AIM-PIbd-31-Malafeev-L-S/lab_5/lab5.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Lab 5 Malafeev PIbd-31**\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1.Выберем бизнес цель: Сегментация клиентов для разработки персонализированных маркетинговых стратегий. Цель кластеризации: разделить клиентов на группы на основе их возраста, дохода и расходов, чтобы определить наиболее перспективные сегменты. Будем использовать Age, Income и Total_Spending с прошлой лабы"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"\n",
"# Загружаем данные\n",
"data = pd.read_csv(\".//datasetlab1//marketing_campaign.csv\", sep=\"\\t\")\n",
"# Фильтрация и выбор нужных столбцов\n",
"data['Age'] = 2024 - data['Year_Birth'] \n",
"data['Total_Spending'] = (data['MntWines'] + data['MntFruits'] + data['MntMeatProducts'] +\n",
" data['MntFishProducts'] + data['MntSweetProducts'] + data['MntGoldProds'])\n",
"data = data[['Age', 'Income', 'Total_Spending']].dropna()\n",
"\n",
"# Стандартизация данных\n",
"from sklearn.preprocessing import StandardScaler\n",
"scaler = StandardScaler()\n",
"data_scaled = scaler.fit_transform(data)\n",
"\n",
"# Применение PCA\n",
"pca = PCA(n_components=2)\n",
"data_pca = pca.fit_transform(data_scaled)\n",
"\n",
"# Создание DataFrame с результатами PCA\n",
"pca_df = pd.DataFrame(data_pca, columns=['PC1', 'PC2'])\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='PC1', y='PC2', data=pca_df, s=50, alpha=0.7)\n",
"plt.title('Визуализация данных после PCA', fontsize=14)\n",
"plt.xlabel('Первая главная компонента')\n",
"plt.ylabel('Вторая главная компонента')\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Это мы выполнили понижение размерности и визуализацию данных."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"3.Теперь выберем кластеры"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"from sklearn.metrics import silhouette_score\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Выбираем признаки для кластеризации\n",
"features = data[['Age', 'Income', 'Total_Spending']].dropna()\n",
"\n",
"# Стандартизация данных\n",
"from sklearn.preprocessing import StandardScaler\n",
"scaler = StandardScaler()\n",
"features_scaled = scaler.fit_transform(features)\n",
"\n",
"# Списки для хранения метрик\n",
"inertia = []\n",
"silhouette_scores = []\n",
"\n",
"# Оценка для числа кластеров от 2 до 10\n",
"k_values = range(2, 11)\n",
"for k in k_values:\n",
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
" labels = kmeans.fit_predict(features_scaled)\n",
" \n",
" inertia.append(kmeans.inertia_)\n",
" silhouette_scores.append(silhouette_score(features_scaled, labels))\n",
"\n",
"# Визуализация инерции\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(k_values, inertia, marker='o')\n",
"plt.title('Инерция для различных k', fontsize=14)\n",
"plt.xlabel('Количество кластеров (k)')\n",
"plt.ylabel('Инерция')\n",
"plt.grid(True)\n",
"\n",
"# Визуализация коэффициента силуэта\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(k_values, silhouette_scores, marker='o', color='orange')\n",
"plt.title('Коэффициент силуэта для различных k', fontsize=14)\n",
"plt.xlabel('Количество кластеров (k)')\n",
"plt.ylabel('Силуэт')\n",
"plt.grid(True)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"По графику инерции оптимальное значение находится около k = 3 (точка изгиба \"локтя\"). <br>\n",
"Коэффициент силуэта также максимален при k = 2, но при k = 3 он все еще достаточно высокий. Выбираем k = 3 для баланса."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"4.Выполним иерархический алгоритм и неиерархический алгоритм кластеризации."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy.cluster.hierarchy import dendrogram, linkage\n",
"from sklearn.cluster import AgglomerativeClustering\n",
"\n",
"# Выполняем агломеративную кластеризацию иерархически\n",
"linkage_matrix = linkage(features_scaled, method='ward')\n",
"plt.figure(figsize=(10, 7))\n",
"dendrogram(linkage_matrix)\n",
"plt.title('Дендрограмма')\n",
"plt.xlabel('Объекты')\n",
"plt.ylabel('Евклидово расстояние')\n",
"plt.show()\n",
"hierarchical = AgglomerativeClustering(n_clusters=3)\n",
"data['Cluster_Hierarchical'] = hierarchical.fit_predict(features_scaled)\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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//PADERERtGrVivvuu++iv6fatWuzefNm3njjDWbPns2nn36KxWKhcuXKdO3alVtuuaXQe7y9vYmLi+Opp57iiy++IDU1lUaNGvHOO+9w++23F3meN9980/X/YWFh1KlTh3feeYdRo0ZdVN21atUiNjaWb7/9lnfeeadUywoCtGjRgmXLltG9e3fGjh2Lw+Fg/PjxF1VDaXhyfQMDA1m6dClPPPEEK1euZPny5TRt2pSvvvqKyMjIPx2iY2NjOXz4MCtXruT7778nMzOTqlWrMmTIECZMmECTJk3c2n/33Xfk5OTwwAMP/KnziohnTIZhGGVdhIiIXFoFTzs8fPhwmdYB555aGBMTw5dfflniKhlyca6//nqSkpLYtWsXFoulrMsRuWYoRIuI/AVdTSEaoHfv3hw+fJgdO3YUueyeXJyCX1C+//57Bg4cWNbliFxT9DeZiIhcdlOmTGHIkCGXfPm/a11aWhqvvfaaArRIGdBItIjIX9DVNhItIvJXoxAtIiIiIuIhTecQEREREfGQQrSIiIiIiIe0TvQV5HQ6SUhIICgoqFRr1IqIiIjIlWUYBhkZGVSpUqXE1YQUoq+ghIQEqlevXtZliIiIiMgFHDt2jGrVqhW7XyH6CgoKCgLOdUpwcHAZV3PtsNvtLF68mJ49e2K1Wsu6HCkF9Vn5pH4rf9Rn5ZP67fJKT0+nevXqrtxWHIXoK6hgCkdwcLBC9BVkt9vx9/cnODhYf9mUE+qz8kn9Vv6oz8on9duVcaGpt7qxUERERETEQwrRIiIiIiIeUogWEREREfGQ5kSLiIiI/EUZhkF+fj4Oh6OsS7lqWCwWvLy8/vRywwrRIiIiIn9BNpuNkydPkp2dXdalXHX8/f2pXLky3t7eF30MhWgRERGRvxin08mhQ4ewWCxUqVIFb29vPeiNcyPzNpuNlJQUDh06RP369Ut8oEpJFKJFRERE/mJsNhtOp5Pq1avj7+9f1uVcVfz8/LBarRw5cgSbzYavr+9FHUc3FoqIiIj8RV3sKOtf3aW4LrqyIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVERESuMcOHD2fAgAFu21JSUmjWrBkdO3YkLS2tbAorR7Q6h0gZcBoG6Xm5AAR6++ClGz9ERKQMpaSk8Le//Q0/Pz8WL15MSEhIWZd01dO/3CJXkGEYnM7OZvqOX3lw3g88MHcOn2zeSHJWJnY9TUpERMrAqVOn6N69Oz4+PsTFxbkF6OHDh2Mymdy+xo4d69r/xhtv0Lx5cwICAqhevToPPfQQmZmZbsdfvXo1N954I/7+/oSFhREbG8vZs2eLPHbB1/Dhw4Fz611PmjSJ2rVr4+fnR8uWLfn2229dx16+fDkmk4l58+bRokULfH19ue6669i+fftlvWagEC1yRR1LT6PPtM/559KfWHfiOOsTTvDK6pX0+OJT9p05Tb6CtIiIXEGnT58mJiYGLy8v4uLiCA0NddtvGAa9evXi5MmTnDx5kujoaLf9ZrOZt99+mx07dvDZZ5+xdOlSJkyY4Nq/ZcsWunfvTpMmTYiPj2fVqlX069cPh8PBlClTXMe97bbbuO2221yvp0yZAsCkSZP4/PPP+fDDD9mxYwfjxo3jrrvuYsWKFW51PPHEE7z++uusX7+eihUr0q9fP+x2++W5aL/RdA6RK+R0djb3/TiblOysQvsybDaGzf6WBXcOJ0KL4ouIyBVw9uxZYmJi2LlzJ23btiU4OLhQG7vdTmBgIFFRUQCFHpN9/qh0rVq1eOmllxg1ahTvv/8+AJMnT6Zdu3au1wBNmzZ1/X/BqLefnx+A6zwAeXl5vPzyy/z000+u8F6nTh1WrVrFf//7X2644QZX22effZYePXoA8Nlnn1GtWjVmzZrFbbfd5vmFKSWNRItcISnZWew7c7rY/adzctiWnHgFKxIRkWvZypUrcTqdbNmyhf379zN58uRCbdLT0wkICCj2GD/99BPdu3enatWqBAUFcffdd3P69Gmys7OB30eiL8b+/fvJzs6mR48eBAYGur4+//xzDhw44Nb2/BHy8PBwGjZsyK5duy7qvKWlkWiRK2RnSvIF22xMSKBbrTpXoBoREbnW1alThyVLlhAREcH777/PXXfdRd++fWnRooWrTUJCgtvr8x0+fJibbrqJBx98kH//+9+Eh4ezatUqRo4cic1mw9/f3zXCfDEK5lbPmzePqlWruu3z8fG56ONeKhqJFrlCQnx9L9gmzO/CbURERC6F5s2bExERAcCtt97KoEGD+Pvf/47NZgMgKyuLXbt20bp16yLfv3HjRpxOJ6+//jrXXXcdDRo0ICEhwa1NixYtWLJkyUXV16RJE3x8fDh69Cj16tVz+6pevbpb27Vr17r+/+zZs+zdu5fGjRtf1HlLSyPRIldIy8gofL28yM3PL3K/Cehdr+GVLUpEROQ37733Hs2aNeP555/n7rvvZsKECYSGhtK7d+8i29erVw+73c4777xDv379WL16NR9++KFbm4kTJ9K8eXMeeughRo0ahbe3N8uWLePWW291BfjiBAUF8fjjjzNu3DicTiddunQhLS2N1atXExwczLBhw1xtX3jhBSpUqEBkZCT//Oc/iYiIKLQO9qWmkWiRKyTAauWJTl2K3T+sZWsCva1XsCIREZHfhYeH87///Y9XX32VBx98kPz8fH766ScCAwOLbN+yZUveeOMNXn31VZo1a8ZXX33FpEmT3No0aNCAxYsXs3XrVjp06EB0dDRz5szBy6t047gvvvgi//rXv5g0aRKNGzemV69ezJs3j9q1a7u1e+WVV3j00Udp27YtiYmJ/Pjjj4VugrzUNBItcoX4Wb0Z1KgpoT6+vB6/moTMDAAq+Pkxqm0HBjdpSrCPpnOIiMjlN3Xq1CK39+3bl/xiPjGFc+syn2/cuHGMGzfObdvdd9/t9vqGG25g9erVF1WPyWTi0Ucf5dFHHy3x/V26dLkia0OfTyFa5AoK8fXl5oaN6VqzNjn5dgwD/KxehPj4YrVYyro8ERERKSWFaJErzGI2U0FrQYuIiJRrCtEiIiIiUi7deOONGIZRJufWjYUiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ9piTsRERER8Zgj30H66UxMJjAMCK4QiMXr2nlwmEaiRURERMQjaSnpzHp7PqM7PMVtle9jdIenmPX2fNJS0i/7ud977z1q1aqFr68vHTt25Jdffrns5yyKQrSIiIiIlFpaSjoTe/+b/z7+OSnHTmEYBinHTvHfxz/nH33+TeplDNLTp09n/PjxPPvss2zatImWLVsSGxtLcnLyZTtncRSiRURERKRUHPkO4r5Ywb5NB4vcv3fjQX76ciVOh/OynP+NN97gvvvu45577qFJkyZ8+OGH+Pv788knn1yW85VEIVpERERESiX9dCbfT5lfYptZU+aRdurSj0bbbDY2btxITEyMa5vZbCYmJob4+PhLfr4LUYgWERERkVIxmSDl2KkS26QcO43JZLrk5z516hQOh4PIyEi37ZGRkSQmJl7y812IQrSIiIiIlIphQMXqESW2qVi9AoZhXKGKyo5CtIiIiIiUSnCFQAY92qfENgMf7UtIRPAlP3dERAQWi4WkpCS37UlJSURFRV3y812IQrSIiIiIlIrFy0KPu2+gQds6Re5v0LYOPe7uitly6SOmt7c3bdu2ZcmSJa5tTqeTJUuWEB0dfcnPdyF62IqIiIiIlFpIxWD+Pf+f/PTlSmZNmUfKsdNUrF6BgY/2pcfdXS/LKHSB8ePHM2zYMNq1a0eHDh146623yMrK4p577rls5yyOQrSIiIiIeCS0YjCDHulD9zu6YDKZMAyDkIjgyzICfb4hQ4aQkpLCM888Q2JiIq1atWLhwoWFbja8EhSiRURERMRjZouZsMjQK37eMWPGMGbMmCt+3j/SnGgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREP6YmFIiIiIuKxfKeT1NwcTJgwMAj19cPLfO2Mz14736mIiIiIXBJncrKZumUTA775ig4ff8CAb75i6pZNnMnJvqznXblyJf369aNKlSqYTCZmz559Wc9XEoVoERERESm1MznZDJ/9HS+vWkFCZgYGkJCZwcurVnDPnO8va5DOysqiZcuWvPfee5ftHKWl6RwiIiIiUir5Tiff79rJ9pTkIvdvS05i1u6dDG/ZBstlmNrRu3dvevfufcmPezHKfCT6xIkT3HXXXVSoUAE/Pz+aN2/Ohg0bXPsNw+CZZ56hcuXK+Pn5ERMTw759+9yOcebMGe68806Cg4MJDQ1l5MiRZGZmurX59ddfuf766/H19aV69epMnjy5UC0zZ86kUaNG+Pr60rx5c+bPn++2vzS1iIiIiPxVpebmMHXLphLbfLplE2dzc65QRWWnTEP02bNn6dy5M1arlQULFrBz505ef/11wsLCXG0mT57M22+/zYcffsi6desICAggNjaW3NxcV5s777yTHTt2EBcXx9y5c1m5ciX333+/a396ejo9e/akZs2abNy4kf/85z8899xzfPTRR642a9as4fbbb2fkyJFs3ryZAQMGMGDAALZv3+5RLSIiIiJ/VSZMJGRmlNjmZEYGJkxXqKKyU6bTOV599VWqV6/Op59+6tpWu3Zt1/8bhsFbb73F008/Tf/+/QH4/PPPiYyMZPbs2QwdOpRdu3axcOFC1q9fT7t27QB455136NOnD6+99hpVqlThq6++wmaz8cknn+Dt7U3Tpk3ZsmULb7zxhitsT5kyhV69evHEE08A8OKLLxIXF8e7777Lhx9+WKpaRERERP7KDAyqBAaVGKQrBwVhYFzBqspGmYboH374gdjYWG699VZWrFhB1apVeeihh7jvvvsAOHToEImJicTExLjeExISQseOHYmPj2fo0KHEx8cTGhrqCtAAMTExmM1m1q1bx8CBA4mPj6dr1654e3u72sTGxvLqq69y9uxZwsLCiI+PZ/z48W71xcbGuu76LE0tf5SXl0deXp7rdXp6OgB2ux273f4nrpx4ouBa65qXH+qz8kn9Vv6oz8qn0vSb3W7HMAycTidOp/OSnTvE24fhrdrw8qoVxba5p2UbQn18L+l5i3Ox35/T6cQwDOx2OxaLxW1faf88lGmIPnjwIB988AHjx4/nH//4B+vXr+eRRx7B29ubYcOGkZiYCEBkZKTb+yIjI137EhMTqVSpktt+Ly8vwsPD3dqcP8J9/jETExMJCwsjMTHxgue5UC1/NGnSJJ5//vlC2xcvXoy/v38xV0Uul7i4uLIuQTykPiuf1G/lj/qsfCqp37y8vIiKiiIzMxObzXZJzzugYSN+3LubbclJhfY1rxRJ/4aNyMwoecrHpZKTk+MapPSEzWYjJyeHlStXkp+f77YvO7t0q4uUaYh2Op20a9eOl19+GYDWrVuzfft2PvzwQ4YNG1aWpV0SEydOdBvdTk9Pp3r16vTs2ZPg4OAyrOzaYrfbiYuLo0ePHlit1rIuR0pBfVY+qd/KH/VZ+VSafsvNzeXYsWMEBgbi6+t7yWv45OZBzN69k0+3buJkRgaVg4K4p2UbBjZqQqivL/hd8lMCkJmZyf79+12vk5KSOHjwIOHh4dSoUaPUx8nNzcXPz4+uXbsWuj6lDeVlGqIrV65MkyZN3LY1btyY7777DoCoqCjg3AWqXLmyq01SUhKtWrVytUlOdl9mJT8/nzNnzrjeHxUVRVKS+29LBa8v1Ob8/Req5Y98fHzw8fEptN1qteovqzKg617+qM/KJ/Vb+aM+K59K6jeHw4HJZMJsNmO+DEvNVfD3Z3irNvRv1Nj1xMIwX7/Lsqzd+TZt2kS3bt1crx977DEAhg0bxtSpU0t9HLPZjMlkKvIalvbPQpmuztG5c2f27Nnjtm3v3r3UrFkTOHeTYVRUFEuWLHHtT09PZ926dURHRwMQHR1NamoqGzdudLVZunQpTqeTjh07utqsXLnSbY5LXFwcDRs2dK0EEh0d7XaegjYF5ylNLSIiIiLXCovZTIR/ABX8/YnwD7jsARrgxhtvxDCMQl+eBOhLpUxD9Lhx41i7di0vv/wy+/fvZ9q0aXz00UeMHj0aAJPJxNixY3nppZf44Ycf2LZtG3//+9+pUqUKAwYMAM6NXPfq1Yv77ruPX375hdWrVzNmzBiGDh1KlSpVALjjjjvw9vZm5MiR7Nixg+nTpzNlyhS3qRaPPvooCxcu5PXXX2f37t0899xzbNiwgTFjxpS6FhERERG5NpTpdI727dsza9YsJk6cyAsvvEDt2rV56623uPPOO11tJkyYQFZWFvfffz+pqal06dKFhQsXus1f+eqrrxgzZgzdu3fHbDYzePBg3n77bdf+kJAQFi9ezOjRo2nbti0RERE888wzbmtJd+rUiWnTpvH000/zj3/8g/r16zN79myaNWvmUS0iIiIi8tdX5o/9vummm7jpppuK3W8ymXjhhRd44YUXim0THh7OtGnTSjxPixYt+Pnnn0tsc+utt3Lrrbf+qVpERERE5K+vzB/7LSIiIiJS3ihEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIh8p8iTsRERERKX8MIx+cab9vMIdgMl070VIj0SIiIiLiEcNxBrI/xzg9CCOlE8bpQedeO85ctnNOmjSJ9u3bExQURKVKlRgwYAB79uy5bOe7EIVoERERESk1w3EG4+xIjIxXwHkSMMB5EiPjFYyz9162IL1ixQpGjx7N2rVriYuLw26307NnT7Kysi7L+S7k2hlzFxEREZE/xTDyIXc25O8oukH+dsidg+H/d0wmyyU998KFC91eT506lUqVKrFx40a6du16Sc9VGhqJFhEREZHScaZhZH1WYhMj6zNwnr3spaSlnZuPHR4eftnPVRSFaBEREREpPefJUuw3Xd4SnE7Gjh1L586dadas2WU9V3E0nUNERERESs9cueQgba4MGJe1hNGjR7N9+3ZWrVp1Wc9TEo1Ei4iIiEjpmEMwBQwrsYkpYBiYwy5bCWPGjGHu3LksW7aMatWqXbbzXIhCtIiIiIiUisnkBb4DwKuYKRRezcCv/yW/qRDAMAzGjBnDrFmzWLp0KbVr177k5/CEpnOIiIiISKmZLOEQ9vG5VTiyPjs3tcNc+dwItF9/TObLc6Pf6NGjmTZtGnPmzCEoKIjExEQAQkJC8PPzuyznLIlCtIiIiIh4xGQJP7eMnW8/zt1EaIA57LKMQBf44IMPALjxxhvdtn/66acMHz78sp23OArRIiIiIuIxk8kClogrdj7DuLw3K3pKc6JFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERE5C/qarsZ72pxKa6LQrSIiIjIX4zVagUgOzu7jCu5OhVcl4LrdDG0xJ2IiIjIX4zFYiE0NJTk5GQA/P39MZlMZVxV2TMMg+zsbJKTkwkNDcViufh1rRWiRURERP6CoqKiAFxBWn4XGhrquj4XSyFaRERE5C/IZDJRuXJlKlWqhN1uL+tyrhpWq/VPjUAXUIgWERER+QuzWCyXJDSKO91YKCIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPFSmIfq5557DZDK5fTVq1Mi1Pzc3l9GjR1OhQgUCAwMZPHgwSUlJbsc4evQoffv2xd/fn0qVKvHEE0+Qn5/v1mb58uW0adMGHx8f6tWrx9SpUwvV8t5771GrVi18fX3p2LEjv/zyi9v+0tQiIiIiIteGMh+Jbtq0KSdPnnR9rVq1yrVv3Lhx/Pjjj8ycOZMVK1aQkJDAoEGDXPsdDgd9+/bFZrOxZs0aPvvsM6ZOncozzzzjanPo0CH69u1Lt27d2LJlC2PHjuXee+9l0aJFrjbTp09n/PjxPPvss2zatImWLVsSGxtLcnJyqWsRERERkWuIUYaeffZZo2XLlkXuS01NNaxWqzFz5kzXtl27dhmAER8fbxiGYcyfP98wm81GYmKiq80HH3xgBAcHG3l5eYZhGMaECROMpk2buh17yJAhRmxsrOt1hw4djNGjR7teOxwOo0qVKsakSZNKXUtppKWlGYCRlpZW6vfIn2ez2YzZs2cbNputrEuRUlKflU/qt/JHfVY+qd8ur9LmNa+yjfCwb98+qlSpgq+vL9HR0UyaNIkaNWqwceNG7HY7MTExrraNGjWiRo0axMfHc9111xEfH0/z5s2JjIx0tYmNjeXBBx9kx44dtG7dmvj4eLdjFLQZO3YsADabjY0bNzJx4kTXfrPZTExMDPHx8QClqqUoeXl55OXluV6np6cDYLfbsdvtF3nFxFMF11rXvPxQn5VP6rfyR31WPqnfLq/SXtcyDdEdO3Zk6tSpNGzYkJMnT/L8889z/fXXs337dhITE/H29iY0NNTtPZGRkSQmJgKQmJjoFqAL9hfsK6lNeno6OTk5nD17FofDUWSb3bt3u45xoVqKMmnSJJ5//vlC2xcvXoy/v3+x75PLIy4urqxLEA+pz8on9Vv5oz4rn9Rvl0d2dnap2pVpiO7du7fr/1u0aEHHjh2pWbMmM2bMwM/PrwwruzQmTpzI+PHjXa/T09OpXr06PXv2JDg4uAwru7bY7Xbi4uLo0aMHVqu1rMuRUlCflU/qt/JHfVY+qd8ur4KZAxdS5tM5zhcaGkqDBg3Yv38/PXr0wGazkZqa6jYCnJSURFRUFABRUVGFVtEoWDHj/DZ/XEUjKSmJ4OBg/Pz8sFgsWCyWItucf4wL1VIUHx8ffHx8Cm23Wq36oS8Duu7lj/qsfFK/lT/qs/JJ/XZ5lPaalvnqHOfLzMzkwIEDVK5cmbZt22K1WlmyZIlr/549ezh69CjR0dEAREdHs23bNrdVNOLi4ggODqZJkyauNucfo6BNwTG8vb1p27atWxun08mSJUtcbUpTi4iIiIhcO8p0JPrxxx+nX79+1KxZk4SEBJ599lksFgu33347ISEhjBw5kvHjxxMeHk5wcDAPP/ww0dHRrhv5evbsSZMmTbj77ruZPHkyiYmJPP3004wePdo1Ajxq1CjeffddJkyYwIgRI1i6dCkzZsxg3rx5rjrGjx/PsGHDaNeuHR06dOCtt94iKyuLe+65B6BUtYiIiIjItaNMQ/Tx48e5/fbbOX36NBUrVqRLly6sXbuWihUrAvDmm29iNpsZPHgweXl5xMbG8v7777veb7FYmDt3Lg8++CDR0dEEBAQwbNgwXnjhBVeb2rVrM2/ePMaNG8eUKVOoVq0aH3/8MbGxsa42Q4YMISUlhWeeeYbExERatWrFwoUL3W42vFAtIiIiInLtMBmGYZR1EdeK9PR0QkJCSEtL042FV5Ddbmf+/Pn06dNHc8fKCfVZ+aR+K3/UZ+WT+u3yKm1eu6rmRIuIiIiIlAcK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHrpoQ/corr2AymRg7dqxrW25uLqNHj6ZChQoEBgYyePBgkpKS3N539OhR+vbti7+/P5UqVeKJJ54gPz/frc3y5ctp06YNPj4+1KtXj6lTpxY6/3vvvUetWrXw9fWlY8eO/PLLL277S1OLiIiIiFwbrooQvX79ev773//SokULt+3jxo3jxx9/ZObMmaxYsYKEhAQGDRrk2u9wOOjbty82m401a9bw2WefMXXqVJ555hlXm0OHDtG3b1+6devGli1bGDt2LPfeey+LFi1ytZk+fTrjx4/n2WefZdOmTbRs2ZLY2FiSk5NLXYuIiIiIXEOMMpaRkWHUr1/fiIuLM2644Qbj0UcfNQzDMFJTUw2r1WrMnDnT1XbXrl0GYMTHxxuGYRjz5883zGazkZiY6GrzwQcfGMHBwUZeXp5hGIYxYcIEo2nTpm7nHDJkiBEbG+t63aFDB2P06NGu1w6Hw6hSpYoxadKkUtdSGmlpaQZgpKWllfo98ufZbDZj9uzZhs1mK+tSpJTUZ+WT+q38UZ+VT+q3y6u0ec2rbCM8jB49mr59+xITE8NLL73k2r5x40bsdjsxMTGubY0aNaJGjRrEx8dz3XXXER8fT/PmzYmMjHS1iY2N5cEHH2THjh20bt2a+Ph4t2MUtCmYNmKz2di4cSMTJ0507TebzcTExBAfH1/qWoqSl5dHXl6e63V6ejoAdrsdu93u6aWSi1RwrXXNyw/1Wfmkfit/1Gflk/rt8irtdS3TEP3NN9+wadMm1q9fX2hfYmIi3t7ehIaGum2PjIwkMTHR1eb8AF2wv2BfSW3S09PJycnh7NmzOByOItvs3r271LUUZdKkSTz//POFti9evBh/f/9i3yeXR1xcXFmXIB5Sn5VP6rfyR31WPqnfLo/s7OxStSuzEH3s2DEeffRR4uLi8PX1LasyLquJEycyfvx41+v09HSqV69Oz549CQ4OLsPKri12u524uDh69OiB1Wot63KkFNRn5ZP6rfxRn5VP6rfLq2DmwIWUWYjeuHEjycnJtGnTxrXN4XCwcuVK3n33XRYtWoTNZiM1NdVtBDgpKYmoqCgAoqKiCq2iUbBixvlt/riKRlJSEsHBwfj5+WGxWLBYLEW2Of8YF6qlKD4+Pvj4+BTabrVa9UNfBnTdyx/1Wfmkfit/1Gflk/rt8ijtNS2z1Tm6d+/Otm3b2LJli+urXbt23Hnnna7/t1qtLFmyxPWePXv2cPToUaKjowGIjo5m27ZtbqtoxMXFERwcTJMmTVxtzj9GQZuCY3h7e9O2bVu3Nk6nkyVLlrjatG3b9oK1iIiIiMi1o8xGooOCgmjWrJnbtoCAACpUqODaPnLkSMaPH094eDjBwcE8/PDDREdHu27k69mzJ02aNOHuu+9m8uTJJCYm8vTTTzN69GjXCPCoUaN49913mTBhAiNGjGDp0qXMmDGDefPmuc47fvx4hg0bRrt27ejQoQNvvfUWWVlZ3HPPPQCEhIRcsBYRERERuXaU+eocJXnzzTcxm80MHjyYvLw8YmNjef/99137LRYLc+fO5cEHHyQ6OpqAgACGDRvGCy+84GpTu3Zt5s2bx7hx45gyZQrVqlXj448/JjY21tVmyJAhpKSk8Mwzz5CYmEirVq1YuHCh282GF6pFRERERK4dJsMwjLIu4lqRnp5OSEgIaWlpurHwCrLb7cyfP58+ffpo7lg5oT4rn9Rv5Y/6rHxSv11epc1rV8UTC0VEREREyhOFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIe+lMh2mazsWfPHvLz8y9VPSIiIiIiV72LCtHZ2dmMHDkSf39/mjZtytGjRwF4+OGHeeWVVy5pgSIiIiIiV5uLCtETJ05k69atLF++HF9fX9f2mJgYpk+ffsmKExERERG5GnldzJtmz57N9OnTue666zCZTK7tTZs25cCBA5esOBERERGRq9FFjUSnpKRQqVKlQtuzsrLcQrWIiIiIyF/RRYXodu3aMW/ePNfrguD88ccfEx0dfWkqExERERG5Sl3UdI6XX36Z3r17s3PnTvLz85kyZQo7d+5kzZo1rFix4lLXKCIiIiJyVbmokeguXbqwZcsW8vPzad68OYsXL6ZSpUrEx8fTtm3bS12jiIiIiMhV5aJGogHq1q3L//73v0tZi4iIiIhIuXDRIRogOTmZ5ORknE6n2/YWLVr8qaJERERERK5mFxWiN27cyLBhw9i1axeGYbjtM5lMOByOS1KciIiIiMjV6KJC9IgRI2jQoAH/93//R2RkpJa1ExEREZFrykWF6IMHD/Ldd99Rr169S12PiIiIiMhV76JW5+jevTtbt2691LWIiIiIiJQLFzUS/fHHHzNs2DC2b99Os2bNsFqtbvtvvvnmS1KciIiIiMjV6KJCdHx8PKtXr2bBggWF9unGQhERERH5q7uo6RwPP/wwd911FydPnsTpdLp9KUCLiIiIyF/dRYXo06dPM27cOCIjIy91PSIiIiIiV72LCtGDBg1i2bJll7oWEREREZFy4aLmRDdo0ICJEyeyatUqmjdvXujGwkceeeSSFCciIiIicjW66NU5AgMDWbFiBStWrHDbZzKZFKJFRERE5C/tokL0oUOHLnUdIiIiIiLlxkXNiT6fYRgYhnEpahERERERKRcuOkR//vnnNG/eHD8/P/z8/GjRogVffPHFpaxNREREROSqdFHTOd544w3+9a9/MWbMGDp37gzAqlWrGDVqFKdOnWLcuHGXtEgRERERkavJRYXod955hw8++IC///3vrm0333wzTZs25bnnnlOIFhEREZG/tIuaznHy5Ek6depUaHunTp04efLkny5KRERERORqdlEhul69esyYMaPQ9unTp1O/fv0/XZSIiIiIyNXsoqZzPP/88wwZMoSVK1e65kSvXr2aJUuWFBmuRURERET+Si5qJHrw4MGsW7eOiIgIZs+ezezZs4mIiOCXX35h4MCBl7pGEREREZGrykWNRAO0bduWL7/88lLWIiIiIiJSLlzUSPT8+fNZtGhRoe2LFi1iwYIFf7ooEREREZGr2UWF6KeeegqHw1Fou2EYPPXUU3+6KBERERGRq9lFheh9+/bRpEmTQtsbNWrE/v37/3RRIiIiIiJXs4sK0SEhIRw8eLDQ9v379xMQEPCnixIRERERuZpdVIju378/Y8eO5cCBA65t+/fv57HHHuPmm2++ZMWJiIiIiFyNLipET548mYCAABo1akTt2rWpXbs2jRs3pkKFCrz22muXukYRERERkavKRS1xFxISwpo1a4iLi2Pr1q34+fnRokULunbteqnrExERERG56lz0OtEmk4mePXvSs2fPS1mPiIiIiMhV76KmcwAsWbKEf/zjH9x7772MGDHC7au0PvjgA1q0aEFwcDDBwcFER0e7rTOdm5vL6NGjqVChAoGBgQwePJikpCS3Yxw9epS+ffvi7+9PpUqVeOKJJ8jPz3drs3z5ctq0aYOPjw/16tVj6tSphWp57733qFWrFr6+vnTs2JFffvnFbX9pahERERGRa8NFhejnn3+enj17smTJEk6dOsXZs2fdvkqrWrVqvPLKK2zcuJENGzbwt7/9jf79+7Njxw4Axo0bx48//sjMmTNZsWIFCQkJDBo0yPV+h8NB3759sdlsrFmzhs8++4ypU6fyzDPPuNocOnSIvn370q1bN7Zs2cLYsWO599573R4WM336dMaPH8+zzz7Lpk2baNmyJbGxsSQnJ7vaXKgWEREREbmGGBchKirK+Pzzzy/mrRcUFhZmfPzxx0ZqaqphtVqNmTNnuvbt2rXLAIz4+HjDMAxj/vz5htlsNhITE11tPvjgAyM4ONjIy8szDMMwJkyYYDRt2tTtHEOGDDFiY2Ndrzt06GCMHj3a9drhcBhVqlQxJk2aZBiGUapaSiMtLc0AjLS0tFK/R/48m81mzJ4927DZbGVdipSS+qx8Ur+VP+qz8kn9dnmVNq9d1Jxom81Gp06dLmWWx+FwMHPmTLKysoiOjmbjxo3Y7XZiYmJcbRo1akSNGjWIj4/nuuuuIz4+nubNmxMZGelqExsby4MPPsiOHTto3bo18fHxbscoaDN27FjX97Jx40YmTpzo2m82m4mJiSE+Ph6gVLUUJS8vj7y8PNfr9PR0AOx2O3a7/SKvlHiq4Frrmpcf6rPySf1W/qjPyif12+VV2ut6USH63nvvZdq0afzrX/+6mLe72bZtG9HR0eTm5hIYGMisWbNo0qQJW7Zswdvbm9DQULf2kZGRJCYmApCYmOgWoAv2F+wrqU16ejo5OTmcPXsWh8NRZJvdu3e7jnGhWooyadIknn/++ULbFy9ejL+/f7Hvk8sjLi6urEsQD6nPyif1W/mjPiuf1G+XR3Z2dqnaXVSIzs3N5aOPPuKnn36iRYsWWK1Wt/1vvPFGqY/VsGFDtmzZQlpaGt9++y3Dhg1jxYoVF1PWVWfixImMHz/e9To9PZ3q1avTs2dPgoODy7Cya4vdbicuLo4ePXoU+lmVq5P6rHxSv5U/6rPySf12eRXMHLiQiwrRv/76K61atQJg+/btF3MIF29vb+rVqwdA27ZtWb9+PVOmTGHIkCHYbDZSU1PdRoCTkpKIiooCICoqqtAqGgUrZpzf5o+raCQlJREcHIyfnx8WiwWLxVJkm/OPcaFaiuLj44OPj0+h7VarVT/0ZUDXvfxRn5VP6rfyR31WPqnfLo/SXtOLCtHLli27mLeVitPpJC8vj7Zt22K1WlmyZAmDBw8GYM+ePRw9epTo6GgAoqOj+fe//01ycjKVKlUCzn20ERwcTJMmTVxt5s+f73aOuLg41zG8vb1p27YtS5YsYcCAAa4alixZwpgxYwBKVYuIiIiIXDs8CtGlWdLNZDLx3Xfflep4EydOpHfv3tSoUYOMjAymTZvG8uXLWbRoESEhIYwcOZLx48cTHh5OcHAwDz/8MNHR0a4b+Xr27EmTJk24++67mTx5MomJiTz99NOMHj3aNQI8atQo3n33XSZMmMCIESNYunQpM2bMYN68ea46xo8fz7Bhw2jXrh0dOnTgrbfeIisri3vuuQegVLWIiIiIyLXDoxAdEhJySU+enJzM3//+d06ePElISAgtWrRg0aJF9OjRA4A333wTs9nM4MGDycvLIzY2lvfff9/1fovFwty5c3nwwQeJjo4mICCAYcOG8cILL7ja1K5dm3nz5jFu3DimTJlCtWrV+Pjjj4mNjXW1GTJkCCkpKTzzzDMkJibSqlUrFi5c6Haz4YVqEREREZFrh8kwDKOsi7hWpKenExISQlpamm4svILsdjvz58+nT58+mjtWTqjPyif1W/mjPiuf1G+XV2nz2kU/9ltERERE5FqlEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDCtEiIiIiIh5SiBYRERER8ZBCtIiIiIiIhxSiRUREREQ8pBAtIiIiIuIhhWgREREREQ8pRIuIiIiIeEghWkRERETEQwrRIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERDylEi4iIiIh4SCFaRERERMRDZRqiJ02aRPv27QkKCqJSpUoMGDCAPXv2uLXJzc1l9OjRVKhQgcDAQAYPHkxSUpJbm6NHj9K3b1/8/f2pVKkSTzzxBPn5+W5tli9fTps2bfDx8aFevXpMnTq1UD3vvfcetWrVwtfXl44dO/LLL794XIuIiIiI/PWVaYhesWIFo0ePZu3atcTFxWG32+nZsydZWVmuNuPGjePHH39k5syZrFixgoSEBAYNGuTa73A46Nu3LzabjTVr1vDZZ58xdepUnnnmGVebQ4cO0bdvX7p168aWLVsYO3Ys9957L4sWLXK1mT59OuPHj+fZZ59l06ZNtGzZktjYWJKTk0tdi4iIiIhcG0yGYRhlXUSBlJQUKlWqxIoVK+jatStpaWlUrFiRadOmccsttwCwe/duGjduTHx8PNdddx0LFizgpptuIiEhgcjISAA+/PBDnnzySVJSUvD29ubJJ59k3rx5bN++3XWuoUOHkpqaysKFCwHo2LEj7du359133wXA6XRSvXp1Hn74YZ566qlS1fJHeXl55OXluV6np6dTvXp1Tp06RXBw8OW5iFKI3W4nLi6OHj16YLVay7ocKQX1Wfmkfit/1Gflk/rt8kpPTyciIoK0tLQS85rXFazpgtLS0gAIDw8HYOPGjdjtdmJiYlxtGjVqRI0aNVzBNT4+nubNm7sCNEBsbCwPPvggO3bsoHXr1sTHx7sdo6DN2LFjAbDZbGzcuJGJEye69pvNZmJiYoiPjy91LX80adIknn/++ULbFy9ejL+/v6eXR/6kuLi4si5BPKQ+K5/Ub+WP+qx8Ur9dHtnZ2aVqd9WEaKfTydixY+ncuTPNmjUDIDExEW9vb0JDQ93aRkZGkpiY6GpzfoAu2F+wr6Q26enp5OTkcPbsWRwOR5Ftdu/eXepa/mjixImMHz/e9bpgJLpnz54aib6C9Bt7+aM+K5/Ub+WP+qx8Ur9dXunp6aVqd9WE6NGjR7N9+3ZWrVpV1qVcMj4+Pvj4+BTabrVa9UNfBnTdyx/1Wfmkfit/1Gflk/rt8ijtNb0qlrgbM2YMc+fOZdmyZVSrVs21PSoqCpvNRmpqqlv7pKQkoqKiXG3+uEJGwesLtQkODsbPz4+IiAgsFkuRbc4/xoVqEREREZFrQ5mGaMMwGDNmDLNmzWLp0qXUrl3bbX/btm2xWq0sWbLEtW3Pnj0cPXqU6OhoAKKjo9m2bZvbKhpxcXEEBwfTpEkTV5vzj1HQpuAY3t7etG3b1q2N0+lkyZIlrjalqUVERERErg1lOp1j9OjRTJs2jTlz5hAUFOSaWxwSEoKfnx8hISGMHDmS8ePHEx4eTnBwMA8//DDR0dGuG/l69uxJkyZNuPvuu5k8eTKJiYk8/fTTjB492jWVYtSoUbz77rtMmDCBESNGsHTpUmbMmMG8efNctYwfP55hw4bRrl07OnTowFtvvUVWVhb33HOPq6YL1SIiIiIi14YyDdEffPABADfeeKPb9k8//ZThw4cD8Oabb2I2mxk8eDB5eXnExsby/vvvu9paLBbmzp3Lgw8+SHR0NAEBAQwbNowXXnjB1aZ27drMmzePcePGMWXKFKpVq8bHH39MbGysq82QIUNISUnhmWeeITExkVatWrFw4UK3mw0vVIuIiIiIXBvKNESXZolqX19f3nvvPd57771i29SsWZP58+eXeJwbb7yRzZs3l9hmzJgxjBkz5k/VIiIiIiJ/fVfFjYUiIiIiIuWJQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDzkVdYFiMg5qbk55OU7SMvLJdjHBx+LF2F+fmVdloiIiBRBIVoEyLTlkWPPJy0vFz+rFV+LFxX8/a/IuR1OJwkZGTy5ZBFrjx9zbW9XuSqvxvSkWnAIVovlitQiIiIipaMQLde8lOwsXlq5jAX795HvdALQsEIE//5bDxpFROBv9b6s5z+Vnc3AGV9xJifHbfuGkycYMP0r5t8xjKrBwZe1BhEREfGM5kTLNe1MTjZ3fz+TH/fucQVogD2nTzHk22/Yd/r0ZTlvtt1GSnYWyVmZ7EpJxter6N9nM2w23vklnmybrVTHTcvN5VR2Nqeys8nIyyu2XZbNRkpWFlsST7IjOYlT2VnYHI6L+l7k6pWWm8vp7Gxy8+1lXYqIyF+ORqLlmhZ/7Bh7zxQdlB2GwbPLl/BJ/0GE+12aqR15+fkkZ2Xx/oZ1xB3cj8Np0Kl6dd7s2Yclhw7y0ab1hd4zZ89unuh0Pf7exY+IZ+blcTD1LK+tWUX88aOYTSa61a7D49FdqBoUjJ/V6mp7Jieb19as4vvdO13BOcTHl0c6RjOwURNCfX0vyfcqZedMTjbrT5zgi1+3kJ6XS4vIytzbpi0R/v4EevuUdXkiIn8JCtFyzUrNzeWr7VtLbPNrchL2SzRC63A62X0qhaHfzSDPke/avmD/PhYf2M/kHr24tUkzZu7c7toX7ufHrU2aYXM4SMnKItDb2y0Qw7lR7SWHDjJu8fzfz2UYLD6wn6WHDvJZ/8G0q1IVq8XC2ZwcHl+8kOVHDrkdIy0vlxdXLiPf4eDulq3w9XI/h5Qfp7KzGD7ne3amJLu2bU9J5uvtW3m5e0/61m+gIC0icgloOodcs5xOJ1mlmCZhP2+ax5+RmpvLqHk/uAXoAg7D4J9L47irRSvMJhMAtzRuyic3D+JsTg63zPyaAdO/4t8/r+B4ehp5+b8fI9tu58kli4o8Z77TyaML55H+29SOlOysQgH6fFN+iSezlFNH5OqTZbPx2ppVbgG6gAH8Y8niQnPvRUTk4ihEyzXL39ubVlGVS2wT6O1d7HxlTx1OO0tSVmax+3Pz89l8MoF2VaoSU6cuverV57Zvv2HGzu2czMzgZGYG07ZvJeaLT9l+3gj5isOHS5zPfConmwNnzwDw7c4dJdaYbbezv5jpLXL1y863M3vPrmL3G8CnWzaRm1/4FzkREfGMQrRcs3y9vBjRui2mEtrc3qzFJfvo+0hq6gXbHEtPo5J/AKPaduCJuEVFhmObw8H9c+e4RpcP/haQS3I8PQ3DMMiyX3iUOduum9DKq2yb/YI3iG5PTiJHfSwi8qcpRMs1LcLPnzd69nFNoThfdLXqPNC2wyUbiY4KDLpgm2pBwbSOqkxyViZnc4v/2P1sbg67Tp37yL5uePiFjxscgslk4oaatS7YtkGFiAu2kauTj9eF1xMP8fHFy6y/+kVE/izdWCjXtABvb7rXqcuKYSP5attWfk1KIsTXh+Gt2lA3LJzwS/jEwAYVIgj19SU1N7fI/Vazmd71GxBo9ebr7dsueLw9p07TpUYtrq9RCx+LV5FzrQEi/P2pE3YuaLepXJUKfn6cLmZebJfqNQksYRUQubp5Wyy0qBTJr8lJxbYZ3qo1QT66sVBE5M/ScIRc8wK9vakaHMK46zrxXp9+/CemF+2rVLtky9oVCPbx5vUevYsc9QZ49oa/EWD1xt/bm8pBgRc8XuWgIFf9k3vEFjktxWo2806vmwj5LTSF+foybdBthPkW/uWgYYUIXu/Zm9Ai9kn5EO7nz4vdYrAWM9LcNqoKTSpGXuGqRET+mjQSLfIbq8WLEMvl+yPhbfGiQ9VqzBlyF6+uXsnqY0cwgNZRlXmiUxeaVowk4LdR4A5Vq+Hr5VXsDWB+Xl50qFr13P9brXSrVYc5Q+/ijfhVrD52FJPJRI/adRkX3ZnKgUGux4ZbzGbqhIWz+K7hrDhyiJ8OHsBqsTC0aXMaRkRc8l8c5MqrF16B72+7g2eWL2Fz4kkAAqxWbmvSnIfad7ykn66IiFzLFKJFrqAAb2+aVqrEO71vwu50YBjngu0fg02A1ZsXbuzOhJ+KXrru+Ru7E3De48gDvb1pVimSN3v1/W3VDhO+FguBRXxsbzGbqeDvz8BGTehdrwFmkwmfSzTvW8qen9VK00qR/K/fQOwOB3anA18vr99WmtH63yIil4r+5RQpAyEXeCqgn9VKbN36VA0K5tU1P/NrUiIALSKjeLLT9TSrFFnooStw7qax0jKZTEUeQ/4aNOIsInJ5KUSLXKWCfHyIrl6DT24eRL7z3LJlXmaLwpGIiMhVQCFa5Cqn0CwiInL10eocIiIiIiIeUogWEREREfGQQrSIiIiIiIcUokVEREREPKQQLSIiIiLiIYVoEREREREPKUSLiIiIiHhIIVpERERExEMK0SIiIiIiHlKIFhERERHxkEK0iIiIiIiHFKJFRERERDykEC0iIiIi4iGFaBERERERD3mVdQEiIlI+GM40cGZB3hIMIxuT93VgqY7JEl7WpYmIXHEK0SIickGGMxUjfRLkzvp9G4ClNoT9HyavamVWm4hIWdB0DhERKZHhzMbIfM8tQLs4DmGcuRPDefrKFyYiUoYUokVEpGRGNmR/Xfx+50mwbb1y9YiIXAUUokVEpGSOo4CtxCZG7lwMZ8ltRET+SjQnWkQAMAyDMzk5pOflkZ6XS6WAQPysXoT6+pV1aVLmTKVoYy5dMxGRvwiFaBEhx25nR0oyT/60iEOpZ13bO1evweSYXlQOCirD6qTMWaqDyQ+MnGKbmPz6YzJ5X8GiRETKlkK0XHPS83LJy3fgNAwsZhNhvn5YzFduZpPD6eRsbi65+XYMA/ysVkJ8fLBaLKV6f7bdRpbNzoojhziSlkrdsHC61KhJgNUbP6v1omo6ePYsd3w/g3yn02376mNHuWXm18wZehcR/v4XdWz5CzAFgP/fIeu/Re+31ASvpuAsereIyF+RQrRcM2z5+RzLzODln1ew/MghnIZB1aBgHmzXgd71GhDmd/mnLaTl5rL88CH+E/8zCRkZAET4+TOqXQcGNW5ywakTGXl5xB3czz+WxmFzOFzbfb28eLNnn3Nh2tuz0cDUnBxeWLm0UIAucDIzg3n7dnNX81ZX9JcNuXqYzH4QMALDyIbsacDvP3t4NcEU9uG5taKd9jKrUUTkStO/iHLNOJh6lr7TvmDp4YM4DQOAExnpPL3sJ15auZzU3OI/qr4Ucux2Zu3eybjF810BGuBUTjYv/bycd39ZS3pebonH2HfmNI/HLXQL0AC5+fmMXvAjx9PTPa7L5nSwPuFEiW1m7NhOam7JtV3tUrKySMrMJDEzg6TMzLIup9wxmcMwBY7FVHE5ppD/YAp+AVOFuZjCPsFkiSrr8kRErrgyDdErV66kX79+VKlSBZPJxOzZs932G4bBM888Q+XKlfHz8yMmJoZ9+/a5tTlz5gx33nknwcHBhIaGMnLkSDL/8A/kr7/+yvXXX4+vry/Vq1dn8uTJhWqZOXMmjRo1wtfXl+bNmzN//nyPaxF3ufn5nMrO4nR2NvY/hL6y8K9lP5HnyC9y36w9OznpQbByGga5+fk4ihm9LUqW3cbkNT8TYLVyR7MWvNmzD1Ni+zKydVtCfX35dMsmMm3Fj+Sl5ubwnzU/l1jTm2tXk56XV+qaABxO44JtcvPzMbhwu6tRak4OWxJP8uiieUR/8l86ffIRI3+cxeID+zidnV3W5ZUrJnMQJkvkufnP/kMxWRvoaYUics0q0xCdlZVFy5Ytee+994rcP3nyZN5++20+/PBD1q1bR0BAALGxseSeNyJ25513smPHDuLi4pg7dy4rV67k/vvvd+1PT0+nZ8+e1KxZk40bN/Kf//yH5557jo8++sjVZs2aNdx+++2MHDmSzZs3M2DAAAYMGMD27ds9qqW8SsvL5VR2Fqeysy7JaGOu3c6J9HT+s+Znbv9uBnfNmslHG9eTnJXpUegESM/L40xONjn2P/8x8Z7Tp0rc/+nmjeTmFx2yC2TbbCRlZvLRxvU8HreAl1YuZ/+Z06W6br8mJdKlRk2m3zIUP6uVt3+J5421q8my2ZjafzC3NW3Owv17i31/vtPJuhPHSzzHz0cPF/uLQnGsFjOVAgJKbDOwYRMCreXvprFcu52NJxO4ZebXrD1+zLV9Z0oyo+b9wPQd2zijIC0iIhehTOdE9+7dm969exe5zzAM3nrrLZ5++mn69+8PwOeff05kZCSzZ89m6NCh7Nq1i4ULF7J+/XratWsHwDvvvEOfPn147bXXqFKlCl999RU2m41PPvkEb29vmjZtypYtW3jjjTdcYXvKlCn06tWLJ554AoAXX3yRuLg43n33XT788MNS1VIeZdlsHE1LY/Kalfx89AiGYXBdtepM6HQ9dcPDCfT28fiYtvx8tiSdZPic792mHOw5fYr/27KRb2+9ndqhYZhMJa+FdSYnm1+Tkpi6dROpOTk0jqjEvW3aUSkggCAfz+sqjeTsLOwOB75eRf+xyLLZWHHkEGMXzXebP/zZr5u5tUlTJna+gdAS5lWbTSZGtGrL7d9NJ8P2+3q6R9JS+X73Tt7udRPZ9pLW2TVhNplcU1GKEuDtjeUC1/aPQn39uK9NO15d/TM96tSjd70GBPl4cyI9nZ0pydzSpBnJWVm8+PNy/K1WbmnclEoBgVdkDvmflWbL46kli4q9Zm+sXc2ARo3dtmXbbGTZ7Rw8ewYDqBMWRoDV2+O55sXJzbdjwoSPlxdOp5OU7Gwy7TZSc3KIDAzEx+JFxSJ+qcmx28my29iceJLT2dk0iqhIteAQwv38MHvY5yIi8uddtTcWHjp0iMTERGJiYlzbQkJC6NixI/Hx8QwdOpT4+HhCQ0NdARogJiYGs9nMunXrGDhwIPHx8XTt2hXv8/4BjI2N5dVXX+Xs2bOEhYURHx/P+PHj3c4fGxvrml5SmlqKkpeXR955H62n/zZf1W63Y78EI6t/hi0/n3UJx3l4wVychoEVwGRi04nj3D7zayZ178nfatXB97zVHrJtNrLz8zmengYmE9WDgwnwsrq1OZOTw5i5czA5nfiYTARYrTgNg5z8fHLy8hgzdw6f9h9MeAkB7GxuDmMXzmNz4knXtj0pyczetZ0Jna6nV736nMnJwdtiIdTXF38vK7kOB3kOB06nEy+LmWDv31e7KLjWviYTtULDGNK0Oa2jKmMYBum2PL7ftZMlhw7QKCwci2EU2zcn09J4YtF8LIZRKKj+sGsnTSpEMKRJ82JvvqsTHMqIH77HZrfj88fQ43Tyz58W8t2tdxQ6f16+nUybnXzDyYtduzHll3jS/jDyHeLrywNt2tOpeg02Hj+Ol9lMw4gI/L2spQp/gxo0pkvV6iw9dJD31q0hNTeXPvUaMLRxM0bNm+M27eHLLZvoXL0GL3ePJczX94LHvhgF1+DP/jnZn5JCZm4unapWY2jT5lQPCsYA0vLymLlzO8sOH2Te7l0Mb9UGOPepzP82beCb7b+6fgm0ms0MbNSUMR2uI/Qiv1+H00lqXh7rjh9lyaGDeJnNPNSuA2fzcnl22RK3ZQXbV63GCzd0p3JgIObffpYybHks2LeX1+JXuX1aUjUomHd730TNkFC8Srm6y5ncHAzDAEwEeHm5/fl1GsafCuQX228ZeXlk59vZfDIBp9OgVeXKBHh7E+JzeX6+5HeX6s+aXFnqt8urtNfVZBglDGtdQSaTiVmzZjFgwADg3BSLzp07k5CQQOXKlV3tbrvtNkwmE9OnT+fll1/ms88+Y8+ePW7HqlSpEs8//zwPPvggPXv2pHbt2vz3v78vzbRz506aNm3Kzp07ady4Md7e3nz22Wfcfvvtrjbvv/8+zz//PElJSaWqpSjPPfcczz//fKHt06ZNw1/LhYmIiIhcdbKzs7njjjtIS0sjODi42HZX7Uj0X8HEiRPdRrjT09OpXr06PXv2LLFTroQ1x44yat6cEtu82r0nves3JD0vj1dXr+THvbvd9reNqsyrPXpzOjuLGTu3UzcsnOSsLK6vWYvlhw/y/a4dZP3221wFP3+Gt2pDRX9/vMxmetatD0C+w0GaLY+VRw6z8shhHmzXgXvmfOc23eGP+tRrQLXgEFYcOcSTXbry0LwfCs1lblO5Ck92up50Wx5bT5yg2qkzNLvuOg6kpxJg9cZiNpNjtxPh78+qo0dIyMxgdPuOVPA798tNls3GtuQk3li7Cj8vbx5s14EP1q9jc9LJokpy+fbW25myLp6uNWsRU6eu24j4j3t2889lcSW+/95W7XjkumjsDgc7T6Vw7w+zCs1x9rF48WZsb6bv2M6KI4d4pXtPfti7mzXHjhZ5zFubNmdcx04EentjGAYnMtIZ+cMsTmaeWyFkWMs2ZNny+HbXDtd7OlatTkyduvz75+XF1mo1m1l01z0XXD/aMAzO5uaSY7eTk28nzM8PP4sX/iWMkNvtduLi4ujRowfWi1z7GuBw6hk2nDzJCyuWFrn/rhatiK1bn/ph4aTb8uj11WclTpdZeOcwqgSd+7N7NjeX/9u8genbt7n6yN9q5a7mLbmrRWvXqPWZnBw2JyZwJieHL7Zu4XDauVHnZpUiua9NO/acOsX7G9YVOtfD7a9jWMvWZNrtDJ/9net9RXmkQzTDW7XBq5hPQdLy8nhv/Vq+2f6ra5u/1coHffvz6eZNLD9y0K19iI8v/+s3gLph4aVevxw877eM3/5u+eEPf7cUaF+lKq/37HPRnwDIhV2qP2tyZanfLq/0Uq50ddWG6Kioc0smJSUluY3+JiUl0apVK1eb5ORkt/fl5+dz5swZ1/ujoqJISkpya1Pw+kJtzt9/oVqK4uPjg08R83etVmuZ/9Afz8wg7wIfQhzNzMBqtZKTk823e3YB0LxSJC0jo/CxWHiwXUdeX7uar3/7h7lnnXrc16YdU7duZt4+908HErKzeHnNz4zt2Ikedery9c7tVAkKomnFSGbt2UWt0DDua9eBsIAAHuwQzZfbtrp9xH2+HadPEV2zFneFhfH62njS/vCxS5fqNXmkYzSjFs4lMTMTH5OJV2rUZcmRQ1QOCeWFpXEk/BYgvcxmetdrwL1t2pFutxMVbCXf4WBzchJ7Tp/ilR692ZR4kkPpaYzt3IWzubn8Z80qDp49U2RtTrOZn44c4qcjh5i1dzdvxvYBID03l7DAgAte88iQYKxWK+l2O6MW/Eh6vp3IgECaR0YCsC0piaSsTJ5YGsfsIXfS92QCDSpUZNxPi4o95tc7tjG6QzRWq5XT2dncPed7EjIzaBVVmcYRFbm9RUtGzZ3jVlv9ihX55WRCifXmORycyMqkckhIsW0ybXlsTUzkmeXnpix4mc2YTSb61W/Ik11uuGAA9/TPSr7DQVpeHntPn2LvmVPE1q3Pq/Griv0+Ptm6mWGt25JrOPkl8SQ5F7jxddnRIwxv1ebcSilrV/Pdeb94AOTZbLyzcT2ZDgdjO0YT5ONLaloqm5OT+N+mDW5tNyYlsmnBXF6NiaVXg4bM2eMeJGft28OAps0wmWBPatE/bwXmHdzPbc1bUqGY+wVSUs/y2batbtuGN2/JvAP7WHT4QKH2ybk53DXnO366ewQVLyLAlrbf8nJz+W7v7mJ/cVl14jhpdhsV9cTMy+5q+HdJPKd+uzxKe02v2hBdu3ZtoqKiWLJkiSuopqens27dOh588EEAoqOjSU1NZePGjbRt2xaApUuX4nQ66dixo6vNP//5T+x2u+uixMXF0bBhQ8LCwlxtlixZwtixY13nj4uLIzo6utS1lDe1QsMu2KZOWAUAfjp4gMYRFXn+xu4kZKSz6ugR8hwOtqckcVODhqw7cZyDZ8+wLTmJUF+/QgH6fP/d+Au3NmnG8yuWYgBB3j6816cf6xOOMWbBXMwmE11r1GJS9578sGcX084bOSsQ7ONLlt1O+ypV2ZSY4LbPYjLxZJeu3D1rZqEVMyL8A3h00Ty3bflOJz/u3c2R1LO89Lce5Obnk2WzEeLry8nMDPp+/YXbP/BNKlbizdg+TIhbWGi1j7aVq7DnVAoA0dWq83inLry6+meaVapEZEAgbStXJcjbu9hRdovJREyduqTm5nAqO4uaIaG82C2GUF9f4o+dW1ninlZtSM3N5aWVyzmcmkq/ho1575e1v31//tzWpDnNIyMxDIP1CSf4btcO0vPy2JhwgiAfbxyGQVRgEG/3volDqWdZf+I4/7d5I092uQHDMPjnsjgSMzPJdzpLNQJpLeHhK4ZhsDUxkffWr2VC5+upEhRMXn4+vl5eLNy/l0cWzOXdPjcR7lc4SGf+do3sDkeJf5ll22yk5eZicG5kNSEzg+FzvuNUdja1Q8OICgwqcck/A5i9exc2h6NUc8dz8s/9wpaRl1coQJ/v862bubd1O4J8fPEym/n4DwH6/PO/vGoFn9w8iE0nT3ImJ9v16U2jiAh8LBby8i+8PGRJo+c5djv/t3ljoe196zfktm+/KfZ9GTYbCw/s487mLS/bjYsbT54osXaABfv38nCH6MtyfhGRP6NMQ3RmZib79+93vT506BBbtmwhPDycGjVqMHbsWF566SXq169P7dq1+de//kWVKlVc86YbN25Mr169uO+++/jwww+x2+2MGTOGoUOHUqVKFQDuuOMOnn/+eUaOHMmTTz7J9u3bmTJlCm+++abrvI8++ig33HADr7/+On379uWbb75hw4YNrmXwTCbTBWspbxpGVCTM14+zxTxgxN9qpUPVqgD4Wb14pXtPHl44l6Npaa42M3dup154OG/F9uGRBXNpUqkSc34bsS5OTn4+mxMTqBdegX1nTpNhy+PeH2fx49C7aFoxkhx7PquPHeHeH77nzV59OZqexqqjR9yOcVuTpmxPTqZDlap4mc1uK2X8rXZdVh05XOSSc++uX1tsXb8mJ3EyI4OqQUE4DSdLDh3gi1+3FGq3MyWZRxfMZXKPXm4BxGIy8XCHaF5b8zP+VitPX38jB1PPMqhxE77Zvo0jaWcZ3Kgpz97wNx6PW1hkDWOv68SmhAQ+37aFhuERvN3rJsYumsfGk7//ovDu+rW0rVyFj/sNIO23KRK1w8K4r3U7YuvV56ttW/lu1w4sJhPdatdh7tC7cAI2h4PT2dlUDgrirV59mBC3iLUnfl/y7cttW2kVVZn/3jSAB+fNYUdyMiNbt2HW7p3FXrMgb2+qBhc/Cn0mJ4dfkxK5p3VbXl+zir1nTgPnpqMMbtyEf/8thiybnRx7Ol5mMxazCS+zmV9OHGfm9l+5CS8+2rSeIc1bEerr6/ZI87z8fNLycpm/by8/7t2NzeGgQ9VqDGvZmqc6d+XxuIUEeXuTkpVVbH0FUrKzMAOdqte4YNvO1WsCEHfw3Oitr5cX/Ro0okWlSAxg48kEFuzfi83hIP74UQY1bsqiA/tLXGE7NTeXLJuNZ2/oRqivHxl5eVQOCmJbchL/XrWCe1q2oVpwcIkP0ompXZegYn4JyLbbOZHh/t4gb2/ScnMvuKTjskMHGdioCYGXaGWSPyrNGuWeLospInKllGmI3rBhA926dXO9Lpg/PGzYMKZOncqECRPIysri/vvvJzU1lS5durBw4UJ8z/t48auvvmLMmDF0794ds9nM4MGDefvtt137Q0JCWLx4MaNHj6Zt27ZERETwzDPPuK0l3alTJ6ZNm8bTTz/NP/7xD+rXr8/s2bNp1qyZq01parnapebmkJufT2puLkHePsy8dSiPL17AlqREt3Zmk4kpsX0J+m2Ju07VajLyx+/dAnSB/WfO8PSyn3i8UxeWHDpYqgd9nM3Jwee8UU6bw8FnWzdTOSiIWbt3EVu3Ht/cMpQPN6zj3tbtXCG6Vkgo/+rajQYVIqgbXgGHYbDgjr8za/cuPtq0nnynk5aRUaz+w9xgH8u5H/OCOcDFmb1nFzVDQ/G3Wpm6ZVOx7Q6npXIiPZ0WlSL5NTmJasHB/LPLjfx89DDbU5IZ2rQ5ufn5rDp6hOk7trne9+qan5nQ6Xr+e1N/3lkXz/aUc1OR6oSF81C7DphMJl6LX0W4nz831KzFY3EL3AI0nJt+0qtefRyGwdIjh/hi2xZqhYZxR/OWLDt8kNm7d7oCW5OIiiRnZ/PkT4s4cN70kzZRVXi66428unql27rTVrOZbLuNT24exMnMDOqEhfN6z168Eb+mUAgDGN3+OvafPs03288F8EYRlQjz9XWtTuJ0OqlXoQIPzvuBJhEVebRjNL4WL5KyMrmpQSO+372Tr7f/ypmcHExA15q1eKRjNKuOHiHCzx9ybKxPOMEHmzbwcb+BtK9SFV+rFYfTSXJWFnfNmkl09eqMu64TXmYzWxITuXXm17zWoxff3jKUo2lpNKsUSaWAAJJLCNPNKkYSGRhAmK8vLSKj+PUPfx5c161yZWqEhJCem0uNkBAGN2rKPa3bMHfvHmbs3I4JuKFWbb6/7Q4mr/mZTJuNfIeDlOwLB/lDqWeZuXM725KTaBEZxfM3dmfmzu38cuI4OXY797Zux3PFzOv28/Li9mYtsJozMZxmTGb3+y0sJhPVgoIpmHXduVoN2letSsWAALwtlkJPvzyf1WIh224nMy+PYB+fEuexG86zGI5zf/4NwwFc+OPQtr8NdpSke516F2wjIpee4TwLznSwbwa8wbstmPwxmTW9qsBVszrHtSA9PZ2QkJAL3u15qTkNg4SMdP6xJA5vLwuV/ANIzc3ldHYWz3eLYUdyMrtPnQt0FouFQY2aUDUo2PXx9tbEkwycMa3Ec3w9+Db+u2E9feo3YEIJ83MBZtwylPvnznYbLa4WHMyTnbvy8IK5ANQPr8CHfW/G2+LFmZxs8p1OIgMDyLTZWXroIFsST+Jntf52k2EwyVlZ3PvjLMZe14l1J467jV5H+Pjyz6hqPHX0QIlzfG+oWYt/XX8jp3NyGPJd0SuuFOjfsDGj23cg32kQ7OPD8sOHeHrZTwB8OfAWUnPzGLPgxyLf265yVZ7uegNB3j7kORxYTCb8vKyczs0mKTOLkxnp1K8QgbfFwv9t3sDiA/tdazL/6/pubE9JKvLj+ac6d6VacDBjFszl+uo1+UfXG+n/zZdFhqQKfn58OfA2PtmygRx7PpWDgoiuVoNJq1aw77cRY9Nv1+TJzl15LG4hO38L/X5eXjzYriP1wsN5eMFcHL9d00j/AL65ZQj+Vm+choGBwS8njlMtOJgT6Rn8uG83mTYbraMq069BIxbv34e3lxc1QkLItttZcugAPx85wvRbhrL6yEEiE5LIrl2TppFRrDh8iLtatOLcwmwGn27exK1Nm5Nhy2Ph/r3kORx0qlaDhhUiyDecTN+xjb2nT1MpIICbGzTiSFoqzyxfUmjktXmlSN7t3Y/tKUm0qBRJdn4+D837we2XDi+zmRe7xdCuclWmbdvCkfQ0agSHcEfzlsQfO8qLPy93+zQkxMeXj27qT6ivLxaTmc1JJ3mimE8fCnw+4BYej1vgCvsV/Pz4bMAtDJ7xNTZHPm/F9mXXqRT+t2m963oDhPv58WZsH/LsudxYMQ5z/hZM/kPA2u5cDxo52Jze7D2bz+dbN/Nwx2gSMzPZdDKBcD8/mleKZNnhg+w9fZrra9bCx+LFwbNnmLFzGwkZGbzeszffbP+Vg2fPMLhxU+5p1ZaK/v6upfcADGcq2LZg5P2MPd/EwlXN6X1jJtbA3hd8muHZ3BweW7yA5YcPFbm/UURFvhx4S5FTfuTSsNvtzJ8/nz59+mhubTlyufvNcKRgpI4F+/rztlrAfwimwLGYzKGX/JxXk9Lmtat2TrRcOqeys/hm+zae6tKVlUcOczQtlQYVIohp35Glhw7Sq159dp1KITU3hz71GxDu50eAtze5+fnk/TZyHRkQSFJW8Y/F3pKYSK4jn7rh4VTw8+N0TtHTRFpFVSYhI73QdAuzyURBNuhUrQZPdunKO7+sZf5vH40vunM4B86c5cH5P5B93o2Ec/bsolVUZd7o2ZuRrduyMSGBXnXru4XoTNu50TFvi4W8Ej6+bl+lGiaTyS2kFMcwDNJz83hl9c+k5ubw0t968GbP3oxbvIBwP3/e+aX4qSMbTp7gvh/n8EbP3tw9+1tubdKM3vXq89SSxW4jphF+/kzq3pPnuv6NTLsNkwmCvH3ZnpJU5AjiK6tX8vWg22gdVZlx0Z2ZvHplsaOMp3NymLdvN9HVanA6J5sOVapxy8yvsZ8XBg1g+ZHD7Dtzhu9uu50cez4FU2Mz82zsPXPKda38vLx4tUcv4g4e4PNfN3M8PR2zycTfatVhdPuOLD18gJ9+mwKx9vgx/rdpA2/3uokzOdm8vGoFwT6+3NygEQ+168jHm9fTuUp1AF5YsZQ7WrZmROu2TN+xjV2nUmheqRJ3tWjFP5bFsfTQ76tKBPv4cDj1LC+sXOY2feKrbVsZ0KgxH/S9mXt/mIXDMPD18uLNnn2oHRZGhi2PGsEhpNtsYBh8NfBWdp9OYd6+vTgNgwfatmfOnt1MXLLY7RpO/W3e8+SYWMYvXuDanpaXy2NxC5hxy1COpaXSoUo1/Ly8yCnmZ692aBg2R75b35/OyWH+vj3c1KAh3+3awb9/XsbUAbcwtFlzfjp4gDM52TSpWIlWUZX55cRxPt28kda9qhNmewfDtooc3yfIsd7K1sSTpObaaFOlIQ+068Dds77lWPrvnyhZTCbubdOO+9u2Z0LcQjJsNppHRvKfHr04dPYstUPDWJ9wAoCPNm1gzp7dfHvr7VT97R8Vw5lKXuYiMk3t+flEDNuS0mlJLkn51xGSsYKgoOsxWSKK/L4Bwnz9mBzTi0cW/MjaPzyNs1FERT69eZACtMgVZjjPYJy9D/L/OJ3PAdnTMPCGwEcxmUt+0u21QCH6L87mcLArJYUqQUEMnP6VW0h6d/1aRrfvyPH0NEJ8ffhky0bm7tvDK9170iiiIp9t3cSxtHSqBgfzZmwfDqWe5fkVS4sMZj4WC/kOJ2/Er+bdPv14YO6cQlM7qgeH8PyN3Rm7cF6h9/eoU48NCSeoFhzMhM7XM2z2t66g3bZyFXy9vAoF6AJbEk/y5to1PBbdmfGLFtCtVh23j/ALAlVs3fquVUb+yNtioUeduiRkZFArLAwfi1eJj8/uXa8BSVlZDGnWnAbhFZixYxvDWrXms/6D8bda2f/baG5xUrKzCPT2plJAALc3a8HQ76YXuq5VgoKo4O/PLwknWHjg3OPAr69Ri9ubteDu5q04kZmOv5eVDJuNWbt3Mm/fHt7+JZ6xHTsRFRjIiiOHS6xhzp7dPNWlK/5Wb/69aoXbz8b5TmSk88Oe3Ww8eYKfDh6ge+263N+2PVUCg5j0tx6sOX6Mmxs2Yvaencze/fv1dRoGPx06wM9Hj/Bp/4EcTk1l629TJfKdTh5ZOJe5t99N+8pVSc3L5Z1f4pmxYxtv974Ji2Gw9+C50edmlaLo8cWnxNapT9OKlehVtz7/WfOzW4CuEhRE28pVueP7GUV+D7N376JFpSiGtWjNiqOHmdKrLz4WC1/8upVZu3eQYbPh6+XFTfUbcm+bdlQOCMLXYqFacAh7Tp3ivWLm03+8eQNTYvvSKqoyW857ONDx9HQSMjI4lp7O8fR03vvtz8Qfr3Gwjw+vdO/JpNUr3bZbTCYy8mwMb9maemHh3FCrNi+sXMamkwl0qFKNAG8rK4+cmz70VOeuDG3WAoNzc9wz/N7g+wPB/GftVHLz8zGbTMweUod75nxX6Jdbh2Hw343rCbB606xSJDN2budYehrz9+3lhRu74/+HEa6krExe+nkZL3aLIcI/gNy802w624T75/1ITn4+PiYTLWvUJXbaHEa0bc4DrTLwsgZgGBb8rNYin1Qa4e/Pe31u5nRONgv278XhdBJTpx5VgoIUoEXKQv6xIgL0ebK/goD7AIVohei/uIy8PHy8vPjXsp8K3dzkNAze+WUtb/bsQ2zd+ry5dg2v9+zNuuPH3EbW4NxNhHc1b8kbPXsz5rcpFwXMJhPtq1Zj8pqfyc3Pp1GFiiy6cziLD+xn2eGDeFnM3NygEdWCQ3jyp0WFlq7zt1q5s3lLnlm2hLuat+KdX9aSmpuLn5cX0dVqMLJ1WxYe2FdkgC6wYP9enux8PR/d1J8ZO7bx3779eTxuodvH8nc2a8GBtFS3JyHCuQA9pVdf0vLy8PPywgzc2bwFnxQzL7pKUBCVAgMYPONrAKICAvjvTQPwMlvYc/oUwT4+hPoWPxpfcE6Au5q3ZOqWTYUCdOOIirzQLYYH5/3gNpd7wf59VA4M4tP+g3h7XTzrThx3rcox45ahjF80n5qhoWD8vmJDq6jK9KvfkGBfX5IyM/lu1w4OpZ4lJ9+Ot8VCs0qR/HNpHH5eXvRr2Jje9eoT6O1DQkY6M3duZ/XRI8zes4vhLVuz6MB+Fh/cz/Ijh/hm8BD8rV7UDQujon+AW4A+X54jn3//vIIH23V0m+JSsDLK452ux/bbtJYNCSf4eNMGxrRtD0Cfug1YefwIi+8azvH0dHadSmZHSgrDW7Uh0MeHz7ZuBuC2Js2LvBH0fB9v3sA3g4fQpWZNgn18uPeHWa6bHQFy8/P5dtcOVh87ypeDbiU7P58wPz/+b0vhqTPnm7p1E3c0a+EWogF2pSTTLDKSmkEWvBzbibtzAP/bvJufj53Ay2yhe+069G/YmNfWrHJ7b/8GjRkX3YkVRw7x1rp4vC0WGkZU5Nmu3Xho/o+sOvb7pyz+VivJWZn0a9CWrPxK2PyWk5XvxdIjK1xTV7rVqkP88WMl/jxO3bqJD/v2Z8bO7a5tzy5fwk9330PzSpFsS/59CdCfDh7guRu6YzgzOJ3nw4gffyj0y0HNkDBuqNmYtSdzmLP3J+wOJzG169Ktdh23efMFwvz8CPPz0yocIlcBI6fkZ0iAHfJ3g6XiFannaqYQ/RfncDr5ZMvGElcH+L/NG3in9020q1yV3Px8vvzDerIFvty2lRaRUbSrXJUNJ0+4tg9t2oIwH1+mDbqNiN8epjJ9+1aur1mbAY0ak5tvZ33CCbYnJ3EsLdXtmFGBgfwnphff7dxBbN16tIyqzBtrV/NEpy5cX6MWyw8fItzPjw0JJyhJvtNJUmYmdcPCWXnsCHP372Vil65YLRZ2JSVBQiJWLy9e6hbD0fQ05u3dQ7bdTovIKG5q0JB8p5NjaWlsTkwgxNeXe1q1pX2VajyycK5bQKgdGsbbvW7iH0vPfbQf6O3N27378eHGX1iwfx8AvevVZ0Cjxrwevxo4F5iDfXzIstnIczgY1KgJI1q3xe50cnPDxvT7+otC388Tna7nscULirwZ8mRmBqPn/8g/r7+RdSeOcyo7m/c3rGPlkUOudakBWkVWZnx0Z5KzzgXnlOwsaoaE8Y/rbyAjL4/FB/ez//RpIvz8aRRRkf/06MXcvbuZELeIs7k51A0L587mLbm/TXteXbWCqkG/zwuzORw8HreQpzp3Jctu58sLBNgdKck0qFABq9nsdj03nUygfngFxi6aT6uoykzs0pURFdrg63VuBDQ9L5cedetzx/cz3Fan8PXy4tGOnXipWwxPL/uJ+hXOfRpQkoSMDAwDLCYzP+7d7Rag/3h9P9m0kXtatcHucLrdaOhj8SLIx5uMPJvrk4qtSYk83fXGQsfx8bKy9tgxajWpjn/WY/gH3MXEzkN5xN6KfMOPL379lVtnfu02zWNAw8YMa9mafl9/4bYU4oL9e2lYIYKp/Qdzx/fTOZGRQaivL//rN5C5e3fT88uprqXx6oWH83h0F/7eojVWi4WqQUG8+PPyEq/Nmd8C9vn9YwDf7NjG/W3bu+5VgHOj17mOfHLzTXy8eXuRn2C8GtOTx5cuZv+Z33+JjTu4nxAfX74ZPIR64eGFgrSIlL1zt8ldeFlNDK2aAwrRf3nO327uKsn2lGRMJhO3N29R4qoUAF/8uoXhrdqw4eQJvC0WhjRtTmzd+pzNyWb2rp3sPn2KLHser/foQ6Y9j/9u/IWBjZoyZsFchjZtzrTBQ9hzKoXTOTnUDg0jyMeb99ev4+DZs/yr6404nE7ejO3DrpQU5u/YRY+qtQg3eePndeEfVT+rFafTSWRAIGuPH+PTLZt4qF1H+tSrz8aEROIO7OfLHb9Swc+fj/oN4LtdO/Dz8uJkRgaPLJznttzfq6t/ZmTrtiz9+0jm7NlJTn4+raMq42+1YjWbXAHgoXYd+Wb7r64ADeeWPxvVtgObEhLoVa8BjSpWJDkrkzBfP4J9fNiRnMTds2ZyOieHaYNuK3RTWpOKFbGazW6j6H904OwZTCbclj7bnpLM2uPHuLFWbYIDfHgztjf/WBpH/PHfl7Lbf+YMSw4dYGjT5kzodD3D53xHmypVeK1HL0bNm0Og1Zs7m7ckyOfcSPTb6+JpU7kKL3SLKfSL2MGzZwjx8aFDlap8UcwvXufLzc/H32ol7bxpPoHePq6nRG5JPMld38/ky0G3utYlrhMeTr8Z0/Aym7mnVRuqBQWTabex6MB+Xl29kskxsfSqWx8MSlw5As7dKGk2magWHMKzy5eU2Hb2np081L4j+U4Hfl5e5x4G1KYdNUNCScnOpqK/P0fSUvnfpg0cTj1b6JMEH4sXN9SoTAXzUjClYoqYi2H/Fd/UfvgamRjePagVcrdbgDYBj0V3oc+0z4tcS3zP6VP8a/lPvPy3ngyb8x2vdI9lyro1hZaADPb2pVpwCHP37ua7XTsZ0apNid9rSfacPkW3WrXdtllMJnwsFjJsDn4+llDk+15fu9otQBdIy8vlzlkzWHjnMCL89VGwyNXGZDKBb2+MnK9LaGUGa6MrVtPVTCH6L85iMuNtLvmhGSbOrSVbKzSUHSnJJbbdnpxE28pVeKf3TdQKDWPh/r18vHE9YzpG883ObXSvXYfXuvRixA/fu/4R7V6nLn5eXnyzYxvTd2yjccVKBPv4MH37rxz+bWS6TVQVzuTk0LBCBMfT0ugTUYN5r8/nmS8/Jqp2JYZOu7/YRwPDuXmVIT4+fL39V+5s1oKhzZpT0T+AA2fOMGPHduoCverVZ0CTpkzb9isnMzI4lZXF4HZN6Tvtc9coXgGnYfC/TRuI8PPHZDKx+9Qp5u7dw5G0VKICA3m/z80M/W4619esxevxq9zem+908n+bN/KvG7rx5E+LWL/k91H0BuEVeLprN26oWZvvd+9ke3IS0dVqcDY3h1HtOhDs44PTaVywHwB+TUqkbli42wjttO2/0rVmLSwmE/P373UL0Of7Zsc2YurUI8jbh8SMTDaePMELN3YnNz+f73fv5GzOuZHo9/vezMaTCaTl5Rb58JWU7CyaVaxEndAwVpYwB9vEuZUkLKbfRx8DrFYebNcewzj3y8iSQwfYc/oU/165nHd/G1GftXsn97VpR3S1GszcuZ15+/YS6ufLqLYdqBMWhtMwaFKxEjaHg49u6s+cPbv4ZPMmMmyFl1rsVL0GWbY8An18OJ2TXeK1zbLbMZnOheFx13WieaUoXvp5udu0huaVInn2hr/xa1IiKw67f+8TOnUiwLQH8vdgslQHoxp55pakBywjN9+B2WTihlpm/t3Nm38uWwbAgEaNWXP8aJG1w7klHrvWqEX9ChX4cehdBPv4Ujs0jM0nE1w/v9WCg3n2hm7cM+d719J6G04mcH2NWoXC9vnC/fwwmUyFRpUr+vvjZ3EfMe5Wuw4WkwEYhR4zXrCedEm/uJ/JyWFjwnFi6zUsto2IlCGv+mCpAY6jRe/3vQlMul8BFKL/8oJ8vOlVr36xUzTg3DJm8ceP0TiiIgFWa7FP1AMI+O0BFpNX/0xCRjqtoirz7A1/IyowkFX33IfDaXDnrJluj8VefGA//Ro2ZsaObRjgWirtfEObNWfmzu10ql6DeqYAnr7+eVKTz60icHjHMYLSHbSsFMnW5KRC7wV4tEM0WXY7bapUpWZIKIlZmfx91rckZGa4Hvs9aMY0BjdtzpgO17E7JZkBjRrz3a4dhQL0+T7Zsok3YnvznzW/B+XEzEz2nj5Fn3oN2H0qpdBqHr5eXjzUviO3zfyGU38Ia3vPnObeH2fx5cBb2XQygWnbtvJ2775k2uw8s/wn9p85Q3S16nSrVafYmgr4eVkLjYCezDw3ZeFYejpTt2wu8f0fb97AbU2bUzM0lCrBwUxZu8Ztvu3GkwnM2Lmdcdd1ItNmI8Sn8JroUYFB5DkcDG7SlKlbiz9f5+o1sTscVAoIIN2Wx90tWjGkaXOWHTpAUlYWFrOZCZ2ux8tsZv6+vRQ8gyMyIIhUWx63zPx9VMQE9Kpbn19OHOe99Wtdc329LRb6N2zM1AGDuO/H2a4pCnBumsL46zqTk59PgLcPtULD3ALxH1UKCCAv30GW3UZMnXrc9PUXrqcoFtiWnMSIH75n/u1/Z9KqFTStWIk8Rz6PtO/A9VXN+GYMAAwMgjkbtJAZuw7wyeaNrnprhITweHQXVt0zkqlbtxBTu55rXXE/Ly/6N6xP26gQbA6Dk9kmutWqzXu/rOPlVStwGgZB3j7c2qQpXw68lVHzfiApK5N7WrZhyrp4t7Wplx0+yKMdo0tcNWd4yzbMLGI6zLAWrTlw5vdAHOHnz4s3difCvBInATxxXXvGLIpz/RxGBQQWe03Pt/LoEXrWbVDkjYYiUrZMlgoQ/jnGmRHgOOi+0/tGTMH/0FrRv9GktL84Xy8rD7TtUOgu+wJeZjMPtO3AV9u2svTQQW5qUPJHNAMaNiY1N5ebGjTk84G3MKptB+IO7ifbbiff6cTmcNCuSlW36Rczdmzn7hatqFbMWou3Nm7G9TVqMaVXX3zNFvav3U++zX1ljDeHvs3LrbtyU90GbqNfEf7+vHBjdwwgz+Fg4pLF2A0nw+d8T8If5hMHWK20iIwiJSubXxJOkJOff8EVLJKyMvH3Knzt1p84TquoyngXMa9zUKMmzNu3p1CALmBzOPhwwy/c2aIl6bY8gr19ue/HWa6R+82JJ7muWvUSH7VsNpmIrl6j0E2S1YNDOJR2lnyn84IP+dh3+hRVg4IIsnqz5OABtwB9vjfXrqGCnz92p3tgb1qxEicy0jmdk82xtDTGX9e5yPdXCgjgiU5dsJjNPBbdhcV3DadbzTpk5JxkcANfxjQ/xahmuTQON3M8LYmH2nfgqd/mnNcJC+PVNT+7HW9osxaczsnhhZXL3EKhzeFg5s7tvBG/mpe6xbi21wkL57839Wf+vj1UDgrCx8uL4ReY4jC0aQt8vCwEWK28v35doQANEOrry/Nd2xPqncrbf7Myu38EC4b2oE+NYwSbd4LfIADOBHzJ62s38Z81q9zqPZqWxiML57H00GEebtf83MNMrFaGNm3Iirtv5p9t9jAw6l2G1PiRAQ3q8vdZ37L08EHXDaMZtjw+2bKJF1Yuc82Fv7FWbZYfcV9z2WkY/Pvn5fz3pgFU/8MTJi0mE/e0akPDiIhCjzGPrVvv3LrcZl+CvL0Z2zGaNffcQkXLSozcOZhyPqVb5M+sGjaAWxs3AMDuKN08yUCrxm9ErmYmSxVM4dMwhc+AgNEQOA5TxCJMoZMxmUte//1aor/JrgE2h4P/9RvAP5fEuaZPwLmb+l7+Ww8WH9jPwbNnsDscfDXoVubv20taXuHHZof4+HJ/2/Z4m8x8v3sH25OTmNC5KyuOHHKN1IX5+nFb02Z8M3gID83/kRMZ6ZzNzeGJuIV80Lc/s3fv5PtdOzmbm0ONkBDeiu2LxWTi6WVxrE84N886tmZdJm34N1899iVr52wA4NSJM/zr+ucZOLE/j95yBynk4cTAarYwbftW0vPysDudPNS+Iwv37yvyceZv9+7HZ9u2uB4GUzEgEEspRsLOvwGqdmgYDzZqTeuwSpw+cZqIigF82f1mPtq7lZW/hdCbGza+4MM1lh85xCMdo7G0N/Phhl/cRsNz8/OJP36M25o045tibpa7rUkzVh89UujhIUOaNuf7XTsZ3b7jBZ9GF+rrR16+A28vL7cnK/6R2WRi08kTxNZtwPCWrVl17AjJWVm80bM3r61ZRZbdzoTO15OYmcmn/Qfxxa9b+DUpkQCrN33rN6RP/Qb8b+N6etWrzzPLl/DdrXfQuEIeYbkTIXvv7ycy+XFT9Uc4nhdB52o1ICmFmeetFnH+9/732d8VW+/qY0d5snNXPh8wGF8vK5m2PNLz8ujfqAmrjx0l3+GgdeUqfNZ/ME8uWURipvv65+2rVOXGWrVJycrCy2xm3r49hc4R7ufH97f0prLxBpa0xfy+kKL53Eed/ndi8ukCfneRmxPJNzsKL+v4/+yddXgVV/e27338nLgAwd3d3d2tuBcqFCjWYi1WSrECFSiUttDSIsXd3d3dnSAhnhzf3x+ThBwitO/3e18qc18XV5sze2b2zI6sWfOsZyUy9dB+6ufpybqrp+ldqjj+2uv4xrYAFFlHlLYln+07kOYbk9Ohj7kXGUH5LFlxJ3NlSc7Rhw/4fP8eJtapj8vt5vqLMPyMRsplyYpWIxi7e1fSfpm8vOlTpgxVsuXgm2NHmFKnBsfe7oBeo4GIXuB8eT+E/TCBzOaTyt/jkvnYdPUm+Adh0euxpfNG663C+dQstIrKXxyhDQRtIMJQ6k1P5S+LGkT/w4my2Zh0YC+RNitjatZGr9HyIDqKjBYvzHo9DyIjaF+0OHXz5CXYYmH37dvMb9maKQf3e+gaK2TNxrAq1dlx6wZN8hXkwL17LGrTjr4b13pocsOt8Xx/8jgH7t1ldpPmjN+7C4fLxbUXYXRcsZSWBQuzvF1HnG43vgYje+/eYeQuzyYWiy6fZ93Nq8yf0oHwRxFcPX4DgMjnUfw89Ff2/ryXlgt68snxvUTZbOT2D+DrRk15b8NaZjVuxswjh1K9F9tv3WDrzRtJXx9/9IBauXKnyOYmJ4efH6aErHqpTCFMLFmdH9//ie/3vfTQDMmdkXe+e5t8RfyZf+ksgWYz8elIREAJdKSU1M6Ri6+OppzvjMMHmde8Jb5GE4vOn0kKoLz0erqWKEWV7Dl4d72nDVHT/AWonycvhYIz4Gsw0jRfQVZfTdvrs0vxkuQLDEAiCbfGky8wkB4lSlMqcxacLkW3eyXsOcUyZOTIwwfMPHoIk07H6Oq1yRsYyOrLF+lduhzbb98gxMvM8UcP+PXcGToULU7HoiWwuZzsvn2Lrw4fZFSNWsTa7fzauh2+hli8o98G9yuyHhmPl20K2cy+tC5Uh+NPnnH5FelPFm8fnsTGpqkbTmTZxfOUy5yVKYe28lXDpqy7doUh2zZ7BJhVsmXn97YdmXxwL6cePyaTlxftihQjf1AwW25cwyUlTfIXSLVJytQ6lcjs/gKtY+8rW9xgXYfEhfAeDNiJsT2jWIaMSW3eXyXGbufy8+c8io4hm48GTVg/EgNoALumIvvvrUr3eldfuUSjfAUw63UISNWN50zoY7qvWUHPkqXpUbI0Rp0WpzOcEPfXzKxVGbu2NS63RC+i8HMtJVbblBo5sqCzrUDvXI0wtQa/ScjIYeC8kezINrxj+zKp9jaqZckDN2/xQbmKTHzlDUIidXPlJNhiTvd6VFRUVP4OqEH0Pxyb08mxRw+Istk4vm41wRYLwRYvIq3WJPs0jRAc6f0eLrfky8MHyOTtxdulyjKmRm0irFb8TSbOPQllxM6t+OiNtCxYhM9q1WXX7VseAXQiGSxedCleErNOR7sixXBLScmQzOy/e4c5J47yfrkKXHz2lLKZs/Dp7u2pzjvabueTY3sYOeEtPm802WNbxpzBxEsXhYMz0CR/QUpkzJRkB2fS6RTRbCqsfuV19fabN/igXEV+OXvaQz+bnPfKVsDPaESv0fBF+VqMq/EZYY9ekDV/ZjLmCCY2Mo4bp24z++3v+WLnaJpmz4ePFT6vVItpZ46k6bCRy8+f5/FxZDR7pZottrmcvLN+DV2Ll2Rx2w643G4irFYyenlh0unYc+c2mb29eRwTk1BMVodgs5m9t29jskmCchp5p2w5dt+9laI7JCgShxo5c2F3OdEKQaO8+Xm7dFm+OnKI0QnOFUatjtaFClMkOAMLz57mbsJbjNVXLlEyUwhzm7XE4XLRqVgJ7C4342vVZdXlS8w/c5KnsbEI4PM69cnq40Pvdau5HRHOvKYtyKo7mjKAToaXbTYaL0Ua4mM0emwzaLWvfUABpVC2UrZsLG3bkVnHj6TqYX3owX0+3LKBKfUacjsinEirlXVXrzD7xFF+aN6arquWUzAomBKZQjx8nANMZkpkNKONfTWAToZ1E3i9h4z8hAK6DCxo3J1b0WV4e8POVDPKEdZ4KmTJij1uOybp+b3ocMt0LSpBKdbzMRgQSKpmz5mmNAegZcFC3HzxgopZAzE4vkNj24AvG14ZZcTXrKdDkf4ItxdQCezHkFHTEH7TkOF9wJ3MIlDGo7NvomHuymy7CS3zB2I01GbmkSNJb4WMWh3tixZkYLkC+BvV9tIqKip/f9Qg+h+OEC8bewA8j4vjeVzqWl0hlBbZ0S9sjNq1HYHSzCHO4SBfYBDja9Ul0mrlqyMHQQhq5szFL63aMmb3zqQAK8Tbm++btWL64QOM2vUyQNYKQdvCRVn6Vkc237hG8QyZWHPlcrottq+9CMO7XCA+Ad5Eh7985d5heGs02QOYlj83o3ZuZ9yenUlBxqPoKJrkK+DhRJDoGPBqRtHhdidpRYdt3+LRBMas09G/QiU0QhDrcNAwdz6OrTxG9oJZGPnbh0SHx/Lg2iN8g7wpXr0ILqeL5VPXcWjNcZx2J8VrFObzUS05myeaySdTZpq7lSzNkgvnmFC1NuUyZ0016LG7XMw/c4oTjx/Rp3RZxu5RXrn3KlWGmjlzkdXHF3+zCa3Q4HQ4EZF2bGuvcWzzWUovHcD4w/tZ0KIN3504xq7bN5PaXTfLX5DuJUvz6a7tjK9dD43Q8H65CnRetcyjoY3N5WTpxfOcDn3MjIaNeWvZkqT7fPZJKJ/t3UXrQkU4cE9xlMgbEECHosVpUaAQEjBptZx9+oRea1chUaQwefx1mF1b01xzANyP0AplHs0LFubI45c2aqGxMeQJCEgz25pIhazZWHX5EtVz5WbVKw9PyTn7JJSnsTFM3L+HZ7FxNC9QkBHVavDJzm1E2qysuXqZDytU5u11LzPBpUMyY3TuS/OYChLsh0HjD/bDBHCYkl7N+KVFH95auTnF6ELBGbjw5CEmd8riTIPGmW7bcIACgYF46fUEGh18XqscLZc9SVWS1bZQfrJ7x1LA34JR5wDbq8EzoAlE+H+HtO2G5y2RMhzQgLEWwmcw0nYEzJ0gdpbnFTvOoklo8e0T3YZ2OfvQKG83nsc+xeF2EuJlwcIFLGYLqO2CVVRU/gGoQfQ/HG+DkeYFCrEgHf/nOrnyYNBqcbjdFM6QMck9Q6JYfeUNCOTLBo0ZvHWTh+vGr+fOUCg4A982bka/Teu5HxXJuJp1+WzvLk4+9vSPdUnJsksX0Gu1ZPP1JYuPL8sup9S7vsqj6Cj8MvgmBdENe9eBzF443G50Gg2nQh95BFOH7t+jd5lyZLB4JRXWudJoZw1w+MF9JuzbzafVa2FOaNdt0ukoFJyBVZcvMv3QAfb3epd3CpbkwI5ddB/fgSvnblGiQQm8i2YiwMtM9IMIhtf9DGvcy1fwx7ec4fiWM7w3pzfvFCnND5deBkedipWgRs5cHLx3B5vbRd8SZdPMHNbPk4+R1WqgFRpWd+iMQLDnzi3arViK0+1GIwTbOvXg+e1QPmo0GWusEjjZ7U4OPbhH/80b6FqiFAMqVMLldiOEYOvN6/RYsxKdRoNRq0UjBF8dOZhmR8irYc85ExpK9Zy5PGzstt28wdDK1dh68zoFgoKpnSs3dyIiyOTtzZnQx2T28SHIbGFGg/qUy+yDUd7G1xQPsX/AyB9lzWrkyE7fshX46cxJ7C4XVqeTM09CqZEzV5pFob5GI9Vz5GLglg0EWCzpPqgBHLh3l3XtWxNh17L80gWP9tiN8xXA32SkT+ly/Hha0ecLIRCkHdC+xAXJLP109g3k8qpD+SxZOZ6seVDh4Az4GAzciojEldWPV40EvV3raFekGAvPpf0w8H7ZIhQO8kUQS2b3eDZ1HMvsk5dZfeUa8U4neQMC6Ve2MDWzCfxsXyCNExDuZ0hSrrnwm4aM+QrsyVudu8G2C2k/igj4CYQP8pUgGuENjqtAfkCij59FoDmCQP9WCOdt0OcBeyTyRVdE4FJICLhVVFRU0kNKN8h4QIfQGF87/n+JGkT/wzHpdPQpU44Vly6kal2n12gYVrU6vgn2Zf3KV6TfpvUeY0ZVq8mw7Vs8AuhErjx/xvi9u/ioSjWmHNiHl16fIoBOzu8Xz7Or29sEGk1k9n69RU4mXx8cNieFKuSjydCmFKyUnwMvHlHaKzNnQ0NpV6RYUutnAJPUIK1OFrVpx3sb1ia0t1YCniCzhUepOFacexJK7/Wr+bZRM66/COPk40dcef4Mt5TUzJkLiSTCaqV53wbEat3sj3Tx6ZblONxuFtZtzrwu33gE0Mn5of8CfrjxDfftSrOVVgULE+90EG+3UyJTCJfDwygdlJGR5aoy5eShJM2uRgim1muIy+2mx5qV3I9S7P6y+/rxbplyTK7bgGE7tlI+S1b0VjdTWk1PCqABnt5+SqGgYK6EPWfKwdSzps3zF+RBZCR5AgNf61Ky9upl2hcp5hFEZ/TyxuqwUjDQhwfRkThcbr49fsRjjL/JxPAqlfHmAj7WoTh0M7DramBwnEj7ZCKABzHK92qHlcvpVqoMK9t1ovuaFYRbrcw5cZQFLdrwJCaGK2HP8TEY0Ws1RFiteOn1zG/RhhOPHhDndKZaZPcqbunA17WII8+qM+fEMY9tVbLnoNuqFbxdugwr2nVi7dXLSjGnsTrYvk7/wPrSEPODx0f+rp95p9SIpCA6o5cXc5s0JIMZYh1OhKUdWBd67GO0L6V/2aUcf/SUy8+fpTjNgPIlyWa6hZB5QejQOg6SydmBUaU7Mqh8Q0APrkcEuH9AxB0AQwU0zsugy53iWOiKgTvylQA6GTIWGfMNwnd8ik3C0hGef4QSRCdgXYUwt0HG/QCu+wl/CAH7QTC3TPPWqaioqEi3FWQkMn4NOE6D8ANLV9BlQ2gC3vT0ADWI/lcQbLawol1n+m9ez/VkrY6z+foys0ETj3bOlbNlp1OxEiy5cC5pjEYjuBr2PM3jn3z8iOFVa6Rqr/UqTrebY9duE7HmEm0/apQiaElOdl8/socEMXDTUO5FR/LTnSucXn2UdR27EWGN49dzZ5jeoDFXnz/jSEIRpL/WyN6F+8nTogST6jZAKwQXn4TCvQf0LV+B0Xt3p3quXH7+ZPbx4ddk7at9jUbG1qyDSacjUwY/9FoDA7as5UbCPQy2WDBEO3l8K22/YbfLzfHVJxjWpSoRNitanZYQbx9237nFsYcPOfrwASXrNqRh7rzUyp6L9beucd8aQ7M8+bkRGZ7C3u1+VCSj9+xkYMXKvFumPBohuH78JlFhnnZ+m6dvos/klnx0cEeq89IIQfdSZYix2XC63UiUgK53qcI0zpsdrZDEOFwsPHcTl1vyTukCZPY2Ui9na66EReFjNJLd20aAey6F8kTwQj+CLms2eXx/AURYrYzctRtj/eo0DWlOrCMenakZBuv3IFO34LMae7Hw5E3KAmFxcUw5uJ+L+UPZ3LkHcU47Rq2WWLuDZW+1QUsMDudzpLRj0GfGjZnweBcdVmzGoNVSLGOm10o/GucJAesMyoa0wKjVJbXzBjBqtTyOieLz/XvwN5lonK8Amby8CbN5Y9EVAWcahZv68uB6CDLc83PnLfIF+lE+S1ZaFchO/dyZCbAPQ6OZxielzqLVFEQaG4AtWbGtjCLQ+i6/Np/NgYd2fj53kUirlfxBAfQrW4jspiv4uLeBrTToi4I2K7geYrLNwWSbk2JqwlgHaV2B8BmbNDZpm6kRMn51OncLRaYiXukOaaiOxAiGii8/02RBWDoo1f2+E8F5DRm3GJwXkfbjYGqhOnSoqKikinTHK3UYER9Asjdm0roaDNXB/8u/RCCtBtH/AvRaLfmDgljcpj3h1ngeRUeT0cuLDBYvAsxmDz9if5OZj6tUo3OxEvxw6gQh3j6cfpy2e0UiJx8/IrOPD2Fp6K2T43C6OL7lDE2GN+O9MuX5/tTxFGMMWi2f16nHmaeh9NvuqdtcdP4M/cpXZFLd+vx4+jiT6jbkcUw0i86fxcfbzN3z93lw5SEtRrTg6PNHhDut+AEVM2ZlZJUafH38sId0oVzmrEyp14DRu3cmnbtj0eK8U6Y8N8PDWHv1ClankyrZsjOzYRO+OnKInbdvEmy28Oxu2g8Xidy9eA/Xz06unrxJvb71eOSv5ejD+3xZvxFCCI48uE+ZTCHYImx0LliMOKsNryBv+m1L2xZtzoljrGrfmb13bnMzwb3EYDJQq0MVCpTLi9vtJpfNwIAS5Zl17rhHEGnQavm8dj2O3L9HweAM6DQaGuTOw+e1SuDrmIPOuhlwkEkTyNjyXdGYmkHkQAi/TDBGqmddhDv2O0RcgrZZX4ILT0NTBNDJmXzoFNXa9cToOoRBa0D4z0FGDHwlyBTYDB25FleT1Ve2Ujbby0zphuvX+aBcaXL5BnA/6gl5A70R1lXI2DkY3YlvSPRgboHFZyBja1RhzN6DnHr8iAZ583m4siQnf2AQOXxsEHcDi2Mlw6tU5LP9Lx/s4h1Osvn6cT8qkgirNenhcuP1AJa0nkkwH3pYviXeD+E7Chn+QcoTaoLI6uVibl2Jr/wNEbsHcIHjAjpDbmT8CoRXd6QuB8QtA5lYuKslQHeN5rmMVMtkxkUGjNzD2zkArPcUDXPMDHCcQ3i9h4wak/pCaDKBoQJET0GaTiG8hyIjhyTb7uNZMJgqEmTCz7kwg6mNkoWWcQhLL+As+E5AmPIiY3+AmFmAE/RlEd79wBWKdD9TA2gVFZW0keHIiL6QmnTOvh8ZMw+8B71xeYcaRP+LCLJYCLJYyBcYlO44f5MZf5OZL+rWx+WWLL+UtodwIiatjusREdTJkzfdznUCpV3yb9ce81WHb/jw9w/JHxTET6dPcvn5MzRCUDtXHj4oVwE/k4mOW39PcYxTjxUdtFGnY9P1a5T0CqZUhkwML1gOhKD66LcYWPkT9vy6n0oty5GtWDYoYWJK4ymUrF+SNf3b8VjaiHXayeLjy83wF/xy7jTvli2f1BTE22Cg3+b1nHsSmnTezTeu4WMwMKdpCySSi0+fkq1optfemyx5Q7h89DoHVh1l37LDVG9XmXFf9eTF9adIt6RCSDCHfzvMuT0XqdO3HjnyZebA3TvpejzbXS5OPX6EWa/DO5M/1dtWovOoNuxbcZgdv+5Fo9VQMdpK+w5VaJWvIFsf3eF+TBQ5/fypliMnV58+pWHGnGB1YtBomV6vNOaoDp5BrfsFmthvwH5QCQpfdANzK6RtG8L2sjgwXlOTpZdSby+eyNPYWKIcJnLpIsB5AGndiAj4Hly3kI4rSE0GwmVt9tx7xqd7tiJS0bEvPHeRsTWqkcvfFxG/Hhkz+ZURDohfiXQ9pkuxKYzbe5Cvjx5iQYs2xDkc7H+l7XWhoGDmt2hOgGsm6Apj5hytCnYg0BLM9MMHuR8Vyc5bN+heojQTD+zx2Pd2RDidVu9mZv0p5PezYnTuAKFFGGuCOxIZ3g/cKR8+hbkjWuty/Gy/em5wRycUIR5CvugNlrcU7TESNIp2WMbMButK/F89qKk5SLtiO+e8AcYaCO/himY5ebZfVxjhOwEZNQ5wQ9R4CFqhaKCjZ4D7MdIVCro8aWfYATCA8EYE/gbCG4kBbAeQ8QuRtmfA5+C8DKIAuB+RlEVynEBGnEB4DwVzh3SOr6Ki8m9GSrvy1iq92pP4peDVG1CDaJW/KBa98sq2Xp58fL4/bTsvjRDUypWbvIGBZPHxIU9AYKr6aYC6ufJwbf8VrLFWTm49y8y2Mxn82wCKNWgCQinacifYuXVdvTzVrn8WgwEvvR6L3sCSRm2wP43hwo4L7F5ykJiIWAqUy8vkrZ9yYttZXjwOJyjIF7Djn8GXnT/tptU79aleIBfh8fEM2LyBQw/uAbDw7BkARlaryZnQxx4BdCLRdjt9N65nUZt2tFm2mJBsQWTIHsyz+6lnpDUaDTU7VGHzTzuTPtu//DAFy+bl6vEb3L/6iN6TOrN53g7aDW1BSIAftmcxhGtSOiu8itXuoKzNi+ztKpOnaHYG1xjjoYu+dPgaq7/eyIT1I+iQvwhTTh7iVOgjSnkFYTr1jLAgO37BvhjsMZjkjJTSg0QcJ8F5F/TlEOZWyPD3PTa7MaQb8CdidzkRXpWRcT+C/QjyxX7QlwBdMe7Z69Ny2fqkzoDGVLKUz+Ot2Bwx+BgFMnZ2Oic6BK5QhlauxrTDB+i9fjWjq9dmeNUa7L97C4crnpq5CpLZ20SQ7hJo+4CMBuGNn+sJTfPmo2rWhlhdEtBg0AWw9eZ1Tjx+6HGa2xHhfH7gHHObtcBk9lKCXXckMmpQ6hZ+ptZgaojAAZZW4LiEjFsEziuKDCN+I2hzAjaIW6RsQ4MI3o6M6I/wm4TUBkP8GkW3rMuHsHQCTRAycnDSaaTjFFjeRhirK8eW0aArAOiVTLQ74XtVRiJfdAb/uYjAheCOAukAjRlpTcW1I+k6mimFPi96IwK+g9ifkfZE2VHCH7S4xUjnJkTAHGT4e+B+qeWWMTMR5hZpH19FReXfjTsW7CnfUHsgY1++EXuDqG2/VV6Lr9FIw7z5Ut2W0cuLb2s1QhNtJyAObC/imN+oJSUzhaQYWzFLNgYXKMOi4UuSPjuz8wI9Mr/Hsn4Lyag1ksFo5tvjR+i0almKTnKJtM5TEAtahMuNJsbBjD5zmd57Dqd2nOPaiZtsmLuNvcsPUbl5WVxON7uWHASgQfdazDs7nUtHrmKNtSHiHFTOlt3j2HqNhqrZc7Dt5vU070e03cbxhw9oU6gID+495cPZfdCl0ca427h23Dp7l6JVPdupr/tuC43erkOz9+pzfu8lBs97nw3zttOv/HCm9pxNdo0lzfMnkkNnYda7P2CNsTKx01ceAXQiEc+imNpjFo/CIlh26QL1M+XA9MyKM9bBnME/M6DSSOIjXyBsqWunE5HxqxDmpoAeZKTHNrO8SI0cGdLd36TTEWw2gbAogVoijnMQvxyTTqTaWjs5xTNk4FKYDZx3lMAw3fmupkbOrABEWq3YXfEUCNDwbkk/+pXOQLFgPYHGaGTsb8jnDZBhbZT/xkxF475JgGMSmePrkTm+Dv7uLcxt2pjJdaqSPzAIL72e/IFBTK5TlblNG+Nv/wYZ1hzcj5BRw5UMu6kFkKAbFj6IgIUIU31kRD/k84bIsLZI6waEzzDw/gQn3ghLO4SlLZ6/lt0g9OC8gQzrCO5nCN/PEEErEN6DkPGrkRHvvyzY0xVHmFpCWGtkWHNkzBxk3CpkxADki/bIyCGIgAXJDv8MXrRFhr+P1AQhZTyIQPDyfFBKQpsX4TMIYTsE+kJKQG5PvakK7ifI2AVgbv/qBsVH+w8gpQvpCnv5T/4RZxcVFZW/NUKrSMVeO+7N54Hf/AxU/vL4m8xMrFMfb72BNVdfejtXCMnC1Iq1uXn4BnF5DWglSLeNmyfu8EONJtyOjWTbvVvohYb6OfMQZLKwe95OIp6lbNDy7EEYwgUuq41OuQqz9cb1VK3Jcvr5UzEghLhoK0LCkkmruX7qlseY9h+3IFOujLxb4iPcbjd6s546lGfm+/PInj8LHy/oR3R4DLERMTTNnpd5p44nOZdksHhxPzLytbZop0MfUzRDRp7cCePKtot8uWssy6ev5/D6E7hdbgpXKsBbg5sR9SKaY1tOozN4/qg9vfcc3yAfvHzNFK1akGF1P0uy8bt3+QEZpYFMXt48iU39QSKTlzcZ3AZMXkYuHb7mUVho8THjdsukoPr+1UfICCsfVapK5eCsrPt2Mytnvsw0arRu0n1tBkqwJHwVM/FX0Nh30DTfYKYfOZ1ma+p2RQpidq5F6oopmlzHyWRbHZjdJ6iWTpMQjRC0KlSU6YcPUCHD611dkPGYdDraFC7Cp1XL4OPegAh7B5kUfBvA3Brh/Q4y/PjLoNxxBhk1DuE3C7zeBTToNN74h9WhbZay1MnWASmCEDKMAPd8RPRJROBCpG1Nwv7nkeHvgrk9Ikh5WJR4IW1bIWam5xztR5UCO/+5hMa4yapdCuZ2CJ+RSOvWhKK83CitxBuCdQPEr0LGrwJTY4QuPyS6nGgCQZsL4dVXsafTF0VYuivSDOkEoUFat0DcUnDeA2MdsO1KNhkXQujAWAlkFMLcEYw1kbHzwHkNhC/C3E6Zh9uGjPsOYemJjFuR/jpYtyCClqZ4cyCdt0C6ESLtPI50vQDrJmTcAnA9Ak0mRS9uaqW0I1ZRUflHIjS+YO6ItKfefRgAbV7etJQD1CBa5Q8SaLYwomJ1hlSswrlHjzHqdJTwDebFo3CObjzFvhVHcNgcmL1N1O1ag5yFshFi1KOZfx6bw8WUg0sIfxLBqEUDqda6AgdWe7pytP+4JX5BPoQ9esGp+QeY16MpE08fSpKFaISgZvZcfFSsAqvGraTvzF44bA52Lz3ocRyLr4Uab1Xmw8qf4E5FV3vr3F2WfbmOrqPb8tOoJTR6tx4/1WtOvz1beBYXi93twqh7/Y+FSafjeXwc1YvmZmb7bzi98zzN3qtPh2EtQQjuXXrA8unruHLsBh/99AEbf/DM9Gp12qT5rpuz1aOZDMCi4Yv5ZnZ3+uzakMKa0Mdg4JvqDVjUbyGZ82Ti9vm76I16mvdtQN3O1YmNjEOj1aA36tkyfydbF+zh0cWHNC6bB0ecnVVfeRYs2q2AjyX9V2PaXOB+Ai6DIg1wXku20YmvfSaLWvej25ptKeZbM0cOBpbLiTl2JLiLIvy+UDKUvMyc+zq+Y0qdH2m36gWPoj2zzAL4sn5DVl2+xLZbNxH12iJf47khjJUJkD6MqloRb+cSRNyrdnR2iP8d6Q5D+H6KjByufGzpgTA1RMZMAds+RXPnfgoyGmHfQyB7UpxLxi0CczuwnwBjDbDtgdjZCYGjCRG0HBmTlh2eG6JGkC1wGdJqRrguK4Gqrjgy+nNwXgBNCCLgJ6T9VILGGLDugKD3IH4LwqefIiVxXFSK+/wmI6UEx1kgIXPrjgZNDkTgz8jYXxHmrshkQbTwGYWUoBFapNuFjPsNbDsR5rZgbgXuOKRtO8T9ighcSLxlOka9D5q4X9JcAwUHpPJAKnT5XxNAhyMj+nk+bLkfIaMnQ/w6CJivBtIqKv9kjBWUQNl1M5WNAuE7BqFNv77rf4EaRKv8IcKfRPJFxxlcPnKdzHky0ey9esQ0MPNp88mEPXqpf46PsbJh7jbO7b3EZ2uGAbBv+eGk7bMHLmD0siEeQXT5RqUpVq2w8oVOw80jN7l76i7jPmmJT6UAoq02Mnh5cX77eSYMnEjX8e0wexuJCY/BYfPMfNbuWIWdi/anGkAnsn/FEd6Z3IXjW87QdfRbrJ6wnu8HNSJU2LkS9YJcvn74m0yptstOpGXBwvx+8TxPAq2Ua1CSE9vO8uOIRSnGBWTyJ0fhrFw+cs3j88otynF613nKNyrlcX8SObvzApYRy1n2ZRfW373O3lClcK9mSHaa58zPoo8WcXbnBSo2LYNfRj8mbhzFsc2n+KjOOOJjlHn7Bvnw1pBmfLJ0MHqjjqDMAaydvUUJsJKxaf5Rug1uic615NVpJCEsHZAxM0EThPD+EBkxgORBrN6xhYJ6Fzu7DmPvvSgOPriPj95Aw3wFyORlQspw7MYu6IlCokMT8J1yjMTCN9d9MjkGs6bdd2y+Fcqai0pjkTaFitClVGl23b7N18eU+/QwxkEWQw2wp6HTF75gqMzRW3cpG+KFJm5umteFbYcSKGsCQV8BoS+tFFAmBJ/CWE3JLKeHdbMS5EaOUB4QbAdJKqYzVgHbARKbx6SK+4XioRy/Aum6DyIA4T8VqcurBNHuUGTkMEVfbN0K8csU7bXtJCLgO2TEYHAmK/41NkJ490PadkDUKOVaNJkSHDTcCEs3kAm+5tqsCO+PwP0EIRJ+Bl2hEPcjADLmyxTTldHTMPuMQSCRuqLgupfOzTGR8mFHC6bGae4hpRusW195W5EM5yVk/HLw6q1kz1VUVP5xCE0gBC5ERo1NeGuW8DtUmw3hOw70xd/k9JJQfwOpvJbI59F81u5LLhy4Aihyg3INSrHyqw0eAXRy7l1+wN7lh2nZrxG7Fh9I+jz8SQTR4TGE5M6IRqPhraHNqNa6EtIteXj9MYYQH7p92YVPa4znbL0LGEwGjBYDsZFxuF1uchTKSt6ahTh64CI5sqbU4WbOk4njW86kez1Oh5OoFzHo9Fq+7D2H4Qv7M3/UYmIi4shbKhdnS8YxoFR5JhxNXetZNiQL+fwCqPHQQNjtW7wzrRvhTyO5eeaOxzj/DL6MXTGUH0d6BtcmLxPtP27JxI4zKV69MNbY1Bu1HF5znJNbzlKrc1W+Hf8WAMvHrmDI4h+wW5Vs79k9l/hwdh8WfLqUHb95NlWJCotm/idL6DiiFS36Neb0rvMEZQnA7G1KCrQB1s/ZQ/P3RhHsdQGntjBRmpag8Ua4HhHg/g20WZSgy3kDuIHUl0f4TUdGTwX3y+JLvYglyBhPo2yZaZLtAU59UQZuO8Seu3cINJupnqMwRp2eaNsJJtQsR0DgCsWNwnlF0Q2bGhOksdKpcAgNsus4su82eQMCGbhlIy0L5OZgjzboNQ6E0IL5cwjvk9JeTngjAn/Bbb/NiUfxlA+2Aanf30SkbRcYKinyhPB3ScreKlf1Um+c5gHiFWcN1x1k/DqE/7fIqM+UrLGuIDIxe5we7hegCUloSBKODO+PCFqitN6WUYq38ouOYO6GCFys2NBpsyFfdPEMYnUFEF49kC86eL5ZcD9RsuHGswjvkUhNFkTgEkAgMUH8EoSxBm5XRFIAnSbWzQjvgYpri/e7YG6GjJ4Orlspx5qbKBnsZAifYUg0pGlw5w5Hxs1Pfw5xC8H8FvwFMlEqKir/HYQ2A/hNBmkF1xPQeCkNVzT+yt+BvwBqEK3yWiKeRSYF0IkYLEZ2LjqQxh4K237eTfW2lVJ8Hh9tZcK6ETy6EcqWBbt4dj+MbAWyMK3XbL699RWrwu8wftenzB/wMzfP3MFhc6DRaqjerhLtvujAD9fP0FafldDbTylQNg/XTr78422NteHt7/XaaxJC4LA5scXZMJqNvPdld7Q6LQ+uPcYnyJuMBbNgNBuYfuQQ4VYliNIKQZN8Bfi0Wi3sodEULZYLg9mA0+5i3MqPuX3hHvtXHsFpd1KydlHK1C1BXHQ8BoOeOp2rERMei83q4P0vu7N0yhqe3H3GnYv3KVg+L+f3X051nnarnZsnb3N73zXsVgcPLj9Eq9Pw9sROVG1dEYNJj8vpThFAJ2flzI00fac+e5cdIluBLHy5axyH1h1n0ecrAYiNjOOb/qsZsGg+Sy+dY/GFk4Rb48kbEEjfckOpliMHXtZZ6LV5QRiJdVrQGiqi81+BjocI91PQZkU6n+NwBrLuu3007uLALySGIRWLc+jBfV7Ex7P26svvoSMPHjCxVmUa5G0G7loJr/bdyPjlaOIW4a+pBDTgUUw0v7SoQ7B7Hrr49SQFxI7G4D9PCdzil4O0IQw1wFgDGTMH4T2AE4+3I0q8vkATaQVNjoQANsJzmztUcRBxnEl7f30Jkn6Vxi9Fuh4i/L5QWmMLb4T9YLrNXgCl6YkwJfvAhoxbDuY2EPdzwjzjIW4emOojnbcR7rAUWWBh6aEEtGlJc2x7wNwFoSuKjPgI3A8BPSJgLkgXAivSeec1k3UogW6iF7WuCML/S2TkCMXFJemaciC83lEs+9CDoTzC0hNctxCOC6CtncbxpUcDmFRJ5vahoqLyz0VofAFf0GZ801NJFTWIVnktxzaeSvGZdLlTdYNITvjTKGQqsgqfQG9GNZ7IswdKU4fD604wYd0IchTKipfZxKa7Nwku4cPYNcPQCoHd6sDkZSTG5eBJXAy9MhTk5uHrZMgWxIffvcPAqp/icirZw0Nrj9Plk7YcXJN2J8RcxXLw6EYobrebsSs/wmFz8E2/H7l4UAnyStUuRvthLdFevMfabh154bBhczrJ6uuL1uHm909+Z9O8HTjsSjFe0aqFePvzTpzfdwmLrxmtTsvuJQe5ePAqnUa1oW7XGtw6d4fClQpQoXFp7l99RP1uNdm/4ggbv99Op5Ft0gyiAdoMasqGeduxxdl5Z2oXQnJlYt13WxhU9VOKVS9E/jJ50l0Hh83B6V3neXzrKftXHmXp5DW8M7UrA2b34cCqo5i9TXT+sjPtVy1Pai8OcDXsOYO2bqVJvgKMrtEftF2QEhz4cv1+GAV9fPFG8Ql2OQzs/j2UtbOXM2HdcITmMMgo8upXsa59TyYcOMPB+0rAF2Q206tkESpm1kHUp4qEQkaBOw6hL6l4F8cqnSWHVSqALqafYtWWHNtm5RVf0FowNgUZgxQWhIxSMpTuMGY0aIy/d3RC3C3AUAVhqAhokM5LYN0OOBD6Eore2JVKxliC8HobGfFhmvdXePXG41ep4wzScQFhbonADaZ6ED2FNDPi2uygCUgZGNoPIHw/QzqvK0F8kvTloeLPHJ+KDZ2+GER9kuZcAWT8MoTPSITfZyDMyLhFyOgvEf7fK50INek7rShelMmu13kJGTEY4TcdrL2Uz7zeRng3QtoOI/ynADpwXEbGTAPndaVoyFATjSY1XbRQ3n64Ui8yBUCjZqBVVFTePGoQrfIfEfk8iqAsgWnKOQCyF8zCg2ueDScy5cyAVqtJCqATWf/9Nob8+D5Gt2BenaYExEgmdfwqSUusNyrZ3DYDmzKt9ywQghrtKiOF4JsjE7mw7zL5yuTBYDLg5WehzeCmXDt+i8a965A5b0ZuhV2ned/67PhlP/2+6kXmvBlZfP973C4Xg6uP8fB5bje0OfcvPyRLzoyMrzuR8NAIdAYdLqeLxr3rUL1NJbb/sjcpiL548Aqjmkxk8tbRzHhnDvevPqL1wCYUrpCfD8oMwxr3Mniao9XQbWw7KjYpQ6+JHbl67AZZ82Wi+7j2LBy3LMU9bDWgMSVrF6NU3WJKbKHR8nGdcdy/qgR8BpOBuOjXyA1QtOoGkx6AkNwZyZQzI1nyZiIuKo4CVQsw/9ZFjwA6OZtuXKN9kWKEhLlxu9wEZ5OEhEveLT4Yh92BzqDz0KbvX3mEDgPjAQ1Gx3Ly6c7wbe23sWvb4HS7MYh4fF1L0MWuTWgT7UCYGgMGZOz3EDUU6TQCnyv2aa8G0EnYIHqc0qo6ahyAkvkN+AFpP0qcoyEaoUea2iG8OoL9TEIxnQthqABB7yJjF4I2Gzh+BEPZlKfQZlQy1F59IDYVmYNXHyWTnaiB1hVG+E1Bxq1APm+kBL7mHspnkUNIoY0WXgjfL5B4gSuVzqDCG2GoBD5DwH5O0Shrg8F2LOWx0CTM5TW4nytNbsL7gCZYkWboSyj3RRsIXj2RaenNAQxVwP6KXtl1V7HfC/wVuA6uZ8iw9oAt9Sy80KcRQKO8qrX0QEZ/lvYczN1A45fuZaqoqKj8t1GDaJXXUr5xaeYN8+ywtvrbzbQZ2IQfhv+W5n7tPmrB8unrkr42WYwM+eF9Fn+xKsXY2+fuYYu347Y5CIoX9K8yyiMwc9gcbF2wm2snbjJxw0iObjpFcNYgCpTLizXWyoPrj/l5zO/Ex1jJVSwHnUe2ps2AJoSFRiAT/oyXqVeC9kNaIiXcPHsH3yBvbp276xFAe/lZCM4WRHR4LBPaz0hRhLdk0mruXX7IwDnvMqnrS8cFW7ydRRNX0vyDhvw+eQ0121VhSM0xuF2egY7b5eaXMb+TNV8I1VpXJHOeTBgtJiw+Zr4+OJFDa48TGxWHxcdE/e61MHkZOb7lNCe3nqHh27W5dOhaUgAN8ODqI6q2qpDmGiSSt2Qulk5eQ7YCWRi1eCBf9/2Bqwntwr+6OI11u9IKVBXmnTpBy+c+zHv/J3yDfOg+rj1zTk3h9K4LmL1MPL79hK0/7+HZ/ecc3XSa5r1L4WdxKllN53V8nSNTPa4wNUXqyoIwQtwvYF3jsV3Gb07/wuxHwGdEsh1ikOHvIYJ+p6j2FsicCO/3lGLBZB0Epf0IxP6ECPwV6birFBbqCil6Ow8fbImMHIPwGQSBy5DW9Uqwq82MMDUHxylle9BKMLVGeA9AhncH14OXh4j/BanRIwKXIuN+BfthQAfGOghLO6T9LELokdqs4Ex2bkN1pelJ3C8QMx1MTREBPyv6accJhLE+0rYN0IOpAUKXF6kJBl1xz0LDV9HlQdrPKP/vfo6MGv3S0UM6FKcPQzWwpyLXEt5KYWnkiBSbpHUz0h0MFFYKA3Vpa9GFqWXa24QWaW6ifC84zqUy/wIISwe1qFBFReWNozZbUXktRouB4tULe3y2b9khStQoQolaRVLdp06namTMGczdiw/wz+hH4951mHlgAvGxVt6d1p1vj0zim8Nf0O6jFnj7e+ET4IVWq0Wr0zF74PwUrhuJ3D5/j8MbTrJvxRHmDvmZZ/efM6DSKNbP2ZZULHfnwj2+6PI1C8cvJ+xhGB/XHQ/AhjnbCL3zFFu8Da1Wg9FsZPtCTy2xt78XRouBH0f8liKATuTgmmMEZvYnOKunxdbJbWcpWqUQjfvUZd13W1IE0MlZNm0dBpMBk8XE+rlbiY6IJTCzP7U6VKFcg5LU6lAVe7ydS4euUbZeCd6f0ZM8JXJRoGxeStR8ec9vnr1DcNZAgrKkbfeVr3RuIp9HE/4kggGzejO15+ykABpAajXYXOn7RD+MjsI/sz+gFCzOGvATZ/ZcpGqr8hSskJeKTUozYd1wPviqF1qdBoELGbcM4dUn7YNqQpD6KuC8oWii4xenHCNTeoqnHPPK3GUU2M+C6xJgRUYMSrUFNzIW+aI3wlAIYaimSDB8PwOSFazYjys66+hJStGhtIEuH0gbMvwdxXLNWEsJrE11kHG/eAbQicT+iIyaiPDqiwhcogTDhirI+C0IXW5w3sYzs2xCWN6C+NUvP7JuRMavVqwG7YfBUALMnRFBy0GbWwmMo6civN9DBPwCmiyp3i5h7qw4fCS/FTGzERoduKOR0ZMQ3h8gvD8ETaIOUa94Uwf+goydA67bqRw52fwt7VI9t3Ko0qDNnPZ2lMp8ETAP4TMSNAljNRnBe6jSuEYtKFRR+T9HuiOVpkbu1PsTqKREfZT/l+F0OLHG2TCYDBiM+j+0z9FNp3h/Rk9+GPYrXn4WClbIB1Ky6ttNvDe1O49uhbLqq02EPXpB5jyZaN63AdkKZMHL18J3J6cASiGf0+Fi24LdHNlwCrfbjclipE6X6kzZPoZ7l+8ndf07t/dSuvPZtWg/tTtVQ0rJz6OXejQaSc62X/ZQq0NVQnIpGs+TO85zavsFpmz7FJfTzdXjN1IE61JK4qLief4wbZkKwN5lh6jUrCwbvn/pPCClRAgoWbNouoV+ADdO30ZoBCe2nqZu15podRpGNJjAwxsv3S4++ukD/DP6Mv6tL5OcP/KWykWHYa2o3rYSq7/ehF+wD2tnbebTpYMZ23pqinuRKWcGBn//HlN6zCJH4WxYY23cueBZjKZxSwxabbqtuzP7+BAZ+jJLWrN9FfKWzMXT+2E8vvmEbAWzYLfaqdCkNAUr5MTL/ANYd+A0DsJtsKK3f4eHJlhXCLfPLHYuukz1lpkx60JTd8HQFQBn2npxhDeebhoK0n4UdMUAqdjEpYUMB8cNMNZWAn93JCJwETL2B7DtQ8atQATMVGQgMiJF8Al6hFdPRRPsPxMZvzL183i9jzDWQMZ8A/ajiqbY2ADh1Q0ZMxfh9Q5o8yiaZNdDRf4RuyDlQ0T8crAsB7RI6x5FyhLWgeT3Vtq2gq4oImC2ItlwJ5NOeX2g6KtfbUvuug/SrrwRkLHIFz3A1AjhN1W5x9oMEL8OGd4/9QcSQBiqQvQqoDDCWBl0bohbDCT6hgvlPvtOUKruX4PQBCIt3RGmxBbhMqEqX/2zpaLyf4l0hyuNomLnK3IvbU7weg90ORAa/zc9vb806m+jfwkRz6KIj45n4w/beXjtMUFZA2nxQSN8ArwIyOSf7r7S6ebEltMM/3UAB1Yd5dDa44gETbJPkDc3Vt6mQc9a+AZ4E/E8iqwFsrDjt31smLs9qfjQP4MvfaZ0pdvY9nQd0w6XU8la7V95mO8GzWf070OJi47H6XhN5zwUNwmjxUD+Mnn4buCCdMduWbCL6m+9dAixW+3MHbqQT5YO4sjGkxStWpBrJzzN3NMKypMTHR5Lhuye2TDfIB8svmae3nvO2BUfcX7/ZRZPXJlqh8ZE9vx+iPrdazGkxhgP7XTrD5sQHR7Dl72/8xh/88wd9vx+kD6TupA1X2Ye3nhMppwZ0Bl0fHXgc05sPcOJbWfRajVUbV2BnEWyM/O977l3+QENe9Xm+NYzKeZwdOUxGpfJz9rraUs6OuYsxLYpio90r887EZwlkPFtvyT8SUTSmGLVCjFgdh9CcmVB4zqD09CP1d8exRprocX769FoInG7nGj1fjy++YLHd+5Tpm5xnj58Qc4Cqa+7MLeB6LWgy4cwv6UUnLljFRmDbS+Y2yiShxQ7WpSCPkfKothXkY7jCG02wIbABSIY4fUBeA8GjS/S+QThPwsZNdoz+NRkVKz+nHeV1tyaQJCpZHDMHRDanMgXXUnK1kogfhHSulrxmJZu0OVG6BuBvgQybg1Y16cyWye4nite0KYGyLB2pFqw6LyIjJmH8BqoNH3RFUJYuihWd1Hj0rgTTtD4KhIbx1mwrlfkKwBefcEdmWYAjSaz0h3RcQ5ojwwfDH5dEcHrFccOaVWKHoUJoQ1O4/wpEUKr2tipqPwXke5wZMRQT/mW85piTWnpAd79EWr9QZqoQfS/gIhnUez4dS/ff7TQ4/O1s7bQ+sPGdB7VFv+Maf+Q1OpYhYhn0bxbYijRL14GCad2nCMwxJ9xq4fxbb8fuX7qFiN++5BlU9eye4mnnjJfmTzkKJyNheOWcXSjZyb6g6/e5tTOcwSE+JGrcHYsvhbiotLunpenZE5Cbz0lR6FsaUouEnl2P4wWH9TnTsQt8pbMxcNrjyleozA6nZaGPWrhG+zDjVO3k9wxIp5GpXsvEsldPAc3Tnu+0m7cuw6/T1nD5p92IYSgSsvyTNw4ijEtpxD2ONxjbPHqhZFuyZgVH7F+7rakAFoIgcXHRIOetRhY5dMU523ZvxGlahVjaO1xHgFscNZABn//HkWqFKRGu8q4HC7cbjdvFxqYVAAphEi1e9zmWdsYv38sxx4/5HFMygeI2jlykSFWcPX4DUrXLU7WfCF83nFminEXDlxhdPPJzNj3GXbfMcTbirL15y94/8seXDn+nN2/H1QKGcvlpWGv2lw4dJSuufth8TWz6tkUJeP5ahDqvIoIXA7uZ8i4pYqzg8YfYW6hBLlSIsM7p5iLsLRVAjfhnWJbKoOVgkbbFtDlR/h8itTmhNj5CFNjhNAg435H+M9QOv8laKLRBCGFBTR+CN/PlSyuJsgz84sWYemUUGSXirxHxiEjP0b4TkDGzlbU+8JXyUSb34L4ZG21zZ0ViYfrEZiage0gybs+psC2DXxHIvSFlPNEfZa6l3PCPUD4IqUTYawNsXMV7XUicT8rBZsySmk/nhxt7gSLu3HJPnQoDzmWHghTrbTnqKKi8saQ0omMW5l6/QMo9RjGumBMaVWroqBqov8FPLz+OEUAncjqbzZzcnsqxTvJcLsknzT5wiOATuRFaATTes6i52cd8An0Jl+pXOxecgAhBOUalKTjiFb0nNCRvjN6MKrxRA6vP5HUTdAaZ2PTDzuY1ms2eUrkJDAkgPhYG43eTss/VqFJn3psWbAbo8WQdoV/AiG5MnD/miKR6DmhA7OPTyYuOp53SgxlYLVPmdz1G94a2pxRSwah1WmxW+1cOXaD0nWKpXlMvUFHpaZlObL+pUNB6TrFqNyifFJjGSklB9cc47vBP/Phd+947C+EoPekLjy+/YSgLAEcWHWUnEWy8cXmUSy88S3zr3zN/SuPkhqqJJI1Xwg13qrM5x1negTQAM8fvmBc2y/x9vdiaI0xdMnVl2VfrmPK9jHkKJQVgMtHrlG2QakU1xP+JIJvO33LTzWa8HbRUvgZFb/i3P4BjC5XjX5ZijG11XQAWvZrxK+fLU/z3jy995zDa48TG1eK2CgnHy/oz+9T1zKm1RQOrDrKhQNX+O2zFfQq8CEZsgXRZlBTshXIjC3eDZaeKQ8ovJHWTciID8C+T8mEOi8jo6cgIz9SeoK/mgswVAHXQ2RYIyWLKdL3ihbGOmA/pHzhvI4Mfxchw8HSGWldi3Q+QJjbISOGIKO/QFrXKP+N6I9w3QfnU6TrMRK90v7bYy6VFPkG9hTnTcL1gMSuggDIKGTEQISlEwh/ZY4+YxE6JZstI/qD8wzScSLd6wIXuEIVTbjGP33vZfNbSGFGyAhk7HyE/xxFXpKIjEdGDEJYuiKCtyB8PlH0yYHLExw5NIpbhiZEma/vZ4jABap2WUXlr4w7AuLSf5srY2cj3RH/k+n8HVGD6H84L55E8NuEFemOWTp5dboa4LuXHqSwpEvO/auP0Gg1NHu/AXuXHaZ0nWLMOjaZCk3L8ODqI26du8ut8/eSvKBf5c6Fe1w+cg2Txcj8TxbTdlAzj+K55Lz9RWeuHL9B2KMXnN1zkXINS6Z7bQ171mblDOWVtMFkoF+5ERzffIYa7SrTvG8DLL5mxrWexs3Td5ixdzz1utUg8mkkg394n5DcKc3ddXodY1d+xNUTN8hfJjeVmpVl3KqPGfJjX9Z9twVbvGewdPHgFYwWIyG5lGP5BHozduVHRD6P4qcRi4h8Hk25hiWZtOVTbp+7x7D6E/im3488f5jyfjd7vwHLv1yX5In9Kg6bg0Wfr6Dzp23R6rTsWXIQoRGMXzOMWUcnMWBWHwqUU94IvMr1k7cYXnYU5R5r2dS+K7vf6s6iFm158O0hRlYZQ0yE4lGcIVsQdy+lUjiXjD3LDuNyuvDy92LL/F2YvE18sekTvtw1jtG/D2HOyal88HUvTN5G6nWrQd2uNTh/IBRhbp8QSCfT6mszpP1L3nkNGfdbsiI2A5jfQngPQkaOASQyfjXCq2/akzW1UDTXHtpjm9KwReMFzusIfT5k/DaE/3SEzyiEqZXyX//pyue6YMVqDwfC1CjBLi5x/hmR6bbFTsAVmqyID8COjFumNFsxVAeNFzJ60ssmKtL+2ocDIEHjHIWMXYDw/wqEOeUYQzWEuZXSxhvlAUpGTUD4DEcEzFeu1W8KImAe0roRGfYWmJqi8X4PYSiJ0GZE6Isi/GcmBNQoTiKatItdVVRU/gq4Xt+4yHkjZfG2ShKqnOMfjtvpSvJaTos7F++nu/3CwfTtzwAe335Ch2Et2frzHnqM78CoxhOJfP4yMNm3/HCSvdqE9jN4fOuJx/4b5m6naJVCnN19EY1WMOzn/lw7eZMtP+0iKiyaPCVz0bBnLc7tu8yxTado9l59nj98Qe8vOnP91O0UmVlQ5BVhj8N5ck+xsFs2dQ2D5r6LT6A3+1cdITYyjorNytJ7Uhd+/Ww5tTtWoe3gZhhNBrb/speZ+ydwfNNpti3cgz3eTolaRWnUqw67lx7AFm+ndudqxEXF8+v45Ty+9YTJWz/l8pHrKa7twsHLfLpsCLERsWQrkAVrbDzxMTZ6jO+AxdfEe9N78Hn7GVw8pLSwLlmrKNkKpHRWKFq1ULqWggAH1xyn1+cdmbH3MwIz+7Nv+WF+HLEIk5eR8WuHc2jNMb7YNIqxraemaFNermFJytQoxu3DNyhYLh/OWCftBjfn5JYzxEYqwZvb/dreezisdhx2J+FPInlrcDPuXHrAt/1/TLovWp2WGu0q03F4K8a0nMKTu8ov8RpvVWDkr73QWjoh4o4CIONWp3keAKwbEMFblEBTmwUZvxYZ3htkgiwl7jfwm4TwGaNINtwJayN8wNIZYaiCjHg/5XFtO4HRimwEPcLnA2TMbEXzq/FWZB36kgjvHsjIUYpcAj3CeQ3hM0ppuBK/EqQToc30BzoW5kzZLdF+EOH9ERjKI6OnvTK/vQifj5DWdaSJJpNynUiwrkXiUlp9244gnecVuzpTEyV7LAD3EwQSLJ1BGJBRk5QHDG1WJXh3XlWOpc1OasWcQuOH0CqBvRBpNvVWUVH5y6BFSVqk7oYFJLwNU3+e00INov/hSKn4MycGQamh0WpI72+eT8Dr22gbTAaunbhJpWZlGFJ9jEcAnciDa4/4btACuo1px9SeszznoNNg8jIyYE4fIp5FMbj6GHIUykK1NhUpVDE/tjgbFj8LZeuXwDvAiytHr6O12omNimfW0Uls/mkn677bSmxkHHlL5qTFB43w8rMwqes3aHTKxbUf1orFn6/iRLLiuh2/7sPia2HMsiFcOnqd3MWyI1CKJi8fvsbVEzeo3rYSOoOOx7eesPv3A5SpW4LRLaek0G0vmbSa5n0bMO9jJRtXvHphOo1sg9Gs5/6Vh1h8zbicLm6du8dX788jNjKOT5YM4kVoRFIADRD26AXZ8mfGP4OvR1GiECJd2zxQHpqkhIFVPyEwxJ92H7fkkyWDObjmGC6Hk6qtK/LdoAV0H9sek5eRCwevoDfoKF23BDfO3GbFjPW0GdyMK8dvkKd4DsJDw/nh/AyOrD/Bmd0XMJh0+Ab5pFt8WbJ2Mbb9spdrJ27SuHcdPu8w00O77nK62L3kAPevPGTYz/0ZWnssAPtWHOPUjotM3jaMXEVrA0fSsFJLhoxXsiTuCGT0RHC++sAoFU9jU1OE3zTQZgLcSnGidTUy/B1Sl1q4lH2jxgICTG3AZyjCHansLwwJAXsy9wvrTjAUQ8YtUhqPeL2vNHLRZISYr0kt8AQUHbU2C8hXt4uE/b1TapldNxWHD31ZcLzS+CRxb58RStW9MCtNX6wbkNYt4D9XcQFx3kVqMiKwIWN+AOsWwJHgw9wd4TsaGT1F0VYnP653f6QIVv+sqqj83RFmMDUB69q0h1g6KXIwlVRRg+h/ON4BFmp2qMKqrzamOaZKy3JJ9nKpbm9VgblDFiZpmV9Fb9CRr1Rulk5ZTb2uNVIU0SXnwoEr9JncFZ8Ab6LDY8iaPzN9JnUhIMSf41vPYDDp0el19JzQgR0L9xIfY8XldHP74n18Ar0Z3WKKhzZ77awtlGtYkr4ze9GgZy00QsOdi/dYMnlNUhvvgBClUHDXkv0eAXQicVFxjH/rS749OomDa47RqFcdzuy+wKQuX6cYC3Dr7F0GzXmHL17ZfnTjKbqOUaQF1VpXoGX/xkzvM4fQ2y8dHfwz+NJ3Zi+avVef36euJW+pXPzcYorHcR5ce0xUeCwf/9yf8W2/TNJG3zp3h2LVCnHhQNpvBkrWLkpi2jPiWRR6o45CFfORt1ROnHbF3vDdqd1YP3cre34/TO5i2XE5Xfw+dS2xkXHo9DrafdSCbAUy8yI0kuDsQTjtTvKWzkXeUrkwWoy0GdyUnz9dmur59QYdTfrUpV/5EYxaPIg5Q35Os/jzxunbhD0Op+3gZtw6e4cLB68SExHLZ299y/R945RBmsBU6/FeolGcMYRByQ6nhXUj0roREbgCND7ImK+VbohpocuXLKiVYF2pFNp5dVO8nb26Q+w8PALjmCkQvBFhqAbaIGT8WtDmA21WhHc/xd4uBVqEz2ik80ZCUWKy1uPGWkjHWYShXKpTlJGjEAFzkbG/JRT7JWSTNJkR3gOUokqNn+KqkXS6HAiNHzLiM/D5FEEc8kX3ly3FQZHJRH0K5vYIn+EJXR6dgBHhPQgMNdBoknlpq6io/C0RGi/wGYy07XmlyVQC2txKAkKoP+9poQbR/3DMXmbeGtKc7Qv3ploYaDAZ6PV5Z/wy+KZ5DKPJQPMPGrJ2Vurd49oMbsb+VUfQGXSc2pFOp7QEbp+/S0jujASE+DPi1wF89d73XDv5MtPmF+zLZ2uHU6BsHtbO3krks2g6f9KG90t/nKTNTc6JrWdZ/uU62g1tzvNHL9j4w46kABogPsFmb/eSg2nOKT7GypENJwnOGojT7uSHVzo0JufwuhO0GdiU4KyBHlpyt1tpi+3lZ6HzJ20Z2XgilZqVZeiPfTF7m3A6XBxYfZTvBi1gxK8DOLH1LHqjnqd3PTVpj289wRodz6md55i5fwKbf9rJia1nOLz+BF0SjpsaQgi6j2uf1AZ84oZRZMwRxE8jF3Fg1VEcdicWHzP1u9ek7ZBmBGUOZO7QXzyO4XQ4uX3+HhmyBeIT4EVsVBzD639G5ZblyVVUCbirNC/H/csP2LnIs6LbYDIwduVHrPpmE9ZYG/4ZfXl4PQ1LtAR2LzlA8w8aEJw1kHendefIxpP89tmKJKtDYW4DsWmvG8YaSpc9vBQLNVs659NXQQozuB4jfD5GhqUdRAuvvuB4+XYASxeEuR04LoHGBxxnEUHrFU12YpMYGa0UJfrPUQJPkVGxc3M/fGmHFzsfnBcBAYbKCK/3kLa9CEMFpExWlyAsCHMbpdOi/zeKpOLVwkD3M+SLt8HSDRG84aWbhrQr2XDbPkTwRiTOhPPVQPgMQkZ8pJzCWBsZOdgzgE5O/DKwdAK/nxCEg6EcEiMarWp3paLyj0GTCRG0WnmTZ9uNkrUwgrkFwnuQWhz8GtQg+l+Af0Zfvj7wOVN7zuLKsZed6nIWycbHC/qRIWv6BUD+Gf3o8mlbAkP8WTFjfVIw7p/Rj7eGNCNznhAWjvud6m0q4nqN3ADAaDbisDn4cHYfJnf9hntXHibbZmDcqo/5dfwyTmw7C0CFJmU4se1sqgF0Ijt/20f7j1pwdIOilz687qVzgdFsBMBuTUf3BZzbc5H+3/Ym4lnka5ut7Pn9IJWal2PD3Jevur38LLicLhr0qMX+lUf4fP1IDq45ysSOM4l4FoXJy0TdLtWYvPVT1s3dSvMPGmKNtZExR7BHkxWA+Z8spv+sPkzu9jXlG5Wmz6Qu5CqeA4fNwXtfduenkYs9PLX1Rj0ffN2LqGdRxMVYqdmuMpnzZmRQtdFEPH2ZYYiLjmft7C2c33+ZCetHsPrbzTy549l4w+1ycXrXBSo1K8vhtccZtWQwWxfsYvU3mzCaDdji7fT4rCPtPmrJtl/2EPU8moIV8lGyVlGWTVvLjl/3YTAZUhRZpkZ8jJVbZ+/y44hFaLQaWn/YhE9/H4J0JWSv9aVBXw5Sc6IQPgjvocj4FQhjU4Slq+Jt+iraHAjfCUpwGfsj4ARjXUTwNmTkyJRyCHMP0JdK0koL74GgyZRgU6dckzI7g9LhUJsRGfNVws2LVPTDumIIg5dS2Cf0yGf1QF8K4fW2on8WAhznkNGfgzsqoethws+BJhPCfzbSukdpYx73O8LSSxn7KjISYn8EU92EzowRePhGu8OU7oXaLIBQxrhuJrl+pNpWO/nh4xaDz0iERrEKVCUcKir/LITQgi4b+E1VbEFxAHoQXgjNHyhe/pejBtH/AvQGPdkLZWXcqo+xxdl59vAFAZn8sPiaCU6nXXRyAjL60WZQUxr3roPTobzCfv4gjKsnbhKcNZCuo9sRGxlLkSoFWTJJKQZr8k49StcphsvlZvfSgxzdcBKj2UCBcnnIVyY3sVFxHgE0QL1uNTi8/nhSAA2Qp0QOjm8+ne78HHYnYY/DuX3uLq0/bELB8vmSWlu7nH+ssthg0nNk/QlyFc/x2rExEXEpmq00eaceoXeeULNdZbR6HbMG/OTRXtsaa2XjvB0c23Sa8WuGARD5PIoW/RoxZ/DPHse6dvIW33+0kBG/DuT6qZtsW7iXtyd2YmjNsTR5tx7fHvmCkzvO8fxBGJlyZaRUraJs+nEHiyasYOiPfekwrBWLv1jlEUAn59a5u+xfeZTeX3Tmi85fJX2u0WrIki+z8uYiPJZ63Wuxcd52j86MV47dYNVXG/ls7Qg6DGtJfKyVnb/u5/3SHydptu1WOxYfMwaTIYVVX3IKls/L/auKhMHtcrNy5gYCQvwpXCkfANKN4pkcvxTiVigdBtGBsY4ikUBC7E9gagrO+wjvIciYGS9PoMmC8P9a0UU7X2aWpXU9aDIgAhcirYfBcRi0IQhTS0CHjP9d8aTW5gVDJeSLzpCiPNCOjBqp2Lz5ZgdiFQlGRH8lQE4cZnlbyXxHT0JGvvowoEcEzEdKm1JEqMutNHiJmYvwHYa0H1aCclMDcD2BuJ/w0LcIP6UzofP+y6LJ5EiH0r3RcQakHeE7EtwvkI4Hqb++fRVXKEK+/mFIRUXl743Q+AA+b3oafztUi7t/EUFZAsmSL4SSNYuQo1DWPxxAJ2KLsxHxLIrdSw6we+lBdAYdpWoVZXqf75jYaSZfvT+P6ydv0e/bt1l0dw5l65fg+JYznN19gbcGN2PhjVl8OOcdjBYj3ca059Da4ynOUa9rTTb/uMvjswzZgtAbX/+8Z/G1ULpBCZZMWsWHs/tQv3tN9EY9tnglAx0Y4p/u/lVbV2T/qqNkzPH6jmp5SuQkNJkLR+FKBWj9YRM0Gg1BWQO5dPiqRwCdnGcPwlg/dxtmH8VurEqL8hSqkC/FuIsHr/Dl299RuUV5+n/zNn5BPsRFx7Ni+noGVBrF2d0XiH4Rw/HNp+lXYQTr52wj8nk0BrMBvwy+7Fl6KN1r2PLTTnK/8sBQq0MVDq8/wb4VR/jts+W8XWggmfNkouvotzzGPb33nO8GzSfiWRQHVh7F5G1KUfS4f+UR6nSulub5dXodNdtXYe/vnvNcNXNDkgTn+tlo4mO1YO6ICPwVEbRO+ef9kRJhv+gJ2JEyGum8DEilOYulCxiqIPwmIqMnewTQSbifIV/0QpjrgeVtMLUHbSak43SC3hlFbhHzHSkD6ESkonXWeCFdz5BxS1Jmd+PmK/Py/17xjUYD6JW234ELlY6LMTOQ9v3I6GmKhMO+Axm/DvxmgN9kJRut8UYErUR4D1ECc98vEAE/Kr7O2mDQvPJ9K3wVrXjsbLAfBMdx5IvOSOsuhFcHRW/+OrQ5kGiQrufI9DTnKioqKv9C1Ey0yh/iRWgE49pM48rR6/hn9ENKyY/Df6NkraIM/2UAnzafTPiTCK6fuknLfo0ZWOUTD0nE5p92kbdULj5fP5LP2k0nX+lcqXbP0xl0RId7arddbjcNetRiz+9pB4W+QT4EZPIjd7EcnNx6lhGNPqdlv0Z8c2giMZEx3I28RZdP2zKj99xU989ZJBshuTJyfv9lbp6+Q+m6xTm9M3V9d6ZcGajbpTqZcmagcovyBGUJwD+DHxM6zCBHoawUqVyQrQt2p3s/dy8+QMfhrXA73YxuOYXPN4xg/4ojrPp6E8/uPycocwAt+jeiXtcaDK8/gdG/D0ZKSeY8mXh86wlOh5PjW86keh1P7z0nU84M6WaAASKeRno0q6ncvBwt+zVmVJOXmmu32823/X5kxt7P2PTDDl6ERiRtO7f3EgaTgc0/7mTK9jH8Om6ZR+vydd9tZdKWT7l/5aGH+wgoAfSwn/ux6cedHvuA8r2W6O4yrN4EMufMyMSNIwjOcAON5hlIDUKXFSn8EYELwHEJ6bYjLD2QYS0hdj6YmiAM1RX7NvvRtG+COxQclxVnCsdZpPsJwmckeH+oBMeGUhA1Kt37iP0Q+I5DaEMUt45UkNGTldbbXu+B7+eKs0b8BqVhTFpNUKzrEbo8YCiNjPsNKSMhZg4YKipBe/yJpIBdCl8wt4XY75N2F169kPGrUh5Xl0+Rmbg1oC8PjpQPsy+P0RUZv0S5F8ba4DMctFkQQp/mPioqKir/FtRM9D8Ut9tN1ItoIp9HeWhn/xMin0cxsdNXlKhZhNnHJzN43nsM/bEvs45OIm+pXCwcv4zeXyitl9t/3IrhDSakqim+eeYOU3vOYsCs3lw5eoOy9VM2StHqUn5LmswGQnJnIlextGUWHYa3QqfXUqhCPgqWz0tMeCyXj1zj0c0nGMwGALLkzUTfmT3xCXjZCjqxs+LwhQP4svd3APww/Dc++KoXmfNk8jiHRqOh78xejFv1MQvHLWPV1xvZ8/tBYiLiiHgayeMboWxdsJvYyDhepONQAkq3xvgYK2f3XqT9Ry24dOgat8/fY9Ccd5h1dBIfzf+A0FtPOLXjHB2Ht8JgNvDk7jPaDGqa7nHbDm7G7XN3scXb8U+nWBQgW8EsOB1O+kzuwrdHJlG1VQU+bTYphR2ilJKN87bT6O06KY7x/EEY5RqX5uGNx0zePhqztylpW0xELGNbTeGdad2Yvmc8NdtXoXyjUnT5tC3fHvmCs3svemjKPXmpvg2984y1s7fx4kVxHj2oypMn1YiKzAQR/ZBhbZFxP0PMdKTwUrK9wgjxS5QMr+NYuvcAQNoPAG7FRk7GIqNGg7446AormdzXKoE1ILSAAdzP0x7mvKIc2/UAXM+RMV+m30VQOpTjuqOSSS+sYN8L1k2eGW/nRYQ2Z8IXRvDqB8Z6SnFgcoQXwtwSIXQgTAjf8SACUj+/Vz/FocS6BXCBbQcyrFVCh0UVFRUVFTUT/Q9DSknE0ygOrjnGjt/24Xa6qNCkDI1618Ev2Ae94c9nkMKfRNB9bDsOrD7K4OqjkwrGzN4mmvdtQMt+jfEJ9KbFBw25e/E+T++lHUic3nkei4+Z8KeRBGcLIkveEB7dfFlUd+vsXYpWKeiRuXTYXaz+ZiPDfu7H/FGLPfTSFh8zHYa3IihzAE/uPmPX4v006FGb4tWL8OxBGAvH/c6j2094b3EHti/cS6fhbajQuDTPHoRhi7ORIVswFw9fZWzraTy7r8w79M5Tvuj8FaOXD+X6iZvsXLwfe7yd3l905vKxG/QtM8zjmo5vOUPJWkUZv2Y4w+qN59a5u2TOG+Lh8fwqPoHeuF1uHDYHeUvnom+ZYbhdbrb9ssdj3Jb5u/nqwOd4+VtwudzkK52bCk3KcGzTqRTHrNGuMhmyB+GfwZdLh67Ssn8jfhm7LMW4RDoOb8Xe5Yeo160mA6t8kqp7SyKXj16nXMNSKT43e5uw+Jg5vfMCTd+ty7xz0zmx5Qxn9lzE4mOiyTv1MHubiI6II0veEErXLYYt3sHAqp+mmSkPyhKIPeF7zD+DL58uGcLh9cf5oNxwIp9HodVpqdqqPH0m/Upw4CK0th+VHaOmIH1HIALmKYGeOxI06T9IKBhQLNwSkciYeQifTxXJiLF2Cq9kD4y1wB2vNEsR3iDTvo9oMirFf8KqFBi67qYzrUpIXal0PdyTEF6gy4fwnQT6wkjrJnCcBlMjsCbYW4oAJXOf6Pmq8UE6ryOClirdEa1rFP21vjjC611FweIOUxquJN2aWGTUePD/GqFRXTpUVFT+3ahB9D+M0DtPGVxttIdX8+Wj1/l9yhqm7RpL3tK50afjCZ0aMRFxbP5pJzsXeVqCxcdYWTZtHfExVmq2r0L9HrXYszQdO7IErp++TYkaRZg14Cc+WTqYaT1nJXVNXDt7C30md2FUky+S2ls/ufOUyOfRjG01lc6ftKHnhI7cu/wwoZ12Brb9soefRy9l9vHJ7Ph1PzXaVeHg2mNsW7CHMvVLULp+cQDO7r3EgZXH+PrQRNbO3kKpOsXYvnAv+1YcSTHH2+fv0a/ccMo1KsmQee9z6cg1tAYd80ctTvWazu65yME1R6nTpTobvt9O6w+bpNspsnHvOjy6GUqj3nWZP2pxmk1UpJT8PGYpwxb0I1u+zPQtO4yRv31InU7V2LpgF88evCAkVwYa966LRqfls7emM2PfZ9w8e4dGvetyYttZLh5MqQdu0KMWAZn8WTppDdVaV0w3gAalYY/D7ulukiF7MP4Z/ajcrCxavY4jG06Ru3gOStYpRo4i2TCY9Hj7e7Fn2SEWTViJ0+FkxYz1/HL9W8zepjSD6LeGNmfrz7sp3CYnQ3/6gJ9GLuLcvktJ211OF/tWHOHk9nPMOvoFWXK/jRBOXoTGsHD4cmp1KEnx6iXRaEFoBEqQnLa0RZjqIiM+9PzQcRx02cFxJcGGLtEr+VV0ikTDfhjpugXmVkqXxLTOZW6DtG4EHAhLT2T0+DRGahFeXZDhPcC7P+jLgCPlg9PLa2iGjF+vzNt5HXAhEwsntVkR+jKgLwkaPyULTUJVvr4Q2I8DeoTfDCWL77yFtB9DmBohw/ulPJn9sNJ2XEVFReVfjhpE/4OIeBbFuNbTUm12Yo2zMaLh5yy48g0Bmf5cBsknwDtFAJ2cjfN20HZwM9wuN3rj6zPdBqMOo0XPrXN3mdZzFn0md0Vn0HLtxE0AgrMFMXXHGL7t/xN3Ltzj7J5LtB3UlH3LD/N13x8weZnImD0Iu82R1MjE298Lo9mA2ceELc5ObEQcs45N4ty+S9w6dwcIYvD37xH5NJp5H/9KtdYVWDF9PX0md001iAYlgNUZdJzcdhZrnC3VQsjkbP5pF+NXD2NIzTF0HtWGaq0rcGB1SjlBvtK5qdm+CkNrjmXe+emc2Ho2laO95MyuCyBEkkTmk2aTKFAuL3U6V8MvyJfwpxEsmriSW+fukjFHMAaTnhpvVebKsRv0//pt7l55yNpvNxP2OJys+UJ4a2gLLL5mLD5mvjk8EYuPmaJVC3l4a79K9bcqeTikCCF4b1o3Zn84nyMbFIu4sg1KUrx6YSKfRZIlbyaiwqKRwMoZG5IkRQ6bg2VfruXL3eMY03KKR4t0pdFLc4KzBLJg9GIKt8nJ8wdhHgF0cmIj4/j+o18ZvnAADpuDj+pN4sG1R2xKKEwtXbc4kzd1B0tPiJuX+oUZaiqtsVOVYbiRUeMg4EeE/1fIqDEvvZgBNIEI38+QwgKxP4CMRgT+qjQuSE3yoCui6JljZgJuMLcGSw+I++WVgXqlIDJ+E7hCkbELET5DE/TWqdg0avOAvhRET8SjANL9DKQLjc9HqV87SkW+NNZE6EsqmXR3LOhLINxhCd0YU7N6lGoQraKiooIaRP+jiHwWxa1zab8ejo2M48KBy1RvW+lPHffk9vSDPLfLzaVD1/AN9qFqqwosnbw6zbF6g448JXKxdKrSZvTOxft82nwSzd5vQKlaRdmyYDdLp6wlT4kc9PysA7mL5eDJ3WfkKJyV7AWzcP/qI6yx1hTWeJ1GtWHP8kO0HdyMe1ce0KhXbYbWGkt8jBW9WU+Blh34tPlkytQpTueRrTH7mLl/9REOu4PaHaqwO5WiRf+Mfrw3tTtOhwutTsPGeTvSvQ/x0Va8A7woUDYPM9/7niHz3qdyi/Ksn7OVhzdCCQzxp2X/xlRpUZ74mHjGrvoYrVb7h17Xu91udi3ZT/0eNVn99SaunbiZ9NCRnCbv1GPrgj2UrFmEBaMWc+/KQ0rVLkbzDxriG+jN0wdhzP9kMTfP3KFam4oUKJuHfSuO8M7Uboxs9HmqGfEM2YKo1Kwsv45fDkD+Mnno9XkngrIG8NaQ5jR6uw4Zsgdx8dBVxrScwvCFA5g1YD5HN55i6Pz3mXt6GosmrmT34gNY42yc23OJWu2rMGPvZ4TeecrVYzfwz+hLrmI52LfiMJO6fo3WoHTI2r30QIr5JOfYptOK9EMjUmS2Y8JjlayroSxSvA9xvyZrLKIHczOEuZPSOlwT6Bkw6suBK1zpIBj3M9LUFuE/VylEdD0GbWbQhCjdGON+Tuo0KCNHIvy/RcYtV1rpylhFc2zpgjC3RUZ9QmKXQxm7WPGvtvRAxq8B9yOErphSSOi8hTA3BVNtZa7CCIHLlCLHJHmFTvG79n4voYFKKg4i0pbys1cQQgvaICAI6Y5THhysa9LZw6DMR0VFReVfjhpE/4O4c/Hea8ec3//ng+hX3RNSIzYqjgfXHlGtTUXKNSjpoVtOTvMPGhIXHUfkU0+9cI22lZjxzlxCExp/XDhwhQsHrjB25Uf8PHopwVkDmbT1UyZ3/caj7bXRbKDjyNbUbFeZCwevEJIrI15+FgZUHJnqvI9uPEWWvCG0GdiEyVs/JWu+zBStUpAyDUqyYvp67l56gMXXQv3uNWn6bj0cDiejm0+m08g2eAd4pXpNeqOezqPaULl5OR5ce0Sj3nXJXyYPj28/oVi1QoqdYLYgol9Ec2TDSbb9sofanaqSNX8IOr2W8o1Ls2/54TTvbdn6Jbh/9RE7f9vPl7vHcXjtiaT7lJwchbJSvlFpBlX9hMrNyyY9aJzZfYEzuy+kGH/x4FUa9KjF/E+WcGjtMcat/JjvP/rFo/FLqdrFGDjnHYwWAz9f/QaXy43eqGP2gPkcWncci68Fs5eRqLBoHHYn9brVIGu+EPp/25sBs/qgM2jxC/al52cd6PrpW7icLkXmEeCF0WwkOGsgxaoWwhpnY+nk1SyeqLhJaFGC6LR8rhNxu9047E58Ar0pVq0QuxYnC7qFQDquQWR/sHRFBC5UvJZxgjYH2PYgw98GS0fFes666eWu3gOV7oKgFOe5n4JXb8XtQ/goGmRsim+zbc/LczovK220za0RQatBWAAtaHwVRwu/6cr5ESD0CI1S1Cd8+iOlG2ndiZDx4DilBNwyochTE4Lw/hD8pijHdIcr2mbrZmT4e0rWOQU60Iake/9eRWgs4NUbmV4QbWqWcF0qKioq/27UIPofRHLXibTw/5NSDoCSNYu+dkzhivk5se0svkE+9BjfAd9gH/b8figps2myGGnRryGl6xbHGmvzKCbsM6UrN87cTjUwtMc7cNqdnNx+jkmdv+ajBf1ASq6fuoXZ20T+Mnm4c/E+75X6iNjIOIb/0p/QO0/TDfy3zN9Fh2EtKVOvBHabnajn0QSE+NNnclf8MvjitDt59vAFXn4WNs7bztN7zzm45hgNutdMkf3VG/VMWDeCQ2uP0b/iSA8nlHINS5KrSHYOrD6GwaTn18+WJ237efRSFt+fi0aroce49hzffJpqbSpSr2sNvPwsxMdY2bXkAHuWHqLn552Y/eF84qLj+fLt7xizYigbvt/OrsUHsMZalaC/Ww0a9KzNpC5f47A7EUIghFAypWlgMOlxJTTOWT9nG1nyhjB1xxjCHocT8TSKkFwZcLslD6+Hcn7/RZp/0JjpPWdRs31l+s/qTZZ8IWxfuJfwp5HkKZGTt4Y0p0y94gRk8k86R3yslavHbvBN/x+T7p3ZWyk47DiiNV5+ZqyxNrQ6La36NybiaRSbf9yZtH/W/Jm5eTrttytGswGDSY/Fx0znT9qye8nBl9csJQ5rDHqcSjY57helsA9NQtCZsFbShqKbBjAhfMcAEmzrX57Itgdp24Pw/x5p24kwd0O+aJ/6pGS0oou29EBoM3psSr+Frhuh8UPGzvUMzAHcocioUQif0UhdIYiaiPD/Ahk7R8mkp4apMQhzOudLA21m8BoAsd+msi0vwmeo2slMRUVFBTWI/keRq1h2LD5m4qLT+KMK1O5Q9U8fNyR3RrLmC0nRmjqRvKVyYfG1cPfifU7tPE90WDS5i+ek3dAW3L/6CJ1eS0jujOz5/SD2eAcPrj+mfKNS5CySnVodqnBs8+kkqUByNBoNeUrkwC+DL0WrFaJhz9ocXnecVV9vomD5vOQtmYuw0HC+evel3jUmIpZze1PX0CYSH2MlJjJOcYGwOti7/DCndpynSZ+6ScHnjVO3OLzuGH2n96RF30ZIJEII1s/dxt1LL/WuHYa15PD646z7bmuK85zYepboF3MY9kt/vvngB49tbrcbAbilxDvQmx8vzGTjvO1M7vYt4U8i8A3yoWGv2vxwfjoXDlxJKlK8de4uw+tPoGGvWnx3fDJCq0EIWP3NJj6uO564KCVzefnodcrWL5HmGwGA2h2rYvYx8cmSQeQvk4f9K48wd8gvVGtTCe8AL87tu8zpnedp0LMWNdtX5eCqI1RtXYEilQtyeud56nWrQZtBTdFoBG63JDDEH61O63GO2+fvMbj6aA+ZSHyMlZUzN3D99C36zujFnEEL8PK30HpgE7qPa0fnUW04vOkEYKPVgCbsW5a6Zh2gfveaSU1rMmQLYsSvA5jSYxZul5vHt54Qb82DPkkuI1Pt6icMVZHuMISxGhjKI21HILx7ypNpghW3j/hligWesSHYUq47AOY2IEypb0sDIXRIYUgZQCdDxnyLCFqNdD9Gxn6P8P9GKYp8NZDWl0Qka9f9p+ah8QWv7mCsiYz9TmlUI3wRli5grIfQ/rkmTSoqKir/VNQg+h+E0GjoNq493w99tVBJodHbdV5veZsKLqeTkYsGMq7NtBT+z5nzZGLoj31xu1wc2XCSvcsOM/Snvkgpmd5nDrGRcbhdbjLlykCH4a24dfYuEU8jKVK5ILU7VmVUk4k8uplKu2KgcotyREfE0uOzjrx49IKJHWcmNft4/iCM5u83ZMY7czz2iYmM+0PFjYlWfy8ehTN3iHK/UrON8/b34r1pPTB5GYl8HsX41cP4bcIK9i4/jNvlpmqrCnxYOe1mHFeP3yA2Mo7nD8I8Pi9cqQAAGo0g8lkUU7rP4vqpW0nbo8KiWf7lOo5uPMXwhQMwWYxJ2fXo8BhWzNhAoQr5qdKyPL+OX87aWVs8jr/uu60M/O4dTu+6kORykhyfQG8a9KzN7Qt3yZgzAxLJw5uh7F91lP2rlOYkuYvn4OP5/ZjeZw43z95J2lej0dDw7doUKJsH3yBvjObU9bERz6KY+e73aTqPnNtzicc3Q4kOj+HcvkscXneCIpULMH7NcJr0rsumTZvIViAzbw1tzorp61Psn7NINrqNbYfJopzf4mOmcotyLLozh20L93DzzB0inkt8s5QDx6vtthMvJhPoS6LRBiGlG1y3IXpSynHCG+E3HRmjZGdl9BREwA9IjQ/Er+VlwZ8BLO0Rll5Kx8A/gSLnSHmdnoMiwPVI8a+2bkYiEEFrwbYbaT+heD+bGisBvOMyUlNF0Tz/SYTGDwwlQDctIVOvAY0/QqitBVRUVFQSUYPofxBXjlzDaDYw5Me+LPliVZLzgX8GX1r2b0yBcnnZMn8XvSZ0+lPH3bfiCPuWHWbsyo+5ff4uJ7adRaMRVGhShix5Q/jy7e9o0LMW+Urn5vz+y0zrNZvSdYvTdfRbFCiXF4ATW8+w4JMl3Dh9O+m4Z/dc5OMF/RnXZlpSh7pEClcqwPvTezDv44UUr16YM3suenTLE0Lg7W9J4Ul9avs56nWrwbFkThKvkjFHMGYfE9ZYG8umrU332rf/spfuY9tj8jLiF+yL2+Wmy+i2dBrZGoQg9PZTHPb0m9ns+HUfxaoV8sjkdxjWEq1Bi3RLDq457hFAJ+fe5QfsW36IWh2rsmX+y3boJouRAuXyojfq8c3gk+p+e5YdZOyKj/hu0AIPqUzekrkYuehDLhy8zNYFe9AbdNTtWp0un7Sl9YAmbPtlD5HPoug8qg2fNJvk4aABShZ984878Qvyocsr7cCTY4+3cedC+jr9XYv3U7VVBW6fV8ZdOnyNX8cvo9cXyveoy+mmaJWCFKtaiA0JbwF8Ar2p27UGJWsWITYijsCQl81CzN5mzN5mOg5vhcPuRK/XIfgK+aIHuF4pxNQEKTrpRF2y0CC1uRDBm8C6HmndDLjBUA1haqgE0PaEAlQZgwzvg/DqDUErFc20OwZ0+ZHoQROA0PzZ4js3/JHW2jICdEVBUxFhfgtse5UAWpcXpB0ZMwOcNxQdddDqhKLB/wyh8QFSfn+pqKioqKhB9D8Kp9PNNx/8QKVmZen/bW/8M/jidkscNgdbF+zitwkraDWg8Z8+rsvh4vLR6wyoNJLi1QtTsEI+QNHRJsoMXE53gievwumd53lw7TGzj01CCMGG77d7BNBAUrHbxI0juXv5Aad3nMdgNlClRXmEgO8GL6BEjSJkK5gVCSks5tzulHrf8/sv02dyV7IVyMKDa49SvZ53p3XHN8ibmBex3DqXfpBni7cnNZcBCMjkj8XPQnxUPFLA/cvpdJxLwOV0otEqGTyTl4l3pnblwbVHFKqQH7fL7REcp8aW+bv5ZMkgj3G9J3fh0Y1QMufJRPU2lfjh499wuz0zvuvnbOPRjVAGff8e/hl9iXweTYZsQUgpmdF7DhcPv/SPPrP7AhlzBDN5y6cEZvYnJFcGbl+8lyKATs7qbzbRZlCzpEzwq1jjXm+DFhMRh8nbU/awdcFuOoxopcxr13mmdJtFrqLZafh2HZq+W5+46HgOrDrKTyMWUaxaIcau+gjfQM9AT6PRYDQl6pwzQtAicFxBxq8EnAhjfTBUVoLdZNlVxakiGGnpjjC1AmzI6BnIsPbAKzp7Gau0w46Zg8iwD+U1jxaN9j9rQqI4iVRKv6gPQFcY4TcBaT+KjPz4pUTFtt1znDsUZDjwnwfRKioqKippowbRf5LZs2czbdo0QkNDKVmyJN9++y0VKlR409MCoEDZPAAc2XAyybv3Vaq1/vNzLdewFD+OWAQoQer5/ZdTjClapSDLpnpmdRu9XRvvAC/0Bj29J3VheP3PUux3ZvcFPqoznoU3ZlGnUzWssTbGtJySdI7D606g0WqYfWwyZm8T8TFWQPFwdjtd+Ab5EBXmmb2b3mcOoxYP5Ifhv3F65/mkz30Dvek9sTNl65dAq9Wi1WvxCXy9ZlRv8PwxMZoMSQFavjK50Wg0KQLY5FRuXp6wxy8oXKkAeUvlZtMP27ly9AYNe9UBZKot0pMT+TwqSfdbuGJ+2n/ckse3nxCcXQmOIp5F0XpgE1bO3JBi35Pbz1GuUWkqNS1Lmbq5CH8SQc8CH6aqm3967znTes1mzMqP0Bv1fDdwfrrzssXbeXwrNE3fcW9/L3R6Xbpt53MXz0HoK4G6Ld6OLUG6svknpcjwzsX7qcqUzu27hMOainfyKwhNIBirgL4sIBGa9PXKSjAdgHQ9B/tRUgTQydFkUPb5v9AKG2sozh9JVnyvYKiidEUUBsVNJBWNtwfuuPS3q6ioqKj8x6gCtz/B77//zpAhQxg7diynTp2iZMmSNGzYkKdPU7pKvAksvoomNC2y5s9MtgJZ/vRxg7IEkq907jS3l6hRhNDbTz0kGUGZA2j2XoMk7XHBcnkZ9kt/zK9kHYOyBDJ9z3i8Ayzo9DosPmbqdq3uMcbtcvPbhBWMXfERFp+XbgNbf95Ni34NU8zn3uUHjG/7JbU7VmXhzVl8tnY4ALOOTqJWx6p4+ytWdd7+XrQe2CTday9evfBrNdZV26T9YBKSKyO+wT7sW36YjfN20L/CCDbO20GPCR3wz+CLVqclJFeGdI8flDmAgEx+fHtkEi0+aMSyaWvZv+II/hkUze3BNUcpWqUg78/oQYbswUn7ZSuQhY/n98Ng1HHxkGILeGrH+XQLTy8fvY4tzo7Z20Q6xh5JpDfGZDFQs33lNLdrNBrqdqnOriUpu1zqjMqDS1xU2nNNJDXNd1oIjfG1AbTnJAMQXj3TP6ZXz5ettP9/0fghAn5O3VVDmxvhNxWh9QdhRBjKv+Zg2j9tcaeioqKi8sdRM9F/ghkzZvDOO+/Qq1cvAObOncvGjRuZP38+I0aMeMOzUyzuhsx7nwmRM1I4VGQrkIUp20fjn/HPv2r2z+DL5+tHMLLxxCTtaiIFy+djwKzejGqqFGMJISjfqBQD57zrkaH08rNQ463KlGtQiivHrxP28AW5imYnW4Es+AR5o9UqxU8arYYabSvz6Hooy6evT7IrO7jmGHqTnnnnp3N43Qmlu54QNOhei/AnkWz83vNVdlx0PHlL5SY4WxDB2QJ5uOkOfhl80es9A+LCFfNTpHIBLh1O2aLbYDLw4Xfv4BuUtib00c1Q+s7oScyLGE7v8vRizpI3hFFLBvH1+/OSNM8arYY+X3SheLXCAPgG+/DW0ObMfPf7NM/R/IOGLPh0SVLXyHylczNxw0j8gpUgOmP2DHzeYSbV2lbko5/6YvG1IAS8CI1g/ZytHN9yhslbRyOl5Ozei2meJ5H7Vx6QNV8ItTtWZfeStJudGEwGMufJlOZ2i6+F96Z15+bZuym00UII+s/qzYHVR5McRRLJWzJX0sNX3lK5uHHqTprn8PKz/KFC0v8UIbRIc0uIXw/OlF7b6IqBucV/VLyX+vn0SH0RRPB2RZdt2w/CgDC3A0NZJaOeOC9TU4ieTpotzY31/jOLOxUVFRWVP4QaRP9B7HY7J0+eZOTIkUmfaTQa6tWrx+HDqTfKsNls2GwvXwNHRSmZWofDgcPx+lfQ/wleARZGLRlIxNNI9q88itPuSCoA9Mvg+x+f1zeDD19s+YQn955xZN1xNBoNVVpXIDhzIBqdhhn7x2ONtmLxM2MwGfDys+B0er7G1+gE3oEWyjUs6fG52+32kEOYfIy0G9aCph/U5+Cqo4Q9DqdQ+XwUrVoIoREUqpSXoGwB6HRaXMJF509a0+7j5uxfcYTI51EUqVKQwhXy4+VvAWTSNad27RY/M6NXDGXV1xvYtmAPcQlykRI1CvPu1G5kyBmY7j0LyhrApy2+YPgvH+J0Otm/8ggOm5NyDUqSJV8ITruTpn3rcf/KQ0JyZqRyy3KYvEwYvQxJx63YrCyl6xfjwoGrKY6fr3Ru6narzuYfd9JxVCuqtCxPhmzB+AR7J+1fvmkpDMP0HN5wgsMbUrpQBIT4kaNoVpxOJwGZfNGb0w86zb4mHA4H+cvmJkv+TDx7kLrcpEW/BhjMunTvj3eQF5O3fsKFg5fZ/NMu4qLik1qWH910ipVfb/SYj0Yj6PdtLyx+Sra41YeNU81UJ82hf0MMXvr/2s+Tgg/SZy5YNyJjlyhaY00IwqsTmJoiXD7g+r8+fwBS3xl0rQENQuOlNDpMdh7ptoDP98jwAaRoB67LjzB/gnCZ/gtzS5v0ftZU/pqoa/b3RF23/y5/9L4KmV43BpUkHj16RNasWTl06BCVK798RT1s2DD27t3L0aNHU+wzbtw4xo8fn+LzxYsXY7GozQpUVFRUVFRUVP5qxMXF0blzZyIjI/H1TduuVM1E/xcZOXIkQ4YMSfo6KiqK7Nmz06BBg3QXReX/FofDwfbt26lfv34KOcf/Bc8ehDGq8USe3vf0gjZZDExYP4LcJXKi17/+R01KSdTzaEXCIgQ+gV5JMpfXERsZx4WDV1j0+cqkZjAFy+Wl54QO5C6WI6kwMSY8lp9G/saupYdSPc7A2X2o1q4SBsPL+xT5LIqn959z4cAVjBYj5RuVxOJjwcvv/+9B0BprxRpjIzYqHoNZh8FkSJKoJF8zh9VJ1LMo1n63ldsX7uET4E2Lvg3JWTQ7vkF/vpnIPxEpnQkNV7RvtJvgf/tnTeX/HnXN/p6o6/bfJVE58DrUIPoPEhwcjFar5ckTz2r4J0+eEBKSevGO0WjEaExp/6XX69Vv+jfAf+u+Z8kdwlf7J3Jy2xm2/rwHp91J+caladC9Jr7BPkn63j9CcJb/zI7MP9iPai0rUqxKYZwOpe23Tq/DL9hTzx2Q0Z93p/Ygc+4QVs7cSHR4DKB0pXx3ajdK1y2Ol5dnEBacJYjgLEEUqVjwP5pbWuj99fj4+5BeWaVer8diseAX6Ms7U7phi7Wh02ux+KpvcjzRA38d/bP6O+7vh7pmf0/Udfvv8EfvqRpE/0EMBgNly5Zl586dtGrVClC0vDt37qR///5vdnIqbxz/DL7U7VKDik3LIt0Ss68Jne5//+OV6NiRHr5BPrQf1pIm79THGmtFo9VgNBvwDfZBo/nrGvYktxZUUVFRUVF506hB9J9gyJAh9OjRg3LlylGhQgW++uorYmNjk9w6VFQS7fP+6ugN+gT3lP+sMYiKioqKisq/HTWI/hN06NCBZ8+eMWbMGEJDQylVqhRbtmwhU6a0bb5UVFRUVFRUVFT+eahB9J+kf//+qnxDRUVFRUVFReVfzl9XAKmioqKioqKioqLyF0UNolVUVFRUVFRUVFT+JGoQraKioqKioqKiovInUYNoFRUVFRUVFRUVlT+JGkSrqKioqKioqKio/EnUIFpFRUVFRUVFRUXlT6IG0SoqKioqKioqKip/EjWIVlFRUVFRUVFRUfmTqEG0ioqKioqKioqKyp9EDaJVVFRUVFRUVFRU/iRqEK2ioqKioqKioqLyJ1GDaBUVFRUVFRUVFZU/ie5NT+DfhJQSgKioqDc8k38XDoeDuLg4oqKi0Ov1b3o6Kn8Adc3+nqjr9vdDXbO/J+q6/XdJjNMS47a0UIPo/yHR0dEAZM+e/Q3PREVFRUVFRUVFJT2io6Px8/NLc7uQrwuzVf7PcLvdPHr0CB8fH4QQb3o6/xqioqLInj079+/fx9fX901PR+UPoK7Z3xN13f5+qGv290Rdt/8uUkqio6PJkiULGk3aymc1E/0/RKPRkC1btjc9jX8tvr6+6i+bvxnqmv09Udft74e6Zn9P1HX775FeBjoRtbBQRUVFRUVFRUVF5U+iBtEqKioqKioqKioqfxI1iFb5x2M0Ghk7dixGo/FNT0XlD6Ku2d8Tdd3+fqhr9vdEXbe/BmphoYqKioqKioqKisqfRM1Eq6ioqKioqKioqPxJ1CBaRUVFRUVFRUVF5U+iBtEqKioqKioqKioqfxI1iFZRUVFRUVFRUVH5k6hBtMo/ksmTJyOEYNCgQUmfWa1W+vXrR1BQEN7e3rRt25YnT568uUmq8PDhQ7p27UpQUBBms5nixYtz4sSJpO1SSsaMGUPmzJkxm83Uq1eP69evv8EZq7hcLkaPHk3u3Lkxm83kzZuXCRMmkLxGXV23N8u+ffto3rw5WbJkQQjBmjVrPLb/kfV58eIFXbp0wdfXF39/f3r37k1MTMz/8Cr+faS3bg6Hg+HDh1O8eHG8vLzIkiUL3bt359GjRx7HUNftf4saRKv84zh+/Djff/89JUqU8Ph88ODBrF+/nuXLl7N3714ePXpEmzZt3tAsVcLDw6latSp6vZ7Nmzdz6dIlpk+fTkBAQNKYqVOn8s033zB37lyOHj2Kl5cXDRs2xGq1vsGZ/7uZMmUKc+bMYdasWVy+fJkpU6YwdepUvv3226Qx6rq9WWJjYylZsiSzZ89OdfsfWZ8uXbpw8eJFtm/fzoYNG9i3bx/vvvvu/+oS/pWkt25xcXGcOnWK0aNHc+rUKVatWsXVq1dp0aKFxzh13f7HSBWVfxDR0dEyf/78cvv27bJmzZpy4MCBUkopIyIipF6vl8uXL08ae/nyZQnIw4cPv6HZ/rsZPny4rFatWprb3W63DAkJkdOmTUv6LCIiQhqNRrlkyZL/xRRVUqFp06by7bff9visTZs2skuXLlJKdd3+agBy9erVSV//kfW5dOmSBOTx48eTxmzevFkKIeTDhw//Z3P/N/PquqXGsWPHJCDv3r0rpVTX7U2gZqJV/lH069ePpk2bUq9ePY/PT548icPh8Pi8UKFC5MiRg8OHD/+vp6kCrFu3jnLlytGuXTsyZsxI6dKl+eGHH5K23759m9DQUI818/Pzo2LFiuqavUGqVKnCzp07uXbtGgBnz57lwIEDNG7cGFDX7a/OH1mfw4cP4+/vT7ly5ZLG1KtXD41Gw9GjR//nc1ZJncjISIQQ+Pv7A+q6vQl0b3oCKir/VyxdupRTp05x/PjxFNtCQ0MxGAxJv2wSyZQpE6Ghof+jGaok59atW8yZM4chQ4YwatQojh8/zocffojBYKBHjx5J65IpUyaP/dQ1e7OMGDGCqKgoChUqhFarxeVyMXHiRLp06QKgrttfnD+yPqGhoWTMmNFju06nIzAwUF3DvwhWq5Xhw4fTqVMnfH19AXXd3gRqEK3yj+D+/fsMHDiQ7du3YzKZ3vR0VP4AbrebcuXK8cUXXwBQunRpLly4wNy5c+nRo8cbnp1KWixbtoxFixaxePFiihYtypkzZxg0aBBZsmRR101F5X+Aw+Ggffv2SCmZM2fOm57OvxpVzqHyj+DkyZM8ffqUMmXKoNPp0Ol07N27l2+++QadTkemTJmw2+1ERER47PfkyRNCQkLezKT/5WTOnJkiRYp4fFa4cGHu3bsHkLQurzqoqGv2Zvn4448ZMWIEHTt2pHjx4nTr1o3BgwczadIkQF23vzp/ZH1CQkJ4+vSpx3an08mLFy/UNXzDJAbQd+/eZfv27UlZaFDX7U2gBtEq/wjq1q3L+fPnOXPmTNK/cuXK0aVLl6T/1+v17Ny5M2mfq1evcu/ePSpXrvwGZ/7vpWrVqly9etXjs2vXrpEzZ04AcufOTUhIiMeaRUVFcfToUXXN3iBxcXFoNJ5/OrRaLW63G1DX7a/OH1mfypUrExERwcmTJ5PG7Nq1C7fbTcWKFf/nc1ZRSAygr1+/zo4dOwgKCvLYrq7bG+BNVzaqqPy3SO7OIaWU77//vsyRI4fctWuXPHHihKxcubKsXLnym5vgv5xjx45JnU4nJ06cKK9fvy4XLVokLRaL/O2335LGTJ48Wfr7+8u1a9fKc+fOyZYtW8rcuXPL+Pj4Nzjzfzc9evSQWbNmlRs2bJC3b9+Wq1atksHBwXLYsGFJY9R1e7NER0fL06dPy9OnT0tAzpgxQ54+fTrJxeGPrE+jRo1k6dKl5dGjR+WBAwdk/vz5ZadOnd7UJf0rSG/d7Ha7bNGihcyWLZs8c+aMfPz4cdI/m82WdAx13f63qEG0yj+WV4Po+Ph4+cEHH8iAgABpsVhk69at5ePHj9/cBFXk+vXrZbFixaTRaJSFChWS8+bN89judrvl6NGjZaZMmaTRaJR169aVV69efUOzVZFSyqioKDlw4ECZI0cOaTKZZJ48eeQnn3zi8YdcXbc3y+7duyWQ4l+PHj2klH9sfcLCwmSnTp2kt7e39PX1lb169ZLR0dFv4Gr+PaS3brdv30512/9r7/5C2fvjOI6/NLXJasoVZVc0VyuKlBZKKDdqspQrVkuJ5AKRK7uSO/lzcTRutJGkuFGkJoULm1ohueDKBcp2t+x39Vu/5Vu/7+mH6ft7PmoXp885p/enc/Pqs/f5HEmZo6Oj7D14bt+rIJP5x2emAAAAAPwreqIBAAAAkwjRAAAAgEmEaAAAAMAkQjQAAABgEiEaAAAAMIkQDQAAAJhEiAYAAABMIkQDAAAAJhGiAQAAAJMI0QCAXzo9PZXFYlFnZ2e+SwGAH4fPfgMAfsnv98tut8swDF1fX6u8vDzfJQHAj8FKNADgg2QyqXA4rMHBQXV2dioUCuWM7+7uqqqqSjabTS0tLVpbW1NBQYFeX1+z50SjUXk8HhUVFamiokLDw8NKpVLfOxEA+CKEaADAB5FIRNXV1XK5XOrr69Pq6qr+/uPy/v5e3d3d6urqUiwWUyAQ0NTUVM71d3d36ujokNfrVTweVzgcVjQa1dDQUD6mAwCfjnYOAMAHjY2N6unp0cjIiNLptMrKyrS5uanm5mZNTExob29PV1dX2fOnp6cVDAb18vKikpIS+f1+WSwWraysZM+JRqNqampSKpWSzWbLx7QA4NOwEg0AyHF9fa2zszP19vZKkgoLC+Xz+WQYRna8rq4u55r6+vqc41gsplAoJLvdnv21t7fr/f1d9/f33zMRAPhChfkuAADwsxiGoXQ6nfMiYSaTkdVq1cLCwm/dI5lMKhAIaHh4+MOY0+n8tFoBIF8I0QCArHQ6rfX1dc3Pz6utrS1nrKurSxsbG3K5XNrf388ZOz8/zzmura1VIpFQZWXll9cMAPlATzQAIGtnZ0c+n09PT09yOBw5Y+Pj4zo8PFQkEpHL5dLo6KgGBgZ0eXmpsbExPT4+6vX1VQ6HQ/F4XA0NDerv75ff71dxcbESiYQODg5+ezUbAH4yeqIBAFmGYai1tfVDgJYkr9eri4sLvb29aWtrS9vb23K73VpaWsruzmG1WiVJbrdbx8fHurm5kcfjUU1NjWZmZthrGsAfg5VoAMB/FgwGtby8rIeHh3yXAgDfgp5oAIBpi4uLqqurU2lpqU5OTjQ3N8ce0AD+VwjRAADTbm9vNTs7q+fnZzmdTo2NjWlycjLfZQHAt6GdAwAAADCJFwsBAAAAkwjRAAAAgEmEaAAAAMAkQjQAAABgEiEaAAAAMIkQDQAAAJhEiAYAAABMIkQDAAAAJv0FZfblhwmQLvYAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kmeans = KMeans(n_clusters=3, random_state=42)\n",
"data['Cluster_KMeans'] = kmeans.fit_predict(features_scaled)\n",
"\n",
"# Визуализация кластеров неиерархически\n",
"plt.figure(figsize=(8, 6))\n",
"sns.scatterplot(x='Age', y='Income', hue='Cluster_KMeans', data=data, palette='viridis', s=50)\n",
"plt.title('Кластеры (K-Means)', fontsize=14)\n",
"plt.xlabel('Age')\n",
"plt.ylabel('Income')\n",
"plt.legend(title='Кластер')\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"5.Оценим качество"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Коэффициент силуэта (K-Means): 0.374\n",
"Коэффициент силуэта (Иерархическая кластеризация): 0.339\n"
]
}
],
"source": [
"silhouette_kmeans = silhouette_score(features_scaled, data['Cluster_KMeans'])\n",
"\n",
"silhouette_hierarchical = silhouette_score(features_scaled, data['Cluster_Hierarchical'])\n",
"\n",
"print(f\"Коэффициент силуэта (K-Means): {silhouette_kmeans:.3f}\")\n",
"print(f\"Коэффициент силуэта (Иерархическая кластеризация): {silhouette_hierarchical:.3f}\")\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "miivenv",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}