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@bhugueney
Last active January 28, 2020 14:36
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Classification non supervisée\n",
"\n",
"On cherche des groupes (classes) 'spontannés' pour regrouper des données en des groupes 'cohérents'. Cette cohérence est basée sur une notion de distance/similarité : les individus d'une même classe sont plus proches/similaires que ceux de classes différentes."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Illustration avec les `iris`\n",
"\n",
"Les objets/êtres vivants n'ont pas de classes **objectives** : c'est l'intelligence de l'observateur qui les a regroupées en espèces."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Algorithmes\n",
"\n",
"Les algorithmes de classification non-supervisée peuvent avoir deux types d'approche:\n",
"\n",
"* maximiser la cohérence 'globale' de chaque classe\n",
"* maximiser la cohérence 'locale' de chaque classe"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## K-means (K-moyennes)\n",
"\n",
"Algorithme qui maximise la cohérence globale, il procède par itérations. Pour $k$ classes représentées par $k$ centroïdes :\n",
"1. affectation de chaque points à la classe du centroles plus proche de centroïdes\n",
"2. positionnement de chaque centroïde au barycentre des points de sa classe\n",
"\n",
"Cf. [visualisation](https://www.naftaliharris.com/blog/visualizing-k-means-clustering/)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## DBScan\n",
"\n",
"Algorithme qui maximise la cohérence locale en aggrégeant de proche en proche les points voisins. Cf. [visualisation](https://www.naftaliharris.com/blog/visualizing-dbscan-clustering/)."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Nombre de classes\n",
"\n",
"Suivant les critères de classification non-supervisée, on devra définir le nombre de classes à l'avance. En effet, des classes de 1 individu seraient maximalement cohérentes, mais trivialement inutiles."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sur le jeu de données `iris`, on constate que les espèces correspondent à des groupes d'individus semblables, c'est-à-dire proche dans l'espace de représentation."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import axes3d, Axes3D\n",
"import seaborn as sns\n",
"sns.set()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f1b9c323fd0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 813.85x720 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris_df= sns.load_dataset(\"iris\")\n",
"sns.pairplot(iris_df, hue='species')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On peut se poser la question des classes qu'on pourrait trouver automatiquement sans avoir l'information de l'espèce de chaque individu."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f1b9b26f2d0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"iris_df= sns.load_dataset(\"iris\")\n",
"iris_features=iris_df.drop('species', axis=1)\n",
"sns.pairplot(iris_features)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On utilise l'implémentation de `KMeans` de `sklearn`. L'initialisation étant aléatoire, on fixe l'état initial du générateur de nombres aléatoires si l'on veut des résultats reproductibles :"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 2, 2, 2, 0, 2, 2, 2,\n",
" 2, 2, 2, 0, 0, 2, 2, 2, 2, 0, 2, 0, 2, 0, 2, 2, 0, 0, 2, 2, 2, 2,\n",
" 2, 0, 2, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 0], dtype=int32)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"model=KMeans(n_clusters=3, random_state= 42)\n",
"model.fit(iris_features)\n",
"model.labels_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On peut afficher les classes obtenues automatiquement :"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x576 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(18,8))\n",
"markers= [['+','o','d'][i] for i in model.labels_]\n",
"for fig_idx, f in enumerate(iris_df.columns[:-1], start=1):\n",
" features = list(iris_df.columns[:-1])\n",
" features.remove(f)\n",
" ax = fig.add_subplot(1, len(iris_df.columns[:-1]),fig_idx,projection='3d')\n",
" ax.set_xlabel(features[0])\n",
" ax.set_ylabel(features[1])\n",
" ax.set_zlabel(features[2])\n",
" for i in range(3):\n",
" select= (model.labels_ == i)\n",
" surf = ax.scatter(iris_df.loc[select,features[0]], iris_df.loc[select, features[1]], iris_df.loc[select, features[2]], marker=['+','o','d'][i], s=100, alpha=0.5)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si l'on voulait seulement évaluer la classification non supervisée par rapport à une classification établie (par exemple les espèces codées dans `species`), on pourrait le faire directement avec la fonction [ajusted_rand_score](https://scikit-learn.org/stable/modules/clustering.html#adjusted-rand-index), sans avoir à se préoccuper de l'ordre :"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7302382722834697"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import metrics\n",
"metrics.adjusted_rand_score(iris_df['species'], model.labels_)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mais pour avoir des affichages cohérents, utilisant les mêmes couleurs, on va réordonner les labels :"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from scipy.stats import mode\n",
"def order_of_clusters(target, clusters):\n",
" res={}\n",
" for i in np.unique(clusters):\n",
" mask = (clusters == i)\n",
" res[i] = mode(target[mask])[0][0]\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
" 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2], dtype=int8)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_df['species_id']=iris_df['species'].astype(\"category\").cat.codes\n",
"iris_df['species_id'].values"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 2, 2, 2, 0, 2, 2, 2,\n",
" 2, 2, 2, 0, 0, 2, 2, 2, 2, 0, 2, 0, 2, 0, 2, 2, 0, 0, 2, 2, 2, 2,\n",
" 2, 0, 2, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 2, 0, 2, 2, 0], dtype=int32)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.labels_"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2,\n",
" 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2,\n",
" 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1])"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans_reorder=order_of_clusters(iris_df['species_id'], model.labels_)\n",
"iris_df['label_kmeans']=[kmeans_reorder[i] for i in model.labels_]\n",
"iris_df['label_kmeans'].values"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f1b93110250>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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2YU4NzPGR+Q+hc3zSiLl8VJByh2L79u28++675OTkDKgdj8fDyy+/zBNPPJGing0ejW3JORSBKtotnUI6VjC6CcTGPnfoZW55+S6sqsUfG9vV40zY3PXUvvggvo5m1Kxcipb9BKelMOkHsECIh0CQDgRsuu7FB/G11qPaC/ts0/Fwu714ZB9dPr+9d/ncuHwufB1KKrouGMEka3fJzJd9mVND5/hOj7Mn/6Gr7/kPYi4fHaQ8h6KkpASPZ+CJx++99x7FxcXMnDkzBb0aXBrbXKiKhM2a2D/L6g55ahHVsgVnAIHYWJ/ui4qNtUnu4A0QwNfqvyHaJDE2BCOTwbbpyFjzHEt2StoVjGyGcy4N2KQqqyL/QZCaFYodO3YE/3311Vdz6623smrVKvLz88P2u/DCC5Nu88UXX2TZsmV97kt+flZS+xUWpm4y7nRrFNgzsOdkkCgfLsduIEvQ5dVSev4Ag9HmcDMafxMkb6d9Jd2u15yMaVRMWszs4qnkWP2/2at5oUsPvk0rvvEhap+4E19rPYqsD+lvSLfrFSBd+jVYdpqIdPntoSTTJ29rffChLoCvtR5FAUeOFZPS87Dl1bxhn+N9F/l96HhSZCUtr9VwEM9OR9r16U9/+2J3qSTQ17m26Tx21YPouk62Nf58Ec++h4KRZgcjlZQ4FOvWrYv67pe//GXYZ0mSePfdd5Nqr7a2ll27dvWaxB2LxsaOXlUuCguzqa9v73Pb8aiqaycn00xzizNhHQoAm9VETUNnSs8Pqf9N6cBg/qbhnmCSsdO+ko42IMsSa8qX09bipr69Hdnm48Ujr7FsxqWo9kIsl6zl6UMvc+Ula+GtjWi6TMsQ/YZ0vF4Q3q/RaKeJSMe/SbJ9ylZlVHth2MOdai+kU5bYvGcz10y9FN2lIFk1thx7LfgZiPldrO9lWeqJNbeSNtcqHe00HW0pEf3tb7J2l0pC+ypnaPzx6GtcM+3SuP0PzvvTL0V3Dq2scTrNp6OdlPxl33vvvVQ0E2TLli384z/+I7m5uSltd7BobHMxdXxur84E+PMsRLVswZmCrhuYFBO67sKaofBJ/SHeOfE+0wrO4by1D7Krci/b/v4h0+eNY8F1P8dpWBBJeYKRiNOwULTsJ+Gx7Nf9nI8bTvD2ie3MKJzCrNzpHGg8Gvw8PWcaAIe7pTcD32k+A0WVYn4vYs0FoSRjdwHbSTWKKnG4IdpGQzFbZPbWH+PPX3zItIJzmJs3C497aKpwC4aWlOdQfP/734/5/W233ZZ0G1u2bOlXuNNw4NN0Wjs82HupQREgM0OlVSRlC84QZFnCq3mRZQm35OLJPZsBeHLPZjokjTdOfsh/X3E/L53YTofVmhJFHIFgONA0A6elkKIbNlD2/UcoumEDHRYrj3fLaj619wW8ijtMZlM3eaOkN7H4kGUp6nvd5B1QVWLB6KQ3uwvYzmAQy0Yj8SpuXj72Dv99xf28fPQdvIp4/hmtpNyh+Oijj2J+35daEm+++SZf/epXU9WlQaWp3Y0BZGcmFxuYZRXVsgWjA0WRyFY95ChOslUPihL9kGOYfTy5ZzO2bJWdlXvDJAZ3nd7HTedexx8ObmXZzG/wcdV+zGZR5VcwctE0g3afmU4ykU0mPq7eF7T5yfkTosbAx9X7OdlaGfbdjlMfk5GlsrtqX9S+klXrd1ViwZmBbDKxuzradlI9t5rNsW009Dw2m5mdlXtZPuOy4Dy/q3IfNltyL2AFI4uUWdivfvUrALxeb/DfAU6dOkVpaWmqTpVW9NSgSHaFwkSH04um6yiyKFQuGJkkI1UYCNnY9sUOZhVO47yx89h86NWgxOAF485ld+V+3jnxPhNzx3Ne2Tw8neJBSTCyCYyNmuf+D+Xf/CGZZhudHifHG//O2vIVYWNgfskcgOA+WeZMJudPZF/NYRaU+SU5NV1HlRXOK5vHobpPg+ElF2SWD/MvFaQDUXNxXgnnfedenjMPXM41ER6PL2ijwfOUzsHj7DmP0+nhwrHz2VW1jz9/8SETc8dzwdhzcYqXqqOSlD3R1tTUUFNTg2EYwX8H/ispKYlyMkYLTYEaFL1IxgbIyjBhAO3Ovi9B6i01eI78GV/1MYxkEjYEgn6QTFhFMlKFusnLn469yX9fcT9/PPI6JsnE2vIVANx47gp0Xef3B/4EwLP7X0IzdFRVxpFnRVWFsy0YmQTHRlM13j8/x40zrgDgn+ZfT7Y5Kyj9euvCVeRYs1A1c/C76+ZcxeZDr/LHo6+TY83ijn+4hcevfoh/ueC7GBhh4SVt7pGTcCwYPKLm4qZqPO89y3dDJIbjyblGzvV9DalTJJkb5lwNwA1zrkaJ8UipGzpvnfgr/33F/bx1/K/ohj7g8wrSk5StUDzwwAMAlJeXs2LFilQ1m/aEVslO5hk/M1CLosODI8uS9Hm8xz/A9ZcnQPdXDlcnnIt1yfeQTNa+d1ogSIBh9vHU3q1cM/VSiKMOIhm+mFKFkuEDzMEqqqFL3R+e/oQFZXNYOmkRc8bMYMfJ3eHL5VX7WVg2l417/sSy6ZeCT4Q/CdKXWNWJARRJo/CK29FdHbR8sIWpUgYVZy9iYu44nt73AtdM/wYVkxYzMXccT+31q/DMKJzC0kmLyDZnsq/mMD/+yvd4cs/zLJtxKU/ueZ5rZ17GjpPhVYl3Ve7n/MKFfa9KLBhVxJqLtcZKZhVOomLSImbmn40eZ0Egcq5PZu4PYDar7Dj9EbOKp7J00iKmFkxiZ9XesErZZrPKjsrw+8Duqv1cOHZB0Pb7el5B+pLy14AXXnghp06divqvtrYWXR99mf2NbS5yMs3IUnKedVaG/yGpL4nZWnMlrr/8FrV4EraKH2Ca+TV8X+7B9e5/YYzCayoYPhRV4mi3sszRps9Q1Nh2bUgqqr0w7DvVXogh+e3b4/Fx/thyWt3tvHPifdo9nXxlbDmf133Gt2ddyfGaoywsmU2m2QZAljmT88rmcbDuKO+ceJ9D9Z9itohVCkF6EgwzeWYdlf91K3XPrMOmtWDz1FO96R6qN91D49sbybvoevR9f+Y7s6/iSMNnvH1iO180n2LV3Gs5Uv9ZcJzJPpU185bzwqHXKC+ZSZu7nUZnMwfrjvHOifc5WHuMc0tmhY2XhWVzhDMhwJDD52JL6WTylqyk44X/w6oZV9D54v/G5q6PynGLnOvNFjmpuT9AYI7/vPkk3551JV+0nPKHrYbYZKz7wHll8zhQe6Tf5xWkLym/Y1dUVHDxxRdz8cUXh/37oosuYvbs2dx+++00NDSk+rTDRmObi9xsC3qSIUhZGf4ViuY+VMv27HoRFBPmc6/EsGShTlyIaVYFvpP7cO98vl/9FghikYxqB/RIFQZuZMEcCqNn1U1D49kDLwH+kCa37uPRfZu55eW7+M9P/gAeN989178s/91zr0MzNDaGqEAJNRBBuhIr5E9rraXuhfDv6l99hOxzK3D6XDz+iX9cPfrx72n3dISNM5/ioaPdwzenf51lMy7l+UOvdq9O9IwHVVG5YfY3AVEpWxCCJFN4+W3BudixeDn1r/wa9+mjVP7HzbhPH4tZOTt0ro+nQNYbmqGzcc/z3PLyXWz85Hk0I/oFp2boYfcBDZ0n9z0/oPMK0pOUOxTr16/niiuu4M0332T//v288cYbXHnllfz85z9n69at+Hw+7rvvvlSfdtiob+kiP8eaVLgT+AvbQfIOhd5Wh+/vn2CZvhhD6lkKVM8qRz2rHO/+N/HVHO9zvwWCSJJR7QgQS6owNCHbZjOz83SEqlPlPqbkn41P99Hh6WRnzQFmFZzTXfl3WrQKlFADEaQpscJMZJM1ZhiguXgiO6sP9qr2pMgKs4umc7zxC6bkT+RI/Wdh++yu3MeUgoksnbSI6QWTUWQRGiIASfPQtG0T+RVrKVl5HyZHcY8dav7Vgp5wVD+Rc308m0ykDGU2q+yu9LcRmNMjlfpC9wm0u+v0Xqbkn93v8wrSl5Q7FA8//DDr169n/PjxmM1mzjrrLO69914eeeQRJk2axL//+7/HlZYdafg0ncZWN3nZyedCKLKEzarSkqRD4T22HSQJpWxG1DZ1+kVIGTm4//oEhq/vXv2nzZ9x/87/y0+338eLx1/Gp4vl8zMZj8fHgtK5YWEV80vih1UEJDLbNBvtPv+Df0BGVvF0cF7ZvIgQjbl82vh5T9sFk8nQdFbPW46n04i5v9Mp1EAE6YchqWRMXkjxtXdSsvI+iq+9EyBmGKDm1VlQ0jOujjf+PcrWA+PM6zS4cNx8Pm38gumF54TvUzqHR3f9njXzlmOIOPMzlki5bkNWkTMdPTsYRsJwVIie6xPZZDySuV/E2if0PtCf8wrSl5Q7FLquc/r06bDvqqqqgvkTNpsNTdNSfdphobHNhW4Y2LP79ha1L9WyfZ/vQi2ZgqFGJ19LqhnT7Ar0lhpaP369T334ovUk/7nvt3g0D+PtZbx3ajsbDz0r1KPOcGSvKag4k0gdJJLImPLmtx8jy6ezZt5yVFllzbxrydJh1fTLALhx1pVkK1a6DCutzS5/RW3Nwpry5QCsKV+OqiXvqAsEQ4lbtpK3eAWNb28M5ktIthwKr/pRzDDA0HG1et61mDQLN5V/G1VWw8aZrhvgVlk991peOPRa2Hh45/O/8Y0pS+ho9/j3E5xxxMrdQfeG2+K2ZyhedkfCcFQgaZtMRDL3i8h9VM3C6rnLo86bqA3ByCDl60qrV69m9erVLFu2jDFjxlBTU8Mf//hHVq1aBcBf/vIX5s2bl+rTDgv1zV0A2DP79uCTaVVpTUKHWW+pRm+twTz5AuLFVClFk5ALJtDy/ovYxp6P1O3pJ0LTNTYd3Uy2OYvrpy8DQyLfksdfK3fwt6qPWFR2QZ9+j2D0oPkMpudPpmLSYqblnYPmSu7BJTKmPGfuEup+dzdzVq3nsasexOPqpPn1R5lz2feoaDvNrJJZuDULPp+BPddKe6sbj1tnVqFfMWRm4RS8TiE4IEhPLLqL2hcfCpdNfm4DBZffRn7FWhSbHTk7nw49IxgGGBhXM/KnkGE1M1OZ6h8bHi++Lv8+siyRlW1humkyRxqOM6uoezwUTeFYwwmm5Z+D1iWciTOVmLk7TZU0vvFY8Luu47toAsasXI+h60EFsoAdBoic6z0unZkF0TYZiarKeDUvqirj8+lR9wtZlsi2W2hvdaPrRtR5vC496rz9uecI0o+Ur1DcfPPN3H///dTX1/Puu+9SV1fHhg0b+N73vgfA0qVLefzxx1N92mGhrsXvUGRn9M2jzrKaklJ58p0+BICcPz7hfqZp/4ju6sBz4M2kzr+7di81nbVcMuEiMPyKCvMKZzMuu4yXTryOy+dKqh3BKMWjsnrecvAkft8QuvQu4w2LH5etWfha69EVhd/v/xO6otB1fBdWr8bqeSvQ3GY8Hr1bLrCn8q/sMbO2fAWyR+ROCNKXuLLJkkTtCw9R9fQ6DF0Pf4jrHlc6Ok/t3YyO7h8b9OwTGA8yMqvnLUf1WlhbvgIVE9fPuRoZoYBzJpNs7k7X8V1gJBEJEjHXx7LJSHSzh417nkc3e2K2ETmnx9qn18+CEcmg6DJ+9atf5f777+fxxx/ngQce4Ktf/epgnGbYqWvuwqTK2JIsahcgM8NEe2fvy9ZazadImblgyUq4n+wYg2XsNLwH38HwJXZUDMPg3VN/pSSzmFJbSfB7SZL4SslCnL4uPqjemfyPEYw6dN0IhiHFI3Lp3dtYGRa3q7s6yL3mXzlY76/se6j+OLnf/DGGIQfbjiVR6/PptDS58PnE6oQgfYknm6y7OoL/NuTw+4KuG3S0uznScJwGZxOH6o/6bb/Rb/uh4+Fw46d0tLvxeDTa29wcqDvCzS/9hMONx4Ws5hlMLLvTva6YtuhtrOyRNI4hGwvhc72iShxpOB5mk5GYLTIH64+FSXtHthFLAjbyntLbZ8HIJOUOhcfj4bnnnuPee+/lzjvvDPtvtFHX3EWhIyNphacAOZlmdCNxLQrDMNBqPkUtOhtD7/1NQ+b0CzHcnfiO/y3hfqc6KqnsqGbBmHlREm9jMosZm1XKOyf/KhK0BQkJW3o3W2nZvjlMurDtyIdo46eGyV5qE4qeyjAAACAASURBVKaFxfEGZAtVWRVygYIRRSzZ5MLLb6Plgy3BfyPFqBps8vLUvhdYNuPSoERywPbjjYfA9z7dJ8bJGU4su1PsxRRdG8MWt/vty9daH1M2NpJk5mOv4g6b0yOlvcWcfmaTcofipz/9KU899RSZmZmMHz8+7L/RRn1LFwV2a5+9anumP5yjsS2BQ9HRgOFsQckfm1Sb5qKzkB1j8Ox/I2Fi9ce1+1AkhYk5sf8e84vn0upuY2/9gaTOKzjzkGUJJTsbDLCMnca4//kkSDJN2zZRsvI+yr7/CIXfuCVaBvb0PjIzLdhzrVgsJnZX7cOmWvnvK+7HqlqEXKBgxBAqmzzu1v+k4NLvYwB5X/sO+RVradq2CUkLz5MLSHXGkoT9pHo/J1srg+NhRuFkcjKyyMoyJy3lLBj9xJTrVhw4zT3flay8j6Ztm3BX9cjJR8rGRhKwzcj52GJRsedakWXJLwUeQ9o7mTldlqVgO4LRS8pnpe3bt/Puu++Sk5OT6qbTCsMwqG/pYvJYe5+PDTgU9S1dnFMW+3itu7aElDMmqTYlSUKZMB/v3lfRaz9FGTM15n4HGo4wyTEBWVJiOh5nZY8jx5zNB1W7WFBcntS5BWcWhtnHk3u3ctVl30POHcPGPc9zzVW34X37aQwkwMDn9MvGbj70Kp0ep18ucOxc2j2dbDn2GtdMvZQFpXPJz8zlDwe3srZ8BRNzx+NxipUxQXqjKBI2yY1k+DAkFUM20/Daf4XFsUfKdEKPhOaLR17nqmkXk2m2BcfGuWWzQZdYc+4K/nBwK6vLr+XJPc+zbLp/nDx36OXgvvNL5uDpEuNE0IOmGbRjBsxkSx60zpaw7bHsMZSAbYbNx47xeAw3z+3dwjVTL8XpNKLn9LK5ODUnW/bGmdMd4/F0+ZCsGk/t3co1Uy8FIXk8akn5CkVJSQkez+jXjm/p8ODx6Tj6UIMiQE63Q1HXrRIVC63mUzBnQFZe0u0qY6aAasZ79K8xt9c5G6h11jHJMSHuKoYkSUzLm8ynzZ/R4m5N+tyCM4PQGFmno4BDLSd558T7HG45Se4l36Vm08+ofPSfqXtmHVm6FCZ7aTGsYfG1WQY4PV28c+J9urxdZPm0mHG+AkG6ECXbuWkdWkstRd/8ca8yneCX0AxIwt5Y/i0Arpt9JVVttVhlC06vfzwcqf+MJmcrh+o/xYKQ1RT4iSUbG5kf4ZatFC+7M8wei5fdiVuOlp4PxaSbg/bX5XNhxhKVDxEp7W0xwvexYAlrw6Sb4+ZVCEYfKXcorr76am699VZeeeUVduzYEfbfaKKu2b/sl9OPSr6qIpOVYaKhNYFDUfcFasFZ0IdwKkk1o5RMxfv5LgxvtFLTocajAIzLKk3YzvS8KRjArtpPkj634MwgECNrU63YzDae3NsdT7v3BToUQLVS9s+PgQF1T/2vMNlLt+HmiT1/APxx4x2Sxqb9fwwe3+5uI1PxBpfGxTK5IN2IJdtZv/VX6G4n+RVrKV21gTEr14dVjQ8lIKFZll3EjKLJLJ20iGxLFr/+6ClchissPv3mBdfx2rFtuCVXuKymzy/N6dW8YmycYcSyv8j8CIvuomn788HK2fkVa2na/jwWPbF6o1f2hNmfR3Lx1L7wPJ9IaW83nuCc/tTeF3BL4TbslT3Be0ZoO5Fzu5jrRwcpdyg2bdpEQ0MDv/zlL1m3bl3wv7vvvjvVpxpWqhr9DoU9q3/Ft3IyzdS3xB7ghu5Db65EdpRAAvm2WCjj5oDPg/ZltDNwsOEIxbZCskyJVaMcFjslmcXsqtnTp3ML0p/IKquRKwJms4zd5MKudmI3uTCb5ZBtKrur/fHcV02/hF2V+8Pjaav2k7/iDp4+9DKWS9bia60nS4O15SuwGhlRseC7qvYzJf/s4OdPGk/gs6g8tfd5FIsHLDHkBwWCYSRUttNSOpnia++k8IrbUe2FtHywhcZ3nkTCIJNOslUPVmv3eDK7cJhc2FUn2YbGyrnXsL/mCN+edSVP732RyfkTouLTPzz1CWvnL2dX5T4ylIwoac4n94ixcaYhGT6UTEdYhXYl0xGWHyEZPpSMbEx5pShZDkx5pVhKJqFIWoJ5v2duh578iND5OZgP0S3tbdbD5/RYNvxxd25Q5Hf+EKge+40pNSsYcaQ8h+K9995LdZNpSXVDJxaTQpZVReuH1Jk90xysYxGJ3lIDug8luzDm9kTIuWVI1mx/he1zvhL8XtM1TrT+nYUl0epOsZhkn8D7VR/R5Gomz5rb534I0o/gcnn3G65gaEb321SzWcbqrKWmu2BXYKkcWzEej46maZxXMovnzC/z0pE3eeiSdbxwODSedh77qo/w9ufvM33eWM6ZfRGGT8ekmGhxuqJiwReWzuGPR94A8H8eV86eU3t4+8T7XFAymzavi7dPbGdG4RSm50xD8wlJQcHwEpDtVDId5F10PfWvPhIcK4VX3I5kslC96R58rfVkn38lOTMX0bh9M46Fl0btO7toKj9+cz2trnZ8usba8hVh8emT8ydysrWKC8adS2eHBzr9fVBUicPdISRibJxZGIqZvCUrqX/l1z22dPltGIoZusUgDZOVnAVfp+a5DSHz+B207H6d9o+2Rs37QPfcPpvnzC+H5Uf88cjrQPf8XDITzaOhaYZ/TneFz+nHG/8eZcPzS+YAhOULnVc2j0N1nwbtd1budA40HhX2PAoYlDoUXq+X3bt389prrwHgdDpxOp2Dcapho6qxkzH5tj5LxgawZ5ppbnej6dEP93rjSf8/+pA/EUCSJOTiyXhPHQyrSXGqoxKv7qU0szipds62TwRgf8OhPvdBkJ70tlyeYTijqv/WvvgQGYYzeLznvWe5ccYVOH0uOrpaWTOvO5523rWoPo3HDvhDmH57+GXMX7suLI5c9prCYsGzfLBq+mUAfLd8OXg8PHHwJUyyitWazeN7nhPyg4K0IiDb6Vi8POggQHfo08sPozlbg9/Z536N2hd/Qc7cJTH3tTk7WDnnGgBWzv0mZsMaHB/XzbmKzYde9RcZi3gBFCuERHCGYOhBZwK6bemVX0OIjciah7oXfxExj/8C+9yvBT9HhknZJDd43Fw3+yrAb3+qT2PVtEsBuHHGFXje+32U9GzonL563rWYtOh8n8A+qqzy3XOvQzP0MPv1Ku6o0CrByCTlDsWxY8e45JJLuPvuu1m3bh0Au3bt4q677kr1qYaVqoZOinNt6P30KHKzLei6QUNrtHSs1ngKZBVsjn61rZRMAc2LXnkw+N2Jlr8DUJhRkFz/rHbyrbnsrTvY+86CEUHc6r6B5XJDi7NdCx7vPPBnpkoZVExaRGZzAzMd4/3xtHkT+bDyk/Al8+pDKEqPokcgfjwQC+7UrcwunUPFpEXMKJzCzpoDdHqczCuZyeG640JSVpB2BGQ7TfllMceKbApJfJVl/3fdVeMj95W6OoLjZ3bRNKxWE7OLp/nzKsyZ7Ks5TIenk52n92LrztULyHsKGdkzE0mPM4eH1o2KM48jy+HHhIRJKarCzpoD2C3ZQfv7sPITpmcWUXH2IiZLVpwH/hIlPRs5p3vcelS+j+YzmFkwlceuepDZxdPZXZlcaJVg5JFyh+Lee+/ln//5n3njjTdQVb9RLFy4kI8//jjVpxo2nC4fLR0eChyJVRMSkZ/jP7amqTNqm950CsWRnFxsLOS8cWDKwHtiV/C7z1v/Tp41lwwlI+l2zrZP4ETLF3R6R9fq0plGIG9ClqWYFVWDcoKSEme73ykIhHu43trI6rnL8O14CffW/2Rt+QrcL/2a+QWTyTTbAP8S+fzSOXg8ETGxHjUYC65pBprbxOp5K7D6CB6/t/oQM4omByU015av8EtlRrYlEAwXkkLpqg0UX3snltLJAGFjx1I6GUlWKV21AcWWE7eqtu/dZ1hbvgJdN3hq72Z8msaaect54ZB/dT8ozen0KycG5D3DxpkYG2cMhqSSMXlhWA5FxuSF4ZKwceZxQqIhImVkNZ/G/KLpbD78Kt+edSUvHnqd+QWTcb78CKtmXoH7zY3xpWdD5vSYnwEdnd/v/xMenyfKfheWzeXTxs+Dn4U9j1xS7lB89tlnXHWVf9lMkvyJPzabDbc7cZXGkUR1o98JyOuHZGyAvBz/sVUN0Q/reuMp5NxS+htPJckyStHZ+E4dxDB0DMPgROvfmZAzNqn8iQBn2yegY3Co8Ui/+iEYfkJlBuu2/DKsmnWkvGWXZIspN9gl+Sf/QLgHQMtbG8m/+Ca09kZO/XINvrZ6shULN3WHcNw460qyXF1RyX+6btDa7AoWgwx8dmomspUMbpx5JV7dh6LrdEXIDwoEw01gPNVs+hlVT6+j8e2N5F10PRmTF1J4+W3Ithyyz7+SvIuup/qZn/v32fYMRdfcEV7J+LJbadu3Dcc/XIuzw8ORhm5ZzcbPcLt8XDFtKeCX5lS18PtMZOigkJE9c3DLVvIWr6Dx7Y1Ub7rHb3+LV4RJwroVG8XL7oiYx++g44v9wc+RssZu2Uq2pHLVxMXc8vJdXH3OP5KtWEDzUfkfN4NEXCnkeHN64LOiSmH2bdLNYfarahZWz10e/CzseeSS8nWlsrIyDh48yOzZs4Pf7d+/f1RVyq5q8DsUjqz+P+RYzSo2ixp0TgLoXW0YXa3IOUUD6qNcOBGt8hBG40kabdm0ezoozerbqodfESqTPfUHOW/M/AH1RzA8hOZN+Frradq2ifyv34wpvwwdE07DEkzM83h0sBUzZuV6JEPDkBS6JBs+n4E910p7qztYpVWRNBre+i35FWuRrVnorg6a3/0dMytW+ZfIDQt1z95H0Q0bgMSqYtAdSqJkM7t0Dl9vryLHlsvG9x8B/PKDD1VMYRCmK4GgT8SUjX31EcZ8ax31r/wnWmcLJSvXU73pZ8F9uo77V4pLVq731/+RJAxJIrfiZpyGBV3xhMWUP1SxjtmF06iYtJhZhVPwOsNfAkWGmWgukcB6pmDRXTHz3Ipu2IBPtpBtt6B3dtB26H3GfGudP8xJ12nd9x72BZeSec4CDEkNm/cD7dY9ex9TL17LkgkXcI5uovnd3zFm5XoMXY95TLJE5vw8VLEuzH69Ll3Y8ygh5XfoH/7wh/zTP/0T3/72t/F6vfzmN7/hD3/4A+vXr0/1qYaNqsZOTKpMVoY56IX3h7wcS7RD0VwFgJw5MGUlpXACXsB3+gBflowDoCAjv09tSJLEhJzxHG06jlf3YZLFA91IIzJvwl11nNrn7qfs+4/QrpmJlCX2eHQ8hIby6WFVTjWXQjtmchQnXcd3BR+WAuR+5RpWzbyC2ifuRMlyoEga3uYa7Ca/c+LxxF8h0zQDw23iO/OW8+7n70fFiV9QdJ5YChcMGYGK2N7WerJVGadhiZuHpHu6cHzlmyhZuWEx7JbSyTi+8k1kaxZg0GHYwhRszGaFnVW7o2z9H8Yt5Po5V+PxxklQ9aisKV9OW4ubvkqLC0YWoZXZJYzYORRoKFYPT+19ieXTvoHn1BFOf7Q1bL+cc79Om2br/hRuMwE52izFzOp51+I7eZjmzhYMXY97TDKYzSo7qj6Osu8Li89j9bzltLd22293mFTws2BEkvKQpyVLlvDYY4/R1NTEwoULqays5OGHH2bRokWpPtWwUdnQSXFuxoDtPjfbSm1TuHSs3lrj/0emfUBtS5ZMpJxifCf3c6q9EkVScFj63uZE+1l4NA8nWr4YUH8Ew0Mg7yGUuLGwMYhb5VSJ3a7W2Uzlf9yMkuUgb8lKqjfdw6lHfkDNpp9hddaG1bWIha4btDR1saBExIkLho/QUMFTv74lWJHYkGPbvWzNpPHtjVQ9+b/wNFai2guxlE4m76Lrg+Ep1ZvuiapqHDMnonQO+2oOc/NLP+Fww/GYlYV13S/dOZAXWoL0J7IytrfbtkJR7YVIssKBygO8feJ9DlYfJO8b/xTM7Qnsk2jOD8jRNrz+G07/n1U0vP4b8pas9MvRDoB4OT9uty9hmJRgZDIosrEzZ87k3nvv5dFHH+W+++5j1qxZg3GaYeNUbQelBZn9VngKUGC30tHlpa074Q5Ab6kGxQSW7IF2E6VwAlrtCU61nqIkqxjoexXKcdmlqJLCASEfOyIJ5D3Ey5vojXgSlZIkxcjHuIO2fdtA8/llNSPkDUMlaHtDxIkLhpN4EstIcvR4uuZfaXz3d8F9W7ZvpvDy22JKy0bKdUK0rSvIPL7nWXy6T8honuFE2mHAtsLt7w5avZ389pB/ReK3B7fSIRs4Fq/o2ae3OT9UjlbzxZSj7S9iLj9zSEkMy69+9auk9vvhD3/Y6z5ut5v777+fHTt2YLFYmDdvXlqFS7V2uGnt9FCcZ+t9514ocvgVl07XdTBjgr/mhN5SjWwv7ndCdihywQSMEx9xqv00s4pn+uN3+4hJNjE2u4wDDUe4dvJVwUR7wcggIHNZdMMGJMPXp1jYeMvVFxSdB1qnPx8jJIeibfcbFFy8Ft/5V6Bm5yWUoO213yJOXDCMxJVY1jx0ho4nWUWW9LDQP3fVcZq2baLoqh8mkGnuefMbauvTCybzUeUeEe4nAGKHrDZt28SY6+5B62hGd3UgW218XLM/3GYajrN0/HmUff+RpOb8xHK0A1ulEHP5mUNKHIqamppUNAPAL37xCywWC2+++SaSJNHQ0JCytlPByboOAArsycuvxqMo19/Gl7XtPQ5Faw1qXllqHIrcUppNKk7dQ5EtufoTsZiYM55tp9+nrqueYtvAksUFQ4+iSMiGDhhIko4iS0k5FIHl6tDq1vNL52DxOJEAx+LltGzfjLvqOAAZkxf2hAFKMhmTF5Izd0mPw7FvW1CCNpk+Z+oGa+Zdi9bZiVNJrs8CQSoIhAqGPmQFwkY0n0E7ZsCMWZGxGc6ofeVMB0gypas2oDlbaflgC+6q4/7wKFkmR3Fj6FLPg15IDHnUmCuZg6dLOBOjlVi5OoG5LpYdap0teBtOUfvCQwAUf3sd8wsm81xINeoFRdMxfD4kyT/nW8wSJm8XGBpI0flsATna6Pk6RXmTIkfijCAl1vLAAw/0af9XXnmFyy+/POr7zs5O/vSnP/GXv/wl+Ca8oKD/D8KDwcnadgDyc/ovGRsgw6KSbTPxZY2/TUPzYrTXI42fM+C2ASTVTFVeAaCTZ+l71e0AE+zj4TQcaDhC8XjhUIwkzGYZq7OWmm5lkIAULLbihAnSAQLL1f/x0W/91a1dXdQ9e1+wrcLLb6Np2ybkTAd5i5dT/czP8bXW46i4kbzFy6ntrtgakC50KzbwJj5vIG649sUH8XU0o2bl+pfsLYXCqRAMCW7ZSvGyO4OKOoFx45KtgN9+A2OrYfvzFF52azC8KWPyQnIX9YyFgExsy67XcCy8lIa3nsCx8FJadr1G7uJvBe26tdkFgBIx5mSvCU08hI1KgjkS3WFNwfCkbpsIhKyGbi9edidN258H/E6uYi8iW5K5ceaVPLznD9w0+2qyJCWoNBaYexu3b6br+K6Y94CAHG0iex8IgRwJwehmUHIoeuOee+6J+f2pU6dwOBz8+te/5pprruE73/kOu3fvHuLeJebL2g4K7FZMamouXaEjg1Pdqx56ax0Yhv/tVoqozspGNgzy1Mx+t5FjzqYgI48DDYdT1i/B0JBhOGPKDCabyxC6XD0z/+ygMxFoq/6VX1P0zf9JwcU3BZ0HAIu9IOyz/7y/wOTr/aYSFjfcHc8bK/ZcIBgsLLqLpu3Pk1+xlpKV95FfsZam7c9j0XvsNzC2uo7vounPvye/Yi2lqzZQcPFN1P0x3PbrX32E/CU30PTn39N1fBf1rz5CztwlMe06KkTEJ5yJ0Uq8XJ2ATYSGrJZ9/xGKbtiAy1ZMbsXNwc9O2YFbtTO7bDYVkxYxc8wM6p5dHzX35sxdEvI5/B4QT4421N4Fgt4YFh3QeLH8Pp+PU6dOMWPGDH7yk5+wb98+brnlFt5++22ysnrXsgfIz09uv8LC/iU9VzZ0MqE0h+zsgYc8AYwfk8Nf91Rid9jwNDbjBLIKx2By9D1HwxHjmLoME4WtGnnuRrTSs/vdz2mFk/jg1MfY7EpQsWEo6O/fKd1J1k77SuT18jZ3xs1l6Mu1XVO+HDrbaIrRFt2riWEhH9YslExHWI5FywdbUGQ9eF7D0NE6WzE0H5KiomTakSQZb3fNjMjzhB6bKtLVvtKlX4Nlp4lIh9/uba2PKYtcULEWh1lHUlQMb488rLvqeDAEZdyt/xnTfjVnGwDF197pHx9ZuSiZjrh2vaZ8OSbFBAkuRzpcq3Qgnp2m+/VJfq7r+X1+Ue/MiM/+79aUr4CO5pjztF+6uOdz6D3A21rf63wdSbpf21BGUl9HMsPiUMRL7C0tLUVV1WA41Ny5c8nNzeWLL74IK5SXiMbGjl6lxwoLs6mvb+9bp4Eut4/qhk7mnp1PS0tyb3h7IydDRTcM9h+rZUyVX5rVaWRg9LF9h8MWs09Vvi7KPD48Xxyl3da3wnahlFhK0Y1dbD/+CfOL5va7nb7Q379Tsm0PJ8nYaV+Jdb3sJiVOLLjS52ubrRKzLU2Xg/8ObDMMg7wlK4PKIYHwKE1SaalvT7jUb5PkuOdpSaE9DKZ9DYTQfo1GO01EuvxNstXYNuhpPE3tc/ej2gspWXlfzH2Q4ow5wyDvouuDoVHBMYGawK7jvyFOl2sF6Wmn6XR94hHPzgYy19lNUsw2dVdH2OfQe0C2RU04X0cyEq5tgHSaT0c7wxLyFI+8vDzOP/98/va3vwHwxRdf0NjYyFlnnTXMPfMTyJ8ocFh72TN5AonZJ2vb0VtqkGwOUFLj57l1L42+TopkK6b6LwfU1pjMIjJUKwdF2NOIokuyUbzszjCZweJld9Il9X2VKZEEbeQ2SZKiZGPrX/k1crfKU6Kl/oFK3QoEAyWWDRZefhst2zcDfntt2f16zLGlmSwxJZUlSYqSkU2VNKdgZDIYc52umCladkeEXXZLehP7HiAbWsL5WiBIhrQrffxv//Zv3HXXXTz44IOoqspDDz1ETk7OcHcLgM+r/EvWhY7UhDsB5GZZMKkyX9Z2cG5HNYq9GENPzQ2mxt0CQIE1F/PJE6BrICenshOJLMmclTOOg43H0A0dWUorX1QQB49HB1sxY1auRzI0jBgKH8nSmwRt6DZZilPRVfcB8SsOS4YPTTP3W+pWIEgFobauyDoYBnVbfhlUNANo/2grOedfETW2rO4OGmNIKucuWjZo0pyCkUmknWm6POC5TvK6aN39BmO+tQ5kGXSdrtPHKLj4JqhYE/sekFA2VrzIESTHsDgUpaWlcbeNGzeO3/3ud0PYm+T5vKqNArsVq1lJ2cONJEkUOTL4sroNXa9GnXBuStqFHociJ7sYSTuGubkaT/7Yfrc3MWc8R5uO8/e2k5xtn5CiXgoGG49Hx0PoqlryzkRA0jDwYK9brCgevwQtskGm7AU8wYf+dp9fTtNucsUNtYLEspzgv9EGpDn9pN6ZeGfnSeZOzE15u2c67++vZtGckuHuRr8J2rxsIBkGftuTyP/GP6G11oVJwBo+gzZf+NiyqCpaZ0swpwK6bXvxioQ2Lxh6RoKtms2yP4E6juRrJIak4vryAKf3vxf8TrUXYplQTnvQViOOjxOmh6RgVzuTOm+yRN5TxMui0UNKZrJTp04ltd+4ceMAv2zsSMMwDD6ramXyWHvKjb8oN4OTX1ZCVhdydv/lXSOp9jSjSgo2exkA5oYvB+RQnJU9DgmJAw1HhENxBhCZ55B9/pXkzFxEdYgUbEA2VutsCZM7DIRaRcoQ+pfZ9ZhyiD1L/UNzc3l3t3AoBoO/HUj/h7R4BGy+eftzOBZeGp7vcNmttO3bRt5F1/dIvsaw13i27TPbKF52R5SUss9sBZ8IexoOhttWe5ON7Y/sd3/m1tjz9R00vPVEXKnZwfi9gpFNShyKiooKJElKWIlZkiSOHDmSitMNC83tblo7PJQVpF71pCg3g7Yvmv0fMlInGVvjbqHI4kAzmfFl5GCqPwlT/6Hf7VlUC2VZJRxsPMxVk76Rsn4K0pPIPAf73K9R89yGqDjb/Iq11L7wEHUvPkjRDRtox9xrqNVAKngLBINFwObzK9ZG5zu8+kjw+zEr19OhZ8S013i2ne1x0rB9c1goVNP2zRRcfBNOUpeXJxg5xMslC8yjGYYz6EwEtte++BBjVq6PWHXuoT9za+R8jaQEnYlkz5uK3ysY2aTEoTh69GgqmklrAvkTxXmpl0wtzrXRrvjbl2wprEHhbuGsrGIMw8BtLySj8bS/Anccla1kmJAznverPqTJ1UyeVbzdHW2ELkfLkoSS6ehZBpflmHG2ATlCX2s9Ml5yFP9NzI0V3ZBRZNB1GS1ChWUowpoiQxre31/N3w5UA3DsVAsPPvMJAP8wu6RPbypHQqjEUNLbdY31dxj2N8Mxwi4CuT2yNaunpkrpZBxf+SZqTgFyRg5jVv4bUncbQMx2Im1bUQBDiylFS8WaIfvdgsS2CkTZ5WDaqmT4Ysq1SkZ3Xo2hRW13151EAhzdoUguxYbLFb5q0J+5NTQ01q52RtlpQGo2W/XErOqd7O+Nlzsn8ohGPiJ4M0lOVLWiKjJ5WWZSraJYYLfSrrSiSSpYsyAFSdldmocWXyfnmv0yaW5HEZk1J1A7GvBlF/a73Yl2v0NxqOkoi0svHHA/BelDrOXoQEiTu+o46HpCOULVXojW1kj1pnvCKroGlsyHY2k7MqRh0Zwex+GXm/fxP5f3TwJ5uEMl0o3Q6/rgM5/wkxvCc8Eir9dwXr9EYReB3B7d1eGvQpzpiJZ67a56nbd4BYbFRt0z9yYM3wiczzCZ4sapC4aORLb64DOfRNnlYNqqoZhjyrUaihk0IGJ7MOw0ogo2WWOinIoBES+nAqh7Zl2/w5V6y50TjGxSLtXjMtvTuAAAIABJREFU8/l4+umnuf3221m5ciU33HBD8L+RzOdVbYwvzhrQ2/14qIpMmaWDFsnhX0FIATUef0J2rup/e+yxFwFgbjg9oHZzLQ7s5hwO1Av52NFGrOXo+ld+jWPxcgBa971HcYQcYeHlt9HywZaeG2G3/QaWyEOrs4pq14J0IBnJ4rZ92yi87FYci5fHDH3KmbuE2hcfQg5Rx4ln44Hztex4iaJrouU8XcrQFQoVpBmGHlOuNSAlbBhG2Hb73K8Fc3AC+9e++AusWmrqYgWIKTd+7Z00vP1kr/aeCCEJPrpJuVv4wAMP8OGHH7JixQr+3//7f/zoRz/i2Wef5bLLLkv1qYYMn6bz95p2vjJrzKAVeSqW2/jSm8fYVDkU3QpPdtUGBvgyctBMFsz1X+KcWN7vdiVJYqJ9PAcbj+LRPJgVsUw5Woi3HG1yFFOy8j50Vweumi8oWbkeDA1D19G6Osj72nf88eDbNpH3te+EHRtdnXXwl7aTDWv6HwvGD0q7ZzqB0JHI63XXozto7fRgz7RQ0+QctuuXjGRxbsXNSLKBGkdOMxgSFfGCKZaNB87X0a26E5DzlBRzzHAVwdDxD7NLYo7r1k4PYGDPtAzqWJcSyrWaQYvYHifslBTXi4iVA2dIUpwwqOTndJE7N7pJuUPx1ltv8dxzz1FaWsrDDz/M6tWrWbRoET//+c+5/fbbU326IeF0fQden05pwSC9SdK8ZBttVHrOot2lkW0d+BJ4tbsZs6SSJZnRDQ0kCY+9CFNDcopciZiQcxZ76w9ytPk4cwpmDrg9QXoQbzna21gZlMDMmLyQjIlzkSSZxnefJGfukqDTIGc6oqqxRldnHfyl7d7CbwIsPW98n6q9JtvumU7gGvUWWjJc1y+enUuyjEKIg6BpGHLs0I9ASBRIFF97Z0+9iX3bwmxcUSQkWaZ01QY0ZystH2zh9KM/8r+ZvWGDcCaGmVBbhdh2OZi2msgWc3AiyRGVtOOEnUaGzaVCmjVSbjxb9ZAxeWFwzo9l78kwFLlzguEh5SFPLpeLkhL/4LRarXR1dTFp0iQOHx65ITLBgnb21BW0C0V1NiBhUKvZOd3kS0mb1e4WiqwOjJAqrG57EWpnC3LIQ15/GJtdQoZqZVftnoF2U5BGuGVrjMq/PRVWMyYvJG/xCmo2/Yzm7ZvJXbycxrc3Ur3pHhrf3kje4uU4Tx2NeWzgs1cVajaC4SVmFezLbqXxrSewaS3YPPXUPbOOyv+6ldbdr0WH+XXLxxYvuwNDVSPGwArcst/GA7kTNZt+RtXT6/zbL7qejMkLRZiHAIhti8XL7qTxrSeo/C+/TYbOybHCTouX3YHP0vOyM5gj1G3Ddc+sw+auD4oI9Be3bCVv8Yq49i4QpPx14aRJkzhw4ABz5sxh1qxZPPzww2RlZVFcXJzqUw0ZJyrbyLGZybSaopRqUoHaWQdAnZbDl01eppcO/EZT42lmUnZZmJRvII/C0niarrJp/W5bkRTOcZzNgfojuHxurKq4MY4GLLqLpu3Ph1f4PfQ++RffhLF0LZIsU9OdDJg5ZQF1MWJ5x3xrHVmTF6DmFNDy8RvkzF2C4/wrghKZ+RffhGsIJTID4Tcjpd3RSuT1Gs7rFwi7GLNyPXp7I5qzlaY//x531XFyzq2g8Y3HgnZtGzeNpu2bGfOtdRiaD9liw5Agf8kNtO57D9uEWVGSnkU3bMCDOXZOUi+Ss4LhJZZdDqatRlbKNgxoDJFr7Tq+iyZgzMr1GLqOLMu0f7ozrAp26773cCy4FLrn1cGSZrXormCdikC7ofYuEKTcobjrrrtQFP/y209/+lPuvfdeOjs7Wb9+fapPNWR8Xt3GhJLsQXEmoMeh8JgdfNnoGXB7nZqbNl8X+abssO892XkYsoKp/ssBORQAU3MncaDhMAebjrCgaN6A2hIMHZFL4V7VikXzV2GVJAVLyaSw/Y2uDiQM/6K0oQVvJqGymgF8rfVozjaqN93D2Fv+g/aPttL+0dawfaQBSmT2VcJxIPHOic4lciYSE7h2gf9HXq/hvn6aZmCgU/X0uqAsrJKVi5LpoGjZv6K1NdL56W5MBeNwnH8FSBKVT/xrVDv2ef8jmF8UqKAdiCmPl6th6LpwJtKEja8dYe2l04OfY9nlkOb3YKBkZIeF0XV+ujtsDm55+7e0RBznmH9JTxuDJM0qJF8FvZFyh2LOnDnBf0+YMIEnn3wy1acYUjq6vNQ2OTl3Sv+lVnvD1FmLbrWTZ7JyKgUhTzVuf5E8hykzfIOs4MkpwNxwcsDnKM0sIcuUyYfVu4VDMUKIV/m6pnulwR/StDyoIpIxeSG5i5dTvekefK31FH/rrmD8biCGPJ6EbLxYX2OAEplDKTcqpGH7T+DapfM1NCSVjMkLY1bEdp46Ss78r1Pz7H1Rth9AtRfibaml9rn7w+RkAzHlQiIz/dl9rC7MoRhqYksY30Hz9s10Hd+VcA4OoNoLQe6xqcGyO2HPgt5IeQ4FwI4dO7j77rv53ve+x913382OHTsG4zRDwhfV3QXtcgcnfwJA7axFzy6iKFumvl3D7R1Yol51t8KTI4YcodtehNpSi+Qb2EqIJEnMyJ/K0cZPaexqHlBbgqEhVuXrUAlCvxRm+OfQsKaW7ZspvPw2VHshLR9sCf4bemJ/AzkTsWN976RLEhKZgvTAaVjIX7ompiysfe7XqPtjbNuHEMnk7ZvDjstfuiaYGyEkMgW9ETs86RdBue1EczD02KEh9zzKDZbdCXsW9EbKXcuNGzfy6KOPcs011zB9+nSqq6v58Y9/zHe/+11uvPHGVJ9u0Pmiqg0Jf/G5QcHQUTvr0PIWUKxLGEBVq8bEgv77ejXuZiyyCZtk8is8heCxFyEZBuamKtxFEwbU9Zn509hZ8wk7qndy+dmX9H6AYFiJWrKOkCCMDGOK/OyuOk7Ttk3+EA/dwFDMFK3cgKT7w6dcspXcipvJW7oWQ1LxqNYw2cEuyeaXI+wjQynXKqRh+0/g2rV2eqhpcvKD//sXutwadz26A3umJe2uoaYZGKoUW4YzYmyE2b5hIEsSdVt+6S/4GHKcIUloPiPYvpDITD82vnaE3cf8YcZdbo0f/N+/ALBgatGQr1bECyMKKufFmYPHXHcPWkdzUK77/7N359FtlXfi/99XV4s3yUtsx0scyJ4ASQhLoCW0BUqHMgzhNy0ttJy2lK2F0oGW78ChTDllhn4J5QvTQgtDWQtMS6EzQCG0LGYLW/aN7Akkjvd4t2Vt997fH7IUSZa1WZIl+/M6JyfWeh/pPnp0H93P5/NUX3QDYAEy1+8i8z00PfmVssXklvYJxWOPPcaTTz7J/Pnzg9etXLmSyy+/PC8nFAda+6mZVoRZNWVkDQrV1YtJ8+ApLGf6SO5JU7eHWZWWlJ+z1dPL9ILysApPAW5HFQZgPXJo3BMKh9XOsY4G3m9Zy1eP/TKqSVZ8zWWjTllHhCVFhjFFC2vShnrRDJUBbWQlV+Bo/Kw+kpznv6waBhbFhGoCXTellIMUiHFOtFxrrLyHyHjpaKQ0bOpC37tbH/6IX159evA9fHz1zrD9ksi+yAaD6GEc0UL2tKFeDBT6fYXYzR60ofBI9mjhH1IiM/dcfv6iYN+76u63+O2NX4x5/7ue3sAtl52ckbaMFUYUCB0dawz2HmkKlvJORyhpogL9uarKTm/nANKfRaiMhDwdc8wxYZcbGhpQMrDCdKYZhsGnrf00VNsztqCdebANAK2glNICBZsZDo0zj6LN3UuVrTSswlOAYbHiKynH0jn+PAqAxZXH0+8ZYEPHlrQ8n8icyFPWkWFJgVKY4Zf/NaVT3KGlC5se+EHKpQsDvyQmKnB2IR3PJVLXNxS+em7ke58r+2KsErLxQvacho3qr988KvQE7/C4y3OK7EnkR459zX0Z2/5YZWMDoaPRxuDR5bjDQ0kzVTZWiHjSfobi+uuv59Zbb+X666+npqaG1tZWfve73/HjH/8YXT/6i7nJlJG5TFp19bkYcHozt6AdYBlsB8BnLUXRFabbVZq6vSk/34BvmEHNRaXVMeZ93KXVFLV/CoYOyvj2wyzHTKYVVPD3g42cMv1ETON8PpE50U6FR4YludWisNtdpoKUTp1nqnRhNsuNSmnY1JUW+/dxrr+HYZ8JfCiKCUNRsJfVxwzZ0zQDCsuYdt5VmCwFwdATbah33H1cZI86wV9X0cKIIkNHI8dgj7mAaV+5AuXc70UNJc3U2CtEPGmfUPz85z8H4JVXXkFRlOCv5H/961/5+c9/jmEYKIrCzp07073ptDswkpBdVZa5uvnmoTZ0mx3NZAXdx3S7iS0tvmCcbrLaRhKyS83FY97HXVpFSfNuLH0deMtqUm47+JOzT56+lNcOvsX2rp2ycnaOGxWC4dPD14Xw6rjCQjTCw5gSPcU9nhKDycY4x8p72Hu4d8zn+tfvLo/ZjlyK988HofuhrXuYG+5fw6DTw1Ov7cbr07nq7rfQdAPVpKDpxoTGrocaHZY0YuSzUVVlH1lRPTyEVNE8tD/7y1HPJ2U0c1vo+KLpRO2Hdz29IXhmQjfgylWNAMytL017+NPoMKLIMTficuSYHdkvpbyrmCBpn1C8+eab6X7KCXOgpR+zaqLCUYiRoZAny6C/wpOu+QPSp9tVPD4vRwY1qu3J755Wz0jJWHNR5DgT5Cn1LzJo7Tw47gkFwPzyOaxr28gL+1ZzfMVCyaUQ4yoxGBrjfN1978SNcQ6N3b/uvnfC8h5WLKlN6rlE6mLln1y5qpHf/+tZwcuTYV9IGc38FDq+XLmqMWo/DJ00XLmqkUduPjtr7Rsv6ZdioqT9hF99fT319fXU1tZisViClyP/5QN//kQJRMlFSAvDwDzYhlFcGTyTM93h3yWHU8yjaHX3UqjaKIwxV9QKivEVOrC17U9pG5FURWVF/em0OztZ0/JxWp5T5DcpMSgmO+njIhdJvxQTJe1T1v7+fn7xi1/w97//HbPZzObNm3nzzTfZunUrN954Y7o3lzGarnOwbYDTT6jJ2HxCHe7CpLnxFFUGr6sqNmFS4GC3l5OOST7Uqs3dy/SCslHlYiO5ymso6vgUdA3ScEZhluMYZtpn8NL+Vzl+2kIqCyvG/Zwif6WrxOApC6rj3ic01GbYrY1Z6jWR5xLpccbi2rD9ohuE7ZfJsC+kLGx+itUvo4U5zq0vzWr7xkv6pZgoaZ9Q3H777TgcDhobG/nHf/xHAJYtW8aqVavyakLR2uXE49MzuqCdpb8ZAF9BefA6s6pQWWyiqSv5hecMw6DV3cPi8tlRKzyFclXUUdKyB2t3C57KhqS3FUlRFM5p+AL/vft5ntzxR25Y9gMJfZqEVFWhSHEn9EWVjhKD82aUhV2OVhY20VKv8eL0Y5WcFckJfR9XLKnlxvvXjApFy1WRfTxa+e0AKQubXwKf8UD/i+yX0WSqZGw6RRuXB3zSL0V2pT3kKbBKdnV1dbBUbEVFBV1dXeneVEY1dfjrQE9zZC4h2zLQjKGYwiYUANV2E009yYc89fqGGNY9VFrsce/rLqvBQMHWnp6wJwCHzc5ZDWdyoO8gz+x6Hj3GF7HIPxNRjjCyDGyssrDp3pYYv8B7OuBM/geSiRCtj3s6DknJzUki8jOeL/0yFikTK3JF2icUdrudnp6esOtaWlqoqqpK96YyqqljELOqUFqcubhDa/9h9JJqNCP8g1/jUOkb1hl0J3dA3uL2v+/llpK49zUsVryOaVjbDyS1jXgWlM/lc7Wn8nHbBv64+y/49PGtqSFyx1jlCIsUd5xHZk+ulymdqvLl4CZaH29/7q6c6uMiffKlX8aSD+OymBrSHvJ08cUX8+Mf/5gbbrgBXdfZtGkT9957L5dcckm6N5VRhzsGqakoJpOnCi39hzGq5wYrPAVU248mZi+sTbzMW+vIhKJULfTXw4vDVV6L/dB2FK8Lw5K+MzGnTl+Gbuh80LKODmcX3zvuEsoLyuI/UEy4WCFN2SpH+PjqnXT0DAP+MrC3PvwRfUNuSouttHUPx415DhVvldtYJWdzOSwnlwXe09ZuJ/1DHq5c1YhuwDX3vA0YnH5cDfNmlIW9v+kKN0smJC8aKbk5+UR+xm+8fw0DTg+qquD1hZcvhtGhkZGrumc6NDLZPix9VuSKtE8orrrqKqxWK3fccQc+n49bb72VSy65hO985zvp3lRGNXUMMn9mWcYSsk3uPlTPAO7i6aNuq7X7cw8OHPEkNaFocfdQainGggltrJqxIdzltTgObqOg8xDDdfMTb3wciqJweu0plBeU8eahd/nl2vu4dOHXOKl6Sdq2IdIveOp85NeuYHUQWxWaZmStHGFHz3Awrvm6+97hl1efHrztylWNMWOe398W/mUfb5XbRPMvROJC39NAyc3v39XIf930JVY9s5HLz1/Eqmc2hu2nyP2Winj9NxFScnPyifUZ//5d4WVjr7vvnVETivW7O8KuS0dfHUsqfVj6rMgVaQ95+vjjjznnnHNYvXo1r732GosXL2bXrl0cOXIk3ZvKmP4hD31DHqrLMp+QrRWWj7qt0OpPzN7XkVx8Z6u7h5qCCnQ9doWnAHdpFbpqxtq6O6ntJGpB+VwuXfDPlNocPLr9aZ7e+WdcPldGtiXGL96pcylHKHJZOkI/ovXx6RffIn1cZEUqfVjGZZErFCNeOaAkffWrX+XRRx+lrq6On/70pwDYbDa6u7t56KGHEnqOs88+G6vVis3m/0DcdNNNnHnmmQk9tqtrED3OInRHVz6N7pNPu/l/z27mO/+wgJqKooS2myz73tXYP32TvuU/xBvlZMJft7vY2+nj3m9OT2jF7BKHjavXPsznK49jaeGMhNtRsf0dbP1H6PinGyGFlbkToRka69o2sbZtA5WF07j+xKuYlkBZ2Xj7aTyqquInrmdSIv00WeN9vxyqk+YHrx11ff0Pf0e/5v8cpBJSkki7IsMSCm3+s3TDbo3SYmtYiELgtsDKtpGPLbCquDwaCv6ARdNIt45c5TayXblS5Sm0XfnYTwMrEbs8WtQzvCbFX67TUWzB69MpLbbR1u1kQUMZFqvK8gXVKe2HRPpvIiL7uK2snCNHhpJuT6ZlcnxMVi7202jvz5qtrazZ2hK2CnaAoviXnCq0qXi8GqBgtZgYdmtYzCY0TaekyEr/kIcFDf4Q3nSGRlZV2XF3t6fUh8cb6pdKW3Ol78WTS+PpZJf2c2Lt7e3U1dXh8/l47733eOutt7BYLAlPCAJ+85vfMH9++sJwkpGNCk+27n3opTPQFBPRlrRuKFPZ0uylY0CjxhF/N7W5etHQqbAm94EZrmqgqPMg1p5mPBWJT0SSoSoqp9eeQoO9jpcPvMavNz3MjSf9QPIq0iTwZeLt68Rujr3eQ6wvnkROnadSJvONtYdYOmv0mbiAyFKOtz78Ib+8+nOAv6zjfdevCN73qrvDQxQiHxttheZEV7nNhcnEZDBvRlkwR+Kqu9/i9/96Flfc1cijt5zNdfe+w29/8sVR+ylweTwHKrH6b2S/d5sKsOmuqJ+DyD5eoKT9RL6YIKFjBfhDnh675ej4cM09b41aOfuae97mv276UvByZN8d7w8RVquJQsOJt2cIk0lNKXxJyheLXJD2kbKkpIQjR46wbt065s6dS3FxMQA+X/5U+2nqGKS0xIrNmpl1FBTNg7XvEFrFMehjJE83lPu3nWjY02FnNwDl5uTOqLgqZmAoCgXNu5J6XCrqS+pYOed8BryDPPrJ02gJhmaJsYWWDGx64AcxSwbGKy+YqVPnb64/FPP2yFKOfUNH+3xkWcfIj4uUes097287esZIG/kJOHB4M+zJ3Gd+rP7rNhWM6vcFznZ6Xv+9lNkUYaL9EKPFKXAynjHIajVR4Gyn7el/o+l313HktUeZ/rX/I+FLIi+l/QzFZZddxte//nW8Xi+33norABs3bmT27NlJPc9NN92EYRicfPLJ/OQnP8HhcKS7qWNq6hikvrI47SEpAZbegyiGhs9eN+Z9KooUCi0Ke9s9rJgbf5Jw2NmFCQW7WoiRxOTNsFhxl9ViO7wbFn854celqqa4mnMazuTVz95k9Wev80+zz8v4NiezsWJuq79958gvVonfN1dWWA0t1Rx5kKeaYh/0RZaNzbdVbiebwP4qGPlxJrD3IvdTOsr9jtV/i3TX6FKwf7mbaedezvDedTE/M2JqsReN3v8lEdelszR1oeGk7S93B/vm8N51dAO1l/07uq7LKtcir6Q9hwLg008/RVVVZs6cGbzs8XhYsGBBQo9vbW2ltrYWj8fDnXfeydDQEPfcc0+6mxmV16fzjVtf5pxTZ/LFZZkJAbJsewnLztX4zr4Bnz72AdKTH/TTNaTzwPeOifuc9+1+hXZXP5fPOgvdSO5XQOtnn1C07X1cF9+IUVad1GNT9eLO19javpN7zruNGQ4JNUmVt6+Tpgd+MOr6hh89hKW0KrH7Xvs7MJlQVDOmIju6cwBD86GoZtTiUpQUQj7eWHsoeGZi+/4uTpgzDYBzTpnJjk+7OG7WtLDb66uK6RlwU24voLlzMJj3oBv+g1JNNzCrCj7NwGox4fPpOEqs9A54wp77y8tnJt1WMX5vrD3E84176Blw43TF/kFDUfwTi0XHVnDXj5ILhU3FWP2+9rI7aH3658HL0T4z8RiGjjbUN+7Pi8iO3zy7iXU72ugdHH3mPzDOnDBnGj39bsCg3FEwavz68vKZMce3ZMYgb08bTb+7btT1Ddf+Fkt5TQqvMHHSd0W6ZaSu2KxZs2Jejqe21n+AabVa+da3vsUPf/jDhB873qTspo5BfJqBo9BMb68z8UYnobJlB7qjnv4h35ghTwAzSxV2tvrY29RPlT32rmoaOkJ9YTX9A8knD6olNRQB3l2bGVy4Iu790+HUypPZ0bmXR9c+y7VLr4h6H0nKjs9uNkWNudV0E70R791Y9/V0Hab92V9SOO9UKs78Bu0jv5ilUnYzYOms8mDexI/+811+cvHS4G0Pv7CVS8+eG7x9rHh68JdxjCzrGHk59LmT6S+5mliYS0mEifbTpbPKWXrFaQDBtTxu/vZJwRj1QC5LZE5L5PufiX1it0Tv97prMOxytM9MrDalo0zteORS/83Ffho1KXtLc9j4EZlDseqZjWHjSbTrOjsHwsa3aLcnqtQyVs6EmtF9O96+m0t9L55cGk8nu5ybjjqdTgYG/DvfMAxWr17NokWL4jwqfZo6/NvOVEK2yT2AtfcztKp5MScTAHMq/ZOI7c2xyx4O+lx0eQaZnmKSs1ZQjLu0ioKD21N6fCqKLIUsn34Sn3TtZk/Pvqxtd7JJJu8h2n2rLvgRve89B4Bj6VnByQTIiqtiklBMVF3wo4jPyP+hf8tbIZeTj1OXFYrFeOmqlepRORP/B13NbOid9F2RCTm38klXVxfXX389mqah6zpz5szh9ttvz9r2mzoGMasmyopt6BlY1a6gYxsKBp6y+GFMFcUmKooUth52cdbC4jHvd9jdBcA0S+qzb2f1LMr3rsXS1463dPRie5mwtOp4NnZs4e8HG5lfPjcr25xsQuPGVZOOpo9d5SkyxtxkUuj433txt+wFwFRQkrYVV0NLuTpdPm64/z0GnV5U1YTXp4etThsrnj6wem3o5dDnHnZrsrp1jjEMg0/b+rnqbv8B+/fvagTgqrvfwmD0ysOZpmgeut56mmnnXo6poATdNUj/+r9R+ZXvo3/58pTj1GWF4vwQKGMM/vHiqrvfQtONYH5PrLEI4udMjCenQvG66Fv/N2q++TMwmUDX6f3oJUrP+DqQmZL1IH1XZEbOTSgaGhp44YUXJmz7TR2D1E4rwshQ2bXi5rVo9ul4zA7Q4uc6zKk0s7nZg8dnYDVHz7docvknFBXm4tFlcBI0XH0sZfvWUXhwG94l2ZlQmE1mllUv4f2Wj2kaOEyDPTM5K5NdoGRgVZV9JGRj7L4bWl7QrnjQhnqDt+muwbStuBpanvEnv13DvdcdDaW75p63R5VmjHzsWAIHorK6de4KXesjUDY2EKo21mQik2uAGIoZbaiX9ufvDl5nLq1CW3EJA1rqZTZlheL8cPn5i4J9LrIE7BWrRpehjhSvX46n3xqKGdfBbRze2hi8zlxahWPFJSk/Z6Lblb4r0i3nQp4m2uGOQeoqi6MuyDRelv7DWPsO4qtfhpbAZAL8EwqvBnvaxy4fe9jVRaXNgWUcu1O3FuCqqKfg0HYy8uLHsLhyEVbVyuuH3snaNoVfZAhU/5a3mP61f017ycL+iATIeGUYQwV+WRT5SYuIax9rf2ay/G+myiHLCsX5J3Lsifyqy3YZ6onqQ9J3RSbIdDRE36CbfqeX6vLCjDy//cDrGOYCXOWzIcHKrsdWqFhV2HBwmBPqo3/Ym1xdzHRUo2njW+vDOX0WhTvew3bkIO6qY8f1XImyqTaOq5jP5o5tDMwbxG4tycp2RfQymy5TQdrLxprN4RPdyDKM45HOEo4i/QJhJZGha9mUqXLIuVJmWSQunWNPOiQTspqp7UrfFekiE4oQgRWyKzKQkG3t3kdh+1Y8c8/Co5lI9BS7WVWYW2VmS5MLXTcwRdThd2puurwDLC9cOO42uiob0FUzhZ9tydqEAmBx5XFs7tzOR23rOHfmWVnbroi2wqqOJw0rrobGLXu8Otfc8zaaplNSZKV/yBOW97D3cG9YGExkzHNojHNkuIzkTOSex1fv5KMd7ZhVfxnOQMz6B9vb0HQjuD8bqkpQFP94trupl1XPbMRiVVm+oDrt+zVTKwnLCsW5LzTnqn/Iw7X3voPLowXXRLnirkYMoNCqMuzJfk5WMiGrmdiu9F2RLjKhCBGYUFSmeUJh8gxSvu2/0YsqcFYdD77kPrgLp5vZ0eZjX6eX+dPDf2E55DoCwHSbAxJbVHtMhmqx1W8dAAAgAElEQVTGWX0sxU07UE48D8OSndOfFQXlzCip5b3DH3FOwxcxSS3svBcat/yj/3yXB274QvC2yLyHP765J2yiEPrYyDKxIvddfv4iOnqGufnbJ43af1dGxKwHBPpEPpWjFPkhNJ8rcuz5/l2NPBpRNlZysoRIjRy5hWjqGKTcbsNqTt/bYvIMUbnuQVTPIK7jV+JNcjIBMLfSjNnkD3uK9KmzAwWFalt6VgQeqpuPovkoPJS9ErIAJ1QeR5erh91SQlYIIYQQIq/IGYoQhzoGqa8qGZVImCqTu5/K9f+F2dmBa9mlOJXilBKerWaF2ZVmNh108c1THZiUo2FPnw53UFtQgVkZe8XtZHjt0/CUVFC0fz3O2Sf5l7XNgjmlsyg0F/Ju84csqpiflW2K7DhjSV345cW1CYc1TWTsvUhOaGhJMITJbOLx1Tvp6PH/GKIbRA0pkVwYkQ2RYw/ELxsrhEiMTChGeLwarV1DHD+rIi3Ppw53U7n+QVR3P65l32RILcUYR/WkhdPN7OlwcbDLy6xKf9iTbuh85urkxPI56HpiVaPiUhSG6uZSvmctlt5WvOV18R+TBmaTyqKKeWzu3E6/ZwCHVVa0nCx+/M1lo8JYwks5vjVmWNO8GbEXa8xkuVGRmMA+iBZaEigTG7jPWCElsg9FNgT6aGDsSaRsrBAiMRLyNKL5yBCGAVVl46/wpHiGqFz/ICbvEMPLLmXQVDauyQTAvCozJgU2HHQFr2t19+LWvdTYysfb5DDO6bPRTSpF+zek9XnjOX7aQnRD5+O27G5XZFdkacZYlUXilXHMdplHMVqsfRD4JVj2k8hFE102VojJRCYUIw61+39BneYYZyKyoVOx5UlUVw+upd9gSElPGdRCi8KsCpWNB13Bycmnw/4v6yqrIy3bCDDMVpzTZ1N4aDuKZ3TeRqZUFJRTV1zDBy1rxz0BE/nDnmOlHMX4jRU6IiElQggxOUnI04hDHYMUWFVKCi3jqsVccvBdCrr34j7hIpwme1oXiVsw3czqHW5aen3Ul1vY52zDYS6i2LCkbRsBgzMWUtK6l+IDGxlceEban38sx01bwBuH3uHT/oNUVy/O2nanmmyHCkXG19/68If0DXkoLbbRF1FGFhgVix+4bcWS2qix+qG3i8yLtQ/2Hu7lox3tPPXabrw+nStXNaIbcMP971FbUQxIiJOYOHc9vYF9zX3By4GysQVWFdcElI0VYrKQCcWIpvZB6quK0ceRkK06j2Dfuxrf9EUMFTdg6ImvCJyIBdVmXt3hZsMhF7VlZvY4W1jgmImm+0j3rvSVlOOqqKVo31oG558OJjWtzz+WeWVzePfwB6xp+ZjT5sqEIlPe35bdCUWs0o3R4urHum+85xLZEWsfrFhSO6psrOwnkStuuezk4N9XrmrkkZuPlo297r53pJ8KkSIJeQJ0w6Cpc5C6yuJxnVBw7HkZRTExPOtLaGmeTAAU20w0lKts/MxFs7uLIc3NMUVVad9OwGD9ItThQQqbd2VsG5GsqoX55XPY2L4Vpzd74VZCCCGEECI1coYCaD0yhNujMb28KOXnsPQ3U9S+Bc/cL+HSVTK16uTC6WZe2+VmfVcbADXWMvClf/IC4JpWj6/IQfHuDxiecVzWSsgeP20h27t28cGh9Sx1nJiVbU4FuRIqFBlHHyuuPl7MvcTkT7zAPoheNlZlzdZW2U8iJ82tLw3rt8NuCXkSIlUyoQAOtPQDUF2W+grZ9n2volsKGa5cBOPIwYhnQbV/QrG1r5m6ogqsugmNzEwoUBT6G46nYveH2Nr3466Zm5ntRJheVE1lQQVv7F/D0mUyoUiXbIUKReZnvLH2EEtnHa1ElsyXdLz7yhf+xAvsg9D+dcP9a7j52ydJWV+R8ySEUoj0kJAn4EBrP4U2M6UlqVV4svQepLDzE3zHfh6Pltm3tLTQRG25RrdyhDn2upH8icxx1szGV1BMySfvpDXBPBZFUThu2kIO9Bzi8GBLVrYp0iey9OKb6w8ldX+R/wadHkD2rchtocnZQojxkQkFsL+5n2Nr7CknZDv2vYpuLcZZsTDNLYtuWl0nKAbVZGEVYZPKwMzFWLtbsHUcyPz2RiyqmI9VtdDY9F7WtjmVSAiKyCRVla8WkX9kXBQidVM+5Mnp8tF8ZJBzT2lI6Qd4a89+Crp2417wFbwZijyK5CppRR8upLWlgNrZmd/oUO0c7Ae3UbL9bdzVs7OSS1FgtrG05jjWt2zmojnny8rZaZbuMJRYZWHbup1S+nUKuOvpDTR1DuLTjKjlYmXfiom2Zmsra7a2BM9M6Ia/0hP48ylCK0AJIZIz5ScUu5t6MAyYUZXCAnSGgWPvq+g2O8Pl8zOaOxHg1N20GB0UDM1md6/OSbMzvkkwqfQfu4SK3R9SeHgHww3HZ2GjcNqMZaxr3sI7h9/nn2afl5VtitTEikP+0X++K6VfpwBFUfjtjV8EkHKxIie9v601ZtlYIUTqpvx56Z0He7CYTVSVJ5+Qbeveg61nP945X8CbhckEwC7PIQwMZlprOdxlMOjKymZx1s7BW1KBfesboHmzss1pReXMLZvF203v4/Q6s7JNIYQQQgiRnCl/hmLnwR7m1DmSr/Jq6Dj2vIJeUMZw6eyMlW4NpRsGm9x7qbdWMbesgG0o7G+FpbMyvmlQTPTOPYWqza9h3/EuA4vPycJGYXnNyezr/ZTGpve4YPY/ZGWbYnzOWBwe0uR0+WKGNEnccv4aK3StYeSMr+xbMdFihVfOrS+dyKYJMalM6QlFZ+8wzZ1DXPC5Y5LOnyhs24y1vwn3CRfhzcJkAuCAt5VefYjTS5Zgd3txFJnYc9iUnQkF4C6vYah2HsW7P8RVvwhvRV3Gt1lVOI15ZXN4s+k9zqg7jfKCsoxvU4xPaBlRgHuf28JPLl4a9/4i/8QLXZN9KyZavFXdhRDpMaVDntbv7gBgTpK/UiiaB8eel9EcdTjtx2SiaaMYhsFa104cahHTKEFRYGalxqFOg2FPVpoAQO+ck9GthZStfQHF687KNs+oW46ua/zPvpezsj0hhBBCCJG4KT2hWLezg2Nq7BQVJHeixr73VcyuHtzzzsHny+w6EAE7PYdo1bo5rfQEvB7/DGLWdA3dUNj2WVaaAIBhsdK9aAXqQDelG17OytoUpTYHp9acxMaOrWzt/CTj2xPpdc4pMye6CSILJLxJ5Drpo0JkzpSdUHza2s9nbQOcOLcSLYmEamvPp5QcfAfvMacxbMlO+I1Td/Pu8FZqrdOYbhw9m1JhN6gt19iw18CXpaRw8Ic+9c9ZRmHTDuzb3szKNk+qXkp1USV/2PksR4a7s7JNkR5fXi4TiqlAwkdErpM+KkTmTNkJxasfHaTQZmbhzMQnBepwDxWbH0cvqsBZdyq6lo1EbJ2Xhz7EZXj4vGMJHm94fNPxM30MuhQ+3qllvC2hBhqOZ3DGQkp2f+ifVGT4TIXZpHL+seeiGwYPbnmMfs9ARrcnhBBCCCESMyUnFFv2drJ+dydnLqlN+DhYHe5m2ob/QtG9uBb/Mx5f5s8IeA2NV4Y+psnXyTkVp2KOkrJQP02noVLj7S0+egYz3qSjFIXeuacyVD+fkl0fUP7R8yjuzJZ2LbU5uGDWV+hy9fCfGx+ibag9o9sTQgghhBDxTbkJRXuPk//840amlxdy0vzK+A8wDAraNlP10X+iuvtwn/gNnIYt4+1s9h3hjwON7PEe5gtly5imlWAY0c+ILJ/nxaQY/M8HMJDN5RoUhZ55p9E39xRszXuoeu0hivatBy1zeSUz7HVcNOerDHgGuWvdb/jbZ2/i8mVpMQ4hhBBCCDHKlCgb6/ZqHOlzsW1/F698+Bkmk8J3z1uIHu34XPehugdQh7ux9n5KUesmLIMtaI5ahhdd4J9MpDG8RzN0XIYHl+GhVxukXevhgLeVdq0Hu1rEP05bgcNrRdPHPkgvKTT4yskar65TefJNhVPnw+wacBSBzZK2pkanKAw0HIervJbyfeso3fQq9u2NuOrm453WgLe8Bq3Qjm4rBsUEijLuTdaV1PKthV/j3eYP+OuBv/Pawbc4YdoiZpUeQ4O9njJbKSWWIqyqFZMy5ebMQgghhBBZNekmFCZT+AFrU8cgv3h8Hb6RfIeFM8v42jnz0b0aRsRqdtYje6hY9xBKyJkArbwB7+KVuMpm4fX6UBWA8R8UAzR5O3m27230kHYoKEy3VnBW6Uk0mKvweXxgMjCb1JjP1VClcuFpPj7abebd7Qrvbvdff8FpJk44JvMH1XppFV0nfRVbXzuFbfspaN1H0cFto+9nK6b7H65BL7THfU4FBdUUve0Om50LZv8DHc5OdnTvYU/PfjZ0bBl1v3+cfS4XzP5K8i8owyL7aa4/73hJu5KTK+2aiHbkymsPlYttgtxtV7aN9T7k2/uTT+2VtopIimFkoe7nBDMMA7dXw+vTR04ujP2SFQwU3Qe65v838viMUUBXQNN1dHT0kW2lY5uqCUyqmqbpT5IU5eh2TSYURQEU//VqZuaxge2piorJZMKkmFAVE2qcyZgQQgghhEjdlJhQCCGEEEIIITJDAsyFEEIIIYQQKZMJhRBCCCGEECJlMqEQQgghhBBCpEwmFEIIIYQQQoiUyYRCCCGEEEIIkTKZUAghhBBCCCFSJhMKIYQQQgghRMpkQiGEEEIIIYRImUwohBBCCCGEECmTCYUQQgghhBAiZTKhEEIIIYQQQqRMJhRCCCGEEEKIlMmEQgghhBBCCJEymVAIIYQQQgghUiYTCiGEEEIIIUTKZEIhhBBCCCGESJlMKIQQQgghhBApkwmFEEIIIYQQImUyoRBCCCGEEEKkTCYUQgghhBBCiJTJhEIIIYQQQgiRMvNENyDduroG0XUj5n3Ky4vo6XFmqUXZIa8pOVVV9ow8b6IS6afJytU+IO1KTmi7JmM/jSUX90kutglyq1252E9z6f1JRD61N1/bOtH9dLLL+hmKBx54gAULFrBnz55Rt91yyy184QtfYOXKlaxcuZIHH3wwI20wm9WMPO9EktckcvX9knYlJ1fblQ25+NpzsU2Qu+3KFfn2/uRTe6WtIpqsnqH45JNP2Lx5M3V1dWPe5+qrr+ayyy7LYquEEEIIIYQQqcraGQqPx8Mdd9zB7bffjqIo2dqsEEIIIYQQIoMUwzCyEiD7q1/9irq6Or797W9z9tln89BDDzF//vyw+9xyyy2sW7eOoqIiGhoa+OlPf8qcOXOy0TwhhBBCCCFECrIS8rRp0ya2bdvGTTfdFPN+N954I1VVVZhMJl544QWuvPJK3njjDVQ18Ri4RJIIq6rsdHYOJPyc+UBeU/LPPZEykeyaq31A2pWc0HZNxn4aSy7uk1xsE+RWu3Kxn+bS+5OIfGpvvrZ1ovvpZJeVkKd169Zx4MABzjnnHM4++2za2tq44oorWLNmTdj9pk+fjsnkb9JFF12E0+mkra0tG03MeWu2tk50E4RIyZa2Hdzx0T1s7tw+0U0RE0TGL5GvpO8KkZisTCiuvvpq1qxZQ2NjI42NjdTU1PDoo4+yYsWKsPu1t7cH/37vvfcwmUxMnz49G03Mee9vk0FN5B/d0Pndx3+g3dnBMzufw6N5J7pJYgLI+CXylfRdIRIz4etQrFy5kocffpjp06dz880309XVhaIolJSU8OCDD2I2T3gThRAp2t/7GT2uPk6evoQN7VvZ3rWDk6qXTnSzhBBCCJFGE3K03tjYGPz7xRdfDP79xBNPTEBrcteara3BX0d2N/Wy6pmNAJyxuJYVS2onsmlCJGR3z14UFM6oO43tR3azo2u3TCimCBm/RL6SvitE8uTn/xy2YsnRwWvVMxu5+dsnTXCLhEjOwYHD1DtqUBUz9SU17OnZP9FNElki45fIV9J3hUhe1lfKFkJMDYZhcKj/MDNL69ENnZqi6XS5ehj2DU9004QQQgiRRjKhyBNnLJbTrCK/DHgHGfQOMb2kEoDKwgoAWp3tsR4mJiEZv0S+kr4rRGJkQpEnJG5T5JsO5xEAygtLAZg2MqE4PNAyYW0SE0PGL5GvpO8KkRiZUAghMqLd2QFAWYEDALulBJtqpXlQyjAKIYQQk4lMKIQQGdHhPILZZMZhKwFAURQqCipokQmFEEIIManIhEIIkRE9rl7KbA5ACV43raCclqEODMOYuIYJIYQQIq1kQpGD1myVX3BF/uvz9OOw2jE4OnmoLKzA5XPR7+2fwJaJbJGxTOQy6Z9CpI9MKHJQYEEdIfJZn7ufEmtx2HVlNn+C9pHh7oloksgyGctELpP+KUT6yIRCCJF2hmH4JxSW8AlFqc2foB2oACWEEEKI/CcrZeeINVtbg7+W7G7qZdUzGwF/DWwpWyfyjUtz4dG9FFmKwq63W0tQUOgc7pyglolMk7FM5DLpn0JkhkwocsSKJUcHs1XPbOTmb580wS0SInV97gEACs0FYderiordWkKns2simiWyQMYykcukfwqRGRLyNAEkEUxMdn1uf9J1kblw1G2lNofkUEwxMuaJXCD9UIjMkQnFBIiXCHbGYjntKvJbn2dkQhER8gRQanVwxNWT7SaJCRAYyyT5VeSCyH4o37VCpI9MKHKQxHGKfBc4Q1E8xhkKp9eJS3Nlu1kiy2QsE7lM+qcQ6SM5FFkiiWBiKulz92NTbZhNllG3BSo9dQ13U19Sl+2miSyRMU/kAumHQmSHTCiyRBLBxFTiX9SuJOqK2GVW/4Sic/iITCgmMRnzRC6QfihEdmQ95OmBBx5gwYIF7NmzZ9Rtw8PD3HDDDZx77rmcd955vPXWW9lunhAiDfrc/ditJVFvcwTWohiWtSiEEEKIySCrE4pPPvmEzZs3U1cX/VfJRx99lOLiYl5//XUeeughbrvtNoaGhrLZxKwYTyKYVKkQ+aDPM3qV7ACbaqXQXCCL201S0cYoSX4VuSCyH8r3qRDpk7UJhcfj4Y477uD2229HUZSo93n11Ve55JJLADj22GM54YQTePfdd7PVxKwZT9ymVEsRuW6sVbJDlVqldOxkFW2Mklh1kQsi+6F8nwqRPlmbUPz617/mwgsvpKGhYcz7tLS0UF9fH7xcW1tLW1tbNponhEiTYd8wXt0XtWRsgMPmoEsmFEIIIcSkkJWk7E2bNrFt2zZuuummjG9r2rTocduRqqrsGW5J+ryx9hBvrj8E+KtU3PvcFgDOOWUmX14+M3i/fHpNiZqMrwkS76fJyoX363DfIADTSuyUlfknFYH/A6odFezrPcC0acWYTBNXvToX3q9ocqVdifbTRMeoROTKaw+Vi22C3G1Xto3VT6O9P+nsq+mWT/tT2ioiZWVCsW7dOg4cOMA555wDQFtbG1dccQX/9//+X1asWBG8X11dHc3NzVRUVADQ2trKaaedltS2uroG0fXRlWVCVVXZ6ewcSPJVTJyls8pZOqsc8Fep+MnFS4O3BV5Hvr2mRGTyNU30AJNIP01WrvSBT7v9YQSKZqG310lZWRG9vc6w+9j0AnRDZ1/LYcpt5RPRzJx5vyKFtitf+mkiY1QicnGf5GKbILfalYv9dKz3J119Nd1yaX/Gk69tneh+Otll5afBq6++mjVr1tDY2EhjYyM1NTU8+uijYZMJgPPOO49nn30WgM8++4xt27Zx5plnZqOJE+7x1TsnuglCpEVgUbsiNUbIk9U/sHfJitmTUrxkV0mGFflCvpuFSMyEr5S9cuVK2tvbAbjiiivo7+/n3HPP5ZprruGOO+6gpCQzoSG5Zv3ujoTuJ9VSRK4LrpJtGb1KdoDDNjKhkDyKSeeMxbVxk10lGVbkgkS+TxP9bhZiqpuQhe0aGxuDf7/44ovBv4uKivjNb34zEU3KG1ItReS6Xk8/BeYCVJM56sJ2AHaL/4eCjuGubDZNZMGKJfEnFELkAvk+FSJ9ZKXsCfT46p3BXz+G3RrX3fcOAKcsqOby8xdNZNOESFmfe+xVsgNUk0qJpVjOUEwia7a2BicSu5t6WfXMRsD/K/CKJbVxbxciV8h3sxDJkwnFBLr8/EXBwem6+97htzd+cYJblD0mk4K91MZAnzuYTBftOpH7fC27cH/0RxTVim3Fd+j3jL1KdqhSq10mFJPIiiVHJwarntnIzd8+KanbRXqMNY7K+Jq4qfzdHI/JpODVvJhMStR+JP1s6prwHIqp4q6nN4zr8ZMtidGw+nhy83Ng9cW8TuQ2vbeV4b/dB65B9L5Whl+9hz5XX0ITCrvVTrerNwutFBMtMH4F/u8bcke9XYzfWOOojK+jRfa7aAnYPk3PVnPygmH18cSmsfuR9LOpSyYUWbKvuS/m7acsqI55+2SKSVbNCru69vL6/vfY1b0P1axEvU7kPtdHz4LJRMEXL8d66tfQh/vpdfdRHGOV7ACHzU6fux9N17LQUpFNkcmugfHr6DimRL1djM9Y46iMr9FF9rtoCdhFNku2mpPz4vUj6WdTW1ITijVr1vD73/+eX//612H/xPhNpbhM3eLl0U1/AuDRjX9Ct3ijXidym9bTgnZoMwXHfQlDUTGV1uCunYeGQbHJGvfxDqsdA4NeT+zJtsg/8XIiSovj9w+RvLHGURlfU1dTMXb566kmXj+Sfja1JZxDcccdd/Dqq69y2mmnUVg4djlIcdRdT28InpnQDbhylb+61dz6Um657OS4j5+MSYxWq5kPWzYw5PEvdDboGaKpv5mOoSNh121o3co/zJO41Vzm2/s+KCZMtYsIRMoO1i2A3o+x93dDZezHl1odAHS5uplWUJHZxoqsC4xffUNu2rqHueaet/H69OD/N9z/Hl6fTmmxjbZuJ6ue2YjFqrJ8QXXejm8TKdrYuqF1KyvqTue95tHXn169HI9n6oWlRH6v3nj/GgacHlRVweszuO6+d/BpOkU2CzUVRZPmu3e8xupfgX4U73Yx+SU8oXjllVd44YUXqK2dmh+mVIROGq5c1cgjN5+d1OMnYxKjx+PjlLqlPPvJXxnyOCmxFtPgqKfBUc+frEevO7l2yUQ3VcRg6DrevR9irl+EYbbCSEWnwRI79EJZxyGYHfs5AovbHRnuZn5Zplsssi3a+BX5f0Dgcj6twJtroo2tJ9cuwen0RL3eMzw1D/Jifa9GS8CeLN+94zVW/wr0o3i3i8kv4ZCnsrIy7HZZtlyMn8lr4YpllwBwxUmXYPJaol4ncpfWugtjqBvLzCXByQRAv88FQEVnM8TJjSixFqOg0ClrUQiRFmONozK+inSI14+kn01tMScUTU1NwX+XX345N910E5s2bQq7vqmpKVttzWtVZaPDxEIrTMSrcjKZVsjWfAaLps3j3DlnsrBiLprPiHqdyF2+Q1tANaNMmxl2fZ/Pf7rb4XZh6zoc8zlMigm7tYQumVBMer2D/qpOgXEscjybTOPbRBprHJXxNbrItXKiFUepLpcQ74B4/Uj62dQWM+Tp3HPPRVGUsA/d22+/HXYfRVHYuXN0qTURrqzENuq697e1Bk+9hv4dzaSL2/SY+e6JFzPQ54ZABH6060RO0lp2Ya6ajYFC6L7q9zkpNFkxGwrWjgO4q46J+TwOq52u4Z4Mt1ZMtM7eYeDoOBY5nk268W0ijTWOyvg6SlPnYNjlaMVROnqGs9Wc/OAx871lF9PfO0Y/kn42ZcWcUOzatStb7RBTjK4b9PW44l4nco/hGkTvOoRl8ZfDwp3Af4bCYSnCV1KG5Uhz3OdyWO0cHmzJVFOFmHLGGkdlfBXpoOsGFtWCrkfvS9LPpq6Ek7L/4z/+g9tuu23U9XfeeSc/+9nP0tqoySJalSb/gk4KpcVWdjf1ct197wAw7NakkoTIC762PYCBqbx+1G39vmHsliLcjkqKOg6NmnBEctjs9HcP4NW8WFSJt51MxlvlTohMeHz1zuB6E8NuLfgdfMqC6uAZislYYVGITEt4QvE///M/UScUL730kkwoxhCvSlPodflaScJkUrCX2hjoc6PrcnpzKtBadoFqAfvoeOM+n5NjC2vwOIooadmLebALysde5C5Q6anH00t1YVXG2iyyb7xV7kR8peUFMvYm6fLzFwUnDtGqOsHkrLCYy+Q4YnKIW+Xp+eef5/nnn0fTtODfgX/33XcfZWVTr95jvATqwO3x7jcZGFYfT25+DqxSGm6q0Fp3Yq6eBUr4Kqi6YdDvG6ZYLcTj8E8OrHESswMTim6X5FHkq1jj3OOrJb8uU/pdAzL2Jimyr3q8+gS1RISS44jJIe6E4sUXX+TFF1/E6/UG/37xxRd56aWXaGpqYtWqVdloZ04JnAqNd3vo/aJVMQm9Lh+rnKhmhV1de3l9/3vs6t6HalbiP0jkNX/+xGHUytHJ1k7NjYZOsWrDV+RAN1uxHIldBS64FoVTKj3lq1jjYSC0ZG59abaaMyWoZoXtHbtl7E1SvO/uaPLxuzmfyHHE5BE35Ompp54C4L777uPGG2/MeIMmq2hxl6HX5WNcpm7x8uimPwHw6MY/cfe5PwNfwlF0Ig/5WncDBkrZ6PyJQMnYItUKioLHXomlu4VYvzmVWIoxKSY6h7sz02CREyRnIr10i5ffb/gjIGPveFgt8Zfiysfv5nwixxGTR8y9putHTwf+y7/8S9jlUCZTwuvj5a14SVqB2/uGPLR1O7nuvncYdmvc+vCHlBbbJl0yl9Vq5sOWDQx5/AeRg54hNrRu5fTq5Xg8ctpystJa/fkTSuno/In+kQlFgclfItlbUoateTe+GAvcKYriLx3rkglFPok1Hu493Bs36VWkTsbe5ET21RvvX8OA04OqKnh9hvTPCSR9eXKJOaE47rjjUJT4p5+mwjoU8ZK0ot0+mZO5PB4fp9Qt5dlP/sqQx0mJtZiTa5fgGZZBYDLTWnZirp4NjB4XgmcoTBYwwFtSjqJrKH1doJSM+Zz+tShkQpFPYo2HK5bUxhj4i3MAACAASURBVE16FamTsTc5sfqq9M+JJX15col5auHNN9/kjTfe4I033uC2227j1FNP5ZFHHmH16tU88sgjnHbaafzbv/1bQhu69tprufDCC7nooov41re+FXUScv/99/O5z32OlStXsnLlSn7xi1+k9qpyRGv3UPDv0OTERJO6c53Ja+GKZZcAcMVJl2DyStnPyUx3DaB3H0atOjbq7UcnFFYAvMXlACjdsfuzw1pCt6s3fQ0VEy4w3gWSXqdSoYpsMHktXHXypYCMvePh8oSfPU2liID06fGR44jJI+aEor6+PvjviSee4IEHHuCMM85g1qxZnHHGGfz617/mscceS2hDq1at4qWXXuKFF17g+9//PrfeemvU+1100UXBxO/bb789+VeUBfGStAK3D7uPDlaBEABIPKk712k+g0XT5nHunDNZWDEXzSfl3iYzrcW/0KWprC7q7X2+YYpUG6aRsxfe4lIMRUHpir1wncPqYNA7hFvzpLfBIiuijYeh4x1EL1QhUqf5DE6oXiBjb5Ii+2rkMjmR/TYR0qfHR44jJo+Ekx8GBgYYHg5fgt7lcjEwMJDQ4+12e/DvwcHBhEKpclW8XIjA7WY1f19jwjxmvnvixeCRJKrJTmvdBWYrOEbnTwD0+YZwWIqP5lqZVHyFDkxdbTGfN7gWhZSOzUuxxsNEkl5FahwFdhl7kxTZV01T4Cs6L8hxxKSgGEacpWxHrFq1infeeYfvfve71NTU0NbWxlNPPcWKFSu45ZZbEtrYz372M95//30Mw+CRRx5h3rx5Ybfff//9PPfcc5SWllJVVcX111/PsmXLkn9VE+g3z27i/a3+X2SdrvA4wMDgpRtwwpxpAJxzyky+vHwmb6w9xJvrDwGwfX/XqNuFmGhND9+IWmin/AvfiHr7z7f9mWJLIRfWHo1RLtrwBub+LtyXjj1GHO5r5dGNf+KWM6/lpLrFaW+3yI7A2Ofxavi00V8rZlXBpxnUV5VQ7rDJ2CYmxC0PvMfOz/w5W6FrqJkU/+WiAv9B7RlL6vjxN6Mff8j3tRCjJTyh0HWdZ599lr/97W90dHRQVVXFV7/6Vb7xjW+gqmpSG33hhRd45ZVX+P3vfx92fWdnJ2VlZVgsFt5//31uuukmVq9eTXl5ecLP3dU1GHelxaoqO52diZ1ZGY/QhK/Qv+Mla6eSzB35mkJXngTychXKTO6nqip7/DtlUCL9NFmZfL/04X6GnvoxtqXnYWpYGvU+t+39EwtKGzi9eHbwOvtnWyn9dDPt/9+/opttUR835HXyyPan+Ob8lXxhxhkA9Ay4efWjgxzuHGRWrYPzTpuJvcia1teUrXEgWaHtytd+GhjvAv8nWqgiF/dJNtoUuVJwIisH59J7lYv9NJH3J3IF91SStNNVfCWX9mc8ybY1lf6dLrk0nk52CZ+PNplMXHrppTz55JO8+uqr/OEPf+DSSy9NejIB/jyJjz/+mJ6e8BCHqqoqLBZ/Qs4ZZ5xBbW0te/fuTfr5My1aEla0ZK7QVTh92tG/+4bcCT0+EaqqYDd78PZ1Yjf7S+FB+MqTsgqlGC+tdTcApvLR608A+AyNAW2YEnNh2PXe4jIA1IGxqzgVmQsxK2pwLYrP2vq5/bG1vLWpmWGPxt/XHuKXT2+kZ2D050bktsAYeLDd/4Xe1u1P3I8cQ/M1sTUw/jpUZ9j4m6zIMVrG7OyIPJaNdmZtMqz2nq5+mirp31NDzAnFCy+8EPz7+eefH/NfPENDQ7S2Hv3CaGxspLS0lLKysrD7tbe3B//euXMnzc3NzJo1K+EXky3RkrCiJ3MdHZyKbKGVC0Z/mEMfn+jKnKqqUOTupOOZn9H0wA/oeOZnFLk7sVpNYStPtg61ySqUYly0lp1gtoG9KurtfV7/gWKJWhB2va/IAYB5oHPM51YUBYfNzhFXF119Lu59dgs2i8p1X1vMJWfP5dIvz6On38Xv//oJemInVMUEO2VBeJ6Ne6SajtPtBUaPofmY2Bo6/jY/eG1w/E32YC1ypWCrzSQrB0+QQtvoH0jjJWrn+kra6eqnKW9f+veUEXNC8corrwT/DlReivz30ksvxd3I8PAw//Iv/8I//dM/sXLlSp544gkeeughFEXhqquuYtu2bQDce++9XHDBBVx44YXcdttt3H333VRVRT+AyQdWy9HBqaaiKPh3aXHs0I1EF8ArUtx0/GUVvj7/wZqvr5OOF/4fmtkdtvJkgcWG2WTm0Y1/Qrd4k30ZQqC17sI8fc7osigjIkvGBvgK7RgomPuPxHx+/1oUPTz04nY0Xeeyf5hPgVnFMKC+soSzT5rBrkO9eXngORUF1qEIJGUHanCY1cmTpB11/P3LKoqU5M6kRa4U7FXdPLnlueBlGbOzp7aiOOnH5PqCtenqp6mS/j11xEypD81xeOqpp1LeSGVlJX/+85/jbmPVqlUpbyPToq0M29o9xLBbw6wqwRVhA6f4rRYTw26NK1c1Av5Tq4EVOYfd2sjjnQy7fWGPh8RX7FQMX3CQCLBWNrCuZWvYypM7O/exrPZ41jVvkVUoRdJ0Zx96TwuWY04c8z69Pv+aK4WqNfTEHJhU9CI75oHYEwq71c7OI/sZaOnn21+Zj80c/kvh4tkVbN1/hBfe+5TTj6vBYp48B6aTzeOrd7J+dwcuj4ZhwPfv8o+Bkf9fe+87KAqUFtto63ay6pmNWKwqyxdU5/xBGkQff319nSiGD0gs3yfaSsHrmrcwf9ps1jVvkZWDM+Dae98JW38i0B8V/EPXWN/tkJ+raaejn6ZK+vfUknCNrj/84Q8sX76chQsXZrI9OSveStnRkrnGSsRO9PHxGIoZc2lV2GDhOdLEqXVX8aftR1eeXFQ1lz9te0lWoRQpiZc/AdA7EvJUrNjA0MNu00tKY+ZQABRQjA83x8+101BZPCq2WVEUViyu5c9v7+ejHe2cmQcHnFPV5ecvGrVSdiD5NTJJOyBwOZ8SU6ONv+bSKgwl8dKX0VYKPrV+Kf+z81UAGbMz4Hc/Ofo9+/27GnnslqNJ2en6bs4l6einqZL+PbUk/DPftm3b+OEPf8jy5cv54Q9/yOOPP8727duP1pwXWec0bFR/7WbMpf6wMHNpFdUX/RTVZwtbedLldePTfXFXoTSbTZRVFGCWX39FCK11F1hsKCWVY96nz+fEqpixRBlStJIyzIM9Y4ZLARw66H/cySeUjJpMBBxTY6e6rJDX1x0iweJ0QmRM1PH3azfjNKJXMxtL5ErBZs3Gd5deDMC1p36H0sKSUWOyyaTg1byYZCEFEUe6+ulYTCaF0vKCMftirP4dOCaRY4/JIeEp6q9+9SsADh8+zLp161i7di2//e1vAVi/fn1mWpejoiVhRSYhAjRUlQT/ri4/Wv0m0cfHo2kGTlsV1d++E9Wko+kmnIYNzaMHV55cNG0uKAZfnrOCRZVzIEbYpG718PimF/jaovPBJwvMCD+teQfm6jkxD+J7fUOUWooxGH0fvbgURfOhDg+gjSRph2rpcHPwMxMFx4NHGQBqom5DURSWza/k72ubONDSz5z60pRfk8iOwBg4d2RfBca50PEQcj+xNZrQ8VcxfBiKGbepgCLdhaL6LzsNG1qUykFhzxOxUrDXdXT8nlXewOOb/jxqTDasPp7Y9BL/vOB8cCVfaVH4RS4+m8h385qtrXkRkhegaQbuompqLvt3FEPDUFSGlSI0T3p+DPZXbBq7L8bq3wsr5qK5DExFXjn2mASSmg4eOHCA999/nzVr1vDRRx9x7LHHcvHFF2eqbTkr2mASLa4ydDXwjp6jq4wn+vhEaJrBgM+KpbSKAZ/16JfXyMqTRV4P+9p3c8kJF7K/Yw9FxkDU6g5Wm4ntnbt5Y/8aPuncg9UmvxQI0Ae70PvaUGvmQJTJQkCvbwiHtQhd10bdppf4q7lZouRRGIbBWx/1UKj4kyH7vX0x27NwZjlm1cQHn8RefVvkhsAYeMtlJwNHx7nQ8RByP7F1LIHxt18rwmnYsDk7UqumE7lSsMfMd5Z+nU8694wakyOr5kiVnNTNqQv/USKR7+Z8Kwyhqgo2ZwdtT/8bTb+7jran/w2bsyMtVZ4S7otR+nfgshx7TB4J77nPf/7zXHPNNTQ1NbFy5Ur++te/8vzzz3PzzTdnsn0iRbpuoA/0M+Ad5MEtz/GDv97Kg5ufY0Abjlrdwau6eWKTv/LCE5uew6tKzX/hPzsBYKpoiHm/Hu8QZZaSqLdpIxMKtX906diDzS6aWt2ctKgcs2Kmz9sbczs2i8rcegfrdnaEre0ixEQbTzUdXTfo63EFF/nSdYMBzyCPb/IXMwkdkyOr5kiVHBFLJqs8JdoXo/XvwGU59pg8Ej63dNZZZ7FhwwbeeOMN+vv76evr49RTT6WmJnp4wlQVWQ0qsrIT+E+rZuMXOdWssqF1b0iFBR8bu/Zx9ozlEJIDVVRk5Z3mdaMqMXyh/vM4nZ6Mt1PkLl/zJygFdigsgyhnHwC8uo8+nxOHuSjq7YatEF21jCodaxgG767rxV6scky9lX2dJfR5e6I+R6jjjq1g16FedhzsYcnsacm/KJFR0SrigT/MKXBmIvT6bI2HmZbOajpjjclnzVzBO00fMORxYjaZpUpOCsbqn7H6YSqPyRWZqvIUrYJTsn1Rjj0ml4QnFHfeeScAR44cYd26daxbt45f/OIXlJeX8/rrr2esgflmrGpQ0apHZJrm0zi5ch7PWosY8jg5pmwGZ837EtrQECaTgr3UxkCfG6fTw/L6E3nuk1eOVmKYcSIWqwmzx0Sx3cpAnzv460Ko0OeJdrvIX4Zh+PMn6haMOZkA6BkpGWuPWCU7SFHwFTlQB7vCrj7Q5KKlw8OXTi/FwKBILaYvTsgTwKwaO4VWlQ+2tcqEIgfFq4gX6/p8lmg1ndAxE4g6fkYdk+uXMjTk5qxZn2N9y1auP+17/Pvbv5EqOUlKpH+m4zG5IpkqT4l8nwcKAvh82qgKTmP1RatVpajEgnPQiyekZO9Y/VwmE/kpqWC1HTt28PLLL/PSSy/x8ssvU1hYyJIlSzLVtgm3Zmv0WMnA9Y+v3hnz8X1DmflQqKqC3ezBoTqxmz1jxkI6DRt2tZDvH38hAD9e/l2e3PwcLjNg8/Hk5ufA6v/wWzQb31vmz4f53rKLMRsqT25+Dt3q8d/P5ou6TX9C1tHnEZOH3n0YY7gftSr2avXd3kEAitWxq4Z4ixyYI0rHfrS5D3uxyoxa/xdboVpMv7cvbgUnVTWxYGY5m/YeCa7ALHLHmq2twbExcgwca0zNV6FjMSYT1V/3V9Ox1c1j+jdvpeZbt4NC2BgdOmbGGj9HjcmabeT+z3P1Kd/iT9tf4sefuzxm5T4R277m+D9g5IPIYwKr1RS1X8LYVZ5UVUG1eXhy859RbWMfV/gLAvj7bGQFp7H6os/s5vFNf8ZnGR3OFK2fi/yU8BmKU089FbvdzimnnMLZZ5/NLbfcwjHHHJPJtk2497dFr+YQuH797o44ydRHD4zSVcVEVRWK3J3BmMjA4GAYo8NNNM3AqdpZXL+E76FxqK+F1/ev4bjyYyktnsbr+9/juKr5LHIsxOPWOaFqAV+es4ITqhewvWM3r+9/jwWVc+gc6mb3kT3M3voxzm1vB7fpLqpmW9eusOfRfHKWYrLQmj8B/OtPxNqrgQlFiWqDMdIafEWlqO2fYtI86KqVlg43Ta1uzjjFgT4ygShWS/DoHjyGC5syxtmOEQtmlrF53xF2HOxm2byqpF+byJz3t7VyqGNgZGw0Rt22YkltXlZ1ihRtLJ7+zZ9R/bWbAIWOv/wqbIx22qpAgR0jSayfaziZvuH+McdPTTM4rmqev0Jf1VwUjWAC7ILKORwZ6uFQbwuLHKMrp4nEaCmcVc+1vhvZDwvnnUrFmd+g/S93H+1/37yN6svuRNGjVx9TVYUiY4B1LXt4ff8aFpU2cErFPJyqPfx+ZiXYfwN9NrJiU6SCQpWNnZ/wxv41LKycy7LKxbiGj/4QFHrscXzVfLxOyY3LVwmfofjf//1fGhsbufvuu7n44oujTiZefvnltDYu35UWH51ppyvOcqwEK20o+i8tmmZQ6IPTZyzjkU3PAvDo1v/FZrFhNpnDEqlMHiuXL/sGGEow0eqJTc/x9ePP54ktf8G0/DxQzf5tvvD/0MxuSQ6cxHzNn2AqnQ7W6LkRAV3eQUwoFClj/7LkGykXqw76cyQ+3tKPzapwTP3R3zSKVH+lpwEt/q+GDVUlFFhV1u8anegtckfoGBgq1+POExFtLG5/9k5MZltwMhG4PpAEG0hitZjM2MxWHokxfuoWLw+v/2++t+wbPLbhWbyqe9S4/OTm52TczbJc67uR/dCx9KzgZAJG+t+z/wEG9GtF4dUgQ55jQBvmsU9eAuCx7S9FLeASNQk7soJTBLfiCku6dptco+4TOPYweTK7crfIrITPUMyYMSPufX7+859zwQUXjKtBEy1eQmFbt5O+IQ9XrmpEN+Cae97CrJo4ZUE1l5+/KOPJW2MlWBmaj7F2p8mksPazj8MS+XZ27mNZ7fGsa94SlkjlHPSxtn1TWJLUriP7mTdtFhu7D3DinJNw7lmLtbKBdS1bx5WQJXKX4XWhNe/EtuAMjBj5E+A/Q1FuLcEwxv5lyVc4MqEY6KKDCvZ86uSkE0og5Kx6kdlfJWrA10+lJXaxB5NJYU5dKVv2HUHTdVSTlBqcSGu2tv7/7J15nBxVufe/VdVd3dPL9Gw9PZOZbGTfN4KgAQUJIMgiBBIhsgleRUF9vYJvWEQ2DXpF5aq8IgIKQi5BgVyQTVBZBbKRfSPr7PvWay3vHz3d0/symZnMTOr7+eST6apzTp3ufvqpc+qc3/Ow9p/76PYGo4kJr/3JGwB88+f/BAFcdpn6Vt+IErRmIp0vRhSTj3e3IZkkPqrdRE/Qy8nVC9jeuCfOf26o38Kn3IsJBhVk2cT7dRvYXL+d6567mTmeaXxQsymlXzb8bn5851dv0entm4RF7LTQZuYXN516rLrVbxLtULQ6+l5LJlCVrCLs2AAuUbF/8x4+P/ZT0QAumUTYHW3JkwQAp9PKG4cSRNdHwsEFurr66iiKRntr6jYMRg4DmkFkNGSvzUdQ+M0H/smvv/vZvOsfDekEVoKU/quMiLNfL6rijs9+m7v/8StmuCfz9JYX4oRUoihQYDclCa2WjFvM9obdLCw5ge59fwAg2HyYxWOu5+mt2QVZBiMP5chW0BREz6SsZVuDXRTLTjQt04TCCYCpq4XNNeHfx+QJ8Te3yApFZ6gdMu94AmBKtYttB1rZc6SD6eOKs1cwGDQS/d6hxi5+/d3PJvnAkSZozUQ6X4ymxR03udx4vvpT1KDCiWPm8fr+t7lu0Zdp8bXz3M5XogEzPjfhZHq6QriKrfR0BTl94im8tu8tDnXUsKflANcsuCxOvDq9bBL/u+t1rpm/3PC7eRA7abj2J2/whx+ccQx7c/Qk2qHm747qJTzX3k/DIzeDQEoRdoRUY4RFZVNQFRUIJ6sL9tpvoghbCai4iq0phdxdXf4UAV/CwQXS1TEYuQzoY73YRG6jmVRi61ixYTax9tHg1S2UX5IssJLs6bMGR8TZ3z7p6rCQ7+SrCYT8KJoSFVLJsohkDQuyZFHkuoW9QqtFK3jv8Hq+euIKtA/+BqoSvuZF30NSLDkJsgxGHsrBjSDbEAo9Wcu2hrpxme1kSnynm8yoFhtSZzNbd/cwsdqKKSGpqizKmEWZTiVzLooIEyqdmCSB9buMbU/DnZ88sR6Ajp7RE2M+IFqpuPxOxlx5L55lN1MwZTGe5beiBX1UfPl2PMtXYRkzBeu5X+OP216gRxIQQ2a+ffK1PL31BawmC9f1+s+bTr6WxzetjQbBCP+/lm+ffC0AV81fhlnt87dXL7iUZ7a9yFXzLzX8bh6MtqAA0DsmWH4bnuWrqFx5F6LVgefyH+Jc+UP+uH0dzpU/pHz5bUki7MQ24sYIn7oKp2RNqpNKhJ0tMItFt3LtwuUAXLtwObJmMYK5jFKMHOcZSC++Cg+cTpxWHj0SK+COiLUHQ7ylqjpei5vyK+5F0PsEVlYh/dxQVXUCciGH2rfz+r63mVU+jVllU6NCKkkTsCgdfNiwJyrIml05i6WTTmVsYSW/fO8RnBYHJ515DcVLlveJuoJaVkGWwchD1zTUg5sxV8/KuuoY0EJ0qj6KzPas7YYKClFamun2qpyyyJFy+mGX7FmT20WQTRITKgrZsLuJy8+cctw80BjufGZOJeVHCqJ/Q2w0ndHxHUWzD8cKslfchq6EaPzrz/vEsJffwfqumnAwDPc0ZhfP4GBbTdgPu6cxyz2NqxdcxsH2I1GxtVN2sK1pV1T4evWCy5heMpmgv8/fznJPZVfzPsPv5km6QCsjHjVEy8sPR0XZxZ+/kq2NfffzE0unZK6eYoxQ6JqBGoxfdVYVPe6ej9IXKCBdYJZQSGNCUTVnTlrC+KIqdA12tmauYzAyMTYeZyCd44kIDTNHeBo88Zaq6nQpclqBVSpCUpDfb+gVU61/GkVTo0KqAt1Ll+qPE2Spfh9XzV/Gr95/FAiLqboJJV8ziyDLYOShNu5FD3RjqpwKWSYUTcFOAFym7BMKxebE7G3HViBSXpbaXmySI7zlKUcmV7lo6wpwuLE75zoGg8uSuZVR35joA1320SG6TCXIVtobaFzbd0ztbqdL8Uf97uOb1oaF1Rv6RK2KrnJy9YLosSc2/5UzTvg0j/aKWB/Z8DQnVy/o86+9/lYMyuFQm4bfPSrEUTC/tQmBOLsrnH9G0v28S0kWWCeSOEYISWnC3gdNUdvLJVO2Zg7xy/f/wIrZF/Cr9x4lJAV4fPMzGesYjEwG1BuNGTNmIJsbVqQSW4eX7wVcdpldh9u5bnVY3KXpRDNkR8Tax5JMYipN0xEsJtbXxgsEDwVaady/l0MdNdFjqcRUmqanFWQZjEyUAxtBlBCLq9JFgY0SmVA4TQWZdjwB4DMX4tb9zJ0opl35KJBsNHrr0HU9pxWHyVWFCAKs393EOI8za3mDoeMnT6xnb00Huh42jViR9jiPc0SLslMJskWzNe5YwaQFrG/u86tTSickCavX132M21YaV+bDmo+TMgdHRNex/tYsmdE0w/dmI/HefcPP/4k/qCIQtsvIfXtylYsfrFx07DraTxJt0VRUwfrmHfF2liCwTiSfrNeapmOWzJhMCu/VfpSxTqTdQ+01fH3dKhRN4cOazUwtPYEPazYbwVxGGRknFIcPH86pkbFjxwKjO2xsNrF17LFUYu1jSToxVUTIpytKNKN2QAliNVmoNhcydkx1nOh6cfW8uMmEwehEPbgRU8VUdFGCDEJrgMZgeCuLU7SAmjka1EFfIW5gWkkPIVLHzrdLDhRdwa95KZCyr3rYrGaqyhxs3N3El049IWt5g6EjdnB23eo3+P0tZ4waUXYqQbYW8scd8+3byKLPXsoa2UZP0JtSWL2oMpwY1h5T5qr5y1i7/UUj2MUAkeneHbHLkUyiLSrt9dH7edSGEgTWiWQbI/S3TmyZgBKMZsL+y46/ARj2PcrIuOVp6dKlnHXWWSxdujTtv7POOiunC91www1ccMEFXHTRRVx++eXs2JEsXFZVlR/96EeceeaZLF26lGeeeaZ/78ogiUQxlaxbKCqxIssSPsGGU7Jyw/zlPHT+fdww/zKcpgIcsj0ug6Ws9Qm0RFHAVWzFZBJxFVsRc1g7jtQRRSHub4Phg9Zeh9ZRj6lqOnqWyQSEVyhcZjtSDnvjd7SFJxGlpN/SZDPlnosiwpRqF0eaemju8OVcx8DgaEgVHENyeeIyEkuOIpxSQVR4/bVFl+OUHVE//J2Tv4qrwIFZ6xNbr5z3Jf7+yTtc0+t3I8JXk0mM+utYv5mLDzV87egm0RY7N72BU7Jy7awLALh29gU4JSt+wZpkB3H35ByzXouiQEgNRetct/DLAFzXWyfR3sSQmRsWXxkeWyy+EpNq4ap5l2a9jsHII+OEYufOnezYsYOdO3em/ZdqYpCK1atX88ILL/Dcc89x7bXXsmrVqqQy69at49ChQ7z66qusWbOGBx98kCNHjvTvnR0FkUgQ6SJCpBJbx27hGOt2ZKwfiyQJOE1BCiUvTlM43b0si7jMflymHlyWEIVyhvNyAKdFIdTRSJHZj0v24zL7keX4rzZRTBUSAzy68X9QzAEsmh/BJHOCZwpPb32BiZ4peC0W/rT5WWaX92awLJ9KwNc3wIxEaYhEJcklWkNsZAcjysPwRDm4CQCxbEJO5ZuCnbgtLrQsuSqCCnzc5EBDwOJtS1vOLoV/O91KZ24dJrxVAWDj7uac6xgMPLH+LvJ3JLpT5DsqL84hHvAwQ9e1sI+WA2Efa+rBIfpQC8upuOo+xn7zt1R+5W4k2YJosVGx8m6qbnqYipV3I4gis9yTWDrpVE4oHssfN69lpnsySyctoaqwIuyDpUCf2Lp8Kl3BbmaVT+sLdqHoaHIw6q8jfrPT35WTDzV8bR+JWy1lc/wT++EYBSpxjCDLYtxrgJCjnMqVdzP2hl9TdtZXwe5ibtUclk5awuzK2ahWF4oUSrKDWNswmwRmlk8OZ2Yvm4TZlHoCqstKOFGdrKAqOtPdkzhz0hKmuSehKnqSvamKzgnF48Jji5KxhAIJwVwMQfaoYchE2U5n3/7m7u7ulPujX3rpJS699FJEUaSkpIQzzzyTl19+eai6GCWy3zLyfyKp9v0ebuoThUbeW7r6ESRJwBZoovHJW6n57Q00PnkrNq0dq7eB+idup+m5X6C21tLwp9Tnj/zmm9T/6Tb01hoa//Jz6p64HbW1jpZXH8HqbUiaVEQEfbIos7VpF6/ve5ttjbvx1e2iY9NrbGsMH9vRtIfarnpe2/cWNR31XLPgMkyhvtUJySSwKvA06QAAIABJREFUs2UPzd7WaDSSna17kdI4oNg6r+17izpvA7t6/85Wz2BoUQ5uRCypBjm3gV9jqJNi2Zk1GtT+BghqEn6zHWuGCUUkF0VHjqFjAYqdFtxFVj7a1ZhzHYOBJ9bfRf6ORHeKbH9qbBtZq0iSJBBsPETbaw+jtdZSF/G7T9yOqbMBrauV5lf/gNJaR92fbufIb26g5dVHoLud+idup+Y3N9Cz9r+4ct7FbG/YwWv73mJf426+MvtLbO31t9uadmNG5qr5l3Kwo4YVsy/gUHttNNiFbBHj/LVTdlDnbWBLY3bfG+t3DV8bf58GCIbiH4Rku2cPNanGCFZvA22vPRw3JpC7G6h74nYO/+ab1D1xO0JbPYE313DlzPPpefZnSP52drXG20Gsbexq3YtZ87K3fhcrZl/AvsbdmIPtWK3xY4hEeyqwS+xpPcCK2Rewt+UABXYpyd5ki8i2pt28vu9ttjfuQbaIRjCXUUrOEwpFUfjjH//IjTfeyMqVK7niiiui/3Ll1ltv5XOf+xwPPPAAq1evTjpfV1cXJ+yurKykvr4+5/ZHGqkihajtDTQ8ez9KRxNFn/4STf/732nPR441/e9/U/TpL4X/fvE3FM47nYZn76dA98ZdLyLoC+APP2EgHL1JHT8dcdHSaGSRP2z4HyxmCybRxC/ef4QOXzfBYJ/j1cwhHt+8lktmnhsXjSRTtIZINAizaMJikvl9lsgQBkOP5u9CbdiDuXomehY9BECP6serBig2O7KW3VsLVhlCVicWb/rJgkk0YxEtdOUxoQCYUl3E3poOOlPkiDEw6C82IUDDMz+hcN7pNL34mzi/2/Ds/ajejqRzEf8beR2s20dnWy2PbH4WgEe3rqNb9fPYpj4fHBT9dAa6ePD9R/n6ulU8+O9H6Qx0oWk6ISkQ56/POOHTWE0Wfr/+KSCzD80lCo/B8CXVGKHh2fspnHd69HWqMUHDsz/FPmUhNb+6nmDdJ3Spgb4ITr12EGsbj21aS7ck8NvNz/D1dav47aZn6FIDWNWEMUSCPfnx88j6p/j6ulX8v4+exI+fJ7f8Je46ISm8GwLg0Y3/Q0gKRMciRlK70UXO08Mf//jHvP/++1x22WX84he/4Dvf+Q5PPfUU5513Xs4Xu/feewF47rnnuP/++3n44Yfz73EWSkuzD24A3O74iDCvf3CIv390iLZOPzVNPXzrF//C61e4/ZEPKC608PkTx3HmSePi6vxqzUbe+bgWAF9A5brVb0QjmuRSP9TRlDFSiGh1ZI0kAmEHIlodcX8rHU0Iupr0PgFe2v1GfBSR2o/x2Mviju1o2suCyll8WLOZDfVbOGvyadH6r+z9J1NLJ7KjaW9cncRysbyy95/0BL0srprH9sY9OddL1f/RQK52mi9H83l1ffwRPbpO4cSZmJy2rOUbOsOD/gq7C4fFmracqunsr4fJlaDanVia9uO0W9DTRHFyyk66tE6KirL3IcKiGRW8u7WePXVdnHPKhJzrDVf7Gi79ymanEb8J4Qg63/rFv/AHFDS9L6pT5H+b1YTXr/DzZzYDpPSJMHzeO/T56FS+WOloQjRbwUzcucSyidGelk5akhTt6cOazUwpnRhzLBwN5wtTT0/y14c7aqnvbs7Jh0b8brZyI510dup2O5Pu01/tvU9H+OpP3kAnd/scTBJtP9UYIfZ+D1nGBKpCwdST4uwvYgdue0lCBLKP4+xvffMezhx3Eu6ivj4l2tOHR2IjNil8eGQzZ036LE9teZ7uYA+dwS52Nu9NsvUvTD19ID6unBlOPmU0k/OEIqJrGDNmDA8++CBXXXUVS5Ys4Yc//CE33nhjXhe96KKLuOOOO2hra6O4uDh6vLKyktraWubODUe+SFyxyIWWlu6ss16320lTU1fcsXkTi5k3MdyXSCSIxIgQiXW+fMZkvnzGZCA+slOu9Z0mMWOkEM3fnTWSCIQFgZq/O+5vk8uNLkg0NXUhigJOlyWa5v6kqvlxkUYWj5kLuhaNNOKQ7cxwT+bpLS/gkO0srJgT1/dFFXNZu+0lLpx+VlydhRVzCCqh6HViWVQxl6flF9hUt42LZpydVC/xs0n3PQ0Ux9rB5GKn+XK0n5dvy3sItiJ6dBt6uzdr+T1t4dVDi2qiuzt99K92n4wvCBXFCt2qnRI1RLC9lUCaZHhWwUabr5X2HPoQrSNBkUPmH+sPs2hyaU51BtO+jobYfg13O03lN2P/Toyis/rJDfyfS+dFXyd+/sPtO4n46FS+2ORyo4X8oCpx5xLLJkZ7em3f29x1xv+J98FV4c8k1i8urp5HS0t3kr8e6xqDy1qY5ENbWrrj/Dz0+d1svvZoGY52GrGldPdpSI7ylM0+B5NUtp9qjBB7v4fsY4JE+4vYAcRHF7tm/jKeiY0uVjYFXVGS7v2x9rS4Oj5i0+Lqedz+959GXxfKzuTxRtW8Y/a5Hms7He3kvOXJ7/dTWRnWDlitVnw+H5MmTWL79u1Z6/b09FBX17c38Y033sDlclFUVBRX7pxzzuGZZ55B0zRaW1t5/fXXOfvss3Pt4oDTMcjbJ1JGCiny4LnkZkwuN+3v/pXyi/8Tz/JVVK68C8/yVUilVdHzkTruL36L9nf/Gv77vBvo3PwmnmU3owthMReWsEhKsoSFXA7BHBe9STq4A239q1w9P3zs2oWXEQgFUDQlZRQGMWTmqnnLWLvtpbhoJJIgpRX/RSJIhDSFgBKMRj4xojwMD3QliHJkK+axs9GzCKwj1AfasIpmbELmZGX768NifrdTJWANO/QCX/otTQWinc5QZ1ZdRiyCIDCluoidB9vw+o1tHcOFPL7CY0KqoBixeHULnkt/QOfmNyn/0vfwLF/FmGtXU/0fv6Ti8h9iLqnCe3gn7vNu6Iuys/lNPJd8Py7ak0PV+erciwG4fPpZiHs3R/3t1QsuxaRaMKuWOL+8r+VgWCybcPz1T97BrwS4blE4uk7Eh6YSX+caued4ZbjbZ6oxgufyH2IuG0v1139F9X/8Esk9LmlM4Lnk+3RufhOIRBuzct3CeDuItY2r5y8L2+jC5b1lluOULPil+FXiRHuy6lZWzgvb9dULLsWqW7hizsVx10m0X5NqwWB0kvMKxaRJk9iyZQtz585l9uzZPPjggzgcDjweT9a6Pp+Pb3/72/h8PkRRxOVy8dBDDyEIAtdffz033XQTc+bM4cILL2Tz5s3RULTf/OY3ozkuhpK+KE65e5sTp5Un1U8VDSoWVdXxWtyUX3Evgq6gCyYCohWL2EXFitvAZEb399Dy8sMoHU2YXG7Kl91C0OEJRxDRVRAEQl2tlJ1zPWKBAwSR0jOvpuX1x/Dt+RDb3NPZN+ckXtv3FjNc1Uxc/y/U5iPMvvbHnDlpCbPLpyLXfoJ1wjzmlFVw5qQlzCybgq4JfVEY/PGfQyRi1I7mPcxyh6ORzCidHBVoz3RPZUbh9LjoDbFRpiptHiptnrTtGww9au1OUAJInkk516kLtFNuLUbLEl52f51GaaGORdYI6OGl+gJfG+2FVSnL20wOVF3Fq3Vjl3J/ojRtbBEf7mzk409aOHlmRc71DAaGWH8X+dsiS2nLHGuigtfePeoml5vyS27Ba3GjqmGfpKo6cvk4is/+DwRfO50bXqNo8bnUP/uzvjoX/yeYZSpW3IYgSihdrXR89DKl51yPuWQMiCZ0QWC2s4Slk05lduVsCoIh5ljkcAQ991RC3vBvaLZ7Wm+Uncl888Xb+PbJX2VG4fTo8VnlU9nVvI9Km4dxrjFRH4pCVAwb638To/sd77429j4Nw9s+IXmMgMUKnc3UP/vTqP15Lvk+uqssPGYQBBAEdEGgcOFSij51fngVTdeYnsIOIrYxrWQyqiQzvqiaMyctYayrClUuwt8T/3Ap0Z58XjUuEqSvR0uyN1XR++w3xtYNRh+CnuNjwI8//hhJkpg1axYHDhzgzjvvpKenh1tuuYUTTzxxsPuZM/3d8pSKY5GEyWkK0vjkrSgdTXiW3UzLa48mLWWWX3EvXYocVzaCZ/mq6AREkMzYr76bW957KLrc+JNT/oPux27DOfcMis6+lrZXHqF742sAWKqnU77yTtQeLz0hKWn5PJbINqqeriB2p0x3wMv3Xr0rep37l96K7jOlrNPVEQi/1wztg7HlKV+O5vPyv/U4oT3vYvvCd3NeGVi158/McI3nZHv6hHKKCv+9DmaM01gwMQC6zvyP/0Jz9Xz2T0y9l7veX8t7rf/gsrFfwSNX5/wedF3nt89vY0q1ixsvmZu1/HDbXhNhOC3RH62d5utDh/I7SeU/Y/1rbJ/8bS00PnkrpUuvSemTS5deQ8Pa++P+TmwvceupySTiKJTp7gyiKOFBVuTY/W89xOaG7VFfKoVkHIUy3u4QBXYzXR0BSksd0S2muiXE91+7J6X/TbzuYDAc7TQXWxpOiRZz6W+R2U/dE7cn2V/lyrs4/OtvAKQdN3i+8mMEuyPODmJtQ7cG+cnbv+GOz36bu//xK2459Rvo3uQVLVEUKCyy0NkebkeWJWwOM97uEMGgmtLeUtn6UDGc/OloJ+cVioiuAWDChAk89thjg9GfY87bH9dFQ8ftOtzO6ic3AOEnF6nCxQ40gq5kFGWHxdYKIMeVjRAr0CqYtIANrZ/ECaI2tR9g7qSFdG18laJTLoxOJgACR3Zy+OdXU/XVn6NpNjra0u+Lj0RpAPD1KHzQsDHuOuvrPubk8pMIBpWUdYCM7RsMHbquoxzciLlqes5rcl2Kjx41QKk5dcbrCPVtEFKhoqj3SZcgELA4sPoy5aLoTW6ndOLJvJsqjvC2Jxdb97cSCKpJTx8NhoZj7UNzJZX/jPWvqcqmFWcnBMVI1V6i/1MUjfbWeB8oiiJv7n+PzQ3bsZqscb40UjY24l5Hmx9ZNvFe7Udp/W/idY93Rop9pkRXU9ofet8gPZ2NogaT7CBiGzabzD9rPuBQew1fX7cKRQsHBTit6tN4vcGkOmbJjKb12WOwVU1qM+76KWzdYPSRVxDg9957jxdffJHGxkbKy8s577zzOOWUUwarb8eEJXP7nMqxeHqhC6aMouyw2NqUVDZCrEDLt28jC0+9OCrGml8xi9OnfI7GD/4VFW0ntV/gjLafK8Ggwolj5rFm27oYofd8CiwmFEXNuMIxmE/NDHJDaz6I7m1Hqjgr503FtYHwhKDIlDkS08He1BDuwr4bXsDipCBD6NhItuzOUH6hYwGmji1i455mtu5vZdE0d971DY6eY+1DcyWV/4z1r6nKphVnJwTFyNZeOoJBhYUVc5hXsZnvL/k6P33rIRZVziXoS52UzlVspasjkOR/U9UxfG6YkWKfKUl1z3a5QeiTw2YbN6TC6w2mFE/7/aGojcWuakQyZWuanmRXhp0dv0h33nnnnbkUfPTRR7nvvvtYsGABc+bMQVEUfvnLXyIIAgsWLBjkbuaOzxfMOiay2y1Js+5UvLOlbsifWKiCiaKZJ2GbvBDJ7sK58GxsMz9N4aKzcZ10Po65p6OLEqpgIoSJoqkL8H2yES3gxeRyU3jiF3DMPg3b5IU4530eWS5gjHsC/z6yids+922e3vI8c065jJKpJ4OlAMeUE+Pql19yCwHZhU0IYBUCyJKOKpiyfqYSEmOLK/h3zUa+sfhKygpKeHrr88zwTEJXUmj/LSpPb8twnty/p/5gtx9bYVgudpov/f28QjveRK3fjTz3nLgbUyY2dx1gl7eW00pnImZ4H+9uB5sFplX1CaULfG0UdtRSP+6klKFjRUHkgHcvdpOdibYpeb2XQpvMxr1NKKrOidPLM5YdTPs6GmL7NdLtNF8fOpTfiSok+8/yS27BKxWi62GNhUMKoit+BHQcs08FTcUx61R8+zdH67i/+C3a3vofBFEK72eXTBR+6nyKTr4Q55zPIQoCsklFFjRE2Yxd8GEVA1glDd0kR/UaESQkFoydydNbnmflvC8hheTYB9B9/ZeCPPnxX5nhmYSomOP8b7nZk1wnB5/bX4ajneZiS8fiHp+OdP2N2KFVCKBbrDimhscHhQuWYp9xCoWLvoBmtWEbP5vCBUtBtuKcf2ZcGeeJ5+IVHBl/y1ZJpsJVxgc1m/naiVdQVTAGVVLibEaSBCRLkD9vfYHZFRMRdBO6HF8mm53Fvp9cxxdHw3Dyp6OdnB+d/OEPf+Dxxx9n6tSp0WMXXngh11xzDddee+2gdO5Yc8wEWmooTojtvuDboOnUP31PknjQa3Hj+cq9iGqQYGstHe+9gHPeGbS8/DCSvYiS01cyRTPxn5/+Gjua9vD6vreZXjaZOZ0+2tY9SMGUxVRcfie6IKDTKwr3NmYUKqbscoxYa1bZVLZmEGhLJoHtKQSEBscG5eBGpPIT0CWZlCOXFBzxt1BsdiAjoZL66amqQW0rzJ8Uv/ARsDgRdQ1LsAufJfWWKbtk79cKhSgKTK5y8fG+ZkKKhtk0sAMng/wYbiLXWFIFxfDqFlRVjwq2295aQ9Hic6OJ60wuN55lt1B55X2gBkGUUL0dlJ51LWKBA11T6dn2Ns6ZS6hbc1+fDz/vBrr3baRw1pIEQe3NYPMQDPb97iRJYEuMr55XMjvJP0omga2NO+N8aCbxteFzUzOc7ROSAwcUTFlMyWmXxY0PPMtuAV939FjBlMWUnJpQ5pKbkWxC2nu4JAmYuxuYWTQ+LJ4uGocc7GRL15GozcwumoFF6eTD2t3RIC8nls9kfcv+vjLFM9jSsjP9vT+HQAgGI5e87rbjx4+Pez127FiENMmpRgPH4smFTQjQuDY+M2bTC79E9XXGHWt8djU2IYCq6gi6Rt2ff0TDmvuwTz2Rphd+GZdp2//6HzmhdHx8duwTZoNsxbfnQ+r/fCc6JroUGYvmT8rMGblWVoImrpp/KYquZszOamRvHT5o3S1oLYcwV83IeTIBcCTQwpiCUlQ19WQCoKkjPKnwFMffKPyW8B5zWwYdhU2y0xHqyLk/sUytLsIfVNl5KH37BkPDcHn6mw5V1elSZDpVG11K32pBJENxygzZa1ejqjoqZur+dDu1f7iF2sf+L6GmwzQ8fS+ueWfQ+JefxvvwF3+Da94ZNDwbf7zh2fsp0OPzrSRmxg5Jyb5XM4d4ODFTdq//JZj8nNDwuakZ7vaZmCm7cN7pNKy9P9ke2xvSZmpPZ2eprhN4/r+5ZsFl+Nf9li7Vx+9jbEY1BehSffxh2wsA/HH7S3RLRMs8vmktISmQ0c5SZf7OeXxhMOzJeUJx4403smrVKg4cOIDf72f//v3cfvvt3HTTTWiaFv1ncHSkEwqKZmvSsbDYjzihVqwgK/K3c9ZpfHA4ITNr7ccUf/qSpLYyCxUzo2k6vh6Fj2o3JwkEZTl8k5NlU8bzBkOLcnAjAGLZhJzr+NUgjcFOKqwlGcvVtob/L3PGTygClnCkDauvNW3dAslOV6gTLY9JToTxFU5ks8gHOxryrmtgANlF2IKuJPnKaFlRTC2KTXNc0PsErTabnDKLts3WJxJP50NNJomONn/SvnXD545c0tpYDInjg/Q2mz6/UOQ6kcAsktWelF37o9otHA50pM2uHX69KaOdHc34wmD4k/OE4o477uDFF1/knHPOYcGCBXzhC19g3bp13H777cyaNYuZM2cya9aswezrcUFE/BdLNCNrwrGoyKpXqAV9gqzYvzve/SsnVc3FLocFtJHs2G3vPpvUVrrr5yosjAi0Y6+1qHJuNNpTtvMGQ4tycBOiywPWzNGaYjkSCE8ESs2OjOXqWsFu0bFZ4gc4ismCIskUdLekrWuTHGhoeLXutGXSYZJEplS52LC7GUU1HnIY5E+iCDuWiD9M9JXRspqWsk6q45bq6eAsQRTDK/0RcWycr66aF7e3Pl8favjckUtaG4shcXyQ3mbTR72Lu07QH86uXTYlzmZOHDOHsRZX9NielgNx44rw6/kZ7exoxxcGw5ucJxR///vfo/9ef/31lK9ff/31wezriCdbVlbozYy5LD4zpvuCbyO53HEZs8tX3IZXtyBJArogUnH5HXiWr6Jn90e4v/itaKZt9xe/hVhgD2fCjslWyZa3Iejv28OoW/qun5CZM/Z8LmTLzmpkbx0e6EEvau0OzNWzcs6ODXDY3wxAcW80pnTUtYKnGBAS9sYKAr4CF9ae5rR1I6Fju5X+bXuaPq4YX0Bh235j25NBfsiyiCjqVFx+B4KtEPf5N8ZnIV52M4giAdEa5ys7N79J+cXfp2PzG5Rf/P0EH/p9VDWEZ/mtcX7cfvF3eWzT2rjs1rlkFhZDZq5PyJSdCcPnDl8i44JQR1PSuMCrWyhfflvUZgRbIZ5lNyfZo1TkSZupPaKh0ERTxozwseMOyVGEU3b0ZddetAIZC06pgGtnXQDAlTPPxaHCdb12ddX8ZZhVS0Y7G4jxhcHwJedpYVVVOKutpmk0NzdTXp45gopBPHmJkSQzpedcH13GNJVWonW2JomsrC4BsaORhpg2PctuRnCU4PnKvaApCKKI+/wbwWpnpsMZzsLqnoyjZBrOaafECREhs1AxV7JlZzWytw4PlMNbQVMRy9MnpkvFJ95GSmQnVsGUVpDtC0JbN0ytSr1C4LMWUtp2GEHXU0Z6spnCqx9dagcVjM2rfwATKpxYZYn3t9czb3Jp3vUNjk9kWcTqbaC+dw+6yeXGs+JWKq64EzSVUFs9zX/7HWpPezginq087CtREAQRXZJwnXguuiRR+ZV7QA0RbK2l5eWHEe1FcWJZ29zT2WdSkwSswYCWNbOwqujMLp+Wsw81fO7wJKdxQUyQloIpiyk5/Yro+EAL+dFNMoim+GNWOxVfuQdBU9BFE1rIT+Mf/2/msUfMuEMXRVAVxhVWcuakJYxzVmDydxCSXcwZM5elnTXMrpyNNyjHZeAO+pMzZccyEOMLg+FLzisUnZ2dfO9732Pu3LmcddZZQHjV4oEHHhi0zo0mchUj2YQAjWvuoWHNfdQ9cQd1T9yB7utOKbIyB71JbTasvR8tpNIZlNExUf+n26l/6m669BC/++jPXL3gMn734Z/pFvUkIWKEdELFvMggEMzpvMGgoxzciGBxgDP3fA26rrPf18h4myejILu+Vx5R6ky98uG3upDUIJZQT8rzBVJ42byjH5GeACRJZEp1EZv2NBMM5b76YnB8U6B7k33t0/eCEqL+qbtpWHMfgdo9Uf9t0fxhX6nY6AhZ6fSbo/+rmhANlhGo3RMnlhUkM+Lis/n9xjVAsoBVDMpcs+AyxGD6zI6FVmd+PtTwucOObOOCxCAthfNOp2HNvdHxQcOa+2h8+h7U1pr4Y0/eiaYJtCt2NE2gsTdCZKprRK8TM+7QfV10qX5++cFjrJh9Ab/69+N0qX4sqhc1YObqBZeiBnrHBol2lcXOBmR8YTAsyXlC8cMf/hCHw8Ebb7yB2RxexlqwYAF/+9vfBq1zo4lcxUipyiEIabJjps6amSiwjmTM3ly/neueu5nNDdsHXZQXyZaZLrFNtvMGg4uuKSiHNmOqngl5BFNoCXXRpfoYY8381D8syNYpcaRfoQCwe1PrKCRBokCy9St0bIQZ44sIhFS2fJJe/G1gEEe6TMRpBdXpJ9WZBLURn5xOwBrJLKwomX+b+fhQw+cOP7KNC/ojys7WRuL5VGVMRRWsb94TzZx9sOMI65v3IJpMMZmyw3aUaFeGnR2/5DyheO+997jtttsoLy+PhootKSmhpSW9sNKgj1zFSKnKoeupRX4xYuzo8eLKJIG1b99GFpacgF224Vf8hijPALV+DwS9mCrySxz3iS+c+totOzOWq2uFUidIabLe+a0uAAqy6Cjaj2JCMa7cic1i4v3t9f1uw+A4I5VPzSC0ziQmzSSojfXJYAilj1eyjQvyFmVLpqxtJJ5PVUZpr4+KshVNCdtn2RQ0xbBPg/TkPKFwOp20tcULHGtra3G7c98ucTyTqxgpVTlNMqUQWX2fkGyLK2upnk7F136OX7DGtSU5igj9Y01UTDUcRHmiKOAqtkajmxgMLcrBTSCZEIqr8qr3ibcBqyhTKBakLaPrUN8GnqIMiRBNMkFzQcYJhU2y09nPXBQQtrFp44r4eF8LfmOgZpADPsGG55Kbk3xtx+Y3cJ93Q15i0kRfHiuW1dUQ2gcvc92Cy4BknzwU/tHwwceebOOC1DYUb5/ly25BcnmwVE+n6qaHsVRPyzvQStJ1Nr2BU7JExwzXzr4Ap2TFJ9j69T4NWzs+yHnPy6WXXspNN93Ed77zHTRNY+PGjfz85z9nxYoVg9m/UUMuYiRJErAJAQSbk4qVd6PrWvgpgiCCq4DKlXeDroIgEZJt9PRoSL1tSqJGjyTx+Ka1XDztXAhJSde0yzJLO2uGhShPlxUe3/RCuK/+9OHsDAYeXddRDm7EVDkNXRDj01hnqbezp4bJzkp0Lf0Avb0nLMouK8y8XcNvLaSgO/2EokBycNh3EA0Vkf7ZyPRxxWzc08zH+1o4aYanX20YjD6ivjbBFweDGtg8VKy8G0EAdAA9KrSO+mVMBEQrNs2PIKX256l8viJb4/y4xSynFLAOhX80fPCxR1V1ArbysL3pKrog4RNsqL2Z01VVJ+Qoj7OZoNmWNI4AsF/yPf64fR2XXvKfeINyXoFWUpUJmazMqZrD0s4jzK6cTUC1xGV0zwfD1o4Pcp5QXH/99ciyzF133YWiKKxatYoVK1Zw5ZVXDmb/RhWqqtOFDESEdllS0i+7BSQzbW8+QdHic2nozdgaecIg9UZp6EKmpNTG1kMbkiKGxF5TDAhcNf9SujoCcdceaiSTwPaWPUl9NRgatPZa9M5GTNOW5DyZAGgKddKm9PDpgtnoGerV9UoWSpyZbz4+ayGOlv0Iuhae2CRgN9nR0fGqXTikopz7GUu1246jwMx72xqMCYUBkD2yTjCooUoFKctLEoktAAAgAElEQVT09JaRJAGbtzFr1L4kn69oeIlJQqYm++Sh8I+GDx4eSJKAxdtIfYIdqb12JMsicncDdbFRxy65Gb/NEzO415FMAlub9/HavreZ6Z7GjMLpcdfJNPZIW0bREEWZq+ZfRldHoN+Jiw1bO37IecvTv//9bz7/+c/z0ksv8eqrrzJnzhx27txJc3P6J4wGuZMy2sPa1agdDRTOO52m3slE9FxClIaOQFfGlPcwfMRSmjmUta8Gg0c0O3bpuLzq7eypAWCMNfPgvq4VTJKOy5Y5upLf6kLUFAoCXSnP26Te0LH9zEUBIAjhbU9b97fg9Rt2ZpBbxL2cou/kELUvG6l88lD4R8MHDw+y2VHKqGPP3k+B7o1rZ7C+z4EYMxi2dvyQ84TiRz/6EZIUXqpavXo1qqoiCAK33377oHXueCJdJAbRbE0b2SESpUGWTXxYszljyvvhgiyb+Kh2ZPR1tKIc3IRUNh7k9DqIVOzorqFUdmIjs/6mrhU8OSwo+HqF2TZf6sAOtt7kdl1q/ycUADPGFaOqOpv2GgEkDPoX9SaxTK5R+/JlKPyj4YOHD1ntKG0kx76HNcP5+xzOfTMYeHKeUDQ0NDBmzBgUReGtt97irrvu4s4772Tjxo1Z67a1tXH99ddz9tlnc/755/Otb32L1tbkUI4/+MEPOO2007jwwgu58MIL+e1vf5vfuxnBpIvEoIX8aSM7RKI0BIMKi6vmHXXEkKEQTgWDCieOOfq+GvQPzduB1rAPU9UM9DyWsP1qiF3eWqYXjsuYf0JRobEjsyA72qa1EB2wdzWkPF8g2RAQaA8dXbbrylIbLrvMe9uMaE8G/Yt6k1gm16h9+ZLOPyqKOmC+2fDBw4esdpQm6pgu9OkQBvL7HOgxgGFrxxc5TygcDgfNzc18+OGHTJ48Gbs9/PRQySGMmCAIXHfddbzyyiusW7eOsWPH8rOf/Sxl2a997Ws8//zzPP/883zjG9/ItXvDAkkScJqCcentUx1LhVe3UL4sPhKDZ9ktmEqrEK0OKr58O57lq7CMmZIySoPL4kyZ8l6WRVxmPy5TDy6zH1lO/5WHhVPPgDy4P3YxZE7ZV4PBRz20GdAR3RPzqre95zCqrnGCLbMOobEDVC19QrtYNMmE31qILc2EQhRECiTbUU8oBEFg+rgidhxso8sbPKq2DIY3ufjbbFFvJEkAUQz734RoOomRcwqmLMaz7GbGXHkvFZffSUCMzwcQ7Y81RFGOfjiVfxxo32z44OFBSltccRuiqOMy9YAg4Fl+a0LUsZvRJDnOxhO/T5MqZ/0dpPqtxNpZpvFMqKMp43gmFsPWjh9yfpyycuVKli1bRigUYtWqVQBs2LCBE044IWvdoqIiPvWpT0Vfz58/n6eeeqof3R2+ZBJVN665J3PK+2gjZkrPuR7RbEUL+dFFEXo6aFr3YJ8ga9nN6AXFeFVzfIQoUUpKeS/LIlZvA/UJgi7iBF299YdQOKUqelJfDYYG5eBGBEcJ2IrySmi3uesgTlMBpZIdRUm/BzYqyE6T0C4Rb0ExhV2Nac87TE7aAkefmG76+GL+vaORj3Y1cvqC6qNuz2D4kU1sHSFT1JtIG21vraH4M5fE+WMkc1wbAVs5Jactp2FtakFtpK2ubf/COXMJdX/5aVY/DMn+EQV2DrBvNnzw8CDWFiVRQxVMCD1t1D99T9w9v+LK+xDUILogoWkqjY/fkmTjke9zRulkrF2ZAwak/K18+YesbzkStbNFjioa//yj/o9nIu/RsLXjhpxXKL72ta/x6KOP8tRTT3HeeecB4PF4uOeee/K6oKZpPPXUU5xxxhkpzz/66KOcf/753HDDDezbty+vto8lmUTVuQj3bEKAxjX30LDmPuqeuIOGNfehdjbT+NwD8YKstfeDpqX+ASekvM9V0AXHQDiV0FeDwUdXAihHtmGunpXXZCKoKWzvPsIs14SMkwkITygcVh2bJccJha0Yc9CLJdST8rzT5KI10MLRRiUrLyrAXWTl7Y/rjqodg+FLPkJpVdXpUmQ6VRtdSl+IzUgbhfNOp/Gv/xXnjxvX3BPXlkXzRycTqa4Xacs17wwaeycTkXLp/HCUGP84aL7Z8MHDgogtml1uRE1JvmevvR80lXbFjqaLNP75ztQ21/t92lQ976ADanc7XaqP38fYWZfqQ+lu62sjj/FMEoatHRfk9e1OnDgx4+tcuPvuu7HZbKxcuTLp3He/+13cbjeiKPLcc89x3XXX8frrr0fF4LlQWurIqZzbnTnTb76EOprSiqoTj0milnT9VPVFszVlm6nqQ997Ly0NP0kLtfWkFXQl1n9l7z/jhFMb6rdw1uTTMr7ngSDS13QM9Pc0XMjVTvMl0+fVs3sn3WoQ58SZyEW5Jyj6qPUTgrrCzJKxOEzWjGXr2wKMKQOLNf57LShI/T2rxW6ogbJQGx3FpUnny5RS9vXsQrKHcJr7Fzo2wokzKvjbewcI6FBdHv6chqt9DZd+DZadZqK/7z2dD07nLzO1kS4QRmxb2a4XPS+KOfvhREpLzRl980DYSTYfPBJIZ6fD5XeUK0IGEXacTSWcl0SN0uLwZxAitdA7k+0WTFrA+uY98eLp5j3Mn7QQ7+4Pom3kOp5Jx7GytZFmByOVIZ0url69moMHD/LQQw8hismLIx5P3/7siy66iB//+MfU19dTVZV7Nt+Wlu6sIc7cbidNTalDVfYXp0nE5HLH/UgjoupYTC43qibSnnD9VPW1kD9lm6nqp3pPLrOUsr4uSEllF1XM5Wn5BXqCXhyynYUVcwb8M8qXwfieYts+luRip/mS7fPyb3kXzAX4zMV42zM8HU3gnfpd2CULDkWm2+9PW84bgLZumF6t4vP1PUUtKDDHvY7rk+hgPAKm5sN025K3IslqeOJzqLWWKoucdD4fJnocCAK8+NY+Lj5t0qDa19EQ26/RaKeZOJrvJJ0PTuUvs7URCYSRqa1s14ucR9Ny9sOpSOebh5P9Dkc7HU6fTy643U50IfM9Oxcb708Z376NLPrspayRbVE7W1Q2ha59f4hrI9fxzHBiOPnT0U7OW56OlgceeICtW7fy61//GllOPTBoaOgTZ7711luIohg3yRjOpBJVly+7BcnlyZjyPlN9yVGC+4Jv51Q/FT7BhueSm5MEXT4h+em0IZwa3ei6hnJwE+bqGeh55CcKaQrbug8x0zUeLUsAhoh+IhdBdrRfYliYbe9KHYHJaSoEoDXYlPJ8PjgKzEysKOTdLfVoeST0MxgZZBJbZxJrR8+ZvIiCRsVX7kKwFeI+/8aMvjebuDtyvmPzG5Rf/P2c/HAqDN88uokETgm11YMk4VmW/p6dzeb6W0ZyFOGUCrguxs6ckhWTo7ivjTzGMwbHJ4KeKeXtALFnzx6++MUvMmHCBKzW8JJZdXU1v/71r7nwwgv53e9+h8fj4eqrr6alpQVBEHA4HNx8883Mnz8/r2sdqxUKSRKwqe2oHQ1REZ/k8hCQi7Fo/rQp7yPIsog12IrS0Ritb3KVo9tcEAohaJnrp3tPsixSoHsRdBVdkPAJtpRCQADRqvKXXS9x8bRz0fy5bzMbLIwVivzI9HmpjfvwPnc3BaesgNLxObe5pesgv695gxVjP0sZmfNWvL0N3t8JKz/nRxT73lumFQqAcYc+oqizlg2nfB1dSI4a8mL9s0wrnM7nSs/Nud/p2H6glf997yA3X76AUxeNG5ZPMIfTE7WRtEIBvX5YCMT5WyCtWDvVOfd5N9D+4UuUnHEFgrkAAR1VE1P63lTXiwuWETlvEhBVFXLww6lI5ZuH0xP44Winw+nzSUckcEpDbOCU5beieTuB8C4FqciDVyyKF1RnsLmjKaOblaidCSFT6t+SEAgLyNP8JoYbw8mfjnaGZMvTlClT2LVrV8pzzz//fPTvxx57bCi6MyhERNWJy4zlV9xLl5I55T2EBdT1a+5Nql+x8m46Qtas9dMRDGoEid33mOEm1iuc6uoI5H0dg+GNcmAjCCJCydi8vtmNXQewSRbckhM9Q/4JgNpWKCvUkSSdfB5TdDvKKGvdj83fRk9BSdJ5p6mQlmBzHr1Oz5TqImTzYd7ZUsepi/LLFG4w/FFVnS7i/a3TFEwpUi2/4l6ApHNNL/6G0qXX0PD0vZRfcS/W4rLeLR3JRp3qeinPK0BcQsg8lgnB8M2jlALdG43CCL0i7DX3hu1v7f1AzDii18ay2dzRlBH1PjtTtdRtdCHjdjvT/iYMjl+GbMvTaOeoM6fmkBFzsNE0nY42/5A+kTQYGpSDmzBVTEYXc195CmkKW7sPM7NwXNbJhKaHtzxVlJDXZAKg214GQGFHbcrzhaYimv1NDMTNy2wSmT6umI92NuH1D3IkM4NhQSbfnO5cRJR9tJmvBwrDN49S0tz3Rasj7vVQ2aFhZwZHgzGhGCCOOnNqDhkxDQz6g9bZiNZ2BGnM9LxG+zt7agloISbZK7OWbemEoAJuV55PXoGgbCdksuLsOJzyfJG5mKAWpFvtyLvtVMw5oZRASOWfG44MSHsGw5tMvjnduYgo+2gzXxsYZCTNfV/zd8e9NuzQYCRgTCgGiFyEUJnIR0BtYJAPyv6PAJDyzI69uXe7k6dXGJ2J2pbw/6XOfjxJEwS6HWXY06xQFJnD26CaQ6kzaufLmFIb5cUF/O87+xkCCZnBMSaTb051zn3eDXRuftMQnBoMOqnv+9+nc/Ob0deGHRqMFIxpb468/XEdS+amf1Ibl31V1BF0HV3XsBHAK2UXLgWDGqLDQ+XKu0FXQZDwSzaC/vyf+MaSizjLYHQT2r8eqWwcyLacE9ppusb2niNMc45Fy7LdCaCmFQosYLfkp5+I0G0vo7j9CNZgF345XjjnNLsQEGjw1zHBOi3/xhMQBIH5k8t49cPD7KvtZHKV66jbNIgnm78cSiJZrStifKtPsKH2iqKjfhsFQRDRBYHipdcTEK3YND+hDh9OU7IA1fCto4+htttU9/2g2Ubx0uspOfOalHYVCbQSa8v5CPwNDAYLY0KRI+9sye5oVFXHK1mweZtoyJD2PhWSJGDubqQuoV4oS71MSJKQNrqJceM7PtB62tAa92FZcC56HtmxD/tb6FEDjLeV51S+tgUqi/V+P/HvcoSvU9R2iHrPrLhzkiBRaC6iwZ86tGx/mDm+mH9uquWNDUeMCcUgkIu/HCokScDibaQ+wQ+qvX4wWZza6zu9jWl9p+FbRydDbbfp7vthO0oWVEeiQtXHRoW65GaweYxJhcExx9jyNMAkprTPNT19f+sNdZsGIwtl/3oAJPekvOrt6KlBACrl7IPtSEI7T1H/b2h+ayFBcwGu1gMpz7tMxTT66wdsi5Jsllg4vZwPdzTS1mX8HkYz/fGD2eoYvtVgIMjXjgp0bzTEbKR8w7P3h1csDAyOMcYKRQbe/riOd7bUAbDrcDurn9wAwGfmVKZ9ipE52lP6TL/9rZeJwWjTYGShHFiPWFQJBU5Qc48YtqPnCNU2NyZNQM8SXakvod1RPCETBDqdHoraDoGugRD/rKNELuOQ7xO6tDYKpeTQsv3hM3PH8O+tdbzywSFWfH7KgLR5PNMffzkU9McPZqtj+NbRw7G027ztaBhEgzQwSIcxocjAkrl9DmX1kxu45YqFWetEooYk5pPIFqWhv/WGuk2DkYPm70Kt24ll9lL0PCYTPWqAg75mPuuei55DWu0jzSAKUOw4uptal9NDWesBCnua6HR44s65LeEtUTW+gxQ6BmZCUVJoZcb4Yv6xqYYvfnoCjgIjA/HR0B9/ORT0xw9mq2P41tHDsbTbvO2oNypUcnkjGqTBscfY8jTA9DfaU3/rybKIy+wn1FaPy+xHlkUkScBpCiKIOp5l/Y88ZTCyUQ5sAF1H8uS33WlXTw06OtXW3Abuh5qgokRHEo5uO1Kn04OOQHHrJ0nn7JKTAsnGYd/Bo7pGIifN8BAMabxhhJAdtfTHt3p1C+XLb8OzfBWVK+/Cs3wV5ctvi9ZJ1aZn2S0ERGvK9iI+uVDy4jQFkaTkjPAGxx9e3UJ54j16WXrbzDUaZGRc4DL1RMcFBgaDjfE4JUc+Mye3pc+4aE95RP/oT710Ai3dLNP4dDhrd8GUxVRcfie6IKBjRCI5nlD2r0d0lqHbinKO7gRh/USBZKFEsmeN8OQPQkMbLJ6abWNUdlSThW5HGUVNezk47pS4c4IgUCaXc9h7EF3XEYSBGZC5iwqYXO3ilQ8OccbCamOVYoDI1V8OBf31yaghWl5+uE8su+wWkPraDNjKqbj8TrSedlRvB63/WkPxqcujYu8IhoB75HBM7FYyU3rO9YhmK1rID1J6HxQMamDzULHybgRdRU8R5ckQbhscK4xpa47ks5dSVXW6FJlO1UaXIud808i3XjqBltreED3m2/Mh9X++Ex1TXn0xGNlo3g7UI1sxj5+X12RC13V2dtcwxVGVU7jYw03hGCSeooHZw9vuqsLa00KBrz3pnNviwat4aVUaB+RaEU6bW4k/qPLCO/sHtN3jmeES4SlCvr7VJgRoXJsgll0bL5a1aH7q/3wntX+8lYa19+Pb82FKQa0h4B45DLXd2oQAjWvuoWHNfdQ9cQcNa+6jcc09GW0jGNToCFlpV+x0hKxJkwRDuG1wrDAmFCOZNAIt0WxNOhYWeRkcLyj73gddQxozI696tYE2OlUfE+y5hYs92AQmCUqOUj8Rod1VBUBp676kc5XWakREdnVvzdiGT/Wyu3s7TYHcEuGVuQqYN6mMNzbUUN9q3HQNsollcy+TTzmD449BsQ1DuG1wjDAmFCOZXoFWLCaXO7xsmnDMEAseX4R2v4tUNh6s2bNcx7K9J6wlGCMX51T+UCNUlepw1BuewoRkGz22YkoadyWdk0ULFdYqdnZuQ0sjFj/sPcDjB3/LKw3P8/SRP/BR+zs5XfczsyswiQJPvb7HyJ5tEBXLxpLoR3Mpk085g+OPQbGNNOMCQ7htMNgYE4oRTDqBllTkMYTYxzFq62G0loOYJy5A1/J7KrWj+whjrKXIenbX0O2Dli6oKh3YfbmtReMo6GrE5m1JOje2YAI9Sg+H/MkrGAd69rGu/hlcsotzqy5gon0S77X8i0O+ZJF3IvYCM0vmVrLlkxbe3TpwCfQMRia5CLlzFXv3N+CGwehnMGwjV+G2gcFAYzwiGcGkE2ipqp6/ANFg1BDa/S6IElL5ZPIZ6vvUIPt9jSxxz0HLYSJysFfKUO4a2KX0tuJxVNd9THnDdg5MPDXuXIW1CqepkHda3qR6zERMYtiF7evZzcv1f6XM6uY09xmoqsDcwhNpCTTzVvNrXF79taxC7kVT3ew50sGTr+1mxvhiSgpTR+wxGP3ECrklUUPVxCQ/mqvYu9+icINRTy52li+5CLcNDAYDY4VihBMRaJmLK6ICrf6Kwg1GProaQtn9NqbqWWhifs8LdvXUoqEzzlqWU/m9dWC3QpF9YG9UitlKR2ElJQ07wknuYhAFkdmFC2kNtPBq0/M0Bup4p+VNXqp/Fk9BBZ8rPxNVFXrLSkxzzqI12Moh/96s1xUEgXNOGoeq6fy/F7ahqMYN+Hgm4kfNLndaP5qrrzV8skE6crGzfMkm3DYwGAyMCYWBwShC2fcBur8LeeKJkKcWYEfPEayiTKnJnv06KuyvhxM8+qBoDlpKJmAOeilrS468VGEdwzzXiXzSvYc1Rx5jQ/v7zC6aw6nuMwgp8X0ZYx2HXXLwUdv7OV232GnhnJPGsedIB0+9vmdA3ouBgYGBgcFox9jyZGAwStB1neDW1xCLKtFdFZCHfkLXdXb01DDFmVu42AMNEFKh2j04kWo6CscQlO14jmyguSQ5Md8J9qlUWqvw6p0UySXIFBBSkp/CiYLICfapbOncQEuokVJz9uhVM8YX09Tu482NNXhKCjhr8bgBeU8GBgYGBgajlSFZoWhra+P666/n7LPP5vzzz+db3/oWra2tSeV8Ph/f+c53WLp0Keeccw5vvvnmUHRvwDGyohocC/wHtqA1H0Ce+um8JhMQDhfboXg5wV6R04rD9sNQIIOncJBCEQoCjWWTcLTXYO9pSlmkQLJTaqpE0iyoGXJtjLOdgCRIbOvamPPll8ypZNq4Ip7++17+sakm7+4bDG8MH20wXIjYYqijybBFgxHNkEwoBEHguuuu45VXXmHdunWMHTuWn/3sZ0nlHnnkEex2O6+99hoPPfQQt912Gz09PUPRxQEjmhX1yVup+e0NND55K7ZAk+EkDAYVXddp/dfTCPZiRM+UvOtv6T6EAFTKRVnLBkKwrxamjNE5+vzY6WkpmYgqmqg6/OFRtSOLMlXWcezo2EpQC+ZURxQFvnjyeCZXFfKnl3fx9/VHjqoPBsMHw0cbDBdibfHwf3/dsEWDEc2QTCiKior41Kc+FX09f/58amtrk8r97W9/Y8WKFQBMmDCB2bNn869//WsoujhgGFlRDY4F6pGtBI7swjLr9H5pGjZ17WeC3ZNTuNhtB0HR4ISKwU3MpZpkmtyTKWrcja0nOYRsPkywTyaoBfnEuyPnOpIkcv6nJzJlbBFPvrab/3ljL5qRo2LEY/hog+GCYYsGo4kh11BomsZTTz3FGWeckXSutraWqqqq6OvKykrq6/OLCV9a6sipnNvtzKvdXAl1NKXMUimJ2qBdM8Jgt38sGI3vCXK301zQ1RBHnn0aU1E5RVPnke+zrVpfK3WBdi7ynILNZgbMactqus7m/UEqS6CyTETX05eNpaAgt3KJdI6dRXnzXibU/JtDCy/uVxsAdr2aoq5itnVv5uTqU6LHi4qyx2a/8tyZvPTufl7+4BBdAYXvLF+A1TK4rnO42P1A2mmuDPZ774+PHi7fRyLDtV9DTTo7He6fz7EcLxwtw71/sYykvo5khnxCcffdd2Oz2Vi5cuWgtN/S0o2mZX6K6HY7aWrqGpTrO00iJpc7zkmYXG5UTaR9kK4Jg/uejhWD+Z6OtYPJxU5zJbDpRUItNZSe8x90tHvzrv+Pph0IQIVUTHe3P2PZ3TXQ3Amfn6fi9ea2faigwIzPF8q7X2FE6t3TGFO/DenIXjqKqvvZDoyznMDHnevZ27ifMtlDUZGN9hw/r8/M8mAxifxjYw0Hajr4xkWzGVOWPRpWf4i1+9Fkp7kwFH4sXx89XH3rcOrXcLTT4fT5pONYjReOlpHw2UYYTv50tDOkYWNXr17NwYMH+cUvfoEoJl96zJgx1NT0CSDr6uqoqKgYyi4eNUZWVIOhRG0+SPCjv2IePw/Znf9gW9U13u/YzRRnNbKWeW1D0+Gd7VDsgLGl/Z0g5E9D+TSCsp0J+95EyFNsHstY28S8xdkRBEFg8fRyLjt9Mu3dAe5+/CPe32Zk1B6JGD7aYLhg2KLBaGLIVigeeOABtm7dyu9+9ztkWU5Z5pxzzmHNmjXMmTOHAwcOsGXLFv7rv/5rqLo4IBhZUQ2GCj3oxf/33yJY7chzz0pKApcLW7sP0aF4+ULR4qzZsT/aHV6dOHuhOqhi7ER0UeJQ1Xwm73+HcYfe5+CEz/SrHVmUqS4Yz47OrZxSfDqQfbtTIuMrnFx59jRefP8Qv1u3nZ2H2lnx+clYZSMC90jB8NEGw4XByJRtYHCsGJIVij179vDQQw/R2NjIihUruPDCC/nmN78JwIUXXkhDw/9n78zDoyrP/v85yyzZN4YQEJRNRWQVpLXgTm2rgIiAWrSiYK3S+ra/urQurVptRW1fXxWtS7HuCkgV9dXCq22hVURFNhURQTCBJCQkJJnMds75/TGZk5nMTBbIkEm4P9fFRTJzlmfm3HnOubfvUw7AlVdeyYEDB5g8eTI//vGPueOOO8jOPvw1vIeKrIoqpBrLCNL49wcx6yrJ+NYszHY0U8cdw7J4p2ozBY5sivXcVrctrYI1n8LgEouS/PaVOnUmB/L6sq9oEMW71pFfvfOgj3N05mCCZpAvGjYf9DFyMp3MOn0wpwwvZvWGMn7zlw/Yumv/QR9POPzIHC2kC6lYKVsQuoLDElYbOnQoW7duTfjeq6++av+cmZnJ//zP/xyOIQlCt8UK+mlc9RBG2WdknHIxVlZRm6tiewMm2ysC7NgXpMZr4A1YNGaVsTOnkpNc46mpC5KTkXjfryvgtfchJwO+fXzgMOYmYvmm7yiyvNUM+exNPh11Id7sthepa0mhoxceVzHvV61mXMm4gx6LqipMHNmXgSV5vPXB1yx8fj2nj+nH+ZMGkpOZOAMrCIIgCD0VydMLQjfCrN1L46pHMKt3kfGtWVB0TNJSJ1/QZMNuP+t2NrKlzI9hgqJArlvF5Q5QV7gR05vNmg8KWUPYYehbCL3zw4vWGWZ4Rezte6EwByaPDqApHS+r6ixMTefLgRM57st3GLZxGV+cMIW6DjZpK4rCibljeLfyLd4p+zun5E4+pDH182Rx6TnH8Z/Ne/nnJ6W8/2k5075zDGeMPQqHflhb1ARBEAShyxCHQhC6AVagkcCmvxPY8AaK5iDj1B9Bbp84Z8IXNNn4jZ+Pv/axqdRH0ID8TJVTh2YwqEijd7aCQYBX6tbSaASZWvJtDmQE2FenUXlApaxaYWtpc3N2ltvi5GPh+H4BlC50JiIEnRl8Mfh0huz8N8M2vUJZ/3GU9R+PqbVfljbfUchxOcP5qPJDMq18RueNP6QxOXWN00f3Y8SgQv61YQ8vvvMlb67dxVlj+/GdESUU5roP6fiCIAiCkO6IQyEIaYhlhrDqqzHKvyT0zRZCOz+CoA/HMWNwnHAmlqrjCxhU1RtU1hl8tS/A19X72bbXR8gMZyEmDMxgWB+dkmwLwwSv5efTwB7e931Kvenju0UTcASgMMekMMfk2L7hc5sWBIIKigJup9VWNdVhJ+DKYuvg0xmwdyP9dn1AcdlGKouHUVtwDN7sXgQdmarhO54AACAASURBVOFUTCsMyx6Bj3pW71vFXl8po/PG43H1QVO0gx5XUW4G508cyO7Kej7+opLlq3ewfPUOBvXN5fgBBQzqm0vvggw8eRm4nAd/HkEQBEFIN3qcQ6Gq7VvWq73bdSfkM3UfWn4uo2oXjf/4C5a/ASvkx2qss7MPiiuLyuxjeWv/QHZtK8T/WRX+kIUv2PykrypwdC8nE4dmcHxvneIcxdZl3+T/mr83fIjZ1P3gcRRwdtHJOAMKJiYtV8JTFXC7wttaEPf+QdHJl9FwONnRfxz7igbSe992iss2UFIaloM1NAeG5sLQnVT0HUl5vzHxw1E0JvY5gxztEz6v3cy2+s9waxlcevSPydA6rv5kHxeFo/vkcnSfXGrq/WwvrWXb7lre+mBXjE5+hkvD5dBwOsL/nz9pECcd57HfTxe774pxpMtnjyYdxwTpO67DTbLvobt9P91pvDJWoSWKZaVb/FEQjkwsywLTwLJMMC0sMwShYPh3wIg8kFoWphXe3jDD/9pMI2gaQStEyAhhYNJj/+xVFUXRQVMAFRSFtkRTlCZvx6HquDR3SjIykduZoig4dBVNU9EUBUUNv6Yqitz0BEEQhG6LOBSCIAiCIAiCIBw0IkMiCIIgCIIgCMCIESM6ZZto1q5dy5VXXpn0/VdeeYXbbrutQ8dMN8ShEARBEARBEAThoOlxTdmCIAiCIAiCcCj4fD6uvvpqDhw4gN/vZ968eUyfPt1+/9577+W9997D6XRy//33069fP2pqarj99tvZvXs3oVCIBQsWcPbZZ3fovB988AF/+MMfWLRoEUuWLKG0tJSysjJ2797NvHnzME2T5cuXEwwGWbRoEf3798fn83H33Xfz6aef4vf7mTNnDrNnz271M4wYMYKrrrqKVatWoSgKDz74IP379+eDDz7grrvuAsK9mo899hh9+vRpc9ySoRAEQRAEQRCEKBwOBw8++CCvvPIKL730Eo888gj19fUABAIBBg4cyCuvvMKMGTPsB/C7776bWbNmsXTpUv7617+ycOFCe5/28M9//pP77ruPxx9/3H6I3759O0888QRLlizh/vvvx7IsXnnlFaZPn85TTz0FwJ///GdGjhzJ0qVLWbp0KS+++CJff/11m59h6NChvPrqq3z/+9+3j/WXv/yFW2+9lVdffZWXX36ZwsLCdo1dMhSCIAiCIAiCEIVlWTzwwAOsXbsWRVGorKxk9+7dDBs2DEVRmDp1KgDTpk3jvvvuA2D16tVs3brVPkYgEKC0tLRd5/vwww/ZvHkzixcvJi8vz379tNNOw+l00qtXL3JzcznrrLMAGDZsGGvXrgXCjkggEOCZZ54BoK6ujp07d9KvX7+kn0HTNCZPngzAyJEjbYdi3Lhx3HvvvXz/+9/n7LPP5qijjmrX+MWhEARBEARBEIQoVqxYwd69e1m2bBlOp5MLLrgAv9/f6j6mafL888+TlZUV83rkwb81+vfvT2lpKdu2bWPcuHH2606n0/5ZVVX7d1VVCYVC9nt//OMfOfbYY2OOuXz58qSfQdM0NE2LO9a8efM47bTTWL16NZdeeil//OMfGTMmfj2nlkjJkyAIgiAIgiBEUVdXR2FhIU6nk82bN/P555/b71mWxeuvvw6EHY+TTjoJgEmTJtmRfoAtW7a0+3zFxcU88sgj3HbbbWzcuLFDY500aRJPP/00phlet2rHjh00NDS0+hmS8fXXXzN06FCuuOIKTjnllHbtA5KhEARBEARBEIQYpkyZwk9+8hOmT5/OkCFDYqRinU4nZWVlzJgxA4fDYZc83XLLLdx5551MmTIF0zQpKSnhiSeeaPc5+/fvz0MPPcS1117L/fff3+79rrnmGu655x6mTZuGZVkUFBTw4IMPtvoZkvHMM8/w3nvvoes6JSUlTJkypV1jkIXtBEEQBEEQBEE4aKTkSRAEQRAEQRCEg0ZKngRBEARBEAQhxSxbtoynn3465rWBAwfy3//93100os5DSp4EQRAEQRAEQThopORJEARBEARBEISDRhwKQRAEQRAEQRAOGnEoBEEQBEEQBEE4aMShEARBEARBEAThoBGHQhAEQRAEQRC6OTt27GD27Nmcc845zJ49m507dx62c4tDIQiCIAiCIAjdnN/85jdccsklvP3221xyySXcdttth+3c4lAIgiAIgiAIwmFk1Qe7OvV4VVVVfPrpp5x33nkAnHfeeXz66adUV1d36nmSIQ6FIAiCIAiCIBxG/u/DznUo9uzZQ3FxMZqmAaBpGr1792bPnj2dep5kiEMhCIIgCIIgCMJBo3f1ADqbqqp6TLP1xb8LCjLZv997mEZ0eJDP1DE8npyUHLe9tMdOO0q62oCMq2NEj6sn2mlrpOM1SccxQXqNKx3tNJ2+n/bQncbbXcfa1XYK4TKnSGZi8/YqfrVoDQBnjRvA2ScPOKRjl5SUUF5ejmEYaJqGYRhUVFRQUlJyyONuDz3OoWgPuq519RA6HflMQrp+XzKujpGu4zocpONnT8cxQfqOK13obt9PdxqvjPXgOfvkZsfhV4vW8PtrJnbasYuKihg2bBivv/4606ZN4/XXX2fYsGEUFhZ22jla44h0KARBEARBEAShJ/Hb3/6Wm266iUWLFpGbm8s999xz2M4tDoUgCIIgCIIgHEbOGndoJU6JGDx4MEuWLOn047YHacoWBEEQBEEQhMPIofZMpBviUAiCIAiCIAiCcNCIQyEIgiCkhH9v2sODyzYSMsyuHoogCIKQQsShELoEVVXIK3CjqkpXD0VoA7lWwsGy+M3PWb9tHzv21HX1UARB6CLkHnJkIA6F0CVYzhB//WQJOENdPRShDeRaCQeDZVmYVnhtgPJuolkvCELnI/eQIwNxKITDjqYrfF61jZXbV/N59ZdoukQt0hW5VsLBUtcYtH+u2N/YhSMRBKGrkHvIkYM4FMJhx3QEeXL9i+iqzpMfv4jpCLa9k9AlRK4VINdK6BDVB3z2z1W14lAIwpGI3EMOL/fccw9nnnkmxx13HF988cVhPbc4FMJhxenU+bBsA5m6m0en3I1bd/HRno04nbIkSroRuVYNgXC5Sn2gIe5apXNtbDqP7Uigwddc3lDvk1IHQegJqKpC0AgmnVej59323EOEzuWss87iueeeo1+/fof93OJQCIeVQCDEuL6juHzsLF7c/Bpzx8zipJKRBALywJFuRK5VljMTgGxnVty1Sufa2HQe25FAY5MT4XZqeH0SlRSEnoDlDPHU+uTzavS82557yJGIZZmE6vcTrK0kVL8fy+o8Fbxx48ZRUlLSacfrCOJQCIeNSOTCpbjwBhtZtX0NjSEfTlxdPTQhCWrQwZVjLgLgyrEXoQYd9nvtqY1tK5qVKqRut+tp9IcfGvKzXXglQyEI3Z5E82p0RiLh+63cQ45ELMskULGLsqd+xe6HrqbsqV8RqNjVqU5FVyEOhXDYsJwhXti4HD++cIQDeGr9EgKKr409ha7CCFkMKxrK5MGTOL5wCEbIst9rT21sW9GsVCF1u11PxKHIy3aKQyEIPYBE82p0RiLR+63dQ45EjIZaypf8gVBtJQCh2krKl/wBo6G2i0d26IhDIRwWIpGLXHcuH5R+ElNTua50A5mZzi4eoZCUgM6PRs+EQHPda3tqY7sqSyB1u+mBt8mhyM102j8LgtA9STavVjRWsnL7aioa9/HhniTzboJ7yJGKZYRsZyJCqLYSy+j+c6Q4FMJhIRK5ePWztxnXd2RMTeX4fqPwegNdPEIhGaZpUbvfh2k2R5baUxvbVVkCqdtND7z+EG6nhtupEQyZGGb3T+kLwpFKwnm17wj+9N7jAPzpvSfi7u2ReTfRPeRIRdF09DxPzGt6ngdF6/7OljgUQsqJjmx4Qz7e+eo/XD5mJgCXj5mJbkgPRXektdrYrs4SRMamq7rU7XYRjf4QGS4dhx6+zQSCRhePSBCEQyF6Xp039iK+qt5Fra8OgBpfLTv272be2IsB6ZdIhpaVR/HMm2ynQs/zUDzzJrSsvE45/u9+9ztOPfVU9u7dy9y5czn33HM75bjtofu7RELaE4lsvLRlBQ0BL3/f/i/uPedmzh48keGeYwl6w5FLVVXIyXNRV+uXSEY3IK421hefwYhcczta1Xh4sgRGyGJ4r+N4fNo9BAJBQo1iT4ebRr9BhrPZofAHTTIkdiAI3ZaW86qBSZYz057jB+YPQLGUhPcEIYyiqDh7D6Dv5b/HMkIomo6WlYeidE58/5ZbbuGWW27plGN1FMlQCIeFltFsR8jF3DGzUAPNvRMi89kNaaU2tqvVPUxMnt/4N0zkptYVeH1BMlwaDi2SoZCSJ0Ho7kTPqwnneOmXaBNFUdGzC3DkedCzCzrNmehqesanENKC1hYSaxnN9vsNaqp9hELhhwyR+eyetKyNjbaBrlT30HSFz/Y12VOV2FNX4A8aOJ1aVIZCSp4EIZ1pazHQlvMqEDfHS7/EkYs4FEKn0WaGoZXIhch89gzibCCgh/tlDnO0Suyp6wmETByaajsUPmmKF4S0pq17eMJ5VTISQhPiUAidQnsyDMkiF8kaeIXuRSIbME0Lh+Y4rNGqrm4IF8IEgyYOXcWhawD4A5KhEIR0pa17eLJ5Vdc1yUgIgDgUQidxKBHhZDKfQvciXbICIhubHvhDBrqm4mzKUDSKQyEIaUtb87fMq0JbiEMhHBKRmsvNFZ/HRC62VG5ttRazZa1mVzfwCgdH5Dq6XI6E0SuXy0HQCCa1g844d6Jjiz11PcGgiR5V8uSXBw9BSEuSZR9cLken3Kfb6s1o632heyAOhXBIWM4Qz2xYxoji42MiFyf2Pq7VWsyWtZpd2cArHDyR6xhUfImjV4qPp9anRrmrtXpfsaeuJxAy0TXFVnnyicqTIKQl0dkHXdVj5u/OuE+31ZshCo89A3EojgBS5f1rusKO2q+ZOfxcduzfzS++PR+AX5wyn88rv0xai5m0VlOau7oVLa+jw3TGSgObzjb7auIyVe201Xapgok9dRmmZREymnooHJKhEIR0Rw06uGb8ZTw65W6uGX9Z8vm7g0Ibbc3VovDYeezfv5/58+dzzjnnMGXKFBYsWEB1dfVhO3/aORR+v5/f/OY3fPe732XKlCnceuutXT2kbk+qvH/TEQQFXtz8GhYWJTm9+cHQM+iT7eGJVmoxk9Vqitxc96LldQyqgZjoVVANtNlTEclwRWyzvbbann4NsaeuI9iUjdA11c5Q+CVDIQhpixGyGFQwgBc3v8bAgv5J5++OCm1E5mpd1Tv0PHAkEDQ697MqisK8efN4++23WbFiBf379+e+++7r1HO0Rto5FPfeey8ul8v+Qq677rquHlK35mC9/7YixS6Xzs7aXexvrGXV9jXU+GrZsX83c0bN4MOyjUkVdkSBp2eQ7Do6LBc/Gj0Th+Vq8zrHZLhqd+F0qe2yVbGh9CcQCjdg66qKooTLnkQ2VhDSF01X+KzyS1ZtX0NFQxUf7mnfHNvas0Jkrs7U3Tw65W7cuiv+eaCd5+lpHPDV8dT6JRzw1XXaMfPz85kwYYL9++jRoykrK+u047dFWjkUDQ0N/O1vf+O6665DUcLG2atXry4eVffmYL3/tiLFAcXP0flH8cKmV9FVnRc2haMa+6u9jCtJrgQhShE9g2TX0e8PUbvfh9/f9nVumeEKan7+umEJ0Lqtig2lP8HIgpVaeB536KqslC0IaUz0s8Kf3nuCcX1HtmuObe1ZITJXXz52Fi9ufo25Y2YleB5ocZ6+I3r8XG6YBpsrtrJy+2o2V3yBYXa+Ap5pmrzwwguceeaZnX7sZKSVG7h7927y8/N56KGHWLt2LVlZWVx33XWMGzeu3ccoKspu13YeT87BDjNtSfSZ3v7ynzHe/8d7N/HdIacC4XSbQ4tVaQgaQVRFZe0361m5fTXDex/HhKNGo6mavY1hGmyr2sGXVTvJ1N088P3fctPKP/Dxns18d8ipGKbB/JMu5r/fe5J5J11MQWYuWnbs/q2939Zn6gm01047Smd9X4lsoyVtXcegEeSKMbN4cO1TzB07i7yMbBzZzcf8sHSDneEamN+fr/ZbHFs0iHWlG+JstaPnbi/pal/pMq6DtdMAYUciJ9tFfn4mTqeGpbTvc6XLZ48mHccE6Tuuw00yO+1u30+qx9vavB79rFDjq2VnzTetzrEeTw6GaSR8Vog+T9AI0rivkVXb13B8ryFx94F1pRu4eMQ0nvjoBS4eMZWdNd8wrl/nysanmx3U+ut4/KMXAHjioxcY5hlMQUZ+p57jzjvvJDMzkzlz5nTqcVsjrRyKUCjE7t27OeGEE7jxxhvZsGEDV199NStXriQ7u303tqqq+jZr+zyeHCorOy/NlA4k+0wn9RnJi87XaAh4yXZmMbbPCCor61DcBsu3vskFx/0A0xeeJBS3wZtfruIHx54ZY+zHFg7Camw2FSUjxP3/eZzrv/NjinM8duRhYP4AewzHFQxh8uBJHFcwmOoqb9y42nq/tc/UGXT1BNMeO+0onfV9JbKNZLR2HZWMEMd7hnD24Ikc32sItY31MXZ0TH5/Hv7gaQBe2PQaC8/5NYvXv4Rbd6Ormm2rB3Pu9pCu80D0uLqrne4tD48/GAhRU+NFUxQavME2v+90vCbpOCZIr3Glo52m0/fTHlI93rbm9ZbPCsfk9UexlIRzbGSsSkaIxz96AV3V7WcFLCXmPEpGiMXrw5nnp9Yv4YRex8bcBwbmDQB28d0hp5LvzuOYvP6d+j2k03waYV1pbJnXutKNSYNnB8M999zD119/zaOPPoqqHr5CpLQqeerbty+6rnPeeecBMGrUKAoKCtixY0cXj6z7kkg3OlFfhaYrlNaXcdHIaWwq/7xFVmMjLldsD0St7wAfl23GGwhHHhpDPhyms/nEbSnsiAJPWtLhnpsk19Hp1NnXWM326l1cdOJUtlfvZF9jdYtemha9NqWbuOE71/DE+Qv5r29d2bbGudhQ2hKIlDypkZInxe6rEATh8NKeed1hOsPqTcDlY2aim85W59hE/RE7a3extbpZ4dGd0Xa/mxp04FQdXDb6Qlya84hYM2h8v9iS3fGdmJH505/+xObNm3n44YdxOp1t79CJpJVDUVhYyIQJE/j3v/8NwI4dO6iqquLoo4/u4pF1XxLpRifqqzAdQXplFfLU+pfj1pQ4vtcQgoofaK6JzHPnMrbviTz1SXPkIagG7PO2pbAjCjzpSUd7bpJdx0AgRK/MAv784bNcveLXPPbh8/TKKoitnU3Qa5Pryuap9S/TL69PmxrnYkPpSzDY1JTdpPCka9JDIQhdRXvm9aAaINORwdmDJ5KhuwmpgVbn2Jb9EVeMnc0x+f154uMX7PP4SbI+UVSPhBGyOCq3JDzv57Y97/cE8lw5zD/pYgDmnXQxua7OyZxs27aNRx99lIqKCi666CKmTZvGtdde2ynHbg9p5VAA3H777fz5z39mypQp/OIXv2DhwoXk5uZ29bC6N1FRhkQKObsPlFLlq+bLqp2s2r6Gzyq/5OffngeEIxXPbHglJqqhBh38/Nvz+KzyyyNSnaGn0pnqSZmZTj4o/YSGgJeQGQqndb/ZQGZmc8TEYTqZO2YWAHPHzMKtuthcuZVV29ewpeILnK60m56EdhJo0ZSta6pkKAShC2jPvB7Z5qmPX+aiE6eyeP3L7Zr7HaYTb7CRf+x4H1/Ix479u2gIeNFV3T6PW3HHZz6iiFaX+nzf9iNiHQpN1Tix93FMHjyJE3sfG9OjeigMHTqUrVu38vbbb/Pqq6/y6quv8vDDD3fKsdtD2t2x+/fvzzPPPMOKFStYvnw5p512WlcPqduQTL5NVRUUBRwOjcxsnW8dNTYmYtA/tx9FGQV2tmHx+pfpm1vMOUNOw6272LD305iohhGyKM7wMKZkuCjt9CCSqSeFQkZSWUBdV8kvdKPr4akkYoM+X5CT+41ukdYdhc8XtI8VVANkONycPXgimY4MfFbTqto0Zbz0QEoWZBRST8ShcGjhG6WoPAlCakl2/2+PKl5kG2/Ix9Urfo0v5G/X/TyoBlixdRWPTrmbVz9bycCCAQwqGMCjU+7m6LyjOKlkJD7LF5f5iL5vHKnrUOS6c7h8zExy3enR19EZpJ1DIRw8yeTbTGeAxetfJqj7+OsnSzEsgyvHXISu6lw59iKytEw7mgzY0eRLR8+wH/DiohoBneIsT1x/htC9SdRz05osYMS2TGe43C16W4fhio1MGS77fcVtxETE9nmr4mzwo9KN/GPne52+IKOQegJ2yVNUhiIoGQpBSBWtzdOJ5vWE24xtfi5o634eyWrMPOFcXtz8GjOGf5+PyjZx3bev5MXNr/Gzb8/FhTth5iNy39AyrCN6TaG2lBS7G+JQ9BAM00jYdOV0qXYZyZfVO7loxFS+rN7JqOJhPD7tHk4oGkp9fYCTj2oRTT5qNPX+BhpDPvu16IiFaVocqPHH9WcI3ZuWPTdA0ma+aNvaUvkF7gwtZlvDsBjR+/imtO5xmIZlv//Zvm1MOGqMHRF79fNVcRmNkX2G8dT6JR1akFFIDyLrUOhR61BEXhMEoXNpq+k6US9lIoYWHsMT5y9kSGHbfauBQIgJR42h1l/Hqu1rqAs08K2jxrK9+mtWbV/DrpoygkEjLvPxraPG2veNDeWfxjUoS6VD90Ucih5Crb8uYdowqPntLIOqqLyw8W9oqorfCvDy5tcxCU8sGhoXj5gGwMUjp6EpKh+UftJ2xEKUdnoeUde0tXR0tG09tX4JftXHc5teidlWQeGSkeejoMQdy7BM5o25mJAZ4ocjz8dlNdfaXjl2Ns9v/FvC8wrpT3MPRfgW45AeCkFIGe0qG2rjXm06ghiWyVPrX8awzHbNuYZl2ovbLtn8BkEzyJMfx44jOjsyf+wlBM2gfd9Y/PHLqIoqlQ49hJQ7FKZpxvwTOh+nU4/TNd5SuZW8QjcbmyRgx5QMZ39jLSu3r+GAv4GvqneR787l86qwtNvab9aT58rh7METyXFm8f7uj9lU/jmDCo62MxmJohqitNPziFxTXdeSpqOjm64j7637ZgPfHXya/XuVr5pNFZ8x/9UbKasv56M9LY5VtpERxcPsqJmv0eBEz3GcPXgi/XL78FX117Yc4ZGUBu8JRMqbHKLyJAgppb1iGq3dqyMy39uqdrBq+xq2Ve2Ikflu7bwR2diT+p4YX7a6ZyOaqjG813E8Pu0eRvc5IW6b97/5mOFNDcpS6dC9SYlDsWXLFmbPns3o0aMZPnw4w4cP54QTTmD48OGpON0RTyAQiksbntj7OP66fgmj+gwjz53LjBN+wAubXgXg2Q2vMKhgACu2roqRdlvy6RtcdOJUlm35X4YUHcP6PVuoaKjk+Y1/szMZwpFDa818Xm8gvun6qFH8ffs/AeiVWURRRgGL1y8hZIZ4eO3TnNR3ZOyx+o4g6LViomZqIKz8lOvMteUI546ZJWnwbkYgZKIAkTWVHLqKYVqYljgVgtCZtKfpuj3H6JXZLMzy10+Wxsh8Jz/vSHuePqnvyLh7QmQcJibPb/wb3qAvoViH2ahKpUMPICUOxU033cSECRNYtmwZq1atYtWqVfzf//0fq1atSsXpBMK6xpG04S9Omc/nleHFZbZWbufXk66Nk3j9oPQThnmG2FEEl+Xm/OPO4eoVv+a8487i5c2vM6L4OCoaqsLHqZI69iORRM18ETURpxkrB+g0XfxwxAUA/GrStTGRqIEFR7HPW8Xlo8Pb/2j0hezzVuNwxMrlhUImNdU+NEPHG0yyaKKQ9gRDBg5dRSHSlB3+X7IUgtD5tKfpujWSZZyzspxJlfacTp193mp7cduGgJeGQCPzxl4cMw5NV/hsX1N/R9WXMaWtEbEOqXToGaTEoSgtLeXnP/85gwcPpl+/fjH/hNSgqRrDiobyvSGn0SfbwxNN9ZRPfPwiOe7sOInXoUUD2VS+1Y4i+HwhhhUN5axB3+HE3sexs+abmKzGE1LHfkSSqJkvoiYSJGCXKA33HIu/0bS3zdQy7EiUW3ezY/839MosItOZYcvE9sosJKD4EyqTBNVArIRs1KKJQvoTCJk4HKqd13Q0yQoHpDFbEDqd9jZdJyNhxrnfKLxGY1LlqHBWozAmq5HlzOD4wiGtLqTrxx9z3wj6ZU7oKaTEoZg8eTJr1qxJxaGF1gjoXDr6Qj4s29hCfnMTJTm9uaJpEbErxs7CNE0eOvcOrhl/mR3NUEMOLhs9A91wycJ1QjNRzXwt1UQchou5Y2ahBpxx2zoMFz/71hU8cf5Cfvmdq/iobGOsfGDZJioaK+OVyTpxgT2hawgEjfAaFE3PNZEVs4OSoRCE1HCIAiktZb6dliuhcpSqKgSNIC6XI/5Zo2wTDssVu5Buy965PRtxWRmx9w2hR9BpDsX111/PDTfcwA033IDf72fBggVcccUV9muRf0LqME2LmupGxpXE11PW+upwNy0i5tJc9Moq5MXNrzGwoL8dzTD0sPpCSAnELFynq7rIuR3BRKejW0abAqqfmmofoabIc/S2Ab/JgNy+PLX+ZfLcOZxUEpYPXPDGbeGFk/qO4E/vPW4fK5IB64yaYKFrCYZMnA4Vq8mjiGQo/KL0JAgp4VDLhgJ+MyZzECCQUDnKcobCWWPFl/BZw+8PNd8DmvosWvbONTYGY+4bQs+g0xyKo48+mgEDBjBgwACGDBnC/PnzGTt2rP1a5J+QelrWU2aoGXxQ+okdHV77zXo2V2yNWeo+TsfadFCc5eGa8Zfx6JS7YzIZwpFJRzMHTpfKlsg6FRVf4MLFNeMv46Fz7+Da8ZfxVfUuan11CY91qDXBQtcSCJq2EwFRGQp5gBCEtCUiiuE0MxLO9W63HpuhNp2tztPhPov9zb1zY8K9c5Jt7pl02lVdsGCB/XNlZSUejydudM2IoAAAIABJREFUm8rKys463RGH263iNrxgGaA5MS0LjBCWqoOiEqytJEdX8VqumHrKYUVD0PwNnNxvNEu2vMFP37iNW07/GXf/6yEgHHlYOPnm8M9R0YiFk2/mQI3JoIIB4VUwh/0AwysNU0cyETWxl7asoCHgDdfZ9h1BRqCWDIdGo5JJIND8wBjU/CyO6oM44ZyhMfZkWZDlzLSPdVLJSAKN4SxEXE2wT2yvOxEMGTg0FavpskXkY2W1bEFIPZqmkKn4UawQlqLjV924TJ/9u9dyYRhW3D4Z+DBr63EoetxcP67vSPyWL+45obV5OqIeVReoD/fO6Rn0yirE5ffi1pKPReiepKSH4pxzzkn4+rnnnpuK0/V43G4VZ/1e9jx7KxV/+29C1WWUP3MzpY9cQ8WzN2PtL6XilfupeO5mMv2VaJpi11NmeuuoeO5mzA/f4vLRMzmx+Di2Ve2MiTx8vGcju2pL46MRGTqfVX4Zk8kQjlzcbpUsn5crhk8F4IoTp5JRV0Pl3/6bvc/eittbjtMZnlKysxOrhkSUmz7ftx0XsTW7ekslJ1k0sdsSDMVmKOySJ+mhEISUomkKmf5KKp5rekZ47mbc3nL2r3zc/j3ynBBR7HM41Lh9snxerhwxHQjP9TmGFb+W0J6NMT0TLXE69bjeuY9LN1H3n5fjxiJ0f1LiUFhWvLdZX1+PoojRdBRNU3AbXsqX3UuotpL8U6ZT+fpDhGrD2Z5QbSWVrz+EZ+rPKJo8l/2rXyJT8Yfr3esOsP8fz1E0eS45x4xihGcohRl5nHxUbN3j2L4jGJDXL74WEl/bq28KaY+mKeToAXI1Lzl6oNXJ2+lUyXP4yNMbyHP4bAcBwG14qXjhTo7DzeRBExlquahcupD8U6YTqq2kfNlCMqzwzUbx1XNyi9rZ8f1GcffqB4EmtQ/FR5Yjk7MHTyRDdxNqoeQkUoLdl0AoccmTZCgEIbVkKn4qlt0TfkbQdHtuzh11BhB+ZqhYdg+Zit9W7EOP2ieyzQt3cmLx8UwePJHhvYZQteqp+LWE+o2I6ZloSSAQ4qS+I/GGfFy94tf4Qn7Glgyn7tM1cWMRuj+d6lCcdtppnH766fj9fk4//fSYfxMnTuTss8/uzNP1eCKRBssI2n/oqjvb/jlCqLYSo34/VSsXkz/+Byhq+A9bUS3yx/+AqpWL2fPsbQTe+guXjb6Qivp9XDxiGgAXj5jKjv27caux2tBuxS1KOz2ARNGqZBEhp1PF7S1n77O38s2ia+OyDlgGodpKfH9fzGXDp+B/ezGh2kpUdzYQtkPFCj8wKlYI9atNMTZVWV9JlbcGaMpYlG7go7KNzapPYl89hqBh2k4ERGcoxKEQhFSiECJUW4me56Hfzx5Hz/UQqq1Eyy6wtwnVVoKK3Q/xadV2tF5HxRwnVFtJRl0tl50wBe9rD1H4nQvYsX9XzLPDzupduN2tr6Yd2Sdkhrh4xFS+qtpB5jEjY86jWCK40RPo1Lv3vffei2VZXHXVVSxcuNB+XVEUioqKGDRoUGeerscSqX9UCRJsqEZ1lqDnhScF01dv/xxBz/NgGSGKJs9F0Z2oloWmKSiWReUbi+xtvVvfJ/CXm+hzyc00BBs5e/BE8t15DMwfgM/0kenIsKPFPiu8enZ0DWV0jbvQPYiJVtEcEer9w7uoI7bEKMPysnfZwphty5ctpM+cOwngBkWzba/0f+aDEULP82D66oEmO1TCC9VZio7R52iGuMMZiMGFR+NS9ZieifH9RvHKZ//LP3euxa27xL56EMEkTdniUAhCalEUFT3Pg+ucuTy9ZQVTz5kLf1+M6sywt9ELS/Dqil2B8MTHL3HPmdfg37kJjPAcrOd5CNXto/zpX4MRovyV+xh86e1sr/3GfnY4xl2AI+TFR2L510AgxMD8o6F2V/M+zhzqtn/cPJY8D5YigaSeQKdmKE4++WQmTJjA+++/z8knn2z/Gz9+vDgT7SQ6ovzNomupeutxzICX4hnXo+d5qPnPcjznLUDPCze963kePFN+iurKpGrlYsqevpk9z95Kpr8SLDM+m1GxkywDsOCiE6eioOCywtmImDUC9myMy1rE1bgLaY9ihRJmtBJGhJoyEPHbhh8CA45M2w4jzoTnvAXU/Gc5ep6H4hnX49fC6XDDmcXHNbt49INnuHzMLB754Bl21pTaa6FcPmYmLsvFj0bNJGSGRMmphxGfoQhnxPwB6aEQhFRiKQqeGdfzheVj5Vdr2Kb48cy4HjPKUegz+1Y+aLGGxPraXeSMON3exnPuNdT8Z7ntYISq95BlWFj+Ri46cSoEfWQFg3ZFRDLUoCPmeSNHc6M3ZUv0PA+9Z9yI13Kl6NsQDicpcQsfe+yxhK87nU769OnDpEmT6NWrVypO3e1JHFG+D8/5v6DP7JtB1VAcboovvQvFDBKsKsWyLCqX3x8XhS6Zc2fCbIZqGgzKO5olW97g/GO/h88XsrMRV6/4tR0tbpm1CNe4SyShO2EpeuKMVoKIkBKVgYjelqasgxbwUb16CUWT56K6s7GMEJam4ZmygGBVKdWrl1AweT4+nGiBBsYWDuLFLSuY97cb0FWNY/KPYmdtqW1PfgKi5NRDCYZiHQq7hyIkGShBSCWKZVHvcPCXLa8B8JfNr3H8pJ+Rp2fQ7yeLsBSdesvFuJJRvORsrkAYWzCIjKGZZJ94KlpmLlXvPoe/bJt9XD3PQ6jya44xFZZsfp3zcgdR+ca99JlzZ6vjMUJWzPOGN6jT+4d3tao4JXRPUtKUvXPnTh5//HHWrl3Lrl27WLt2LY8//jifffYZL7zwAmeffTb/+te/UnHqbk+yiDJGkL0v3YUZ8OO1XFgmWKqOnl+MnluEZ8pPKb7wBlx9hzbvo0DvC34Zm8049xpQCK+qPWqGrcwQ0f2PRItzFJ2P9sRnLaTGvXvhtVz0nnFjjA0kiwiZmkbvC66P3faC6zG1sEOhWCEat62jfOlC9jx7G/v/+QKW9wA0iS2YDTV25kOxQlgfr2Le6Jn4Qj7mjZnFV1U7WfzxSzH2lKNqXD76QrJMS5Q+ehCBkIEedT01VUFRROVJEFJBtPCG6nTxcfX2WCXH6q/A4eKAkUldyIlhWDFr/cwbOxvz45VEdJ5DDbXkT5gScy8ovvAGalYvwff3xcw54Vy7h86y2vE3HfW8YRgWdSFnzFiEnkFKng5N0+RPf/oTkydPtl9btWoVr7/+Oi+//DLLly/n/vvv59RTT03F6bs1ySLKep6H3j+8K6wn7a2gYtk9aFn5FJ71Iypfe8BuwvKcew3V/3geo6GGwN6vOLDhXfpcfCumrwGjfj81696k6LtX2go6EaJ1/4cXHE35079izPTreLFJnUFq3LsnhmHhdXnaFRGyQhZ1n65pyoSpYJrUbniHnJPOC78fZZuuvkMpPP0Su0cnUv5k6U4wwNKc5Bx7MkPNAJMHTWSI6UDzHGWrfbh1F+NLhrP3r78idKASPbsg7Oi4PHKD6eZYlhWXoVAUBYemEhSHQhA6FbtMuqmyQS8sYfylv+XFLa83Zx8KB2EEghDV6xB9zz+h1xBcVoatIBkOJv2Skkt/h2kYWIqOpaoYDTVxPXRWOx4jWz5vCD2TlGQo1qxZw5lnnhnz2hlnnGFnJaZOncquXbtScepuT7KIcp0Z9uZdps+eOPJPmW47E9AkIfvGIvInzbTrHxu3rWPvC3faKlCFk2bRqGTGnVfTFLJNi8tHX4izei+aO5vgP17iihOmEDJDzBt7Edmm0i7pUSG9aG9EyGu5yBl+KntfuotvHv0Ze1+6i5zhp9rZjGjbzD9lekzDf0S+WLOMcJQMg8rXH8L35mNcNnwKvjf+TPDdF5k39qIme5qN8dH/Edq/B4yQXaaXrTaKjXVzDNPCsojJUADouipN2YLQQdqS/Y4rk67eg/nR/zFvzGwA5o2eSbbuBlWNP0bTWj9ZhhUnR1/xyn0A9n3Dazian02anAnpfxCiSUmGYsCAAbzwwgvMmTPHfu3FF19kwIABAOzfv5/MzPiHWqHtiHJ0SVQyCVlHfjGVKx6y6x9DtZU4PQPoc9EtmKqecIXMTH8l5cvuIVS/Hz27wM50HKdkMHnQRE4oGkjFUzc1Ry8kmtzjaMv2ot/XCCa0PcsIUPrIT+l72V32+5FoVmjTPxh+2uxwxsLQyB4wjEDfoTF2atZVUfb0zWJj3ZhgKJyF0LTYeJVDU2UdCkHoAHHZhwTzYkQmNoKr71CyBgxjqBkKz7WWA6WxnurVL9O4bV3cMWr3+8jXA4lLrc0QEHYYYuZ/1cQwVel/EGJISYbid7/7HX/5y1847bTTmDVrFqeddhpPPvkkd911FwA7duzguuuuS8WpewStRZQjZSeALSEbjZ7nIVhTHtdMFajcxTd/vo6K539Lpupvjng4Q2Srjc0RjqZoceUbi8g/ZXp4zYETp+LcVxbX9C2L0fQ82spmRN6PSMhGo+d5UJoauA1vbfP7Ueoizn2lTRmLx2wbi97f8NYCYmPdmYhDoauxkVSHrhIIiUMhCO0lmex3dCZXVVUyho6n+MIbKJlzB57zrqVm3ZtR2eHHki5sZ5NkPo8IckSIzP+OPI/0PwhxpCRDMXz4cN5++20++eQTKisr8Xg8jB49GocjLAs5fvx4xo8fn4pT93giZScVy+6xJWSj6x49U36K4nDZte7RfRUQnkxUM8De528P92CcMQezaTXNaKIXLKO2kv3vPhf3frgBV6Rkj0QiDdwVr9wbVXN7PUYofJNq+OLDhO8f+Ogt6pf8wXYytMw8gDg7BbGx7krEaWiZodA1VZqyBaEDJBNpic7k9vnRXRRMnBkz10bm0kh2GGi+nxM/t/q0sCR4+bLmYxTPuB6flgnyNyu0k5RJ9jgcDsaPH49pNhujaZqoakqSImlBZEG6jsihJdoHaH5N1UFRUYyA/X5MWYorg5JL78Q4UIXhraX6nWcAKPrefJxF/bCMEDXvvWpnLPQ8D8HqcLahaPJcKl9/iKLJc1ttBI80Y0Uji9F0Hzpil+3dVjEMDrRo4K7fsZHsgSMpmXOHLTsYkZg1ffXsX7OE3FFnUL/xHSBsQ1p2AUdd/T8oqs6+lYttO3X1HUr+pJkoikWOHpDUejfCzlBoCTIUUvIkCO0mmUhLdCYXf6PtTEReq3xjEUWT51K+dKG9j5aZS8mcOzB99RzY8G5YOEMJhOf6kE4otw8lc+4EywBFw6dl4vOJMyG0n5Q8EW7ZsoU77riDrVu34veHI5aWZaEoCp999lkqTtnltKfWsV37XHgjaA4qXvpdjHpO1bvPYjTU2MesCzlxOt24D5RjhAKUPX1zzLHLX7qbvpf/norlf8Rz3gKC+3Y37X89VW89DjT3YNT8Zzmec6+JUeyJNIIbRljOM5IViflslguQh7x0piN22ZFtLU0j54SJ7H0p3CuRMXQ8hZNm2r/3nXsPjdvW0bhtXcx+Bd8+H8COgO1buZjGbevs/csrdtqZsxjFEemn6DbYPRRqywyFQiAkDyiC0F6iKxISVRwAmH5vwixGdPa3eMb1VL37nN1DUTz7ZqzGGiqWxs71ddFzrGQmhA6SEofipptu4owzzuDuu+/G7Xan4hRpR7Jax94/vIu6JCUbLffRsvIx6qtx5BdTNHkuNf9Zjr9sm51FKF+6MOaYGZaXvcsWJs0wGPX70bLyMUN+ep//X1ihIEbQb2cbTF89GUPHkzvqDJSsXEp+eDuWZaKoOl4lE6NpVduOSI8K6UVCG2uoJtudgak7Yq5jMhvuM+dOLMyY664YBtVrmhe503N7see53zQLBkSV3UXQ8zxoOUX0v+ZhUDRqPnzTdjgat62jGugz504ULPY8e1uH/paE9KG5KbuFypOmUi+y04LQbgzDwp/ZO7x4nGWgKBp1X3xA/inT7cyvFQomXsDWnRWTLY7MtaHaSkK1FVS99bjMsUKnkhKHorS0lJ///OcoypEj+5is1rG1GvDofRLq+jdFIvxl2+z6x5hjWkbSDIPn3Guo27w6/phTfkrv6f+PiuX30/DFhxRMmknFstjay5p1b1IwaTZGVLTCMKymiSbyWcSZ6A60ZWPRkf/21OtGtrcsMyYD0ffy38fsa4b8CW3SUiy+efha+/fA7s/sMqfGbeuwzp6L1XTeluOQforuQSQL0VL116GpBKUpWxDajaYpuLwV7I3KUBTPuJ7q1Utisg3FM26gfNnCmLm28vWH8Zdto2TOHXGZYtXhljlW6HRS0tAwefJk1qxZk4pDpy3R6ksR2uoziN4noa5/kwqOnufB9NXHH7NJmcFfto3qfzxP0eS59L3sLkou+x2WZZH/7WmYRhAtK7/5mCseRHVn0mvadTHORPQ5c0edIQo7PYS2bCz6Oiez4UTKSxax2xr1+2OURlTdRf329RRNnkvJnDvCGbd1b6KYln2sRCpPlqIf1N+SkD4091C0KHmSHgpB6BCJssbVq5dQdMYP7Xm1+t3nMEJ+e64t+eHt1Kx70w7UJFKDNIM+mWOFTicl1uP3+1mwYAEnnXQSvXr1inlv4cKFqThll5Oo1rGtPoPofZKtKaFl5uE5bwHV7z4bd8xGJdOOTPjLtlG1cjHFs2/G9B5g35uPJMx0hGorMb11aLoL07KSqjtJtKJn0B4bi1zn9tTrRrZvICtmW3/tvnAPRAuVkOhImufcazCCjTHHiq7zjV4kSXp2ui+trkMhPRSC0G5aZo1dfYeSP/4Hdq9aZF5VdAdlTQ3Y2SPPpGDiTIIVOwnVVnJgw7txCk5aXjG9L7wxrodC5ljhUEiJQzFkyBCGDBmSikOnLQfTZxCzUIxi2HWQrr5DyT9lOlpmHlpBHzCC9D7/v2zlBYJh5RvFCGFlF4Xrzi0DS9GwFJXyZ25OqvgQiThXrVxMnzl3Jqy9jEQ0JFrR/UlmYxGir3NLG1ZUlaq/PxmzpknG0PEoqkqW2YCVkUvvS3+PYoS10Pc8e2uM3ZUvuzfcl3PWpWCa1G54h8z+x8ecW80pot9PFsX9vUjPTvclUtakt2jKduiq7WwIgtA2lqLbfY6qOxstM9d2JqD5/t7nolvsfeo3voOSkR2j2GS4M+PmUzRkjhU6lZQ8MS5YsCAVh017DqbPILJPRElp/+qXyB//AyrfWIT76BHkjvteTI9D8YwbcLgyqXjutzGRBVefo9m3r4FcLbHig+rOjok4h2orsZR49aZID4VEK3oOLW2stch/tA1rKBRMmm1HusJKTLPY2+Q4RPZvcHnItuoT2p3RWEfZ4hvtjMWBLeFSyMi+9WZG1E3Mihuz9Ox0P5LJxuqaimFahAwzrhxKEIR4/Kqbwkmz7P6IvnPvSTjPKlqzvKye5yF3+ERqPnyTurWvteiVi51PZY4VOpOUhaD//e9/88Ybb1BdXc2jjz7Kpk2bqK+v59vf/naqTtmtiUSHi757pf3Alv+tqXHRiPJlC+lz0S1xdfB9L/89oCfVrdZyCsP1lk2lT3qeB8tUmiPBhFAUFUtRKJg8X6IVPZCOZtESZSz2tshCRJRBlKZ+njilEYfL3rZ82b2UzLmT3LHfk4hYD8Zuyk6wUjYgDoUgtBOX6bOdCUiunoeq2ZUKEQW9urWvAaLgJBw+UuJQPPPMMzz99NPMnDmTt99+GwC3281dd90lDkUrGIaFhdk8WagqWlZ+zOJgNf9ZjqJquPoOtUtRQrWVWEYI0BP3clx4I6ZhULVycVxkOj4SHEEe9HoiHY38R2+fS2z2K1KapxIERbPVw6KzXWaoubE/VFsJlsEBI6td5xa6J3aGQo9fKRsgEDRwO6WcUhCgeTHRYG0lOboaE2hp2UNhhvz0nv7/MBoPoDrcmEEfWkYuALXBsER/rua1nYkI0hMpHA5SMqv/9a9/5amnnuKoo47i8cfDi6gNGjSIHTt2tPsYDz30EA8++CArVqzg2GOPTcUw0xJLjcowKGrcAl+e8xZgKQqFp18Sk21QtMR18NGrb0u9pHAoRNtmQpnjqdfR67wFKIoSdn7XvUnuqDPs/fU8T3jld6FHE+mh0DQVy2yeYxx6OGPhlwWzBAFoezHRlhUHpt+Homr2GhKReddSNPuYyaoUpCdSSDUpyTs3NDRQUlICYK9FEQqFcDgc7dp/y5YtfPLJJ/Tt2zcVw0tbnE4VTVUonnF9uHm6ocZ2JqCpAev1h8CCmnVvkn/KdDKGjqfPJb/FsizyHD5ydS+Zih+v5eKAkUldyIlhWOFIc8gZ85pwZKBpCjl6gFzNS44jQI4zFP5ZD8QtPhazrR7A6VTt31VVwTP1OvQ8T2KZ49cewAr52fPsbVStXEzBpJkc2PAugO0Mm1E3PqFnEjRMVEVBU+J7KABRehKEJpItJhqR8vZaLnpfeKMt8aooCpWvPRA372I1/01FqhQi+7RU0BOEVJESl3X8+PE89thj/OQnP7Ffe/rpp5kwYUKb+wYCAe644w7uu+8+fvSjH6VieGmJ06ni9pazZ9nCcJnT9+ajZ+UnXmisoYb88T9ALyyhMK83Vaueshu5E0U5hCOXRBEwz3kLqHr3WYyGmhg7abltpAk7esGk3tP/H71+8JO4CBiEbdNR1I9+P1mEqirsX72E3FFnkD9hCqavnup3n6XXtJ+TwtYtIQ0IhkwcuoLVoqTNEVXyJAgCKCRZEJeo8iTNQdH35qM63GhZeYm3N0NA2GE4GMVJQegMUpKhuOWWW1i5ciVnnnkmDQ0NnHPOObz11lvcdNNNbe77wAMPMHXqVPr375+KoXUpLaO/0dHhDMtrP7j5y7ZR/tLdBKrLki40VvnGIrCgfOk95I46o9UFy4Qjl0QRsMrXHyL/lOlxdtJy29xRZ8Q0BIZqK6lYfj96TiGKpiW0TRSNA0YmhqXh+3oT5UsXsufZ2yhfuhCjoUbS7kcAgZCJQ9fiWmQiPRWSoRCEMIqixs2jGUPHoyoquZqXbLWRipd+R/lLd7Pn2dsIVpUmnndVLebZApCKBOGwk5K7e+/evVm2bBkbN26krKyMkpISRo4ciaq27r+sX7+eTZs28ctf/vKgz11UlN2u7TyenIM+x8FgWSaBil2UL/lDswTszJtw9h6AoqgE9zfERR5qVi+JW5AmWvaVpgbupIviqeZh/5ydTXcffzLaa6cdpeX3FaytTCojHPk5Yictt01mV6avgarXH8Zz3oLY/p5zr0HRNDz5OViWSfHMm+LtPb8At5I+Cj/pal/pMq6DsVNd13A6NHLzMrCinmPq/OHMhDvD2ernS5fPHk06jgnSd1yHm2R2mu7fT7AuiOfca+yAYMbQ8RRMnGmv6dNSJrbmP8tjto/MuwAVz92c8NkiVaT7dxtNdxprdyZl4UJFURg1ahSjRo1q9z7r1q3jq6++4qyzzgJg7969XHnllfz+979n4sSJ7TpGVVU9ptm6N+7x5FBZWdfucXUGOXqAiqaHK2iS0Vzyh7CUW8hJniNedtNoqEFxZVIy5w6MumoMb21MIzaoMQvRtWzCMkyVmsP8OTuTVF6nrp5g2mOnHSXR95Wjq0kXL4RwNMyywF9djqrGbpvUrry1+Mu2Uf3usxR9bz6O/GKCVaXUrHuTgsnzbZvTHL3CC+qpJoap0mC5OLCvoVM/86HQFfNAe4geV3e00wP1fjRVobamETPKo/A1hiOn+6rqqazMTLhvOl6TdBwTpNe40tFO0+n7SUaOblGz7k1byVHLzKXq3eeaf8/IiZmD/WXbqFn3Jn1m34zhPWCLXxSdOSfps0Uq6A7fbYR0mk97Op3mUJx22ml2A3Zr/OMf/0j63lVXXcVVV11l/37mmWfy6KOP9giVp5bybxAr5ebXMuOyEb0vuJ6af79C7rhzsEKBGNlXz7nXYCrNi+G1jFrIwnQCkFBG2HPeAqrffTZuobqMoePpfcH1VLwStsEDG96N+T06QwbYpXklc+6gauXipIvkeTw5TU6G2OKRQLiHQo3rodClh0IQYvBaLgomzbbn575X3hfTD9n3yvvi7u0FE2dS9e5zNG5bZy8YWvPeqzHHFZlYoSvoNIfi3nvv7axD9UjaknJzhHwc2LKGPrNvBlUF06R2wztkHTsOo6GWAx+vjF2Poika7HV5KJg8H01X6DPnTizLxEKasIQwcQ16qg6KSq9pP0dRVar+/mSMXdV9uiYm+lX36ZqwXZkmqqqy7+9P2uufQNiG9bzw8cXmBGhyKBIsXBdZ2M4nsrGCAITnZ39m75hF6fb96yX7OcGoreDAhnfj5uhe370SJl8OioahO/F9vSnmuCITK3QFnWZxJ598coe2v+qqq3jsscda3eadd945lCGlFQkXnIuK6CqqRfbgMfbK2HZNekYOaA4KTp1NxdL4fe0ocEHLFKQ82AlhYhazs4PDOrmaP04dzHPuNZhGiD3P3mbbWb2ZgWFYODU1rPpUsbO5VnfGDXiVLAJBE7E5AcLrUDh0NaZ/AppVnvySoRAEICzU4vJWsDc6g3zuNZgNNeHypv8sj1vvp/eMG6lrmpMBNFNp9dlCEA4XXebCfvjhh1116i6hLSk3xbLidf3fWETJnDvxKpkYhiUycEKn0prN9fvJojg7CwRMyCy2o2mWotGoZIZfp3nFV7HRI5tgyMThiF9vxFZ5EodCEIAkKnxvLKJo8lzKly5s7ployhJbio5fdZNp+lC05nlWZGKFdEByYoeRmEgxEB09sCwzYY+F4a3FpdTjdXmaGqzi9xWEgyGZzZmWyQEj0jQba2eBgEkAd9QrUc5EkhVfhSOLQMgkMyN+EVNNVVAUWSlbECIk663UMvOAcOlSwaTZdpZY0xQyvRUJ51l5PhC6mvTRb+xBtLbeRDIs9IT60qavAaOhmmylvt3HEo4sIvYWrK3skI0kszkrKs7QXltua8VX4cghGDLRk9iJQ1clQyEITUR6K6PR8zyoOUX0+8micG/bJC2aAAAgAElEQVRa1AK1Ms8K6YxkKDqZ1iK1raUgE6rxTPkpiu6kYvn9sgK2kJCDtTdou6+nI8duXcVMOJIIhgxb0aklDk2VHgpBaCKou+PUHYtnXI9fy4wSL2iea9tSixSErqTLHAqrZcdeDyFZBKH3D+9qKndKTKTHos+cOzHrqjC8tViWRWWTM9GRYwlHDgdrb9B2X09Hjt2Wiplw5JBM5QnC0rHiUAhCGJfhpWr1khgVp+rVSyj67pX4YkpLw8g8K6QzXVbydPXVV3fVqVPKoURqDcOi3swA3UXVysUoiiJRX6FVDjUzYBgWdSEnB4xM6kLOmMxDR44dyXZE0vex2Q7hSCJomEkzFE6Hij8gDoUgAGAZNG5bR/nShex59jbKly6kcdu6sIRsAmSeFdKZTnNrH3jggXZtd9111wHw4x//uLNOnVYcagQhOmqsKYZEI4RWSWXEqiPHbivbIRw5BIKtOBS6JhkKQYigaEnm2HiVNJB5VkhvOu3JdO/evZ11qG6LpimgqhRfdDOhmgpUhxsz6EPLK+6QJnREDUrTRF9aaJ22+iBa0lLa1a+6cZm+hDenjh67NRUz4cjANC0M00ravO/UVXySoRAEABqVTIpn30yotvl5Qc/rTaOSSURBryUyzwrpSqc5FL///e8761DdkkgD6/7VL5E/YQpVbz3e/BB24Y2QOODQKhKNENoiJqOlmhimmtRGEjVZF8+4gerVL9O4bV1c07XYn9BRgqHwQ1BSlSeHRm2DKNIIgo0RjHleKL7whq4ekSAcFCntoaivr2f37t0x/3oqkQbW3FFnULniwdhG1qUHL+vWWo27IECzjTjyPK3aSKIm6/JlC8kddYb9e0sJQrE/oSMEjYhDkazkScUfkHUoBAEgw/JSvnRh7Jy8dCEZlreLRyYIHSclxfhffvklv/zlL/n8889RFAXLslCUcMTqs88+S8Upu5xIA6vqzhZZNyEtSdZkrbqzY34XWxUOlsgaE8mbsjX8QRGVEAQALCPJ84KUBQrdj5RkKG6//XYmTJjABx98QHZ2NuvWrWP27Nn84Q9/SMXp0oJIA6vpq0+8WJg0UgtdTLJFlExffczvYqvCwRLJUKhq8h4Kf8DosbLhgtAhmpqyo2mtKVsQ0pmUOBSff/45v/zlL8nNzcWyLHJycrjhhhvarQTVHYk0sB7Y8C6ec68RWTch7UgkOVg84wYObHjX/l1sVTgU7B6KVhwK04KQIWVPgtCoZFI844a4OTnclC0I3YuUhCJdLhehUAiHw0FBQQFlZWXk5uZSU1OTitOlBZEG1oLJ81FUiz5z7sSyTCzVCZZJltmApUtTq9B1JGqy9qluCibPp/DsubbqU6bpQ9GkCVvoOBGHQmul5AnAFzRw6BKFFY5sAgETMovpM+dOFMvAUjT8WiaukA+3zMFCNyMlDsVJJ53E//7v/3LBBRdwzjnnMH/+fJxOJ9/61rdScbq0oVnOLYymKWR6K+NlN5tUdAThcBMvOWgSaPo9bK8VYq/CQRPpoUjiT+DQw2/4/CY5GYdrVIKQvgQCJgHceDw5VFfXk9koc7DQPUmJQxFd2vSLX/yCoUOH0tDQwPTp01NxurQlkapOxbJ76P3Du2IcD0FIB8RehUPFHwxnKBxtZCikMVsQ4pE5WOjOpKSH4sknn2w+gaoybdo0LrnkEl588cVUnC5tSaaqE1bREYT0QuxVOFTaVHlqylD4ZXE7QYhD5mChO5MSh+Lhhx9O+PojjzySitOlLclUdURFR0hHxF6FQ8Xf5FAk64+IOBSN4lAIQhwyBwvdmU610vfeew8A0zR5//33Y6QBv/nmG7KysjrzdGlPRFUnrh7ScgFSDymkF2KvwqESaGOlbLspOyARV0FoiczBQnemUx2Km2++GQC/38+vf/1r+3VFUejVqxe33HJLZ54u7UmkqiOKDUK6IvYqHCqRUqZI83VL7AzF/2fvzuOjqu4+8H/uMncmk32ZhCTsIexL2LHSqiiW0ioooFRxBbWP+tg+v1bor4/16U9bK9Q+Vqt9KFXUVisKtgXUSlEoiisEAoQ1BAXJHrJnMnPnLr8/Jndy7+yZzCST5Pt+vXgxM/fOvWcy33OSc8/9nuOkDgUh3qgNJv1ZVDsUe/bsAQCsXbsWGzZsiOah+y3fWXWoYSDxi+KV9IQodeVQKIpv7GgjFB1OuuUpFLvLjgQ+AQzjf7SHDEzUBpP+KiY35m3YsAEulwtHjhxBbW0tFi9eDLvdDgCwWmnBFkIIGYicLhk8x4BlAH9L13mmjaVbngJySE68UPoXnGw4gxxrNu6bcjtyErP7uliEEBJUTJKyT58+jW9/+9t45JFHPLdBHThwwHAbFCGEkIFFdCkQTFzAa6o8x4JlGRqhCEBVVWw5/TecaijDt4bOQ5urDRuPvQyXQh0wQkh8i0mH4he/+AUeeughvPfee+B59yDI7NmzUVxcHIvTEUIIiQOiS4bAs1CD3KUh8CyNUARwprEcB2oOY8GI+ZhhK8LC4Vei1l6PDy7s6+uiEUJIUDHpUJw9exZLliwBAM/9n1arFU6nMxanI4QQEgecLtmTJxGIwHNw0LSxfv3zq/eRIiRjSuZEqFAxImUYClJHYveFfXBI9PuTEBK/YtKhyM/PR2lpqeG1o0ePYvjw4bE4HSGEkDgguhQIPGeYMtybYGKpQ+FHRVsVyprO4fL8OYYRnpk5RXBIDnxefbDvCkcIISHEpEPxwx/+EPfddx+effZZiKKIP/7xj3jooYfwox/9KBanI4QQEgfcIxShb3lyuuiWJ28Ha0rAMiwKUkcaXs9NzMGQxGzsu/hJ0I4aIYT0pZh0KK666iq88MILaGhowNy5c1FZWYnnnnsO8+fPj8XpCCGExAFRkj1rTQRioluefKiqiuKaIxiTNgq8n1WRJ2aMQ429DhfbKvqgdIQQElpMpo0VRRG7d+/Gxx9/jNraWuTk5CA9PR2FhYUwm82xOCUhhJA+5hQVJKaYgu4jmFi0dbh6qUSxp7TWQzy0A9JF922+/LCpEGbfCDYhJexjfNVyAZccDbg8f7bfGbIK0wqw7+LH+Ly6GMOSh0ap5IQQEj0x6VD84he/wJdffolHHnkE+fn5qKysxB//+EfU1NTg17/+dSxOSQghpI+JkhxwlWyNOynb0Uslii2p4gQ6dj8HyC6Yhk+BqihwnfkI0lfFSPjuw+Ayw8sbPFhTAp7lMTxAZ8HCmzEqZQQOVpfghoLvgWODJ74TQkhvi0mH4oMPPsDu3buRkuK+QjNmzBhMnToV1157bSxORwghJA44XTJMXIgOhYmFcwDc8iRVnUbHe0+DTbEhYd5NUDj36Ds3cibEL7ai4+0NsC77/8AmZQY9jqIqOFR7FOMyCsD5ud1JMy6jEGebv8SZpnJMyBgb1c9CCCE9FZMciqysLHR0dBheczqdsNlssTgdIYSQOCC6FJhCThvLwunq3x0KubECHe/9DmxSJhK+caunMwEAbHIWhLk3Q5VdcLz/B6hK8M9a1ngOLWIrxqUXBt1vZMowCJyA4tqSqHwGQgiJppiMUCxZsgRr1qzBbbfdhpycHFRXV+O1117DkiVL8Omnn3r2u+yyy2JxekIIIb1MVVWILhkmjgm6n2DiICsqJFkBH2I0Ix6pYgcc//o9GN4Ey+W3QGF8PwOblAHTlGvhOrwT0sm9ME26JuDxDtaUwMwJGJqUF/S8PMtjdMoIlNSWYuXYG3v8OQghJJpi0qHYsmULAGDjxo0+r2vbGIbBBx98EIvTE0II6WWipEBWVJiF0CMUAOAUZfAJ/atDoaoqHB9uhtJSC+tVq6GygRPQubwJkC+WwnHgLfAF88BYknz2kRQJJXXHMDFzHBgE74gBQGF6AU41luFMYzlyc2b16LMQQkg0xaRDsWfPnojf29jYiLVr1+LChQsQBAEjRozAY489hoyMjCiWkBBCSDR1ON1rS4RaKdvEu7c7RBmJCcFnhIo3rtJ/QTp3AJYZ34OamIlgC24wDAPThKvg/HAzxGPvwTx7uc8+JxvOwC51YGx6QVjnH548FGZOwMHaElwxnjoUhJD4EXeXhxiGwZo1a7Br1y7s3LkTw4YNw1NPPdXXxSKEEBKE1qEIOcuTyb3d0c/yKOT683B+/iZMI6aByZ8StDOhYVNsYHPHQSx9H6qz3Wf7wZoSWPkE5FpzwioDz3IoSB2JI7WlcMkDZ+pdQkj/F3cdirS0NMydO9fzvKioCJWVlX1YovDsP1rVo+2EEF89rTdU73pPh9PdQTDzoW55cm/vTzM9qZIIx95NYCxJECZfC6hK2O81jZkHuBxwlX1seF2URRytP4HJtgl+154IpDCtAA7ZiaM1p7rxLuJPOO0DtSGEhCcmtzxFi6IoeP3117FgwYKw35OZ6Xufqj82W3KkxfLri9NHcMPVgafyC7U9GqL9meLBQPxMQPhx2l3x+vOKtFw9rTeh3j/Qfl7R1p04vdjgntkvLdWCtDRrwP0yOjpHMiwmv58zXj67Hnf8bSiNFchcdC+E9G7W3bTRqD85DPLJPci68gYwnUncn1w4CFEWMT1/AtKSA/+8vE1JKcS/LuzFx+cPYOZlU7pXlgEqUJyGiqVw2pfe+N2ticfYD4TKSrzFdYfi8ccfh9VqxapVq8J+z6VLbVCU4Nd7bLZk1NW19rR4Bi5RDnrMUNt7Khafqa/F8jP1dQMTTpx2V7zGQE/K1dN6E+z9/eHn1Z/itLrWXWaXKKGpyR5wP9EhAgBq61pRl5Fg2BaP30mKVIfmz3dCGHs57KZM2IN8toCGToNU8jZqjhWDyx0PANhT9hlShWRYleSgPy9/RqeOxMHKo6isboCJ6/s8lHiM03BiKZz2Jda/uzXxGPuB9Ney9nWcDnRx26FYv349zp8/j40bN4Jl4+7OLADuodCPj7mHQ09/3YT1rx0CAFw+JRfzp+aG3E4I8dXTekP1rm/YO3MoQt7y1Jm0bXfG/y1PqqqgftefwCQkgR87H2o3bnXS44YUwsWZ4Cr7BFzueNhdHThx6RTm5c2CEkYuhrfCtNE4fukUTjaewdSsSRGVabAKp32gNoSQ7ovLDsXTTz+N0tJSbNq0CYIg9HVxApo/tatxWf/aIay7dUa3thNCfPW03lC96xtdszyFSMr2TBsrxbxMPSWVfQpnxRkkXHZzt/IcvDG8AG7IWEjnDkC9/DaU1JVCUmUUpo+O6HhDk/NgNSWguOYIdSi6KZz2gdoQQrov7i79l5WVYePGjaitrcXKlSuxZMkSPPDAA31drB5rbheDbn/p3ZNBt1NiGBks9LEeqt6Eon8/1aHY8szyxIU3bWxHnHcoVEWCs/gfELJHArbI/vDX4/InQBU7oFwsxcGaw8hKyEC6kBbZsRgOE2xjcKz+BESa7Sli3u2LvzYinH0IIXHYoSgsLMTp06exa9cubN++Hdu3b8fzzz/f18UK6fIpoYZBg1/fOni6Nuh2bfiVkIHOGOs9zTPpej/VodiyOyRYBA5+Fo424DkGDNM1K1S8kso+hdpah6SiqwElslud9NiskYBgxaUzH+JMYzmm2iZCjvAWKgCYaBsLpyziRAPN9hQ5Y/viv40IZx9CSNx1KPoT/ZWKsotNPtuffLW4N4tDSFx6/4sLhufeV/iCXfHzvs+erg7Grxa7iJREIeTyDAzDwCJwnhGNeKQqMpyH3waXMQxC9oioHJNhOXBDCnGw+SxUqBiTNqpHxxuZNhRW3n3bE4lMbWNHj49BbRIhbnGZQ9FffHysynOf5cHTtbhr8QTD9rKLzZ5kruqGDp/ErpfePekZmehwynjg6X0AgFnjsnHX4gmUGEYGhA8OXsC0Ueme5/p6oz3X/3/66yZPXehwyoa4936vP/p6U93QEfBYN1xNM35EU6vdhaQEE9QwkozNJh52R/x2KKTyz6G21EC4/FYwPR4l68LlFOKIcgFDzelIMiVB7sHIB8uyGJM2CsfqT8IpizBz8ZtvGE/07YOiAj/b9Bma251ITRQ8v6fdtzmpSE00o7qhAz/b9Cma28XO5/Zut0mEDAbUoYjA/qPBG5CX3j3p6VxoyVxr1u/xPH7p3ZOYPzUXhUPTPPvds2Evnv+vKwzH0SeG/WzTZ5QYRgaECzW+0w0GSoK8+8k9hrh/97PzQY/95KvF+OmqmZ5j3ffUvz31KlRyZah6Hem+g0VLu4isNEs4C0jDIrCeWaHijaooEA/tAJuRD2QMi+qx61PScbHRhMUi26POhKYwrQBH60/gxKVTmJ49NQolHNi0381a3b37yT144t55nu0/2/SpTxuxev0ePHHvZZ7n3u0I3QJFiBt1KLpp/9EqvP7BGXx8rAqnv27CmvV7ALivdDzw9D44RBmq6m5kVLgbLI12VeNcVTPuWjzBcGVDDjHXe3O7MzYfiJAY8B5d01/h6xBlv1cFAfcVv6oGu2dUAQDue2ovZFlFslVAc7sYdKTubEWz4dwuSfHsH6oOdedKI12V9NViFzEiN7xRH7OJQ0ecjlBI576A0lyNhMtvQVi9o2441HYejApMqboIxzQVYJgeHS8vaQgSTVZ8WnWQOhRhOHi6FkfO1qPF3pXIrv2OTrGa4JLdnTx9G6KqMLQ53tvp7gFC3KhDEYS/q5Dzp+Zi276zWHfrDMOVCv0Iwz0b9uJPa6/C3U/uweafulf51l9pve+pf/uci2O7frH4O29qIg1nk/5Bi18thh/83YeGK3yhrgqWXWzyjNzd/eQe/PEnV3m23bNhr2Ff/WigRn/u+576t2f/7t7rTKMQ4VMUFW12FxLN4S2yZhH4Hs/gFQue0Yn0PCBzRFSSsT3HVlUUt5zDaFMK0ttrUd9UDVd6z+KLZVhMyhiPAzWHUN/RgKyEjCiVdmASXYrhTgD972gAuO83ewEY2xDvUVLv7TStLCFu1KEIQn8VUn9FoqXdhfWvHcKF2lbPHx2youKBp/dBklXIiuoZudCPUOgfr1m/B4rqfo1lukY4AEDgOZ+F8fzlYBASj7yv3tsdEp58tRhnK5o9r2n1Y0x+qs8flgdP1RpuI1j95B6oACwCB1lRDfXg4Ola1DTYPcdWVOP++hEKfzOxBbvS6P056KpkYK0dLqgArJbwfqWYBQ72hvgboZC+PAilqdI9OhHFzgQAXHDUo87VgsuyZ0BFOSwVp3rcoQCAyVkTcKDmMD6q+BQ3jPluFEo6sOhzFWVFNfweBuDzfP1rh3C+phVOUfYMIOnbq5+umhn7QhPSD1GHIoiqhnbDc+98CC0XAnCPMGhXPu5+cg9eWLfAZ4RCe7xmvXu7/sqG/l7vn236FABdBSGx09tX3/W/hFd31g/NA/+7z7Dv8JxkQw7Fi7oriN5XC1//4Izh2Frd0uhHP/yNUASrY973RlN9DKy+2T1bTpI1vBEKsyn+ZnlSFQVi8T/ApuVGfXQCAIpbzoFjWAxPzIOYaoO58jRaJ18V+o0hJAtJGJM2Ch9XfoHFoxZScraXuxZPMIx4bvZqT7yfe9fru73aK2+hp4wnZHCgDoUXfyMRgDuR9PUPzgDoGk3ocMr4pLQagon1ufKhPfYeldDe7z3CIemupNJoBIm1aOcAeF+9v/9/3flE2o18+it8DGPc351TYZxFRdsfcN/mJCuq57ZA/XNtZBBwz47mLTXR3K3PTKMQkdGm30wNs0OhjR5JsgKei4/Zy6Wzn7pHJ+bfGvXOhKIqONzyJSakDAcjK+jIGoa08mLw9iZI1sgWt9Obnj0FZU3nsO/ix7h2RM87KQOJfoQC8B2R8H7e3dEIahcIcaMOhRf9VUj9zEz+RhP0rz3w9L6gORSrdVdOf/T7/Vh36wzDVeLkRMFwLO+rJPpkMGrASLwJdvXe+wrfk68WG/Zf/WTgWVRWr9+DP629ynAs/XN9vQOAmga7oVzBrh6+/4VxOlut0xDOKARdlTSqbewAAyDZGnodCsDdoQAAu8OFFF2nr6+osgRn8d/BZQ4HMkYASnQX3SuzV6NF7sD45GFQVQWOrGFAeTHMFacgFc4LfYAQchOHYFTKCPzr/F5cljsbyUJSFEo9MOhHKLTfzRp/IxTeoxFarBJCgqMOhRf91QxF9R1VaG4XPaMJ+iuYkuz+Lbr/aBVUtes+b+1/nutKus7NsHoea9tb2sWA8+Xr/8ih2WVIpHrz6rv+XIBxlpSfrpppqGcqEHCUwSJwPlcYg41I+LuiqJ3b+zN/cbrW0KHozs+A6qBRTaMdaclmsAwDOYweRaLFPZLRbI+PDoV47D2orfUwX3k31Ch3JgDgYEs5zKwJuXwaVNkFyZoCV2IaLBdPoT0KHQoAuDxvLv56ehveOPN3rJ60CkwPZ5AaiAQTi//3j5+iRregnTZCof20tFzIBDOH3IxEOETf38eEEF/UofBy1+IJKByahvlTc3HfU//GH39yJQDj1UptZhnv1wD3HxraLDX6GWm07UDX1c1AV0NpzQkSC72VA+DdCf6BbqYljf6q4eon9xhGGfS5Dtoij8HWawkm2Gf+QtdJCfQ5SHjOV7ciPysx5PTXmqQEd4fiXEUztu0tx/e+MQKFQ3t+608klJZaiMXbYRpRBKTkRP12J6fiwpHW85icOhKq3JU30mEbjuSvjoJ1tEGx9HxEITMhHfNyZ+GTyi/wXtIHWDTiaupUeBlmSzJcdPAeoVi9fo9P+0L5UoSEhzoUfmijAPpRBT3vaSr1r+0/WoXaRncOhPeMNJpQVzi8p4il+7pJf+Idkzzve4+8YZ53IGBMe9c1wWQ8lr+6GEx36hLVrfC0tIuoumRH0ZissN+jdSje3HsWHU73bDo/WtH7HQpVUeD48CWA5WCafA3UKHcmAOBI61dwKi5MSB5mWNeiwzYCKV8dhaXyDOyjo/MH66zsIjQ5mvD2uX+hur0G3x31bWRbw/9eBjqGYYKOeNLtTYREjjoUQehvqfB3tdLfa8bVrX1X3QxEfyzv49LsMiTaevPqe3qy7y0t+pjWcorC4e82p3B5j5z879Yj+H9WTIv4eMStuPOPsxFDwlvUDgASLTxYxn17JwCcvtAENcqLyIVDPPgW5MqTSLjsZqhMbP6Y/KypDDYhFZlsImS5a0E1V2IapIRkWC6eiFqHgmEYXD38CqRZ0vB5VTEO1hxBYdpozB0yE9Ozp8DCW6Jynv7Me9anUCOeNFJJSHioQ9Ep0JVL70W6Ar3mT2o37g3WH4uujJJYi3WM6etTRV170JEAfU5RKN4jEt2ZpIDqVfTJioJdX3yNEUOSkZ4kQA7zAj/HsUhKENBiFzE8OwkXatvQ2OZEduT9xW5znfkYYsk7EMbNB2MriEnuRK3YjPKOGizMmWnoTAAAGAYdtuFI+vokGNEBVYjOH/ssw2J2znRMyhiH001ncbz+FF49tRVvnvkHFo28GgtHXAmWiY+ZtXpDsFFJEx96xJPaDULCQx2KTt0ZBQg3MToWVzboagnpD7ozEtCTmO7JJAVXzxoe8XmJ2yel1aht6sDt3x4XdmdC861puTh9sQkzCm24sOcsqi/ZMW50bMrpzVX2CRz/fgF83njwY78Zk84EAHzeVAYWDMZYcwDJ9wfUkTUcyReOI6HqDOwjpkb13FaTFdNtU1GUNQU19jocrjuKHefew4XWi7hz4vdh4sKb4re/C/a7fdu+8r4qFiEDzuC5TNEHYnFlg66WkIGmr2L6mjnUoeipPYcqMCw7CXlZ4Y8yaSaOzMAN80cjK8V9Zf5iXXuId/ScqqpwlrwLx95N4HMLIcy6Aaoa/bwJABAVCZ81l2F8ynCYApxCTMmClJCMhC8Px6QMgPs2qCGJ2Vg04mpcOfRylNSV4i8n34QSo8/dn3RndJQQEhyNUPjh74opJUYTEplojwRQXYwPrXYRF6pbce2c4T2aGMlq4WEROFTWx7ZDoSoSnPv/DNepD2EaNROmyQtjkoStOdB8Fm2yAzPSCqAEOg/DoH1IAVK/LAHX1gg5Kd3/flHAMAym2SZDUiTsr/wcmQkZWFLwnZidLx5dPiWX2g9CYoQ6FH74a1QoMZqQyFwzZzjq6lqjdjyqi/Hh5PlGqADybT27ysswDDJTLKi6FLsOhWJvguP9P0CuPgPz1GvBjpwVs9ucAPfK2HsbjmNYgg2ZrBWybrpYb/YhBUj58ggSzxWjZeo1MSuTZkb2NLSIrfjX+b3IT8rFrJyimJ8zXmjtBrUfhEQf3fJECCGk245/2YAEMwdbakKPj5WRYka11yrn0SJVnoT9rUch13+FhMtvATdyZtRXwvZW0voV6lwtmJs5PmhnAgBkSyI6skcgobwYjMsR03IB7g7ct/K/gfykXLx6ciu+bq2M+TkJIQMfdSgiQInRhMQHqot9Q1VVnPiqAYVD0xCN2V4zUyxotbvQZhd7frBOqiLBeWg7Ot7ZAEawIvGaHwDpw2N6mxMAuBQJO2uLkWfJRB4f3toarcMngZVEJJ49ENOyaTiWw3dGXgMLZ8afjr2CNlfs81fiEbUfhEQPdSgiQPdZEhIfqC72jdrGDlxqcWJ0XkpUjpehJWbXtkXleHLDRdj/8UuIB/8O06iZSPjWnVD4BLiXUYytf9aXoEFqw4LsIijeU8UG4ErORIdtBJJOfgzW3hzjErolmqxYPGohmp0t2Fz6GuQYj9rEI2o/CIke6lAQQgjpltIvGwAAQ22JUTleZmeH4nx1S4+Oozrb4fhsC+x/+x+obfWwfvM2mCZfC6WXFs072XYRexqOYU7GeGQw3VtXoqlgJqAqSDuwAz3Kcu+GIYnZuGr4N3G68Sw2H38NkhL89ixCCAmEOhSEEEK65dCZOuRkJCApITprGaQlCbCaeRwpq4vo/Up7I5wH3kLblrVwHd0FoWA2Eq75AdTUvJgmX+udaq/A5oq9yLNkYm5aIZRunldOSELj2Lkw136FtOK3Y57noZmYMQ5XdE4n+9vJVUYAACAASURBVFzJi2h0NPXKeQkhAwvN8kQIISRstU0dOH2hCVfPGhq1C+kMw2BUbjIOn67DqmsKYeK5oPurigylqRpy9WlIXx2CXHESUBXww6fAPP5bUMzJMVtfwlAOVUWFswEfN53Gp01nkGtJx9K8y6C6wrvVyZs9dwx4px0pX5aAa6lD66QrIWaPAtjYXvsrsk2GhTNj79cf4Zef/xbfGvoNzBsyE9lWGxiGiem5CSEDw4DrULBseI1fuPv1J/SZ+o9Yfa54/XlRubonXsrlXY6yi014/m/HIJhYTC3IBBPFck4pyMLxrxrx8j9P4b4lkwEArnMHIZ7Z795BVaE62qA6WqG0NQCd+Qlsig3mSVfCNGwKVJMVUBWwUIEo/iHM6o71dm0xKpwNsMtO1IotaJMdYMHisqwJmJ06xt2Z6MG520ZNg5SYitSyg8j86K9QOR5Sig32wjlwjDSuOM9G8TNOzByL/KQcfFJ1ELvP/xv/Or8XyaZEZCZkIEVIhsAJ+PbIqzA0OS9q54yWQPUlXupRuPpTeamsxBujqr10cykhhJB+T1ZUtLQ54XDJiHaSM8MwSE4QkKi7lUpVZM9pVCiAokCVZUB2QZFEQFUQlammwi8lVJaDDBWyKsOlSHDKLiiKDDXqSd8sGI4HOB4sy4PheucuZQYMGIaFmRcgsCZwLAeWYcAyLI1YEEL8og4FIYQQQgghJGKUlE0IIYQQQgiJGHUoCCGEEEIIIRGjDgUhhBBCCCEkYtShIIQQQgghhESMOhSEEEIIIYSQiFGHghBCCCGEEBIx6lAQQgghhBBCIkYdCkIIIYQQQkjEqENBCCGEEEIIiRh1KAghhBBCCCERow4FIYQQQgghJGLUoSCEEEIIIYREjDoUhBBCCCGEkIhRh4IQQgghhBASMepQEEIIIYQQQiJGHQpCCCGEEEJIxKhDQQghhBBCCIkYdSgIIYQQQgghEaMOBSGEEEIIISRi1KEghBBCCCGERIw6FIQQQgghhJCI8X1dgGi7dKkNiqIG3Sc93YrGRnsvlah30GfqHpstOSbHDVc4cdpd8RoDVK7u0ZdrIMZpMPH4ncRjmYD4Klc8xmk8/XzC0Z/K21/L2tdxOtANyhEKnuf6ughRR5+JxOvPi8rVPfFart4Qj589HssExG+54kV/+/n0p/JSWYk/g7JDQQghhBBCCIkO6lAQQgghhBBCIkYdCkIIIYQQQkjEqENBCCGEEEIIiRh1KAghhBAyqJz8qgEfHqns62IQMmD0yrSxjY2NWLt2LS5cuABBEDBixAg89thjyMjIMOz305/+FJ988gnS09MBAIsWLcJ//Md/9EYRBzSWZZCcakZrszPoFJDh7tfT9xASCM+zSEoR0NYiQpKUoPtS7JGBLlCMsywDl+xCarqF4j9Cv9lSAgD41rS8Pi4JIQNDr4xQMAyDNWvWYNeuXdi5cyeGDRuGp556yu++9957L7Zv347t27dTZyJKVEHCKyVbAUGKyn49fQ8hgSiCiJcOvwlFEEPuS7FHBrpAMa4KEs41XqD4jwKHSD8/QqKhVzoUaWlpmDt3rud5UVERKitpqLE3cDyDU5fKsLv8I5xqOAuOZ3q0X0/fQ0gggplFad1pvF++H8frzkAwB26eKPbIQBcoxjmeQVV7Nc43VVD8R0Gr3dXXRSBkQOj1HApFUfD6669jwYIFfre/9NJLuO6663D//fejvLy8l0s38CgmF148vAUA8OKhLVBM/hvPcPfr6XsICcTFOfHy4a0AgJcPb4WLcwbcl2KPDHSBYlwxuWAxmfH6se0+20j3OVxyXxeBkAGhV3Io9B5//HFYrVasWrXKZ9t//dd/wWazgWVZ/OMf/8CaNWvw/vvvg+PCX+kwMzMprP0G4hLs/j7TrrP70C7awbM82sR2HKo+hmvHfCvgfgCC7tfT93TXQPyegPDjtLvi9ecVTrnePbPHEE8HKo7gO2Ov8rtvtGKvP/+8ekOs4jSYePnsen1RpkAxfriqFBeaKmPe9vYngeI00Pcmy135WWaLEDcxFy/lCAeVlXjr1Q7F+vXrcf78eWzcuBEs6zs4kpOT43m8dOlS/PrXv0Z1dTXy8/PDPselS20hE9RstmTU1bWGX/B+INBnmjlkKnanfYRHr/ghHv/3s5gxZErA/bYIO9Au2pEkJAbcr6fvicZnitax+1I4cdpd8RrX+nIFS6Sek1+Ercff8cTT7KFFECWX332jEXv94ec1EOM0mHj8TvqiTDzPYnbeNGw55hvjw5LzkSQkIlGwxqzt7a54jNNg35vd0ZU3UV3bguxkIablC0c8xn4g/bWsfR2nA12v3fL09NNPo7S0FM8//zwEwX/lramp8Tz+6KOPwLKsoZMxmHEcg2ReRApnRzIvguPCu2eWdZnww3l3Y0vpDjx02V1gXaaA+62esRIAsHrGyoD7+bxnevfeQwaOSGIyWCK1STbjzukrAAB3Tl8BXuUC7kuxR/qjcOuMIoj49OIhv20y6zLB4XLi+1OW+Gwj4XHqbnNyiHTLEyHR0CsjFGVlZdi4cSNGjhyJlSvdDeTQoUPx/PPPY8mSJdi0aRNycnKwbt06XLp0CQzDICkpCf/3f/8Hnu/1u7LiDscxsDrrUPvWekjNdeBTbchetg52sw2yHPrq4fmmCrxfvh+TbOMwISUl4H4j0vJxTcF8DE/LA4LP2AkAkCUVEzILsbDgmxifMQayg6YuHCwiiUmOZ3CiM8l0om0sJqSMhyx17Ss6FUy2jcM1BfMxOXscSmtPB9yXYo/0N+HWGcHMoqTuNF45vBW/XfRznxiXJRV5iUMg8CaK/wiJug6F0xXGLztCSEi9MkJRWFiI06dPY9euXZ4pYZ9//nkAwPbt2z2jEC+//DJ27tyJHTt24K9//SuKiop6o3hxz8o4Pb+EAEBqdv9SsjKBk1Y1ismFFw+Fl5T9zGebsXLy9Xj205fCT/ITedxRtAIQqeM3mEQSk+EkUrOigLum3wSoTOika4o90o+EW2f0kxM8+9lLuKNouW+MizxGpw+n+I+QfoRCkmmEgpBooJWy+wFGlTy/hDRScx0YNfj82YLA42DlEUPyXnHVUQgC73e/C00VePCdR3G++aLf/fxRFBXNjQ5aWGmQ6W5M6mNRmyDAX4xJkgJ7m4QvKg6H3Jdij/QnhjrDuWNZams01BmrVcAXFSWeNvt800Xs/fITWCzGW5oURYWJM1H8R0jfoXBJ9PMjJBqoQ9EPqAwPPtVmeI1PtUFlAv/Bz7IMEhJ5zMmfjkTBCgDuRNf8aZAk4xUZUZQwK28ahqfl47nvPoYRqUMxO68ICYk8BIFDWoYFPB/dUOF5NibHJdHHsgxS0y1g2a77vcONSZ5n4ZJdUBTFE2Mbr3sCI1KHYmbuVAAq0jIsEISumdz08ajfV6QFqEg/ptUZPtWG/If+BHP+eOT/6EUwKengeRap6RY4HC7MyS8ytNkz86fC4XCP0HnXRe962R3+6vVgoe9QiDRtLCFRQX/N9QN21YzsZes8f8B57r1VzQHfoyW/qqpqSF797OtDAZNc9cnbqqrilZKtkEzOsFcu7o7urIhM+pa/ROpwY1L/PfubIEDi3fElmYy3fYQ7mQAh/YVWZyyL78Wfj++EeemD+HPpDnzZ9DUUQfTUMe/JCcovnffUPX1dbHG09mil7MG80rxT7MqbkMLIQySEhEYdin5AllXYzTZk3/or5P/HH5B9669CJr96Vli9dBaTbeOwsOCbGJ6ah5dLtgZcWVVL3r7QXInKtmrsLv8Ix2vPoL69MeTKxd3RnRWRSd8KtFpvODHp/T2bTGxXjDVVGrfXnoElwbjejH5fQvo7WVbhtGajjJVR39GIE03nsbv8I7Q523Gi7oynjsmy6pmcYELWGPz2k0041XAWgpk11MWvmysjXil7sK80L+pG6V2UQ0FIVNBfcv2ELKtolQS0yFa0SkLQ2Z28k18lVcYdRcvxzGebPa95J7kakreLt8BiMoNnebx8eCuWT1qMV4/8LejKxd3RnRWRSd8KlkgdKia9v2cn63BfEQXwSsk2OODw2W44bxiTCRDSn7g4ES8f2YZlExfjpcNbYWJ5pFiSsfnwmwC6Yl2bnGDTwb8CcNcXF+c01EWBF8CzfET1Y7CvNC9JXSMULolmeSIkGqhDMcAESsQ+XnsGF5orDK9pSa7+3nOy7iym505Cm9iOU/XlKMwchQMVR2C19mwBIO+kQ21F5J4el0RfuEn9/vj9ni8ewdjM0QCAwsyR+OKi7/bkZEuPzktIvNLiemzmKJysO4t20Y6i3Ek4UVvmN9b3fvkpjtScANBZX7zqk76N7k79oPoFSLpEdomSsgmJCupQDDBaQqshqS93Koal5CNRsIJnec9rWpKrv/dMsI3B4arjSBISMT6rAGWXvsTs/Gmw23uW82C3iz5Jh9E4Lom+QLEUTnK03+956DScuXQOAFB26SvMGeq7vbXV0aPzEhKvtLg+c+lLTLCNQaJgRUnVcUzMLvSJdbtdxIwhUzyvl136yqc+6dvo7tQPql9dIxQ8x8Al0wgFIdFAHYoByN8qwqzLhPtn346N1z2B+2ffDl4SDDN8eL/H4XJCUiTcOX0Fth5/B6um3QheDpwE3h0+KyJH6bgk+kKtSB1sphjv79msmHHHNPfzO4qWwwKLYbugdMVBNFbCHsyz2JD4xLpMuGPacmw7/i7umr4CLsWdXH339JsA6NprlkGKJQn3z7odgLu+JAmJhjrhlERIihR2/dDXh8G+0rykuDsRZhNHHQpCooQ6FAOQzyrCkgpZUjE6fTi2lO7AqPRhkDiXYYYP7/fkJQ7BwoJvYlL2WNgSMzDJNhYuZ3QaXtGpYHK2O+lwUnb0jkuiz18s6QWbKcb7e3Z0KIZjdbTLhu3Ojq44CHXecAzmWWxIfNLi2t2muifLSDInYqJtrCHWtdgdnTHc/XpWAf5y5C1MsI3x7Dc8Na9b9UNfH6JRv/ozbWYnwcQZ8ikIIZGjDsVA5bWKMMczOFl3Fu+X78ep+nJUtVf7zvChf0/nY95lxl3TbwIrRi/HgeMZXGyuwp3Tb0JFc/Wgm2Gk3wmwInWomWL8fs9ex9Lii3f5GaXqwUrYg30WGxLHOuOaFQXcUbQCo9KGex5D5I2xW1+O26ctx7mGC9hd/hG+bPzas1+KJTns+uG3PgzileZlWQEDwMSzNEJBSJRQh2KA8l5F2HtWD20WJ/0MH/r3aI9FUUZTgyOqV3EUkwu/++xFrPnHWvzusxcH3Qwj/U2gFalDzRTj73v2PpYWX6LoO3VjT1bCHuyz2JD4pcW1JClobnQYHiuK6hO7rWIbNh16DQDwhwN/RoujzVMnwq0f/urDYF5p3iUr4DgGPMfQCAUhUUIdikEg1CxOvTnDh74sDskxKGcYGQhCzRTTlzPJ0Cw2pL/yF7sHKrpmR4sklqk++JJlFTzHgmdphIKQaKEOxSAQahYnbYYPQ9Je52OeZ/0mtkaS8MqyDBIS+UE/w8hAEGqmGG37tCET8cLSDZiWMxEzc6dCkuSgcRONRGqaxYb0N1rcK4riM/vZ3KHTUd/e6Hk+O38aJCn8xdgkSfY55mCvD1LnCAXHMZCoQ0FIVFCHYpBgXSasntE5q8fMrlmc9DN86JP2tMeKIPpNbI0k4VV7D89wg3qGkYHCEFP+ZoBymXDPrFvw8uE3ce/sW8C6TCHjJlqJ1IN9FhvSv+jb288uHja01Z99fQgPzr3D/XyG+3l3213DMak+QJJV8CwLjmVpYTtCooQ6FIPIiLR8XFMwH8NT8zAs2ThDiHfSXlV7NertDThed9onsTWShFf9e47Xn8GErME7w8hA4omptDyfbSYTi5N1ZXi/fD9O1p2FYGZDJnFHK5F6sM9iQ/oPQ9tYdwYtzlZPvRqWkoeS6hO40FyJO6ffhOGpeXi5ZCtONZyFrIQepdCO/fLhNzEibSjVh06SrIDnWBqhICSKqEMxSCgmF575bDNWTr4ez376EiRVNszw4Z20l2CyYNnExXjp8FbPa57k7QgSXr3fwzDMoJ1hZKDwjinvOHAyDrzcGT+vHvk7HHCETOKOaiL1IJ7FhvQf+rh/+fBWLBj1DTz3+StYOfl6/P6zl7B80mK8UrIV84ZOx3OfvwLAXT9anK3dOvazn23GHUXLqT5Ad8sTy0CWB3fnipBooQ7FIKAl5V1oqsAPdv4M55svorjqKDraJSiK6jdpr6GjCWfqz/kk8lmtQrcT/PwmGlaWeM5P+p9AMaXFQXKyBV9UlKBdtINneRRmjsQXF0t6NYl7MM9iQ/oHf3F/sPIosqzpnnp1qr4chZmj8PnFw8hKTPfsd6Cie+3u+aaL2PfV5+B5LvYfLM7JnlueGM+aFISQnqEOxSCgT1KVFMmd2JdXBGsSD55n/SaxZiSkYWzWaJ9EPrtd7HbCq7/jz84rQkIib0i+pZWN+w9/MaWPg9ZWB+bkF2F4Wj42XvcELtmb/CaGaknakiRHPZGa4onEI/2EFwmJPObkTzfE/ay8qThz6ZynXo3PKkDZpS8xO38azlw659lvdr7/+qEd37tOjUgbiitGzu1WQvdA1TVCwdItT4RESa90KBobG3HPPffg29/+Nq677jo8+OCDaGho8Nmvo6MDP/rRj7Bw4UIsWrQIe/fu7Y3ixR2OY5DMi0jh7Eg2iUgWJPdjXgTHRfbHkXeSqgoVLx1+E4og+t3e4XJg2/F3cdf0FZ7XtES+SBJefc6vqj7Jt7Sycd8zxF6IeDPJAtbokkd52bj4oVm14KF5d2NL6Q7cP+d2mGHxiRv9dx7tRGqKJ9LXPPWJtyPV5ECK4ARnFg0TXqiq6on7O6evwAfnPsZt0270PN96/B33IqOyGXdM62qPU8zJfs8ZqE49NO9uvFKyjeoDvG55UqhDQUg09EqHgmEYrFmzBrt27cLOnTsxbNgwPPXUUz77vfjii0hMTMTu3buxceNGPPLII2hvb++NIsYNjmNgddah9rX/RsX/3Y/aV/8bamMF6rc/jdrX/htWZ11EnQp9kupk21iU1p3C++X7cbzuDAQz65PEmpc4BLbEDEyyjfNJ5Isk4VX/nklZY3Gy3ph8Sysb9z2f2AsSbxzHwCy1YHhKrjspO3kILFKLYV+XS8GFpgq8X74fX7dUwuVUDHEDwPCdA4haIjXFE+lrhvr0h/tR/erPodibUVp9wjjhxaWzmNzZzk6yjUWb2O5pdyfZxiI7MRPjM8b41B+O9b11yTvuAXedunP6TTjfdJHqQyepcx0Klm55IiRqeqVDkZaWhrlz53qeFxUVobKy0me/f/7zn1i50n01ZeTIkZg8eTI+/PDD3ihi3LAyTtS+tR5Scx0AQGquQ93bzyHtGzdAaq5D7VvrYWWckR28M0nVpUqeZNmXD2+Fi3MatkPkPY9ZUfCf2BpJwmvneyRV9l21lVY27nP+Yi9QvFkZJ1rlDjzzxcvupOzPX0Gr3GHYVzG58OKhzu+0uPM71cWN3+88SonUFE+kr3nXJ7mtCW0cg1eO7/SZ8EKbJENrb73/99SHEPUjUJ2aN3R6V12k+gBJUcCz7pWyZUUFM7j7V4RERa9P96AoCl5//XUsWLDAZ1tlZSXy8/M9z3Nzc1FdXd2t42dmJoW1n83mf7i4r7ma6zy/gDRScx1YS5LnMccqfssf7mf64lyJz0qs3xl7lWd7ZmbXrSZCusnnNb1ArwdTXH3UcP6vWytR215veO1Q9TFcO+Zbcfs99VS4cdpdPfl5BYo9f/EmtTejuKoMF5oq8OA7j8IhOVBcX4ZrRsyDLd29766z+/x+p4A7bkJt74lgx9aL1/iKl3LFKk6DiZfPrhdJmbzrU0LBdBTXl2Fs5iicrDvrNz619tb7f+/6oD33LleguA+3PvRXgeI00PfGMAzMZh5WqwBFUZGRkRQXuVbxGPuBUFmJt17vUDz++OOwWq1YtWpVTI5/6VJbyFldbLZk1NWFnnKvLyTzLPhUm+EXEZ9qg+Jo8zyWFRZNXuUP5zOxLIPkVDPm5Bdh6/F30C7aPSuvRvvnoZ2rtdnp833MHDIVW4QdnvMPS3avi6F/bcaQKQAQs++prxuYcOK0u3oa14Fizzve3N9tAmbaxuH9tHw8esUP8fi/n8XMrEJIooRGu3tf7+95xpAphvKF2t4T4Rw7XtsBfbkGYpwGE4/fSaRl8q5PHeWHMfOKFXirbA+WjL8WiYK1R7FvsyVDlFyGNjZQ3Meyrmll6Uv+4jTY99bhlGA183B1JrXX1DaD5/p29qt4jP1A+mtZ+zpOB7peneVp/fr1OH/+PH73u9+BZX1PnZeXh4qKCs/zqqoqDBkypDeL2OfsqhnZy9aBT7UBcP9BZ/veg2g/cxA5N/8MQ255FCyrQhDC++r0SbZaMiDP8LizM9n6zunuZL9oC5YQ6y/5llY27nt21Yzsmx9Bzs0/Q+6qx5Bz88+QffMjsKtd8SEILDiLO47MiWn44dy7sKV0Bx6aeweSOYth31DfaSy/c4on0tf0bbk5rxDZyx9GijkFd05bZpjw4raiG8Ez3f9jtsXR6tPGBop7qg9Gkqx6ZnnSnhNCeqbXRiiefvpplJaWYtOmTRAEwe8+ixYtwhtvvIEpU6bgq6++wrFjx/Db3/62t4oYF2RZhd1sQ/atvwKjSlBZHuB5pM7+Dmq2bYDUXAc+1YacZWsBaw5EMfAMFZ6kwLfWg8sahnMz5mN3+UeYaBuLKdnjcU3BfEyyjYXLHt1ZLjiewYnOxMCJtrGYkDLekGDrk9TtcG/z9xrpZbILl977kyfOspevAzr/1hEEFmapGQdqyrC7fD/m5U5Bi+TE++X7MSl7HFJSJ0DWxWOg7znc7T36GDE8NiHh8LTlt/0aTEejp/0u/P5/40RiOiZnFuCagvlI4C04Xn/Gp50MhuMZlNae8mljA8U91QcjWVbAMe5ZngDqUBASDb0yQlFWVoaNGzeitrYWK1euxJIlS/DAAw8AAJYsWYKamhoAwOrVq9HS0oKFCxfivvvuw2OPPYakpN6/h7evybKKVklAi2xFq0sAK4meX0aA+772mrc2IEG1Bz2OlhQotzXBdOVN2Hx8BwB3Uh5UBndNvwms6L9z1xNhJcT6Sy6klY37lJVxonabV1L2tq6k7ATVjlbZgc3Hd8DE8rBYkvGCLunaxYm+BxU7R8MCfaex/M4pnkgfk2UVUBRD++14dxNun3Q9GDBYOWUJ/lzyVrcTpRWTC38qfh2AnzY2UNxTffCQFRUcx+o6FDR1LCE91SstS2FhIU6fPu132/bt2z2PrVYrnn322d4oUv+iyn6TZRk1+AJFjCpBaq6DdewcHGo457NS9bzsOZCk6DakgsDj08pinxWP52XPMSzCpK1irOfvNdJ7tHjRc8eZBEAAw/MorixDu2jH7PxpOFFbFtb3bOJMUBT/32ssv3OKJxIPvOuV1FyHxnc34siUWXjlyN8gKe764q/++BOqjQ0U91QfukiyApalEQpCoinsEYqvv/4aP/7xj7F48WJceeWVhn8kxhjOk1Oh4VNtUEPcd6syPPhUGzrKD2NGRgESBSt4lo/KKsSB+FsVO1bnItGlxQsAgHNfa3DHmfuxKkmYmVWIRMGKkqrjmJhdSN8zISEY6lUnsfY8Zg2ZBDPvHiHuTv2hNrbnZFkFxzKemZ1ohIKQngu7Q/GTn/wEDMNg3bp12LBhg+Efia0OxoqcZWsNido5y9aig7EGfZ+WFCjkFiAlNQf3F92Mjdc9gftn3w5eFpCabjFMlceyjM9roejfoz3mZYESAPshLV7MQ8cj/6E/wTx0HLKXrfMkWncwViRzFtw96Xq4FAmOjlasmX4zgK7vmedZpGVYwPPupoVlGbhklyemvGMskpgjpD/xO9HGonuhHt4bsP4IAhe0nvCygDUzv294L9Wl8EmKe4SC59ztlNyLM5kRMlCF3aEoKyvDhg0bcMUVV2DOnDmGfyS2RFGBw5qDIasex7D7n8eQ258AY01BgtKKVMGJZLMEV3MdUk0OpAhOJJtEJAsSEtEOJKYhcfmP8ZfjOzA6uxBbSndgVPowSKzLZ4aQYDMzBaJ/j/ZYZl1RW/GY9B4tiTRx2Y/x5xM7kbjsJ7Cbbe77wOGOQ5eQiqn5U7CwYD6GpQ/FJFshFhbMx6TM0YAKKIKIlw6/CUUQYbG4Z4R6+fCb4Mzu5/p44Timc+Yx9/ZIVoAnJB5ZLCzSTA6k8e1IZjvAJqUid9XjGPqfm5C76nHwadlInbYAEztXxNbaSa3+SCanoS32bpsl1oUsa7rhvZG034MVjVAQEn1hdyhmz56NEydOxLIsJAhRVNDsssDOJkNtb0L1Xx7BxT88gOq/PAK1oQK1f/stql/9OZSGSjT+609QGytQv/1pNO17DcfrylBvb8TxutN4v3w/TteXo6q9GrvLP8KphrPgeAYcz+BU58xM2muheL/HcEzFRAmA/REDlNaXY3f5fhy/dA7QhQHHMTC11aJt229x++QlsDTUoX3bU7h94nVof+spWDmHJ8aO152BCU4cqziG3eX7UVpVCpNix+mGrnixcg4cq+zablVbqVNB+j2LhYXQVo2qV3+Or//wAKpe/Tnk+otoOvgu1PYmw+vW9hZPOymYWZRq9af2DJKFJJxqOAvBzBraWe35s59uxm3TloFTTBG134OVqqrupGxDDgV1KAjpqaAdimeeecbzLz8/H6tXr8bPf/5zw+vPPPNMb5WVwD3TTs1bxhmf6t5+DmnfuMH9+J0/IGXaVe7XLr8R7Oxv4+Ujf8OyiYvx0uGtAIAXDm2BxWQGz/KeGULCmpnJi/d79MeUOBHNjY5eXRSL9FywONBmDXNePAXpwgnUbn8azounUPHsPXDVfo02Dp4Ye/XI39HGwjOz2J9PvIs2jumaFerQFrRxwJ9PgRscoQAAIABJREFUvgMA2Fy6A61yh2dGKUL6K4tsR81bvzG20e/8AanTFvi8XvPmr6C0tkBRVLg4J17urD8vH96KBaO/gTdKd8DFOT118pWSbZ7ndfYGPPTuo5A4MaL2e7DSbm/iKCmbkKgK2qGorq72/Ovo6MCCBQsgSZLh9erq6t4qKwECzvjEWpIMj6XmOvBpQ3Co4RzGZo7CybqzhllBTtadxfTcSZ4ZQi40V/jMGiIIgUcXBIHHwcojQY8Z7P0k/vj7TvXfo362Gtac2BWHsoTUb9yALyqOet5bmDkSX1SUeD0/6jXT2FGMzRzdda76MnB8365WS0iPBWijwbKQ2hp9XmdUCVarYKgvbWI7iiuP4papS/3Uo67nTY6WiNrvwUy7hZNlGXBaDgWNUBDSY0FbnF//+te9VQ4Srs4Zn/S/sPhUGxRHm+Exn2qD1FSNGRmj8VbZHiwZfy0SBSvaRTuShERMsI3BlmM7PDOEADBsn5k7FWJH4HtxtZlG3ji+M+Axg72fxB9/36n+e9Rmq5Ga67pirDMOmz/5O+b8x9PYeuIdtIt2lF36CndNvwlbj+ueFy33bE8SEjE7byr+dvI9AJ0z1WQVQpZkeFbSI6Q/CtBGAwzyf/gCal54GFJLned1leFht4uYk1/kqS9JQiJm5k3FL/c9i0ev/JGxHunqVaTt92AmKe7OA6tb2M5FHQpCeizsHIpAydeXXXZZ1ArT33Ecg2ReRApnRzIfmyRTfzM+2b73IJo++bv78XfvR8uRve7XPv4blC/ew53TbsS24+/izqIVAIA1M1bC4XJCUqSuGUJcJqye0b2ZmViXyTCbk/cxSf9jkgWs6fxO18xYCV7uWvhQP1tN0yd/h+17D3rikE1IRJIM3DXdHWOrpt2AJAVYPf0mAMAd025AkqxijS7GkiTg9gnfBQDcPfl6JHMWz4xShPQH/tp8B2dFzrKHjW30d+9Hi8uOPx/fAct37/W8rp9FzSSb3YtAArhz+gq8f+5j3Dz5ephks6edvaNoueG5of2mmfXCot3eZLjlKcrrMREyGIU9Jupy+d6T6XK5oChUEQH3Lxarsw61b7lXGvb8stDNkhMNoqgAnTM+MaoMleWhMByyb/wxVBVQGQbp194DMCyylvwXVJbHJBOLE/VnMSXbPaPIuIwxANA1Q4hDBcczGJGWj2sK5mN4Wh4QxtcqS6phNifvY5L+heMYmO21KFQ4LBw9H2NkFhZ7LZTOGNZmgcq+9VdgVAkqJyB71a/AKJL7KqtsxiTbOFxTMB+TbGMhwYwR6cPcMZU+DBKfiPEZXfFid/GYkjcVC1suYnLuZNhFIap1hZBYCtjmwwYkDUHuqscBVQYYDirH4XSDe7KDSbZxmPHgJkBxd9I9s6g5FUzW6k/2WJyuL8f4jDEQHYqhnfV+rrW1/l4jvrTbm1ia5YmQqAo5QnHLLbfg1ltvhSiKuPXWWw3/Fi1ahOnTp/dGOeOelrCqT7irfWt9TJJMtRmfmqRENItmtDp5mFJtaHZZ0CKa0eoS0CryaJGtaHUJkB0m3FF0ExhR6Jp5SeQNszApJhee+WwzVk6+Hs9++lL4SX3643gdk/QvWgw73t2E2yddB8c7m3xiWJZVtEqCO7ZEHq2uzseSuzPAigLumn4TWFGAQ3UaYsqhOg0xIssqZKc7NmUndSZI/xKszXc4FDR1ttFNLgtamK4JCV44tAVtHOupM3pa/eFdZmNb6t22irx7NEPf1lL7GxZJ6cqh4Ckpm5CoCdnyrFixAqqq4tixY1i+fLnndYZhkJmZiXnz5sW0gP2FPmFVoyXcAYL/N/USRVHR3OgAAM//+seCwOPTymJcaKrAD3b+DJIiobjqKOZlzwm5+qr+2N7HJ/2LPoYrnr0HkCXP6+HGsCQpaGpwQBB4fF55BBeaKvDgO4/CITk8MaWPEe/4IaS/CLfN19pX76Rpf+2rVn8AQBRlz+ve9URRVJg4ExSF6lJ3aSMU7nUo3NdUKYeCkJ4L2aG44YYbAADTpk1DQUFBzAvUX+kTVjVawl28C5WMGwzLMkhONaO12UlTxPZzhhju7ExEGsNaTL3/5X48esUP8fi/n6VEUTKghNvm96R91VA7Gz2eWZ4YxpPnKNHiq4T0WNC/FLZt22Z4fvjwYb/76UcuBistYdXnflrVDCB2jZUgsEhQ7XA1tiPVxKGDsbrzLDpxHAMr43Tf887whnt29bSkvmc/3+xJ6pPDKLd7ddYduHHcYsBBs/P0Z+HEcLjxBLhj6ofz7saW0h146LK7QsaU4dicAKhKV35GkPMQ0hfsqhnZy9ehdpuuvixfB7AsUji7IW717euaGSuRJCsAL4Yd19TORo+su+XJk5StyMHeQggJQ9AOxfbt2w3PDx06hKysLOTm5qKqqgr19fWYMWMGdSgA34TVXvgjSBBYWOw1qO5c6I5PtSFn2VrAmgNRVLqVKO6dYB1OUh/HMzjRuTrrRNtYTEgZD5mu9PRboWI4kokHzjdV4P3ORNQJKSkBz60/NpeYhoyrVqHu7ediOsEBIT3GmZC56B6wJgsUlwMMx6Nh1x/RUXbAGLeSiglZhVhY4J7soPK5e8OOa2pno0tLwNZPG0s5FIT0XNCk7L/85S+ef2PHjsXDDz+Mffv2YcuWLdi3bx/Wrl2LcePG9VZZ454hYdVPwl20+Vs1u+atDUhQ3ffqdjtRvJtJfbQ668ATLIa7G0+KyYUXD4UXH/pjp33jBk9nIpzzENIXrIwTtW/8EjVvPIGqVx9FzRtPoOaNXyFl2lUAfOM2SVZx+6Tr4Xhnk9/tgVA7G13+OhQumjaWkB4Lex2KHTt24LbbbjO8tmrVKp9RDNKLAqzIyqju4dvgSYO+tKS+cO7RDbWqMhl4uhNP3Y0PwyrcnSu9h3MeQvpKoPrAWpIMzz1xK4uoeGaNZ1E7n+1+UDsbfZ5bnjj35DIsQ9PGEhINYXcosrKysGfPHsNre/fuRUZGRtQLRcLUuSKrnjsp0H2PrZY06Ls9/F9GLMsgNd3ima9boyUaJgpWAOhKNAwxKxTpv7oTT4HiQ5Jkv/GkP7a2Cnc45yGkrwSqD4qjzfAcnIDUdAtUTgCflO6zf7C4pnY2+iRdUjYAcCxLt1ISEgVh/4Z+5JFH8NBDD+HFF1/EkCFDUFVVhbNnz+KZZ54J6/3r16/Hrl27UFFRgZ07d2Ls2LE++/z+97/HX//6V2RnZwMAZsyYgf/5n/8Jt4j9kr8kVwBBE1+196gch5yb/xtSc63nHl4+NRtOzopk1QEGEobc8QQgOgCogKpC5TioPI9kRjQkvAY6Z7BkwEgTuUnv0hL3tUW2vBP39YIlXXsnbScUzkbWwjuhwoVUkwInZ4VJcnjeq7AJWDNjJZ75bDPWzLgZCawAl9mJV0q2Y8X474CXzTArnfuzgifBVVuF2yeHIsYTHBASjHfdcLIWn6TsnJWPQGlvRu6qx6C4HOAy8tHBq9hashUrJizCkNseA1wiFKcdckcruNSckHFN7Wx0yUrXtLGA+3ulaWMJ6bmwOxSXX345du/ejQ8//BC1tbW48sorccUVVyA9PT30mwFcffXVuP3223HrrbcG3W/p0qVYt25duMXq1/wmuS5fB3Am1L7xS78Jqfr3WEZMQeqs7+DSe3/q+oW2fC1MrlbU/vUXsIyYgpRZi1D71m90x3oY4FyoffOJrtdufgSQXcbZSpatg9OajWOXTgVMBowkkZv0rlCJ+3qhkq4NSdusCnS0oOq1X+iO+zAaPtqKjrIDSCicjYxvrkCh7F51eyybCK6jCYcuncXu8v2YkDoMszLGoPGDP3clsN78SNfK296rcNMsT6QP+a0bdzwBhuM9SdkqywIuEXU7f9+1z/cfRWn1SXcbmjYcMxJzUadvj5evA0JM2kTtbHTJPiMUjGdtCkJI5MK+5QkAMjIysHTpUtx7771YunRp2J0JAJg1axZyc3O7XcCBzG+S67b1kJtrAiakGpJX513vm5S9bQNYRfJs1zoTXcf6DViWNbwmN9d4OhOe/f7xW8i8M3QyIK3OGtdCJe7rhZN0rSVtM6qKmm3ex/2NJyE1ZdpVqHnrN55Vt60uEa2yE5uP7wAAbC7dgVbZgZSiBV3neuOXgIqAq3AT0lf81Q1OllDzxq88SdmqvcVQ1+S2JrTKDrx49G8AgBeP/QNtHAOprdFzjNptYU42QO1s1EieEQq283+GZnkiJAqCtk6rV6/Giy++CAC45ZZbwDCM3/1ee+21qBXonXfewf79+2Gz2fCf//mfmD59erfen5mZFHonADZbciTFiypXc53/pD6Txec1jlVgsyUb36PrGOj3hfY9hdreiTVZfPYTsobhQOVRQzLgoepjuHbMt/x+lsxMU+gPHIF4+J5iIdw47S7vn5ersT1g4r7PvgHiUYu9cI6rJaTqE6srnr0H+Xf/BsX1J43JpfVluCprQshzxVK8xle8lCtWcRpMvHx2PY5VfOIdqvE178kEEgqmo7i+zCfmiwpmwH7mCwDdj3nvdjYef1Z9IVCc+vv5WK3uDl1KigWpSWaYeA4My8bFzzIeyhAuKivxFrRDsXTpUs/jFStWxLwwK1euxA9+8AOYTCZ8/PHHuP/++/Huu+92ayTk0qW2kLMU2WzJqKtr7WlxeyyZZ/2utKq4HIb9+FQbZIVFU12r8T2K4vv+9FxA7fz8/ran2rq2d3LnXhj3E+u/xuy8e7CltGt11xlDpvTqzy2W31NfNzDhxGl3+ft5pZq4AKv5cj77BopHLfbCOa6WkKolVmurbktN1ZiZVYg3BGvXasFZhZCaqkOeK1bipR3wpi/XQIzTYOLxO7HZkiErvnUDjPE1Q8wD6Cg/jJlXrPCJ+dbyzZ5D9CTm4+lnFY9xGujn09jk7uDZ7U6okntGxA6H2Oc/y3j6PkPpr2Xt6zgd6ILe8nTdddd5Ht9www0B/0WLzWaDyeS+AnP55ZcjNzcXZWVlUTt+vNGSXLWZQrR7arnUHONrnoRU43uaPtuB7GUPe/Y1Dx2P3Hv/Fwov+N2u5VAonR0N7TUuNQfZy73KsfTH4CQzVk9fCQCeZEDSv3QwVuQsW2v4bnOWrUUHY/XZ1288LlsHB2PxmZnJ/3EfRsuRvQCAliN7kaOLvZaSPUjmzLh70vUAgLsnX49kzoKWkj2Gc2lxTkg88Vc3ZI43xrhXzHNJaUjmLFg99UYAwOopS5Ekq56ZnoLFfKDZ9UjPadPGckxXUjbd8kRIzzGqqoZVk5YuXYo5c+Zgzpw5mDVrFtLS0iI64YIFC7Bx40a/szzV1NQgJycHAHDy5EnceeedePvtt2Gz2Xz2DSSeRyjCndHJ32v+ZnliVAmqyQJWFsGoCtoFE7aefA8rJiyCRWbASKJuu3uGH4XjoCoMoCqe5FeoChhGBauqgCpDZXkoDAdGEtEhCNh66p9YNn4xrC6511YBB2iEorsC/by0WZ4YVYYawSxPiknC30+/ixvHLQbj4ru2CxZwsggo7thyCVbwYtd5FIsVnKNrdinZYoVDdmLryX9ixfjvwMSYYXKFV65YiNerbPF0RW0wjlB41wFzWjrq69t9XnfxFphZFxiXC+j8u19VFfz/7d15eFNV+gfw7703W/d0b9mVbRBZSjdQEFugoCwFEUFAHR1xF8SfAqMoizgjjOOGG6Kjg7gggo4CCggqCChFZd/3Qje671nuPb8/0qRJmrRpm+U2vJ/n8ZEk9yZvb957kpN73nM48KbbDGAch2oFb2qX/zIKAaIEjjEwJoHBeTvKaUTLOSfVOq7alsOxMpNjnjo7PluysvH5tlN48o5+UAg8Pt5yAuEhajw1pXnDq91NTu9nU9pqrL7OU3/ncoXX3LlzkZWVhf/+97/4v//7P3Tq1AkpKSlITk7GqFGjmtx/yZIl2LJlCwoLC3HvvfdCq9Vi48aNmDFjBmbOnIk+ffrglVdewZEjR8DzPJRKJZYtW9aszoScNTaDToVRBUBVt6WpUaxAw/vMRJHVPy4CKlUg1GIZDl02zcjUK6wDkiK6oVYRBn2tBMCqJsOqrloQ1Aistotpwv+BiUZc+eZ1GMuuQN3hL7hn2gJIZUUo+GyRw9l/iLzp9RL01jkA51/abXILgKAAjhedssz0lRjcHgWfLoIQpEVE2nTkWk3tGjtxDop2foGaU1kISR2H0N6DkWs1o03sxKchnvkTdw8Yi8K1LyEq437L9uacEimniA85aqdjJ82DoIyyOTdUKh6aStPsaeZzwWaa49ueRskvphnPzG1odaUB5Qb7c69hrgsKDketzjn72fVI6zSYNpaKsglxC5dneRo0aBBmzpyJjz/+GD/99BPS09Px9ddfY/bs2S7tP3/+fOzYsQNHjx7Frl27sHHjRgDAypUr0adPHwCmtSo2bNiAb775BuvWrcPQoUNb8CfJkysz6LRUAKtGhVjbYAYdRzP5NBWTWFNu6UwAgO7SceS99yTEkhyPxE7kTVIabGb6qhBrYKwsgfaGCZYvUED97FHmWZ7C+qUj326Gsfx1/0JIz1RcfmMGdJdO2GxPOUXkwFGbmL/2pQZ5aT17mqNzoWB9/Yxn5jZUw2xr45yxP+cczq5HWsyysJ1Nh4KmjSWktVy+QrFjxw5kZWUhKysLubm56N+/P5588kmkpKR4Mj6/wTGjk9l2jKi/EtHC51Yo8HtOw9lEhndKsbki4UpMjmZ8MpbkOpx5yh2xE/lSqRTYk/O7w1lq7Ge0AWxneXI6wxjPA6Kx4fagnCK+53I7zUTLdk2eCzC1oa7ktsNzLvcgBsak0OrYbmJec4LnOIiM0UrZhLiJy1coHnjgAWzevBm33347tm3bhtdffx3Tpk1D9+7dPRmf32CcwlKsZ2aabaf184ozoxGJUd0RpDIV2ppnE5GMjX8AOYrJPOOTfZyOZp5yR+xEvvR6I5La9WuQV9Vn/rDMaGPNepYnWBX+Wz8OSXK8PSiniO+53E5zgmW7Js8FZ8/hgMNzLr4vdSbcSJQYeJ6zml2ds6xNQQhpOWHhwoULXdlw4MCB0Gq12LFjB15++WX88ssvyMnJAcdxaNeunYfDdF1Njd5+VtQGgoLUqK7WeyegOiKngLZHAmrO/glJV11fhyCEWuJVqXgE8zXQKIwI4I3Q8Dpo1AI0vB4aTgeNIAEqFYx242mZQoVATkRscDT25h3Gw/3vwLWhHcCYCJXAoFYwaLhaaAQRaoUIFSdB5BQwQAFtT9uYQvqkIbBHCmovHKqP8/a54ANCUXP6d6exe4In36egIN/OJuRKnjaXK8fLkmO8KZ+YQtWg4D9YMOWbSmBgUKO9Nha/Xf4TDyffjS6B0Qi8pg+EoDCEJN+CoB6pCOmbhqBegxA6aDwUQREIS74FnEKFoOtvQs2pLEvOxE6cg/JDP0N/+YTldunejTAW53gtp6z5oh1whXVc/pinjfH2e2Kf7zpeg7DupjYxsOdAxIx/AiEJI8BzDGpOjwBBhFrFwIEhuM9QhA4YCS4gGEE9U1Fz7kB9+3jb0yjLalluCxDQMTzOcs7FKGPBHHzflVP+yjFPnR2fQ2eLcDG/AoOujwNjwMnsUtToRAxL7OClaB2T0/vZlLYaq6/z1N+5PMuTtaKiIqxatQqrV69GdXU1jh075onYWqStzfJk/jKnUvHQVOejeOcX0Cbfiisb34amcx+EJo2yrHZtLmzVB8ehtlayed4gVoZqgceXp7djUo8MlK96zrJP9JjHUPzjaohVpYge/QhKszYhfMhk6AJjoNaXQCzLhxAQAl4dCChVkDglINXNAuXizFOeQLM8NU9Tx8ucY+ax3+Yv9bWBsdDrJacTB1SFhGP98U2mmb4qS1Dw5VKHhaixE59G8c61liLr2IlPQ+I4QFcDyVALQRsLKIPAiXowTgEdr4FaqvVqTjXnePmKnGYl8edZnpzluy4wBmrBCK6iEMU711raY0cF14qwaESPfgSVZ/5E2IAMMF01OKUanDoAkCRIEgOD0Ozc5jUi1tMsTy5rzixPn249id2H8zDr9r4QJYYNu8+joLQGyx6+wVvhOiSn97MpbTVWX+epv3N5yNPWrVuxZMkSZGZmIj09HVlZWZg+fTpWrlzpyfj8iigyVBhVKBcDUWG0/WXYXOQX2i/N8uGlHTjO0pkA6gtbNaJtsXUgp0P+Zy+gYvUi3NNvIqq+etVmnysb3oT2hgmmf298G6H90lCwbikCWDUK1ixB/pp/IOejv+PSilnI+/h5QJRQYbCNs7HYSdtgXUgK1BdSm4v3nU0cECwy3NN/EgJFhoIvlzotRM1f9y+bIuv8df+CICiRu/p55K/5Bwo+XwJIkiWH9HqJcor4jLN8V0u1EIx6Sz6b22PLNutt8/zKxrcR2PEvyPt0EYzlhbi0YhZy//ssRIlHuTGgZbmtV+Ce/pMAPQ0BdDdj3ZAnM9M6FDTkiZDWcrm1WrVqFZKTkzFv3jwkJCRAo9E0vRNxXV2Rn02Bn7PCViba3GddSCjmnIXu0okG+5gLBK1fg7MqLLTelgpj/ZTT99uUT84KUiHqUVZSi1BB37xCVHMRts1rUW4ReWi8AJs1bI+ttrHPc/N21u1sa3JdkhjKSlybFYo0jyhKUAicZcJegedp2lhC3MDlKxQff/wxZs6ciUGDBjntTDzwwANuC+yqU1fkZ1Pg56ywlbO9BG5dSCjVVjRaIGj9GsyqsNB6WyqM9VNO329TPjVVkGqbZ64VotoXYVNuEbloNN8dtcdW29jnuXk763aWcl2ejKJpZiczgecsq2cTQlrO5Q6FK/bt2+fOp7uq1HCBiJ38LLjAUMRMfBqKsGiU/vqN5d8ALOPSmUIJlar+ratmasTe+RxiJz8DITQSMbc9ZbNP9JjHULr7K8t43/IDPyJm4lzUcIGImTjXZtuYiXMtNRPEv9RwgYidOMcun+aghjPNKFPN1A3zYepC8JyEMEUVeIFDzO2mx0t3f4XoMY81yM3yAz/a3BZFA+KnL0bs5GcQM3k+5RaRDYf5PnEudLwGkqBA7BTb9tiyzW22eR4z8WnTdrc9haqT+xA7+RnETV0AcKbhNEReRMlUL2YuH+VpHQpC3IJ+QpEJUWRgohGF/3sdQpAWkaNmQBXdEZIkIW7KfIDjAMYgSSKKN72LiCF3AHXFtAAAowFF36+EsewKAronI27aQjBwdb+28YgaPxscx4NxHMJHzDAVCeoliOpoxEx70WeFscR79HoJCIxF3PQXwDERjBNQwwVackgUGaqt80GpAVdZhDzrIu7JzyJmwpNgRgMYzyNu6kJINeUQayrAgsMRNfJvwIi/ArwAURJx5ZOF9cWst88FHNeXEuJ1DfLdPFFAdQGKd66BNnUsCr9dDiFIi+ixj0MREgEmiZCYhMj06eCG3wNjRTGKvl8JsaoUsbfPRdigccj//EWbIu9qWv1dVkSRQWF1hUIhcJa1KQghLUcdCpkI5HSWgldj2RXkr/kHYic/Y+kkmCnCohE54l7kr1uGuOkvQA+NqSh77UuW7WpOZSGv4Dxipr2ICoN5DK/9W236gBNFhgqoUD/Wlz74/JleL0EP6yGLth+k1vkQxtdaOhNAXaH1mhcRN/lZXPro7wCs8vHLZaYvUNNeRIVRgxCFHgWfPGdbzPrlUtPjVENBZMK+/QtR1KJg3VJEjrgXV75dbmmPpdpK5NbdNjPnvi7nFAAg/8uliBw1o0GRN+W8vBhFyebKEc9zkJipbsW6WJsQ0jxuHfJEWs7lVavtiqqd7VtfFEhICzkp4rYvtG5YiEo5Sdomc97aF2O7XJyt1DTYhnJeXkSJQeA5y7oVQl0nQnK02AchxGVu7VC0YEkLUqdZq1ZbFVU725eKAkmrOSnidrbatbMCbuttKSeJnJnz1r4Y2+XibENtg20o5+XFKEqWTgQAS4G2wUjfXwhpDbd2KB566CF3Pp1fEAQOIQo9QoVqhCj0Tov0qpnaUvAKmD6IFNpYxNrdZy6qti+mjZ00j4qrSbPZ56dGwyNMWYswRRXAcYid/GyDwuuyA9stt60L/q1zzlnBK+Uk8SRX21tn+4LnEXv7HJQf+BHRox+x5K+5zbWf0MCmOPv2uRDCYinnZU6UGATBdpYnADBKdIWCkNZodKXs119/3aUnmTVrltsCai05rZTtbCVWR0V6gsAhUCyFWJYPXqkxrSwcEIqKY7sRNmAkwPHgOA4w1WbbFNMCQFRUEHSlJX5VXE0rZTdPc4+XfX4GdE9GxJBJyLdemf32OeACtXWrWwvQCYFQGutWt+ZNBf/mla/tc868MrzASxAlXnY5KdfVXuW0smtbWim7Oe1tY/sKQVpoh0yCMqoDIIrgOA4ir4KOs13Z3dFK74CpHs4b7bCc8leOeers+Lzw333QqASMvaELAODA6UJszsrGK4/dCG2w7zp/cno/m9JWY/V1nvq7Rq/F5uXleSsOv+RsJVZHRXqBnA4Fa5Y4LPrL+3ShXYE1YF9My3E8KoxUXE1cZ5+fof3SLJ0JoK4I+0tT8X+pMci0k0FCrbmI1bK+orkZsc05c8FrdHQISq9UNHicEHdqTnvb2L7mSTHM7W/R1g8RM+1F6A0S9DYTWNjfNuU3TXIhb6IoQRDqv/qYr1DQkCdCWqfRDsU///lPb8XhlxovTFW5tG19ATatMEzcyz7nnBWecnYrsxMiR81pb13dl9pf/2OsK8o2M8/sJNKQJ0Japdk1FJWVlcjOzrb5jzjWnMJUZ9vWF2BTYR9xL/ucc1Z4yjhaPILIX2smAqD29+phMIpQCNbrUJj+TYvbEdI6LncoTp8+jfHjxyMpKQkZGRkYMWIEMjIykJGR0eS+S5cuRXp6Onr27ImTJ0863EYURSxatAjDhw/HiBEjsHbtWtf/CplqTmGqo22tV7Wmwj7ibvY5Zyo8tV+Zvb74nxA5a81EAI09ZAlVAAAgAElEQVS1v7GT5lH760cMRsmmQ1F/hYKGPBHSGi7/7LJo0SKkpqZi1apVGDZsGLZv345///vfSEhIaHLfYcOG4e6778a0adOcbvPtt9/i4sWL2LJlC0pLSzF+/HgMGjQIHTp0cDVEnzMXoXIKDrwogjERCApD7F0vAmLjRXqiyKALjEHc9BcAJoLjBEiCgPCRDwJMQhCrAqc0rXTNJM7yPObXNJRdQYhCfoWvxPOaygFLXjIjmKACmAROMuWjGBqD+LqcAyfAoAq0WUlbJwRCbayFRnBeiEr5RuTA0crX5vxUqXgEsOr6PFcGQmmouy2oTFOea0y5zzgOHGNgHIfIjL+BUyoRbKgB4yQwUM63dUaR2XQoLLM8GekKBSGt4XKH4vjx4/jPf/4DpVIJxhhCQkIwZ84cjBkzBpmZmY3um5SU1OTzb9q0CZMmTQLP84iIiMDw4cPx/fff4/7773c1RJ8yzxJScWQHQq4bjNz1VjPlTJyD2sDYulmZHH8QCQIHdXUB8qxnKLl9LiAoLcXa5l/NSrM2IXzIZOgCY6CuLmjRrCbEPzQ1s4397DURadNxZcObVrn5NAp3rkXNqaz6KxKBsdAbTKvJBtbY5lfsxDko3vmFZXvKNyIn9itfA6bOhKY637Lquznvi3auhVRV2uCciJk4F7V1bWvxzjXQJt+KKxvfpjbWT5iuUFivQ1HXoaAhT4S0istDntRqNYxG04qf4eHhyMnJgSRJKC0tdUsgubm5aNeuneV2fHx8m5plyjxLSFi/dBSst5spZ90y069jLuxvM0PJl0shluXb3Hdl49sI7ZeGgnVLEcCqHc5qEsjpPPiXEjlxNrONOQesH9feMMHyxcm8bf66fyG0X5rV7fpcdfTc+euW2WxP+UbkLoBVI7+uMwHY5r2jc8K6bQ3tl2bpTFg/TjnfdtkPeTKvSWGgDgUhreLyFYrExER89913uO222zBy5EjMmDEDKpUKAwcO9GR8zRYZGezSdu6ej9hQN90geN7pTDmNvaZlf7v9eKWm4X2WmUdEh/sIvOQ38y37y99hz9U8bYqzvDHngPXjzmZx4jXBNrfNueo0J+22dyXf5Po+UlyNc1eeNofb2+aSqkbz2Fl7bd3W2j8ulzZWDjHIgbM8tT8+oihBYgxBgUpotXULwxpMHQmVWuXz4+nr128OipXYc7lDYb3I3ZNPPonu3bujqqoKEyZMcEsg8fHxyMnJQd++fQE0vGLhKl8tbBei4E0FfZIERVh0g/UkGCc0+prm/e33kwy1NtvZzjwiONxHlPi6ef/bNlrYrmnO8sacA9aPm/OmQY7VVtrcNueq05y0276pfJPrIkhtIS5/yVNXeeI9CVM6bifNeeysvbZua+XYxsopf+WYp46OT63eNMrCYBBRWmq6EltbqwcAFBZX+fR4yun9bEpbjdXXeervXB7y9MEHH9TvxPPIzMzE1KlT8fnnn7slkFGjRmHt2rWQJAnFxcX44YcfMHLkSLc8tzeYZwkpO7AdMbc1f6YchzOU3D4XQlis05mfarjAFs9qQvxDUzPbWD9euvsrRI95zC43n0b5gR+tbtfnqqPnjp04x2Z7yjcidzVcIGInznGY947OCeu2tfzAj4ge/Qi1sX7CWFf3Yj3kSaUwTYutq+tsEEJahmOMufTz04ABA/DHH380uD8lJQV79+5tdN8lS5Zgy5YtKCwsRHh4OLRaLTZu3IgZM2Zg5syZ6NOnD0RRxOLFi7Fr1y4AwIwZMzB58uRm/0G+ukIBNJzlCXUz5dRwgXUF2S7ubzVDCWAay87BCI5zPsuTwEsQJf+a5YmuULimqRxobJYng0IDtVhtmdXJPlftc7IlszzJ9desthCXP+WpKzz1nphneTLnuXmWJ46JYOZZnuxm4rOcVwoOTBTBmLxmeZJT/soxTx0dn5IKHf7vrV2YMOQadO+gBQDoDCJe//Igbr+5K24d2NlrMduT0/vZlLYaq6/z1N81OeRpz549AABJkvDrr7/Cuv9x6dIlBAUFNfki8+fPx/z58xvcv3LlSsu/BUHAokWLXApariwzjBgBQGn1iGvFXo5mKAFgdx9sHjPvEx0dUncJ3vcfdMS7msoBm7yyLHpdl09GCbWwrtORnO9b97jeQY4SImd6vQS9dZ4bJMB82/LDtG1OW86rcPsvT5TzbZXBaGoABasrFMq6f9fSFQpCWqXJDsWzzz4LANDpdHjmmWcs93Mch6ioKIcdBUIIIYQQOTHUrTVhXszO/G+lwEOnF53tRghxQZMdiu3btwMA5syZg2XLlnk8IEIIIYQQd6uvoeBs7lcqedQaqENBSGu4XJS9bNkyGAwG7Nu3D5s2bQIAVFdXo7q68fUVCCGEEEJ8zXKFgrPtUKgUAl2hIKSVXJ429sSJE3j44YehUqmQn5+PW2+9FVlZWfjqq6/w2muveTJGQgghhJBWsdRQ8PYdCh611KEgpFVcvkKxcOFCzJw5E99//z0UClM/JDk5Gb///rvHgiOEEEIIcQfzatj2HQqlgoeOhjwR0ioudyhOnz6NzMxMAKaCbAAIDAyETqfzTGSEEEIIIW6ir1sV23odCgBQKXnU6GiWJ0Jaw+UORfv27XH48GGb+w4ePIhOnTq5PShCCCGEEHcyD2tSKQWb+4M0SpRXGXwREiF+w+UailmzZuHBBx/ElClToNfrsWLFCnz22WdYsmSJJ+MjhBBCCGk181oTSoXtb6lBGgUqqvVgjFlGYBBCmsflKxRpaWl4//33UVxcjNTUVOTk5ODNN9/E4MGDPRkfIYQQQkirmeskVPYdigAlRImhmoY9EdJiLl+h0Ov12Lp1K3bt2oWCggLExsYiPDwc3bt3h1qt9mSMhBBCCCGtUqsXwfMceI6DyOpXPA/SKAEAZZV6y78JIc3jcodi4cKFOHfuHObPn4/27dsjJycHK1asQH5+Pv75z396MkZCCCGEkFap1YvQqATAblRTcICpE1FcoUO7qCAfREZI2+dyh2Lbtm3YunUrQkNDAQDdunVD3759kZGR4bHgCCGEEELcoVZvhFopwOriBAAgWqsBAJzPLcf110T4IDJC2j6XayiioqJQU1Njc59Op0N0dLTbg/IXvxzM9XUIhPgVOqfaNnr/iC/pzFco7DoUGpUCESFqnL5c5pvACPEDLl+hyMzMxP3334+77roLsbGxyMvLwyeffILMzEzs2bPHst2gQYM8EmhbtOtQLgb3jfd1GIT4DTqn2jZ6/4gv1epFqJQCmH2PAkD76GCcyi6FJDHwPM30REhzudyh+PzzzwEA7777boP7zY9xHIdt27a5MTxCCCGEkNarNYgOhzwBQJe4EBw6W4SLBZXoEhfi/eAIaeNc7lBs377dk3H4jV8O5mLXIdNl/RPZpVj6yR8AgBv7xNMvc4S0AJ1TbRu9f0QuqmoMiAkPcPhYfGQgAOB8Xjl1KAhpAZc7FMQ1g/vWf0gu/eQPzJ02wMcREdK20TnVttH7R+SivEqPru3CHD4WFqSCSsnjQl4FAEBvELF1XzZuuD4e4SE0NT4hTXG5KLu1zp07h8mTJ2PkyJGYPHkyzp8/32Cb5cuXY9CgQcjMzERmZiYWLVrkrfAIIYQQ4qcMRglVtUYEBjheZ4LjOERrA3DpShUAYOfBXKz7+SzW/nTam2ES0mZ57QrFggULMHXqVGRmZuJ///sfnn/+eaxatarBduPHj8fcuXO9FZZH3din/nL+LwepGJEQVzR2rlifU6TtMb9/1B4Sb6uo1gMAgjTOv/ZEhmpwNqccAHDiYgkA4FzdbbmRKq5At+8rSFfOgQuKgLLnECiuTQbHC74OjVylvHKFoqioCEePHsWYMWMAAGPGjMHRo0dRXFzsjZf3GesPTPMYYkJI4xo7V+hLaNtmfv+oPSTeVlZl6lAEqJ13KCJC1KisMaCqxoDLhaYrFYVltZAcVXH7kFhyGdXrF8F4/ncIodFg5fmo3f4uaja8BKmi0NfhkauUVzoUubm5iI2NhSCYes6CICAmJga5uQ0/VDZu3IixY8fivvvuw59//umN8AghhBDix4rLdQCAQLXzX/Ajw0wL3F0sqER+cQ0C1AqIEkN5lcErMbqCGXWo2bIc4AUEDX8Yir63QHXTfVAljIVYeBHVX78AqSzP12GSq5CsirKnTJmChx56CEqlErt27cIjjzyCTZs2ITw83OXniIwMdmm76GjPz+Lww96L2LbvIgDT7CavrD0AABiW1AnDUzq5/fW88Td5mz/+TYDredpccj1eTcXl7XPF1bh8RS5xuTNPXX2P5fK3W5NjTIB84/I2Z3lqfXzK9ucAADq300IQHP+Weg1vuv94dikkxnB910hkHc2HEZxXjrUrr1GyawtYWR6iRj8CpfV3o/AkGNp3QvEP/0XtpmVof9+/oAjW+jRWuWhLsbZlXulQxMfHIz8/H6IoQhAEiKKIgoICxMfbDl+wXnX7xhtvRHx8PE6dOoWUlBSXX6uoqBKS1PjlyejoEFy5UtG8P6IF+l0Tjn7XmE74pZ/8gScn9bM85u7X99bf5E2e/Jt83cC4kqfNJdcccCUub54rzYnLF6zj8qc8deU9luN7IseYAHnFJcc8tT8+Jy8UIypMg+pqHUTRcU5zjEEhcNi5/zIAoGNUELIAnLlYhKhgx8Xc7uLK+8mMOlT9+i0U7a9DtRAGVlptt0UwlMm3Q7drNXK+Xg5NxixwnPsX6ZNT7jVFTu2pv/PKkKfIyEj06tULGzZsAABs2LABvXr1QkREhM12+fn5ln8fO3YMly9fxjXXXOONED3il4P1Q7pyi+1PfFsvrf7d5eci5Grx4aZjzdre/jyxvt3c52rO6xBb9sfH3L6Z7zePZ3e2PSHudrmwCvGRQU47E4BppqeIUA1KK/VQCDw6xZiufJRU6p3u402G4zvBaiug7DYQTJIcbsOHxUL5l5tgvLAfxtN7vBqfxCSU6ytQUlsKiTmOj/gvr00bu3DhQqxevRojR47E6tWrLVPCzpgxA4cOHQIAvPLKKxgzZgzGjRuH+fPnY9myZTZXLdoa68LDGp2x0W1PXy5z+bkI8WfWMzntO1HQrH3tzxPr2819rua8DrFlf3zM7Vv9/azR7QlxJ6MoIa+o2umidtYi6tacaB8dBLVKgMBzKJVBh4JJRugPfgch5lqwkMa/FwnXJIEPi4M+ax2Y2Ph3j9YyiAb8lvs73jrwAZ7esQB//+UFzN/9Dzz583y8d/C/OFVyxqOvT+TDazUUXbt2xdq1axvcv3LlSsu/ly5d6q1wvE4huP+yIyH+iGZy8n9hQbRQGPGe/OJqiBKzFF03plNsCI5fLEW3DmFgDAgKUKKsUueFKBtnPP0bWGURVP1vaXJbjuOg6DkE+r1rYTy5A8pe6W6PRy8asPPyHmy7+DPK9BWI0GjRP/Z6RKi1YAAKa4pxtOgEDhQewQ3xKZjUIxMqwbPDxohvcYzJbD60VvJ1DcUvB3Mtv7adyC4FX9ePkBgQUDe7RFLPGNx7ay+8tPp3yy93EoNl227twzBvemKD5+rZ0VRgdWOf+AZfutrSmEZXUQ1F88g1B5ob14ebjlmuJtToxAbnjT378yQuIgBlVXqEBamRV1zt9Bycc09Ks+JqzvnYGnIa89ucPLU/PhqVgFq92GA7jgMYA0KDlDAYJcv71LOjFkqVgJSeMbLqVPrLeeVJcsxT6+Pz58krWL7+EP42phciQxrvVEgSw6XCSnSKMf1Nq7ecQGiwGnPuTPBM8A7itceYhOov5wMA1IPvNp1ATWCMQb/7EzBDDYKmvAyOd8+AFMYYzunP4KPf16KotgTdtdcgtV0iYjTREO2GORklI7Ly/0RW3h/oqr0GD/X9KwIUTV8lcic5taf+TlazPPmDwX3rv1ws/eQPzJ02AADw6Ks/463ZQ222nTc90fLv+5dux/tzbX9FcPZchPize2/tZek4ODpv7DV2njR1DjYHnY+Na+z4mNs38/3O3ic5fUkm/qOovBYAEKJp+hdynucsnQlAHlcojBf2QyrJQcCgyS51JoC6qxTXJEH/x/8gZh+EonP/VsdxuTIXX576FidLTiM+KBZ3974DUepIiExq0JkAAAWvwKD4ZERqwrH5wo9YcfC/eKz//VDw9NXTH3mthqKtsy4adFRA6Oi+sqr6RkhvaF2BkvVzEdJa3iyC/WHvxRbva7QroGxuYXVeE5MhEM/ILTYtCmYuxrb/DkTtGfGm4nIdFAIHjar5q0gHaZQor/ZdDQVjDPr9G8CHRAFR1zZrXz6uOzhNMAxHtrYqhipDNdac+Br/3PsaLlXkYFLv0ZjScwLCVeEOOxL2eoR3w4hON+NU6Vl8cfLrVsVC5Is6FC6yLhp0VEDouKjQum6i8V8VurUPayICqsEg7uPNIljz2gMtEWC3CFVThdXWBd0AUK2rX5AqqWdMi+No6nWIrRqdaaiTeUinuu6LXP1xs23P6HgSTyquqEVEiKaJT2HHggIUqKoxwij6ZtYiMecYpIKzUPW6CWjmzEkcL0Do1A/GS0cglTd/UgrGGPbkZGHRnmXYeXkPBrVLwv19puK6mB7NXj38LxHdkRKbgF05e/FHwYFmx0LkjzoUHhQWpLL8W6Vs/JcR6+FPTT0XIVeL+IigZm1vP/ZeYbWAlaP6i5aS0xh/ObKfhKJzrGkIifm42bdndDyJJxWV10IbonZ1tJCNoLphUhU+uErBmATdb1+ACwoHH9u9Rc+h6NQP4DgYjm5r1n751Vfw+p8rsPr4WsQGRWNG3+lIiUsEh+Zf5TFLiU9EfFAsPju+HiW1pS1+HiJPVJTdCPsiQ/OvpTU6ET07ausu23MIC1JZijRN86szhAWpmyzKbu7rU1G2e5/bl3xRlO2touLWvpb9vqFBSlRWGyAIPAxGqcnzyNWibrmeM3IqImxOnpqPe61edPjFTSlwUCh4hAWpkFdc4zAn5PieyDEmQF5xyTFPrY/P/721C93ahyEtoX2zn/vUpTJ8tfMsnv9rMrrEee7vdPR+Gk7tRu2P7yHghjuBiE5O9mya7vevwYqyETT9VXCKpmdY25O7D2tOfAUFLyCjSxquDe1is66EVhuI0gaL6rmmpLYMn51Yh2u1nfF4vxkeWXjPmpzaU39HlTGNcFZk6Kggs6n7WlIQSkWgxJ28mU/Wr/XK2gM2qyI3Z1/7OF05j5pb1E3cw9Fxty/GNqP2jHiLUZRQWqFDaAuv8gcHmL4mlVd59wqFVFUC3Z7PIER1Bhd1DZjUcMY0Vym6JEKfewLimd+g6HmT0+2MkhGfnViPX3P3oZv2Goy6Jh0CFG5dpC5cE4Yb26Xip0u/YF/Bn0iOpXbAX9CQp0Y4W736Qr6pt2tdIHoxv/6XBfP91ovVWU+faH7c2Sq+jRWe0oqyRO7sc/Ss3aKN9ufVE2/sdLr/yWzby+L205Danyv2txsb99xUsTida66xP04fbjqG2roaCvOPxifq3kfze21flE3HmnhKaYUODEBwYMvWQDAPeSqtrHVjVI2TqstQ8/0rYEYdNImZrepMAAAf0QFcaAz0h7fC2aCUWmMt3j34EX7N3Yf0ToMx9tqREDz0m3OfqF6IC4zBlye/RbWhxiOvQbyPOhSNsO4QWBcN6uq+1FgXiFp/0THfL1pdgrU+h82PO1vF11Hhqfn1aUVZ4g6eLIK1z9GaWtuVWu1XhS+vNtjctt7f/qPP/rPQ/lyxvx2odv4loqlicTrXXGN/nPadKHBa/Fr/XtsOc6BjTTzFPGWs+UpDcwVpTPuVVHj+CgWTROiP/ICqtc9AKstH4JC7IClbv24Dx3FQdE6AWJQNqeB0g8drjLV4Y/9KnCg5jQndR6Nf1PXNLrpuDp7jkdZxCKoM1fj27Pceex3iXdShcJH1uG9HQ/6aGgbIt3KYIBUtEnfyZj65c4hsc8+juIhA9704cRuaZIJ4S3G56WpYaEDLVmcXBB4BagGlHl6LovbySVSvXwjdrtVQRHZA0PCHwIKi3Pb8QvvrAKUahkObbe7Xiwa8e/BDZFdcxuS/jEfn4I4e7UyYxQRGoV90b+y8vAcXyrM9/nrE86go246z1atVSgF6gwh31dHyXP1wAOt/m1kXknbvoG2ywFVOBXruQkXZzePLHHC2SjKHpiZMtiXwnM2VvcaYV1w272P+v1LBQxQlBAeqUF6ltzlfADR6LnmzcN0ZORUROsvThoXzqmaPMecAaNQCrZTdQnKKS455aj4+G3afx/odZ/H0lIQW/7jxn03H0CEmGDMn9nVDtA0Zzmahdts74ALDoBkwBgjvAEjun6bWcHwHjKf3IHD88xBiroVRMuK9Q6twtOgEbu85Fu0D24G50GK3pijbmk7U4+NjaxCh0WJO0kzwnPt/45ZTe+rvqCjbTlOrV1vfb13wab2t+f77XtqO/8xLd/q4s6JtR4WkVJxN5MyVVZKd3bY+T+z3t3/Mfl/7c8X+tqPzpbFicZoIwTVNFc7X6ET8Z1665f2z/z+tlE28pbi8FsEBSigE13+ssBekUaCs0jNDnoyXDqN22ztQx3eFIvE204+LHuhMAICiWyrE7EPQ7V4N9bhn8N+jn+NI0XFkdrsF7TWxUGcfgbL4MpighK5dDxgi2nkkDjO1oMJN7W/Ad+d/wM+XdiOt42CPvh7xLOpQEEIIIcQvFVfoEB6ibtUwnqAAJfKLW/+LvD1WW4nan94Hr41DeNpUlJV5tvCbU6ih6DUUuv0bsXbny/hDLMYtnYeid8EVBB7/GorqMjBeATARIcd2orpLf5QNGAUILStod0V37bU4FtoJ3579Hv2jr0e4Ruux1yKeRTUUDphnHHG2erX5fuuVd6O19YVToYGquv8rG+wDAB2jgwHYFsZaP1djK/rSirJE7uxz1H66RutzBbA9T+z316hsF1GyPyfN55KZ/bnT2PkyLMl2Xnf7mYboXHON+TiZj19SzxjEhtu+x+aRJub32v7Y0rEmnlJUXovwFi5qZxakUaK8yuB0hqSWqt39CVhtBQKSJoDzwHAfR/h21+G7a6/FXrEY6eVGDNnxDUL/2ARJE4TipNHITZuG3JvuREWXfgg8vx+RP60Cp/dcR4fjOKR1GAyJSVhz8iu3H2PiPdShcMA8NtjZ6tXm+60XydIG1xd8ldetqPnazCEN9gFgWcjFepyw9XM1tuidnMYWE+KIfY7qjbaX763PFcD2PLHf/+0nbYf+2Z+T9osi2Z87jZ0vw1NsOxT2Mw3RueYa83EyH797b+2Ffz44CEB9LZim7v/m99r+2NKxJp7AGENRWW2L16AwCw1UwiBKbl0tWyw4C+PpPVD3HgZJ452x/YwxbCr6Ezv5StwY0A5DlNGobdcdxanjcCVhBKpDIiFJDBKvQNk1/VDYJw3KkjxE7PwUnNFzs1yFqkMwMC4JhwqP4UDhYY+9DvEs6lAQQgghxO9U1hhQqxcb/IjRXFFhpitulwvdM+yJMQbdb2vAaUIgdO7fcD5sD5CYhLX5v2Jr0UGkRPREUuwAFPVIRfG1A1AdqAVzUF9SG9URRb2HQlmSg/Dda4FWrofRmP4xfRATGIXPT3yFCn2lx16HeA7VUNSxn7Vk6Sd/AGh8dhf7fe5fuh2AacamR1/9GYDp8v+9t/Zq0fMT0lZ9uOmYZU2IGp2IB1/+qW7mJdPQgdbkvzvPJTovW8fR8cstrkaNzghJYhAlhvteMrWLM5b9CJWSt7SJhHjalVLTUJ3WTlMcrdUAAC4WVKBX5/BWxyVe3A8x9wQ0yRPA4MZ5tZ2oFnX4NPcXHKq8iKHRfdE/qBNE0dj0jgBqozuipOcgRBzfDW3WtyhNyfRIjDzHY0SnNHx+Yj0+PvYFHu57b4Mr0ETevNahOHfuHObNm4fS0lJotVosXboUXbp0sdlGFEUsWbIEO3fuBMdxeOCBBzBp0iSvxNeS2V2c7eNsliaaPYZcLe69tZflS+Njr+3Am0/cZHmstfnvznOJzsvWaer4mdtCR20iIZ5WUDe1aUgLV8k2C9QooQ1W4fDZYoxM7tT0Do1gkgjdb2vBh8WCj+/p8MqAO52tzsfHOTtQaqzC6PgUdFPHuNyZMKuO7wbBUIuwM39A0gQBQz3TqYgKiMBN7Qfhx0u/4KdLu2jWpzbGa0OeFixYgKlTp2Lz5s2YOnUqnn/++QbbfPvtt7h48SK2bNmCNWvWYPny5bh06ZK3QiSEEEKInzBfoWhtDQUAdO+gxfELJSgorWnV8xiO/wypNAfqvhke7UyUG6vxSe5OvH5xE8Bz+GuXDFyrjGp2Z8KsomNvVHbohaCTv0JxcKebo63XJ+o6dA3rgvWnN+BY8UmPvQ5xP690KIqKinD06FGMGTMGADBmzBgcPXoUxcXFNttt2rQJkyZNAs/ziIiIwPDhw/H9995flr0lM444m7HJXc9PSFt1Y1/buczdmf9yfa6rkaPjZ24Lm2oTCfGEKyU1CAtSQeBbP3QmqWc0BIHD218dQo3O9KW8qKwWZy6XuTwzkVRbAV3WOghx3QFth1bH5EixoRLr8n/F4jNf4vfysxga3QfTOtyMQJEDY61Y34LjUNotETUx10D52yYEXDjovqBtXobDiM5piNREYOWhj3G5MrfpnYgseGXIU25uLmJjYyEIppk+BEFATEwMcnNzERERYbNdu3b1Xz7i4+ORl5fnjRBttGTstLMZm9z1/IS0VTMnJ9gsVubO/Jfrc12NHB0/c1tINRPEFy5dqURsRKDD1d6bKyRQhXE3dMH6HWfx1leHkNgzBmu2nYLeKGFEUgfcObxHk8+h+/VzQF8DTb9RkFrz5d6BizWF2FFyFL+XnwUADAjvjgFh10It8WAGg3tehONR1OsGxEl6hGV9C1EdBH1cV/c8txW1oMLYa0di7an/Yfn+lXis3/3oEOLZRfZI6/ldUXZkZHDTG8E/l2Cnv4e8fIwAABgUSURBVKntcDVPm0uux4viah65xOWpPG2MXP52a3KMCZBvXN7mKE8NRhGXrlRiREonhIUFuuV1BmgDAV7Auh9P4ej5EvTsFI6gAAW27ruEtOTO6NMtyum+FQd/RMXJXQhNuhVB0dEAGnZytNrmxamXjPit8BS25R/GuaoCqHklborvgwERXaFmrbwi0YjKpBEI2bMBEXu+hH74VEgde7r9NbQIxN1BE7H6wHq89ue7eGzgX5Hcvl+LnovOE+/wSociPj4e+fn5EEURgiBAFEUUFBQgPj6+wXY5OTno27cvgIZXLFxRVFTZ5K8R0dEhNr+Y+gP6m5r/3L7kSp42l1xzgOJqHuu4/DFPGyPH90SOMQHyikuOeZpXpoNRZIgIVqO01H2rXF8bF4y/3vIX6IwiOseEoFYv4uzlMrz5xZ9YeF8KFELDkeTGi/tRs3UFFPE9YGzXH6WlVQ220WoDXYpTYgxna/Lxe/kZ7C8/j2pJj1h1OEbHp+JaTQwgGqEvr4HnVo0AgoM1yO+dhuhD26H6/r+ovG4IKnsNBnih6Z2bQQENbus2Ft+d/wH/+uVdpMYlIrPrLQhTh7r8HHJqT/2dVzoUkZGR6NWrFzZs2IDMzExs2LABvXr1shnuBACjRo3C2rVrkZGRgdLSUvzwww/45JNPvBEiIYQQQvzE9n3ZUCl4tI8KcvtzR2tN61KIEoNSwSN9QAes33EWm/dexOhBXSzbMV0V9Ae+g/7AJgiRHaFOyoTUzLUcjExEgb4cF2sKcbI6ByeqclAp1kLFK3BdaGdcH9oFkXwARNEIZnTT0CYXSOoAFCRkIPzUXoQc3YGAi4dQ1S0FunbdIQZqAY4DJBFCTQWEyhIoKovr/l8EobIEnGiApAmGGBgGY2gUjKHRMIRGQwyOAPj6TlmoKgQTu43Dvvw/sC//T/yevx8DYvuhX/T16BneDQEKjdf+ZtI4rw15WrhwIebNm4e3334boaGhWLp0KQBgxowZmDlzJvr06YPMzEwcOHAAGRkZAIBHH30UHTt2bNbr8C4WX7m6XVtCf1Pb4am/S67Hi+JqHrnE5Ys45PK3W5NjTIB84/I2++Pw+4kC/JB1ETcntAMvcB5fN657Ry16dtJi3c9ncfH8ZYwLOYRwsRDilXOAJELVNRmq64eDSQzWoZYba/BLyTEYmAhFGY+aWgMMzIhKUYcqYy0qxBoU6isg1Q2PClEEoFtoe1wbFIcOqghwogjGGJgkgvfymg08xwEKFUp7DUZN7DUIPX8IYfs3A/s3g/ECGC+At1tdm/EKiMFhMAZqwRRK8LVVUBVdQkD2EattBBhDIiGGRkNSB4LxAsDxuDmmM3r3noKDV47g4JUj2Jv3BzhwiNBoERMYhSBlEAKVAQhSBuLmDjciVF1/NYLOE+/gmKvTExBCCCGEtAE6gxGFpbUQRc/UETgiCDzCglRQq3gIkumKgaSrAhONTlfDZhxvGSrEADAwSJDAGIMoSTAyEQZJhEEygjEGSRLBHNRfyAMP8AAnKMFxvClOSQKTjHV/nOkvdLgfB3A8DwgKcLzC9G+er1v2jwM4ABxvvgWe46HgFVALKigEBQRegMDx4MGD53laFM8HqENBCCGEEEIIaTGvLWxHCCGEEEII8T/UoSCEEEIIIYS0GHUoCCGEEEIIIS1GHQpCCCGEEEJIi1GHghBCCCGEENJi1KEghBBCCCGEtBh1KAghhBBCCCEtRh0KQgghhBBCSItdlR2KN998Ez179sTJkyd9HUqr6XQ6LFiwABkZGRg7diyee+45X4fUaj/++CPGjx+PzMxMjB07Flu2bPF1SLJVUlKCGTNmYOTIkRg7diwee+wxFBcX+zosAMAjjzyCcePGYfz48Zg6dSqOHTvm65BsyLEdSE9Px6hRo5CZmYnMzEzs3LnT1yF5nJxzGJBfnvhjm+9u586dw+TJkzFy5EhMnjwZ58+f93VIDi1duhTp6emyyi9n5H6e2pP7549fYleZw4cPs7/97W/s5ptvZidOnPB1OK32wgsvsBdffJFJksQYY+zKlSs+jqh1JEliSUlJlvfm2LFjrH///kwURR9HJk8lJSXs119/tdx+6aWX2N///ncfRlSvvLzc8u+tW7ey8ePH+zAaW3JtB9LS0mQVjzfIOYflmCf+1uZ7wl133cW+/vprxhhjX3/9Nbvrrrt8HJFjWVlZLCcnp02c93I+Tx2R8+ePv7qqrlDo9XosXrwYCxYsAMdxvg6n1aqqqvD1119j1qxZlr8nKirKx1G1Hs/zqKioAABUVFQgJiYGPH9VparLtFotUlNTLbf79++PnJwcH0ZULyQkxPLvyspK2Zxz/tYOtHVyzWE55om/tvnuVFRUhKNHj2LMmDEAgDFjxuDo0aOy/DU9KSkJ8fHxvg7DJXI9T52R6+ePP1P4OgBvev311zFu3Dh07NjR16G4RXZ2NrRaLd5880389ttvCAoKwqxZs5CUlOTr0FqM4zi89tpreOSRRxAYGIiqqiqsWLHC12G1CZIk4bPPPkN6erqvQ7F49tlnsWvXLjDG8P777/s6HADybweeeuopMMaQmJiIJ598EqGhob4OyWvklMNyzBN/bPPdLTc3F7GxsRAEAQAgCAJiYmKQm5uLiIgIH0fnH+R0njZGjp8//uyq+dn3zz//xKFDhzB16lRfh+I2RqMR2dnZuO6667B+/Xo89dRTePzxx1FZWenr0FrMaDRixYoVePvtt/Hjjz/inXfewezZs1FVVeXr0GTvhRdeQGBgIKZPn+7rUCxefPFF/PTTT5g9ezaWLVvm63Bk3w588skn+Oabb7Bu3TowxrB48WJfh+RVcslhueaJP7b5pO2Ry3naFLl9/vi7q6ZDkZWVhbNnz2LYsGFIT09HXl4e/va3v+GXX37xdWgt1q5dOygUCsul3X79+iE8PBznzp3zcWQtd+zYMRQUFCAxMREAkJiYiICAAJw5c8bHkcnb0qVLceHCBbz22muyHB42fvx4/PbbbygpKfFpHHJvB8zDH1QqFaZOnYo//vjDxxF5j5xyWK554o9tvrvFx8cjPz8foigCAERRREFBQZsZWiR3cjpPXSWXzx9/1zaywQ0eeOAB/PLLL9i+fTu2b9+OuLg4fPDBBxg8eLCvQ2uxiIgIpKamYteuXQBMM1sUFRWhc+fOPo6s5eLi4pCXl4ezZ88CAM6cOYPCwkJ06tTJx5HJ16uvvorDhw/jrbfegkql8nU4AExjvXNzcy23t2/fjrCwMGi1Wh9GJe92oLq62lI7xBjDpk2b0KtXLx9H5R1yy2G55ok/tvnuFhkZiV69emHDhg0AgA0bNqBXr1403MkN5HaeOiPXzx9/xzHGmK+D8IX09HS8++676NGjh69DaZXs7Gw888wzKC0thUKhwBNPPIGhQ4f6OqxW+eabb7By5UpLEdXMmTMxfPhwH0clT6dOncKYMWPQpUsXaDQaAECHDh3w1ltv+TSuwsJCPPLII6ipqQHP8wgLC8PcuXPRu3dvn8ZlT07tQHZ2Nh5//HGIoghJktC1a1fMnz8fMTExvg7No+Saw9bklif+1ua725kzZzBv3jyUl5cjNDQUS5cuxbXXXuvrsBpYsmQJtmzZgsLCQoSHh0Or1WLjxo2+DsuhtnCemrWVzx9/c9V2KAghhBBCCCGtd9UMeSKEEEIIIYS4H3UoCCGEEEIIIS1GHQpCCCGEEEJIi1GHghBCCCGEENJi1KEghBBCCCGEtBh1KNq4nj174sKFC41uM2/ePLz66qteishWeno6du/e7ZPXJvLkSs666v7778dXX33l8LFLly6hZ8+eMBqNXomFtF2utJG//fYbbrrpJi9FZGv58uV46qmnfPLaRJ7c+bn+zTff4L777nP6+F133YW1a9d6JRbSdlGHgrgNNSrE295//31MmDDBpW2b+lAk/qMt/5Dhy44L8R1f5uy4cePwn//8x6Vt169fjzvvvNPDEZG2iDoUhBBCCCGEkBajDoWbvffeexgyZAgSEhIwcuRI7NmzB5Ik4b333sPw4cORmpqKWbNmobS0FED9sIw1a9Zg8ODBGDx4sM0vBQcPHsTkyZORlJSEwYMHY/HixdDr9a2K8ccff0RmZiaSkpIwZcoUHD9+3PJYeno6PvjgA4wdOxaJiYl44oknoNPpLI+vXLnSEufatWstQ0bWrFmDb7/9Fh988AESEhLw0EMPWfY5duyY0+cjvie3nM3OzkZSUhIkSQIAPPvssxg0aJDl8aeeegofffQRANurDqIoYunSpUhNTcWwYcPw888/W/Z59dVXsW/fPixevBgJCQlYvHix5bHdu3cjIyMDycnJWLRoEWitT/lIT0/HihUrcOuttyI5ORl///vfLe2Hs3bs6aefRk5ODh566CEkJCRg5cqVAICZM2fixhtvRGJiIqZNm4ZTp061Krb8/Hw8/vjjGDhwINLT07Fq1SrLY8uXL8esWbMwZ84cJCQkYPTo0Th06JDl8SNHjmD8+PFISEjAzJkz8cQTT+DVV19FdXU1ZsyYgYKCAiQkJCAhIQH5+fkAAIPB4PT5iHzIKWenT5+OzZs3AwD27duHnj17WtrF3bt3IzMzE0DDqw67du3CqFGjkJiYiMWLF1vaxDNnzmDBggXYv38/EhISkJSUZNmnvLwcDzzwABISEjBp0iRcvHixJYePtGWMuM2ZM2fYTTfdxPLy8hhjjGVnZ7MLFy6wDz/8kE2aNInl5uYynU7HnnvuOTZ79mzLNj169GCzZ89mVVVV7Pjx4yw1NZXt2rWLMcbYoUOH2J9//skMBgPLzs5mo0aNYh9++KHlNXv06MHOnz/faFxz585lr7zyCmOMscOHD7OBAwey/fv3M6PRyNavX8/S0tKYTqdjjDGWlpbGJk6cyPLy8lhJSQkbNWoU+/TTTxljjP3888/shhtuYCdPnmTV1dXsqaeesnl969cxa+z5iO/JNWeHDh3KDh06xBhjLCMjg6Wnp7PTp09bHjty5AhjjLHp06ezL774gjHG2KeffspGjhzJcnJyWElJCZs+fTrr0aMHMxgMDba1juWBBx5gZWVl7PLlyyw1NZX9/PPPrTmkxI3S0tLY6NGjLe/p5MmT2SuvvOJSO2bOR7O1a9eyiooKptPp2JIlS9i4ceMsjzlqu+z9+uuvbMiQIYwxxkRRZBMmTGDLly9nOp2OXbx4kaWnp7MdO3Ywxhh744032PXXX89++uknZjQa2csvv8wmTZrEGGNMp9Oxm2++mX300UdMr9ezzZs3s969e1te3/p1zBp7PiIvcsrZ1157jS1evJgxxtg777zDhg0bxpYtW2Z57IUXXmCMMbZu3To2ZcoUxhhjRUVFLCEhgX333XdMr9ezDz/8kPXq1cvSdlpvax1LcnIyO3DgADMYDOzJJ59kTzzxREsPIWmj6AqFGwmCAL1ejzNnzsBgMKBDhw7o1KkT1qxZg9mzZyMuLg4qlQqPPfYYNm/ebFMs+uijjyIwMBA9e/bEbbfdhg0bNgAArr/+evTv3x8KhQIdOnTA5MmTkZWV1eIYv/jiC0yePBn9+vWDIAiYMGEClEol9u/fb9nmrrvuQmxsLLRaLdLS0nDs2DEAwHfffYfbbrsN3bt3R0BAAB577DGXXtPZ8xHfk2vOJicnIysrC1euXAEAjBw5Env37kV2djYqKyvxl7/8pcE+3333He655x7Ex8dDq9XiwQcfdOm1ZsyYgdDQULRr1w6pqak2V+yI702bNs3ynj788MPYuHGjS+2Yvdtvvx3BwcFQqVR4/PHHcfz4cVRUVLQopkOHDqG4uBiPPfYYVCoVOnbsiDvuuAObNm2ybJOYmIihQ4dCEARkZmZa8urAgQMwGo24++67oVQqkZGRgT59+jT5ms6ej8iPXHI2JSUFe/fuBQBkZWXhwQcftLTFWVlZSElJabDPjh070K1bN4waNQpKpRL33HMPoqKimnytESNGoG/fvlAoFBg3bhx9zl+FFL4OwJ907twZzzzzDJYvX47Tp09j8ODBmDdvHnJycvDoo4+C5+v7bzzPo6ioyHI7Pj7e8u/27dvj5MmTAIBz587hpZdewuHDh1FTUwNRFNG7d+8Wx5iTk4Ovv/4aq1evttxnMBhQUFBguR0dHW35d0BAgOWxgoICXH/99Q5jboyz5yO+J9ecTUlJwbZt2xAbG4vk5GSkpqbif//7H9RqNZKSkmziMisoKLCJqV27di69ln1+VlVVNStW4ln272lBQYFL7Zg1URTx6quv4vvvv0dxcbElf0pKShASEtLsmC5fvoyCggKbIR+iKNrctv4SptFooNPpYDQaUVBQgNjYWHAc5/BvdMbZ8ykU9DEuN3LJ2f79++P8+fMoLCzE8ePH8c477+CNN95AcXExDh48aJOvZgUFBYiLi7Pc5jiuRflZXV3tUozEf1BL5GZjx47F2LFjUVlZieeffx4vv/wy4uLi8I9//AOJiYkNtr906RIAIDc3F127dgVg+tIfExMDAFi4cCGuu+46/Pvf/0ZwcDA++ugjy5jIloiPj8dDDz2Ehx9+uNn7xsTEWMbzmmO2Zv0BSdoOOeZscnIyli1bhri4OCQnJyMxMRELFiyAWq1GcnKyw32io6NtctI+P0nbZP0+mvOsue3Yt99+i23btuHDDz9Ehw4dUFFRgeTk5BbXy8THx6NDhw7YsmVLs/eNjo5Gfn4+GGOWNjM3NxcdO3YEQO2oP5BLzgYEBKB3795YtWoVunfvDpVKhYSEBHz00Ufo1KkTIiIiGuwTHR2NvLw8y23GmM3fQ/lJnKEhT2509uxZ7NmzB3q9HiqVCmq1GoIg4M4778Rrr72Gy5cvAwCKi4vxww8/2Oz79ttvo6amBqdOncL69etx6623AgCqqqoQFBSEoKAgnDlzBp999lmrYpw0aRI+//xzHDhwAIwxVFdX46effkJlZWWT+44aNQrr16/HmTNnUFNTg7feesvm8cjISMuXTdI2yDVnu3TpArVajW+++QbJyckIDg5GZGQkNm/e7LRDccstt+Djjz9GXl4eysrK8N5779k8HhUVhezs7GbHQnzr008/RV5eHkpLSy3Frk21Y/bvdVVVFVQqFcLDw1FTU4NXXnmlVTH17dsXwcHBeO+991BbWwtRFHHy5EkcPHiwyX379+8PQRCwevVqGI1G/PDDDzYF1pGRkSgtLW3xcCzie3LK2ZSUFKxevdrSbqamptrctjd06FCcOnUKW7ZsgdFoxKpVq1BYWGh5PDIyEvn5+a2eHIb4H+pQuJFer8e///1vpKamYvDgwSguLsbs2bNx9913Iz09Hffddx8SEhJwxx13NPjgSUlJwYgRI/DXv/4V9913HwYPHgwAmDt3LjZs2IABAwbgueees3xpa6k+ffrghRdewOLFi5GcnIyMjAysX7/epX2HDh2Ku+66C3fffTdGjBiB/v37AwBUKhUA03jP06dPIykpCY888kir4iTeIeecTUlJgVartQxdSklJAWMM1113ncPt77jjDgwePBiZmZmYMGECMjIybB6/++67LR2SJUuWtCgm4n1jxozBfffdh+HDh6Njx454+OGHm2zHHnjgAbzzzjtISkrCBx98gPHjx6Ndu3YYMmQIRo8ebWm7WkoQBLzzzjs4fvw4hg0bhoEDB2L+/Pku/TCjUqmwfPlyfPnll0hOTsY333yDm2++2dKOdu3aFaNHj8bw4cORlJRkc1WYtA1yytnk5GRUVVVZOhD2t+1FRETg9ddft3wuXLhwAQMGDLA8PnDgQHTr1g2DBw9Gampqi2Ii/oljLb3mS9zi0qVLGDZsGI4cOdLmxsKeOXMGY8aMwaFDh9pc7KTl2nLOkrYlPT0dS5YswQ033ODrUDxq0qRJmDJlCiZOnOjrUEgrXS05S4g9ukJBmmXr1q3Q6/UoKyvDv/71L6SlpdGXSkIIaYa9e/fiypUrMBqN+Oqrr3DixAkMGTLE12ERQkiL0TdBPzF69Gjk5OQ0uH/RokUYN26c217n888/x7x58yAIApKTk7FgwQK3PTe5ungrZwlx1bvvvosVK1Y0uD8xMRHvv/++217n3LlzeOKJJ1BdXY2OHTvijTfesExqQEhzeCtnCWkKDXkihBBCCCGEtBgNeSKEEEIIIYS0GHUoCCGEEEIIIS1GHQpCCCGEEEJIi1GHghBCCCGEENJi1KEghBBCCCGEtBh1KAghhBBCCCEt9v/XHGGhHZe8MQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 798.8x720 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris_df, hue='label_kmeans',markers=['+','o','d'], vars=iris_features.columns)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[50 0 0]\n",
" [ 0 48 2]\n",
" [ 0 14 36]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1b92dc4b10>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"conf_mat= confusion_matrix(iris_df['species_id'],iris_df['label_kmeans'])\n",
"print(conf_mat)\n",
"sns.heatmap(conf_mat)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On pourrait facilement calculer le pourcentage de bonnes classifications, mais il ne vaut 0 que pour une classification qui n'aurait aucun label correct :"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"89.33333333333333"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"100 * (iris_df['species_id'] == iris_df['label_kmeans']).sum() / iris_df.shape[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pour cette raison, on utilisera plutôt la fonction [adjusted_rand_score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html#sklearn.metrics.adjusted_rand_score) évoquée plus haut, qui vaut 0 pour une classification qui n'est pas meilleure que le hasard :"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7302382722834697"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import metrics\n",
"metrics.adjusted_rand_score(iris_df['species_id'], iris_df['label_kmeans'])"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"36.0"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"100 * (iris_df['species_id'] == np.random.randint(0,3, iris_df.shape[0])).sum() / iris_df.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.005061742430394262"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics.adjusted_rand_score(iris_df['species_id'], np.random.randint(0,3, iris_df.shape[0]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Le cas du jeu de données `iris` est assez facile pour l'algorithme k-means, mais on peut facilement voir que des jeux de données le mettent en échec, dès que la distance 'globale' (au centroïde des classes) n'est plus pertinente :"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import make_moons\n",
"X, y = make_moons(200, noise=.05, random_state=0)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YGTsDPn2Uy5rU4LImNah+eUU+HjyZ3ev3YOgGFpuZGldUJ/nISSrWDJy3USiKC5WkvgRZNeMPBlw5iCmjpjH3o/l8MWgSTzZ7loPbfXOdrXYL1RpUuSDnAPDug+M4uv9Ydv+Fx+UTyfv+tR/ZFSTccqEYhsHEIZP9KqAM3SAr3cGcCb8CMHX0DN+TfIC8QGxCDN2f6grAzf07B5Ukl4ZkwReL6ffO/dgibJjMZ5LQFpuF6o2qMWHLuzRpf0ZSpE7LWrizXGgmzWdTmoOV037n+Q7D8uxBUSiKGuUgLjGS9h3lk4Ff4jlL0dSZ6SL9ZAZv3DkWwwisw1RQjuxNYt/f//o1koGvqmf2+MIRYjy04zBuR+CSXq/byx8/rwXgz/kbg2pOnTySQuopMb7IspG5htUM3eDIP0d4Y/Fw2t9zPQm1KnJZ0xrc9/pdvDrvJaz2nI15cz5ZwMEdh3M4MMNr4Mp0Mf7xT/M9ZlWhKApUiKmUcfTfY8yZ8Aubl20jLNJOh3vb0qbXtdnbF365BCNQd7CErHQHW5Zvo/ENDS/YjqR9xzBbzbgDxPillCTuTrzgcwQir/trQW/Al7eslWtjtzQkv89YQ4d72nL/G/f4bc9Kd3Bw+yHsEXaq1q/M7I8XBuyFAEhOPEniniNUqp27KrJCUVQoB1GK2P3nP75OXpc3WyLi0I5vWfr9Ct5dNsL3712JeAMI8YEvVn9s//GQ2BJfrXzQ8yCg4mUVQ3Kec6lStxJWuzWg7LfZYuLqW64EoHnnJvwxc23AVUR89bjs/hGT2UTn+9szK0g/BBBQXsTQDb59dSoLJy7GZDFj6DpR5aPwBHEOp8+Vn0ZFhaKoUCGmUoKUknGPfYIr05VDP8jlcPPvpv388sUSwFfOGgyPy0P5queXd5BSsn31Tr4f+SNT35iBM9NF1XqVA8bvrXYrNz/a+bzOkxeaSePekf/1C+0ITRAWGUbXx3z6Xr0G34Yt3OpX/mq1W7hvVM6hV92f7pbdnHcutnAb19/hX4H07atTWfTlEtxOD450B64sN8f2Hyc9OSNoaa2hG1SuU4n05Az+XrKZzcu3kZ6cke9rVyhCjVpBlBIO7TxMSlJKwG0uh5s5Hy/gmp6tgsbnAV/P2FnxFN2ro5m0PDus3U4Pb979LrvX/4PL4UIIwZyPfqVRmwaUq1SW9OQMnJlOzBYTQtPo+Vx36l1d5zyuMn9ce9s12CPsfPfqjxzenYimCZrf2JS7h99JbIUYwNdB/uovLzN52A9sXLwJaUhqNatJn6F3UO+anLaFR4bR+4WeTB09I0fuwGwzU6FmfHYvyWmy0h0smLg4YAmtlL5GQnlO4MoWbqXtXW0Y2estdp+VwNdMGtf+5xoeeqtvgUqMFYpQoBxEMeDKcrFx8Say0hzUbn5ZUGXTgpCV5kAzBZZyAJ9G0un9gmENs5B2Ip1lU1Yy7c2ZHDt4HKvdyg13tqb3i7cHHb35w+vT2Ll2d/YNUUqJ2+Fm8/Kt3P5cdyrUjGfH6l2UKVuG1v+5hriq5S/gSvNH885Nad65KV63F82kBVzJVKqdwHPfPIVhGEhD5qhCOpeuj95I+SrlmDp6Bkf2HMFeJox2d7eh5/+6Y7HlvHEf2HYwaPOcoRvEVozBbDGTdiIdzaShe3U69m3HsqmrSD9HLNHQDVZN/x1XlouBXzx+nr8NheL8UA6iiFkzex0TnvwcofnkpKVhcPmVtXnmyyf81FELQtX6ldGDSGVoZo0m7XyJ58uvrM2udXsCj92Ugl3r97DsuxXZ3dRuh5slk5ezdeUORi4Y6vcUq3t1Fn+9NODN0O1wM++TBYzbOJYrb25x3td2IQQLDZ2Npmn5CrZefUtLv9VCIMIi7EErpACi46IYuWAoB7cf8oXi6lfht2+XkZmSGXB/Q5dsWLCRo/8eI756XN6GKhQhQuUgipD9Ww4w/onPcGW5cGY4cWW5cDs97FyziwlPfHbexz2ZlEJWmoOO97fDFmDegcVipveg7oBv5rQpQFLVbDFRvWFVfvt2uZ/Uhtft5fjBE/zx8xq/9znSHcGT0ZBdLnopUbVBFSKDKGTaw2106NsWIQRV61fh8pa1sEfYWDdvQ8CS4NMITbB7feH0jigUwVAOogiZPf6XgHMSPC4vGxdvIjnxJCePnOTzQZN4uN4AHqrzBB/0/5jEPYFnc29btYP/XfciT185iGdaPc/qn9fRoE19LHYLYZFh2MJtlE2IZdB3A6la1xfGKpsQy+DvnyGyXCT2MnbsZexY7RZqt6hFh75tMQcJs7iyXKyc5j+RLSwyDLMl+FN6zKmY/6WEEILHxz+MLdyWo8LJFmalVrMa3ND7Or/3BHLsOY6JyF0bSqEoBFSIqQj5Z+O+oKEHi83C9j928tULk8lKy8qWoP5j5ho2zN/IsFnPE1MhmkVfL2XL8m0ITbBj9a4cDufEoWTST6Tz6PsPEh0fTVgZO9UbVfNLMte96nImbHqHrSu3k3Y8jWoNq1KlbmXWzF4XTNwUCNxDYDKb6HhfW+Z/vsiv58EaZqXb4zfl99dTqqh71eWMWjSM2ePmsWX5NsIiw+jYty09n+xCSqp/KesN/72Ozcu3BQ794QsTNrq+QWGbrVDkQDmIIiS2YgyHdwVuENO9Or/PWE1malYOJyINiTPTyYQBn3Ns/zE8bm+uyqFup4epo3/i7VWjcrVFM/nfcBq0rofXHThcZAu30fo/1wTcdseQ/3Bg2yG2/7EDt9ODEMLXc9CtBZ0fbJ+rHaWZhMsq0O/t+3K85pP19ncQLbo0o1bzmuxYvctvHrfJYqLvqD75yqcoFKFEfeOKkC79OvlKQc+Z7iaEoHyVcmxevi3oCuPfzfvzfZ6j/x4jMzWLiOjgPQ+BKBNbhlueuIk5E37JoThqtpopV7ksrXpcHfB9ZquZwd8NZM+Gvfy16G9MJo2WNzUPSXXWpYLJbOKmhzuxY42/MKDu1fn8f5OY/tbP3D3iTq68qXkxWKi4FFE5iCKkeecmtO55TY4GLWu4lfDocJ7+/PEcDW4XgjQMVs1YHTR3kRs9n+vOva/1oWylWIQmsNgtXN+7NcPnvJhnHX6tZjXp+b/u9Bh4i3IOBcTt9DDhyc+RegBhD+krFDi2/zjjHv3EFwpUKIoAtYIoQoQQPPjmvVzXqxW/TV5OWnI6jdo04IY7ryMiOpx619Rh87KtoTgT3w7/AcMwaHxDQwZ88miBbGx31/W0u+t6PC4PZqs536NIFefPxsWb8rWf2+Hm65e/58quLdTnoih0QuYg9u7dy5AhQ0hJSSEmJobRo0dTo0aNHPsMGjSIHTt2ZP97x44djBs3jg4dOvDBBx/w7bffEh/vm5HcvHlzhg4dGirzSgxCCOpdXSdgJ3HvF3qyc+1uP6nqgmIYRnYYa9PSLXwx6Cte/m5ggY9zbgOYovDITMn0yz0EIz05nROHki9Yjl2hyIuQOYihQ4fSp08funfvzsyZM3nllVeYNGlSjn3GjBmT/fP27dvp27cvbdqcGbXYo0cPBg8eHCqTLjpqNavJ4O8G8uZd7wYUmwuEZtKwR9hwZrmCSmv//tNa0k8qTZ+ShjPTybZVOzB0g4TaFfOtNCulxGQJ3vWtUISKkDiIEydOsHXrViZOnAhAt27dePXVV0lOTqZs2bIB3/Pjjz9yyy23YLXmXv99qVG/VV3KVynPwR2Hgu5jtVswWUwIIXjio0do2uEKnmj6LMmJJwPub7aaObz7CGVrqIllJYV5n8xnyqjp2U2LXo9OVPlIUo+mBeyVOZv46vHZmlIKRWESEgeRmJhIhQoVMJ3SAjKZTMTHx5OYmBjQQbjdbmbNmsWXX36Z4/U5c+awYsUK4uLiePLJJ2nWrJnfey8FqtSvzKFdhwOGHMxWM3e80JNKtSvSqE2D7NLH6PjooA7C6/H6zZ9WFB9rZq9jyqjpfqHE1GNpQafXncYaZuXBN+8tTPMUimyKJUm9cOFCKlWqRP369bNfu/POO+nfvz8Wi4WVK1fy2GOPMXfuXGJjY/N93HJB5A1CQVxcZKEd+1zufuE/bJj/V45SU/DJYTRoVYe+L/X0e0/v/93Ku/0/9gtNaZqgVpMaVCglGj5F+TkUFtPf+jlgnsnr8l85aCYNk9k3njSuanluf/YWWndt5tOPKkZKw+egriFvQuIgEhISSEpKQtd1TCYTuq5z9OhREhICT8aaNm0aPXvmvMnFxZ25gbVu3ZqEhAR27drFVVddlW87TpzIwMhnoq8gxMVFcuxYet47hoiy1eO597U+fPn8ZIRJoLu9mG0W4qvF8dj4hwPa0qjjFTTr1IQ/52/MTlDbwm3Ywm30/+AhgCK9hsKgqD+HwiAuLpIDuYQPz8XQDQzdQDNrHNl7lM8Gf8PP43/lpRmDKRMTUYiWBqe0fA7qGnwPkLk9WIfEQZQrV4769esze/ZsunfvzuzZs6lfv37A8NKRI0dYv349b7/9do7Xk5KSqFDBFyPftm0bhw4dombNmqEw76Kk3V3X0/Km5qyZvY6MlExqN7+MBq3rBS1t1DSNJz56hK0rtrP0u+VkpGXRtH1j2txx7QWpxCpCj72MHUcusuuBOF2A4Mx0cXhXIh8P+JxnJw0oDPMUimxCFmIaNmwYQ4YMYfz48URFRTF69GgA+vXrx4ABA2jcuDEAM2bMoF27dsTE5EyyjR07li1btqBpGhaLhTFjxuRYVZQWvG4vR/cfIzwqPM+8wMEdh/jt2+X889c+NJNGs05XcNew3lSoER9wfyEEDdvUp2Gb+gG3K0oGbe+8jgVfLskzGR0Mr0fn7982k3Y8jajyUSG2TqE4g5AFneJeginJISYpJTPfm8OsD+ciDYnXo1O9YVX6v/8gletU8tv/7982M7bvhzkG3J8em/n6omEFHrqjltQlg7i4SPbvPcrQm0dy7MDx7DyTZtJynSFxLmGRdl6aPpiaV1QvLFODUlo+B3UNeYeYlNRGETF19AxmvjcbR7oTZ6YLr9vLnr/2MrTrKE4eyVl9JKVk4uBvcjgHOCXcl+Fkxtifi9J0RYgJKxPGa/OH0nfUXTRoXY9619Sh53PdiYgODzqv+ly8bi/lKuUs4BDyJGH6OGL0W4nRuxGuv4OQxwrjEhSXCEpqowhwZDiYO2G+3w0fCW6nb+pan1fuyH755JGUoCWrhm6wbt4GHn6nMC1WFDZWu4W2/21D2/+eaRS9rmcrvnxhMhsXb8LQDSKiw3E6XOjnKOyaLSYat22UI7wk5DFijLsQpCLwha7sTMFmzCJV+wZD+K9SFYq8UA6iCNi78V9f56u/yjNet5cNCzZy0yOd+eWTBaz/ZQMIMPTgwn2lJyioOJsD2w+yZYVv1ge678ECIdDMGkIIdI+OPcJOfPXy9H//wRzvjTBGIDiRY5yHwAOkE2G8SbpJPVEoCo5yEEVA6rE0vEHmRQMITWNQm5dwOdxnEpdBIg2aSdDixqaFYKWiOHFmOvngkY9z9EcYugQkZpuZGx/sgNlipkHrejRsUz9HH4RZbsTKqoBfGYGBhVUgPSCUtpaiYCgHUYhkpWUx9v5x7Fq7C0+AJijwjZr0uDxkpTlyavEEWCUIIbBH2PnPs7cWksWK4mLt3D8JJs4qDYnZYqb3C/4NkgDhxlu5DQLE92XyAspBKAqGchCFyDsPjGPnml1ByxktdgvxNeI4vPtIUKE2zaQhpUQIwRXtGnHPiDuJLyVd0YozpB1PwxPke6J79KA5KaQTMzsCbzuFQQII1QujKDjKQRQSiXuOsGvt7qDOISzSzi1P3MzV3VryfMdh6J7AOQeL3cKn2z9AaAKTWSl4llaqNaiKxWoO+D2whVup3fyyIO/Me+2QJVRDneL8UGWuhcS/Ww7kekOv1qAqPZ7uRoWa8VjDgiva1mpaE7PVrJxDKadhm/pEx0cHFOszWcy0vr1V4DcKG14aBtzkCyxdjlvrEEJLFZcSykEUEpFlywRKI/gQZHdRayaNHk93xRJgIL01zEqvIbcVnpGKEoOmabw0fRAJtSv6NLQibNjL2ImtGMPLMwYRHhk8RJSpPYfEnuP75vs5nExtVCFbrijNqBBTIVG/VV2sdivODP/aVluYlU73twdgw8K/mSVxHiwAACAASURBVP7Wzzn+uDWTRnh0GA+PfYC6V11eRBYriptylcoyZumr7Nmwl8O7EymXUJb6revmqdyqiwakap8RbryHhfX4ClyvIUt7Cl0EC00pFHmjHEQhoZk0nvnyCd7o/Ta6V/dVMQmfc2h31/U0aF2PgzsO8d5D4/2knzWTRqM2DWl506U5D+NSRghB7eaX5ZJzCIwu6pNu+uhMk4yaV60IAcpBFCJ1rqzN26tGMX/iEnas3klsxRg69m1H/VZ1AZg9bl7AJLbX7WXdvD85mZSiJocpCoZyDIoQohxEIRNbMZbez/8n4LZd6/8JKtDmdXt5qfMInvnySWo1u3RlzxUKRfGhktTFSExc7lLNJ4+kMLLnGI7tP15EFikUCsUZlIMoRm58qCO2cFuu+3jdXuZ+/GsRWaRQKBRnUA6iGLmyawta3NgUiz24BILXo7Np6dYitEpxSSAzsRk/EaZ/gM2YCTKruC1SlEBUDqIYEULw+ISHmf/5Ir5+5fug+YiwXGrgFYqgSA92+S12OQWNVHSqk6U9jCSKSOMpBAYCJ1LaCJdvk659gFc0KW6rFSUI5SAugLTjafzy2ULWzvkTk1mjzR3X0v6eGwgrE4bX4+XP+RvZsXonZWLLcO1tVwccFSqEoNMD7fn5g7mcPJLit90WbqVj37ZFcDVFw9F/j7FsykpOHE6mVrOatO55jZqZXRhIg0hjABb+RpzSmTezg0jjBSQGGp7sXQUuBC6ijP4ki0WghReX1YoShho5mg8CjfY7duA4L904AkeGE+8ppVar3UJMxRj+N2kAb979HuknMnBmOjFZTGiaxm3P3EKPp7tlHyM9OYO5E35l5fQ/cGW5yEzNQkqJPHUNtjArNZvW4IWp/8NsuTBfXhJGLC6YuJhvhk5BSgOvW8cWbsNsMfHyjMFUa1g1z/eXhGu4UIrqGixyBZHGEAQOv22SwApOEjAoS5o2GUMEnnsO6nMoKRTFyFG1gjhPJg7+moyTmdk3cwC308PRf4/xYucReD1epO7bpnt0dHR+enc2da6sTYPW9Ug9lsYLnYaRnpyR7WA0s4amaUTFRxJVPoqO97Xlhjuvu2DnUBI4uP0Qk4dNweM68+TqynLhAkb3eYcPNryVZ8ewIjCaPEyY8RlWlgIabjogOBrQOUBweT8BaCQTZTxCijZd9VSUJKTEwlLsxhQ0juGlIYb7EYS0IwkrNLXei//OUww4M11sWrY1h3PIRoLH6fF/HXA73Mz56FcatK7Hj2N+Iu1YOrr3jHqn4TUQQpBQqyIvTR9UWOYXC/MnLsYbRLHWkeFk28odNGxTv4ituvjR5D6ijb4IHAh8v18bM877eAIQHMfMOrxcGSIrFReElEQYI7CyAO2U0zexD5JnE3vqFu7hajK15zFEQkhPHbJHtr1799K7d29uvPFGevfuzb59+/z2+eCDD2jVqhXdu3ene/fuDB8+PHubw+Hg6aefplOnTnTp0oUlS5aEyrSQ43a4EOf5dJX0TxIAq2b8kcM5nEZKyY41u3BmBphPehGTtDcpaBJeGpITh5OL2KLSQYTxJoLMbOcAnJpJrQcXi8wDgQez3BUS+xQXjpn12M5yDgDi1Kcr8CLwYuF3oo17ENI/j3khhMxBDB06lD59+vDrr7/Sp08fXnnllYD79ejRg5kzZzJz5kyGDh2a/frnn39OREQECxYs4KOPPuKll14iMzMzVOaFlMhykZSJjSj4GwVUutzn4YNNmANf4todZBVysVK9YTXfXO5ACEioVbFoDSoNSDcW1mbfLM4m0Gs53prrNgsGZS/QOEWosBkzCDjQ/ix8FWlZ2OSPIT13SBzEiRMn2Lp1K926+RKw3bp1Y+vWrSQn5/+pcN68edx5550A1KhRg0aNGrFs2bJQmHfeGIbBpqVbmDxyGgsmLibteBrgu4H3GnxbrnMcAmG1W+n6WBeAXMXYouOiiCwbPHF0MdLp/vYBZ1poJo1ylcpSu0Xg34fb4WbT0i1sXLKZrPTAMfVLl8Ahu7ORATIO8pz/n4sA3OKG87ZKEVo0Tubp8MFXjWaTi0J67pDkIBITE6lQoQImk+8GYDKZiI+PJzExkbJlcz6JzJkzhxUrVhAXF8eTTz5Js2Y+xdLDhw9TuXLl7P0SEhI4cuRIgezILRtfUE4mpfBsu2EcP3gCZ5YLi83C5GFTePTd++n2cCfueLormpR8/sLk7CRzMKx2CxJ4cNR/ua5rcwAeefMehnR+Fdc5Sq62cCsPv3kP8fG5y3CcD3FxkSE/ZkHO/fKUZ3jtznfQNN8KyWq3EB0XxZsLXg54vXM+XcBHz05C03w3uXc9Ov99/jb6vNjzvEN8JYHQfQ6RGMdqgL4n4FZhbgJCgmcnZ55AzQhhg5gPIONz8KzijKswAxa02PeJswWvYoLi/S6FiovlGoyM6yBjI3mtIgDMZitx5UN3XUWapL7zzjvp378/FouFlStX8thjjzF37lxiY2NDcvxQlrkO6z6aw7sT0b2+uPlpSe4JA7/EFhXOzrW72b3+H668uTkb5m/EleXi7IJhk1kjNiGW63u3JiI6gmu6X0lshZjssrQKdSrz1OeP8dn/viIzJRMhBGarmbuG9aZxhyYhL8ErCWV9ta6uw/hNY1k7509Sj6VRrWFVGt/QAKFpfrat//Uvxj/9pZ8U+ndvzMAUZqPDvW2L0PLQEerPwSIHEMkgBK4cr0tspBlP4qUhNvEzdvkTgky8VAdpRp6chlu7HUM8jl1OQ+MgXurh0nphpCUAwW0sCd+lC+ViugYhbyaGTxA4cx0wK7GTqd+EqwDXVSRlrgkJCSQlJaHrOiaTCV3XOXr0KAkJOTPqcXFx2T+3bt2ahIQEdu3axVVXXUWlSpU4dOhQ9oojMTGRq6++OhTmFZjEf5LY9/e/2c7hbDxOD2/d8z4ms4bH5UVoArPFTERMGTwuD5pJQ/foVG9UlWe+fJLoXAT5mna4gg/+fIvDu4+ge3Qq10ko9aNFw8qEcX3v1nnuN/WN6X7OAcCV5WbamzNpf88NF/UqIlR4xHWki5FEyDFopAESg/JkakPwCt/q3CVuxyW7EmU8goX1aPhkNWzGErzUIk37CIS9GK9CkRtSxJCmfUak8Rwax5AYp5obz9oHCwYVcInuIT13SBxEuXLlqF+/PrNnz6Z79+7Mnj2b+vXr+4WXkpKSqFChAgDbtm3j0KFD1Kzpk7Lu0qULU6ZMoXHjxuzbt49Nmzbx9ttvh8K8ApO0NwmT1QwBEsVSSqQusytypCGza/sffvd+bGE2EmpXpPLl+Ss3E0Lke99LiYM7DgfdlnEyg8yUTMrElq48zfni0dqRItuicRAwYZDg18MQbozDzC4EZ5yuIAszOwgzPsJherqIrVYUBF3UJkWbjkUuJ0KOAAwEXuSptkcXHcnSBoe8HyJkIaZhw4YxZMgQxo8fT1RUFKNHjwagX79+DBgwgMaNGzN27Fi2bNmCpmlYLBbGjBmTvap48MEHGTJkCJ06dULTNEaMGEGZMsVzAyhfpRx6kJr9YOhenW2rdvDQW30LyapLC3uEjay0IElpIfJUwb3kEAKDIN3oUmLnpxzOIfttuLEzHQfKQZR8dCLkKDRSzipzBZBYWU4mz4f8jCFzELVq1WLq1Kl+r3/66afZP592GoEIDw/n/fffD5U5F0SVupWpVLsi+7ceDFq7fy6Gbqha/gtASsm2VTtYOf0PvG4vda++nE1Lt/pN3NPMGs07N8FiC66AqzgXD5yTozgbQRZILwjVN1uSsbDiVM9LoLJmHZuch0vcHtJzqm9EEAZOfIJht7yOIy0LZ6YLk8WEEAJpGAFzExabhctb1CoGSy9+dK/O2Ps+YOvKHbgcLpC+ai4kWMOs2bkIW5iV8Ohw+o66q5gtvtiwIIlBEPgBxqDcGecgPZj4B7CgU1PJbZQgTPKfbOHFcxE4MMsduTwGnB/KQQQhrmp5xq4axdevfMf6eRtwu73Uv6YOSXuPcmTvUb8uaJNZo8M9qnb8fPj180VsWbE9R1LaleXGZDFRpW4lTGYTuteg413XcVWPqwmPUmqjBUIIHOI+wuV4vxuMxI5D3A+AzfiBcDkOX3xbYhBFpvYKHnFNMRhdetFkInbjOyyswyAal3Y7btqByL0tTRIH2CCgAKMVXYS+2VQ5iCDoXp23+37ArnW7cWX5blwbFv6NxWomrlp5khNPIjSBJgRmm5lnvxpAdHw0ADvX7mbqG9PZvWEvNruV63u3pvvT3YiIVje2QPzyyYKAFUu6R+fAtkN8vO197BG2i6o0saThFP/FJPdj42fkqf5YgYGTW3GJ3tiMGUTI93I4EBMOIo1nSdU+QRcNi8v0UoVZbiLKeAxwn5JEAYuxCQ9zSdfezNVJuEQHIuQbQbYKXOLW0Nsb8iOWElbPWseudXuynQP4KpbcTg+ZqVn0f/8Bln6/Et2rc/UtLal+Sq76z/l/8X6/j3A7fe9zZbp8MyPm/cmohUPV7IMAnO5QD4TQBJmpmdgjVFL6ghAamabnccj7sMhV+FR8mmCVvxBrdEFwIki3rpNwYzzppnFFbXHpQ0rKGEN8OZ+zEDgwsxori3DTKeh77XIKZ2tsCU53ylvJEC8hRVzg914ASl85CIu/XoorK3BELzM1kw/7f8LfSzazeelWJg+dwlNXDuLw7kQ+febLbOdwGq/bS3LiSRZ++VsRWH7xER9gkNJphCaILh/6rvJLFUMk4NJ64hadiZTPEMY3aBwPKuUgAAsbi9bIUoqJ7QgCPwxpOLAbPwR9r03OJFx+hsBzSnH3zDszxbO4tZtDbe6poysCkpUWfEav4TUwdCNb7tuZ6SL9RAav934bRxC9II/Tw7IpKwrF1oudHk93wxZA18psMWGxWrivRn8eqvMEHz83qdSp3BYXNvk9GkcDlr6ei0Q10YUCjVRyu+UKgiixSkmY/Chgglqgn1pZFA7KQQShcdtGmK35j8BJKTlxMDlXFVavu2C9FZcKrXpcxc39b8Ris2ALt2KxWdDMGoZukHEyA0M3yErNYuaHvzCs26gcQ4cU54ddzsqncwAPzQrfoEsAL3WC/s4lJrw0D7hNkInGyaDHNbEHZOEIWSoHEYQuD3XAYgtdisZkMdH8xqYhO15pQghBryG38e7a0dz2zK1UrBnvW6Wdo6vlcXlI2neM32euKSZLSxN5Owc4PWXOJ5qpyYNY5CqkR82KOB+kKIuLTkgC5dMsOLS7A78PG8HnAPqINh4GGfoHJ+UgghBbMZZXZg6hcp0EbOHW4LMM8oEQAluYja6P3hhCC0sfZouZeR/P5+DO4DIbriwXy6esKkKrSicerg0oBR4IM/uI1B8mxriDMsbzyBM9idZ7o8mDhWxl6SNTewkXHZBYMSiDQTgG5UjTPsAQQTrhhQU3bbOrz/w2Ayb2YpWhH7KmHEQuVG9YjTeXj2TC+jF0fqA9FnvBu3eFgDpX1WbEvBcpmxAa1drSyoIvFpGVlhV4lOtZGLoK1V0oDu3+AuztxsJGBC40MgAnJvYQbTwAUuWECoSwkml6lZPaLDK010jXPuSk9gteETi8dJpM7TkMInOZ4eHAJueF3FzlIPJB1bqV6T6ga4HfZ7KYuO3Z7gz9+Xkq1VaCfHnxx89rc520B75u6mt6FI/Kb2nCEFUwyLssUuJ7KDpds38aX9WTA5tcUBjmlXqkKI9HtMErmuTZIOfbvxwO8RSQ20Nq7n8754NyEPkkqnwUj7x7P9YwK+ZT4SZhEmgmDc0U+NeoaRrX33FtUZp5USO0vL+OkeUjadOrVRFYU/pxiduQBJ+KaBCGQTzBZs9pZGGW6wvJOsW5uMV1BMtFGIThFkF6KC4A5SAKwLW3XcPo30bQ+cGOXNGuEV0e6sRbK0dy0yOd/caP2sKt3Ny/M/HVQ9+8Ulpp3fOaXGc8aCaNxz7shz1ClV2GAqf4Lwbls1cJ4HMFEoGHxmRqI3BwX1AnIjGp2dVFhfRgZjMervD7PCRmJOVxic4hP63qpC4gFWrEc/fw3tn/3rd5P1tWbMPr8Wbf3OKql+ee4XfSoosqDywIHfu2Zeob09G9gZ9Yw8rYVYlrCJEiklTtG8KML7AxB4ETD03I0h7LltYQWhoRxltBjmDGrd1SdAZfopjlRiKNpwH9VKhPItEQaEg0XHQgS/tfoQx9Ug7iAjiyN4kRt76OMzNnx3VKUiopR1OLyaqLl/CocFp0acaaOesDRjXcLg8JtfwFyVxZLjYv24ory0Xdq+tQrrJ6qs0vUkSTZRpIFgODbI8iQ7xAGfk6Pv2gU4OysOMQ96CLmkVo7aWHkCeJNJ7IngJ4GokGWkWS5VTQgocJLxTlIC6Ame/O8ZPVAN/86u9HTqNtnzalfoRoqOkx8Bb+WrTJT7zPbDXTtF0jylcpl+P1ZT+sZOLgb9A0X9pU93i5ultLHn7vAcwW9fUOBW6tG6myFnbjG8zsxmyrRpqnN17RsrhNK/XY5M8I/Kv2BAbIZMziL7xcVWjnVzmIC+CvxZsw9MDhEN3jJXH3kSK26OKnRqNqPPzOfVjDrNgjbJitZsxWM9UaVOHFb5/Kse/21Tv5YtDXuLJcODKcODOceFxe1sz9k8nDguvaKPKJPPPd1kV9Mk0jSdW+QUSPVc6hiDDLbYhgUx6kF7P8p1DPrxzEBZCbFIdhyPPqm1D4igEeff9BpPT1kZjMJg5sO8Qng77JMYdjxthZAWXC3Q43S75ZpnSbzgMhk4nQR1BWv5ayxpVE672xyOVoMpFI/RnKGtchj7YgRr8Vq6FKXAsbnbigDXIIC0YhKLiejXIQF0CbXq0wB5HjiK0QoyqYzpN9m/5lwoDPcWW58Li8p/7vYdHkZUwefmZl8O/m/UGPYTJrHP33eFGYW2oQMp1o4+5TCWsXAomZ3UQag4k2emFh+akkqY6JQ5SRw7AZM4vb7FKLzZhJGNOAIGOPpQuvrFuoNigHcQHc3P9GYuKjc64khG9MZr+x9+VasqkIzk/vzglYreTKcrPoq99wZPiEySLLlgl6DK9HJ7Jc8O0Kf2zyBzRSAjTFuRA4shPUZ153Ei7fLRQNoEsds9xAhBxz6ncfDINoeT9CBhfyu2A7QnWgvXv3MmTIEFJSUoiJiWH06NHUqFEjxz7jxo1j7ty5mEwmzGYzAwcOpE2bNgAMGTKEVatWERvrk6Po0qULjz76aKjMyzdZ6Q6WfLOUVTPWIISgdc+r6fVUYK31MjERjFowlJ/fn8uyH1bhcXmo36oOtw/qQY3G1YvY8tLD7vV7gspteFwePnryc9rfcwOdH+jAt8N/wHVOmElogppNqhNbIaYozC012OQvQePdwW9SXkzsRqd+YZlVupESq/yVMDkJjSR0quDQHsBuTIEg86fPYCDIwC6/xyEK514ppJS5C9/kk3vvvZeePXvSvXt3Zs6cybRp05g0aVKOfZYvX07Lli0JCwtj+/bt3H333axYsQK73c6QIUNo1KgRd98dWNEwP5w4keGnAJobUkqWfreCme/P4fiBE5SJjcDj8uB169nVSdYwK2UrxjB87ku5PrGWdC6mcZ2D277CgW25C8FZw63YI+xUrBnPv1sO4DpVamwNs2IPtzFi3kslMsRXkj+HaP12zOwt0HsMwknTPkUX9QrJqsKhpHwOEfqo7B6U00jsSEDL00H40KlGimnGeZ1f0wTlcllphyTEdOLECbZu3Uq3bt0A6NatG1u3biU5OTnHfm3atCEszDdys27dukgpSUkJMiSjCPj6le/56sXJJO09iu7VST2WRlaaI0fpqtvh5vjBE0wZNa3Y7LzU6PxA+zyl1t1ZbtKOpXFwx2H6v/cgLW5qRsM29en9wn8Y+8frJdI5lHTcolMuXdPBsKJzeWGZVKoxyZ3YmO03CEjgDF65FJDCC2WHJMSUmJhIhQoVMJl8Nf8mk4n4+HgSExMpWzZw09JPP/1EtWrVqFjxTOPTxIkTmTJlClWrVuXZZ5+lVq1aBbIjN094Lkn/HmPxpN9yHfBzGq9HZ/nUVQz58vGLOq8QFxdZ3Cbki9sH3MSir5awb/OBPPc1dAOzgDfmvFAEloWGkvo5SOMB5PHpYJyEHLX3dgRmwOH3uhY9jLiwizOUV9yfg5G+BDID338EGr7n97zuT1ZMEbcQF1k411IsnURr1qzhvffe44svvsh+beDAgcTFxaFpGj/99BMPPfQQCxcuzHY6+aEgIaYF367I5anIH4/Tw6+Tl9PixotTPqOkLKnzy70j7+L1O97KU93VmeFk06odtOh2cdTll+zPwYLGJMJ5GytLAQODskjMmDhdEaYhkHipS5b2BJ6MVpBRUq8nOCXhcwjXUwkLUqEk0ZGAwJo9hc7377MxYRBJiuM2pPP8rqVIQkwJCQkkJSWhn9Lp13Wdo0ePkpDgL3G9YcMGnnvuOcaNG8dll12W/XqFChXQTql59ujRg6ysLI4cKbxGM91rUND0ywePfEza8cBDxxWhpe7VlxOTjySzxWZR0hohxBAVyDCNIVlbSSbPopGMiSMIvKc6eg3ARLoYiUcoVd0LwaNdjUF4wG2+SX46IPFQBzetcPIfvNREInwCi/aupGiTkaLwVnAhcRDlypWjfv36zJ49G4DZs2dTv359v/DS33//zcCBA3n//fdp2LBhjm1JSUnZPy9fvhxN06hQoUIozAvIFe0aohUwXCSlZMWPvxeSRYqzEULw3NdPERET4aeUezYel4eME+kYepBaccV5IXASwTsIjBxPrb6fvcTI3kTpD2I15oFUA5zOBw/XYVABmUsgR+DBxEHStbFkmV4k1fQjydpqkrXf0WLeQhZyo1zIqpj27NnDkCFDSEtLIyoqitGjR3PZZZfRr18/BgwYQOPGjenZsyeHDh3KceMfM2YMdevW5b777uPEiRMIIShTpgyDBg2iadOCzXAuaBXTuw+O89P9ESKHwoAfnR5oz/2vn3+lVXFREpbU54Mjw8GKqb/z+8w17Fy7G8Mb2BFUa1iFkfOHlnjtq4vlc7Aav1JGvnhqMFBwJGF4aEa69g6Ii0f7qqR8DkKmUMYYgYWlQVPNBnbSxYd4tZzh7VBcQ14hppA5iJJAQR2E1+PlxzEzmf/FInSPjhBwecta7P5zL64s/yoCW7iVu4b1pmPfdqE0u0goKX8QF8K6WWt5r//H6EGcRJMOjRn8bWBV0pLCxfI52IyZRMgR+aqPkYSRIV7ArQXuFyqJlLTPIVrviZl9AbdJwEsD0rQvQJyR7ykKB3HxuPxCwGwxc+eLPek1uAeZKZmER4UjpeTxJs8GdBCapnHtf64pBksVAJuWbQ3qHAA2L93KwR2HqFK3chFaVTrxiGYgNYLKPJyFwIFd/oCbi8dBlDRcohua/BQtQHmrAMzsIUx+gUM8UqR2KakNfGJwUeWjMFvNCE1Qu7m/xr01zMrg758hPDKsGCxUAJiCjHY9jZSSvxZtKiJrSjeGqIaHZvmu9BOUnKfxixGXuB1JbNDft8CFXRa9QrFyEOfwzdApbF25w+91KaVKhBYzN/RujWYO/pXVTBpCu3j7VEoa6dqHeLjy1BjS4M1yEhNeWhShZaUPKSJJFZ+QW9ObIDX3BGkhoBzEWTgznSyZvCzgECCP08OMd2YVg1WK0zTv2Jiq9aoE3S40QfPOBStsUOSCsJJu+oiTYj6Z4n94aBKk09qCQ7unyM0rbUiRgCR4w5tBvK+KpghRDuIsju47htkSvAomN3lpReGjaRrD57xAhZrxfttsYVau69mKhMsKrzT6UkVq5XBp/yVd+xgXNwNWDCKQhKMTR5r2IYaoWtxmXvwIDYe4CwP/2dK+dYNAyGNFatIlnaQ+l8jykXjdwWu6I8uWTImESwmr3cqby19j1ofz+PXThaQlp1O2Yiy3PHETnR5oX9zmlW6EhUzTy4SVG0LG8T8xKINOgyJ/qi3NOMX9mOQ/2PgVOBNw8jXOHSHW6IpBPC7RFWk8DBRuWbdyEGcRWyGGmk2qs2udv9y0LcxKl34di8kyxdmYLWZuG3gLtw28BSnlRa2PdTEitLJ4xNXFbUbpRJjwimuwyqV+aq6+b7mOiUTC5CTk8dkIvkGK2EIzR4WYzuHxcQ8TWTYS21nduxa7hdiEWDSTlj2sRlEyUM5BUdowy415Sn0L3GCcINz4uFBtUQ7iHOKqlWfsH6/T+8We1LmyFhabGSEESfuOMunl73is8TNsXLK5uM1UKAoX6cFufEWMfjNl9dZE63dhkUuL26pLAoNyucpvnMGDlV8K1RblIAIQHhlG5wc7cPxQMh63F7fDjTQkrkwXriwX79z/ISeTim+OhUJRqEiDSONJwuUnmEhC4MTMdiKNF7Ab3xS3daUel3YL+c0tFGxuRMFRDiIIm5dtJSvNEbD4WxoGS75ZVvRGKXJgGAZbVmxj0aTf2Lhks+pTCREWVmBhc8BBNuFyPNJQisaFiSGqkiX6n5osl3sI1UPjQrVFJamDkLgnCd0TuKLJ4/Kyf2vew2wUhceRvUm83utt0pPTMQyJZtKwhdvo//4DxMRHU6FGPPYI/3JBRd7YjLkIAufaJCakcyGarIOkLFKoyr7CwKndi1c2x2Z8h4VNaCQi/GRP7Di0xwvVDuUgglC+SjlMFhMel/9EJ7PVREKtijle83q8mMwmlTQtAnSvzqu3jSblSGqOmR7ODCej73wHe4QNQ5e0v+d6+gy9A7NFfc0LRvCwhcAFaS8TgwXw4qEVGdrLhVpJc6niFY3wmkYCYDOmEy4/ALwIJAaRmGNH4k1rUqg2qL+cIDTt0BiLzYIzw7+aQNM02t9zAwCrZ61jyshpJO07isliolWPq+jzyh1Ex0UVtcmXDBsW/I0j3Rl04JMz03eDW/zNMrLSHPR//8GiNO+ixyPaYZFr0QKuInRAR5wahWlhJdHGfaRoP+ZQGlWEFpf2ikzoRgAAIABJREFUH1zyVkz8A5jRqUmcLQoKWQNLOYggmMwmBn83kFG3v4mhGzgzXVhsZhCCfu/cT1zV8iyYuJjJw3/InifhdXtZNX01W1duZ/RvIwiPCjwtSnFhHNh2MKDa7rm4HW5WTV9N6rFU9m89iJSS6Lhoare8jE5921OtQXDZjksVTSbipSqSaCTuU1PkfPiPvOTUpLlkrHIRbtGlSG0tLQiZhk3OxiR3YojKuER3DOGvFoAwo1OnSG1TDiIXLmtSgw82vMXf8zey5Y+dlK9Sjja9WxNbIQa308N3r07NMWwIfOGP9BPpLP56Kd0ev6mYLC/dxFSIxmq35stJeD1eNi4+U5ackpTKv5v3s+y7lfR4uhu3PXNLYZp60aDJQ5QxXsDMLiTmUzkI46waDV8vL/jn5TSysMjluFEOoqCY5UYijScAAw0nUloJkxPJEK/g1s78PoU8id2YjI0FgMRFR6T+CGArVPsu+Somt9PDHzPXMGvcPNbN24DuzfkHEFYmjG6PdOKBMfdy64CuxJ6ak7x7/Z6gyqFup4eV0/8odNsvVa6+9coLVrX0uDzMfH8Ou//8J0RWXcTITKKN+zCzFYELjczsUaOn//MRuGjDV2mjZPALjHQTaTyFRlZ2Y5zAjcBFGTkCTR7xvSaPEWPcQRjfYOIgJg4RxrfI413RZGKhmnhJryB2rt3NmD7vYBgSj9ODxW7BFmblxR+fo0o9NXSmpBIeGcaTn/Tn/Yc/wtANvG7veR3H4/KwYOJiaje/LMQWXlzY5BwEWQGqZM4gkLnMhrDjuoimyZUUrCwjmNMFA5uciUM8QrjxLoLUHOE+gQdkKuHyHTJMYwrNxkt2BZGZmsUbd44lK82BM8OJ7tVxZjhJPZbGaz3fxOvJ/aZTu0UtP72m01jtFlr3bFUYZitO0bxzU95eOYquj3WhWacmlK9aDoutYElSaUh2rt3N63e8xdt9P2DdvA2XZC+FVa7063kIhPh/e2ceJkV1LfDfvdXbrMCMMM4oijso4IaoGFwHQYQMYAgqaoKKiWJ8xhcjJpEoahJNfG4xGoMm0SghqGBERMS4YtxiNCpG0TBCmGFxWGbrteq8P7pppqerZ3qYHe7v+/g+um7VrXO7pu+pe8495wDSbMoQAkQ4kRhHu19kyIiWjUlnf3MUUQLyOAX2LPy8kKIcduLg4xWQzAlG28seu4J4/Yk3Mk4GkWCY95Z/wMizMxdB8QW8nHfD1BQnNcSd2wXFBZx+wckdLrMhleJ9iph2/RQg7vt5+fHXeH7eCrZUbyXUEMKxWzdDbV73FRvXbALgo9dWccgxB/LD+d/fo7bGOhS4OqCbIyiijMTnbcSJrsGhiJCaTlhNMhlddwFbDULE66okBNDU4+PNVqr6OcRXIZ2T1bXDVhBr1qxh2rRpjB07lmnTplFZWZl2jm3b3HTTTZSXlzNmzBgWLlyYVVtnsO6T9WkO5h1EQhE2fLGh1T7GzDidy++9lL0PLEEphcfnYdSU47nl+TlmB1MXY3kszrjoVG5/9RYumHtu1qsJp0mN63BDmM/e/YIVf3ips8TskYT118nOhxAgqC9DFz/BVutltltPEdbngOrclNO7K1FOQMh3jZZWGf7fHJv9QLkVceoYOuw16ac//Snnn38+FRUVPP3008yZM4dHHnkk5ZxnnnmGtWvXsnz5crZt28akSZM48cQT2XfffVts6wwG7N8fr9/rGgjnC/goKivKqp/jJ47g+IkjTKBcN9NY28jiO5fwyoKVhBpCu+yXiAQjPD/vRcbNHNPBEvZcYhxHhNF4eS0Z+7DjrXXHX7OQQ5gziDG8W2TcLVEWtfoBCp3voGhImPkcV4XgvsIL0Kiv6lQRO2QFUVNTw6pVq5gwYQIAEyZMYNWqVWzZsiXlvKVLlzJ16lS01hQVFVFeXs6yZctabesMTp52UuZVsVIcN/6YNvXn8XqMcugmgvVBfjL2ZpY9tIK6mjqioWhG/1A21G+t70DpegFKUa9vpUH9iBhDsBlAjOHEGIbN3kQZSr2aQ4O+MWlKsuQzcuz7yLX/D6/8HWTP8910BI7an216CfX6VsKcmaGk6w7/j4VDbuJfHyi8mag6pVPl65AVRHV1NSUlJVhWfKlpWRYDBgygurqaoqKilPPKysqSn0tLS9mwYUOrbZ1B3wF9uPzXl3L/lfMQEaLhGL4cH0orfvDIVfhzO3d/saHjePGRV9hStYVYeNdWDc0ZuCcG0ClNRI0nQiu7kURwtv+IPs4zQBRw8DuLcNifWv0AovK7QtrdC+UhysnY+gD8jrt5U/AR5FtE9GmAYHMI/XP7QoOJpM6a4uK2/XFOuPh0Thh3FMv/8DL/XV3FAUP3Y+y3T6OwOD0BWf/+vT8p2e46hpVP/J1IyH03iOXR2LHs3279uT5mzD23U7+r3vwcpPFJpO7ZlDTTikY0X1DkuwPd91fdKF3b6CnPQSQGkdfB3oQED4foKprnw1LKR95eM8i39ko53tlj6BAFUVpaysaNG7FtG8uysG2bTZs2UVpamnZeVVUVw4fH7ZhNVw0ttWVLTU09TltNC14vY5rYm8MObN6cqpX79y9IO9bb2J3HEM6w2QBAaY3Hp119EtqjUYA3EF/WO7bDRTefz8Dhgzrtu+rtz6GP/Vs8rjmaIkhoGZs3XQuq52/Q6CnPIR5J/X0gxs6YCAuFF8EP2Ah9qVO/xN7ip2nupY4Yg9aqxRfrDlEQxcXFDBkyhCVLllBRUcGSJUsYMmRIinkJYNy4cSxcuJAzzzyTbdu2sWLFCh577LFW2wyGljh27FE8/9AKYpH0/eCWR2cMuvbn+Lll+RzWvL8Gb8DHsFOOIJBnTIstodmUsU2w0NTg0PMVRE9AyVYKnCvRNKYcFyxs9qVRXYOjirAZ0m3biDvMxHTjjTcye/ZsfvOb31BYWMhtt90GwMyZM7nqqqsYNmwYFRUVfPDBB5x55pkAzJo1i4EDBwK02GYwtMT4757Jy4+/hh0NpmR49eX4+Ma1kyg7tIy7L/0NEN+l5MvxoS3NDx+/mtIDSyg9sKS7RO91OJSh+dy1TeHgsJdrmyEdvzzlGgCnsLHYhKgCbHV4N0jWRBbJlDO5F7JLJiYXtm7Yysqn3qLuqzoOPPoAxl04mq3b3Auo9BZ6ypK6PbQ0huovNjDvf//I6nc/R1sWgTw/5/xwEmO+fRoAdVvqef3Jv7NxzSb2PayMUVNOILcgvve/+j8b+eiVj7E8FkefeWQy31ZXj6E34HOWUSC3QDMzk+AjzHgarBu6R7A20hOeQ759DX7c63wLfhrU/8bjTDLQa0xMuxMvPvIyj/xkPoIQC8cI5AV47Kd/5obFs+m/n3k76qmUHrQ3Nyy+jvptDYQbw/Qr6Yu2du7irttSR9lBe3PUGcOTKwY7ZvObK+fx7tL3QIFSij/++DHO+s5Ypv1oitm27EJEjYWcz5HGx4nbzB3AT4whNOgfdLN0vQuHvREs11WEYOGo4m6QKhWjIJpQ+dFaHr1hfkrwXKghRCQY5vYL7uL2V242k0YPJ79vHvl985Kfa6q2cNfF97Huk/VYPgs7EmP/oftx9cOzeH7ei/xj2T/TgiWf/90LDBy8Dyedc0JXi9/zUQpdeD01oQp88hKKCFE1khjD9ph0G5asxivvIPiJqJMR1X+X+gnrcwg4i3FP2GcR5aR2ydkRGAXRhGUPLifmUofacYSv1tXw5UdrGTRs/26QzLAr2DGbm77+c7ZUbY3n3Urko/vi/TXM/fov2LZ5u2u6lXAwwqI7nzEKogUcNZCQuqi7xehaJEyBcy1e3gUEQZMnv6JRXUxIz2xDPw3kOH8gwGLiNTfiSdUVTiJQzqJO39EjKvQZBdGEqtUbMibw01qx6cvNRkH0Iv7x/PvU1dSnPVMn5rBt0/YWM/ZuWru5s8Uz9DLynDvw8m4yBmTHeilX/oAthxBVp7beiQTp43wbi/+i2PlyImiiDCaqTiakpuzyqqSjMQqiCWWHlvKfDypdlYTjOAwY5FIG0NBjWbXy3xmrzoUbwxkLPgEU9DMRwYYmSBA/S1ICBHegCJHjPETUOjXluFfeJMd5EA+f4VBASH0DxI9FVYpyiPdhY1FNrboEVM+ZlvfYehBunHXZGDy+9IejLc2A/fszaOh+3SCVYVdZ86/KjG1KKw4Ytp/r8/bl+Bg7s7wTJTP0NuLxH5mz1lqsS/nsd56mwPk+Xj5AEcRiE7nyO3K4v4XaG1E8rOo4oTsAoyCasP8R+3HRLefh9XuT6aIDeQH22qeIHzz6P90snaGtrPtkfcY2cYSZ//dtSg8sSQmO8+f6GXzCoYz/zpldIaKhlyAUEY92dsehSVCwBMmTn7usEqKtFGZSkKGAUHfRc9YyPYTTLziFY848ir8vfpvamjoOPHJ/xk4fzZatja1fbOhRZKr3AfFVYfE+xfzsxRv5x/Pv8+7S9/D4PJw05QQO/9pgs1vNkIKoAiKMwsfrqGaKQggQUhcmP/vkJTJN9C39VSlsYnRvYFxzjIJwoe+APpx12c78TJbHFETpjQwcvA9ffrzOta1wrwLy+ubFfRQiDD3lcA4beQglxs9kyECDvgGPczGKzWgaE7uP/EQ4hbCqSJ7nlXfb3LcQoFFdDCqbwk1dh1EQht2Wb14/hbtn3p+2kvAnUnC88ufX+cP1j6EtjTiCYzscM/ZIrvj1zDbXtzbs/ojqyza9AB+v4HVeQ8glos9KiwFJMTe11icg9KFRzSSszu0EqduH8UEYdluOHnMk3/7ZdAL5AXIKAuQU5ODL8THp+xMpPXhv/nD9Y0SCEUL1IcKNYaLhKP9c/gGP3DC/u0U39FSUl4gqp8G6iUbrOmJqeFqAYFQfT/Y1ojVb1XLC+rweGWhoVhCG3ZpTzx/NSeecwGfvfI5jOxwy4mACeX5+Pu0OVx9FJBTl1QUrOe+GqclcTQBIBA/vo4gRY7gpjLObo6UKr7yL4COqTkJU9nUXPM4HxNN0t+xzEBRRTgTdc6fhniuZwdBBeP1ejvjakJRjazP4JgA8XovNazez/xHxbc0+Zwl5cnuyXREjqC4iqL7TI9/6DO1AYuQ5N+FnBYIFKJTYNKpZhPT0Vi/3yQpy+X2aYkiv8a0QcmjUV3eg8B2PMTEZ9kgK9yrM2BaL2Mmqgl55k3z5GZqG5D9FmBx5FL/8uavENXQROc5v8PM3FBE0QTSNKMLkym/wymtZXP87162sccWgESwEiyhfo1b/EVsd2OFj6EiMgjDskYybWY4/J71AvLY0Bx41iH579wMg17k9Y/RsrswDcUu0ZuiVSIQc/pJhgg+R4/yu1S6aB8yl4mObeoYt+i3qrLt6vHIAoyAMeyinnPs1hp5yBP7c1CC5gqJ8rrgvnnhNSzUWX2bsQxFEsaXTZTV0DS1VywOwWNNqHw59Wmx1VGGvMksaH4Rhj0Rbmu//fhYfvrKKV+a/RrAuxNFjhjP6m6PIyY87p/3OX1rpxUbIa+UcQ29B6ENL0dLS4uQfJ6SmkSvpZibBQ4RTelycQ2sYBWHYY9Fac+RpQznytKGu7R4+ybgLRQCbA0Cl1l+25DO88ibgIaJOwVH7dKjMhs5DVAFRTsTLyrQiPgJotuJzXiSiz3C5OIpPnscnryf8DB50Qtk45CD0p0Ff3wWj6FiMgjDs8YQawrz97LtsWb+FskNKOebMo/D4PDjsg/AuCvcyto3q2zs/SJQC54d4eZv4W6gmV+4lxBQa9Q96lVlhT6Ze/4Q+zrcS0dI7VxPxpxciX+ZQK0XE1NE7L5IQhc5lePgPKlGKVfAi+IgwgogaT0SdASrd59XTMQrCsEfz8eufcMe37gURwsEI/hw/vhwvP3nyh+x/2DfxO8+Bi5NaKCKqdib0y3F+jZe30hzaARZjy2GE1dc7eyiGDkBUMdvUnymSsbiZm+LO6geos36bPBaQx/DwecqzV0QRNIooEX1WV4jeKbTbSR0MBrn66qsZM2YM48aN46WXXnI9b8WKFUyZMoUJEyZw9tln8/DDDyfbnnrqKUaMGEFFRQUVFRXMmjWrvWIZDK1SW1PHry68h1B9iFBDGHGEUEOI2q/quPUbvyRiH0yjugLBn9gTDw4BHPKp1feA0iAxfM4L5PB45loB8nDacUPPRau6Ftu9fJzyOSBPZnj2Dl7eR8n2DpWvK2n3CuKhhx4iLy+PF154gcrKSqZPn87y5cvJy0t13vXv35/777+fkpIS6urqmDJlCsOHD2fEiBEAjBo1invuuae94hgMWfPqgpU4jnsFwXAwwvsr/sWx4y4gIicRcBaj2URMDSWsvh6PrJUghc53sPgChXs/AJoNnTUEQycg5OJeJ3pHe+rcpqhvoTcPirqsHNw9kXavIJ577jnOPTeeZGrQoEEMHTqUV199Ne28I488kpKSEgAKCgo46KCDWL8+c75+g6GzWffJf4mG3NMyR8NRqv+zEQBHHUCj9X3qrZ8T0tOTaRfi1cJWo1vM8d+25G2G7kdUH6IMS2RrbdaGj5CalHLM5tDMfaHRsgGPvAfS8t9JT6TdCqKqqop99tm5U6O0tJQNG1p+Y/riiy94//33OeGEnUXh3377bSoqKpg+fTovv/xye8UyGFpl7wNL8PrdF9Fev5e99i1u8foAT6UVhWlOvFbABbsso6F7aNBzEAoQdjqWhQA2Awmqb6Wc26i/ixBI60PwoIhSINdQ4FxNkVNOwHm002XvSFo1MU2ePJmqqirXtjfeeKPNN9y0aRNXXHEFc+bMSa4oTj31VMaPH08gEGDVqlVceumlPProoxx00EFt6ru4uPMSqPXvn32yrp6KGUMqU64cx1/vfta1zeOxGHvBaHxN0n6LCEQ/gNi/EbUXbG9o5Q4BlP9k8vteSoHamd3TPIeeQctjOByxlyGNj0JoBSgfKuccvLnn0D8tluE0nMaboe5GktmWJJTY/RZJeYnIk9+Sl9cfnTu1C8bQflpVEIsWLWqxvaysjPXr11NUFF9GV1dXc/zxx7ueW1NTw4wZM7j00ksZP3588viOawEOP/xwjj32WP71r3+1WUHU1NTjOO5bEttD//4FbN7csuOqp2PG4ILXy+X3zeQ3VzyISNys5M/1obXm2seuZnttCBLmIyVfUehcmUilIAgWiszZOgU/tep+YtFh8NXOaoTmOfQMshuDH7g0/k+ARqAxBrhddzqor+Hln0CYXHkAD5+6nBfErr2Tmvqx7d763BHPQWvV4ot1u53U48aNY8GCBQwbNozKyko+/PBD7rjjjrTztm7dyowZM5g+fTpTp6Zqz40bNyZXE+vXr+f999/n8ssvb69oBkOrjDz7WA5753Zee+INNlVuZuCQfTnpGyc2S/UtCWd0ZVIh7MzKma4k4tXBLiemh3f+AAw9B+UjSvzl2OLajKdptqPYjtC3qyTbZdqtIC655BJmz57NmDFj0Fozd+5c8vPjGunuu+9mwIABnHfeeTz44INUVlayYMECFixYAMBFF13EOeecw2OPPcaLL76IZcWX4ddccw2HH96zarMadl/6DOjDhCsy71X3yFspyqE58S2wfgRBYROigpBqPTW0YfdFCLSwu0kQ/BnaehZKRDreJtNNGBNTZswYdp18+4f4eDGjgohwFGE1GYVDRJ2IqP4Z+zLPoftQUouiHof+9B9Q1KljyLV/SYAnUaTukhM0UU6izrqr3ffoFSYmg2F3x2JNizmZwE9ET+g6gQxtQks1ec7NeHkP8CBYOPUzQc6PBzt2AkH9HXzO62g2J4PoBB9CHg36uk65Z2dgFITB0AoOewP/ydgeUad2mSyGtqGklj7ORSi2JYIZo3FlX/8AuWyiUV+OX57DK28j9CWkv46t2m/eFlXINv04AVmEX54FbCLqDELqm4jq1+7+uwqjIAyGVgjryXicd9EuMQ+Cl3CzwKldxZIv8MgqHFUYr1XcC5O79TT8sghocIl0DxLgL/idJYm6HhEE8DtPEmU49eouRLtvIdVSRcCZj4cPEIoJ6amJ59VsnanyCKkLCNF742CMgjAYWiHCKfg5Bi//bGIuAPDRoOa2eyJXUk++8wO8/AtBg8TNHvX6VqJqdPuE38PxyctolzxJcWIotjfbmRbPn9RXzqJW/oitUrfae+QfFDr/Q3wlEkMAr/MOYcbRoH+822XtNRXlDIbWUBZ1+m4a1DXEOBCH4kRN4QeJqDPwyId45U33pGzioOQrkMxBdfnOj+JJ3Qgn6iDHa18XOLPR0noVs90asePf3S7vpWlJebsl0yAR3xKkwLkm9b5iU+D8MLHiiKWc62dZItX77oVZQRgM2aA8hNU3CPON5CGvvEU/ZyzxYDqNIkKISfH6D2j88gS58lsUDYAQ5Vgkdis02f+upRov76TtdokTJcd5jAbrJxnF8sjb5DrzsPgch76E1HmE1WRQvfynLUFynXsJ8DQQRcgjqC4kpL4FTaLSWyOkvo5HPnKtM90S8Ym/BotV2BwBgId/gOtzAgjid54garkHCfdWevlfkcHQPVjyOQXONWkTj5+/guPFUUVppSe9vI3UfAOlFiYdlRafI/hcczopbDzNUkun3Mt5kjz5v+Q9NNvJk7vwyevU6Ts7bYdOpyM2hc538LA6+b0oasmVh7DkSxqsm7LuSkk9EHIJaLRoKWNr/J4OBc7/oNmGUEiUY9lhXEw/FzQ1WcvVW+ilf0EGQ/cScH4PLpO6JkSAJ1zrEisckAYCsiB5zGEvWpqoHNxjKpTUkyd3uNwjhId/4OXN7AfTw/DyBh7WpClNRQg/y9FOJR75J155GS2ZE4P67CfI4/YMKVE0rU9/YSy2ohA02/HxerJiXHMEH1GOdm3rzZgVhMGwC8R9Bu41IHZYtt3dlRF88iJBvguAzWCEfghBl5QdHsLq7Az3/3syH1RzNEH8zjNErVFZjaXLkCCajQhFiCrMeJrP+RuKxgytQh+5MPEir+IV2xhNvZ4LqklGVQmSzy8zxq+ASmRbdc/G65ZCJb7TSSe+9+bV5jyE9bSMd+utGAVhMOwCQgFkKASkcJIV6NzxNjm3BjK8lUKMPLmDqIxAVLPU4xImk7kj3m+mCbYbkAh5zh34eSY5uUY5gXquI4dH8fMsEMXmMBrUtYB2naDjRNHN/AA+Xiff+Sn11m1Njv29FaEiRBiLn1dpuiMpjgU4uH2/CgebYjTbEbzE02bkUq9/haMGZPFl9C6MgjAYdoGQ+ga5cmdasSABbMrQbMF94g8QVhOTn3KdO9HUZtxNA9vJdX5HgzU7pS2mjkZJes3kuAw5RHrQ9tgC57pkve4d4/TyBv2YQNOdRIoP6CMX0sglCDkZzTnNUYTx8SpaNu2cpCWYqAmdCU1MjaBRXYdflmDJJ0AMWx2GkkYCPJ7RsR3jaBr197D4FKEfMYb3Xn9PKxgFYTDsAmFVgV+Wo1iVnMgEL4KPen0rlqwlX25MqVUseFFWKSGJB9Zp5wv8LG+xXKkiho9lNNBEQUgDAecxwEl70xYsHPJTTVPSiJd3E2/uxyCq67KIWvKfpHJoyo43dpVyDOIFP/9IlOF4+ajZ96cSNRbSEXxYfIZDXEHEFWhLW2M9RNSZiMpPS6yopZoc50+uVznkENHlOKoMh7IW+t89MArCYNgVlJdafR8+WZ4oWt9AlBMI6fNxVAm2Gkyt9CPXuR8P/45XluPr5BVfDTXgc14gX34KLSiH5K2amlQkQh/nYiy+RDVxbsenQk2UY2jQN0GiqI3fmU+e/Dpp8lJECXIeQf29Lgnq8si7Gdsy3z1KkBnE1AcEZAGKWhxKEHLwUJmhLyel7rOjyohwGj5eSvn+dqgM1fdepM49SZ2jSglzNn6eS1lFCF4c9iXCyRkl390wCsJg2FWUl4g6mwjujuSYOo5a67iUY/m6ACVVaauLTAiKKMckP/tkBZr1aXETivjqoV7fhqj4ROmVl8iTX6MIpUzGARYgUtRFpVB9rZh63NGqlqD+btyZLwJK4ZWXKXB+4mp6csgnxtCUY/V6LrnOHQR4OrFaieFQRq26g+LA0VCXORNqg/4RtuxLjjySiGOxCDOeBv19UN6M1+1uGAVhMHQxPnmJlt6fU/HTqK/Y+UmWoTNutfTi5W0ijAEg1/mtqx1dEyJHfk/ILZupCH55khx5GM0mhEJCahpBdfEuTYwRdQp5clvrJzYjHnOQILHSiXIKUY7GyxspBZtA0aBmu+RC8tJozaZRvofFehz6tZiKPfVaTUh9m5BchKIBIaf3Bx/uArunZ8Vg6MEotpE5Ijc+6QkWMfanVt+LrYY0aW3FJCVN9+JkTtOhqKPAmUm+fS1eeR0k3m+u80vy5E4sNib3/+fIHylwrkQ5X0EGx3hGcVQ/GtV3EQKpx/G6ehMEiDEE0Xu5tDbi4aNm4wDQ5MldyTGkDzYPWx2avXJIuVYjqmCPVA5gVhAGQ6fgk7+R48xDsw6hiJA6j5CKp+mIqSGI+Fz20sedrY3MIKIn4qhSACz5mFznPry8jyTrYacH1yliRNXIJn3loXDJDwWAjY/347I6fyfKSBrUNQRY5BKgFsbLu/STsxHx49RdBPJt10lTyRYCsgCfvIrgJ6wqCKlzsdWB5DjzsPgSh2JCnI/FRwT4azOpBlGrHnKV2C/PoXak606Rz0bxFR7eJcZI12sNu4ZREAZDBxNwHiJXHm5i3mkkV+7FK28h8jtijMChBMXaZo5mhZBLSF+YdDJ75N1E9tBQMiJYSA/kEgIE1fkpO5RCTCKH+WkTfvruoSBe3iJHfksm01f8aCyu1Bp+Tx5raLBuTTlHy1r6ON9K+Dzi97RkNQF5gu16HlGr+dbbcwjKLPzyVyz5MjHJf0KRnAx2DIdSgupSwqoClMIjH2bc+qqI4JFPiSmjIDoSY2IyGDoQJVvIlXmuKTC8vAORt0ApavUDxBiMEMAhD4ccHPbprPvtAAAPq0lEQVRhu56XVA6IkO/ckuZk3hGnLVgIGpsBNKhrCKorUu4Z1DOxOQCHnOSxTAFocfmyzUYaws9LaFmbcjTfuRFFXYpC0oSwWENAHnftSdReOJTh5wV8vInFdhQxFGBRTZ78khznbiCedkQyvNPGdxj1nkI8vQWzgjAYOhCfvJYxBQaEkNAzwBGI2ota6xEs+TxhdhkQ34XTxNGq2YBmo2tPCsGhD1v1EsDnvmVV5bBd/wGfrMAvS1BswcPqjLJrvoIWI8BT8cqbhNV+8VvJFjx84hqnoAgTkKcIcUl6J9JIvtyccUeXIkQOCwjJdMK6ghzncXAxzSmEiDota9kN2dFuBREMBrn++uv5+OOPsSyL6667jtNOS39Qb731FpdddhmDBg0CwOfzsXDhwmT7fffdx6JFiwCYPHkys2bNaq9oBkM3EMkY+KYQkFQTia0Oxubg9JNF8DnP4pYQcCcOKH/L4igfETWeCOMJ2A+1qCDi5itJ5Chq2RktgEc+JmBPwWIjDn1pOfWHez2MuK+i5W2wgsYnrxPWk2lUs8iV+4inx3ASKwoPdfpWUHkggpe/E3AeR7MBm0MI6ouaOfoN2dJuBfHQQw+Rl5fHCy+8QGVlJdOnT2f58uXk5eWlnXvQQQfx1FNPpR1/5513WLZsGUuWLAFg6tSpjBw5kuOOOy7tXIOhJxNVx2WcJ4VctP+MljYwJQnI78jljxknTkET4aQ2yaapa3VzrcLBwYNQkMjnZGcwSUXx80Lyzd9iQ0b1IIBDSYb71bk63NOJK92Qnk5UjiXgLMBiPTEOJaSn4aiBQDx1SYCnkr4Ki0p8zqvUqx8T0eOzuI+hKe32QTz33HOce+65AAwaNIihQ4fy6quvtqmPpUuXMmnSJAKBAIFAgEmTJrF06dL2imYwdDmOGkSEryGkvtkLnnhq78CYVvtQUkeu/CFjLqC4kzpAUM9Ma/PKGxTaM+hnn0xfeyIB51GQuEaKqcNT/BEZ74/FdvUwW9TfiHJC2hZV8BPPpNo8fYa7boz7E9bilZfT2mJqGK3FhCgcompnZlpbDabB+im11oM0Wj9IKgdLPiHAkymObIWgCJEvtyRqQxjaQrsVRFVVFfvss0/yc2lpKRs2uGe5rKysZPLkyUydOjVpTgKorq6mrGxnXpPS0lKqq6vbK5rB0C3U61sJcQ5CACEHwUeEU9iuf4/Kon61h/cyOmMhvn21Vj+cnBh34HcWUuBci5d/oWnAoopceYAC53sgdsJGn5uh0GZTbFD5oPOp03fRqC5NOIi9xNgf/G239Ssi5CaczSl3UoPjcQ8Znc8BwoxPbvltCb/zVzKZ5AQLr7TtxdWQhYlp8uTJVFVVuba98cYbWd/oiCOO4JVXXqGgoIB169YxY8YMSkpKGDWq43LWFxe751bpCPr3L+i0vrsKM4au5EZErgd7M+i+5Oj85Lt7a2OQUB6yXWU0VWnvERQVH5N6jVOPbLoLXHZP+fiYvQr/gQqcgcT+jGy9FOwqMtm6lOcAivc6qMmRqxL/Eomw6+5FhZ93v7aFcXlYz17FGqVTzc/iPIRs/18IryQ+6IRcqhCVN5OcvJnkZpEt1dlWDyF3/4/GpjA/jMrb+d33nr+lzHT2GFpVEE3f9N0oKytj/fr1FBUVAfHVwPHHp9dlzc/fOXkPHDiQ8vJy3nvvPUaNGkVpaWmKEqqurqa0tPU3hubU1NTjOLta3Dwz/fsXsHlz5rwtvQEzhu6iD/FJLy53VmOQIRRJekAYgEOAxtg4ws368MmL5GFlMAk0Etr2F+qtkUARyJN41VvkyxxUYlspkEjo52O7cwN2CzLu1ecknIZ5rjEJmes4gOBQ81UYlNsk/iu03ojmS0T64ahShFwIagi6O7ib43eOJo+XMsil2NZwGHZjG55DD6cjxqC1avHFut0mpnHjxrFgQbyEYmVlJR9++CGjR6fnot+0aROSSAOwbds2Vq5cyeDBg5N9LF68mFAoRCgUYvHixZx11lntFc1g6J2oPBrVFa7pKRxKCaux6de0WkCoyaSpFFF9Atv0UzSqy7DZF5v+hDmbbXp+6zt+vEcnzEKp5jLBh1DQohQ6Q5ElAEeVEFMjsfUhiMpvc42FsDorYdJLVVFx09gh2OrwNvVn6IBdTJdccgmzZ89mzJgxaK2ZO3ducrVw9913M2DAAM477zyWL1/O/Pnz8Xg82LZNRUUF5eXlABx//PGceeaZTJgwARFh0qRJjBxpIiINey4hfQGOM4AcuR+LdQg5hJlIUF+eWlozQUyNaKWAULrfIF4L4RL3+IQWUEpRq+9NVIl7lh3u6TDjELwEeCLTlfjkb4TUt9p0v+wFy2G7fpgC59rEdxYvKRplBPX6Z51zz90cJdJiVY1ehTExZcaMoWewS2NIpLtujTx7Lj6eT6lyFy8gVMw2/dTOCO0s0FKNoh6bgWkKKWUMEkKzNR7FrALk2ncR4FFXM5OgCKrLCOrLspZjV7FkDZpN2OyPo/ZOa99j/5aa0ZqJyURSGww9nSwL+zToH+M4/chhQeJIjCjHUa/nZK0cLFlNvjMHiy8Tb+AOQXUBQXWZu8lHBXDY6S+M6hPxO0/iVhNbCBBVJ2Qlx86LQvjkb1iyNl7IR40BldvqZbY6AJsD2nYvQxpGQRgMuwvKImh9j6B8J1nLQVRh1pdr2UihcwmKhkRiwHicQ47EYymC1vda7SPKcTgMQvF5Sk4mwYfNYGIMy1oeSz6m0JkF2GgaEckhT35Frb6TmBqRdT+GXcck6zMYdjeUD0ft2yblABBwHkMRdkmnHYpnhc0m0ExptusHCDMm4bTOiaf95ixq9b3ZlzmVMIXOLDR16MRqRBFE0UihczVKerd5qLdgVhAGgwEgUaktk6Pbi8W/iZHFm7vKo8GaS4PMRrMFh+I2+T8gXk/DLSlfXBbBJ88RVt9sU5+GtmMUhMFgSNDSJO7Ey262BZWLQ+v+Ajcs/psx1YgmhCWZq+UZOg5jYjIYDACE1CSctLxLOwhg03UZUW3KXHJAxXEI4CTSjBs6F6MgDAYDAGE1EZuDUhINxqvcBajXN7U5cK09RNTpZKpNoYCwMplZuwKjIAwGQxzlo1b/jkZ1BTb74VBMhNPZrh9OyabaNbLkUKfvwSEvadpyCCAEqNO/QlSfrpVnD8X4IAwGw06Un5C6gBAXdLckxNSRbNXP4ZfnsWQNthpIRI1r8+4sw65jFITBYOi5qDzCakp3S7HHYkxMBoPBYHDFKAiDwWAwuGIUhMFgMBhcMQrCYDAYDK4YBWEwGAwGV3arXUxaZ5kIrIf13VWYMfQMzBh6BmYMrV+/WxUMMhgMBkPHYUxMBoPBYHDFKAiDwWAwuGIUhMFgMBhcMQrCYDAYDK4YBWEwGAwGV4yCMBgMBoMrRkEYDAaDwRWjIAwGg8HgilEQBoPBYHDFKAgXnn76aSZOnMjhhx/On/70pxbP/ctf/sKYMWMoLy9n7ty5OI7TRVK2TDAY5Oqrr2bMmDGMGzeOl156yfW8t956iyOPPJKKigoqKiqYOnVqF0uaypo1a5g2bRpjx45l2rRpVFZWpp1j2zY33XQT5eXljBkzhoULF3a9oC2QzRjuvfdeTjzxxOT3ftNNN3W9oC1w2223cfrpp3PYYYfx2WefuZ7T059DNmPoyc9h69atzJw5k7FjxzJx4kSuvPJKtmzZknZetr/1XUIMaXz66aeyevVqufbaa+XRRx/NeN7atWtl9OjRUlNTI7Zty8UXXyyLFi3qQkkzc++998qPfvQjERFZs2aNjBo1Surr69POe/PNN2Xy5MldLV5GLrzwQlm8eLGIiCxevFguvPDCtHMWLVokF198sdi2LTU1NTJ69GhZt25dV4uakWzGcM8998gvfvGLrhYta9555x2pqqqS0047TT799FPXc3r6c8hmDD35OWzdulXefPPN5Odf/OIXcv3116edl+1vfVcwKwgXDj30UA4++GC0bvnref755ykvL6eoqAitNVOnTmXp0qVdJGXLPPfcc5x77rkADBo0iKFDh/Lqq692s1QtU1NTw6pVq5gwYQIAEyZMYNWqVWlvTUuXLmXq1KlorSkqKqK8vJxly5Z1h8hpZDuGns6IESMoLS1t8Zye/BwguzH0ZPr27cvxxx+f/HzUUUdRVVWVdl5n/taNgmgH1dXVlJWVJT+XlZVRXV3djRLtpKqqin322Sf5ubS0lA0bNrieW1lZyeTJk5k6dSqLFi3qKhHTqK6upqSkBMuyALAsiwEDBqR9p82/95bG1tVkOwaAZ599lokTJ3LxxRfzz3/+s6tFbTc9+Tm0hd7wHBzHYf78+Zx++ulpbW35rbeV3Srdd7ZMnjzZVRMDvPHGG8kfd0+mtTFkyxFHHMErr7xCQUEB69atY8aMGZSUlDBq1KiOEtXgwrnnnst3v/tdvF4vK1eu5IorrmDp0qX069evu0Xbo+gtz+Hmm28mNzeXCy64oEvvu0cqiI56Sy4tLU2ZpKuqqrpsSdvaGMrKyli/fj1FRUVA/G2v6XJ1B/n5+cn/Dxw4kPLyct57771uURClpaVs3LgR27axLAvbttm0aVPad7rjex8+fDiQ/ibbnWQ7hv79+yf/f9JJJ1FaWsrq1asZOXJkV4u8y/Tk55AtveE53HbbbXz55Zc88MADrmbvbH/ru4IxMbWDsWPHsmLFCrZs2YLjOCxcuJCzzjqru8UCYNy4cSxYsACIm5A+/PBDRo8enXbepk2bkERJkG3btrFy5UoGDx7cpbLuoLi4mCFDhrBkyRIAlixZwpAhQ5J/+DsYN24cCxcuxHEctmzZwooVKxg7dmx3iJxGtmPYuHFj8v+ffPIJ69ev54ADDuhSWdtLT34O2dLTn8Odd97JRx99xH333YfP53M9J9vf+q5gCga5sGTJEm6//XZqa2vxer3k5OTw8MMPc/DBB3P33XczYMAAzjvvPAD+/Oc/M2/ePCD+BjJnzpweYaJqbGxk9uzZfPLJJ2itufbaaykvLwdIGcOf/vQn5s+fj8fjwbZtKioqmDlzZrfJ/cUXXzB79mxqa2spLCzktttu48ADD2TmzJlcddVVDBs2DNu2mTt3LitXrgRg5syZTJs2rdtkbk42Y7juuuv4+OOP0Vrj9Xq56qqrOOWUU7pb9CS33HILy5cv56uvvqJfv3707duXZ599tlc9h2zG0JOfw+rVq5kwYQKDBg0iEAgAsO+++3LfffdRUVHBgw8+SElJSYu/9fZiFITBYDAYXDEmJoPBYDC4YhSEwWAwGFwxCsJgMBgMrhgFYTAYDAZXjIIwGAwGgytGQRgMBoPBFaMgDAaDweCKURAGg8FgcOX/AQHN/FQB9zWhAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels = KMeans(2, random_state=0).fit_predict(X)\n",
"plt.scatter(X[:, 0], X[:, 1], c=labels, s=50, cmap='viridis');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"À contrario, un algorithme comme le [Spectral Clustering](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralClustering.html) est adapté aux classes non convexes :"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/bernard/anaconda3/lib/python3.7/site-packages/sklearn/manifold/_spectral_embedding.py:236: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
" warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import SpectralClustering\n",
"model = SpectralClustering(n_clusters=2, affinity='nearest_neighbors',assign_labels='kmeans')\n",
"labels = model.fit_predict(X)\n",
"plt.scatter(X[:, 0], X[:, 1], c=labels, s=50, cmap='viridis');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On peut l'appliquer aux `iris` :"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/bernard/anaconda3/lib/python3.7/site-packages/sklearn/manifold/_spectral_embedding.py:236: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
" warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
]
},
{
"data": {
"text/plain": [
"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
" 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2,\n",
" 2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2,\n",
" 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = SpectralClustering(n_clusters=3, affinity='nearest_neighbors', assign_labels='kmeans', random_state=42)\n",
"model.fit(iris_features)\n",
"iris_df['label_spectral_clustering']=[order_of_clusters(iris_df['species_id'], model.labels_)[i] for i in model.labels_]\n",
"iris_df['label_spectral_clustering'].values"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f1b92b85390>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 855.05x720 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris_df, hue='label_spectral_clustering',markers=['+','o','d'], vars=iris_features.columns)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[50 0 0]\n",
" [ 0 50 0]\n",
" [ 0 14 36]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f1b9277dc50>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"conf_mat= confusion_matrix(iris_df['species_id'],iris_df['label_spectral_clustering'])\n",
"print(conf_mat)\n",
"sns.heatmap(conf_mat)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On constate que l'algorithme a parfaitement classifié les individus des deux premières espèces d'iris."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7591987071071522"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"metrics.adjusted_rand_score(iris_df['species_id'], iris_df['label_spectral_clustering'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Autres algorithmes de classification non-supervisée\n",
"\n",
"La [documentation de sklearn](https://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html#sphx-glr-auto-examples-cluster-plot-cluster-comparison-py) propose le code suivant pour illustrer le comportement de divers algorithmes de clustering non supervisés."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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