"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Cria o gráfico (mapa de calor) para visualizarmos a correlação entre as colunas\n",
"sns.heatmap(df_vendas.corr(), cmap='Wistia', annot=True)\n",
"\n",
"# Exibe o gráfico\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4998646b",
"metadata": {},
"source": [
"## Criação de Modelo com Machine Learning"
]
},
{
"cell_type": "markdown",
"id": "0c4e9aca",
"metadata": {},
"source": [
"### Separando Dados de Treino e Dados de Teste"
]
},
{
"cell_type": "markdown",
"id": "2c949fc5",
"metadata": {},
"source": [
"- `x`: valores investidos em anúncios\n",
" - `df_vendas[['TV', 'Radio', 'Jornal']]`\n",
"\n",
"- `y`: total de vendas\n",
" - `df_vendas['Vendas']` "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0decb335",
"metadata": {},
"outputs": [],
"source": [
"# Importa um submódulo do scikit-learn\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"# Valores a serem previstos\n",
"y = df_vendas['Vendas']\n",
"\n",
"# Valores usados como base para previsão\n",
"x = df_vendas[['TV', 'Radio', 'Jornal']]\n",
"\n",
"# Divisão de dados de treino e de teste\n",
"x_treino, x_teste, y_treino, y_teste = train_test_split(x, y)"
]
},
{
"cell_type": "markdown",
"id": "9361de35",
"metadata": {},
"source": [
"### Escolha do Modelo"
]
},
{
"cell_type": "markdown",
"id": "bf0b4b5a",
"metadata": {},
"source": [
"Temos em mãos um problema de regressão; vamos usar os seguintes modelos:\n",
"\n",
"- regressão linear\n",
"- RandomForest (Árvore de Decisão)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a61dbdf2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
RandomForestRegressor()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
RandomForestRegressor()
"
],
"text/plain": [
"RandomForestRegressor()"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Importa o modelo de IA\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"\n",
"# Cria a IA\n",
"modelo_regressao_linear = LinearRegression()\n",
"modelo_arvore_decisao = RandomForestRegressor()\n",
"\n",
"# Treina a IA\n",
"modelo_regressao_linear.fit(x_treino, y_treino)\n",
"modelo_arvore_decisao.fit(x_treino, y_treino)"
]
},
{
"cell_type": "markdown",
"id": "49b56f68",
"metadata": {},
"source": [
"### Teste da IA e Avaliação do Melhor Modelo"
]
},
{
"cell_type": "markdown",
"id": "0ae2b819",
"metadata": {},
"source": [
"Vamos usar o R² para avaliar a qualidade de nosso modelo."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a34c24b9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pontuação do modelo de regressão linear: 0.9045714431127025\n",
"Pontuação do modelo de árvore de decisão: 0.9598712289638435\n"
]
}
],
"source": [
"from sklearn.metrics import r2_score\n",
"\n",
"# Faz previsões\n",
"previsao_regressao_linear = modelo_regressao_linear.predict(x_teste)\n",
"previsao_arvore_decisao = modelo_arvore_decisao.predict(x_teste)\n",
"\n",
"# Compara as previsões com os valores de y_teste\n",
"print(f'Pontuação do modelo de regressão linear: {r2_score(y_teste, previsao_regressao_linear)}')\n",
"print(f'Pontuação do modelo de árvore de decisão: {r2_score(y_teste, previsao_arvore_decisao)}')"
]
},
{
"cell_type": "markdown",
"id": "2be9abd5",
"metadata": {},
"source": [
"Com base nos nas pontuações dos dois modelos, concluímos que o **modelo de árvore de decisão** é o melhor."
]
},
{
"cell_type": "markdown",
"id": "3fac18c9",
"metadata": {},
"source": [
"## Visualização Gráfica das Previsões"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5371f2aa",
"metadata": {},
"outputs": [
{
"data": {
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WhBHp7mCEqMesTiu3tbqNQ9mHzimjbBTkxfHMqzH4+hPqFerOMEUtNHToUGbPno3VauX3339n0qRJGAwGnnrqqXPWtdlsGI3Gf3xMk8mEyWS65PW//lqdTOKGG274x8c+2/33388LL7yA1Wpl9erVPPDAA/j7+zNx4sQqPc7Zquo5vJBXXnml7Parr75arccqFR4eXiPHuRBFUXA6nej1cnouhBBC1CQZMSbqtTS9OvrkO/0IN0ciRP0W6BnI410f57PBn6HRaCi2OVl1QC2jvKtHI/Q++0hSfmVfxj43R1rP2Aov/OU8a2SWw3bhde3FZ9ZVlIrXuQweHh6Eh4cTExPDxIkTGTRoEAsXLgTOjBJ6+eWXiYyMpGXLlgCcPHmSMWPG4O/vT2BgICNGjOD48eMALF++HE9PT3Jycsod55FHHmHAgAHAuaWUu3bton///pjNZnx9fenSpQtbt24FIDMzk9tvv50GDRrg5eVFbGws3333Xbl9W61WpkyZQmhoKJ6enlxzzTVs2bLloo/dy8ur7LHfc889tG/fnhUrVpTb7/Tp02nQoAHe3t5069aNNWvWlNvHp59+SlRUFF5eXowaNYr//ve/5R7bzJkz6dixI5999hmNGzfG09MTgJycHCZMmEBISAi+vr4MGDCAXbt2XdJzcuLECW644QYCAgLw9vambdu2/P777wA4nU7uu+8+GjdujMlkomXLlrz77rvlYna5XLzwwgs0bNgQDw8POnbsyNKlSy/6fF3I2aWUx48fR6PRMH/+fPr374+XlxcdOnTgzz//LLfNhg0b6N27NyaTiaioKKZMmUJh4ZnX8dy5c7nqqqswm82Eh4czduxY0tLSyu5fs2YNGo2GJUuW0KVLFzw8PNiwYcM/ehxCCCGEqDy5JCXqNa3LDoDVJTPdCeEuRfYi3t72NoNiBnF1+NVoNBpWH0yjyOYkOtCL/q1CeX3HTiw+e9iV3pG2wW3dHXL98cpFxtLeMgfajlJvr34BNr5//nUjO8EDa9TbRZnwRtNz15mZezlRlmMymcjMzCz7edWqVfj6+pYljOx2O0OGDKFHjx6sX78evV7PSy+9xNChQ9m9ezcDBw7E39+fn3/+mfvuuw9QkzXff/89L7/8coXHHDduHJ06deKjjz5Cp9Oxc+dODAYDABaLhS5duvDkk0/i6+vL4sWLufPOO2natClXX301AE888QQ///wzX375JTExMbz++usMGTKEI0eOEBgYeNHHrCgKGzZs4ODBgzRv3rxs+eTJk9m/fz/z5s0jMjKSBQsWMHToUPbs2UPz5s2Ji4vjoYce4rXXXuPGG29k5cqVzJgx45z9HzlyhJ9//pn58+ej06nvl7fccgsmk4klS5bg5+fHJ598wsCBA4mPjycwMPCCz8mkSZOw2WysW7cOb29v9u/fj4+PD6AmvRo2bMiPP/5IUFAQGzdu5IEHHiAiIoIxY8YA8O677/LWW2/xySef0KlTJ7744gtuvPFG9u3bV+7x/1NPP/00b775Js2bN+fpp5/m9ttv58iRI+j1eo4ePcrQoUN56aWX+OKLL0hPT2fy5MlMnjyZ2bNnA+pr7cUXX6Rly5akpaXx2GOPMX78+LIkYKl///vfvPnmmzRp0oSAgIAqi18IIYQQl0ipA3JzcxVAyc3NdXco4goT/1JXRXnOV1k2c6i7QxGi3lqasFRpN6edMuznYYrL5VIURVEmfr1ViXlykfLqkgNKXrFNaTZrhtLi7XuVtSfi3Bxt3VRcXKzs379fKS4uLn/Hc74X/to7/8y6y56+8Lqf9D2zbkF6xetU0t13362MGDFCURRFcblcyooVKxQPDw9l+vTpZfeHhYUpVqu1bJu5c+cqLVu2LHutKYqiWK1WxWQyKcuWLVMURVEeeeQRZcCAAWce2rJlioeHh5Kdna0oiqLMnj1b8fPzK7vfbDYrc+bMueS4hw8frkybNk1RFEUpKChQDAaD8s0335Tdb7PZlMjISOX1118/7z769u2rGAwGxdvbWzEYDAqgeHp6KnFx6t/IiRMnFJ1Op5w6darcdgMHDlSeeuopRVEU5dZbb1WGDx9e7v5x48aVe2zPPfecYjAYlLS0tLJl69evV3x9fRWLxVJu26ZNmyqffPKJoigXfk5iY2OVmTNnnvex/d2kSZOU0aNHl/0cGRmpvPzyy+XW6dq1q/Kvf/3rvPs4+7VSEUBZsGCBoiiKkpCQoADKZ599Vnb/vn37FEA5cOCAoiiKct999ykPPPBAuX2sX79e0Wq15/4dldiyZYsCKPn5+YqiKMoff/yhAMovv/xy3rgU5QJ/n0IIIYS4oEvNFcmIMVGvRTpOAjBY2ejmSGqRvNPw+3S4+gFo0tfd0Yh6INoczU3NbyLKHIVGo6HQ6mD1QbXcaHhsBD46B+EFLTmZ043GPh3dG2x985/kC9+v8zhze8Cz0O/cvl5lNGd1b/AKuvi+L9GiRYvw8fHBbrfjcrkYO3YsM2fOLLs/Nja2XE+sXbt2ceTIEcxmc7n9WCwWjh49CqgjwLp3705ycjKRkZF88803DB8+/LwzUT722GNMmDCBuXPnMmjQIG655RaaNlVHxDmdTl555RV++OEHTp06hc1mw2q14uXlBcDRo0ex2+306tWrbH8Gg4Grr76aAwcOXPCxjxs3jqeffprs7Gyee+45evbsSc+ePQHYs2cPTqeTFi1alNvGarUSFBQEwKFDhxg1alS5+6+++moWLVpUbllMTAwhISHlnsOCgoKy/ZQqLi4uew4v9JxMmTKFiRMnsnz5cgYNGsTo0aNp37592X4++OADvvjiCxITEykuLsZms9GxY0cA8vLySE5OLvd8AfTq1atcKWdVODumiAi19UJaWhqtWrVi165d7N69m2+++aZsHUVRcLlcJCQk0Lp1a7Zt28bMmTPZtWsX2dnZuFwuABITE2nTpk3ZdldddVWVxi2EEEKIypHEmKjX/uv9KDMKXsahaOWPodQvE+HYH3BwUZWUNQlxMa2DWvN8z+fLfl55IBWL3UXjYG/aRvqimTuKuZ4buENzL5tO+RMV2OsCexNVyuh96evqjcAlNmXXaCq37wvo378/H330EUajkcjIyHMal3t7lz9OQUEBXbp0KZfQKFWa/OnatStNmzZl3rx5TJw4kQULFjBnzpzzxjBz5kzGjh3L4sWLWbJkCc899xzz5s1j1KhRvPHGG7z77ru88847xMbG4u3tzdSpU7HZbP/4sfv5+dGsWTMAfvjhB5o1a0b37t0ZNGgQBQUF6HQ6tm3bVlb+WKq0bPFSVfQcRkREnNOvDChLHl7oOZkwYQJDhgxh8eLFLF++nFmzZvHWW2/x8MMPM2/ePKZPn85bb71Fjx49MJvNvPHGG2zatKlSMVeF0tJPUHuQAWXJrYKCAh588EGmTJlyznbR0dEUFhYyZMgQhgwZwjfffENISAiJiYkMGTLknN/9359fIYQQQtQsyQWIeu2Y0gCAQkz4uTmWWiPxz4uvI0QV2Zi8kU2nN3Fd4+toGag2Rl+8W52N8vr2EeqH0RNx/OHjSW7gEhafcHBzrCTGxBne3t5lyaFL0blzZ77//ntCQ0Px9fU973rjxo3jm2++oWHDhmi1WoYPH37B/bZo0YIWLVrw6KOPcvvttzN79mxGjRpFXFwcI0aM4I477gDUxEp8fHzZiKGmTZtiNBqJi4sjJiYGUHtTbdmyhalTp17y4/Lx8eGRRx5h+vTp7Nixg06dOuF0OklLS6N3794VbtOyZctzmvxfStP/zp07k5KSgl6vp1GjRudd73zPCUBUVBQPPfQQDz30EE899RSffvopDz/8MHFxcfTs2ZN//etfZfspHYUG4OvrS2RkJHFxcfTte2ZUc1xcXFnPtprQuXNn9u/ff97X3p49e8jMzOTVV18lKioKoGzyASGEEELULjIrpajXikqa7utx4HQpbo6mlnBY3B2BqEd+OfwLX+z9gkXH1NKtfIudNfHpAAxvr5Yu0XIYkXYHgcW+eGnC3BWqqCPGjRtHcHAwI0aMYP369SQkJLBmzRqmTJlCUlJSufW2b9/Oyy+/zM0334yHh0eF+ysuLmby5MmsWbOGEydOEBcXx5YtW2jdujUAzZs3Z8WKFWzcuJEDBw7w4IMPkpqaWra9t7c3EydO5PHHH2fp0qXs37+f+++/n6KiorLm/5fqwQcfJD4+np9//pkWLVowbtw47rrrLubPn09CQgKbN29m1qxZLF68GICHH36Y33//nf/+978cPnyYTz75hCVLlpSNjjqfQYMG0aNHD0aOHMny5cs5fvw4Gzdu5Omnn2br1q0XfU6mTp3KsmXLSEhIYPv27fzxxx/lnq+tW7eybNky4uPjmTFjxjnJuscff5zXXnuN77//nkOHDvHvf/+bnTt38sgjj1ww7tzcXHbu3Fnu6+TJk5V6jks9+eSTbNy4kcmTJ7Nz504OHz7Mr7/+yuTJkwF11JjRaOT999/n2LFjLFy4kBdffPGyjiWEEEKI6iUjxkS9NsX6fwB4a6xYnC50WpmdUoiaNLTxUByKg6GNhgKwYn8qNoeLZqE+tAwr6QFlCmBIUTH7clthbHGTG6MVdYGXlxfr1q3jySef5KabbiI/P58GDRowcODAciPImjVrxtVXX83mzZt55513zrs/nU5HZmYmd911F6mpqQQHB3PTTTfx/PNqefAzzzzDsWPHGDJkCF5eXjzwwAOMHDmS3NwzpeqvvvoqLpeLO++8k/z8fK666iqWLVtW6RkKAwMDueuuu5g5cyY33XQTs2fP5qWXXmLatGmcOnWK4OBgunfvzvXXXw+ofbk+/vhjnn/+eZ555hmGDBnCo48+yv/+978LHkej0fD777/z9NNPc88995Cenk54eDh9+vQhLCzsos+J0+lk0qRJJCUl4evry9ChQ3n77bcBNbm3Y8cObr31VjQaDbfffjv/+te/WLJkSdnxp0yZQm5uLtOmTSMtLY02bdqwcOHCi85IuWbNGjp16lRu2X333cdnn31WqecZ1P5ja9eu5emnn6Z3794oikLTpk259dZbAbUsd86cOfznP//hvffeo3Pnzrz55pvceOONlT6WEEIIIaqXRlGUK36YTF5eHn5+fuTm5l6wLEKIv1v/agO2mXTEWm1c/XAiZtMl9sepqxQFtnwG6/8LA2dAx7HujkjUM/fO2cLqg2lMHdScqZ0N8OPdkHYQi8vGB/TjVPt/8d9Rg90dZp1jsVhISEigcePGeHp6ujsc4Ub3338/Bw8eZP369e4ORZSQv08hhBDi8lxqrkhGjIl6bZengc/9zdycl08nux3qe2JMo4Gr71e/hKhmH+z8AA+dBzc2vZFQr1Byi+ysP6yWUV7fPgL2fgKn1Vnmdnt6MCfiKF55bwGSGBOiqrz55ptce+21eHt7s2TJEr788ks+/PBDd4clhBBCCFFjJDEm6rUsrdpmb7W3Fw/ZLYDMDCVETbA6rczdP5dCeyFXhV1FqFcoy/anYHcqtAo30yzUDD/9rK4c1Q2f1O14OjUomnqevBaiim3evJnXX3+d/Px8mjRpwnvvvceECRPcHZYQQgghRI2RxJio19pYHQDkFTfBpjG5OZpaYM9PkLQV8k5BWDvo+4Q6ikyIKqYoCtOvms7m05tpH9IegEVnzUZJ6n5I2w86I3S6kzYLN/HRcQ+e8p/uzrCFqHN++OEHd4cghBBCCOFWkhgT9ZbTpeClOLghv5Dlee2wO13uDsn9DvwG+38pub0Qej4MRi+3hiTqJk+9Jze3uJmbW9wMQHahjbgjGQAMbx8Ju95SV2x2LTTqRVq3fzN7fREZhUUoinLRWfOEEEIIIYQQ4lJo3R2AEO5iszvY5OXBb2Zv7IYCHK4rfh6Kfy7zSPmfbYXuiUPUaTanjUmrJjHv4DxsThsAS/el4HQptI30pXGQF+wtKaOMHQ2BTbB0n8ja5r/hiH6CAnldCiGEEEIIIaqIJMZEvWWzWXGU3A4LWI2SnejWeNzO5YLMo+WX2SUBIareX6f/Yl3SOv5v9/+h16oDlxftTgbg+vaRcGobZB8Hgze0GAZApK8vaNRRnafyctwRthBCCCGEEKIOklJKUW/ZHE4C8hqDOR0fxYnTVuTukNwr7xQ4ikFrUMsnLblQ358TUS1aBbZiWpdp6LQ6tBotGQVW/jyaCcDw2AjY+kXJitepr0WXC/2OLxmb1JUviwbivNbHjdELIYQQQggh6hJJjIl6y6Yx8pHzRkbkf8TV1gKcDru7Q3Kv0jLKwMbgsKiJMbskxkTVC/UKZXy78WU/L9mbgkuBDg39iA7yggHPQMOu4B+lrqDRwJIn+Y/TyiJXH7IK6/nfqhB/88Ybb7B27Vp+/vlnPDw83B2OEEIIIcQVRUopRb1ld7gwBq5lhdmIj8uF0251d0juVZoYC2qulrAB2ArcF4+ok/5M/pMpq6ewOnF12bJFu84qowQwmKDtSGjQRf1ZowGTP4+FBlPc9P/YkbqzZoMWohbLzs5Gq9Uyf/58SYoJIYQQQlwGSYyJestuLcRXoyZ+fjb74HTY3ByRm2UcVr8HNT0zE6WUUooqtiRhCX+c/IONyRsBSMuzsPl4FgDXtY8Au6XiDU0BnNbrcBjzSCnIqqlwhajQnDlz8Pf3v+T158+fj7+/PzNmzGDFihVMmjSpymIJCAhg2rRpGI3GKttnXTV+/HhGjhx5yetPnz6d0NBQfvnlF5555hl+/PHH6gtOCCGEEG4jiTFRf2Un8m32dgCOGA247PU8MRbYBGKugciO4B8NgU1BZ3B3VKKOubPNnTzQ/gFubHojAL/vOY2iQOdofxr4aOHttvD1zVCYUX5DUwD/ycgmNrEPHs6mbohc1Ebjx49Ho9Gg0WgwGo00a9aMF154AYfDcfGN/4Fbb72V+Pj4S15//vz5zJ07l+TkZCZOnMjdd99dZbF899136HS6Kk221aQ5c+aU/Q51Oh0BAQF069aNF154gdzc3Co91rvvvsucOXMuef2VK1fy22+/8e6777J8+XIGDx5cpfEIIYQQonaoVGJs1qxZdO3aFbPZTGhoKCNHjuTQoUNl92dlZfHwww/TsmVLTCYT0dHRTJky5aInNmef2JZ+DR069PIekRCXyGG3YlQUbsgv5MaCQhkx1v0huGcxtBsNt8yBKduh+bXujkrUMc0DmvNwp4dpH9IegEW7TwMlZZRHVkFRBqTsAVNA+Q09/Ym12Yi2eJJfJAlbccbQoUM5ffo0hw8fZtq0acycOZM33nijwnVttqr5P28ymQgNDb3k9b/++mtuuOEGPv/8c44cOcLVV19dJXEAfP755zzxxBN89913WCznGXFZwul04nK5quzYZ/snz62vry+nT58mKSmJjRs38sADD/DVV1/RsWNHkpOTqyxGPz+/So3027lzJ926deOPP/5g8+bN+Pn5VVksQgghak56vhWrw+nuMEQtVqnE2Nq1a5k0aRJ//fUXK1aswG63M3jwYAoLCwFITk4mOTmZN998k7179zJnzhyWLl3Kfffdd9F9l57Yln599913l/eIhLhEDruVieGh/Gb2ZmBhMa76nhgTopq9tfUtnt7wNIey1Asqp3OL2XoiG40GrouNgL0/qyu2uwm0uvIbmwL40ezNrsitHC7YUMOR119F9iKK7EUoigJAsaOYInsRTpd6cml1WimyF2F3qRMi2J12iuxF2Jzq/1OHy0GRvQiLQ03YuBRX2T7Pd4zK8vDwIDw8nJiYGCZOnMigQYNYuHAhcKZ07uWXXyYyMpKWLVsCcPLkScaMGYO/vz+BgYGMGDGC48ePA7B8+XI8PT3Jyckpd5xHHnmEAQMGAOeWUu7atYv+/ftjNpvx9fWlS5cubN26FYDMzExuv/12GjRogJeXF7Gxseec41itVqZMmUJoaCienp5cc801bNmy5aKPPSEhgY0bN/Lvf/+bFi1aMH/+/HL3l8a5cOFC2rRpg4eHB5999tlFHx/Azz//TNu2bfHw8KBRo0a89dZb5dZv1KgRL774InfddRe+vr488MADAGzYsIHevXtjMpmIiopiypQpZeeJ56PRaAgPDyciIoLWrVtz3333sXHjRgoKCnjiiSfK1nO5XMyaNYvGjRtjMpno0KEDP/30U7l97du3j+uvvx5fX1/MZjO9e/fm6NGjwLmllD/99BOxsbGYTCaCgoIYNGhQWaxbtmzh2muvJTg4GD8/P/r27cv27dvLHSsxMZERI0bg4+ODr68vY8aMITU19YKPVQghRM06mVVE91mruOvzzZd9riHqvkolxpYuXcr48eNp27YtHTp0YM6cOSQmJrJt2zYA2rVrx88//8wNN9xA06ZNGTBgAC+//DK//fbbRcsaSk9sS78CAgIuuL4Q/5TLbqFAo/4JzPLsTJZnlJsjcqOiLDgeBwVpZ5Y5bOCo5xMSiCrjcDn49civLDy6kGxrNgCLS0aLdY0JJNzkhEO/qyu3u/ncHZgCOGQ0kuSTRaY9sabCrve6fduNbt92K/ud3b7odrp9243taWqC4Kn1T9Ht2278FK8mJz7d8yndvu3G61teB2BV4iq6fduNiSsnAnAs5xjdvu3G0J+HnvcY/5TJZCo3emnVqlUcOnSIFStWsGjRIux2O0OGDMFsNrN+/Xri4uLw8fFh6NCh2Gw2Bg4ciL+/Pz///HPZPpxOJ99//z3jxo2r8Jjjxo2jYcOGbNmyhW3btvHvf/8bg0Ed2WixWOjSpQuLFy9m7969PPDAA9x5551s3ry5bPsnnniCn3/+mS+//JLt27fTrFkzhgwZQlbWhfvpzZ49m+HDh+Pn58cdd9zB559/fs46RUVFvPbaa3z22Wfs27ePcePGXfTxbdu2jTFjxnDbbbexZ88eZs6cyYwZM84pQ3zzzTfp0KEDO3bsYMaMGRw9epShQ4cyevRodu/ezffff8+GDRuYPHnyBR9HRUJDQxk3bhwLFy7E6VQTsbNmzeKrr77i448/Zt++fTz66KPccccdrF27FoBTp07Rp08fPDw8WL16Ndu2bePee++t8Bz09OnT3H777dx7770cOHCANWvWcNNNN5V9aMrPz+fuu+9mw4YN/PXXXzRv3pzrrruO/Px8QE3SjRgxgqysLNauXcuKFSs4duwYt956a6UfqxBCiOpzMCUfp0thU0IWi/ecdnc4opbS/5ONS0skAwMDL7iOr68vev2FD7VmzRpCQ0MJCAhgwIABvPTSSwQFBVW4rtVqxWo984E9Ly/vMqIX9Z3TbuWn5NP0j27IwcBTZHqEuzsk9zm+AX64U50F8P7VsPQ/8NcHcM2jMGimu6MTdYBWo+Xt/m+z5uQargq7CjirjLJDBBxaAvYiCGgMDTqfuwOfUAY5PDmZFs1OTesajFxcKRRFYdWqVSxbtoyHH364bLm3tzefffZZWXP6r7/+GpfLxWeffYZGowHUBJO/vz9r1qxh8ODB3HbbbXz77bdlI95XrVpFTk4Oo0ePrvDYiYmJPP7447Rq1QqA5s2bl93XoEEDpk+fXvbzww8/zLJly/jhhx+4+uqrKSws5KOPPmLOnDkMGzYMgE8//ZQVK1bw+eef8/jjj1d4TJfLxZw5c3j//fcBuO2225g2bRoJCQk0bty4bD273c6HH35Ihw4dypZd7PH997//ZeDAgcyYMQOAFi1asH//ft544w3Gjx9ftp8BAwYwbdq0sp8nTJjAuHHjmDp1atnz8N5779G3b18++ugjPD09K3ws59OqVSvy8/PJzMzEz8+PV155hZUrV9KjRw8AmjRpwoYNG/jkk0/o27cvH3zwAX5+fsybN68sMdmiRYsK93369GkcDgc33XQTMTExAMTGxpZ7bGf7v//7P/z9/Vm7di3XX389q1atYs+ePSQkJBAVpV5Y++qrr2jbti1btmyha9eulXqsQgghqsfJ3GR0PvtRbEG8sewQg9uEY9RLq3VR3mUnxlwuF1OnTqVXr160a9euwnUyMjJ48cUXy4bXn8/QoUO56aabaNy4MUePHuU///kPw4YN488//0Sn052z/qxZs3j++ecvN3QhAHDZrZhdLppZ4KCzMbZqbtZcq2WWzkjZTP1uMKnfZVZKUUW0Gi1dwrrQJawLoA5r33kyB60GhrYLh0WlZZSjoSRZUc41U2nQ5gGWvf4HRr0WRVHKkhqi+mwauwkAk179n/Dd9d+hKAoeOg8AZvWexUu9XsJQMlHH/bH3M77tePRa9fRiYPRANo3dhLZkdG4T/yZl+zzfMSpr0aJF+Pj4YLfbcblcjB07lpkzZ5bdHxsbW27Gxl27dnHkyBHMZnO5/VgslrKSu3HjxtG9e3eSk5OJjIzkm2++Yfjw4eftT/XYY48xYcIE5s6dy6BBg7jlllto2lSdJMLpdPLKK6/www8/cOrUKWw2G1arFS8vdfbfo0ePYrfb6dWrV9n+DAYDV199NQcOHDjv416xYgWFhYVcd911AAQHB3PttdfyxRdf8OKLL5atZzQaad++fbltL/b4Dhw4wIgRI8pt06tXL9555x2cTmfZudlVV11Vbp1du3axe/duvvnmm7JliqLgcrlISEigdevKJbVLR29pNBqOHDlCUVER115bvvelzWajU6dOgNoTrHfv3mVJsQvp0KEDAwcOJDY2liFDhjB48GBuvvnmsoqF1NRUnnnmGdasWUNaWhpOp5OioiISE9URqwcOHCAqKqosKQbQpk0b/P39OXDggCTGhBCiltifsw2vqK9wFLTgxMl7mbclkbt6NHJ3WKKWuezE2KRJk9i7dy8bNlTc6yUvL4/hw4fTpk2bcieoFbntttvKbsfGxtK+fXuaNm3KmjVrGDhw4DnrP/XUUzz22GPljnX2iYkQl8JptzKqQQRa7NxwKoKARieBVu4Oyz0yjqjfg0pGORjVD2zYLtwXRohL4XQ5uX3x7XQK7cS/Ov4LPw8/fi8Zyt6tcRCh+mI4vEJduV3FI3IAMmzHMIYsx2ULIt86CF9PacJf3bwMXuV+/nvyykPnAWddvzLoDGVJMgC9Vl+WJAM1Qfr3ff7958rq378/H330EUajkcjIyHNGqHt7e5f7uaCggC5dupRL3pQKCQkBoGvXrjRt2pR58+YxceJEFixYcMHZDGfOnMnYsWNZvHgxS5Ys4bnnnmPevHmMGjWKN954g3fffZd33nmH2NhYvL29mTp16j+eCODzzz8nKysLk+nM78TlcrF7926ef/55tFo1GWkymc5JIlf28Z1PRc/tgw8+yJQpU85ZNzo6utL7P3DgAL6+vgQFBXHs2DEAFi9eTIMGDcqt5+GhJmrPfi4uRqfTsWLFCjZu3Mjy5ct5//33efrpp9m0aRONGzfm7rvvJjMzk3fffZeYmBg8PDzo0aNHlU3gIIQQombYHep5id4nHq1nIu+uNHJT54b4ePyj4jlRx1zWq2Hy5MksWrSIdevW0bBhw3Puz8/PZ+jQoZjNZhYsWHBJV+7O1qRJE4KDgzly5EiFiTEPD4+ykyAhLpfDbuFkyWvzOa8F5GQ1AurpLIyZJYmx4NIRYyUfduySGBP/3Pa07RzIOkByYTLTu6olZeXKKE9uAcUFoW0grM1593M8/zAewatxFLQks8AmiTEBqMmZZs2aXfL6nTt35vvvvyc0NBRfX9/zrjdu3Di++eYbGjZsiFarZfjw4Rfcb4sWLWjRogWPPvoot99+O7Nnz2bUqFHExcUxYsQI7rjjDkBNXsXHx9Omjfpab9q0KUajkbi4uLKSPrvdzpYtW8pKEv8uMzOTX3/9lXnz5tG2bduy5U6nk2uuuYbly5dfdHbvCz2+1q1bExcXV279uLg4WrRoUeFI/lKdO3dm//79lfp9nE9aWhrffvstI0eORKvVlk0ekJiYSN++fSvcpn379nz55ZfY7fZLOvfUaDT06tWLXr168eyzzxITE8OCBQt47LHHiIuL48MPPywbkXfy5EkyMjLKtm3dujUnT57k5MmTZRdn9+/fT05OTtnvVgghhPuFaLriyG+N3nyAkOBUUpOi+b91x3js2opL7UX9VKniWkVRmDx5MgsWLGD16tXleliUysvLY/DgwRiNRhYuXFjpfhIASUlJZGZmEhERUelthbhUicH98Ei4C4B7I8LIddbjXnV/L6U0liTGpJRSVIEOIR3434D/Ma3LNAxaAycyC9lzKhedVsPQtuHQYjBMOwQjPzz/Tk7vovnPExmRZ8eR34aMApkYQlyecePGERwczIgRI1i/fj0JCQmsWbOGKVOmkJSUVG697du38/LLL3PzzTef94JccXExkydPZs2aNZw4cYK4uDi2bNlSVjbYvHnzspFJBw4c4MEHHyw3c6G3tzcTJ07k8ccfZ+nSpezfv5/777+foqKi887qPXfuXIKCghgzZgzt2rUr++rQoQPXXXddhU34K3oezvf4pk2bxqpVq3jxxReJj4/nyy+/5H//+1+5XmkVefLJJ9m4cSOTJ09m586dHD58mF9//fWizfcVRSElJYXTp09z4MABvvjiC3r27Imfnx+vvvoqAGazmenTp/Poo4/y5ZdfcvToUbZv387777/Pl19+CagXbvPy8rjtttvYunUrhw8fZu7cuRw6dOicY27atIlXXnmFrVu3kpiYyPz580lPTy/3e5s7dy4HDhxg06ZNjBs3rtyItEGDBhEbG1v2PG7evJm77rqLvn37nlNiKoQQwn2Si07gKGhNv8BJPNx9JACfrT9GWr7FvYGJWqVSibFJkybx9ddf8+2332I2m0lJSSElJYXi4mLgTFKssLCQzz//nLy8vLJ1SmcUArWZ6oIFCwB12P3jjz/OX3/9xfHjx1m1ahUjRowom5FJiOpixUiGpQ1+dh0BTicuVz0tjyjKguKS2eAC1Z44UkopqoqiKBi0BvpG9WVU81HAmdFiPZsGEeRT8mHcJwQiO51/Rx5m2lmKeTorB3tONzIlMSYuk5eXF+vWrSM6OpqbbrqJ1q1bc99992GxWMqNIGvWrBlXX301u3fvPu9slKCW5GVmZnLXXXfRokULxowZw7Bhw8p6oT7zzDN07tyZIUOG0K9fP8LDwxk5cmS5fbz66quMHj2aO++8k86dO3PkyBGWLVt23hm6v/jiC0aNGlVhn73Ro0ezcOHCcqObKnKhx9e5c2d++OEH5s2bR7t27Xj22Wd54YUXyjXer0j79u1Zu3Yt8fHx9O7dm06dOvHss88SGRl5we3y8vKIiIigQYMG9OjRg08++YS7776bHTt2lLtI+uKLLzJjxgxmzZpF69atGTp0KIsXLy67UBsUFMTq1aspKCigb9++dOnShU8//bTC0WO+vr6sW7eO6667jhYtWvDMM8/w1ltvlU2A8Pnnn5OdnU3nzp258847mTJlCqGhoWXbazQafv31VwICAujTpw+DBg2iSZMmfP/99xd8rEIIIWrW9uIP8IyYT5BnMOO6dKBDlD9FNifvrTrs7tBELaJRSjubXsrK52l0PHv2bMaPH8+aNWvo379/heskJCTQqFGjsv2UblNcXMzIkSPZsWMHOTk5REZGMnjwYF588UXCwsIuKa68vDz8/PzKZsCsC7768zhH0gq4uUtD2jf0d3c4ddK7f+zg4/0vEUsSP6QfZHXDfzFgwix3h1XzEjfBF4PBtyE8tk9ddmgpfHermqh4YI1bwxNXtq0pW3n+z+cZ1XwU97a7F4Bh767nwOk8Xhsdy61NnWCOAMNFRhcXZZH3ZhM2mkw8YpvEMwPv5M7uMTXwCOoHi8VSNpvh5Yz0FkJUH/n7FEKIy3f1nOEUaxJp5duNUF8Pbot5mjs/24FOq2HFo31oEuLj7hBFNbrUXFGleoxdLIfWr1+/i67z9/2YTCaWLVtWmTDqheX7UtlwJIPO0QGSGKsmYSlL0PvEk+ByoQCKs56OGMs9qX4PPqsnTNmIMSmlFP/MihMrOJ53nKM56mx/R9MLOHA6D71Ww5C24fDNMMiIh1vmQLNze0qW8fQjVWfg8dBgjI6FZBaMqZkHIIQQQgghrlhh+U+x51Q2J2Nf5WBeHhM7TKR/yxD+OJTOm8sP8eG4Lu4OUdQCMhVDLWXUq1WuNofLzZHUXYGWHF7KzOSZkCDaN47mEcuFy07qrNiboeUwsOSeWRbaFsZ8BV5B7otL1AkPd3qY9iHtifFVR3ctLimjvKZ5MP6WU3BqK2i0ENbuwjvS6vA3eHNVsYU99qbSY0wIIYQQQlyQ3WUn11IIaLkh+g6ahPgT5hXGk8M8WBOfzu97UtiRmE2n6IpbF4j6o1I9xkTNMerUX43VKYmx6mJyuhhRUEjTkqnXnfW1xxiozfZ9z+oB4x0EbUZAo2vcF5O44jldTnyMPgxvMpx2wWria9HuZACubx8J++arKzbqDeaLl86HePgxOyWN6OS+ZBbU479XIYQQQghxUbvTd5MdOh2vRu9zS4s7uL3V7YR4hdAq3JfRnRsCMGvJwUuqehN1myTGaqnDfIJP8xfYk/2Hu0Ops7KcubwZ6E+fIgsLjufQ0Bni7pDcQ94IRDV5c+ubjF08lnVJ6wCIT80nPrUAo07LtW3CYM/P6oqxN1/aDk0BHDXo0ZtOkF4gE0MIIYQQQojzSy1UZ4FWXEac5PHF3i94Z9s7ADx2bQuMei2bE7L441CaG6MUtYEkxmopBSsafRHFzmJ3h1JnZboK+NLPl1+9QhhU/DG/B453d0g1z+WE15vAx72hMPPMcnsxLHsafnsEnA73xSeuWIqisCpxFXsy9uB0qbMSl85G2adFMH75RyBtH2gN0PqGS9upKYBbI8M5ELOK9KL06gq9XpMrpkLUPi6XVA8IIcTl6NvgWvIPPYcl+Tb0Bjtvb3ubr/Z/hd1lJ9LfxD09GwHw2pJDOF1yDlSfSY+xWirWdDe/7e5HTGQnd4dSZwU4NdyTk8dsf1+8Gr9Nmn0s0NndYdWs3JNQnAW2QjD5n1mu0cKf/1NvX/sC6PzcEp64cmk0Gr4d/i2rTqyiZ4OeKIpSvoxyzxfqis2vBdMl9nXoPY2QP5/hVIGDrCK5aFCVDAYDGo2G9PR0QkJCzjsLtRCi5iiKgs1mIz09Ha1Wi9FodHdIQghxRcm3OMFlQosXTf2jub7J9TT1b4rdacegNfCvfs2Yt+Ukh1Lzmb89iVuuinJ3yMJNJDFWS/kbQnHZisFlcncodVaYQ8eonBxWm6I54ZmK1VXg7pBqXsYR9XtgE9DqzizXGUGjA8WpJs08JTEmKsfutBNsCubWVrcCcOB0HsfSCzHqtQxsFQL/95O6YrvRl77TRtfwXehyOr6wAgCrw4mHXneRjcSl0Ol0NGzYkKSkJI4fP+7ucIQQZ/Hy8iI6OhqtVgo9hBCiMl7Z/BxeTbZgyB2OVnsds3rPKne/n5eBSf2b8srvB/nvinhu6BCJp0HOLesjSYzVUgn2JZhi1nGwYCjQ0t3h1EkZFLDAx5shRel0yMwnz7AamOLusGpWZkliLLhZ+eUajdqQ35oHtqKaj0tc0RRF4cZfbqShuSHP93yeSJ/IstFi/VuGYHblgYcZDN7qjKiVYPbQo9fZcDi1ZBXaiPCTiwdVxcfHh+bNm2O3290dihCihE6nQ6/XyyhOIYS4DIkFx9F5pOPloSa7kvKTiDsVh9lo5rom1wFwV49GzIk7TnKuhTkbj/NQ36buDFm4iSTGaqliJR2913FyHanuDqXOWuMVygqPINpZPHg45zQbNU53h1TzMg+r34OanXtfaWLMLk3OReXEZ8eTVJBEliWLQM/AkjJKtb/Y9e0jwTsYHtoA+Snq6+xSndzCfeunY2qRRXHSWDLy+0lirIrpdDp0OrlSKoQQQogr37jGT/HvhWtpGNgcgJ3pO3lp00t0DOlYlhjzNOh4bHBLpv+4iw//OMJtXaPw95LS9fpGxmTXUq28B1CcNI5wXQ93h1JnHTd0x1HQkqNGhWkhQewx5rk7pJqXUZoYa37ufQYv9btNEmOicloGtmTxqMXM6j0LT70n+5LzOJFZhKdBy4BWoWdWNIdXbscZ8XjlnlJva61kFFqrLmghhBBCCFGnGAnBWdSMAI9AANoFtaNXg15c0+CacuuN6tSAVuFm8iwOPlxz1B2hCjeTxFgtFeHVDEd+LJ5KpLtDqbNMztYUn7yHZkoDlvt4k6KzuTukmpdZ8o8/uILEmLE0MSallOLSKYpCkb2IaN9oBkQPAOC3kjLKga3C8M47Cif+hMuZZc0UwGtpGcxLNuHIvYqMfEmMCSGEEEKIc2UUZ/Bx/DQ8I7/H7KEWyjXya8THgz7mwQ4PlltXp9Xw5LBWAMzZeJxTOWdN8nR4JbzXCTb+r8ZiFzVPEmO11GnrLjzCF3DCttbdodRZkcUb6OG1jNYuH57KyKKdpZ79OdgKIS9JvX1WKaXN4eLnbUnYtCUlalJKKSphf9Z++n7fl6c3PA2oibLFZWWUEfDnBzB7KKyYUfmdmwIwKwqhrgJAQ2ZhPUxmCyGEEEKIi0opTCGpeB86r6P4mgxly0/mneS3o7+xL3NfufX7tQihe5NAbA4X/10eD4oCf30E34wGawH4NajphyBqUD3LBFw5sh0nMAZsItO5392h1Fk+yjz2xvxBtusEY/MLaFrfBp9odDDmK7j2RfAKLFu8YEcS037cxV+WKGjUW2akFJWy8dRGLE4LFocFgF1JuSRlF+Nl1NGvmT/s/1Vdsfngyu/cFMBsPzPjwjUYg1fKiDEhhBBCiJqw5jVY/5a7o6iUhj4N6eU7FWvasHKJsbkH5vKfDf/h92O/l1tfo9Hw1LDWACzccZzsHybB0n+rd7YYDC2H11jsouZJ8/1aqh2+HMqIJdy/gqbookp4uVxE2h0k6h185O+Lj81KR3cHVZMMntBmxDmLt5/IAeBDz/vpM1563InKmRA7gWsaXINWo153WbRLLaMc1DoMU+JasOSATzg0uuYCezkPkz9FGi2n9Vq0+nwZMSaEEEIIUd3yU2HNK+rtLveUu6Bem/l7+hPI1TjyEvH1PJMY6xDSgYNZB2ngc+4IsA5R/tzS1ptR8U8RcGA/oIHBL0GPSSCzA9dpMmKslhp54ldW5C+md4H0d6ouI/MUliUl04oAPgzwZ4/J7u6QaoV9p3MByCmS50NUTqG9EIfioHVQa1oGtsTlUli856wyyj0/qiu2HQXay5j50NOfUQUFfJ2cgiGjOxkFMmJMiBqXcRi+GgFHVro7EiGEEDUh58SZ21nH3BdHJS06tojtBbPReR3B13RmPNDwJsP5athXjG099tyNMg7zSsZUeur2U6B4cqD//0G3ByHuXVjxLDjk3LOuksRYLZVk0PCd2YejugR3h1Jn2XFQpNHQwKctUTlRnLD2cndINWvTJ7DqBUg9U19vd7qITykAwFaYA9nHoTDDPfGJK87nez6n/w/9+f7g9wDsOJnN6VwLZg89fRp5waGSIeuxN1/eAQyeRGo86GC14e/UklEgI8aEqFGKAv+7Co6tgSX/dnc0QgghakL2WYmxzCPui6OS4k7Fccq1Ap3nKcxnjRgDtf/Y6sTVZFmyzix0OeHbWzHkJpBtDGe0bSb/3hOJotGqn5ni3oWiLETdJImxWuqI3skrwYHs8pDpYqvL54EuujWK4pRRw/7Tk9iff25ZYZ22+3u1V0DmmdfY4dQCbE51tsDbrT/Aux0g7h03BSiuNFtTt5JrzcXXwxeA33apo8WubROG57HlYC+CgEbQoMtlH2NnTBceimlJcegaMmXEmBA16+jqM7elpEQIIeqHqK6gLRlxdQUlxgZFD8LfNgRHcSN8Pct3kJr6x1Qe+eMRtqZsPbNQq4MRH0Cj3rjuW0WSoTG7knJZvDf1TPloUWYNPgJRkyQxVkuFan24trCIaJs0Pq8uDo2aAMqnEL15D3bDlTM0+B9TFMgoeWM7a0bKfcm5ZbcLnEb1hk1mpRSXZvaQ2Xwx5Av6NuyL06Xwe2kZZYcI2PuzulK70f/oA3Vu38eJ0xZTZEons9CGy6VURehCiItxuWDlc2d+btzHfbEIIYSoOQGNYNDz6u2Mw24NpTIGxgzEmHc9ruKYcs33AWKDY2kZ0FIdJbZ/4Zk7YnrA3b8RFNaQ+/s0AeCNZYdQTEHq/ZIYq7MkMVZLtTEE8d+0DHrnRbo7lDrrP2mFbDp+koZ6H0wNv6Gp//fuDqnmFKaDNRfQQGCTssX7kvPKbhfhod6wSZ87cXHpReloNVq6hnfFy+DF1uNZpOVb8fXUc02zEAhpBeZIaHeZZZQlWga2ZEa357CmX4vTpZBbLL3whKgRe3+GlD3g4QuPH4PhV9bsZEIIcUVwWOGne2Hbl+6OpLxG10Dff0OnO9wdySVRFIVPd39KljYONHbMfxsx9p9u/+Gnaz9jcNz/wQ93wtbZZ+4suYB7f+8mBPt4cCKziFSnt3qfJMbqLEmM1VKFOj1bPD1I1ssfX3XxwIGXohCt96KzxUIfRzLO+jL6pHQYtH+0Ojtlif3lEmMly20FNRmZuAIpisK9y+5l8M+D2Zep9qxbtFsdLTakbThGvRYGPQeP7oOwNv/oWOE6E2OCOxLtbAggDfiFqAmKAhvfVW/3egS8g9wbjxBC1FVbv1AvRPw2xd2RnLFyplpK3+1BaH6tu6O5JHm2PN7b8R6OwHkA5WalBNBkHSP380FsORWHYvAC7+Bz9uHtoeeRQc0B2Jddklgrlh5jdZUkxmqpRK2deyPCWBRYj8r7apCiKHQP7ke7Bu3R+8fw5ek0HsguxF7SX6vOKx0GfVYZpcullJVSeui1FCklI8bsMmJMXFh6cTppRWlkFmcSbY7G4XSxZG9pGeVZo161//wtJ2/JE7zzzQCig78AkAb8QtQEjQbu/BV6T1c/GBVlQd5pd0clhBB1T9p+d0dQntOuNp1f9fwVNSOjw+XgxqYjsee1A8VQvpQyYT22zwbSz8fCvRFhpI79BlrfUOF+busaReNgb1IdpSPGJDFWV0lirJbyMXjT1GYjyG50dyh1ksOloNHnozHmYNXaOWbQk6pXyhrP13mlI8aCm5ctOpFVRKHNiYdeS/uGflJKKS5ZqFcoa29dyxdDvsBsNLM5IYuMAhsBXgZ6hjlhzWvlJnn4J2yeZj7392O7+RTgkhFjQtQU7yAYOENNiL3eGD7s5u6IhBCi7slPcXcE5eUmgeICnYdaTr/2dUg74O6oLirIFMSjHZ/BcuoONBowe5SM+Nr2JcwdibE4myaKnobeEWSYQ8+7H4NOy7/6NSULs7pASinrLP3FVxHuEHT1Exx7rysGT293h1In2RwuLKdHo9EWo4nVMKJhJB0sNt511LPEWAWN91uFmwn28aCwLDEmzffFhSXmJRLtG03H0I4A/FZSRjm0XTiGg7/Cmlfg8HK4f9U/PpbZK4Q7cvPINjRhHorMTClEdTu2BiI7g6c62yxGL/W7XDQRQoiqN/A59Zyptsg5oX4PiIGtn0P8UrXsMLS1e+O6iGO5x9iadBiNIRMfbRharQZWvQjr31RXaDeab6//Lx6e/hfdV+Ngb7YpIRzVxNDU69ySS1E3yIixWkrn4UW+DgrJd3codZLdWsR6zYusdL1DA89AfJ1OvF1O7PUlMRYeC9E9Iaxt2aLSxvttIv3w9zJSqJT0GLNLYkyc39GcowxfMJwxv43B6XJid7pYWlpG2T4S9vykrhj7z5rul/LwDuHJrBzutngDOimlFKI65afAd7fDex0hKwFA7cUC4LKrJTZCCCGqjoeP+r30f627ZR9Xv/vHnLmgXkVVANVpacJSXtw6HVPQH2fKKBteBRot9H8aRn+Oh6c/FoeFE3knLrivQG8j85wDGOF6A/o+XgPRC3eQEWO1VIEjG58WL6EoWuB2d4dT59itFj4KcZGjczLNP5q4xFMAnHTYAZN7g6sJ/f8D/csvKk2MtY30JTmnmINKNJ+2/JT7B3Ws+fjEFeNA1gH0Wj3BpmB0Wh1x8elkF9kJ8jbSLaAAkjarJyFtR1XNAU0BLPcykWDMAF0hmYUyYkyIarPmVbXPZFhbCGgEwIdxp5lUer+tEEz+bgpOCCHqIA9faDMC9LXk80j2WSPGgpqqt0t7FddGLhccXY3fsfW0cGgZ5FzPQo+71ftaDoPJW8sex77MfYxbPI4gUxCrbjl/VUOQt1pFU2B1YHU48dDrqv1hiJonibFayi/5TwD0igubw4FRL7+qqmS3Wdhs8iRFr+dfGlAAF2C3188P2YqisL+klLJtpC/FNieFmNiriYSQFm6OTtRm1ze5nj4N+5BrUV8/i3YnAzAsNhz9/vnqSo2uAXN41RzQ0583ggJI0ReiNWRTYHVWzX6FEOVlHIbtX6m3Bz0PGg1H0gp4d80JHtRr0WtcatJMEmNCiL9Zfzidw6kFjO/ZSC1hE5fGXgyzh6mzxo/6P3dHoyotpSw3YuyI++K5mI3vwsqZjAPGlSw6GJx25v7S5B7QyLcRLsWFw+Ug35aP2WiucJe+Jj16LRhdFnJSjhPWsGmF64krm2RbaqkgBXYlJPKXsw1Ol7yhVDW7zcKTmdnkaPVk2Qrp0CiKEIeGDx0Od4dW/XKTIOckhLQEr0AA0vKtZBTY0GqgVbgvR9PV8snsIimTEeeXbcnG5rQR5h2Gr9EXm8PF0r1q09jr20fCsp/VFdtVTRklAKYAehRbyNabWOwyUGStB3+zQrjDqhdAcUKLodCoF4qi8PSCPdicCkV6D3wplj5jQohzKIrCo9/vJKPARoSfJ8NiI9wd0pUjJxHSD0JeMug93B2NqmzEWKMzibHs42opvc5wvq3cJ/EvAOKbXEO8zwCe3RxGZ3PjClf1NnizesxqgjyD0GjO/3lbo9HQziubXxyTcM0xwTO1bIIEUSWkx1gtpffwQgt4aOzY6kvfqxrksFkYVFTMsAI7wT7hKBoNKfhi09RsPf+Gwxlc//56dp3MqbmD7vsFZg+FRY+eWVQyWqxpiA8mo44ALwNG7ExIeRG+GQN2S83FJ64YP8b/yKCfBvHGljcAiDuSQZ7FQYjZg67eaZC6F7QGaHNj1R3UFMALGVm8k5aByxZGkU1GjAlR5U5ugQML1TLogc8B8OPWJDYlqNPUF5dOzmKXxJgQorzkXEtZ/88v4hLcHM0VJidR/W7NUxM8zlpw8S+0tdqbOKgpmCPU3meK80zCrLZJPwjAPboMnsqfQ47Rhq/n+RN4waZgXIqLXGvuBXer9Vab7msdclGorpLEWC2lN3owICqSiY2tnC5Iu/gGolKcNhuvB/rzXoCZCO8I/NJfovDYVGzOmk1Cfrclkb2n8liw41TNHbR0+HNw87JF+06d6S8G4O9lxIGOPrZ1cHiZzEwpKnSqQH3dNvVXh5T/VlJGOTw2At2+ktFizQaBKaDqDmqO4OS4eXzd579o9DkU2dx00piTCGvfgLzT7jm+ENVFUWClmgyjw1gIa0NGgZWXfz8AwIBWoRQrkhgTQlRsf0nPWoAtx7PZnZTjvmCuNKWN7kG9iG3NO++qNWbE/+ChDWqvSY3mTClibSyntBdD9glsgMngjQYtLoffmeb7FVh0bBE9vuvB838+f8Fde3r7YVNKeosVZ1Vh0KK2kMRYLaXRe1Kg1VKshUJ7sbvDqXNstiLm+vnyrb8JBQUznphdYLfXbOng4VR11tH41BqcfbT0jax0ODSwt6y/mB8AAV4GXGixKCVvJDIzpajA8z2fZ+XNKxnSaAgWu5MV+1IBuL59BDTpB+1vhY5jq/ageiNvJS3jzROvofc5SKG7RozFvQd/vASfDYK0g+6JQYjqcHw9nIgDnQf0fwqAlxbtJ7fYTpsIXyb1b8Zj9ok8aJwFoW3cHKwQorYprUIoNTvuuHsCuRKVjhgr5aiFvY8jO0FkZ3VEcW2TcRhQMJoCWHnLKm70+wpcHpg9z989KsQUQrGjmITcC49uDPTxIJuSHmRFkhiri6THWG2l92RecgqprkB8DSHujqbOcdgs3J+TS7bGm2JHMR5+U2nm50KfOxcIrZEY7E4XCRlqwik+taBGjgmclRg7a8RY6YyUDdQRYwFeRgCK8MATu4wYE+c4nH2YMO8wwrzDAFixP5V8q4NwX086RweA9hq16X41iPCOIMzUkOOK3n09xooy1e95SfDFYLj9e4jp4Z5YhKhKMdfAzV+ooyH9GrI2Pp1fdiaj1cCsm2Lx9tCxXWmBv8MAnr7ujlYIUcuUnlOO6tSABTtOsWh3Mv8e1oowX083R3YF+HtizGlzTxyl8lPV852AGDB6q8tufN+9MV2IbySM+BCbNQ+Ny0GBxQVoLlhK2T6kPb+O/JUYc8wFdx3kbSRLMROmyTlzDijqlFqY6hUA6D1oYnfQxGFDUeTXVNWKTREUpl1HcPEIjDojR416jhiNOGw110vrRGYhdqcCQEaBlezCGnjzs+ZDfknpV8lQ6NwiO0nZ6qjEthHqiDFfkwGNBoooOYmRWnrxN8/EPUPf7/uyLmkdcGY2yuHtI6p9Bqons3JZmKejZV4QRXY3jRgrLSEz+oAlF74aAfsXuicWIaqSVgvtRkPPyRTbnDzzyx4A7u7ZiA5R/piM6jVV6e8nhKhIaSnlrV2j6NooALtTYe6ftbQfVW2T87fnyenmSbD2zYePesCCh9wbx6XyDoZO41gW0pDOX3dmu+VdQJ1V8nxMehNN/Jqg1WhxuM5/sTXQ24McpXTEmCTG6iLJuNRWek+eDAnikUgTh7Pj3R1NnZOpM/OFOZT5/iH4efjxVmoxc5JTcdRgKeXfR4nVSDll6Wgx7xAw+QOw77Q65L1hgAk/L/WKik6rwd9koKisj4yMGBNnFNmLsLvsKIpCu+B2WOxOVu4vKaNsFwrf3wFbv1B7PVQDZ9ImHMkbCNWdpsjqpg/nMb3U5MGYL6HldeC0wpEV7olFiKpgt8DpXeUWvbvqMCezionw82Ta4JYAeBt13KFbwRua93DEy2teCHFGTpGNUznqe3+bSF/u7aXOBvjNphNY3HUh60pS20aMnTUj5Zy4BOb+VfKzJe+c94vaJK1I7c/tdKqfa8wXGDEG8MmuT+j3Qz++OfDNedcJ9DGShY/6g5RS1kmVSozNmjWLrl27YjabCQ0NZeTIkRw6dKjcOhaLhUmTJhEUFISPjw+jR48mNTX1gvtVFIVnn32WiIgITCYTgwYN4vDhw5V/NHWJdzCbPILY52kg23LhWTJE5eVYs/CMWEC6x7cYtAY6WrV0sVpRavANKD41H61nEqaoz9EYMohPq4Fyysyj6vezyihLr+yVNt4vFeBlpKh05jEppRRn8TJ4Mf/G+SwdvZRAz0DWHEqj0Oakgb+Jjq59cOA3WDmz2vpPzDa66BUTxenQbdicLvfM3Ntrilpu1mwQjJkL170Jw/9b83EIUVW2fAqf9IFlTwNw4HQen64/BsALI9rh46Fecfcy6umijWeEbiP20/vdFq4QovbZf1o9p4wKNOHraWBw23AaBpjILrLzS01ONHUlUhToPQ26PQQeagWH2xNjJSPYsoyRzPxtPzN+2UtKagq8GqW+X1hrsBXMpVjxHGx4h3sbj2Ddresw5auzol+olBJAo9GQZclif+b539OCvI1ky4ixOq1Sn1rWrl3LpEmT+Ouvv1ixYgV2u53BgwdTWHjmQ/Ojjz7Kb7/9xo8//sjatWtJTk7mpptuuuB+X3/9dd577z0+/vhjNm3ahLe3N0OGDMFiqbmytlrHKxBH0b0Un7yTUM8L1zyLyvPMTyG8IJhoRwMUReHFICNTQ4MptNXc7C+H0wrwavQRep/DmBrM40hNjBjLKzkpKZ1RhrP6i5U03i/l72WgSCktpZTEmDhj0+lNWBwWwr3DAfhtt1qee337CDR7S2ajbH0j6D2q5fjeBvWKnVajNqUtdndJl04PV98PupITr7zTsOJZ95dACHGpinNg3Zvq7dDWOF0KT83fg9OlMLRtONe2CStb1ajXYikps3dY5L1B1G+51lye2fAMP8b/iKIo7g7H7coutpa05tBpNYzv2QiAL+IS5Dm6EI0GekyCYa+BV8ls3u5OjJXMkrmr4MxnhLgkB3gFqT9kHXVDUOfhsMHG92Hlc2icVgI8Aygs9gIuXEoJcH2T6/lu+Hc83/P8M1MGehuZ7RzKFNMsuOqeKg1d1A6Var6/dOnScj/PmTOH0NBQtm3bRp8+fcjNzeXzzz/n22+/ZcCAAQDMnj2b1q1b89dff9G9e/dz9qkoCu+88w7PPPMMI0aMAOCrr74iLCyMX375hdtuu+1yH9sVz6y0I6kgD0+tNLetag3yTrIifTsHPDui0WhY56XBpfGiXw2WDB5OzcdSOJYWMVkcPN2UeG0NXHXp9Qhcda9aMlNiX9mMlOeOGItztSMyqjGNfBtUf2ziipBckMyE5RMwG8ysvGUlKEZWH1CHrN/QNhi++1VdMfbmaovhZt+W3LxlHZ86O7MfKLI78OPCVwOr3Ik/QauDsHZg9Dqz3OWE725VSwxS98Mtc8DDp2ZjE6Ky4t4BSw6EtIYOt/P1XyfYeTIHs4eemTe2PWd1u64kMVbbRgsIUcN2p+/m16O/8uvRX/Ex+DCs8TB3h+RWpRdb25x1TjmmaxRvr4gnPrWADUcy6N1cJhW7GDsG9azGnYkxRSkrpVyX4V22OO5oBqODmqmjpjKPQkQHd0VYXtYxUJxgNDPhr2fJKM4kXxkGNLzoiLFIn0gifSIvuE6Qt5GjSgMyLAYwh1dh4KK2+Ed1Lrm56gfqwMBAALZt24bdbmfQoEFl67Rq1Yro6Gj+/PPPCveRkJBASkpKuW38/Pzo1q3bebexWq3k5eWV+6pzXC4i9Z/RKvJ/HM7a6e5o6pwiez47PIwklPyffDBXx4yMLIyu6m0aXqp0RkpHQVse7vgILms4h9NqYMQYgIcZfNSTEovdydF0NRl47ogxIx84R/J7ixdktj1R5lTBKSK8I2gV1AovgxerD6ZRbHcSHehFW8tW9cO1dyg06l1tMRi8gjAAwTr1tVvojj5j826Hz689tx+IVgf9/gN6k9pz7MvroSC95uMT4lLlJcNfH6m3Bz1HSr6dN5apbTKeGNqScL9zZ5Jz6kzqdxkxJuq5BuYGmI1qedWvR391czTuV1F7Dl9PA7dcFQXAFxsS3BLXFSHxL9jyGckH/qJf6lQejvwOGl7tvniKMsFeiIKG3xPPJJY2HslEKa08yaxFI8bSD6rfQ1pyNPcYR3OPUmRTP9eZPS8+Fuilv15i2M/D2JG2o8L7A72NAOQW27E73dDCQ1S7y06MuVwupk6dSq9evWjXrh0AKSkpGI1G/P39y60bFhZGSkpKhfspXR4WFlZu+YW2mTVrFn5+fmVfUVFRl/swajWDNo5TfkmkFRxxdyh1zglbCndFhvOuv/oGPqzYkzH5BRicNZMYO5FZiEOXhnfDH3hi+2B8Wj5LRlEOWdU5M6WiqF9nOZiSj9OlEORtJMy3fNlbQEkj/pwiKQcTZ3QN78qy0cv4b1+1n9aiXRWUUbYdpSaIqslOrAyMimRuhHqCXWQ7/yxC1aZ0ptazR4uVajkUxi8CUyAk74AvBqtXMoWojdbMAocFontAi6E8t3AvBVYHnaL9Gdet4lYOjpLEmEtGjIl6rolfE2YPmc2QRkMYGD3Q3eG4lcXu5Ei6+j/h7xdbx/dshEYDfxxK52h67fm/YbE7+fqvEyRl14LZ1/cvhMXTyN70DadcAezI9gS90X3xlIwWc3iHkVqk4GXUYdRpScmzkOUZra6TWYs+o6aX9D0Pacnngz/nv30+wGVVBwJcrPk+QGphKkkFSeftM+bvZaSpNpm3DB9h/21alYUtao/LToxNmjSJvXv3Mm/evKqM55I89dRT5Obmln2dPHmyxmOodlot1xVYeDgrh3CdDNesalqXg2i7nWCX+o/ylfBuDDIPI95UMyWD8akF6DyT0Jq3A6DROtB5pFXvzJT5p2FWFHw6EFzqlY69p9RRn20ifdFo1KSg0+XE4XLgbXIQTiZ+aVtr1xUh4TYZxRlsPr0Zp+LE39OfAquDPw6VlFG2CYCDv6srVmMZJYDWw0yaXk++Xk2IFdV0jzGnQ52FEsB4njLJhlfBfSvAP1pNin12LZzaXnMxCnEp0g/Bjq/V29e+wPL9qSzbl4peq2HWTbFotRVfLHLp1YSwYqsFHyaFcBOX4uL1La9zJOcIs66ZxS0tbnF3SG4Vn6pebA2s4GJro2BvBrZSB0HMiTvuhugqtmTvaZ75ZS+zlhx0dyhlje4PWdT+Ym6ZWOhs2erFxwx9BADdGgfSOcYfgL3FJeWwtSkxlnEmMdbEvwktfa8CxYjJoMOov3jK497Ye/ls8Gfc2PTGCu/XaTWEeTgYrVuP4fDvVRm5qCUq1WOs1OTJk1m0aBHr1q2jYcOGZcvDw8Ox2Wzk5OSUGzWWmppKeHjFyZ3S5ampqURERJTbpmPHjhVu4+HhgYdH9TR1rk2uLXJiUor4XRvq7lDqnKZOPxYnnWaHvzracad2F5bgTNKomZEn8an5uKwRNNWPon0jOHr4auKKFQ6n5tO9SVD1HDTzCNjyoTgLtOobRGkviHYNzlzZ6zi3IwAatDyob8+k4wth80NqM1BRr/1+7Hfe2PoG/Rr24/2B77PqQCpWh4smwd60yosDe6GaCGrYtVrjaNawJ/OSd7Ik0Yf/4YYRY2f3IjRUMGKsVHAzuG8lfHMzpOyGOdfD3QvVpJkQtcHqF0FxQavryQ/pxLNz1wFwf58mtAo/f39TV+nrvgb7cgpR2xzLOcbc/XMx6U0082/G1tSttAlqQ6fQTu4OzS32nVVGWXqx9Wz3XtOIlQdS+WlbEtMGt8Dfy42joUqk56sXuQ4k14K2PCWJsS05vjyjn8tV9mNwRAPN3DQSse1NENOTd+b9BUCvZsEU25z8dSyLdVl+9AXIPKxWo1Tw+65xJSPGDniZeWPZvYQYmwCdLqmMEri0v1uvQCgEXXFW7XncospUasSYoihMnjyZBQsWsHr1aho3blzu/i5dumAwGFi1alXZskOHDpGYmEiPHhX3KGrcuDHh4eHltsnLy2PTpk3n3aa++MtkYq6vmeMFteAqRh1jdxaTp9Vg16ojxqKNvbFl9UBbOg1vNTucWoDLGs51UXfzQq8XaBfWFNASn1qNw8szDqvfg5qXLdr/t8b71tJRMIAGZFZKUY5TceLn4Uf3SHUild/OLqNsNhBGfAB9/13tJwpe0T1oe/NctvrcBbihx1jpKBmN7uIzb5rDYPxiaNIPQlpASKtqD0+ISzboefXDz8DneGt5PCl5FmKCvHhkYPMLbpbnGclKZyfSfWNrKFAhah8PnQd3tL6DG5veyC9HfuHVza+yNGHpxTeso0onc2oTWXFSvUeTIFqFmym2O5m3pXZU+5SeP5zIKnL/CK2SnqVbc80015yiI4egIM198Wi12LzCWXhSvRDSq1kwPZsFA7AoyRMFDVhy1V5k7uZyln3OSTQY2JKyhUM5+wDwNV3a5EwWh4UZcTMY89uYcp+HzqbzVkfKaV02+WxUB1VqxNikSZP49ttv+fXXXzGbzWU9wPz8/DCZTPj5+XHffffx2GOPERgYiK+vLw8//DA9evQoNyNlq1atmDVrFqNGjUKj0TB16lReeuklmjdvTuPGjZkxYwaRkZGMHDmySh/slWa5tweLfLwZWLTP3aHUOduURB6JiSLWkci3wD1FnuRlpkN+4kW3rQqH0/IxBi8ng3Q2JqcSV/A/PBtAfOrD1XfQ0nLIoGYAOJwuDqaopZulvSA8dB4suWkJG5M3Eqnry6r4F9Vt7FIuI+CedvdwR5s7cLqc5BbbWRevNpW/vkMkeJqh0x01EofFYWHqH1M5YUwFzd01P2Ks9GTI6H1pSUBPXxj7I9gKzsxQabeoSTW52ijcKagp3DKbnSdz+PLPOABeHhmLp+HCPQIT/a7ioxMNmBnThnY1EacQtVCUbxRPXv0kAKsTV3Mi7wStAuvvxY/SxvttIipOjGk0Gu67pjGP/7SbLzce575rGmPQ/aN54P6xYruaGHO6FI5nFtIirGYukJ8bSI6aZAKSlGBspR/R3TkrJbDzZA7FdidB3kaaBHuyLW0bPp4uUou1HL1tIc1atFNHUbmbNR9aXQdZCXSIGcCrXoEcTLayE/C9xBFjHjoP1p5cS7Y1myPZR2gbfO6MzN4+vlhTDXho7GpCUGYdr1MqlRj76CN11qJ+/fqVWz579mzGjx8PwNtvv41Wq2X06NFYrVaGDBnChx9+WG79Q4cOlc1oCfDEE09QWFjIAw88QE5ODtdccw1Lly7F0/PcmZDqk5Z2La6CQvy8AtwdSp1TrKgfRvUa9SqCpXgtAX57yC2o/hMau9NFQlYGns1W813Cavo1/YQTRXvQeflwJLkaR4xllowYC1YTY0fTC7E6XPh46IkJLOkXoyg0NDdkTMsxHEzJowgZMSZUO9N2YtAZaBPYBoPewKJdSdicLpqH+tAitGZPDPQKxCXHgQa02uKa7zFmPysxdqn0RtCXnDw6rGp5ZUgrtUS5GicqEKJC2cfBtwHoDNidLp6avwdFgVGdGnBN8+DzbnYw6yBvbX0Lo24MaKwU1vTfnhC1yJf7viTKHEWPyB4MiB7AgOgB7g7JbZwuhQOny19srcgNHSJ5belBTudaWLYvhevbR9ZUiBUqtJ65sHY4tcB9ibGS0WJF+gCK8SxLjLkctstvCP5Pzb6OiGwLjTRjade0M7f9fitHco7QstFUth0MZ1VuA5rVhqQYgMkfbpkDQDgw3NyAoqyTwO5LHjGm0WiYdtU0zEYz0b7RFa4TaPYgCzMRZKmtaQIqnqBGXJkqlRhT/jajXUU8PT354IMP+OCDDy55PxqNhhdeeIEXXnihMuHUeUMsRsbnJPFLWOOLrywqxRr0FPmbE2g/oAkA35qyOewTzN329Go/9vGMQhwuB0pOb4Z19KZTWCee6/4iT36XSqHFSmaBlSCfauihV9ogs2TEWOmQ99YR5rIGy4+ueZTM4kx2pu8kwCOQNhp1mmjFVoiMa6nf3t72NtvTtjOj+wzGtBzD4t3JAOpJ7byxoDNC/6fVcsFqptfqeCUtAy9F4TGXo+YTYyWJYsVgIs+ai5/H+T8EVChhHRzfAMfXQ0Eq3PQpGOr3hSBRg5wO+PZWcNphzFd8ccjEgdN5+HsZeGZ46/NupigKz298nr2Ze4G/CIqOxJz1L6BZjYUuRG2RZ8vjza1vArBmzBpMehMJuQnsTNvJVeFXEWWOcnOENet4ZiHFdicmg47Gwee/aORp0DGuWwzvrjrM5xsS3J4YO/v84UiaG2fLLEmMnS7pK20vS4xZ3ZMYczog8S+iFCcWZTyGgPUcTTuKVqOlcaiGbQch7mgmD/Zt6o7oLmjammlEmaPQFfQFLm1GylIjmo244P1B3kayFTMRmqzaUUIqqpR7x6+KC0rWG1nr6U2yPcXdodQ5dqcCih6TXp1yvrHLi6uLLZhc1f8ncTitAMXpQ1PdWN7o+wYmvYmbW46kgVcLQFM9fcYctrJpl0t7jJ1pkqp+qHe6nGw6vYmd6TsByLZmkV8ykMVpqT1Ta4ua53Q5CfEKwaQ30adhH3KKbKw/nAHAjc30EL8U9v8Cusuaz6XydAZusOsYWFSMP7ZyV3xrRMOr4fFj/F+PO7j5t5uJz46v3PbNr4Wbv1CTiQcWwtc3QXF29cQqxN/t+g7SD0JxFklKMG+vVF+//7mu9QUvymg0Gl7v8zp6rfp33lR3nNEHptRIyELUNhaHhZua30SvBr0IMqmTJr2x5Q2e3fgs65LWuTm6mld6TtkqwozuPLPZlrqjewxGnZYdiTlsT3Tve1+BxYbO6whoLRxOq8aZ4S/G5UAJaMQBq9rDyq6o/2ed9op7XVW7vFOgOLEpelLxZVP2DygofDb4MyZ0Umce1yeswfXZYPh1sntiPFvSVkjdx+ncEyw/sZzZ+2ZTaFV7xl1qKSVAckEyr25+lZkbZ1Z4f6C3kSylpEqiKOufRi1qmRr6FCMux5vR17O3+AeaapP4l7uDqWMOWxbj3Wwx2/KGAM8ywdGI1ik7WRJa/UOo41Pz0fkcwBxkJr2oJSFeIfx29DeUsB/QO1pxOK0tPZpW8cyU2cdBcYLRB8zqTLB/b5Kq1Wj5bvh37EjbQUNzQ8xGM6++8ytowCWllPWaTqvjzb5vYnVa8dB58P2WRBwuhVbhZhqnrlBntWvQBQKb1FhMnwcEcNJhwCsjqeZHjOn0FHt4sfjUWlIKU9iVvosWAZUcKdfuJvAOgXnj4EQcfDEM7vgJ/BpefFshLpe9GP54BQCl93SeXpKIxe6ie5NAbuly/tfe2pNraeLfhCjfKDaN3cTs31dy77bbUTR1f4ZwISoS6hXK8z2fL7esa3hXihxFBHrWkvKyGrTvb5M5XUiI2YMbO0by07YkZscdp3O0+1rGJDnW4hXzFY6iGI6kPeG2OGg7kiPBA5n89lpMBp37E2MlM2SeVEJoEOjJ+Nh72JKyhY4hHdmfeYBAswVnoQNt0iZ1xnt3WzwNTu/E7+bPmdV7Fol5iaSfVEfiX2opJagXgr858A1GrZGnuz+NQVt+20BvI3+62qLxCaaXOaJKH4JwP0mM1WJmQxDO7Ag8TNJjrKo1y1/JEa88/PJ2AZCpU4g3GChyVX8C6HBqAcagteyyHeev05Hc0PQGDuccJoed6EyexKdWwxuMT6hae2/JBY0GRVHKTasN6miARn6NaOTXqGwzvecasAFWSYzVZ78d/Y0OIR3Kei4s2q3ORnlDh0jY+5K6UrubazSmZZ5aDmh9aJqXXvPN94GlCUvpEdGDbuHduKXFLThdTuKS4+jTsM+l76Rxb7h3CXw9GtIPwGfXwh0/Q1ib6gtc1G+bPob8ZPCLZpHHcNbG78eo1/LKqFg055kI4ljuMR5f9zg6jY65w+bSLKAZZu8wDACKFVwu0EoBgqhffj/2O4GmQDqEdCirPrin3T3c0+4eN0fmHmca719aa4F7ejXip21J/L7nNP+5rhURfqbqDO+8Clzq+YxiD+BYRiFOl3LREW/VZUdiDqChfUM/HElqQsbpcFPz/ezjACQpIfRuFsmE2KFMiJ3Ao388ysrElTSNHsux/eqFdjKPuvd9wOUqm5HSK7wD1werlTHTD6uf8cyVGDHW0NyQe9reQ/OA5hW2kAry9uAD50hWGH1Y3rh3FQQvahM5k6nF2pgHUZTwCM0MN7k7lNrNWfkPxdcWefH9qdMMNajN9r8wJDK6YQS7ddVftno4LR9XcUNivFvRMrAlAAOjB3JdxETsuV2rp5TS5A9tR0GX8QCczCom3+LAoNPQvGSU3It/vshDKx9iW+o2PtvzGQ8sf4AT/na6W97nryG/Vn1M4oqQUZzBM3HPMHzBcFILU8kssLLxqNpX4cYYJ5zcBGjU11cNGq3151/ZOQTbtDXfAHzPTyza8ALfHvyWTqGdAHhj6xtMWjWJ97a/V7l9hbWF+1ZAcEs1YfHrv+AS+nkKUWlFWbD+bQAKr3mS55eofScn929Gk5DzT6DhpfeiZUBL2ga1pbFfY1IKU/gk5SmGNyy5Wi6zFot6xqW4eGnTS9y//H6O5R4rd19yQTLLji8jvzaMoqkhiqKUJcYuZcSYup4f3ZsE4nQpfLnxRHWGd0HGol4UJ92BLasnNoeLk1lu+n9WkMbORLVFRafoALZp2jLbMYTikE7uiSf7zIixbM+fWXxsMRaHhU6hnfA2eNMgSMcpJQQHenBaIS/JPXGCemx7IVatgQnbXuXT3Z9ic9rIK7YD4FuJHmMajYbHrnqMG5regFFnPOf+QG91WVahe2cLFdVDEmO1WJ+jr7DEayLN0r53dyi11+nd8Go0rH+rUpsFOBTa2OyEGtTReGaNkUCnE73LVR1RlrE7XSRkFGJNu56PB35ZVn7VIaQDd7Ydh8vSgMOp+Zc00cU/UTrkvWW4GaNe/Tew/tR64k7F4XA5OJR1iD9P/4nOM48Ugki3u+dKnnC/PGse3SO60zGkI2HeYSzdl4LTpdCugS9Ryb+rKzW6Bnxrdkj5raYYJubkEemAopruMZZ3ioFZadxqCKeRXyMURSHAIwANGloFXsbMtv5RcO9SaHU9jP4czjNyR4h/ZMN/wZoLYe146URbMgpsNAv14aELNE/OLM4k3Duc2UNn81a/t9BpdRi0BrLsp0k0GHCBJMZEvVNkL6JXZC8a+TY6p4z+gRUPMH3tdHal73JTdDUvLd9KZqENnVZDy/BLb0lyby91crHvNie6ZeQ3gMXij8F/E15RX6ExZLmnAb+iwHudeH7PIKI0qXSK9metvgfPO+4mz00znVoy1ITvPr2ZuPT5PLPhGewuO7e0vIX1t63nyW6TcaHluBKmblA6wZc7pB8CYEtoIzalbGbeoXkYtAbyLCWJsUqUUgIcyjrEe9vf44dDP5xzX5CPEV8KiC4+gOvUjn8eu6hVJDFWi23VpjImxo+F+o3uDqX2Wv4M2AthVeVmNF3qlcWDYSFsdp0C4C7zMF5J8Cfa0aE6oixzPKMQhzYDb78jeHicKU9UFIW49B/xjPyeHGsOmVV9JeKPV2D1S2VXgMrKKEuGvCuKwrv93+XfV/+b2OBYbm5xMy9f8zINPNUrVdlFcmWkvmri34RPrv2E2UNnA7C4pIzy+vaRsOdndaXYmi2jBNiqh298fbB7prphVsoixuYX8IxvLG2C2qDRaHiww4P8MvIXBjcajNVp5aW/XiKjOOPS9+kVCLd9A0ElSQqXCw6vrJ74Rf2TcxI2/R8Ah9pN47ut6qyys26KLbs48nfLjy9n2PxhLDy6EL1WXzb7qp+HHw+3fpu5SSUzckkPSlHP+Bh9eKPvG/w26jcMWgPHMwrZdTIHgE6hnWgd2BqXUr0XWmuT0outTUO88TToLnm7ga3DiAnyIrfYzvztp6orvAsqMK5H73MYjb4ArTGdI+luSIwVZ4OtAAMO0pQAOkX7Y9Sp/5etDve8jopSjgKgNUdzX7v7GNV8FGajGZPehF6jx6FLISK4gGOus8op3aUkMdYqoAUzus/g/tj70Wg05FvUZGtlmu8DxGfH8+meT1l0bNE59wV4Gemn3c18wwycS5/+57GLWkV6jNViBq0RnaKgof68uVaad8hlbXZSb+NPLxONNRYAkpqM4ZHNzejhFcjdVRnf38SnFqA370UbtoTXtpzkzb7qVN8ajYZfjv6MwS8Je85VxKfmE3yB2cEqbcvnUJQBrYZDQMyZJqkNzvQXax3UmtZBrQHoFtENgJ27d/CD8UFi/lTg6tXgUf2TE4jaI8uSxfLjyxkUM4hgUzDp+Vb+OlZaRumAP/aA1gCtb6zx2BY7c/gpKJDupLshMVbAMi8TijOHnrY8fI3q31ETP3Xygdc3v84P8T+wM20nP9zwA1rNZVyDWjED/vwf9JoKg2bKKDLxz3iHwKDncCb+xb82BQBF3H51FF0bnb9J+JKEJRQ7ijmWU75UTK/VExvUiYY2HVoNMmJM1DubTm/CS+9Fq8BW6DR6xn22idQ8C6un9eOFni+ct19fXbXvVPlZzi+VTqthfM9GPP/bfmbHJTD26mi0Ndzfy2HcjxaI1g9kX1ETDldHO5OLKennlar4ExLgR6jZk0baVDpqD6M/7Q2R/Wo8pOXeN5KVHkNkTG8mdRlc7r73drzHZ3s+IzpiIMdySqoF3Dpi7CAAwaGxjGk5pmxx6YgxcyVKKQE6hnRkdPPRdAg5d7CEUa/FYvQHwFUos1LWNTJirBbrqQ1n5/GT3JPf1t2h1F4lMyzS8+FKbTY0X88r6Rl0MDUDYEnyx5hb/4fTmt+qOsJyDqflg2LEWxN5TsnVrS1vpSGjcdn9q/aNuThbTYoBBKmP9++N9/+34388tuYxtqRsAWBvxl7e3PImp1jPVZp4woriZVRAPbQqcRUvb3qZyavUqbiX7D2NS4EOUf5ENmoJj+yG0Z+qo51qWGzb27gqqDd/FA+isKZLMOxFvBIcyOM5W0gpPLcv4d1t76aZfzMe7/o4Wo0Wh6uS8SmK2hcQIO4dWPAQOO3/OGxRjxk8occk3g+awdGMIoJ9PPj30NYX3OTNvm/yfM/nmdRp0jn3fXXkVR4NN5Os16kzXQpRj7y25TXG/j6WdUnrOJiST3ZONj6uPNYeTkej0ZBtyWbDqQ3V3hajtth/urTx/pn+Yvsy9rHo2KKLjpy75aoozB56jqYXsvZwerXG+XdOl4I1pzPW9EEMbDgCFIN7RozlJAJqo/tOJTN0DmAz/2d8m8B9c2o+HuB/mZ153XUju71X80fiH+Veyx1DOmLUGgn21ZGglCTGSprfu0X6IRIMeh7K2VSu/DGvWD338jNVbhxQlG8UM3vOZFTzinvnukpmndUUZ15mwKK2ksRYLaYpmeVG65QytvOy5KjfPSt3laq1VeGGgiJivBoAYCwZlWdw5VVldOc4nFqAPbsH9zb6kAmxE8rdN77dePqH3YZiD6ramSlLhzf7hIOHmfR8K2n5VjQaaBWunsT8cfIPVpxYQbYlG1BnIfty/5ecsm+hEHW6Y0mM1T/+Hv60D27PtTHXAmfNRtm+5EQoIKbGm+6XuqnNWKZ1moUjvwNF1poeMVZIZ4uVLqYI/Izn/u+J9o3mpxt+oltEN/Jt+dy++HZ+jP/x0vev0UCfx2HEB6DRwe558O0YsNafZs6iChWoHzaPpBXw4R/q+8FzN7TBz6viq+ilvVW0Gi03Nb/pnOnqAQ7m7GCnl467dE9BePvqi12IWsaluGjg04AAjwDah7Tnz6MZfGd8iTUej7H3UDx2p51BPw5i4sqJJOW7sSF5Dfr7xVZFUZi6ZipPrX/qnBGnf+fjoefWrlEAfLEhoXoD/ZsimwNHfiyOglbsKvgez4gfOJpWUPMJzZwzje47RfkD4NKWNH53w2fAxMwikrKL8TAfZmPaYt7Z/k65UZA9I3uy/rb1vNnvFba5mvOuYxT5sdVZb3MR+adZZzIRl3eUlSfUFhSKopBvqXzz/VJ70vfw2Z7P2J66/Zz7NN5BAOgt2TJZUh0jpZS12EFtIeOjG2J27WK4u4OppQpzs/AGcrb8gH/X+8+MsriIZT5WftP508GVTRtggsOb508ksVVXvTPjHErNQWs6QcOgNufcl1GcQY5+LYbABA6njqi6g5YOby6Zvri0jLJxsDfeHuq/gKe7Pc32tO10CesCQMuAltzT9h5y8wIoZh1miqVcph66NuZaro25FkVRSM2zsOW4Omx8eAsfdTZYnfveQjKKMziSvw+tZxJFtkY1e3BbIW+nZUDX/4B3WIWr6LRqn5UFhxdwMOsgH+38iKGNhmI2VqIcudMd4B0KP94NR1fDnOth3I/gE1oVj0LUB8c3wNybULpP5OmjQ7A5XfRrGcL17SueLGNX+i4+3fMpAC0DW1ZYSgIwoe3DPLdwD4nFjUF/7sxdQtRVWo2W9we8j6IoaDQajh7awH1aNfljPr4cnWYQrQJbkWfLI9OSSZRvlJsjrl55FjuJJTM5tilJjBU5isi1queaDcwNSC9Kx6k4CfcOr3Afd/dsxBdxCaw/nEF8aj4twmqmbUeRzYkhYCN600m2Z+xA5+1LwWkHKXkWIvxqbtIpJTsRDeqIsV7R/uqyksSY4obE2J4dG7lft4gMcwTBLW+joblhufsNOgMGnYE8WwrOCDNvJ99CM21n931WnbqHASnbUTJ20dA3GoBCmxNXSc6qsqWUAAuPLmTeoXnc3eZuOod1LnefwScYMkGr2NULlp6XNhOrqP0kMVaLaXUe5Ou0GBT3zNRyJcjPSccb8M+Ph+wEMF3atMbzvYPI9nAR7Km+8XnrvQlwufDUVt/IE7vTxYm8RLwbf8TMHV8ytM2f5XoPpRel89up/+ER5MWhU/3LTrr+sdLE2DlllGdGunQO61zuH3/LwJa0DGzJ2vh0CpVZoEFGjNUzfyb/SaYlk34N++Fj9GHx7tMoCnSJCSBi57uw+3sY9Dx0GueW+Nbvms2zh76iS6iRHUkvVt3fyyVw2Ao5aDRiL8qn40WOe2ebO7E6rfRs0BOz0czJ/JMEm4Ix6S/xpLvFYLh7EXx7C5zeCZ9fC3fMP9OkX4jzURRY8Rw4rRw9eZpNx7MxGXS8OKLdeV+zscGxTL9qOulF6edNigEMbzKMp/PUU0i704VBJwUIon44mHUQvUZPE/8mOJ0Knifj1HMkoI1jPwdS8pgzdA4GXeU/jF+JDpScUzbwN+HvpSZzvA3ebB63GbvLjtPlZMrqKZwuPM0HAz+gbfC57WGiAr0Y3CacpftSmB13nFk3xdZI7IVWBx4hy9HoLIxtNZbFmwIpRB1dW5OJMUv6MUzAacLKkouUvn4cNZ8YKzy0hqcN33JE6Uez7r9WuM6vR37lmbhnCAlqB8l3EHc0g+HnueBS7TQaoiK6MD6iS9mivGJ1tJhBp8HTUPn3p+4R3cmx5tAuuN0595nNvhQpHnhprFCUKYmxOkTOZGqxxh6hLExKZkpGpLtDqbVSvM6aJrvg0nsTFBT1w5rRlwYhHQFYZTvCjQ0iWOibXcURnnE8oxCXJh/F4UvTgCbnNORu7NeYayJ7Y8/tSm6RhfQCa9UcuLTuvyQxtv9vQ96/OfANT294uqy/GKhTkf965Fc2Z/5KsZRS1ktf7v+Sp9Y/xbcHvwVg8Z6S2Shjw2DvfChMr3QJc1UKMfjQxGYnymHB4VKwOWtukpKclkO4vUE4dx3/nBd+23fBsguNRsP97e+nbVBbMoozmLBsAvcuvbdyM1Y27AL3rYCARlCQBsU5//gxiHrgwEI4tRXF4MUDiQMBePTa5kQFep2zqtPl5Pdjv6NBw91t72Z61+kX3PXqpCV0C3+bl80zse2r3t6cQtQm7+94n1ELR/Hdwe/Yl5xHwVnXrq/R7uXPIxkYdAaK7EUcyDzgvkBrSOnF1rKEDnAi7wTZlmwMWgP5tnxsLhsOxVE2UU1F7r2mMQDztyeRVdUzs59Hkc2JPa89uuIOTOwwkbYBamKlphvw2zOPA6APjsFDXzKrp849pZQul4ItI4E9RiNfBzrYmbazwvU6hnZEq9Hia9LRQ7uHJgc+guQdNRorAC4n65LW8diax1h1YlXZ4ryzyigv56LpwJiBvNH3DYY2HnrOfYE+RrLxUX8okgb8dYkkxmoxe2Qfviwayxbt4IuvXE8tafAwa50l/U0K0y55OyWvO7b0YTTxU0ddFOEiwWggR1d9o/PiUwtwFjehqeV15gydc879nnpPPrr2QyKcowF91b0xl/YYKyml3Fs6I2XJSczKEytZeHQhiXmJZZvYnDaeiXuGr+LfJY+SN2cppaxXOoZ0pLFfYwbHDCY5p5htJ7LRaGBEwAnITwYPP2h+rdviuyaiO7+eOs30TPV1WZN9xhztRuFBIC67H7M3nuDVpQcvqSdJamEqRY4i8u356DWVHLAd1FRNjo39QU2UCXEhTjusegGAZb63cMziQ5sIX+7t1bjC1T/Z/QlPrn+SJ9c/eUm7X3fqD/YHpKL3TMaRWb0tCISoTTx0Hpj0JmKDY/nzWCY/OPvzUMwSnBoDoZocThzcxumC0/T8rid3/H4H9jo+cUpFjfdf/utl+nzfh4VHFxLiFcLcYXP5bPBnRPlGkZiXyCe7PjmnKX/XRgHENvDD6nDx3eZEakKh1YE15SYCCyew/tR6UoxfoPOOr/EG/LOjXmK87Qm8Y64qW6aUjBjT1PDr50BKHiGOFJb6ePGzI/G8/VFjfGNYd+s6vrpuNrfp1jLB9g25+1dVuG61+v1xVi2eyIoTK9iaurVscb5F/Txn9rz84rg96Xv47uB351zIDPI2kq2UlPsWSQP+ukRKKWuxdP8GfN8wAU/9SV5lirvDqZXyih1koI5aseelcakD13t6fozDw4G1MBqIpY9vG3od/JEUZ5NqizU+NR+NPodmIeF46DwqXOdk/kkCQveSWKTjcGobejUL/ucHju4ORi8IbkGexc6JkkRCaSnlgx0epNPpTlwdcXXZJmajmV6RvfDSm8k7uhEAW1E+0kmm/niow0M81OEhAD5dp/ZP6dookMBj36srtLkB9BW/jmuCy+BNrlZLvsYGViiyOwmooWOHe4fTQXmTVUfUZPwna4/hqdfx6LUtLrhd2+C2fH3d1wD4e/qzM20nRY4iekb2vLQD+4SW7y/218fQdACEXPi4oh7aMRcyj2DzCGT6qd5oNfDq6Fj05yl5DDYFY9Qa6dOwzyXtfkD0AKy7t9HSloLD4oZZ3IRwk//2+y8OlwMNGt48ug2Ars0jKHb2IPfkPlKSEgjyHI2P0QcPnQcphSl1us/Y3xvvAxQ61AqDpv7qxWcvgxetAlthc9qYvHoyCbkJ2F12JneaXLaNRqPh3msa8ej3u/jqz+Pc37sJRn31jt/ILi5A57MfnSmEbanHOWZZj85k4Ehazf5PW5nmxx5XR25uGn1mYcnnBI2rZkeMbTySyTWaNMxFFnKaDWBIoyHnXdfPw49sSzZHAoIhDzJP7KfG6wjSD3F7ZiphncdwTeNhZYtLSyl9TZdf0vzSppfYn7mfYFNw2SRUAIHeRu6zTadDkwj+r9mAy49d1DqSGKvFDDoNeq8TOBQZ2FchlwvfnAN4oL5pWHJOX3Ji7GDQQdL0Ou4sTABiiTAFE2GxsoPqK8c6klaAV8ynrCzOZVf6nAr7tyw4vIAjfIrB72ri03pXzYGHv1l288Ax9cpGpJ8ngd5qmqt7RHe6R3Qvt4lOq+Pjaz9GURSeWTWdY67GjPZpQkjVRCRquS/3fUmMbww9I3ti1BlZVFJGOaJdMGz4RV2p3c3uCxA46cjj+piGeLtccEihyFpzvRgde36gRc4R/qI5nZtHs/5wBu+uOoxRr2VS/2YX3DbGNwaA5IJkpqyeQp4tjw8GfkCvBr0qF0Tcu7DiWRj5sSTGRHm2QljzKgAfum6iAC/u6dmI9g39z1m10F6Ip86TMS3H0Kdhn/M2x/5/9s46PKpr68PvGbe4GwRISHB3L6VAC7TUS29db+Wr31u/9d7KrXsp9Za6ARVKW9xdE2LEPZOZjMv5/jhJIBAgMhOh8z5PnsA5Z++zApOZfdb+rd86mnl95mE3fc5Qzy7K7YEy+wB/D4rqihAQiNPH4fKIWPO20E+A8b0noBvxKROfXY/R5mZ3kYml85cSou48u4GOwOn2klUudUs+spTy0zM/xew0H+OlqZKruGbgNby9620uSrsIALfXjUImPY6eNSiep5YdoMzkYNnuEs4ZluDX+IvqitAlfUSFqOf0ns+j8EayKFdOlq3jEmM2p4f99aq7YT0Ob+8J9U1NhA4upVybVcHFQgX97HbGj7oXotKOe+328u1c8fMVBEfouNMEYoN1S0dScYB0p4v0wddB1OEOyaZ2dKRsYFzcOCI0EeiV+ibHw/UqyginwKYGWeAZ/VQikBjrwkQ7axlf3A9REdyhxtLdBqeZ+/Kvg/pyfFdtWYuGiaLIGKsDk0IgTCu13N3rLOG56EiCnA5aZt/fejLKqhFCLXhxk2io7/BStg+C4xu7aQ6IGEBP/QAyyiI5WGb2eQyHvSCkxdqSnCXsLN/JrF6zGjtSNpBtzKbcWs6v+klU1iqZaOgXSIz9DTA5Tby07SXcXjc/nP0DSm8sOwuMyASYY8gAW43UKbFXy5Ql/sJwRDdILTYszo4rpdzy2z18EhmMUhvJdZO+ZEJKJP/9+QDP/ZqBWiHj2kknV55GaiOZkDCBbGM2w6Lb8K5TJCkVcAbUOgGOYv0bUFeGUR3P67WTiQvRcNcZxz7ceEUvd628C4/Xw9OTnm5xUgwgsyaTrUF19LKrSQy8BgP8TXh/z/t8kfEF1w++nnFhl3KzuJhp6p1482XI4m9kXJ9Ift5TyvrsSkb0TMXldVFprSTO0Emm5H4ms8yMyyMSolWSEColwYx2Iyq56rgdmM9OOZsze52JUq5kf9V+7l55N/+d9F8GRQ1CpZBx+die/G95JovW5nL20Hi/PvvYXSIeWxLBmmAmJkxkeNRYFi75lWqcVFucjRvI/iR/80+8KX+FnZqhxIec2Xg8J2gUfe0fcve0AVzv9ygknG4vGbn5rAoWyFOGMFvwcqLVTL/wfqjlakIUIRhlMkJt+R37vGqp4jO5nb2R4Zwv2po8v5ls0mZpsLbtqY7bR9ze7PGG10W1xUde0AG6DIE0ZxcmtC6ftx2/cqtleyAp1hxHGVCLdS3zGHN6vDxeWcVrZRX0CJVky9VeK8v1OjI1/lGMOd1e8iqd1GX+hw9n/EBEfUKOT86FZ3rCzsXgdjC953SeHf8OrurJZJbVtci36IRUZELBpsZ/q6Ml78vzlrM4YzG7KnYdM/ThtQ9z/fLr0QUVAGC0nto+GQEknB4nF6VdxLi4cfQO7c2SXZJabGzvCEKy6rsTDZgPMnknRgnhhgS25xWy4VAhBhwdpxgTRWweaTHkFZUYNApunNKHO06XVFtPLN3Px+vzTjqNSq7iqYlP8d7M99ApdawqXMU9K+/B7ra3LA5VvfFrICkR4Gh6T8EaO4pHLOfiQsFjZw/EoD724SDbmM22sm1sL99Otb11BsIrC1ayLCyPnwx6REfAfzLA3wOry4pCUJAWlsbGg6WMlh0AQJYsKX7H94mgt1DM/swMdpTvYNxn47h+eUelNTqeI5s5NTynLNy9kHGfj+PNnW8ed1xDx85Xt79Kvjmfd3a/03huwZgeqBUydhXWsvWQ/xpiAeiEeKx5NzNM9S8cHgc/5HxFRI+fAW+HlVMas7cwQ76VCbr8Js96SqUSJ0o6cM+PHQVGotwlfBVk4K2wENZXbDvh9RqFht8v+J1v5iwmzOslAiO5hcUdFC1QmcFSg54fgwxkW5re11yvGAtSt10x5hW9ZNZksjRnaZPnsXC9inNka3jPcTfi74+1ef4AXY9AYqwLI1eqeTQijLcjnVhcgVKFY7DXNv7RISppqfe2y+Vmm1bFLrUKQS49LPTtPZvw0gnkV85tfzKqGQ5VWXCLTvQqOcPi6s2PLZVglpIOfHcDHJK8vDRaI0rDfmodJirM7dyN2LwQ3psBq6Vyyr1HGe+f1/c8/tHvH816HPUM7klKaAo95bXMka3H26BQCXBKE6mN5N7R9/LOGdJCdeluabExZ1AcVNR32BrUuWWUAIJMhqI+OWQQ7Fg7avXosjHFamNDXgGe/MsIrjd2/b/pKdw0VfJTeeiHvXy5ueCkUwmCQJAqCKvLygNrHuCXvF/4eN/HLYtDVS/tD3SLDXAUnoRRLHA/wvfuccwaEMuM/jHNXpcalsrisxbz9KSn6RvWunLcXiG96O2Moq/ThRh4DQb4m/DUpKdYv2A9U5KmUHFgHXrBgV0ZBtEDAJhX+Dx/qO8mvfhbYrWJODwOqu3V2Ny2To7cPzRnvF9UV4RX9BKrO7kC9bkpz7EgfQFPTnwSgL1VewnTK5lfX0K5aG2uH6I+TI29FkFZhUrpRC7IeXbzszj1KxGURg6W+75qozkclXkAKCOSmxxX1vtBOj2+fyY5HmuzKlHh4jSblunomZo09aRjQtQheNVqVmolT+R9e3b4N8gjqTjAbTVGrhDCmJTQ1H7GZG+/YszpcXLhTxdy7+p7KbceFl9E6NUYBBsDhVzc5Rltnj9A1yNQStmFUah0fBdkwCNIPiBH1zj/7alPjGV745jufJ7b0vtyRwuG2ex1XB0nPSislEkP072iBnKoZi4Abq+IUu5bhV5mWR3qqF9QhG/jswPVXNrvUijd3fSirN+hzzRu++tmNEl5ePOvIbOsjuhgTdtvXJUlfY9IxeH2NO6ADUiQSiknJ04+rtnyU5OeAmDJy7cwR/UxGdllMPX4JpwBuj9mp5nXtr/GjJ4zGBEzgkNVVvYUmZDLBGYNioMxq6FkB8QN7exQATgvuTc5DiPkWrA4O0gx5rIiA/SiiM0biqF+N1IQBO6ZmYbD7eW9Nbn8+9tdKBUC84clnnRKnVLHi1Nf5LMDn3HlgCsBqRwlVBN6/EGBxFiAo3FaQanlkw2H2FFYS5BaySPzBhxzmclp4skNT3LHiDvoHdqb3qGtbzpzes/TKbSt5h+mrRRpA4qxAKc+RrsREZEwTRh2l4fw8vUgB1ePiWjqfYaCe4+CvR8zlt3klMGy+ctICEpAJpyaOoTGzdaEw4mxF6e9SLm1/Bh/sebQK/XcN+Y+ALaUbuG65dcxLWkaV497gMWbC/hlTykF1VaSwnV+iX+faRWGlHfZ6xqFQjaW81LPY+chK1tEeYcpxlRmaRMtPL5Pk+Nx7gJWqO5CuyMcZqzrkFjWZlWyRUzn/AlLeGl0j5MPACqsFcz8ZibeGB1rDgmU5u4BzvJvoI03z2C03cHomEmgb7oB1Gi+3w6PMY1Cw+CowcgEGWanmZj6e2hVcixy6TnKU1fZYn/rAF2fU/Od+hRBodZyS00t11Q50chO/gHzd0O0SRJrIwZAoKKuZeoqh91Cb6eLBJcbjUb6MK+wF6OKXI4ybA0uj+/LKTPLzMjU5XgFGzpF/Qd82Z6mF2X9Dkg1+zoSAQ+Z7fUZq6o3woxMJbO0DrdXJFSnJD5Ew6rCVbyw9QV2lO9odqjL66LSVom1/sHf6wg8gJ/qrCxcyWcHPuOxDZI0fMkuSS02vk+E5KkgCBA/TPreBXBqgnELXkwyeccpxpx1fGPQMzMxHmX0LxiOaAUuCAIPntWPy8b2RBThri93srS+FPVkjIwdyQtTX0ApV/JT9k+c+e2ZrC9ef/wBjYmxQCllgHp+ug3nu2fw46+/AvCvWWnEhhy7sfLMpmdYlruMO/68o80K6TpnHfv1Wp6XT+BQeCsbRwQI0A35+uDXTP5iMk9ueJJt+TWMEaQ1nKHf9MZrhD7TABgmZLEl4xBJwUkICJidHaM+6ki8XpH9JfXG+3FSksDpceLyuojWRR/XY+x4lFkln2CZIGNAXDgTUyLxivBRC6wJ2ord5UL0KtHKpc/TB8c+yPm9b0R0h3RIYqyk1kaUR/q543ulNzmnkkMfWQmh9kK/xwFQ53Czo8CIKmIFZcKvVFgrWjQuShdFgiGBaJmWP+U92V9ux+PtGJXb/8rX8lR4GDlBkcecazDfD9K0TwP00eyP+GDWB6SENW2s5FZLjRJEa1W75u+KPPfrAV74LYPCmr/fplcgMdaFUaq1XFtr4tJaGyq5f3ZLujNuqxGAWlH6QKs02cB78qSW4BH5oaiEXwqL0dV/cFdW7kYdtYKE8F9wuX3/hp5VXoet4AoWJLx8WJpcWp8YG3cLCDKoOADGAp6Z/AwXxL6Ex5LePim3yw7G+nKuiJQmZZSCILD80HLe3/M+KwtXNjt84e6FTPtyGss1OQCBcpm/AT2DejKvzzzmp8xHEIRGf7H5/UMkhaMfyozbw6unvcpY5f/w2JM6MDFmpUoup1ipQJDb0Cmbeq0JgsCj8wZw0cgkvCLctng7v+0tbfH0oijyQ/YPmF1mNpZsPP6FDR5jjkBiLABQshN2f4mqeBN2p4thPUK5dEzPZi+9YfANDI0aygNjH2izf+muyl0sU3zKomgX26PntyfyAAG6BaUW6X08MSiRLZmFDBOkjUfhyEY0oT0w63qgELyYM1ey4tAKJi6eyH2r7+uMkP1KfrWVOocbtUJGnyhpHf5L3i+M+2wcj69/vNXzndX7LD6e/TGPT3gcQRBIS92DTFPA4s0F1PnJQzRedjp1GY8zI/pWQPo/LhfXIzfs65DE2PZD1SQKUgJKE9WryTmZXC19FzvG33dTbhVurxtt5CoW7nuFYkvLvcI+nv0xSxes537Xs3xjH9n4vOFP3F433yrcfB4SRG30sVYA5sZSyvbpuURRpKiu6BgRgaCXvKJlttb5c3Z1vF6Rj9Yf4pU/sv6W3tKBxFgXRqHW8p1Bz9chCorNLTOW/zthN0tvRiZ0/Kz6N2/kzjrsgXQCbC4nG0lit5DUqHyJV+q5yGTm7DozTj8pxkDB2KSBhGnq2zE3lFImT4TEUdKfs35HEAQSIrzI1MUcLGvHB3N1DiCCOgT0UUcY70s7e9OSpnFe6nlMiG9+tz9EFYKAgLfe50AI+Nyd8gyKGsSTE5/kqoFXkVVex4FSM0q5wCzZJnhrInzxj84OsQnJVXmcZVlPKqUdZ77vsjK/ro7/FTpQmk9DJjs2sSCTCTx17iDmD0vA7RW5+bNt/JnRsvdwQRB4Y/ob3D/mfv5v+P8hiiJ/5P+BVzzqfanRfD/wexkA+P0RAH7wjCdD6M3T5w465rWZVZNFgbmAHsE9+Gj2RwyMHNjm24WoQ9DJIhHdwdg60h06QIBO4sGxD7Lm4jWck3IOtRmrUQkeLJo4CG9aiiz0mQpAQvVGdPJQTE4TGTWnng9Rw5oyPTYIRf06MaM6A4fHgVqhbtOcAyMHolVoWVe0jq/yXkaf/A51nlK+2eof1VRDwk2vkpInG0s28s7+J1CFr6Wk1t5o4O4vMrOyUAtuPMghuKntglwpdT5UdFBibG1WFQgebjbZmGGxMsjS8uePUE0oCF769a4ARGmuDuCJSU+zIH0Bg3vPOuacL0opAbaXb2fWN7O4e+XdTY7L6hNjSqexy20at4e8Kgtmu5TwTottnerzVCCQGOvCKFVq3g4N4Y0IPYXmos4Op8vhstQnxkQ9MkQUeKAFnSmLvB6u7SWwoMfhD+4ewT14sKqGa4x1Pi+ldLq9HLLsQp/yND+XvCYddDugsn6hFDMQUmZIf876nWxjNk/tvRBdz7fJKDO1vRlAo79YHxAE9hxlvH9aj9N4ZPwjjIwd2ezwC9IuYPtl27k6VPJek52i5rEBJFYXruaVba+QbcwGDpdRTkyJRJf5nXRRF/EWa+DNdU+wWPyUhJA/sXTUw7nbToSooKdDSZA87riXyWUCz50/mLMGxeHyiNz48VbWZlW26BYquYpL0i9BJsj4ZP8n3Pbnbfxr1b+avheknQk3roW5L7XzBwrQ7cn+E7L/wIWC590XcN3k3qTHBje5xOqycsdfd3DhTxeyuXRzuztdD4gYwCVhzzGmaDhxFavbNVeAAF0dm9uG1WUlRB2CUtBTXVlKhRiM2GvKMdYChn6nAzBe2I3ZFMPiOYtZNn9ZZ4TtV/aVSGvK/vGH32vuGnkXP53zk+Sj2w4GRw1mYsJEhoaejuiKZNHabNwe33/G73W9hSHtIfZZpPLz1LBURsSMQO2R1FvZFf7deCovyATAro0BedOSP7lSekZRiK4OSbyszapEJiq41ljGC+WVyEKTWjzW4/Uw4+sZ7OcZUjXbWJfVsjLM9qCQKZjWYxr3jbkPeTNd0k0+UoylhaehkqkI04Q1aaKhrC/flImeJs3gujs7C40ADEwIaWwA8Xfi7/cTdyMEpZ6xFi+nmTxoZIbODqfLkd/3aiYqb+TlGIFP6n1UxBYkxiwuOwDCEb0nLF4Xv+h1rNIrfJ4Yy6uyIKqKkSlrcXjr3zyrc8DrBk0ohCRCSr1HRc5KemhjUcgUiF4dZpeJ8rZ2pjzCX8zjFTlQ7wUxID6E7eXbeWvnW+yu2H3c4UqZErlMjkYrvfYUgcTYKc23B7/l3d3vsjRnKUCjN9Z5aWrIqS+3HXhuZ4XXLCUy2KtW41aasXaU+X7yRB6f8ijnRPdHEbT3hJcq5DJeungoM/rH4HB7ufbDLWzKbZ3sPlQdikKmYFDkoKbJDH0ExA6E4Pi2/BQBThW83ka12Cfu6cjCe3Hb9NRjLrO6rYSqQ9EpdaSEphxzvrWIoki4J5/nNc8zN+/Jds8XIEBX5o/8Pxj/+XjuX30/m/Nq+M49nnM0H6A/5/ljL06ehBeBvrIi9h3IZkDEAJRyJS7vqVWW1KAY619fhSCKIgICySHJJBgS2jW3QWXg1dNe5fVZjxKsUVAi+46rlt7m8+6eTq8FQeZCV6/O6h/Rnw9mfUA/9UUAfi2ndLq9bK+Aj9wzcPVrWo5udpr5oeYtvgyqf/bz+nd9U1nn4ECpiZC4z/naoMYqV0Jwy/8P5TI5AyP6E+7x8KD2dfIO5eBw+3ez8u4ll/HS4jOp3Plps+fNPvIY0yv1bFiwga/mftWkoURokAGzWP/3U8hnbGeB9Jw6ODGkkyPpHAKJsa6MPoKvq1/hh6LniNa2PHP/d6FG1FEZVIQz+ADfRzoBsBvLTjouShWPd/9DxFQ+3Hisym3hnuhInogK8Xli7GBZHa7akcRb7+a6wddJB6P7wb0FcOVSabcxbijoIkEmQ1lbwLpL1hFT+xh49G034DfX+xpFpJJbWYfN5UGrlNMrUs/vh37n9R2v80P2D8ePu+YgU76Ywj3lkspN5Q0kxk5lZveazWlJp3FG8hlklJo5WF6HSi5jurgeRA/ED5fUh12Ii/S9ebW0gn7moI7zGAOyavejCDqAQn3yXUKlXMZrC4YxpW8UNpeHq97fxLb8mhbfa26fuXw37zsu7385XtHLs5ufbVT1BQjAvu+gZAdmUcur7vk8ec4gNEf53tnddiK1kSyatYj3Z75/uJy/HZicJp4z/odpPRPBa2/3fAECdGWyjFl4RA8h6hDWZ0sPweNSIhHUzZQa6cIxhQ6gVtRRkrOHbw9+y+lfnc6LW1/s4Kj9S2NiLE5SjGXUZDBx8UTu+usun8wvl8kJ1miZM0KFKmINO2pWsqlkk0/mbiDMciV1WfcwKnpq47FCcyGGsEwEhcmvibH9JSb2u+N5QXU9IXObbi78d9N/OWDdxG/6en9pj9NvcQCsy65CpirHHbqb/0aESUmxZlRYJ+LJSU/zh1nBFJudeHcx2w4Z/RMskhfcr1U7WGTPR16w+ZjzoihisvlGMQaglCupsddQVHe4eitcr+Zd91ksi7oGmnsf6KY0KMaGJoV2ahydRSAx1sVRaAuR6w9QZgl4jB2NyebCZRzV+Pc6QcBuPHkHOHXZTvZqruMj6x2Nx3SqYEba7IywO3D6WHmSWWYGr4bBkUOberpogiXFB4BMBtf8BvfkQHQ6WoWWPlFqkFvIbKvP2JnPwb35MPraxgVMv7gg5DKBodFDmZ08+7j+YgBahZZqezUmT72UXAz4yJzKnJF8Bi+f9jLp4emNZZST+0ahPVBfRjno/E6MrnkG6BOYarMR7/Z2nGIMGBI6G3vJuUTKB7ToerVCztuXjWBCSgQWp4crFm1id2HLpffJIckIgsBHez/i430fc/WvV2OtzIDPL4Evr2jrjxGgu+N2Iq6QTK7fcZ/FlGH9mJjatDtXbm0us76ZxY/ZP6KUKekR3MMnt9YrJbNtQRTx4DilPFYCBDia24bfxvLzl3PFgCvIztxLolDBuN4Rx73ec9FnDHO8wxeVyThcAmXWMvZU7jnu9d2NcrOdCrMDQZDWlQB7Kvdgcpqodfq2rOzmSWNxFFyLvWw20YphuDwuDtYc9MncdocK0RVBlC608dgDax5gg/U55LocstrTAOskbK/fIBuWFHpMafvw6OHo5SFcWSut3XG3sXKkhazLqkT0apkhDmOByYwuLLnVc4SoQxDCU9itUpEkL2BddsusI9pCsCqY/8riucFoIixm0DHnHW5vo190cDsVYwCLDyxm8heT+d+W/zUei9CreMVzLl/qLgZDdLvv0RVwur2Nz4uDE0M7N5hOov2vlgB+RQz/CZ06m12VvRjTs9fJB/yNSN/6CO+4DrLKeQuJFbswiJ9Qbjq5Ymyv+QC39kigh1PGx/XHIvUxvF8qJR93uXz7AZRZVosu+TWyhWRqHf8lRB0iPUQc7fFyhBrnk32fsFF8DnX0cA6WpdNmNJIUdm+xpB5rMN6f0XMGM3rOOOHQGH0MX8/9Gjxaev9vB17kHPR4/5Y156c6r25/FYPSwNw+c4nQRDSWUV6Y6oXfNgACDOhaZZQAW7wWfogMx2ovxeLooMTt5oXctOZpwqyj2Nbj7BYP0yjlvHv5SK5ctJlNedVctmgjn183ln5xwScfXM/ZKWfzZ8GfnNf3PHSCAlfGMpTqlo8PcIrhcbLLMJGIajNfq+ax5Kx+x1zy2f7PqLJX8WPWj8zpPQeZ4Jv3b4VMwWPpH3P2z1OkHVa3A5Qan8wdIEBXwuP14MVLrD4Wk93F5MrPeVe9HHP5HcAjzY6JiOtJaswhMsrMyO3pLJq5iAERLdtI6Q7sq3947h2pR6eSHiXP7nM2/SP64/Zx2V9CqJYz+oxn6a5evLc6B13Ct/yc+zNPTXrqpOvYk1EV9Ao6gx2jqwcQDkC/iH6UW2o5KAocKDXj8tO6d3uBkWmy7cwLSgZ7WuN6HSQF/94iK18UfEt+UDIL2tjMoKWsyapEdAdzqz6JXnlGSG6+o/HJuEpeybaEWGaVZLE2q5K7zkjzbaD16JQ6zqoqAWMtRB37jNRgvC8IoFe1P9WRHJIszeswNR4L10vlt9UW/6r5OpLMMjNOj42gnov5Nu8At4XfhkL290oVBZ5wuzhnO/bQ3+FA6/B/2+DuRlTVFupCMilV7qDSoMZLyzzGbC4L1XI5ZvnhxJRHkJOlVLJfpcTp8m1ZyIHKfOTaQnKtG6VddlGElwbBwtOhtpmmCuZSIhV6RLzIlMa2lVKKYpMd/L1HGO9nVGfw0d6PyKg+cZckpUxJWngaKRFJiIIkqf47tu491bG5bXy872Ne2PoCZdYy9pWYyKm0oFbImOKsN9VOngjBxzea7ywKcPF9kIE8naXjFGPWGr7SONgYUYRM2bodUZ1KwaKrRjGsRyhGq4t/LNzYqh3pME0Yi2YuYl6febgUam6KjWJvQK3zt6XAIuOivLM4zfE/7jhrOBGGYx+e7h19L3eOuJOnJj3ls6RYAyGGqMOLSJfVp3MHCNBV2Fmxk3GfjePOv+5kU0414wVJ+RWU3HzjogbGp0QQhZGDOdWMih2FTqlrezOlLsa+kqb+YiCVm/WP6M/gqME+v981EyVhwI+7Cig2l+H0Opv4PbUVr7IAubYArepw2eC9o+/lk1lfILMOo7DGxrzX1rKnyPfm6tvzjTyi+JD5e26GMsmvdGfFTq785UrWFK3hq/xn+TM2j290F4BK7/P7N5BfZaXIVIk24XP2ePYhArRBMQYwMCgZvdeLTlHNzsLaxq6fvsThcXDtL1fxjliDQwCijk2+NRjvB6kVzXYOby3Do4ez7pJ1LJy5sPFYuEHFQCGHccZlULi13ffoCuwoMCJTV4BuPz9m//i3S4pBIDHW5bmnysoXxWUM1LZDNVTP7sJaZr+8mpWZ/u8W0hEoXWa+CdKzTljDZyHL+Sw4CLn15A+qKbJYviks4fbqw3XnTkFkfmIcFybEUefDxJjT7aWgQo41/0puGfIv6U3GVAS1BVC8HfRNy1749gb4XxqTTTW8M/UHbPnXcLC8rvWLqYJN8N+e8PkCRFFslMYOiA/hz4I/eW7LcyzcvfAkk8Bdf93FxUsvJChIMgw3Wk+dnZEAEqIocteIuziz15n0D+/Pknq12LS0aNRyAbRhMPC8To6yeQYGJXNbtZEpJkXHeYw56/g+SM/6cCMoWu4V1oBBreCDq0YzMCGYKouTBe9uJLey5Z2vGrovPbLjVTZotWQqFeAOeDz93RA9bh74fg92l5fhvWO4YERik/MrDq3gy4wvkQkyrhp4FdE635d6vJ75byb2SGSnWgVO/3ZvCxCgs9hTuQeHx4FX9LLnwH76yErwIpM2jE7ANTUvsVlzE8GZ3/Lh3g+Z9/08vsr8qoOi9i+H15SSYtnhcTD7m9nc/uftWP2QJB/eI4yhSaE43TIGyO/gvTPeY2LCRKwuK69sewV7Gz4DRVHEXnQFtoLL6HlEExtRFBEUFu6ZpydUp2R/iYmzX1/LM78cwO7yzTqjss5BYXUd8UK9aXuoVOL+6vZX2Vq2laU5S0k29Mdj6+l3E/u12ZXIDQdQBO/kQ3seAkBY2xRjN/S9kNWHCrnaYsLjFdmU63tT+q2lW9lYtoUvgg2otBHHPkcBpnrjfV/4i4HUKTxIFYTNbcPikj7rIvQq5svXcp/7ddj/o0/u09nsKjQiukI4XxzGtZGj/paf64HEWBenWq6iWCHHbG9dJ7PmWLKrmP0lJpbtOrkPV3dA7TYzxXrYEH6xbCi/Jdx80nEqj0hfl4s4z+GyD6VCg8yrx+sKxib4TrKcV2XB7VGidQ/k6sFSlxtK630mItPgaHl0/YeRLmclwxN6IpeB2e6kzNTK8s6qg+CoBWcdxbV2jFYXCplA31gDvUJ6MTVxKhMSju8v1sBB40EOVB/gWfkTbFHfiKnm1EiqBjiMTqnjovSLeGbyM8DhbpRzhsTBpDvhrkwYcklnhnhcUsNSudIG6RZ9xyXGXFbOMVsYWBNFtLZtHSFDtEo+vnoM6bFBlJsdLHh3AwXVrXuYSAlPY3adhTi3GwKK4r8XdeXYnh9EavaHaBUiT81v2rG03FrOQ2sf4vENj7MkZ4nfwrB766iVy6iTyQKKsQCnLP/o/w9+POdHbh56M+6svwCoDRsA2tATjovoIW1op9u2UWKuIbc2l50VO/0cbcew72jj/eoMCusK2V6+3SdKrua4ul419unGQgZFDgPg4XUP8+7ud7l75d2tns/h9uKy9MJdN4BwvaHxeKG5kClfTOHtg3fy2x2TOGtwHB6vyJt/ZXPmy6vZnNf+57Ht+UZiqEEpeECmhCBJkf/EhCc4L/U87h9zP/cOeZ0zCvsx07IUrO2/5/FYk1WJ15bEYMN8Lhh6o9QULHlym+YKjhmMAnAoK5Eralib5fvEWFp4Gg8lncm1RhNCM2WUcLiUMljjm8QYSA0Rxn42lq8zvwakUspqUfLXc9f5z0+tI9lZUIvSo+E/eT9w2ep3wccVVN2BQGKsi/NSuI6ZSQn8Wbmy3XMV1khJJKePuy52Cm4nKtHONbVm/pnwIhfHv8yesqvZIhxrwng0u2wZXBMbzefBhyW+CpmCZOv/sGTdjxKdz8LMLDOjivyNkKQf2F+9XzpYtlv6Hjvw2AEpp0vfc/7kobX3ou/7H+T6g60vp6zKkr5HprK3XgKeEm1ArZAzM3kmr05/lXNSzjnpNP8e9W/emP4GIx1VRAom6szG1sURoEtjd9u5ZcUtfJX5FS6vi91FteRXW9Eq5ZyWXq8wUai6rHeQMXk8L0x7iJuDRmHxg2S/WZxWrjCZGVqRSrwh8eTXH4cwvYpPrh1Dnyg9JbV2FizcQLGx5Z1frxp0Nc8a7Yy1O8AZSIz9nXCseBqdrZi58vX8c2pfekcZmpyP1EZyw5AbGBEzglm9ZvktjruGPspbBVaG2R1/y53lAKc+DWr9XiG9iFT1pJd5CwDq1GknHatNk9ZzY2X7ifCM4PXpr3PXSN90bOxM6hxu8qqk3/cGxVjfsL68P/N9Hhz74DFG8r5i9sBY4kI0VNY5+GmntIF3UdpFROuiuXbQtYDkB9dSCk3laBI+QR37HdojOvnGGeJQyVSEa8KRK6y8vmA4b182gqggNTmVFi58ez3/+WFPu9Yc2/NrSBLqrV9CEnGJXgrMBcTqY3lk/CPE6GOodhZzkf4LbrS/CbWFbb7XifB6RdZnV+F1RnP7iNu5aOgNkhLSENW2CYMTeTQqivMSookIXc3aLN8njCK0EVwo6rnEXAeRfZu9xtxQSukD4/0GwjXheEUveaY8QFL/m2TS699l7v6iAYvDzcFyM6HhK3g3JJhDGgPowjs7rA4nkBjr4ihFGWqvF9HTfm+nwvqHLqf7FEiM2aVkzzK9DpPCSEpoMohqKupOrqyqcteySashX9n03yHNm8kI2V5cdt91oTlYVocieDcm5WqqG1R/pfWJsZhmEmMJI0ATCvZavNZKRMGJTF3W+sRYZX3HnogU9tTv7A1MCKHQXMhXmV+RU5vTomkmJExgUuIkNEiJEYvZdJIRAboTa4vXsrJwJe/ueheFoGgsozwtPQrd7k/A1LXVpbXOWj7OfBV15O/YOrCU8juDngNBNWiU7UvGRRrUfHbdWJIjdBRU27h04UbKTS3boSu1lLJeH0SGUhlISvydqMpGsf1DAD42XM2NU1OanN5athUBgSsGXMGimYtQyny3Y3406RF9ub7uGUY6P4aE4X67T4AAnUWppZRJiydx64pb2ZBdwXiZ5AWlSzvt5INjBmFVhBAk2LBnHWJy4mTCNd3/QfNAiQlRhNhgTaOvoUahYWTsyHab4Z8IpVzG5eOSAVi0JhdRFBkVO4pl5y5jaPRQjHYjFyy5gN/yfmvRfMXmCpTBe1AG7UF+hA+VQqZg3YJ1/Hb+b0Ropc6jMwfE8vsdU7hgRCKiCB+uP8QZL65i9cG2JUS25xtJFOrHhvZgccZi5n0/j3d3vdt4zUNbLueGRD3Vcjl4/GNjsr/URK03E33CdzgUJ/YdbhEyGf1H3YRKpqRWJudAqZnKFjyXtZRDpkPcsPwGvhSs0G8e9Bzf7HW+LqUEOC/1PFZcsIKHxz4MgCAIuNVhAHgtvlfGdTR7imrxiiCE7+CV8FAKg2OObRL3N6DVibFVq1Yxd+5c4uPjEQSB77//vsl5QRCa/XruueeOO+cjjzxyzPXp6e331DoVuKlWxZZDhczQjmr3XEU1UqmDv+vVOwR7LQ4B/h0dyaeHHuWjQ/+iR68nOL/sleYN7Y8gnSieLa9kpr1pN7c1+ufJTPuY2pptPgvzYLkZZ8UMRoacT7/w+o5hDaWUsc2o22Ry6CMtuG6SRTE/6mVc1RM4WNZKRUiDYiwilX1HGO+vLlrNY+sf49lNz7Zomp9zf+aBNQ+wXC8Zf9osgcTYqcSAiAHcNvw2rhhwBXC4jPLSpCr46TZ4dUSXllKHacKYnjgTl2kYFqerQ4yNvU4LD0dFsCVuPypl+zcsYoI1fHbdWBLDtORWWliwcGOLFpJLcpZwfZiKT0KCAoqxvxFVPz2MHA9/eoZw8YULUCkOL+NWF67myl+u5P/++D9cXpfPzfaP5rucT/D2+AinbjeuU0GJHiDAUeys2InJaaLcVk7m/p3ECdW4BSX0GHvywTIZlnjJskKbv4q3d77NxUsuZmPJRj9H7V8OG+8fXkPf9sdtPLDmAYrqTrz+bi+XjE5Co5Sxr8TExlxps1ktl5JzH+37iIM1B3lx64s4PCf/DNXIQrGXzkNhOlZVq5arcXqc1DoOm+6H6JQ8d8EQPr5mNAmhWoqMNi57bxP3fLWT2lY0pvJ4RXYWGklqSIyF9WR3xW7cXneTxGmoKoJQt4hbwG+JsXVZVSiCdyEL3sjyvR/Ch/NgZcueD47HnGE3svriNfSSXQzA+mzfJY1WFa5iXfE6fnNXwkUfw+ALm73OZJM2LX1ZShmhjSBaF91EEelp+P/yY6lrR7Gz0AjASG8yc80WUvRdr+FWR9DqVZPFYmHIkCG8/vrrzZ4vKSlp8rVo0SIEQeC8805s3jxgwIAm49asWdPa0E5J3ILUDlZs58Op3eWhsk56Y3WcEooxI04Ehtg8RGsSyLdkUKOpY4ZrKdTknXCoOWwmX9TcQmnY9U2ONwhufdmVMrOsDrd5MFf0+6e08+Sog+p6tVZziTFoLKfsnbeRUQnpgJzMVnSuw+s5fI/IlCbG++GacEbHjmZsXAsWdUimsz9m/8hejfQ6tAcSY6cUsfpYrh10LZf2u5TtBUaKjDb0KjmjLX9KF/Q9o8uWUQIEO+28uOkLdtV8h1fsmPc2t8vCVIuVUEsU4bogn8wZH6rl8+vGEheiIau8jn8s3EjNSVqAx+hiSFEEExnVH7TdX4UQ4OQ487cQkbcEryiwK/0ORiU3/X+vslehkqmI1cf6VSnWQIm1AIU+F5mqquM8/gIE6ECm95zO4jmLuWfkPVTk7cMiqqmNHAbKlvlohQyQFFSDXTvYVZ7J3qq97Cjf4ceI/c/eoqbG+1aXlb8K/+LH7B9RyVR+vXeoTsV5wyULg0Vrcpucu2noTVw18CpeOe0V1HI1ObU5JzTlVxCEq2Y8Qa5j/bTe2/0eoz4dxavbXz3m3KTUKH67YzJXjk9GEOCrrYWc/uJKft1b2qKfIbPMjNXpIVlx2Hj/2SnP8t4Z7zWxOFl42g+8cwgS3B6/JcbWZlfiNg1mSPBZzFZFQ+5KKN7Rrjl1Sh06pY6hySAoq1iX7btyyqlJU7l75N1clHbRCa9rUIz5spTS6rJy7o/nMuHzCY2JV5lBUhQqfOAD3tnsLJSSwLMiZ/BUxBhierbNZ6670+pXzOzZs5k9e/Zxz8fGxjb5+w8//MC0adPo3bv3iQNRKI4ZGwC+DPLwvSGRcebfmcAVbZ6n6AjvmlOilFIbxs+cwYRCFdPOeYMd1X/g+v5xlKKI21x2whf2Tlc+66MOgabp6+39UhfRrnLWxPrmIdPp9pJv3Yk6OgOToAOioXwfIIIhttlOKgCkTAegpmwXi/P+hb5PIVmF/5Y65bRE1mrMlz5E5WqqFTGU1ErS/35xQQRpZjIzeWaLf4YG6X/PP94CwGELKFNOFdYUreHbg99yTso5TE6czJJ6z44Z/aJQ7Pteumjg+Z0XYEtQatksODDqlWhcJiwON5ojvEL8gWrsTfT95nd2WwYRrjOcfEALSQrX8dl1Y7nw7fUcKDVz+aJNfHLtGEKOUwowt89c5vaZ67P7B+jiiCKl3/ybHsAy2RSunD+n8ZTH60EQBM5JOYcBEQPoEdyjQ0K6IO08vGs3Mtu5BO/uUTD64g65b4AAHYVSpmRAxADKzXY+qSnjC+FdNp8/rMXjVX1Pg59hmJDFSuHfzJ08g2HRLR/fFdlbIj1ANxjvK2QKXj3tVbKMWUTp2uhN1QqumtCLTzfms3x/GYeqLPSM0DfGceeIOwGpBPaaX68hJTSFd2a80+za+UDVflSRvyPT9gKalsZGaiPxil5KLM3bSejVCh6ZN4A5g+P41ze7yKmwcMPHWzlrUByPzBtAVNDxm3htzzcCEKfzUuBWssJRzCUeB6PjRje5Tq2QUYccLyDzgZ3O0TjdXjbmVONxJXP/mMvov1tqwERYcvsmzt/IohV3sVRWizpyOGuzktodawNJQUlc0WMWFGyAyiyITDnmGrfHy4r9ZQDEhfhuY1er0JJvysfhcVBuKScpOAlFfWJM5aqVRAky/64//cnOAiMydQk7o0SS0+9nUNTJPbtPRfyqsy8rK2Pp0qVcc801J7324MGDxMfH07t3by699FLy8/OPe63D4cBkMjX5OlXJ1A/DJpNRo2yfMqHBeB9ODcWYGN6bB9wX85x8Gi5quTD9bCLt4SgBa/WJfZGKHftRha+n1tu0nj5IVBAkiuCjD6C8KguCLgNVxCp2Va+VDkakwAUfwPSHjz8wKBZiBxEkKNlfuweZqoo6byUltS1UslVlS9/De7O3VEpkJUfocIi1LM1ZSkldy32jxsSN4ZpB1zCIeoNJm+/81wJ0LktzlrL80HLWF6/H6xVZtlt6XfwjrhjMxaAOgVT/+YX4BKWef0VFcldMFDplWYeoVmypp/Ouoj/5KoEgH8r0AXpF6vns2jFE6FXsLqrlyvc3UXccg1+3102lrZLiumKfxhCga1K8dSk9arfgEBVozniQEN3h1947u9/hhuU3UGmrJDUstbG0yN8MiRrCNJvIJE/pKdOVK0CABhweB7O/mc2df93JyoNSiWBqbDihMa1IPIclY9Qk4kWG7JCVWb1mEaOP8VPE/sfl8ZJZv64cEB8CgEquYnLiZK4eeHWHxJASbWBqWhSiCB+sy2v2mlJLKZW2SraUbqHK3nwpX4ZxL+qo33FothxzbnqP6fx55pe8NvYxfsn7BZOz+efMkcnhLPu/Sdw0tQ9ymcDS3SXMeHEl320vPK61w/b8GgDWDH2el8dfzv+Kf+ex9Y8dc91NKxdwWR8vWzVqcPvOp6uBHQVG3LoNhCT8jKAqPlxtE9az3XMPLMtEJooIcjv51dZWd91ujtWFq7njzztYsWMhfHk5fH9js9d9suEQmWV1hOmUXDTKd0k5QRB46/S3+P7s74k1SMIKdXAUDlFBnTICHN33+aiqzkFhjQ2FIYMvcl7h4/0fd3ZInYZfE2MffvghQUFBnHvuuSe8bsyYMXzwwQf88ssvvPnmm+Tm5jJp0iTM5uZfZE8//TQhISGNX0lJvnvhdzUMusuoy7qHkRHXn/ziE1BUc2opxuwuL15VLvreL/HoprtYmruED2Ot/K7TYq85sZx5iM3DuKpwxhyV/3owQs6ZiXHk2nObH9hKMsvMuC19CHZOZWLCROmgLhwGzIdhl5548AUfovh3Hs9OeZ7w2rsR3cEcLG+hWituMJz3Hky5p0kZ5YaSDdy7+l7uWtnyrkhFdUV8uPdDlmqlhIPHHlCMnSpcMeAKrhl4DXP6zGFrfg2lJjtBagXDTCukC/rNBUXHPGC3GZmMQS4Pw+12dDg6JDGWb8pHjHsNbY93fSrTbyA1JohPrh1DqE7J9nwjV7+/Gavz2OTYropdTPtyGtct/QdU++Y9K0DXRBRFFq07RI43lj+Dz2b62JGN54x2Ix/u/ZANJRvYVLKpQ+PaWraVryMsfBWkxx1QEwc4xdhftZ/CukK2lm1l78ESQqhjfJ+IVs9TMOsDBjve5bPiWF7d9hpX/3p1t93QyCqvw+nxEqRWkBQulZO+tv01ntjwBBnVPjBvbyFXT+gFwFdbCjHbj93MHho9lNUXrWbrZVuJ1DZfnRGiSMBZM4Yw4dhGWAaXg8j3ZnLgrdHcs/IeZn09C1f9prnV1TTJo1HK+desdH64eQL944IxWl3c8cVOrv5gc7OdprcXGAEY3jOUiUmTidHFcHn/y4+5TiGT1hcOQcDr9n0p5dqsSpShm/EGr2R31S4wHpJOhLYzMRaRwjC7g1X5RQwRbgB84zO2In8Fv+f/zqaK7dKBqLRjrqmqc/DC8kwA7jojjVCdb0t7R8aOpE9on0argjCDjjTHhzye9i1oQ316r45kV30ZZZQmnqkRQxipSwA/vOa6A35NjC1atIhLL70UjebEUsbZs2dzwQUXMHjwYGbOnMmyZcswGo18+eWXzV5/3333UVtb2/hVUFDgj/C7BAZlCKIrApmob9c8hTWH38idp4BJrqVoD4NkWQhuLZHacPZV7WOv3sQutRqX6cSJsQl1tbxj2sHp1tomx8sVAgVKJTa3bxb4mWV1eCxpTAi7lqlJU1s3OKIPqHSc3vN0BkQMBFHBwZZ2pjREw6DzYeB5jYmx/vHBqGQqBkYMZGTsyJNMcJhCcyHPb3merwwCj7guZ6vnWNlygO5Jeng6t4+4nQERA1iyU1qkz+wfgXz/D9IFg07sC9lVeNUi8GFJOSFOA5ZmEki+xr3tM/RODTJXCAa17xNjAP3igvn46jEEaRRsyqvmuo+2YHc1TfoZVAYEQDQXw97v/BJHgK7BV1sKWViczNni/xj4j2eblAWFakL57MzPuHnozZzZ+8wOjSvbmM26YBOrtVo8jkBiLMCpRXp4Ou/PfJ8HxjxATNaXbFffwOW1b7V6nrSBI5AptVRZnKw4tJLNpZvZVbHLDxH7n331a8p+8cGN70M/5/7MFxlfUGXruM58k1IjSY02UOdw8+WWwmavCdWEnrABSbRyAI7S+fRQNtNhdOfnYK+l1mUmxe1lbMRAlHIlBeYCJi6eyG1/3IbH2/QzeWBCCD/cMoF7Zqahksv4M6OCM15cxacbD+H1SuqxWpuLrPI6ZHgYnBDEOSnn8PN5P5MWfmyS5+Wpb/BoTgRpVgVuP/QVWptVibN6MoNCpjM5cTLU1FdqtVcxpgtHqQklxOtlSmwlMnUpa33gM3Zx+sX8c8g/md2Qr4k6tknf879lYrK76RcXzCWjfW8p8HXm11zz6zV8lfkVAGF6FSBQfRJP2K5Og/H+mKipvLrrTy5c8vDhROnfDL8lxlavXk1GRgbXXnttq8eGhobSt29fsrKymj2vVqsJDg5u8nWqoqv7iJRej7Kj+Ml2zXOkx9ip0JVStvNzvnd9xj0FKbw14y1O63EaU20DOd1qRbScuH3yAcr5MshAgbzpLtP/1ar5qLiURPE43l+t5EBZGarIFcj0eyVJtdcDX10Ffz0DTkuL5ticv5JC2auoon4ls6WJsSPYe0RHyjOSz+DzOZ9zx/A7Wjw+Xh/PWb3PYnTSWXzgmcVOR8AH8FTgmU3P8PDahzlYcxCPV2TZHimZfFlULtiqQR8Fyd3DeLNWbSBXqUAjN2J1+P+9rf/6N9hQlEnwoUvRqfznJzEoMYQPrx6NXiVnbVYVN36ytcl7d0poCjsiZ7GssKTF7ycBuh+VZjtPLtsPwK0z+pEYI30+eUUvr2x7hVJLKb1De3PjkObLSvzJgMgBTDbHcabFitfR/lKZAAG6EhqFhpGxIxkYOol+9h3IBJHopNZvDqoUMkb3CseAlXTVGTw6/lGGRg/1fcAdwOEqBOm5SxRFbh1+K1f0v4IBkQM6LA5BELh6oqQa+2BdLh7vsZmjx9Y/xqTFk/g+6/tm58g27UERtAdB0Yxxuq0G5GrGimq+Kyjkyb1rwZjP+uL1uLwuLG4LcpmcKlsVt/5xK0tyliCKIkq5jJunpbDstokM7xFKncPNA9/tYcHCDeRVWthRrxYbG/sHtyweztaPzzxuo5RYfSR3Ou5hlOMdbKm+9RO1ONxSKaV5IM9MfopYmRoaOnC2VzEmCBCRwgqdljfrHkcT+y3rsqva3TU8PTydm4bexNDq+s6nkU2TiXuKalm8WUruPTpvAHJZCzyZW0lxXTGbSjc1qiMj9JIirarOAd7uKzrZWWAERLRBG9mLAw9AcELnBtVJ+C0x9t577zFixAiGDBnS6rF1dXVkZ2cTF/f3bBV6JKG2/ZRpbJhc7cvcFp5ipZQeqxEnYK/3XhsVO4pRqgkMdjiRW0+8M7FeUcrjkeHslzf1DOjj1TDM4UTj9c2vxYHqTNRRy1lnfE/aWavOhb3fwpoXoCUeMH88gemLBeQ6t6LQZ5JZ1sId+aV3wZ9PY6kpJ7dSemBOjpLzR/4f1NhrWmbgX09ScBL/nfRf/jn4FgBqrK52f7gF6FxcHhc/ZP/Ad1nfUeuoZVNuNRVmByFaJf1794C0s2DwRSD3jxrK1zyqE5mXGI8jOLPZkkOf4nHh8jipEwREtbZVv0ttYXiPMN6/ajRapZy/Miq45bPtuOoVvzJBhkwThAiIAbXOKcvKj5/gSff/mB5d11g+BPDp/k95d/e7XLrs0sYOWR3NgIgBTLWnMMtixesMvAYDnFpc/evVPLDmAZbv28to2QEANH2bURe1gHtdb7BDfT0peZWcm3ousfruucnYsNnaYLwvCAKzkmdx96i7CVGHdGgs84clEKZTUlBtY/m+smPOOz1OjA4jlbbmnwm2GZegTfyEWtn2Y09OfwjuOgA3roHIvmhNhfDhPC6Mn8x3875r3GBekb+Cvwr+4tN9nyIIAhaXhSU5S4gNFfjqxvE8PKc/WqWcDTnVzHp5FS/9ngmIlIdsY69KyQbv8Te1/rf1GXS9/4ciaJfPn9s25VYji1hGZNKfKNWmw/5i+mhQ6dp/g4gUBjiciIBM7qbCbGm5HUwzfH7gcx5Y8wDbS7ZAVb1o5ohSSlEUeeTHvYgizB0Sz+he/unUPaPnDJ6a+BQXpl0IQLhezf+Ub/JFxTmw4xO/3NPfiKLIrsJaBIWZHytfZ0F8LB5tuG9eB92QVmcA6urq2LFjBzt27AAgNzeXHTt2NDHLN5lMfPXVV8dVi02fPp3XXnut8e933303K1euJC8vj3Xr1jF//nzkcjmXXHJJa8M75UgTIni1tIJ5zvZl8ItqbKgiVqCJ+wqHLMdH0XUeos3IK+GhvJKwjle2vYLJaWKTNo/7QntSrDzxv1WyS8N0i5UYWdMP8YeTJjEkcjorNe3/cHe6vZTUiLiMw5mSWL+QKtstfY/u37KkQ0gig+w2bnfqcZSfSVZ53cmTUk4LbF4IK/9LZpkZUYSYYDX51r3c9udtXPbzZa36OURRZF3ROjZlvMuViiWMZycmu//L1QL4D5kg46WpL3FF/ysYFj2MJbvqyygHxKBMHgOXfAYz26dQ7UiC5WqCPF5UuPzvMea08Ltex7jkJGzxn/n3XvWM7hXOwitGolLIWL6vjNsX78Dt8SKKIlNLfmJ4chJVjpoOiSVAx7JmTw7Tyt5njnwDjw6uRiE/vGSbmjiV/hH9uWHwDR1mtn80lbZKNuuq+M6gB2dAMRbg1KHUUsrm0s0syVlCdcYOdIIDiyJMWr+1gYjoOBSCl9CKtby54y1u++M2XF7fdxr0J6Iosq/ksG8tSGWUL2x9gZ0VOzs8Ho1SzoIxUrncorXH+mzeMPgGvpv3HRenNd8tVyfE4rH2JEx1nCSlLlwqK7z8B0lFVZMLv9xHSlhKozpuTNwYbhxyI5f0k55XVxas5L7V93H5L5cjlwlcNj6R728dwYSUCOwub31HSoH/yIZwpdHEVeGDj/vzVdgqkKsrEBSWxg0xX7HyYDGq8PU4DL9KzQk0oTD+1pP7H7eUiBRiPR7+DBrDMPljgIK1WW0vp1yWs4wfs3/kYPFG8DhBqYOQw/7iP+4sZsuhGrRKOffNPrbE0lf0i+jH3D5z6RvWF4BwvQoRARUusHZcKbEvKayxUWVxolQ4GRHUm0EOJ6qQv6daDKDVkoAtW7Ywbdq0xr/feafUGveKK67ggw8+AGDx4sWIonjcxFZ2djaVlYd/QQoLC7nkkkuoqqoiKiqKiRMnsmHDBqKi/N/2t6sTLgthlM3GGkPbDQSdbi9lZjuG9OUAuIP2A+0z8+907LWYZDIQpBa6oiiy0vkrhEGV7BbeOcHQM2zBjDVXsrVv06YNpWIh3qCD1HiakVW3krwqCy5bHGrvAh6beEb9DeoTY7HHGn02S8rpRHs8XF2cwRuOWKq8bopr7SSEao8/pqEjpTaMXdVSmdeA+BBcHhN9QvowOOr4H8LH49Y/bsXpdfKrpoiV9skYrU5CtL7txheg45DL5IyOG83ouNG4PV5+qS+jnDM4vpMjaxuPjH+MpN82835NnP89xlxWbPUqMblwgt9DHzMhJZK3LxvB9R9tYenuElQKGc9fMASn6MUtCNQ5TfimADxAV8Hm9JD9/ZNMFOqo0PQkcdp1AJicJmodtSQFJ/HJmZ+gEDpP2VlmKeNn/T62qkN4L1BKGeAUIkQdwuvTX6fAVID9m5UAWOLHo5e1raIgYtBM2PkG48S9nLu3Cqu7joM1B+kf0bZEW2dQWGPDbHejkstIiTYA8Fveb/ye/zvh6nCGRLW+Qqi9XDY2mbdX5rApt5o9RbUMTDi8sZ0UfOLGbL0V57L+0EjSUvsePmivlTw7B54HaqkiheB4uOJH+PUBOOt/TeboGdyTm4fe3Ph3QRBIDk5mauJUANYXr+eOP+/g7AFnM2/IlTzx81YsHiNDlHVMqjFCWO/jxnfjkBuJXp/Bxa730GyJgNNbboNyMtZnV2G3zWPiQBP9w/tL5Y9nPOGz+YnoA0Bk9SFG9taxtqCItVkxXHWE6rk1/N/w/+Ovgr+YrAiVDkT2hfrfRYvDzdPLJEXnTVP7EH+iZ6R2Uuuo5d1d71LrrOXxCY8ToVdRLUqvE09dJf4z1/AfDf5iaRF9+CBpHuz6C9JGdGpMnUmrV1RTp049qWrl+uuv5/rrj594ycvLa/L3xYsXtzaMvw1FChc/RoZjV+QwsY1zlNTaEEVw16WhMGQgusJ8GmNnIHPU8pCpmmDlTVycfjEGpYER4WewLtNFhe7EC/R8WR0qtZq6o97B+htmk7M3mZDU1HbHl1lmRhG0i/iIaGxuGzqlDkr3SCdjBrVskpBEiOrHUushEqI/wVh+Bpll5pMkxuolxhGpTfzFpvccxfSe048xCz0ZgiAwLGYYXmMBXorQCQ5qrC56tr4xU4AugMvrYsHSBYyKHcVNQ25ixyE7VRYnYTolE0o/AnsSpJ8FqvY1++hQUk9n15ZwCgsK/e8x5rRwbp2FSXUiN8a03j+zPUxLi+b1BcO56dNtfLe9CLVCxicpl6H7/TEiex1r3Buge7Pw5/Vc6/oRBDCc9TjIFVK5yLpHWF+8nv9O+i9TkqZ0aowR2gh6koa6roZ98bNI7tRoAgTwHVqFlsmJkzlUZaHM9TLIIGTA6W2eT95zLE5BRQLVjFZdyJhhg4jSdq/N/wZ/sdQYAyqFlJSY1WsWYZowRsWN6pSYYkM0zBkcx/c7ilm0JpcXLhraeG5nxU5e3fYqMfoYnpx4rAq+3J6HoKpCpTzCN27Xl7Dsbtj2MVy34vDxsGS4+NPDf/e4wO0AtaHJnLN7zWZW8izcXmmTbnPpZpxeJwqZgotG9eCQ9xs+PrCIrx3BXA0QenyD+L5hfenrVJMsWqn0oSK3ss5BRqkdGMn/pp3uH0uI+GEw6S4ygqP4YP8VaJOUbMxJwu3xNlE+t5RRsaMYFTtK+n9R6puUUb7xVxalJjtJ4Vqum3z8RKMvEASBD/d9CMD9Y+4nRKuhFuk14DRX0nHbpb6joSNlr3gz+VUHSADkf1N/MfBzV8oA7cckE/k+yMBOpbHNcxTV+4tpjAuw5N6KteAfzRpVdicULhNKQK+JI0gVhCAI3DzoATQVEzGYisF1bIvkBj43VHBFfAyZNFWGLajYzGLrMkbWHmh3fBmlZjRx31KifYkCc33X1LL6xFhsCxNjAKmns1qnJVeXi1yXd/LOlI2JsZTGRUxarJYNJRuwuqzIZa3fz1h4xkIW9bmERLcHHXZqrN27+8rfmc0lmzlQfYClOUvRKrSNZZRn9wtCvvIZ+PY6qO5epdZfZnzJn86r0cR/2SGllALgFjUEawwnvdzXnDEglpcvHoZMgMWbC9iUISfW40HhCqh1TiX2l5iI3PICWsGJMWIY2oHzALC6rVRYK7C77YRr/OOh0hpi9bGMDHuUrSV3si+4c5N0AQL4kkfWPcJTG5/itz1bGCZI6yp16rSTjDoBSg2VYcMBGFkk4x/9/0GUrnslxvYdsdnawMzkmTw87mEGRHSc8f7RNJjw/7SrmHKTvfG4y+NiY+nG45Z5bnM+h6HP/7CI9Wt0UYRtUtKDQecf/4YuO3x5OXx+cbPPGoIgoJRLVRV3jriTr+d+zWX9JBsTUZDWz33N9fYHocnHvc1P2T+xOKqUHw16vG7f+UiuzapEk/AZicmb0KjrVfb7f4IDS8Ha/ooZAMJ7wfSH6T3iWjQKNTJRS52nmj3FppOPPYoXtrzAkxueJKc2B4ZfBvcVwlkvAHCoysK7q6Qy2gfP6o9G6V/NVpAyiKsGXsW/Rv0LURSRyQQcqlAA3Ob2d97sDBoaQuSJn3FW2S/8aNBLwoy/KYHEWBcnRhHGbdVGZlnb7ntVWGNDpi4iKGYlMmUVojus2xvwq1wmboyJYrHwQWPba7PnEP8X8RD3eu48XLbYDBpvMDFOAbW2aXOHg669rI0op8y9r93xZZZX4rb2JkyZQK+QXtKHjam+k0pMKxYQKadzhsXKtbVOPJbeHDyZAX99Yswd3qexi6VKV8J1v13HnO/mtMk4v8ZeQ5bbQrVMhg4HxkBirNsyPGY4L017iduH345XFPhlr1RGeWnwTvA4pC4/MS0s9e0iKGvyEPEQJS/1v/m+08I7IcEs6KGnSvGzf+91HM4aHMf/LhyCIMA7xr+4MD6WNe6Ax9ipgscr8uqXy7hA9icAofOeBkHAK3rRK/W8P+t93pv5HoOiWrHB4ie8opc6MpHrMzA77CcfECBAN8DlcfFT9k98fuBzirJ3AFCrjpNUQ+1A1VdKrIUZ1/P+ng95bvNz7Yy0Y2nYbG0w3t9TuYe3dr7FtrJtzQ/Y/xMs/w+YS/0a1+DEUEb2DMPlEflkw+FGZSmhKTw96Wn+M+4/zY4TRC2iR02Ypj7RV7JDenaQq6UGRMejOgdyV0PeavjiMnAff00sCAJp4WmNZZ3npp7LJzPfZ2K1tCl5IsVYljGL/Xoz+1VKvCe4R2v5NXMbyuBd1GmXIBfqE0m/PwKLF5zw2aktKGVKfpr/E2OVzyG6Q1vtM+bxevg261sWZyymxl6/zpHJGpV6Tyzdj9PjZWJKJGf0j/Fp7M0hCAJ3jriTy/pfJlUCAZ76TSqxG3qMebwie4qkhHeoVoNaFOjlcgUSYwG6LuGqcK6tNTHF2naBZqHRhlyXR43yD7SJn6GO+b57J8ZEEZXHQo5KSbV4uBPNqtIlvBytYoVei81YctzhDs8TZGU/TUyfq5oc36Kw8W5oCAVUtDvE7HI39sLLeWzER6jkqsMfNqE9QRN84sFH0mMc010ybqsuJc0hknmyri6VBwEolifg8ogEaxSo1Dbi9HEMihzUJsn0o+sfZf6Bt/hNr5NKKS3dyzA2gIQoimgUGqb3mM781PmszarEaHURaVCRUvardNGg8yWviW7EDLub5flFXF+q9b/HmCCjRB1MlUJAoei834P5wxKZ2jeKUgXsV6son3R7p8USwLd8suEQcysXohC82PvMhJ7jsLqsXLL0En7I+gGFTMHwmOGdHSYAAgK/1vwHXY/3SSr7vrPDCRDAJ4iIPDnxSa4acBVLSvoz1PEOeTPea/dnY8SgmQAMETJ4YevzfLzvY8zOk1QBdCEajffrfbxWF67m9R2v83Xm18de7LLBt9fD2pfgtVGw6V1opZVHa2hQjX2yMR+7S7pPqCaUOb3nSCV4zZBkfZi6zEdJCqpPTm2tV4v1nycZ7x+PmP5w6Zeg0ELWcvjmGvC0bO2RGpbKEGUYIEoG8vrju4NOS5rGTGMPZlqsiC7fKcZ25InYS+cyI+FiNAoNeL1grG+g187kbxMOrYPVLxBZkcW4lFBkmgLWZbcuMSYi8vj4x7kk/RKGRAyCIzpwr8ysYPm+MuQygf/M7e/3LuENbCrZxMLdCxuViKJW8paR2XyktutAssrrsDo96FVy3p/9Dpsu28qgf26FvjM7O7ROI5AY6+IY1SE8FZTMV+2w/CmsseK1JxCmlHYs5Lp8HG4/lxz5E0Hg9j6/UJL/Ty6If5TeIVJN+ZDogaRbVSS63Fiqjp8Ys3lrQWZFIW+qnhpEKJfWmklwt69Eyun2csiUhUxTSI+IepN6bSgM/Qf0P7t1kynUOJMn8lWQAVnMz2SV1R5f9SWKjYqxfU5p56R/fDBTk6by2/m/8czkZ9r084RrwglV6PECWhyBUspuysbSjcz/YT6f7JNaSi/ZJf2OnJ+mQciVzIUZeF5nhddmDNpIYj0ewnD4v5Sy5zhcSe9gyb2F/obOXTiE6lTYq6YzN+YhJiRN7dRYAviG0lo7L/66FxcKvIIczcxHAfgi4wv2Ve3jlW2vYHFZOjnKwwiCQKw8lnSHk8mVH3d2OAEC+ASVXMWsXrOY1+M6Ks1OXAo9aUPGtnteIW4IFlkwSV4bg5QjuHnozXjF7rFJXW1xUlIrqUL71SvG0sPTOav3WUxImHDsgJyV0FDi7zBJvl3vzYCSXX6J74z+MSSEaqm2OPlhR1Hj8Ve2vcK/Vv2LMktZk+u9ohdLvcpVr1ZICZfd9Qm+4Zef/IY9x0ueY3IV7P8RfrhZSjC1BEM0XLIY5rx4wmTr0OihDLclMtTh9JliLL/KSnG1HLF2Io9MqjfzN5dInR4FOfjSW2r3V7DiUeoylvF23mXokt9gS0FBY+KyJShkCqb1mMb9Y+5HYS6GpxPglWG43G4e+2kvAFeMSyY1Jsh3cZ+EJTlLeHnby2wo3gCAzCAlN5XdsDt4g/F+vwQ1JqcRmVyJPLTH4cYTf0M6r51RgBZRFDuSz2u8yMRS/tvWOWpseGzJXJf6X57680ecDh2O7qwYA2odXsyOPgyKHIJBJSWy5qfOR/nFp8xxZ1FoPL50u0z3BEFpZiotrwKHyyknCdGkVNfwfWjby1YBcistyMP/QhOyg+VFcEPkDRA3BM55vU3zyWc+wTM/X4LDewhrVQVFRhuJYbpjL3Q7JOP0qiy2mEIBG/3jgtlVsYt+4f2knaE28PC4h3k4cTa8dzoFaAOJsW7K8rzlZBmzyDJm4XR7+bW+jPJi/RYQPZJZan0noe5EHg7uiY/F6S0nzt/m+4DHFYzXnkiM7jgt3juIYI0Cr60nEbIUYvT+LyEI4H/+8+MejA54v8dDzLkkCcIkJcPl/S/H6XEyPGY4emXXaoxxR/z9nLnqbCyyv+9COsCpxds738bqtiI3DUGNkxE943zjXSSTsX7sG9z1h5XU2iRuGDK+/XN2EPvqyyiTI3QY1NKj47Qe05jW4zi+axlLpe8jr4HofrDiMSjaCquehYs+8Xl8CrmMK8cn8+Sy/Sxak8eFI5MQBIGfc3+msK6QS9IvafI5WWoppST8dgwhGnSq32Df9+A0Q3hvSJ7UspumTIcLPpDKKXctBqX2pMkuQEo6pM0+6fR7q/ayMqiIILmOYR7frLt/zchEm/gBieoR6FT1MRjry09DEkHuw7RAhNTUwFBziB7BSRyoKMItK2fboRrGp7Ssj/a/Vv6LhKAELu13KZEVmdJBhYYP1+eTXWEhQq/ittPb3zCtNYyIGYHb6yY1TLqvEJzAv13XMT4tlVZKHzqdnfX+YuFRmUz+4v+YmjiVV6e/2rlBdTIBxVgXJ1gVhKt2KEGetnd8KayxoQpfiZlMFLYheCxpOD3dOzFmtJnQJi3iu8JnG3fcXF4XeXoNq7Ua3Kay447VIknXI0wZTY4fkrtYotdRKGtfnfjBcjOiV4XMG0TfsL4nH3AS5JF9OSd1Pnr7NBAVx/cZU2pg/ltw7e/sLJV2wmIiarl02aVM+2paqztSHomoMlCtiqSKYGqsgVLK7sj/Df8/npjwBBekXcDqgxWY7W6ig9T0LPlFumDgCcxmuzAyVRAH1CqK1R7/l1J63OyyfIo2aRHVnr3+vddJCNIoCTJsozDnIr59e1jLd6sDdEl+3VvKr3vLUMgEnj53ELKwHuTW5vJlxpfIBBk3DLnhuCVBnYlbraBULscjBjzGApwafJf1HYv2LKLy4FJ2qa/jfs9bPps7beR0ajGwo7iAz/d9xeIDi302tz853OVc2jiutFXy8b6P2VG+o/kBaWdKCvSB58Lo6+DmTTD4Yph1xBa/r4ze67lwVBI6lZyMMjPrsqV1/GX9L+PukXcTe9RGVkMJqygqJMVYQxnl8MtbVzKbfhac+w4gwNb34a+nffGjAJBRncE6wyF+NeglRZcP+DnnDxRBB3DrNxwuPaypT4yF9fTJPRqpT4xRlc2bp7/JdN1reGzJrG1hOWWZpYyf837mvd3vIRNkUCE1RrOHpvLy75JtzD0z0wjRKn0b90k4O+Vsnpr0FKf1OA0AQ3AoX3imsVHTfRLdDTQoxkIMkrozJvsv+Oqq4w/4GxBQjHVxwlV69MWz6RXXtvI+t8dLaV0NutSfeXPfz8gix6Kya3C4Wrgj0hUp2MQjtTdzZaKafcYC6Q0TqHXU8nb4TgQxim/qjp8Y+7jAS5JYSG56U3PB9UINX0RHMtraPqPQzLI6HKXncnZiIlOSBknGnDs/g5hBkipH1vp89INjH6QiawOr3LlklpmZlh593Gu9XrFxdy802EKoOpSU0JQ2daQEqTPOQ2sfok/6VLZuOpcJAcVYt8MreglRh3B2irSftfD3HQBckiYg7NkACNICthsSrY/jjdJyqt1RfBTuZ8XY+leJtXxDvkGDKO9cb5hgrQKPuprftR505jrOddtA1bXURAFahtnu4tHvd/GO8n/Y0+aTHj0Lp8fJPSvvIaMmg1pHLdcNvq6zw2yWt4ue54EeCbxWWs4Uj9u3ioMAAToYURS5YfAN7CjfQd/fd6EWXESFh/ps/qRwHUnhWsps2Ty1+V0itZFclHZRh/kjtZVG4/36jpQ7y3fy7OZnSQ9P56u5Xx07IG12U1VUcByc+/bhv7vssPB0SU02+1kIaX8JX4hWyQUjEvlw/SEWrcllQkokC/otaPba1LBUnNmP4vQ60CllUkJMJochzV9/QgadL3mq/fEEDJh/8uvXvyE14xp8oVRNchz6hPahp2s4lWY7uann0l47dFEUySuIw6GYybxJww6faFCM+dJfDA4nxqqziVSHM66PhR8PbGJNVhD3zEw/6fAgVRBPT3qavNo8qQtzhSRmWGUMx+xwMyghhAtGJvk25hZgdVnZUb4Di9vCjJ4ziDCoAKiu617PRnaXhwMl0jr2tlE38FhBPI7vbwR5fCdH1rkEVjBdnLDKzbwcdgcFzmhc3tkoZa3LjJeZHXhFF+7aUfRJKucQG1BpdN1bMWapJNVTznXlycim/l/j4QhNBCEYSHRWYbMf30BfKbpRAkpl04YGcTIDY+rsRLnbt/uwv7QMQVVBSnRfKWlXmQk/3QbqELj30MknaIaqjW8wo/QZQkJTySzr3/xFxTvA6+aQkIjF6UGtkHFev+lcOOB0TM7Wt0huQKfQ4RE9uERJqRYw3+9+PL3xaQ5UH+CfQ//J8KgxLN8nJY6nDe4Dic9AdTYEd88PQ40ugkk2O4Wijbf87THmtHKdsZbw2mTSBnZee3qQFGMOSyr3V39NP6cTnJZAYqyb8r/fMhlv/Z0zlFsRC7PBcRkKTTBz+8ylZm9NY0K7K6JVGlBYRRyCAC4LyNtnRRAgQGciCALzU+eTpp+O1jMSZBAx8HSf3uN59fukWH/lSmEkp/WZgdvrRinvWNVLa2kw3m9IjAWpgpiaNJU+IW20X8hfLyVkqrMh5y847UEYfb2UnGoHV07oxUcbDrHiQDk5FXXUkcOWsi2khqYyKfGwIEAUBRxONaBGr1bC8Mukr7Yy/DIYcE7LvJn2fguFmyFp9AkTY0OihhAlv5k/qys4N3Rw22Orx2R3U10bDEzjxuGzDp+oyZO+h/pYMRbaA2QKcFkRTcV8kH8z+l6H2Hvon5js4wjWnPg1r1PqmNN7zuEDlVJi7Mci6d/4kXn9kcs6PqFcYinhht9vIEgZxIyeMwjXq1ggX8H4kmqouB+i2l8p1BHsKzHh9opE6FVEBylQ1ZWj9Xp9kqTuzgQSY10cmUrDP2MlddCZLish6tYtOgurrYieIKIdl/Hx7KHMfP8xjHWybt2VUrTVEOwVGWIKom/fw2bhgiBwV/DtzN95PeUqdbNjPV4PF/VQohHjeU3W9CF6ZNw8hD89lIaNaFd8+2s3Y+jzPj9XLud6Pj3ckTJ2YJu7Gu3GyX1RwfRyFCOUHSfJtfIZyFhG3ZAHgf6kxwWTX5dHcnByq183RzIufhwrLlhBfgVcvHk9RovvuuME8D+iKLIifwUVtgq8opeVmRXUOdzEh2gYnNITZDd2dojtQx3EIxHhlMoV1Nn83C7baWGs3cEOdww9go/fZr0jCNYo8dh7skBwoRXt4KwDjq8kDdA12VFgZPH6TP5QSaoLYdJdHHLV0kMTwhUDruDCtAvRKtreldrf3D/sRQa/3xeF4AWnFTSBxFiA7ssPWT9QainFWRzBrbIyvMhQ9PZthUVMsJqIGgfXFEdyzuV3+HRuf2BzesipkDZGB9QnxkbHjWZ03OjmByy5E+KHSqWUx9us6TMNblgFS+6Ago3wy72w83OY+7JUWdFGekXqmZ4eze/7y/lgXR7xyet4fcfrnJd6XpPE2NLsX9H3eQ63JRWdetYJZmwFDUkxUZRKKvVRUhnp0TSULp4kEVVlq8Ik34LcYMXpHtju8A5UFKOO+R410WhVZx0+IXpBofG9YkyulOasykKozmZAZDpFplJQ1LApp5rT+x/fG9XpcXLTipsYEzuGywdcjlqmQqzIQAAyvQnMH5bAiJ4n6BzqR2L1saSEphCrj8XldRGuV3GefBUjrAeh4txukxjbVe8vNijJwLjPxxGNgs9kMsJ82YChGxLwGOviqNR6+jmc9LN72tS9pshoQ67NJSQ8GxGRcMd8nFWndeuulC6Lkb0qFV9EuFhb+luTc56Ygczx/JvHoh5odqzD48AsF6hQKNCom5anlsSN4gn56fyhbLsBudPtpcJag+hVkhoudcukbI/0PabtH2ypfecy2OFitMOKWHEAr7eZzpSVUs39Xof0cNwn1svZ35/NlC+m4PC0PZmlU+qI1kYx4qOBZGkuR2Y7vhovQNdDEAQ+P+tz7ht9H2NixzR2ozxzUByyTtht8zmaEP4yGFirV2Fx1/r3Xi4Lr4aG8FdEGU46tzV3sFaBoDCyKDiYxUGGJm3MA3QPXB4v9327m8tkvxEvVENwIkX953DJ0ku49Y9bMTvNXTopBhCs02ClfiOqoQtdgADdlG8PfstrO14j79AyACqC+/s82Rs26AwAYh3b+PrAT/xV8JdP5/c1B0pNeEWINKiJDtIgiiLfHfyOjOqMY59LKg/Clvek5NjJfG1jBsBVv8Ccl6R/45Kd8O5p8PO/wd72KoerJ/QC4KsthSQb0pnbey5Do4c2uabUUo5MVYVcUYcqZwVs+xgqs9p8zyZk/S5tVC+7G3Z81vScywaWcunPoSfeXMupzSFTfJO46C/okf99u8PaU56NKnwDspC1TU+c+w7cXwL9z2n3PY6h0Wcsi/tG38eZIe/iNg09qc/Y1rKtbCzZyGcHPpMqpcwlCA4TblFGmTKBe2efvBTTX+iVer47+zvePP1NlDIlEXo11WJ9UtTWuevC1rCzUFov94px4PQ6qfLaCfV6IaTjy1O7EoHEWBdHrlTzZXEpb5eYCdOEtXp8YY0NVcRKchUvsyxnGQ7NBpRh67G5um85nNNSwz61ktVhFv4qXN7k3O+1n3Ao5XO2e7c3O1YtV/NZQQ1fFZWg1zRNjO2qWY2+9yvUaL5pc2y5lRYc1WMR8p7k4fH/lg4eqRhrIwlhffhY258Hq2oY49lGkdHW9AKPC2pyAdhQK+2iRIWb0Cq0ROuiUcubV9C1hFpHLef/dAGz4iPxAjK3rVXtlgN0Li6vixh9DAv6LcDtkbFiv1RGeZVsidRivHhH5wbYXoJiuWTIvdhL5mO3+bmU0Gnh62ADe8NLQW47+fV+JEijRKY08la4mo9CgqRSygDdikVrcikqKeYW5Q/SgWn3c8CUi8PtoMZe0+ZOwh3J4qx3OKNnJC+GREmfQwECdGPm9JnDzJ6zGFhRJB3oNcXn9wjpNx0vAqX6ah7deD/v73nf5/fwJQ3+Yg1qsQJzAQ+ve5gFSxcc29TpQH03yl6TQBN88sllMhh5FdyyBQZdIKmXNr4FO9velGBcnwjSY4OwuTwcKkziqUlPcU7KOU2uGRk5FWvejchrZyJsfR9+vAXyVrX5nk1IOR3G/FP68w83w55vD58zFkjf1cGgPfEzXZg6jERvDFOclfQp/rHdYdntOhyV04iVTT72pEzmH3/I2EEQOxiUOiK0EUzsE4NMVcaa7IITDusb1peHxj7EdYOuQybIsBVLzY4OiTHceFp/YoI797PRaDeyr2ofVbYqwvUqauoTY16Ln6sWfEiD8f6kXv3488I/ed8ZhACBUsrODiDAiVGotZTL5dQIHvQeJyq5qlXji2pseF3hhCqS6BXSi0rtM2i0YHF2364TrrpqUp0uhtdGM21c01bRiUHxiGUyLK7mHxIFZKS67GgEF0a1rsm5EI8DpVtDaDsW95llZgR5HX1iEjCoDJKkujExNqjN8wJU9RpPRvFa0mXbOVhuJin8iPiN+eB1Iyq0rClTAW5mp0zg7ilrqWpneZlWoSWjJgMUcswyAT12aqxO4kK6tpIhgGS6P/e7ufQK6cUj4x5ha44Xq9NDYqiG+KzFkr9H8iSp7KEbc27q+Tz95e+4Ban5hL+UcKLTwj9qzSxhCElBxy8D6AiCNQq87mAmmQXSPNZAYqybUVBt5cXfM7ld8RMhWCC6P+Lgi5guV/DpWZ8SpApqtadoZyCTebHIBd4SZ3BLRF+6fsQBAhyfC/peQF/N6cT+ORQEiBx8hu9voo+gVNuXwY5s4sUIhkQd32eqK3C08b7NbWNM7BhkguxYb7QMSWlH2pmtu4khGs5bCEMXwJZFMPLqw+da6Z8pCAJXT+zFv77exQfrM+nfpwSLq45ZvQ6XTKqEEDy2ZPTBGrDUV0Hoo1oX8/EDgFlPS56L2z6Cb68DpQ7SZh02ug/tcVJrlZSwFBZwDpdVPkBxcHut98FhDcNZMZMRvY9Qqnlc0nOKonXPli3mtAelr3p+KnsSfZ9V5BZfQIV5GlFBzW/aR2gjuDDtwsa/v54VzibHQ/QMlvHExGT/xNoK7l1zL2uL1vLo+EeZ1/scqpESY47acrrDk1GtzUVOhbRmHJoURrhWRaSxvvFcSPtfa92ZgGKsi6NU6bg4PobzkyLINma3enyh0YqjbB63p7/DuPhxBHkH4TIN7NYeYx6bkaEOJ+PM/TnvCI8xgCsGXM6dWam8Wb4VT+m+Y8YWmku4Pi6cW6MjUaiafhDMsTvZVpDJAxVt7za3r7QCQ98nyNf/S0rOmUskaa0gh6h+bZ4X4CVHPv+MjaY0qIScovKmJ+vLKN2hvai0upHLBCJD7CgEBbH62GZmazkquYq3Z7zNYrOAziuixREw4O8m7KvaR1FdETvLdxKmCWPJrmIArkkxIVRnS74S6WedZJauz4binwmN+hGFOg+7H8vEvQ4L19WaSK4YREJIpN/u0xKCNEpEVzhXlmu5raa23mMsQHdAFEUe+H4PYa4Krlb8AsDakZdw4x83U2mrJD08nQRD99i1vWLA5dRl34WjcjpWfze/CBDAj6wrWsdHez9i5a5fiBGMOAUV8h5j/XIve9Ikervc3FEUzp0j7/TLPXxFg/F+g2IsLTyNhTMX8s4Z7zS9sK4cCjZJf25tYqyBPqfBRZ8cVi9VZsGLA2Dty61SpM4bEo9cJlBaV8NNK/7Jfavva1L2+V3O52gSP0IetPeIxJgPPToFQSoRHXQBeN3w5eVSk4EjE2MnweV1USWr44BKicwHatwdVWtRhGxGrzcePpi7Ep6Iho86psHLoKh+ICqQKUysO045ZYGpgBuX38gXB76QQqy08Pb6MjaJ/Zh1zqWoFe1r0OAL4vXxRGgicHvdKOQy7MpQAJzmE5eIdhV215dRJoVreWP3s1z40wWsqG+whg+SsN2ZQGKsi6NQa9F7RfReL15v698YC4yVyLSHCAtyIxNkpAt3YC/6B4LY9Us0jodoM7JJo2Z/cC25tblNzsUFBzFadpDh8n3UleUcM7bGZmK7Vs0qdRjKoKa7Q4JcgRvw0vaWu3vKsxFFAZVcgV6ph9J6f7HIVFC27988LXYkyS6RYNFzrOS7SvJGqNZKZp69ohTM+X4Wp391OrWO9vsujY8fzwCZASWgExwYrd2rLfHflYGRA/nh7B94fOLjuNwy/jggJVTnCuukC/rOalkXpS7OHysfwBO5jljtHiwO/z2c2xxmPg8ykB9SiqqT12ZBGgXg5S11Oj8NvwhXg6dhgC7PjzuLWZVZQZqyFLnGgLvneB4vWMa64nV8tO+jzg6vVSQExaDwRINXi9Xp7uxwAgRoMz/m/MhzW57jp4o9jLK/wYqhr7R73XY8oofOBKCnezs/ZixnT+Uev9ynvbg9Xg40JsYkr7UNJRsoMBUgikd53Wb+AoiSeb6vyrG2fQi2Glj+MLwzFQo2t2iYRikn0qBCdBvoYejD6LjR2N32xvNZxr0og/ahUBmhriEx5uPNLpkcznkT0ueAxwGfXwK7pCYrLekAWWWr4j0+5ZL4WGTe9q+5D9p/QRv/DTbZESKLmkOAKG2S+gunVaqc8bi5rP9lnB/5Hs6qaazLar6aZWXhStYWr+W3Q5KH9ONL9uHyiExNi+K09K7RYOihsQ/x10V/NaranGqpLNZr6R6JsYYyyiGJoeyt3Mv+6gN4R1wBk+4CXec0NegqBEopuzgKlZqfiiSzbG9w60zhvV6Rctdu9Mmf8daBNZzW9zMcskPIdSWYXSn+CLdDyIk/m8cdVRwK2s6oorX0CunVeM7kMnJ9sohNlsQPVUUcbZkaoo7CVngpIKBUNpXwbnYV8WCvHvR0VNPW5tzF5eHUVT7Gfy6u/9BzmMAQ2y7j/QYuH3A5U7euo4fpcz537W56skpSjB0iDoAesWaqXAJymbxdHSkbeG37a+zVOrhBrULntFNjDSjGujpe0YvT46R3aG96h/bmx53F2F1eeoVriDhU7wMy6PzODdJHTPIqiao1stapx+ZH1Uru8P/jqX0PA1uQyTp3X0mjlKNSyNiUsJ3NNSLjQp+iczVsAVqC0erk8SWSmnn41PnIJ9wA1mrekIm8testbh56cydH2DrWFa0jvceDjHYYke3+D0y8orNDChCgTYyIGYHZUcefm+KxEkryaN92ozwSQ+oknChZHurh3Q13Mj9lPgMj279O9DW5lRYcbi96lZye4To8Xg//98f/YXPb+Hbet6SGpR6++EBDGaUPVegzHoOoNPjtQamR1XszpDLL6Q+DNvSEQ2OCNZSZHNze721mHNUBcUT4mazbG0p0aB+p5BF8V0p5JHIlnL8IPr8Y8tZITQZ6T4O4k5fPauQatGgJ9pihDcKIo/Hak3F7PfSLOOL/rEHB5uuOlA2IIjyfKinab9lCSGQqk1MS+WDDflbnOoHBxwyZkjQFt9dNvCGePw+U88eBMhapnmeEYQCCtQ/oI/wTaysQBAG3143ZKfl/i5pwsAPW7mG+v7O+I+WQxFDOGPpfso3ZUkm3tvP/bTubQGKsi6PSGrjE+QAOUclnKGhNTr+izoEbF3JXMH3DpaTafvEFdD3NVNgGAml+idnfZIRPIXPfbmKCCukR3FSOHKoOxSoT8QgCxTW5HC1WVst0uM2DUMqFY3yI1PU7Jh6a6fjYApxuL3lVdSAqmdCzvmPKoPOlL7dvFFZ1Y65jbG4PauuGcNGRXkp1khJoj13aTRmfOIzXx62jpK7EJ/fdUbGDjTInZyoU6HBQHVCMdXl2VezihuU3cGbvM/nPuP+wZKdURnl9r3KEvUWS+WvKjE6O0jecKwuF6lyucoZi8aNqpSZ8KC7TQLQqAZnQ+YLrYI0ai60ngxPCjjVBDtAl+e/PB6isc5ISbeDGKX346dBSRsWOorc+lmcnP9vZ4bUas8tMnsZFhCjHbQuU8wbovlzQ9wJ6q6bx8+/rCdMpSYvxo5paqeX7vv/lk5xD6MM2Ea3rGkqYo2nwF+sXF4xMJlBlM9InpA8FdQX0DjlCpey0QM6f0p/T21hG2RyCAMP+Ianbf3sIdn4mdb08sETy8Rpw7nG9uqLr/avyasrIqDYSrYtubGIWqxqIy+ilV0T956Zc7T/1vEINF30qqaZ6jGnxsFBNKHcG38vFO6+iWhXXrhBEUcRccho25xTGJh6RlKvJq7/ZyRVsbUIQILyX9LNXZUFkKhtrP8SQ+hGVlVPJr5pJj4imfs9JQUlcOfBKnG4vM19aRQQmTpNth7074Ozn/BNnK9lSuoVrfruG5OBkfjjnB1z6WPZUJ6PVJtP6Nnkdz676UsohSaH0DA6nZ7Cf/v+7IYHEWBdHpVSwI3E9cm0uKwoHcVaflmuZCmtsuGtHECNM5NHxUmcdvSyWKpsGP9rw+B2TzYWzahrjeyUxObHpboNMkHGrcTDnm5ZS1vNYr7Ccsu2cEf8IoW4V0PTDe3hwCmvWFbLLk3rMuJaQW2lBlfgeClUNh6zhxIeOO3zSB8aWoihy1ZabsCZbcWTHUWS0HTbgv+RzsNXw2UtSiVyfaCVahZbeob4pr7o0/VLOKi9kqKOY9YIDoyWQGOvqrClag9VtxeqyYra7+CtTKheYJa6RLug3129lIh1NvkrNXr0Oj7zQr+VcgteAvegfJMd2jfLTYK2CqPzZPJWiIKY6H/Sd2xAgwInZmFPF4s0FjBQO8FpiIbuKvDy49kGCVEF8M/cbYrrh/9/QqKFcWRnF6c7duByBxFiA7smB6gPsrdxL2W4j29UPsk8/CZnMD8b7RxA9Yh7luzaTWDKNWy4/za/3ait7i6UH6Abj/QhtBJ/P+RyP14NcdpSfwMwnoXALRPf3fSD6SJj/Jgy9BJbcISVZvr5Guld08/69UUHS+ubr/Gd4JWsXT018irl95gLwR+lnqCKL0cnqBQKG6JOa4bcLla5VSbEGBLkSh4DkU9YOik01OFW7kAkRTRtn1TQoxvyYGIlIOZwYAwZEpoMoIFOYWZddSY+IwxKGtUVr+ebgN5zV6yyy8pLJrbRwhr4CPEi+bCrdcW7SsURoI/CKXqrsUjmoJWIgc7Kf4vbeqdzeuaGdlDKTnVKTHZkAblU21/x6D6NVkdygToKe4yFheGeH2KkEEmNdHKVMBngQZB5sLvtJrz+SwhorgrKK+LBejR9gkw2P8unefAy9u4exb3Ok5X3CGfoiBNmZODxpqOVNSyIj1T0I8YqUN1PrXVKbx/oQO+mOY5NmGpWWYK8Xg+hpU2e7zDIzMnUJKCwEq4MllZilAoLjffKBKwgCvUN6s6+iAEFuJic/n6Tw9MbzRlFPVi2Ah3u3XED0vigWnrHQJw9b03pMg0lqvmU7q/bqOCNQStnluXnozUxJnIJaoeb3/WU43V5SIzWE5taXOww878QTdCNWKbw8Ex1JvCnLrx5joRse5rKgEjLU84FmWp53MEEaJRNUqxE3LcfkuIzgpFGdHVKA4+Bwe7jvu92AyP/CviV23x5cWifp4emkhKZ0y6QYQIw+hgHOSIY4nOTYA51RA3RPfs37lYW7FzLEHs9NgpVEjcPv9xzdKxyFTKDIWM2yzFUMie/T5ZpuHG28n23MJlQdSsTRJVcqPYy6VvryJ70mwz/XwZqXwG48nBQTRSl5dESXzJhg6dlA5g1pNEpvYHvtMtRR1ciIl+xOgtrXpMpf/LfmPzyR3IN3yoMZd/LLj8um4r1okz4GVwRa1TWHT/i7lBKkxBg0Jsam95jOgrh43j5QytrsKi4efTgx9nv+7yw/tBy9PIxvV0jPGTf0c8IeICr96Jk7jaSgJP644I/G34NwvSR+qOkGooGGMsq+MUHkmQ6yqXQTemUkZL4FU+4NJMY6O4AAJ0YmE7ilXEawEMPoKcmtGltQU4e+94tkyERK6n4mzhCHTO5EkFuwuvz/oe8XPG5m5L/E4z0SqDFv5BrToKYeB8A6fTmLEuKY5DrE3UcNj5KHcVONEb3nWOfsfI+RexPjUHqcLPZ6UR+9G3YSDpbXYc25g+mDvaSEpkDJLlg4XXozv3lja3/SZvlw9oe8t+g9LvA+hXXVzzD0Z/B6QSZjX73kPT7KjNltocomI1LrG9ehrWVbWVW5kcKwUArF6ID5fhfH4rKglqsZFDUIgGd+kAxrZw9JQhiyDPb9CL2mdGaIPiVRFcKo6jxsTo3/OuN5vdQVfcP3iTHoxU+AzvdSCtYo+DU2n491cTxvK2JmZwcU4Li8+Vc2ORUWztPtpId1D+VqA0lTH+JjXTgesftKuCusFXwVVsEmVxgLnIHEWIDuSY+gHoyIHsmg3XsB0KT5X8GlUyl4PeQTlhi28u/1Km4bfhvXDvJzYqkViKLYWErZYLz/8NqH2VW5ixemvsCMnp1kxaBQw9R/Nz22+ytY/QLMeRF6Simk6HrFWJzrShZdOrrJ5X21M9iUn4+t90S44t9SYq0LIpepcHtdvB17f7sSY5V1Djy2RAzyI3zU7LVSYwPwXyklHJEYk0z/dUodp6Um886qbNblHUAUhyLUiwcuSruIKG0UW/dHYXF6GJIUynBtmTQ+qq//YmwlCpmCKN3hf8twvZogrAg1ueDu65MqIX9xpPH+5MTe6JV6wte9IZ0M+Xt3pIRAV8puwXniTi4TN6O0HatyOhHZ1aUgypAha/QvWGV+HEPfxymw7fRHqP7HIX1IR7k96OVhzRrLu9VqclRKyrAecy5aHsY/jSbmmo99EJHLFRxSKilXirg8rf+QPFhmRvQYGBs/RlKxldYb5AfHt3qu46GSq9BH98CjsBBXswVcNtjzDTyTTOif0kJhcHQ6ay5ew1sz3jpW6t5G9lTuYdGeRRQ5twJQE0iMdWne2vkW07+azrcHv6XW6mLVQamMcu7gOGmHdeq/D7dDPwWYquvBotJyxtZE+a+U0mVFASQ7XehkXUPdE6xRIveoCPF48LpsnR1OgOOQVV7HG39mI8fDI7qv+Tg4iLMTYlhevRuVXIVWoT35JF0Uh8fBJm0lPxn0iI5jP3MDBOgOzE+dz419nuQmi9TpPHJQxyR9eulsjHRYCPGqkQud3Or4KIpr7RitLhQygdQYA6Io4vK6EBDoG3ZEkqJgE3x3Ixxc3jmBiiKseREq9sP7s+DHW8Fa3egxVmF24vF6qHMeLvXuo5yPo+xsIjT1m8f+LKNsB//s8w7mjEeQe9u3yW0Q+2LNu4WBylsPH2woo9RFgNrQrvlPyFGKMYBcxwr0qU9gMfxIRtnhZ9v08HTGhl/Cip1SyeSj8wYgVGZKJ7uQYgzgnpX3MGnxJFYXriZCr+JP9Z08kvePJj9nV2RngVQePTgphMSgRM5OOZtJZqN0MpAYCyjGugMLwzXs0sYyp2wNl/dr+Z5Bda2WusxHeejspMYEiVImZbEdnm6qGLMbAfioqIbfzlnRrGHpyJhZxK7LIFRzrL9WnjmXbcEGQt0aju6bk5Q+D8cPlZSIGlxuL6iPGX5CdtQuRddrDUXe84AbpA46ALGDWjfRCdhSuoUXah/ki9hYlhYVQd5a6U3YVkNtnfRQkh6nJUQdwuCoY7u9tJVBkYP4R8I0YkoriJKto8DqQ3PVAD5nU+kmqu3VBKmC+G1fKS6PSL9oHanRflz8dCIOlZYCpRKLvBqLvxRjLiuj7A5+Kirh/kH3+OcerSRYq2DwvlE8r3wbUpr3WQnQuYiiyAPf7cbp8fJw/Db01Tn8FR9PneiiytZ8u/ruRLgmnNMcfRhRtwXREPAYC9D9KKkrYUfFDgq25zFWcGKShxF8HN8qX6NImcY/Nv7BQFMSw6+8skPu2VIaqhBSog2oFdIzxJdzv8TisqBTHOH1tPd72Pm5lKBK7QQVmSDAlUvh9//Ato+krwPLSBv1IBBFsWsDwz+5mVExo1g4cyE2t40My3IUQVb0il5S3F00MRamDkPpVSA427fxdaAqB0FhJCb4iMRHeC+47HupY6Q/Ca9/FjOXgKMO1AYGRPZDEEQERR1rDlaSHhvMlxlfsrN8J1v2pAJRnD8ikaFJoVCRIY3vYokxq9uK0WGkzFpGtD6dGjGISMEE1q77ue71iuw6QjH20NqHiNREcIW5iFAIJMYIKMa6BWVyOfvVKirtrftlK6gxApAeddizYF7Mo5j3P0WkMNKXIXYcNiMuIF+mR69u/uWbnDSB10138rl46THn9psy+G9EOD8FKY85Z9AE4ban4LUn4vJ4WxWWw+3B6MlFrilBo673gmtQjMX4LjGWGJSIR3RTLlfiAcSs5VB1EIA99ihA5JuKW7jwpwspMBX47L7DY4bzb00vrsxaxmTZroBirIvzyZmf8PaMt5mYMJElu6TOpLckZMDLg2H9650cne/J6jOZ+YlxLI4rx+rwk2LMWYdVECgWNOg0XWMRHaRRYhE1eAGXvxe3AdrEV1sK2ZhbTZjSzeWOz5EBbw+8iacmPsVFaRd1dnjtRqfUcZo4iMtNZoSAajFAN2R10Wr+tepfLDV9CkBN9NgOS5QkjJiNHEgXM/ht/2pMTlOH3LclHG28X2mrxOKyoFfqG0vfEEXIWCr92ZfdKFuLLhzmvQpX/SwlUKyVJK28nZeUr1NrUTYxSq+yVbHH+R6a+K+ZefBReCIGtrzfebGfgC8PPUxqyr+5pfICaEfn6b8q38SQ+l8sys2HD6qDoM80qRGTP9GFS6o0OMKAfwBXJi7EduhG1mdL/y9Lc5byY86P5NRmY1Ar+NesNLAZoa5UGhvZtsZo/uL24bfz9dyvObPXmYTrVVRT35SpCyfG8qosmOxu1AoZ8eHwfdb3LNzzHvKGxjnBXcvjsDMIJMa6AWeaFbxZWs5YTcvfFERRpEy5GEPfR9ht+rXxuE6pBmQ43a1L/HQZ7LXkKJVcmGzg0R2XNHuJXuNGE/8FFfqX8IpNf84IWRAz6yykO45d9JidZrSJn6BN/ABHK9t25lVasZefDqVXcn7aHMn3q0zyqiB2YKvmOhExuhiWzf+F0bnzkQPujOWNHzSb6yIQFEaMzgoOGg8SqfONvxiAyWliqa2I7w16dIK9WxhM/l2ptFWiEBSMjx+P3SFnbZbUhGKKcyUY86GurJMj9D3B0f1RCQbcHoP/PMacVr4JMjAzOZotljf9c49WEqxRkBWRxdDkJP4nHttsJEDnUlnn4Mll+wF4K2UTj2md/BjVA+Xo65nbZ+7hh8tuzq8GODdoOquiAkriAN0PnVJH//ABDKmTPPIM/Vre/b29qKNSqJDHcF18JHdvvpmNJb7xo/UF+47yF3tt+2uM+2wcH+z54PBF5fuhJg/kaugzveODPJqe4+GG1TD9YUQEzpGvI8wawldn/sxXc78CQC7ICRGH4LakonfVgMchNQ/ogpjcNRQolZhkMvC0fd3t8LgRRRnJIUk+jK4VXPYd3JUJcUMAkAkyzkhLB8HBxsIDuD1erhpwI3LTVNx16dw2PVXyiPN6YOKdMPRS0BxrndOZpIalkhaehk6pI8KgwihKFRliF06M7SqUkt0D4oNRyeXcO/perkqeQ5Aogja8y3T97EwCpZTdgCSXmoFeO5m03Iek2uLEq6xAIXeQEBzWePyvqrfQp64m33UBMMwP0foZey0WmZTPNaiaLwtLCA1GGbwDBJGi0v0kxQ1oPNdf0ZMrKqrIU/Q6Zpy3KgeZYQ8ywO5uneoks8yM6A4lJSiZPmF9oDpHkifL1RDhu10OQRBICk6gJGIMlho5emM2GKVz2d44IvQx/HTeb+TW5vrUt6bKVsW9xb8SFB7Gk7UOTHY3bo8XhTyQW+9KiKLIZcsuQ0TkldNeYdtBDW6vyIhYBYa8FdJFA8/v3CD9QFJQEudHLuLtVTlYE/3nMeaoT2RolV1j8RCkUeL2qhAFAbM30Cm2q/H4kn3U2lwMiA+mTrad74IM/ISModYyegT3OPkE3YSNnt9xRtaxTxXYbQ7Q/ZjTew5htgGM3jICBAgf1HGJMQSBiqixpDtXkaXSYXJ0JcVY046UpdZSREQSg44ot2pQi/We4l+fqtagUMGkuxA2L8JhKiMaC25nEAqZ9MgbZ4gj3nEzhYXVaKP/I43RR51gws7j4l63Mfj3C+nlcoHbAcq2rev1VbdSWmFm9IShhw/++RRYKmDkNT7dwG+W+oTYkZiFfQSlPYbHEcWuojms2RWCsWgWvaP0XDE+uT7wCDj9P/6NrY3sKN/BGzveIFYfywNj/kO1KCnGHLUVaDo5tuOxo74j5ZCkUAwqA5f2uxRkvwBvBMoo6wkkxroBa/XwmTqC5Nrt9GVBi8YU1tiw5V9LVJiJyUkTGo97RDsyRR12T/c0yRVtRoY7HDyXFUHKbR80e024TsO1VV7SvFV4ijPhiMRYLm5Wq4YTpknkqqPG6eRqHqqsxu1V4m5lKeW2oiy0Pd7GE9ofmHC4jDK6n89Nzt/d9S65YQt5UuzJU7U5AHgFOfliDOPig4kzxBFniPPpPcM14YwJ6kVIyR60glQqWmtzEWFopRFbAL9SbCmm0iYphxINiTy2S3od/jNmPxgdENnXp553XYbS3czJexqVSkalw0/+X846rq01MbYmhD1zb/bPPVpJsFaByjiEX+3LiAg7dRItpwIrMyv4YUcxMgGePncQA+J+5OZVD6CN6ndKJcUAUvUT2V5YiUsbWFIG6F6YnWa2lm3lr1wtDzqf5YbelVwcltyhMej6zeDuv37kwqogUq84t0PvfTyMVidFRqk0ul+clBh76/S3qLRVNvUXO7BM+p5+tGtvF+Cfazj3nd3sLTFz7/prMXvK+fysz1HL1dR4MhGUMjSOenVPF02MpYQOZKijXinmadvml9PjpMRkAuTEhx6hjNv7PVRmQL957Y6zLfSP6AeCF0Hm5IFVj5FXaUWmGsvDc85Cpej6m+5Oj5P1JetJDk5GrZBjkUuKNoepvMsmxo70F1t+aDkF5gImOCEtqh9EpXVucF2EwCqmG5CngiVBembZC1s8pshoA1FBj6A+TTo3zoi/go07hhDSI9kPkfofpxeMYig1YihxQWHNXiMIAhMsYYz0FpBbW9Pk3B+OTNYmVBLlHXZMYkyp1HChuQ6rqCbH27o35T1V+1Hoc7EI9eNKG4z3fb8Lo5KrcGNlpzK88Vi1Mg6XTcEh9VNc8XMo/xn3H3qHHtt8oK2EqENYOOhW2HU++2TSIqnGGkiMdTUSDAmsvGglmTWZWB1y1mVLSbIJtr+kCwae32VNZtuFpYJrtDux9ZEx3uGnUlGlnn3KAWTYwwnVdg3FWLBGSYYnlX+GfcsPt0zs7HAC1GNzenjweykpfem4WA45VjNINocbpz3TyZH5h/kh5zJ620KSFcuBLlBOFSBAC9levp1b/7gVpTeGavEOlMNndXgMicNmovhTpC/5/LF7JVMHTWxUN3UW+0oktVhSuJYQrRKb24ZCUBCpPcKiw1QMxdsAAfrO7pxAT4Q2jOhgDXtLzNQ4qjC5kvuzGwABAABJREFUq6m0VZJnyqNU/zya2FSUFfXPCF00Mbai9Es+jY7iYrOZSW0spVxftA157wfQ2ZKIC6l/fYsiGOu7UnZEIrhkJ/z6AKgMsGAxAKGaUG7otZDnl5WRn/oEijArg8ImMTXtiKZqu78GhUYqkdWFH2fyziE1LJUnJjxBgkFSSjtUoeACd13XtLVwebzsqVeBDkkK5cVdP/FnwZ+oR99L2s0bOjm6rkPXT8kGIMzTlzmVBgYZhrd4zMbiTehTnsZs+LTJ8RhtPF5HLB5313iway01aRczUXcZT/Yq441dLx73us0GDf8ND2NlxeYmxzWyYDz2GLSyZpJqchWvh4bweriO2lbK2SsqY7EVXchZPesVfZPvgRvXwPjbWjVPSziz15nc1f8dyouuYola2qXLFWNBZqXancO28m2EakJ9ft9sp5HNGjWCTPpwNgYM+LsUoihSYC5Ap9QxNHoov+wpxSvCxHjQFqySLhp06pVRAqAKQucVAZq0ZPcpPcZwdeRwHk6uYmvNEv/co5UEaZTINAUc0j7OzSu6hootALy84iAF1TbiQjR4nE9w/5r7eXrT050dlt+wOnYzPHgpaabvOjuUAAFahcvjIjm4F1aTVEY0rk9Eh8egCI7mvcj/Z+88w+MorzZ8z/a+6r27dxn3XrExxhiM6b1DgIQQWvggQAiQQiihhB5M72DAdIxx711usnrv2tX2Nt+PkVxAliVZ0q7sva9L18oz77xzVpZmZ877nOfcxWkpg/nj9tvIa8zr8Rh+TYu/2OBmtdhnuZ8x/t3x/HPTPw8P2t+sFksZDcb4ng6xXcSbNIDItIg7+HjBx/SP7I9CUCD4olD5tAiIgHDYHD7EKLIdYKVeS7FS0WmPsf21xQDI0aBVSd1FsVWBzwWCrGdK6GRKKFwFxWulpFwz8wYNBsGHt34y/oaJPDbvV40AfnwYPrgUavZ1f4wdJFITycK+CxmdIDWz82mkxJ1oD02Psf2VTXh8AUwaBRnROiYnT2Ze5jyGxZyEVSQnQFgx1gvYrr+FtXl1PDMru93H5FvykSktyBRHPCSWbcGy6noS06KoZgYwoctj7W6sLi+C3IagsOH2u4857qBWxvc6I7NcBUdtn6iZRElhgKH9+/z2ILmK/5mNuGUyhrjanxhz+/yU1CjxB07j4iEzpY0KVbeVrMXqYpmWqeMhsZ5/289g7uKFvPhJPgS0vDjtQ5rEIqI0Xb+ycmvOi5QmxvNspRMcko9dmNDhQMMBFn+5mOGxw3lr3lt8tbMcgBtjdkK9HxKzIbqV3/uTAbWBT8sqcAd03JmS1G2ncYtWZAobCrl4/ME9gEmrAEHErygnvzG8zhUK7Cm38soqqcT9yalyDmzYzHeRZk6PGBzkyLqPr+0/si8hlv+rdTDk+MPDhAkZZqXPQlmfRPr2s9hjsJBk6nnFGICQfSnunZtRKjyU2coYEBXcsqZfG+/nNubiCXgwKI/wEeszE2Y+AMEydD8eOZ/zf/vvYrIyk3Wefx/6mZ6ZdSb3LJGT6MkH9VeSEqmLLU+6itNTFzA150vGud2dToz110+nab9A33jV4Y0NzWoxUwrIlV0Q6XGIygQEcFmkro16SXmoVNdj7P8ooihySeIb9I07wmDfYweLlNQjdmD3x9gJXtn5CrmNudySfQuFERNYVPsQVw6ewMJgB9YKO1rKKFMjEASBCwZcwAUDLpCUn14XKEO1ALRnCc0rQZij8MpLUUVvYEe9lYW03onx18gdo3AUqZg17Qjj9zfOotagxBbhBXdlN0XbvVjtTjwNE4mTj+KqITOOOS5LnsLVjfuI0aQftd1c8S0va5+koG4C/PrSJVNwidVGQABFB0opC2rtKOI+RYcehXIsdKBJQmd5IechDH3XU1RyFcuVc/jJa8CgVjAhbSAy2aBuOWeaIRmFvZYqpbS61OgIm32HEnvr9yIX5MRoYqht8rChoB6A0f7t0oCTVS0GoDYSFQjgFl3d15XS2UBEzUSqfOM4fdbc7jlHBzFqlATccfyjwkGmPAeaqkJ25f5UwB8Q+fNnu/AHRGYPMTC+4FkmWK3MT5lKzIBzgh1et5GkTUXZsJ3IE+iaFiZMT+MP+NlavZXSnSuZKtSiUhSBTB6UWCb1jeGRby4CmZHJl00PSgxH8mvj/b+M/wvXDLkGteII+4yoLJh6ZzDCax9yFUZPNamCgVesP3HD988yO3028zLm4fA5iBKkDn3o49qeJ4iMjh+PsclPnODtdGKswuKCgI408xHvs6FQeo1Mb/WYLkeplRKolmKoO3goMZZiTAGZG7Wg5+zRqqOPqT0gvepjQ66MsoUfin5gb/1e5mfOR2GKZ6voZVYg5vgHBoEdzcb7w1PMVDuqWVGygv6R/cl+93KpY/21P0LqmKDGGAqEE2O9AJmQgzruW3bVVkI7E2OVjeB3ZjAmMfvwRq+DuXYlSnck76nGdkeo3U7mD9ewX7GeZwO3H90Z51f01w/m9PKP2W88+oPkfd967kxP4TK7g9G/Pkiu4o6GRgBWdsA6cU9FHcqIjSCIwP1QtBa+ugP6zoK5j7Z7no5Qaa9EUDYiU1fx+bYyAIzpb3LL8s+5/bTbu2W18aUz3wTgjx9sh+oyGsKllCHFOX3PYXrKdJo8TXyzuxJRhJFpEWgvfReK1oTsiluXoDLwcHQka3RafK51wKTjHtJRxA0v87P/Md7xzyLFfG2Xz98ZTBoFBLRMcdoxCk6pEy7hxFiweHt9ETtKGjFqROrUj3Nb3UH+plASM+uvwQ6tW7ks8wbGbHlV+kcgALKwejFM6JNvyeea765BE5BxEeBI7vrPjfbSP97Ao6ovmODfzIZtGqaMCZ5Xn8vr52CNVG0yOMlEQJSaUaWaQlQZdiyaSwSThFrq3RXkV6wj1ZjKrpocdP0/ZU/1VJxnvIlWpTrORMFjd/0m/mMeT6Q7ho8jOpfEWpJ/P7qsMhT6G4DmxMchf7EeSoyBVLHQkhhLGw+ATJDx9Iyn2VCxgf5RmUePr9kvvcaErin8hQMupMnTRKY5kyiDHYA6W2g+G+0slRLBI1Ii2Fmzk0fWP8LQ6CG8Z62QBpi6tmlbbyV899ILmGXPYWGTjXGO9nWSFEWRUvUzaJLfQaNpLqV0N4EgY4DHy//q7yLg7p1t1QWXlf9E6/khYhXrK9owCzRG84VBz1JlNeIR9ez+gA8AhdCKdFiu4medlqUGPY3OmnbHlFtlxV11NhmKMyRj0oodULMX6guOf3An+cNpf2CU8n58toH8tLcaBB8O+V5Wl61Go+geOWxADGBxW9BrJKVYQ1gxFjLUuyRT2QhNBKmm1ENllPOHJUor4JlTwRC6q6InjMqARS6nQqHAF+ge41Ovq4kHY6J4J7mcYlto+F3oVQoEwcf9sRHcEh+Ly1kf7JBOWSotLv71nXQjf/EUkWJHGTvVKjzDLzp5S5ibEVVyShRyauUy8DmDHU6YMO2i1llLnDae/m4fMiBm2JygxSIIAoO0pVyXLueWPbdj99qDFsuBqib8AZEovYoEk4atVVuZ/N5k7l117+FB3z8A39wLtQeDFudxaU6MxQpWApZ+PDr5URb3X4zVLT0XOQJmVEPOhgEh2DigmT3126iO3sNujQ80pk7NUecpRq6uJk5/REfKllLKiIwTD7K9RPdtDujo35lZabO4b9x9qOS/SlC2JMZCuFvief3P46qhV5FmSiNWC88on+OCvbdJpYkhhMPj40BVEwDZqRHolXqmJE9hTNRgCHglrzlDQpCjDA3CirFeQKYYww119ezStO/BttJqQdAdQAlkRjebzJdtBTHApohkLOIq9EIyMLPbYu4u5B4Lu0wqyhXlNHmajjlOG5nIn2KiEAU/17rqidZKxprX+bOZXLKerTHDf3uQTM6DMak0yF3c4mr/w3VBjQ9vwwQWThyEIAhQKXUj646OlC2MThjNmMQIVuzcj4cAIOParH8TH1tNmjGtW875j43/4N197zJOOwc508Lm+yHE+/ve58UdL3LtsGu5oM8NbCqUOi0tyAwEObIeQq7gZquLqxut3BPoum6sR+J12tmpVlGisuMVQ+PhXyYTMKjVrDAoCAhKmhy1Idsm/GTnwS92Y3P7GJkWwb3xNSzaUIFFpSPugr8EO7Ru5+uqT/kkNZmLLU3c53GASn/8g8KECTITkibwQPrfGbt3Nn5kmAdOC2o8Qso0ZM6PQYT8xnyGxQbHFDvnCON9QRDIqcuhyduEy9f8sO/3wtYlkl/UkHOAvkGJ87hoIwkotMh8TjQNMs7KXIBMJvCn7L+y9MfJaJRy5LLQ7tI9Im4Eb6yfhN+Ric8fQCHvuJ4l0/sntpTlMWhQ/8Mbk7LB2SC99hTHSIwdk0OJsdCtdshvzGdl6UqitdFEGLKZL1uPwhGQfNTMoSNA2V1mJSBCgklDnElDnGkCE5ImQOlm4N9gTApZn72eJvxT6AU0yQV+0WqoFGtoz8dkpdWDo+QqTAYL8YbmxFjpRgAO6oyo1GvxOnqnRa7C08RtDTaWJF3SZicNQ9oo/NuHopYbD8nAAfB5kAGCTP3bgwQBhNPw2WoRFObf7j8Guxp/RhVdhd4YC2QdkRjrvpuaMlsZ65qeRptShbP0KkDG7D6jGJzUuRWl9mBWSz+TPpWfsJsR4VLKEKKkqQQRkSxzFl/vkvwDF6bYiX91FKSOh6uWnfQfesmpM/llXwWObvL487tt3FXXyLuKKfSL7Hf8A3oIk0bFubUysqhF16yIDdOzfJdTyXc5VShVjcRkfkP9z2sY6PHChJtPbqVmM2aNCXVzV1i8diA2qPGECdMe9tfvpybnO3SiSLF+CGmdVOR0FfEj5vLS5y+g96owGvsf/4BuYs+v/MUuGXQJ4xPHI9L8N160RkqK6WIgJYQ9iQQBwZwCdblEykt4bMO/UMpFzkn7HYgqLpP/At+uh8ELIW1csKNtlWkp07ii9mPShQ34KnJQpHT8uaLeYsLv6EdG1BE+XWOvl756kkOJsXZ2XW3pRBnCirE99Xv495Z/MyZhDJenj6MBI7FYwFkfUomxFn+xEanSc9yasjXEaGPIaihACSEVa7DpcOp55cqVLFiwgKSkJARB4PPPPz9q/1VXXYUgCEd9nXHG8bu8PP/882RkZKDRaBg3bhwbN27saGgnLaVKJ7cmxPG2vKhd46utAfy2gaQpjpCFl24GYHhtHlc0OPBbR3RHqN2LKKL2WRnjcjPQOJ0E/bFln7FmPfayy2kqO1cqb2zmWeVmpqYls0PZuky9D9fiLLmGSGX7VFdun58G+TrUcd9iFw5KK2ktF/P47lOMqWQqdjT8gtywHwQvuqRPeGX/Q+yp29Nt57xm6DVsrbDw5/oG9IKLBnu4lDJUeHzK43x/3vfMSpt1qIzyapP0N4/aeNInxQC+H30pdyREUGbcjT/Q9V0j/S4bE10ustwZR11Tgo1Jq2SKVcsimx29L/w32dM0ubw8uDQHgIxBy1hf/QsPK+zSQ+PEW4McXc9w1eCreblAzcJaE17/KaJSDdOrsXqsLP5yMY/LPqBJEPCmTg52SCQMHE+sV0U8DnZt/iloceSUS15ELQutSpmSAVEDGBjVrNzZ97X0OuCMoDUraC9CczllnFDLBwfe4sP9H3L32mvR9/k7mer1sP55yfokRKl2lhNhXkdfw2r8dR23Z9levZ1K3ROoYr8h0RxkPXn8EJj8R5h0+/HHBgJS6ahCE9KJsX4R/Tgz80ympUwjSq+iXjRKOxx1wQ3sV2xv7kg5PCWCgBjgjyv+yOIvF1NS1/y8aj62Z/epRocTY3a7nREjRvD8888fc8wZZ5xBRUXFoa/33nuvzTk/+OAD7rjjDh588EG2bt3KiBEjmDt3LtXV1R0N76REK9Mz1O0m1d8+g8hviz5HnfAJevMRF9GEYWBMYojHyx0NdXgswZFonxA+FwrRy0PRUaz3L2uzlDLGoEJQNBLQ7GVzxe5D2+14aZDLEWStJwqGOj9nvu4TXLaSdoVUUGvHax0MtpFMShkJtblS5xiVETpplNkeYrQx3Dn6LnzlVwGgNO7hx+If8Ae6qSMfoFFoUCqlEhkt7rBiLETIbcjF5rGRaEik3gbbihsRBJGhDT9KA07mbpRH0OCpRmHYj1xTitPb9X8HotvO36IjWR95EIvb0uXzdxaTRsFPBoGnI83kWdu3eBKm6/j39weotLpIj9bxn9Mf5rS407hn4buw+DUpKX0KoFcrWeT5K/M9j+HQ9zKD7jCnJKVNpRiVJmJ9foyiSNyI4HcaFuQK1pmHsyA5kTsPPhiUGPwBkb0V0r31kCQTFreFWR/O4vfLf48v4ANRhP0tibH5QYmxQzQ/8KcHbExPOI9bR95KtbMcmaqRKJoXyPWhq3DdVr2ZF+P9vGk24fO5O3z8ntpcBG0hck0FCS2JMWcDHPhOel7pSUyJMPshGHHh8cfKZHDDCrivHAyh21BoQNQA/jH1H1w55Eqi9CoakD7zRXtoJcZ2NifGslMjsHltDIgcQJQmilRH83N0ODF2iA7LCObNm8e8eW0bFarVahIS2m/i9uSTT3L99ddz9dVXA/Diiy+ybNkyXn/9de69997fjHe73bjdhy8QVqu13efqjaTKE3mvpIp9Ee3Lmu9p3IgqchNK7RHlkjPvhyl/ovLvyazUadG4NuPzn9mpevWg4WzEA3xiMoD9O0SO7d2iVsg5N/YZfohw8tnWg4xJ+i8AN9syGdT0AxXJrXf82Sb/jB3pCpIaBwITjxvSgSob3sbxDDOdwaDoQbDzQ2lHwtBu7cwlCAJXDrmCD39aRY61kbH6PzJuUBMDo7uvFn9r1VbuilKQaIhHV+imMmy+HxLcvfJuiqxFPD/reXYdlMq2LkyuR1GbJ622DewFN69dwGRzFksqpmJxp+Nw+zCou1YlF/Da+MBkBPKkB4QQwahRsk70Uqg1M8hexslt8x5abC9pZMm6QmTaIv40bzqDYvqxZN6SYIfV46yvXI1hwAMEXIk4PLMwa1tpbhMmTAgxOHow9wz6gJc/eZv/Gcu5uu/x7/d6AlPqNEps7+IXXNQ6a3tcnVxYZ8fp9aNRysiMMbChch3VzmrUjWoUMgVU7ARLCSh10GdGj8bWKYZfyOtFMfxUkcB1UfO5YGgqSvcw/vLlJobIn5TG6EO33D3RkMhAh5yBHg8+T8cTYxm6kThLL0Gn0KNTNd8TlW+Ddy+Quj3eGuLVWSGuSATYWLGRcns5kxJnHFKMeZpqaMWwJyjU2dyU1Eu+uEOTzZhUSt468y1p5/uXSq+mcGKshW55cl+xYgVxcXEMGDCAm2++mbq6Y2dOPR4PW7ZsYfbs2YeDksmYPXs269ata/WYxx9/HLPZfOgrNfXkXqH0K1SUKuRUiu3rSmn2TcJdM5Oh0acdvUOhIU+j5ZGYKOQxK/H0tpIHl4WAIHBDvYPJsYvRK9o2+O3jCzDQ7UF/RP5mZdQtXNr0FEXpV7d6TFRAIMHnQ2hnKdaWsv0oI9cRG93cxbJyp/TajWWULWyo2IA87hOUEZtZMGAK1w27DqWs+x5IlDIl1TKoUsjRCS4aHZ6jOn6G6XmsHit+0Y8oigyOHsxXO6W2y5cbt0gD+s89ZVQr/VY/xwrX28z1VGH3dL1iLOBxcFt9I8M9IzGoDF0+f2cxaRV4rMOYIRtESkYveFA5SfD6A/z5010gayIy4x3+uet69v38UMh1o+oJlDIlgsyLXObEYQ9eN70wYdpLpb2Sdfm15PiGUTrkJlCGRtuSPqPP4dXKan4srETp7fkEc4vx/sAEE3KZwGlxp7HkjCXcO7ZZpNCiFuszE5Td4+fZpWROYW/iuRwQU9lUvZolOUtwef0EXKnEB5qV3/rQsUb4NROSJnBbZQS/b7Dg93Y8MeZxm/A1DSdJnX14Y0tHysiMLomxQ5RuhtVPQ/4vbY+zVYOnfc+8webulXfzwJoHqHaWYhWk8mNnY02QozrMzjLp9zwrVo9Zq6TCVkGZrUzy3573D7jyKxh4ZpCjDB263HjmjDPOYNGiRWRmZpKXl8d9993HvHnzWLduHXL5bzO/tbW1+P1+4uOPlkrGx8ezb9++Vs/x5z//mTvuuOPQv61W60mdHKuVu5iXmowxUMPadoy3N/bHU5vAaQmDpQ35K0ChhcQRxMh1zLQ72OBOwuMLoGtfdWZoYErkScN9lNY0cf68m5AfZyVhtDeBW8pz2RmdcWjbBv+LWNOs1Mtb76LzlwaI8ZTzcXT7zLW3125Ek7CUClk5cA4MORd00ZB02vEOPWEONh6kwP0TmkTY2OSnT93FDInuvqYKfSP78n4gnsiKrfwNN76AiM3tw6gJqwOChUllYunCpVTYK2i0KdhZakEuBBhY+4M0YOipUUYJUK5U8kGkmULfPhyerld0rRz8N77/ZQd9Y0ejlofKWiCYNEr215/P7BF9GNIvdLs3nWy8vrqAvRVWzEbIiEgGWymZK5+Cyv1wcdv2EScb2XHZ/KPUwET/Nqy530DS5cEOKUyYYxIQAyz6YhE2lw9BeQsT+4wOdkiHiE0fxKeBi/i7K50bCq3MGd7+RlBdwa+N9zUKDafFH3E/u+8r6XVA73mQjjNJn9ebGz7n21rJh9eQ0h9lbXOiKYQbpDi8DorVcEBUYvJ13L7kvdyXUMeXEWk+4v+roVB6jew+u5djsvcLWPMMjL0RstroAvv1nbDnCzjrKRjdupAhVBidMBqr24pcJsetNIMfvE2hkxhrMd7PTokA4LXdr/HB/g+4ftj1/P6034fLKH9FlyvGLrroIs4++2yGDRvGOeecw1dffcWmTZtYsWJFl51DrVZjMpmO+jqZqY8eBwEFPtnxPyDLbeWU8CEK03aSI5tXc75/AF6fAwe+YYDSxDPVtaRWj8Tt62WKMY2Zb+jLDxFeDjQdP0Xo0kRRK5NxwJp7SNlkFQ+i0Bcgl7X+3n2CHJcg4PO1b6Wi1qLB1zSQ7NhR0obkUZK5ZFsX/C5idPxorh8mdZVZmreURldjt55Pq9AyRBlBks9PhEL6gG4Ml1MGlQ0VG/AGvCQZkli2S1KLXZlSjbypDNQm6DfnODOcPDQolLweYabAXIGjGxRjebIodkTUUqbcffzBPYhJo0CmrmSPdQU7a3YGO5xTgpJ6B0/9eAAEN/fPncT7k/7GC4UHUYvAuBuDHV6Po1VoiQzoiQgE8LqO7f0ZJkwoUGWvwuPzoMTJ/4lfMSYphBb3BIEd/aexJ/0H/rHrnh4/fYvx/pAk6Xnj2u+u5d5V91LtaPZ8nvcvmHgb9D9+U7WQwG1jZu27/EXxJjr/AIbHDgdA0BdID8BKHajarj4JJnvq9vCP5Dr+FBdDoBOKsR2Ny1FFrSHCcMRiYWOzYqwbfZCPyaHOlAfbHldzABDBHPqilyemPcHLc15mYNRASnQD+cQ/mRpT94kUOsrOUulveniK9Dft8rlQyBRkmjODGVbI0u0GU1lZWcTExHDwYOt/BDExMcjlcqqqqo7aXlVV1SGfspOZSH1fmvb/jTHKZ447dkvlTkTzClRRq0mO0ILHDlVSxyxSxuLUmNiqVoOuEE9vS4wBTYFSNPHL+Lr07eOOdeuimZGewsOyDVg90irY5dZkbq5UMsTSuhrx0UgZYzJS2ezedPz5fX4qK/rhLL2Km0de07E30gUMiBrAbSNv44VZL3D9sOsPfeB3J7eKFVycFI9OI5XL1NvDBvzBoshaxHXfX8esj2bh8rn4aoeUGJuTYJNu9gaeFTLlIT1BvCaayyxWsi1R2N1drxircVShSfiKfe7QUgMZNUqSTCvY7HieZZufDXY4Jz2iKPJ/n+/Gq8gjYsA/MUbnoPzln8R73VJ5Udb0YIfY4zS4GngsoYFFyQn4XLZghxMmTJskGhJ5POFBPi4v5yLlWkzGnlVlHY8xaYnItWXUePd3a0OlXyOK4iHF2OAkE7XOWjZWbuTr/K/RNzdeIn0CzPkb6KN7LK4TQiZnVO4zXKP4lsimibx8+svMjLqT+MpmT7kQLqME0Cl1GP1yIgN+/J0w38+QL8BdO42siIzDGw+VUoZoYszvPbw/hDtStuDwOthfv598Sz4HIqfzJ+/vyIkNDUWlKIqHFGMjUiMA+Nvkv7Hp0k3MjRgMb50LX98dvABDkG5PjJWWllJXV0diYmKr+1UqFaNGjeKnnw63Jg4EAvz0009MmDChu8PrFagUUsmg2+s/rqeT3B+Np34iCme2VOJWvg1EP5iSwZxMlVrHlUnxHExe3esUY2LeCi5wLyfWmsK4+OP/bmiMicT6fET55TS6GwGYYbfwO2cekX5nq8coEADwBY6vhMqvsSEYtmE0VhNnVEHZFvju/2D/t+1/UyfI90Xfs7FyIwv7LsSo6n4vqZ1ykd1qNZsNIwB6rDOlzx/grXWFbCtu6JHz9QbKbGXEaeMYFDWI8gYfeyqsKGQCA864Ge46CLOD09UqWMToYrmnvpFpDQacXa0YE0XOKPwPw5p0ZGmyu3buE8SkVdDH62ac00VaQ2mwwznp+WJHOSsP1KCOXodfsPNL7uew6yNp5+yHghla0FDIFBSqPOSqVLjcYcVYmNDG5rHhyV1JptdHecSokDP4XjBoBHMqMniq2Ed9dUWPnbe6yU2d3YNMgIEJRgxKA/+d/V/+PO7PhxNjvQ2lFq8mCoCALZedNTuRBcxorAMoMI2FtNB+zhwcPZhrqybzu7JonOqOd89UOibhqZlHRuQRxzYG0WOsJTHWWAzHSvTVF0DACypDryjz+3D/hyz+cjEv7XiJaL3kTxQqooHSBid1dg8KmcCgRBPegBerx4pCpkBlKYW85dJXmEN02GPMZrMdpf4qKChg+/btREVFERUVxcMPP8x5551HQkICeXl53H333fTt25e5cw+3Qp41axbnnnsut956KwB33HEHV155JaNHj2bs2LE8/fTT2O32Q10qT3UMjlyiBtzLRhGcvg3olLpjjtWIabirzqZvsz8AJc0dR1IkDwXtzL+g/PYuPD4tbl/PrUR1Bd6i9dzn+5nMqhksHH37ccerzPH8sL+cAtVA0k3p+AN+Xjc38LU/kjMUrd8I3WLT87eqHJZmDD7u/BtL89Emvw+inACXIc//BdY9B9ZyGNAzMvM7f7kTAIPSwI0jur+E54FJD6MQFLz4nQg4e6SU0usP8Pv3tvHN7krijGrW/XkWcpnQ7ecNdSYmTeSH83/A4rbw9hrp5nlS3xgi9SpAFdLlAd2BqNTzlV7HbqGWYa4uNgD3e5jduJbZwLtDX+7auU8Qk0ZJjDWTf7u+A0P3q0ZPZRodHh75SvKouWHg/ZgT1nPBls+kncPOh8QRQYwueOiVeq61ZjHJvg5Zcu8wTA5z6nL5N5dTp84jVa1C1wO2Fx0lxqjnd94S+gQK2bzlW2LnX9cj520po+wTa0CjlANyJidPlnY6GyV1Sf+5MOVOkHe5RXW3IZqSwVWPU9jODT9In98u8zl8MfwF/jC7fX7CweRj3WIesc5kSdoU+nfguLzGPHI9nyE3RJMUMU7a6G4CR3NDvGCUUupjJZsPt1VKgMW14ota01zRE9MPhNC/10/QJxCpjkQtVxOhDTBK2I+5rBpCoEd4SxnloEQTGqWc7dW7uPybyxkUNYgPU8+RBvWC5GNP0uEr2+bNm5kx43DnqxYT/CuvvJL//ve/7Ny5kyVLltDY2EhSUhJz5szhkUceQa0+bFacl5dHbW3toX9feOGF1NTU8Je//IXKykqys7P59ttvf2PIf6qiw4e3WdvnPY6SaVnB5yiMDcSbm2XCpZul15SxAMSnjENX9xD1Dc5eV0rpsTdQqlSQowowxV2JTtX2H7M2IhE5oPLWY/PYkAkyftF7ACPzFK13HZArzbgDevzi8VcQD1bX4nNkEGtQS90gq5q9hxK6vyNlCw9PfJintzx9+Oalmzk9/XQAPtZtBZzdrhhz+/zc+u42ftgjlVpXN7nZkF/HxL6hLX/vbmocNRQ3FZMdm02kJpKvdu4C4KqkEnD0BV1UkCPseQSNiYdjonDLLCQ664DWG2x0Co+dWrmMXKUSizy0VItGjRKroGC/UgnuBkK/8KD38vdv9mFRrCQ5xcjvps9DVVQBBb+ATAkz/i/Y4QUNmSBjcCCRMS43Od7W1dhhwoQCTp+TQksRPoVIks+HflRoemX9FDeAR0Q7UaVvM5qeSYz92nj/n5v+icvn4pKBl9C3ZBuUbwWvA6bf2yPxdBXyiFSo3kW810eLrENh3INOFVpKwdaodlRTGnEbBrMMj+/7Dh27vXo7dt0yVIEBJJhvljZaK0DevHCqCYI/tyBAdB+pmqnuYOuJsdr90mts72gmNDdjLmdkSteRN7/+hT+rH8aTqwaCL+7ZUdoIHPYXK7OVAWBSm8DSXGFgTg5GaCFLhxNj06dPb7Oc77vvvjvuHIWFhb/Zduuttx5SkIU5GrXawLclZXjQt1kuFxAD/FT9CtoUN9Hm0SCKUNqsGEuVEmOiKKJQuhAUVlzervfh6U589gY+NRpYai4gcv8H/Gn0n9ocr08cwMXGSeyOLuGy7c9z+6jbuaRBjol6NGmtq+4eTZ/GOp2dgapajtdXq6Y+CmfRTVwxf5C0obIlMdZzqo1F/RaxqN+iHjvf56seYVvxcvo6BwJn0dCNijGX18/Nb2/h5/01qBQyBiea2F7SyBc7yk/5xNiX+V/y1JanOD39dG4e9DD7q5owyL1M3/p72OiGm1a3fsNxMqM2MM3hpA4TTk/bJecdxutgg0bDvXEx9K15jZuZ3rXznwAmrYJqnZXFKYkMCtTxYbADOknZkF/Hhzs2o8v6EqvgZ3P1ZCZuWSLtHHMtRJ3aRrZL9SV8p4jmTF8DoWM7HCbM0WgVWh6PvpOEnX9AJkagTTx+dUAwkKUMZUvtHrI8NdK9fA8oZ3IOJcbMiKLIsvxl1LvqWdh3IexfJg0aOL/b4+hq5BGSgfsIl5+FE/7Hf9Z9Rp3VQ5yvHLyJoNQGOcJj09IBWxAC+G1VQPsFI9GaJDyNowm4Ekk0N/vNxvaH/6s6rBoLBtF9DyfGWqOmJTHWO5b5BEEgIAaoddaiNUvPJirRDR4HqI5d4dUT/NpfbH7WfKalTKPJ0wTLH5cG9YIGBz1Jt3uMhTlx5CoNyT4/iT43MuHY/2Uun4toYTR+Rxr9otOllrz2Gmk1uzlZ4937BXXR92Do9xhWd+8yyQ04LUT6/UR6DSTqW/esO5KouEQ2+04DASrt1ajlahZbRW5ptKBUt/5B6MOBTFWPK2A97vw5dXsQlPX0jdOD1wl1udKO+J5TjPU0m2q286mvFlfgACCVFnUHTo+f69/czM/7a9AoZbx+5Rjunit9SH6zu7LXqR27Gl/Ah1FlZHzieL7aKZVR/i4pD8FjA0M8xHREcH+S0GcmaTHPsbPkHhSByK6d22NHK4pkeXwk6EJrdc2oUeL1GYjy+zH5T+2/i+7C7fPz5892EfDEMkB9LnPS5zAhcQKc9yqc9TRMvSvYIQadPYo6vjfosfjDHmNhQhdvwIssfw3Zbg+V0eNCtlTrjHFX8GB1A09WV1JRsKdHzplzhPG+iMh94+7j6iFXM8CYAbk/SoMG9L7EWEupWIJQS8BrRuc9jfsdO1i4cj5seSO4sR0Ho8rIffVj2VhYQt+9/+3QsUnqobgrFqNzTUenOkIHI5OBoeN+ZV1G/BDpOUltaH3/oVLK3pEY8wf8jH1nLLM+moWgA7fY/LMOZvIR8AdEdpVJpZQjUiIASUBjUBlINCQeVoyZQuueNtj0niLxUxiZSsv1CbHUyeU8bSkizdx6XbhOqcPQdDmOkkbSphjBVijVkOtjD3WnUzZJJWmCCI5OtP4NKs5GrrU00RCYzyWDLjnu8AitErFpJDbrMO5auACL28Iyo49Uv55shbrVY0ZGzGPl9gQS+rVdhuX2+anXvYkhspJGEqA6CsQA6GLAePJ2U50VMZD0oo2ka5KA7jGYdHh8XPvGZtbl16FTyXn9qjGMz4rGHxCJNaqpaXKzKreGWYNO3VLrG4bfwNVDrsYX8HHWVxsAWKhYJ+0cuki68TnV0Jip0mmxaPOodXXxDYnHzkyHkwF2HXXzQquMxKRREHCl8UtxGaI+LtjhnJS88PNBihzbiDYM5fWF92HSKhAEAeRKGB38colQYLhuAQcKc8ltLrcPEyYUuX357eRqV2HQaojrOz3Y4RyTlJh0Bnoy6OPdxZZt35CY1b06TKvLS3G95A84JMmETJAxN2MuczPmwsEfwdMEhgRIGtmtcXQLzaViiUId129eBEqo0GnAjfR8FMLIBBkaQY9WFKVujR3g6/zvkRsKiTce8bvTQ+rDNpn8R+nrWFz2qZQc6yUiA7lMjlltptZZi0xpowEjCTRIibGI4Kmx8mpsODx+dCo5feOkJOS5S88lIAZ4YtoTDLBKZZVhj7GjOQWfnnofCpWWPKWSXJUKu+fYSqZ99fsocWxHkNtIidRC2ni4fSdc9dWhMYI2kq0FxbyQZ0AtC60W1cdD5rZQIZdjVyvxBY5fBiqTCVyi2cXv+Q5reS41jhpei5LxTFQEcpWm1WPOyn2BXeKDzGxY1ebc+TU2xIACRDljkgZDpeTxRMLQ4H/odCMzY0Zwg8VKtl96j11tvm9z+7jq9U2sy6/DoFbw5jVjGZ8ltQWXywTmD5OUgl/sKO/S8/YmtlVvY3/9fqkTXK2XvBo7kQoXSdUrpQHDFgc3wCCy1f4auoyXKXFu69qJPXYsMoFymRqVMrSalhg1Suyo8QFWr/24nYvDdIyD1TZe2vYeurTXGTT8SykpdvBHqG2j3fwpSP/YC9lbfz718mHBDiVMmFYRRZFt1TuoUIr86JtMyugzgx1Sm/yUmMXv4mP5pfKr4w8+QfY2q8WSI7RE6FR8mvspT2x6gt21u2FfcxnlgHm9c9EtMpMyTT/yA4eVMTuMzU1C9KFvy/GCaTNzUpOo9XesqdCH+c+iS32DCJPl8MYPLoOnh8O+r7s4yi7EEAeZU3uVV+6HZ33Ilsu2MDJhKA1is+VRkBVj25vLKIclm5HLBDx+D4XWQgqthUSqI47wGAsnxo6kF17hTj0UKg2P19TxckUVqdpjr268u/d9vHEvooxaIyXGWjiyfl5jRgmYBUev60opd1v4fXwsHxvfZn3F+nYdcz5fsypjDVdsvgYRkb62GFJs0QjG1ksxtwj13JNgYqNib5vz5lbbcRTeSl/Hf0gyJB32F+slKxydpdBn522TkdXyRoAuNd+3urxc8doGNhbWY9QoePPasYzOOPqD8exsSan2w54qnJ7e9fvbVTyx6QkWf7mYpXlLWdZcRnlb4n4Evxui+/Wox11IYa9jWFMu8R4Br7drTXUDbjtvmE1ck6HgvdyXunTuE0WlkOFRKhmZmcbk5Gic3nBXwK4iEBC577Nd+EUPiHJmZI5AcDfBZzfC82OhcE2wQwwZyj2bUMX8SIVrf7BDCROmVQRB4Kq0F3AUX8WeuD+iiU4LdkhtYotPZpVOS4FQgejvXk/gPRVSYmxQomTI/k3BNyzZs4S9tXtg/zfSoF7oLwZA8mm8nf029/muZ4T2KhSu4Zxhb04y9QKVtUXmokKhwBVof5VPQAwQpeiL35VIivGIxEddHjQWwTGqZnoMrxOqcsDrCm4cXUS0NhqFTEGkTkl9c2LMYwtuYmxns/F+i7+YUqbk+/O+55U5rxCrjoJRV8HgheFSyl8RLqXsBSjVWrJdzRdE4dj/ZQrRSMAdg8qfhFkZgJoDksnhkSs8GjOLkxIoU/i5xJYP9J5McbW+Pw7yAaHNJgRH4lNGUyW34RSlBM7eyrtxeQPIIlu/IaqW+flFp2WQu+3Oc7vKS0FuZ0B8qlRSE9MfMqYcanJwsrLPU8c/oiMZ6ZM6j3WVYszi8HLF6xvYUWrBrFXy1rVjGd5cE38kI1MjSInUUtrg5Kd9VZw1PKlLzt9b8Aa8xOpi0Sq0TEqaxNOfSQnZ+ULzA/qwxSe1YrFNBIF/lUneFDdmZHfp1E51JPvFJBDtmDXBNVNtDb86AVEUEAQRm8+OTqUPdkgnBe9vzmdjQR1a5VT+e9ElTEwbDCv+Lq0ER/c96a/3HaHI+h3q2C0kWw8C5wc7nDBhfoMoimwv8uK3D2RSVuhbMZw75goq3txKtX0oeTU2+iZEdNu5cn7VkfK8fueRbkpnlEwLTRWgMkgqnl5KnFFKBJm801FUDeHsQLMKL8RLKQEudU9iVt37yMzt77QtE2QMlt/G7oJSMvs2J/9EUUqKAURmdH2gHeE/I6Xfq+uXQ/Kow9s3vw67P4URF8HIy4IXXwd5M+dNXt/9Ogv6LGCgID2fOhurUAUxph0lR/uLCYJAvD6eeH3ztW/uo0GKLLQJK8Z6ASqFnJtMI7gwdih7LfnHHDct7grs+XeSrJyIUL4Vnh8D/51w9CCNmSaZDJtcwNnLMvXvZz1OTv7fuSjmPYbFtK9cw6ON4bmqGv7qn4xZbcav2odMU4pa0fqv/nBZFA/X1DHK2bZP2OrqzzD2f4QK+UfShnE3SCWrgxd26D31NtJM6cy12ZngkUy+u0Ix1mD3cMmr69lRaiFSp+Td68e1mhQD6cK+YISUDPti+6lXTqmUKXl6xtOsvHAlVQ0qCuscJCptxNW0+IudumWUqI34AItMhsdd2aVTW6OG83XlA7hy/87vR4Ze92SzRok9937+O+kH4nShvwLeG6i1uXl842NoU97k5pkJTE4fisxWA2ufkwbM+ovkMRYGgKHqdBZbm5hsD5eYhglNHt/wd/LsN3Cu+WWmJod+yfnguEHUmx9mg3Mm6woau/VcRxrvA5yReQb3j7+frMzZcPH7cPrDwVcZnQBJOj99hVKaGutQe6WFb1GQ9YpyvVR5AkM9HtQdUA3WOGo4aMlBkNtIaOlIaS0HrwNkCogIsloyKkt6rcs7envpZihcBZayno/pBKlz1VFhr8ChiADAba0JWiwur5+9zSrQ4SmSbdKSnCVcsuwSPjnwSdDi6g2EE2O9AJVCxkqtkT0GKxW+1jtJOn1ONpfvBMEtlVGWbpJ2RP9qhUFj5r9V1XxaUolJ1nvUYiCpikDErFW12Z3zSAK6GEa6PSQ5XOTU7kWT9jpxie+gPIYkOUNuZpHNTqb7GN1Smmkx9+4TeWq1uR0cNYgnauq4sUlSjDk8flzezpc01tncXPzKenLKrcQYVLx/wwSGJLXifed1wmc3w9Y3Obs5MbZifw0WZ9d6nIU6X+Z9SWlTKRqF5lA3ynlZSoSMSZB0GsS0f0XxpEOu5OXIKCanp1AsfN6lU9tc0g2pQa1EIQ89obVJq0Twa3HbbNDNJTenCn/+8mdE/VYUhn2M7d/8ebHyn+C1Syvcg84OboAhxoyY6TxY18AEhzPYoYQJ0yrrS9dRrvYwT76Bwcld3Lm4m4hNzEGT/C7Lcld22zk8vgAHq6VuskOSTGyu3Mx/t/+X7dXbJSuWAfNgzHXddv6eYOK6G/lRfTeZjesx+poTY9pokHWt7UJ38K1iJzfHx1IgtN9jbEXpCnIVj6NJ/JikiGY7nVqpmzyRmcFf1InuI73W/WohpaUjZWzv6EjZwhmZZ/DhWR/ywPgHeN9wJUNcr7F3QPAWUfdWWPEFRKL1qkPWSnvq9rCrdheN7kao2iP5zNUfW2xzqhJ6d/hhfoNKIcPTMBGFbQT9Ivq1OmZv3V7eKLodfVYEyZH/hZKN0o5fl3pozGR5pQenn3296AHK50aw7cU48HHeKjdyY+BnlLLjX9jlhji+1ut4Q72byH3vMcDtIctXitpvA36bgCmUefgk0kylUMoFx5jT7fNTX3QOfs7gsvnTmmv2iyVvJ330ib3PEMerMbOt31QaVVrkjeAPSOWUCeaO31xUN7m49JUN5FbbiDWqee/6cfSNO0aJ7K6PYMe7kPMZA/+0gH5xBnKrbXyXU8kFo0+N5GSVvYr7Vt+HgMDy85fz1U5JMTdq1AQYvgh8Xd8htLehE6RrQkDs2odzV20hCckv4jRU8XW+jzOzQsu02ahRMjftbh7bAnr5/YwfdmmwQ+rV/HKghh92+FFofsdNc+WMTx4nXee3vCENOP2vp27J8jFolDn5UafF6PcxLtjBhAnTClcFJqOv2kiCPwGlMfRL6AD8ygMoTTtJbdhPwH0eMnXXl8kfqGrC6xcxa5UkR2h5d/Ny3trzFvWuerLjsrv8fMFAFpEK1ZvROCuIFpoL3HqB8T5AsVBNmU7LTGvH7vFEXwQBb9RhxVhLEiqm9efIHqVFtHFkYkwUoabZozJ2YM/HdALE6eIOqfU1pijs1SL1XejB3FF2NBvvD08xS3Y/wC3ZtzArbRZ9I/vCpjdh9VMw9gY4819BizMUCSvGegFKuYwRTVomNOhIUbT+odjkaUKFmYAnjmSz5rBiLOVXiTGllj8ljWBewgCK7Lu7OfIupGYft5b9DoQA3oCrXUkxAGVEAnVyOXtVLlQyNR+XV/LPmjoUKm2r48tlHl6PMLNbU3vMOXOrLPhFD0aVnszoKNj5Ibx1Dvzwl868s16FRx/Ftb5C/uTYi1knlSJ0ppyyyuriopfXk1ttI8Gk4YMbxh87KQaw62Pp1edE2PXxoXLKL0+h7pQWj4VxCeMYFT+K0joFpQ1OdCo5Mwc2l84pgulmEBqc51WztaCY/nXTunRe0553GaLcR0AWmmoYk0ZBg0xGtUJBo/PY164wx8fidHLHTw8hyJu4fNRE7pxwjbTjp79CwAf95kDG5OAGGYLscO7hj/GxfGpSSQ84YcKEGDHF25jrcCLGTQp2KO3mosELuLrew1X2Qoq2L++Wc7QY7w9ONCEIAqfFncaCrAVMtDXBG2fB3u7vitndqGPSAUikjo2BgczyPIWw+PUgR9U+hhguIKZiGrmx7VcgnZF2Drbce3FXLSCxJTHWohgL1cSYtQw8NhDkh0stewk2j42bfryJ8744j0id9HxaZwteYmxnabO/WLPxPkCaKY05GXPIMmcdLlUNd6T8DeHEWC9ApZBxnvllxse9xI7cb1sdMy11GhmOf+IsvYJ+mkawVUl15EnZRw8UBLbpEynVOqkP9CKPMZeFJJ+flwv93DnshXYfpotMYLLTyV01fs5NP4cquRybIKBUt+6VkKIwc5nFynCH6ZhzrijaimHAX9CmvSxl4quaE4wJJ3dHSgCdQke/yH6MjBuJudmDvKOJsfJGJxe+tI78GjvJEVo+uHE8WbFtlK42VULBEWUEW5dw9nCpq+javDpqbe3v1NOb6R/Zn1fnvsorc15hWbNa7LbUArT534Hv1PgZHA+l2oQSwN2E2IUP5wGXjb/X1HJr3XAmp4ReUsSoUXJZrYIPyiqYZMgIdji9muu/fASPbiWmzNf54+nNDxD1BbBnKSDA7IeCGV7IkmxKJdvlJsPrDV+PwoQcS3Le5L/GnSzT6zANnhXscNrN5NTJjPGPYIjHizXnh245x55fGe/PTp/NY1MeY0bJzma/p9JuOW9PooiQEgDJQi0elFSrkhHiBwc5qvaRHjGbgsZ5NKmGtPuY3VXFIPgwa1XoVM3FYYcSY/27IcoOcigxlnd4IaVFLRbdp9ct9GoVWjaUb+BAwwGy2ME3qnuZvfnGoMWzs+xo4/1KeyU3fH8DT25+UhrQ8jcd7kj5G8KJsV6ASi5jhVHBc5ER7GhovRV6jaOG0gYbiAqy3HuljQnDJH+AXzHcsBhn6aWYZSGwatBeXBbkgNKvp39k+32UjDGpKNyR9GmKIrfhALPTknkgNhpB3npiLKbP+dRWXUC989xjzrm7+gCCIGJQNa/CVO6UXuNP/sSYIAh8OvavvDnkFuI1UjKrI50pS+odXPjyOgrrHKREann/hvGkRx+nNEChhjmPEBh8Lju0BqjcRYY3l+EpZvwBka93VZzIW+oV1Dpr+fjAx9S76pEhZ1mzv9gljrfg/Yth+ztBjjA02KdTMys1iZ2JX5FX034/juMR8NiJ9QeIlcViUh07aR4sTFoFMR4tgz1ejIFeVCIfYuwpt7J1Tz/8rgSuGXwLJk3zzXlUJtz4i9TFKb79DyenEjMyz+StiipubrRKBs9hwoQQKw7+xG6NjGq5grSRpwc7nA6xNjmRB2OisNes7pb5c8qlh+jBSSbKbeUsyVnC9uKVUNzc1GdgaFkHdAqzZLmRKEj+wHpV73ESKnStRh33NdWefe0+5s4112AY8ADRUUcYwE+/D858AtIndkOUHSQyAwSZpBCzVUnbDpVR9i5/MQC5TM6jkx/lpdkvEaMzM0hWTKQ9OP5dPn+Aojrp/rd/glSJk9eYx7qKdawsbRYZWJsTY+ZTw4qmI/SeK8MpjEouY6BDTlLASmpzt4tfc9nXl2FPrELmuZl4S7M09ddllM2MErVY7D4i3b3IuNzZyGqthkcjvIwofJ7RGQ+067CI1IEM9jyJOu5bVHulbmIKUYRjGGjXR6bxmd6EWX3sh+qAdQy23EiunJkGLovkLwanhGIMwPL6HBoCblISXwR07VaMFdXZueSVDZQ1OkmP1vHe9eMPm4K2hTYSz7gbWVixkNKEKJbaE8lyNrJgeDo7Sy18uaOcKyZknNB7CnW+L/yexzc+ztKDS7l9yDOUW1wMUVdjbsiRZOeDTu5uqO1FmTmN6uKPkYtethY10Deu7SYa7cZj47a4GAo028i25EtS9BDCpFGy3ABvGGOZXbmWxUPPC3ZIvY7ypgru+nwLPlccs3WP8oeJv/r8TBwhfYVpFbkSDijUKAQ/qa4mlL2g21uYU4d59jTOrvmBqEAack0btg0hyFZNFXuMBrJdlXibarrUHy0QENlb0WK8b2ZT5XKe2PwEo/SpvCEGIH5Y8DsYdgVmSRmTJNRxu+JjJvnzYb9HaiwQ4lTYfkYVvY20hnzg/OOO9/q9OH0OBEEk2ZB4eEfaOOkrFFCopd+rhkKozQVjwmHj/ZjelxgDDnnPVh5YD4DOZ5HUcD3sR1rS4MTrF9EoZSSaJAFH34i+PDzxYeSCHAJ+qUMpHPq7CHOYcGKsFyCTCUxu0jDWXkiD5rfZXY/fQ72rAUHmRyVGoWlRlaWMaXU+f/nfyUosxWetA2Z2Y+Rdh+hqpFIhp1TjJ8XdfoWQTqXAoFZBhNSMYGlpOQneYwsl69zlaJM/xOONBu5sdUxujQ3RZ2JsSn+oypE2mlNB2zu6HJ0ov4+NYKtKznRhLzCqXYqx/Bobl7yygUqri6xYPe9eN/6wIehx+GDfBxRaC0kyJGFxWyiY/whZ6TM4K8bJY9/sZVNhA2WNTpLbk2TrpURqIhkcPZjZ6bMPdaO8LXYH1AJ9Zpz0TR/aS9qkO5hlHcznG+RsiWjggjFdtBrmcbDTqKZeXo8vBBVZJo2CvUqBNTot6faTX0HZ1fgCPq75+g+UqIswmq/k4YXNpVaBABz4FvqfAbKwwL4tCqz7uD41nliPjM99AkHueRYmzFGkle5kvMPO1swpwQ6lw5w/eDG7vs1hkMdDyZZvyJp+RZfNXVzvwOb2oVLI6BOrp84fy6y0WQwta763PRnUYnDISylaaGKssI8x/j1g7x1+nENVfRlV9QvZ7sJ2jVfKlVyW8DbP/rKd5NNCuMHAhe+ALlpKioHU6VkbId3T9kK+LfiWlaUriWAQAEq8kiJO3bOJ+IJaGwAZ0XpkMikpF6+PZ1G/RdIAa7nklyrIwZDQo7H1BsJ3er2EYpWMn3RaDjQV/WafSq7iqXFfYTt4N8mmWITLP4dbNkK/1uXiW1QBPjQZqRUruznqrsNrb2SKw8WismSuG3Zth46NN6iQ103kDMNCzP4A/jbywXGOapLsJpJdrZf3ubw+qs1/QZfxHBFGO1Tuaj7JqaEWA4hAjiEQQKeQEmIN9rYVYwerm7jw5fVUWl30izPw/g3tT4pZ1jzFUxse5+29bzM6YTTLL1jOrHTpoTXRrGVMhqRK+OokN+GflzmPD876gEsHXtZcOioyxb1C2jl0cTBDCymMKiPz+02FgJrNxfVdNq/M5+CxmjouFGaSpE/qsnm7CqNGSZYtgr/V1HG27iRY3e9hcmuqKLU0IQh+bph4GvHNq6zs+kgqVX7rnLCh/HGI0BoR/Woq/YnY1b2j41+YU4PvCn7gLoOLe7RjiMxeEOxwOsziAYuZIo5joMeLY1/XGvDnNPuLDUwwopDLmJg8kacnP851Rc3euQNOksSYJgK3TDLGHSYrkLbpe8d1aqxxLHfWNzLS1b4qH3/AT6XFheg3HK7KKFgJy/4Ee77oxkg7SMJQMCUeVlT1my11fO6lzW1y6nL4Mv9LKnz5OMVmGwZHXY/Hkd9sI9LnCO/mF7a/wHPbnqPMVnbYeN+UdMzqqVOZcGKsl7Da6Of2+Fi+a9zxm32+gI+yBheiN4rkSJ20sh07QMq8t8JYYvldQyNZnvYlJ0IBr72eeL+fOGc8YxNP69CxL3nuYYd9CQFLDgtSkngx4tjlVf1tVXxXvZs/VbduHryltAiZshG5pox+MfGHE2MJwzoUU2/maa+edUWlTNJKqyJttSTeV2nlwpfWU9PkZmCCkfdvGE+csZ2/d6KIees7PFFZwbyIwdw4/EY0Cg17a/ewZ++nsPopzm7uTvnFSZwYW1u2lm8Lv8XhdbClqJEqq5sxmlL0TQWg0MDA+cEOMXSoy6Oq8jmisv5Bif9LGruoXbbc52CS08VI7XAMqi4qz+xCTFoFZreZhTY7Q2jdPzFM6/gDfp7+vgJbwU2kev7ELVOaS028Llj+N+n7PjN6vByitzEwaiCy4kdxFN6G3e0Pdjhhwhzim7xVNOrL+UY3gPRhvU8xFhADbE2J4x9RERhr13Zpkn5PheQvNiTJhNfv5aMDH7Fn19uIXgeYUk6e8nFB4JvRrzHB9Sx2mu9Be0lirFKsZalBzz5loF3jP8n9hO/s16GOX3q4I2Xhatj0KhzsngYOYWBqylRuP+12pqfMpJ5mlVgQEmMt/rpZsYcFHh/s/4CXdr5Eo7sRnPUgV4WN949BOFXYS4j0q8h2NRJr+m1S4cUdL/LGvndQRU8m1XzJcecao0xnYOMKvjH1nv9+n72RD40GftSUMbxsNVNS2n9z41ZGkiOo+F5+EJDxqXo+dx1jbEAuZ49KSVnA2er+GosKW96f6J/sQqvUSh5jCKeMvxiAoNQjAka5CzAfs5Qyp9zCZa9uoMHhZUiSibevHUekvv2dZg4e/JqU+oNMlquZPPcVEGS8tect/rnpn0x2uPhvVTVnXTWLB2UCOeVW8mpsR62QnCy8vvt1NlRu4I5Rd1CQJ5VH/y56O9QB/eaAJvTM4IPGro8Qtr+ONzoKua6IrcUNzBwYf8LT+v0O/i8milr/KuYErkApC61CMZNGydvy4SyNFVlkNnFVsAPqJdQ6a7lg6eUUF09FIYzgqXPmHyo9YPNrYCkGYxKMuym4gfYSMlQWnJ4aXNah0FX+fmHCnCCRvqm4Kn2MSx5x+O+7FyETZCzzraXebGKfdRL/9frQqLrmM6hFMTY40URuYy5/XfdXjIKCNSCVUZ5ECwLy5Gwq2EokUqkZht6RGNvh3Ml3sdEstrqY1I7xZbYyAoILEEg0NyvGWjpSRodQ07WaA/D1n6RE7/x/w/5vIHkU9MJyZ4AxCWMYkzCGOpubCtFIslCHz1bb44mW/Brp97slMRYQA1wz9BoKLAVkmjIhegj8X5VU5hnmN4QVY72EcbYo3qqo4mz1bzsy5lvycYs2RFHO1RWPwDMjpAvMMTigDPCu0UCJrPeUUhZk38lTqlEcNFRRZP1tOWlbeDTRbNJIKgq/MxmDZ/YxxzYKXi5MTuQ/yVb8gd+uyuVVOxA9sYyMae7qcuFbcF8Z9JvboZh6M++ofIzKSOUjx7cArZrv7yxt5JJXpKTYiBQz7143vkNJMYfXwc3rH2ZRcgL5facfSv5MTZmKSqbCZIjHD0Ts/4DJfSUPhS9PQtWYKIqMiBtBmjGNWamz+XpXJQIBJjhXSAOGhcsoj0JtZKbdyR+aknCVn8+WooYumfZvMQ/xhdHAOvdWFELoLSgYNUqKFRoKDHtYVrU+2OH0Gl7e8To17lJUMcu5bkoaAxOak8wuC6z8l/T9jD+32t05zNG4fC6Kkx6hcsCL+AvDqoQwocPgnKVcaW3knJTQaprSEc7tdw4K2xR+8YxlS7Gly+bd05IYSzLjD/iZkDiBCcmTEc55EUZe3mXnCQXijGqMOFELzYu5uhD23zqCBG0KkxxOsjztU8DfPOJmxJK78dRPJjGiWUxRmyu9xvTvpig7gVIrlXgWr4f8FfDjg7DuuWBH1WmsHitv5rzJu7mv0Ii0MORorO7xOPJrJcVYZowUg0yQceWQK3lo4kPolFI5MTJZeFH9GIQTY72Ep3VXMSjwT3Zl/LZs6tHJj5LlfgCfdQTJtt1Sl482zP62CA08HhPFLlXPSzw7S50shurG6US5z+W0+I6VUgb0sQzxeBhqi8DbMB6dPOKYYzVKHXE+HxF+Aa//t7Ll7ypeRpv2Kkpj7uGNKj0oe09Z6omilmvwCgJuHAC/UYxtLW7g0lc2YHF6OS0tgreuG4dZ17HVzRJLEQGvgwACiUMvPLQ93ZTOLxf+wj/G3o8cYPu7nDNUurn5Ykc54knmAyQIAreNvI2vzv2K0hottTY3sVoB5bhrpa6z/eYEO8TQQmUg0e9nnkyN6Dd0WWKsxmvCXTWPuUlXIoTgCrpJqyDgicFXP5VFfRcFO5xeg6tqLu7amUTZr+H22YMO71jzDDgbpO5YI46vwg4Darmalk/MJmdjMEMJE+YQW8q3slrzLUMiP2dcTC/qxP4rbh91OzNibyDgiWfNwa4xja9pclPd5EYQYFCikWGxw3h5zsv8e9azkH0xJA7vkvOEChm1K/hOfTeA5Dem0gU5ovYxKXYmL1bVcHFTU7vGe31ybLYoRG8UCSaN1ESm7qC0MyaEFGOmZMkOJOCF3ObFlNje2ZESpEZ4/9r8L17Z+TLL5NP5u/ciao09+36aXF5qmiQroBbF2NaqrSzJWcKummbrn5PsOamrCSfGegk2/W4UfZ7j/fwXf7NPq9BSWx9Dgs+L1lUldZpIGnnMuVI1Scyx2enjbl+9eihgdXnx2weQJp/P4OjBHTpWboxnjMvNMG8VIyM/ZK73/445Nk4XyU8l5fyrWIWnlcRYjXcvCv1BYk2A2wb+0OtQ193M1STyfXEZD0ZMBY5WjG0qrOeK1zbS5PYxNiOKN68dh0nTccn/AFsdS0tK+U+DE+2vPLQMKgPlCYP5X1wyAWc9Zyi3oFLIyK+xs6fCemJvLsRYkrOE1WWr8QV8fLVL6jY4c2ga8ml3wXU/hJUsv6Z5QeBHVT26jOfZ2bCi1QR3R3G4lXjqp3Fu1pUnPFd3YNQoGeyz8ue6KhbXVAU7nJBnW/U2ntv4Pm+tL8VTM4e/LzgdjVIu7bRWwLoXpO9nPxg2p20ngiDw9+ok1hSVYPT2nnuLMCc33237iOUGDT/pjKQMGhvscDqN2+8mJnovY2NeYdy2eyBw4j5+OeWS8iwzRo9OpWBl6UqKLIUExJPz7zdC5iBJkJryOJW9p4u8S/CQo1JRrBSkJNdxuPybS9CmvYxR34RerQBLCfhcIFNCRHoPRNxOZDKI6iN93+J9FjswePGcIFGaKOZlzOOKwVewwTiNF/1nU6nqWZVqQbNaLMagPvTs9XPJzzyx+QmWFSyTBr06G54cAkXrejS23kI4MdZLUAgaRL8amXB0kqHYWswZn5xBveFVRsqaVUzxQyQV0zGYEDGaf9fUMc/We5I6IzbcxQWxj+GRf0ats2OrZSpzHAHgc7OSvVo5XuHYqy4yuQov4BO8eLxH33i4fX6aSs/BWX4eszPHSaU2jyfDqn934h31Xoxz/0HibTvQjr0eAIvTiz8gsi6vjitf34jN7WNCVjRvXDMGg7pjD5X+gJ97V93L1q2vYhBF+vefD4qjzcS9AS/nf30xT+rlbNCo0e56m5kD4oCTy4S/wdXAU1ue4uYfb6akqYxvd0ulz/OHJwY5shCmOTFWgwu5tgS/Oo+9J5osrdjJY/bfcW7MP9jZ8HMXBNn16FVykuVVmCPW8m7uhyedcrIrsbgt3P3L3by091EU5o2cOzKZyf2OKKlZ8wz4nJA6/uTpyNZDmAUjpoAIntY9OsOE6Wn6VDXyh/pGsn3JCL04ye0L+Hi/9HH2xuYxxLcSW9GWE56zZSFxSJIZl8/F75f/nrM+X0D1BxdBY/EJzx9qqKMOd2w+kNB7mhbttO/gouQE7onOArHthKjD6yDPug+FPp9EU4S0sa752TC6T+gt9ET3OfrfMb1XMSYTZPxz2j+5c8ydxOile9E6e9c0gGov+a0Y7w+IGsDp6aczMq5ZMNNYBNbSNvMEpzLhxFgv4RJ7I58UOvmz/Wjpb15jHmW2MgRlLaPlzVLZ1LZXxcrjhjBM9n/cYLitu8LtclKrf2J9ZAN7hGXUu+o7dKwuMhEBcMqkX/fEwLEVTKJCwWmZaVyXFaDedbSPQ36NHZ8rGa17AoPikqWOlD4XaHvPylNXUCb4uGj1Xdy65mZAUuUu21XB1W9sxOHxM6VfDK9fNQadquMfwB8d+Ihl+cu4zbIZuyDAsPN/M0YpU3Jm5pmMixmOWgTyV3BhP2kV7asdFQRa8YbrjXj8Hhb3X8yk5EmUVuupt3uYrTvIpNwnoHxbsMMLTZoTY2e5fGQGrsdTO+OEyynrS/bgV9bwY2wD35S80xVRdjmCIBBQark/NponFE04feHExLEwKA2kq2bid8eh847i/vmDjh4w4z6Ydo/UNj4Ey2ZDmZciKpmfksh+d2mwQwkTBoDBlTlcZ7GSndC7fWD1Sj0zUmcwwabFIwhUbvv2hOc80ni/3lXPEHMfkr0+4g8sB03ECc8fcphTAHCIavb0uznIwbQfozaGgNfMQXEoyNuuwFDKlVyZ8S+cZReRaGp+NjnkLxZCZZQt/Dqm2BDyQOsE++r38WXelySqcrhY/hOG/K979Pwtxvt9jkiMnZV1Fk9Of5K5GXOlbtv2GmlH899DmKMJsdRxmGNhxsYAWSkFjoqjto9JGMOdw57ir8t2M075LgSAlDFtzpXTtA3S38LqGgKEZmnQUfjcKANuFtjsrImdQ4y2Y4aZxpgkBGC63UFAEIgKRBxzrFwdgSCKiIKA03t0pn/ZwRVokt8lXn0agjAXqnZLO+KHdfAN9W4UgoKcuhzkghyjWk6T288f3t+GKMKMAbH897JRh8uSOsi8zHnsq9/HEGUE+nQ7ZLTenebesfcil8mh7hzI/5kpTd+gV42lrNHJ1uIGRmdEncA7DA3i9fHcP/5+AO75eCcAvzOvQ7bxG8mToY1y6VMWlWQ2OtDRxOmD5rFz/wG2FDVw9aTMTk9ZfDCHKH+AMQ4jw4ZO66pIuxy5ysxkhxOtXItP7D1q4J4ktyEXdSCJ1ZuzcfkG86/zRhJtOFqRisYkJcfCdJgGmZ9ihZImX/u8cMKE6U4KavJ4z1RGnkvP2JFnBDucE+aZmc/wRd5DJPmeIr/glxOeb295i2LMRJIhlneiJxPY9iNCn1knpzG3KRkAneAmSu4IcjDtZ1LidP56UIamHQ2slDIlck8WPqufpIHNQgpTMvQ/A9ImdnOknSD6iIZyppQ2/bF7A2/kvMGy/GXMZAyPKz+hpOA04LoeO3/eIeN9KTHm9rtZlr+MLHMWI2JHIFjLpIFK3Skn6mgv4cRYL2G/xsLI6FT6iLv5+IjtBpUBIwOR22301+RLG4+TGIvSROF3xyH3mbsv4K6kWbl1V30j+qF3EqXpWNIjInkAV3vvZmr5Dq5WfMdu/bFrvoXU0YjFf6PJCfp5EUft2169HaUpB6UiBmzVYKsCBIjvmOdZbycqfyXP+aMxJ43i1koFTW4/ogizB8Xz/KUjUSs6lxQrshaRbkrnoYkPHXesXCbH4rbwdfowIg0Gzhh+HnPqvXy2rYwvd5T3+sSYxW3h5Z0vc3r66QyOGs63OZWo8TDctkoaEO5G2TqmJOnV76FR/h3atB/ZWHEm0LGGHUfSVJ5LttfLTZrJjB31x66JsxuQq028UFWDRx2NSnUSPtScIDl1OVz29WUYfNm4fAuZkJnA4lFHrJjW5YHGDPre0aksFDnPN4jh1V9hjwgn7cMEn+83vcuXRh0HVGoW9un9C5gun4uKjBSWNeo4vWkHeJ2d9hm1u30U1EkP0YOTTOyr30f0vi+JBRh4kpaQH9Eka6Y2DxgavFg6gFIuMEiWS4TfB76pv7EXOZIfin7g66r3UJjTSTQ3q68Gny19hSJHJsZ6sfF+C4OjBlPrqMVUJ91HqDxd0wCqvRS0lFI2d6QstBTy4NoHMaqMrLloDVia1dym5LAi/hiESyl7CYKgxicI+Di6vvz/Vv8fbx58jH7q7Sjxgi4aoto2+5sUN46PSmtYVvMTeHrBqonLgl0Q+EQXQV1gT4cPl6v17NKOI1eUHoICQttSZLVMD6IS369L8uxDcVWexZjYmVIZJUj18adYnbbSUc+04m1kW2tJiZDe+7yhCbxw6WmdTor9VPwTZ39+Nk9s+le7O6Z8XfA1jxV+zktyO2LcYM4eISVFlu2qwNcFhuvBZHnxct7c8yaPrH+ENQdrsTi9LNTnoPDapA+01PHBDjE00UXBnblwbzH1YgEKfR6Ngf2UN3autNDl9aNqKqJUIac8QcvBhoNdHHDXIdcYyFUq2SL30OhqDHY4IceB+gMEAiI1NicquYpHzx16uMOoKMLSW+GZbDjwXVDj7M1kKBM5ze3G6O1ZX5UwYVojqqyA6xstjPYlIch6/+NOkbWI58qf4a8x0SjwYj2wqtNz7a2wIooQb1ITY1Bzz4o/MVNZwxqt5pTwVjTsfD3YIbSbXOsuSge8RlPKq9BU2ebYXTW7qPRvQq6pIMGsaXNsSBDTDwzx0vcJvT95fcWQK3h17quMjpoOgMbb2GPnDgTEQ+b7LR5jATHAhMQJjE0YK93vtCjGwmWUx6T3f1KcIqSSyI/FZTzmiD+0TRRFfir+iTznKvJI4KNhr8JZTx03CyxTKomVl6GW1R1SY4U0LgulCgUPxZtYVvVkp6aIM6qRbPVBlLchRxZFfPFPYej7GIWWwqN2lVdH4W2YzOmZUw6XUZ4EF/IOo9Tx78gIfu86wO9ON/Lv80fwn4tHolJ0/nKyrWobATGAsi4Pnh0Fm1497jFnZp7J0OihLO6/GL/oZ3LfaCJ1SmptHtbl13U6llAg05zJ/Kz5LOyzkK92SuXTVxo3SzuHLpK6+YRpHUMcCAIXDFhMlPMSvNYRnfYZW59fRwpV/KzT8UD1p7y88+UuDrbrUGpN3BcbzQ3xkeyu2RnscEIGURTx+r3MSJ6PvOpWXBXnceuMfmTFGg4POvAtFK+VSpTje4eKIBRZGhnB6JhpvBA9LtihhAnDvqahpNUOYVrqJcEOpUvoE9GHLHMW/VxGbDKB6h2dT+IfabzvDXhReJ3IRJEBkQMOK69PRsb/DhBg5l+CHUm70Tcr3VyCgOhve9FhTsYcjPbF+KxDSDJrJfHD/m8lRXQooo2EOw/AQxY4/eFgR3PCePweDjYcpFItPVsb/JZ2L/afKJVWF06vH4VMIDVKKqMdFD2Il+e8zNMznpYGtSjGzMk9ElNvJPx01UtQKPTE+/2Y/IcVYwExwGOTHyPBvwiXJxFZxgQYvPC4c+237GBWRhI3JMYh9gZlgbMROTDYCZmGzpUtXhX4jIeUbwIQkLWRGKvNJVpWgKC0YvceVtM1Om2Uq/6HMmolfWK1hxVjp+JDlErHWq2Gn0UbcpWF80aloJSf2KXkzjF38uqcV7mhrg7q86Cp6rjHmNVm3jvrPS4dcDGKtc+hfHECFwyU1IBf9vLulNlx2fx9yt+5cMClfL+nEgMOBjWtlXYODZdRtocJCeOYnrgA0Rvd6cTYqj0lJFKPORBgUEQ/Uoyhu8qm1BpJ83rp4/Eg93uDHU5Q8Qekz8kCSwEzP5rJH37+Aw8v20R9fSJ9Y+K4adoRnbACfvjxIen78TeHbxhPgBpqcRsLKAv07oWJML2fGruNd4T93KmdTMrkC4IdTpegkClYes5SFmkvwBQQ0Zas7PRcOWWHjfeVMiWf+GNZV1RKzIAFXRVuaDL3MbinEFJGBTuSdjMoaiBfFjTyTUk5Po+rzbFDY4bSVDUevzNLUoxV74X3LoT/nfwqwFAgrzGPc784lyXlzwEgJ9BjApSWjpRp0bpDz2S7anaR15iHt+We8FBiLLVHYuqNhBNjvYQ6uYvzkxK4W3c4YSCXyZmZNhNv3XQQFSRHts9rQKeS6tMDgN/R2PXBdjWuRvp6vdxeZuDO7Mc7NUW2bwcA+wMp7I+aeeyBciX/qarh9dJ6YtSHH4JXF+WgNG9FE/MLCSYdVJ7CijGVgastVh7w6skyt122ezxyanN4esvTOH1Oxpn7oc1bLu1op4eWP+Dn2+Lv+X3uOzjqDnCpSiot+GZ3JW5f222tQ5VfSn7hhe0vUGgpZOWBWppcPhbrdyLzuyU/hsQRwQ4xtNn2DjwxAL78PU7dz2hSlrCh5ECHpxFFkQP7c5AJIme64MOzP+H3p/2+GwLuGnQ6HRdUxfKkLZMJ8Z33VOvNlNnKuOmHm1j0xSJEUSTFkILT52RjxSa+zJWuLY8vGna0unXHe1CzT+rCNun2oMR9sjA8chquinMw+sPXqDDBZWnORpRRa9ElLjtk+XAy4PF7sPXJ5FnVCD4IzOq0GuWwYsxEpaWQpoJf0IkiDJzfleGGHoIA2ohgR9EhdCoVKlGBEvB53G2O/du6v+M2/AgyF4lmDdSFcEfKk5AEfQJGlZEoTQxWsdkLzlnfI+fOr5U6UmbFHL7ePbzuYc5Zeg5rytdIG0ZfDQv+IzVjCNMqYfP9XkJAIWefQoUxcLjb2PLi5awpW4PDK/K56jP67JoNmf88binlqPjTeDtPYISsEpfDEvq/BKZk3pdNZKcQxXkyO9BxY3WvNgbs8LF/KvKYNjrLyVUM8XhxiyIbOWxwWWtV4q6ZTWKEBplMBpd+KKnGjtPo4KREqeMsuwO0fjAkdnoaf8DPw+seZm/9Xtx+N/fIYiHgg4Th7TbhlAkynt36LMUyF9/rdSws+oQE43gqm7z8sr+GOUMSOh1fsPj4wMesKF2BgMD+fZKX2KX6TWBFUouFDTPbRqEGWyXU5VEkNKA07iWvYjcOzwJ0qvZf7fJq7OxtVPCY8nKunhyL4KjCrDajVXTO7Li7MWpVXOi5j/PTY3hALudUsN+vddayJGcJZbYynpz+JJHqSDZWbsQb8FJoLSTTnMnzM17lrncrqLV6uHhsGmOObMzhdcLPj0nfT72z1z0whRrjBBWj7KsQq3OB84MdTphTmT0/k96Yhjam32EvwZOAFSUr+Ff+A/ijk3AUTOEii4ukiI59Jnn9AfZXSp1jhySZ+ff2B/k2JZb7E2dxYdygbog6zIlg91m4MlVPQNDwqdvFsf63HV4HHxx4B3UcqJ2T0KsVUNu8KBhOjPUIkZpI1l68lmqrC+vOIZhwE7DVITuO93dX0KIYO9ImwqgyolceIWJIGhnuaH8cwoqx3oJ2GGeU9eUy2ZxDm9aWr+XDAx8SpdlBtiwfQ/nadj00a5QKbKL0h+PrBYoxMW08f9Fk82XGTpYceLpzc+ikDiExggWVvI2fkVzJP6Ii+ENCJAcbDxv91zbo8dTOZmLUxdKGiDRpZU3Xu7sfdgqVjvUaNc/Knaws7byUXy6Tc9OIm+gf2Z9rh10Lu5r7rXag46IgCFw19CquH3IVYwJKhIZCbsmUPLm+6KXllPMy5zEtZRpTk2fywx5JIeqbejeMuwmGhR82j0vLDUjdQS4dfCEqy0K89jR2lnZMzv7zvmpqMbM343Je1AU4/ePTeXvP290QcNdg0ihQxy/j26abeGP3G8EOp1uwe+18mfclz29/HgCFoODNPW/yQ9EPVNor0Sl1PDblMZYuXIoqEM9jX+/lqhfLyK/xEGNQc+8ZA4+ecMNLkhmtKQXGXB+Ed3RyUes+yJ7ofEoUu4IdSphTnNOLP+erxtXcHZUd7FC6lOGxw4lQR2BUxAAia/M6XrZ8sNqGxx/AqFaQEqml1lkLQNrQC8MLbyGISqGgUilQrVDgaqNhml/0My/lCjwNY0kyNj+b1DYrxqLDibGeQhRFRHkT+URRJkZjc9h75Lz5Lcb7RyjG/nfG/1h38TpSjeHSyfYS8mKhMBIuYz8+sl7HdcMzD22bmTYTu1OJolSSSArtVC9VOsr5U6YNvZjEp70gMWb3+BFFCPh0xGg7l4iSG+MAuFGxjA+dFwLHUCTJlWzXqNmtVjPAVXto88qqz1FGOEiM6rxC6qRBZWCDVsOrOoFLy9cyNWVqh6dodDWiU+qYmTaTGakzEKxlUNQs9R16XofmOr9/c7KoshQ2v85Zvh95gIv4aW81Do+vQyqhUODMrDM5M+tMvt1dgd3jJzlCy8BRM0BoowQ4zGGim/2j7NWcnTKd76JTWFZewZaiBsZnRbd7muX7qgGYOTCOAlFEKVOGrFoMwKRRog0I+AG3pynY4XQJoiiyv2E/eY15zM+aj9Vt5b7V9yETZFw68FIiNBHcNOImMs2ZmFSSRi5ZMYGnv8ln2a59+Js7C2fF6vn7ouGYdUd0JHZZYHVzM5eZ/wfKXtDBK8Qpp4GXI82Mcfi5OtjBhDllaawq5jtjI309WgaMnBHscLqUeF08Ky9cyVNf76Ao7wNi1iyFUa90aI495VIZ5aAkEzJE/jfnVeo9FvTKk6fk9GRCr9DztzIYQAWBYcc23zeqjIwyXciHlbtIHND8edaSGIvp3wORhgG46cebWFu+FgyX0FQ3nB+jRvWIgj+/prmUslkx1uhqxO13E6eLk1SzLiv89LDUkXLS7eEk+DHoXU+MpzAywYMm6X1WWVX4Ai+hkCmYmDSRmup0Et2fSNq/1LHtmksuyLHLRdyiHNHZ2K1xdwWO4h1kN8ZQYv0DD1xzcafmUJkPl9T1aVgNHKNJgUzJDY1WrDIZ9v6HTZiLfF+gSbQSYZoJv/wTyrbAmOug3+mdiqdXo4thZOo0Lgo0MSq+4wamoijywJoHKGoq4vHJjzMkZgjs/kTamT6pU22E99Xv4w2lg5QIM7cUfcuwqMXsqocf9lSxMLv3mGn/Z+t/iNREclbWWYe6Uc4fnnhSlYJ0Oxoz6GLAUYu/7iCyiDVokjaysegGbqFvu6awurxsKqznAvnPnO0tJnrkjfx10l8Re6i7UGcwaRW8YtnAaU3FyCeMDnY4ncbhdZBvyWdozFAKLAWc/+X5KGVKZqTOINGQyBkZZ5BqTMUvSh6CN4+4mUBA5Kd91by6agcbCg77eUzIiub6qZlM7x+HTParvyG1CRa9CjveheEX9uRbPGnJMvXhov1NpHrCxQhhgsfWjR/zbFQEMhHWxcQGO5wuRRAEAmKA9AQrZ+peY2C9G7H+PoSozOMf3ExO+WHjfXveTyg/v5moERfDnEe6K+wwJ4BcJifLo2QgXiraaKyzvXo7P5evRqZWk2hOlRrL1Dd3owyXUvYYMdoYBAR0OjdNdVBn89A3rnvP6fL6KWt0AtJCIMDSvKU8sfkJ5mfN5+9T/g6NxbDpVdBFw+Q/dm9AvZhwYqyXYMCJ0rydcq9kvunyuXh116sUlWt5TMiXBrVTMRatjWZM2ZkkecqxnTaeiO4Lu0vQrHuStzVf8TRXIwida7utO0LpJSrUxx4oVzHDIV1cvpRJOX6b2427cQSCupIp6UPhi39I6qbB53Qqll6PPpqpi96i4zoxiRpnDbtqd2HxWNAomle1Dv4kvXagjPJIKmwVLKtcS1REBDc2Wvhj3DauqR/DlzvKe01izOaxsSRnCZ6Ah+HRo/hpbzUJ1PHHg4/AqgukD7Jwgqx9RPcBRy3yhgJ2NX2O0lzN9spdBAKTf5sgaYXVubX4AiK36r4mekUZpA0Gc3JIJyhNGiVeUYscwGMLdjgdwuqxYlKZKLQUct4X56GUK1l14SoyzZn0jehLiiGFRrekMv3XtH8dOs7p8fPJ1lJeX11wqIxAIRNYMCKJaydnMjTZfOyTCgL0nyN9hekShsQOZ35dA57wrWWYIOItXMu5go0ibTo6pS7Y4XQ5b+S8wVO7n2JMZBKv1xRQt/N7Yqbf2O7j91RItgJDkky8u/NBXojVcFXdZv7QXQGHOWGujeuHW0ziv5EDOFbdyg9FP7Cm8U2U5skkmqdDYxH4PaDQhLsQ9iD3jr2XhyY8xEUvb6KSehqtNqD91QqdobDOjiiCUaMgWq8CwOK2IBfkpBiaxQaHOlKGbnf1UKDDy3orV65kwYIFJCUlIQgCn3/++aF9Xq+Xe+65h2HDhqHX60lKSuKKK66gvLxtr5+HHnoIQRCO+ho4cGCbx5xqRATs3FnXwN11NhQyBXmWPF7b/Rpr65egFbw4FSapY107UMqU7BZP523XRTRGh74Jn+hs5E9xsbyT/hNLDy7t1BymmKRD3wsK1bEHypUsNeh5IiqCwibJY6y4zo2rej7KmhvJiIw8oiPl0E7FcjJQ76rn28Jv+aHohw4fG6eL44tzv+DJaU/SJ6K57O2yT+GyTzqdbJySMoUrBl/B81kXoADGezYA8MuBGiyOY6+whRKCIHDH6DuYnzWf4kozTq+fy41b0Nbvhdzvw0mxjtByLazL45JBF+Orm4PVZjiUPDkeP++rRkaAZFHyeLts93OMf3c8a8vWdlfEJ4xRo2STTsa0tGRu3P9GsMNpkxblXUlTCed8fg5nf3Y2ATFAmikNg8pAhDqCcns5giDwydmf8OysZ0kyHL6GVze5+Pf3+5n495+4//Pd5NfaMWoU3Dgti1X3zOCpC7PbTorVHuzut3hK4lUKfKvXsVyvAr/v+AeECdPViCLZ9dv5a209t6X/LtjRdAtDooegVWhxKCVrEfu+H9t9rCiKh0ophySayKvbj08QiIg/BTus9yJc2iIChiIafcfuSpllzsIkDsfvSiHBrAFLGchV0v2QLKzi7SmMKiNKuZILvJ+Tq76CrM0Pdfs5jzTeb1nA/f1pv2fTpZu4emizsYG1OTFmCifG2qLDy3p2u50RI0ZwzTXXsGjRoqP2ORwOtm7dygMPPMCIESNoaGjgD3/4A2effTabN29uc94hQ4bw44+HL+4KRXjF8UiUah2XWpvwCkqUchVGpZELB1xI/o5NADREjkDbzgdnf8CPN+55dFEeGt3DgTYeIEIBVyNNGgFRoNMeP7row6slgrwNxZgg8GrUKArlhcz1VgLwU8EGFMYdZEQPQ7CUgNsCMiXEtK9z4slI0Z6PuWvXs6QaUjg9vf3lpEtyljAybiTDY4czI+0I7w+5AvrO7nQ8CpmCu8bcBS4Lvpih6AbMZ8B/1rG/qolvcyq4cExap+fuKfRKPZcOuhSAm9/eAsAi1Xrw0mHftVOeQwb8edww7W5+XL+OjdX1bC1qoG+coc1DAwGRn/fXkEgdctEHMiW2gAe7145cJu+B4DuHSavAi4p6uZw6b2h6jFXZq/j35n9T1FTE+/PfJ0GXQKWjEpfPRaGlkKyILD5e8LFUitD8eSYTDt/Q769s4tVV+SzdXo7HHwAgNUrLNZMyuWB0qtSF67hB5MCLk6HfHLjgLWhroSRMh2iSObkrLoZIv5+ZziZUhshghxTmFKOudD/r9A5ivVr6ZHdW1x7ajIofxdqL1/LZ559B+XVEV6+HQKBdyY/SBidWlw+lXKCfUMzj5cXcqtKiPefWHog8TGfRN51Hjc2NXn5sn+Xz+p/HS8ti8FltJJm1kDkF/q8SHPXHPCZM17Oteht3rrgThdHLhfV+ZM7u//kXNC/69jnCeN/hdaBT6lDKm71Vw4qxdtHh7NO8efOYN29eq/vMZjM//HC0guS5555j7NixFBcXk5Z27IdThUJBQkLCMfef6siUGpaYjNhkMi5zNZIVkcX94+/npx8XAOBNbL/Xk0yQ4VPmIVeJKPO/gqybuyvsLkHusfJyYzUPxT3C5OTJnZpDMMazSj6WKf6NyJRtPwipVafjqd5PRLKkZvq5bBnalJ+QqxxQ1XzjETvwlH6givnxUU4zq0hu/hm1h921u/n35n8jCAJLFy4lw5wBoih1heuCC7U/4OeJnS/ydcHXfJA+nrOzk/jXd/v5Ykd5yCfGHF4H96y8h5lpM5mZcibL91WTIVSQaN8HghyGnBvsEHsXA+aBMQESR+DyuYiI247asZ1NhclcMKbtkoLd5RZqbW5mqpu7fUWm8+rc17B77cRqQ9evxqhREu008XHpLozjFh3/gB7A4rbw0YGPKLAU8OjkRzGqjPxY/CPegJcCSwFZEVm8MOsF+kT0wayWFmhidUf/jEVRZFVuLa+symdV7uGGKKelRXD9lCzmDElA3o7y2EP89FcQA9JK+il8De8O4k0JjHK6iAoEcNnDibEwPU/B5mU8Eh2FRybwlerY6prejEKmQBRFzIMGUrBbT2bASqBiB7Lk41eAtPiL9Y83Ihz4GhFISZ8K5tC+RzrVudV+gP6u7RhK+0C/9FbHLC9eToWjAIiVFGMAMjkYQve+5WREp9BR7axGJ5P+DxSuhm4/Z94h430pMdbgamDqB1NJ0Cfw9blfS8kxS5k02Nw77GWCRbfLsiwWC4IgEBER0ea43NxckpKS0Gg0TJgwgccff/yYiTS3243bffgDz2q1dmXIIYlcqeGVCBMWuZx5tko2VG5EISh43TuO/f4Izhkwt91zCYLAOOtULnF9TJb1XZgd2okxhceKWgS9OvmE/CKMigD4QaVuu/tYmmoqm6v7EKuUuri4nZH4nakMShgSLqNsJlWuZUlFBSy4rt3HJBmSOCvrLAApKQZQthVenQl9ZkmllCdQLiiXydlXv496Vz3fFHzDORkTeR4X6/LqqG5yEWcM3a5zK0tXsqJ0BXmWPATbGNy+AFeaNoMHyJoO+phgh9i7iB8ifQEyv4eNTa+givKysXQ2kN3moYe6UcbZoAZcEelo5BpitKH9f2DUKPAFdAzwenF5/UGJwe13s758PXmWPK4Zeg2iKPLstmcJiAFuG3kbCfoEHhj/AJnmTNJN0s39afGntT6Xz8/S7eW8tqqA/VWSAk4mwBlDE7h2chaj0juRdClcAwe+lZLNs/7S6fcZpnWSTQmcWT4EX0DAIcp6pBNXmDBHstEiY4hdTbVBS5rx5E32/GPTP3hn7zvMMaXy78Z91Oz4jvh2JMb2lEv+YoMTTaw+uJR701M43SAnbLsf2uTp9lGqr2a0ZS+DWtlv89j4w89/gBRg/8MkmjWS+X4Iq9xPVjLMGbw3/z12r94I/BGVt7Hbz3lkKSVAkbUIABmysGKsg3RrYszlcnHPPfdw8cUXYzId+xZp3LhxvPHGGwwYMICKigoefvhhpkyZwu7duzEajb8Z//jjj/Pwww93Z+ghh1ytYaHNjlsQ0Atyntn6DMVNxTjk17HWcxHXDhjXofni/EOZ6XgLuzw0S24OIYqovE0sSE6kUfEyNzqm/kZR0F4GKyvADf3NgTbHDa17EmVUGQ2Wa4E+OGum4agdzbxZY2HL7dKg+FM7MYZSR4FSQWPtTgbHD0LdVnkqkrl2lCaKx6Y8hi9whPfMro+kV21kl3ho/S77dzh9TiZt+wz5lj9yS8yt/Kt2Al/vrOCqSe3v2tTTDIsdxq3Zt2JSm/hqQyUgcrZ8XfPOzjUkCCOhkqtYkHUOH2yoprjBQ4PdQ6T+2Eqhn5sTY6ONjVADn+uUPPXRLG4YfgPXDru2h6LuOEq5jCaFkusS4rDWLucDUeyRZgHltnL21+9nRtoM6p313Lr8VmSCjEV9FxGhieDKwVeSYkw5tKhxbr+21Y8Ndg/vbChiyboiapqkBTCdSs4Fo1O5ZlImadGdXBwRRfjxQen7064Id+nqJh5Rn4vd62AZesI1AGF6mg9rsims689rV44O6WYpJ0qWOQu5IKdaFwuN+/AdXA7ce9zj9lRIQoIxUU72lJVijzQTMCcd56gwwWajzkmRykSSp/WyPJvXRn/zEPZW12BS6SVbgScGgEonLTq32EuE6XbUcjVDY4ZSGSHdS+p8jd16PlEUyW9WjGU2l1Jmx2Wz+qLV1DnrDg8Me4y1i25LjHm9Xi644AJEUeS///1vm2OPLM0cPnw448aNIz09nQ8//JBrr/3tg8if//xn7rjjjkP/tlqtpKae3B03lAo1f6qzIBNERKWR7LhsBFFNjieOOKMataJjqwI5+m08qIziSoeNkL5cemz48FOoUoJYjkre+dIXVcAFgCKi7YtCUWAjX8crmWhfT5XtDEpcWxEUCfSPN0JVi2LsFDcqVem5JCkB27Z/8WX61MMKsFYot5Wz+IvFLO6/mNtG3nZ49SLgh92fSN8PO79LwhqTIHVmDRRtxyqDC2TL+RcT+GJHeUgnxpINydw44kasLi8PvvUjg4Uiop2FIFfDwLOCHV7vZPPrkiJxwq08MvkvrFm/gnyfnW0lDcwcGN/qITVNbnaUSivqGXLppmat6MDhcxzuoBrKKPRs0Gog0ITT5+z2jmzF1mLmfzYflUzFqotWkWhIZGrKVBL1ibj9UlLrjtF3HGcWiYJaO6+tzufjLaW4vNLiRYJJw1WTMrh4bBpmrfLEgt33FZRuAqUOph//ATJMJ0l+Gr3go6JpJoMSwqWUYXqO8kYnJa5tKLQ6so/0MD0JOSvrLBb0WcCXP6xmdUk9peJILmrHcS2llGMC20lttDDbkIUi+5buDTbMCTPGFcFsxwHiNa0/AyXoE/jD4Ge5Yv1GBsRrJV8xm+STjD6uByMNA/C39X9jTdV6otRqRrib2u0B2Bnq7B6sLh+CcDgxJooiZrX5kEUFAIkjQG2GiJM7X3KidEtirCUpVlRUxPLly9tUi7VGREQE/fv35+DB1jtHqdVq1Oq2FSonGyqlnDUaPXZFgNH2Sh6d/Cg7v3yOn8QfKDJ23LS8QrmPfLWBc2whbsrosiAHlpTV8GH2sxhVv1UQtpvfrZcSW1lt3zBlemVMcTgxqcx8d3AdmtT/gTuJOMNFMPH3ULkrnBhT6Un2VmM3xeMJeNoc+l3hdzR5m9hZuxOF7IhLTsFKsFdLarE+M7sstDVla/hbxTKGxcTwz+ocBsuK2FoMJfUOUqNCr3X7ipIVLMtfxrl9z6WiMg2PP8Clpu1SGWX/OaAJFyR1it2fQuEqyJiCIzKN5OQDlATy2FzY55iJsV8O1AAwLNmMxhwHEWk8M+xW1hmNjIgd0ZPRd4p1mjlElau5bMoolLITTCS1g1RjKummdKI10dQ569ApdTw/6/l2Hy+KIhsL6nllVQE/7auiuVklQ5JMXD8lizOHJaJSdMHNpN8HPzarzCfcIvnPhekWtH4j/oAHp7UcOHUb1ITpeQ6uX0Zk4ge4lQ5yrdlE68cHO6Ruo2XRI23QQC5adSeGej2L/QEU8mNfL+vtHios0gJx9KSrkQ8ZT3+vEyJCenk8DDDZFccs+yb2xLXegKzKXsW+mhLAT2KEBuqan59NyaBuu+FQmK6nyFpEqauIUqWC09xucDWC7tiNE06EFuP9JLMWjVISydz+8+0UNxVz15i7mJg0URp44dvdcv6TjS5PjLUkxXJzc/n555+Jjo7u8Bw2m428vDwuv/zyrg6v16KUy3gy2sxBtZz7y1eTJXgx5H/EH5XbeVfZfgP0FpKZwZn1r5HodYLXBcoQVUOYkrkj8ys27C3glsgxR3Uo6zCGODAcPwGzwCXnqsYalkQMosxix++OI1KejiCTwZjQLaXqUZQ6Pi6uhLEPQmT/NodePfRqssxZpJpSjy5t2P2x9Dr4nC41wY7URFJqL8ehN+Khhj9EruPGunS+3FnO76b37bLzdBXL8pfxbeG3JOoT2bVLuiTXj/4DpJ0L+rBpaqeJypISY/V5WD1WtnueRR0nY1PRPGBgq4e0lFHOGBALc55iU+UmRsaNZKKsd3RJ9uviKCo+nbTIUYeVmd3AgYYDfLj/Q6amTOWzsz/r8Lm8/gBf76rgtdUF7GxW6AHMGhjHtVMymZAV3bVlUNvfhrpc0EZJixthuo0lFW4G+faxM7M02KGEOcUw7X6Fcfo6tirMDIs5+Rcv7/7lbr4p/AZT1EVYa7PZWWbhtLRjqzT3NKvFMqJ12AP1nL3qdrLjsnkqbfxJXXZ6MpCndtEg06P31jK4lf1L9izhrYNvoY6bSqL5RqjdKe2IDr173lOBG4bfwPz0ixj+wWUAiI46hG5KjOX/yngfIKcuhypH1XFtbsL8lg7f7dtstqOUXAUFBWzfvp2oqCgSExNZvHgxW7du5auvvsLv91NZKUk5o6KiUKmkh99Zs2Zx7rnncuutUnvgO++8kwULFpCenk55eTkPPvggcrmciy++uCve40mBSiFjj3McelkjPzfs5m+7X+JsuZNHAccxzIvbIkk5n2sbn0YmiOC2hm5iTBAo8VZjSf2C1fUHuZy/dvspaxQKytQq6n1VKF1n4si/g7PHhGuyj0KlRwQczgaE5pbAv6bJ08QH+z/g8sGXMy112tE7vS7Y86X0fReVUbYwOHowT09/mokuD6qCi5jh/hk1i/hyR0VIJsauGnIVCfoEpibN5YVPJcPMednpEHeK+9idKNHNCwZ1eSToExgZM54NB2CXpQavP4DyVyvrXn+Alc2KsRkD48i35HPNd9eQbEjms4WfoVW0vlIbSpi0SlTRy3nr4I/0S7mNLHP3KAFWla7ig/0fUO2oZmrK1HYfZ3V5+WBjCf9bU0B5s3JBrZCx6LQUrp2cSd+4blrZ7ns6jLwcEoaHFZjdjEemwSEIuJ0nf1OkMKGD6PPQ37ad520uNs99Bb1Sf/yDejlxOqlELi22ibj6rbhWbIArjn2PnNNsvD8iQcXu2l3Uueoot5WHk2K9gDWaeraao7k8UM28VvZ7/B5kKAh4I0kwaaE2V9oR0/bCdZjuYUzCGIZF+/mj63rcKHlaGd1tzWhajPf7xB6+f3r/rPfZUbODwdHNaVRbNTgbwgrCdtDhxNjmzZuZMeNwKVqL19eVV17JQw89xBdffAFAdnb2Ucf9/PPPTJ8+HYC8vDxqaw+3XS8tLeXiiy+mrq6O2NhYJk+ezPr164mNDaslWlApZLgrFhMXpWXc+CKK6nPpX7cfi6hDm9i6+qEtGoTtvGaK5HSnlQyXRVJThSgWbw0Kw36KHT3Tae0bncDr+gSGBjYgVKaCTKB/vAl2vA/uJuh3OkRm9EgsIYtKz59jo1l24EXuNpu4fPBv1Z3PbH2GD/Z/wPbq7Tw367mjdx78AdwW6SKdNqHLw5uVPgsCAfIj08hsKOYsxUY+qZjMweom+sadQDluNzAkZghDYobw4aYSfAGREfHKkIuxV9KyUtpcUvDGvJfJ3vQ9VpePvRVWhqdEHDV8c2EDTW4f0XoVI2JlrCraSqQ6kv6R/XtFUgygv1BChXk5Oxp9lDUt6rbE2Kj4UVwy8JJ2l5eWNjj435pCPthUgs0tNd+IMai4fHwGl41PI9rQRauaAb9ULl+4BorWgFwF5/9Pak++8LnjHx/mhPlrrI0DqlR+Z9/HmGAHE+aUoWrfOmpVATwBEwNHdv09RShy1dCruH749Xy/dj/nF5xOIF8Ax+3HLNlqMd6/pekZ0r7I5a1Jt+JKCn2LgDCQIpox2UuI1bT+2H7/+PvZv2c2qxqqpFLK3HBiLJjk1OXw3t73WBlnw155OvVedbclxvIOdaQ8vBgQo41hVtqsw4N2fgDf3w9DF8Pi17opkpODDifGpk+fjthiBNIKbe1robCw8Kh/v//++x0N45RDJZchKKy4qGdRv0Vc7fAh7rmTlYHhJEd2fGWsPPAj/4kxEFuvIsPn6oaIu4g9S3m07nnea0pm4IxLe+SUBlFOkteJUi5jm/AIxgEB4iI/gjUvQflWWPy/cGJswTMYN/0LDnyA1dO6MmBMwhiWFy/nisFX/HZnQ5FkLD/0vG4xpBRFkau/v4YtEfCuXcX16tV8YpnMF9vLuWNO6PjePL7hcTwBD5cPvpwvd9Ygx8+7zt/DksFw7ktgCneL6jRRzYqx+nwQRVx+J33SS9hVUcmWosG/SYz9vF8qo5w2IBZZ7ndM+/R6fsicgmX8/T0ceOeJUni4rq6KKncEaaa0bjtPdlw22XHZxx23vaSRV1bl8+3uSvwB6d6gX5yB66ZksjA7+ZAfRqfx+6Byp5QEK1wDRWulhHsLSj34vdCNZaVhjkaFAvDg9NmCHUqYU4iaHd/xRHQEWzUa/lb6HQv7Lgx2SN1OjDYGgMEDM9n7czKDZGV4Dq5ANXxRq+Nzyq0o8JHZsBalt4ns2BGQePL6sJ1M9FGegVCiJnHErFb32712qixuQEGiWSNZBwDEhF6VxKlAg6uBpXlLURgSgdOps3vIiOkeFWt+7dEdKZ/c/CRbqrdwzZBrJJEAgKXZ2sCc3C0xnEz0DuOUMKgUMiYm/pOdBh/P/rKOPzW50QLbxL6cFdlxQ/E45VAqq1Ws63c+54Sykby1nPG+YqrdyQxKm9sjpzzLq+f6mgM8kXARWxTFCDI3o5NSoHqvNCCUf149hULNH0bdzh9H3/EbNY034AVgbsZcpqdOb73GfeKtcNoV4G/buL+zCIJAgj4BhSBnr1bPRH0SCouPL3dW8MfT+4dE6YDb7+bzg5/j8DmYlXwWa/PqmCjLQe+phcrdYX+xEyUyAxCkUnF7LQccZRyUPYM6Xs+mwnlc/asupcub/cVmDozjl9LXiFCrGBGRfqhcpTeg0Jo5v8mOXaFEb0rvlnPsrdvLNwXfMCVlyqEusEfiD4j8uLeKV1fls6mw4dD2yX1juHZKJtP6xSKTdfLvz+8DlwX0zd6luz+Gz248eozKCGnjIWMSpE+GE/GlDNNhbnBmMa78G3amt1bwEyZM96AuXYXWJKJEzrDYU+ce7aYfbmJ9xXou0/djkLOM+l3fk9BKYszp8ZNfY2OCbC9ybxMXpKSQUfAJf44bQKQm3D021NltHsznSpGrjAM541f7rB4rk96bBGYdVP+ZRINCWhCEsGIsSPSL6MdtI29jyy87GK9Ygiy3CdLb0ze2Y/j8AYrrHABkNZdSbqzcSE5dztGN0Q4lxsIdKY9HODHWS1DJZZgCUgv7DypW8bkIG4CtgX7cGNHxMp9hhvPYuL2AiH6h3Y1GdDawSqvhC5UDwbKRfvGtr5Z0JXWmQeyvd1FkMWBv+DNGrZ94Xxn4nKDUSabeYTCoWq9Tf2vPW3yV/xUPTXiI4bHDjz1BN3v93DbyNu4afRfRMhU2tMgf+YGCWju7y6wMSzEff4JuRi7IeWrGU6wtW0tReQz+QCVXmDZL3SiHnBNWuZwoSo10E2Aphvo8BiWPJEmXQVF5FFtrqo4aWlLv4GC1DblMYEKfSC7avpbKpASeVsvp/itO16HSG9msUbNLDSOqtnJaJ/wnj8eK0hX8L+d/VNgrjkqMOTw+Pt5SyuurCyhsvlFTygUWjEjiuslZDE7qxN+73wvl26BwtfRVsgH6zoIL3pT2p0+U2o+nT4D0SVIyLGEEyMO3NsFCozCiE0XwOIMdSphTBNFjJ8O5hxedPjad/RaZpszjH3SSoJQp8Yt+imKSoATUJataHbev0kpAhLM12ymRK9irlJFXvJxHpzzWwxGH6QylvuXoMz5lh3UucLRnb4WtAoCAKICoJMGsgUs/lmwkjOGqg2AQr4/nhuE38O0P13CG4jv2licBXZ8YK2lw4guIaJQyEk2SV/i/pv2L7dXbGZsw9vDAlsSYKawYOx7hu8degkoh48oaLTfa8rg1NYNYpxU5UKIdhFbV8XIUFxXI9bnUuzQQ6A+yEyxp6Sa89kY2ajVsMDfQr2ErC3rgMfWdlNF8JV+N3/kjNPRlQFwsQuUuaWfc4JD9WfUo299l5Zq/86hJzYDkCfxn5n8A8Pq9vLfvPSrtlRRYClpPjB38EVLGdntiLNkgfQBU2iuxuMuZPSieZbsq+GJHWUgkxhQyBROTJjIxaSKXvLIeNR6m+tdLO4cuDm5wJwv9TgdHLSg0qOVqPj37M4Y//D2VAZHyRidJzYsKLWWUo9IjUSg8jPfLWRfwMTlpUjCj7zBqnYkfdDreNRu5vnRltyTGRsSO4Jy+5zCp+WdTZXWxZG0h72woxuKU1KJmrZJLx6Vx5cQM4k0dbOxSvQ/2fdWcCNsIXvvR+6v2HP4+Ig3uKQhfk0OIb9XVPJSSxNhALuEirTA9QfmuX/AroF6MZuiQ0SGhCO8p7hh9B/83/v9Ys6MBX/H7RLpKoaHwN3YfOeVWQGS2bDM6v5+XBl5HVVQaSll4Aa43EI2A2qMnUm7/zb4BUQN4Z/YPLHzxO4waBQadFvrMkL7CBI1PDnzCclMt2Q45OOq75RwtHSkzYwyHlPipxlRSjb9Shh1SjIUbyR2PcGKsl6CUy3CLSsa5PaxIPZ/8wv185y/EFNO5cqu9zqXo0n6mf6EV1t4Ok//YtQF3ET57PaOdbjaISYxNHN0j51TJpe6pcm0phoEPotPeBFVSd1USwp0CAfA6wVZFuSEOs73y0GalXMmHZ33Ip7mfcnafs397nK0a3rlAUkPdvqvbmz58U/AN9666l+yYYdxpnkit4OCrnRr+PG9Q58u5ugCP38OlX1/KhMQJLO5zDevz6zhdtgO139ZtDQlOSc568qh/yuU+MlMqKaizsqVo5KHE2JFllGa1mUdqG/Daq1HO611lCDq9iaFuN2faZPQ3do/HWEsyt6TewZ8+3MEXO8rw+iX/sPRoHddOzmTxqBR0qnbcXnhdULYFtBEQP0TaVvALLH/k8BhtlKQMy5giKcLihhw9RzgpFlJ45DLKBQVWV1gxFqZn2Ftu4YOIFNYbA/zx/9m76/C4yuyB4987PpNk4u5JU3dXWqBKKe4s0IVlWWSBLYv7wgK77ALLD3db3BaHUqDu7po27m6j9/fHTdOmTaqTTOR8nifPzFw9hcnkzrnve87Od7m6/9X+DqndpAZro+OG9bSx9ocejFB20LDjFyyjmv832JJfRT9lH+GeYjDaGDv0j2DsHE1lBJznMPNi7la2Brf8na+iVo/qiiAuTP6fdhTvbnmX3aZM9hiNhDe0VWKseeH9/279L79l/8YFPS9gWkpj+SFXvXaDGCQxdgwkMdZJmAw6Po5wcFNIEtdUb8eefh9/27qFM0JP7EMw2BhNhMNCmKdUq9nSQXnqK5hUX89ixyBOTWqfux/DAgfy8/Y/U5XyPoq5lB5hCVDws7ZS6otpTAEMdjj4L/GETdKSD0vylhBmCaN3WG+uGXBNy/tt/hJUD0QNapdOqMOih6GgoFTlkbH9Hm4yDeaKyj6s2lfOyNSWOze1h6V5S9lWto2yhjIinOfgVeGKoJWN0yjPbZOGBEKbBlgY8DRmXTyr901h1qA46p0elu4uBSAlrpwnlz3GpY5SEgBCO9eUnMDAAMbVOJhVWwcxvh+vs7lkMwtyFzAhfgJ/fa+MbQXVAIxICeWa8WlM6RuN/kgJZ1c95KzUCuXvXaQ99zhg6FVwljbqlNSJ0PdsrT5YyniI7C2/D51IXMLNsGgNDT36+DsUv3hh3QtUOas4P+N8MkIz/B1Ot/B5VU8Wqn0wsY3eocffpb0zc3vd/OGnP7CldAtXWfozwrmDyk1zD0uMbc6rYop+FQAPJmWgrPwHs/vNJiU4xQ9Ri+Ol6gzUKAp16uHN0p5a/RT/2/EjxpDRxATPhCXPQUUWDLoY4of5IVoBMCN1Bus3LSLS8z0GR/nRdzgB+wvvpzUW3l+at5Rl+cuYmHDQdNuqPO3RaAOr1BM8GkmMdRJmgw5V1b4cvF66gvGOJUAICSdQeB9gfMRlDFy5m/ONOzp0Ykytq2CezcoeUxlFdUXtUgh7+KZ/sNj0LQ/t+x1vK2OYMHoorL9NWxktiTEATAHYvSoD3V4ISqDKWcU9C++hwlHBC6e/wNj4sS3vt/ET7XHAhe0SZpQtip8u+Imo+mrYNpRxyjpiKeWr9bl+TYyNiBnBvyf+m3p3Pf+dV0gA9Yx2r9RWDpBplD7jdkLJDqgtgvTTGBw5mCBjOGWV4azap93BW7K7BIfbS3yIlfkFn/HNnm8oDQ3hiRqvNpKpE7FbDOTqrORb3FjzVzHE3sKozZPwc9bPvLbxNXaU7GNbwQT0OoVP/jSGoUlHudha9z6seRdyVx3ecCMwuvm06qjeB2qIiU4nKjiN6oZaXO4If4fSbrKrswkwBhBqDuXLXV+SX5vPKfGnkBGawdub36a0oZSz0s6iR6h0iPM1r1dl6e5SGuqu4I2ZQxgR072a1hh0Bsoayqh317MvPoX1u9MoVZOJPmgbt8fLtvwq7tFtwQN8r9ZQv/Mzruh7hb/CFsdptS6b21ISGewo5d1D1u2t3EuZMw/wEhdigS3/g5wVWhMaSYz5zXWDruOXgigydn5FvlrRJuc4dMTYrUNv5ZSEUxgVO+rARgdPo+xG08xPlCTGOgmjXsfY8nCWhNTgURQCywtRsBN/AoX3AdA5KdLrqdDpCOnAiTHFUcVLIcFsMy9ne9n2dkmMbdI5uCIxDsWxHjXrDPpFBkD8UCjcBNF92/z8nYLRRr2icAfFVH5/JU+e8iTDY4azo3wHw2NamfJavlf7Y40C/VtuJ94WomxR1Bhs/JgymLP2ruMi/W+8uzGWB2f1w6hv/5EoqqpiM9qYmjKVwqoGbt07j9G6PejxQFg6xA5u95i6rIoseGmcdqfsnjyibdF8POM7xv/jV7bqqqlzuptNo5yWNpPSkm38LncRRHS+adN2i5FXzf34OiafYTs/4K1evk2MDYgYwLSUadg9gwEYmBDcPCnmqIHsZdqIsJ7TIanx4qwyB7KWaM+D4ho7Ro7TRoSF95CLtS6k2Lkda8Jb7PEkAod3Le1qqp3V3DjvRhxuB8+f/jy3j7id5fnLGRI9BIDPd37Onso9DIwYSI/QHnyy4xOK6oqYkTKDtBBp5HOy9m5dSU/XEnZYejEiOcYvf9P97aExDxFiDmF9ppGztw6nX52d0w5an1lSi8Pt5VrT/ay83MZjVLGlOosUe4q/QhbHyaQ3gwucivewdfeMuof64rH8XOMlJsgCO3ZoKyJkxKo/5dXksVHZh9lqYUAbfc/eU9KYGIvQmqH1CO1x+A2Y5HHwl83gqG6TGLoaSYx1Enqdgs5rZtXebHINBoI9T/Ipr5BwglMp11R8wYL0Zdiqgrm/ocrH0frOrqSLMOR8Q5ghmOiA6KPv4ANevZ4inQEMlQTFfU9k6Blw6Qftcu5OwxSAWVVZoHfjLVqLXqfnXxP/RZWzqqlG22E2faY9pp4CQTHtFqqqqlz0zUVkK2UE26xcUjef/6s9lyW7S5nYs/3vLi/KXcR/1vyHC3peQH3pKFQVHInjUGbvhIp9kiTwpdBkUPTgqoPqfBR7HFF2A5HhxZTWOlmXXcGvByXGxsf3Z/ysETB+rzbtr5MJshj5yHEWloavSAzx/eiU05JO47Sk0/jrJ+uBHE5JMsPOubB3oZYMy1urTZUG8LoOJMb6nq39zieP07r6ynu8yzJXrccQtI0g5x5/h9IuKhoq8Hg9eFQPIZYQpoROYUryFED72/OHAX9gef7ypg6un+/4nE2lm0gKSiItJI3v9nxHXm0epyed3lQvShy7+qWvMybie7aEBPPcugL+Mqxj1sttS/ubrAT1cABaPbHyWiehAdq1mFZ4HzJiwzBnjGUyMNkvkYoTNdjSm5XbXiXX1OuwdTEBMThr01DdxaRY66GhAlC0G63Cb5bnL+e1/NfZag/ihfoS8Lh92jG7usFFcbX2O58WGcAPe3/g+z3fMyN1BtNTpx/YUG+Q2mLHQRJjnch/g6J5NzSJKXVVjC1PREVH/Akmxsx6E4qqoEKHnkq5PuZ8lq7sw8zIWHqGtk8h7B76UAbUONhoMRNmM3erDkfHzGhDBzxQ4+KhICNvbnqTm4fejN10hE6TGz/VHttpGuV+iqIwNXkqv2b9glJWRywlTNBt5Kt1SX5JjM3dN5ft5dvZXbGbNRu0AulnDowDW5j2I3xHb9SSY2V7oHQ32OP4YNsHNET9G1N1Xz5cMYK8ygbMRi+v7v4L2Z5pXNz7YsyRh198dgZ2qwFPfSq1mbdw9++n+fTYG4s3sqZoDePixrFsTyn3GP7Ltau/h1WH3MEOTmocETb+wLLIXtqP6PJ6WqN5uLgUrzfc36G0uWpnNYn2RN6f+T7FdcVEWJtPH1UUhVnps5iVPqtp2UW9LiIxP5GRMSMB+HTnp6wsWIndZCc1OJVfs34ltyaXiQkTSbQf0llMHCa0cAlFwdpXmaQ2ajjS0ZXWl3Lv4nvJqsqiT9StBBZvJPvXfYSeeQMAm/MqCaaGfnHJvLflPfJq8zgz7Uz6hssMiM7CaLRhUVUMqrvZ8kpHJTfMu4EdbiNwPilKYz2p4EQwnVipHeEbKcEp9A8bTGj5ehaqg5jorgd9kM+Ov38aZWSQmSCLkaV5S/kl+xdSg1ObJ8bEcZHEWCeSZXOBCT4xBKIv1kYDnOhUysmxl5A338MDpkchouMmxirrnehte8AIHq8HfTt0IAsyWHk7v5AndFMo6XuGNgrCEqK1v5YkmcakzWcPcDkAI1/v/pprB1yLWW9uefvCzVC0BfQm6DOr5W3a0PWDr+eWobeg/HAXLH+Ji/W/cufmYTS4+mMxtm9XuznD5jA4ajCRpnRe/TKHJKWQmb19XyhdNApL1xJjZbshdQIDIwdi1gXg8pr4eoN2EdkzbTcbSzZQVFfIpX0u9XPAJ85q1JOhyyFEn8fWvXaG9Zzgs2N/v/d73t3yLpuTdpFTPor+pr0oqhds4dBzxoHpkaHJPjun6Hzi7AlMrKkljwB/h9Kmvtr9Ff9e9W+envQ0Q6OHEmwOPqb9zs04l3Mzzm16PT1lOkHGoKaaMJ/t/Iz5OfNxe93M7j+bZfnLyKrKYlz8OOID49vk39JZeSrziHNl8Wixwtmn/49+Kd1zxJ3dbGdVwSocHgeXxOZwb9XfcK42w7SrwWhhb24uK83XU53Zl5t0cWwq28rAiIGSGOtEctVSJifGEexx8tnBy2ty2VC8oTHhoiPWlaWtkGmUfjckagivTn2T/g/+yAfAFsWKL1OV+wvvpzYW3r+k1yWk2lMZFn1IXbn/3Qjl++DUe7QO3+KIJDHWiZiqzmCcupSra4p4xtuDYKuRIIvxhI5lNuqpUht/RTvqiDFnLXHZH2BL/owFdeBVp6Kn7ZMYRToPD0dHku/JZ1ZMGnx5ORRthks/gl6ShQcgIBJOu49pxkD0cVqSNsQS0vr2zjpIGquNiPJDQXOz3ozL62J+XG/cATam1q7m/oZSfttexPT+se0Wh1f1EmIJ4byM83htoTbV6IWgN4l++T644HXoNaPdYuk2wtNh11wo3QXAoMhBvDrxO859YWnTJuf0nE5QRBwmvQnj+5eA3gzTH9OS4Z2IoijcZP2A+5JKuXrpF6zLWO+zEa99w/syIX4CQWp/QOFfMU/y+dUDwBwkNwxEE6cRngkNpkaB+/wdTBvxql4+2v4RZQ1lLMlb0jSV7URc1OsiLup1UdPrcfHjcHvdjIkbA2hTL7/f+z3XD7qeGwbfwLqideyr2sfo2NHtVl6io8pd8wMRisJWJYXhvfofuSNuF2bUGXls/GPEBcaRlR9M0bYQoqiAnBWoKROIzF+ASfEQoDi4ot9s1hevZ1DkIH+HLY6DYjBRaDDg1ub5NIkPjOexcU/yl4+1jqMhdfu0FZIY6xCK6rMwB+3GUZNEaY0TW5jv0i77R4ylNxbe7xPehz7hLXSDzl4JJdsPb3wkWiSJsU5korqHp0q17hJrvRknXngf2FAxn+yMt5jpGsW3kzpoTYbqAibmPEtSTDTl1jiM+hNLAh6vWj0stFmBKnqGG7UPFICYzleMu81Y7HDK7SjAlGPZPnEEXP09eFxtHFjrftz7I3eve4r4mATc7rOp227m6/X57ZoYe2TZI2RWZnLDoBv4eoOLaMro59wIqBAt7682sb/ORqmWiNQpOvrFBWOxleJwgeq2M61vEgmhvbUulv/9PahemPlvPwZ94gxKADq1BJvORL27HpvRN/coz0w7kzPTzuS2j7X6YqPTwpt3kxQCwGzm9ZBgdKrKvara5UoRqKqKTtHx6pRX+WTHJz7v7Hdp70u5tPeBUauDogZRXF/M2DjtTv8Xu77g852fM7vfbG4bfhvbyraxt2ovI2NGEmbpXlPx67f/wteBATwW7uHCFX/nvtFdNRV7dFNTpgKQGODiF29/ztUvombrz1SFjmCseznowdB3FmekncEZaWf4OVpxvIJjJ+Na6iQgsnn5j2BzMH3s43BXeQiyGDBV7NZWSGKsQ7ji+yswJVQRs+cyKksHkRjmu1GtBxfeX1mwks92fsakhEnNp1Gq6oGulHapM3Ysul/7lk7sMu9XTc8rCTzhwvsABh2gbyBfF9RxR6k0VBLl8fBKjoPre7zRbqdNN4Uzq7qWCSXh9DUWgNetTaW0yzSGk9ZOyc2W7C9uPK3vZcScdi31WPh5ayE1DvfRd/YBj9fDvH3zWF24msKqetZnVzDLsAwFFRJHQ4jUk2kT4Y2JsbLdTYueW/8fjMlPYgpbTGTap9yz7E9sLtkMldlaUsxgbdcGEb6k6ANYtzeb9wPO8FlSbH3xej7e/jE51Tks21NKupLL2KQT//sjuq4oeyy/q6zi2ooq6p0Of4fjUw3uBq6dey0LcxZiM9q4qt9V6JS2vYy+vM/lvDn9TQZHDQYgPTidgREDGR2rTb//cteX3D7/dl5Y9wIAeyr38Fv2b1Q7u3gHMlUlongZe4xGvAqEmEP8HZFfZVZmMue3Ody/9Db2Bmv165w7fmFLdgmTdOsBWBaVyPPrnmd98Xp/hipOQIAliIaGVLzuuGbLP9nxCc+s/Qd6ayaxwRZIGg0ZUyFGRgR2BOkh6cS59LxgfgrDjm98euz9I8bSIgNYmreUb/d8y6LcRc03aqgAl7YdwfId9ljIiLFO5CvzWQyvW89vponQwAkX3gcYFjWWmm9vIyYwxHcB+lpDBQ2KQh42As3td9fZOHw2W5eGowRGEVq9TVsYM0CmCx1q7X+1D93Blx95euT6D8EWAWmTfNqR5XhZDVb+d/b/UBQFVVVJjQggs6SWuVsKOHdI299J0ev0fHjmh/ya/SvZ+bHATi61rgAXMOCCNj9/t7U/MVZTCF4v6HT0CeuDXjGhGKpxmbaztsip1ccrydS2DUvttL/vXmMgigNcddWoPhqx8/Xur/lo+0eclXoRuRVDWWB+ksRP7oLff3+g86QQQLA9gjvLKgCorG8As8W/AfnQO1veYXn+cnaW7+T78773WeL5eFzZ70qu7Hdl0+vYAK0x0f5i/t/s/oZXN77KrLRZPDbhMXJrctlXtY8hUUOwGrpOMttVvItwTzG3leo5ZfrX9EzonDcyfMWkNzF331wMOgOpPZ6EdU8RUrEZ56b/Eag0UGmIYG5NJp/v+gK31y1TKTsZN3VYE9+g0KSiquOb/q7Pz57P/IL56MznEhtshfF/0X5Eh/DOjHdY8M8L6efMZGN1ic+O6/WqZDbWGEuLDCSG0zHqjPSPOGTmyf7RYrZwMHadz/+2JImxTmSNdRSTyv9NuVe7AEgIPfGLslCLHdUZySUN38MPK2DcLRDUwepVNFSywGrhtmiFtMw7OXfIB+1y2pCYFB654UqCrUaUFY9oC2MGtMu5O5W590NdKaSf1npizOOCH++FuhL43WfQw/9NwlcXrubLTW/zhDWf3QYXX6+/t10SYy6vi7jAOC7vczln/ryQFCWfdNcOUPTQ95w2P3+3FZwEc7ZpI8AaLyZPTzqdJZecxtqsatKiPSwrWEKP0B6w81dtn9DOW8RZNQZwcVw02z2/8Fbx+qaRJiejZ2hPhkcPx+bpSziVJClFoCoQ1fvkAxZdiskSwA8BNip1OoZW5RIcEuLvkHzm9/1+T2FtIdNTp/slKdaSq/pdxVX9rmp6bTfZSbYnMzJWS5R9n/k9/1nzH6YkT+GpSU9RXFdMdnU2AyIGtFt5irawe+9e3N5EanSBjOnRH103rS+2X1xAHLcPv53eYb2pqUxk55p4MnS5jN/1JAB50acyNn4cHtXbNNpQdB4BzmIMgTtwAU6vs6nR1dk9zqaiIpwl9QnaiDHRoaiqSoU1kJIGHWqt7xJj+VUNNLi8GHQKCaFWjPp+9Ivod/iGlbnaY7BMozxWkhjrREx6HXvVWGisn3cyNcZy6nZhTX6R7d7dsCwPBpzfIRNjtTptmoLd1L61bPrHN3aYKtioPUr9p8MZA4BSrbB+a/bM15JitghIndROgbVOURSeWPEE28q20dtRxvl6B//akUl57SBCA0xtdl63182Mz2bQJ6wPV/e6nU25VdxiWKatTJsIgZFHPoA4cTod2JvXkTPpTbi9ddiD87EYEw50iSs7aMRYJ6WYAlBR8Ciqz6ZT7S8QftvH6xmi+5+2MLI3WI6tE5/oRnQ6HgqLpdbg4umaUrpCpZvfsn+j1lXLzLSZ3D/mfn+Hc0Sz+89mdv/ZqKpWpNugGIi2RTM8ejgAP+37iSdWPMHEhIk8d/pzVDRUkFuTS++w3u3S9dtXfq5J4WnT7wlM/C8zF9/LYxMe83dIfqUoStNIwrpwN5+q/ckgF7unQtug1xlMS5nGtJRp/gtSnLBAg5VHi0vRq0qz6dtTkqfwy+povI5s+piKYedciOor0+Y6iNc3vc5/7Ks4Rwnhovpynx13T7E2Wiwp3EZWdSb/3fpfRsWOOvz3uzJbe5T6YsdMEmOdiMnQvJbFydQYU1UXBts+drga3wIdsTNlfQXn1tTirBxC3ykPt995d/8Kq96AuCEHEmNSeP9wJq0TCs6a1rfZ+In22O9cv06jPNhlvS9jXdFahtb/iKVqG2cqi/h+02guG5XUZufcULyBwrpCGjwNLFTqAJWLLMvBDfSXaZTtRlWbRo3N/mE2W8u2khiUyHfnfaetL9MK9He2bpTNmIN4Jq+YffbRDPfByIB1RevIqclhZPRIlu0p5TLdTm1FwvCTPrbomhzOIbjqa3DrQ/wdyknLrs7mzgV3Uueuw2awcWrSqf4O6Zjsn2o1u/9srup3FR7VA4DL4yLMEsaQqCEA/Jr9Kw8seYCxcWN5ecrL1DhrKKgtID0kvUM3TliyuxS9JQcvrg4dZ3vaUrqF97e+T7g1HGf4aKj4EYBq1YqrR0/e3PQmQ6KG+GQUsWhfFrONs2saa0Up2rV0lbOKd7e8y8ZKB9CToTW/wX+fhYGXwHkv+y1WcUCULQqAWp0OQ32Zz46beVDh/eX5y/lkxyfk1+YfnhirkhFjx6tjfFMVx8So911iLC00hfqc33GFrjFx0QETY2p9JQpQqwYS3Z610CpzYOtX2geKuwF0Bm10hGjO1DiVxNXKiDFXPWxrLDY54ML2iekYnJtxrjZCyBAP39/BpfpfeXjdJW2aGBsSNYTPz/qcrOosnvy8CDt1WALsUGOGPme22XlFo5WvwYJ/Q79zYPrjAFw/6HruWngXtwy95cB25ftHjKW1f4w+orcEEuf2UOd0+GSq1Oc7P+eLXV9wQfoV5Fb0Y6hpl7YiYcRJH1t0TWF1V7C7uJYQY+cftRAXEMelvS9lY8lGxieM93c4J0RRFAyNX6Zn95/Nlf2uxOXVOkRXOasINAY21aZZlLuI2xfczqiYUbw27TXq3fWU1JWQEJTQYRJQDWU5OPetxO2exCvnXU1yeKC/Q+oQKhwV/G/3/0gITGBq32dI+aUXNhoYH1zMxMr1PLX6qaaRgqJzMZrMPBsaTJVOx/W1hYQHxpBdlc1L619CRzBwN1HOxtFBET38Gqs4YFrKNGybipiceRu7zRE+O+7+wvvpkQEMjBzI7H6zyQhtYXx26inaDeGkMT47d1cnibFOxHzQiLFAs4Fg64l/6Ym0huGu7k+c8QfQ0yETY06Ph3+FhfNVwE4MWZ9xZf/L2+fE+79MWoLh7lyozAKDuX3O3Znsr7HirG15/Y4ftNFkIUmQOLL94joGuTW5fOAtxhgWxi1lWdTvW0Vh1VCi7W1To0FRFDJCM1BcsWwrmI9BF4j+ul/BWynT0dqDooPqPCjd1bTo1KRTWX758ubbDb8aird16kR4YfwUBuXuwha5mzk7PuHCnieXlE4LTqNveF9M7l7o8DJYvwdUJDEmWjVYt4CUwH2UFQVoTVc6IZfXxW/ZvzE5aTK3DrsVl9eFUdd5a3IdTKfommoUXdXvKi7vczlOj1ajo6iuCIveQs+wngCsLFjJjfNuZHj0cN6c/iYuj4uyhjKiA/xXeqNg8X/5xPAY84yjmJj6Y4dJ2Plb/4j+XDvgWgZFDsLiiuA/v+yiDgtKwnASg+qYkjylaUqt6FyMJjOfBgVSrtdzcWNizGa0cWHPC/lkZQEAwbWNN/YievoxUnEws95MYHAsHsDq9t337N3F+wvvB9A/Iunwovv7pZ+m/Yhj1rZ9poVPHTyVMj7EelIXA/XeKswxn/NeZL22oKHqZMPzuZLRd/MuY6gzuEDxtN+J9yfGPC5t+l8nHj3SppqmUraSGNv4qfbY/4IO1+EvryaPt3d8xAfBduoUhYt1v/LNhvw2OZfL42Lap9O45Zdb+GLdbgDGZ0QQYjNJbbH2EtbYmbJ095G3G3UdnPl0p67PERAQRIPBSQ3Z5NXknfTxZvefzUdnfkRxUTI9lRysagOYgiCylw+iFV1RufUzViSuYHPet/4O5YT9Y8U/mPPbHJ5cpRUv7ypJsZYYdIamZgJX9ruSxZcu5rqB1wHaVFKDzkCyPRmAdcXrmPzpZH7/w+8B8Hg9lDf4rnbOsVD3/MZOo5F7kku4fcHt7XrujsxusnPz0JuZmDiRIUmhWIzad4Z+ccGcknAKT016isv6XObnKMWJMJqt/K6ymj+VVxJs0H5XU4NTmTP0HqrzZgIq5srG6xtJjHUYLq+Lu/OeZHhKIqrqu+/Z+0eMhQY5eHLlk8zLmuezY3d3MmKsEzEdNJUy/iSmUWrcmEJXsFYFyuiQI8aq6l04is7EVj+ZGakz2u/E+sYi7K1NERSa/Ymxlv471ZfDzp+05wM6Xg2t4dHDuaDnBZxijMCUeQ9n6ZdwzbrdXDPe90XXt5RtIa82j3p3PZvzyklV8vl9XD14h0EnKnbcqYU3JsYq9jUmvLvul1y71YirYiQptmGcl3Fyn5vritZR2lDK8KjhLN9TxjClcapG/FB574pWhXuNJLtq0Hvc/g7lhKiqSnxgPHpFz4jo7jcy0qQ3YWq8Drq8z+Wc2+Nc6tza3/k9FXvQKbqm2jnbyrZxybeXNI0oU1WVWlctgaY2mN7occHmL4itWM03gSbqFVe7J+U6unVF6/g+83t6hfViSt9Uvl6fx9AUGx9t+4h+Ef3oF95PRth1QiaTkWsqqtErKg69du29smAlO4tLUAxVJBt0KI5qbXS83MzvMIw6I07cuBWFK/S38YsPjtng8pBXqQ1qqWIH72x5h5UFKzk96fTmG3o9sPxl7UZvrzO69HWvL0lirBM5uMbYydQXAwi22HGVTGGcugWVLJQOmhhT3XZC9LFE2tpxZM3+O8O5q+HZoXDxuxDdQhvc7s4WDgFRWg22Q6kqTLgN8jd0yP92iqLw4JgHQVVxLXqFwIq9BOYtIat0LEnhNp+eq09YH96d8S4b8rN5YF0tjxh/YuLSH8G1BM58yqfnEq0IigODFdz1UJF1IFF2sNw1ULBBa7oRO6j9Y/SRCHchX6jPYSwykhj0x5M61gfbPuC7zO+4NONqcit6UqgbzxO33orN45tul6JrurI2nAFFO1lkT/R3KMctpzqHuMA4ft//90xJnkJCkBQtthltTSPKLu59MTPSZlDbOFJ8a9lWgKZEWGZVJuf97zyGRQ/jtamvoSgKDo+jaermifDWlVP028sErn+dQEcRFqBXZTRPn/06Efa26ybdGW0r28b7295nXNw4njr/Of4yOYNSz1Ye/fFRYgNi+emCn/wdojgBJr2On20BlBtgWEUWGSFxvLnpTRbmLsQQeB7D9ZFQC4QkS+mXDuY/k17mwhfWU+0OwuH2YDac3E3FvaW1qCrYLQZ6hcdxUc+LiAuMO3zDmkL48W5Q9HB/8UmdszuRxFgncuhUypNhNVjRV04lzKPHGV+H2R57suH5XL8vpzErsZpN5gz2VCSRFtJOd0EOzqqX7YZA/9XS6NDOeFL7aYktDCbd1b7xnIC3t7zDp3ERxFuuZ97eRIZuyOPGU31buNSkNzE4ajC/rLOiZztnG5eDF+g53afnEUega7yLWrRZm07ZUmJs27ew8F9anbEzn27/GH0k0GKk3prDW3Y76etf5rpB153wsRKDEkmxp2BwaVMzBiWGYAuJAqJ8FK3oitx6C1U6hdpONponpzqHS7+9lBExI3h03KOSFGuF3WTHbrIDcEHPC5iUOImaxu7UG4o34FE9KCgoikJ+TT5nfnEmQ6KH8PLkl9Hr9Hi8HvRHGXGaV1HPop0lLNpZzE07ZtOTfQAUqSG87Z7KjqQLeSV9hIx+OsSImBH8rs/vGB4zHJvJQFpkIBWFesbFjfNrXThxckx6HU8EJ1FireHvtflkACnBKewqzWe3I4J+IUVaYiyihQLswq+GxvRF592HB5XyWhcxwSeXGNs/jTItMpABkQMYEDmg5Q0rc7RHe5yM8D8OkhjrRA5OjCWEntyoFlVVMYQu5kuXwpVnf8qA+I73RcfQUMaGEAtl+n241XackqE/6A5kYAwE+K6TiOhYVhWsYm99EXEJhbA3ka/W+TYxpqoqv/v+dyQFJbF04xjG6LZg91aANQzST/XZecQxCG9MjJW1UmesbI/2GOr76bTtKSAwmL16Pd8H2hiat/ikEmM3DbmJm4bcxF8+XIuebMakSqMIcXRfBtTweXgi4zyrmXb0zTuMbWXbqHHVkFuTKwmX4xBhjSDCql0nndPjHEbGjKTaqY0qXVO0BqfXSb2rHr1OT0VDBdM/n86QqCE8e+qzGPVGVFWl2uFm2e5SFu0qoXz7QtaWW8hRtevSMP1ELjX8xsLISzAMvIDT0wL5aels/jr/R5445YkuXf/teKWHpHPnyDubLRsaPZSXprzkp4iEL+h0Cvl1w8FVTKBNq4F6x4g7MFfu5On6HcRG7dNmb0h9sQ7ns12fkpryJGOrPdTuDYJBp5zU8fY0Ft5PjjDywroXGBw5mNFxo9Eph5SN358YC5YbPMdDEmOdiC9rjCmKgjf0KyyKl/KGP9LhRgCoKkZXJY8U1/JazE3EBbQwTLStBB703yKmlU4f4gBVbV5cf937ULQFhlzR4Qt0z+4/m9OSTmN09Gn8tnQh7qJtbC8YQq+YIJ8cP6c6hw3FG9hSspXyklHcZFyqreh7tsz3b29HK8Bf3tjRKaxzJ8YC7cH0cbq4rbScmNHnnvBx1hevp85Vx6DIQSzPLGOcbhO3rroeGs6Gc17wYcSiqzHrtO6+Tq/Tz5EcG6/qxat6mZw8mTemvUFsQCxWw8nWce2+Dp7Wc0bqGfQL70eVUys8vapwFbWuWvJr8lmXXc0v27P5IO8GnLWJTMhP5Tr9TwzV7eJ9w2l8EvtXJvSIYHz6/aQmPUMvozbqYVHuIgrqCjCVmSQp1oLVhatZlLuIUbGjGB07mrn75pIekk6KPeXwL8+i09BVzKTO6aGHvT/17nq2lW1jb4X2e7Ut449M/+Pj4G7wc5TiUJWOSgrN9bidtThK9p308faPGAu05/Pi+heJtEYy78IWiu83jRjrvM2k/EESY51I8xFjJ3/RZmoYTq3DBfXV2i9QR8oqu+rRq25OqXczzza1bQq5tiayFwz7Pax+E2JaGaIqYNWb8P2d0HsmXPjmgeUrXoW8NVqtgw6eGBsWPYxh0cOgdDe/WW7F4q7nrbWj6TVjoE+OH2mL5OXJL/P2yjX8qsIZhpXaNMoO2JCgy+t7ljadMn5Yy+vL9ifGOnfh2kCbDasLZldVU2EffMLHeXvz28zdN5cre11PXmUyFxt3YXDXgLdzFlQX7ec0XSq3Zy5iWfgof4dyTJ5f9zwbijfwr4n/YkjUEH+H06UoikJKcAqqqrKzsJqs7FT6qw+xYUs+Fy5bSkDARnRJVcRZNvKy8XtcwMyEOPoG1PDu+YNavPYbFj2MN6a90TR9UzT3876feW/re9S6aukd2ps5v80BYPGli5umwIrOZ6JpHl5TMQXFEVR6bVz5/ZUY1VDgTuKCrdrNVrnh2uFMTpqM+vO7TK3No7zq5Gt97S7REmMpYWHMCpyF3WxveYRzVa722JG+23cCkhjrRPaPGLMYdYQHnHzB0dC6K4kp3sgpn07Spgz+dftJH9NnGiop1+l4KjSUHeo3QDtfYBdu0h6jZcRYq3R68Diad6Us3a0lxRQ99D3Hb6Edj00lm/jHiicIiDLzUn4xlWu/RJ0+wCdTaSwGC2Pjx/L4514m6X7G5q3VCsEnjfVB5OK4xA9rPSlWXw4NFdrz0JT2iqhNGPQ6ChQrPwZD6da3uCP24RM6TrQtmihbFHpHBuDkFOs+cAIJ3a9Lnzg+JlMQbtWEy6P6O5SjKq4r5r0t71HnrmNp/lKmp0jtR18pqm5g8a4SFu0sZfGuEgqq9o9msRBJCHdaP+RcdR6ZeS4qdDqwhbNhwFlkFc2jRufEZrThVb1c8s0l9Anvw5xhcwg2B2M1WBkRI59DrRkXP446dx1jYsdQ7ihnSNQQ6lx1khTr5Ayh3/FboI7e+75iXPDZxAfGU1xuQ4eX2CCpIdVRpQSn0FeNI9m9jpKakpM6lqqqZDZOpZyQPIhrYya0vrFMpTwhkhjrRPaPGIsLsfrkS7tqyiTHVkGlqhBcUwDOWjAFnPRxfaKhgmK9ni/tAVgcvwCPtN+5nXWQs1J7LiPGWtfYpYrG7lQAbPpMe0ybBIHt2En0JASZglhXvB6jxUClTsfk+h9Yn3MzgxNDTvrYf/n1L1h0djYV9uQ6feM0yv7nacXgRcexf7RYYHTH+Qw8CZV6M8+E2VCyv+Cv6oMnNH3mzpF3cseIO5jz0ToUcujt2aGtSBju42hFV/Nz4niucCwg2FDBEn8HcxSRtkjemfEOi3IXSVLsJNU53SzPLGPxzhIW7SphW0Hz7rVmg46RqWGM7xHB6SH59PjiK1BhYGAGjLkRBl1Cf52ON4o3UFpfik7RsbV0K1vLtpJVncX9o+/Hq3oZ9M4gzkw7k7tG3kWwWeoeHmp8/HjGx49vev3OjHdQ1Y6fpBZHFubWkeJ0YVb1jIwdyQ/n/8CAh36gp5LJ+I9nax21//Czv8MUh6h2VvOuvYQPrJFcVXdyibHSWidVDW4URWVJ8RfU6wYyIGIABl0L6ZzKbO1REmPHRRJjncj+xNjJFt7frzzgHbxBxWwriWBUdTEUb4f4oT459klrqCTU6+F3pW6yep14nZwTUp1/4HlYC93rhGb/FIf9iTFVhQ0fa88HXOifmE5Asj2Zv4//O2NsiQS9fCrj9Zv5v+UrGJw49aSOW+Ws4uesxosU9V4q7T3AmAf9z/dB1OKErHgVCjbChNsgNPnA8v31xTp54f39jKqVs6prcCZMweP1oNMfX2JsQ/EGvKqXfuH9WJ5ZRqpSgNVTBQaLjKIVR2U1GtEZq3B4Lf4OpVUl9SU8uuxR7hl1D73CetErrGNP+++IPF6VjbmVLNpZzKJdJazZV4HT421aryjQL87O+PRwzrZuIKN8PoZzX2isSZoOhX+GlAnQY0rTzSIzNBsNlhKcwgunv0BxfTEGnYHMSu2zenHuYgKMnf8mRltZU7iG1YWribJFMSp2FNE26UjZ2V1WaeTh8iy29x5EaX0peM1UN3hI1+WheN2ANAzpiMx6M4uNBWC0cmHFySXG9tcXiwmv4ek1/8KkM7H0sqUtb2wM0H4kMXZcJDHWiYzvEUHP6EDOH+qbQnoWNYGGehNuawN0wMRYpMfL9AoLe+Mvbd9zh6fDzKe0DxO9/Iq0ytSYoN0/lbJgA5Tu1L48957pv7hOwFnpZwGwI3o0PQqXErjlAzzeKeh1J36hYdKZeHrS0zw9fyGbPUEUDbkFJj/nq5DFiVjzjvY+7Tm9eWLM44bgRAj3XUdSf1oUcAZRBcUMGX41xhOoOfLyhpdZkLOAP/S9hbzKWC427NJWxA2RGibiqNKDe1Kb+WcSIjvuqOGHljzE/Jz51LhqeG3qa/4Op1NQVZWssjoW7ixh0c4Sluwuoaqhec3B+BArEzIiGJ8RwdgkG2E7PoFlLx7oBjzwfOgxWXs+9dGjntNqsDIh4cB0oWhbNM+d9hyJ9sSWR0kIAF7f9DoLchY0vX5nxjtSP6+TcygGKnQ6qh2VPL34XhbnLsZgv5g+jgJtg4gM/wYoWmTSmzjPOILBeT9g857c38T9HSnjQ00kJJ3edPwWXf29NmBBHBf5q9KJZEQH8dNfJvrseOnqjSzcW0JM76+AtVC8zWfHPmnR/bk3+PdscBUz07kBaOeuGiOuad/zdUb779buHzG28RPtsec0sHS+Whb3LrqXb235vGQxc0b9L6zYXcSYjBO/y2oxWDgl/jRu3e0B3JzWO6p5907R/sJ7aImxskM6Uw66WPvpIhcRC8MuYEHtUi6v3cnAht6EWEKOa/8Qc4hWj6YhHajj9KAsqEfqi4ljklK+lhXqI+wrSwHaecT3MbpzxJ1UO6u5b9R9/g6lQyuvdbJkdymLdhWzcGcJOeX1zdYHWQyMTQ9nfEYkE3pEkBxuQ6kp1Ebnfv+6Vr8RwBKsNTWK6ndS8diMNiYm+u46uKuaED8BBYX5OfMx6oz0CpURkZ3dZ8FePg9OYHL5L5RbXQCo7iD6mgrBhSTGOrAzw09nxI7P2GWsPvrGR7CnsfB+/8hePHTqeUffQb5zHDdJjHVjekM9iqGcPGsi6aCNGOsoguP5yWinIWweK0t+4E/M8HdE4lCmgxJjXi9s+lx73YmmUR7MarDiwcsSWwijGwr5cdHnjMm4/oSP9/jyxymqcmP2hjHHuooB5h5AiM/iFScgvHFqdOmultd3kYsIu9WIJfYLvsgp5dyq/gyxHN9Igb+P/zte1cucj9YDdQxWdmorJDEmjoFX7+beGDOlugo+8nrQ6zpOYeivd3/NoMhBJNmTeGv6Wz6p19qVNLg8rN5XzqJd2qiwTXmVze4XGPUKQ5JCmdBDGxU2ID4Yw8FTtX+8F1a8Ah6n9jo0BUbfAIMvB3M7dhfv5i7pfQmX9L4EAIfHgVlv9nNE4mQZ0T5HXR4nH878iHeWb+XBbTtJDcrTNgiXxFhHtdXSwOvBA4j0Jp1Uxez9I8YazCvZXmagR0iPlv++uhq061mD/N4fr+OuyLtgwQJmzZpFXFwciqLw5ZdfNluvqioPPPAAsbGxWK1WJk+ezM6dO4963Oeff56UlBQsFgujRo1ixYoVxxuaOE67lRcJzPgHiwwObUFHGjEGOOrCcFUOZGDEIH+HIlpiOqj4vqLA+a/ByOu0eiGd0Ox+s/ny7C+5KHoW2d5INmUV4jqoXsrxcHldfLHrC37O+5hTDSu4Wv0c3Vc3+Thicdz21wwsPWTEWHWhltztInp7dxLXYCZJn9b6MPtWbCrZxI7yHaiqyvLMMgCyp7wE574CyePaIlzRxdisdpbYrGy3QJ277ug7tJOleUu5b/F9XPrtpeTX5EtSDPB6VTbnVfLy/N1c8fpyBv/tJy5/bTkv/rabjblaUqxXdBBXj0vlzdkjWPfAVD6+bgx/Pj2DIUmhGHSK9iVsP6NNS4oljoKL3oU/r4FR10lSzA++z/yeF9e9SIO74egbiw5vam0QazOzuNqi/R2urDWCqifO3dh9MKKnH6MTR7JZzWVxWCX/M0ac1HH2lNSCrp5vC/7NBV9fQIWjouUNN30Gj0bBx1ed1Pm6o+MeMVZbW8ugQYO4+uqrOe+8w4fx/fOf/+TZZ5/l7bffJjU1lfvvv59p06axZcsWLJaWC7F+9NFHzJkzh5deeolRo0bxzDPPMG3aNLZv305UVNTx/6vEMTEoZlSPgcr9v6jle8FVD0arX+MC8G75mj9UrWdh+VAu7X2Zv8MRLbFFwNkvHEiQJY/VfjqphCCtQGXVjDs4dc9ASisjmLGzhFN7H/9nkKqq3D/6fh6Z+yOzPfO1WxCDLvZxxOK47R8xVrbnwDJXPfy7p1Yb77btYA3xS2i+NKbiO64vXcZvpmvoF358U5eeWfMMy/OXc+OAO8mvDMWoV+jbbwiYpBulODYBtlD+XlyK02PtUCNVeoT0oH94f9JD0okJiPF3OH6TV1HPosbOkYt3lVBa62y2PirIzPiMCMb30H6i7C1cu7satPIJS5/Xaoqefr+2fOQfIWMqJMroUn+7Y8EdgHaj7uahN/s5GnGy3PogatQAdriL+dP7owhQ04lhBmZvPegMENY1mgd1RWNiR/Hl2hzctUm4Pd7mo2yPkcvjJau0DkVfx7DIUdR5qgi3hre8cVWu9mgOOomou6fjTozNmDGDGTNantamqirPPPMM9913H2effTYA77zzDtHR0Xz55ZdccsklLe731FNPce211/L73/8egJdeeolvv/2WN954g7vuuut4QxTHaJTtr3y4MpuEKRlw9SjtbkMHSIoBuLd9z+m2b8j01uHkd0DH7W7VbZlsMORyrS5TF7nzviJ/BX/+5c9YEsKh8ga+Wp93Qokxk97EwJDTCNuXQ3/zu6g6I0q/Y6gHINrW/hFjVbngrNPew+X7tGV6k1YHpyswB1Km05HrLqKkvoQI67HdpVRVlQBDgDatuC4FqGRwYghWU8eZCic6PluAnbNqaqlSvaD6v2JHlbOKgtoCeob25I3pb6CgdKvRYlUNLpbtLm2aHrm/Ts1+NpOe0WnhWiIsI4KMqMDW//vUlsCqN7TpkrXF2jJXLZx6r9ZZMjBS+xF+9/iEx/lm9zdc2fdKf4cifOBf0dPZ7i5AV/s/APSqkzRdvrYyNEUa43RgZ/aYwn+LNhGuVFFeUU5keCsJrSPILqvD7VWx6CN5Y/qrR/7aVZmtPQYnnljA3ZhPr1gyMzMpKChg8uTJTcuCg4MZNWoUS5cubTEx5nQ6Wb16NXfffXfTMp1Ox+TJk1m6tOUWpA6HA4fD0fS6qqrKh/+K7sNk0DLWTo8KSaP9HE1zntpyXgqx81vAFsYXLCLBfr6/QxKt2fEj/Pp3GPEHGNa5h+32CuuF2+smyKySathN+uYvqHe8hNV8fBccr254lRV7izjNsgZUUHpOA1tYG0UtjpktDCwh0FChjRqL6Q/lmdq6sNQuk+DVmQP5d1gIXwWup37Xl/xhwB+OaT9FUfjPaf/B5XFx+yebgEruU1+Bj1+G8bdqXSmFOApzQBCvBtvJMRi4qDSTftHpfovF4/Vwx/w7WFO0hidPebJbFG53ebysy65o7B5ZzPqcSjzeA4XCdAoMSgxprBMWyeDEkKbrwVYV74Blz8P6D2H/1Dx7Aoz+Ewy9UkuKiQ7lzLQzOTPtTH+HIXzEoAOdoYYYc09eO+Mpfv/WUjZ5dWyc9AYDYjrGoAbRMoe3nktCn0fVN1BbcMYJJcb2FGs3NGJjssipySYx6AhJr8rGEWPB7dy4rgvwaWKsoEBrGRsd3byTW3R0dNO6Q5WUlODxeFrcZ9u2lmtePf744zz88MM+iLh729TwDoG95rG26gLg7qNu35689RVEezwEOYOItMndxw5r0dPw80Pa8w5Wo+5EBJuD+fSsT0myxFC7JR07tSxfeAajJh97YlZVVT7c/iFFdUVcYKoFBzDo0rYLWhw7RdGm+bjrQWn8Ird/WmVo15mGoLcEEebxEujVoVeOfbTXltIt2E124gPjWbanDFDpU7kQCku0AtpCHAOTNZDvAm3sMpkYWe7fxFiDpwGvqtUPjLJ1zdIcqqqyq6imaUTYsj2l1Do9zbZJiwhgXOOIsNFp4QRbj+NmT946eOWghGLcEBhzE/Q9W0apCNFOooz9WbX1ZqafMoBkezIlZduowo2lzykQLVPmOrIqRxUPRQdgUG28U9ZyPuRo9pTUAB7KA19j5hfP8dlZn9EztJW6cvs7rwcnnFjA3Zj/x7ifgLvvvps5c+Y0va6qqiIxUYYLHi+dzouic+LwOGDPfPj1MQhLg3Nf9HdoUF/BfeXlVFtv5pSEU/wdjWjNgn8feN7/Av/F4UOpwam4vW4+jhvNZfm/oFv3LhxHYsyrermqzzW8/usHTHAuxGMOQZ8xtQ0jFsfl/Febvy47aMRYF2GwBnJbeQVja3ozpv/vj3m/f6z4B2uK1nDb4IcoqLKQoi/F1FACOiPEDmzDiEWXYgzgwqoaKvU6QvDfF7ZKRyXB5mBemPwCO8p30Ce8j99i8bWi6gYW7yph0c5SFu8qoaCqeYH1sAATY9PDmZARwbgeESSE2o794G4nZM6HjMZGOrGDIHoAhCbDmBshaUyXGV0rRGdxfsl/eYzP+Wv2YK74LopaZQSQRmyIjBbr6CJsEfR26El1VVFTdWKJscySWhR9HeHGZNz6YtKDW7nhVLpbqxmuM0Dc0BMPupvyaWIsJkYrZlpYWEhsbGzT8sLCQgYPHtziPhEREej1egoLC5stLywsbDreocxmM2Zzxyno2lkNs1/M6g0DSR7SC9Q6yF4GdSX+DgsAnbOKbIOeBosRr+pFp8gw/Q7JWX3geXzX+QC+5sdrWGPeSWSAjRnVC6kuKyAo7NiKNet1emJ1p3NL0X+x6VXUAReA4fg6A4p2tH8qZRcaMWayabXS9J5aGtwNWAxHr9HoVb3odXoMioGG6kSgmHMjcqESiBnQYepPik5AbyC//hIK6xXGW5L8EsK6onVcN/c67hhxB+f3PJ++4X39Eoev1DndLM8sY9FOrWD+toLqZuvNBh0jU8O0UWE9Iugba0enO87kVX05rH4Llr8M1flw7a/a33VFgT/8DEap9SqEv5TpqpkTG8RyJReKc0EZzv+ZXyTw10Uwfo7U9uvAjDojd1cmMLR2IcsjKk7oGLuLa1E9Qfy5z3+YNSgGva6V2QC7ftYek8aAxX5iAXdjPk2MpaamEhMTw7x585oSYVVVVSxfvpzrr7++xX1MJhPDhg1j3rx5nHPOOQB4vV7mzZvHTTfd5MvwxCFCzGGornC8bgtENl68lu0BtwMM/k086h2VnB8fS73uFXJrzjnyXGrhfykTutQd5PHx48msymSfTodJ2cvWn19n0EX3HtO+n+34jI82bMepDCM1zM6QIdJVtUNxO7Vh5nVlkDKuS44YM9uC+CowgPsiKpkw/zaeP/35o+6jU3S8Me0N6lx13PPZdgAm2PZqibEE6TAnjs+X9l4UGPcyrDKTAcQefQcf+2bPN9S561iYu5DzMs7rdMX2PV6VjbmVLNpZzMKdJazJKsflOVAnTFGgX5yd8T0iGd8jguEpoViMJ9gko2wPLHsJ1r6nFdIHCIzWkmP7SVJMCL9y6fQst2q/h1f3vJ9XtjuYZVoIyxbCKbf7OTpxNIWWAFZ4zBTXZp/Q/nuKa9FZcgiz9249KQbaDDA4MOJXHJfjTozV1NSwa9eupteZmZmsW7eOsLAwkpKSuPXWW3n00UfJyMggNTWV+++/n7i4uKakF8Dpp5/Oueee25T4mjNnDldddRXDhw9n5MiRPPPMM9TW1jZ1qRRtY1fdr9hSPmeHcyQEPQjmYHBUQslOrSi1vzjrwF2DHm3Ug90kGe8Oa+qjsOEjOO8Vf0fiU5f3uZzZ/Waz4P1/Q9XjROz4ENR7jin59+G2D9nm2Ea9+XIqp/0H4rtmXZtOq3ATvHoqBETBbdugIktb3oVGjFkD7Bi8oCpQ7aw++g7A9rLthFvDCbeEN9YXgwxnY93AxJFtFarootzWVViCl7KuNIqLGdtu51VVFUVRuHfUvWSEZDArfVanSIqpqsq+0rqmOmFLdpdQ1eButk18iJUJGVqdsLHpEYQFnORI5OwVsPg/sO1boDHpFt1fmy7Z/3y/3yAVQhwQrg/kiaIS8oLGEGwcQ5r6lbbCFi7NnTqBjwKLWW2P5hJHJsfbEqOqwUVJjYOA9Pe5cdFzvBHwBiNiWrlheeFbkLUUwnucbMjd0nEnxlatWsWpp57a9Hp/ra+rrrqKt956izvuuIPa2lr++Mc/UlFRwfjx4/nhhx+wWA7cbdq9ezclJQem7F188cUUFxfzwAMPUFBQwODBg/nhhx8OK8gvfMtJFXprNrWeJO0Lf1RvyF6uFVH3Z2KsroS8kFG8k5nN64PekcRYRzb2z9pPF2Mz2lBVFefQEXydb2dWXRaVOxYR3GvCUfcdETmFjVk6DK4URqcdf+cZ0cbCG+sy1BaBswauW6CNmLDH+TcuH7JknMoN5c+jVDp4+sJZx7TPg0seZHPpZu4d9k8KqrwE6t0Elm/RViYMb8NoRVc01OUgyxFGlLv9kiuqqnLXwrvoGdqTq/tfzcW9L263c5+I8loni3drUyMX7iwhp7y+2fogi4Gx6eGMz4hkQo8IksNtvk3yrf8Qtn2jPe8xRUuIpU3qUqO/hegqbPoAklwuPjIUoc9+j3SlRlsR0UoBdtGhROvDSXHkYXLVH33jQ+wprgXFiR4LesVAn7Aj1Ms0mCCt63dfbivHnRibNGkSqqq2ul5RFP72t7/xt7/9rdVt9u7de9iym266SaZOtrO+wWP5bo2HiPg0bUFkr8bE2Hb/BhaSxNtpT/FmQSZ/slk7xd1e0fUsyVvCHatuJTAinOlZVRQveO2YEmNRlf14v+hltkRswmLo2F/MuiVLMNgitHqKZZkQNxiiO3f9oUNZTHqMOjMujwmn6+j1GV1eF17Vi4JCdWUMkMfZ0SUoZS4IiISQ5LYPWnQpd1RsItm5iwWp17XbORfmLuS7zO/4ae9PTEqcRHqI/7phtqTB5WH1vnIWNtYJ25RXycGX00a9wpCkUCY0do8cEB+MQe+j+qoNVbD2XbCGweDGLsmjbwCPU0uIRXWdxgRCdEVOvZ5rY6Io11cSVruG83SB2goZGdQpXBxyKkPX/MQa8/GXBsosqQHVRB/vQ7x56SBsxlaaqXSAUkidXafsSil8Iy4gEU9NXwzuxlEtkb21x+Jt/guqUXbdNgJ7PcpPFSncxRf+Dkd0QyNjR5IQmECEM4L3vXHsaJjI34+yz7x989i460UmmzKJVxfLnfeOKjy9MTG2W0uMdTGKohAYUIMj/BWu+fllvjv/qyNub9QZ+XjWx1Q6Knngiz0AJKX1gpH/0L44y/tYHKdCo5lCnZm9dZm0V1/pCfETuHfUvRh0hg6RFPN6VbYWVLFoZwmLdpWwIrMMh9vbbJte0UGM6xHBhIwIRqaGEWD28WV5RTYsfwnWvAOOKghJggEXgt4AET3g7Od8ez4hRJtQ9QbK0WpLBbnGkKb8qK2QEWOdQl3Ps+i9LIT4UAvzjnPfPcW1KKZiEiMiWk+KqSq8MFqbWnvuywdmR4jjIomxbqzQsR1L7CfkkwSM1kaMgX9HjDmqYc98HPUFKDo3iuI9+j5CtAGjzsjX535NYZWLcet/QcmDmyrriQ1uvTvfe1s+YFXQdkY4rEwbdnk7RiuOS3gPbXTsd3fA5i9g0GXQ+wx/R+U7DVV86L2LCywB5NQoR+3su7tiN9G2aOwmO8v2lAIwoHdv6DG+vSIWXcwSK7weFM3A+mVc2cbn2lG+gx/3/sgNg27gkt6XtPHZjiyvop5FO0tYuKuEJbtKKK11NlsfFWRmfIbWOXJ8jwii7G1U1D53DSx9DjZ/CapHWxaeoY0Oo/VZH0KIjsmst3JtaSWlxiSWOQeRrrylrZDEWKdQomZh7PU4Re5Q4Lzj2ndPcS3W2E/4sSabM7Ke4bSk0w7fqHSXVhakMkdrniJOiCTGurFqdzHGkNVUu6u0BTEDYcJtEN3Pf0HtXQwfXc4j+nhOddzLnLN6+S8W0e0ZdAbculySe/xG1t4hfLM+n2tPSWt1+3hnJIb6egY2eAgddkE7RiqOS1jj/8O6Etj6NSR3sQSQwUK6u5RX8mvYNfHNo27+1/l/JbMykwdHPk1hlQOTXsfQ5NB2CFR0VcGKjXRnKcEmY5uep8HdwM2/3ExuTS56Rc8Ng29o0/O15ucthfzjh23sLKppttxm0jM6LVxLhGVEkBEV2LblIary4NNrIGvJgWWpp8CYm7Q6YjofTc0UQrSr8sjRLMpdhSUgjPyyfFKVxq6xERn+DUwckx6hCQCouHB7PBj0x95FeFdxFdjqAZWM0Fb+f+/8SXtMHgfmwJOMtvuSxFg3lhKUgaNoOqG2xlbqgVFw+gP+DWrvQgC26vujukNIDU7ybzyi23twyYOUGVczNHQXp89/EjLegthBLW47eW8Rk8qL2Ro2Gawh7RqnOA6HDjEP6zodKQEwmFAxMqbBQbUadcTRYg3uBlxeFx7VQ1lZBJDFxHgvlh//ComjYZDUyRPHb4Qawe9zV/JT/Plteh6LwcLNQ27m1Y2vclnvy9r0XC0prXHw8Ndb+Gp9HgA6BQYlhjChRwTjekQwJCkUk6GNk1EeF+gbE5ABkVCxD3QG6H8BjLmh1b9XQojOoyE0g62ROwBwk8IHntO4sqcbg9QA7RTS7cH8d4+HWHKoqakmJDjkmPbzelX2ldbTUHAbn980gITAhJY33J8Yy5jim4C7KUmMdWNJ9hScpZPQKwH+DuWAzPkAvG+zYAv7PxYXn82kXtf7OSjRnV3Y80IMmOmXu400zx6qlryB/fz/HLbd8txl5Lt+o0CvRz/Ev9N5xFGEHZoYa30UYGfl0Fl5IjSQdVlP0qf/v0m0t1zw1WKw8M2531BcV8yjX+UAMCssB1a9AdkrJDEmTojHaKVUp6PSVdpm5/h2z7dMTZ7KGWlnMDVlKgZd+13SqqrK1xvyeeirzZTVOtEpcO2ENG44tQfB1rYdJdekugBWvAKr34Y/zNU+x/RGOO9VLdnfhTrtCtHdmQw63DU9MVhzqa/rydPG4Vx95TR/hyWOkdVqpw8F6BUPmSV5x5wYy69qwKFWYDTYGBib0PKIY0cN7GscJZwx1XdBd0Myprobq3WXYQxbSLVxwYGFeWthwZOw5cjFmttEXRkUbAJgu86M3ppLvbe8/eMQ4iAz02by2vSXcQRryS7zlk/BWXfYdm8ve5bHIm28HxRG2qiz2jtMcTyi+sAf5ze+ULSC1F2MU29jmdXCDsdWiuuLW91ub+VeHB4HEdaIpvpiw3Q7tZUJw9sjVNEFZZq8TEpO4P+sq9vk+B9t+4i7Ft7FH+f+EbfX3a5JsYLKBq59ZzU3f7CWslonvWOC+OKGcdx9Rp/2SYoVbIIvroen+8PCf2tTwtd9cGB9yjhJignRxYTU7eP3eSFM3zMGvDZigtuoPqFoG4rCX6KjGJ6SyG/75h7zbnuKazDHfImlx0N8v/fbljfKXKA1SgpNkS6lJ0lGjHVj1e5iLNHf4nCHAY1TKDMXwi+PQr9zoW87f7nfuwhQ8Ub0oqRoPEpVb2adLndDhP9VOiopSnfwiCuW+yvyUbf8D2V/y/tGCaWFDFQdBBoGYzBJu+QOTW/U2loDBCd0yfbWbr2NG8oLWBj3O5LsrSf+bpx3IwW1BTwy6rmm+mKx1doNChJGtFO0oqsxWiLBCZ42On58UDyBxkDGx49vt6SYqqp8tDKbv3+3leoGN0a9wk2nZnD9pPS2ny6pqrBrHiz9P9jz24HlSWO0+mG9ZrTt+YUQfhVcn8Udxk/Z4E0lRxfLEFMA1A0AW5i/QxPHyIsRlwIFVdnHvM+e4lp0xjJQ3CQGtTzyv2kaZY8p0kX8JElirBuLsEbgqhyCEfuBhZG9tUd/dKbM1Eau5YeOwJsTQZw1gZHxfmwEIESjnJoc5ha+jj7YxM1VOozL3sB2SGJsRd1dpBT9Qtr06X6KUhyX8kztMTTFr2G0FY/RxszqOkqdqURYI1rcpspZRZ27Do/qobAkFChjWGIguvx12gYJI9stXtG1uPvcSvWHE+mX1vJ770QV1BZgN9kZHz+eL87+gmhb+3Tfyiqt4+4vNrB4lzaqclBiCP88fyC9YoLa5fz8eA8se0F7ruih79laQixhWPucXwjhVzqDNkLMiJs/679gbMkW2BEGh1yLio7r4tpg7ivbwq6gY69ru6e4hrrMW7h8XCD9wlv5Trz/ZolMozxpkhjrxhLt8TTkXYz34DudUY2JsZKd4HGDvh3fIo2F9xd7+mGK+IngWDdby2LpG963/WIQogV9w/oyK20We3YZ0XufxVawQvsdaewGtGjfejbVrmGDbjAPDBvj52jFMVn+svaYv96/cbQRrzGAuTYrv3nm06dgBCNiDh/9ZTfZ+eXCX8ityeWf32jTLWdGl0NBPViCZUi+OGFBFiOgo87puzFjNc4arv/5enSKjudOe47YwFifHbs1Hq/KW0v28q8ft1Pv8mAx6rhtSi+uHp+KXteGd+ZrS6A6H2IGaK/7nQdr3oVhV8Go67rk9G8hROv0jTMRTLhJ12nNPojo6ceIxPEK1YcT5/awq7bsmPfZWVIMqAyMScOob2Wq/nULtORYShfrsO4HUmOsG1MUN/qAHXgsm1BVVVtoTwBjAHhdB0ZUtAdXA5gCQWfkg6IEDEHbyHEvoLS+7Qr3CnGsFEXhsQmP8bth17HUMxgAdc07TevfXPs+1oT3iEtZSFiAyU9RiuMy7e8QPQAu/dDfkbSJvem/4ynLIFYat7C+uOXkX25NLl7VS3xgfFN9sbHmPdrK+OGgk0sEcWLMBh2BGY+yN/Bmyht8Uys0rzaPsoYyyhvKj9hp1Vd2FVVz4UtLeOSbLdS7PIxOC+OHW07h2lPS2i4pVrwdvroZnuoLX16vTaEESBwBt23TPrckKSZEt6M3aNeWYUo10UqFtjBCbl51JtttJi6LjeZF1y/HvM82x0cE9nyIfa55rW9ksWvlj0w2H0TZvcmIsW7M4a3FlvQGqqrgcP8Fi9GgfRGK7KkV4S/a2jQips0ZLXDtPPKKS1j77+WYXKdww7RI0kPSj76vEO3Ea13Hw/EKsWUmemz6BsuUv0FFFqMzPyQrIIz+sUP8HaI4Vslj4fpF/o6izdSmTGXn+hxibEX0j+h/2HpVVZn9w2xqnbX8bdRzFFU7MBl0JNdv0TaQ+mLiJCTk/4RNV0W9oqPWVUuoJfSkjufwOOgZ2pMPZ35IuaOc6IC2m0Lp8nh5ef5unp23C6fHS6DZwN1n9ObSEUno2iIhpqpaR+6lzx+oFQOgM2hNiQLCtdfmQN+fWwjRKeyvXRuq1ADgsERitgT7MyRxnBRLMBsVMyHeymPavsHloUHJRq930jO8lRHSbicY5Ia8r0hirBuzW2x4GuLAa6De5dISY6DVGctb65c6Y/MztW5/A0JO5aahY9v9/EIcyeL8+VRai5kTMIpTkv/GfYqCa92HXFtZQd+yeELOvMDfIQoBgN1qxF01CLM5gNGxow9bX9pQSq2zlgZPA7lF2hfuIYkh6BNHQF2xljgU4gQZLQF8kFdAlppITEDMSR3ruz3f8dy65/i/0/6P9JD0Np1CuSm3kts/3cDW/CoATu0Vyd/PHUBciNX3J3M7YfPnsPQ5KNjYuFCB3jO1+mFJo6WQshACAOMhTZ08YTJwoLMJjJ3GuNVVBIQOOqbtM0tqqdv3J+z2Uk5PGXf4Bg1V2ujipFFw0TtgCvBxxN2PJMa6sTCLnbrMmwHweg+alhDZS3ss3tZ+wWQth9hBzN9eDLp6AqJX8fbmnVzW+7LW51QL0c4u7X0pOKP4eGcs5TVl3D3Ly95171NstfC9azyPxNqPfhAh2kFUxVqusHzEdmwsyTUxNr55oivCGsHCSxayr3ofz3yn3b0cnRYOI6/VfoQ4CSZrEHEuN6iOk+oa6fa6eWXDK2RXZ/Ptnm+5eejNPozygAaXh//M28krC/bg8aqE2Iw8OKsv5wyOR2mr5JTHAd/dAY5KMNpg8OUw+noIly+8QojmDEZL89dRvfwUiThR5uSJ/PCrjb4Bx/ZdYUdhOaCQFpxBkLmFRi97fgNnNZTvlaSYj0hirBvT6RSM5krcXhd1TifhNN6NiBkAsYMg7Ni7ZpyUyhx4YyqqKZBVjpcwBm1ibfVnVO/qwVX9rmqfGIQ4BoOjBtN30kB+WPwzxdX17FjwMQsp4/9ioojXF7fdFyghjlN40TKGBv7MlxHhvLdVd1hirLiumAhrBKn2VJbt0WpXjE4L90eooguyWIN4JDyUdSaFO/JWMSpu+Akdx6Az8Ob0N3lv63vcMOgGH0epWbm3jDs/3cCekloAZg6M5eGz+hERaD7KnsepbI/W9OOU2yEgAsxBcMpt4HXDsN+DLcy35xNCdBkGSwCZ3mhSdYUAmKIlMdbZhAWYMEX8RJ6lgG1lkfQO633E7b/IfJeAjG/RW88GWhgxtn/qvXSj9BlJjHVz5pQnsejc5NeOJzGsMRvdY7L2014ytW6UtfYelOToCDGnc3nfq0gJTm6/GIQ4RgV1OUT1+JDoyu30mb+JFfYgQl16hieO9HdoQjQxWe3Eu92k15npGdr84ktVVS74+gJ0io6HRxyoLzbMsx62OyFxpHxJFyfFFBDEbqORHRY9udWFx72/w+PgrgV3cXX/qxkQOYA/D/mzz2Osdbj55w/beGfZPlQVIoPMPHpOf6b1O7mpn82oKmQt06ZLbvsWUMEWDhPv0NaPu8V35xJCdFn64DhOdT7N68YnmaRfj146UnY64fo64gLWUGqpILMi86iJsb01W9EZaogObKG+pKrCrp+15+35nb2Lk8RYN6eoFlSPiwa3039BZC4AYLNZm3M9IbU/t4+4wn/xCHEEZr2ZQvdq1AAvOQY9V1VVM7/sJu783TX+Dk2IJuYAOyMbHNxYa2dor+uarcurzaPWVYtO0bG3UBsVMyQxBNOyJ7Sh+TOfghHyfhYnzmQJ5MaKSiora4kOHnjc+7+y4RV+zvqZ9cXr+f787zHrfTt6a+HOYu76bCO5FfUAXDgsgftm9iXY5qPSDR43bP2fVlA/d/WB5T2mQMp435xDCNFtmAxayZtrXLczKTmYt1LlZmxnE25o4J7qnZTVGkmzHzkpBhBUdS1ZJVuYOOCUw1cWboLqfG0afnILo8nECZHEWDcXUPAoBVUNhE6Na77CWQslOyAgEoIT2i4AVYW92oixb6szMIasoCqgjs2lJvqF92u78wpxgqIDorl31L08/b8a9nmeZonRgCthDEEW6QojOg6dORAnUGqqZUX+OmZkjGpaFx8Yz5JLl5BZmclzP1YDMCY1BFY1foGX0Y/iZJkCGNHgABzsooXaKEdxdf+r2VOxh4t6XeTTpFhlnYtHv93CJ6tzAIgPsfLE+QOYkBHps3Ow5Sv48V6ozNJe680w6GIYfSNEHf3LkBBCHMqkVzDgxoib6OAE6UTYCVmDo5haVw/Uk+06cpdhr9fL3mIH3oZkBse1MINq/zTK1IlwSP05ceIkMdbNmY3aHQinx9N8xde3wsaP4fQHYMJtbRdAeSZUZqPqjHxSHI8x+TvWlOewoXioJMZEh3Vx74vYtnMzs7eciSXmG5KsrwET/R2WEAeYAsgzGPh7Yh3W5bcwI2NZ06pKRyXB5mB6hvZsqi92akSFVsTVGACRffwUtOgyjDZ+CLCx2GohJet7esRceky7Lc5djE7RMSZuDE+f+rRPQ/pxcwH3fbmJ4moHigJXjUnh9mm9CDD74FLY6wVdYxMjvUlLitnCYcS1MOIPEOjDxJsQotsxKV52Wa4E4IXAX/wcjTghpgC2GK3MCzDh3PoWt8Xe3uqmb278AG/8K5gqRpEcPv3wDXbO1R4zZBqlL0lirJurCnuSwIg8NpU+xbDk0w6saOpMub1tA2icRlkaOpD6OjOp7vOZmJHD1GQpJCg6NlfQ91hivgFgTPwQP0cjxCFMAdi9XkLcKhZrBKqqoigKHq+HGZ/NIMQSwv3D/0NxY32xvp7Gz/r4oaCXSwNxkgxmXrGNY2fgdqZV7jymXbKqsrh9/u3Uuet4acpLjI4d7ZNQiqsdPPTVZr7dmA9AWmQA/zx/IMNTfFBHr2QXLH4aakvhsg+1ZRlT4bxXoc8sMFpP/hxCiG5P0R+Y5n1G9r+AD/wXjDgxisIOUxCvhFpIKfqV22g9MbY8bw06Uxl2mxeLUd98ZUMV5KzUnveY0oYBdz9y9dvNKYoXReehztXQfEVk43D/4m1tG0Bj4f3VSn8ApqaP4+6xMlpBdHzhgdofqnTrqdw++kY/RyPEIUwBhHm9fJhVx4YLXm3qmLqvah917jpogF152nt4aFIIxvzvtP0STqx7oBDNKArVuuk4ilLI6DPq6NujTVM/NelUcqpzGBY17KRDUFWVL9fl8vDXW6ioc6HXKVx3Sho3n55x+BeN45W3DhY9pU2bRNWWFe+AyJ7ayLGBF51s+EIIccBBXc/NFpsfAxEnI9oTwEVVFahxR/6uOybkD8xblUCf+B6Hr7TY4dZNkLUUQqVRnS9JYqybi3fcyKbcKpKG9m++IqrxF7Z4R/MpAr5WXQDAp+VpWBNfo8Q4jPKGGwm1hLbN+YTwkUt6X8LY+LGMiBmBTmmj3w8hTpQlhGJDDFlOOwU1pbi9kRh0BtJC0lh0ySL2Ve3jxZ8qABidFg47Vmn7JYzwX8yiSwnT9WNnaSxx5gFH3M7tdbOmcA0jY0fy6LhHqXfXY9SfXBH8vIp67v1iI79uLwagb6ydf14wkP7xwSd+UFWFfYth4b9h90FTmXrOgAlztKSYEEK0MUtkqr9DECcoXBfG/aWZzItKOeJ2+eXgqe1J34hWtrPHQv/zfB5fdyff5rq5AH0EqjsEr/eQHGlIslYw1l0PFfvaLoDff8v2y1cw32PGELiL+QVfYtJLQUnR8cUGxjIqdpQkxUTHFJ7O33t8yB+SDTy141L2VO4BoM5VR6ApkL7hfVm2pwyAcQkmKNqq7RcvI8aEb0xyvMlZEf9iY/ZHR9zuqdVPcc1P1/DaxtdQFAWb8cRHQ3i9Ku8t28fUpxfw6/ZiTHodt0/rxf9uGndySTGvB96eBW/N1JJiih4GXATXL9GmUErDCiFEOwlNl8+bzsplDuU3q5Xf6pZR3lDe4ja/Zv3Kl8VzMIX/SnpkQPOVqqp1PRZtQkaMdXNFxk+wpW5mQ9m1zOKCAyv0BojI0NrBFm+HsLa7O/FLrgGnI5Z+6o2cO8RGgDHg6DsJIYQ4IrvVCNVmoIYaZw0uj4tTPz6VxKBE7hryFCU1Wn2xgSEOiB0EjmoIivZ32KKLCPIs59dIL+mV84C/tLiNqqooaFOEku0nNyVkb0ktd362geWZWsJ3aFII/7xgID2ijr8rJtD45UMFvRF0eghNgewVMOR3MPbPbXpdJIQQhznvVSjZARlSV6qzcgbG8VhAOPm6DZxdsZvhMYffjFxbtJZ6clCMcaRGHNK9Mn8dvHM29D0bzvq/9gm6G5HEWDfn1hWjt+RR6Wwhax3ZqzExtg16tdAR42SV74PgRH7bUQiqkXN7TefKfim+P48QQnRDQWYdaua1nDeyL0Ojh7C5dDN17jqK64vZmqN1Ih6aFII5phdcN1/uQgqfivZaOKOmGG9ofIvrS+tLCbeGc/uI2zkr/Sx6hfU6ofN4vCqvL9rDv3/agcPtxWrUc/u0Xlw1NgW9Tjn6AQ7laoB178HiZ2HczVpXSYBT74XT7pfksRDCP6R2Yae3Y+Dt7FvkIDrUibWV5iyX97mCl35y43YGk3boiLGdc6GhEurK2iHa7kcSY91csv4scjOHkJgy+PCV+wvwt8VUSq8XXpmIqkKBeza21EVUGX8HzPb9uYQQohu6dcWp3G5q4JEabSpbv/B+/HbRb2RXZ/Paz9rNkDFpEQd2kG6UwofSCWRK8Ta+CT68yHB+TT6XfHsJ01KmcfuI2084Kba9oJo7Pl3P+pxKAMb1COfxcweSFH4C0zEbqmDVG7DsBagp1Jate/9AYswee0IxCiGEEABhAWYchWcTagymX3i/FrepqbPirOqH1agnxm5pvnLnT9pjxtQ2jrR7kqvgbi7SmIGn1oaJFtqWD78Ghl8NARGHrztZRZuhvhyPwUZRYBYGSyHFzkzfn0cIIbopj97Kv0OsfOV+mL47apmVPotwazhhljCW7ZkHwOjUUG16WMxAMFqOckQhjl2twcwSq4Wtzp2ceci6ZfnLKGsoY03hGlweF0bd8RXbd7q9vPDbLp7/dRcuj0qQ2cC9M/tw8YjEpg6sxx5oCSx7EVa+qt2JB7AnaNMlh155fMcSQgghWhEWYEKnr6HCuYfNJaH0i2ieHNtYvJF75j+KKTyeVNO56A4e9VxbCjmNjZJkOm2bkMRYN1fMYixxy9lWNRlIb74yILztTpy5AIA91oHUF81gQtwQLup1WtudTwghuhmPMYBaXR0NSg35tflM+HACPUN78tdB/6SkxoHZoGNwYDm8OAVMQXDnXhk1JnymzGTippAozOoSbm9cpqoqAOdmnEuIOYReYb2Ou9j++uwK7vh0A9sLqwGY3CeaR8/pT0zwCSR2s5Zr9Vrc9drriJ4w7lYYcCEYpBGQEEII34kvX8ljoXP4e3gYL23Ywf+d1rxO2JqiNeyt3YLOCmlhh0yj3D0PUCG6P9jj2i/obkSugLu5Ku8ejMFrKXKmHXlDVYXjvQt7JJkLAZjbkAFeG1f2v4h+4VK3QwghfEU1BXBtRQGl7ivpE9aHOncd+bX5rM9yADA0KRRzwRpt46g+khQTPmUzBNLT4cSpD9GK7CsKL294mczKTB4e+zCnJp16XMdrcHl4au4OXlu4B6+q3Xl/6Kx+zBoYe3yjxGqKIDBKex43GCzBYO8N4+dA7zNBJ52GhRBC+F5gSDiJHjdxLi+h5sMHoExLmcbcjTUszXKS1rOF+mIgo8XakFwFd3NJlpFsyTYQFTKo5Q2+vBF2/ADnvuS7X0SPG/YtBuCdoBwCwl7CZn8QkMSYEEL4jCmAJLeb4DoLpyefzvfnfU9+bT5v/aIVbR2dFg45n2rbJozwY6CiKwo2BvPZ3gK+DZ6Eoijk1eTx8oaXcXvdTE6ezJTkY7+mWL6nlDs/28De0joAzh4cxwNn9iU80HzsAeWugUVPwY4f4c9rICQRDGa49hft7rsvb/4JIYQQhwgIiWJcfQNfZ+dTfP4dh62PCYjBWTEUT20ZaZEHdaT0emDXz9pzqS/WZiQx1s0l2wbjKgskWElpeQNnDdSVaJ0pfZUYK1gPjiqqDEHUBmWj0zkJtkhtGyGE8CWdOZAFVgvLgufy7JoAbh56M/GB8Vy/R7u4Gp0WBnNXahsnHN4yXIiT0RCcxg9KLzYrFqZ6XMQFxvHy5JdZXrD8mJNi1Q0u/vHDNt5blgVAjN3Co+f0Z3LfY7yRpqpa6YZFT8Ge3w4s3z0Phs3Wnge33DVTCCGE8CXFpo0Sc+u8bM5dR1TwiKYam7k1uTy05CF2OEKBic07Uuavg/oyMAdDwsj2D7ybkMRYN1fh3Y0p/DeyGvoBLXTH2N+Zsnib707aWF9sl2kgtbt/xxmjylvtzCGEEOLE6CxBlOr1lFiLeXXjq2wu3czN/R+lpMap1ReLNUHhJm1jGTEmfKykz+/4a/kHKPpf2DL3Wv7vtP9jZOxIRsYe20X9r9uLuPfzjeRVNgBw6chE7j6jD3bLMRTq93ph+3daQix3tbZM0cPAi2DcLdrUYSGEEKI9mWzUY2ZSUiT1q6/j26RvSbInAbC2aC3L8pfhMScCE0mNOCgxFjcUbloFpbul7EUbkv+y3VyxayvmqB/IcVYDsw/fILKxhXrxdt+dNH8DAN/UpqG6g7lh2Mzj7yIlhBDiiIyWIIY1OEiqiiTLXkx2dTZr9mlT0YYlh2Iu2gheNwTGQHCCn6MVXY3VaED1WFH0DlYXrubuhXfz3OnPHXW/8lonj3yzhc/X5gKQFGbjifMGMLbHcXTI/v52WPma9txggSFXaF0mQ5NP5J8ihBBC+EStPphot4dCs40KRwVJaImxoVFDuarnHF76NZeoIDNBB98EUhSIyNB+RJvxeYXRlJQUFEU57OfGG29scfu33nrrsG0tMq2u3cRYU3FVDCOIni1v0DRibLs2JcEXLniD+TM+45OUJQSnvEtapHR+EkIIX9OP+ROPNsyhIu8KXjr1Ax4Y8wDL9pQC++uLNU6jTBwh9ZWEzwXqXYTsuZqEoqvpEdKDOcPmHHWf7zbmM+Xp+Xy+NhdFgWvGp/LDrROOnhRz1UPZngOvB1wIZrtWUP/WjTDzX5IUE0II4Xf1hhA+zcvnb0E3MTByYNPyuMA40sxTcFcNaT6N0uP23XdwcUQ+HzG2cuVKPB5P0+tNmzYxZcoULrzwwlb3sdvtbN9+YESSjB5qPz3tw2jINxMe2kq9jvB0bfqBowqq833THlZReD8vE3QuAmy1WI3Wkz+mEEKI5uKGsNq2mxrLPL7NzOfvp9zNTU31xcJhU6a2nUyjFG0gMvdnFptvZUVtP4aftQid0vq92KKqBh7432Z+2FwAQEZUIP+4YCBDk0KPfJL6Cm1k2LIXtcTXH+ZpSd6k0TBnK5gDj7y/EEII0Y4cphDMDnBVl+D0ODHpTdS6arl30b1UlMcBfUiNOOhv18aP4ZdHYeS1MP4vfou7O/B5YiwyMrLZ6yeeeIL09HQmTpzY6j6KohATE+PrUMQxcHgr0AdupdRdDrRQfNlg1pJjJTu0OmMnmxhz1IA5kH37elFb9hf+MFWK3gohRFuxWd04wxbx9V64ouf1TfXFBiUGQ+ozcOo9oJOqCsL3jBbtwt7sbWg1KaaqKp+uzuGRb7ZQ1eDGoFO4flI6N53WA7NB3/rBa4pg2Quw8nXtxh2AyaYtD2q80SdJMSGEEB3M2tQ/8ufdseSr/2XdijruH3M/G0s2Mi9rHmbCgX6kHzxibOdPUJULzjq/xdxdtOnVsNPp5L333mPOnDlHHAVWU1NDcnIyXq+XoUOH8thjj9GvX+vF2B0OBw6Ho+l1VVWVT+PuTgqc27Alvk2ONwP4XcsbRfZqTIxth/TTTu6EH1xCVdlegksvQ/UO4neDJ53c8YQQQrRs31LucHzFf2oi6Jk2jlV7K4HG+mL7kw6BUX4MUHRlZlsQABYcON1eTIbmybGc8jru+WITC3YUA9A/3s4/zx9E3zh76wct3wdLnoW174FbK8pPZB/tLnr/80B/DIX5hRBCCD9xxI1k145NWFhLQZ02SjopKIk5w+bw+sJ9AAemUnrcsPsX7XnGsXVzFieuTRNjX375JRUVFcyePbvVbXr16sUbb7zBwIEDqays5F//+hdjx45l8+bNJCS0XAz48ccf5+GHH26jqLuXEFMonvoEjMYjtD4f9nvoNROSx5zcyVz1kL2cTwPNbE3/lER3A+GBM0/umEIIIVpWsoNZDd9iqR1Kzdg/8fOWIqBxGqWzTitKrvN5qVEhADBbtRFbNhzUOz1NiTGvV+XdZfv4xw/bqGtc/pfJPbl2QioG/RHej64GePkUaKjQXscPhwlzoOcMeR8LIYToFMIDTLiq+tM7ZChPT5oBaPXFruo7myc+/AHwkrZ/KmXOSmioBGsoxA/zX9DdRJsmxl5//XVmzJhBXFzr0+/GjBnDmDEHEi5jx46lT58+vPzyyzzyyCMt7nP33XczZ86BIq5VVVUkJib6LvBupE/oYOr23kRa/BHu0PY43Tcny14BHifLrJGoehd9wmSkghBCtBmTdscxgAby6t3NC+//8iis+y+cdp9Wt0IIHzM2JsasioNap5tgm5HdxTXc9dkGVu4tB2BESihPnD+Q9MhWpj3mrILwHmANAaMFhl4BBZu0hFjKBGkaIYQQolNJrN/KI7oPqS5LxKQ/G6/q5eGlDxNr6YHDE4RRbyIhtLH+9s6ftMcek0F3hPICwifaLDG2b98+fv75Zz7//PPj2s9oNDJkyBB27drV6jZmsxmz2XyyIQpAp3OjGMuo89a3/ckyFwAwqyCVn5WZXHa5jBYTQog2Y9amsgUoDazJKqe01onF2FhfbN5KbeSN+Qg3RYQ4GUYboI0YK21w8+Jvu3n65x043V5sJj13zejN70Ylo9MdktxSVdjzKyx8CvYuhNPuh1P+qq2b/LB8ORBCCNFphbsLucj4MxeHp/D5J5N5atJTfL7zc0w6C6j3kxRmOzB6eudc7bGHTKNsD22WGHvzzTeJiopi5szjS354PB42btzIGWec0UaRiYMVNmQS2OOflHpCgQta33Dxs1C4GaY+CoGRrW93JHsXkmPQM7++DwHGdMalyig/IYRoMweNGPtlmzaNclhyKGbckL9e2yahhaYrQvhC4/vPpji4+o1l5FY5AZiQEcHj5w0gIdTWfHuvF7Z9DYuehry12jKd4cDUSZCkmBBCiE4tICQKswp5Jg/1dYXUuGq4ftD1rNxXwK/oSds/groqDwo3AorvZm+JI2qTxJjX6+XNN9/kqquuwmBofoorr7yS+Ph4Hn/8cQD+9re/MXr0aHr06EFFRQVPPvkk+/bt4w9/+ENbhCYOEWoJAUBxJqCqautNEla/BWW7YfBlENh6h9FWOWpQc1dzbVwUucpCBhnHHLmWiBBCiJPTlJhooLrBDcDo1HBtKprHAdYwCEvzZ4SiKzMeSHyVVVVhtwRy/5l9uWBYQvNrDbdTa0e/6Bko3aktM1hh2FUw5iYIkZtoQgghuobAUK2U0EOFtQRe8ilDo/oxNm4sD+zbBOw7UHh/96/aY/wwCIjwT7DdTJskxn7++WeysrK4+uqrD1uXlZWF7qAiqeXl5Vx77bUUFBQQGhrKsGHDWLJkCX379m2L0MQh+kalUbt7Doo7muIaB1FBlpY3jOytJcaKt0PaCSTGspaRr1Op1BnwKm4mZww4ucCFEEIcmUm76xhAQ9Oi0enhkDNPe5EwQmo0ibZjtPFozLMs3FfHpL6JPHzuwJavMXb+BP+7UXtuCYaRf4RRf5IvAkIIIbocXePftqn1Few0pfPKhldIDU5lV4lW2iJ9f+H9QZdo379ddf4Ktdtpk8TY1KlTUVW1xXW//fZbs9dPP/00Tz/9dFuEIY5BfIiVwTE9WZNTwH2/PMtjU68mwtrCxWhkL9j+LRRvPbET7VtEnNvDnzPTuFd3JpPPabnjqBBCCB8xHegKCCoWo56BCcGwaqW2PmGE/2ITXZ9Oxy2zL+Pcsjr6xQUfWF5fDrvmwYDG8g29ZmiF9DOmaF2wLVL3TgghRBdlCwPgx0ALry75A7trtwMQVPI4oBwYMabTQ4J0omxPbdqVUnQOFw1PZKv6FEsrdvD2Zj23Db/t8I0ie2uPxdtP6BzuiXfyiSeeN35zkxrR8/DaIkIIIXzLHER5xFA2FLrR42VYcgRmg15r/w1SX0y0uSCL8UBSrLoAlj4Pq94AZw1E9YXovtrF/+xv/BuoEEII0R4MZuoUG1lGQ1NSbFryDD7dqo3gT40IAK9Hamr6gSTGBDMHxvK3eePxGMuxqcktbxTZS3ss3nZC51hRvJbHCp7Fk5TMJQknMBVTCCHE8TEHsuOMT7nqlWVAY32xmiKo2AcoED/Uv/GJru+7O7SO1LZwLSHrcWjLo/qBo8q/sQkhhBB+UKcP5pS6EvISruCiiZeidyXz6Q8LCbYaCQswwdwHYNfPcMrt0P88f4fbbUhiTBBkMTIj/VQ+W9ODvWHJ0NLsmoiegAJ1pVBbcny1P7xesqqywGvE44jhlJ5SN0QIIdqD3Wpsej4mPRxsIXDjCijaqtVzEqIt7fwJyjMPvE4cBePnQM9pUt9OCCFEt7TPPpSy4nxqPFBYV0hlmRWAtMgArTnNzrmN5YtaLk0l2oa0BRQAXDwiCYBvdv/Ald9dRZXzkDu5JhuENo4mO95RYz/dx7lzn2H0rmlQPpXRaeE+iFgIIcTRRCkVpOtyiTR7GJgQAjqdNgK43zn+Dk10B3GDtce0U2H2d3D1j9BruiTFhBBCdFvz+zzEtZ4b+bnha/7y21/YUpgDQFpEIFRka0kxRaf97RTtRkaMCQBGpISSHG6j2P4Ta4sL+XDbh/xx4B+bb9RzBtQWN2vBfix27/0FY+VOjOoURiYlYzHKnGkhhGgP4R/NYp5pL9tmfobJIPfCRDs79xWY+ncIjvd3JEIIIUSHEB5gAq8RM5GkhoVTWhEM1GqF93fN1TZKGNlUqF+0D7lKFgAoisJFw5NxFk8l3DWTi3pedPhGM56AC14/vro0tSU87y1mZmIci4NrmNgz0ndBCyGEOLLGzpS9w3TgccMLY+Gza6G+wr9xie7BYJKkmBBCCHGQKJODnko+I2v+xIczPySzpBaAtIgAbRolaJ2aRbuSxJhocv7QBLy1/di7awJl1QZqnDUnfUw1cwEuQKdCdV1fSYwJIUR7MjW2/XbUaEPzizbDjh/AbPdvXEIIIYQQ3VDf7A/5yXwnZ1Z8jE7RsadYS4ylhxlhz2/aRpIYa3eSGBNNYoItTOoVBfpa/jzvL5z5xZnUu+sPbOD1QMFG2PzlMR9T2buI/ysq4Y+ZGURZUukRFej7wIUQQrRsf2LMWat1BQRt1K9O/vwLIYQQQrQ3c7A2UMTqqqC4xkG1w42iQErNOnDVQWAMxAz0b5DdkFwZi2YuGp4AHgvZtTsobShlWd6yAytd9fDSePjkKqgrO6bjzcv+lVKdjnWuQUzqGaV12hBCCNE+GqdS4qyB7MbEWEJLrYeFEEIIIURbswZHARDorWRXkTZDKyHUimnvr9oGGZOlSY0fSPF90cxpvaMJC7BSmXseD80cyalJYw6sNAdCcBJUZkHxdkge0/qBgJKizcyxulCS4vHsTOAfMo1SCCHaV1Ni7KARYwkj/RePEEIIIUQ3FhAaDUAY1fyQVQE0dqQ87X5IPw0CIvwYXfclI8ZEMyaDjnOHxOOp68GiLUaqnFVsKtl0YIPIXtpj8bajHqtkzzz6OZykOhTq1FjG9ZBfciGEaFf7p1JW5kDpTu15wnD/xSOEEEII0Y0ZArXvxKFKNav2arOwUiMCwGiBHqdD7CB/htdtSWJMHOai4YkA/JK5iqmfTGXOb3NweVzayqbE2PajHqf30Gu4NuFhgrLOZ3BiCMFWY1uFLIQQoiX7E2OZ87XHsHRp/y2EEEII4S9W7ToshFrW7isFID3C6s+IBJIYEy3oFRPEoMQQXPUxqKqJAGMABXUF2srI3trjUUaM5dfk83X2L/y3NJEFnhHSjVIIIfxh5LVw3UJIGa+9lvpiQgghhBD+03iDUqeoKA0VAMzc/Fd4fRpkr/BjYN2b1BgTLbpoeALrsyuwldzCp5edg16n11Y0JcaOPGLsq91f8dy656C2D3AVp0hiTAgh2l9wgvYz4g8QmgpRff0dkRBCCCFE96U3UqcLwOatJVSpoU61EFqwGDwNB2rDinYniTHRolmD4vjb11vILLCwLrucIu9KAowBnBLZOOe5Og8aKsES3OL+oSW7SfTqCak2sMVmZEB8y9sJIYRoB9H9tB8hhBBCCOFXL6W/yMcbKykmhNONm1E8DWBPgKg+/g6t25KplKJFdouRMwbEAvCvpW9zx4I7+Neqf+ExBUJQnJYQq8xtdf+LKiv4dl8mo6v1TMiIRK+TlrNCCNHuclbBh5fDj/f6OxIhhBBCCAG4w3tRQDge9Jxpa2x0lzEFFPnO7C8yYky06qLhiXyxNpeN23qQOCCRM1LPwK260d+wBCwhrf7ifr/nOwJyFjEGWObtz7kZ0o1SCCH8oq4Utn2jPe8xGdJP9W88QgghhBDdXFiAqfGZyhjvGu1pxhS/xSMkMSaOYFRqGElhNrLK6rgm5SUuGJSkrbCaW93Hq3p5auWTFATr+Wd9IKsbevKM1BcTQgj/OLhWxe5fJDEmhBBCCOFnI4o+4SPT56z1ZhDpygOdEVIn+jusbk2mUopW6XQKFw5LAOCTVblsKd3CLb/cwq9Zv2obOOsO26fB3cDptgRSnC4C6xJIjQknym5pz7CFEELsZwo48Fw6UgohhBBC+F2Yq5BRum1co/9OW5AyDsxSeN+fJDEmjuj8YQkoCizPLOPTrd/xS/YvvLrmWfhXT3h+5GHb24w27mrQ81VuPivd/ZnYS0aLCSGE3xgOGuEriTEhhBBCCL8zBmmlhoyKR1vQQ6ZR+pskxsQRxYVYmZChJbd01RM5p8c5PDr6fqgphMpscFQ3bevyunhy5ZOszVkMwBJvXyZmSGJMCCH8JiwNwtIh7VSwx/o7GiGEEEKIbs8aHAXACm8v6s95Hfqe7eeIhNQYE0d18fBEFuwo5pu1VSy+62/odQpVQdEEVReiFO+AhGEALM1byjtb3uFbu5GvK8zsMPRiWEqon6MXQohuzGCGm1aCIvfBhBBCCCE6Ant4NACJwSasgy/wczQCJDEmjsHkvlGE2IwUVDWwcGcxW+o/5e0IC8+6zIwq3taUGIuyRXFWynRqc4p4yh3EiIxozAa9n6MXQohuTiefw0IIIYQQHYViCwcg1ljr50jEfnILWRyV2aDnnMHxAHy8KpsKRwV1qPwYYIPibU3b9Q7rzd8nPklB7Z940zODU6QbpRBCCCGEEEIIcYA1THss2wMV2f6NRQCSGBPH6KLhiQDM3VLIeWlX8FziWdxfWg7F2wFYkLOAZ9c8y+biXazeVw7AREmMCSGEEEIIIYQQBxxc97Vx9JjwL0mMiWPSN85O/3g7Lo/Kku1uJqadgQdYUr4VgE+2f8KrG1/lm6+u5gJ+JinMRkpEgH+DFkIIIYQQQgghOhJLMPxxPtywDEw2f0cjkMSYOA4XN44a+3hVNo6wVM6Nj+W6INiYv4JZ6bOYZEvigoLNnK5bI6PFhBBCCCGEEEKIlsQNhqg+/o5CNJLEmDhmZw2Kx2TQsa2gmh1VAQyMHkqoMZCChjKmpkzl/xxW0l1ulnr7Sn0xIYQQQgghhBBCdHiSGBPHLNhmZHq/GAA+WpXFbVOf44cL57GsYCVvb3yD8qylAKykP2PSZa60EEIIIYQQQgghOjZJjInjsr8I///W5WHTB6Oi8nPWz/xrzdM0eOopVwMJSBpEoNng50iFEEIIIYQQQgghjkwSY+K4jE0PJz7ESnWDm2WLf6Hq65txOqqYYksm1uNhmbcPE3pF+ztMIYQQQgghhBBCiKOSxJg4LjqdwoXDEwBYvGk3sRs+5dcKlX/UKgAs9faVwvtCCCGEEEIIIYToFCQxJo7bBcMSUBT4IscOgKUsE+PeBQBstQyhT4zdn+EJIYQQQgghhBBCHBOfJ8YeeughFEVp9tO7d+8j7vPJJ5/Qu3dvLBYLAwYM4LvvvvN1WMKHEkJtjEuPoAQ79YZgAFZHnc8H7lNJ7DkYnU7xc4RCCCGEEEIIIYQQR9cmI8b69etHfn5+08+iRYta3XbJkiVceumlXHPNNaxdu5ZzzjmHc845h02bNrVFaMJHtOmUCts9cQDMrUnhbve1TOwV5d/AhBBCCCGEEEIIIY5RmyTGDAYDMTExTT8RERGtbvuf//yH6dOnc/vtt9OnTx8eeeQRhg4dynPPPdfqPg6Hg6qqqmY/on1N6xeD3WJgiysWgICq3SgKjO/R+v9rIYQQQgghhBBCiI6kTRJjO3fuJC4ujrS0NC6//HKysrJa3Xbp0qVMnjy52bJp06axdOnSVvd5/PHHCQ4ObvpJTEz0Wezi2FiMes4ZEk+OqhXa/7PhSwbFBRIeaPZzZEIIIYQQQgghhBDHxueJsVGjRvHWW2/xww8/8OKLL5KZmcmECROorq5ucfuCggKio6ObLYuOjqagoKDVc9x9991UVlY2/WRnZ/v03yCOzUXDE9mmHkhKjs+IPsLWQgghhBBCCCGEEB2LwdcHnDFjRtPzgQMHMmrUKJKTk/n444+55pprfHIOs9mM2Swjk/ytX5yd/KiJ3FNczmZvMvf1lvpiQgghhBBCCCGE6DzaZCrlwUJCQujZsye7du1qcX1MTAyFhYXNlhUWFhITE9PWoYmTpCgKF41I5H3P6ewx9WZwYoi/QxJCCCGEEEIIIYQ4Zm2eGKupqWH37t3Exsa2uH7MmDHMmzev2bK5c+cyZsyYtg5N+MBFwxM5c2Asd5/RB6O+zd9OQgghhBBCCCGEED7j86mUf/3rX5k1axbJycnk5eXx4IMPotfrufTSSwG48soriY+P5/HHHwfglltuYeLEifz73/9m5syZfPjhh6xatYpXXnnF16GJNhBgNvDcZUP9HYYQQgghhBBCCCHEcfN5YiwnJ4dLL72U0tJSIiMjGT9+PMuWLSMyUutemJWVhU53YGTR2LFjef/997nvvvu45557yMjI4Msvv6R///6+Dk0IIYQQQgghhBBCiCaKqqqqv4M4WVVVVQQHB1NZWYndbvd3OEIIIYQQQgghhBDCj441VyRFoYQQQgghhBBCCCFEtySJMSGEEEIIIYQQQgjRLUliTAghhBBCCCGEEEJ0S5IYE0IIIYQQQgghhBDdkiTGhBBCCCGEEEIIIUS3JIkxIYQQQgghhBBCCNEtSWJMCCGEEEIIIYQQQnRLkhgTQgghhBBCCCGEEN2SJMaEEEIIIYQQQgghRLckiTEhhBBCCCGEEEII0S1JYkwIIYQQQgghhBBCdEuSGBNCCCGEEEIIIYQQ3ZLB3wH4gqqqAFRVVfk5EiGEEEIIIYQQQgjhb/tzRPtzRq3pEomx6upqABITE/0ciRBCCCGEEEIIIYToKKqrqwkODm51vaIeLXXWCXi9XvLy8ggKCkJRFH+H4xNVVVUkJiaSnZ2N3W73dziiA5D3hDiUvCfEoeQ9IQ4m7wdxKHlPiEPJe0IcSt4T4mCd/f2gqirV1dXExcWh07VeSaxLjBjT6XQkJCT4O4w2YbfbO+UbULQdeU+IQ8l7QhxK3hPiYPJ+EIeS94Q4lLwnxKHkPSEO1pnfD0caKbafFN8XQgghhBBCCCGEEN2SJMaEEEIIIYQQQgghRLckibEOymw28+CDD2I2m/0diugg5D0hDiXvCXEoeU+Ig8n7QRxK3hPiUPKeEIeS94Q4WHd5P3SJ4vtCCCGEEEIIIYQQQhwvGTEmhBBCCCGEEEIIIbolSYwJIYQQQgghhBBCiG5JEmNCCCGEEEIIIYQQoluSxJgQQgghhBBCCCGE6JYkMSaEEEIIIYQQQgghuiVJjHVQzz//PCkpKVgsFkaNGsWKFSv8HZJoB48//jgjRowgKCiIqKgozjnnHLZv395sm0mTJqEoSrOfP/3pT36KWLS1hx566LD/34bsetkAAAtmSURBVL17925a39DQwI033kh4eDiBgYGcf/75FBYW+jFi0dZSUlIOe08oisKNN94IyGdEd7BgwQJmzZpFXFwciqLw5ZdfNluvqioPPPAAsbGxWK1WJk+ezM6dO5ttU1ZWxuWXX47dbickJIRrrrmGmpqadvxXCF860nvC5XJx5513MmDAAAICAoiLi+PKK68kLy+v2TFa+mx54okn2vlfInzhaJ8Rs2fPPuz/9fTp05ttI58RXcvR3hMtXVcoisKTTz7ZtI18RnQdx/Kd81i+Y2RlZTFz5kxsNhtRUVHcfvvtuN3u9vyn+Iwkxjqgjz76iDlz5vDggw+yZs0aBg0axLRp0ygqKvJ3aKKNzZ8/nxtvvJFly5Yxd+5cXC4XU6dOpba2ttl21157Lfn5+U0///znP/0UsWgP/fr1a/b/e9GiRU3r/vKXv/D111/zySefMH/+fPLy8jjvvPP8GK1oaytXrmz2fpg7dy4AF154YdM28hnRtdXW1jJo0CCef/75Ftf/85//5Nlnn+Wll15i+fLlBAQEMG3aNBoaGpq2ufzyy9m8eTNz587lm2++YcGCBfzxj39sr3+C8LEjvSfq6upYs2YN999/P2vWrOHzzz9n+/btnHXWWYdt+7e//a3ZZ8ef//zn9ghf+NjRPiMApk+f3uz/9QcffNBsvXxGdC1He08c/F7Iz8/njTfeQFEUzj///GbbyWdE13As3zmP9h3D4/Ewc+ZMnE4nS5Ys4e233+att97igQce8Mc/6eSposMZOXKkeuONNza99ng8alxcnPr444/7MSrhD0VFRSqgzp8/v2nZxIkT1VtuucV/QYl29eCDD6qDBg1qcV1FRYVqNBrVTz75pGnZ1q1bVUBdunRpO0Uo/O2WW25R09PTVa/Xq6qqfEZ0N4D6xRdfNL32er1qTEyM+uSTTzYtq6ioUM1ms/rBBx+oqqqqW7ZsUQF15cqVTdt8//33qqIoam5ubrvFLtrGoe+JlqxYsUIF1H379jUtS05OVp9++um2DU60u5beD1dddZV69tlnt7qPfEZ0bcfyGXH22Werp512WrNl8hnRdR36nfNYvmN89913qk6nUwsKCpq2efHFF1W73a46HI72/Qf4gIwY62CcTierV69m8uTJTct0Oh2TJ09m6dKlfoxM+ENlZSUAYWFhzZb/97//JSIigv79+3P33XdTV1fnj/BEO9m5cydxcXGkpaVx+eWXk5WVBcDq1atxuVzNPi969+5NUlKSfF50E06nk/fee4+rr74aRVGalstnRPeVmZlJQUFBs8+F4OBgRo0a1fS5sHTpUkJCQhg+fHjTNpMnT0an07F8+fJ2j1m0v8rKShRFISQkpNnyJ554gvDw/2/vbkOaevs4gH/v1M1Fah7NbRaOpSVKW5ThGpEQgroi6InUHjAxidJC7UGKJIQoKIqgF9ULs974oqAHsBeRTxC0fGGIGTRy+EDkhIxlVpK66//ixt3s9mHyp+3ozvcDwriu68jvwNnvXNdvu87isGHDBly/fn3Rbokh/9ra2pCQkIDU1FQcP34cw8PD3j7mCGUbGhrCixcvUFJSMq2POSI0/f+acz5rDLvdDpPJBK1W6x2Tm5uLkZERfPjwIYjR/x3hcgdAvr5+/YrJyUmfCwwAtFotPn78KFNUJAePx4OKigps2bIF69at87YfOHAABoMBiYmJ6OrqQnV1NRwOB548eSJjtBQoFosFDx48QGpqKgYHB1FbW4utW7eiu7sbLpcLKpVq2sJGq9XC5XLJEzAF1bNnz+B2u3HkyBFvG3OEsk2992eaR0z1uVwuJCQk+PSHh4dDkiTmDgUYGxtDdXU1CgsLER0d7W0/deoUNm7cCEmS8ObNG5w/fx6Dg4O4efOmjNFSIOTl5WHPnj0wGo1wOp24cOECbDYb7HY7wsLCmCMU7uHDh4iKipr2aA7miNA005pzPmsMl8s141xjqm+xYWGMaIEqKytDd3e3z/OkAPg838FkMkGv1yM7OxtOpxPJycnBDpMCzGazeV+bzWZYLBYYDAY8evQIGo1GxshoIairq4PNZkNiYqK3jTmCiGYzPj6O/fv3QwiBO3fu+PRVVVV5X5vNZqhUKhw7dgxXr16FWq0OdqgUQAUFBd7XJpMJZrMZycnJaGtrQ3Z2toyR0UJw//59HDx4EJGRkT7tzBGhabY1p9JwK+UCEx8fj7CwsGm/+DA0NASdTidTVBRs5eXlaGxsRGtrK1atWjXnWIvFAgDo6ekJRmgks+XLl2Pt2rXo6emBTqfDnz9/4Ha7fcYwXyhDf38/mpqacPTo0TnHMUcoy9R7f655hE6nm/aDPhMTE/j27RtzRwibKor19/fj1atXPt8Wm4nFYsHExAT6+vqCEyDJZvXq1YiPj/feJ5gjlOv169dwOBx+5xYAc0QomG3NOZ81hk6nm3GuMdW32LAwtsCoVCpkZGSgubnZ2+bxeNDc3Ayr1SpjZBQMQgiUl5fj6dOnaGlpgdFo9HtMZ2cnAECv1wc4OloIRkdH4XQ6odfrkZGRgYiICJ984XA4MDAwwHyhAPX19UhISMCOHTvmHMccoSxGoxE6nc4nL4yMjKC9vd2bF6xWK9xuNzo6OrxjWlpa4PF4vIVUCi1TRbFPnz6hqakJcXFxfo/p7OzEkiVLpm2po9Dz+fNnDA8Pe+8TzBHKVVdXh4yMDKxfv97vWOaIxcvfmnM+awyr1Yr379/7FNGnPnRJT08Pzon8RdxKuQBVVVWhqKgImzZtQmZmJm7duoWfP3+iuLhY7tAowMrKytDQ0IDnz58jKirKuz87JiYGGo0GTqcTDQ0N2L59O+Li4tDV1YXKykpkZWXBbDbLHD0FwpkzZ7Bz504YDAZ8+fIFly5dQlhYGAoLCxETE4OSkhJUVVVBkiRER0fj5MmTsFqt2Lx5s9yhUwB5PB7U19ejqKgI4eH/u5UzRyjD6OiozzcAe3t70dnZCUmSkJSUhIqKCly+fBlr1qyB0WhETU0NEhMTsWvXLgBAWloa8vLyUFpairt372J8fBzl5eUoKCjw2ZZLi8dc14Rer8e+ffvw7t07NDY2YnJy0ju/kCQJKpUKdrsd7e3t2LZtG6KiomC321FZWYlDhw4hNjZWrtOif2mu60GSJNTW1mLv3r3Q6XRwOp04d+4cUlJSkJubC4A5IhT5u28A//0Q5fHjx7hx48a045kjQou/Ned81hg5OTlIT0/H4cOHce3aNbhcLly8eBFlZWWLc2utzL+KSbO4ffu2SEpKEiqVSmRmZoq3b9/KHRIFAYAZ/+rr64UQQgwMDIisrCwhSZJQq9UiJSVFnD17Vnz//l3ewClg8vPzhV6vFyqVSqxcuVLk5+eLnp4eb//v37/FiRMnRGxsrFi6dKnYvXu3GBwclDFiCoaXL18KAMLhcPi0M0coQ2tr64z3iqKiIiGEEB6PR9TU1AitVivUarXIzs6edq0MDw+LwsJCsWzZMhEdHS2Ki4vFjx8/ZDgb+hvmuiZ6e3tnnV+0trYKIYTo6OgQFotFxMTEiMjISJGWliauXLkixsbG5D0x+lfmuh5+/folcnJyxIoVK0RERIQwGAyitLRUuFwun//BHBFa/N03hBDi3r17QqPRCLfbPe145ojQ4m/NKcT81hh9fX3CZrMJjUYj4uPjxenTp8X4+HiQz+bv+I8QQgSw7kZERERERERERLQg8RljRERERERERESkSCyMERERERERERGRIrEwRkREREREREREisTCGBERERERERERKRILY0REREREREREpEgsjBERERERERERkSKxMEZERERERERERIrEwhgRERERERERESkSC2NERERERERERKRILIwREREREREREZEisTBGRERERERERESK9A8f2uxFuMmzOgAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Cria um dataframe vazio\n",
"tabela_aux = pd.DataFrame()\n",
"\n",
"# Cria uma coluna com os valores de teste\n",
"tabela_aux['y_teste'] = y_teste\n",
"\n",
"# Cria uma coluna com os valores de previsão de venda dados pelo modelo de regressão linear\n",
"tabela_aux['Previsão Regressão Linear'] = previsao_regressao_linear\n",
"\n",
"# Cria uma coluna com os valores de previsão de venda dados pelo modelo de árvore de decisão\n",
"tabela_aux['Previsão Árvore Decisão'] = previsao_arvore_decisao\n",
"\n",
"# Cra uma figura com 15 inches por 5 inches\n",
"plt.figure(figsize=(15,5))\n",
"\n",
"# Cria um gráfico de linha a partir do dataframe\n",
"sns.lineplot(data=tabela_aux)\n",
"\n",
"# Exibe o gráfico\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ff89d66d",
"metadata": {},
"source": [
"## Fazendo Previsões"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e03c805b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
TV
\n",
"
Radio
\n",
"
Jornal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
23.1
\n",
"
3.8
\n",
"
69.2
\n",
"
\n",
"
\n",
"
1
\n",
"
44.5
\n",
"
0.0
\n",
"
5.1
\n",
"
\n",
"
\n",
"
2
\n",
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170.2
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45.9
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0.0
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\n",
" \n",
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\n",
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"
],
"text/plain": [
" TV Radio Jornal\n",
"0 23.1 3.8 69.2\n",
"1 44.5 0.0 5.1\n",
"2 170.2 45.9 0.0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Importa a base com três opções de investimento\n",
"df_opcoes_investimentos = pd.read_csv('novos.csv')\n",
"df_opcoes_investimentos"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0f3d8619",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 7.522 8.695 20.124]\n"
]
}
],
"source": [
"# Faz uma nova previsão a partir da tabela de opções de investimentos\n",
"previsao = modelo_arvore_decisao.predict(df_opcoes_investimentos)\n",
"print(previsao)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}