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{
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{
"cell_type": "markdown",
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"source": [
"# Exercices Visualisation Pandas\n",
"\n",
"C'est un exercice rapide pour vous permettre de passer en revue les différentes graphiques que nous avons montrées plus tôt. Utilisez **df3** pour reproduire les tracés suivants. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"df3 = pd.read_csv('df3')\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 500 entries, 0 to 499\nData columns (total 4 columns):\n # Column Non-Null Count Dtype \n--- ------ -------------- ----- \n 0 a 500 non-null float64\n 1 b 500 non-null float64\n 2 c 500 non-null float64\n 3 d 500 non-null float64\ndtypes: float64(4)\nmemory usage: 15.8 KB\n"
]
}
],
"source": [
"df3.info()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" a b c d\n",
"0 0.336272 0.325011 0.001020 0.401402\n",
"1 0.980265 0.831835 0.772288 0.076485\n",
"2 0.480387 0.686839 0.000575 0.746758\n",
"3 0.502106 0.305142 0.768608 0.654685\n",
"4 0.856602 0.171448 0.157971 0.321231"
],
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>a</th>\n <th>b</th>\n <th>c</th>\n <th>d</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0.336272</td>\n <td>0.325011</td>\n <td>0.001020</td>\n <td>0.401402</td>\n </tr>\n <tr>\n <th>1</th>\n <td>0.980265</td>\n <td>0.831835</td>\n <td>0.772288</td>\n <td>0.076485</td>\n </tr>\n <tr>\n <th>2</th>\n <td>0.480387</td>\n <td>0.686839</td>\n <td>0.000575</td>\n <td>0.746758</td>\n </tr>\n <tr>\n <th>3</th>\n <td>0.502106</td>\n <td>0.305142</td>\n <td>0.768608</td>\n <td>0.654685</td>\n </tr>\n <tr>\n <th>4</th>\n <td>0.856602</td>\n <td>0.171448</td>\n <td>0.157971</td>\n <td>0.321231</td>\n </tr>\n </tbody>\n</table>\n</div>"
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],
"source": [
"df3.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Recréez ce nuage de points de b en fonction de a. Notez la couleur et la taille des points. Notez également la taille des chiffres. Voyez si vous pouvez trouver un moyen de l'étirer de la même façon. Si besoin revoyez le notebook Matplotlib...**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:xlabel='a', ylabel='b'>"
]
},
"metadata": {},
"execution_count": 7
},
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"output_type": "display_data",
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df3.plot.scatter('a', 'b', c='r', figsize=(12,3))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b398390>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 864x216 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un histogramme de la colonne 'a'.**"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Frequency'>"
]
},
"metadata": {},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df3['a'].plot.hist()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b4b3410>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ces graphiques sont biens, mais les finitions ne sont pas extras. Utilisez les feuilles de style pour définir le style sur 'ggplot' et refaire le même histogramme qu'au-dessus. Trouvez aussi comment y ajouter des bandes supplémentaires.**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Frequency'>"
]
},
"metadata": {},
"execution_count": 19
},
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"plt.style.use('ggplot')\n",
"df3['a'].plot.hist(bins=20, alpha=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b7e2150>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer une boîte à moustache comparant les colonnes 'a' et 'b'.**"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"metadata": {},
"execution_count": 21
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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},
"metadata": {}
}
],
"source": [
"df3[['a', 'b']].plot.box()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11b908910>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un diagramme d'estimation de la densité du noyau (kde) de la colonne 'd'**"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Density'>"
]
},
"metadata": {},
"execution_count": 25
},
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {}
}
],
"source": [
"df3['d'].plot.kde()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d6e6c90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Déterminez comment augmenter la largeur de la ligne et faire en sorte que le style de ligne soit en pointillés. (Note: En général, on ne trace pas de kde)**"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Density'>"
]
},
"metadata": {},
"execution_count": 36
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
},
"metadata": {}
}
],
"source": [
"df3['d'].plot.kde(lw=5, ls='--')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7d6ed0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Créer un graphique de surface de toutes les colonnes pour les lignes seulement jusqu'à la 30ème.**"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"metadata": {},
"execution_count": 58
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
},
"metadata": {}
}
],
"source": [
"df3.loc[:31].plot.area(alpha=.4)\n",
"# plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a1d7a8110>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Défi Bonus !\n",
"Il est possible que cela vous semble compliqué, référez-vous aux solutions si vous n'arrivez pas à trouver !\n",
"**Remarquez comment la légende de notre figure précédente recouvrait une partie du diagramme. Savez-vous comment afficher la légende à l'extérieur du tracé comme indiqué ci-dessous?**\n",
"\n",
"**Essayez de faire une recherche sur Google pour trouver un bon lien sur stackoverflow à ce sujet. Si vous n'arrivez pas à en trouver, utilisez celui-ci comme indice. - [Lien Stackoverflow.](http://stackoverflow.com/questions/23556153/how-to-put-legend-outside-the-plot-with-pandas)**"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 0 Axes>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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HJw1079690c+SJBltwpbhIiSB3IxRkeJ4EdznvQ1IDxfltgpXAFa2xQAGc9RuSgHKGHROh/+20i6LMhyXFc0yfjYxEe8eSrdL293dxf379/HWW2/h6aefXvt9LxOudOmCeBzHo7mOOI6Rpinq9Tr29vYu+1QrwUkBzfaMjDEry03rwpEXJo/pAlOn00Gj0dj4MWfhsqKymcQsCCEjaSCHImHUIlBKh7JeqtRsUxm4Iday1+NmjZzX0hYPB49NZuTUFwzoyMvIYVYSCFhMYnCKC85nZRbnnYh3C7ULdJ7noVar4eWXX36oxm3nhTEG9+7dw3e/+118//vfx8svv4wf/OAHeOONN3B8fIxOp4M8zxGGIdI0vZI0dtf4nsyMLlLZWUpZmBU4Rt3D+gydkd55gm0QBKMNCjD2Q1pFE3cBaJNZSVlat4ObRdwy6h4uHptgpJSCVBqY8DKaxOSsEYCFk+1FxIVJnLd+78o7kwtcs9lEHMePjJFaGSRJgsPDQ7zxxhtotVoYDAYQQmB3d3f0X71eh+/7YIxdybmNIjO2i5xDcbYRs/few2TUTdKvz5OZTFpKuAwZWF32c8/FJundVct+WyuJy8FjE4yc+gIIgeDzpQBCCSarkosYdW62aJEWlxACWmv0er3K57hIZkQIgWaziVdfffVC69THx8cbs8Fwmm2+72N3dxfNZhO+7xcuNpuaz3rYUEqNZHkcXGC4iFkYV9IsKmW5TdBFw6kulBFGXQbOOXzfx71799DpdFb6ITm4ALipz1drPVLRKAv3HV9Uj+4qVUAeJlYWUY+Pj/GVr3wFrVYLhBA888wz+Nmf/dmp1xhj8LWvfQ3f+ta34Ps+PvOZz+C9733vhZ10EayGmAIlHIzPP0iUAJOxd5IZ58oRg8GgkLgwCdczaLfbaDablc7RNaeLFuxms4lut4tXXnkFH/zgByu9b1mcnJwgjmPs7++f+73yPEeWZajX6ysfrqs6tzEpBTQJxtiFXI+jdddqtbnfOS+lWULFppFlWaneThn4vo9utzuiie/s7Kz8G0rpRiWB8jyfK7WWwUUx6owxeOmll7C7u4snnnhi4+9/lbHyG2KM4dOf/jR++7d/G7/5m7+J//bf/hvu3r079ZpvfetbuH//Pr785S/jV3/1V/F7v/d7F3bCizBS7CZ8ZB8xCVumW86Mczp0y+raTjBznfp9kiQLG8OMMezu7uKNN964kF231hp5nuP4+Hgj7+fosmUavEIIpGl65RiDi2ZTLsoe29lwL8ouXQntIuGGbteZL5qFs5TodDql/JCAcRl0U89AlmVrBaOL2nC4wd+L/h6vIlZ+Q3t7e6MsJwxD3LlzZ67U82d/9mf4yZ/8SRBC8IEPfAD9fv+hN6wt82mYYvP5Wrct0zG4bN25Orq68Criwuh9hin8OjeTK8MsCnb1eh3GGLz44ouV33sV3EM5GAw2QrN2mm1lFpirKj65KONzNiSbHM50VOJF5ST3GV50783O6p2vX+Tgsqtut1spGGwyEJS1jpiFK+NvegPlBn/Xocw/7qjE3Tw8PMSrr76K97///VM/Pz09xbVr10b/Pjg4wOnp6RyV99lnn8Wzzz4LAPjCF74w9TeVTprzub/tdDrwvQA697C7tzv3N5RI+F4A38vh+fZBazabMMbg2rVrODw8hBACjUYD9Xp96fEdPbvq+R8dHSEMw1G5glI6dyxjDE5PTyGEKFXWKAv3nkIIRFG08hpXwV1L0TXMwvM8tNttEELW/s4djo+Pkef5RkscRfcTANy7d6/ws6KUotfrwfM8HBwcbOQcOp0OgiCAUqrw8zTGoNVqIc/zwnNddA3rnEcYhue+Pxz6/T76/T7e8573rKRWu3upVqtBCLGR6xkMBmCMYX9/v1IAIISg3+8jCIJKz+Gq7+Gtt96C7/vY39/fyPU9TigdjJIkwZe+9CX88i//8lxzv2g3V/TFP/PMM3jmmWdG/163ZHTt2rW5vz09PUWaZiAmL8xaslRDa4NWq4eoZoNRnufodrs4OjrCK6+8gqOjIzQajZVZj5QSnU4H9+7dK13OMMbg8PAQSZKM3r9er88dixCCLMvwJ3/yJ/jxH//xUu9dBoeHhzg7O4OUEnfv3j33g+D6T2XIHMYYSCnx+uuvn3tO5uWXX8bR0RH+9t/+2xubQym6n4Bx2XY2U3bmjHfv3t2YEoPTKeScL/w8jTG4f/9+4bkuuoaqODk5mbpHzwtXBSiT6bjnIcsyJEmyketxz1zVrNydwxtvvFFp47Pse3Bu0XEco91ur319t2/fXuvvHnWUyp2llPjSl76Ej33sY/joRz869/uDg4OpD/bk5OShDzjaksqs9sIYhBIwyiHzcYnKMeNOTk5WEhcm4TxmqlA/XZlsFSil2N3dxfHx8UZLnWmajnxkzrvQOIZSWWyKnWSMQZIkODk5uXCBWa31wu/rIujdcRyP2ImL8DBcXzfN9PI8rzLRhzG2sRJoVT8mBzfbtUl6txv8rWLJ8U7CypXXGIPf/d3fxZ07d/BzP/dzha/5yEc+gm984xujfkcURQ89GNlaN1t44zkVBqWmSQzGGNy9e7eSb4sQorLRnht2LbObj6IInHM8//zzG9t5u2O7EtN5sA5DaRML6SQJ4s033zzXe62ClHJOfcHB9Rs32YQuUl6YhSOCXKS00qNAO2aMjdQvzgNjzNo6gs7OYtPBaNWG452MlWW6F154Ad/4xjfw9NNP43Of+xwA4Jd+6ZdGmdAnPvEJ/NiP/Riee+45/Pqv/zo8z8NnPvOZiz3rAlj7CMwpdjtQAjBGkaTT0i6UUvT7fRBCSt8kztemajBKkqRUmYoQgt3dXRwdHeHo6Ag3btwofZxFcLpgmwgKLhhVnWrvdrswxqzdvHV23J7n4fT09EJpzi4YLXr/TSo7K6VKsfMmBX432U90MMY8EoxHSukoC14071cGVa0jZrFJerez5NgSFxZjZTD64R/+YfzhH/7h0tcQQvArv/IrGzupqhirK9OFX7Yt01HoiczIac0NBoPKDVvP8yqVnVzNvGyfIwxD+L6PF154AdevXz/XTTzJCtrEIuqYZFW0y1xpM0mStWVmHHFkZ2cHJycnc8SZTaJICmgSm5ydcsoLqwKr+7zb7faFBKNNZCObgNOGO28wWpfW7bDJYORmrTYxv/W44rFQYHC7WBhqnfQWgDIyNWsE2KCyaNBwGapmGOtkI41GA91u99y9ljRNRzIzm1BFdsGoyoPl5mTOKzKrtUYURWCMXWipzs6tLbYdcPTuTSzeLsiuIsO4TP6iXF9dMLrIodoycBu28wZ7R+teV/DVbdw2USrvdDpTmpRbzOOxCEYjdWXKQJcFI0pAZpLB3d1d3Llzp/IDKIRYadDn4IJBVbgFvN1uV/7b2eO7ntEm/HjcIlw1MzrvQjo5FBpFEU5OTi5sJ79q+HNS2fm8mBXPdcgzBpmPM2lCCDzPu7CByWV9socJSumofH4eOOX4dXs0k9n8eZDn+Wi26LI/20cZj0UwGil2GwLKFl8SpYDBvAjlOjvBMgZ9Dq7XUXWHtim15kk/F/eAnSc7WoehtMq2YxVm7bjDMESWZReWJSySAnJw3/8mAkMRecEYIOn7ODue3jRcpLSSK01uijK/Lpwk0Hl7m27Tte71TNqFnAdVtPneyXgsgpFSCjJXoIQuXfApBciGLnmVQd8kHHmhaorudsLnZfS4urfLjNw5rYt16bLnEft02aXbODg18Flpqk1hlU21Yyae97txzr9zx88Z8lwj7hNIOQ5IjlF3Eaw3F/DXLWttCo5oc95+zXnL0ZtS73bB6CL8rx4nPDbBKJcSAAOlix8kQglgxpJA54Gj95bZ6btexzoP+aYo0W5h3UR5Kc/ztcp857kW11dxfSpCCMIwxNHR0YVYgK9a7F1gP++s0aTz7yTyVCDLFBr1fQx64+u7SGmlVX2yi4RWBJMV1030NjcRjM47TyalHH1X2xLdcjwWwcjaR+ihLt2KzIhS5Plm+gxlBzldGcZBa2DQ81Gm3XHenbCbtXA47wN2HrrseTTdXKlzsv7vjPvO21MrwqrMCNgM28plzZMlHK0JZM4gOEGtFiEZTPtwAbiQa55kXD5MGAP0uyHap+OgSyk91+CrVfFf/R0uwybsQpxr7mWXPq8CHptgZAxADFm6qyMUoIRDyc3spBcZ9E2iaPFVOcegZ9A6W71zOy8LzVkuO7hhvnV31utK8gNjavI6fZYiRWvf90EpvRBWXRkPnE30b5yS+2QJV2YcWZZjZ6cJP2CADkbZvMvINuVLNYnzLt7rQisKJQ1OT8aL/nlVGM5L6548j/NsOJzqwnko6u8UPBbByO7oKDQALuzDlGmNdjadTVBChjf5ZjIjRwZYtrA7j5rJnZFSFEoCSYlK2eRsyTpwVg+2vGN3oeexQHDup+cJRlWvxc2czIJSiiiKNl6qWyYFNAn3OZ7n2EXkhTzlUEpjZ3cHwiOg1EeW2mO43fpFmBVelvqCzBmyTIFinPVSSiub4k3C3febMAlcNxhN6jZeNl3+KuCx+ISklDAagAH40D7i3iDHc0d9KD2Z+gOMCuh8M7u/MtTrJEnm9Ki0ojCg0Gp16u4YdeuyxtI0HfVa4l6Afkecqx5fZMVdFm5XX/Va3C63aNceBAGSJNmobEtZijNj7FzU36K/VZIizwHPswQZ4RH4foR+b5rEcBEadZcZjLQi4GL8jLje5rqBwJk/nnfI1GVo63w2rkS37RWVw+XSZjYEpRRAKIwZ17tTpdGOFU7iHDdqw6Y3BRgjSLPN3ByT1Os7d+4UviaOYxhjRou3MXbBIaAwptx5nGe2xM1a1Gp1pH2KdnuA+i5be2ftyo7rMIPW3dW7UlZR3T0IAhBCcPfuXfzIj/xI5XMqwiopIIdJMsE6n4fT2pvKijKOLJW4edNKQFFKEIYe4jMPgBwdt9frbZxscBlSQEYDSjJrfgn7DBMyziTWYaEC48zovHRq9/kOBoPKgq+dTgeDwaDyQP06MMbg6Ohoox5bm4YQYqmazGMRjKwuHZmaGUqVRm40jgdyFIwoJaDM7sI2gTLU69kdrNEEShkwygAzfviW4Tw74RGTzlAoZSBz2zNalznlbvbzzG5UzSQck67ooXalugcPHmw0GM32G4q+p0nq7zqyRG7YdXKjkmcchOSoN8Y9Bt9nMCaAMT0QMt1H3JQg8WXp0knJIGWOMGzAaI4sU/B9NsqM4jjG7u5u5fd1GcmyrETmFGnsIaonCzUt3Xn0er1KwWiyz/sw2IlHR0eQUj7SckN5ni/V2rzyZTr3EBlDphaLTBsQRnCaTu8UGCMwZnPMlmV0ZTe3MflAKEUhpUIU+aBEIM9W968cC22dkoULRu64jPkgwydvnQB3XrrsOsrTq6jxYRgijuONlepmA7VSBJ3TELObzvMyE2fnz2TOIHONMJxWDOAegeA+4r79zM7bRyxCVfWFNBYYdMfEinWhcoY8M9jZrYMxgTyzb+gC/boZfJnymJIMvY5Cd8nX55RDqn7HvV5v7Xm8dbApq/iLhBBiaeZ25YPRSNxxQpfOGINUG2hj0JbTi16RJNB54BbXol2lIy9M7rC1tMyhRjOEJwIk8epF2e2Eqz4QSqnRl68VhVJA4IfQarzrrIrzPmDrzMmsUjt2pbq333577fOaxKwUkJYMWSrR60z3Dc5LJnDX5e4POSzR7c+4xwoBBEGEQW88K3aePmIRylL2rTKEh7jPcXqcI03OF42kZKCMwPcEOOOjAV8nCbTOZ1vWOkJrWyofdH3bcy6AUw6pyj51mpLbQdfyeCyCkTEGhNJRZpQbA6UNCAMGWkGZaRIDsNnMaBH1Oo5jxHE8NRujFAMhQBAKeJ5AnpUz8yOEVJYFmqS3akVhNOAJH0pjrcly59h6HvaY+7zKBtYy9gqUUoRhiPv37699XpOYlQLSmkBpTHlhOazLTJxlCBptMyPGCHx/utRiB3wFlPJH/3Zq85tCmczISRTFA4osy7C7cwu9zvobE60IlAS4sD0jxhmUtJ8xGTJf16kGOO3EVYFVKwJCKTzRQLez+J6uWlp29/dkr3iL1bjyPSOllM1KDAelQ1q3MpDKIBIUnUyhNZA4qNmbglAAGyzTuZut1WrN1bbddP3kDakUBWUGlBIIj0NJBmD54s4YgxCicllmUkJHKQpKDRgXUIqvZbJX9iFfBlfaarfbC0kfk1ikUDCLMAxxcnKCfr9/7obx7LyN1hTQZsh+nNeKW2dmy9lGuOPkGUeWSdQX+F0Jj4DAh5QpOLfzdJsMRm5IdNHiaQwQ9wIkMaC1wrvf/S4M+kD/QQBjkpV9zyI4SvfB3h4IBThjUxYv67I+J1Xql8FoAsY09vYaeHDYRaOZFvaOGGOI4xhpmpYSXXWvvUyo7zwH09mcUzRp7oH99Q9v7P2KcOUzoxHziTA4z/FUaShlUA8YCCc4GozLK5QQmCFrZxNYVjKZnSHRmkArM6KfC48CKLdzWofEkGXZ8AEKoBUFE2T0wK+jE3eegVcH5yFVNhCWtVdwfZdNlOpmabxGExDKADO/d3NkkKosJscQdP2fPLMlqoOD3cLXC4/AF9FIGsj1ETdFx15GaNEaGHQDJAMDQOFd73oajDH4PgFjIdJ4vYfJUroNGjv1oR4dm7J4WXfw1fXilgUOY+wmg1KCqM6G2VHxa+v1OqSU+Pa3v12qmvAo2IubzhmQpRv7r2xg+yf/5J/gmWeewcc+9jH8h//wHyqd82MRjOwOk48a85k2yI1BI2TwBcHJBImBDMVStdzM4KsrmczujqWUc7s6LSnyXCEILVOKcwqYasGoSonMEQUo8aCUgi8EuKAwmq+163SLX1V2kJLT2+YqGnXO/mLVjpQxhiiKcO/evUrnVoTZBV4rYgV2CzLqdbXi3O45CAIoRSBzAiEoKF2kEk4QhsFIGkgIAa31RkkbSqm571ZrgkE3RBJrUEbw1FNPjzYjwiOohfWlBIBFsCMODIyPe2bWb2x8/HUlgeI4hlJqKbPMaGJJMUyAc4K9vcbC3pHnebh16xZarRaee+45HB4eLj1+p9OBlPIdaS/+b//tv8Wzzz6Lr3/96/i93/u9SkohVz4Y2Sa9LUUxOg5GSht4giDyGDpyTC6gFGCMI9+QJBBQvLgWuXc65YVGPRz+nSVTyHz1uQghoJSqlB25UoEeMunCqGZLmWY9k711BgnzjKHbCiCzabHPVTJKDi67LJONBUGAfr9/7oHQyWDkdtCEMBRVtddVdnbnyBiDTDmyVM3RtE/THK0JFZFJaSDXR9wUicFd8zTzk2DQCRAPFDzfw1NPPTX1PRBCENUEtAwrVxqUpJBSIwgmVRfIVMB3mVHVHuWsFmQRtCZQUsEL7L3ssqNOq/j1nHPcunULSin85V/+JV599dVCRuhgMECSJO9YxYV//+//PT7+8Y/jZ37mZ/DWW2/hlVdeKf23V/4TG4ukUlBmF4tUaVBCwBlFwAn6SkEbx9IhYJQjK0GpLgshxMgzyMGVl6bJCxSAHqXvtvbvIYnLSc8YYyotPlmWjfpFSsHSySlgMM6MqjzorkxXZcZI5QxJIjGYuEbOOZRSK8uEVSfwwzCE1vpcpbpZKSC3g2aMAqBQavq+cUGhCtPRkRcIIaPZIgODZnO6X/RqN8W3D8d9IeERUOIhS81o4HpT9O7ZPpmSFINuiHggUauFuP3EE4V/5w1LdfGgWsBQw37R7s7u6Gc2KZwORrNCv6vghrJXsgI1hVYGoTfeGO7tNRD3lzPrbty4gTAM8cILL+D555+fO7dWq4U4jt+RxIX//b//N77xjW/gj/7oj/A//sf/wI/+6I9Wen6vfDBSSsHApdxD9QVtwIb3YsApJDFoJ8Od3zAz2tTgK1BMvY7jeM6aWys6XNQsGKcQwkeWl2PUVXFKdSU1Ywy0skxDzxP2gTfjocIqfaMyg4SzsNkgmSrVlTWmq9oTYYwhDMNzBaNZVpnWBFIqeIEApxz5zLro6N1VynSTowBW/scgmGHQKWOQKI173Qyd1H4GQhD4QQ2Drl0ti8rD62IyAMucYtANEPczNHcaIzWIIgiPoBbV0e9We56k5CAwCKMJCSBKAIwtXiillUcQnLr7qg2T1gTaAF4wznajOoMvmguzI4ednR0cHBzgjTfewLe//e2p+/js7AxSynekvXin08Hu7i6iKMJLL72EP//zP6/091c+GDn1BaPNqN6dKT1i1oWCAhw46tsHmlKAMjqikG4CRdTrWfKClT2ZVi5gjMDzGFQJerdr/JfdgbsFz9K6ySgI2jkrNjIZrMLIqjpj5PoCnAnImWBECFm5q3elzio9qiiK0Ov11mYzzUoBaU2hNRAGPhizHkOzqCqmOUleyDOBLJM4uLY/9ZpYakhlILnBa2373pRZaaA880bH3ZRGnQv6ShLEvQCDQYr9gz1cu3aw9O+sBXy1Up3WgMwtpXsSlFmiiBMyHkl7Vfhs3TjFqlKy1hQwdoPmwDnB7l59aXbkEIYhbt26hbOzMzz33HM4OjpClmXvaO+in/7pn4aUEj/1Uz+FL3zhC/hbf+tvVfr7x4LaTWDLHVwMg5E2o5vBYxSeR3Gc5vgAQhACMEY3mhk56rXLWopmY2ypTCEM61M/55zBGAFgdaO2CgPOlQ0F95DF4websmFmqO1i2+v1cHCwfMFxqNpMtn0BBSFqkGoAR4suS1V3IrNV5PeDIIDWGvfu3cO73/3uSucLzEsBGU1gNBBGHPEAyAtEdqvOw/T7fSRJgnq9gbjLQKme20kPpEYmDYKA4O4gxYdg6eqez2BMCGN6EEKg2+1uRI9sHIwYkljiYP8a9vbKyd94PgFnIeLBAFFt9XOlco48V2jMlCUpsyV0mSt4Hh3Zj1fJ/gaDAYwxK4ORZUjO/zyqM/itJjqtI+zsz/9+Eq6PdHx8jL/8y7/EnTt3CkkglwHS3Ns4tXsVfN/Hf/yP/3HtY1z+p3ZOOCkgYwi4oMi1htQGjI63aZGg6KZ2R2uH6ShsbXqzfSO3Sy0iL2jFIHOD2rXphZUxDBl1qxcUzjna7XYpEU/HQovCXShlRosdowSMCShps7ayFGs3z1Wlx6Qkg8wVGvUQvT7H5DWW2dU7kkOV+jvnHGEY4q233lo7GE1mY1pRwGh4HgdjGklBSdUJl5bpp8VxjNPTU9svUj7yXKJWq8+9biAVMmVwY1/g/nGOXiZR9ziEkwYadEbn2O128cSCnk4ZaK1HzXhjCJQ2aDTKbwBcqa7bOUVUYsRL5gxKauzMBCM27OfmGYDaeCatSvZX9rVaE1BW9F0S7O7W7dzRboJVPARKKa5fv452u43XX399VKa6bFz0TNBF4LEo0xkQGGPAGUWqLJOO8fEOLRAUPaWnSAybHHwFpqnXRbMxStrZplndMTZk1M02xhcdo0yvBRiXNggEpNSjQVBKAc44lGKVyjxu4LUKS0gpW/P3A4HZfU/ZYLROuSMMw5F8f1XMSQFpAsLIsDfECm0/ylq5G2Pw9ttvo9/vIwgC5BlHnmlcO5jfdQ6UBqPAXsShuMFrLXstI2mgPpkauD4PJvtkWlMQjKsMZUAIQVjjMGp1qc4YJwGEuU0GZVZ1QQ2rFk6Foco9WiZLNMZmRovu5ajO4HsNdFulDgtCCHZ3d3FwcIAoit6RJbpN4EoHI2PMUJdumBlxjkzbWrsz2QOAkFPk0KNGMCGA2aAkEDBNvXZqzJOlF6u8MP8AMAZw5pXS+HLBqMzi48gGWlFobRBFYxsNzhmUJJV6HesMvCrJQDkDZwTGTP+dE01cRFDQWq9tXOdKdevIA81LAdHxHMwCXUNnsrhqk3B6eoperwetNQQPkGc2m2d8/l4cSA1OCQSjaEYMb8XDzYWTBsp9MGY3FJsKRpRSW75aYy31fArGopWsOufq6hdku3bsYjrgVxl8LTKyLMJIOb/gcwfG2VHcD1BBzxdBEKCxQEFji9W40sHIPUQAHXmgpEMpIN8bX1rAKQybJjHAVLt055K6CJOaa24nNyIvmHkmnQNjBFx4yEoEo7KLz6RQpJUBwmiYkhACximMrjZrNOpBlSyZWd0xA8G5bUyDTWV/yzT9gOJSZ1kIIeB53loDsJMUZ7eDZqNgBBRVth3NetmsUZZlePDgAfr9Pur1+lD+R2FnZz4rUtrY8YThpe+EHG2pMMhtqXksDWQ24vrqSrA2MyIgBffpKggB1Go19Fdo1cmcIU8lGhOUbgerwkCnJIGqDL66jeAqcdLRjJFYPJQa1RkCb/Hc0Rabx5UORuOHiI12c5k2kMbA98YPhccIPI/ixGVGQwppFQw6IeL+4tKFo16fnJyMPYSG0EPyQtFEtitX5CXo3Y5GvGoHPiuQOjvVb4NDNcdXVwIpG4yUpJC5Qq1WHzrsTtOiVzHqHEV33Waw7/trGRJOBiOtyZS2IGWYy/AAu2CuCkb37t1Dv98f3Sd5ZrOpnZ2CfpHSyJUBG2b3TZ9BC4PXh6w64RF4IkS/pzfCqJvskxlNQNdIjSyrjkOraOmmTUkGDaBeLw4YhBKATGdGZe/ROI6XWo04GG2rBcvo15wT7OzWkVTMjrZYH1c6GLmSCsG0Lh2BHXh1IIQg8ija+TgzIgUDjIvgrKCPD+XCB81Rr09OTubKWUpSyEwVNqpdLwK6nKpBmZ3w2EGUQSkDMVOOcDt8W59frYoNYDQJX3bgVSl77Ho9tIPGM7Rop+m3KBg5u/R1JVWKBpHLYFKV3Ch7jzgVbVemK7pvljEd2+022u028jxHFEXDQA34vleY+Q2kQpYb+MGYEVoPGd7s22DEmO2LpTEflTvXtT531yylBGcCWpu11QM8n4LzEIN+8UPiXI55QbnawVYtxsHEaf+VQRnlBWA4Y6QJgmB50KoNs6OyvaMtzocrH4zGmdFQsVsb8IKrCrglMRhjRmWrPCvXj3Dqwh6rD8Uii+EWwDRNp3ZnSlFoA9RqxQsrY4ApEOFcdIxVjdosy5AkCTgLIaVCEE7vABm1BoNlG+9A9RkjJSkIHQ/aMiagJ2jRq7yAJuVy1oHTbqvaT5lc+PSwt+Aka0ZSUgX3zSJ6t1IK9+7dQ6/XG7Gs8owjTSUO9ou5wwOpkWuNmj++9p2AoyUV4tyW04KAwSgfnK/ndTV7zVprEGqDkbemegAXQD2qYdAtXlZkbmeIwnAx5Y7OqOpTSkf9w2XIsqx0OU9rUor+zTjBzl713tE7FW+88QZ+8id/cu2/X7kCfvWrX8Vzzz2HnZ0dfOlLX5r7/Xe/+1188YtfHFnJfvSjH8WnPvWptU+oCpx5HKMNQDv7CD2c5J6GJTEYdFOFgDIwNtSEK+F9JXMOYyR2dvbQ63ax6FlydgJpmmJnZ2f0c1sqUwtFMC3zT5SS4p/stewvWMychL4nfChlUKtNU00ps5khMfZgg8FgpbVzlVmW8bDr8HjUqk0k6fQitcwn5jw7fcAGI1c2XWRzPAtHcR6X6SwbMAiHmREjYIwjywyCmfvGWToYY6aCtusTOZM2AENFDI2oVnzzjcgLYvx5NX2Gu9zgjU6K/+sggvAIGPGhtd2InZyc4Pr166U/n0mMArCxmaBXX089gBCCMOJod0IYM5i7l5VkyHOFWzcXN/kpI8BQVd/OBNqbKEmSpcHDKZ6UKesaTUFZuehSqzEEfgPdVrJy7uhRwnNvddGKN6PoDgC7IceH71wsOWPlN/fxj38cn/zkJ/GVr3xl4Ws++MEP4vOf//xGT6wMnAcLI3xcptOmcEEPBIVhBkeDHO9q2mCk1OrMSCsCmQOexxDWBDq9cGHQcGw3m30NhyaH5AXKFh+LMdtTyVINP1ierLr+xdnZ2dJgRCmFUQxG6zmzNrvDF5CalfI1MsZUCkZKDntk4dgMTnAG3Z8PRoPBYI4ynmXZua0RKKXwfb9SZuQybQejrU6F20RYWrxAWvBRMMagtUaSJKMG+mAwwMnJCZIkQbM5HiDVmowUQoowKNhQ+ZyiFjK82ctsMBpKA6X9U3DOcXp6unYwmiQvKGXge+vrqtlSXYRBr49aY/oaZM5AiIQfLC69UgpQ2AzKDb6W0Sh0thFlvKxWff6TYMPe0YMHXTR3k8JB2UcRrVgiLbG+VXm/MpBS4p/9s3+Gv/qrv8L73vc+/Lt/9+9Kz12t/Gh/5Ed+BPX6fK/jUYCt72NYpqPIh2rdRTeMz+xO8ziRoASgjEGWkARyJbpGfWckCrmIhu2ylkk1X6uYreGJxbs6xgg495GWEEwtw6ibVOtmBfV5Sgk4E1C5fb9VE+6zEjmroKT9zOq18U6KMgKQ+VkjrfVcqa6sOdoqVGWaFenSTd5Lzo1Uy8VWEi6wG2Pw1ltvYTAYjGzR7c9dply8GEptkEo7YzSL3YDjTEpkWo+lgXLv3EZ7LvAbTQBD4Pnrz8Jzx6rrTV+Ac3UVK+aXrFwXh5JjtY4yKgxuxm8leWHIkCQVokpUG84dLXGD3cLi5Zdfxqc//Wn8z//5P9FoNPC1r32t9N9uJM6/+OKL+NznPod/82/+Dd58881NvGUpWCkgwBir0p0N1Rd4wZNMCEHkWxIDoQAj5SSBZG4zqJ3durWkCOroLSjPc86xs7MzRS1VQ/uGIvKCA+OAJwSyrNziu8xy2mWL1vqgeMrcSQIpyUpZKrsZo7I9I6Ws7lcUTdoDANDzwaio35EkyUpztDIQQoyUKMqdt5oin9igMU2E4ZyOpJQm4diBjlF3fHyMfr8PrfXUdYwYerw4+xhIZe9hMf9ZN30GyQxeb9nNhudTQIdgrJo23ixcMNKaAOe0yralOgbMDMCON3XLJYYIJcO+nN3QOUmgVcG2LKPQGJv98QobHc4JdnZq1u9oG4+W4s6dO/joRz8KAPjUpz6F//N//k/pvz23HNB73vMefPWrX0UQBHjuuefwW7/1W/jyl79c+Npnn30Wzz77LADgC1/4Aq5du7bWMTnnuHbtGk5OTqxRnfTAuQ8ehKAsQ9RkhdTRfclwNEhQr9cR91MkeYB6fXHGojWQDTzUavmozKKkj+TtBmo1FJbqZofe+oaB0hw3bh7MT5xTNso6k4FAehqiXl+9EKRpin6/X/j5uen+KFRQmUCj4c1ltsYY9DsUsh/A92sghCz9Lk5PT+F5dgc++16U0rmf5bFAGMnp0pTM4LUD1OvjW84RDLTWU8dvt9vwPA97e3vnmmZ3Mj0All6fu59cUzuKIgRBhKQnwBiZur40TtEbRKjXp8/LGIOzszNorVGv1/HGG29Aa42bN29OlyBTgj4z2N3dK6w4dPoJDEmxuz9/b9YB7CfAg4HBj9XrEFyh3RpA0xBZFq/9PIVhiDAM4fEIfpCfuxLiCY1OK4GWGjt7Q8kiycFohtt3bi7MeCllaDZq6LQ0JELUh72rVqsFxtjC60uSxN7zUbTy3POcYMAJoqhe6TqFUOj1Y0B1UN9dHMiKnociNJvNtb+vRxmzz2uV5/fcwWiyHvjhD38Yv//7v49OpzO1EDk888wzeOaZZ0b/Pj4+XuuY165dw/HxMc7OzhAPEhAdIww4zro9xEmCqCbQ682XvEwu0c9T3D/rQGVAni+fms9Tjm4nQ1Svj16ntIaWDKcnrRH1dhn63QBKqRFVeRL1iffNc4UsRanZGCkler0e7t69Ozcr0Wq10Gq1kKUUWRxjby8sfE+lJdJEwtAccRwv/S6Ojo7QarVGitiLrgGw5ZjBIIDW07p3SaqRZRrdbm8qiDv/oSeffHL0s8PDQyRJcm57BK018jzHyy+/vLT57e6no6MjdDqd4VAqEMcefBFMXUeWK2SZRq83vxPXWuPo6Ajf+c53cHR0VLijzxKOOCbY2y2WdTruJhgkGYgBer35jC4gEvcHOc46XXBie3+dtgIPcrz11luVs0kpJdrttnVHpSlyuVpJYhVsUBc4OcrARAJjgF43gjZyaQZTr9cxiPtQSmKQZOj1bMaW5znOzs4W3qOtVgunp6ej52IZ8pQhjimiqF75OqMgxIP7JwCLFxKNZp+HRTDGrL3+3b59e62/exi4e/cu/vRP/xQ//uM/jv/8n//zKEsqg3OX6Vqt1mgu4+WXX4bW+qFJYthyFIHWlq2VKQOppwdeJ+GUGI57uTWZW6FPJ3MGKTX2dseBVXgEQbi4VDeJZcoLs7C+gLxUGcARJYpmdFzQ4ywcMumKFyfbsxCjOY7Jxv0sXJmuDFNJDa3VZxvJlAGMsjkLhtmhTa31uUpOU8cckhjKGtAppYZGemzCx2g62FNKAL2AFTnsv3U6HeR5XjhUqTWF0Rgx9GZhmXQoLDUDQMNnyJnBW510JA1kVbzLUfRn4cRvLYWarBQGLQNCCIKIwehgaJ1i+6ZlAqUthTJoXX7w1ZEXyngIaU2hFRAE1UuRUZ2BkRqSzbh2PJb4wAc+gP/0n/4TfuqnfgpnZ2f45V/+5dJ/u3J1+Z3f+R1873vfQ7fbxa/92q/hF37hF0Y15k984hP45je/ia9//etgjMHzPHz2s599aEKBUkrrO2IMBPeQKg2AQBQNGgEIOAEXBMeJxPW6wDIVBmNsMGJ8uoZOKUGt7qN/GABYvmg6dlIZ0UnGCCjEiEW0DJNGezdv3pz6XZqmQ3qxACF6YUbg5jncrFEcxwvLC27GqMz3qhSDkgaNxkwwogSUechTg8k1yRnTOUr0pA/TJlCFxOAYg4SQoRMomVu0KLWEGSU12Mx95vpvkzNFs9CKgtDFZJCBVOBLrj0SDGFA8Xo3xbt3A0vxpjVofYRerzdnXb4K440IgdYGbMH4wSxOU4mjJMcPNYNCxQbfp/BEDb1uD55nB56vHZQrS41njdyQ+nJJILeZKUfrJjAwK4kURfB8gmZjB+1WF2H0aA8e7YZ849TuVXj66afxx3/8x2sfY+URPvvZzy79/Sc/+Ul88pOfXPsE1sXIzoAyaAlwRpDlxQOvDlaJgaE9sCSGZfp0apgVBbMDJQA8j4CSAGmSLC3VaWUlcXZK+MI4jbo0USuDEaUUQojCQcdJgdRlPVpnskdp+WBUBnbYVU2ZlgEAo4BgHHJmTeGcQ0qJNE0RBMHIeO68TDoH5/mTZdnKIcdJLTw3GDlLi2fDAd4sM5h9PoUQIxbgooXRkkqKP8tca2TKrMxOdkKO44GE0gZCEAR+A50Yaw2+jvybiLDECV5OCeT1Xoq3OimoBn5ob/4Z4YKgVovQ6nBQwkCgFs5VzYKO5LrsYsoYW7ihqOpWbIVvq6nPOxBCUG8KtDsR0qRbqkx/WbjomaCLwBVhzc9jRMMFBQwBFwypHju8LkLIKbpKDRfjxZJA+ZD9s7+3M/c7zycIgzr6i6XIAFiKs1IG9drq8gHjsEZ4JVxfgXFGMQk3j7GKPgy4wVcGY8gUC6wIZWeMxmXJ+UBi7d7pyB7AYdKTB8DIfmNTts2e55VWOp+UAtLKzqIsosU7ttckwjDE7du3F2ZFY+HV4u9lIDVyabAqHjR9hoxovN1NwTgQhRGUWo/e7SwzKBVW+mhFwAaATibRyxUyGPzVyQB9WVziDUMOo0PI3LIQlyHXZsLiBVMqDG6Gq2j2zM2kld0saV0uw18E3yeo13bRaV3ZpfORxZX9RF19305r21JYqszKCwoERWo0EqWHrpLzTRpjrBsloSgc0HOluixdXgPXigIEK3fk7j2Fx6HzchmB00KbtFhwvR09pJMH/uIF3c7MCGhJlg6+Oqp4GYx6Aws+M8bn/YBcMHK7erfL3VRm5EqaZZrF01JAtDBDcTYHRTNqTuJo0WI3si5gi2jdGpnSCILl1x4JCj+geK1rs2DhMVB4a/XaHJ2dUQGtUaqvcy/OMUgU3nXdg/IN/uxev9Dqw/MJPBEhiTNES4ZRU6XxrZMeXji1mys6I2TsNgRFGZCzaykrqGsqDLwWgVCCxo4PnUeFa8cW6+NKByM7Z8QAQqBBFg68TiIckhjOEglCGfKCG8ou5mbpLtHzCRgJlurbqeHQaVlwQYcW5CVeOxwYncyOnFo3IQJSKkRLbDettI1APvQ1WlTqmB0EXQal7OR8o15cImCMzJFGZod4zysDNIuySgyTbqeAs6UuCDjOD6qEyvr8MewmIVyw4A+khtJAFC5/b0IIdiOOoyyHMsaSQ4i/VjAaiQ0TDqPNyoHXTGmcpBKcUdQijqcPfNzPMrzemT82FwT1WoQkVtjZKS5Va2PwfDtGayDx4qHdEBEnZCzt9zHZ15xFNfICbF/snBudICSIwiY6rUe3THcVcWWDkVMaZoyDEiB1duN8+Q3icwLGCc7S3EriFGz6ZcaQZnJpM9jzCHy/jl67OBhpRaCVAatggTC2IF+NIkadY9IxGkArIIwWB1M6saguEvkEpu0oVkFJZ+S3jME3/3k4l9xlZnvnQRkSw1h0lyxdtEZ+UGs4Bbt7IoiKF07n7rqojDeJps+QEo37vQyMElDmI8vyymaErsRle2SY6/XN4kGSY5Aq1Gv2HHcCjuYOw7dP+ojlfOmyviNw89b1he/7g26C01iirzVS4gZdh4K0uSvbLR58dT8rE2CMplbFfokaShlQSrCzGyJLwq2A6gZxZYPRaFp+qEuXKQOlUDi5PglKCGo+Q0srMGppnrPIcw5igNqShitlBLWahywrXniVshTnaIXR1yQYG1oUFDzUs3CGbmdnZ6OfOeViRn0QRpaWLmzvg0GroUPuAupsnuelTfW0ZOCcLgxclKHQ7t1lZucx1FuGSTX1RZh2O3X+U8VBwxIQqrOxtKbQGggX0LpjqUpn0jVBIXyK1zoZKAM48yGlquxtNJYCWt5jBGwWcz/OYQzQaI6v/8kdDxk3+NbhfKnX8wiu39gtfL/7cYb7gxxQwP4+RzLsG1FKrFZjNs6MCCFz1+bIC1X6RUqpleZ7ZRCEFL7fQKe1LdVtClc2GI1YQNTW6K0UkIa3IhgBluLdlRqUsSlXSQBQTkPLW73Y+AEDQVBYO7aGekC9vlq40cEytTykJSpVhBB4njdFPHCmfsbwUrtrm0XykbVz0a66rKmeVkMa+wIrZ2CYGRk2N0vFOUee5yPF8/PKAM3CkRiWzRtNuZ0Or2XRebCZBntZaGW17orU27Mhk46VXFgJIdiLGI7SbGjVUYPMTeVB4UldulV7gLNUIs4UQn86cAlGcefAx904w91uuVJhN1d4pZsiTTUObnIrZEyBbqJGQr7OcsSZFy7SMCwLuxkgCEo826vAhhJBST/YSgRtCOf/Vi4J4yFNYst0yiDXBsEKWjRg+0bHRkITzAUjmVs76IOD1Xrxnk8QeDX0Om3sHkwvIlafTY+8cCaRa43Xuin+ejjNumKcwBM+0lQjqq++jtmB0TRNoTVAzPKg4GCDAy9UnB6d65BJt6oM4jLBZnOefTg+nhXBnJ2lchp1p6enyPO8lPJyFUySGBbZSbgSoe3FLR+MdOVGZ3NQFlpTMFq8co2YdBVIhE2f4wg5ztIcgVeDVpaVWEW92z1H2qwWD70X54hzjScO5jO7vYDhrMnwreMerkcC/pJB70xrPN+OMUgU9vYYPEEhYQBm0E4Umj4DYxRJNv5wiwZfK5MXlC1FCn997b1JRDUGIerodRI0dh6t/tGDt1OkyeZqiH5AcfP2ZjeJs7jSmRFghQ8x7BkRYMoDZhECQaGZQT/XmB18lRkbqkisXhAZI6jVA6TJ/MOpJQVdQGe9N8jxeifFm+3psgOlVtVYVmDUud2hk76xlhcKgb+6FOFcNZc1iMvOGCnphl0Xy8U7+3E5Q4t2WVe/3y89XFsFZUgMrgdpTfns8WdnjEbvx8Y2B2UxUoteOOxqmXThCibdJGoeBfcJXuum8IMAxvClFP35czLDeT1Aq+UOrwOp0EolfE7gFTxjhBA8teshphp/ebg4O9PG4MV2gk4sUQspakOtQo9RUEbRyZQVS+V0inlZNPgax3GlMQBL68bGysBCEOw0Gxh0vUcuO0oTDaWwsf/KBDanvPDxj38cn/nMZyqf85XOjAghgLEPQqYMeEnKZsApmCDoZBJNcADD3aEmkLn13il7w/oBAzEBpOyCc2c9YL/Aokl6bQwexDnaqcJJP8eNiZKBo+manoAb+FuGSaO9MAyH7EIBqczSfpcDZQQGFJSOZfpnPZIWle9mMR52XUKaYAScC2S5wWTIYsx+3lXq/1WxisQwKQWUDQcjF8FleDI3KMHaBzCmdXNRHGxiaQk40Qo/q6nzIAS7NY4HpxIf2uWgtBqjzl0zgSWeLGvs349zDDKN/b3FwdJjFLcPfLz6IMVTAx+3Cgg0b/RSnMY5PEawdzDOUKyZIEGn7wZdCYhhcM+mKyVPoqobsNEUjK62aamCWp2h1aoh7rcQPZpOOw8Fzz//PH7nd34H//W//lccHBxM9bLL4spnRlqbYc/IFMqSFIESgshn6Ck7pzR6z9w6UdYa5e8qzx+y6ia8TrRilsIbzmcJZ6lEnCvk1KBTMExKKzLqAKtynabpMHAIwABBuDqltvbrfDT4OjtrZIwpZb9QVoPPzejM0qJd/8v1vC4CjsSwjMLuzsX6GC0ZGB4OvmYlbeuBYfN8yexXXyoIWn0GpuExxNDoSwlGvErU+LEUEINSemFfUGmDwzgHA1CvLd+/HoQcQZ3izx/0kM9QzY6THHf7GaQE9m/MHysUHLF2jDoCM7FXng1GVZUXAOdPtWFyjEfQbDTRbW9mLu6q4o//+I/xD//hP8TBwQEAVJalAq5wMLLlBaunxRlDpnSl+n3ICQZaTzWiZWZLTXu7i/ses2CMoFYLkMXjh8sOfxZnJ/eHdfdanWJQoP7A2LgfsfrYVluu1WqN2GKchYXKAYAdLswmjkmHDrN5OrZMn4Qr/63CWAhzebmEUgLG6FyfDsCI0Ve2/l8Vq0gMjsW3qpwGDD83waFk+RtOa0toKZKXAmxmtM4wZsNnoD5wv59WzoxGihOGwSizMFAeJjniTCNYMf8E2GD+9J6PHtH4ztE4Ex1IhZc7CeJU4+A6KyTYeIwi1vbGt+2r8fEopVMD2I55WZ5JZzeuRf5e5wEhBLWGAEWtFPHocYXTljwPrmQw0loPSwzDWjxlyPVqTa9JBJwiMRrK2KamMbbvwXixnM0y+AEDTAgpnZSMU2aezk5iqXGWSviMIvIo4gKlbMYATgWSEjVal1H0er2hwKgGJV6h9pk2Bn91NsB3T8d9IUpt2UzJ4gaxU3RY9XloN+xaQq2dL5jREUIM6dQX0yR1VPiTk5PC37typCuniRWsQM4odAmnYAetbCmsiBSRKo1Mm6VaggvPhRCEHkVPKTDqI8/Kz2o5KSBCOLQh8Bb0q+7HOTKpsbtXbqMQcIonDjy83EtwHOeQ2g629hKF3R0O3y8+js8pEj2eNZqVBALGQ9GOvFDWCNDNGHli8/eXHxDU6zvonD1aJIaHiY997GP4f/6f/wenp6cA8M4p041q3YRCaw1DGVSJgddJBJxCMo1UUuS5HpboNKKC0toqeD6B79Uw6Jrh+VEwPp+dPIgzDFKNepPCYxSJNlAzKRDj1oI8i8s1x92Mjt0Rk4W1/6MkRy9T+MFUMAI4Y8hzsjQYreqfrRp2nYSzrphFvV7Hk08+eWGZEaUUnuctJDGMWGXDctqqRcsG1fLn6uwZiq7PMenEAuuTVfAYRWw0hAiR57r0rJHLNBgVI2PBWbQziW6mEHq01LiAw7WIQ9QI/uxBDy91YrRiiSigaDSX9Jw4hYRGnM9rRzqSjcv8qigvAG7GaHX2vg4IIWg0PWhZq1S6fZzwwz/8w/jsZz+Ln//5n8fHP/5x/Kt/9a8qv8eVJDCMRVIZtDEwjENmppKKbsApiCCIM6usTRAizxSeeGK1wvYsOLesutMzgcaOGvZPpm9KbQwOkxyUAPU6h0okDNXoJhK74XhxZmwogpqWF0ztdruI49juvqVEc2e656WNwd1+hk6ikHODfq5QE2ysFxcz+BOuqA5u4HXVA2/ty8uxlOgCtXSn63aRWERicJk2MNxBa4NwQTnNYawmUa4hbhQFWULrzqTGTrje9QtKkBgNz4vQ6dtZozJZqusZMe4tlNG6H+eIM4WbBT2eZaDDct2Lb8fgHQJGCHb3ly83HiMwFOgkCruC2xJyZsDCaRWGg4MDxHEMQorL0UUwI7r+xSx5fkAQRU0cPzhBs3q75ALOh26c2r0Kv/iLv4hf/MVfXPsYVzwY2XKYJhRS52hW8ChhlMD3CdIugcytgjVli/1/VsEPOIwJIGUCKeen909SiUGuEfg2YHqMwjCNVqKmghEhBJ7P0O1zAKtvJicLlGXZ6IGrz/SqjhOJfqYQBQT9HDjq5agNWVGM0RG92+2U3e7dzd4sCxKW+mnASsw1AevP6IyOJymMIeCiOivKDQnP7qgn9fe0JjAa8FYsWrNlpGUwxmVGC2jdSsHAIPTXK1QIRnAGDU8EMIah0+ng1q1bK/9uRNoAAyXz91qqNE6SHIIRBAtKa8sQCYYnr/nonkrcuhWs7In5nAIMaKcK+74YzaQFIRupMPT7/dFMXBUssgTZFCgl2NsPcfggwKCXI6pfrk7QRc8EXQSuZJlupCNG7TS/pAS5RqmB10kEgiIjBHnmQeZ6qcr1KngegefV0G0RSKnnvIHuDzIkmcbOrpurIOCcoJMV9Y2KS1lF4JxP6HZ5AMyUarYxBncHKZJc48aBBy4IjiZMt+z6yEY1+cnMwXkjLWtMynzo7LpElHUS1rqCQsn1yhnJwMPZMV1LE2yRQ+5kOVJrp7S+/PO3fbl5NYkiGDOkdS9oCsVSg5H11aQ9RgAGGCZAME9EWYQxI7X42A+GdO5atP4yca0m8J6nwtHYwzJ4jIIzgk6urCAtE1ATKgyU0lF5rqoBo2XSbW7GqAhhRHHr1i20Tz1k6Tu3f7QurnQwsrVuAutTaUoNvE7C9yhyAGnKkacKewe7a58TFwT1KESWUpiZ/klfKrQzhcCjo3NklMAXFJ18PhhRRgAjSjPqnLeRJS9MfwYnqURvKOHiCWrNBSca3JQBZGLwdXIhK+NjJHOycth16tqGUi9ZhYHRSWhFkcRYSxNMCFFIYsjzfJwZKQK6SvodjhZfbvDVygspeAs2OwOpK6m7z0IMg1GiNSj1S2cNNhiRIXtw+vhuHg56WofuIkEIgc8pelINZ7kopB5/F66v6QJSlbKuUbTU93pe7B+E2Nu5htNDPufdtcVyXNlgZA3B7EMisd6u0ulhDXIAFAjPaegWhByEiDlqtdth1hvTO+NAMAwKlFoZA+gCA7ciOCUGRgPwmWB0t58hyQx2hkyokNPhfJWF846hlM35GpVRX5A5HWqjlSt/uBmdWRWGMnCacWEQIelXV0x27MNZEoO7nzjnpf1urJqEQJaWCEaaQkuDqKAPlSqNXBuUrHIWQlCrXhAPg1FZerdSCjA2UIoZYoUtKyv4wfn8f6rCYwSJ0sMxAAYzQZ93s0aOSVfFgHFR9rdpEEpwcD1AFO7h5AHbqnpXwJUMRo6GSwgDpUCqywtMTiLkFOBAnJOVZZkycGZik5/q9MDg9IrjMYpYze/wGScQzCtF7waAKIoQ+HUYA/AJFthpmqOTKYRiLOESCIrEKAyGGRlldofv6N0uGE029RfB0uHJymHXSSwzp1sFNTQNbDS8tRWTi0gMY106MTTVKxGMhmoSskS50SgCbQj8WZ9yAP0hk46VEPhdBE4tiWYwpHcnSblgZHtlBFppiJleyv1BhjQzo7Lyw4JlmToG3bT/1WQwqiIbZUaWIA9nuaOM4OatJhhpon1abmZwiysajEZzFMbejNnQB6YqGCXggiBRBjs7u+c+Ly4IDg5qOJiQ1DlOFw8M+pwi1Xpktzw6LwZwz0OelXvYoijC9Wu3IaVCbcLy2mZFCs0JFlPACQwDjgdD2RU6NNnLzBS92/VRlj3wWlHkuaw0G+TM6WSFgdHJ4ykJ1BsBdnfra2VHnufNKTG4Mh0lHEqpUvTycVBdndJoTQGYwrJSLBVSpVGL1k+NCCEIBLP0bhYgT+VK5YzRZsNY/ybfG2cZrqwsRLEO3UXCYwSZMchHQ8Dj78Lp01U1EbRq3ef3MaoCLgieuL2HLAnQ61zJZfah40p+Sm7y2hgCTVB54HUSwifoM4aotpn5g1pDYGdnTKtdNjDocQpNDLrpdAZCqdXHU7L8rlQpy6SLajYwnKUS7UzBFxT+BLEj4HYG6miQDY9lG8V5jimTvTLBSEmGLFNoNMrT4Z05HfQ6FgwULQnczQ1qNbZWduRIDJOlOtcbM8bK4vheuXkpzhlMiQxvWbY1kBpGm6nvaB14jCKBhvBC5FKXMhPUWsOAQWsDf8Lh9f4gxyDVaC6ZCbooCEagqUEvUyNyjcMk47MqeUFJNRVwHwb8gOLWrWvot33E/XdW/+iLX/wivvKVr1T6mytL7QYsS8kMBz2LVAfKINqluB+HOE0Vbpxjd1qEbq7QGRIXigYG/aEFejtW2JmhEgtBhxp1q7XhgKEVBlGj3ffdgR2wvXlj+n1H5oKDcZmOcYYkJWBiOhit8jFScp6sUQZ2oLH8tY2Opyj6RuP4JMH7myF2d+t48KALvZuU3oxMkhgc/dktbloNs4Sw3KI1LiMtL2dqRRbenwOlwVm50uAyeIziTGv4IoJStve3u7u78PUjqSfDYAyBGI5FSG3n4RglqNUefjDymO3jtlOF65xOzaRZuSZTnbygCZQG/Ohi59iKUKtzHBxcx/HJfQhPgouH00R67bXXVm5IqiCKIrz73e/e2PsV4UpnRjAEEhS5BtiaYbXuMXAf+MHZ5oWl7g8VFxZNnfuMgjGCdgGjrooFOTAtVNrO5Ejuv2g+JOAE3SGJgRCnF8dHJnfOjiLLsqXEBCUpuCivcO5AGWBQbaEzxgajlBC0EgVtJrKjs/LZkSMxTNK7XQ/SlXOCkn43i2zUJzG2MJ9/nTHGMuk28BR6nCKDgfB9AHSllcRYxYSD0LF9xFkmkWQaQXg5O3mPETBmRx5m6fOTVifVyAtDea4LmjFaBkIIdvc9NBvXLKHhITHsBoPByBZlE/+VCWy//du/jZ/4iZ/AP/7H/xg/+MEPKp/zlQ1Gxhi7QAFDzan1LoUSgr2awP00n5PmOQ9ybXCcSHBKEC3IuDijw1mjeS0xxq0FeZkGubWsGDdo7/YzxKnC7gK5/2DYq4qHQZDz8eCre9izLIMxZqEunWW2FcvbrEKVgdHx8SiSTMEQa8TWzxQYJ7Z3NKjWO5olMYzKdJqAAOAlh6etwvqKYKQWW5gnykBqA1pBxmoRvGF5SxEKSvyVs0aOQciImFK7j6XGIJ9nfj4sMGrn77rDWSNGGbJ0bCMBVBfltD5G5dUaNg1KCa7fiOCLXZwelZtNu2r49re/jf/yX/4L/vt//+/4gz/4A3zrW9+q/B5XLhi5xqudajeQxi78/prT6wCwEzAkRON+r1rZaBmOEiujEq3YYfqcjmTzJ2HZWh6yZLXSgFvwgiBCN1c4TSU8RhAsEL4MuTUXdCQGFxwmg9EqWreUDHmm0CwhOzN3bZSADG0LykIpijjXUJTDcKA7pIavkx1NkhicwRxQnf7rrmPZ4mK0HfAtGqiOlUKWG3hratJNQgzLW7HSpawkxoPjYkqhPBmq3/sPmbgwCfdMOIuTfKj35gZfq6pDl7FUv2gwTnDz9g6gauicPn4B6Zvf/CZ+5md+BlEUodFo4B/8g39Q+T2uXDAa2xpYuX9FGABzroenJij8gOKV9uZKdffjDFIZNFdQY31GCoOR1ajzkZSY5NaKQkogikLc7acYpGo0V1SEQAxJDLHNCCZVGAgh6Ha7KwdeZc6gpMb+/u7K85sFZQBj40WmDLSiSBSgKAPzgJ7bLa+RHTkSw9nZ2XhRJmRINKhGUydk+eCr1rYPFRTozvWH7q5VDPUWweMUhLoZHR9punxjZcsvCpTwqX5mrHQlQdSLgDd8JpyqvByOPzDGcO3aNTSb1fQjq36vFwXPI7j5xD6SQYBB7/LPZ9N4x1lIuFo3JZYFpEg1NeEiEEKwF3EcZhJSn3/L0s4kepkupXQsGEWsiujdBEIwqAUW5MYAecYQ93yksQetDYzgOEmsRUUYLrFAIASRT9HKHInB7vABW8ro9/tLg5ExgMoZmKClNemmjk8JGOPIKgy+akWRGctg44KgN9Fns9lRs3R25EgMp6enE7p0dKX19tx1MALGBbIl82DOu6loji2WGjA4N5MOsGKpnAN9pcCHs0bLHHonqwuT/axEavBLXhU8RpBoDUIMKGNQE4zFMAwrjRKUsVR/mIhqHDdvXocvqlcUHmX8xE/8BP7oj/4IcRyj1+vh61//euX3uHJsOreTtcZ6GoqQ0g6vy7ATMDygGe62U7x773wU0PtxjkGqcOvm6ka4zwg0sT2Qhj/LqGOAFgBcTwOQOUee2yCV5xp5pkC5xs5ODW8nEoNM46CE70woKLq9YTCi1mRP5rYH1Ov1EEXRwp2OkgxS6rUVK5wkUF5h8FUpioxoeIzC4wb9CeUDmx3V8OBBCL23mlk3SWIYuZ0au7nhFWZRGAUEE5BLkki9pETkZIA2oQzgpHTiVGPXC9FPFJIkQRgWq49LKQEz7GfV7Gxapq0axCUnRhCMQsFmaZxW842ahWVIVvteLxqNHVHKifkq4UMf+hB+/ud/Hj/90z+NJ598En/n7/ydyu9x5YLRyIOFcUhtoDjdSD04EgxByPBKNzlXMMq0xkkq4TFaSunYY3YItZ3MByPGAGMEstRAZhxKUmSpLa8wbhCFNTzxRBOe52EgFV487kOUpOQGnOJESyS5AqPU6sVlGowxDAYD+L6/cDcpc9tUvnGjvCPuJJyPUpKUdekkyKVBDsBjY8uESYyzoxi7B6vf15EYpLQDoox5yGOFeoV5Mzf4miwZTtaq+P7UxmCw5rD2IghGEBsN36uh3Qf6/f7SYGSMVbJ2/axkqAbB/csv0xlq5+8CzmCMHRpeB7Znp1CvP9wZo8tGFEUbp3avwm/8xm/gN37jN9Y+xpULRjs7O4iiCN967nloQ6BANraT2w85DnsZMmV34OvgcJgV1Wsl/YgYBWUE7VThyZnfOUZd50xCSQXONWr1OnZ3m3NzFnf7GeJMY3+3XNks4BSKGZzEErdqHhgXkEOTvVWqyDJnIFRWotdOghACLih03/b7VkErijjT0FSAenbRTWfKqVWzI2cn0e/3h3NGHrQmCKLyO2hC7QCvjnnhdYxo3QV1r0RpSGVKqVmXhUcp2kbCC3yY4azRtWvXCl+rlIIBhdEEvmfvmVhp5MogWsMuYpPwGAFhBJ1EI+IcBByuOlAVejhjVJau/zCQKo3ggjskFz0TdBFYGYy++tWv4rnnnsPOzg6+9KUvzf3eGIOvfe1r+Na3vgXf9/GZz3wG733vey/kZIHhQsY5CCikATQha9k1F2EnYHiLGbzWSvCBg+qOr07p2GiDZkmlY8HGVNZZ+AHBzm4N2nDs7+8upFnHUuM4ycEIQa1e3hraKjFI3G54YIwiySk8j0NrvVCIUisCJTEaklwXlolWbpGxTDoDxTmiwE7hdwsEZqtkR47EcHJyYgkMEJVmjBwYo8N+2zw931ldF9G646GhXlRy01IGghHkxsDzfIDMmyVOQkoJowmMNhDDa06UQa41okteuAUl4Azo5BK3PW84BrBuMLKDst4jEoy0MfiL0z6eVD5u3n40zulRwcon4eMf/zj+xb/4Fwt//61vfQv379/Hl7/8Zfzqr/4qfu/3fm+jJ7gIxhBIDWizuWDkc4pGjeG1NSneD+Ic/UwhCFilPkDAKfoFoqSUEhxcq+P69YOFgQiwzL1+qtHYKb+wMUoQ+hSnmRy6rDJobWeNtNYLTfVkzpBlEjsVGU2zqDJrpBVFqgEwhiigw0XXLuZT1zTMjsow6xyJwQ2HGkOHfjfz52SMwXGSFxICGAOMLg7MzjqiqFQ2UBqZMogKNAvXhRj2H3NtwNjiWSNHAoKmU/M3sdSghFS2Ytk0CLH2Kj2l5ySBqmI0O3ZBdvZVcZZKJLlGLKubQz7uWHnX/ciP/MicUdwk/uzP/gw/+ZM/CUIIPvCBD6Df7+Ps7GyjJ1mEUTACgdhgWWE35GhJOVK1LgupDd7sp0hzjb0SBIJJeAvo3WXRya1TaKNkVuRg7SQciYGAmLHJ3kjlYgYy59DKoNFcfE+UAaXlVRi0pMhAbEmTEmsmR4uHhcsy6xyJwRkIGrWY/nuSSnzvdIAH/fndOaUYZkYF562txFBYQOseDAPpOg6qi+BR23+MlQYl/kKx1PF4BJsqZz4KtG4Hp95NaHkTwyI8LOuIsjhKrMJF1Hh0zulRwbm3C6enp1N16YODA5yenmJvb94I/tlnn8Wzzz4LAPjCF76wsJ69CicnJwj8EFQAYBwHezUE/mZ2Pl6ocdhr4e0Y+Jt75Rfcl1t9pIbj2oGP3d3ipvEsKKOo1+vY1RxvdQeo1WqVufpKG6h2hlpIl24airAPgU6vB+GHqNUUut0QzSZBq9WC53lz72c0kA08RLV8NOtBKat8XAAgRkKcBgjD5dL+xgBpX0DxHFHoo16vg3oKvKUhqY96fd5hVmsPb701QBRhae8oTVP0ej07TOmFCIwsvJa7WQ+xpjjNCd4/+3uTg5/6qNXIvI264uAiw/6EivvoHPsKtcCs9dkVgTKK3Z0G/LaGpByeF8GYduEz1uv1EIYhPE+B0wD1et0qmrQzhEH1+2gT2H3hzyB3DoBb7wEA7EiGo0GCej2C5wXwvRzeGoE7jwV0qAqvSWqNdiZxEGyOabfseci1xqCdoRb5ODjYw7Vr8/fFuhBCrNSSvGysOr9zr+BFpYtFC+ozzzyDZ555ZvTv4+PjtY6ptUYcp0gkQ5ZnyFIKmU8fMzx7gNrJ2zh+39/E/CqxHAHXePGkjfeXVC0eSIVXTgfIYg1/Xyyt1U+iXq+j1+tBphKJzHHY6qAmqj1wnUyi049BOUof18FkCqnK8cZRC03KkWaWDuxmjGbfL88Yej2JIAhHv3PXUBVpqmGUQeu0C3/JTJSSBO2+j0wTUJXZz0sbKJXjuNPHrWD+/qPUgNIIb715iL2DxecgpUS/30cQRJBJDG3I3LUYY/B2u4deluGB0ej1ph8mex3A6XF77jr6/QBK6bn31MbgrD8o/N26qNfrSAd9aJ2hlRI0INA66+Dw8HAu4+t0Omi328izEIbl6PV6SJVGP04gjcaGTqk0iJJoHL2N7v0H6NevAwBkliPOMnT7fWht0DrrIqqY+RsDxHENSprCz/mNXooftBJ8+HoNOxvazC57Hu7HGVrdGGFA0O50cHy8XjXk9u3bcz+7fv06jo6OVlqHXCaEELh+/frC35/7Gzg4OJgKKicnJ4VZ0aZhDIE0ACPFaXjYPoJ66zWQm++BaexWeu/dkONuO0U7laVu0td6KQaJ1YJbpyTgqKytWFYORt1cI801DprVd0QBp6Cc4DCR2K0LEFgjsEUzRjJnyDOJW7fO1y8C3OCrtR9fFozGTLoAYiibwwjAGUF/QSmVcYK9vRru3QuRN2IsGjFxJAan7VdENOhJjURqKGIW9vUo44XXYSf/549rmXQalG1WE8bNGg0yjX0RodezVhKzO3WrS6dAKB3p8MVKQ0oDETz88pEYdKFyCb/XgutyeYzYz1wqMMqR59U/K62HLraieKanlUmcJRIvnib48ScuPhs8GtrJ3Nzd/IwRIQQ3btzY+Ps+TJy7U/mRj3wE3/jGN2CMwYsvvogoih5SMAIUyMIat4h78OI+6OFbld+76TMYD3iltVoe6CyVOEkkOCOoV9y5OYyorFn1pmZPKmiDtSRlGCUIPYqzRA5nZjjyzG4wikpLKucgjMDfgPqxG3xVKwwElWJIcysD5ARnCSHwOMFgSZ+tVmfYae7h7Hhxv0EIgSiKIJjNYIqC0Vkq7SBpjWGg9JyYrp2Z8uauw2g7+V9UghxIjUwaiHPoKS6CoAQDo+H7PpSihbMmdrYqBzFsZDgXD6WJzqPxuC68uAudptiRMdyX5VEKUGvDYn2Mqp+XZTPqQuV5qQ16uYImBm/F6UZFkouQKD30F1u8Zr3TsXL1/J3f+R1873vfQ7fbxa/92q/hF37hF0Z+Qp/4xCfwYz/2Y3juuefw67/+6/A8D5/5zGcu/KQBDO0jinsCROag6QA1IhEfv43O+/5apbfmlGCvxnG3neFvLlEI1sbg1V6CONW4cWP9JJNTAsHtrFFVdHMFcY4p/lBQ9AZWrt9J9BS50ipJIaWBt6GatPVRokjS5YuMVhQpDDhnCCZkcwQlI3vqwvenBHv7IQb9OnqdDho7xeXk69evW3voswRhMH9tZ5kEIcBug+OkL9FJJPYmCAnuOuJk+jqcHYVfsCsfDBf+awXEhvNCMIqukfC8CMRQdDqduR2zUgpaAQQYSeskSkNqINyATl5VeIMOWJagwTRM3AeJ6hBDK4lurtFkAjqrfl5aEWhlCtUOOrlEmhs0awwnscRb3RRPNy9uMNYKJ2vs7FzuDNejjJUr6Gc/+9mlvyeE4Fd+5Vc2dT6loTWBNMU8JhH3oHKJSBDs9I7RMaZy32gnYHi1leM0znGwYBDyQZyjmyqEfrFvUFk4KusgrlZDzpQeaomtv9MKOcWZklBaDyV6it9L5gx5KnHtxuKabxWMfZSWD75qRZERBT5jTicYKZw1moTnUxxc38OD+wmiega2oCymNQEM5mZRMqXRzRQEp/AZBWHAcX86GBFiXXmhZoMRgZQajcY8maUvFSjIVHDdFDxGkGk7V0OpV9i/GKkvKALPG5fpbPnz4QcjMehCEIMaUTD9LkhUBxtu0LpSgYc+dL+6CoPRBNoAfsGMUStTSKTGEwcCMQxeOksuNhjFdjSgfgmGhVcFj4Z6YEUYYyANgYYBLQinLu2v7+2gIQcg3VblYzR8BuYT/KCdFv4+1wZv9FPkUmPv4Pw7XI8SxBUsFQCbFdlyz/rHDYRVYjjLcnDOoPLFqgsaBvV6OaZgGYwHRouhNZBLgwzz+m6CUmTazAnMzqLe4KjV9nF2RBeW65QiAMFco/8sszMhQWjp5JxTnBTQySkjMJi+B7SywqtRwUamJ/VccN0U3KxRqjQo8RDH8dxrbDCyw6BuoU7k5dC6qcxAsxjwA/gEIL3O6He+oIi1KmViWASt6cIZo1ZmvcYCn+GgxnEiJXoF3+0m0M0V+lIjEOd39H2ccSWDkdZArszCgVcRd2GMRri/j12iQB9U7xtZ0z2Oe3FeuOC92U/RSxTqEdvIwuLx6rNG3Vwhlaq06kIRAk5BGMHxQIFzCq3nbwmtrTiq4NVdXZdh2cAoMLSNyBUM5eBiPjOyArPLPzM7OBxBqxri3oJyq7IloVmcphJSGTQaHGSodN7NC4IRBYiZJy8Yg7n+WqY00nNms8sgJmeNWLGVhBVJtVR0Sim0MUi0Gc70PFyIuAeV5ahHPnxO4fXHDrxWvduArGHGCAxN9QquKVXWQNA9tzsBh+YGr1yA2zNgS3SDVKNekp37TsXVDEZqGIxI8cCrN+iCcAHqeQjqIWqnb691nB2fI4bCYW962HEgFe4PMhBDVvoVlYXHKCTG7qtl0JUajNBzlXs4JQg9gtNMTkj0TEPlDHmWI6rNz/SsgjYG7QU7TrJkYBQYMulyQFGOYKaXIRiBoUCvBOnDDygO9vfQbnlzts/WYoDM9QXteSsIRkeLVsAoekVGiAUDvFqRoW32NHojMdKVp70WPGYX4FhrCOZjMJhfYF1m5K45VQZSGZxT4WkteIMOdJZir+FDBD78eFxWFJSOzP7WUWEwujgTaWcKaa7hD5mDghHsNwVe62crM+2q0EP1Dkax0PF5C4urGYy0tWtWmF+IiZLgaQwxrH3TWh27vRNLb6qIukchAoofzJjuvdpN0U81mrubS7u94eLaKuHsCtibvJerjag+hx5DVylQBpiCYCRza3++u1ud0n2cSHz7uI9WWpRREJgl0/VKUaQKMJyhNvMgC2oZiL2SpI/GjkAU7OLseDYYESilwdn0dXdyhUxqTBKxfG77McnMhsH5QU061y5aCPvS9iouqnfAh7puXakgRIgkzkeEIwAjZ1tj2ChYJkOBVLYBx9mqEIMuDAiiwAcRHsJ8zP7zRiVHBWemWRbWq4mAFWTyrUwiUwaN+vg72As4BlA4LFDZOA9amUKSa/iX8NleNVzRYARYc01L8Z2EiHvIpUTd7TzDCHU5AOlUlygihGC/xvEgy6GGKtGnqcRpKiEWULnFoAuyorFehLFScbm/jaVGrjSEOP9NHnKKgdK2PTxTDjHGWoxb59nqvbF2LtFOFF49m++9UQYwutgp1ZIXCASdp8MKRkCHi24ZMEZw7XodMo8QD8bvZfXjNLwZw7azVGKQazQmSivB0K79NJ4OrNYeWyAfVsSMsXNLrEDnrpcrEGxWBmgSIzKM0fBFBKUwpVE30qUz42AZK41caoSXQesedMH4cD7P8xCk08HIUKCfa1Asd9SdhRnOGBX1i2zGO63BV/covJDixdZ8j+08sCw6g+bOo6GN9yjjygYjpQHO53efIu5Cpwn2XeM4rGGPrtc3AoAdnyEjGm91U2hj8FrXUrn39ucXE5YOcO2F/w+N5/+8ciY2qVRcBl2pkGYG3gaGFANOoalBJ5d2hz8hQKokhcw1vDXtIrqZQg6D+8l874JSAkp5oVOqLZ9RpKaYtk6HQaovy3/OfkCwv7ePzokYCakaTSFzNfL0cThLJRiZZkm6IeHj2WDECDjjyIYlQ63o0NBtPnj3cg1RssfIsgRB+xhB+whB6whh6xDh2QP73+l9RKf3EJ3Y/0g+/nyd35Mf+DCaTgUjZzdOQMGG7J9kOD/1sIMRzVOQLB4x+Ijw4Ofx6NlxG7S+0qDMZudloYczRr43vcnoS4VEaczGKEIIDmoCh2mOtCKRaBGkNjhN7QziJtx8H3dcyXCtlWXT0YIalTfowiiNWmRZX4RzBLUIjdN7aOFDlY8VCoogpHilk4ILik6mEAUEfsHONjq9DxknaN57A8oP0X/fj5Y+zkipeImF9SS6mUJuqoujFiEUFOAErVShyQSyzCAcvq2SDFmm8MRBdR3BTGsrCEqArlKIc4VwQmGCUkBwD6og/mpNkObWVt5bkER4nCKtYF1OCMHOrodebwftkxPsXdfQQ/pvEI4/x1hq9KW2gqwTYJTAFwStbD4zYnzsXKs1gSqgdWdKI60gRrr/2neAsyNopUFgYIwBASYYzsN/w0DFPeDJHwIwnDXSEp5Xs35Ync5IQkZKCZlraD098MrpwxcUFXEXMpe4FgyHmYUH30iYfg+k3rQlR26JOk3GITMNlOy7aE1gNOCH05uMdqYQp8XzPnshwz1miQwfvFbdQmYWJ2mOJLNszC1W40qGa60BqVFYDxZxD1TwqQee1GrY6a/XNyKEYC/iOM5yvNlLIXOzkModtQ4hQfBDd/aw94NvI7j3aqVj+YyWZtR1pQIvKF+tA04JAo/gNM/trNHEAi9zDgKDWq06pbubWer5Xo1BcYO7nensyKow0EL7cSsDpGAYH8kAzUIM2VZVwDjB9RtNpEmIJB7OGMFMTemfZVZZ2a/Z4xIl0bj3CohWiARDd2bn7Bxf1VAfUSsKpYFwRoCzN1Re4GWyWa3tvSxzvH9X4H17Ht5/4OP9BwF+6HqIH7oR4QM36vihG3X8MDrwJ+41N2vEBAWjYq5MJ6UCQEalyVjpS6Ece4MukCXYrw8/J89DAA0zpHcTQqy9itZgjFdSYTCaQGvAn5HzamUSGtP9otH5MIqdOser3aRQc7MqjhKJTGnsbEt0pXAlg5FUxkoBzfiuEK3A0/68909YQ13FIO2TtY63E3DkzOC0J1Gv08IAIPodkLiHyOdg12/ifbsCu9/9P/DaR6WPI1i5WSOpzRQ1dROIBENXW+kVObHDlzkgvPUepk5um7d7TYEoZLg7mO4bUUrAOIMpWGS0okgUkE/IAM1CUIJ0DeuNICTY2z1A+4RbW3AyM1+USiht0BxmndHpfYRvvgTy4C58ThBrNcW6IkMPIKPteWpNCg3devmQvBCtfuxE0oeSOWqhj+ZeE83dJpo7TTR2Gqg366g3aqg1ItQaEfxGHbV4PJ8j6HjWiBAfSTIm4FgpIAUCBj/g0Ma+jlUcCt8EvEEXGhTRUCGBeD5CZkD742vxGEViNBijUAsGsougFQWMmepzTjIkFwXf/YijaxRO4vPNHKVKo5VK+Ixc2EzZ44YrGYzS3A47zg68OuWF+mx9NoqGfaP1KN4Bp9htcBiyuBEZnd1HHsd4sunZxenOU3ivn6P5F38MHs9PwRfBYwQ5VhtvdXOFXJqFAqDrIBDU1uYnBl9lzpDnxfL7ZdDJFTgFAo+i6TOc5mpOA4wxAlMwQ6KGhnqUsYX1dsEIpDFzJnurQAjB7p4HznYQD/QUBVtpg3au4PFx2ap2+jZItw1x9DYCTiFh0ElnS3XjwUwzFEidncnqyfLkBRF3IbMMe2XkeXwfoYyB4X0m2HjWiLMAcTzeBNgynQQhHIEvbL9ImbkeysOAiLtgkwfmAoJTeL3xrJFgBAk0OGfQujzpQ2vbb5pEL1fIpcYyHo4bdn/x7HxEhqMkR5JrhPUrucReCq7kJ5XmGtoYsDkmXRcqS7E/o55MGIc/7Buti/fsBXjvu8LiHZXRiFqHMEygWbc1akIpone9G+9WbTS+/ceg+Wppd49ZcchOvDwY9YZN2Fm683kQcqvEkCgzmpmRuSUz7OxUp3QrbdDPxzI+jSERZJY6u2i6fsSkW6K7JyiBpqbUrNEsuCC4dr0JmU0P8rYyiTTX8PzhDMqgCzbooqEGqPdO4XMKw4CTwXzfyNHitSJzgQiwrLDZPtQiiLgLkueFckJz8AI0qYI+s5m/mzUaKA3BA/T747KTmzGijIBSNhRINeAPmXpMsxQkS0YjGMBQIsrzEaTjsqItOWpomEqDr6bAVK+VKQwyjdoSWj0lBAd1gftpjrxiCXgSR4mE0Zvp6b5TcGWDkQLmHiAx6MEoVdjfINGwb3QOR9VF8Lun0GmMxsyOlwiB3fe8C3c699D47jdXHtsb7mhXCaZ2cwVigGiJ9UJVBJyAcKscToyw9OScgXG61PJ84TlKhUyZUb8nEhTcI3ijMz2zVWQ/bjQgJZAWyABNQjBilZ3XEJgFrLL3/v4Bms3G6Gdnw2DUaLgS3T1kcYzrjRCNuA2f2kB2mszOGtnrsPMt82WgEXmhZDDy4h7AOUSZlMUPEAkKr2VLwpxaZZKeVPD9EHmmRz43o2A0LE26GaOHLZDqxR3ILMfubBAUAmE+GYzsBi2W1pm2DEbfAZkNRhKUYOUmbi/gyKjGG+31FBl6uUIvV/C28j+VcEWDkYEyBgGfPn0v7oJwXiz2GNXQkAmwZt9oGaKzQ8g4wVO78/RnEoS49e47uPHgFdRf/vbS9/GG9eXOChWGXq6mdpSlz/PkHsKzB4W/E4wi8Ag6SsKAQkkGKTXCYD2pgE6mEOfjXSglBDshx+FseYvN20orRZHkBqB86RyVoHaH36swfzIJQggOroe4eXMs/nqWWmKI71FAa0StBzCUoba/g0glIIMuIo+hI+fLdAQMMrckAW9GMLAnLZmD+yUWJ2Mg4h4YL7f4EkrhRxFq3dPRdQWCYqA1hBdCKzIiMSilhjNG9m9jZasMD5t6LAZdmCzFXmPmmREegnRcInNKG7HUpTMjS17Q4Hxcj3OWEWX6N4GgqNUYXlozGB0lOeJUo97YKi5UwZUMRpk0Vvdr8gHSGjzpgy/axYc17HIFvua80SIQJRG2jwDhFVoQAABpNPHU7QPsv/YdRHd/sPi9hotIb0nPKJYaqTJgvHoJofHgVfjPP7eQVRgKhr7WgOFDlW6Fnb3dyscBirO3hs8w0BqdCWq07a1MDzRqRZFkGopxiCWLN6dW365XQUJpGXq5LX+6nkLYPoJOEuz4AghCNCCBk0MEnKA3y6hj1g8qTQiUVPBn5rJ6udWkK0Ne4OkAWubwKzS+SRDOkRgSoxH4PgCKbrcLwFo/G0NH3iuxMhCXQOv24i4MoQjDmcanEPDyZDQ47jECxgl6SqFsZiRzBikV/Ak2o7OM8MpsBgAcRAIdpdAuUA5ZBm0MjpIchGBpOXCLeVzRYGTl7icfIJH0oGSOiBdfEmEMQaOGxtn6faMiBO1jyCTB3oqSGbt2He/dD7Dz/f8P/pLelbeC3t2TVldrVqttFYjMQbME7OQQ7Ph+4WtCTjEwdiAyjW15JFxj2FUbg87QZ2kSdY/CCIM3W+P+GaUAo8LOkLi/HzLpNKWoL/lcnbNpVYHZRTjLJAbpWHg2Or2PPEnx1EFgNxs+Q3D6AD6nSLVGOrFpGDnXJgRKA0E4S+uuQl7oWfJChSFUEgSIsh6MtJ+tYFafzvMECMTISiLPFWDGYxGJ1JcikOoNuqBFJUjuIYCCGtK76dBIMVYaBBRqRRasFUEae1BKTclXOcuIeqNcD2fHZ4APvHRaLTtqpZa4EFyCmsVVx5X7xIwxkApzD5CIu1Bphv1li3RYQ7N/utG+UXT2ADLLcGdvdaOZP3EH7ws1mt/+E4hBp/A13gp6dze3vZiq5AWR9KFyids8Rfj684WvCQRBTg0ycEipIdZUzhwskCoSzAaXt+OJYMSc/fj4dUpR5ISAMzol2VJ4XWvSu4twNtwFRyEFyxJ43RMwX8AXVrWbhzXUB2cjWaCzCfovowBnNqOEBoIZte6yJSLA3svIMuw0yw9ekiBEDTnQsqU6wazFBmUUjPno9/swxiDPJZQChPCgtKV1L9i/XRhYlgB5Cq/owEIghAQmrSQ4RQo7a5SvUGFIBj6SWGJ/f29KCqiVSTBa3kOKUYKDOsfdii6wDwYZBplGo3nlltZLx5X7xLR2mdFMv2jQhVESjWUPcFRDUyUgp+Vnf5aB5in83imY58ErUd8nlCJ497vwbvTQ+Is/npJwcRCMIF9CV+7mCoJg5SI9975JDyrL0Nht4uDsbdB8Xisu5BRaGCSKIkkkdhrVWXTAcL4oMwhq8+fY8DlaUo6YSla9gI1mSJwMULLEUn7quthyx9eyyLVGJ1MQQ0p3dGbVNG7VJgJyEIxIDGDTJAYyvA5tAMKm2XSpsoy1sgPK3qALMA6/wmaA+CEa1ICdHdv3cLNGWoNRD3GcQEoJNSpx+4iVhtQGlD/czEgMusizDPtFJTMh4HMC3u+OfuQxa6XunIgXIUs5stSqpe/v741+7iwjysowOewGHPFQCqwMlDY4jjN4jF6Y9uDjjCsXjKQyyAseIBF3QdgC8oJDEGGXa/CjzfSNwtYh8jjB9ai8gChhHDvvegpPdt+GeWteocFnFIaawlq1NgZ9qcHX2MqKuAcoCf/GTVw3A9A353tXglF4HkVsAJkrNHbWnC/KFJQ2hSW2hk8hmcHbwwecUpsBqeGgrdEEmTSQhJTy/BGUIi1hsrcKZ6lV6Q4COywZnd6HMsCNnYnNTRAi0inEoANfEJym43SOEGu+hwItvd7QBNEryQURSQ+0IoORCAHP9xB0bDByjf+BUuA8QL+fjnTpDCh8X9hgpAy8h0zr9uIOkGbYnSUvACBcQHAGMeFrJIaDr5Ry6HyBJ5UmSAce0jTD7du3pn7XHipnBxV1HGseQxgyvFTS5+gklRjkaiN6ke9EXLlglGR2SG+KaWQ0RNwHW7FIE8bg12uon2PeaBLR2QMopXGrRIlu6jzCCAchA7//5tzv3CLSLlDv7uVWXZmtYSwrkj4IF+BhiOZOHbtvvVT4utBnSAEEYbC2kV4nl6MMY+79OYXvU7zZHWeFdhG336dyMkBEgJVYvK3JHjCooFFXhLNMIpVWJsbrt0HiHoJATF+DH6IJCZweIvQoujPZK6UEhLC56+5LS14o09C2Jays9DzS1PHDEPXYLuLCiYxKDU+ESOIMeZ5DSQ1iCDyfI1EamdIINzgiUAZi0IVhdK6U6UALZo0kMZAgkLr4c0n6HpJEYm9vd0raCbAlulyZtdht14YusP2ZWTZtDAZS4SjJ8XovxfdaA7zaS5BlGrtb+Z+1cOU+tSSz5mR0okwl4j60zBGVKV2FNew8OENLK5gCif+y4EkfvN8G9fha+nCsVkOze4zWzM89RsAEmWKcOfSk3eHtNypGoyFVWA2DNd3Zw94bD3DaPoHeOZh6acAJjnmOv/v0E9WOMYRj+y2qWhJCsBMyHJ9JK/xJXNASAFJbopMESjCEQYlmPyMww8HX+pqlEW0MWqmEN+xR1e7dQx7H+L9u7Uyfu+chDDyEp4cIDt6DEz2+BsAy6owGBJ+XAaqivJBnOa6VYN3NwQtQO+vYzZmbNVIK170AsmfQ6/WQSwVKPXDOEfdzwJTvo2wK3qALtWx+SgiEgwFcbuRRAsOBVAFUzX+GecqQpRSEShwc7M/9vp0peIxArFFR2Ak47vIU3z+JcXvHQz9XGCg96otm0iCTBpTa+a5ruz443wy7852GK5cZxcPMiE8sVCPplDIMlihC06Qw5+wbhWcPkCcJnqgaGByCCFHcAbKZIdChOGS3gDXUzRW0Bmphta+NZQm0zOG5oNlo4iaT8F5/cf60OEVODfprPk/dfMj2W7KY1j2GxGicJjbgUjp2fNWKIjMGoBRRCcagoARg6w++AkAnk0iHRnpESYRDNY1aNL9zp1GExpDEkMOgm46/JxtUKfwZO4qerEBeGHSBLMVObQ3LDj9ApDOg1x4xDftKw/cCGGXp3TJX4GJsHbEJc8YqYGkMyGxuRnAKwkMwYbInmJ0nS/S8CoPWQBL7SJMMt5+4PfdWI8uINR9T5wL7ej/FXx328fJZjAe9HHGmoIlBVKe4c9vDu58K8OQdH9duVhcU3sLiygWjm/sCf+NvXEO4M35YRdyFySWaZaRTwgg7TEMc3j3XeUStQ2hDcFDmmAvOY49mwMnh3K+8IS13Ft1cLSx/LYOlCufYGzaMCWUI9vdwcPzGnBGgtZMADvvrCUV2colMLmf71T0GIoA32rZUR+lYn04NPYw4LTe9LpglOiybzVqFkyTHIDeo1RnC1iFkkmB/kYyLH6A2IjEYnMTjvhHjAOMewgnbglQNM8Wy5IW4Vzx/Uwa+jzpRMKdDEgOzTEPf90EIR7vdhswNvOEgVVzBzmJT8AYd5GmG3WXzPkLAlynMkGQjGAHnBInSmC3mpAMfaSrR3GnALyj7OcuIoESWvQi3Gx5u3xA4uCbwricDPP2kj9u3fdy64WN/R8CvSCbaohhX7lMMPYY7N2tT/SErncJKSacQavtGjQVKBGXgegqhz9cfFvQDNDwG/2i+f1U0a5QpjUSut3iIpAfkGZqTMknNXRzkXdD700HZY7anc29QjkE0i86QwrysJMIowU7ERoZ7lAEEFDI3NhgRsrDMNws61K+rYrI3i9MkB4VBFDLUTu9B5jme3F2wyQhC1HUGf3AGyglOk3Ew8n2CJ5/cmZoxcuQFUZa8EHdLKy/MwfMRegxBa0xiSLSl6FMikCSJdUCiBLkeWo1fgocRsgy7y1iv3IMPBdMbM+oCTpFAY3LJyjOGNLGEkxs3rhe80XLLiLLglGCvLlCP5vuBW2wOVy4YzcFY35cie+GFiGrYGZyCFLm6lUB49gB5HOOpnTVzfwwlXBoNNLoFmRGfp3d3HSNrDaaOiHswIFO7bRLVsF8TqL35wtzrDyKBo9wyg6og145Cu/q1dZ+NDPesH5BAkhCkue3lzYrgLoPH6dr07lRp9DIJwantA/Za4L4HsYjN5odoUAV+eoTIo2hPlFMJIfB8MUX8qEJeoHk2Jx5aBXYWKkRtcAZgzDSkjIBRH3kuAUPBKEOiDKQ2a5FhzgNv0IVhbDltXQiERE/NGjlFCRinjO6yogxPPFHc33SWEXyJ2O5lgCd90HQ9qaHHGVc+GPFkAJ3nCKqwj8IaGiYF1ukbDRW6wQQaaxjOTYJENTT6rblSmccIFDXoTjB4em5RW6OxLZJ+4bQ739vHQfs+SNKf+vlewKGFwUun1WT0O0MzPVGi11P3xoZ7lt5t1QviTENRttBQrwiCEaRrKiyfphJxphDWyNAGJMHtJUrLRAgEgYewdTg0flutI0hRkryQ9CBzieYSPb6V8APUh7JAlmloZ40495CmGkYbeFwglhp5biAeJg3ZGIi4C74q8xMefAZ4gzG922MEsRmqMCiNJLbsuUazjmCBfqKzjPAWbGy8XgvXX/pz8Jn7/0JgDIL2EQ5+8Be4/v1vInh7sSzYOxVXPhh5Q/LCQZWacBhhlxuIw3lq9So4he51mVuTIJENiq7G7+CUiifVu7u5suSGisclSoKncfH8VWMXN5CAv/ny1I8FIzhoCrzaT6EqLPLWTE+hXiILCLglKNwdpCOnVJlzpApQhC801CuCoATpGi6+gKV051KjUaN2tohQXN9ZrnxAQ0ti8DlFrPTSz6gny4vaOvHQ3fp64rQAAD9AmMdAMrAq8BQYSAWPR0hjBW0A4fmW1q0Nag9xOJOnA5g8K1ZemABhDFwIS+YYwmMEOdHQYEgGDFnCYIzG9WvXFr7PyDJiQYmufnwXePtNNP/if4Glg8LXnBdUZqg/eB03v///Yvflv4C+fxdSKtz2t4y7WVz5YCTiHkyeolEwQLcIhFJ49Toarep9o+jswUKF7qogYQ07XIMfTZv+eYyAMTIafDVmqDi8xrfFkwGklKgV7LaJEKjvNrH39g+AmaHR/dBOn7/eKd876uZqaGFe7kSbAcdpbllJjDNoDaSGgHFaiW4sGEGuq5vsqWEZxxcUUf8MSAZoBCXKvUGAWtxFSDUUnSYxTMKRF8pW3by4C2Mwcj5dC36AOnKYs5PRrFEv1xBeAJkDWgFBYAdeKQG8h9h8FwO7cSxUXpgB9TwE6TSjzlBAGoa4L5AkOW49cWvpLNwyywiiFYLOCSijuNO7j52/+F+W6bchiEEHe298H7e+9/8ifO27yFotcErw15/cwd98smnFd7eYwtUPRoMuCBfwquqoRTXsDM4q9Y2sQvfxUoXuKiCMwa/VUJ8JipQQeIKM1KgHQzkZvkb5RiRD2ntU/PmQ3T3spy2ws+neVSQYGnWGF1rxyJhtGZQx6MlqVuh1zxruHQ/kSL0gHRISqmBdk71eriyl26eond5HlqR4136JTUYQomYy+L0WCCc4XWCGWJ280AMV4nz9Dc9HxAlE63g0a9TVlt6tFIHRgOeJIa37EpS6s3w5ecFBCATZOBh5jEBxgxwUWaZQr4eIwsVl8lWWEX73DCrLUK+HuPn+d+NO9+1hhnSOgKQ1guO3cf3FP8O1F/4U9O4PkMYJDmoBfuxde/jgrToCbxuEFuFqByNj4K3LPgprdt7opHx2FLaPSil0VzuPCM3B2Zytw6QadW84u+OvSV6AlKgv6m/VGrjhAX7BzNG1mpXRP45XB2y78OpKjqE1zxruvd5JQCmBNhQ5Ru4GpeFM9npptcyoPfRc2qtZ9XUiRLnFwg/RZBp+6xDejCzQJGyfT5UiLxAlQdNBaQr4wvdhDF7gI+yejGaNBlLB9wMQQkAoAxccA/nwZ4zsxpGV2zgKbyoYCWbNHzMDGKNx48aNpX++yjIiaB8jTxLc3gtA/AA33/du3Om+hZ1v/7FVwaiIoH2Mm89/E9GL34I8ug+tNN53vY4PP72Dpw6ihx74ryKudDAa+76scRlBiCYn8CvMG4Vnh6UVusu/aYS6jIFua+rHHrPmaIAtf+VqPQtjEfdBOFuo2Ucohbe3h4OTN0Hk9KLa9Bl4CDxfgshgxVF1qX6Rw6ThHmVAKg0ME0tFYP3uKYLWNPHEmex1K7L/2pkEA7AfHyNPYtxYkD3OgnAOL/ARtY4QLvGf6lXo84m4ByUV6hvQiSNBiHoyJjEkWiMIAtSj6wiCGjInkPown36jq20cuYCnMphhpkKd15dv8L73vWulVNVSywijEXaOQTgfbT5IEOLW+96N2+230Pz2/yodkGiWYv+172DvlW8jabXgC4YPPb2HD91pYKd+/lL+Owmlnr6/+Iu/wNe+9jVorfH3//7fx8///M9P/f673/0uvvjFL452Kx/96EfxqU99auMnOwvn+3JzjUXa9Y2arQcow6lzCt15SYXu0ggi7BIJengPujmWMvEYQaato213qDi83oxRH3qV6GZzF9ceHOPtt1+DevqHRj+mhOB63cP9owyDXCFawtnuDEtkVa3Q6z7DmZZIlIImAorypRlg894PIM9OkXz0H4x+to7JntIGXakhGEV4/BZ6UuPWotmiAtAwRKPfQsApzhaUevtSQZRc8UXcg0oT7Ddrpc9hIfwAtRM7uuAxgp5WoAwIg10QnluBVGnAHyKTbsR6Ldv4FB5CYmeNiG+/F48RJNAQYnX22srkwv6l1+/ApMkceYMEIW69/13Ay68Df/m/0f7Q/w29SN3WGNSO30Lz/ivIez1kTOCvP9HAjWu7I++oLaph5Squtcbv//7v41/+y3+Jg4MD/PN//s/xkY98BE8++eTU6z74wQ/i85///IWdaBHGA3TrWR0gitBotXCsJAxb/lFYhe4Y18/DdCoAEQJB5CM6vY8e/tro547efRZLDKRaT/8uSwC5WnSTBCF26yEad19CayIYAcBeyHFPpHjpNMbfuFms4q2NseSFNawIGh6F5gYPMglaD2CWqDcQJSHiHrLjQ6DXBupWO25kspeUL9N1hmXFUPdBex34vliu+D6LIELt5AQ+FHLouWDtyAuUlWMjenEXUBq1c44LALCyQCaHaZ9BeLtItQShACEMBDkSZQdea97DY9I51usTzZI9k+GsEe23gQO7yRWMoquXl4yVMThNJQb54v5l2D5CHsd4zxPz64bNkJ6G+cHrwF/+Mdp/4/+Gnmn6iUEXu3efB+22MEglbu+GeHKT1ZJ3KFY+fS+//DJu3bqFmzdvgnOOv/t3/y7+9E//9GGc20rYATpenbzgENawgxSYVUEwBiyNEbSP0Lj/GvZe/y6aD14fKnSXNzwrCxrVsNM/nfqZo3e/3cuQKwNvDXUYJwO0U6L0w3b3cK13ZB/+yfcoQfMeSKv+vGieY+k5MopGxHAvyUDq3tIM0Bt0ILMcNxCDHk4zEKua7HVyhTjTeCJ7gHTQx1M7FT9gP0AdGYJ+C5oCx4PpRbKXK2R5uZkrYGiBItYT3S08N6pBz47Gs0bKgHMPjFE7Y6Q1wopuwZMIzx5g/9W/mivtLoIYdK0KSFn5LCHgMQrem6Z3u2rBJLQxOEslXmrH+NOjHr57OkAvVqjVi68vaB8BjKEeFW8sSRjhife9C0+cvYnmX/7vkfcXURI7b72Eay/+KdTJIQgl+LGnm9tAtCGsXMVPT09xcDBWdj44OMBLL83bD7z44ov43Oc+h729PXz605/GU089NfeaZ599Fs8++ywA4Atf+AKuLZkRWIa4naAeRWiYHHkUoV5fz3fHRBHog7exe3wXoh6Ax32wuAee9KHzHDLLYLIExhBQwXHz1gF2mo21jlUERhnq9TrUtevYbb2JNtFAze7WQm0QdhROc0CB4db1CPVaNSZO1D0Eh8ETNw9Qj5Y/MCYIcOf4BA/uvwnzN+5M/e4pL8B3em0c5gQ/dDD9WVPKIIUPjQQH1zzU16iT39Qcd+MBJBMIArLw+6y174Nqjaf3ajjpHiObeF0zp2gnWel7IR0oBILjVtpBzDzcuVXtXjRhANy7i/24hbB5DX1Np459qAYwNMWt6zUE/orHTCvUjYIMw7XvZXcvOYidOhpxF6pZx1ttDSMEarU6uOA483z4nsTe7noVBTboYv/wVcSH93EjGWDwYz8Js0KJtGlyqCjC/t5u6WtIG3U0VIJ8+LOcZjhsayjqY6fmoZNJHA5SHMZWuLSfKgjGUKsLPP20D88rGPTudxAYDdaoLf+s63X8UC2C+P4P8OCFP4V8/4dQe+slqG4HqSb460/fxEFz/l6fvYaF17qzA3/N9e9xxcpgVETrdZL5Du95z3vw1a9+FUEQ4LnnnsNv/dZv4ctf/vLc3z3zzDN45plnRv8+Pj6ee00ZSBIhOTtB0utAaHWuGq3xPPj3XoNsHVnpFGH15nxGcOBRNK7XEU1qjW2wHlyv19Hr9WC0QU0O0Hv9B8BEmcyoHO1EWtdOlaDXq6YX550cQmV2uKTMeYt6iNob38f99/6ItS6dgO9r/MW9Mzwxs5ms1+t40O4iTjMwEPR61SWWmFJIdIbTDkCZWXiuwZHVjSO1ANHJ2zideJ1Mc3STDJ1uF5Qszy6kNjju9sEHLQw6beyF/lrfq6EU3tFbYM134353gF5vvCAfdQaQMofME/RWJA9i0EG/30Od6LXvL3cvjc6NUHjtQ+TJAFLlOOoO8IGDAAYRXjkbwCi51rGIkrj+0p+jfXaKd9UF+m9+H0meo/PX/s7iUrfRaJ4dQ624D+euQRvQ3tnoZ3mukKkc37l3CsNtRt5PrG2671Ps71EEPgFgkGUJsnkjZTTuvYZ+q4X3XKuVuv7rT91C9srLOO600TEEu40AH7gegtHiz2/2GhaC+6Brrn+3b8+rkz8OWBmMDg4OcHJyMvr3yckJ9vb2pl4TRePS1Yc//GH8/u//PjqdDprr9nJKwIu7yNMc1yuwtwpx8zbeFQ5AfR9R6F+OhpXnI/I5wuN7iCeCkS8oMmh4rJyC9Sx40oepotnX3MXB8Rs4OroHdWM6O7pWE3i9k+JokM8523YyBXEO/S9nuNfuSdzYW7ygeYMOpBBAJFA/fHuqbzRpsrdKHaOTK6S5wYFsQcYJnryzC5jqE/EkjNDotKxVw4wsUCXlhbgLmWbY3d1gP9IPUGt3IIgld3SlAqEEMEO17jXM+wBg9+6LQKeFWhTg2o0IB3UB8+rLAKXofPBvFwYkMaw0lPIbm/pDD2F3TO/2h1YSb/YyhMKSE25cq6bWEXaOIQnBbrNcaY1ENdx539MwZwNc229uZL5wi2KsvDve97734d69ezg8PISUEn/yJ3+Cj3zkI1OvabVaowzq5ZdfhtYajcbmyllF8OIeTJZhp8wA3RIQLtDc30G9FlyamCIhBLxWR7M/vVPyGYE0WGvhIFqBV51bieq4FlCEb8yLpy6iecfOL2bNxQ0YG+6lWi8kL3iDLlSeWSWJMMIulSATfaNJk71VaGcSiVS4kZ/CULq+xmAQIMp6CEyOgdKjXkYyHFKmtBx5wc2CNc95L0/BDxDpFGTQs8FyyDRMtYHSBmSNPVx0cg/+ydvIQPGBa/YzI/Umnn76CVx/6yU0n/+zOZ1FwPaL8iwt5zc29YcCfhqP1EEYJXj/QYDbNwWevOPjxk2vUiBiaQw26FbuMZMwwlO3r20D0QVj5bfCGMM//af/FL/5m78JrTX+3t/7e3jqqafw9a9/HQDwiU98At/85jfx9a9/HYwxeJ6Hz372s3OlvE3DizsAowgK6sJXEmGExukJHuQJIGwtWjAKafK1lLp5MoCSErUKu1FCCMTePg7uv41Bnk6xiBbRvNupRJpr1Bc0i8viek2AHRD4C2SAvH4bMklx/XoEIjxEoY/68dvovveDAKZN9m6t2Ad1cgVuJELZh66SOc7CD1E3OfxeC4ruopNI7IViSF7QCGvlPhMv7sEsmQVb79wC1CGBsyOI+p2Rdl8srVOyV7G1x5M+dt96Ef0kx4fuNKY2bnRnB+96l4F5/XkYQtD54R+fmlz2Bl0gl9hp7hW99WIIAc9ImLgPEtk+TM1nwJoJZNg+Qp4keHJns4zYLTaDUk/ihz/8YXz4wx+e+tknPvGJ0f9/8pOfxCc/+cnNntkKeHEPdAUd+0ohjNDEPWu2d+tpAMCOzzCoczTWKEW6Gay9qg9ecxfX7z3AW2++DP3evzb1K0fzfvE0wd+8aedh2pm0NOEKO9QieIzi1v5iRpvXb/3/7Z1ZbGRX2a6ftWuPNbgGl4d2pztJD8lPDv+vAyctBgERShMkxAVCUaTcIMRFLgKKRITEcAEXECkSiYKQgrgARZCrcBNxCQrSn0jhHBHo5IR0p5PuTs+jxyrXrtrzOhflduxu2zW4yq7dZz1X3fauXWt52fXttb7ve1+QcnUXo+XyFBfnWJYShEDXujPZC1dkYvL+MqHvM+Vs42nXtsnrUKjPIsZKzLntYHTTNmI828W9VyxQ4kH/LpsWjqFhLM1hFu+isVJp6MUJYZQw1sNTvkhiKufew3dd9pezGz4AasUS9+xPkBfebx/Z3f+/VvOORquO1PXeg62+0mvkLq8Go+1g1+ZIYkmlOIBeLsXASacCg9dChJ37Z1KFZVMwxDqzPUvXuGfS3lKRYDMMr4EIg56r24RpMVYao3L+5G26fTfLvM+53mqZdy0IyWiirzF2jZRYbg1NX2NmmM2Rj1xEo12KntG6M9mrBxFBKCmFC8ggpLoNwVuhZbCyDqX6LLquMR+0f16NsN0X1o3Yq+632s2g27GN2GhsQmA4Djl3ccXXKCGRst3wKumprPtmnsjO2kxv8fPSShXu2TfJ+PkTFD58uy1xlSQYLXedGWbXGAa2kIg1vkb9ooUBhruEbhlKmmdESWUwEstLhGFIeRt9EqOG0DSMXI5CvQ+PpQ0wWg1kpg8BWUCrTjIdLmHcYi0B69W8wyTBXSleGCa630QGPvbagOe0lSvW9oh1Y7JXC2O8MKEaLiJMs/8etZvYDmOtJbKWxnK0EoyimEwPthHdKln3jGWTb9VWe43cYMUtWND1B3J24Sr2/BVCNP6j2jm3lilXuPeucSrnj1M4/S5ma5k4Csl1UgHZCN3A1AXmLb1v/WDXZ4l8n+o27McVwyWVn+aiUWsrL/RgG5EKVnxyNkoC94rhuWT6+QCgnbCtlvOUz7532+5oVc17sdU20wuToRu0me4Ske8z4XwcONbmjW7SbnzdumigFsRYcQsj8XEGsZuzbLJhEycOaMQJrWhFYb1L5YVVS/jC4Jupb3obGbGP1GA5iHuqpNM9l9KlD2l6AZ+c6r7AJ1OpcmBPmcrZdxk78y6xH1Dp4xhXaBq6aWG1tt9O4dTmiMOIqSE0rSsGQyqDEY06saZhW33IEowyTpaCDGChv/6Dm2ihD6G/rWNMrTrJVLiEuZGad9agnsScW/ZphjH5Ptxne8Fq1JBRRPGWclwtl6fYmFuttjIyW5vshUmCG8bkvTphy2OqxybiDbEdCjLEcGsEiWTBCwnCti1FN2xbRWQrLJu8DDEaS4iMYNmL8eOkYx8WrOSJzh/Hd5vsLzs9Wx/o1QkOTJfIXjtHHAQUulVeuBXDwAm2Z3wn4ghreZGMaQ62SEQxUFK5MqJRQ+vQ8Z1K7CzFTExm7mrna7fAaDWIwpBir6W0axC2Q7UyRun8e7eredvtMu9rjRBD6919tldMdwmhb/BBckveqJPJXm3FFr0ULSBhMKrKVruIoVi/QZKRXGoE+FHSdcmx0Wp0tuHe1tgk9tIcWgbm/YgokWT0zru24uVTUFvEcUymi/39nPSJSQ7OlCjaWv9B4BYriX6w6/NEvn9HHevfiaRudaTvge+R70MHbdRZNdtbvLat+xieiwwCxrLb2zlq1Un2hDXM8+v7jm6WeTeTzc3LBkUm8ND81saOpE5uJW/UPqq7abLnbtJrVAti/CBiPFpC366J3QrtXF+WcmMOTRcselHXxQsZv9WVkG3fY8tkMC2L3PIctq6xEISEERgdxuYsXseZu0wgBfdNbO9YSx+f4PDdU/3fwDCwguZtfl+9YNfniAOfPT2osit2ntQFIxp1ZOBTGoDvy0iyarbXXc5hI4xWW2JoW/bVgLBsxislKudPoEXrtVXKjo5hi56aDvvBdGuEQUBlg12eMAyyWXs1b3TTZG95E5O9WhjhBA1EFFAaZMGA7VBuLWIZ7ZxVtwHaaDUIg6D3ZtAeEI5DvlVv7xqRBB0EUnXPpXzxJM1WwCcnnd2vPDNMLBEj3T7zRkmCXZ9H6AMoVlEMlfQFIydLcWYP1T48jFKBnSUftxC3mO31guE1VjX2touYmGQ6qmGcPbn+PTKC/9iTZXJyuAlh011CBgHjxY2farVcjtJK3uimyd5GvUZBnNAMEwr+ErHvMzXIp2R7pYhBBkRS0m3diNlaBj+gOMxCHMsm6y1jCkkiIUnkpru2m3kiz21yVzk7GooDuoEjY2Sf5d1WY4HE9xlTVXQjT+qCkcjmyR841LXuV+pwshSJELNXOl+7ETJB95pkBmTjKUyLyniJyoUTaOEGypNDxnJroG+R4Hdy5KImolH72GRvg2O6WhjjRwmlYB65xuFzMIN0GCPCcpcIk+6LF4xWAznsQhzTJidDdK9BjCSjba4huDZPNDNInbztYJjYGci4/QUjpzZH5HnMjI3IfBSbcod+oqcXYRg4WYvswvW+Xq97bSt2Z4BNlKI6yZ64gfHRiYHds6v3jcK2pcdWWw0nR1lEiBuXPzbZ26DXqBZERJ5HWTaxt3Cs7QvLJmtqTNZnKeS0rq3XjV5suLcxtryIMZcXSQRobGI4t3BtNU90/zbzRANF1zF0DbOx1PtrpcSuz0NGx3HusMrbOxAVjEYQLZuj2JjvfOEGtPMQIeVOHjo9IEyLcrXE+KX3V43GdgKzWSMOtm5ubgdvm9zcx0UMGzW+1oKYrN8gCdf3Kw0CIQRGNku1OcvB6ezGxRa3oIU+IvCGX2psGNhWhvzyPFLb2HlW91zKlz4YnTzRGoQQZEwLy++9os50a+C1yA652lMxGFQwGkWcLPmgAV7vSVvDc9GCgMKA8xBifJI9iYu5g7sjy60R+x7jHUqwtVyOkjvfzhtlbg9G/kozasFfIoliKpvkn7aF7VBo1rouPGmX30fbKr/vBiEEGSdLtbWIlhEYtxT+tHXnVvqJKs5o5IluxTBwQrfnl9n1OUKvxV29uvgqdgUVjEYRJ0tRhIgbvZd4G60GiZ4ZeOWQME3KExXGL54kE3gDvfdmmI0aaJl15oYbsi5vpOEncp0pZC2I8YKYcjBPxjSGsxuxbJy4Be5y52tZKV4IfMq5HchlWDZlb4n/3OMwcYsYbfHSKagvYmetvvuJho5hYvutztfdglObQ4oM+eyIzkuxDhWMRpEVsz17vvfmV8Nr9C0D1JHKBHuki/nR8eHcfy1J20wv001QXZM3ummy5wYf745qQduGII9PflgtAXa7iIGFG11dbrQaSAmOvQNP7ZaNHXtoXnNd8UJ24SrO/GVCNO7vQndu1zAMzNBDxh0sc9egtxpontvZ8l0xMqhgNILcNNsrLPcmmqpFASLwhlZpKAyD0uQ4lYsftBs2u31d3LsVudmsE4ch+S7yL6t5o/krGFrbZG9t42stjMn5dZLQY3pYVVWmRdbMYC12H4zEgMrvO2LZFGSEXPz49+mm7lxrRXdulPJEt6Gb2PTWa+TU5ghbLfbkR/DYUbEhKhiNKk6WMW8Zwu6PxPSWSxxGFLro/u+bcpUZWhhn3tvysozfpHDtLFPv/x+m3n0Do8fSXMtdIvY8JrrsJ2v3G81jaEAGGsHH/j2tKGHMW0IKbWhHNkII9GyWgrvQ+do4QuvVhXc7mBZZXWAuzq2+f9ufqMm+Uu+6czuOYeAQQQ+9Rk5tlkQKSoOQfFLsCGoPO6o4WQpchflZmN7X1UsMr0ESBJTKwzMPE4ZBcbLCxOUPuXLwk5D/2PRMC32cpRtkF6+juzWilkeIoOTO0wwTwiMPQ5cOwKZbQwL5bJfHR06OXHQFs1Uno5nUV2y2a0GE7wUU4yWM7bi6doPtULhRI7j6EZHlEJkOkeWsc8yFtm1EHMUUh/nQsIa2ZJFDtrFIjZv+RCu6c9vwc9oxDANLF+juMt2IAmX8JplmHc3coZ2nYiCoYDSqWDZjusCcvUrQbTBqucgkIdvtB3i/VKrMzH7A3Kl3EcUvkZ2/irN0HXN5gcjziGOJMHX2lh3GxxxEQ0M7f4nW7GXCybs6319KTLdO3Msx1kreSJ+9glG4l2Z0MxjF0GxgS59qdsi/7vkx8nN1mu//iySjkxgmGV1Hs0wSO7canPTAI/G9nXUcNW3y9Rrh/BWs+St4aPznKPUTbYHQDQxdx3BrdNNYULp8msDz2VdOQaBVrKKC0YgiNA0jnyNfv0Hng582hrcMhj7083+hGxQmq1SvnCLzToJbb/cDRabJZN5kqpxbNwZZKLI3P8fiyX+xMD6N7GCxbXgNZOhj9+AOejNvlJ2/ilk+SGvlmK4WxBSCGoQB1eL2rau3HIOTZfoT9zElJaHn0XJbuH5As+XhL9fIJBIjjkiERiA1csN+aFiLZZMN5kgufUDTC/mvvYVU7Ro008T23Y7ByFm8jrF0g8gwmSimI9gq2qhgNMo4WYq1ReqeS2R3eIqWCYbXJN4pK/ZKlZm6y4Vmk7KTYWamgLFJFZ8QAmN6hj0fnqVx4RT+vZ/Y8tamWyP0fPaUeys20HJ5ygtzGBr4iaQVJXhRTLW1gDD7c73tByEEpuNgOg7FW74npSQOAoJY7mzRgGWTI+RavcE9kwVsM2V/+oaJ02qyleerFgWULp+i6Yf810xhx4amGAyqgGGUGStRzsQUj/13RzkU3W+RhCH2sMq6b0FkdMYOHuSzh6e4u7p5IFq93skyOTFG5aP/27FPyXRrEMeUenU/dbLkwiam38SXCbUwImi2yEt3MK6uA0AIgW5ZZHe698V2yOezlAtZpsdSeHxlGNjB1o2vxcuniRrLTI5Z6Qu2ChWMRhlhWlQOHWBfMM/Ysf/Grm1e6t3u6B+wNcKA0Sam2Zu42B++s+V1VmMJYfTRnOrkqIgIc/EGkZTMt0JoLmPHLaacEa8YGzIik8G59yD3T+1gnmqQGAZWFCA3kaOy6vPYC1eJtAz3VNTxXBpRwWjEEYZJ9dABDtCg8K/XcWYvbnid4bkQhIzlR7d5URgGpT0TVK+cQl/eOBOW8VuIwMPqIV+09v52zmasdp1ESOa9iDG/hpTcZlmuSBm6iUWMbNyucCHiiNKlD2i1fD5RTeGuTwGoYJQK2kdiBzjsRIy9+3fyl07dds3HdgQjvgMoV9lnxuRO/HNDHTfTrRH5PuN2fzs8LZen6s4hBQRhTDFYJKNKfNOPYeCIZMNeo7FrZ5GNOsWcRU6pc6cWFYxSgtA0snffzf1FjcL7b1H46N/rrJh1rzF8O4IBIDQNe88eJmtXMG9cuO37lrtEEoSUx/o8anFylMMGmbiFv7yMnbQoKtXm9GOYWJm2kvu6L7t1srMX8aXgYFUdz6UZFYxShBACa+8+7pvMUT79DsWT/0LEUbujP/AGZqg3bMRYkb0Fg7GTx26TCjLdGhhbmOl1wskyLXwMdwnhLuPEHtMFZayWdkQmg24Y6M01x3QyoXzxJF7T477KiEsaKTqSjk8vxTrMySkO7asyfuEEpeP/G3t5gTiKhycCOgT06Rlm/AWsc++vfk2LAjKe27EybyuEYeDkbIruApV4EfSMMla7Q9BME2eNr1Hh+gVoLJHLWpTy6oEj7aj6x5SSKZW5N6NjnDvDgrtMnCRUUpSkF7ZDtVpk7ux7XL/rELHltPNFQcj4Nj1+tFyeI3MfEZYn0aU6ortjMAxstx2MdM+lcP0cbiT5H9Pp+b1XbI7aGaUYrVBg3+G7mXRniZrN4csADRhtYoq9NLFPHgNW9Oh8n+p2jQGdHGNxi9hvDdzVVbGLGCs7IykpXzyJ77rcU7aG75ar2BHUKqYcYTvsuf8g999VSd0fpdANinumqF7/CL02h+XWkJq2/WM1J0tZRHhNbziurordQTcwkoDc1TNk6gvolsVkGht4FRvS1WPjO++8w0svvUSSJDz88MN84xvfWPd9KSUvvfQSb7/9NpZl8eSTT3LgwIFhjFexAULXKZaGq7s2NEoV9s3OUzvxFkbWIR6AsrYwDOxinrFAS12AVmyBaeKImNylM7SihP+5b2y3R6QYIB3/UpMk4fe//z0/+clPeOGFF3jzzTe5dOnSumvefvttrl27xq9//WueeOIJfve73w1twIo7C6Fp2DN7mKpfJfBaFAZUhp3Zf4BPHpoZyL0UI4Le7jVquU32lmzMFLQyKLqnYzA6ffo009PTTE1Noes6n//853nrrbfWXfPPf/6TL33pSwghuO+++3Bdl8XFxaENWnFnIQpjzJRskoV5Jgoj3rSr2D0ME9OysGyLvWV1/Hqn0fFMZGFhgfHx8dX/j4+Pc+rUqduuqVar665ZWFigXC6vu+61117jtddeA+DZZ59lZqb/J9fswfv7fu0oUdrtAQyA0oDuc8+A7tMPpV1870FR2u0BDIBSF9eMegKgtNsDSCkdd0ZyA8kWcYtbZzfXABw9epRnn32WZ599tpcx3saPfvSjbb1+VLgT5qHmMBqoOYwGd8IcdouOwWh8fJz5+fnV/8/Pz9+24xkfH2dubm7LaxQKhUKh2IyOwejgwYNcvXqVGzduEEURf//733nwwQfXXfPggw/yxhtvIKXkww8/JJvNqmCkUCgUiq7pmDPKZDJ85zvf4ZlnniFJEr785S+zb98+/vrXvwLwyCOP8KlPfYpjx47x1FNPYZomTz755FAHffTo0aHef6e4E+ah5jAaqDmMBnfCHHYLITdK+CgUCoVCsYOojkCFQqFQ7DoqGCkUCoVi10mdimQnaaI08N3vfhfbttE0jUwms+1S953gN7/5DceOHaNYLPL8888D0Gg0eOGFF5idnWViYoLvf//75POjK0u00Rz+9Kc/8be//Y2xsba0zOOPP86nP/3p3RzmlszNzfHiiy+ytLSEEIKjR4/yta99LVVrsdkc0rQWQRDws5/9jCiKiOOYz372szz22GOpWoeRQ6aIOI7l9773PXnt2jUZhqH8wQ9+IC9evLjbw+qZJ598UtZqtd0eRk8cP35cnjlzRj799NOrX3v55Zflq6++KqWU8tVXX5Uvv/zyLo2uOzaawyuvvCL//Oc/7+KoemNhYUGeOXNGSills9mUTz31lLx48WKq1mKzOaRpLZIkka1WS0opZRiG8sc//rH84IMPUrUOo0aqjum6kSZSDIcHHnjgtie8t956i4ceegiAhx56aOTXYqM5pI1yubwqQuw4Dnv37mVhYSFVa7HZHNKEEALbbiuGx3FMHMcIIVK1DqNGqo7pupEmSgvPPPMMAF/5yldSWw5aq9VW+8nK5TL1en2XR9Qff/nLX3jjjTc4cOAA3/rWt1ITsG7cuMHZs2c5dOhQatdi7RxOnjyZqrVIkoQf/vCHXLt2ja9+9ascPnw4teswCqQqGMkuZYdGnZ///OdUKhVqtRq/+MUvmJmZ4YEHHtjtYf1/ySOPPMKjjz4KwCuvvMIf//jHoffJDQLP83j++ef59re/TTab3e3h9MWtc0jbWmiaxi9/+Utc1+W5557jwoULuz2kVJOqY7pupInSQKVSAaBYLHLkyBFOnz69yyPqj2KxuKrOvri4uJp4ThOlUglN09A0jYcffpgzZ87s9pA6EkURzz//PF/84hf5zGc+A6RvLTaaQxrXAiCXy/HAAw/wzjvvpG4dRolUBaNupIlGHc/zaLVaq/9+99132b9//y6Pqj8efPBBXn/9dQBef/11jhw5sssj6p21Vif/+Mc/2Ldv3y6OpjNSSn7729+yd+9evv71r69+PU1rsdkc0rQW9Xod13WBdmXdv//9b/bu3ZuqdRg1UqfAcOzYMf7whz+sShN985vf3O0h9cT169d57rnngHbi8wtf+EIq5vCrX/2KEydOsLy8TLFY5LHHHuPIkSO88MILzM3NUa1Wefrpp0f6jH+jORw/fpxz584hhGBiYoInnnhipHfbJ0+e5Kc//Sn79+9fPaJ+/PHHOXz4cGrWYrM5vPnmm6lZi/Pnz/Piiy+SJAlSSj73uc/x6KOPsry8nJp1GDVSF4wUCoVCceeRqmM6hUKhUNyZqGCkUCgUil1HBSOFQqFQ7DoqGCkUCoVi11HBSKFQKBS7jgpGCoVCodh1VDBSKBQKxa7z/wCzBsTDLt3jpAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
],
"source": [
"f = plt.figure()\n",
"\n",
"df3.loc[:31].plot.area(alpha=.4)\n",
"plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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HZVlr1c71er2lSnQGnueh1WpNVTwMcWGedolSei7BqCrWUc69X7BxwSgd4SsATXJPHOn48VEwKnMDSilxfHyMKIqmUvtVkxiydfxmswkAeO21136qTkJCCHQ6Hdy7dw83btz4wDVszUC9yZP5eZZgzCY7eY+suyfRbreHBKFl4LoukiSZOmSWtRc6a+FrWYPUSZhybn1AnUb5/PKckA4skyCU51psUAYAFDJRYNbIp27WDXhycoIwDME5n7p4VkliEEKMnZYopdjf38e9e/dw9+5dPPjgg0u/x6bBDBYz1i9hGA6FfWEYDmvqv/Irv7Lupa4Mpie4rmA0axSBZVlDMWjVjXJZmBJddpzDonAcZ2iceuHCBQAj66MqItOzoneXNUidhNmD2u02Ll26dAYru3+xccEo3cimfekMUnq3hTjR8AbXu2VZ6HQ6uTegsf7p9/vY3t7OfU8zG2nZG7jf70+ZJnqeB8/z8Nprr+HChQtL36SbgMPDQxweHuLg4GCotzEkEvP9UUrhOA6klGi1WmvZHM8KZiPKy0o6nc6Y/ugsYK6zvFKYZVmQUqLX6w0z8/NC3jiHRUEIged5ODw8HF47hhhRljDAGDszeyRjjFuW1p1d07rnX20qNq5Ml7LPCKAx5thtQCgZWAKNasnGiSEvOzLWP7NOU7Ztr4TEEARB7s2yt7eHMAzx1ltvLfX6mwCtNe7cuYP33nsPx8fHQyV8o9HA3t7esFe2vb0Nx3Fg23bhb3O/QgiRa455Xow6kyHkEQRMD3QdJAYTLJYt0Rm4roswDIeZXlVixFkKX40n3SKHy3XPv9pUbFwwkjKdY6T1dD0cGPnTyQmtUdENeHh4iG63i0ajUfie5gZetrdhsqu8TWpvbw/Xr18/twa3EALXr19fObU8juOhBY0JPM1mszAT2BS68SpRlBmZEsx5BCMhRG4T3/RAz5vEkDdxdVmYQ93t27cXIkYY4esi5bR5qGKQOonaMDUfc2sJh4eH+OY3v4lWqwVCCJ566il89rOfHXuM1hrf/e538corr8BxHHzpS1/CY489ttCChBDQSJkweRdeGowYwnCayXR0dIQPfehDw3831j+pWLY4nTY38OHhIR566KGF1q21nnnaaTab6HQ6ePXVV/H4448vzTaah06ng4ODA7iui8uXL6/sdU0wKluGMqrz4+Pjhb/bTYMQIjfTZoyBUopWq4VHHnnkzN5/1uTUsxByl4Ep166SqEMphe/7uHPnDhqNRuWsKyt8nXUYXQSmHLlISZJzjm63W8m94acBc3dExhieeeYZ/MVf/AW+8pWv4F/+5V/w/vvvjz3mlVdewZ07d/CNb3wDf/AHf4DvfOc7Cy8otQIiKPqNCSGwOIXOZEbmBpxkqBhD1HkXsHn+Mqd307gvujgJIdjf38fJyQlu3bq18PtUWU+/3185k82ILcsGo3VtjmeJot/ZfNazphPPus6A8R7oeSHrYr5KuK6LXq83pHlXybpMMDqLktgitG6D2jA1H3OvnL29vWGW43kerl69OlUC+M///E986lOfAiEEH/3oR9Hr9RaqWZvpmVoVByMg7RtpMr4ZTjop9Pt9dDqd0hfwsjewmbg5a5N2XReNRgOvv/76mZs4mjLCqoOAcauuUp74oKnOZ5U+z7oEY66zWSdqI+Q+z1JQEcNwWRg3hk6nU/m1z0r4qpRaihhRG6bmoxLl5+DgAO+++y4+8pGPjP378fExLl68OPz/Cxcu4Pj4GHt7e2OPe/HFF/Hiiy8CAJ5//vmx5wDpRuf7PmxHw6JOIRsoiSJ0eh6azfHA0e/34Xkems0m3nnnneFayrJvoiiC7/sLpfSdTgeUUly4cAGUUlBKc9fvui6uX7+OW7du4ZOf/GTl9ymLmzdvwrIsUEqnvudl0Gq14Ps+LMsqXWKQUuLo6Ag7Ozsr6yd0u13cu3cPjz766Jmw9Djnhd/b9evXh9fZJIzTx/7+/pmUYnu9HiiluHTpUuH3b1h9AHI/w6zPtii01rBtG41GY2UEBoNer4dut4tHH320VEZu7j3TRyaErPTzGpJSs9lciLGolEKr1YKUcuW/w/2M0sEoDEO88MIL+OIXvzhl256XTeRtEE899RSeeuqp4f8fHh5OvUe73YaIAbCkUBgWxRJJpNDtjk48SZIgiiK88847uHjx4pAssLOzU0pgliQJwjDET37yk4V6G7dv3x6zzG82m4Xv6/s+Xn/99SEBYNUwIt9erwchxNT3vAyMv59SqrRwz3y377333tQBZVHcvHkTN27cgJTyTL7Dixcv5n5vUsrheIS8z58kCfr9Pm7cuLHyPgWQXmdBEMx0IDAVhnfeeSc3MBR9tmVw7949nJ6eYnt7e+WEAc/zQAgpnell7z0hBA4ODlb6eVut1tBabFHxqpQSd+7cWWhdH5Te6yRKHd2EEHjhhRfwxBNP4PHHH5/6+4ULF8a+1KOjo4U2nRHzhYLQ4tMupQTQDNkYaBrlR0dHQ11RlVO4ef4iF8ek2HUeGo0GOOd49dVXz8Rh2Zi1GmrrKnsHi+hIzO+wyv6VKcNeu3ZtZa9ZBoZJV/QdnGUJpqyNjOldnaeWxZAXzqIhb9t2oUZwHs6C3r2IQeokanr3NOYGI601vv3tb+Pq1av4jd/4jdzHfPKTn8RLL70ErTXefPNN+L6/cDBKEgFCGBgtvqgpBQijSJLRRp69AU9OThDHceHgrTwQQuA4zkKbSJ7Ydd577e3t4fT0dIoMsgpkaaez1PpVsShN1rAdV6V9MZ9JSomDg4Mzoe4WwVgBFZXgztIwdZbYdRLnvdnNI1WsC2cRjBYxSJ1EbZg6jbnf5htvvIGXXnoJjzzyCJ577jkAwBe+8IVhBvGZz3wGv/iLv4iXX34Zf/zHfwzbtvGlL31pocVkgxHNMUk1oBRgxIJINLLVCkNC8H1/oQtlUScGI3atEvwcJ+2JvfHGG3jggQcWdjjOg2H2+b6PbrdbilFYBlmNUVWskmVmApFhWh0cHODKlSsree15SK/RpPD6MiPAz0JXNUvsOgnTN4rjeK6p6CqwqaNSzsKfbhkmnQHnfFhRWSbD+iBh7o79sY99DN/73vdmPoYQgt///d9fejGpVkGCEApuzQpGqQuDSBSQMU01FOJZ1j+zYFkW2u32zHHGeSgSu87Dzs4Obt++jddffx2/8Au/UHW5hTA3ixkg2Ol0VtIoNZ5ziwQjzvlKLJcADD3wGo0GhBC4du3auQUjwyac1bg+q6zEjI0o04syYuPT09Nz8UAz2qtNQ1b4uqoS4iIGqZPI0rvrYJRioxwYhBCAIunGPi8zYgxCjF8QxonB2MdXhXl+ld7GMjoGxhi2t7dx+/btlfaOTFnOiDBXdUo3tfJFsjhDN17FqdLQmw1V/uTkZCWvWwZmlPWszNuUYFaNfr9fWmhpmJTn5cRwVh5wy8IEoFUdDhY1SJ2Ecev4oDnaL4ONC0YaBFoTWDMyIzIIRkqMn3Qsy8LDDz+8sEFklgRRFlEULXUqNL56qwoYRgkPjMYcr+pGrOq+kIXJGlfRS8luyp7nQSmVO4jtLFCmN8I5H2ZQq4IRu+ZBCoI4HP9NKKWwLOtcNjsToDex/7Fq4WsURSsR9zLGwBj7QNlkLYuNC0YAhVYallWcUhNCwC0KpacfY4Rui8CQGKpcIEEQIIqihZuZpp6/qua+YdKZm2WVp/RlLVAIIUuf1JVSY5+Hcw7f93Hjxo2lXrcsyvRGzoJRZyYI55WCo76D1jGBSMaDgRGCnzVMMNrUMh0hZGXzg6IoQhRFK+nD1Yy6cWxeMNKDzMievblTSkBygtGyMCSGsjBN5UUJAowxWJa1suF+kzfLKtlEy4wHoJQubbkE5DPKGo0Ger3euSjay2ZGZmbNqmCus8n+gpQESUwQRwTd9nip17Ks4eHkLGEYhpvos2aC0aqCsrHDWkUwqg1Tx7ExwWhoBaQpCPTcNJhSQJ9RMDIizTIwRqzLpO2rZppl7XpWVTLSWiNJkqVKMauwBTLkhexm4LouCCFnrjkaXaOzvwNTglllicxsppMbfhJZiCOJ3Z0LiMPxDfK8HNPT6czJRgQjrdKypQEhZKV2VIa8sAp3DVO1OAut4f2IjQlGUsrBj0Ix05huAEoxNn58VTA3cJlyUlFDPg45wqD8V2vS9VVclJOzm8wGsWywM/2iZUox5qS+zOfs9/tT3njG/uXu3btnemOXLUeZXt2qTuNSytzrTGsgiTg0FHZ2fWjtIvvxTUnvrEkMhmW5CYMjw76No4NpN/VVVQdWwaQzqA1Tx7ExwWh4o4PNdF8wSB8z7sKwChjPtTJlsyIRYhzaOLhTvk9jSAyrKDNNblrmgl+2Zm5YRMucCM3nXGYtRYwy3/cRRdGZbrxVzEBXWYIxAXjyu08ijjiWaDa3YNsEtuWj1xkxvUwJ+KxJDOZ7OcvptmWgNSASjtZJH1KMovKqgpExSF0VUaM2TB3HxgUjEDqWGEmtcRxN17wpBQhhYy4Mq0AVEkMQBENzVgMlCaTU6HVl6UC5qhOsGYU8XIsa0buXveBXUStf1haoKEMA0lIn5xzvvffeosubCxOQy5SjVlmCKeoXxZEFkUhcvLgHbhE0fB/93rSb/aqa90XIsjfXCSnoQHvIEcejm29Vwcgw6VZVjjxLt477ERsVjIQQoLBAMxf1QT/B/zvqoROPByQz8TWOV1+WKVtiCYIAUsqx8oSUFEki4dgN9INyegTO+UpIDIZmzhiDSCg6Jx6kTCm+y25IcRwjSZKlSjGml7Jo0J1lh0MIQbPZxNHR0Zk17M01WiYDWGUJxlxn2YOASChEAjjuyD3d9RigvLFD0CpKo/OwKVZAIuGII4mt5h6SeDwzykoeFoWh16/Kjd3Q78/6sHC/YL15dQamCUopBzC6sEOp0AklbncSbF0YLZdSAs4tiDPQ2hknhrzTqIHRLkxemFIwCKGx09xB2D+CX9K42bKspTeuMAyHolQpGMJQACQNTsvSu43h6jKnwmWHz/X7/ZmiW8/z0Gq1cPv27bGJv6uCIYKUYU6a3mOn08HW1tbC76m1zj0YJZGFKEpw9eGR84TlUDDuIej10GiS4TpMaXRRs9F52BQrIBEzgEi4jotOOLovzTUbhuHCGkRgJPpepRv7qsgVWmvcu3dvY8XHQHotXrp0qdhk+JzXU4hRT4JB69FiI6khoXGvn+CjGG0ClAGUMcTJ6k9kZiM5OTkptJkpErtKQUGphO976B6V/3oN7XmWCec8mDU1m02EMYWSGklCwe3ltUbL0LqzWObmM5lR0WZgWRZc18W1a9fOJBjlOVObLGTyqzHl0dPT06Us/ydLr0BaCk5iDsY0vMxhybIA32ug2z1Co2n+bVQa/SAHIykohAAch4NbHLI7+kGywtdlglFZg1StgaDjwnYTWPbs6oixyVoW9+7dgxDiXHwIF0WSJLh37x4uX76c+/eNKtMplf6QPHOzR0pBATiZuOAJARilUHL1H8GQGGaNkzBi18mNSUkKxihsh0Hr8iWtVZAYskw6KSko5VAydcyO43ipUs2qSjGWZQ37T1Vhgtisdfi+j06ncyZiz8lTp9ZA79RH1J/OFk0JZtlenbnOsuXRJOaIowS7u+PBhRACz+dQwh0GSVMaXZWObRJSysr2OEoSBB13yjViGYiEIY4ldnZ2YVkMWo1+E6M1Wva3KHugU5IgjoDDu3pu3zhrmLoMli2hnweMbKYIGxWMAAqtFTgfRfdIKihoBFIhFuMjIzin0Gr1H8GUk2ZdvHliVyUphFCwbQfcooAuf0pZlsSgtR5e0EoBUgCUcAB8aUuUVdTbDRbVvgghSgUwz/OgtT4TR4bJgKwVgRAaJ0f5G8kqSjAmGJlysdYpcUFphZ2dnanH2zYBoy7iKN0FDSHnrPoShnhUNpsXCUWv46HXVTg6mL9Zl15HzAGtsL3dAGMEwGhjNlnqsgeUstUBpSikkNDSQ3fOZb4qtusHARsVjAgIlNTDNFgqjVhqeIxCMY3DYDyqUkpAzqjSOM9KJU/sKgWFiCW2trbAOQFFeYKFITEsGoyMDggAlGQQQsKyHEDzpZvpq6B1Gxh3gqr2R2Vn+TDG0Gg0cFg9dQgAACAASURBVOvWrZV7pU2WZZWiEEJCyfxr0LKspU+8k2JXEadu9b7n5X4Xlk3geU1026PPbnRsZ+EdV4XuHkcc/a6Lfi+C7zdhW9voryCBVZJACIAPXFsoS2UfBkb4ugzV3mipykArCqmACxf20Tt1oFTxd2Puh5revUE9o2yZzmQJoVKQSsNzKHpS4U6Q4KHtrNgRSD/C6pt2s0gMRWm1FAxSKzQaLrhFYVkuwr6CbZfbxJdh1himD+d8UD/X2NlzcXISgtJR/6KoXjsLpm+ximC0qPal3++j3++Xstv3fR/37t1Dq9Va2ZhzpRSklGMbupLp4YkQG8B01pYtwSzidJ432TWOOOJY4MqVB3OfQymB79vo3nOHazKO6UEQrHwUepnxDFoDUWAj7DOEUYQHH7iMZrOBo3sxTk9b8BvLBUmRpHqr/f30t2aUAGp8a1uWxGNmaJW5B5QkgNbY2bPQ7++gdXQP+wVTPEwZ9eDgAA8//PDKtFryf16Gbq/G7xIAyPYe2P/3iZW9Xh42KjPSmkIrAm6lJ4lIaggJ2DZFw2E4zqF3a302HyFLYphE0WRXKSkYI4MBawSWbSMOy7PPbNte2IkhDMPh4DUlKaAB1+MglEMpAsbYwoHOsIhW1RxdxMCz3+9P0ZuL4LouGGMr1RzlZQBKUShFwJmTW24yG8uip94gCMYOAamOhsC22Mz+gO0QUOJCDLQ25lo+C/GrGTZYtB6l0mZ+0KOI4xiPfOhhbG01QQiB37CgpQ8hlgtGScyglML2dkpOoIyAEAqZ0SBSSpdimhVpvfKgFB24cDBcuLCFuO8iKagwE0Kws7OD4+NjvPrqqysr1+n2CRBHK/uvbGD73d/9XTz11FN44okn8Ld/+7eV1rwRwciwlAgINDSswU0cSYVEKngOhW9RtMX4ydSk42fhXD/LiSFv4qbp03CeBh9KCRwnJRBUeU8p5UIXpGH6pK9BQRkB5wycWYhDtVSZwpQAF2mQKkUwGVtNL6VK2cg4L5QBIQSNRgOHh4crG0me1xtRkoIQmurdoun3McFoUVGj8eEzG2AcWYhCgf05gxItm8B1G+gMSnVmNMpZuFOYEm7etSEFRdD20A8UCDQ+/OGfgeOMDhOOS+C6zeE6F4FSgEjSa938NowRMGYhyriYL+ten6f1Kl4TGexNgOsTbG3to3VYvNU2m01cvnwZd+7cwSuvvILbt29v5DiOMvjLv/xLvPjii/j+97+P73znO5WuuY0IRiNfOgZoDKe8hjIt07kOhWdRxNBoZ256QgFGUxbNqmFIDHmNdpMZZS9MKRhEIuG5I0IDY6QyiWHRMQuGSadNUGQMlAGc2Uji5expTON+ETZdv+ugezpeejDMwbI9rEWMXn3fRxzHODg4qPS8WWuYLEcpRQBCwZmNKJrOZhlLmYyLBiOTGdm2nW66MQOhQLMxPoU4EBK3g9HRmzECz3MQR+m1t8holLIocl9IIjbIiBL4vodHfuYRUDp+MGOMoLnlIQqqlzCH759wJIlEM6PlooyAMwsiHs+MpJQLEXGM1qvM9W8YtXRgaUYpwe6eC60aCIPi59u2jStXrkBKiR//+Md4/fXXz21g5CrxV3/1V3jyySfx67/+67h58ybeeeed0s/diGA0LIGAjbkvRFKDMgJGCXyLQjONu93RpkQpAWUWkuhsThF5TgzmwpysHatBn2Zre6RjYJyAwCqduXGekg2q0nCzTDop05vO83xQCnCLQQo6tERZ5MS1qMbInFpPT8ZrFNmR2GVgvNmqCG5t24bjOCsr1Rk2n8kAzKbDOcC4BSHyb6VFZ9ZMXmdJbCGKBLa3pwW0t4ME/3MYjLmUOC4D0e6wBLZK5+osJjd3rYEwsBF0bQS9CBcvXcADDxT3KT2PgREf0YLcAhEzSKGxl6G5p5kRG/tNssLXqjCHzzJQiqSZIh9lio5LsLu7h9Yxn7kXUEpx8eJF7O7u4tq1a3jllVfOjJJ/Fvi3f/s3vPTSS/jnf/5n/OAHP8DP/dzPVQqoGxWMKOVjK4qUAhtsgjajcB2KgzAbjADOOKQ8m2Bk2zbiOB67gI2wdBJSMoAArjs65XEOUGoj7JfvAS3iUGA8swghkIIhSTQaDW9If1cqDXJSysr6Hq31wkHMZIt6Ijs0ZaOyjDpDXqg6M6rRaKDVaq3khDnpTG02HdtisDiDLBBfL5qRZq8zrYEk5FBSDZv0WfSERDuS+MnJ6H1sh8C2Gwg66e+Wdy2vAlm6u1YYsOUoojDC1Ycfws7ObKGt7RA0mttoL9DOSqsADJyTsYMKpWm5XCbjwajIzWIe8saWFK5JUkip4Dij3hIhBNs7NizWRLc9/1Dn+z6uXLmCbreL//7v/8a77767EcLieWi329jd3YXv+3jrrbfwX//1X5WevzHBKLUCssZO4JFUyCYgDZuhlflR6GD8uEjOZo5KnrFn3mRXrTHMPrJgnMC2ncrBKAiCSiQGM8OIMQYlKbQCXC8NikZzYW7GqoHODE5bJDOSSWqN5Dr+2BTSMjquLAypoyrTyPd9aK3x/vvvV3peHiZLldlNh1sUWuWvzQiOq24m2etMJOkBw3Xt6Yxca/SEgmIaN4LRoYFzgobvIuyn66qajZaF6femrgMegp6C0gqPfvhReN78Zj8hBM2GBZX40BV5O0IwJImAN+G5RQgB43SM3LTMxNder4c4jkuSF1Kj5MnPbtkE+/s76J3aM6ne2fU+8MADcBwHb7zxBn784x9vPP37137t1yCEwKc//Wk8//zz+KVf+qVKz98IavfQgJLwoa2K0RixzO/mWxQtKRAJCYczUErAGIWUZ2PSaFkWKKU4OjrCgw+mVFpDXsgKDpWkkFLDtsebuJQCtmUh7JX/mrMkhrL2LVEUDX23wh4F46PhhJQB0Gxs+uj+/n7p9SxD65aCQUPDthzEkQLPjJKvUjaqQl7IgjEGz/Nw48YNPPbYY0s5SORpjKTU8BouRGREltMZWFbjlSdSLUKn0xleZ2HPQhwLfOhDV6ce1zckH4uimyjc6ye47KcneMdjQMuD1r2hQ/Qqyz5a6yFBRCuCJAEICB79mUcqvY7jUliWj267i63d8teZiDmSWOLKlen7hA6Fr2klwAhfF9HamX5RWcGr1hquN51FNbY43NPZVO8sDNPOSBU6nQ4+8pGPlLKXItt7K6d2z4PjOPi7v/u7hd9jY4IRkI6EICQ9HhmNEeGjC8CzKCTTOAwErm6nGxtjFNAMwOpdic0JPnuazBW7SookEbiwvzv1fMtm0F0LZbVQhsRwcnJSOhiFYZh6plEOKQbfyQBGGGy0RlWb2Iu6dSsFCAFYFgXnFuJEwc8IEY0x7DwXbPP+i8Kw6jqdzlLebJNzbIyWxHVsBEIDmmNWMOp0OqWD0enpKU5PT9NrTDMkccoWyzLRDHqJQiw09pscYRDj7eNwGIxsm4JzD0G3i8bWasa+Z5HNmpUikELCb1Q3heUWwdZWE8etE2ztliMjpbOLGCjTueWz9PZcXvha1bpKSQpK8h0pGCO4cGELN292kMR9WCW5TZZl4cEHH8TJyQl+/OMf45Of/OTc55y1JugssDFlOoBA69Hpw2iMjOYISIMRswjuBOMkhrOMqVkSwyyxq5JAc2u6p8E5KjHqFiExmOmTWfKCAWMAoxxJpBdqpi86xyjtXUk0mj44YxBivIRpGHXzNkdDXljUd8t1XVBKlx5JPmVWqigITQ8ljBEQMEg5fSAy/bGyGp84jnHz5k10u92UERhZiCKZ2ysC0n5RLBS2fIb9poU7cQKpBqU6Ky1VBt2Rg/cqPfuy2iutKJRCqVJWHjyfgWgPSVKuN5m64yv4Xj4Tj65I+BoEAeI4Ll0iVoqAsOIMylC9T46qtRYopbhw4UKlqsb9hg0KRhjrC2Q1RgaUkFT8mhm2l7JFz6ZnBIw3fossaVKnbpLL9koZdXysZ1LmPcvWtpVSQ4KBlGlvIUv9pUZzESswxiqfDE1WUnV0hExSltPOdgOMM6icYEQImbtJm+bxIg4GQHoTNxqNpUaS55mBKkky9F2AUitX2GhGkJcpD5n+Vq/XGxxKLCQRB6BzWXQA0BMKjBJYFsWuyxAThffb0fC9PY9DyXTGkW3biKJoZSO4s+4LRk/muosdDB2XwPO20SlJZBBxKunYLXDYYAxTwlfGWOUs2/TuypBntE7LlWzGpGpD9Yb0Z1K9i1CVxHM/YWOCkVKAUhqMTWuMsvAtiraUUIOSCaUYlOmqowxBLNv4zVNhG10P4/lfJeMEluWg3y+vhariJZadPqnEOHkBABhFOvcpJsNmehUsunEJkWpi0gmsdFDGGsFocMoEI611ZfJCFp7nIY7jhR0IJgWvWqeZkQlGjKWztfKEr0D5/pjpCyRJAt/3kUQDDU3TL3xOL5Hgg3X4FoPrM/zkdJxVx5iLqK9nuoosguywQaUItM4vmZUBpQRbWy6SyJ17X2oNJAkHoePs1fHXw5TwdZGJr+YQUeYwpgfkBcZmZ/GG6n06h+r904aNCUYATTOjwY+e1Rhl4VsUCTTag+wo7YnQ3BLJLCgFdFs+ov7sryDrxJArdpVsqjSWBWOAZTuIw/KnINu2SzsxhGGIOI7BGEvtiPh4P4tktEac80qGj8BiGqO0f4AhYYFSgOQcGObR2JdxGp98H0LIwgJYI3g130M6Wl7CttKNMBUXW4WsTqP+n3W4CIIABwcH6Ha7w5k7SWQhiSUuXryQ+5y+UIiVRjZOX/A5joRAP0kDo2UR+G4T3c6IHXrv3r1qX0ABslZAWlHQJQsUjkvAmT/XPFVJCik0nBmBj9Jp4Wt6j5QXvpox92VlDcY415uTxRuqNy9J9f5pwdqD0dB9QacsFGvQ1ctqjLLwLApwjTsdE4wGPZG42hFDxBxRJHA85740JIZWq5WrwpaCIkk0trbyDSgpTb3EpKg226jsCTaKooERpztFXjDr55xCaz483ZVlFJkbt6rGKP1O5NCUkzJA5/T15mWAi1Ci80ApheM4C9vhmE3XZGdmRIA7cNuggzKZLBC+Go1XUYlUSjksz5kel0gokgSwHavwVB4IiThRsDLVgx2XQXKNd08HpTqaesDJJH1d27ZXxqgzpA5TplvWSNeyCZrNLXRPZ2/QyeDe3Z9hgptmRhzJhNYIQOm+WRAElcaMp4cUDdef3zcbUr3b5ajePw1YezAyJRBC0gaoNSh3TWqMDGxG4TgUB2GabqcuDBxJUi0zSmIOEQOU+oUmhgbGTTt/smt6gc/SVFgWBSoM2qtCYjBMOuiUEu660zVlSslCoySMJ92i/aLtgUXLsMEvxn8j42pdtEn3+/1KzeNZMH24RcS7U4JXmcoJPH90MmecQetirZFh1OXh9u3b6HQ60FoPe2Op40KCS5eLfei6QiGSCr4/+n1sRrHd4LjWGX2nlp0ap0YDEsuqzDizolytCMiSwaiseapIGAgB/EZx/4RQpILvCReGKtl2EASlneIBQ+sGvBxadx4aWxyus4PT1VsGrgXXr1/Hpz71qYWfP/cu/9a3voWXX34ZOzs7eOGFF6b+/uqrr+KrX/3qcDTB448/js997nOlFzCyAkqdprnNcjVGWTRshvagB5O6MFgQFcaPK0kgEgLLobD5NjqnHexfmu0b1el08sWukoKx2YGQ8dSjTutoajx1EcoORBsx6RhEotG8OJ2hpbGEVx6FvajGSAgGSuVQdzWs38cafuaKyw7ay2vMGvLC1lZ1uvAkDK251+tVHj1trtFRZpQa+mZ1ZYxh0BebzuSMxqfVak2N8Gi1Wjg+PkYYhmPUcyUoKBkfKz6JXiJBCYE7MaJkz+O4cRrhJBLYczjsgXFq0D6B5aRkikUOGZMwhzPTKzEmwcvAmKd22x3s7k/fLFIQiASw7Nlb10j4OpJ9UJq6aZc9jBnxedk+mFIEhOgpD74iLEr1LoOXb3bQ6q/OtWHX4/jE1eXvw1mYu8s8+eST+JM/+ZOZj/n4xz+Or33ta/ja175WKRABWSug1MONc56rMcrCtygCqRAKmZqlMgohygejJE7nn+zu7gyapvkjAAzMptnpdMYnuyoCKfSYD1UeGE8DZhiWz94MDXfWST5r76NEmll6OVRXOshMzPdbxaC0Kq17sl9k3p8ze8pD0GzSReUzc4JddtMEMPwMs0bJF2HSfSHVkmAsSE/qWrIwZI3JzCiOY9y6dQvdbheNRmPk7qCN8/Ps27Mn1JC8kMW2wwAHeHtgD0RZOuMojp0hpX4V2ZH5XozGyPTQlgFjBM2mh7DAPFUkHEkksLO9m/v3LFLh6yhoVRG+VjFHNVCSzmTS5cH1Cbaa+zg5Wm2RqtUXiKRe2X9lA5sQAn/0R3+ET3/60/i93/u9SlKCud/Az/7sz1Y+SVbByAoodV+glOZqjLLw+Uj8aijVVcaPJzGHHsw/cVwCxnyE/eJN32hFJrMENdDSzPt+OCPglouogi1QmXESxr8sdSSeJi8YUJZmJnGsKwn/TGZUReMjk7Rf1MwMcTOGrSIZX5vpYeRZ1JhyyjKuCVmYSbqLNO8n6cBK0alAkQZ8PlWKzL5/tjw0TePOZNwm07CKg3As0xIdzykfMEqw3+S4FcRD1mlqnOrABMxlrWW01iMrIKMxchbTGE3C84vNU0XCoAFsbRUzDA1YgfC1TJnOkJXKXn+LliopJdjdH1C9V+9je+54++238cwzz+Bf//VfsbW1he9+97uln7uScPzmm2/iueeew5//+Z/jxo0blZ5r6KGUWCBk1C+a1Bhl4Rrxa2+ggeEEWpU7PacDygDLTq1+LJug4W/NZLVQSrG7uzs1JVOKlNXTaM7m/lMG2LYFEZfvfdi2PZfEMGLSTTsvZMGoyUxUJeGfYdJVCQhCpP2irHs5pamDgJI5Y7ItKzc4FhnSLgPHcRbahLPr0ApQUoNNjUMYlSLzMLkJGhq3EAK+P76xKjlgZdnF11VPKCRCgxckrTsORx8Sd7pp5mzbBI7dQBSkHorLetSNxr6MZla53mrE57ZD0Ghsoz1BZDDldW7RUqVj0yvNoiy928g4yh7EhgcIVv07cFyC7a09tE/W3sJfGlevXsXjjz8OAPjc5z6Hf//3fy/93KWvng9/+MP41re+Bdd18fLLL+NrX/savvGNb+Q+9sUXX8SLL74IAHj++edx8eJFdLtdeJ4HhzcgBlkGlQEIj3DxwhZYwUV3MSTothWazSbiMEKn56NMAhd0GACBh69eGWY0Wrro3ziF7+eTJgDkZj8ytuB6Ue5oa0rZ2HPiMEIYNdBslj1ppdqmMAxxsWCYWhAEYIyh2dhHK+HYajZy16mkRqetESU+/O10XtL+/v7cG/r27dvwfT/3NSmluf8uIguuG099J2EQoR96aDbHN3EhBI6Pj7G3tzdWjjs8PIRlWdjZ2VlZZq6Uwr1799BsNuc2pTnnw+/92rVrw+9BJARBh8BteGPrSmyFU0+AEBfN5nSJyZRUt7e3Eccxer0elFJ44IEHpn6HfkDBqMTFyxfQaORnAEeqD0VDXLrYQMOfvo0bDY2DPnCjr/HRK+k6o5Dh8OQUjpP2QoquqzIIggCe56XjEpgPzpOVugNo6SC8sTV2T4YBBaBw+fLlmdeEufcIBBzLgePIlESEkaPHvM9+enoKzjn29/dLHcaSmKDXBra3FrteGfXQf68HRiJ4jfuXXTf5XVU5yC4djLKnuk984hP467/+a7Tb7VwfsKeeegpPPfXU8P8PDw+H+h3JIgiR1rJPOn0oKdCfUW8kIsZRX6Dd6SCKFeJYotudnedqDfROPcRxAspGDr5pKcPG3dv3sLVTPi3vdRtQBaW0ZrM59u+JkIhjjW63vFGj1hp3794t7HPcvXsXYRiCIkHQS7C9vV1Y1lNKIggSECt1k7hx48ZUpjf53kdHRwiCINf9YPLzAenJtdd1oTSm/pYkElGkc/49QRiGuHbt2tg1c+vWLRwfH2Nra2ul7K8wDPH2228PjW+LcPHiRRweHkIIMRQ8O46DJGYIAgbHaYytSykNpRWCbgTHm1b5m8/57rvv4ujoCCcnJ+Cc59bU+z0bUawhpSj87PfafURxAin66Hbzr9kGl7jRCnHStmFRCg2FOGTwnXTq6yL9M4NOpzMk9SSIINViE4qLMLwnbx0MzVODjouwL+A4fOZ7mWszjhSkAk5OOkPGYRzH6Ha7cz/77du30e/3yzNPI45+n2J7e/raLwOtNXyviVvvn+LyQ7I00WnT8P777+M//uM/8Mu//Mv4x3/8x2GWVAZL54WtVmvYZH/77behlKrEfhoycjQBwcCXrkBjlEUqflU4DcUgHZ9fppOCQgjAnTCc5BbBVrOBfrd8bE5fS8IpSfvkg0F7syirk5hHYjDlLSkMpbS4gczYSGtUht5tTDCrMOmGfnSNnEyqwLYpb0wHsFryQva9GGOV+kbmezDrUJJCSQ3fH7+GhqVIkb9e45p+7dq1KRr3JMyk0FnffU9IWGxkSZSHXZcjoRrXBpoj2yGwuIckIkvPeMpqr1ahMZqEMU8NemZ+VNovyo4XnwcjfE2iasLXRSyTlKRQSsN1FvNQJIRga9sCRRPh6uwDzx0f/ehH8fd///f49Kc/jZOTE3zxi18s/dy5u+/Xv/51vPbaa+h0OvjDP/xD/M7v/M7wh/zMZz6DH/3oR/j+978Pxhhs28azzz5bsccg0uafJiDUmKQWl8sMfIsCFnC3K/AzDTY0qizqmwADFl0k8NDD06dir8Fx3PIgkk4hcSILMzju4sVygTe1jLERBhLN7XJBz5AY8ujIptcGpPRyyvTMm9RQj7OjJCZpxlkYjVGVTUYMemjb29MZl3EPn/yNGGNgLD2pP/JIOnpgVc4LkyCEwHXdSrZAhu1poBQFtMp10B7ZHk1nRobJ1e12wRib6SCesrJmrElp9IWa+RgAcDlFs8HwzmmEj+x54Bzw/QZO2hxCiYUMcIdrGASjRqMJEVZv3L/bCeFxigdnaHI8n4GceEiSDqAsJHGCRoUSWErc4YgyB4Ss8LXoN1hE36YVAYEGtxYvNtlOOjLi5KQH1xdLZUe7Hl85tXseHnnkEfzwhz9c+D3mvsOzzz478+9PP/00nn766YUXIIQAAaB1egqfpzEysBiFY6fi1w9vOanaOgZYQc83tZznIDTO1W7YDoHnNNFpd7CX774yBikptJYzs5EsGAdsy0EYEZS9nbIkhslgFIbhIKuk6ebFZmdcJjMxNON5pQRD666SmUjBQFk++44NLHPiWCMrKTIOF9lMLQzDyoGwLIzeqGzWlyQJkiQZbtpKkgFleBrpy+UHI0IIHMdBr9fDlStXCg9sKRlAgxZ4HQJpViSUhmXP3632PY6b7RjdWKBpc3g+Q+vUT8vMvd5SwSj9DnlljVE7lni/F+O4K/Cph7ew5+ZnEyPz1A5cj0FIif29+ZRuA0LSA0IQjb6nrPC1KBj1er3K+rY0my398IL1ptlR+7SBoHeKnAJDaZy1JugssFb6hmHkaE0GJqnWXI1RFk2b4VTKlN5NU+1QEUTCIBIFv8D1ljGCxpaLqF/u5kw33nKsHmBgC+RwyKT8yckEjrz6trEB4syDEPnOC+OvNaIel6G3mtERZd2ylRzoiwpOkykFf7xkYjC5nlU6L0zCtm0opUqzybL+a4AZHZH/m1NGgBmszgsXLuChhx6a+bmUJKWYdFGi4HnzA8COy6EtjXdO0rKcZRM49jaEwFKMOqMx0oqO+fSVwftBhH6kEDsK/+dOF0mBm3rWPFUmDIxRsDlBT2mNZOBTOS58TVFm4qvp41U5iKW6sNIPL4TtUOzs7qJzYv3UmaiuNRiZ0xVAoaQC52yuxigLz6LoK4VYSzBmQc1wYRCDEt3eDMaP5xl9w+yrIN14qztJp7ZA5U+i5jSdd+MYWjdn3pgPXBGGLgiRLkXvNmMpyt6Qs/pFwKBkYo17hRlYloU4jodrMs4Li87GmQUTVMo278f911JmIi+i0LN0QGQcF22u06PpJ5FaDQHeDKubbiIhtYbvzr99OSXYa1q4FkSDz0HgOltQkiw1aG9oBaTSHlpZjVFPSByHAjYj+MhlDy0t8H/vFfcvjXlqFCbwC8yIDZTW+N9WHz+6PSrDTgpfKaUzha+zPAQL31eZw/RqDk/NbQucNdHb7CnjK8fag1HqhsygdOpkME9jlIVvUUiqcdQXYJxCFBgOmqmQjNPcWr+BPdActee0FAx5YV4AmARjBNDVTjxFJIYwDEEphZIM0IDvzz6Z0kHPKo7V0EV6Fqq6dRt9UV6/CBiYiQ7GXEzCBAizORqx61mU6RhjcByntFmoyQAADLIADasgW6QU4Nwec4quCqXyCRJZpM4LdCZ5IYsdl6GnJY76CRgDXNcGUG7GUhFGM8hSB4ayGqObvRhBrLC1w+BZFA9fcvBuN8K1dn4AMOapvV6Cvf3iSblaa7zdDnEQJPjJvd7QtZxNjJiZN/E1CILKFljGxd1ZkejXtgn29nbQbf90ZUdrD0ZKqYFVDYFl8cI5RnlweSp+PegnYIwWMplEzJEkAv6c4EEoQaNpQybezItAyoGws4QKPAvGB04IOaWqImRJDFmYYJKSF+Zv3IwCFmeQCR0yimYFpKpsIpmk65glEkxLJtN/z45aV0pVPplWRRXT1KwKPx1dIOG7+b87Hcw1mme8OwtKUhBGCv3NpNboC5nrvFCELYeBOwRvnYSDHh0HhbMUo864UlSZY9QXCvf6CTghaDTSz3fBt7C9w/DyvR46yXSZnRCC7V0Llx+4NPM93utGuBPE6CcKaBC0wtGIGWB8btAs4asxR60yxC4dHTHbR7AqGlscNttCd3VT4jceaw9GSZKAcRtaaXBOC+cY5YESgqbLcBLLNOso8AZL4tTV+8L+/Oan41JYvIGgN8MTTlAQgsrNX8YJhJ9AOgAAIABJREFULO6iH1Sjd086MWRnEqXkhfk/I6EEjDNIOXLvLvKNMtTXsplRejLETPsaIGsmOg5K01lLRuR7VuQFAzO9twxjLztCY57TQErSyC9FlsU8f7NAKCRSo0pFiBKC/YaF21E6kpxxCkadSrN6ssi6L6RzjMpdJ7eCNCva3hn/fj6060C7Gv9+uwOhptdj2xSXLxffu7eCGO/3YiQJcOVBC5RRtMKBkTIDKOiYq/+sMrURI1exwNKD68IpIGIsAssi2N3bRq9jQy+eaN9XWDuBQQgBRq00M7IZIqXAK5SHfJ5Ofk0lStOb4VCfwGipHg+3UtFcr52/sWo92DBmsJ2KkA7asyHiCqrknHEShkkHbZciL4xei4Jk6N1F1jhVNUZCMCSxRMOfTf+ZZSZqGHWmX1RlM6iKsqapxn/NwNgZFR1CCEmvYSUXnDysAClnU/R7QiJKNFyvGu9312WIBiPJOSdg1FuoPwKMT75NNUbz1xJLhbthAgqCZnPCoocSPHrRxaFI8D+H1UqH98IE77RDRJHCxcscrkVhWwSteOTqT5kFMTHxNU9ntKikQEkKAoy5uK8CjSaHw7fR+SnJjlZPV6oAc+qkhAFIG4CR7A/1RmXgDcSvgZCDU/d4+i1ijjhOZuo6siCEwPc5WqcelApA6fhJLfUNUzNZZnf6MRokwiS5MiUkMHR6NvJGDRStx4ywMBgx6ZoI+qp078oMuTOal6IGdhzHlYaKSZFqvHZ3ZtNJjXt4nh7Msiy0220EQYA4jrG7W57CWxUmwB8eHg61TXkYzdoalOlKbLymLJRH754HNehJufassREKQmk0cyyAZsG3GTyP4SftEB/e2wXnLkKph3ZcVTDSXpHS5qA3gxhBJLG1lR+ofYvhoYs23joIcalh4WpjPjvvNBZ4qx2iHylcusThDEZpeDZH0E0zn6HwNVbAoDRoytSTOitjjlo1Ky8bkKuCWwS7e1u4e9BBczuqRB2/eytCVGFKwDw4LsUDDy3vyj4La82MhvRQnZpxjjRG5UsHRvx6EknknbqTOKUz7+2VC0bAYKaK3UTndLqGnU4xVdhq5r9erBTe7UT471v5tNm0VFWtvGfb9thEVJMZUepAKT2XvDB8b0oAxQGQQisaYETrLluGTPtFmEu7Ne7heT2VVMmv0Gq1KpuzVoVhKc5jk5lx42ZzUnLarXsSRaXIMjA9Kc8v7kX2hASnqDyqAAD2GxxHiUCiFRy7gSTRCzHqzPfC2EBjNIfTnCiFO/0ERAM7O8XfzaWGBX+H4T/vdtETxTINIP0eXm/1EYQSFy4wuO5oDS6nCAZlRMPiFBND9oDpia9VzVENUo3R2WylfpPBsbfRnj/0eQxRqCAlVvZfmcBmnBeefPJJfOlLX6r8WdfeMwJG7gtVNEYGFqNwbYqTRICAQmZqw8MhejYrPfAKSHs7za38mSpSMGil4Rec3G4HCXqRxJ1eNLTvn3ztWaMG8mBZFoQQQxJDGKaNaCUZWAnyggFlACUMSaJmMoqqjI4Y9YvmP5YNtEZxNL3RmN7YsjY1ZWEC/OR4iCxGs7Zohr47L+Cmv+8iLCglU2aaV8CkU1qnTLoK5IUsdl0GwTXea/fh2D6I5gsFIyFS9wZGnVRjZM8+DJl7otGYfZ0SQvAzew4SS+P/3O5CFnyJkVR47aSPTiixvc3gT2SJDqfoSwWldSp8ZXTMMd4IXyevfzNmvIqkQKnUl3DeIWVRcE6wu9dEGLgbPZ789ddfx9e//nX8wz/8A37wgx/gK1/5SuXXWHvPaJQZoZLGKIuGzdCRqdYoztSGzRC9nZ3qJR/XYyBIRzWPrVmkWUBeAJBK404Qo5tIEIegm7Ppck7AuVMphc6SGMyGbXpXRZqXPFBGhmy+WU3cKqMjTL+o2Ziv+KYDF4Ykh95tZkYZu5yzRhnxq3FfsCxrKEadR9+lFCCUjzXMy0IqCkJ04SGgP5A9LCpnsRnFToPh3U4fls1BYC/UIzFBmjE71RjN2Lyl0rjdj6E1sD0jKzLglODRSy7uJjH+92g6c0+UxqutAO2+QLPBsJ1jreVwCkU02qEYULnp2IiZoiF75v+rZOWG7m+XFIcvgkaTwdvw8eQ//OEP8Zu/+Zu4cCG1r8mbZDAPa8+M0uFcKeMnrKAxysK3KAItocn4JpDEaelne7u6r4btEPjuNrqZmSpKDbKAAiLEnX6Saih8Bs2AkxxvqKEtUH8xEoPxjIPmEELCdorr/ZNUWUYBy7Ih4vQ1s/52WVTRGKX9Io2dnfl9K0rTWTQqh21memNBECxsUVMFlpXOs7p7927hY8bNQCmU0PBLOF0wZiFeoF5vDFKL0EsUYqFhlxC7FmHXs9BWEgIalLgLERhMNjkcqjdDY3SnnyCIFHyvvC6qaTM8eMHG/7b6uBOMarpSa7zeCnASCLguxe5e/vs6PL3/how6SgCMArwZP54Vk0dRNDNLLkIqUpbwSpKIFgFjBHv7DUSBCyU3MzvSWi9dWl97ZgSMynRRBY1RFp5FIZhGX6aZCzAaomcPhuhVBaUEzS0HIh6NJE/7RXJqGBqQllBu9WMIqXBp3wK3KI7j6Y2e0lTnISrYApmNutvtjobOaQtCKDSb+UHgdhDjlcMujoLRDWb6OkLQIb178mSsta6kMRr2i0pmMyMz0WkYL77zCEaUUriuO3N4odmcGEsHA0oNuN7sciRlgMXsylojk+nOKvf0hEQsNZolbICK4HICzTW6iQJj7tBpowoM7T/VGBWzC5XWuBWk90RR4CjCA00L7hbFf9zpoi8UtNZ487SPw0DAZhQXLhb/Dg6nYIzgJDZaIwB69L3mCV8Ncaaqq4pSBEoSeHOui2Xh+RS+v4OTclrtc8cTTzyBf/qnf8LxcZq+zbqvirDWYJRqFQbGkIQgkqldSeU58pyCOhQ9qSFF+lxTotvbXXzgl+MSMOoPdUHSTDHdms60DkOBXizhuRQ2T/tYeSI+AOAVbYEADLOGMAzR7/fBmFdIXhBK40YvwnEgcKMz2hUJIbAsNug1pXXzSauhkUXTfFTpFxlQSqALSJzb29u4evXqmZIXsjB08qLNeEzwqtIBJ/NcmSlNA77MKUXOglHx29Zs5wVGMBwUtwhslurSelKCURdSqkIiSxGyVkCzNEYHYYJekt4TVe9pQgge3XfQ5wr/ebeLdzoR7gUJCIALl2f/BowS2BYZ3n9FwtdsJmTurarMwrQXdfYHKMoIdvcaSKKzy8CWwcc+9jE8++yz+K3f+i08+eST+NM//dPKr7FWandKm03ngHDGS80xykMqfqUIuhp7Mp3tI+J0ouvWdjWXhCyMFUmnfQK/YbIuOWUppLXGzSBGFCtcHNAfPYujJ/PTfsaNLVBU2ibekBiMS4FFHTCWLw69GcToRgox0ziKxteQbh4WOJdDeveVK1eGf68yOkIINgj45evDjAFEcwDT/SrjG3ZesG0bUkp0Op1c6n92s9KSljLCTAM+hepxAOVLdUqlTLqt5gwmXSLBl6QQc0pgWxTdQOIBy0cnTAdaVrG2yloBFZXelNa42YsRxxoXry62UVuM4tFLDt69FSHRGtDAA1esUuU+l1ME4YhRR5ESd+wB/XuyZ7qIOSpwdrTuPHg+QcMvtkTKwnHpyqnd8/D5z38en//85xd+j7UGIyklKOEQWqWzfqRa+If1LIq+1sCAqZYO0VsudSaEwG9wnJ76UCpIxa7W9Cn6JJboxAKeTcEHTEDXojiU+RcD5wClFpJYw3bKfV5DYkj1RmRAXpheSyQVbgUxlNTY3+Fon6ixeq7x6jKuB5OZkaF1lylXyIRBSYntEv0iAzpwypg3e2oeUkIBg+0sPrMlK36dFYy0rrbpMGZ6FOWZgcYgtYil2RcKsdJYhZG5azP0IWDbDcgewenpKR544IFy61RqVF6foTE6igaVAo8szP4DgG2H48olheBE4aEH7dIZlsMpTuSoTEcZh0g0TALDGBsGIDMBeBGkLu4LPbUyKCXY2y93uD5rTdBZYO0EBkYtKAVoxpBIPSUyLQsz+bUv6NChe/9iicFEc+A4FLbdQKdFIITKLaPc7EUIY4Wd/dFO4XAGAYUgp1THOIFtuegHs7UUWRgSQ7/fh1Z0QF6YvuCudyP0BpTXhs0QQaKbWYNxMdYaufRuI3gtMzoiHaNBKp0mKQUo5Uv5twFAHFlon1CES8zgMwMh85wYpJRjm246s6dcJKAT5pxlYKjHRUa+gZCIEwWrYj81Dw6j6OlUuE20VejEkQfDpNOaztQYvd+LEcYKu7vLR8/LTRuPfsiFXaE8aTOCWCuEQg6ErzaSeNyFQSk1tIUSQlTOivTAxZ0tEWyrwvPXumWfKdYuemXchlIaoAxS6dI+V5PwOIP6/9l7k1jZsvSu97ea3cSO7rS3ycxblZXVYAzYGIoHLj8hmhSIGRISUySwLKskAx544gkjJAsLGSGZEQgmDJh5BJJV1sO8Z6ug0lUuV5NVmZVZeTNvf9rod7OaN9ixz4kT3YnmZN1TVfmXrlJ5otsRsWOv9X3fvwlgkCuKQiMkN2JcqANBo1FnNAgwhaPZuEph7uaW89wSanmhAIcxvVQuYNQpCMKAPFv9469IDFmW4V2ZzdSYOpZBYXk+KpCUNNokkHgFz3tXSQxSaIp8Pr171egIa8CYxTTkRajMRBfFLKwKZyUmF3RONtP0VJh2t6gwaYnknMCuETG/idbIueVss75xZNaRJNvT3kMtSZ0jCBRCRGvRuyfNjRdpjE4zQy+31CK51XxrG0RagoLzkR0LXxXGXA3Zg7I9V9lQrRtZUjlmRGtkOX2CxXipi1FlBeQ9OCVKA8g1NUYVAiUIAsHISkzhbtRBt5YopAix1tFoXn3ex8OMYWbZ2b16kYh16b5c0UsnUTkn49YnMeR5jiDC+Vnywgf9jGF2yVwKlSCKJM9Hl4uRkuVikGUWrfUMm2pVJl1RlMzCVmO9REklS63ROv580/C+nN8prVCqwXB5aO1SVAv8dIVYuQyU4mKJdatvbpSiDHtcsWdfMukWJ8hCudGQQhCHN1AZjXU4mXNIuR69+yL2Bb1QY/RokJHmltaaDLqbRKgEKEEnrSojeSW+pCLwDIdDhsPh2uaoUEk9HOHHSOv+acJLXYwqwSteUAhB4fzaGqNJxJEkR5ClBXv7m7PophFFgjhu4py94uQwNJaT1BBJecWOBMax6MElvXQaWjM3TmEZarUaQRCgVTLjvHCWGU4zQ6gFydiDSwhBPVScm8k23ThzZxwlMR3ZsOpiZPIyELGxIL9oEYQEvQHbbBJu3DYLI8Huzg7d85AVCYAziKJoxhUdLhejC42R9cQrujJX4uJsxervog24hKlXZhjdTDso0mXFPLQOJWLyvJirN5uHSgisVDR2qr56zJ3c0MktUXC1U/CjRiAFWgvOi/J96TmJr5XwdRPhL5TV+XXZU59gdbz0ysj7Mg/FirGAbovFKAoERiiM90tD9NaFVIK9/ZiDw4Mrf388zBnljkZ7/jHHgWRo58+FSlugYC1boDAMuXfvPhBcGf577/mgnzHKLDt7VxfFJChpvJU1v6wWg+JSa1SRGJxzK0dHFLlYe14EY41HcPXCsC7cOFW2UW/QbGnioE33bLMLdTWLmxa/VkSOyn2hXERX2+krCVqvXv2V5ruLo8ZzW7botiECTCJUJSW7bxw6WI/eXQmBpSwX5unf2aNBzjC1tHe3byduAyEEtUDSN4uFr1JKzs7ONjJHhbJN5/3iOd8nWA+3ojISlFZAUmxmAFkhiRVeCdJwvd36Kqglmv39S1uhzDqOUoMSs5b4FSJ1adg4DaUFSoVka5J4qpTZSYLBUWroZSWbL46uXgRqgcQqz1G/rHgqexTn1EyURJ7nV1yqFx6DFeN50WY/wktn681grWSQw/sFCAW7+w3SQcwGAvqFpqnTldE656WQZbbTqtVfNXuoJfMXo4FxFMajb+iaFyhJoAV9a4iDOkU+qzdbhKqCEugZd/1eYTnLDJEWM+fhy0CoxKVh6hzhq1KKwWCwcWTJda3Vn2b8m3/zb/jd3/3dtR7zUqndMKaHKlFqjLZsQ8SxxN1VHA0//rf1dGyJ32os/tGFWpA7T24c4VT+kVYQhjFpCtfEAF1BFWGxv1fOaqz3PBxkZIXn/v3Zq1VtnIb7bGi43yoXsCr+XEqLUurKYlS2YK4hLxSqjOVorG+zBGWrEB8wHfexKqyRDLznpG/4fNtRbyjq9R06JxkH99bv14VhSLfbHfutle/90hJpHJOwRgV44YfmNXA9Y9LasjsQ1+avNn1jSY1jJ7k5lX+kJcPMEUV1fEfR6XR45ZVXrn1c5bTvnJhZjB4Pyt/Ewf7H60awKkJV0rud90h5SSqp9lpaa6y1FEVBu72afmcS3smN2b8fNz744IO1xczLkCQJr7/++o093zy8dJ5geXKIscZo++fbTwLOjaWTba4/uQ7GeZ6NCvDQWJDPAmVlZJXnLJ1jC6RKEoNdMxXU2quu4U+GOf3UUq9dapwmoaSgHilO8quMOtAXtijVSbtqdESVX9RcQ180ibIyUhux4CrbnJQy9bSbmQv9hTXJRlTveaapF/Em43lOsKbAR0qxcpRE5Um3qFU0KBwebnQGEyrByDvCKECIcM3KqPxc5ITAxjjPcVqgpbwRxt9NINICJzy9rGTUibHwtYKU8oK+v67rh/dlEKJaIw3gR4nhcHjhPXkT/1ZZ2H7nd36HX/zFX+Qf/aN/xHvvvbf2Md+KNp1nzKS7gaNpRwoRwTunm4nYVsGzUc4wtyTJcjpupMVCRh2Uti5+TVsgZy4vXLlzPB7kOOevaJymkQRlGm7Fmqsi2iutUUVaqFpTy1oW3pfOC1qvF8sxCaVAS02+4HNZBmcFhXHkQlHg6Y4TPeOaoN3apXO6PtU7DEOEEBwdHV38rRK8VvOc+Bq37mkoVbayVkFJ617uSReom1X6h6qMWVBaIOXq7t2luXF5IdZqksxThv7pW8RyDpUoDVNHZmzTFGAmSCVVZbSJ/VQZ9+HXssL6ScY3v/lNfu/3fo8/+IM/4L/8l//CN77xjbWf46UuRlJKvBMYz1Yao0koKdhrBDwaZRdD+5uE856nwwJnuVbQd8HoWcCoUxrw4coXz/IicBl5/miQlzkxjeUzjZqW5N7TzS6jmLXUZGmZa1Rpjar/LvtxWiOxxl+bYbMM67LNrry+VQwzB1ojNPTyy51teydE0WDYX+88klISRdGVaPeiKPDeXzD3arX13u+k08QyuLFwUi+IsTfOMzKODVLulyJUZdWQe4cStZVypKoYdmfBuaui65G15IUnjG/PDCVSpWHqeV5Wz0oGTDQILujd65qjQmXf5Nb2svtJxVe/+lX+wT/4ByRJQrPZ5O///b+/9nO85MpI4r3ACLbSGE1jt6bIhOOj7s0HtR2NzR/j+Pqd6jSjZxrlrnQcibwCKrv6KIoYGTduFQp2dpbvzpJQ4pXneb/8JUolUGPhqVLqgiG1SnSEKTRZarhz52Dp/ZbhYpe6Ab3bGcnIgFUBOhIMJi72YSTZ3duh3wnwa65zk6apVWuinI1IvIN47cWoSrVdvtOoKq9oQRTIwFgK69HhzV7ko3HVUIb1ReRZcW2EgrW2NNH1ZWzIZLU4NA7jPfX49rStKsPUbl626UpSyeXnWKvV2Nvb22hBca7Snn3CpKvwYx0hoVVQel0JtbXGaBJJoKg3FO92tvCKmQNfmT8Wjp291crzaILRMw2tBIGOSJfYAjknyDPNqB8x7MUUuaNRb/JBPy0ptDvXf2ahksSR5EU6jkQYC0+LQlyhd1fVwCKUBrSlu0W9vrkBrZQQaDU31+g6WCvJAY+gGStGU59to6UJdIvOmg72YRhSFMVFr31S8CrWSNOtoMYWNHl2TWVUedItYdLlxlHbIjZiHoIxvXtgHEGQUJjrGXWXQmCNs1c1RkPjkAKCmy7htkQVQS6lQE0JX6WUNBqNzWjdY9JJuKX/5U8KfvEXf5H//t//O6PRiH6/z+///u+v/RwvlU2ndIBzHi/U1hqjaewnAY+6GZ3M0I5u5m2eZoZ+UdqcrKr5iLTk1Bqs9zOO5GXQXsggu7zQVO4CtlAYozEFFIXFGotUnloSYgLN8WCEVotp5dOoh4rzMZFCKoEOFG5QCl+FEJyfn1/bPy9p5f5GDGjVmF6+jrP1JXnBE6iyBXrmrrZAtRbs7Td59nSA3UlRc8xk56HKUjo+PmZvb+9K3PgmLM/SgkaTXrPgVoLa2iImXWGx3pNsEag3D9Xn1yss7ahBp1+a8C5L6KysgCqN2KS+ZmhvTpR7kwi1pGOnha/bu1mXTLrV3O1/GvBzP/dz/MN/+A/5O3/n7/Daa6/xN/7G31j7OV7qYiRFmcRaSIlkO43RNNqR4vGYyPDX7m9GQZ7G42FOmnnu3V/9YhwqgZNlBPLuVACXEIIwUvQGIXlWUqZNoTDGkecWKAgDTbvVot1uoXR5Efiz0wGjzHHncPWvLwkk59aQGUukVTmjcBqty+M4PT29NsLBFKUB7SuvrObwvAybOlvnhaNQCqUEgSpdO6ap8xXV+/T4GYcrHqrWmiAIODo6otVqjSnuGlNsRt+VUhBoxXC0vKIpKy+3kE5fOi+snpK6DmItGWZli9B7vTSCHS4Fr0o2cBPHY5wnM+5GCEg3jdIw1ZONDVPXPecWoRRC38I3PEaSJDdO7b4Ov/7rv86v//qvb/waL3UxqtwXjJQof7M/tgsiw2nGX3H1rRe6C5uTUK7lHhxpiZdwOppdjKCcG3kf0j0zF9VPHEcc7h9Qq8+2bo7TgvPMEAdixoJoGSrx6/HQ8GqrdNv2XiNEyZ7r9XrU6/WFw9yqRYcoFooz18EmztbWSIa5w6uIIBizpaSnmxsOJhShFdX78eOEdDRgVeuwOI7pdrsX8zOtQrJrAu+WQalKa7RYZuDs4srLes/I2BtzXphGqARD7whDhZLRtRevoijGbgXhFY3RBZPuhma+N4lISZzynKeWulRrn3PzUEaKSNQt1RgBH7sm6OPAtYvRf/gP/4Gvf/3rtNtt/u2//bczt3vv+c//+T/zjW98gyiK+PKXv8wbb7yx0ot7L3AODOJGNEbT2K0pjkTOh92Mz+xsZ5xa2ZzcvbteiypUAh0IzrL5c6FaImm3GyjlrlQ/8+C852E/I80c9+YIXJehFlTi14JXW9F4F1uG3GmtMcaQZRmNBULWctDuiW6oRy4n6OWrzj2tlaQGbE1TSxRaCbyEbuY4mNq4lVTvPbqnKdErdqXXqEgMo9EI5xxahVhjaTQ2W3yVYqw1mr8YeQfWglpw8g+NGxN7Nnr5axEqwblzCMVKhqnlLM0RSo0UlxfiiknXaty+SiHSAhR0Uksz1og1z7l5KBmWm29SPsF8XHv2/K2/9bf4zd/8zYW3f+Mb3+DZs2f8+3//7/mVX/kV/uN//I8rv7j3AuvASfGxlPg3RWQ4SQtOM0MUzNrtXAcpBPESRp3WgsM7bfb2d5cuRFAy+Xq5pV5Ta1Vn1XHUI8VpdsmoExchd2qcUbOY5lpUGVG7N2NAWzlbr8okBHBWkQkAQRJLAilQStCdI3CuqN5iDap3NTc6Ozu7YNJZy8J5DpQGtfkC+nYpw1qyuRjbAC0SGQ+MJSs88cdElw6VxAKF8ygRk6bZUgJLJXidqzG6ZUy6CoEs27nnuSmFr/Kq8HUTlKQTR/SJW/eN4tor2s/+7M8u3C0DvPXWW/zNv/k3EULwhS98gcFgMOOAvAjeCawHh/zYPJ62dWQonOe9XkqaWXb3NvuxRUpeoSBvivPcMsocO/ubdVdL8avDeV8uBiogz/3Yf23x8V3EuAtI5rQON0HJbiqjLFZBRexIvbwQgCopCLSgt8BsNowku7s79Dp6Jap3EARIKen3+2MmnSidDxYYYWbW8Z2zIe+eza8oKguaRWa4FVU/rs3vxw+Ksv3VSD6ebnrV5hwai9YxeW6WurYXRYF3AucswYTG6LYy6aDclMShoj92eFHyqvB1E1SuHIvsmz7BZtj6LD89PeXg4FJzsr+/z+np6VxWzle+8hW+8pWvAPBbv/VbxHENoQ1SByQtvXE7ZBlqiefF4JwPBo5f2l+fyPC90z6ZUxzshezvr05nlkpeLOI7VvNkMCSp15Fb9AeyXkE9CWm31ssQqnAgc067PYyKaDY1nZpB0KHV0gwGA6IomrvxKApB2le0WrWL26VUSzcp18EaR7fjMCQ0GtdreIpC0JcCEWniiePcGYHtuoXHEkWOdJSTp+fs37l+M7Gzs3PBKozChDgq5kaSA5z3U5zQPB1a/vqc19fKch6PUGpEozF74RqikLLgzp29udWRHVqS2G78fS9CdW6G1hF3HbnSNOptznqlee7k73kST548IY4STB6wt7Nz8Zm7XkESs9X5cFOoPX9I8ug78DN//eJv7UwyygqarQadM4tQMY3G5m37gVcEuuBgf28h4ed4lLMTafSPiOQQBAFFUWxk+PqjwnXHt/ViNK+sX0QPfvPNN3nzzTcv/n84TEkLGKQZ9Yaj35/dJYf9c3Yev8PR5/4KXm12uM3Q8/5pj7+4E6xFZDjLDD88G2JyT+1QrOzfBeUPs7q/zQ1pUfDspEtrw1bG0Fg6gxHeu7WOYxLeOgpf8P7zDl/Yj3HeMerlCGVI05QwnO9Rlg5Dul3PK/fvXtw++f42Ohbvcc4yGGb0+9fbbeep5qwnKXQdLfLLz7YoAwWXHUujGfPsmUeHA5RePnS21tLr9YjjmOEwx1i78Lk/PB1w1s8wwtPt9WY2GsZ4nIfz8wGI2Ypj2I/GzMl8piJx3nPSH+KWvP6mmPzunCs4Ho54oEKyzPDhhx8uZPadnZ0xGmW4Isd5Q7/fxzhPZzDC2s3Py5tE/OQh/aeP6N/5LITgvo9GAAAgAElEQVTlguOKnE5WMBj2cd4y6mVEtc29K4f9mGJJ7MbQWP7keMCeVvyFg5tPEIDD2b8cHnJ0dLRyHtnLQBAEHB7OHnuFrRej/f19jo+PL/7/5ORkqVZhEt4JrPBLNUa1zhH2xRNE6y7+/qc3OsZNiAx23J5bl0I9D5EW+LFh6qaLUbewZLmj3tp8pxUqSRRJXqQ5PyNraK1wozLXqArumweTK4QwN9aigwlna6eA61lJ1ioy4zGhumLEGcoJZ+YFm6B6U1Hv7XJ69IKDe8vJDJVp6qUR5vzPO7Ou9MVTnsI5epmhPRW+p8bi3mE+/zt3djEja2QdhXVzzW9vErEuGYrl/COYidKoULkveCfxQDAOArxVTDrvCEc9zLCP7/cQe+VvPVISi2dY+DJQ0m5XrTi33H3lNDOMMsfbvYIv7CUEPwL9lRCCO3fufOyv83Fi6xryi1/8Iv/rf/0vvPe88847JEmy+mLkBYUXS3OMwkGHMBsRPX248TEmgaJeX4/I8HCQ0U0tzdpsiuu6uPDI2sJJvJtbCudprShyXYR6qOiOnYq1luMoCcndu3dpNmfbQaXQFcLw5st/eaE1uh7WSDJZzo4mNy6BKjc0gyVzACkFh3fqCNekd778lI+iiCiK0CoaG2HOnwucZIa0cOw1NF7Bi8EcEoUUKK2wdvb8qQS8cgFzZ1A4cuMJPmavt0AJhs6O6d3xwt1+JXhFaKS4dKSomHQf93GugmDYxxU5u2TQPb34e6jHhqmpQWuBd5v/hqrvbVmH5TQzFM5RBI4fnt+sC8xPMq79Vv7dv/t3fPe736XX6/Grv/qr/ON//I8vArb+3t/7e/zCL/wCX//61/nn//yfE4YhX/7yl1d+ce8FBX7hFyucJRj1iX2B6DxjtAUnc78e8Ki3miNDNzc8GeR472mvaPuzDJVHVmeBYeoq6BSlc/O2eqlK/JoaO6H1WdwmK3JNlhvu3bv5XZdaUWs06bwQ6qu70vCC3m1oLmE6BqHg8O4uT59khFFKnMyvSKqFOdQtzo5Tms351eBJWmCtZ68d8KIwHKcFn2f2vlpLhNdMf8YVPTjQ88+vgbHk1nP3hm2AphEpQddVw/2INJ2/GFVWQHiFmCAb3SYmXTQ4p0gz7kSe9/udi098cjO4E2kQq+VMzUNJ4HDoBXz73Dl6haUWSGQseLeT8rnd2laz4p8WXLsY/ct/+S+X3i6E4Jd/+Zc3enHvBIVnocYoGPawRUEY1whHPZ72zvCtzajFqzoyWO/5Qbdszx0c6BtTvsdaMhxtxuIZGUdqbiZ2OtHj5NeBYU9p/DWngMkVAkNjCy+6RSgrI32t7sMaSVZYjNIzljOhKmM6urnl1Wter95Q7O4ecnbylDuRQS6xCrJW4KwnmcOYyqyjk1tCXfqd1UNJd868s3yPjD/jqcXIyrGGaX6oW7+wKFHGjHycCJTEADkOJWPS0Rne+5m5b+W+IETzSo7RbWLShYMOOEez1aA27F584hesy8Iga2wlfHWuNLZtNedfQ84zS1Y44pqkmUje66Y87eW82rpF2Rq3FC/1DLLO4VisMQqHXWyW0j7cYU8Y1NMPN36tyWgJuyRa4qN+RiezJLG8UXPKSC+OIL8O3cKUJ3iy/WIUj8Wvz4c5aqw1MsX8z+PjbNFBuQmRQl+r+3BWMSocXgcEU79pLQV6IkpiGYQQ7O6H1OJdTo/k0uiOMn0Vonj2IlK16GpJeeLWAknPWtycJ1RSgJvNWKoMUuvJ7PM77+kbR/AjiLSOxvTufmEJghp5buZmGxljyHODFPqqxugWedKFwy4qCFBRRC27SqaIg1JeMSm23gTOLo8UOckKcuNptTSNUFKrS94++6RVtwpe6mKUW49jcY58OOjgnafRbFBrNmgdP9rq9apoiQ8XREv0CluG1RnY3VDLswiREuQ4RsX67YFOXsYINOrbH5MUgkasOM3LwDGtFztLV0LX3Z3VZoDrQlVRFunyxcia0nnBCEV9KkVUCEGkV9dxKSU4vNvE2zqD7uLT3xkWnpdVi67VKr+PWEsMns7cRF+QYlZo6ayEBYtdv3AUxv1ISAFVZdm3jjhqkBfMZcUVRYEpHAIuNEa3yZNOZSNEnpaVZBhRywZXbg9V5d5dyhI2Fb5eRorMVszOe85zS6BKI2UhBIeNgFNjOEuvZ4z+tOPlLkbG44RELchqqXY6UgpEo8nO4ARpNqcuLiMyuHF7bpA5dvfUjRtThmOPurPR+nOjbmHLoL4b2iknWtKzDiFB68WZO6Yoha6N5uYtupFxZEscCgIVct1Xaq0kQyCB2pzZRKgk6RpVZxRJDu/s0e+E5NkCXzg7PzZiskVXnSO1QIKGozkkhirXaHrBd26x0LtXWEaFo/YjiO/W4xZWN7fEcQ2cnMuou0h4dZ54vBjdJiZdNDinyDIOIoUIIyKb4bPL33mkBbnzpXv+FsLX0iCVuSnHndySGcdk7uROrJAxvH3ySXV0HV7qYmScxyJJ5tC6L3Y61bar3mCHHP/88VavuV+f78jweJjTyQxJJEjqN38RiFSZi3O+ouNAhdTe3LyoQi2QFDi6uUErTTEn5M4aiSm2b9G93RnyrZPB3NvKkD2JWUK19Q6sgVQsXoxDJWZyja5Do6lptw84O9I4d/V5Lzzj5mz5p1t05etLwlByNGf3q6QgCK4uuCUhY3FHoFuUF/567eP/eQohiALJ0DuiKEKKaK57d7kYKZyFeExhv01MunDQwecFO60YEUUkwkL3/OL2SEmc9PQLg9YB+YLW9HVwTs49L2BM6c4dzebl9UMKwWEz4EmaM9ygK/LThJe6GBVO4IQgCmcPIxx2MVnGfm18okcxrVhTe7Y5xRtKIoMYExkqDIzlo0GOKTy7B/MvvjodbFWVBapk1C2KIF+Ebm5JC0d0A/OiCkkgISjpyEpL/BzqsclV2aJrb96iy6xjWDjeP83m/hCFEASBmvv6FayV5IXF6lnyQoXJKIlVIYRg7yAmDNqcH1+dH5WecfONMKdbdBXqoaIzx39QKlBaYcxEZpWr/N3mt117Y+bkxxEbMQ+hFIysQ+mKUTdrb1QUZarwjMboljDpwkEHAk0YaEQYURMe0btcjMJxsm1nnG5si/WP2fvyuxNiwWKUG7QUM/6VezWNDfyVa84nmMVLrozK3ec8unI46OCKgt1W2SISQqCbLXY7z9l4+sgskcF7z3vdlMHIsrOr5h6LsIY777zFzrf+CJVvfkItM0xdhE5hynnRDbZsAiWJQ8mLrBhrjWYvikWhyxZda/MW3XleVhGZ8nzYmT+nk1KMYxbmwxrFsACnAvSCHfhklMQ60Fpw526bIq8x7F3+FJwVGGOJp+Ko57XoKpSJomUQ3iSqBXdSaFlFjce1WQF22db0LPCrnQthDVH3mLhzTNw5Ij4/onb+gtrZ88t/p89ITp+SnDwlOntx5fGhLivLcp4SMxrNnuPGmHGg3GX78rYw6YQpUOmAoCJWBCFhIAn7lxVeqMp2ZKewaKVwdv2F/mITMYfh2C8sqXHMszEMlGS/FfDBIMUsIU/9tOOl5hkVXqAXlLzhsINX5U7nAvUG7aPHPO2e4dqbu0dPOjKEgeQ8LfOBFqWmJmfPMKMRjZOneOvo/Pz/jZumda2ASAn6a7aTurkt+/o3TPGth4rO0M6lHlctumDLFl0ntxjr2WkpHg5yfmY654FxzMIc6nMFZyWp9dhA0kgWnCtKLoySuA5xTXJ4cMDzF88I45Qg5MKtO0muXlmqFl2jPnsctUBQCM/5yLCfXP3cLsW9ZWVduXUncwxSe0VJDW6sEcfQfPGQ+PF72LxA4EuqfOVqcXHt84jxf3UQIv/Cl3BjWnmoJAZHgSfQMaPRC5xzF4uOc27s6j6lMbolTLpw2MHmBXvjNFwhBDqKqY26VL2Mqh3ZG1lULMYbsPU2hs6Vm5TmnBnqaWYYZpb9BbrE/VrAsSj4YKw7+gSzeKmLkfGggtkdfyV2ddORCkmDPWlQTx9utRhVRIbvn49oJ5q88Nx7ZbEDb/34CcY6Pvv5Bzz/4EP8t/6Y7s/9Ek6v59obKcmJMzPJpIuQWcfIOIKPwRImCSRnzmC8A39V62NyRZ5b7izxkboO3nvOc0OgBI264km/7JknU9935Wy9SGtkjSTHlVEcC0Sty6IkVkGzrUlHe5wdveDwvsFZifez0Q5Vi6450aKrHz0ia+5SC2oILXjRn12MpsW9JW18vutzryiZk9OswWUI+x1cmvK5sf1N1e8QlIwuhECMlyLhCsSTxzx78QQuFqNSODwoDFFYZ9h3DAaDC0eOC/cF1IV48zYx6aJBB5ul7B9MtJSDkGQ0YHL6FSk5rgDFeAO25mJkZWldNic64iw3CKCxYN5cCyTNZnnNeWMn/kQEOwcvV2fkmevNFQy6mMLQnGLpCKWIW82tKd4A+4mmay29kaW9oxcPx/vnyGGXKArQjQavvPGAe8cPaX37qwi73sUv0uUQddU4i+54lxxGN3/iVsmvZ5mdoboWhQY8zS1adEPjSI0n0NCKFC7wPJzTqluWMePGRIJUyKUEjssoic0GxFIK9g8TtGxxfipxTqCmNgtXhK7jaiAYdGk9+j7q/e8SKEkUCo6z2bnipLgXxjZAkrlsvW5hUWKNSnjsxybDkNZuq/zXLv81200arQaNZp16M6HeTEjabZqNGrWJVl1F7+4VnihOcO6qKbAxBlNYBPJCY3SbmHRhvwNSXRUohyFxNrjS0q/akUL6jYSvzkmc9RcEjgqZdfRye2278rAe0POO54Pba2b6MvFSFyOHn8soCoddXJqy35hT8tYbtIenkG9HlWzHmqAmCJW4wn6ZebmTJxSjlNd3yhNdJA1ee+NV7rx4n9Z3/w/CrX4BDJXAazgbrfaYTm7IrafZuPkBcU1LdCg5zgxKXmp9Llt02xXN57klzR1xXREqSbOm+HDOj1AqceX1J+GsIs2XkxcqRMF69O5p6EBw594u+ahGkYsZg9R5LLrG8UcU/QHNF6UYux4ounNo7KXW6DJI0Dk5lxps3DhbaA3mZDAa4IqCZI3qWdfrNIeXmWPBWDjcKQxxGINTnJ9fDv+LoqAwFu8hjMrq69Yw6Vy5GKtg6nwNQiKXw4S9UaRKPVhmPZsIX50TYznE1dc6HZ8b14nSm6EiTiRvn35C856Hl18ZzdEYhcMOHqgnc3qr9Sa75IgXT7Z6bSUFf/5esrQ9J01O7fwF6IDGhFJe1Jt86vX7HD55h+bbXyu38CsgVJepk6ugm9sxNfjmvyYhBI1Icm4KAh1SjEc2pihbdDtbsOigJC84d0m8aNc0HWNmWHWls3WImTMyskYyKsCrWeeFaZT07u2Gw3FNsL+/z2hoUfLqBWe6RSfzjNr5EXE2YCfvQZ6OVf52xuFDSYHWZZCgc+CsL4kjU+gV4wv8GuPIinV6UFt98yBqCY1R56KyF0IQj4XDYRSgVDxTGeVZASiiSY3RLWDShaMetshpTPcLw5AEi+tN0rtL9/y+sUh5vfPHNLyVcxmOZ5nBWE+rufw7KEWwmuPCbGWa/JOKl8um88zVGEWDLkrP94UTUUyrpqk/29waaFUkp88o0hGH9dkKTTTbfPpTdzl49D1a7/wJq0SJCiGojVMnr0NuHcOP2RKmFki61iKVxBbl91DkGu8drdbmOSzO+1KoO8E6W9Squ6A+z9EaWSvJHBghqV+j/QqlJB2n2G4KIQTt3ZCd9j7t3UsH83xOi65x8phiOGRvr0mLAk5fUNMSKz2nU8JmqUqnC1PIi3TXKJrdaPXGjKx1KuFw0MFbs9DQde77rCU0yPFnJ5fPM56nKAVSRmTZ5fdkjCEvHAJ90aK6LUy6cNDBpBkH0wtBEJFIj+xNMOp0KTTu5Q4l9ULnkXnwvoqOuPp+rfOcr2FivBNrRPSJCHYeXm6bzvsZjZHKhlBkhEvaDqrZYqfzfKUFYGN4T/2kJC68soD9Ind2ef3BIfsPv0vz3W+uRDkPlWBgr2/TdYpSzR1t6K8oTc7OR99HzCs5xkgCiZGeHIFzCmvEjQhde4UtSRoTVe9Fq65/dTG6pD7P7iqdUWSijBhZRF6oECiBE57BCh51yyCl4M69Bgf7lwSZ4+kWnXPluYHg8HCXphZER0+JtSxJDMNi6jlBa4WtFqPCk9TmL0arvNdJhMMuQgcLWanzIOKEpvSok2eXz6MEqXMoLdAyZji8vFhWceMIcakxui1MurE5amM6a0trwkAR9S/bkVoKQi3o2lL4aszqGxfv52vDzvPSNzJasV2ppOCwFfB4lC90JvlpxUtdjMScHKNo0KHIMvbjJYeWNGmZAaJzuvg+WyLqnyFGfWpxuHTHo3b3ef2VPfY++BaN97917YIUKclohR18N7fkxtO4pvRfhLhzQvj0hwQfvbvwPjWt4CLaIsAUmiK37GzpRXeeW4aFoz61w2/XNB1rZ1p1UgrE1EDZjTUdqRAEK0Q3X0RJpDevcp9u0SVnz7HpiJ1aiNSKoFGn0X1BoARxKDiecmKoggSdUyWt20NtijZeVZPrXOClyZHZcK2FCEBoTVSLSTpHF38LlaDAkTtHENbKlNtxVEypMRIXGqPbxqSTwWyCsxACGcXURld99qJAMnAWpVRpd7UiikxjjSWaYlhW86JpEfQy7NU0Rjve+aQ6uoKXejrN++EFw+7Y1mMJkyups68d6sl2bgzLUD95Qj7K+MzO9aWJPjjkjXttdt/7Jo2Hby+9b6TLHXx3jqnmJDpFqeYON5wXBaMufjig/cHbCyvIQAlqoeDcWPCaIte4LVt0UBIvFJBMuZ4va9VNR1lYIxnlFq/CpVEPFS6iJG7YcqVq0UWTLbrjjyiynE8fjKnUcUJreI5wliRU9OZUvmqsNXJWIoWYifYemnGy6xrstGDYxeYFO8s2bgsgagmtCRJD5Z3YN5Y4bGAKz2BQ2jiVi5K6iJW4LUy6qosSLWoVBgHJlGFqpAQj79FK4VdMfLVGkg41xlp29y8jP7z3nI3lC+v8TsOxCPa9fro0QeCnDS91MZr+QUK50xFBcFXsOgWhFFGzyc7pdj51iyCLjLhzhAj03DybedCHd/nsnTrtd75O/aPvL7xfpCRewemSHXzuShudbfzowmEPjeNOcY5+vpgKX48UPWcBdSMtusKVcQTzjn1Rq25ezIKzJXnBKU20wsW2ipLorun9dx2qFl00btGFvTPkoEsch5eK/1pCw+VwdkxNS4bWzSjtpQK8XuhJ1yssae6vsPWuQzjo4vKU/cYGvdy4RpIPICvZZpe5UI44inFW0uv1gMoK6HJ4f1uYdFG/Q5Eu6aKEEXE+uLIZi5Qkcw4vWC3Y0cGoH5GlOffu3r3CpKtmfOEGi/J+ohkJx8POJxZBFV7uYjS1oxHWoNPBam2HeoOd4Rkiu/lSt37ylGI44v6akQ3B3Vf4/EGN9vf+hPDxe3PvE2qB0oLzbPEsp2rRhZv+2L0rRcNJncN6QOOH31l410RLUu9waNK02LpF180NWeEXLiDzWnXzYhasUWQeDIJkBQFoxQjbNDNqEaa96BrHj2Yr5lqNtrKo46cX+q2T4VUauxrn6FjLDG0cygub82uKXYc9PJJkQbbOUsQ1WhT4k2NgTO9W0CsMcS1GoOl0OnjvKfKyTacmNUa3gUk37OBNwW57AXkjCIl9gR9eVkehFljpSa27NlgSYDSMSFNLvVGn0bzaMTjLLaPMz7SjV0ESKJoNxfc6KX4L0s1PEl7qYiTDq19iOCzFro05xqkzqDfYIUM8214AewXek5w+wXi4u7O+6FPfe4XPtwTxt//P3NulENRCSWcJrbQ7Ji9sqi8KRgOcKUi0Qu8dcNB7gerOn6/VAoXRntQqjCm2btGd52NG2ALtVtWq++D8sjoq3buv2vpbK8kpW2PxKucDpQfYuu7dyzDdolPZiGhcMdcnZj5CaaKkRv3seUliUIIXU3ESUoKWmqKwhHMMzLrjanLlWHnvLyJWNkIU09CC6LQkMVR2OX3rUFqidMxgMCgFr8bhHERjjdFtYtIJHRAsMvILQhJv8JOMOiVBwsC4ayujPNXkqUQIx717d2duP8kKhFhvAzGJw3pAzxmeDz/JOoKXPTOaYg2Fgy42TTlsXt8aKyneIcmLj270mKLeCWI0pF4LN3JNFkIQtNvsZh3EoDf3PuGYxLAInbEf3TbzoiLL2YsVtHa4pw3R+/Oro1gLZCQYekkyT9e1Js5zgxKLj71q1X00mFiMVKnDycfFhLMCazwpy50XZp9bbCV8ncZ0i65+8phiNOLVOeenSOq0BqdoAbVQcJJP07vHQYKZIY6vbnKyKiZkjfNNZ0N8kRFtaBUlpCSo16j3pujd1pWhh6Jk1BljxoJXcakxugVMOmly1HVdlDCkpkFPuXfrQNC3Fvxi4as1kmwUkqUZr776YOb2kSlb6avYei1CK1IENcn3Fohgy82Q4ekw5/1eynfOhnzteDb48CcFL9WbLplqg4XDMtSrPsfNeB5ks8XuyXP63sECW/d10Th+Qj5K+fyD9vV3XoSkwb58gXj+Ef6Nn525OdKCY2fx3l8MhSsUzjEo7LitsxnCYQ+spdVKEFISH+xz8Owhj/L/CxdebekIIajHkrPc8sVXX9n4NaHMXhoZt5SWD2Wr7kn30qtOKdBKk+Xl46yVpIXFBTXCNTadk1ES21wkKky26IQ11E+ekgrJ3Z05i3YtoW7PEf0OSVijN5oV92oVYAo3Y8DaG1fCtTXyi8JBF5Pl3G+v5494BXFC8/ics7ExYKgEp86iFAQ6Zjg4KyujvPQvjCN9a5h04aCLyQv2l7QKq6opHJxTTWakEKU4ObPsqVL4Gk5V3t7BaBAxGubcuXv3gs4+ibPcMCocrebmH4QQgjvNgCfPc54MMjzlQj8y5b/CeQrjya3DWNBqln38k4SXekrFk4aS3hMOO0it5xpmzkW9QcsOEWfHN3I8Kk8Ju8fIMCTeYpAvgpB6I6F+NJ9gUdmSDObk73RzS7HNvIhyMRJaXe4ad/a4wwj98Htz718LJD3n2PYK08nNStlL7alWnRClF1ylNXJGMsrBS00wRxS9CFWUxKref8sw7UWXnD3Djobs1xacF3HCjjCI8dxo5ByZmZyLCXSgcJ4ZA9ZuMabxryN2Hc9L2q0tqtm4RmJHMK7gQyUovKPAEYYJo7RgOBxSGFNWUmFwa5h04aCDz64nb8g4Ikmvdigqw9RFwtd0GJGPLEk9ptVqzH3e08yUdP8FTv+rYjfWiBC+/nzAnx0NeedkxLNeTi+zJbsyhr29gNc/FfHpBzGvvbqh8PDHAC+XwDCxyutsiM+zMsJ5VSR19pQj2DJwr0LlQ/fKhtqeSehmk93+8VxadWVLcjacvWh2C8uosAvdf6+DcBad9i8MLaFcHNt7bXYfvTPXSy8JFEZ6Tucczzo4z0vH6etsUYKqVTe8bNVpLRHjXCNrL8kL63wOVZREb8NI6Ukcj/Kx35gsBdDHjzHG8mB//hxRhCFJHFI7eXbpxDD1eQaBIknmx0ZowXr04GEXlL5k9G2CKKaNgZPn5XMqCQr6uSWKEqwRdLtd8tyigwAp5a1h0oWDDn7aHHUegmiG3h0qwdA7lAqwU8LXPNNkqcTiuXt3dk4EJWO0mxsiPd8eaB0oKfj83Rq7u5p7dwI+8yDmU+NF5/79iMO9kGZ9fs7aTxpugWytRNV22F1jJyykImo1aZ9s51MHgHckp0+xCA632W2OIRtNGmY4V5gbaYlSgrM5O/hqXrTq0H4awaiPLUyZ5joBsbvPnbyLejY7Y6sFEqkFD7vzA/BWgfeeTm4IVxzCl151l6w6KUutkffjfr0QKLneBbqKkriJyujFKL9o0UW9U+SgRxwtdzqQSZ324JRYl5/n8ylboGZb8uBTd678zXq/dltWWEMwGhBMR6ysizCiFilqYxJDlYZa0bvxkvPzc7zlwnngVjDpFpmjzkMYEmVX6d2hlmTC4YWkmEjgtUaQDUPSLOe1V1+Z66oOleuCJ6zdzAIRa8l+O6AWqx9Zuu9txO1ZjIYdfLGEprkI9Qbt4RkiHVx/3yWodY7x6ZBmPN8Tb12IpMGesqg5bD8lywjy6WTSwnkGxqK3yC8Khj1snnEwxfARSZ2DZkjzh9+eeYyWgjutgIfDbGOLksE4MmLVhNLpVp1UohwoO4Exnoz5CcDLUH2u66bpTiO3jvO0uGjRNY4fkacpn9m7ZpZZS6hnPXQ+ohZKTrNpRp2Y0XH1C0tuPXqOYfAihMMuhTE0t6xOhBDopE59UIpfQyXQSpQMwihCipA0TfGoC23UbWDSVeao9VWOIQiJMfj+ZasuGi+6qQNvyufwHkaDmOEo5/DgcKaVOonTzJAZR+tjcNP/acbtWYwGXQj0YprmItSb7Ioc8Xw7AWxy8oQizXh9/2ZSGIXWRPU6zQXC3MoleRK9wpAX/oqn27oIRz28sTQac1JV9w44GByjzo9mbttPNEZ7vrehRUknN6S5I1nxBzrdqlMKBIo8laS5xQUhwQZziVBvFyUBZVzEKLfEiUSnA8LOMTKMSOJr5oi1hJYv8CfPSUJZMrauQbcoozbW0xd1cemIg/oNzA/iGs1R6e8mquG+LTdESsbkeQFeoMaRF7eBSRcOOtg05c4q7fQgpI7FX2HUlfT7kfX4Mb07HUZkqSNJYnZ2moueDec955khUHKhm76whoMffIP60Q3LTn7CcSsWI2ENwWSG/TqPDSOaSUT9+eYu3iobEnZPUGFItErpv+qxNRq0B6dzQ/jCOYtRJ7ekxq41yJ5GMOwiAz2/qmi2uRc44vdnLYtCJTloB7zXS8k3qI7O87Fos7b6sU+26qQEpQKyVJIaX0bObxAqeBNREsdVJEBLUz9+RD5Kea21wvuKYpqRJDp+Sm28KKbX2BP1xrfX1us6/aYAACAASURBVLD0CQddvIckvpnFqOFyGOvQQlUKh5UWKBWRZw5rIQyjW8Sk6+A9NFaRIoQhkRIEvYn8JiUIAsHIWUBTZJpsJHHOcm/BnKhCpQEMloyq4s4x8uyI2p/+EY2P3lnJQPkT3JLFKBx2KYqC1oaJprLZYrf3YuVcoWlUPnSvtrazwplBUqflMzh9MXNTpAS5d6QTLaUq5XMd1+ZJlIv6cK7NEpTakuhgn4Pjh3PbmgeJJleO768Z/nURGaHEWi3OdqSwumzVSSUIgpA8hwxRkhc2EBNuGyWRW0cnM0SBRHtL/fQZTkoOV0i9FUKg63VavdIWyCrP8Wjx/Mp7T68oE0LX+dxKsevNtJOJarSkRR5XJIaxe7cShEGNLLU454nj+NYw6aJBybpd5f0LpQlCXXZeJlDTkqEvPRnTYUiaZbz66qsL50QVTjPDsHC0lmxOkvPnmCznz+1I2m9/jeb739r42vTThNuxGF3QNFfTF82g3qBVjBBns+2na+HcxAXnZlp0F4gTdjSET2ertkiXHnXn44uVceUgexs/umDUL2cJyy4WO3vcEynhB7P+eZEuDRx/0Esp1vjxXERGrLmZCJSklZSturIyUjgnSBEowUahgttGSZyN6elJQ5UxEaMRB3PyrBailtAcnhPLsrqYjpOYxMi6cl6kV184VTYaR6zczE9XBAFRLSpDJCkXo9w5jLdEUYM8B+8kcahvBZNOp4Pl5qhzIMOIJLsqFg11aZgKknRUcHhwQDTHGWMaZ5lZumGURU7UO0WFAclrD/j8/Qa7732T9vfemtshWRs/wYvaLVmMujjElTTVtVCrsxt6wqcfrP/QzlEZBxDdvP5XSEnYatLqPJu5LRobU56NDVNL4eOW86JhF5el7M2La6+OSQc093fZe/qDuT+Ow0ZAJh3vnq5u4HieW0b5ejqZClWrLrWuzPwxnkyojecSF4ywDaMkKnr6biukfvyYwjpe213DFioug+vU2TFJrDhbkurbG8+LVjGCrVAluy4Te64LWatdOHiHYyPfTm6Jo7jMMUIQRMGtYNKFgy5mmTnq3AdF1NKpKAlVejIKoQmjkJ2d60XuA2MZXmOMWjt/QTFKORxrKIODu3zuwQH7j95m59t/jCw2ZKx6T+30GXe/99XNHv9jgJe/GF14bG2+GAgpS4r32dO1H1s/foxJMz61v2FVdh1qddqjDuRXW1/lAFRwPt7BdwtLWjgaCzzdVkEw6uGdmx/XPomdPQ7zLurxBzM3xVqy29S80x3NOE8vwnlukMJT2+AiVbXqfniWobUkLTw+CK5tBalsRP1olqYeKoGQm0VJVMPpUEnq/RPEaEC9Fq6XFxTXaCuPPn5CTQt6S+Zv3dxi3HrCyXDQweUFOzdZxccJ9bSHLzJCJUBBL3MkSYOktk8cJ0gpbweTbtDBGcPuOr6RQUhcDK9o7EIlyLSjcVDnlVfurfQ0p5lhlDmS+uL3n5w9w1rHvYlATrWzyxtvvMqdF++z883/t6zu1kDUO+Xw3bdo//Db5Gdn1z/gxxQrnVV/+qd/yr/4F/+CX/u1X+P3fu/3Zm7/n//zf/LP/tk/4zd+4zf4jd/4Df7gD/5g5QO48Nja0IftAkmD9ugcMVrdu0mP+gT9M3QcLo2s2O646rR9Ds9ntVAlo678gXRys3bK5zTCYQ8ZLA8DhDLLZr9Vo/3wu3OHq3cbIalwvHd2/eyoiowINqSjV626R6OyVWeExgt9rQNF88WH1H7wrRn/v22iJHoTw+na84fko5TP7K1XrQuliOoJjfPn1HQZVzAdJjj5elquYY7KWOyq9c2er3FMkxxxdkxQ0buLklGX1PYIx9P6W8GkG3YQek2xbxBS8xbXvzRMrdrkfTsbJb4IZ5nBw0Lmo04H6EEHHc4SiES9wYPPfZr7549pf+MPy4Taa6BHffbf/yZ7P/gG9ugFQsBf2sam7Jbj2m/BOcd/+k//id/8zd/kd37nd/ijP/ojHj2apSx+6Utf4rd/+7f57d/+bf7u3/27Kx9AOOhgspyDeMsfV73JLjlyDRfvynHhQWsLf6/rEMU0a5pkDs0z1oKBdVjv6RtHsMW8SJgCmQ1XvrCpvQMORifoOeSKOJDstjTf71wf/tXJx3T0DQLeKuyMW3U+8Oh2ghGCxjWsvKh/huydI59edd/YJkriLDMMC8+uHhF0T9DRhrZQtTJsL9YCpzzHc5wtCucYGsc6ulXhLMGoj77pyiSq0VAeffL8wrutbyxSCYSQCCluBZNuJXPUeQhDEmHxnauGqUoLzvPrHbML53kxKujmllCzkDhRO3uOGaW80px/zoi4xv3Pf4YH2TGtP/l/iDvzZ9wyz9j98G0Ov/9/4NkjCuv4c/da/MX7jRtl+942XPut/uAHP+DevXvcHQdLfelLX+JrX/vajR1AOOjijdm67SDCkEYSU1/g4i3zjLB3Rv34Me3H77L//jepnz7FScle82Nq0TFmWDUa7Mw58UIlybzjNC3IjSPYUl9k84L2qiSCZou7EdTenxXBQjk7GgjLD68J/+pUkRFb0NFbkcJpz0f9HFGP0deQF1Q2QqYD2j6neTyr49o0SuIst0jhOew9ZTQY8qn2pjPMhLoZEY86qEBwNJVtBGVVVBhPsMYiHgx72KKgHtzszEYoRZQk1DvjbCMlSu82BVoGSCVvlknnHbsPv0vz6ftr0Z4rc9SdNVxaAAhKenfYv1yMqkW3uyDKJbOOJ8Ocb58N+dpRj2+fDOmP7FKGZ3L+Aotgv7n4WibCkIPPvcFn6NP8+h9Sm2g1C2toPX2Pe9/7KvrJD0mzgk8fNPiFV5s0khtm+t5CXLvMnp6esr+/f/H/+/v7vPvuuzP3+9//+3/z9ttvc//+ff7JP/knHBwczNznK1/5Cl/5ylcA+K3f+i0ajQYtl1EkCTvt1jbvAwB79y53npwTZD10OkClQ1Q2RKcDfFFgigKb5+XgXimk1nzm/v5cgei2UFLRaJQmi/bgDrvnH9H1Bpo7l8erCl50uhwbifWK+3fq1JPNdj5J7wjlPQ8Od2k0Vssksg8ecO/hCxAOX7/6+TeAjlG8d2r4S6/WZyouOX5/ad+QxCF7u9t9f3cywbOuYzcKSRJ58dnNQzw6RzjPnd0mfniOrcV4dfm5tY3iaJgufY5ppMZiZEYrtOyenZMGAQ/u71//wDnwUcidJ09p9M/Z3/0sg56bOZbndogVGa/dqVNbkTyT9I+RzvH6vZ2Vv+N5mDw3K5jdPfaP+9hGg53x59feadDtlGF7RBGIlJ3dmEZju05C84PvEHSOKE6PqWEZfvbnSz+oa9A4e4Lwlk/dv0t9SaDgvPeXtZo0TUox8fd2KiiMubhvPzccpwXHo5xebhhl5Uwv0gHtXcXeTkiwYCMQ9M+JnSFp1Wm1FotmL97Lz/8cjR+8xzvf/Rr5X5IQxdSfvo/p98ms49P39nmwv1222I8brv0VzEshnI49+Kt/9a/yS7/0SwRBwO///u/zu7/7u/yrf/WvZh735ptv8uabb178/+D8jOb5CVhDv799ToeXilra5fStP8RaixWlzkAqUeboBILWjiZJmhOlvruR155Go9G4eF6PoGmGDH/4Dm4iUsIYR+EKHp328Xi8S9n0UMKT59g8x/vV348PY/Ztnw+//Sdkf+GvzdzeVpZ3TMp3nhzzxlRsQqPR4LjT5aw/xFu/9WcYYXg8ygmwIFn6fOHzR2TDIeHdJsn5hwwevo+7cxl/YfKCYZZzet5dmQL9dJjT6Y+4Y47od855daex1XuSWiAff4BoPuAktTPP9aIzwJoCW6T0V8xWC4+fYbMMxHbn7OS5WcF7CAYd+sfPMS5kmOV0+332DhRCaB52+wyznH0P/f5spbfya7/4EP/oXbqF5ed3NT/81lfJOh26n//LVzYU81A7foo1Dm8L+ks+tPnvz6O6p5xN/N0VOZ3U8GdPj0tygnGMMougNO5N6oL9hh63Ji1ZNiJbQIZrP3qPwfkZn7u7+nmj7t/jjceP+MGf/CGmvc+5sew1Y75wmKDk4t/Uzty//vjj2sVof3+fk5PLAK6TkxN2d69GUzeblzuBN998k//6X//rSi8eDrvYvGBvi3nDJETSYP+NTxHmnqReI45uR2krgpCkHlM/fkxvYjEKlUBrQZb5GWPTdREMuzgdrCWEFErTONhj/9kPePrn/jJeX/28klDRbGrePhvxejtGTm1CqsiIxhaZLhVakeIj7emMLIf7S05L74n6Z5ggQNUb7IYQPn1IOrEYTUZJHOrVdvHneem6cMecYvOC1w6bZOnmkfYyqdPunBAHkhc+Z1DYi/aa23BGGA662CD4eByc4xotUeBPXhAdfOry86uPyQs3wKSLO0c0H7/LMDP8/KsNwqDNZ7Xmg4ffQRQZ3T//13CLvi/nCIY95Lp2YRXCkNrgKost1pICxzunKUqU2qPdPU29tqZhqXck50fkKqBZX33cIIQgfu0BX0hOeFQIHrzS3s6F/ccc155Zn/3sZ3n69CkvXrzAGMMf//Ef88UvfvHKfc4m6IZvvfUWr7322kovXtJUM/Y2FbvOQdBosrfXujULUQVZb7DbuxopUXmBZcax4jVz/nMXOTIbXRtqNxc7+9yxfdSj9+befLcR0POWD+c4ep+Ps5e2zXSBsVddohjkdqlPWzDq4bOMJFRlxk6zxU7nKlNx3SgJ5z3nuSWUnmRwhgzC7R2xawmNfEDNjPAKjiZ28gPjKIxby3tP5hkiH318tOooJgkU0clzAiXwEjoTWq1tmXTBsMfew+8yHOX8zJ36xSBe7+3zxuv3OXzyLu1v/n+lqHcOwmG3nJdt6GZPEBEXI7y5rOraseLThxF3DzUPXou4ey+kWV/f2SLqneKyEc0N9Vfh3j5v3G39VC9EsEJlpJTin/7Tf8q//tf/Guccf/tv/20ePHjAf/tv/43PfvazfPGLX+R//I//wVtvvYVSZa/2y1/+8kovHg67eAT16zJJfhKQNGg+P0N0TvA7hxd/DrWk54qN84ugjBk3heFggwpTRDF77QY7D9/m+NNfmEnMbYSKRlPxndMhn2pFF9XRRWSEXo+avAyvtCJ60iy94Ma9U4o05cHBuJ+eNGidvOD5sIdPygp93SiJTl5Supumg8lzdm7CYaCW0BYF8elzdHSfo5Hh9XFDoZtbRoVjbwHrah7CYTm8v7OG9986EEIQJDWa/RNSJVCBoJNfuoNsw6STecb+D/+MdDDkU3s1WlPDeNlq8enPa/R7HyL+1ND9uS9haldnPuGwi81SDu9sOEcJQmr/f3tnFhvZVbbrZ+3ac02u8mz3kO7ORMLP0d8kokHkJCgBJOACoSic5AKhc5GLMAgiJIYLQAKklkgrkUIQXCAEEUjhJuKOSIGTcBIUSNKEJD0k3Z2eu223XfOw5/1flO0ePFW5yi5XeT9SS+3yrqq1arnWt9da3/e++FAuQaZxni0JQaYVdY0VMPPTuHWLW3f26wba5tDULe3+/fvZv3//dY99+ctfXvz/I488wiOPPNLym6u1xrbDtsCMk5m3lPCuCUZZQyZMh5htTDJqrUJoW2QGM2tfvAxSdpCh0xcozl7CHV66qh1NqJwqW1wsO+xMNQ6OK66P5YXrUtZeCUORMDKr35ho5TxBCKmF1XQ8SYYLiKmrFu+LVhJNSgLl5xXH93mzeJbFxMj6PsfrUDVMTcbMXSa+eweF6tXAWHZ9whDirdiM14qEtkN2rANtWwndIDlbZI4QXZaoWI2VZTuZdML3GDzzNl65RCapM5ZefhdEGCaTt9yEcuoMFw+/RPl/fRIncXVyV6uF5sVRl0O9qt4tMkuTq9aL8D2M4iy20p47dESXFRhC18HosujiZiFiMfRkgmTu+i2lhBpj90h725RqrUQoJOLmOleY8SSjcYXke/9eVvsqqcWIxyWO5GqLAqR5221YRrSxomsVEfio1SIx9epWilAU4gmD5A0p/a1YSRRsj5gISdXzSLLckVqOBdHUZHmuYevu+4vJQCXXa1lUVq2WCOXYxk54uonpW4hKaV79vPH5LWjStVxLFoZkzh1FFHKousreNexZhKYzcss+drs5UodfQr/G6kSrlpoWR10WRUWVBdo1VhKdwChewbMssi3cWEQsT1c/Qde2GdygbYctiRknXVneUqIdlHqZ2HoPdpnfohmbYKw6g3bh5LLXjKYUCoHH1HwmVd52CcIQcxO/hGqlgOe6pG84N5ASDYv3G+Ve6k3UsNS9gKoXkHArBI5Fsg0FjCUYJimriIaHQ0DFDah7AbYftuTsSthwNpXbPcdaC10nJRo25Kp8tVZrQZPObDEYpS6fQs1N40sSHxpurnxCKArZm/eyV1RIzdfhyFaV0LHQ20jyEZKEommotfLaF7eAkZ/GcxwmWtEvjFiW7oZz1yOd3EaDaCZIYxHOTXfsJRsH2xZKm6Xxwowzmk2QOfEWkrM0WSGpxjDjMd7N1fDDRqZVq3f37aJV8vhWndHUDTUm8QQpvw7XfK7NWkksqHQP+rON6vn1Frouh26SxMEs5whjMFNxGpJDboDWgmW1Uq8SuA7mBu8iCFXD1BT03DRqTOCGIY4XrCuTzpy7RHz6LHU34CNj8ZazPFN797JPd0m9/Q9S547i2U5r4qjLoaqYTueCkeTaqOUcMU1F3egbhW1AV4ORUJTWpT16Gd1gQBZoU8urRKwHtb7OqvRliI2OM+GX0U/+Z8nvhBCMJhVynseJQh3bDVDW6T+1XvRyDqQY5o0Fj7pJRgHt0lVpILVJK4m87eF7AcP2HMjy0tduq8EGSVmQmLuEokjMWl5DecEPW/JqUmtFXNthsF3JrCaQTJNkLd/4/CQo2l7LmXRaOUf6wntULZf/GjXX9R0XkkT8ppu4LSnQzp7Adxwy6TaLQBUV025NpHQ1zPw0nmUxup12dzaQrkaCbRWImN8qSCVJL2MpsV7UWiPVOZNofxIVikp2fIihC+8jl3NLfp/SYuiJGCfyFjXbI9WGwnirSK5NrF5ZNuVaSBJKOkW6cFW1XWnCSsKfNwU0/TrCsTA6LbMjSahxk1TpCnFNouh6DQNFSbTk1aRWS+B5JFeRmekYukGiVkQTIaEUkq/7LWXSyVaV7Jkj1GsWtwwZGGtZta+CEAJt5y5uHU2Q1OT25wtVRfVsQqd5e5TVMArTjdq0zPZSStgouhoNOnE333MYcVLLWEqsF6VWJpQkjE6lx2eH2KG4mMcOL9ENE0IwllCoz9dKtaMw3ipapdDYqjFWWB2YCVJ2CTF/JrBoJbHKymghpXvAzeHWLSaSG1BiYJik6gX0WMNOoub5LdfrqLXS5u0i6AYJXJRSrmEOaDlNZ9JJnsPg6XdwqhXGBwyyHbhBAlCHR7htdwcy4BQNExcq7W/VNRS6S2jaBhUhb0O6Gg0GN1CgdMtixhnAhumlAp/rQa2X2kpeuBEhxTAnxhnNX0BZRmk8rccwkzG0Tb6R0Ms5AsdmaIXUYOIJsjiI+S3QRSuJVYJR3vaoOwGj9hVCIZHeiL9HwyThWRj1Ii4hlhOitDBHS56DZNc6r9S9EvM25Ep+Bl2RyDtNZtIFAdnT7+KXCiTiGjsGtuB3W1WJiwDK7XsCLdQWTbZQKxaxOl0NRuZ2KHa9EU0noSuYM+0Ho4YFtbM+5YXVSKaZTMmkj725JPNPCMHNQzo37VpbDLKTaOUcQlnZd0oo6nUp3gtWEtVV0rvzjofm2+h+DV3doPMY3WRA9knkpwljIRXLa0nhXJkvdh1Yr/JAiwhZRjV0jMLVJIZmMuky548jFWaJyQq3Dm3RpCRZQZVjqO2md4chRn6KQAiynTQ53OZsw32y7tKwlEiSKS/vZdIKar2MaztkOjxRCSGQxyYZt+bQzr7X0ddeD7JVRTjWmgaMUiLJwDUp3kps5VqjmudT9wJSVh6vbjHahgXGaghZRjMMMsUpVFXC9Vvb3tSqJULH2tRdhIYNeRE1JhEQrplJl5w6jTZ7CTeEO8e2aCCicYYnaxpGm+ndarWIsGqYG3UDs02JglE3MOMknDKiWmrrZZRamdCxGUh3fgIQusHwcJrs6bdX1AvbLLRyHteyGFnpvGgBM0H6mhRvNSZWDEZ526duBwy5V/BDyG5giYGIm6SrOUYTCpmB1oKeUisRitjm7iLoBnG7jBo4+LDqGZeRmyJx+QNqrsdHxpdajWw5VBXDbi8YLWzR7RzoYOZlRBSMuoKZICNcmG7elXY51FoJEZM3bItJGh5lMqyhHz+8Ia/fLHo5R+D7ZNYKusZ8ivflc0AjGDlBgOMtDUh5xyP0HAb8MorSRmV/M+gmCbfKUFhncqSFCSwMUWudPRNsCt0kiYtaKRBIIWKFj0atFMicP07NcvjwSLw3am0UFcOprf/5YYBRnIFYjIQZBaNOEgWjLiAUBdPUSS6TINA0YYhSr6xfUr8JhKyQHh9laPoD5EL724rrIgxQqwViirrmXXcjdT5FOt+QXFJiAuZrZa7FCxop3Sm7iG9bjLRQ87MuDJO08BCzl9e+9hoappAOeqfPBNdC00nEIFGcQsRAW+a8KGbXGDzzDrVanX2DJnGjRw7yFRXNs2Gdq329NEdgWaSaNESMaJ4oGHWJxvnG3HWWEq0g2zVC10bb6IlqIMtOLSB+7M11t7Ud1GqJ0LFJNHsuFp9P8a6XF60kStb17S46HrYTkHWu4Hs+QwMbe84hVI24rmDkWqsvU2slPNtmaK3tyQ6zUB+VLc3ykck42YHr31/yHIY+eBunUmFswGAw2UMrBFXFFB5haX1JDAuFrjuyUeJCp4mCUbcw4iT9GqI4t/a1y6DUK3iOQ3aDVRCEJKFPTDBWuoR6jcLBZqGVc40q92ZTaM35FO/L5xetJEru9SujvONh2y5DboGYujn1O1I8Tqo829Jz1Fqj2DXdjYwt3SBZLyCJGySf5lO4g1IB09DYuRVTuFdD0TBEiCgXW36q8D300hxCUTcu+3IbEwWjbmHGyUgNS4n1oNZKhI7LQGrjs5dEIsnEgMHA+28iea1ZTovAb2tFpVfyDdv2Jh00haoSjzdSvBetJLzra43ytk/cKYFvr1xE22kMk4Rdbml7SK2WQO6SZJZuEHdrULve+nohhVsoCrePbN3MuRVRFFRFQq20vjIyCldwrTqDm6hUv52IglGXWLCUSN1gKdEsSq2MkGMr1t10mtjoOBNuAe3UkTWvlVwbc+4igx/8h/F3/j/ZE/9eoubQDML3UGolYi16XkmJxGKKtyY3BFMXqLo+lh8wYM8ROC6jKxXRdhrdJI0LczNNXS58D8Wqdk8ySzdICQ9xjfhscurMYgr3h0d7MBAxX7agaej11jNZzfwUnuMxscHbutuVaK3ZTcw46cs58r5HGGthKOYtBfxNzF4Sms7gyCCD545yaec+SFzvxClbVfTiLEZpFrlaxLNtfNcjEBC/fJZqMos9vqel99QqeTzbIdOq82o8SWoqB3PTKNogtWtWZjnHo2553OLMIRRl04I5ukFCEaTOnyCUQjxVx1/4p6hLHHbVWgnXdRnYZDHaqw3QMNUYWm4aa+c+jPw0icunqLoe/z2Z3Pop3KuhaMTrVVoJRzG7jlLJIzR122lqbhZRMOomZoI0MzA7DaOTTT9NtmoErou+WRIx84ihEXbMHad4/DDh8DhqtdgIQMUrSFYVt27hhyBUmZG4zMhAGjkm4Z6rYB97g7nsGL7W/PmHVs7j2zYjoy26mxomGSVEu3wOde8wOd8jCEMkISjYHnK9jBo6pDZR0kgIgTI4RHpmBvtYnjCmEMgKkiwTk2VC3cBXDXxFw1N1FLtGYFsMZlOb1sYb2yubJonKHEGlQObcMaqWw4dHE72Rwr0aqopWqDRW6yvlrV9LGJA5dwynbrEjEyUubBRRMOomukFaFqjT57FbCEZqrYzn2Ezc6OuzwYhYjMTEOMPnz+K9+VecagXXsnAlCV2R2ZnVySbNJTU78vgOdr7/PvWjr1P+7//d9Pvp5RyeLLfsbiokCTWVIl24hBq7a9FKQldilF2ftJXDt+qMj2Rbet12EcNj3D4MYRBg1y2smkXNdam5Nm69QiwICIIQNfAJJBknFCTMLiYI6AbJYhHlzLu9l8K9GoqKHjiN8zt97S235NQZYsU5UDVG0lEw2iiiYNRFFiwlMvmLXHEsfLW5iUeplwhdj1QqvcEtXIZ0hh3lEidKBRQlxk2j8TWTC4SikJkcZ/j8aZzpPdijO9d8m5hjIVnV9d+FxxOkcjMobo0wJlG0fKwwxHZ9JuzGAXy3MqKEJKHHTfS4ycAyvw/DENey8MMubwfpBmY4R75YZDRj9lYK92qoKiY+QamAtEYwUst5EtNnqHkB+3dEVhEbSbT52W0yQwy6ZQb+/TLaMh5Cy6HWyghZRtnsynwWPGZu4sCHdnD7WLLpLDfSGXamZFLH/rWsk+yNaOX8fI3NOv9E51O89SsXF60k8raHV62SpE58E+0vWkUIgWoYGN2u8DfjpE2NZMJgVz9tTykaphQirSGYKnkO2XNHqddtbh0yorOiDSb6dLuMMOOM37KHyfoVUodfIj51evUnhAFKvUJsk8+L2kUIgTK+k51eEfO9teWFtEoO3/MZXGfm0kKKd+bKeRS5EYwKjkfSKhC4FpOpHquP6QIiJhPfd3NvpnCvhiyjKjG0yupWEplzx/HLJbJJnYH4NnQY2GR6a0brU4SqMXLLHvapLsl3/0n65FtLrBsWUOpVAs/F7LFgBI0AkZ0YYejyCdQrq1hohCF6OY8kyyix9a9gpESCTOUKWixkzvWwvIBMfZZQkomb0eSyXRFCIGkaRr2y4jXxKxdQ8jMEssy+wT5aFW5hem9G61OEFCN5025uGzUZ+OBtBt55BdmqLrlOqZdwbYesvnW3mVZlYJDdCYnksdeRgwOsoQAACSxJREFU3OULaBWrQuhYGGqbfYwnSPkWWrWEHQTY1RoDYQVzk7yBIrYwioppL/1+QaOGL33pJHXb69l6ql4k+lZuMdShEW7eO8Ho7DkG3vx/GIXriyTVWhl8n9QmKC9sBEIIlIkd7LDnMN5/a9lrtHK+IQHUrjqCESejNIzQfEL0WoGYV2OiXw7iI9aPoqE71SXF2ML3yJ49Qr1WY8+Q3vtp7D1EFIy2IFI8wY7b9rDbL5I8/HcSF95flNRR55UXevkwVWg6w+MjDF58DyU3veT3WjlPGNC2JlsjxTvJUHkGPwxJ13MEG2UvHtFbqCpa4BDesFU3cPEEYblIIq4zHP2dbCq9O6P1OUJWyNy8l1uTkD76OgPH3yBm15GtCnIb5yhbhuwQu82Q1Lv/RHju1ceDAK1aIKZ2yGPITDBi5ZCdCgNeATUSuIyAxjYdAWHpqmCqkZ9Gn7uEi8St0TnRphMFoy2MEAJjxw5u3ZFh8PxxMm+9jO96mEoPS7HMI4RAm9zJpHUF49Q7i49r1QK+45BYw2K8aeJJbgrLHCgdxQzrjMX7oGgzon1UFSMWIs+nd8fsOgMX3qNWd7hzWN9Ys8WIZYmCUQ8gZ7LsuXUXY9UZ7HyeIbM/JlShGwyPDjJ49ihysWHep1Ua50VjHUq9FqpKwtQxK3MEIQx2w44hYssh5IYuoVotQBiQPXsEp1JlR8bA0Pvj+9VrRMGoRxCaztit+7h9MkMi0T8TqhgaYbcWkHrnnwjfaxT+SlJHU6+lZBLDs5E7tfUX0RdIuoZplUld/gBRyqHqKhO95s/URzS1gf7WW2/x29/+liAIuP/++/niF7943e9d1+UXv/gFH3zwAclkkm9961uMjIxsSIO3MyIWI5lJdrsZHUVIEvrOHUycOI194j/IVhlf6fCZWDJNcqZA0ozOiyKuQVFJ5Au402ep+SH7x/rnJq8XWXNlFAQBv/nNb/jBD37Ak08+yauvvsqFC9cbwv3tb38jHo/z9NNP8/nPf54//OEPG9bgiP5DGCajo1kGzh/Dsx0G9c4GDWGYjH/4Q4xnI22xiGtQVBTfoVZ3uH3I7OkM1X5gzU//5MmTjI2NMTo6iizLfOITn+D111+/7po33niD++67D4ADBw7w7rvvEq7DTC1i+yKGR9mteNj5AsObZXgXsb0x4ugiZCStk+qTc9heZs1b0Fwux+Dg4OLPg4ODnDhxYsVrYrEYpmlSLpdJpa73YnnxxRd58cUXATh48CA7/s//bbsDW5nlFJn7iY3o320b8JrrpZ/Hr5/7Bs33b239+IjNYs2V0XIrHHGDIVUz1wA88MADHDx4kIMHD/K9732vlXb2HFH/ept+7l8/9w2i/vUqawajwcFB5ubmFn+em5sjk8mseI3v+9RqNRI32FJHRERERESsxJrBaN++fVy+fJmZmRk8z+Mf//gHd91113XXfPSjH+Wll14C4LXXXuPOO+9cdmUUERERERGxHLEf//jHP17tAkmSGBsb4+mnn+Yvf/kL99xzDwcOHOC5557DsiwmJibYtWsXr7zyCn/84x85c+YMjz76aFMro71793aqH1uSqH+9TT/3r5/7BlH/ehERRmlvERERERFdJkqsj4iIiIjoOlEwioiIiIjoOl3RR1lLXqjX+drXvoau60iSRCwW4+DBg91uUlv88pe/5PDhw6TTaQ4dOgRApVLhySef5MqVKwwPD/Ptb3+7JzMol+vbn/70J/76178u1sk9/PDD7N+/v5vNXDezs7M888wzFAoFhBA88MADfO5zn+ub8Vupf/0who7j8KMf/QjP8/B9nwMHDvDQQw8xMzPDU089RaVSYc+ePXzjG99AlvtA6ircZHzfD7/+9a+HU1NToeu64Xe+853w/Pnzm92MDeWxxx4Li8Vit5vRMY4cORKeOnUqfPzxxxcfe/bZZ8Pnn38+DMMwfP7558Nnn322W81ri+X69txzz4V//vOfu9iqzpHL5cJTp06FYRiGtVot/OY3vxmeP3++b8Zvpf71wxgGQRDW6/UwDMPQdd3w+9//fvjee++Fhw4dCl955ZUwDMPw17/+dfjCCy90s5kdY9O36ZqRF4rYWtxxxx1L7ppff/117r33XgDuvffenh3D5frWT2QymcXMK8MwmJycJJfL9c34rdS/fkAIga43pLF838f3fYQQHDlyhAMHDgBw33339ezY3cimr+2akRfqB372s58B8OlPf5oHHnigy63pPMVicbH4OZPJUCqVutyizvLCCy/w97//nb179/KVr3ylLwLWzMwMp0+f5uabb+7L8bu2f8ePH++LMQyCgO9+97tMTU3x2c9+ltHRUUzTJDbv9pzNZvsm+G56MAqblA7qZX7yk5+QzWYpFov89Kc/ZWJigjvuuKPbzYpoks985jM8+OCDADz33HP8/ve/57HHHutyq9rDsiwOHTrEV7/6VUzT7HZzOs6N/euXMZQkiZ///OdUq1WeeOIJLl682O0mbRibvk3XjLxQr5PNZgFIp9PcfffdnDx5ssst6jzpdJp8Pg9APp9fIorbywwMDCBJEpIkcf/993Pq1KluN6ktPM/j0KFD3HPPPXzsYx8D+mv8lutfv41hPB7njjvu4MSJE9RqNXzfBxo7TQvzTa+z6cGoGXmhXsayLOr1+uL/3377bXbt2tXlVnWeu+66i5dffhmAl19+mbvvvrvLLeocC5M0wL/+9S927uxdbecwDPnVr37F5OQkX/jCFxYf75fxW6l//TCGpVKJarUKNDLr3nnnHSYnJ7nzzjt57bXXAHjppZf6Zv7sigLD4cOH+d3vfkcQBHzqU5/iS1/60mY3YcOYnp7miSeeABqHjp/85Cd7vn9PPfUUR48epVwuk06neeihh7j77rt58sknmZ2dZWhoiMcff7wn9+SX69uRI0c4c+YMQgiGh4d59NFHe3b1fvz4cX74wx+ya9euxe3whx9+mFtuuaUvxm+l/r366qs9P4Znz57lmWeeIQgCwjDk4x//OA8++CDT09NLUrsVpff9mCI5oIiIiIiIrhMpMEREREREdJ0oGEVEREREdJ0oGEVEREREdJ0oGEVEREREdJ0oGEVEREREdJ0oGEVEREREdJ0oGEVEREREdJ3/Abxv+ejMNY6oAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bon travail!"
]
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3.7.9 64-bit ('pyfinance': conda)",
"metadata": {
"interpreter": {
"hash": "e89404a230d8800c54ad520c7b67d1bd9bb833a07b37dd3e521a178a3dc34904"
}
}
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9-final"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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