb3i1Amt8VWWftvQw4BkgJT2Zb7lb3MdXGUho7oseNygmml//4j/+Y8r6++rT6qpy9EJjJ63rxr2+yoOnPEGwQq+rc2G6+SzQkKjNuYOvdd8/YueHC/c5c+OWA/eAHP+DOO+8kMzNzpu2ZEoFKdvVa+pScyqeG5iXEOupzj8UQSbYwlHEpr++vYU3TAYI9jm0v3jEqGjZy2W9VUCWXBldirde5NdzC8ehrCNIHmZeZjLzzj6SqDlJCQAczMgbo7XWgO+iX4I9pkfTKZcgnMlBkqzsapXXWI8dm0KUG89SZ+egG5Fma6TeCyZabKD18mLK6XAoyE8lO83GNhkY0ChlcQ7WR6LXU6BkVy7a0eQm1Tgee0VDDUH3qlglmH9eS4siqXq1iH9eFtLujt5qhceC9D9m4NI0IXUWWAEMnW26ip9JG3Bh9Il1OktHXgWxo7v3yLM1UtuRQMUbnBk+O15zhmeo/Y7FI/O8ND6LIitczvkyysCfoGqrsCbO+7OhPxa9gmI6OPnR9+Lc2MTHS3TnhQmImr6u25DiWypf5Q2YMobrON890IRnQoUfSUXQHqzeum9F7eiF8Z7Is+ZwMuPDLAYuPj+euu+6aNqNmgkAku3otfRoabufKpfkDvj9HQklfRFvW1Tz8Vjeq1okjVOHKkOFjG92NGN2NXtEwV2TK0FQ0JCRwv8wMXaOpqZUdg0VsaSlha4gDGQNTllVCM0BSLMgJmXS3lPLfqVF0WBVujt1E/8YFhIdaKavrIrRuL1HFz2MAMQYky9EcsOcjS3BfhNk4XGs+yWOnt/CPvcn82+p2It3XOPxylNG4OewQZ7Q4jql5FGSu9FrCyQ1q54HInUiG6jNvz/OFM5lZkGc0dCzdMsHs41p69qrqlWQWqp+A1RzDmrOSt9yeTKojmWWyBU1T0ZCp1lNZn5sPbR+M6hPp6SQhKUiygqZpbq27mqZefv7ssXEjoEdr6vjvT/4IVhta6Wqqc/rIS4/2esYlNO5eIXMsKGdWHaHpKlwRCPxl/9+fJ7HrbV7LjMEuS3yhuRfJ+frqz7mS1ULhflrwywG78sorefrpp9m4cSMWy/AuaWlpM2ZYIKktOe5RNbjM5zYVDT00dkSzTLIgoYEkmx84m2A3WzOobe4d8/O2rKt54WPDrOYCBvQgdMMZqXJphDmFwvqPvM6BBoW0hUvIdkb6yvriOfxRHauDK5EMDSQIMmxcFVxMrxaMIclgaGbuFhKdiauYV3gJzfuf5o9pUXRbFL6WsIY2lnK0vJGapl4MIDPqPSItwwulS621HLTnc1lyL5YB3cwlM3RyLc3U2BJ5tz6MbSOvUTedzUxLO5mWdjaEVBJuWcFbVcNK+Nlyk/NFOjpvb+QL5+GYMOLDR5f5+2JkNNSXbplg9nEtPTeeOolDXYuKQXevndSuI84xCmfUeBrUeCQZatREstZ+A2tHBRWOZLYvXEJWejRaotknMjTUijbvUpTkPK+cRdCxFl5Olx7Ou/Vh1HSZsxqHqrOvuMnnGGgf7OQvlU+CxY6tdDXSQIw7WmqKHivm5EKSSS5cxvXJ82fz1s2I7ppAMBaHdu8nvutt/jsjBl2S+Gp9N6l2FQOojl3HsmtvDrSJFwx+OWCdnZ3853/+J6Ghoe6/SZLE0aNHx9nr/MMfqYrakuNE7H2UaDS05l3U8s1RTping7An6BruXmH+MIN3cvtEn3vqE/Ubwch4C7S64mVyfxuLKp/kd8XXsn37teQtz6N1fw3V6iAvDazm1rCDKOhcFfIxOqCh0Be/kIi2ElOXyzBos4fSdKySqphgeiwydzf00NzQydNNZW4b5lvayFA6vM590pGFJEvsbY1kcbiMwrCKvmHA+2dCOBPsfY1de18gqK0UyXkhhqGPUsKv1lNBLjEjgx55exUNPbyyp8p9bzRNp7iync1L/K+zGSnnIV5Ww8yUXMvI445s6m5JKyTbAsm1f8bQHDgMmd0Dq7k5TMYqGciyTFZQD5mWTlYblfz9VBcHyu2svXITmzyev2o1kTLL5axdmO52ykfmgAblbyAZuIrj1LX0UmlPBOCDE41kpkSOSsJ/9uPXGNJs2MpWY/RHoyjStEZLvfJEp9CKSFT8CmaL2pLjxJQ8x9vpERjA1xq6SLJr1KoJNGffwDWf2hxoEy8o/HLA3nrrLfbs2UNCQsJM2zNj+CtV0VNZTLQzHwVDp6eyGEY4YJ4z0ip7AseCctyzYiU5j5L9Naha54SfexIu2TAA2RkBK3HM45KYIZSBNnMJzZkH45r9FkV20xdaQpTUZ6rrA4Zk9uCWMeiWwwhBQTF0dCS6Wpqo1+L4dPgAl/YMkmQ3eGMgxsuGPEuz+1gAQymLSU26jo09Q3xwwuA3vaaKfoWaQq2W6N5v5DV+ErWBorZyLM5WSbok+VDCX0m4ZYXXS9vt2DqdLwlz6XBx7twdd+cTk5Vr8ddZG3nc4PV3YNv3jLs9lYHEoKQwNG8N4R45jGGSjcd6t7BtgZ38OB1H6S7nZxq3hh0EDNh/Ei3xoVHN3F/dV8M/32YuxY2Memqd9dj2/JlIQ+P+SAsv9K0iXLJRoabw9A6JjMQIL6c8076OE6diMAYjkIDL3N0tnGkGhmZu6JxITMZxHXlvhmL+Pwie3MrBdOuuzTXee++9QJtwUVD89t/JqHkFRYbPtkgMWGTi7RoGCOdrhvA7BywuLm6mbZlR/JWqiM5djNa8y90vMTp38ahtJpqR+vu5ZwSsQk1BdTpMGjJd8zYTtTaL/ld/6s6DqVBT2BhqdWt7bQ1xYEgykrP6EWfOlyQrxC67kt/+PYHlSgV5EVWcTm3hlpZKgnSDVLt5jnmJEVTU42WDmZ+jIylW4tZu4/rk+VQ09LC3pJlaNZEa1XS8JMlMMMQY3csxbeESXv54DbeEHEDCjG648K5cjPZadnxlT5V7SVaS4JL5sWy7LIfC+XFzPhnzfGAyci3+OGsVDT00njrJJWf3EuzqBaqrqFWH3U3dzdZYBugaJyraWBdiAcNczhgwgqnVk+jMyqfF0kY0u5Exf/BlDMzhNez0uCY+WUobCyzNNJ5SyEvfOKoSeWjPU+52WIqh8rmwAxiAisJjvVsoq+siLHqQf5x6kdsGQ1nf1UWC0k1vWChHtTzWLx5WvD/XCmt7+d7hPqke8jCTZTp11wSCkez/+/NE9ezguZQoPtd6llDdINRuTjyqY9cJ52uG8MsBW7x4MXfccQdXXHEFQUFB7r+fT0r4E+HvD2lW0TJq+ea4OWATzUj9/XxfcRO7i5vQNYNaLZHH+7aQa2mmWk9l+6pVKMnRhN/4PU4f+YgXTinUOBKpf+c0+c7EdzNaZWAtvJxOPZy3jncQyhDVeir3JuayfXsqlfs7eSKqA02S6LdAlMOMcEkYbF+kM6+ogCNlrUSGBtE7GEtVWiZLIjpGtQ9y2bunuAlNN5AliS2r5xEWYhl1jXnp0YQti0cuw90bcryXvSuy4XJIJQksisy2y3LES2camYwzMdJZs5fvRR4RrXz+eVP814KGIWGWhcgWLDmr0JrLQXMAhrtN1kdDucTPz6eg6U0UdG4OO0RTbyxP7wDdMMhSriE/qIWYuDjWDO5CMnQkZdjO8FAr85U27o80i0HkmhLspzQz2uZ0FFvjlpGg607nDZyDHRmwGBr5QS04rN38/ODfCNZsdDV0keDQWOz8WVsvVxFuWQG4KnYtFK25f1QnCn/QWipQy3YP/0GSCc1ahJhKCM4ndr6xi6SzO3giPYZw3WBAlonSdYYMK5XJ17Du5u2BNvGCxS8HzGazkZ2dTUlJCRaLhZCQkIl3GodXX32Vxx9/HIfDwd13383nP//5czqeP0xGqiKraNmoZUcYXQo+lugoTNxkOtvSxrzkCi7PyKC4soOEoTqUtEJaLWvY7rGfkpxHZayFarXK1F/RdCocySyXrc4XnISckMWx7vnsHarCMMxlzOLKdvJzJN5PqMewS3y1oYsUh+ZeXpQwkEIi2LwwfVxhSs/ruuu6QjJTIvnLjnI03eCdI/VjVmQlFy5joGKHXy97V2TDtGs48iWcr+llMs+Al7MmyaYj4ZRYCV5/BwPlZ1huOWM6QpK5zKikLyJ41U1mDl5cBmpjKV0dnZwpK+WEPZM6I4m0yA5o0t3LkLmWZgwV99L2joEiGICjwVvceYUuh++ZneVstja7JSsMz2ibYWBoKuX13cQEKVgMz7HuahkkEbU0j1c7/0aIrvO1xi4SVM29DeCODLr6SKqazj8Ume/evhFUs72Rv8uAXsuXgLVgIyEZBfTOUjRXSFcIJqKioQep+R88mRlDlKrz5YZuolQdJHAsuZl16z4VaBMvaPxywO69914efPBBSkpKkCSJlStX8tOf/nRKJ2xpaeGXv/wlL730EkFBQdx2222sWbOGvLyZl5A4F6mK8UrBPT/zbA7sud3IZRLX8k6spLBe05HR0br3kLThm2Slz/c698glzbSFSwhOvwPbnj+DoTG092mMxNvIsbaTo5gRtKRUlf975A/I9iG+1tBNkjq6J56pzD+5a+6rLeXKoBIq1BTqtMQxK7L8edm77klRZAb/8Lg+4XzNHP4+A57fn9HXgaN0lxlS0hzY9vyZ+YZORpCEjgyGgaxY3M6Xa//6tj6iql9mgUUlx9JCS38sjvgC8JBS6TeCTRFWNDRM4dQaNZEqewLvDKYRX2WhQO1xOukGFVKKW3BYQ6Y37hKimstBV9GROWTL5ZAtlzxLMyGSnatDP8YVCGss2shbQ/swNAuRp3OJCW5xRu48cE4Wyqo8ljutzZQe1nj1tDIpKQhP2RhdkumMXcq8qX5xk0RIVwgmomH/GzRVvMVrmcHEqBpfbegmUtWxK2FEbdhO1BjdWATTh18O2A9/+ENuvfVWnn76aQCee+45fvCDH/DEE09M+oT79u1j7dq1xMTEAHDttdfy1ltv8cADD0z6WLPJeKXgnp+NbA5cVtdFtqXNK5/Gkr/BQx/MVPV2CUeOTPp3zWJHtj2xtZptjQB0TUWpO8jXwyuxSDqSXEJo8FJSpGBubmwkwaECkikT4UyM9yefZeQ1lx4+zLrmZ1BCzZfl4/1bKMhcOeb+473sPXOM4mQr37/ufndrJfGimBkmGxFxfX9aSwWO8r1O2RDJlDcBLJJEU+wKIpNS3JEqz1ZZB977kGuDVXdBS47STEnvGorW3E/Tx8eoMVJZEF6P0j9c9JJvbaZOS0SSJfdytyJLLM6JR5ElatREdzFIpZrCCi7huhvycZTvpb/fjtILlfbhXMUOPZLlQXWkrriM2KWXknLiOWqKc2kYCua32nV8eWE3kdIQAHJYNNb8DSjJeRSoPeQGtXNvmOkcGq3FHPMhLDzR/etccz8H3vuQcnsy9W9183B2p9+SKueCkK4QjEf1C78kvuMEyUEK84Zkbm/pIUI1e6bG3vi/RAP5WcIvB+zs2bNs3z68DnznnXdOuQ1Ra2sriYnDFXRJSUmcPHnS7/3HU5WdDsYS/Vy7JJ1X99WgqjoWi8zaJenubdcuSefkgY+YLzVRoZmRIcPAvV1wwy4GdNWZT+NA7jkDsgK6DpKMrmlgGOhIZCxd7T5uaU0nv3jumPuc//H1DQDsOtnEktg8rLKCoZkJzRlyJxY0OqwK8apG36lSNipXEa89gZkEIxN96Y3otgGQIHLxZmrURIpPNrE4N4H5ljYGaz8mNGsRIRkFPq85VatzL/9g6CyP6uRYRTuxMWEUzh+7SKO0ppPiynYW5ya4t+sqr/a4Jyq5QW2s+vTGCb+XofqyUXYKJuZcIiKe0TApJMKZc6UiyRbyNl3n1XbL5VRHo9CrrfKKVlXrqawPtfLjN7vQtCwAcoMiWR5lRddVZMXCuqsuJ7I3ho6eIT440UiW0mYuT1angJREfkY0pxugVk3EYpG5PTMWaMNRvpdw3cEDURb+pnyaajWRpo4B9tvy+UhOY5uxkBvCEviXdQ9QkenqSRmH1lHBYUcyaSP6mOalR3P3ChlrmVPo2Jk/VqslTkoKoqQ3hh2DRc7UgMlLqkwVIV0hGIvyfzyBfLYEA0h1mJEvF53xS4kWztes4ZcDlpmZyYkTJ1i6dCkApaWlU25LZBjGqL9JkuRjS9+MbDExnYzX+iA+3Mo/3zacWB8fbnVvG9NXy/0efese79uCkZDDxqVpxIdbsUVng2wxc7YMA3tjhRmBKrwcKSgU+8m3zGUcJPqbqqjfUYEUEkFD+RnSjSCqjURUVef13ZXsLWn2UJI3bVOcoqe1IVaeTI9mXY+NvgPNhFBDg1zAlSGfIOk6PYfeoHONGWkKP2Xw7Dt7yaAFa2gJVms9EgZdsgVrwUas+RuIT87zumZrVwxa2wfuF6qtv4+s4v/m70ez2Lz9dq8lWc98OF8vfs11T5w5Yrbo7DHvvet78XzBd/khozCTTNRi4nxjqhERz6XzM0kbaTx1kvz01cSEB7mjRS7UxlJ34r2MyrKgOv4+sJoIxQ5J+WRkzaeuuRfNGSWeb2kjW27mdMq1LIrup6+znaFTeyhaeBlEQtLpA1waVIGMjo7MR7Y8wlI2cusVK6nvGCAjPsyMBh/b7dU8Pry/ijZ7BIoiQUQb1gVH6Y0IArIBM/8yQ92Lfd8HGIZOETK/Lb7O1NjzuCdxIToO539LGFy2Oo/Ufit51haSLW2A9/3zp/n8bEmqXOzSFQLfNOx/g46zB3k2K45Pt/Wy5qwZ/bVLCp0p68kXjbVnlXEdsBtvvBGA/v5+7rjjDgoKCpBlmdLSUnJzc6d0wuTkZA4fPuz+d2trK0lJSVM61mwzVim42liK5NG3Lkdp5p2mROrbTjs1h8wIgu3wy+7WQq6lQMfJt90l85KhEXbyb9gks1JxPhL3R8o81ruFepLNc3koyRu6Zoq3AtVhVv4nNZowB6jN6dzslIAwcJWDgaE5OPDeh+wYLAIgS2njG5FvY8EjP0xXcZx6H0f5XsJueJC8dI9Gx5YIapNWUn6mmwHDytUhHwNQaG3i+L4Y8j5726hIy4aiFJ8v/qn075yMjILAm6lEREY2Nv+wfxXbQj5CQcOuWLHmb/Da3mw2b441Cci3NpIX1Mrpwi/z3wdtqLWNKLKELEOm3ObO/ZKbTuJogmBdIxXQ9h5BlmXWBZnRJ0kC2dBZF1yOVFNN+OLvse6q5W6H3bt5vMxpRwq6brB4mUaF9SjxwQncUHiZ9zU5pSFMoWKd5ZYKyuouJdvS5o70OU6+7Xl1xKttRNW+DLqDgYodXhOAsSKMIx2h2ZRUEdIVAk+a33mKqta9PJ8aTcaQypJem/m7LEHstn8hQfyWzjrjOmD/+q//Ou0nXL9+PY8++iidnZ2EhoayY8cO/vf//t/Tfp7ZxJJWiM2jb12FmgKMdjiCV93EgLM83wCa6ptIMFxLHOax3KKqzv+2Sjrbs9qITFJwxMewt0QmgxZi5H4MZAxD43SYlT+nxhDr0PjMGTsZljJnrz0z4qgbZoRRQ6bMnuw+V56lGQUdnwHIEQ6O68WVoDmIDpZpVM0XuOT079IGTEX9kZEWYMwXv68csfHylM5Vk+liZqQjAPD6/hrCQ60gy+5okicjG5sXWWrcS9C6DwfYGOpzJ7y7/l9BJ7izAlVLN/1m3WDT0jTye2qx9Ay3tjKc4xVAdvZOdUlJ6IbTCQMwNFpKj7O7JZyM+DAAt1SEtaOCPx3RqFETsca1UmE9TkZkKg8s+yrh1jDvaxqBLMElkd0MvPaY83PZq4IRSTZdyzEmAONFGH05QpPJxxPVjIJzpeGP/0xFSC9/S45i/pCDLzb0EGwYVDiS0JbezGrhfAWEcR2wSy+9dNpPmJyczHe+8x3uuusuHA4Ht956K0uWLJn288wmSnIe4Td+j5bS4xztjuXMWRlZGi1QqiTnEbz+Dob2PIWu68ScLUdFxiLpaEjsGrqETSGlSGhIBs62QhKp3ceQunWQrTyweCtpNWbkQDdkSvUkXkjRiXeofLmhmzDDQIZhp0qCEnsGdWoClWoKdXqSMzLmEl6VkdCdlWBmrpiZsOLt4LheXC75gB7dbEvlcuZC81cDoyMt6xensn5xql8vkInylKYSNRMM43IEPDsOuBwli2X0/R7Z2LxEnU+upRUMHVkZ7QA3WzOIMBQzqgUYkoQkW4jOXYzldLfXmMi2bGTgtf1umQsMHUN3FpWA2dYBMy/yY3sGi0MazXErKTx5VKfKfgpJNhvSZ0itnLW2MD8zhVxLCw7ZQWv2x0RpkXy2P5mQzkZwjhUzSieDq4k9YMgKhZs/RYqjHrtHT0kkp8CxJBN82Z2mtEb5Xrf8i3ksk/BQK9mWNreO33jFKSPH+fevixlTZ0xUMwrOleYnvo1GLy8mx5Mz6OCuxm6sBrxoW0/2puvHlSESzCx+5YBNNzfeeKN7efNCQUnOIy05jzSg0MeM1ZVLo/d1mOrxzrDXfvsC0jPnYYvL4439Q5Q4MsmzNtOnBxMu2YhV+tkQfBowJQCSmnZ7JMIbVNnS2VDbylqjkQjDQMNsvu2cr6Mj86FjMVX2BBRF5gtbFlBc2cGJinZqtUR+O3AdX1rY487pAXw6OJ4vY1lW0BduoVZrJ6qjBEv2SgYzN/C6UyPJV+6JPy+NsrouMmghN9iscPOVp3QuUiICE3e0xvlvl77cyPs90uHdpCby8alLzBwoZ9WjJyW9MRztNcWEB4xgLs0JZ9HadUQm5/Hd2JHPRDTB6+9ArTqMnJCJ/cRb7tCZZGrnO22TeM9WRHfmZq7JHORgRzSVRxxmz1TNIMtiLmVa0JBaYWEwXIPC/1QX8TnpY8L10/RXvEv4jd8DMAsIDNO5si65FsM+aDpxiRGAd4Q1eP0d7j6WrmsNXu+Sf9Gx7XsGJS6DajWRfe/v5b4Ic2IkKSVEOMVcx73/BmTQQtT+v2AzNGyyhfAbv+d1X0U1o+BcOPXML0hXewgD7m7sJmvQgdWAd4YWkX25cL4CTUAcsPMRraWCrvJqtOjsc37Bj1xy8MylQVJAktF0M5H9mJrHglXXcqaui0z5ILmWZk47Utxl9LlBbWwIrXZKABiE2s0ekifCg+mXFbIc7cTaBwhVTOdLQ+HDoULyLC306KG8Zyti4coVLHUq1gPse38vVwY3UamlsP6Ky0hZlu6VbB28/IZR90ZtLPV6IW1y36Ob3aro2XITzx9IZfv2a7l+3fxJ37eiyG7WRb7tbvjdGxnYKseZalwdaFxRSteL3dVz01de2OjG5mNXqhZkxvKPvcnU2sxKwc2rlqMk+16G01oq3Ar2auMnGIapXo9kLkEa4FyCNFgdVElPbQvNuZtIW5iN5fgxMmhhQVALMfS5xWAPR4RgwWBxr51rHPVEWMy8TF1XaSk9TnxUiLtIAEPHsA+aES3d4c559HQ4wRn59cDUzjPbfrmWIcuGLGTLTeMuz/q6/5qmsyCoBUlXkSTQNNPONI/9RDWjYKocfuIR2sPr6AkPYtGAnbwBc+m9VYsm7vI7hPN1HiAcMIYdpAHnzHc6qus88zbmtXokj6MT5GwdVOFIZruz/N3aVc3aEYKUtWoiS3MTCIq7jIG6U1j6m5GAY5HBPJ8cReaQytd6zyB7FIUesWeyKaQUBY00FN6zFVHX2ss/fW45AB++s5t7w952n+fj9jRqS9qI3v9rZMNMrva8fi/ncYzKw8ZTJz2OeZKPT6WO+6Iei6SuEzgkZ0ECOsH1h3i9N4a1S9JnRTvJk8k2rp5LeOaDjZcDdi7HnWi52augAtOlkZzj2JQlduYvIrEm2KyEZP9JIj/9EN+/LoaYA08j6SqGJKPpMocig3g5OYqCfhuL+hxkWjrduZUaEn88onHPOpkoj9iaMdgzKqcrePkNbj0zX9+/rzzEAjWW5w+konFyzOXZse6T0WqgNZ9wVxZXOJJJG2NbkQMm8JfSP/0bzRFtvJkYydLeIRYNmEUnA7qVvPt/xYXxSzb3EQ4Y019dV1tynCNO8cV/7E3m+9dlEOdSxMZUxM4qWub1Q5viqMfmdD4wdBZYm7EoEpvadmJvUd1O1pGoEF5IiiR1AO5u6kYBt5S3YcACSwsWZ0QAQ2N1UCVJliG0lkiU5DzyrC1eWl4ZvcW0ldUTYzFn4YZmZ2jfM4SsvwMlOc9UQtfM3C9D831vRh4zz9oypfsmDV8KACcq2nipv4pX99XwL9eOnSczFucSwboQKi7Hu37PiNR48iue+JMM7nncsbbXWiow+jqcOVYaSBLNagwKOu1GNNYlW9l5+AzZchMxUj/rgsvN1kOGhu3wyyRFJaI6I8KSobN7Xg5vhvSywIjk7uiFSM27XfW/6AYctOVRbU+ko7WBKA9bpdBoGKOoY6zv31ceYh6wffu15sTDuTxbrSZ6tS1yfRdDl6yA4DSPfLxYfvd8B9lyk9kDduGSUd+ba1utpQLbsd0XXERWMH3YT+2ic/fzlMbAzoQIlvQO8dnms2aaAXCm6EukBNhGwTDCAWPy1XW7jjdwpKyVlQVJo8K4WksF0ft/zbXBKlcHKzzWu4WS3vkUrbmf/U6n7MybXXwvtsedEG2KQmYQK1vQdRVJsRA5v4grh+qgR3VXRh6MCuWVpAhyBhyEV+ZjCe1wptMPEykPuJOLZWBd8GloL6f/1T2E3/g9kguX0X/6bVP4UpaJbz9CnMWjElMCva2KgVd/QtiNDzkTq2XnsqBElzWDrBH3w+uYioXkwmVT+h6s+RtwlO0GXcWQFD4aysUwIN1oIXr/X7Cj+R2NOtcI1mxXXE53f9TpjuBNNhl8rO21lgoGXn0EdM1MvsdAMgzSLV0ApEh9hOcnEptzCWV1XSSoTVBahWGYz4HWUAJNCi65iw9jQngzpJdL+mzc3tpFU3QsqU5ZF8MwtzpkzyU7qI0UWr1sVBKyCMrfMGHO48jv31ceoukkbfR57d+/Loa4g2Z1ZdOxfxB6/fB3kZcezfbt11JW18X2zNhRXTNc39uFHJEVTA/2U7sY3P0ke2PDeS8+nOVnB/lMSy8K0KjF0rt4O6s3rgu0mQIPhAPGcLJxcE81tglywHYdb+Cpt0zJhY+rzZeGpxOmNpYiG5pZhWjo5Ae1UJAZywfFQ+waKHJuZbCvuAkYFil9RZbIVK4mV2mmUkuhrktmnhTGgkjZnRP1kZZFTG8/UtMaDg7F0aLGc3PoR2RaOsxcFwOvCkjTCTPL+3WPJZbwG7/n7vFnP7XLvS84S/3BPesvGSpyJ1ZXqims6I0Z5YC5qkDPNV9KSc4j7MaH3K1s6t/qRpZ08oNbkA0Nz7ybic5xrhGs2ay4nIn+qNMdwRsvGbyiocc9ntcvTiUvPZqyui7SaSEv2Gyyva+4yRRNPfGG6XzBcFsshiOfhqGjNpZSL4VSWtdFeEEmYZd9Advu/8HldBm65p5gDMoyi3uHuK3lLBgS1U1nSQw2K4uRzIT+S1McrBnchdKielyRhDHUN2ZRx1jf/8ionq8o38h71VNZTJxHw/CR34Vn1NBTVNbze7sQIrKCmaXtwGtEGDCkSKw6O8jNLb3IQGNQFoX3/HugzRP4QDhgTpTkPGKLlk+4FHOkrHXUvz0dMEtaIXbFXG5Elll75Say0qPdLygXcbYGBg4fIgOn0r1mUKUlUkWiM4JlUE0iLw2sZkloBQ5HKHpvNo1qAs2ShOzsi/fy4KXcH7kDxdDRkYYlJZwOlYaM5GyW7JrFe/b4s5ftQdNU577GsA6ZbOFgRzThCVbqGU6svn2MJODpqk50HScL3JVz61LTkN4tmVQ0aqwIxmSWJWer4nIm+qNOdwRvrGTwioYefvbMUXcP1N3FTXzvjhXENX/EtyLfQsJAReGxj6FicSqpfd3uY7pit546eCoSB5siePakOcnpP1NOQcpJIlzOl2EupfQpMpGazhUdg17aY2e0OCId6Sy2nnFOggzSzx5HUpxL7M5tUaw0WzMo8VgmdF3PsEOV5+V47StuYndxE7puYFFkrl6ZwduHzqDrBlYPGY+R9yo6dzG0m5FdaYL8MEtaIXZJAcOU53Bt69XYG5lmH5FowcVL2WPfJiKoFwm4oa3PPUEptxSw6p5/CbB1grEQDtgYjPWiXlmQ5I58uf7tyciZcyRgO/Yal2dkcOYTs/XKIMFsajsCusr9kTIfDhWywOqsWhwqos5IQgLmSa0kpBfz19hQ7j/TyDeCGvh177XUqIlIGGxelkZmSgGPvws5SjP9RjCfCfsIMCUGqtQkjthzuKwgigUrLx3lTCjJeRyffxcNHx/ltCMFCdie1UZMZBBPnIqh8ogDi3Ka269egNxe5dWCxXV/pJCIUaX604UrMpCYGElz6OSiUb4iGOfrMs659kf1xXRH8MZKBjejPcPL4Lpm0HjqJEva3nJHXy2GxrXBx2k8lUbmwk3YdleZ7pQzQV52LqSX2Ofxvq2I/jNBwBDzLW08EPk2lgEzUmYAKrAzPoLD0SHcX9fFO2dN/blbww4iYXBL2CFK7Z7ZldCjhZKmDGt6hSzcREvsUh5+qxtV63QvkYLvtlmuJUWHOhyxc6g6b31UN+w4qsNRQde9ck26HLGp7u8i4ZIV9AZ72+cPvhp7f9eZxnChMt3L8hcq9b+/j49SFD6JiOVbZzoJVw3shsKJ6Cu5+nZxz85nhAPmg/Fe1K5o11g5YOAdYXIdJ05S+Gak4Uw6lkE3nEr3GleFfuzed1FQAz3rv4U9Zj5vH/ot70SHs6x3iATVzNPKszSbEhUGxEeHsHlZOhmJ17GvuInFPfux9JgRLCTItbaSG9xF+MrvjfkCTlu4hKePa+7ZurL+Og7XdVFpr3IvocjtVSyv/bO7BUvw+jtMCQFnOxeQvKonJ0rWnoqy91SiUSP3OV+Xcc61P+qYPSkTl0PRcr+OMVYT+pHbrFuW4fW3tUvS+cfeGrdzoigSiyM7kZ0dFlwyFwXWJqTap4gs+DJK/qW0NjTyemsGjVosCyzm5CFctmFRJDYuy+DF9ytYHVRpdmpwnssA/haXyMk4iTU9g0SrOuGSDTC7RiiSWT3bSygqMoqzsvBDdTHv24rID27hmhu3MG/1ag68W46mdbrHeH3HAGD+d5bSxgJrM101IUQmZKKe/IAMZKpJ9Lp2z69NliXWLkl338eOfgf7Pm5GVXX2fdzMf3x9A4VbzO8iZJx73FVezYBradbQCe6pJtb5He7Sk9k5WGSmGkimzSO/j5nCn/ExnczEsvyFRkVDD01/uJ93Ei0cig5lU1c/Yao5KCuSr+Xqm7cH2ELBRAgHzAcTvag3L0tn87J0Khp63OKjY/WIdB/HUL3yXMz2QM5lP2k4B0ZBJ9l+hrdtTZyK7mT52SFubTmLDOiSQqWzzZHFMrwM5Jp12081Y9uzB5ztjcyTaeM6GmNFNjyXUPKsLcPOluZArTo8op3L8H2qVhPHTdb2lZzt6r8307lW52sro3Ptj3quDeo7+h0cONkwJZmD+HCrV7Rn/eJUoixtDBS/iqGr7oEtA2gq7W/9AdAJlyy0soQ6LQGLIvGNyJ1IugpyCeHzV9A7386angr38qQuwWuJUZyMlljTPciNbX3onm2/UJDQMSSFQ7ZcPrLlkmdpJiq7iO2rVrnHd1x6NG1tvWTEh6EoMjjHuKutUU5QO/eGOXtUfnKSxlMSabrm7sla7dTnkwBJljAMA1mS+PyWfOLDre4UhgMnG3CoZh6YquocONlAfLh1worT8ZrU+7J5NvpK+lslO50N6mdiWf5CoqKhh76Xf8SudIVjUaFc2dnP1R39SECzFs064XzNCYQD5qSioYddJ5vIiA8j248XtT9VYV4vfPBKOi5xmO2BFloayA3yzCuTOB5uYUft+2xIW8P6xBxaHHuxWGT+WpNAjZqAIkvcfvWCUaX9Q3ufdvavk5DGaCmktVTQUnrc1BtyapCNFMkc6ZQlnD2Grcz1qYGckInm7Gnpzqpxnqesanzl7pEJyo2nTpLsjK7N9LLg+drKKJD9USsaevjFc+bymr+tbuyndqFWHcaSs4qghZvJtrQxL7nCeU9NlXtrwUYcp9733tHUOTH/01C5e4XMsaAclts7kctNWQnXhGFT6hBKz3AUbV9yGvsjVa7K3MSKxHRaQkupsCdBbzt5lmZeGljNmpxw4pPiyT9UQbk9mQ/UpXx31fJR4xt8TzxqS46zPe4UFpvm7lGJYUaUrZLBNfMG+GOdhK6bbcZuv3oB/YMOn47rVAVUxxujF5Mm2Ewsy18oNOx/A+PY29QmOjgWFcE1HX1c2WlGcHulUPLv/1WALRT4i3DAGHamXD+W3719OdnOH8FmawYfVlkoUIfzLSoaenhlT5V72UXTdPYVN436YfT8MZVCIrDt/Yu7/L5cyyBUGuKYlkuu1OF2nII3fpHVCzaiRcaxPvVScylq8XJe319DZbmZO2MYBnJ7FbZjx9w/0i2lxwnTHCgSaAYYORsIi03y+hHXWirof/WnhGkOFqHw2IktbLzqMjaPUML31B4CsLX24dliWQoK87ouzxywArVn3BfPyBdTnrVlVpcFz8dWRoHsj1pW12X2hBzDYR6J/dQubLufBEBrKEE/24qj5B3Q7Nid7X2koDDkhCxQgpyN510J9IY7MithkJCUwPUL52M/VYOtXMZAR0emfUgmpqcczZk0jwQbk5fgiEpDaZ2HmhXHxis3Efr+btY1P2P2RUVGYxEhH3/A1hCNa0MVetY9QNaIScpYY7y25DgRex81Wxrh6mOpmDsaOpJsYfXmjSSoiX45QOfiLI03Rn05kxciM7EsP9vLqDNB+c6XiTz5PJEKxHRLxGg6y88OAeAIimTZg08G1sBp5kL4zsbjonXAPPOQPKMyuF5C6/I8ltN8JOo6nS8JM/TuWR3lGUXw/DFV4jLcTsute592R9hCNtyJNtjLe9ZBNuWuIlJW2JC2xsteT8clJ6idZTU7sVer7qhRhSOZRShuRe1GLY78EddsLomqbsHUXKWZp3eUk21pc+sU+YpCuSo7PSOCY70kJnrxjPw82dLGQMWO825ZcLYJVH/UgsxYLBYZVfUvUqNWHfb69+DpQyia3Vl5q2E/8Yb5gWwlZMPnOXvqANa2UndbIQNniyGPY9n2PYNhaGiGxPuDBVx+8kU0SUMH3osL57LuAeTGGt7Yk0I6H9H7UTOl78WyNrwRq2Q6TDI6lpZid5WjYmiEl7/Fa5UddAanc3nG0PAYlxQGMi7lkC2XzuB0MlMiGTpygLVOAWPdgO6IHDKuuh2ts94d7XOJrvrrAF0sztJMMN3L8v4uo57v2A48w574cK7o7ifEMNzOV1dwGll3P3xBXKOLC+E7m2hZ/qJ0wEYuH95+9QKfURtf2keAu5GxJMEl82NJjA7lgxONE0YRXE6L7dhrSMbwkos22MsLIYMcaD5MeEw6m+dtGLWvp+Oy3N6JVK56RY3SFm7k8ZNbyJWb6SeY7XWvY69RR7VRsckWNE01256oKeiG4aVT5CsKVa0m0ph155hNmH3ZOlF0YPjz6FFLLlNJ0hdMjbz0aP7j6xt85oD5qgS25KwyxVAxnahj3ZGssLYN688ZuPsatre2UxG1gUVtp90yKYC776PW8DFa4ydmhAlTs26BpdkZ0YJnU6IoiQghzqEha/NJp4UHnL1CpQEwBgBXlMx5XsMAw6nDYm0rZR2n+U3vFoLKW/hUiLOjg6ESUruP9RzgoC2PD0tygVhWRw5PYFrnXU0GuPtVas3lKHEZ51309EIlkMvy5yOnnvkF8b0l/DU9mvLwYNLtDhb12TGA3SFXcsMX7wq0iYIpcFE6YCMdq/5BB9+9fTn1HQNePfGKIrvpCy0xy75Jdjtmns7atstyANhb0ux3vodnbpgmW/ib0cSR5go+lX0Nl2esH3M/V8/I3lPNRCAjSR45XirUaUlU2RPZElYCmtPBG9FGpXfRzfSWHmRPdyq1WiI51jaMvg4MyUxiHhmF8nZWE/huXiJ5TG+jas9omq/curHC0MJRmx4K58eN6rU5ViVw0MLN6GdbUauP0CQlsbT7E/eyoo4ZfdIMhvsaLlzC74qvJVtu4rQjhTSliytDPiZB6cWcgBjDDhSQYenCIUn8NSWKUxHBXN/WR2Hien54LJmbg/dj8aiuNCNpEr2haYQONCE7e0cOhqYSOdiILBkohk6epZnT9hT0UAXFKegrSyAZOuuDy7k0uJLf9G7hN71bWB1UCUC4TfW7avZiGoezda2BXJY/3zj1zC9I7CvhqfQYqkKt3NJ6lkV9ZlHUUesK4XzNYS5KB8xXgmxeejTrlmW4Q55aSwVxBx9ja4hjVD6JryU2z79lW9rG7dnmyg2zNXzCc3ojx3sq+HTOdVw7/8px7XblqUSjoSJjz1pH4vIrUJLzKNtfwzypldyQZvq0YAzZgmRoXg5VbclxIk6+SDgaN4fVk5EYwer+91H6zOM5staSsPxKL5t9RQHHapcyHfg6n69S+8m2xhFMjrGcD62lwsz50h2k0IaB7l62swfHsfdsGoO61d3X0NVqZ19xE/ndNVx3dgcyHlW6eGQXSqCi80RKImciJLa19bLurI3qEAnNR5WnboCkWFCXf5bf7ix391P84pIIjJIX0HXDHek9oyfSs+4BEhs+RK096paQkJ06ZauDKjlkz2VNcIUZYauuREq/c8xekS4upnE429caqGX584343o95Mj2GmlArt7b2ssK57NgmxbD9e//vnF+mu5i5KB0wfxJkXS8gCQMFnRRHPbDMvf/Iferb+iit6yJJbSK5/E8TOidKch56bCpNRx9jU+JVqE05VFhHCyt6zjgHKouJdje9Nmi1hZDiPHZRZDdrI83yeQ0FfdUdhBiDXk5g08fHKPRomp1pK/doom3Q3DFATGMpYC47ltV1ER5qHeWsqo2+26VMB/5Wj43XGkfgH66xtXZJOvHhVq+o5liSHZ6OmQQgy2ZyvWQQYuvkytBejs+/i9VO58vF3pJmbg46ihysuVtlSTFpGGdbTbkKzOE0pMh0B0lsa+llTe8gBhLxSfHkVrWDZEbWZEPHkCQGw9KIX3kNWQuXsV5NZPeJRhYEdxD58YvuyNophyl6unFJGllFhdgc9Wi1R91Lly7Hb21IJYkhNjPChtn4u7P2NInjVM26inFU1UxJGGscej7DczmpWDxzs0/j7+/HZpXptCp8ruUsS3tN3btuKZLcr/3fwBonOGcC5oD96le/QpZlvvnNbwbk/BPlKU1GM8qzP2RqUzEFYabj5umceP4IZ6WEIUsyEUHhfDb9Hv7vX0tQtapRs8qKhh5++sxRNM1AUSS+tjYPrXmXO08lOnex+7jL7RVYpeFcmrgwHTX/BreNFQ09vNMQxoLw4TwXLWM5Wk0DOPNz5vWdxHboBDbZwvO911BpT3DnyHmW22uWqetpTbR06W/12FTL/AUmntGMV/fV8C/XxowqxPAlhzDyuQhZfwdq1WF3XphkaKyJ7yHYl/TICBuU1AKCLv8StsMvM9BYgtWAaE3nn+taCXJvbBBR/AL3hUvIzirJEvs8FlobCO1vYHDv0+wo13ilTELTITekDD3UrAaWgcXWMyy0NtKXUTBsvxJktgUywFw4NZcjg9V+8xfRGZI7UdFG7uJEstOcjieMWip3VUJLEj7H4cio0cMxYaOWe+cK4pmbXZ58+lVuNgaIcMA/1XVgdaoY9VoTyPzSLwJrnGBamHUHrLe3l0ceeYTXX3+dr3zlK7N9er+ZSDPK05E4UjYcAq5QU9BQzGbATufE60fYYpCzoZykyGjuvuR2qur7fCb6l9V1UdV4Fs3Z5kXTDE71x5K04Zv0VBZji8vjVH0Iu988iq4bnAjSeSDSYoqwyhZCsxbhGZguq+ui2pHIb3q3sMDSjJRSQGRUIYdDrAR3VRIr97MuuBwJs3H3CqWC+cFNVKop9A/O5/p180fdG7eemGrmhYH3bN91Xrfj5mcrIH+qxy4mTaSZwDOaoaq6z0KM4OU3+GxfNfK5UOIyGGguH9Mhd724DzuX+Mwok4ySkGVGgpd/ij9KjaTYHNzU2ksww5EpcCbt48z5MnSsqCiupU/NwdnqEjR9MTD8/EmYkTYZsGKQ4qhHa4kwr2v9HRhDfaY0zL5n0DUHGjIH7HmkWzrdCvofDeUSOoZOnev+zbe0scDSjJq4gHWbN4wahyOjRsWV7WxekjozX+oMI5652aG25Dh1+17iTEYfbweHs7Wz3+18qZKFdOF8XTDMugP27rvvMn/+fO65557ZPvWkGUtqwX5qF7Y9fwZDx65Y2ZR/Dx9Xm5/VqIlULPwySyI63C+osv015o+wpCLnHqVuoJNNmZ9FkiQKMmPJDWp3568MDGXy06dNp8qX7E1W0TIqYrP5zbPHcKiN7r9X2RMoT7mWS6QaLDmrCMkooNcjN8D1EqzTEqk3kjDOgF5bhUQYurGY+ZY2Lg2uNJt5ywqXBlcgo6Oh0BdZ4D6Oy8EKDw3l2UMJqJoDy/Fjo3rpybJkJmR7SHPMa/XOK2opPc6xKsuUf8xFmf/U8YxmWCzeDaMnimqOfC4mmqx4vrgHiSSq5EUwdGz7nsEWncjjje9xJsTKJY4UVEpRDNcyoLm/7moTb5g5XfVaHIXWJnebo34j2H2uGjWRx/u38JVLzhJef9Ct4SWFRLidfzwcKSUug5bS4zx5VKfKnkCLEUuepYXTzsKbsXTqXM+tWzV/sIRwSz4wviDr4tyEc/3qAop45maW4rf/TuyZf7BrXiztVoXrOhzu56BPCiPta48F1kDBtDLrDthNN90EwKOPPjql/aer1cVYjMzRKK3ppLiyncW5CRTOj2OovozGvX92K3qjO1iX3Id86wr2nWxk/ZI0rvOIFg3Vl7FePsHxkAHq59cgRXRxa+LlbOzrJtTWyPIESIraCZqKIZfw6FEDTXcqQBumjoihG1gsMtdvzCUxMZJdJ5vQtGFVfQnIDWonv2Unmq6ht5QzlJNPYsaw45SYGMnDMWEUV7bT1jXA2wdqhxORZYlaNZHfDVzLfeuDiZX7OXtsp7mcKRnkBrURmxhJaU0nv3jO1ECTJAndMHz20jMMsymzaxXJ9fnyS1bQdOwfGJqKISv8z1GdSnsVFovMV7ctpnfA7r7PE30vgnPD0yly54Al+nai/Kl4HemUjayWc/3PdqwEOzpg0I/Gn06/SJM+yFcW30W4PYPH//oW2bLZGzJD6SQ5NpTjnWGkSR0YwGF7LguCWjCc0S3NgAhnD8nFOfFEhwexfvFKUtKjqS1ZTU9lMdG5i0kZqvfpSCnJeQyoiWQMNpEBrF+8EoC0UyfJs7ZgBIWhoZi9LT0c07z0aO5eIWMt090aaL5yIUdGjQrnx4mkaYFPWl97lJjmYzyRHkuXVeHupm7yBh0YQKuSTN5XfhpoEwXTzIw5YG+++SaPPPKI199ycnJ48sknz+m459r3DsZ+oYwUfvNV9TOv9aipZu9GxhadzcrkeFbmxQN4VVIOvPYzFN1BWG4MSmgQl1suZdVHr9ClO+iSrVjyN5g98DAwdJUcpZkqh+mAybLZY86Vf+XqNefZE06WJS5bnMrVocPaYIamMlj7Mb3BaV7XHR9uZfOSVDMf7NAZd0+54RyvlcQ6lwqlk7vMPBmPfnSe/e0kwzCdQwyvXnouuyRnBMzVtiUjPoze4GhCrzdf8gc7oqk4Ys7uHA6d3750Et0YLWTr63s5H5jOvneBwnWPiyvbQdfpH7RQkLmRvGRvLTB/lo1HLj2PVS3nyiEzdJUnU6Np1gb4UsQlFOnBKOnRfO5z1/HmgVpOVLRzwIBcrd3dJ9KQLYRfspGslAKUj0owNBVZVkhftIIHFy4Z7ilqsVDRAD9/qxtVSye3qpwvL+wmTFJghNTKyGd8/eJUsi1tJNf+GUNz4DBkXhhYTaRiZ+2Vm4j0uPbkwmV+iQiLqJFgIjr++kOsPXX8dl4c3VaZexq7yXY6X0iQuWFroE0UzAAz5oBt3bqVrVvPv0Hj7wsFxpBgyHEm8WoOkGSCL7tzzP3dlZSGwRUd/Vj1ZPTeRoyQ4SR9s5LMTGqWJIUaI9Xd6HfL6nk+e835ysXQWixeL4OROWCeTJTLMdaS0sjlFF+98DyP67qHI9szKcl5pDX0YDlutn9CMvvrjVdJJph+PJ0PVzTUavF2mPzRwnIfRzUnBEty492VgQ7VbNPlOp6nqO/WKAPtk/fJHXifgeI9hN3wIHnpeeSkRXG8oh0DyJaanM+JMZzgX7SRyAX/H+2fHKXZmkFvbwzWrmoGPIoIGrPuRNV0spQ27g3bgbVOB1nBUng5Qfkb3Nfg6xmfF1KKoQ1XQIdJNnYMLMZWH8JdRcPX7U9v0enSzbqYtMYuNsp+/yCphtkP+JrOfiI1jcxBszJ4SAomZuPtBC3cHEALBTPFRSdDMfKF4pmHNHKZy1fVj5LsrdxerSZStr/G5w/jYFIWJ6LCWNYzwLwhjc7ebLqAa0MVFOdM3Jq/AWv+BvfxtnvIPzz7zukxNXc8Z9Xmj7OFojX3k+Kox5JWOCoHbCQTzcp95b/5k4Trq7H3WOd3Hct1raK6anbxasHlZKQDPFY18KhWXi4pBt1wO08udp9sYv1iM/H85y/sRw/rQO5J599WtxM5MOgzv0qWJTTN4LSagmrIWCUDJIWDHdGkNfSwblkBZ9rD3a3C+kJL2OoxscmztmBRElhgNZX1zWVCnS493Hze1R4AOnqGUOThBtvhoVZ21oayzpBR0N06Ygawp9i8Ds8xPV7fxsmICo/HxaQ1drFx+IlHiLd08ElQEIsG7Czqs7k/61biyPzKfwbQOsFMc9E5YJ4vFENSeNKVh+SjRNzTSSiK7CaldTeaZbgP4ng/jD22Xh6t30FHUhTJyRt46ZiFOi0BRZHpWfeA21Fy94l0/n92SwXzQko52B7tl+aOy4YMWugLamHtlZvImsF2KdO5nOJ5rIzECDHDn2VcEwzXOJMYLaXgK8rjq5WXLA+LpbocuvmWNvIszVSoKWYCvt6LvGA/isWB/WQ8FY5klkkWDMOM/nrmVy3JiefY6XZqVLNyd1NKL/vaoqg84iC3+G3i64Np7I1z215uT/aa2CQXLuO7eYk0nlKQa0rA0Lyed0WWMDCXyGVZYtPSNDJTItn3/l7mS028ZKwmXLJRoaZQo5opAbpuTCo666+o8FSOI56RuY/WUkGsVMHv02PQJVhQ24HVMJ+fzoSlZN/6nUCbKJhhAuaABUr/y/OFcrAjmkpnHtJYJeJ56dFO5ffHsI9Rij7yh7Hb1sN/Hfs9XUPd3L/sy+TH5rF9gYcOWHo0LlFXTzyXR5dJFvYEXUOVPWFCQdIMWrjfKcLK/pNoiQ8xZAvD9snRaWkVNBuIPJnZxzXBqO8YcOaAjV7uhuEoj9ZSge3YazR2eE8O+gcdfH5LPn/ZUY6hm5p186RW95jUkalpaeZvMd1IFgeO8lUohKAn5PDr4mvcFcDbPeRMosODAA8nzpFDpT3cvaQon9BZJskMhufy0VAu9SSPmtiYjbM3orWkjnreVW04RmfoBvHRIcind3N/2NtIGKgovDSwmgXWZmTJrK6cbHR2unSzhP7WhceLL+wgsXsHb2TGoCPx1cYut9REddw6lt16b2ANFMwKF10EDHznIY1XIj5WHoyvH8bOoS5+dez39Np7+cayr5AXkw3452B4q4xr3L1C5lhQzoSCpH2HWtyK9oah4yjfS9PpvRja9LcKElxYjGzBNRYTTQ7y0qO9opjte15C6TbHZKdF4oXQOlSHxBcTP0V7ZI576bLSnkCFkYAs4RXZWb84lbpPTnBfuOnESVoJLdaryZbNJUUZU61+XVA5a4KrzFZhRcvwNbHx9bzLskSm0kqu0ky1nkqSGkpe59vImPIvFkPjs2EHAQMNhf0pd1C4anJLf9OlmyX0ty4sXv31/6Eo/BOeyIxFBr7a0EWy3SzsapASWbZdOF8XCxelA+bC3xLxsfJgfP0w7m86TL+jn28u+yrZ0VmTsmfkeZILl3F98vwJr8F65SbYfxLD0JEUi9liRVNnpFWQ4OJkvMkBwOvOPEiXY5WUVojWvQfJ0CgLC0KVJb7S2MP8hAGCPWRaXBMYSZbo6BmiomG4HdfV6QNYekwRVgyNq9IH2HHGKbRqmEKrEoxqFTYeG4pSALg8Y4iYA884n7USmpuXmon+0vASquRs2o2hk0ljQLXqRIT4wuCTx/6Zy63tvBsRhoLBVxu6SbBrDBlWqiKWsfYL3wi0iYJZ5KJ2wMC/H7bxqp1c+2tOaYp1qasoii8kMmjyEgX+VFX5IqtoGVriQ+79ALTTe00nbJKtggQCX4w1OfDMB/PMq7IoMl+69EvEtBxjQ/cxlvXbiUDxGouuCcy+4ib2FDfxwYlG9pY0c/vVC3j2ndNkEMaCSDMBX5ItpC5aTn1dF7/p3cLqoEpTVV/CS59rLEbmrV2qNxKtmS2LNE3FYpHRUMxcMSTeH7qEy0NK3ar40bmLZ/gOCy50ql/4JalKOwBXdQ2wpmeQCM1ARaZ20ZdYu3FdgC0UzDYXvQPmL76qnVyVYInJGm+2vsgXCreTGzN/Ss7XeOeZyn6pnzfL9OdKDpjg/GasyYFXSyOPvCo9qJsXtI/51nV3Ez5wHcHjqOSX1XWh6cOivkfKWlE1nWojkcd6t7BtgZ1Fa9cRmZzHZfWl7DpuUKMmctie6/5sojE+Ml/zUFcMn2K4L2pD5GIsC9a723wFW1KpUpsI7qwgOnexc3lTIJgara89Sm/fx/wpK44vNvWQ5NCI0Aw69HDai77AauF8XZQIB2yKuGbUWlAPQQWHCA+xEmoJOadj+qM47i8hGQUEjxBiFQjOBV+TA888SNkZASOkG2vBYRQllGAlGCU5fdzxPDKXcmVBEuVneswOCiQTtmo5SvJwbtjekmafn43HyHPMW7SU373fN1wAsHCJWRzj5WjNB8SLUXBuVD3xEGetHfxPRgyRqk6wc7JhABVZn+Ua4XxdtAgHzAf+OEJldV1oQd0EFRwCQ2aV5dOkRaRM+tiuf7saA48nEDudDprg4mCmBTxH5kE2DtbzYt27hFnD+edVXyc+1Lut1HAvUSt1zWa+5frFqaNyKceSJfGs3MyIDxtTmmXkvr7yNTMSr6Wsrovt53BvhECqYDze/v3/JTGkg6fSYohVNb7S0E2kUzNvd8iV3PCpzYE2URBAhAM2An+V8pNSDIIKD4GmoFWsYeUtOZM+dvD6O9xOF8ge/SVHJ85PRsFfIICpCXh6OvmAz8nCWHmQDX1NvFzxLHGhUXxr+deIDYnxOmazNYPnd5YzX2riiIe+1u7iJn6wNZarQ+qxWAqB6HFzM8er3Bzvmn2JBJ+rOr0QSBX4oqKhh70v/ZUVUSX8d1osCQ6NrzR2Ea6ay/Rno/K44fa7AmylINAIB2wE/rReAViRlcnJ7uVEDeSz/JYsv354Rx276vDwv9FBUjA7cI9OKvbXLoHAxWQFPL2cfEkBwNA1BiWF/qJbiPrk5XEnAElhiaxNXc2WrM3EBEePOmYMMl8PM5DR0VD4Te8WatREMqVWovY/jc3QsMkWwm/83qTG9ihV/pHtw1w9Iv2MHPsb1RICqQJfVDT08Oyzb/FA5H40m8Hqs4Nc3dlPmDNH0hGTybzP/SDAVgrOB4QDNoKxJCdcVPXUEhcSQ0xwNF9efuu5HTtnFVpzufvfwevvwBjq8/mimMgugWAkkxXw9HLyDRUDU+YBXaPp6B4ircOtfjwnAKe7KkkNTyEiKJzt+dvGPKZk1hm6pR3yLM3UqIkssDYj6SqSsyKxpfQ4aeNE3Dzxpcrvec1Fkd0MvPaY35HjyUS1hEDqzPOrX/0KWZYDJtw9FUpf/m+uTKzEZodwAz7d1uf+rCcqTzhfAjfCARvBeFIQ5V0VPH7iTxTG5XPvki9Oy7GVuAy/ZudTlagQXLxMVsDTy8mXZHTdcFcJHrdnkhfU6m7145oAFLd/wn8X/5mVycu465LPjXtMSZLBMNCdenVR2UVsDk4jwmagNZ90n6vCkUyyn0vuI6NQ/YMOr2tOad2NfRKR48lEtYRA6szR29vLI488wuuvv85XvvKVQJvjNx8+9iOiYxp4LiWKNT0yNzidrwEjGDlvA/OuFsuOgmGEA+YDX9VepzrK+V3xkySExnN74S3TduzJyE5MVaJCcPEymTynkU5+fVsfB977kHJ7MvUkc826tV6tfo63lfDHkqdJj0jlMwtu9OuYMJxXdoNzLFc0pPK75zu8KhLVxt1+Lbn7ikJ5XrNmmVzkeLJRLSGQOjO8++67zJ8/n3vuuSfQpvjNzjd2YYlp5MXkKOYPObi2vZ9BPYh9ibfymVu3BNo8wXmIZBgu3ee5QUdHnzkznwESEyN9JvaWtJ/iD8VPkRyexDeXffWcdL5mi7GuZS5yPl6LLEvEx58f4+Bcn4nx7u9Y+VBHWo7z5CfPkRU5j28s+xKhltApn3/keQAaT51kWc1TSIYGsmVUBMzT5olytiZbPTyTlY3n41ieCH9tnoln4tFHHwUC1zvYH0prOjn22t8Y1A7wdnIwuYMO7mzsJsiAg/Iy7vj+vwbaRMF5ioiATYBu6LxevYO0iFQeWPYVwq1hgTZJIJg1fEV4VF3l9eqd5ERncd+Sewg5R/07z/N45mDtCbqGu1fIJBcuG9dxGisKNexIJZK33P/IsT9RrZEOo1iGnBpvvvkmjzzyiNffcnJyePLJJ8/puCMnJTPl+FY09PDB355lW9gBfpkVz4IBO3c292AxoEGL5Zp7/58ZdbjnokPvLxfCtU00KREO2DgYhoEsydy/9MsokkKY9dxm+QLBXMcwDCyyhW8t/xqhllCClaBpPb5nDlaVPYFjQTkT9kP1RUVDD88//zbZchPPH0hl+/Zrp805Gq/9kpCimBxbt25l69atgTZjypTVdVFkqSHIgHsbuohQdRQDVGTCNk0+T1hwcSEcsDH4qPkoJ9o+5kuL7pgTS44CwUzguXy319FGdUsJ26UUItMXzkg+YkFmLLlB7e58sILMlVM6TuOpk9wb9jYKGhon+fhUKnnpG6fFxrHaLwkpiouLd559mhapmNIUmcIOiHHoANQG5RK1+kbRvkowIbPugB05coSHH34YVVWJiYnh4YcfJj09fbbNGJd9jYd4pvQFFsTkoBoaCkqgTZo0pTWdHDjZMOGyiFDyFoyFp4bXe9HhvJYQRmG/naHmfajHpkcMuKKhh33FTYCpiJ9taeOByJ3OpPkSwi0rAP/Hb0VDD28eqGV+RzEKGopL8sLaMuF+/i4p+mq/ZOiGkKK4iCj/w/fojenlSHwES3oH+Mg+n2jJRuiCS1l87c2BNk8wR5h1B+y73/0ujz32GIWFhbzwwgv8+Mc/5vHHH59tM8Zkd8N+niv7Owvj8vna4rsImuYlltmgoqGHXzx3DIc6vpaRUPIWjIdLw+uD6FDeTAgj8yzc3tKNRWJaxIArGnr42TNH3VGk3cVN/PulHUQaKmCAoY17Dl8aYH/ZUYauQ5clnvWRHs225XTSxtnv2XdOozodKgnQxllSHCk/ASIHbKY4H5PvP3nm53wS28f7cRGsODvIZ1p6KZfC+W3fNXwmKofFgTZQMGeYVQfMbrfz7W9/m8JCsxS8oKCAv/zlL7NpwrjsqPiQ58r+TlF8IV8puhOrYvVrv8lGkWYy6lTR0MMre6pwOMx+Y+Mti0yXkreIol2YWNIK2RkbwZtxoSzutSFXFyKFdaCjI0+DGLA5/oaX8HTNoMKRzHI/ZSNGjt8jZa3o5ioQNWoiv+ndQp6lmQo1hfDGEFaPs5/r37pm4LJovGfCV1sjwYXPa//zFANhNXwQF87qnkFuau1FBk44spAlRARUMClm1QELCgpi2zZTKVvXdX79619z9dVXz6YJ45ITm8malJXcUfgZLLJ/t2ayUaSZjDq5j+1s9irBuMsi06HkLaJoFy5Kch55Kz7L8tqDtFRlUm1PpJ14vyoT/cEcf5LbCZMVibSFSwhb7J/g8Mjxu7IgiVO1XV5OmKvf5F0FSePuV36mB03TkZwRMF0sKQpGcOAvv2HT0CFK5SAcXQNc396HDNSo8XQkruahK/LEb59gUsyYAzZeebHdbuehhx5CVVXuvffeSR13JrSXytorKUjIJZFI/unyyaku7zrZhOYxm67vGGDdsoxp235KtgCSBMsWJHLHtYUUzo/zuX1iYiQPx4RRXNnO4tyEMbfz65wzcD0jbRXMDoZhUH22lpzo+RTmbKIwZxMV+a4o50rSxpV88D8KmpcezYN3rPDKATP3jfbLufOlRJ+RGMGbB2rp7rORHBtG76CdlQVJbF6WPuF+YklRMBan/vRDwuVGABYO2lk4aMcAbJYIltz7f1gSWPMEc5QZc8DGKi/u7+/nvvvuIyYmhscffxyr1b9lPhfTKcRqGAavV+/kzZp3uG/JPVyx8NJJ645kxIehKDI4Z9MZ8WHjHmOy20/VFotFZuuaTOLDreMePz7cyuYlqQBTsmMmr8fF+agHcz4JsU4nhmHw4ulXeb9+D99ZcR95MdnA+NpY5xIFPVcleV9Lgd/8zMSvQ1/7iSVFwUi0lgpa/vFLDiTIHImK5Ztnuki1qeaHEkSvn1w/YIHAk4Ak4WdlZfGjH/0ISZJm+/RuDMPgH1VvsaP2fdamruKS+IIpHWey/eDG2n6yat0THXvtknTiwyfn3J7rOUXEYG6jGzrPl7/C7ob9XJFxGbnR8/3ab7K5hK6xLoVEYAz1uf9f9DgVnE9oLRWcfeVhXk+K4HhUCFd19pNiM5vU9yuRJGz4DEELNwfaTMEcZlYdsE8++YR3332XvLw8brrpJgCSkpL4wx/+MJtmYBgGL1W8xntndnNZ+lo+l38TsiRP+XgTRQdGOicjt9f8bDw8GVtmM2ok+uGdG+eDNItu6Dxb+iL7mg5xTeZmtuVu9XuCNJlcQvdY1xyAZyRbwq5Mj7SFQDAdtB54mVeSIyiODGFLRx9XdA4A0BiUReE9/x5g6wQXArPqgF1yySWUlZXN5il9Un22lvfO7GZzxgZuXfDpGYvE+bs04yr3n6jxsODC5HyQZjnVeZp9TYe4bv5V3JC9ZVLPhGcUtCiym5TW3WgW39Es91hnZBqB77E/HZFhf5nNcwnOX2pLjnP20Kv0BNVTnBrN1rY+NnWbzle7JUU4X4Jp46JUws+Jns8/rbyf7KisGV0G9XdpxpJWiN1Zem9ICgc7oklr6JlUVG0izjepiPPNnkBxvkizLIov4H+tuJ/cmPk+P5/IOclLjybb0sbAa49hd0Zyg9ffMWpp0ZJWiF1SwFBHHEHykp3QWipwlO/FUbYbDO2cI8MTXcN0RqEFc5fakuNE7H2UGDSwQ3R9F/OHHBgS2JIXk7PtnwJtouAC4qJxwHRD569lf2dF0lIK4vLI8TO/5Vzwd2lGSc4j7IYHaSk9zpNHdSqPOLAcP+YzYjaVhOfzTSrifLMnkARSmkXVVZ4pfZEbF11JLInjOl/+OCdekVzNgW3PnwF99D6GR/RLkrEuuQ4pKMztGA0vU9qHtzvHyPBE1yCi0AKA9hPv81ZKOFd09ZNi00zny1lWHrd2W6DNE1xgXBQOmKZrPHXqrxxuOU58SBwFcbPzwzqZBHUlOY9jVRYq7VXjRsymIp46XYKr08X5Zs9scT5Jszg0B/+57w8caS6mKG0B+Qtyxty2q7yaAV11OyfBPdXEFi0ftd3QJStoOvYPDE01dVB0HdfSomufrvJqBgxteCfDICI2ltgNt4w+nxsJSbGQcMkKQjzkSCYjTTLRNXja7utc08lclFSZizZPltPFh9kVXUt1aDCF/TZSbBq60/kK3fhF4ZALpp0L3gHTdI0/ffwMx9qK2ZazlS3zr5jV808mQd2fiNlUxFOnQ3B1Ojnf7JktzhdpFrvm4A/FT/FJZxmfy7+JaxdcPm7BhhadDbLFrU5vi872vX1wGqHXP+iucLTte2bUPl7HApCVUcfz2kaSsRRsJCh/A73BafQ6t5tskcmE1+BhuyWt0Otc08n5KKkyEf7aPJelWYbUIf5S/yodoVa2t5xlaa+Nk455WBJzWL15o3C+BDOCZBiG/7/c5wGTedmousoTJU9zsv1jPpN3A1dmbhp3+/Phx9Gf3Ch/thl5LedbztVk7DkfvpeRTOfL5v777yc+Pn7K0iyTeSbsmp3fnfwfyroquL3wFjakrfHr/k4lQX2sfVz5XQYQlL/B5/EmOt9UxsT5kGR/Po7liZiLDtjIZ2Ksa7Cf2kXrqf38IbSfjiA7n20+y9I+Gxoyj/dv4bbPXXde/F6OxVwcT/5yIVzbRM/EBR0BkyWZMEso2/Nv4vKM9YE2xy/8iZhNRfbhfJOKON/sCRSzLc2iSAqh1lDuXLidNakr/d8vOW/STstY+/hzrKmcb6r2CC4e7Kd2oVYdxpKzCv1sK/YTbxAKJKREs6VjiIX9DvbbFlBqKeC2z10tfqMEM8oF6YDZNTv9jgFiQ2L4wsLPBlTwVSAYj9mSZhlUB3HoKlFBkXx50efFMyG46LCf2oVt95MAaA0l9MkSkiwRrhvc1dSDLIGGRJcezvL1a4XzJZhxpq4+ep4ypNp47MQf+a9jv8ehq+JFI7joGXAM8Oix/+Y3x59AN3TxTAguStSqw+7/PqtI/CE9lj+nRqMbmA3YDdAlhQUrL/XqHSoQzBQXlAM2qA7xmxNPUNlTw6eyr8EqX5ABPoHAb/oc/fzXsd/T0NfIDTlbzqnjg0Awl7HkrALgrCLzh/RYOq0KV3X0A1BuLaC/8Aaitz3E6o3rAmmm4CLigvFQBhyD/ObEE9T11nPPojtYkST60wsubnrtffzXsd/TOtjO15bczaIp9jsVCC4EghZuplsb5PfNH3JWhuiKPMoG+3hLT2X79mtJE0uOglnmgnHAXqx4lTO9DXyl6E6WJi4KtDkCQcB5ruwl2gY7uG/JPRTGLQi0OQKB38xUf9TnHGfos1r55rIvoxfEUFbXxfbzpDJccPFxwThgN+ddz5qUFeTHiiongQBge/5NtA92jqlwLxCcr8xUf9TPF95Kn6OfrKh5EI1wvAQB5YJJCImwhgvnSyDwIDo4SjhfgjmHr/6oTU1N03Ls+NA40/kSCM4DLhgHTCAQCARzn0D2RxUIZpMLZglSIBAIBHOL2eyPeqH2s7xQrwsu7GsD4YAJBAKBIEDMVn/UC6GtjS8u1OuCC+PaJmpFJJYgBQKBQHBe8d3vfpesrCx+9atfERQUFGhzBIIZYc5FwGR5ZlW8Z/r4s4m4lpnjfLJnOmw5n67HX+aizTA37fbH5um6runoj+rLlrl43/3hQr0umPvXNpH9kmEYxrhbCAQCgUAgEAimFbEEKRAIBAKBQDDLCAdMIBAIBAKBYJYRDphAIBAIBALBLCMcMIFAIBAIBIJZRjhgAoFAIBAIBLOMcMAEAoFAIBAIZhnhgAkEAoFAIBDMMsIBEwgEAoFAIJhlhAMmEAgEAoFAMMsIB2wER44c4TOf+Qzbtm3ji1/8Ig0NDYE2aVK8+uqrfOpTn+Kaa67h6aefDrQ558Svf/1rrr/+eq6//np+9rOfBdqcC5q5NO7n4hify2P5pz/9KQ899FCgzTgn5tL49pe5+Bz4w1x+ViaNIfDiiiuuME6dOmUYhmH87W9/M77+9a8H2CL/aW5uNq644gqjq6vL6O/vN2688Ubj9OnTgTZrSuzdu9f43Oc+Z9hsNsNutxt33XWXsWPHjkCbdcEyV8b9XBzjc3ks79u3z1izZo3xve99L9CmnBNzZXz7y1x8DvxhLj8rU0FEwDyw2+18+9vfprCwEICCggKampoCbJX/7Nu3j7Vr1xITE0NYWBjXXnstb731VqDNmhKJiYk89NBDBAUFYbVayc3NpbGxMdBmXZDMpXE/F8f4XB3L3d3d/PKXv+TrX/96oE05J+bS+PaXufgc+MNcfVaminDAPAgKCmLbtm0A6LrOr3/9a66++uoAW+U/ra2tJCYmuv+dlJRES0tLAC2aOgsWLGDZsmUA1NTU8MYbb3D55ZcH1qgLlLk07ufiGJ+rY/mHP/wh3/nOd4iKigq0KefEXBrf/jIXnwN/mKvPylSxBNqAQPHmm2/yyCOPeP0tJyeHJ598ErvdzkMPPYSqqtx7770BsnDyGIYx6m+SJAXAkunj9OnT3HvvvXzve99j/vz5gTZnzjPXx/1cHuNzaSz/7W9/IzU1lXXr1vHSSy8F2hy/mevj21/m8nPgD3PpWTkXLloHbOvWrWzdunXU3/v7+7nvvvuIiYnh8ccfx2q1BsC6qZGcnMzhw4fd/25tbSUpKSmAFp0bR44c4Vvf+hbf//73uf766wNtzgXBXB/3c3WMz7Wx/MYbb9DW1sa2bdvo6elhYGCAhx9+mO9///uBNm1c5vr49pe5+hz4w1x7Vs6JAOegnXfcd999xg9+8AND1/VAmzJpXImZHR0dxsDAgPHpT3/aOHHiRKDNmhKNjY3GmjVrjH379gXalIuCuTLu5+IYn+tj+cUXX5zzSfhzZXz7y1x8Dvxhrj8rk+WijYD54pNPPuHdd98lLy+Pm266CTDX1v/whz8E1jA/SU5O5jvf+Q533XUXDoeDW2+9lSVLlgTarCnxxBNPYLPZ+MlPfuL+22233cbtt98eQKsuTObSuJ+LY1yM5cAyl8a3v8zF58AfLrZnRTIMH4vJAoFAIBAIBIIZQ1RBCgQCgUAgEMwywgETCAQCgUAgmGWEAyYQCAQCgUAwywgHTCAQCAQCgWCWEQ6YQCAQCAQCwSwjHLCLFMMweOihh3jiiScCbYpAEHBeeeUVPv3pT7Nt2zZuu+02iouLA22SQDBjHDx4kBtuuGHK+//qV7/i5Zdfnj6DLlKEDthFSGVlJf/+7//OiRMnWLBgQaDNEQgCSlVVFT//+c956aWXSEpK4oMPPuCb3/wmu3btCrRpAsF5ybe//e1Am3BBIBywC5j+/n7+5V/+hdraWmRZZtGiRfzoRz/i6aef5pZbbiEtLS3QJgoEs4qvZ+Lee+/lxz/+sbuVS1FREe3t7djtdoKCggJssUAwMwwMDPCtb32L2tpaoqKi+NGPfsTvfvc7goODKS4upr29na1btxIXF8f7779PW1sbP/7xj1m3bh0PPfQQCxYs4Mtf/nKgL2NOI5YgL2B27txJf38/r7zyCi+88AIAZ86c4Yc//KFbEVoguJjw9Uzous7mzZsBc2n+kUce4corrxTOl+CCpqmpibvvvptXXnmFG264gQcffBCAU6dO8de//pUXX3yRJ598krCwMJ577jnuuuuuOd094HxEOGAXMCtXrqSiooI777yT3//+93zxi18kKysr0GYJBAFjvGdiYGCAb3/729TV1fHjH/84wJYKBDNLQUEBK1asAODmm2+mpKSE3t5errjiCqxWK4mJiYSFhbFx40YAMjMz6e7uDqDFFx7CAbuAmTdvHjt37uRrX/safX193HPPPbz11luBNksgCBhjPRONjY3cdtttKIrCU089RVRUVKBNFQhmFFn2fv1LkoTFYhkV+bVYRKbSTCHu7AXMM888w5EjR/jFL37Bxo0b6ejo4PTp01x33XWBNk0gCAi+nonDhw/zs5/9jFtuuYUHHngg0CYKBLNCWVkZp06dYuHChfz1r39l5cqVhIaGBtqsiwrhgF3A3HTTTXz00Ud86lOfIjQ0lLS0NO66665AmyUQBAxfz0RWVhZNTU3s3LmTnTt3urd98skniY2NDaC1AsHMkZOTw69//WvOnDlDfHw8P/nJT3j00UcDbdZFhWQYhhFoIwQCgUAgEAguJkQOmEAgEAgEAsEsIxwwgUAgEAgEgllGOGACgUAgEAgEs4xwwAQCgUAgEAhmGeGACQQCgUAgEMwywgETCAQCgUAgmGWEAyYQCAQCgUAwywgHTCAQCAQCgWCW+f8BlEJVRwgFMGMAAAAASUVORK5CYII=\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["pairplot_cross_val(df[[\"s1\", \"s2\", \"bmi\"]], model=DecisionTreeRegressor);"]}, {"cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " \n", " s1 \n", " s2 \n", " bmi \n", " \n", " \n", " \n", " \n", " s1 \n", " 0.999247 \n", " 0.806962 \n", " 0.000000 \n", " \n", " \n", " s2 \n", " 0.788846 \n", " 0.997368 \n", " 0.000000 \n", " \n", " \n", " bmi \n", " 0.000000 \n", " 0.000000 \n", " 0.999158 \n", " \n", " \n", "
\n", "
"], "text/plain": [" s1 s2 bmi\n", "s1 0.999247 0.806962 0.000000\n", "s2 0.788846 0.997368 0.000000\n", "bmi 0.000000 0.000000 0.999158"]}, "execution_count": 39, "metadata": {}, "output_type": "execute_result"}], "source": ["correlation_cross_val(df[[\"s1\", \"s2\", \"bmi\"]], DecisionTreeRegressor)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Les variables sont toutes trois li\u00e9es de fa\u00e7on non lin\u00e9aire."]}, {"cell_type": "markdown", "metadata": {"collapsed": true}, "source": ["## Maximal information coefficient\n", "\n", "Cette approche est plut\u00f4t pragmatique mais peut se r\u00e9v\u00e9ler co\u00fbteuse en terme de calculs. Elle permet aussi de comprendre qu'un coefficient de corr\u00e9lation d\u00e9pend des hypoth\u00e8ses qu'on choisi pour les donn\u00e9es. On peut toujours construire un coefficient de corr\u00e9lation qui soit \u00e9gal \u00e0 1 mais il correspond \u00e0 toujours \u00e0 un ph\u00e9nom\u00e8ne qu'on souhaite \u00e9tudier. La corr\u00e9lation lin\u00e9aire recherche des relations lin\u00e9aires. On peut chercher une relation polynomiale. Les arbres de d\u00e9cision recherche une corr\u00e9lation construite \u00e0 partir de fonction en escalier. Plus la relation a de degr\u00e9 de libert\u00e9, plus le coefficient a de chance de tendre vers 1, moins il a de chance d'\u00eatre aussi \u00e9lev\u00e9 sur de nouvelles donn\u00e9es.\n", "\n", "Cela permet n\u00e9anmoins de mieux comprendre les avantages et les inconv\u00e9nients de m\u00e9triques du type [MIC](https://en.wikipedia.org/wiki/Maximal_information_coefficient) ou *Maximal information coefficient*. Plus de d\u00e9tails sont disponibles dans cet article : [Equitability, mutual information, and the maximal information coefficient](https://arxiv.org/abs/1301.7745v1). Le module [minepy](http://minepy.readthedocs.io/en/latest/python.html) impl\u00e9mente cette m\u00e9trique ainsi que d'autres qui poursuivent le m\u00eame objectif. L'information mutuelle est d\u00e9finie comme ceci pour deux variables discr\u00e8tes :\n", "\n", "$$MI(X,Y) = \\sum_{x\\in\\mathcal{X}}\\sum_{y\\in\\mathcal{Y}}p(x,y)\\ln_2\\frac{p(x,y)}{p(x)p(y)}$$\n", "\n", "La fonction $p(x,y)$ d\u00e9finit la distribution conjointe des deux variables, $p(x)$, $p(y)$ les deux probabilit\u00e9s marginales. Il existe une extension pour les variables continues :\n", "\n", "$$MIC(X,Y) = \\int_{x\\in\\mathcal{X}}\\in_{y\\in\\mathcal{Y}}p(x,y)\\ln_2\\frac{p(x,y)}{p(x)p(y)}dxdy$$\n", "\n", "Une fa\u00e7on de calculer une approximation du coefficient $MIC(x,y)$ est de discr\u00e9tiser les deux variables $X$ et $Y$ ce qu'on fait en appliquant un algorithme similaire \u00e0 celui utilis\u00e9 pour construire un arbre de d\u00e9cision \u00e0 ceci pr\u00e8s que qu'il n'y a qu'une seule variable et que la variable \u00e0 pr\u00e9dire est elle-m\u00eame.\n", "\n", "L'information mutuelle est inspir\u00e9 de la distance de [Kullback-Leiber](https://fr.wikipedia.org/wiki/Divergence_de_Kullback-Leibler) qui est une distance entre deux probabilit\u00e9s qui sont ici la disribution du couple $(X,Y)$ et la distribution que ce couple aurait si les deux variables \u00e9taient ind\u00e9pendantes, c'est \u00e0 dire le produit de leur distribution."]}, {"cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": [""]}, "metadata": {}, "output_type": "display_data"}], "source": ["import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "rs = np.random.RandomState(seed=0)\n", "\n", "def mysubplot(x, y, numRows, numCols, plotNum,\n", " xlim=(-4, 4), ylim=(-4, 4)):\n", "\n", " r = np.around(np.corrcoef(x, y)[0, 1], 1)\n", " \n", " # d\u00e9but ajout\n", " df = pandas.DataFrame(dict(x=x, y=y))\n", " cor = correlation_cross_val(df, DecisionTreeRegressor)\n", " dt = max(cor.iloc[1,0], cor.iloc[0,1])\n", " \n", " ax = plt.subplot(numRows, numCols, plotNum,\n", " xlim=xlim, ylim=ylim)\n", " ax.set_title('Pearson r=%.1f\\nDT=%.1f' % (r, dt),fontsize=10)\n", " ax.set_frame_on(False)\n", " ax.axes.get_xaxis().set_visible(False)\n", " ax.axes.get_yaxis().set_visible(False)\n", " ax.plot(x, y, ',')\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " return ax\n", "\n", "def rotation(xy, t):\n", " return np.dot(xy, [[np.cos(t), -np.sin(t)], [np.sin(t), np.cos(t)]])\n", "\n", "def mvnormal(n=1000):\n", " cors = [1.0, 0.8, 0.4, 0.0, -0.4, -0.8, -1.0]\n", " for i, cor in enumerate(cors):\n", " cov = [[1, cor],[cor, 1]]\n", " xy = rs.multivariate_normal([0, 0], cov, n)\n", " mysubplot(xy[:, 0], xy[:, 1], 3, 7, i+1)\n", "\n", "def rotnormal(n=1000):\n", " ts = [0, np.pi/12, np.pi/6, np.pi/4, np.pi/2-np.pi/6,\n", " np.pi/2-np.pi/12, np.pi/2]\n", " cov = [[1, 1],[1, 1]]\n", " xy = rs.multivariate_normal([0, 0], cov, n)\n", " for i, t in enumerate(ts):\n", " xy_r = rotation(xy, t)\n", " mysubplot(xy_r[:, 0], xy_r[:, 1], 3, 7, i+8)\n", "\n", "def others(n=1000):\n", " x = rs.uniform(-1, 1, n)\n", " y = 4*(x**2-0.5)**2 + rs.uniform(-1, 1, n)/3\n", " mysubplot(x, y, 3, 7, 15, (-1, 1), (-1/3, 1+1/3))\n", "\n", " y = rs.uniform(-1, 1, n)\n", " xy = np.concatenate((x.reshape(-1, 1), y.reshape(-1, 1)), axis=1)\n", " xy = rotation(xy, -np.pi/8)\n", " lim = np.sqrt(2+np.sqrt(2)) / np.sqrt(2)\n", " mysubplot(xy[:, 0], xy[:, 1], 3, 7, 16, (-lim, lim), (-lim, lim))\n", "\n", " xy = rotation(xy, -np.pi/8)\n", " lim = np.sqrt(2)\n", " mysubplot(xy[:, 0], xy[:, 1], 3, 7, 17, (-lim, lim), (-lim, lim))\n", "\n", " y = 2*x**2 + rs.uniform(-1, 1, n)\n", " mysubplot(x, y, 3, 7, 18, (-1, 1), (-1, 3))\n", "\n", " y = (x**2 + rs.uniform(0, 0.5, n)) * \\\n", " np.array([-1, 1])[rs.randint(0, 1, size=n)]\n", " mysubplot(x, y, 3, 7, 19, (-1.5, 1.5), (-1.5, 1.5))\n", "\n", " y = np.cos(x * np.pi) + rs.uniform(0, 1/8, n)\n", " x = np.sin(x * np.pi) + rs.uniform(0, 1/8, n)\n", " mysubplot(x, y, 3, 7, 20, (-1.5, 1.5), (-1.5, 1.5))\n", "\n", " xy1 = np.random.multivariate_normal([3, 3], [[1, 0], [0, 1]], int(n/4))\n", " xy2 = np.random.multivariate_normal([-3, 3], [[1, 0], [0, 1]], int(n/4))\n", " xy3 = np.random.multivariate_normal([-3, -3], [[1, 0], [0, 1]], int(n/4))\n", " xy4 = np.random.multivariate_normal([3, -3], [[1, 0], [0, 1]], int(n/4))\n", " xy = np.concatenate((xy1, xy2, xy3, xy4), axis=0)\n", " mysubplot(xy[:, 0], xy[:, 1], 3, 7, 21, (-7, 7), (-7, 7))\n", "\n", "plt.figure(figsize=(14,7))\n", "mvnormal(n=800)\n", "rotnormal(n=200)\n", "others(n=800)\n", "# plt.tight_layout()\n", "# plt.show()"]}, {"cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5"}}, "nbformat": 4, "nbformat_minor": 2}