{"metadata":{"_change_revision":0,"_is_fork":false,"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Plot a Confusion Matrix\n\nI find it helpful to see how well a classifier is doing by plotting a confusion matrix. This function produces both 'regular' and normalized confusion matrices.","metadata":{"_cell_guid":"ec96b202-b504-a30d-7690-b456905dd198"}},{"cell_type":"code","source":"import numpy as np\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport pandas as pd\n\n\ndef plot_confusion_matrix(cm,\n                          target_names,\n                          title='Confusion matrix',\n                          cmap=None,\n                          normalize=True):\n    \"\"\"\n    given a sklearn confusion matrix (cm), make a nice plot\n\n    Arguments\n    ---------\n    cm:           confusion matrix from sklearn.metrics.confusion_matrix\n\n    target_names: given classification classes such as [0, 1, 2]\n                  the class names, for example: ['high', 'medium', 'low']\n\n    title:        the text to display at the top of the matrix\n\n    cmap:         the gradient of the values displayed from matplotlib.pyplot.cm\n                  see http://matplotlib.org/examples/color/colormaps_reference.html\n                  plt.get_cmap('jet') or plt.cm.Blues\n\n    normalize:    If False, plot the raw numbers\n                  If True, plot the proportions\n\n    Usage\n    -----\n    plot_confusion_matrix(cm           = cm,                  # confusion matrix created by\n                                                              # sklearn.metrics.confusion_matrix\n                          normalize    = True,                # show proportions\n                          target_names = y_labels_vals,       # list of names of the classes\n                          title        = best_estimator_name) # title of graph\n\n    Citiation\n    ---------\n    http://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html\n\n    \"\"\"\n    import numpy as np\n    import itertools\n\n    accuracy = np.trace(cm) / float(np.sum(cm))\n    misclass = 1 - accuracy\n\n    if cmap is None:\n        cmap = plt.get_cmap('Blues')\n\n    plt.figure(figsize=(8, 6))\n    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n    plt.title(title)\n    plt.colorbar()\n\n    if target_names is not None:\n        tick_marks = np.arange(len(target_names))\n        plt.xticks(tick_marks, target_names, rotation=45)\n        plt.yticks(tick_marks, target_names)\n\n    if normalize:\n        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n\n\n    thresh = cm.max() / 1.5 if normalize else cm.max() / 2\n    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n        if normalize:\n            plt.text(j, i, \"{:0.4f}\".format(cm[i, j]),\n                     horizontalalignment=\"center\",\n                     color=\"white\" if cm[i, j] > thresh else \"black\")\n        else:\n            plt.text(j, i, \"{:,}\".format(cm[i, j]),\n                     horizontalalignment=\"center\",\n                     color=\"white\" if cm[i, j] > thresh else \"black\")\n\n\n    plt.tight_layout()\n    plt.ylabel('True label')\n    plt.xlabel('Predicted label\\naccuracy={:0.4f}; misclass={:0.4f}'.format(accuracy, misclass))\n    plt.show()","metadata":{"_cell_guid":"35eff6dc-5645-ac99-ff4e-98f9dc8c305b","execution":{"iopub.status.busy":"2023-04-11T06:40:58.467771Z","iopub.execute_input":"2023-04-11T06:40:58.469109Z","iopub.status.idle":"2023-04-11T06:40:58.483135Z","shell.execute_reply.started":"2023-04-11T06:40:58.46906Z","shell.execute_reply":"2023-04-11T06:40:58.481753Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize = (8, 6))\ncm           = np.array([[0.92, 0.02, 0.01, 0, 0, 0, 0.02, 0.03, 0, 0],\n                           [0.01, 0.88, 0.04, 0, 0.03, 0.02, 0.01, 0, 0, 0],\n                           [0, 0.03, 0.92, 0.02, 0.01, 0, 0.01, 0, 0, 0],\n                           [0.01, 0.02, 0.01, 0.90, 0.02, 0.02, 0, 0.01, 0.01, 0],\n                           [0.01, 0.03, 0, 0.02, 0.92,0.01, 0, 0, 0, 0],\n                           [0, 0, 0, 0.01, 0, 0.96, 0.02, 0, 0, 0],\n                           [0, 0.01, 0.01, 0, 0.01, 0.09, 0.86, 0, 0, 0.02],\n                           [0, 0, 0.01, 0, 0, 0.01, 0.02, 0.94, 0.02, 0],\n                           [0, 0.01, 0, 0.01, 0.05, 0, 0, 0, 0.92, 0],\n                           [0, 0, 0, 0, 0, 0, 0.01, 0, 0.02, 0.97]\n                          ])\ntarget_names = ['Bacterial spot', 'Early blight', 'Late blight', 'Leaf Mold', 'Septoria leaf spot', 'Spider mites', 'Target Spot', 'Tomato Leaf Curl Virus', 'Tomato mosaic virus', 'healthy']\ncon_mat_df = pd.DataFrame(cm, index=target_names, columns=target_names)\nsns.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)\nplt.tight_layout()\nplt.title('Confusion Matrix')\nplt.ylabel('True label')\nplt.xlabel('Predicted label')\nprint('Accuracy: ', np.trace(cm) / float(np.sum(cm)))","metadata":{"execution":{"iopub.status.busy":"2023-04-11T06:57:46.386238Z","iopub.execute_input":"2023-04-11T06:57:46.38666Z","iopub.status.idle":"2023-04-11T06:57:47.301203Z","shell.execute_reply.started":"2023-04-11T06:57:46.386622Z","shell.execute_reply":"2023-04-11T06:57:47.300092Z"},"trusted":true},"execution_count":63,"outputs":[{"name":"stdout","text":"Accuracy:  0.9236180904522613\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"plt.figure(figsize = (8, 6))\ncm           = np.array([[0.93, 0.01, 0.01, 0, 0, 0, 0.02, 0.03, 0, 0],\n                           [0.02, 0.82, 0.08, 0, 0.04, 0.02, 0.02, 0, 0, 0],\n                           [0, 0.02, 0.93, 0.02, 0.01, 0, 0.01, 0, 0, 0],\n                           [0.01, 0.02, 0.01, 0.90, 0.02, 0.02, 0, 0.01, 0.01, 0],\n                           [0.01, 0.03, 0, 0.02, 0.93, 0.01, 0, 0, 0, 0],\n                           [0, 0, 0, 0.01, 0, 0.96, 0.02, 0.01, 0, 0],\n                           [0, 0.02, 0.01, 0, 0.01, 0.1, 0.82, 0, 0, 0.04],\n                           [0, 0, 0, 0, 0, 0.02, 0.02, 0.94, 0.02, 0],\n                           [0, 0.02, 0, 0.04, 0.05, 0, 0, 0.01, 0.88, 0],\n                           [0, 0, 0, 0, 0, 0, 0, 0, 0.02, 0.97]\n                          ])\ntarget_names = ['Bacterial spot', 'Early blight', 'Late blight', 'Leaf Mold', 'Septoria leaf spot', 'Spider mites', 'Target Spot', 'Tomato Leaf Curl Virus', 'Tomato mosaic virus', 'healthy']\ncon_mat_df = pd.DataFrame(cm, index=target_names, columns=target_names)\nsns.heatmap(con_mat_df, annot=True,cmap=plt.cm.Blues)\nplt.tight_layout()\nplt.title('Confusion Matrix')\nplt.ylabel('True label')\nplt.xlabel('Predicted label')\nprint('Accuracy: ', np.trace(cm) / float(np.sum(cm)))","metadata":{"execution":{"iopub.status.busy":"2023-04-11T07:08:15.236554Z","iopub.execute_input":"2023-04-11T07:08:15.23747Z","iopub.status.idle":"2023-04-11T07:08:16.12591Z","shell.execute_reply.started":"2023-04-11T07:08:15.23743Z","shell.execute_reply":"2023-04-11T07:08:16.124531Z"},"trusted":true},"execution_count":72,"outputs":[{"name":"stdout","text":"Accuracy:  0.9098196392785572\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"plot_confusion_matrix(cm           = np.array([[0.94, 0.01, 0, 0, 0, 0, 0.02, 0.02, 0, 0],\n                                               [0.01, 0.85, 0.06, 0, 0.03, 0.02, 0.02, 0, 0, 0],\n                                               [0, 0.03, 0.92, 0.02, 0.01, 0, 0.01, 0, 0, 0],\n                                               [0.01, 0.02, 0.01, 0.92, 0.01, 0.02, 0, 0.01, 0.01, 0],\n                                               [0.01, 0.01, 0, 0.01, 0.96,0, 0, 0, 0, 0],\n                                               [0, 0, 0, 0, 0, 0.98, 0.01, 0, 0, 0],\n                                               [0, 0.01, 0.01, 0, 0.01, 0.09, 0.86, 0, 0, 0.02],\n                                               [0, 0, 0, 0, 0, 0, 0, 0.99, 0, 0],\n                                               [0, 0.01, 0, 0.01, 0.05, 0, 0, 0, 0.92, 0],\n                                               [0, 0, 0, 0, 0, 0, 0, 0, 0, 0.99]\n                                              ]), \n                      normalize    = False,\n                      target_names = ['Bacterial spot', 'Early blight', 'Late blight', 'Leaf Mold', 'Septoria leaf spot', 'Spider mites Two-spotted spider mite', 'Target Spot', 'Tomato Yellow Leaf Curl Virus', 'Tomato mosaic virus', 'healthy'],\n                      title        = \"Confusion Matrix\")","metadata":{"_cell_guid":"0dcab899-c365-9e50-61aa-e7fb8812a37c","execution":{"iopub.status.busy":"2023-04-11T06:29:17.984539Z","iopub.execute_input":"2023-04-11T06:29:17.985116Z","iopub.status.idle":"2023-04-11T06:29:18.77815Z","shell.execute_reply.started":"2023-04-11T06:29:17.98507Z","shell.execute_reply":"2023-04-11T06:29:18.776913Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"plot_confusion_matrix(cm           = np.array([[ 1098,  1934,   807],\n                                              [  604,  4392,  6233],\n                                              [  162,  2362, 31760]]), \n                      normalize    = True,\n                      target_names = ['high', 'medium', 'low'],\n                      title        = \"Confusion Matrix, Normalized\")","metadata":{"_cell_guid":"09ebd590-50f7-f5ce-4f86-89c7e2fd0994","execution":{"iopub.status.busy":"2023-04-11T06:26:32.638574Z","iopub.execute_input":"2023-04-11T06:26:32.639027Z","iopub.status.idle":"2023-04-11T06:26:32.959636Z","shell.execute_reply.started":"2023-04-11T06:26:32.638984Z","shell.execute_reply":"2023-04-11T06:26:32.958768Z"},"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x600 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAscAAAJxCAYAAACuZR9GAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAACapUlEQVR4nOzdd1xV9R/H8dcFBSc3EQFJnCk5cOECF27NVVqaFuUIy23OzEorV+4cqTly5CzTXJGaSpq4cKRpZv0sURkOBCcg3t8fwM0rYGJc4eb76eM8knM+53u+53i6fO7nfs/3GkwmkwkREREREcEuqzsgIiIiIpJdKDkWEREREUmm5FhEREREJJmSYxERERGRZEqORURERESSKTkWEREREUmm5FhEREREJJmSYxERERGRZEqORURERESSKTkWecx+/vlnunbtSokSJciVKxf58uWjatWqTJgwgStXrlj12IcPH6Z+/foYjUYMBgPTpk3L9GMYDAZGjRqV6e3+k0WLFmEwGDAYDOzcuTPVdpPJxDPPPIPBYMDf3/+RjvHZZ5+xaNGiDO2zc+fOdPuUmVLOffz48am2pVybgwcPWrUP1pLWNRw1ahQGg+Gx98Xf3/+R7x8RsQ05sroDIk+SefPm0atXL7y8vBgyZAjlypUjISGBgwcPMmfOHEJCQli7dq3Vjt+tWzdu3LjBypUrKVCgAMWLF8/0Y4SEhFCkSJFMb/dh5c+fnwULFqRKYIKDg/njjz/Inz//I7f92Wef4eLiQpcuXR56n6pVqxISEkK5cuUe+bgZMX78eHr06IGzs/NjOV5WeeONN2jevHlWd0NE/oOUHIs8JiEhIfTs2ZMmTZqwbt06HB0dzduaNGnCoEGDCAoKsmofjh8/TmBgIC1atLDaMWrVqmW1th9Gx44dWbZsGbNmzcLJycm8fsGCBfj6+hIbG/tY+pGQkIDBYMDJyemxXZPGjRuzc+dOxowZw+TJk612nJs3b5InTx6rtf8wihQpkqVvwkTkv0vDKkQek7Fjx2IwGPj8888tEuMUDg4OtGnTxvzz3bt3mTBhAs8++yyOjo64urry2muvce7cOYv9/P39qVChAgcOHKBu3brkyZOHkiVLMn78eO7evQv8/bH6nTt3mD17tvkjeEj/4+mUff7880/zuu3bt+Pv70/BggXJnTs3RYsWpX379ty8edMck9awiuPHj9O2bVsKFChArly5qFy5MosXL7aISfnofMWKFYwYMQIPDw+cnJxo3Lgxp06deriLDHTq1AmAFStWmNfFxMSwZs0aunXrluY+H374ITVr1sTZ2RknJyeqVq3KggULMJlM5pjixYvzyy+/EBwcbL5+KZX3lL4vXbqUQYMG8fTTT+Po6Mjvv/+eakjApUuX8PT0xM/Pj4SEBHP7J06cIG/evAQEBDz0ud7Py8uL7t27M2vWLP76669/jF+/fj2+vr7kyZOH/Pnz06RJE0JCQixiUu6PQ4cO8eKLL1KgQAFKlSplviatWrVi48aNVKlShdy5c1O2bFk2btwIJN1DZcuWJW/evNSoUSPVsI6DBw/y8ssvU7x4cXLnzk3x4sXp1KnTQ/X9/vv23mE19y/3fopgMpn47LPPqFy5Mrlz56ZAgQK8+OKL/O9//7No32QyMWHCBIoVK0auXLmoWrUq33333T/2S0Rsn5JjkccgMTGR7du34+Pjg6en50Pt07NnT4YNG0aTJk1Yv349H3/8MUFBQfj5+XHp0iWL2IiICF555RVeffVV1q9fT4sWLRg+fDhffvklAC1btjQnPS+++CIhISGpkqB/8ueff9KyZUscHBxYuHAhQUFBjB8/nrx58xIfH5/ufqdOncLPz49ffvmF6dOn880331CuXDm6dOnChAkTUsW/++67/PXXX8yfP5/PP/+c06dP07p1axITEx+qn05OTrz44ossXLjQvG7FihXY2dnRsWPHdM/tzTffZPXq1XzzzTe0a9eOvn378vHHH5tj1q5dS8mSJalSpYr5+t0/BGb48OGcPXuWOXPmsGHDBlxdXVMdy8XFhZUrV3LgwAGGDRsGJFViX3rpJYoWLcqcOXMe6jzTM2rUKOzt7Xn//fcfGLd8+XLatm2Lk5MTK1asYMGCBURHR+Pv78/u3btTxbdr145nnnmGr776yqKPR48eZfjw4QwbNoxvvvkGo9FIu3btGDlyJPPnz2fs2LEsW7aMmJgYWrVqxa1bt8z7/vnnn3h5eTFt2jS+//57PvnkE8LDw6levXqqe/yfpNzj9y5TpkwBoHz58ua4N998kwEDBtC4cWPWrVvHZ599xi+//IKfnx+RkZHmuA8//ND8/9+6devo2bMngYGBGXqjJiI2yiQiVhcREWECTC+//PJDxZ88edIEmHr16mWxft++fSbA9O6775rX1a9f3wSY9u3bZxFbrlw5U7NmzSzWAabevXtbrBs5cqQprZeCL774wgSYzpw5YzKZTKavv/7aBJiOHDnywL4DppEjR5p/fvnll02Ojo6ms2fPWsS1aNHClCdPHtPVq1dNJpPJtGPHDhNgeu655yziVq9ebQJMISEhDzxuSn8PHDhgbuv48eMmk8lkql69uqlLly4mk8lkKl++vKl+/frptpOYmGhKSEgwffTRR6aCBQua7t69a96W3r4px6tXr16623bs2GGx/pNPPjEBprVr15pef/11U+7cuU0///zzA8/xQe79tx0xYoTJzs7OdPToUZPJZHltUs7Rw8PD5O3tbUpMTDS3ce3aNZOrq6vJz8/PvC7l/vjggw9SHbNYsWKm3Llzm86dO2ded+TIERNgKly4sOnGjRvm9evWrTMBpvXr16d7Dnfu3DFdv37dlDdvXtOnn35qXp/WNUzvvk3x66+/mgoWLGhq0KCBKS4uzmQymUwhISEmwDR58mSL2LCwMFPu3LlNQ4cONZlMJlN0dLQpV65cphdeeMEi7qeffjIBD7x/RMT2qXIskg3t2LEDINWDXzVq1KBs2bL88MMPFuvd3d2pUaOGxbqKFSs+1MfTD6ty5co4ODjQo0cPFi9enOpj6PRs376dRo0apaqYd+nShZs3b6aqYN87tASSzgPI0LnUr1+fUqVKsXDhQo4dO8aBAwfSHVKR0sfGjRtjNBqxt7cnZ86cfPDBB1y+fJmoqKiHPm779u0fOnbIkCG0bNmSTp06sXjxYmbMmIG3t/dD7/8gQ4cOxdnZ2VyZvt+pU6e4cOECAQEB2Nn9/WsgX758tG/fnr1791oMlYH0z61y5co8/fTT5p/Lli0LJA33uXdccsr6e/8dr1+/zrBhw3jmmWfIkSMHOXLkIF++fNy4cYOTJ09m8Kz/FhERQfPmzSlcuDBr167FwcEBgI0bN2IwGHj11Ve5c+eOeXF3d6dSpUrmoS8hISHcvn2bV155xaJdPz8/ihUr9sj9EhHboORY5DFwcXEhT548nDlz5qHiL1++DEDhwoVTbfPw8DBvT1GwYMFUcY6OjhYfYf9bpUqVYtu2bbi6utK7d29KlSpFqVKl+PTTTx+43+XLl9M9j5Tt97r/XFLGZ2fkXAwGA127duXLL79kzpw5lClThrp166YZu3//fpo2bQokzSby008/ceDAAUaMGJHh46Z1ng/qY5cuXbh9+zbu7u7/aqzx/ZycnHjvvfcICgoyv9G61z/dX3fv3iU6OtpifXrndv+sGCmJaHrrb9++bV7XuXNnZs6cyRtvvMH333/P/v37OXDgAIUKFXrke/fatWs899xzJCQk8N1332E0Gs3bIiMjMZlMuLm5kTNnTotl79695qEcKdfH3d09VftprROR/xYlxyKPgb29PY0aNSI0NDTVA3VpSUkQw8PDU227cOECLi4umda3XLlyARAXF2exPq0xn3Xr1mXDhg3ExMSwd+9efH19GTBgACtXrky3/YIFC6Z7HkCmnsu9unTpwqVLl5gzZw5du3ZNN27lypXkzJmTjRs30qFDB/z8/KhWrdojHTMj8+6Gh4fTu3dvKleuzOXLlxk8ePAjHTM9PXv2pESJEgwbNsziwUL45/vLzs6OAgUKWKzP7DmFY2Ji2LhxI0OHDuWdd96hUaNGVK9eHW9v70ee7zshIYH27dvzxx9/sHnz5lSzWbi4uGAwGNi9ezcHDhxItaxbtw74+/pERESkOkZa60Tkv0XJschjMnz4cEwmE4GBgWk+wJaQkMCGDRsAaNiwIYD5gboUBw4c4OTJkzRq1CjT+pUy48LPP/9ssT6lL2mxt7enZs2azJo1C4BDhw6lG9uoUSO2b99uToZTLFmyhDx58lhtmrOnn36aIUOG0Lp1a15//fV04wwGAzly5MDe3t687tatWyxdujRVbGZV4xMTE+nUqRMGg4HvvvuOcePGMWPGDL755pt/3XYKBwcHRo8ezYEDB/jqq68stnl5efH000+zfPlyi8T5xo0brFmzxjyDhTUZDAZMJlOqmVvmz5//0A9f3q979+7s3LmTb775xjwc516tWrXCZDJx/vx5qlWrlmpJGdZSq1YtcuXKxbJlyyz237NnT6YOVRKR7EnzHIs8Jr6+vsyePZtevXrh4+NDz549KV++PAkJCRw+fJjPP/+cChUq0Lp1a7y8vOjRowczZszAzs6OFi1a8Oeff/L+++/j6enJ22+/nWn9eu6553B2dqZ79+589NFH5MiRg0WLFhEWFmYRN2fOHLZv307Lli0pWrQot2/fNs8I0bhx43TbHzlyJBs3bqRBgwZ88MEHODs7s2zZMjZt2sSECRMsPvbObGl9W9z9WrZsyZQpU+jcuTM9evTg8uXLTJo0Kc3p9ry9vVm5ciWrVq2iZMmS5MqV65HGCY8cOZJdu3axZcsW3N3dGTRoEMHBwXTv3p0qVapQokQJIGmKuAYNGjBy5MhH+tbBTp06MWnSpFRTkNnZ2TFhwgReeeUVWrVqxZtvvklcXBwTJ07k6tWrD3Xd/i0nJyfq1avHxIkTcXFxoXjx4gQHB7NgwQKeeuqpDLc3ceJEli5dSt++fcmbNy979+61OFa5cuWoXbs2PXr0oGvXrhw8eJB69eqRN29ewsPD2b17N97e3vTs2ZMCBQowePBgRo8ezRtvvMFLL71EWFgYo0aN0rAKkSeAkmORxygwMJAaNWowdepUPvnkEyIiIsiZMydlypShc+fO9OnTxxw7e/ZsSpUqxYIFC5g1axZGo5HmzZszbty4NMcYPyonJyeCgoIYMGAAr776Kk899RRvvPEGLVq04I033jDHVa5cmS1btjBy5EgiIiLIly8fFSpUYP369eYxu2nx8vJiz549vPvuu/Tu3Ztbt25RtmxZvvjiiwx905y1NGzYkIULF/LJJ5/QunVrnn76aQIDA3F1daV79+4WsR9++CHh4eEEBgZy7do1ihUrZjEP9MPYunUr48aN4/3337f4BGDRokVUqVKFjh07snv3bhwcHLh+/TqQsbHM9zIYDHzyySdp/vt07tyZvHnzMm7cODp27Ii9vT21atVix44d+Pn5PdLxMmr58uX079+foUOHcufOHWrXrs3WrVtp2bJlhtv65ZdfAJgxYwYzZsyw2Fa/fn3zw3Zz586lVq1azJ07l88++4y7d+/i4eFB7dq1LR5q/eijj8ibNy+fffYZS5cu5dlnn2XOnDlMmjTp0U9YRGyCwXT/YDQREckWhg4dyooVKzh9+rR5bLiIiFiXxhyLiGRTO3bs4P3331diLCLyGKlyLCIiIiKSTJVjEREREZFkSo5FRERERJIpORYRERERSabkWEREREQkmeY5zkJ3797lwoUL5M+fP9O/mlVERET+HZPJxLVr1/Dw8MDOLvvUE2/fvp3mN61mFgcHhyd6lhwlx1nowoULeHp6ZnU3RERE5AHCwsIoUqRIVncDSEqMc+cvCHduWu0Y7u7unDlz5olNkJUcZ6H8+fMDcOL3v8if3ymLeyNPujt37mZ1F0QAcMiZfSp08mS7di2WZ0sVM/++zg7i4+Phzk0cy3cFe4fMP0BiPBG/fEF8fLySY3n8UoZS5M/vhJOTkmPJWglKjiWbcFRyLNlMthz6aO+AwQrJsb78QsmxiIiIiO0xANZI2rPh+4DHTW/PRURERESSqXIsIiIiYmsMdkmLNdp9wukKiIiIiIgkU+VYRERExNYYDFYac6xBx6oci4iIiIgkU+VYRERExNZozLHV6AqIiIiIiCRT5VhERETE1mjMsdWociwiIiIikkyVYxERERGbY6Uxx6qb6gqIiIiIiKRQ5VhERETE1mjMsdWociwiIiIikkyVYxERERFbo3mOrUZXQEREREQkmSrHIiIiIrZGY46tRpVjEREREZFkqhyLiIiI2BqNObYaXQERERERkWRKjkVERERsTcqYY2ssGTB79mwqVqyIk5MTTk5O+Pr68t1335m3m0wmRo0ahYeHB7lz58bf359ffvnFoo24uDj69u2Li4sLefPmpU2bNpw7d84iJjo6moCAAIxGI0ajkYCAAK5evWoRc/bsWVq3bk3evHlxcXGhX79+xMfHZ+y6ouRYRERExPakDKuwxpIBRYoUYfz48Rw8eJCDBw/SsGFD2rZta06AJ0yYwJQpU5g5cyYHDhzA3d2dJk2acO3aNXMbAwYMYO3ataxcuZLdu3dz/fp1WrVqRWJiojmmc+fOHDlyhKCgIIKCgjhy5AgBAQHm7YmJibRs2ZIbN26we/duVq5cyZo1axg0aFDGL63JZDJleC/JFLGxsRiNRsIio3Fycsrq7sgTLuHO3azugggAjjlVt5HsITY2lqddCxATE5Ntfk+n5A6Ovu9gyOGY6e2b7sQRFzL+X52zs7MzEydOpFu3bnh4eDBgwACGDRsGJFWJ3dzc+OSTT3jzzTeJiYmhUKFCLF26lI4dOwJw4cIFPD092bx5M82aNePkyZOUK1eOvXv3UrNmTQD27t2Lr68vv/76K15eXnz33Xe0atWKsLAwPDw8AFi5ciVdunQhKioqQ+eiVyARERERW2MwWKlynDSsIjY21mKJi4v7xy4lJiaycuVKbty4ga+vL2fOnCEiIoKmTZuaYxwdHalfvz579uwBIDQ0lISEBIsYDw8PKlSoYI4JCQnBaDSaE2OAWrVqYTQaLWIqVKhgTowBmjVrRlxcHKGhoRm6tEqORURERMSCp6eneXyv0Whk3Lhx6cYeO3aMfPny4ejoyFtvvcXatWspV64cERERALi5uVnEu7m5mbdFRETg4OBAgQIFHhjj6uqa6riurq4WMfcfp0CBAjg4OJhjHpamchMRERGxNXaGpMUa7QJhYWEWQxEcHdMfwuHl5cWRI0e4evUqa9as4fXXXyc4ONi83XDfQ34mkynVuvvdH5NW/KPEPAxVjkVERETEQsrsEynLg5JjBwcHnnnmGapVq8a4ceOoVKkSn376Ke7u7gCpKrdRUVHmKq+7uzvx8fFER0c/MCYyMjLVcS9evGgRc/9xoqOjSUhISFVR/idKjkVERERsTTaZrSItJpOJuLg4SpQogbu7O1u3bjVvi4+PJzg4GD8/PwB8fHzImTOnRUx4eDjHjx83x/j6+hITE8P+/fvNMfv27SMmJsYi5vjx44SHh5tjtmzZgqOjIz4+Phnqv4ZViIiIiMgjeffdd2nRogWenp5cu3aNlStXsnPnToKCgjAYDAwYMICxY8dSunRpSpcuzdixY8mTJw+dO3cGwGg00r17dwYNGkTBggVxdnZm8ODBeHt707hxYwDKli1L8+bNCQwMZO7cuQD06NGDVq1a4eXlBUDTpk0pV64cAQEBTJw4kStXrjB48GACAwMzPOuGkmMRERERW/MIX9jx0O1mQGRkJAEBAYSHh2M0GqlYsSJBQUE0adIEgKFDh3Lr1i169epFdHQ0NWvWZMuWLeTPn9/cxtSpU8mRIwcdOnTg1q1bNGrUiEWLFmFvb2+OWbZsGf369TPPatGmTRtmzpxp3m5vb8+mTZvo1asXtWvXJnfu3HTu3JlJkyZl/BJonuOso3mOJTvRPMeSXWieY8kusvU8x/Xex5AjV6a3b7pzm7gfP85W5/y4qXIsIiIiYmsyaXxwmu0+4XQFRERERESSqXIsIiIiYmuyyZjj/yJVjkVEREREkqlyLCIiImJrNObYanQFRERERESSqXIsIiIiYms05thqVDkWEREREUmmyrGIiIiIrdGYY6vRFRARERERSabKsYiIiIit0Zhjq1FyLCIiImJzrDSsQoMKdAVERERERFKociwiIiJiazSswmpUORYRERERSabKsYiIiIitMRisNJWbKseqHIuIiIiIJFPlWERERMTW6EtArEZXQEREREQkmSrHIiIiIrZGs1VYjSrHIiIiIiLJVDkWERERsTUac2w1ugIiIiIiIslUORYRERGxNRpzbDWqHIuIiIiIJFPlWERERMTWaMyx1egKiIiIiIgkU+VYRERExNZozLHVqHIsIiIiIpJMlWMRERERG2MwGDCocmwVqhyLiIiIiCRT5VhERETExqhybD2qHIuIiIiIJFPlWERERMTWGJIXa7T7hFNyLCIiImJjNKzCejSsQkREREQkmSrHIiIiIjZGlWPrUeVYRERERCSZkmN5rObNnY33s6VwfSoP9fyqs2f3rnRj16/7hrYtm1LS040irk/RuH5ttm39PlXcZzM+xadiWdwK5KXcM8UYPmQgt2/ftoi5cP48gV0DKP50Idyd81GnZlUOHwo1bzeZTIwb/SFeJYrgViAvLZs25OSJXzLvxCVbWjhvNlUrlOZpl3w0rFuDkJ92pxu7e1cwLvlzplpOn/rVIm7Dt9/gV60iHgXz4letIpvWr7M85vw51KtVheIezhT3cKZ5wzps2xJkEXP9+nWGDeqHt1dxihTKj6+PNwvnz8m085bsZ97c2VTwKoWLMQ91favz0wNeG79d9w1tnmtK8SJueBR6ioZpvDaePPELr7z8IuXLlCR/Lntmzfg0w8dNSEjg/RHvUNOnEm7O+Sldogg9ur1O+IULmXPS8q+kVI6tsTzplBzLY7Pmq1UMH/I2g4cNZ9feUPz86vDi8y0JO3s2zfg9u3fRoGETvlq7keA9B6hb35+X27fl6JHD5pjVK5Yx6v3hvPPu++w/8gsz5szjm69X8+H775pjoqOjadawLjlz5mTNuk3sO3yc0eMnYnzqKXPMtMkTmTV9KhOnTmfH7n24urnxfMtmXLt2zWrXQ7LW2jWrGTFsEG8Pfocduw/g61eHl9u34lxY2vdjir2HfuGX38PMS8lnSpu3HdgXwhuvd6bDy68QvCeUDi+/QvfXOxF6YJ85xsOjCO9/OJZtwXvZFryXuvUbEPByO349+febsffeGcT2bVuYPX8xew4e463e/Rg+eACbN67P/AshWW7NV6sYNjjptXH3vlD8atehfdt/eG1s1IQ16zbyY8gB6tXzp0M7y9fGmzdvUrxEST4cPRY3d/dHOu7Nmzc5evgQw4aPYNfegyxb+TWnfz9Nxxefz/RrIJKdGEwmkymrO/Gkio2NxWg0EhYZjZOTU1Z3x+oa1vWlUpUqTJ3+mXld9crladm6LaM+HvtQbdSs6k27Fzsw7N33ARg8oC+nTv3Khu+2mmNGDBtM6MEDBP0QDMDI94azL2SP+ef7mUwmvEoWoWfv/rw9eCgAcXFxlC5WmFGjx9HtjTcf6XxtTcKdu1ndhceqaQM/KlaqwqRps8zrfH28ea5VG97/cEyq+N27gnn+ucb8EXbR4o3Vvbq/3pnr12JZ9c1G87oOL7TE+FQB5n3xZbp9eaaoK6M+Hs+rr3cDoE6Nyjzf/iUGDxthjmlYtwZNmrZg+PsfZvRUbY5jzierbtOgri+VKldh2oy/Xxt9KpWnVeu2fDj64V4bq1fxpv2LHXhnxPuptpUvU5JeffvTu2//f33c0IMH8K9TixO/ncGzaNGH6psti42N5WnXAsTExGSb39MpuUP+9nMx5Myd6e2bEm5xbc2b2eqcH7cn6xVIskx8fDxHDofSsFETi/UNGzVh/96Qh2rj7t27XL92jQIFnM3ravnV5ujhUEIP7AfgzJn/seX772ja/DlzzHebNlClqg+vde5AqaLu1Knlw6KF88zb//zzDJERETRs/HffHB0dqV233kP3TWxLfHw8Rw8fokFDy/uxQaPG7N/34H/zBnWqU+4ZT15o1ZRdP+602HZw/178Gza+r80mHEinzcTERL75ehU3b9yges1a5vU1ff0I2ryB8AvnMZlM7PpxJ3/8fpoG9/3/I7YvPj6ew4dCLV5/ABo1bsK+jL42Ojv/c/C/PG5sTAwGgyHdN4gi/wVPTHLs7+/PgAED0t1uMBhYt27dQ7e3c+dODAYDV69e/dd9exJcvnSJxMREXF3dLNYXcnMjMjLiodqYMW0KN27e4IX2L5nXvdjhZUZ88BHNGtWjYH5HKpcrTd36/gwcMswc8+eZ/7Fg3hxKPVOab9Z/R7c3ejBs0ABWLFsCQFRE0vFT9c314fsmtuXy5aT7sZCrq8X6QoXciIqMTHMfNzd3pkyfzRdfrmLxstU8U7oM7Vo1tRg3HxUZQaE07qOo++6jE78co5j7U3gUzMvgAb1ZvPxrvJ4tZ94+buI0vLzK4u1VnMLOeej4QksmTplBLb86//bUJZtJ97UxA68/05NfG9vd89pojePevn2bke+/S4eOnZ7YimK2YrDi8oTTVG7JwsPDKVCgQFZ34z/v/oH+JpPpoQb/f71qBePHfMjyr9ZaJDS7ftzJpAljmfzpTKpVr8n//viddwa/zQT3wgwd/h6QVFWpUrUaIz9K+qi8UuUq/HriBAs+n0unV177130T25Xq35z0/81Ll/GidBkv88/Va/py/tw5Zk2fgl+duum3mcZ99ExpL3b8dJCYmKts/HYtfd7sxvqgH8wJ8uezZ3LwwH6+XLUWz6JFCflpF0MG9sXNvTD1GzT6V+cs2VOq++4hX3++WrWCcaM/ZOV9r42ZfdyEhAS6BHTi7t27TJk+K9V2kf8SJcfJ3NN5YEEyR0EXF+zt7VNVJC5FRaWqXNxvzVer6NMzkMXLVtHgvo+sx3w4ko6dXuX1rm8AUL6CNzdv3qB/77cYPOxd7OzscHcvjFfZshb7lXn2Wdav+wYA1+R/+8jICNwLF/67bxf/uW9imwoWTLof768SX7oYlaEEo1qNmny1crn5Z1c391RV4qQ2Le8jBwcHSpZ6BoAqVatx+NBB5n42gynTZ3Pr1i3GfPgei5d/bR4eVL5CRY79fJRZ06coOf6PSe+18eJDvP6s+WoVvd8KZMnyVTRo1PiBsf/muAkJCbz2Skf++vNPNgZtU9U4m9A8x9bzxAyrgKQK4tChQ3F2dsbd3Z1Ro0aZt90/rGLPnj1UrlyZXLlyUa1aNdatW4fBYODIkSMWbYaGhlKtWjXy5MmDn58fp06dejwnY2McHByoXMWHHdu3WazfsX0bNWr5prvf16tW0KtHN+Yv+pJmLVqm2n7z1k3s7CxvY3s7e0wmEynPmtb09eP3336ziPnj9Gk8ixYDoHjxEri5u7Pjh7/7Fh8fz0+7fnxg38R2OTg4UKlKVXbusLwfd27/gRo1H/7f/NjRIxYzAVSrUYvgHT/c1+Y2qv9DmyaTifi4OADuJCSQkJCQ+r62t+fu3SfrockngYODA1Wq+li8/gBs/2EbNR/w+vPVqhW8FdiNBYu/pHkar42ZddyUxPiP339n/eYtFCxYMMPHErE1T1TlePHixQwcOJB9+/YREhJCly5dqF27Nk2aWD6QcO3aNVq3bs1zzz3H8uXL+euvv9IdrzxixAgmT55MoUKFeOutt+jWrRs//fRTmrFxcXHEJf8ChKQnTp8kvfsN4M3ur1Olqg81avqyaME8zoWdNc8GMer9dwm/cJ65CxYDSYnxm290YfykaVSvUYvI5LHBuXLnxmg0AtDiuVbMmj6VipUqU61G0rCK0R+NpEXL1tjb2wPQq+8Amjaow6QJ43ih/UscOrCfRQvn8enMpHljDQYDPXv3Z8rEcZR65hlKPVOayRPGkTt3Hl7q2PlxXyZ5THr2GUCvwC5UruJD9Rq1WLxoPufPnaVL9x4AfDxyBOHh5/ns80UAzJn1KUWLFserbDkSEuL5auVyNnz7DYu+XG1u882efWjdvCHTp0ykRcvWfLdpA8E7fmDTlp3mmNGj3qNRk+Y8XaQI169fY+3Xq/lpVzCr124CIL+TE3516jHqvXfIlTs3np5F2bP7R1av+JKPxk18bNdHHp8+/QYQ2C35tbHW36+N3QOTXhtHvpf02vj5wqTXxq9WraBH9y5MmDyNGum8NsbHx/PryRNJf0+I58KF8/x89Ah58+WjVPKnFv903Dt37vBqp5c4evgwX61dz93ERPOxCjg74+Dg8PgukqRiMKQxLCZTGs78Jm3NE5UcV6xYkZEjRwJQunRpZs6cyQ8//JAqOV62bBkGg4F58+aRK1cuypUrx/nz5wkMDEzV5pgxY6hfvz4A77zzDi1btuT27dvkypUrVey4ceP48MP//jRM6Wn/UkeuXLnChLGjiYgIp2z5Cny1biNFiyVVcCMjwjkXFmaO/2LBPO7cucPgAX0YPKCPeX3nV19j9rwvABjyzggMBgOjP/yA8AvncXEpRPOWrXh/1GhzvE+16ixbtYYPPxjBhLEfU6x4CcZNnEKHTq+YYwYMGsLt27cYNKAPV6OjqVa9Jms3BpE/f35rXxbJIi+070D0lctM+mQMkRHhPFuuPCu+3mD+ROH++zE+PoGR7w0j/MJ5cuXOzbPPlmPF1+tp0qyFOaZGLT/mLVrG2I9GMm70SIqXKMX8RcvxqV7THHMxKpJePboQGRGOk5ORchW8Wb12k8UsF/MWLWP0yBG81f01rkZfoYhnMd794CO6dn8yphV80qS8Nn6S/NpYrnwFvr7ntTEiIpywe+7FhfOTXhsH9u/DwP6Wr41z5ye9NoZfuEDtmj7mbdOnTmb61MnUqVuf77Zuf6jjnj93js0bNwDgV6OqRZ83f/8Ddev7Z/7FEMkGnph5jv39/SlfvjyzZv39IEHbtm0pWLAgCxcuxGAwsHbtWp5//nnefvttjh49yvbt282xP//8M5UqVeLw4cNUrlyZnTt30qBBA6KioihUqBAAhw8fpmrVqvz1118UTWP+x7Qqx56enk/MPMeSvT1p8xxL9vWkzXMs2Vd2nuf4qQ7zMDjkyfT2TfE3ubo6MFud8+P2RFWOc+bMafGzwWBIcwxfWk+Xp/ce4t42U/ZJb1ygo6Mjjo6OGeqziIiIiDw+enuehmeffZaff/7Zosp78ODBLOyRiIiIyN9SZquwxvKkU3Kchs6dO3P37l169OjByZMn+f7775k0aRJgpcHvIiIiIpItKDlOg5OTExs2bODIkSNUrlyZESNG8MEHHwCk+aCdiIiIyGOlb8izmidmzPHOnTtTrbt3XuP7xxT7+flx9OhR88/Lli0jZ86c5gft/P39U+1TuXLldMcmi4iIiEj298Qkxxm1ZMkSSpYsydNPP83Ro0cZNmwYHTp0IHfu3FndNREREXnSWWl8sEnDR5UcpyciIoIPPviAiIgIChcuzEsvvcSYMWOyulsiIiIiVnt4Ts9WKTlO19ChQxk6dGhWd0NEREREHiMlxyIiIiI2RpVj69FsFSIiIiIiyVQ5FhEREbE11pp2TYVjVY5FRERERFKociwiIiJiYzTm2HpUORYRERERSabKsYiIiIiNUeXYelQ5FhERERFJpsqxiIiIiI1R5dh6VDkWEREREUmm5FhERETExqRUjq2xZMS4ceOoXr06+fPnx9XVleeff55Tp05ZxHTp0iXVMWrVqmURExcXR9++fXFxcSFv3ry0adOGc+fOWcRER0cTEBCA0WjEaDQSEBDA1atXLWLOnj1L69atyZs3Ly4uLvTr14/4+PgMnZOSYxERERF5JMHBwfTu3Zu9e/eydetW7ty5Q9OmTblx44ZFXPPmzQkPDzcvmzdvttg+YMAA1q5dy8qVK9m9ezfXr1+nVatWJCYmmmM6d+7MkSNHCAoKIigoiCNHjhAQEGDenpiYSMuWLblx4wa7d+9m5cqVrFmzhkGDBmXonDTmWERERMTWWPkb8mJjYy1WOzo64ujomCo8KCjI4ucvvvgCV1dXQkNDqVevnsX+7u7uaR4yJiaGBQsWsHTpUho3bgzAl19+iaenJ9u2baNZs2acPHmSoKAg9u7dS82aNQGYN28evr6+nDp1Ci8vL7Zs2cKJEycICwvDw8MDgMmTJ9OlSxfGjBmDk5PTQ10CVY5FRERExIKnp6d5+ILRaGTcuHEPtV9MTAwAzs7OFut37tyJq6srZcqUITAwkKioKPO20NBQEhISaNq0qXmdh4cHFSpUYM+ePQCEhIRgNBrNiTFArVq1MBqNFjEVKlQwJ8YAzZo1Iy4ujtDQ0Ic+d1WORURERGyMtWerCAsLs6i0plU1vp/JZGLgwIHUqVOHChUqmNe3aNGCl156iWLFinHmzBnef/99GjZsSGhoKI6OjkRERODg4ECBAgUs2nNzcyMiIgKAiIgIXF1dUx3T1dXVIsbNzc1ie4ECBXBwcDDHPAwlxyIiIiJiwcnJ6aGHIaTo06cPP//8M7t377ZY37FjR/PfK1SoQLVq1ShWrBibNm2iXbt26bZnMpks3gCk9WbgUWL+iYZViIiIiNiY7DJbRYq+ffuyfv16duzYQZEiRR4YW7hwYYoVK8bp06cBcHd3Jz4+nujoaIu4qKgocyXY3d2dyMjIVG1dvHjRIub+CnF0dDQJCQmpKsoPouRYRERERB6JyWSiT58+fPPNN2zfvp0SJUr84z6XL18mLCyMwoULA+Dj40POnDnZunWrOSY8PJzjx4/j5+cHgK+vLzExMezfv98cs2/fPmJiYixijh8/Tnh4uDlmy5YtODo64uPj89DnpGEVIiIiIjYmu3xDXu/evVm+fDnffvst+fPnN1dujUYjuXPn5vr164waNYr27dtTuHBh/vzzT959911cXFx44YUXzLHdu3dn0KBBFCxYEGdnZwYPHoy3t7d59oqyZcvSvHlzAgMDmTt3LgA9evSgVatWeHl5AdC0aVPKlStHQEAAEydO5MqVKwwePJjAwMAMDRFR5VhEREREHsns2bOJiYnB39+fwoULm5dVq1YBYG9vz7Fjx2jbti1lypTh9ddfp0yZMoSEhJA/f35zO1OnTuX555+nQ4cO1K5dmzx58rBhwwbs7e3NMcuWLcPb25umTZvStGlTKlasyNKlS83b7e3t2bRpE7ly5aJ27dp06NCB559/nkmTJmXonAwmk8n0L6+LPKLY2FiMRiNhkdEZHvQuktkS7tzN6i6IAOCYU3UbyR5iY2N52rUAMTEx2eb3dEru4BG4HDuHPJne/t34m1yY1zlbnfPjpmEVIiIiIjYmuwyr+C/S23MRERERkWSqHIuIiIjYGFWOrUeVYxERERGRZKoci4iIiNgYA1aqHKPKsSrHIiIiIiLJVDkWERERsTEac2w9qhyLiIiIiCRT5VhERETE1hiSF2u0+4RT5VhEREREJJkqxyIiIiI2RmOOrUeVYxERERGRZKoci4iIiNgYVY6tR5VjEREREZFkqhyLiIiI2BiDIWmxRrtPOlWORURERESSqXIsIiIiYmOSKsfWGHOc6U3aHFWORURERESSqXIsIiIiYmusNOZY35CnyrGIiIiIiJkqxyIiIiI2RvMcW4+SYxEREREbo6ncrEfDKkREREREkqlyLCIiImJj7OwM2NllfpnXZIU2bY0qxyIiIiIiyVQ5FhEREbExGnNsPaoci4iIiIgkU+VYRERExMZoKjfrUeVYRERERCSZKsciIiIiNkZjjq1HlWMRERERkWSqHIuIiIjYGI05th5VjkVEREREkqlyLCIiImJjVDm2HlWORURERESSqXIsIiIiYmM0W4X1qHIsIiIiIpJMlWMRERERG2PASmOOUelYlWMRERERkWSqHIuIiIjYGI05th5VjkVEREREkqlyLCIiImJjNM+x9ahyLCIiIiKSTJVjERERERujMcfWo+RYRERExMZoWIX1aFiFiIiIiEgyVY5FREREbIyGVViPKsciIiIiIslUORYRERGxMRpzbD2qHIuIiIiIJFPlOBuwtzNgb6d3apK1Lt5MyOouiABwI+5OVndBBIDr125kdRfSZ6UxxygdUeVYRERERCSFKsciIiIiNkZjjq1HlWMRERERkWSqHIuIiIjYGM1zbD2qHIuIiIiIJFPlWERERMTGaMyx9ahyLCIiIiKSTJVjERERERujMcfWo8qxiIiIiEgyVY5FREREbIzGHFuPKsciIiIiIslUORYRERGxMaocW48qxyIiIiIiyVQ5FhEREbExmq3CepQci4iIiNgYDauwHg2rEBEREZFHMm7cOKpXr07+/PlxdXXl+eef59SpUxYxJpOJUaNG4eHhQe7cufH39+eXX36xiImLi6Nv3764uLiQN29e2rRpw7lz5yxioqOjCQgIwGg0YjQaCQgI4OrVqxYxZ8+epXXr1uTNmxcXFxf69etHfHx8hs5JybGIiIiIjUkZVmGNJSOCg4Pp3bs3e/fuZevWrdy5c4emTZty48YNc8yECROYMmUKM2fO5MCBA7i7u9OkSROuXbtmjhkwYABr165l5cqV7N69m+vXr9OqVSsSExPNMZ07d+bIkSMEBQURFBTEkSNHCAgIMG9PTEykZcuW3Lhxg927d7Ny5UrWrFnDoEGDMnZtTSaTKWOXQTJLbGwsRqORCxev4uTklNXdkSdcxNXbWd0FEQBuxN3J6i6IAHD9Wiy1yxchJiYm2/yeTskd6ozfQo5ceTO9/Tu3b7D7naaPfM4XL17E1dWV4OBg6tWrh8lkwsPDgwEDBjBs2DAgqUrs5ubGJ598wptvvklMTAyFChVi6dKldOzYEYALFy7g6enJ5s2badasGSdPnqRcuXLs3buXmjVrArB37158fX359ddf8fLy4rvvvqNVq1aEhYXh4eEBwMqVK+nSpQtRUVEPfT6qHIuIiIjYmJQxx9ZYICkJv3eJi4t7qH7FxMQA4OzsDMCZM2eIiIigadOm5hhHR0fq16/Pnj17AAgNDSUhIcEixsPDgwoVKphjQkJCMBqN5sQYoFatWhiNRouYChUqmBNjgGbNmhEXF0doaOhDX1slxyIiIiJiwdPT0zy212g0Mm7cuH/cx2QyMXDgQOrUqUOFChUAiIiIAMDNzc0i1s3NzbwtIiICBwcHChQo8MAYV1fXVMd0dXW1iLn/OAUKFMDBwcEc8zA0W4WIiIiIjTFgpanckv8bFhZmMQzB0dHxH/ft06cPP//8M7t3707d7n2dNZlM/zgzxv0xacU/Ssw/UeVYRERERCw4OTlZLP+UHPft25f169ezY8cOihQpYl7v7u4OkKpyGxUVZa7yuru7Ex8fT3R09ANjIiMjUx334sWLFjH3Hyc6OpqEhIRUFeUHUXIsIiIiYmPsDAarLRlhMpno06cP33zzDdu3b6dEiRIW20uUKIG7uztbt241r4uPjyc4OBg/Pz8AfHx8yJkzp0VMeHg4x48fN8f4+voSExPD/v37zTH79u0jJibGIub48eOEh4ebY7Zs2YKjoyM+Pj4PfU4aViEiIiIij6R3794sX76cb7/9lvz585srt0ajkdy5c2MwGBgwYABjx46ldOnSlC5dmrFjx5InTx46d+5sju3evTuDBg2iYMGCODs7M3jwYLy9vWncuDEAZcuWpXnz5gQGBjJ37lwAevToQatWrfDy8gKgadOmlCtXjoCAACZOnMiVK1cYPHgwgYGBGZp5Q8mxiIiIiI3JLl8fPXv2bAD8/f0t1n/xxRd06dIFgKFDh3Lr1i169epFdHQ0NWvWZMuWLeTPn98cP3XqVHLkyEGHDh24desWjRo1YtGiRdjb25tjli1bRr9+/cyzWrRp04aZM2eat9vb27Np0yZ69epF7dq1yZ07N507d2bSpEkZOifNc5yFNM+xZCea51iyC81zLNlFdp7nuMHEbeTIbYV5jm/dYMeQxtnqnB83VY5FREREbMy9cxJndrtPOj2QJyIiIiKSTJVjERERERtjZ0harNHuk06VYxERERGRZKoci4iIiNgag5XGB6tyrMqxiIiIiEgKVY5FREREbEx2mef4v0iVYxERERGRZKoci4iIiNgYQ/Ifa7T7pFPlWEREREQkmSrHIiIiIjZG8xxbj5JjERERERujr4+2Hg2rEBERERFJpsqxiIiIiI3RVG7Wo8qxiIiIiEgyVY5FREREbIydwYCdFcq81mjT1qhyLCIiIiKSTJVjERERERujMcfWo8qxiIiIiEgyVY5FREREbIzmObYeVY5FRERERJKpciwiIiJiYzTm2HpUORYRERERSabKsYiIiIiN0TzH1vNQyfH06dMfusF+/fo9cmdERERERLLSQyXHU6dOfajGDAaDkmMRERERKzMkL9Zo90n3UMnxmTNnrN0PEREREZEs98gP5MXHx3Pq1Cnu3LmTmf0RERERkX+QMs+xNZYnXYaT45s3b9K9e3fy5MlD+fLlOXv2LJA01nj8+PGZ3kERERERkcclw8nx8OHDOXr0KDt37iRXrlzm9Y0bN2bVqlWZ2jkRERERSc3OYL3lSZfhqdzWrVvHqlWrqFWrlkXpvVy5cvzxxx+Z2jkRERERkccpw8nxxYsXcXV1TbX+xo0bGqciIiIi8hhYa3ywcrlHGFZRvXp1Nm3aZP455SLOmzcPX1/fzOuZiIiIiKQr5SukM3ORR6gcjxs3jubNm3PixAnu3LnDp59+yi+//EJISAjBwcHW6KOIiIiIyGOR4cqxn58fP/30Ezdv3qRUqVJs2bIFNzc3QkJC8PHxsUYfRUREROQemsrNejJcOQbw9vZm8eLFmd0XEREREZEs9UjJcWJiImvXruXkyZMYDAbKli1L27ZtyZHjkZoTERERkQyw1rRrmsrtEZLj48eP07ZtWyIiIvDy8gLgt99+o1ChQqxfvx5vb+9M76SIiIiIyOOQ4THHb7zxBuXLl+fcuXMcOnSIQ4cOERYWRsWKFenRo4c1+igiIiIi99CYY+vJcOX46NGjHDx4kAIFCpjXFShQgDFjxlC9evVM7ZyIiIiIyOOU4cqxl5cXkZGRqdZHRUXxzDPPZEqnRERERCR9BisuT7qHSo5jY2PNy9ixY+nXrx9ff/01586d49y5c3z99dcMGDCATz75xNr9FRERERGxmocaVvHUU09ZjEExmUx06NDBvM5kMgHQunVrEhMTrdBNEREREUlhZzBgZ4XxwdZo09Y8VHK8Y8cOa/dDRERERCTLPVRyXL9+fWv3Q0REREQeksGQtFij3SfdI39rx82bNzl79izx8fEW6ytWrPivOyUiIiIikhUyPFvFxYsXadWqFfnz56d8+fJUqVLFYhF5kM/nfEb5MiUp6JSbOrWq8dPuXQ+M3/VjMHVqVaOgU24qeJVi/udzLLZ/uWQR+RztUi23b982x8ybO5uaPpUo7GKksIuRhvX82BL0nUU7169fZ2D/PpQp6YmLMQ9VK5Zj3tzZmXfiki19+cVc/KuVpVzRArRt4seBvT+lG3tw3x46tGpItWeLUL6YM01rV2bhnBkWMQkJCcyYPJYGNcpTrmgBWjWoSfD2LRYx+0N2E/hqe/wqluQZtzxs3bw+1bG+37SOLh3bUL2sJ8+45eHE8aOZc8KSba1aMo8Wtb2pXroQLz9Xj0P79qQbeyBkF5WKOqVazvz+mznm26+WpRkTd89r4+wpY1Ntb+hjOevUtu/W89arz1O/UnEqFXXi119+zvyTl0eieY6tJ8OV4wEDBhAdHc3evXtp0KABa9euJTIyktGjRzN58mRr9FH+I77+ahXDBr/N1OmzqOVbm4Xz59KuzXMcPPILnkWLpor/88wZ2rdtSZdubzD/i6XsDfmJt/v1xqVQIZ5/ob05zsnJicPHfrXYN1euXOa/P/10ET4aPY6SpZJe9Jd9uZiOLz7PT/sPUa5ceQDeGfI2P+7cyfwvllKsWHF+2LaFt/v1pnBhD1q1aWuNyyFZbNO6rxnz/lBGjZ+GTw1fVi5ZQPdOzxO06xAeRTxTxefOk4eAbm/hVa4CefLk5eD+Pbw/uC958uTh5de6AzB1/Id8+/UKxkyeRclnvNi1cyu9ur7M6o3bKe9dGYBbN29Qtrw3L3YKoHe3zmn27ebNm/jUqEWL1i8wYlBvq10DyR6C1q9hwofvMGL0FCpXq8XXyxbS6/X2rP1hP4WfTn0vpvh2Zyj58jmZfy5Q0MVie778Tny7I9RineM9r40ApcqU5fPlf79Bs7O3t9h+6+YNKlerRdOWL/DhsL4ZPjcRW5Th5Hj79u18++23VK9eHTs7O4oVK0aTJk1wcnJi3LhxtGzZ0hr9lP+AmZ9O5bUu3ejS7Q0AJkyexratW5j/+Ww+HD0uVfyCeXMo4lmUCZOnAfBs2bIcCj3I9KmTLZJjg8GAm7t7usd9rlVri59HfTSGBZ/P4cC+vebkeN/evXQOeI169f0B6PZGDxbO/5xDhw4qOf6PWjhnOi91fp2Or3YF4L3RE9m1cxvLFs1jyHsfpYov713ZnOACFClajC2bvuXAvj3m5HjdV8vpOWAo/o2bA/BKlx7s2rGNBbOnM+WzhQDUb9SM+o2aPbBvL7yUlDSfO/vXvz5Pyf6Wzp/JCx1fo12n1wEYOuoT9vz4A6uXLqD/O6PS3c+5YCGcjE+lu91gMODi6vbAY+fIkeOBMa3bdwLgfJjuxexGY46tJ8PDKm7cuIGrqysAzs7OXLx4EQBvb28OHTqUub2T/4z4+HgOHwqlUZOmFusbNW7C3r0hae6zb99eGjVuYrGucdNmHAo9SEJCgnnd9evXKVu6OGVKevLi8605euRwuv1ITEzkq9UruXHjBjVq+ZrX+/rVZvPGDVw4fx6TyUTwzh38fvo3Gjd5cBIjtik+Pp7jPx+mjn8ji/V16jfi0MG9D9XGL8eOcOjAXmr41rFo19HRsjKXK1duQven/xG5PNkS4uM5eewIvvUaWqz3rduQo6H7Hrhvx+fq0sinNIEvt2b/nh9Tbb954zrNfcvTpMaz9OnyEifTGJ7z15k/aFytDC1qezO0dxfO/XXm352QyH9AhivHXl5enDp1iuLFi1O5cmXmzp1L8eLFmTNnDoULF7ZGH+U/4PKlSyQmJuJ6X4XC1c2NqIiINPeJiojAtel98a5u3Llzh8uXLuFeuDBlvJ5l7vwvKF/Bm9jYWD6bOZ3G/nUIOXCEZ0qXNu93/PgxGtXz4/bt2+TLl48Vq7+hbNly5u2Tpk6nT88elCnpSY4cObCzs2PWnHn41a6D/PdEX0m6H10KWd5fBQu5cikq9TeA3qt25We4cvkSiXfu0G/ICHPlGaCuf2MWzp1BDd86FC1ekj27drDt+42a/13SFX3lMomJiRR0cbVYX7CQK5cupn0vFnJ154Px0ynnXZn4+Dg2frOSHp1as2D1Znxq1gagRKnSfDR5NqWfLc+Na9dYtnA2Xdo1ZfX3P1GsRNIQM+8q1RgzdS7FSj7D5YtRzJsxkdfaNeGbbft4qkBB6564/Gua59h6HmnMcXh4OAAjR46kWbNmLFu2DAcHBxYtWpTZ/csU/v7+VK5cmWnTpgFQvHhxBgwYwIABA7K0X0+i+wf6m0ymB36Gk2b8Petr1KxFjZq1zNt9/WpTu6YPcz6bwaSp083ry5TxYs/+w8TEXOXbtWvo8UYXgrbtNCfIs2dO58C+vaxe8y1FixVj964febtfb9zdC9OgUeN/d9KSjd1375lM//gwyspvt3HzxnUOh+5n0pgPKFa8FK3bdQCShmaMGNSbprUrYzAYKFq8JO1fDmDNyqXWOgH5j7j/tjM94F4sXqo0xUv9/ea/kk9NIi6cZ/Hc6ebkuGLVGlSsWsMcU7l6LV5+ri4rvpjLOx9NBKBOg78/ySv9bHkq+tSgVd1KrP96Ba8F9smsUxOxORlOjl955RXz36tUqcKff/7Jr7/+StGiRXFxcXnAntnHgQMHyJs3b1Z344lS0MUFe3t7IiMtq8QXo6JwdUt7vJuruzuR91WVL16MIkeOHDgXTLuqYWdnh0+1avzx++8W6x0cHCj1TFK1pKpPNUIPHuSzGZ8y47O53Lp1i1EfjGDF6m9o/lzSmPkK3hU59vMRPp06Wcnxf1AB56T78dJFy/vr8qWLFCzkms5eSTyLFQfAq1wFLl+MYvqkMebkuKBLIeYsXk3c7dtER1/Gzd2DiaPfp0jR4tY4DfkPKOBcMPlejLJYf+XSxVTV5AepWLU6m9auSne7nZ0d5StW5eyff6QbkydPXkp7lefsmfRjJPvQmGPryfCY4/vlyZOHqlWr2kxiDFCoUCHy5MmT1d14ojg4OFClqg/bt221WL/9h23Uumfs771q1qzF9h+2Waz7YesWqvpUI2fOnGnuYzKZ+PnoUdwLp/+AXkpcyhzdCQkJJCQkYGdn+b+DnZ09d+/efWA7YpscHByoULEKu4O3W6zf/eN2qlarlc5eqZkwER8fl2q9Y65cuBd+mjt37hC0cR2Nm+lBZUlbTgcHynpXZu8uy3tx764dVPKp+dDt/Hr8Z1xc03/dM5lMnDrx4Jj4uDj+9/upf3yIT+S/7qEqxwMHDnzoBqdMmfLQsf7+/nh7e2Nvb8/ixYtxcHDg448/5pVXXqFPnz58/fXXuLq6MnPmTFq0aAHAiRMnGDx4MD/++CN58+aladOmTJ061Zyc37hxg549e/LNN9+QP39+Bg8enOq49w6r+PPPPylRogSHDx+mcuXKAFy9epUCBQqwY8cO/P392blzJw0aNCAoKIh33nmHX3/9FV9fX1auXEloaCgDBw7k/PnztGzZkgULFqSbeMfFxREX9/cv0tjY2Ie+Vv8Fffq/TWDX16jqU40aNX35YsHnnAs7S/fAtwAY+d5wLly4wLyFiwHoHvgWc2fP4p0hA+nSLZD9+0JYsmghXyxdbm5z7OgPqVGjFqWeKc21a7HMnjWdn48eYcqnM80xo95/lybNWlCkiCfXrl/j69Ur2fXjTtZtSJrr2MnJiTr16jNi+FBy5c5N0aLF2L0rmBXLljJugqYn/K/q9lY/BvfpjnelqlSpVpOVSxcSfi6Mzq8nzaYycfQHREZcYNLM+QAsXTgHj6c9KVXaC0ia93j+Z5/yWve3zG0eCd1PZMQFypavRGTEBaZPHIPp7l169Pn7NfTGjev8dU9lLuzsX5w4fpSnnnI2TyF3NfoKF86HERWRNITtzO+nASjk6kahByQ3YpsC3ujDiLd7UK5iVSpVrcGa5V8QfuEcL73aDYBPx48iKuICY6Z9DsCX82fh4VmMUmWeJSE+gU1rV7Htu2+ZPPdLc5tzpo7Du2p1ihUvxfXr11j+xRxOnTjG8NF/v6ZNHj2C+o1b4O5RhCuXLzJv+kRuXL9Gmxf/nmIw5uoVws+f42Jk0r345x9J96JLITcl0VnMWnMSa57jh0yODx9O/+n/ez3KBV28eDFDhw5l//79rFq1ip49e7Ju3TpeeOEF3n33XaZOnUpAQABnz54lJiaG+vXrExgYyJQpU7h16xbDhg2jQ4cObN+e9K57yJAh7Nixg7Vr1+Lu7s67775LaGioOfH9N0aNGsXMmTPJkycPHTp0oEOHDjg6OrJ8+XKuX7/OCy+8wIwZMxg2bFia+48bN44PP/zwX/fDVr34UkeuXL7M+LEfExEeTrnyFVjz7SaKFisGQEREBGFhZ83xxUuUYM23m3hnyEA+n/MZhQt7MHHKpxbTuMVcvUrf3m8SGRGBk9FIpUpV+P6HYKpV/3usXVRUJIHdXiMiPBwno5EKFSqybsN3NLxnJozFS1cw8v136d7lVaKvXMGzaDFGfjiaN3r8nfjIf0vL518kOvoyM6eMIyoygjLPlmP+8rU87Zk05/bFqAgunA8zx5vumpg0ZiTnzv6JfY4cFC1egiHvfUSn194wx8TFxTFl/EeE/XWGvHnzUb9RMybNmm8x3daxI4d4tV1z889jRya9XrTr+CoTpiclPz98v4lh/d80x/R/8zUA+g5+l/5D3sv8iyFZqnmb9sRcvcLnn37CxagInilTjlmLv8ajSNK9eCkqgogL58zxCQkJTBk9gqiIcBxz5aJUmbLMXPQVdRv+PbvOtdgYPn6nP5cuRpIvvxPPlq/Iwq++w7tyNXNMZPh53unTjejoyxRwdqFi1eosXfeD+bgAO7d+xweDepp/HtYn6QHUtwa8Q8+B71rtmsg/syMTPv5Pp90nncGU8oRTFvD39ycxMZFdu5K+JS0xMRGj0Ui7du1YsmQJkJQwFS5cmJCQEDZv3sy+ffv4/vvvzW2cO3cOT09PTp06hYeHBwULFmTJkiV07NgRgCtXrlCkSBF69OiR5gN5Gakcb9u2jUaNkqZ+Gj9+PMOHD+ePP/6gZMmSALz11lv8+eefBAUFpXm+aVWOPT09uXDxKk5OTmnuI/K4RFy9/c9BIo/Bjbg7Wd0FEQCuX4uldvkixMTEZJvf07GxsRiNRnp8uR+HPPkyvf34m9f5/NUa2eqcH7cMP5CX2SpWrGj+u729PQULFsTb29u8zi35Ya2oqChCQ0PZsWMH+fKlvhn++OMPbt26RXx8PL6+f49hdXZ2xsvLK9P76ubmRp48ecyJccq6/fv3p7u/o6Mjjo6OmdIXEREReXJpWIX1ZHlyfP+DVQaDwWJdyj/S3bt3uXv3Lq1bt+aTTz5J1U7hwoU5ffp0ho+f8hDWvQX0e79gIr2+3t/PlHV6gEtERETEdtnU0JKqVavyyy+/ULx4cZ555hmLJW/evDzzzDPkzJmTvXv//oar6Ohofvvtt3TbLFSoEIB57maAI0eOWO0cRERERP4tgwHsrLCocGxjyXHv3r25cuUKnTp1Yv/+/fzvf/9jy5YtdOvWjcTERPLly0f37t0ZMmQIP/zwA8ePH6dLly6ppui6V+7cualVqxbjx4/nxIkT/Pjjj7z3nh54EREREXkS2VRy7OHhwU8//URiYiLNmjWjQoUK9O/fH6PRaE6AJ06cSL169WjTpg2NGzemTp06+Pj4PLDdhQsXkpCQQLVq1ejfvz+jR49+HKcjIiIi8kisUTVOWZ50jzRbxdKlS5kzZw5nzpwhJCSEYsWKMW3aNEqUKEHbtm2t0c//pJQnTjVbhWQHmq1CsgvNViHZRXaeraLXigM4WmG2irib1/msU/Vsdc6PW4Yrx7Nnz2bgwIE899xzXL16lcTERACeeuop81RpIiIiImI9KbNVWGN50mU4OZ4xYwbz5s1jxIgR2Nvbm9dXq1aNY8eOZWrnREREREQepwxP5XbmzBmqVKmSar2joyM3btzIlE6JiIiISPqsNT5YY44foXJcokSJNKc6++677yhXrlxm9ElEREREJEtkODkeMmQIvXv3ZtWqVZhMJvbv38+YMWN49913GTJkiDX6KCIiIiL3MBist2TUjz/+SOvWrfHw8MBgMLBu3TqL7V26dEk1rrlWrVoWMXFxcfTt2xcXFxfy5s1LmzZtOHfunEVMdHQ0AQEBGI1GjEYjAQEBXL161SLm7NmztG7dmrx58+Li4kK/fv2Ij4/P0PlkeFhF165duXPnDkOHDuXmzZt07tyZp59+mk8//ZSXX345o82JiIiIiA27ceMGlSpVomvXrrRv3z7NmObNm/PFF1+Yf3ZwcLDYPmDAADZs2MDKlSspWLAggwYNolWrVoSGhpqfcevcuTPnzp0jKCgIgB49ehAQEMCGDRsASExMpGXLlhQqVIjdu3dz+fJlXn/9dUwmEzNmzHjo83mkr48ODAwkMDCQS5cucffuXVxdXR+lGRERERF5BHYGA3ZWmFkipc3Y2FiL9Y6Ojjg6Oqa5T4sWLWjRosUD23V0dMTd3T3NbTExMSxYsIClS5fSuHFjAL788ks8PT3Ztm0bzZo14+TJkwQFBbF3715q1qwJwLx58/D19eXUqVN4eXmxZcsWTpw4QVhYGB4eHgBMnjyZLl26MGbMmIeemu5ffQmIi4uLEmMRERGR/xhPT0/z8AWj0ci4ceP+VXs7d+7E1dWVMmXKEBgYSFRUlHlbaGgoCQkJNG3a1LzOw8ODChUqsGfPHgBCQkIwGo3mxBigVq1aGI1Gi5gKFSqYE2OAZs2aERcXR2ho6EP3NcOV4xIlSjxwDrz//e9/GW1SRERERDLADut8zXFKm2FhYRaV1vSqxg+jRYsWvPTSSxQrVowzZ87w/vvv07BhQ0JDQ3F0dCQiIgIHBwcKFChgsZ+bmxsREREAREREpFmQdXV1tYhxc3Oz2F6gQAEcHBzMMQ8jw8nxgAEDLH5OSEjg8OHDBAUF6YE8ERERkf8AJyenTPuGvI4dO5r/XqFCBapVq0axYsXYtGkT7dq1S3c/k8lkUZBNqzj7KDH/JMPJcf/+/dNcP2vWLA4ePJjR5kREREQkgx51ZomHadfaChcuTLFixTh9+jQA7u7uxMfHEx0dbVE9joqKws/PzxwTGRmZqq2LFy+aq8Xu7u7s27fPYnt0dDQJCQmpKsoPkmkV+RYtWrBmzZrMak5ERERE/oMuX75MWFgYhQsXBsDHx4ecOXOydetWc0x4eDjHjx83J8e+vr7ExMSwf/9+c8y+ffuIiYmxiDl+/Djh4eHmmC1btuDo6IiPj89D9++RZqtIy9dff42zs3NmNSciIiIi6bDDSrNVkPE2r1+/zu+//27++cyZMxw5cgRnZ2ecnZ0ZNWoU7du3p3Dhwvz555+8++67uLi48MILLwBgNBrp3r07gwYNomDBgjg7OzN48GC8vb3Ns1eULVuW5s2bExgYyNy5c4GkqdxatWqFl5cXAE2bNqVcuXIEBAQwceJErly5wuDBgwkMDMzQEJEMJ8dVqlSxGLdhMpmIiIjg4sWLfPbZZxltTkREREQyKDsNqzh48CANGjQw/zxw4EAAXn/9dWbPns2xY8dYsmQJV69epXDhwjRo0IBVq1aRP39+8z5Tp04lR44cdOjQgVu3btGoUSMWLVpknuMYYNmyZfTr1888q0WbNm2YOXOmebu9vT2bNm2iV69e1K5dm9y5c9O5c2cmTZqUsWtgMplMGdnhww8/tPjZzs6OQoUK4e/vz7PPPpuhgz/pYmNjMRqNXLh4NdMGvYs8qoirt7O6CyIA3Ii7k9VdEAHg+rVYapcvQkxMTLb5PZ2SOwxdcwjHvPkyvf24G9eZ0L5qtjrnxy1DleM7d+5QvHhxmjVrlu5EziIiIiJiXXaGpMUa7T7pMvRAXo4cOejZsydxcXHW6o+IiIiISJbJ8GwVNWvW5PDhw9boi4iIiIg8BIPh76+QzszlcUzllt1l+IG8Xr16MWjQIM6dO4ePjw958+a12F6xYsVM65yIiIiIyOP00Mlxt27dmDZtmvlbTvr162feZjAYzN8+kpiYmPm9FBERERGz7DRbxX/NQyfHixcvZvz48Zw5c8aa/RERERERyTIPnRynzPhWrFgxq3VGRERERP6ZZquwngw9kGdQrV1ERERE/sMy9EBemTJl/jFBvnLlyr/qkIiIiIg8mCH5jzXafdJlKDn+8MMPMRqN1uqLiIiIiEiWylBy/PLLL+Pq6mqtvoiIiIjIQ9CYY+t56DHHGm8sIiIiIv91GZ6tQkRERESylirH1vPQyfHdu3et2Q8RERERkSyX4a+PFhEREZGsZTAYrDLkVcNoMzjPsYiIiIjIf5kqxyIiIiI2RmOOrUeVYxERERGRZKoci4iIiNgYgyFpsUa7TzpVjkVEREREkqlyLCIiImJj7AwG7KxQ5rVGm7ZGybGIiIiIjdEDedajYRUiIiIiIslUORYRERGxNVZ6IA9VjlU5FhERERFJocqxiIiIiI2xw4CdFcq81mjT1qhyLCIiIiKSTJVjERERERujLwGxHlWORURERESSqXIsIiIiYmM0z7H1qHIsIiIiIpJMlWMRERERG6Ovj7YeVY5FRERERJKpciwiIiJiYzRbhfWociwiIiIikkyVYxEREREbY4eVxhzrG/JUORYRERERSaHKsYiIiIiN0Zhj61HlWEREREQkmSrHIiIiIjbGDutUOFU11TUQERERETFT5VhERETExhgMBgxWGCBsjTZtjZJjERERERtjSF6s0e6TTsMqRERERESSqXIsIiIiYmPsDFb6EhANq1DlWEREREQkhSrHIiIiIjZINV7rUOVYRERERCSZKsciIiIiNkZfH209qhyLiIiIiCRT5VhERETExuhLQKxHlWMRERERkWSqHIuIiIjYGDusU+FU1VTXQERERETETJVjERERERujMcfWo8qxiIiIiEgyVY5FREREbIwB63xDnurGqhyLiIiIiJipcpwN2NsZsLfTezXJWvlz6+VAsocKzYZkdRdEADAlxmd1F9KlMcfWo8qxiIiIiEgylYpEREREbIzmObYeXQMRERERkWSqHIuIiIjYGI05th5VjkVEREREkqlyLCIiImJjNM+x9Sg5FhEREbExBkPSYo12n3QaViEiIiIij+zHH3+kdevWeHh4YDAYWLduncV2k8nEqFGj8PDwIHfu3Pj7+/PLL79YxMTFxdG3b19cXFzImzcvbdq04dy5cxYx0dHRBAQEYDQaMRqNBAQEcPXqVYuYs2fP0rp1a/LmzYuLiwv9+vUjPj5j81UrORYRERGxMXYYrLZk1I0bN6hUqRIzZ85Mc/uECROYMmUKM2fO5MCBA7i7u9OkSROuXbtmjhkwYABr165l5cqV7N69m+vXr9OqVSsSExPNMZ07d+bIkSMEBQURFBTEkSNHCAgIMG9PTEykZcuW3Lhxg927d7Ny5UrWrFnDoEGDMnQ+GlYhIiIiIo+sRYsWtGjRIs1tJpOJadOmMWLECNq1awfA4sWLcXNzY/ny5bz55pvExMSwYMECli5dSuPGjQH48ssv8fT0ZNu2bTRr1oyTJ08SFBTE3r17qVmzJgDz5s3D19eXU6dO4eXlxZYtWzhx4gRhYWF4eHgAMHnyZLp06cKYMWNwcnJ6qPNR5VhERETExqSMObbGAhAbG2uxxMXFPVI/z5w5Q0REBE2bNjWvc3R0pH79+uzZsweA0NBQEhISLGI8PDyoUKGCOSYkJASj0WhOjAFq1aqF0Wi0iKlQoYI5MQZo1qwZcXFxhIaGPnSflRyLiIiIiAVPT0/z2F6j0ci4ceMeqZ2IiAgA3NzcLNa7ubmZt0VERODg4ECBAgUeGOPq6pqqfVdXV4uY+49ToEABHBwczDEPQ8MqRERERGyMIfmPNdoFCAsLsxiG4Ojo+O/avW8aDJPJ9I9fOHJ/TFrxjxLzT1Q5FhERERELTk5OFsujJsfu7u4AqSq3UVFR5iqvu7s78fHxREdHPzAmMjIyVfsXL160iLn/ONHR0SQkJKSqKD+IkmMRERERG2PtMceZpUSJEri7u7N161bzuvj4eIKDg/Hz8wPAx8eHnDlzWsSEh4dz/Phxc4yvry8xMTHs37/fHLNv3z5iYmIsYo4fP054eLg5ZsuWLTg6OuLj4/PQfdawChERERF5ZNevX+f33383/3zmzBmOHDmCs7MzRYsWZcCAAYwdO5bSpUtTunRpxo4dS548eejcuTMARqOR7t27M2jQIAoWLIizszODBw/G29vbPHtF2bJlad68OYGBgcydOxeAHj160KpVK7y8vABo2rQp5cqVIyAggIkTJ3LlyhUGDx5MYGDgQ89UAUqORURERGyO4RHnJH6YdjPq4MGDNGjQwPzzwIEDAXj99ddZtGgRQ4cO5datW/Tq1Yvo6Ghq1qzJli1byJ8/v3mfqVOnkiNHDjp06MCtW7do1KgRixYtwt7e3hyzbNky+vXrZ57Vok2bNhZzK9vb27Np0yZ69epF7dq1yZ07N507d2bSpEkZuwYmk8mU4asgmSI2Nhaj0Ujk5ZgMvaMRsYbYWwlZ3QURAIrVezuruyACgCkxnrhj84iJyT6/p1Nyh6/3/kHefPn/eYcMunH9Gi/WKpWtzvlxU+VYRERExMZYY3xwSrtPOj2QJyIiIiKSTJVjERERERujyrH1qHIsIiIiIpJMlWMRERERG2Ptb8h7kqlyLCIiIiKSTJVjERERERtjZ0harNHuk06VYxERERGRZKoci4iIiNgYjTm2HiXHIiIiIjZGU7lZj4ZViIiIiIgkU+VYRERExMYYsM4QCBWOVTkWERERETFT5VhERETExmgqN+tR5VhEREREJJkqxyIiIiI2RlO5WY8qxyIiIiIiyVQ5FhEREbExmufYelQ5FhERERFJpsqxiIiIiI0xYJ05iVU4VuVYRERERMRMlWMRERERG2OHATsrDBC2U+1YlWMRERERkRSqHIuIiIjYGI05th5VjkVEREREkqlyLCIiImJrVDq2GlWORURERESSqXIsIiIiYmMMyX+s0e6TTpVjEREREZFkqhyLiIiI2BoDWGGaY405RpVjEREREREzVY5FREREbIwmq7AeJcciIiIitkbZsdVoWIWIiIiISDJVjkVERERsjKZysx5VjkVEREREkqlyLCIiImJjDFaays0q08PZGFWORURERESSqXIsIiIiYmM0WYX1qHIsIiIiIpJMlWMRERERW6PSsdWociwiIiIikkyVYxEREREbo3mOrUeVYxERERGRZKoci4iIiNgYzXNsPaoci4iIiIgkU+VYRERExMZosgrrUeVYRERERCSZKsciIiIitkalY6tR5VhEREREJJkqxyIiIiI2RvMcW48qxyIiIiIiyVQ5FhEREbExmufYepQci4iIiNgYPY9nPRpWIY/V3Nmf8WzpEjyVLxd+NXzYvXvXA+N3/RiMXw0fnsqXi7JlSjJv7pxUMWu/WUOViuUw5nWkSsVyfLtubbrtTfxkHLlzGhg8cIDF+tw5DWkuUyZPfKTzFNvwxbw5VPMuQ9FC+WlSryZ79+x+YPye3T/SpF5NihbKT/WKXixe8HmqmJirV3lnYD+8SxelaKH81KnmzbbvvzNvv3PnDuM++oBq3mUo5upE9YpeTB4/mrt375pjoqIi6fdWdyqWKUZxNyMvv9CK//1+OvNOXLKdHi/V5eTGUUTvncpPy4ZSu0qpB8a/2aEeh9e8x5WQKRxd+z6dW9Ww2N71BT+2LRjAheAJXAiewKY5fahWvliqdjwKGVk4+jXO7fiEy3umsHflO1Qp65nmMWeMeJlbh2fSp7P/I5+niC1QciyPzVerVzFk0ACGvTOCvQcO41enLs+3asHZs2fTjP/zzBmeb/0cfnXqsvfAYYYOe5dBb/dj7TdrzDF7Q0II6NyRzq8EsD/0KJ1fCeDVTh3Yv29fqvYOHjjAgvmf4+1dMdW2M2HhFsvceQsxGAy88EL7zLsAkq2sW7Oa998ZxIDB77Bt935q+tahU/vWnAtL+378688zdH6xDTV967Bt9376DxrGiKFvs/Hbb8wx8fHxdGjbgrCzf7Fg6Up+Cj3O5BlzKOzhYY6ZMXUiSxbOY9zEaew68DMffDSWWdOnMH/OLABMJhNdOr3IX3+eYfGKNWzbvZ8iRYvyUtsW3Lhxw7oXRbLEi02rMnFIez5Z8D21Oo1nz+E/WDezF57uBdKMD3ypDh/1bc2YuZup+uIYRs/ZzLR3OvBcvQrmmHrVSrM6KJTmgZ/i//pkwsKj2TC7Nx6FjOaYp/LnZvuigSTcucvzfT6jSvvRvDPlG65eu5XqmK39K1LduzgXoq5m+vnLIzJYcXnCGUwmkymrO/Gkio2NxWg0Enk5Bicnp6zujtXV9atJlSpVmT5rtnldZe+ytG7zPB+PGZcqfsTwYWzauJ4jx06a1/Xt9RY//3yU4N0hALzauSPXYmP5duPflbk2LZvzVIECLPlyhXnd9evX8a1RlU9nfMb4saOpWKkyk6ZMS7evL7V/nuvXrvHdlh/+zSnblNhbCVndhceqeYPaVKxchQlTZ5rX1anmTfNWbXhv1JhU8R9/MJzvN29k98Fj5nVDBvTml2M/s/mHpE9AFi/4nFmfTuGn0GPkzJkzzeO+8tLzFHJ1Zdqsv6vO3V7tQO7ceZg1bxF/nP4NP58KBO87zLNlywOQmJhI+ZJP895HY3n19W6Zcv7ZWbF6b2d1Fx6rH5cM5vCvYfQfu8q87vCa99iw82c+mLE+VfyORQMJOfI/3p22zrxu4uD2VC1XlEbdpqZ5DDs7A+HBE3j7k69YvnE/AB/3a4NvpZI07j7tgf3zKGTkx6WDad1rFmtn9GTmsh3MXL4zw+dpi0yJ8cQdm0dMTPb5PZ2SO4ScPE++/Jnfp+vXYvEt+3S2OufHTZVjeSzi4+M5fCiURk2aWqxv1Lgpe0P2pLnPvr0hNGpsGd+4aTMOhR4kISEh/ZgmzVK1OaBvb5q3aEnDRo3/sa+RkZEEbd7E6127/2Os2Kb4+Hh+PnII/4aW90P9hk04uG9vmvsc3L+P+g2bWKxr0KgJRw+Hmu/H7zdvpFqNmrwzqB/lSxWhXs3KTJs0nsTERPM+NX392B28gz9O/wbAL8eOsi9kD42aNgcgLj4OgFyOucz72Nvbk9PBgf0hP/3LM5fsJmcOe6qU9eSHkJMW63/Ye5JalUqkuY9Dzhzcjrd8M3srLoFqFYqRI0fav9bz5HIgZw57omNumte1rO/NoRNnWTahG3/9MI6QFcPo+oKfxX4Gg4EFo19j6uIfOPm/iEc5RbESgxX/POmUHMtjcenSJRITE3F1dbNY7+bmRmRk2i+4kZERuLlZxru6unHnzh0uXbqUFBMRgev9MW5uREb83ebqVSs5cvhQmtXptHy5dDH58+fn+RfaPVS82J4rl5Pux0L33Y+FXF2JSud+jIqMoJCr633xSffjlctJ9+Nff/6Pjd9+Q2JiIsu/Xs/bQ4YzZ8Y0pk38+97r+/YQnn+xA7WrefO0cx4a1alBj159affSywCULvMsnkWLMebD97gaHU18fDzTp0wgKjLC4r6W/waXAvnIkcOeqCvXLNZHXr6GW8G0q3bbQk7S5Xk/89jgquWK8lrbWjjkzIHLU/nS3Ofjfm25EBXD9n2/mteVeNqFwJfq8vvZi7TpNYv5X+9m8tAXLcYvD+rahDuJd5m1Yue/PFMR2/HEz1bh7+9P5cqVmTZtWlZ35YlguG+OGJPJlGrdP8Xfv/5BbYaFhTFkYH82bN5Crly5eBhLFi2kY6dXHjpebFnm3o93797FpZArk6fPxt7enkpVqhIZEc6sT6cw6J33gKSxzmtWrWD2giV4lS3HLz8f5f13BuPuXpiOr7xGzpw5WbB0FW/36YFXMTfs7e2p59+IRk2aZ+aJSzZz/wBHg8FAeqMex80Lwq2gE8GLB2MwQNSVa3y5fh+DujYhMfFuqviBrzemQ3MfmgV+Slz8HfN6OzsDh06cZeTMDQAcPXWOcqUK0+OluizfuJ8qZT3p3ckfv86fZN6JSqbRVG7W88Qnx/J4uLi4YG9vn6pKHBUVlaqanMLNzZ2I+yplFy9GkSNHDgoWLJgU4+6eqpp2MSrKXE0+fCiUqKgo/Gr6mLcnJiaye9ePzPlsJjE34rC3tzdv2717F7+dOsXSZauQ/y7ngkn348Uoy3vn0sWLqarJKVzd3ImKjLwvPul+LOCccj8WJkfOnBb3VOkyzxIVGUF8fDwODg589P5w+r49hBde7AhAufLehIWdZfqUCXR85TUAKlWpyvafDhIbE0N8QjwuLoVo3qA2lav4IP8tl6Kvc+dOIm4F81usd3XOl6qanOJ2XAJvfbiMPmNW4ObsRPilGLq3r03s9Vtcumr50OaAgEYM6d6Ulm/N5PjpCxbbIi7Fphoq8euZCJ5vVBmA2lVK4eqcj982f2TeniOHPeMHtqPPKw14tuXIRz1tkWxNwyrksXBwcKBKVR+2b9tqsX77D1up5euX5j41a/my/QfL+B+2bqGqTzXzw05pxmzbYm6zQcNGHDx8jH0Hj5iXqj7VeLnTK+w7eMQiiQFYvHABVav6ULFSpX91vpK9OTg4ULFyVYK3Wz5w+eOObVSrWSvNfarVqMmPO7ZZrNu5fRuVqviY78fqtXz5839/WEzL9sfvp3FzL4yDgwMAt27exM7O8qXX3t7eYp8UTkYjLi6F+N/vpzl6OJTmLVtn/GQlW0u4k8jhk2E0rPWsxfqGtZ5l79EzD9z3zp27nI+6yt27Jl5q5sN3u36xqDa//Voj3glsTtven3HoROpZWEKO/I8yxSyHCpUu6srZ8CsALN90gOodxlHz5fHm5ULUVaYu2UbrXrMe9ZQlk2iyCutRcnyP6OhoXnvtNQoUKECePHlo0aIFp08nzS1qMpkoVKgQa9b8PY1Y5cqVcb1nDGJISAg5c+bk+vXrj73vtqDfgIF8sXA+i79YyK8nTzJk0NuEnT3LGz3eAuD9EcPp3uU1c3xgj7c4+9dfDB08kF9PnmTxFwtZ9MUCBgwcbI7p3ac/27ZuYdLETzj1669MmvgJ23/YRp++AwDInz8/5StUsFjy5s2Lc8GClK9QwaJ/sbGxfLPmK7p0e8P6F0Oy3Ft9+rNsyUKWL13Eb6dO8v47gzl3LozXu/UAYPSoEfTp0dUc/1q3HoSFneWD4UP47dRJli9dxPIlX9Cr398zK3Tp/iZXrlxmxNCB/HH6N7YGbebTyZ/QNfAtc0zTFi2ZNmk8W4M2c/avP9m8YR1zZ37Kc63bmmPWr/2an3YF8+eZ//HdpvV0eP45WrRqg38jywcC5b9h+pfb6fqCH6+1rYVXCTcmDGqHp7sz879OmgXlo75tmP9xgDn+maKuvPxcdUoVLUS18sVYMr4r5Up5WMxsMfD1xozs3Yq3PlzGXxcu41YwP24F85M3t4M5ZsaX26nhXYIh3ZpS0tOFjs2r0a19beau+hGAKzE3OPFHuMWScCeRyEuxnP4r6jFdHZHHT8Mq7tGlSxdOnz7N+vXrcXJyYtiwYTz33HOcOHGCnDlzUq9ePXbu3En79u2Jjo7mxIkT5M2blxMnTlCuXDl27tyJj48P+fKl/UBEXFwccXFx5p9jY2Mf16llCy916MiVy5cZO+YjIsLDKV++Aus2bKZYsaSJ6SPCwwm7Z47Z4iVKsG7DZoYOepu5s2dR2MODyVOn80K7v+ce9vXzY8mylXw48j0+Gvk+JUuVYunyVdSoWTPD/ftq1UpMJhMdXu70709Wsr3n23cg+soVpnwyhsiIcJ4tV57lX6/Hs2jS/RgVEcH5c2Hm+GLFS7D86/V8MHwwX8ybjVthD8ZMmEqrtn8/uPl0EU9Wrd3MB8MH08DPB/fCTxPYsw993x5ijhk7cRrjR4/inUH9uHQxCjd3DwK6vmEekwxJD5qOfHcoF6MicXMvzEsvv8LAYSMew1WRrPD1lkM4G/Pybo8WuLs48cvv4Tzf9zPOhkcD4O7ihKe7szne3t5A/4CGlCnmRsKdRH48+BsNukw2V3wBenSoi6NDTlZMsnyzP3rOZsbM3QxA6ImzdBw0j4/6tuHdHi348/xlhkxcw8rvDj6Gs5Z/TV+RZzVP/DzHKQ/k9e7dmzJlyvDTTz/h55f0kfzly5fx9PRk8eLFvPTSS8yYMYPPP/+cY8eO8e233zJ69GiKFi1Ko0aN6NWrF82aNaNKlSqMHz8+zWONGjWKDz/8MNX6J2WeY8nenrR5jiX7etLmOZbsKzvPc7z/1AWrzXNcw8sjW53z46ZhFclOnjxJjhw5qHlPxbFgwYJ4eXlx8mTS/JP+/v788ssvXLp0ieDgYPz9/fH39yc4OJg7d+6wZ88e6tevn+4xhg8fTkxMjHkJCwtLN1ZEREQkPZrn2HqUHCdLr4B+79ROFSpUoGDBggQHB5uT4/r16xMcHMyBAwe4desWderUSfcYjo6OODk5WSwiIiIikn0oOU5Wrlw57ty5w759+8zrLl++zG+//UbZsmWBpHkn69Wrx7fffsvx48epW7cu3t7eJCQkMGfOHKpWrUr+/PnTO4SIiIhIpkiZ59gaS0aMGjUKg8Fgsbi7u5u3m0wmRo0ahYeHB7lz5zZ/Cn+vuLg4+vbti4uLC3nz5qVNmzacO3fOIiY6OpqAgACMRiNGo5GAgACuXr36qJfvgZQcJytdujRt27YlMDCQ3bt3c/ToUV599VWefvpp2rb9+ylyf39/li9fTsWKFXFycjInzMuWLcPf3z/rTkBEREQkC5QvX57w8HDzcuzYMfO2CRMmMGXKFGbOnMmBAwdwd3enSZMmXLv29zzeAwYMYO3ataxcuZLdu3dz/fp1WrVqRWJiojmmc+fOHDlyhKCgIIKCgjhy5AgBAQFYg5Lje3zxxRf4+PjQqlUrfH19MZlMbN682TyHKUCDBg1ITEy0SITr169PYmLiA8cbi4iIiGQWa89zHBsba7HcO9vW/XLkyIG7u7t5KVSoEJBUNZ42bRojRoygXbt2VKhQgcWLF3Pz5k2WL18OQExMDAsWLGDy5Mk0btyYKlWq8OWXX3Ls2DG2bUuaW/7kyZMEBQUxf/58fH198fX1Zd68eWzcuJFTp05l0hX92xOfHO/cudP81dEFChRgyZIlXL16lZs3bxIUFETp0qUt4itUqIDJZGLixInmdQMGDMBkMtGyZcvH2XURERERq/D09DQPYTAajYwbNy7d2NOnT+Ph4UGJEiV4+eWX+d///gfAmTNniIiIoGnTpuZYR0dH6tevz549ewAIDQ0lISHBIsbDw4MKFSqYY0JCQjAajRaTJtSqVQuj0WiOyUya51hERETE1lh5nuOwsDCLiQMcHR3TDK9ZsyZLliyhTJkyREZGMnr0aPz8/Pjll1+IiEj6enI3NzeLfdzc3Pjrr78AiIiIwMHBgQIFCqSKSdk/IiLC4kvXUri6uppjMpOSYxERERGx8LCzarVo0cL8d29vb3x9fSlVqhSLFy+mVq1aAOZZv1LcOxNYeu6PSSv+Ydp5FE/8sAoRERERW5Nd5znOmzcv3t7enD592jxrxf3V3aioKHM12d3dnfj4eKKjox8YExkZmepYFy9eTFWVzgxKjkVEREQkU8TFxXHy5EkKFy5MiRIlcHd3Z+vWrebt8fHxBAcHm7+N2MfHh5w5c1rEhIeHc/z4cXOMr68vMTEx7N+/3xyzb98+YmJizDGZScMqRERERGzNI8xJ/LDtZsTgwYNp3bo1RYsWJSoqitGjRxMbG8vrr7+OwWBgwIABjB07ltKlS1O6dGnGjh1Lnjx56Ny5MwBGo5Hu3bszaNAgChYsiLOzM4MHD8bb25vGjRsDULZsWZo3b05gYCBz584FoEePHrRq1QovL69MPX1QciwiIiJic6z8PN5DO3fuHJ06deLSpUsUKlSIWrVqsXfvXooVKwbA0KFDuXXrFr169SI6OpqaNWuyZcsWiy9Nmzp1Kjly5KBDhw7cunWLRo0asWjRIuzt7c0xy5Yto1+/fuZZLdq0acPMmTP/9fmmxWBK73uTxepiY2MxGo1EXo7RV0lLlou9lZDVXRABoFi9t7O6CyIAmBLjiTs2j5iY7PN7OiV3OPx7BPnzZ36frl2Lpcoz7tnqnB83VY5FREREbE12KR3/B+mBPBERERGRZKoci4iIiNiYzJh2Lb12n3SqHIuIiIiIJFPlWERERMTGGKw0lZtVpoezMaoci4iIiIgkU+VYRERExMZosgrrUeVYRERERCSZKsciIiIitkalY6tR5VhEREREJJkqxyIiIiI2RvMcW48qxyIiIiIiyVQ5FhEREbExBqw0z3HmN2lzVDkWEREREUmmyrGIiIiIjdFkFdajyrGIiIiISDJVjkVERERsjMFgpTHHKh2rciwiIiIikkKVYxERERGbo1HH1qLkWERERMTGaFiF9WhYhYiIiIhIMlWORURERGyMBlVYjyrHIiIiIiLJVDkWERERsTEac2w9qhyLiIiIiCRT5VhERETExhiS/1ij3SedKsciIiIiIslUORYRERGxNZquwmpUORYRERERSabKsYiIiIiNUeHYelQ5FhERERFJpsqxiIiIiI3RPMfWo8qxiIiIiEgyVY5FREREbIzmObYeVY5FRERERJKpciwiIiJiazRdhdWociwiIiIikkyVYxEREREbo8Kx9ahyLCIiIiKSTJVjERERERujeY6tR5VjEREREZFkqhyLiIiI2BzrzHOsUcdKjkVERERsjoZVWI+GVYiIiIiIJFNyLCIiIiKSTMmxiIiIiEgyjTkWERERsTEac2w9qhyLiIiIiCRT5VhERETExhisNJWbdaaHsy2qHIuIiIiIJFPlWERERMTGaMyx9ahyLCIiIiKSTJVjERERERtjwDpf9KzCsSrHIiIiIiJmqhyLiIiI2BqVjq1GlWMRERERkWSqHIuIiIjYGM1zbD2qHIuIiIiIJFPlWERERMTGaJ5j61HlWEREREQkmSrHIiIiIjZGk1VYjyrHIiIiIiLJVDkWERERsTUqHVuNkmMRERERG6Op3KxHwypERERERJKpciwiIiJiYzSVm/UoOc5CJpMJgGuxsVncExG4dishq7sgAoApMT6ruyAC/H0vpvy+zk5irZQ7WKtdW6LkOAtdu3YNgGdKeGZxT0RERCQ9165dw2g0ZnU3AHBwcMDd3Z3SVswd3N3dcXBwsFr72Z3BlB3fDj0h7t69y4ULF8ifPz8GfY7xyGJjY/H09CQsLAwnJ6es7o48wXQvSnahezFzmEwmrl27hoeHB3Z22ecxrdu3bxMfb71PWBwcHMiVK5fV2s/uVDnOQnZ2dhQpUiSru/Gf4eTkpF8Cki3oXpTsQvfiv5ddKsb3ypUr1xOdvFpb9nkbJCIiIiKSxZQci4iIiIgkU3IsNs/R0ZGRI0fi6OiY1V2RJ5zuRckudC+KPDo9kCciIiIikkyVYxERERGRZEqORURERESSKTkWEREREUmm5FhEREREJJmSYxERERGRZEqORURERESSKTkWERF5AmjmVpGHo+RYRETkCRAZGQkoSRb5J0qO5T8lMTExzfV37959zD0R+XeUwEhmOnPmDEWKFOGHH37AYDBkdXdEsjV9Q578Jy1evJhLly6RI0cO+vfvn9XdEUmXyWTCYDBw+PBhzp8/j7u7O1WqVMHe3p67d+9iZ6cahmRcyn2V8t/r16/Ts2dP7t69y+TJk3F3d8/qLopkW3rVFZvXtWtX6tWrZ/55yJAh9O/fn6+//ppRo0bh7+9PTExMFvZQJH0Gg4FvvvmGRo0aERgYSJcuXejbty/x8fHY2dnpUw/5V/766y8A8uXLR/v27fn111/Zu3cvkP4nbSJPOiXHYvM6duzI6dOnadeuHbGxsfz222/8+OOPbN26leDgYMLDw2nRogXR0dFZ3VURCyaTiZs3b/LFF18wffp09u3bR9euXQkNDeW1115TgiyPzGAwEBISQsmSJenbty8nT57k+eefp27duvTv35/ExETzpxMiYknJsdi8Zs2asWLFCnbt2kXz5s25e/cuHh4e5MuXj4oVK/Ltt99y+fJlWrVqpQRZsoWU0WzXr1/n7t275MiRA19fX4oWLUqfPn3o0aMHf/zxhxJk+Vfi4uIAWLFiBbNmzWLUqFEMGTIELy8vevbsCaBhOyJp0P8VYrNSPhI0GAz4+/vz1VdfERMTw/79+8mRIweQlIQ8++yzrF+/npiYGKpXr861a9eystsiGAwGvv32W+rWrcuLL77I8ePHcXZ2BsDR0ZFXX32Vt956i7/++ovnn3/enCCLPEjKm65bt25hMpnw9/dn2rRplCtXjuLFi3P+/Hn8/Pxwc3Pj2LFjBAcHZ3GPRbInvdqKzbK3twfgjz/+AKBevXrMmjULOzs7XnvtNQDzAyleXl6sWrWKGjVqkCdPnizrszzZUpKXI0eO8Morr9CiRQuKFCnC9evXadu2rTkuJUF+5ZVXuH37NhcvXsyqLosNMRgM/Pjjj7Rt25YlS5YQHx9Pu3btKFOmDC4uLsyZM4cePXqwf/9+9u3bx+rVq/WJhEgaNFuF2Jx7n+DfunUrzZo14/vvv6dJkyYA7Ny5k44dO+Lr68u6deuAv5/cTpEy3k7kcTt48CBXrlwhNDSU4cOHExcXxw8//MCgQYN4+umn2bZtmzk2Li6O27dvYzQas7DHYkuioqLo1q0bt27dIleuXCxatIh58+axY8cOvv/+e+zs7Ni9ezebN28mICCAsmXLZnWXRbIdVY7FptybGH/++eecOnUKgG7duvH9998D4O/vz6pVq9i7dy/t2rUDSDWvpxJjyQrXrl2jU6dONG/enHPnzgFJVeLGjRszadIkzp8/T/Pmzc3xjo6OSozlge6tbyUkJODq6spXX33F8OHDuXXrFtWqVaNgwYKEhobSp08fAOrUqcNHH32kxFgkHaoci00aMWIE8+fPZ8KECURGRrJz5052797N6tWrzclFcHAwDRo0YOjQoYwfPz6LeyxPqvs/tdi/fz9vv/02sbGxhISEkC9fPiApsdm2bRtdu3alVq1a5k89RNKTcm/98MMPbNiwgbNnz9KwYUPatGlD0aJFAXj//fc5fPgwp06d4uzZs2zYsIGmTZtmcc9Fsjclx5LtXblyxfywEsCFCxdo0KABI0aMMI8tTpngfsOGDaxevdr84n/48GG8vb3ND+iJZIXvv/+e3377jZ49e5IjRw4OHTpEx44dcXV1Zfv27Tg6OgIQHx9PcHAwJUuWpFSpUlnca8nOUhLjtWvX0qlTJ9q0aQMkDTVr0KABb731lvl1cM+ePXz33XfMnz+fkJAQihcvnoU9F8n+NKxCsrU6derw2WefWay7ffs2UVFRuLm5AUlDLfLly8eUKVPw9PTkjTfe4IcffgCgUqVK5MiRQ5PdS5YKDQ2lf//+fP7559y5c4eqVauyatUqoqKiaNiwIfHx8QA4ODjQpEkTJcaSps2bN/Pzzz8DSUPFzp8/z8iRI5k4cSKrV69m9erVbNmyhaioKObNm8eZM2cA8PPz4+OPP+b06dNKjEUegpJjydYmTJjAkCFDALhx4wYAJUuWpHLlysyYMYO4uDjs7OwwmUw89dRTlClThly5ctGuXTvOnDlj3qYxxpKV3n33XcaPH0/fvn2ZM2eORYJ85coVqlSpYk6QRdISGRlJnz59mDZtGidPngQgZ86c3LhxgyJFigBJhYLq1aszdepUgoKC2LVrl0UbKUN4ROTBlBxLtmUymfDz88PR0ZExY8bw5ptvcv78eQACAwO5dOmSOXFOGdNpZ2fHwoULqVSpEkOGDOHOnTupHsYTsaaUkWr3T782dOhQRo8eTf/+/ZkzZw4JCQlUrVqVxYsXkytXLi5cuJAV3RUb4ebmxtdff83x48eZMmUKx48fJ1euXNy6dYvIyEgA7ty5Y06Q/fz8+Omnn7K41yK2ScmxZEv3P8RUvnx5li9fzscff0xMTAwvvvgiL774Irt27aJChQr07dsXX19fTp8+Ta1atShdujRxcXEaayyPxeeff86ePXuApDdqJ06coEiRIqxZs8Yibvjw4XzwwQcMHDiQpUuXEhcXR40aNdizZ48+7pZ/VLVqVebOncuhQ4eYNm0a169fZ8iQIfTv359du3bh4OBgns0nMTGRwoULZ3GPRWyTHsiTbOfeOYj/+OMP8uTJQ+HChdm1axcNGjSgS5cuTJs2DUdHR/bv38+iRYu4cuUKhQoV4tNPP8XR0ZHOnTuTL18+PvvsM+zt7VU9Fqu4e/cuFy9epHXr1qxcuZKSJUuat3Xp0oV169axZMkS2rRpY37DFxUVhbe3NxcvXuTzzz/njTfeyMIzEFt0+PBhunXrRrVq1ejUqRPr1q1j9uzZjB8/HmdnZ06cOMHnn3/O/v378fLyyuruitgcldUk25g9eza+vr5UrlwZSKqybdiwgfDwcLp06cKwYcPYvXs3derUAeCTTz6hdu3a1K5d29zG7du3GTx4MFu2bGH37t2qHItV3bp1Czc3N4KDg8mdOzcHDx7kxo0b1K9fn0WLFtGzZ09efvllVqxYYf4GPDs7Ozp06IC7uzt+fn5ZfAZii6pUqcLChQsJDAzE3t6el19+GS8vL6ZOnUru3LkxGo0EBwcrMRZ5RKocS7Zw5swZ6tWrR4sWLRg6dCgnTpygV69ezJw5k59//plNmzbh7u7OjBkzuHDhAnXr1qV79+6MGDECT09PIKnKPGfOHIKCgliyZAlVqlTJ4rOS/7KFCxdy/Phxhg8fTqFChbh27Ro1atTA1dWV0aNHU7duXQB69uzJF198wYwZM/D29ub7779n8+bNBAcHkytXriw+C7Flhw4dokePHlSpUoWPP/4YZ2dnEhISSExMxMnJKau7J2KzlBxLtnHkyBHeeOMN6tati52dHeXKlaN79+4AbNy4kUmTJuHk5MSsWbO4cOECvr6+jB8/nqFDh5rbOHr0KK6urhprJ1bXv39/du7cyQsvvECvXr1wdXXl2LFjBAQE4OHhwTvvvEO9evWApNkqZs6cScGCBYmPj2fjxo168yaZ4vDhw7z55puULFmSDz74gHLlymV1l0RsnpJjyVYOHTrEm2++yR9//MEHH3zAgAEDzNs2btzI5MmTMRqNTJ06lZs3b+Ll5UWOHDlSPcAn8ji8//77bNmyhSZNmtCnTx/c3d05ceIEL730EsWKFbNIkA8ePIi9vT1ubm54eHhkcc/lv+TAgQMMGTKEFStWqDAgkgmUHEu2c+zYMZ5//nlKlSrF5MmT8fb2Nm/bvHkzQ4cOpWXLlnzyySdA0vRFGlssj1NCQgI5c+YkKiqKQYMGcfjwYdq3b0+fPn0oVKiQOUEuXrw4Q4cOpX79+lndZfmPu337tobpiGQSJceSLR09epSuXbtSrVo1+vfvT/ny5c3b9uzZQ82aNfXFHpKlVq5cyfTp0ylQoAA///wzMTExDBgwgF69epkryCmzpkycOBFfX9+s7rKIiDwEzXMs2VKlSpVYsGABoaGhfPrpp5w4ccK8zc/PD3t7e30ltGSZY8eO0bt3b9544w2WLFlCWFgYAQEBrFu3js8++4yLFy9Srlw5lixZQmJiovkbzEREJPtTcizZVpUqVZg/fz5Hjhxh5MiRnDlzxmK7KseSVSIjI8mVKxf16tWjYMGCAMyaNYvatWszdepUZs+ezYULF6hYsSLBwcHmGVVERCT7U3Is2VqVKlWYOXMm+fPnp1ixYlndHXnCpYxCs7Ozw87Ojhs3bgAQFxcHwPTp03FycmL+/PksXLiQxMREcubMmWX9FRGRjNOYY7EJKbNR3L171/z1qCKPQ1ozody9e5fKlSvj4uLCli1bzA+Enj9/nl69elGsWDEGDRqkN3QiIjZIybHYDE3XJo9byj0XHBzMxo0buXz5MpUqVaJ///6cOHGCFi1aULJkSUaPHk3+/PlZvXo1P/30E+vWrcNoNGZ190VE5BEoORYReYC1a9fStWtXWrVqRYkSJRgzZgwBAQFMmTKFixcv0rlzZy5dukRiYiJ2dnasW7cOHx+frO62iIg8IiXHIiLpOHv2LE2bNqVPnz706dOH69ev4+npSZcuXZg6dSqQVF0+ePAgd+/exdPTU1/wISJi45Qci4ik47fffiMgIIB9+/bx559/Urt2bVq1asXcuXOBpG8mq169ehb3UkREMpOebBIRSceNGzeIjIxk/fr1NGzYkFatWjFr1iwg6Ytqhg8fzrFjx7K4lyIikpn0nbsiIvz98N3Jkye5fPkyTz/9NJUqVaJmzZq88sorNGnSxFwxBli9ejW3bt3C1dU1C3stIiKZTcmxiAhgMBhYt24dr776Ku7u7pw7d4758+fTtGlTTp8+TWJiIps2bSJ37txs2LCBL774gh9//BE3N7es7rqIiGQijTkWkSfe3bt3iYmJoXXr1rz22ms0bNiQlStX8uGHH/Lpp5+ap3Nbv349zzzzDEajkZkzZ1KpUqWs7rqIiGQyJcci8sRKGUpx+/ZtTCYTo0ePZvDgwRQoUACAKVOmMGzYMCZNmkSnTp24ffs2+fLlw97eXvMYi4j8R2lYhYg8sQwGA99++y2zZ8/m7NmzmEwmOnbsaE6OBw4ciJ2dHf9v797Das72P4C/d7rsXXQvipTSDaELSmc0RLkXZmhEOUrTuM0MTfG436Jzxq1mmIqKHpFxHSbmNJGDUZJyqzFNozhEaVB00a7P7w/1/dnaqY5jcvm8nmc/z3zXWt+1Pt/v/s7zfFrW+u7g4GAUFxcjJCQE6urqbRw1Y4yx14nfVsEYe29duHABPj4+MDU1xYABA5Cfn4+YmBgUFhYKbb744gusXLkSW7duRU1NTRtGyxhj7K/AyyoYY++l/Px87Ny5ExKJBAsWLAAAbN26FaGhoZgyZQoCAwNhbGwstH/w4IEwo8wYY+zdxcsqGGPvnbKyMnh5eaGgoAABAQFC+WeffYa6ujqsXbsW7dq1g5+fH7p16wYA0NTUbKNoGWOM/ZV4WQVj7L2jrq6OqKgoaGlp4dSpU7h69apQN2vWLCxevBjr169HfHw8pFIpgGfrkxljjL37eFkFY+y9dfnyZfj6+qJ///6YO3cuevbsKdRt374dgwYNgrm5eRtGyBhj7K/GyTFj7L2WlZUFf39/2NnZ4csvv0SPHj3aOiTGGGNtiJNjxth7LysrC4GBgTA1NcWyZctgZWXV1iExxhhrI7zmmDH23rO1tcU333yDoqIi/nEPxhh7z/HMMWOM1auqqoJYLG7rMBhjjLUhTo4ZY4wxxhirx8sqGGOMMcYYq8fJMWOMMcYYY/U4OWaMMcYYY6weJ8eMMcYYY4zV4+SYMcYYY4yxepwcM8YYY4wxVo+TY8bYe2X58uXo27evcDxt2jR4enr+5XEUFBRAJBIhOzu7yTYmJibYtGlTi/uMi4uDpqbmK8cmEolw6NChV+6HMcbeRpwcM8ba3LRp0yASiSASiaCkpARTU1MEBQXhyZMnr33szZs3Iy4urkVtW5LQMsYYe7sptnUAjDEGAMOHD0dsbCxqampw+vRp+Pv748mTJ9i6dWujtjU1NVBSUvqfjMs/F80YY+x5PHPMGHsjqKiooFOnTjAyMsLkyZPh7e0t/NN+w1KImJgYmJqaQkVFBUSER48eISAgAPr6+lBXV8eQIUNw6dIlmX7XrVuHjh07okOHDvDz80NVVZVM/YvLKurq6hAWFobu3btDRUUFXbt2xZo1awAA3bp1AwDY2tpCJBLhww8/FM6LjY2FtbU1xGIxrKyssGXLFplxzp8/D1tbW4jFYjg4OCArK6vV92jDhg2wsbGBmpoajIyMMHPmTDx+/LhRu0OHDsHCwgJisRjDhg3DrVu3ZOqPHDkCe3t7iMVimJqaYsWKFZBKpa2OhzHG3kWcHDPG3kgSiQQ1NTXC8e+//469e/di//79wrKGUaNG4e7du0hKSkJmZibs7Ozg6uqKP//8EwCwd+9eLFu2DGvWrMGFCxdgYGDQKGl90cKFCxEWFoYlS5YgJycHCQkJ6NixI4BnCS4A/PzzzygqKsKBAwcAANHR0Vi0aBHWrFmD3NxchIaGYsmSJdixYwcA4MmTJxg9ejQsLS2RmZmJ5cuXIygoqNX3REFBAeHh4bh69Sp27NiBEydOIDg4WKZNRUUF1qxZgx07duDs2bMoKyuDl5eXUP/TTz9hypQpmDt3LnJychAZGYm4uDjhDwDGGHvvEWOMtTFfX1/y8PAQjtPT00lHR4cmTpxIRETLli0jJSUlKi4uFtqkpKSQuro6VVVVyfRlZmZGkZGRRETk5OREgYGBMvUDBgygPn36yB27rKyMVFRUKDo6Wm6cN27cIACUlZUlU25kZEQJCQkyZatWrSInJyciIoqMjCRtbW168uSJUL9161a5fT3P2NiYNm7c2GT93r17SUdHRziOjY0lAJSWliaU5ebmEgBKT08nIqIPPviAQkNDZfqJj48nAwMD4RgAHTx4sMlxGWPsXcZrjhljb4SjR4+iffv2kEqlqKmpgYeHByIiIoR6Y2Nj6OnpCceZmZl4/PgxdHR0ZPqprKxEfn4+ACA3NxeBgYEy9U5OTjh58qTcGHJzc1FdXQ1XV9cWx11SUoJbt27Bz88PM2bMEMqlUqmwnjk3Nxd9+vSBqqqqTBytdfLkSYSGhiInJwdlZWWQSqWoqqrCkydPoKamBgBQVFSEg4ODcI6VlRU0NTWRm5uL/v37IzMzExkZGTIzxbW1taiqqkJFRYVMjIwx9j7i5Jgx9kYYPHgwtm7dCiUlJRgaGjbacNeQ/DWoq6uDgYEBUlNTG/X1377OTCKRtPqcuro6AM+WVgwYMECmrl27dgAAIvqv4nleYWEhRo4cicDAQKxatQra2to4c+YM/Pz8ZJafAM9exfaihrK6ujqsWLEC48ePb9RGLBa/cpyMMfa24+SYMfZGUFNTQ/fu3Vvc3s7ODnfv3oWioiJMTEzktrG2tkZaWhp8fHyEsrS0tCb7NDc3h0QiQUpKCvz9/RvVKysrA3g209qgY8eO6Ny5M/744w94e3vL7bdHjx6Ij49HZWWlkIC/LA55Lly4AKlUivXr10NB4dl2kb179zZqJ5VKceHCBfTv3x8AcP36dTx8+BBWVlYAnt2369evt+peM8bY+4STY8bYW2no0KFwcnKCp6cnwsLCYGlpiTt37iApKQmenp5wcHDA559/Dl9fXzg4OOBvf/sbdu3ahWvXrsHU1FRun2KxGCEhIQgODoaysjKcnZ1RUlKCa9euwc/PD/r6+pBIJDh+/Di6dOkCsVgMDQ0NLF++HHPnzoW6ujpGjBiB6upqXLhwAQ8ePMC8efMwefJkLFq0CH5+fli8eDEKCgrw9ddft+p6zczMIJVKERERgTFjxuDs2bP47rvvGrVTUlLCnDlzEB4eDiUlJcyePRuOjo5Csrx06VKMHj0aRkZG+Pjjj6GgoIDLly/jypUrWL16deu/CMYYe8fw2yoYY28lkUiEpKQkDBo0CNOnT4eFhQW8vLxQUFAgvF1i0qRJWLp0KUJCQmBvb4/CwkJ89tlnL+13yZIlmD9/PpYuXQpra2tMmjQJxcXFAJ6t5w0PD0dkZCQMDQ3h4eEBAPD398e2bdsQFxcHGxsbuLi4IC4uTnj1W/v27XHkyBHk5OTA1tYWixYtQlhYWKuut2/fvtiwYQPCwsLQq1cv7Nq1C2vXrm3UTlVVFSEhIZg8eTKcnJwgkUiwZ88eod7d3R1Hjx5FcnIy+vXrB0dHR2zYsAHGxsatiocxxt5VIvpfLIZjjDHGGGPsHcAzx4wxxhhjjNXj5JgxxhhjjLF6nBwzxhhjjDFWj5NjxhhjjDHG6nFyzBhjbzgTExNs2rTplftJTU2FSCTCw4cPX7kvxhh7V3FyzBh7Izx48ABTp06FhoYGNDQ0MHXq1GaTOJFIJPfzz3/+U2jz4YcfNqr38vKS2191dTX69u0LkUiE7OxsmbqMjAy4urpCU1MTWlpacHNza9TmdcnIyEBAQMBfMlZb2rJlC7p16waxWAx7e3ucPn36pe0PHDiAYcOGQU9PD+rq6nBycsJPP/3UZPs9e/ZAJBLB09NTpnz58uWNnpFOnToJ9TU1NQgJCYGNjQ3U1NRgaGgIHx8f3Llz55WulzH2ZuLkmLH3zIs/NfymmDx5MrKzs3H8+HEcP34c2dnZmDp16kvPKSoqkvnExMRAJBJhwoQJMu1mzJgh0y4yMlJuf8HBwTA0NGxUXl5eDnd3d3Tt2hXp6ek4c+YM1NXV4e7u/pfcTz09Paiqqr72cdpSYmIivvjiCyxatAhZWVn44IMPMGLECNy8ebPJc/79739j2LBhSEpKQmZmJgYPHowxY8YgKyurUdvCwkIEBQXhgw8+kNtXz549ZZ6RK1euCHUVFRW4ePEilixZgosXL+LAgQP47bffMHbs2Fe/cMbYm4cYY6/NsWPHyNnZmTQ0NEhbW5tGjRpFv//+u0ybW7du0aRJk0hLS4tUVVXJ3t6e0tLShPrDhw+Tvb09qaiokI6ODo0bN06oA0AHDx6U6U9DQ4NiY2OJiOjGjRsEgBITE8nFxYVUVFQoJiaG7t+/T15eXtS5c2eSSCTUq1cvSkhIkOmntraW1q1bR2ZmZqSsrExGRka0evVqIiIaPHgwzZo1S6b9/fv3SVlZmVJSUlp9n3JycgiAzHWfO3eOANCvv/7a4n48PDxoyJAhMmUuLi70+eefN3tuUlISWVlZ0bVr1wgAZWVlCXUZGRkEgG7evCmUXb58mQA0+j5fJjY2ljQ0NOjIkSNkYWFBEomEJkyYQI8fP6a4uDgyNjYmTU1Nmj17NkmlUuE8Y2Nj2rhxo3C8bNkyMjIyImVlZTIwMKA5c+YIdVVVVfTVV19Rly5dSFlZmbp3707btm0jIqKTJ08SAHrw4AERUYueg++//5569epFYrGYtLW1ydXVlR4/fiz0169fP1JVVSUNDQ0aOHAgFRQUtPh+PK9///4UGBgoU2ZlZUULFixoVT89evSgFStWyJRJpVJydnambdu2ka+vL3l4eMjUL1u2jPr06dOqcc6fP08AqLCwsFXnMcbefDxzzNhr9OTJE8ybNw8ZGRlISUmBgoICxo0bh7q6OgDA48eP4eLigjt37uCHH37ApUuXEBwcLNT/+OOPGD9+PEaNGoWsrCykpKTAwcGh1XGEhIRg7ty5yM3Nhbu7O6qqqmBvb4+jR4/i6tWrCAgIwNSpU5Geni6cs3DhQoSFhWHJkiXIyclBQkKC8Mtz/v7+SEhIQHV1tdB+165dMDQ0xODBgwEAgYGBaN++/Us/DbOC586dg4aGBgYMGCD05+joCA0NDfzyyy8tusZ79+7hxx9/hJ+fX6O6Xbt2QVdXFz179kRQUBDKy8sbnTtjxgzEx8fLnaG1tLSErq4utm/fjqdPn6KyshLbt29Hz549ZX5ZTiQSIS4u7qVxVlRUIDw8HHv27MHx48eRmpqK8ePHIykpCUlJSYiPj0dUVBT27dsn9/x9+/Zh48aNiIyMRF5eHg4dOgQbGxuh3sfHB3v27EF4eDhyc3Px3XffoX379nL7au45KCoqwieffILp06cjNzdXiJWIIJVK4enpCRcXF1y+fBnnzp1DQEAARCIRAOD06dPNfv+hoaEAgKdPnyIzMxNubm4y8bm5ubX4+weAuro6lJeXQ1tbW6Z85cqV0NPTk/tsNMjLy4OhoSG6desGLy8v/PHHHy8d69GjRxCJRNDU1GxxfIyxt0RbZ+eMvU+Ki4sJAF25coWIiCIjI6lDhw5UWloqt72TkxN5e3s32R9aOHO8adOmZmMbOXIkzZ8/n4iIysrKSEVFhaKjo+W2raqqIm1tbUpMTBTK+vbtS8uXLxeO7927R3l5eS/91NTUEBHRmjVryNzcvNE45ubmFBoa2mzsRERhYWGkpaVFlZWVMuVRUVGUnJxMV65cod27d5OJiQkNHTpUqK+rq6Phw4fTqlWriOj/79nzM8dERFevXiUzMzNSUFAgBQUFsrKyajRraGlpSQcOHGgyxtjY2EazzZ9++impqqpSeXm5UObu7k6ffvqpcPz8zPH69evJwsKCnj592qj/69evEwBKTk6WO/6LM8fyPP8cZGZmEgC5s8GlpaUEgFJTU+X2U1FR0ez33/Dc3759mwDQ2bNnZfpYs2YNWVhYNBnri/7xj3+QtrY23bt3Tyg7c+YMde7cmUpKSoiI5M4cJyUl0b59++jy5cuUnJxMLi4u1LFjR7p//77ccSorK8ne3v6l/28yxt5eim2VlDP2PsjPz8eSJUuQlpaG+/fvCzPCN2/eRK9evZCdnQ1bW9tGM10NsrOzMWPGjFeO48XZ5traWqxbtw6JiYm4ffs2qqurUV1dDTU1NQBAbm4uqqur4erqKrc/FRUVTJkyBTExMZg4cSKys7Nx6dIlHDp0SGijr68PfX39FsfYMOP4PCKSWy5PTEwMvL29IRaLZcqfv3+9evWCubk5HBwccPHiRdjZ2SEiIgJlZWVYuHBhk31XVlZi+vTpcHZ2xu7du1FbW4uvv/4aI0eOREZGBiQSCQDg119/bTZOVVVVmJmZCccdO3aEiYmJzOxux44dUVxcLPf8jz/+GJs2bYKpqSmGDx+OkSNHYsyYMVBUVER2djbatWsHFxeXZuMAmn8O+vTpA1dXV9jY2MDd3R1ubm746KOPoKWlBW1tbUybNg3u7u4YNmwYhg4diokTJ8LAwAAAIJFI0L179xbF0eDF77o13//u3buxfPlyHD58WHjuysvLMWXKFERHR0NXV7fJc0eMGCH8t42NDZycnGBmZoYdO3Zg3rx5Mm1ramrg5eWFuro6bNmypaWXxhh7i/CyCsZeozFjxqC0tBTR0dFIT08X/rn66dOnACAkVU1prl4kEoGIZMrkbRBrSHYarF+/Hhs3bkRwcDBOnDiB7OxsuLu7tzgu4NnSiuTkZPznP/9BTEwMXF1dZZYYtGZZRadOnXDv3r1GY5SUlAhLOV7m9OnTuH79Ovz9/Ztta2dnByUlJeTl5QEATpw4gbS0NKioqEBRUVFI6BwcHODr6wsASEhIQEFBAWJjY9GvXz84OjoiISEBN27cwOHDh5sd83lKSkoyxyKRSG5Zwx9SLzIyMsL169fx7bffQiKRYObMmRg0aBBqampa9L09r7nnoF27dkhOTsaxY8fQo0cPREREwNLSEjdu3AAAxMbG4ty5cxg4cCASExNhYWGBtLQ0AK1bVqGrq4t27drh7t27MvEVFxe36PtPTEyEn58f9u7di6FDhwrl+fn5KCgoEP54UFRUxM6dO/HDDz9AUVER+fn5cvtTU1ODjY2N8Iw0qKmpwcSJE3Hjxg0kJydDXV29hXeaMfY24Zljxl6T0tJS5ObmIjIyUtghf+bMGZk2vXv3xrZt2/Dnn3/KnT3u3bs3UlJS8Pe//13uGHp6eigqKhKO8/LyUFFR0Wxsp0+fhoeHB6ZMmQLg2VrNvLw8WFtbAwDMzc0hkUiQkpLSZMJpY2MDBwcHREdHIyEhARERETL1K1euRFBQ0EvjaHgzhJOTEx49eoTz58+jf//+AID09HQ8evQIAwcObPZ6tm/fDnt7e/Tp06fZtteuXUNNTY0wwxkeHo7Vq1cL9Xfu3IG7uzsSExOFNdAVFRVQUFCQmcVsOG4qiX2dJBIJxo4di7Fjx2LWrFmwsrLClStXYGNjg7q6Opw6dUomSWxKc88B8CxRd3Z2hrOzM5YuXQpjY2McPHhQmFG1tbWFra0tFi5cCCcnJyQkJMDR0REODg7Nvuqu4ZlXVlaGvb09kpOTMW7cOKE+OTkZHh4eL+1j9+7dmD59Onbv3o1Ro0bJ1DXcl+ctXrwY5eXl2Lx5M4yMjOT2WV1djdzcXJk3WzQkxnl5eTh58iR0dHReGhdj7O3FyTFjr4mWlhZ0dHQQFRUFAwMD3Lx5EwsWLJBp88knnyA0NBSenp5Yu3YtDAwMkJWVBUNDQzg5OWHZsmVwdXWFmZkZvLy8IJVKcezYMQQHBwMAhgwZgm+++QaOjo6oq6tDSEhIo1lIebp37479+/fjl19+gZaWFjZs2IC7d+8KSZFYLEZISAiCg4OhrKwMZ2dnlJSU4Nq1azKbmvz9/TF79myoqqrKJDVA65ZVWFtbY/jw4ZgxY4bwmrWAgACMHj0alpaWQjsrKyusXbtWZqyysjJ8//33WL9+faN+8/PzsWvXLowcORK6urrIycnB/PnzYWtrC2dnZwBA165dZc5pWN5gZmaGLl26AACGDRuGr776CrNmzcKcOXNQV1eHdevWQVFRUdiA+FeJi4tDbW0tBgwYAFVVVcTHx0MikcDY2Bg6Ojrw9fXF9OnTER4ejj59+qCwsBDFxcWYOHFio76aew7S09ORkpICNzc36OvrIz09HSUlJbC2tsaNGzcQFRWFsWPHwtDQENevX8dvv/0GHx8fAK1fVjFv3jxMnToVDg4OcHJyQlRUFG7evInAwEChzcKFC3H79m3s3LkTwLPE2MfHB5s3b4ajo6Mw8yyRSKChoQGxWIxevXrJjNOwge758qCgIIwZMwZdu3ZFcXExVq9ejbKyMuFfDqRSKT766CNcvHgRR48eRW1trTCWtrY2lJWVW3ydjLG3QBuveWbsnZacnEzW1takoqJCvXv3ptTU1Eab6AoKCmjChAmkrq5Oqqqq5ODgQOnp6UL9/v37qW/fvqSsrEy6uro0fvx4oe727dvk5uZGampqZG5uTklJSXI35L24uay0tJQ8PDyoffv2pK+vT4sXLyYfHx+ZjUq1tbW0evVqMjY2JiUlJeratWujzXHl5eWkqqpKM2fOfOV7VVpaSt7e3tShQwfq0KEDeXt7N9o4BkC4tgaRkZEkkUjo4cOHjfq8efMmDRo0iLS1tUlZWZnMzMxo7ty5TW6AJGr6nv3rX/8SXsunpaVFQ4YMoXPnzjUb3/MaXuX2PHmvEXtx09jzG/IOHjxIAwYMIHV1dVJTUyNHR0f6+eefhbaVlZX05ZdfkoGBgfAqt5iYGCJqvCGvuecgJyeH3N3dSU9Pj1RUVMjCwoIiIiKIiOju3bvk6ekpjGNsbExLly6l2traJq+/Od9++y0ZGxuTsrIy2dnZ0alTpxrdFxcXF+HYxcWFADT6+Pr6NjmGvA15kyZNIgMDA1JSUiJDQ0MaP348Xbt2TahveCbkfU6ePPlfXy9j7M0kInphwSJjjLXQrVu3YGJigoyMDNjZ2bV1OG2qoKAA5ubmyMnJgbm5eVuHwxhj7L/EyyoYY61WU1ODoqIiLFiwAI6Oju99YgwAx48fR0BAACfGjDH2luOZY8ZYq6WmpmLw4MGwsLDAvn37ZH6EgjHGGHubcXLMGGOMMcZYPX7PMWOMMcYYY/U4OWaMMcYYY6weJ8eMMcYYY4zV4+SYMcYYY4yxepwcM8YYY4wxVo+TY8YYY4wxxupxcswYY4wxxlg9To4ZY4wxxhir93/ynWPycnHjsQAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":"import sklearn.metrics as metrics\nimport warnings\nwarnings.filterwarnings('ignore')\nprint(metrics.classification_report([1,0,0,0,1,1,0,1,0,0,0,1,1,1,0], [1,1,0,0,1,0,0,1,1,0,0,1,0,1,0]))","metadata":{"_cell_guid":"8c4295de-8b14-4fef-d04a-412743c7a51c"},"execution_count":null,"outputs":[]}]}