discovering-customer-segments-with-k-means.ipynb

{"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":74935,"sourceType":"datasetVersion","datasetId":42674}],"dockerImageVersionId":30786,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom sklearn.cluster import KMeans\nimport warnings\nwarnings.filterwarnings('ignore')","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.209767Z","iopub.execute_input":"2024-10-29T06:13:18.211222Z","iopub.status.idle":"2024-10-29T06:13:18.217571Z","shell.execute_reply.started":"2024-10-29T06:13:18.211171Z","shell.execute_reply":"2024-10-29T06:13:18.216136Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"<h1 style=\"color: white; background-color: #4CAF50; padding: 10px; text-align: center; border: 3px solid #3e8e41; border-radius: 10px;\">\n    Customer Segmentation using Clustering\n</h1>\n\n<p style=\"color: black; background-color: #f0f0f0; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    Introduce the dataset (Mall Customers) and discuss its columns like Age, Annual Income, Spending Score, and Gender. The primary goal is to perform customer segmentation using these variables.\n</p>\n","metadata":{}},{"cell_type":"markdown","source":"<p style=\"color: white; background-color: #333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    Customer segmentation is a crucial aspect of marketing and business strategy that involves dividing a customer base into distinct groups based on various characteristics. This project aims to utilize clustering techniques to identify and analyze these segments, allowing businesses to tailor their marketing efforts and improve customer satisfaction. By leveraging customer data, we can uncover hidden patterns and preferences, facilitating more effective communication and product offerings.\n</p>\n\n<p style=\"color: white; background-color: #333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    The primary objective of this project is to develop a robust customer segmentation model using clustering algorithms such as K-means or hierarchical clustering. The model will group customers based on factors such as demographics, purchasing behavior, and preferences. This segmentation will enable businesses to:\n    <ul>\n        <li>Identify high-value customer segments for targeted marketing campaigns.</li>\n        <li>Enhance customer engagement by personalizing services and products.</li>\n        <li>Improve customer retention by understanding and addressing the specific needs of each segment.</li>\n        <li>Optimize resource allocation by focusing efforts on the most profitable segments.</li>\n    </ul>\n</p>\n","metadata":{}},{"cell_type":"code","source":"df=pd.read_csv('/kaggle/input/customer-segmentation-tutorial-in-python/Mall_Customers.csv')","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.219715Z","iopub.execute_input":"2024-10-29T06:13:18.220123Z","iopub.status.idle":"2024-10-29T06:13:18.245502Z","shell.execute_reply.started":"2024-10-29T06:13:18.220082Z","shell.execute_reply":"2024-10-29T06:13:18.244218Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"df.head()","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.247034Z","iopub.execute_input":"2024-10-29T06:13:18.247416Z","iopub.status.idle":"2024-10-29T06:13:18.269599Z","shell.execute_reply.started":"2024-10-29T06:13:18.247369Z","shell.execute_reply":"2024-10-29T06:13:18.268391Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n0           1    Male   19                  15                      39\n1           2    Male   21                  15                      81\n2           3  Female   20                  16                       6\n3           4  Female   23                  16                      77\n4           5  Female   31                  17                      40","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CustomerID</th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Male</td>\n      <td>19</td>\n      <td>15</td>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Male</td>\n      <td>21</td>\n      <td>15</td>\n      <td>81</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Female</td>\n      <td>20</td>\n      <td>16</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Female</td>\n      <td>23</td>\n      <td>16</td>\n      <td>77</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>Female</td>\n      <td>31</td>\n      <td>17</td>\n      <td>40</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"sns.distplot(df['Annual Income (k$)'])","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.272342Z","iopub.execute_input":"2024-10-29T06:13:18.272745Z","iopub.status.idle":"2024-10-29T06:13:18.669015Z","shell.execute_reply.started":"2024-10-29T06:13:18.272705Z","shell.execute_reply":"2024-10-29T06:13:18.667866Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='Annual Income (k$)', ylabel='Density'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAkgAAAGwCAYAAABSN5pGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABua0lEQVR4nO3deVzUdf4H8NcMw8xwDvcMIAgKniCoKKKWlhQelaS/Vm03j+zcsoNOW1Pb2qXLstLNrW21tiyzzEqNMkwrJRQRb1EQBIXhhoHhnvn+/kCmRkEBge/M8Ho+HvNAvt/P9zvvD4Mzbz6nRBAEAURERERkIhU7ACIiIiJLwwSJiIiI6BJMkIiIiIguwQSJiIiI6BJMkIiIiIguwQSJiIiI6BJMkIiIiIguIRM7AGtlNBpRUFAAFxcXSCQSscMhIiKiDhAEAdXV1fDz84NU2n47EROkLiooKEBAQIDYYRAREVEX5Ofno1+/fu2eZ4LURS4uLgBafsCurq4iR0NEREQdodPpEBAQYPocbw8TpC5q7VZzdXVlgkRERGRlrjY8hoO0iYiIiC4heoK0du1aBAUFQalUIjo6Gvv3779i+c2bN2PIkCFQKpUIDw/Hjh07zM5v2bIFN998Mzw9PSGRSJCRkdHmfVJSUnDjjTfCyckJrq6uuP7661FXV9dd1SIiIiIrJmqCtGnTJiQkJGDFihVIT09HREQE4uLiUFxc3Gb5ffv2Yd68eVi8eDEOHTqE+Ph4xMfH49ixY6Yyer0eEydOxCuvvNLu86akpGDq1Km4+eabsX//fhw4cAAPP/zwFUezExERUd8hEQRBEOvJo6OjMWbMGKxZswZAy9T5gIAALFmyBM8+++xl5efMmQO9Xo9t27aZjo0bNw6RkZFYt26dWdnc3FwEBwfj0KFDiIyMNDs3btw43HTTTXjxxRe7HLtOp4NKpUJVVRXHIBEREVmJjn5+i9Zk0tjYiIMHDyI2Nvb3YKRSxMbGIiUlpc1rUlJSzMoDQFxcXLvl21JcXIzU1FT4+Phg/PjxUKvVmDRpEn799dcrXtfQ0ACdTmf2ICIiItskWoJUWloKg8EAtVptdlytVkOr1bZ5jVar7VT5tpw9exYAsHLlStx7771ISkrCqFGjMGXKFJw5c6bd6xITE6FSqUwProFERERku/rcoBuj0QgAuP/++7Fo0SKMHDkSb775JgYPHoz//ve/7V63dOlSVFVVmR75+fm9FTIRERH1MtHWQfLy8oKdnR2KiorMjhcVFUGj0bR5jUaj6VT5tvj6+gIAhg0bZnZ86NChyMvLa/c6hUIBhULR4echIiIi6yVaC5JcLsfo0aORnJxsOmY0GpGcnIyYmJg2r4mJiTErDwA7d+5st3xbgoKC4Ofnh8zMTLPjp0+fRv/+/TtRAyIiIrJVoq6knZCQgAULFiAqKgpjx47F6tWrodfrsWjRIgDA/Pnz4e/vj8TERADAo48+ikmTJmHVqlWYMWMGPvvsM6SlpeG9994z3bO8vBx5eXkoKCgAAFMipNFooNFoIJFI8NRTT2HFihWIiIhAZGQkPvzwQ5w6dQpffPFFL/8EiIiIyBKJmiDNmTMHJSUlWL58ObRaLSIjI5GUlGQaiJ2Xl2e2NtH48eOxceNGLFu2DM899xxCQ0OxdetWhIWFmcp88803pgQLAObOnQsAWLFiBVauXAkAeOyxx1BfX4/HH38c5eXliIiIwM6dOzFw4MBeqDURERFZOlHXQbJmXAeJiIjI+lj8OkhERERElooJEhEREdElmCARERERXULUQdpEZPk2pra/PlhPuzM6ULTnJqK+jS1IRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJdggkRERER0CSZIRERERJeQiR0AEZEl2piaJ9pz3xkdKNpzE1ELtiARERERXYIJEhEREdElmCARERERXYIJEhEREdElmCARERERXYKz2IjI4jUbjCipaUCRrgF2Egncnezh7aKAQmYndmhEZKOYIBGRRaqqa8J7P2djd2YJDuSWo8kgmJ2Xy6QYG+SB6wd54f9GB8DDSS5SpERki5ggEZFF0erq8fPpEhw5XwnjH3IimVQCbxcFBAEo1zeisdmIX7NK8WtWKd7YeRpzxwTirzcMhI+LUrzgichmMEEiIovQ0GTAjyeLsC+7DK150dggD0wL12DSIG8EeTpBKpUAAARBQHaJHr+cKcGX6edx7IIOG/blYmvGBbw4Mwy3RviJVxEisglMkIhIdLmlemxKy0dVXRMAYJivKyYP9sbTU4e0WV4ikSDExxkhPs5YOD4Ie7PKkPjdSRwv0GHJp4eQfLIIL88eAaU9xygRUdcwQSIi0QiCgF+zSvH9cS2MAuDhJMdtEX4YpHbp8D0kEgkmhnph64AJWLMrC2t+ysLWjAIUVtXjvflRUDnY92ANiMhWcZo/EYnCYBTwZfp5fHesJTmK6KfCkhtDOpUc/ZG9nRSP3zQI/7t7LJwVMqTmlGPOv1NQrm/s5siJqC9ggkREva6x2YiPfzuH9LxKSCXAbRF++FNUQLdM2x8f4oXP74+Bj4sCp7TVWPzhAdQ1GrohaiLqSywiQVq7di2CgoKgVCoRHR2N/fv3X7H85s2bMWTIECiVSoSHh2PHjh1m57ds2YKbb74Znp6ekEgkyMjIaPdegiBg2rRpkEgk2Lp1azfUhoiupLHZiA9TcpFZVA17Own+Et0f4wa0/F/tLsP8XLHx3mioHOxxKK8SSz5NR7PB2G33JyLbJ3qCtGnTJiQkJGDFihVIT09HREQE4uLiUFxc3Gb5ffv2Yd68eVi8eDEOHTqE+Ph4xMfH49ixY6Yyer0eEydOxCuvvHLV51+9enW3vjETUfuaDEZ8nHoOOaV6KGRS3D0hGEN8XXvkuUJ8XPDBgigoZFL8eLIYr36f2SPPQ0S2SSIIgnD1Yj0nOjoaY8aMwZo1awAARqMRAQEBWLJkCZ599tnLys+ZMwd6vR7btm0zHRs3bhwiIyOxbt06s7K5ubkIDg7GoUOHEBkZedm9MjIycMsttyAtLQ2+vr746quvEB8f32acDQ0NaGhoMH2v0+kQEBCAqqoquLr2zBs8kSXYmJrXLfcxGAVs3J+Hk4U6yO2kWDQhCP09na54zZ3Rgdf8vDuOFuKvn6QDANYvGoMbBvt06LruqndXdEe9iahtOp0OKpXqqp/forYgNTY24uDBg4iNjTUdk0qliI2NRUpKSpvXpKSkmJUHgLi4uHbLt6e2thZ33nkn1q5dC41Gc9XyiYmJUKlUpkdAQECnno+oLxMEAduOFOBkoQ4yqQR3xfS/anLUXaaH+2Lh+CAAwBOfH4a2qr5XnpeIrJuoCVJpaSkMBgPUarXZcbVaDa1W2+Y1Wq22U+Xb8/jjj2P8+PGYOXNmh8ovXboUVVVVpkd+fn6nno+oL9ubXYbUnHJIAMwZE4CB3s69+vxLpw9BmL8ryvWNeHLzYYjccE5EVkD0MUhi+Oabb7Br1y6sXr26w9coFAq4urqaPYjo6k5pdfjuaCEAYGqYBsP9VL0eg0Jmh3fmjYJCJsWvWaX46tCFXo+BiKyLqAmSl5cX7OzsUFRUZHa8qKio3W4vjUbTqfJt2bVrF7Kzs+Hm5gaZTAaZrGW9zNmzZ2Py5MmdqwQRtauspgGfp+VDADAmyAMTQ7xEiyXYywmPxoYCAF7cdoLrIxHRFYmaIMnlcowePRrJycmmY0ajEcnJyYiJiWnzmpiYGLPyALBz5852y7fl2WefxZEjR5CRkWF6AMCbb76J9evXd74iRHSZxuaWGWv1TUYEejji1ghf0WeM3nvdAAzRuKCitgkvbT8haixEZNlE32okISEBCxYsQFRUFMaOHYvVq1dDr9dj0aJFAID58+fD398fiYmJAIBHH30UkyZNwqpVqzBjxgx89tlnSEtLw3vvvWe6Z3l5OfLy8lBQUAAAyMxsmd6r0WjMHpcKDAxEcHBwT1eZqE/4OuMCinQNcFbIcOfYQMik4vfo29tJ8c9Z4Zj97j5sSb+A+TFBiAxwEzssIrJAor9jzZkzB6+//jqWL1+OyMhIZGRkICkpyTQQOy8vD4WFhaby48ePx8aNG/Hee+8hIiICX3zxBbZu3YqwsDBTmW+++QYjR47EjBkzAABz587FyJEjL1sGgIh6xuHzlTiUXwkJgHljA+FqQfuhjQp0x6yR/QAA/9xxkgO2iahNoq+DZK06uo4CkbXr7HpAFbWNeGfXGdQ3GXHDYB/cNEx99Yva0VPrARVU1uGG13ejodmI/8yPQmwbMXIdJCLbZBXrIBGRbTEKAjan5aO+yYgAdwfcOKRjizL2Nj83B9w9saU7/eWkU9yGhIguwwSJiLrN7swS5JbVQi6T4k9RAbCTWu42Pg9OHgh3R3tkFddga0aB2OEQkYVhgkRE3SKvvBa7TrUswXFbhB88nRUiR3Rlrkp73D9pIADgX7uzYDBytAER/Y4JEhFds4ZmAz5Py4dRAEb0U2GklcwM+8u4/lA52ONsiR7fHSu8+gVE1GcwQSKia/bDiSKU6xvh5mCPmRH+oq931FHOChnuntAyFmnNrizOaCMiEyZIRHRNzpXp8Vt2GQDg9pH+cJDbiRxR5ywcHwRnhQyntNX48WSx2OEQkYVggkREXdZkMOLL9AsQ0LK+UKjaReyQOk3laI+7YvoDAN7/5azI0RCRpWCCRERdtutUMUprGuCikGFGuK/Y4XTZgpggyKQS7M8px/GCKrHDISILwASJiLrkQmUdfjlTAgC4LdLP6rrW/kijUmLaxQRv/d5ccYMhIovABImIOs1gFLAl/TyMAhDmr8JwP5XYIV2zRROCAADfZBSgtKZB3GCISHRMkIio0345U4LCqno42Nvh1hHW27X2R6MC3RER4IZGg1HUbUaIyDIwQSKiTimracCuUy2zvW4Z4QsXpeVsRHut7r7YivRJ6jkuHEnUxzFBIqIOEwQB3x4pQLNRwABvJ0RayYKQHTU1TAMPJzmKdA04XVQtdjhEJCImSETUYccKdDhdVAM7qcSqFoTsKIXMDrNG+gMA0nLLRY6GiMTEBImIOqS+yYDtR1o2dZ00yBveLpa911pXzR0bAADILKqGrq5J5GiISCxMkIioQ348WQRdfTM8nOSYNMhb7HB6TIiPC8YEucMoAAfzKsQOh4hEwgSJiK7qQmUdUi5uJzIzwg/2drb91jF3TCCAlm42I/dnI+qTbPtdjoiumVEQ8HVGy3YiI/qprHI7kc6aHu4LhUyKitom5JbpxQ6HiETABImIrigttwLnK+qgkEkx3Yq3E+kMB7kdwv1bFr/MyKsUNxgiEgUTJCJqV4W+Ed8f1wIAYoeq4WpDax5dTesSBscKqtBkMIobDBH1OiZIRNSuVTszUddkgNpVgXEDPMUOp1cFeTlB5WCP+iYjTmm5JhJRX8MEiYjadOxCFT65uOXGrRF+sJPa1ppHVyOVSEytSBn5laLGQkS9jwkSEV3GaBSw/OtjEISWgdkDvJzFDkkUrQnSaW01ahuaxQ2GiHoVEyQiusyWQxeQnlcJR7kdpoX1jYHZbVG7KuGnUsIgCDhaUCV2OETUi5ggEZEZXX0TXv7uJADgkSmhUDn0nYHZbRnRzw0AcPQCEySivoQJEhGZWb3zDEprGjHA2wl3TwgWOxzRhV2c7p9TokcNu9mI+gwmSERkkqmtxocpuQCAlbcOh1zGtwgPJzn6uTtAAHCc3WxEfQbf/YgIACAIAlZ8cwwGo4CpwzW43ob3W+us1kUjj55ngkTUVzBBIiIAwLYjhfjtbDkUMimW3TJU7HAsiqmbrVSP6vomkaMhot7ABImIUNvYjH9sbxmY/dANIejn7ihyRJbF3fH3brZjBTqxwyGiXsAEiYiwbnc2tLp6BHg44L7rB4gdjkVq7WbjOCSivkEmdgBEJK7zFbX4989nAQB/mz4USns7kSP63caLK3lbguF+Knx3TIvcUj1qG5rhqODbJ5EtYwsSUR+X+N0pNDQbMW6AB+KGa8QOx2J5OMmhcVXCKACnirg3G5GtY4JE1IftzynH9iOFkEqA5bcMh0TSt/Zb66xhfq4AgBMch0Rk8ywiQVq7di2CgoKgVCoRHR2N/fv3X7H85s2bMWTIECiVSoSHh2PHjh1m57ds2YKbb74Znp6ekEgkyMjIMDtfXl6OJUuWYPDgwXBwcEBgYCAeeeQRVFVxbAH1HQajgBe+PQ4AmDs20PThT+0b5tvyMzpTXI3GZqPI0RBRTxI9Qdq0aRMSEhKwYsUKpKenIyIiAnFxcSguLm6z/L59+zBv3jwsXrwYhw4dQnx8POLj43Hs2DFTGb1ej4kTJ+KVV15p8x4FBQUoKCjA66+/jmPHjmHDhg1ISkrC4sWLe6SORJboi4P5OF6gg4tShiduGiR2OFbBV6WEm6M9mgwCsorZzUZkyySCIAhiBhAdHY0xY8ZgzZo1AACj0YiAgAAsWbIEzz777GXl58yZA71ej23btpmOjRs3DpGRkVi3bp1Z2dzcXAQHB+PQoUOIjIy8YhybN2/GX/7yF+j1eshklw++bGhoQENDg+l7nU6HgIAAVFVVwdWVf3mTdamub8INr+9GaU0jls0Yinuua3/mmiUNlLYE248UYG92GUYGuOGOqIAeeY47owN75L5E1PL5rVKprvr5LWoLUmNjIw4ePIjY2FjTMalUitjYWKSkpLR5TUpKill5AIiLi2u3fEe1/qDaSo4AIDExESqVyvQICOiZN0ai3rBmV1bLfmteTpgfEyR2OFZl6MWuyFPaahjF/fuSiHqQqAlSaWkpDAYD1Gq12XG1Wg2tVtvmNVqttlPlOxrHiy++iPvuu6/dMkuXLkVVVZXpkZ+f3+XnIxJTbqke/92bAwBYdstQ7rfWSf09nKC0l6KuyYD88lqxwyGiHtLn3xl1Oh1mzJiBYcOGYeXKle2WUygUcHV1NXsQWaN/7DiJJoOASYO8ccNgH7HDsTp2UglCfVwAtGzuS0S2SdQEycvLC3Z2digqKjI7XlRUBI2m7fVYNBpNp8pfSXV1NaZOnQoXFxd89dVXsLe37/Q9iKzJr2dKsfNEEeykEjx/y1BO6++iwZqLCRLXQyKyWaImSHK5HKNHj0ZycrLpmNFoRHJyMmJiYtq8JiYmxqw8AOzcubPd8u3R6XS4+eabIZfL8c0330CpVHa+AkRWpNlgxN+3tUzrv2tcf4RcbAWhzhukdoEEQGFVParquHktkS0Sfa38hIQELFiwAFFRURg7dixWr14NvV6PRYsWAQDmz58Pf39/JCYmAgAeffRRTJo0CatWrcKMGTPw2WefIS0tDe+9957pnuXl5cjLy0NBQQEAIDMzE0BL65NGozElR7W1tfj444+h0+mg07Us/Obt7Q07O8vZaoGou3y6Pw+ni2rg7miPx2M5rf9aOCtk6OfugPyKOpwuqsaYIA+xQyKibiZ6gjRnzhyUlJRg+fLl0Gq1iIyMRFJSkmkgdl5eHqTS3xu6xo8fj40bN2LZsmV47rnnEBoaiq1btyIsLMxU5ptvvjElWAAwd+5cAMCKFSuwcuVKpKenIzU1FQAQEhJiFk9OTg6CgoJ6qrpEoqisbcSqnacBAAk3DYLKkd3J12qQxgX5FXXI1DJBIrJFoq+DZK06uo4CkSVY+c1xbNiXi8FqF2x/ZCJkdh3vXec6SG27UFGHtbuzILeTYtmMoZ36mV4N10Ei6jlWsQ4SEfW87JIa/O+3cwCA5bcO69YP8r7M100JF4UMjQYjcss43Z/I1vCdksjGvfzdKRiMAqYM8cGEEC+xw7EZUokEg9St0/25eS2RrWGCRGTDfjtbZprWv3T6ELHDsTmc7k9ku5ggEdkoo1HAP3ecBADMGxvAaf09IMTHGVIJUFrTiLKahqtfQERWQ/RZbER0ZV0dJJ2RX4Ej56ugkEkR6OHEwdY9QGlvhyBPJ5wt1eOUthoTQhRih0RE3YQtSEQ2qMlgxA/HW1acnzTIG84K/i3UU1q72U6zm43IpjBBIrJB+7LLUFnXBJWDPQdm97DWBOlsqR4NzQaRoyGi7sIEicjG1DQ0Y3dmMQDg5mFq2HNaf4/ydlbA3dEeBqOA7GK92OEQUTfhOyeRjdl1qhgNzUb4qZSICHATOxybJ5FITK1IZ4rZzUZkK5ggEdmQkuoG7M8pAwBMC/eFVCIROaK+IfTiDMGs4hqRIyGi7sIEiciGfH9cC6MADNG4YKC3s9jh9BnBXk6QSoAyfSPK9Y1ih0NE3YAJEpGNyCnV40ShDlIJMHW4Ruxw+hSlvR0CPBwBsBWJyFYwQSKyAUZBwHfHCgEAY4I84OOqFDmivifEp6XFLovjkIhsAhMkIhtw5HwVzlfUQSGTYspQtdjh9EmmcUglNTAKgsjRENG1YoJEZOVaFoXUAuCikGLyd3OA0l6K+iYjLlTUiR0OEV0jJkhEVi7lD4tCjh/IRSHFYieVmAbGn+E4JCKrxwSJyIrpG5rx08VFIW8apoZcxv/SYuI4JCLbwXdTIivWuiikr0qJSC4KKbrWcUh55bVoaOK2I0TWjAkSkZUqrW5A6sVFIadzUUiL4OEkh4eTHEahZW82IrJeTJCIrFQSF4W0SKE+HIdEZAuYIBFZIS4Kabl+H4fEBInImjFBIrIyf1wUMoqLQlqcAV7OkEqA0poGVNZy2xEia8UEicjKHL3QsiikXCbFlCE+YodDl3CQ26GfO7cdIbJ2TJCIrEiTwYjv/7AopIvSXuSIqC0hHIdEZPWYIBFZkZTsMlTWNsFVKcMELgppsUL/MA6J244QWScmSERWouYPi0LePEzDRSEtWD93RyhkUtQ1GVBYVS92OETUBXyHJbISu04VoaHZCD83JSID3cQOh67ATipBsJcTACCb3WxEVokJEpEVKNbVY39OOQBgehgXhbQGpun+JUyQiKwREyQiK/DdsZZFIYf5umIAF4W0Cq2Ld+aW6tFkMIocDRF1FhMkIgt3prgamUXVLYtChnFRSGvh46KAi1KGZqOAvPJascMhok5igkRkwQxGAd8dbZnWHzPAE17OCpEjoo6SSCSmViSOQyKyPkyQiCzY5rR8aHX1cLC3ww1cFNLqhHhzHBKRtWKCRGShahqa8foPpwEANw7xgaNcJnJE1FkDLw7UvlBRh7pGg8jREFFnMEEislDrdmejtKYBnk5yRA/wEDsc6gKVgz28nRUQAJwtZSsSkTWxiARp7dq1CAoKglKpRHR0NPbv33/F8ps3b8aQIUOgVCoRHh6OHTt2mJ3fsmULbr75Znh6ekIikSAjI+Oye9TX1+Ohhx6Cp6cnnJ2dMXv2bBQVFXVntYi67EJlHd7/5SwAYFqYBjKpRfxXpS5obUXKZjcbkVUR/V1306ZNSEhIwIoVK5Ceno6IiAjExcWhuLi4zfL79u3DvHnzsHjxYhw6dAjx8fGIj4/HsWPHTGX0ej0mTpyIV155pd3nffzxx/Htt99i8+bN2LNnDwoKCjBr1qxurx9RV7yWdAoNzUZEB3tgqK+r2OHQNQjxblkwMqtYL3IkRNQZEkEQd6Og6OhojBkzBmvWrAEAGI1GBAQEYMmSJXj22WcvKz9nzhzo9Xps27bNdGzcuHGIjIzEunXrzMrm5uYiODgYhw4dQmRkpOl4VVUVvL29sXHjRvzf//0fAODUqVMYOnQoUlJSMG7cuKvGrdPpoFKpUFVVBVdXfoBR98nIr0T82r2QSIBvH56II+erxA6JrkFdowEvbT8BAcDTcYPh5ii/6jV3Rgf2fGBEfVRHP79FbUFqbGzEwYMHERsbazomlUoRGxuLlJSUNq9JSUkxKw8AcXFx7ZZvy8GDB9HU1GR2nyFDhiAwMLDd+zQ0NECn05k9iLqb0ShgxdctraGzRvZDmL9K5IjoWjnI7dDP3QEAkF3CViQiayFqglRaWgqDwQC1Wm12XK1WQ6vVtnmNVqvtVPn27iGXy+Hm5tbh+yQmJkKlUpkeAQEBHX4+oo76PC0fh89XwVkhwzNTB4sdDnUTjkMisj6ij0GyFkuXLkVVVZXpkZ+fL3ZIZGMqaxvxStIpAMBjsaHwcVWKHBF1l5A/LBgp8qgGIuogURdW8fLygp2d3WWzx4qKiqDRtL2lgkaj6VT59u7R2NiIyspKs1akK91HoVBAoeAqxtRzVv1wGhW1TRikdsaC8UFih0PdKNDDEfZ2ElQ3NKO4ugFqJr9EFk/UBEkul2P06NFITk5GfHw8gJZB2snJyXj44YfbvCYmJgbJycl47LHHTMd27tyJmJiYDj/v6NGjYW9vj+TkZMyePRsAkJmZiby8vE7dh3rXxtQ80Z67pwfNHrtQhU9SzwEAXrgtDPZ2bNy1JTI7KYI8nXCmuAZZxTVMkIisgOhL8yYkJGDBggWIiorC2LFjsXr1auj1eixatAgAMH/+fPj7+yMxMREA8Oijj2LSpElYtWoVZsyYgc8++wxpaWl47733TPcsLy9HXl4eCgoKALQkP0BLy5FGo4FKpcLixYuRkJAADw8PuLq6YsmSJYiJienQDDai7mQ0Clj+9TEYBeDWCD/EDPQUOyTqAQO9nXGmuAbZJTWYEOIldjhEdBWiJ0hz5sxBSUkJli9fDq1Wi8jISCQlJZkGYufl5UH6h0Xyxo8fj40bN2LZsmV47rnnEBoaiq1btyIsLMxU5ptvvjElWAAwd+5cAMCKFSuwcuVKAMCbb74JqVSK2bNno6GhAXFxcfjXv/7VCzUmMrfl0AWk51XCUW6Hv00fKnY41ENCfJyB48DZUj0MRgF2UonYIRHRFYi+DpK14jpIvc8Wu9gqaxsR+8YelNY04tlpQ/DApIGXlRGz3tR9jIKAf+44idpGA+6/fgD6ezq1W5brIBH1HKtYB4mor3tx20mU1jQi1McZd08IFjsc6kFSiQQDL85my+J0fyKLxwSJSCR7Tpfgy/TzkEiAl2ePgFzG/462buAfpvsTkWXjOzKRCPQNzXhuy1EAwMLxQRjd313kiKg3hFxcMDKvvBYNzQaRoyGiK2GCRCSC13/IxIXKOvi7OeDJm7lidl/h4SSHu6M9jAKQW8ptR4gsGRMkol528FwFNuzLBQAkzgqHk0L0yaTUi1pbkbLYzUZk0ZggEfWihmYDnv3yCAQBmDXKH9cP8hY7JOplpnFI3LiWyKIxQSLqRW/9eAZnimvg5SzH8zOGiR0OiWDAxQRJq6tHdX2TyNEQUXuYIBH1kpTsMry7JxsA8OLMMLg7yUWOiMTgrJDBV9Wy1chZtiIRWSwmSES9oLK2EY9vyoAgAHOiAjAt3FfskEhEIVwPicjiMUEi6mGCIODZL49Cq6vHAC8nLL+VXWt93UCf39dD4mYGRJaJCRJRD9t0IB9Jx7Wwt5PgrbkjOWuNEOTpBDupBJV1TSjXN4odDhG1oUsJ0tmzZ7s7DiKblF1Sgxe+PQEAePLmwQjvpxI5IrIEcpkUgR6OANjNRmSpupQghYSE4IYbbsDHH3+M+vr67o6JyCbUNxnwyKeHUNdkwIQQT9x73QCxQyILYtqXjeshEVmkLiVI6enpGDFiBBISEqDRaHD//fdj//793R0bkdUSBAF/++oYjhfo4OEkxxt/ioRUKhE7LLIgrQtGni3Rw8hxSEQWp0sJUmRkJN566y0UFBTgv//9LwoLCzFx4kSEhYXhjTfeQElJSXfHSWRVNuzLxZfp52EnlWDNvJFQuyrFDoksjL+bAxQyKeqaDCiorBM7HCK6hETohikUDQ0N+Ne//oWlS5eisbERcrkcf/rTn/DKK6/A19c2pzPrdDqoVCpUVVXB1dVV7HD6hI2peWKH0CHZJTVYvzcHRgGYEe6LCSFeYodEFup/v53DyUId4oZrMOkPq6rfGR0oYlREtq2jn9/XNIstLS0Nf/3rX+Hr64s33ngDTz75JLKzs7Fz504UFBRg5syZ13J7IqtTUduIT/fnwSgAkQFuGD/QU+yQyIKFeDsBaJnuT0SWpUvzjd944w2sX78emZmZmD59Oj766CNMnz4dUmlLvhUcHIwNGzYgKCioO2MlsmiNzUZ88ts51DYa4OemxO0j/SGRcNwRta91oHZumR5NBiPs7bjyCpGl6FKC9O677+Luu+/GwoUL2+1C8/HxwQcffHBNwRFZC6MgYPPBfBRU1cNRboe/RPfnhx1dlbeLAq5KGXT1zThXVmsauE1E4utSgrRz504EBgaaWoxaCYKA/Px8BAYGQi6XY8GCBd0SJJElEwQB248U4niBDnYSCe6MDoSbI/dZo6uTSCQY6O2MQ/mVyC6pYYJEZEG69CfuwIEDUVpaetnx8vJyBAcHX3NQRNbklzOlSDlbBgD4v6h+GODFDznquNakKJsLRhJZlC4lSO1NfKupqYFSyenM1Hdk5Fci6bgWADAtTIOIfm7iBkRWp3Uc0oWKOtQ1GkSOhohadaqLLSEhAUBLs/Dy5cvh6OhoOmcwGJCamorIyMhuDZDIUmUV1+DLg+cBABMGemIip/NTF7g62MPHRYHi6gZkl9QgzJ/b0RBZgk4lSIcOHQLQ0oJ09OhRyOW/j7OQy+WIiIjAk08+2b0RElmgwqo6fJJ6DgZBQLi/CtPCfTljjbpsoLczEyQiC9OpBOmnn34CACxatAhvvfUWF0ikPqmithEb9uWiodmIYC8n/N/ofpAyOaJrEOLjjJSzZdyXjciCdGkW2/r167s7DiKrUNvYjA37clFd3wwfFwWn81O3CPZyglQClOkbUVnbKHY4RIROJEizZs3Chg0b4OrqilmzZl2x7JYtW645MCJL02Qw4n+/nUNJdQNclTIsHB8EB7md2GGRDVDa26GfuyPyyms5m43IQnQ4QVKpVKYxFioV+8ipbzEKAj5Py8e5sloo7aVYOD6Yax1Rtxro7Yy88lp2sxFZiA4nSH/sVmMXG/U13x29uBCkVIK/RPeHRsXlLKh7DfRxwk+ZQFaJHoIgcNA/kci6NHiirq4OtbW1pu/PnTuH1atX44cffui2wIgsRWpOGfZmtywEecfofhjgzYUgqfsFujvC3k4CfUMzMouqxQ6HqM/rUoI0c+ZMfPTRRwCAyspKjB07FqtWrcLMmTPx7rvvdmuARGLKKq7Bt4cLAAA3DVNjBBeCpB4is5Mi2MsJAPDrmct3KiCi3tWlBCk9PR3XXXcdAOCLL76ARqPBuXPn8NFHH+Htt9/u1gCJxFJS3YCN+8/BKACRAW6YPMhb7JDIxoVcbJ3cc7pE5EiIqEsJUm1tLVxcXAAAP/zwA2bNmgWpVIpx48bh3Llz3RogkRhqG5rxUUou6puMCPRwxO0j/TkmhHrcIHXL+2pqTjm3HSESWZcSpJCQEGzduhX5+fn4/vvvcfPNNwMAiouLuXgkWT2DUcAn+/NQpm+Eu6M9/jKOax1R7/B2UcDNwR6NzUb8dnEDZCISR5fe9ZcvX44nn3wSQUFBiI6ORkxMDICW1qSRI0d2+n5r165FUFAQlEoloqOjsX///iuW37x5M4YMGQKlUonw8HDs2LHD7LwgCFi+fDl8fX3h4OCA2NhYnDlzxqzM6dOnMXPmTHh5ecHV1RUTJ040rRROfdsPx7XIKdVDIZPirpggOCu6tJ4qUadJJBJTK9LuzGKRoyHq27qUIP3f//0f8vLykJaWhqSkJNPxKVOm4M033+zUvTZt2oSEhASsWLEC6enpiIiIQFxcHIqL235z2LdvH+bNm4fFixfj0KFDiI+PR3x8PI4dO2Yq8+qrr+Ltt9/GunXrkJqaCicnJ8TFxaG+vt5U5pZbbkFzczN27dqFgwcPIiIiArfccgu0Wm0nfxpkS04W6vBLVssA2dmj+kHjyun81LtMCRLHIRGJSiIIgiBmANHR0RgzZgzWrFkDADAajQgICMCSJUvw7LPPXlZ+zpw50Ov12LZtm+nYuHHjEBkZiXXr1kEQBPj5+eGJJ54wbZxbVVUFtVqNDRs2YO7cuSgtLYW3tzd+/vln02Dz6upquLq6YufOnYiNjb1q3DqdDiqVClVVVexW7CUbU/N69P4VtY14Z9cZ1DcZMX6gJ24Z4dejz0fUloYmA/753Uk0GQT89ORk08w2IuoeHf387lILkl6vx/PPP4/x48cjJCQEAwYMMHt0VGNjIw4ePGiWkEilUsTGxiIlJaXNa1JSUi5LYOLi4kzlc3JyoNVqzcqoVCpER0ebynh6emLw4MH46KOPoNfr0dzcjH//+9/w8fHB6NGj23zehoYG6HQ6swfZDqMgYHPaedQ3GdHP3QFTwzRih0R9lMLeDlH9PQCwm41ITF0aXHHPPfdgz549uOuuu+Dr69vl2T2lpaUwGAxQq9Vmx9VqNU6dOtXmNVqtts3yrV1jrV+vVEYikeDHH39EfHw8XFxcIJVK4ePjg6SkJLi7u7f5vImJiXjhhRc6X0myCvuySpFbpofcToo5UQGQSTkom8QzebA3Us6WYc/pEiyaECx2OER9UpcSpO+++w7bt2/HhAkTujueXiEIAh566CH4+Pjgl19+gYODA/7zn//g1ltvxYEDB+Dr63vZNUuXLkVCQoLpe51Oh4CAgN4Mm3pIka4eP5woAgBMD/eFp7NC5Iior5s82AeJ351CSnYZ6psMUNpzU2Si3talP5Pd3d3h4eFxzU/u5eUFOzs7FBUVmR0vKiqCRtN2F4dGo7li+davVyqza9cubNu2DZ999hkmTJiAUaNG4V//+hccHBzw4Ycftvm8CoUCrq6uZg+yfkZBwJfp59FsFDBY7YIxQW23IBL1pkFqZ/iqlGjgdH8i0XQpQXrxxRexfPlys/3YukIul2P06NFITk42HTMajUhOTjYtHXCpmJgYs/IAsHPnTlP54OBgaDQaszI6nQ6pqammMq1xSy/pRpFKpTAajddUJ7IuqTnlOF9RB4VMysUgyWJIJBJMurhy++5MzmYjEkOXuthWrVqF7OxsqNVqBAUFwd7e3ux8enp6h++VkJCABQsWICoqCmPHjsXq1auh1+uxaNEiAMD8+fPh7++PxMREAMCjjz6KSZMmYdWqVZgxYwY+++wzpKWl4b333gPQ8sby2GOP4aWXXkJoaCiCg4Px/PPPw8/PD/Hx8QBakix3d3csWLAAy5cvh4ODA95//33k5ORgxowZXfmRkBXS1TXhh+Mt49JuHq6Bq4P9Va4g6j2TB3vjswP53HaESCRdSpBaE43uMGfOHJSUlGD58uXQarWIjIxEUlKSaZB1Xl6eWUvP+PHjsXHjRixbtgzPPfccQkNDsXXrVoSFhZnKPP3009Dr9bjvvvtQWVmJiRMnIikpCUply5o2Xl5eSEpKwt/+9jfceOONaGpqwvDhw/H1118jIiKi2+pGlm370UI0NLfMWosOvvYuY6LuNCHECzKpBDmlepwr06O/J6f7E/Um0ddBslZcB6n3dec6SDmlerz/y1lIADx0Qwj83By67d5E1+rO6EAAwJx/pyA1pxx/nzkc82OCxA2KyEb06DpIAFBZWYn//Oc/WLp0KcrLywG0dK1duHChq7ck6hVGQcB3xwoBAFFBHkyOyGJNHuwDgOOQiMTQpQTpyJEjGDRoEF555RW8/vrrqKysBABs2bIFS5cu7c74iLrd0fNVOF9RB7lMitihPmKHQ9Su1oHa+7JLUd9kEDkaor6lSwlSQkICFi5ciDNnzpjG9QDA9OnT8fPPP3dbcETdrclgxPcnWgZmTxrkDRclB2aT5Rrq6wJflRL1TUakZHO6P1Fv6lKCdODAAdx///2XHff39+dmr2TRDuSWo7K2CSoHe0wY6CV2OERXJJFIMOViK2frYqZE1Du6lCApFIo29yI7ffo0vL29rzkoop7QZDBiz8WxHDcM9oFcxu1EyPLdNKxlgdvkk0UwGjmnhqi3dOkT4rbbbsPf//53NDU1AWj5KycvLw/PPPMMZs+e3a0BEnWX/TnlqG5ohpuDPUb1dxM7HKIOGTfAA05yOxRXN+DohSqxwyHqM7qUIK1atQo1NTXw9vZGXV0dJk2ahJCQELi4uOAf//hHd8dIdM2aDEb8fHHBvcmDfbgZLVkNhcwOkwa3tMzvZDcbUa/p0kKRKpUKO3fuxN69e3H48GHU1NRg1KhRiI2N7e74iLrFgdyLrUeObD0i63PTMDV2HNXix5NFeDJusNjhEPUJnU6QjEYjNmzYgC1btiA3NxcSicS0/5kgCNzLiiyOwSjg16xSAC0z19h6RNbmhsE+sJNKcEpbjfzyWgR4OIodEpHN69QnhSAIuO2223DPPffgwoULCA8Px/Dhw3Hu3DksXLgQt99+e0/FSdRlxwuqUFnbBEe5HUYFuosdDlGnuTnKEdW/5XeX3WxEvaNTLUgbNmzAzz//jOTkZNxwww1m53bt2oX4+Hh89NFHmD9/frcGSdRVgiDglzMtrUcxAzxhb8fWI7JONw1TIzWnHD+eLMLdE4PFDofI5nXq0+LTTz/Fc889d1lyBAA33ngjnn32WXzyySfdFhzRtcop0+NCZR1kUgmiB3iKHQ5Rl900rGUD79ScclTVNokcDZHt61SCdOTIEUydOrXd89OmTcPhw4evOSii7vLrxdajUf3d4azo0pwEIovQ39MJoT7OMBgF7D5dLHY4RDavUwlSeXk51Gp1u+fVajUqKiquOSii7lChb0SmthoAuGo22YTWViSOQyLqeZ1KkAwGA2Sy9v8Kt7OzQ3Nz8zUHRdQd9ueWQwAw0NsJ3i4KscMhumaxFxOkPZklaGw2ihwNkW3rVJ+DIAhYuHAhFIq2P2waGhq6JSiia9VsMCLtXEtrZnQwxx6RbYjs5wYvZwVKaxqwP6ccE0PZMkrUUzqVIC1YsOCqZTiDjSzB8QId9A3NcFXKMNTXVexwiLqFVCpB7FAffHYgHz+c0DJBIupBnUqQ1q9f31NxEHWr1JwyAMCYIA/YSbl4KdmOuOEafHYgH98d02LFrcP5+03UQ7goDNmc4up65JbVQioBooI8xA6HqFtNCPGCq1KGkuoGpOWWix0Okc1igkQ2J/1cJQBgkNoFKgd7cYMh6mZymRQ3D9cAAHYcLRQ5GiLbxQSJbIrBKOBQfsvgbG4rQrZqRrgvAGDHMS0MRkHkaIhsExMksilZxTWorm+Go9wOQ3xdxA6HqEewm42o5zFBIptyMK+l9SgiwA0yKX+9yTaxm42o5/EThGxGbWMzThbqAACj2b1GNo7dbEQ9iwkS2YyjF6pgMArQuCrh5+YgdjhEPYrdbEQ9iwkS2YzD+VUAgMgAN3EDIeoF7GYj6llMkMgmVNY2IrdMDwAY0U8lcjREvYPdbEQ9hwkS2YSjF1paj4I8HeHmKBc5GqLewW42op7DBIlswuH8SgAts9eI+gp2sxH1HCZIZPWKq+tRUFUPqQQI82P3GvUt7GYj6hlMkMjqHTnf0r0W6uMCJ0Wn9l8msnoTQrygcrBHSXUDUs+WiR0Okc1ggkRW79jF8UfhHJxNfZBcJsX0i61IWw5dEDkaItvBBImsWrGuHsXVDbCTSDBU4yp2OESimD3KHwDw3dFC1DUaRI6GyDYwQSKrdqygZeXsgT5OcJDbiRwNkThG93dHoIcj9I0G/HBCK3Y4RDbBIhKktWvXIigoCEqlEtHR0di/f/8Vy2/evBlDhgyBUqlEeHg4duzYYXZeEAQsX74cvr6+cHBwQGxsLM6cOXPZfbZv347o6Gg4ODjA3d0d8fHx3Vkt6gXHC1q61zg4m/oyiUSC+JEtrUhb0tnNRtQdRE+QNm3ahISEBKxYsQLp6emIiIhAXFwciouL2yy/b98+zJs3D4sXL8ahQ4cQHx+P+Ph4HDt2zFTm1Vdfxdtvv41169YhNTUVTk5OiIuLQ319vanMl19+ibvuuguLFi3C4cOHsXfvXtx55509Xl/qPqU1DSi8OHttmC+716hvm3UxQfrlTAmKdfVXKU1EVyMRBEHUeaHR0dEYM2YM1qxZAwAwGo0ICAjAkiVL8Oyzz15Wfs6cOdDr9di2bZvp2Lhx4xAZGYl169ZBEAT4+fnhiSeewJNPPgkAqKqqglqtxoYNGzB37lw0NzcjKCgIL7zwAhYvXtyluHU6HVQqFaqqquDqyg/n3rAxNc/s+z2Zxfj+RBFCfJxx94RgkaIi6n53Rgd26bpZ/9qL9LxKLJsxFPdcN6CboyKyDR39/Ba1BamxsREHDx5EbGys6ZhUKkVsbCxSUlLavCYlJcWsPADExcWZyufk5ECr1ZqVUalUiI6ONpVJT0/HhQsXIJVKMXLkSPj6+mLatGlmrVCXamhogE6nM3uQuFrHH7F7jajF7aP6AWA3G1F3EDVBKi0thcFggFqtNjuuVquh1bY90FCr1V6xfOvXK5U5e/YsAGDlypVYtmwZtm3bBnd3d0yePBnl5W0v15+YmAiVSmV6BAQEdLK21J10dU24UFkHCYChvi5ih0NkEW4J94W9nQQnCnU4peUfcUTXQvQxSGIwGo0AgL/97W+YPXs2Ro8ejfXr10MikWDz5s1tXrN06VJUVVWZHvn5+b0ZMl3ilLYaANDP3QEuSnuRoyGyDO5Octw4xAcA8BVbkYiuiagJkpeXF+zs7FBUVGR2vKioCBqNps1rNBrNFcu3fr1SGV/flkXVhg0bZjqvUCgwYMAA5OWZj3P543lXV1ezB4nnZGHLX8dDOTibyMztI1u62bZmXODWI0TXQNQESS6XY/To0UhOTjYdMxqNSE5ORkxMTJvXxMTEmJUHgJ07d5rKBwcHQ6PRmJXR6XRITU01lRk9ejQUCgUyMzNNZZqampCbm4v+/ft3W/2oZzQ2G5FdUgMAGMLFIYnM3DDEGyoHexTpGrAvu1TscIisluhdbAkJCXj//ffx4Ycf4uTJk3jwwQeh1+uxaNEiAMD8+fOxdOlSU/lHH30USUlJWLVqFU6dOoWVK1ciLS0NDz/8MICW9UAee+wxvPTSS/jmm29w9OhRzJ8/H35+fqZ1jlxdXfHAAw9gxYoV+OGHH5CZmYkHH3wQAHDHHXf07g+AOi2ruAbNRgHujvZQuyrEDofIoihkdrhlREsr+ZcHz4scDZH1En1nzzlz5qCkpATLly+HVqtFZGQkkpKSTIOs8/LyIJX+nseNHz8eGzduxLJly/Dcc88hNDQUW7duRVhYmKnM008/Db1ej/vuuw+VlZWYOHEikpKSoFQqTWVee+01yGQy3HXXXairq0N0dDR27doFd3f33qs8dUnr4NMhGldIJBKRoyGyPHdEBeCT1DzsOKbFytpGuDnKxQ6JyOqIvg6SteI6SL1vY2oejIKAl787hZqGZtw9IRghPs5ih0XU7bq6DlIrQRAw/e1fcbJQhxW3DsMirhNGZGIV6yARddaFijrUNDRDIZMiyMtR7HCILJJEIsGdY1uWIvl0fx74dzBR5zFBIqty8mL32iC1C2RS/voStWfmSH8o7aU4XVSD9LwKscMhsjr8hCGrcqqwZf2jIRouDkl0Ja5Ke9wywg8A8Ol+rttG1FlMkMhqVOgbodW1bE47mAkS0VXNG9sylmnbkQJU1TWJHA2RdWGCRFajtXst0MMJjnLRJ2ASWbxRgW4YpHZGfZMRX2dwZW2izmCCRFajdXsR7r1G1DESicTUirQxlYO1iTqDCRJZher6JuSU6AEAQ7l6NlGH3T7SHwqZFKe01Th8vkrscIisBhMksgq/nCmFQRDg5ayAlwtXzybqKDdHOWaEt6ys/Wlq23tNEtHlmCCRVdidWQwAGKzmwpBEnTX3YjfbN4cLUF3PwdpEHcEEiSyeIAjYc7oEADCIs9eIOm1MkDtCfJxR12Tg/mxEHcQEiSze6aIaFOkaYG8nQZCnk9jhEFkdiUSCBTH9AQAfppyD0cjB2kRXwwSJLN6e0y3da8FeTrC3468sUVfMGtUPLgoZckr12HOmROxwiCweP23I4pm619TsXiPqKieFDH8a07I/24a9ueIGQ2QFmCCRRdM3NONATss+UoN8mCARXYv5Mf0hkbT80ZFdUiN2OEQWjQkSWbTfzpah0WBEgIcDPJ3lYodDZNX6ezphyhAfAMD/Us6JHA2RZWOCRBattXtt0iBvSCQSkaMhsn4LxgcBADan5XPKP9EVMEEii/Z7guQjciREtmFiiBdCfJyhbzTgC075J2oXEySyWLmlepwrq4W9nQQxAz3FDofIJkgkElMr0of7cjnln6gdTJDIYrW2HkX194CzQiZyNES2Y9ZIf7goZcgtqzX9PyMic0yQyGKZutcGe4scCZFtcVLIMCeqZcr/f/fmiBwNkWVigkQWqb7JgJTsMgAtA7SJqHstGB8EqaRlI+gTBTqxwyGyOEyQyCKl5VagrskAHxcFhnD/NaJuF+DhiOnhvgCA9385K3I0RJaHCRJZpNbtRTi9n6jn3H/9QADAt4cLUFBZJ3I0RJaFCRJZJI4/Iup54f1UiBngiWajgP/+yrFIRH/EBIksTkFlHU4X1UAqaVmzhYh6zn2TBgAAPt2fh6o6LhxJ1IoJElmcny+2HkUGuMHNkduLEPWkyYO8MVjtAn2jAZ+kcvsRolZMkMjicPVsot4jkUhw3/UtrUjr9+aiodkgckREloEJElmUJoMRv54pBcDxR0S95dYIP2hclSipbsDXhwrEDofIIjBBIouSkV+J6oZmuDvaI9xfJXY4RH2CXCbF3RODAADv/XKW248QgQkSWZg9mS3da9eFesNOyun9RL1l3thAuChkyCquQfKpYrHDIRIdEySyKL+PP2L3GlFvclHa4y8x/QEAa37KgiCwFYn6NiZIZDFKaxpw9EIVAOC6QZzeT9TbFk8MhtJeisP5lfg1q1TscIhExQSJLMYvZ1paj4b7ucLHRSlyNER9j5ezAvPGBgIA3tmVJXI0ROJigkQWo3X80fXsXiMSzX3XD4DcTor9OeXYn1MudjhEomGCRBbBaBTwc+v0fiZIRKLxVTng/6L6AWgZi0TUV1lEgrR27VoEBQVBqVQiOjoa+/fvv2L5zZs3Y8iQIVAqlQgPD8eOHTvMzguCgOXLl8PX1xcODg6IjY3FmTNn2rxXQ0MDIiMjIZFIkJGR0V1Vok46XqBDub4RzgoZRgW6ix0OUZ/24KSBsJNK8PPpEhzOrxQ7HCJRiJ4gbdq0CQkJCVixYgXS09MRERGBuLg4FBe3Pc103759mDdvHhYvXoxDhw4hPj4e8fHxOHbsmKnMq6++irfffhvr1q1DamoqnJycEBcXh/r6+svu9/TTT8PPz6/H6kcds+d0y+s9fqAn5DLRfy2J+rQAD0fMjGx5X2QrEvVVon8SvfHGG7j33nuxaNEiDBs2DOvWrYOjoyP++9//tln+rbfewtSpU/HUU09h6NChePHFFzFq1CisWbMGQEvr0erVq7Fs2TLMnDkTI0aMwEcffYSCggJs3brV7F7fffcdfvjhB7z++utXjbOhoQE6nc7sQd3HNL2fq2cTWYS/Tg6BRALsPFGEU1q+31HfI2qC1NjYiIMHDyI2NtZ0TCqVIjY2FikpKW1ek5KSYlYeAOLi4kzlc3JyoNVqzcqoVCpER0eb3bOoqAj33nsv/ve//8HR0fGqsSYmJkKlUpkeAQEBnaorta+qrgnpeZUAgOtDmSARWYIQH2dMD/cFwBlt1DeJmiCVlpbCYDBArVabHVer1dBqtW1eo9Vqr1i+9euVygiCgIULF+KBBx5AVFRUh2JdunQpqqqqTI/8/PwOXUdXtzerFAajgIHeTgjwuHqySkS94+EbQgAAO44WIlNbLXI0RL1L9C42Mbzzzjuorq7G0qVLO3yNQqGAq6ur2YO6x+7MlvFHkwb5iBwJEf3RUF9XTA/XQBCA1T+eFjscol4laoLk5eUFOzs7FBUVmR0vKiqCRqNp8xqNRnPF8q1fr1Rm165dSElJgUKhgEwmQ0hIy19JUVFRWLBgwbVXjDpMEATT+KPJHH9EZHEeix0EiQT47pgWxwuqxA6HqNeImiDJ5XKMHj0aycnJpmNGoxHJycmIiYlp85qYmBiz8gCwc+dOU/ng4GBoNBqzMjqdDqmpqaYyb7/9Ng4fPoyMjAxkZGSYlgnYtGkT/vGPf3RrHenKThZWo0jXAAd7O4wN9hA7HCK6xCC1C24d0TKj7c2dbEWivkMmdgAJCQlYsGABoqKiMHbsWKxevRp6vR6LFi0CAMyfPx/+/v5ITEwEADz66KOYNGkSVq1ahRkzZuCzzz5DWloa3nvvPQCARCLBY489hpdeegmhoaEIDg7G888/Dz8/P8THxwMAAgMDzWJwdnYGAAwcOBD9+vXrpZoTAOz+w/R+pb2dyNEQUVsejQ3FtiMF+PFkMQ7nVyIiwE3skIh6nOgJ0pw5c1BSUoLly5dDq9UiMjISSUlJpkHWeXl5kEp/b+gaP348Nm7ciGXLluG5555DaGgotm7dirCwMFOZp59+Gnq9Hvfddx8qKysxceJEJCUlQank/l6WZncmu9eILN1Ab2fEj/THlvQLeGPnaXx491ixQyLqcRJBEASxg7BGOp0OKpUKVVVVHLDdRbr6Joz8+04YjAJ+efqGq85g25ia10uREYnrzujAqxfqZefK9Lhx1R4YjAK+fDAGo/uzS5ysU0c/v/vkLDayDHvPtEzvH8Dp/UQWr7+nE/5vVMsQhDc4Fon6ACZIJBpT9xqn9xNZhSVTQmBvJ8HerDKkZJeJHQ5Rj2KCRKIQBME0QJvjj4isQz93R8wd09L993LSKXCEBtkyJkgkCk7vJ7JOj0wJhaPcDofzK7HjaNs7HhDZAiZIJApO7yeyTt4uCtx73QAAwGvfn0KTwShyREQ9gwkSiYLT+4ms173XD4CXsxy5ZbX4dD9nl5JtYoJEvU5X34SD5yoAAJMHc4A2kbVxVsjw6JRQAMBbP55BTUOzyBERdT8mSNTrOL2fyPrNHRuIYC8nlOkb8d7PZ8UOh6jbMUGiXsfp/UTWz95OiqfiBgMA/vPLWRRX14scEVH3En2rEepbOL2f6OrEXDW+M6t4TwvTIDLADRn5lVj94xn88/bwHoyMqHexBYl61dELVSjSNcBRzun9RNZOIpFg6bQhAIDP9ufhZKFO5IiIug8TJOpVP54oAgBMGuTN6f1ENiB6gCemh2tgFICV3xzn4pFkM5ggUa/64WKCdNMwtciREFF3eW76UChkUqTmlGP70UKxwyHqFkyQqNfkl9filLYadlIJbuD0fiKb0c/dEQ9OHggA+Of2k6ht5LR/sn5MkKjX/HiypfUoqr873J3kIkdDRN3pgUkD4e/mgIKqeqzbnS12OETXjAkS9ZrWBInda0S2R2lvh2UzhgIA1v18FvnltSJHRHRtmCBRr6iqa0Lq2XIAQOxQJkhEtmhqmAbjB3qisdmIl7afEDscomvCBIl6xe7MYjQbBYT6OCPIy0nscIioB0gkEqy4dTjspBJ8f7wIuzOLxQ6JqMuYIFGv2Hlx9losu9eIbNpgjQsWxAQBAP721THouU8bWSkmSNTjGpuN2HNxexGOPyKyfU/cPAj+bg64UFmH177PFDscoi5hgkQ9LjWnDNUNzfByViCyn5vY4RBRD3NSyJA4q2XbkQ9TcpGWWy5yRESdxwSJelzr6tmxQ30glUpEjoaIesP1g7xxx+h+EATgmS+PoL7JIHZIRJ3CBIl6lCAIv48/4uw1oj5l2Yxh8HZRILtEj3d2nRE7HKJOYYJEPepEoQ4FVfVQ2ksxMdRL7HCIqBepHO3x4szhAIB1e87ieEGVyBERdRwTJOpRPxxvaT26LpSb0xL1RVPDfDE9XAODUcBTm4+gsdkodkhEHcIEiXrUjosbV04drhE5EiISy8rbhsPd0R4nCnVY9QNntZF1YIJEPeZMUTXOFNfA3k7C9Y+I+jAfFyVemT0CAPDvn89ib1apyBERXZ1M7ADIdm2/2Hp0Xag3VA72IkdDRB2xMTWvx+49NsgD+3PL8eDHB/HwjaFwVph/BN0ZHdhjz03UWWxBoh7T2r02I9xX5EiIyBJMD/eFt7MCuvpmfJ6WD6MgiB0SUbuYIFGPyCquxukidq8R0e/kMinujA6EvZ0EWcU12HWKe7WR5WKCRD1i+xEtAHavEZE5tasS8ZH+AICfThXjlFYnckREbWOCRN1OEAR8e6QAQEuTOhHRH40MdMfYYA8IADYdyEeRrl7skIguwwSJut3xAh2yimsgl0lx83B2rxHR5W4Z4YsgTyc0NBvxUUou9A3NYodEZIYJEnW7rzMuAGjZe81Vye41IrqcTCrFn6MD4e5oj4raJvzvt3Ooa+R+bWQ5LCJBWrt2LYKCgqBUKhEdHY39+/dfsfzmzZsxZMgQKJVKhIeHY8eOHWbnBUHA8uXL4evrCwcHB8TGxuLMmd/3AcrNzcXixYsRHBwMBwcHDBw4ECtWrEBjY2OP1K8vMRgFfHO4pXtt5sVxBkREbXFSyDA/JghKeynyymvx8MZ0NBu40jZZBtETpE2bNiEhIQErVqxAeno6IiIiEBcXh+Litmc37Nu3D/PmzcPixYtx6NAhxMfHIz4+HseOHTOVefXVV/H2229j3bp1SE1NhZOTE+Li4lBf39LPferUKRiNRvz73//G8ePH8eabb2LdunV47rnneqXOtiz1bBmKdA1wVcowebC32OEQkYVTuyoxf1wQZFIJkk8V45kvj8Jo5PR/Ep9EEMRdiCI6OhpjxozBmjVrAABGoxEBAQFYsmQJnn322cvKz5kzB3q9Htu2bTMdGzduHCIjI7Fu3ToIggA/Pz888cQTePLJJwEAVVVVUKvV2LBhA+bOndtmHK+99hreffddnD17tkNx63Q6qFQqVFVVwdXVtbPVtllPf3EYn6edx7yxAUicNaJb792TC9gRkbhOFuqwcX8eDEYBc6ICkDgrHFKpROywyAZ19PNb1BakxsZGHDx4ELGxsaZjUqkUsbGxSElJafOalJQUs/IAEBcXZyqfk5MDrVZrVkalUiE6OrrdewItSZSHh0e75xsaGqDT6cweZK6+yYDvjrVM72f3GhF1xlBfV7zxpwhIJcCmtHws3XIUBrYkkYhETZBKS0thMBigVpvPdFKr1dBqtW1eo9Vqr1i+9Wtn7pmVlYV33nkH999/f7uxJiYmQqVSmR4BAQFXrlwf9P1xLarrm+Hv5oCxQe0nm0REbZkZ6Y8350SakqRHPjuEhmYO3CZxiD4GSWwXLlzA1KlTcccdd+Dee+9tt9zSpUtRVVVleuTn5/dilNbh87SWn8kdUf3YNE5EXTIz0h9vzR0JezsJth8pxKL1B6CrbxI7LOqDRE2QvLy8YGdnh6KiIrPjRUVF0Gg0bV6j0WiuWL71a0fuWVBQgBtuuAHjx4/He++9d8VYFQoFXF1dzR70u/zyWuzNKoNEAvzf6H5ih0NEVuzWCD+sXzgWTnI77Msuw6x/7UNOqV7ssKiPETVBksvlGD16NJKTk03HjEYjkpOTERMT0+Y1MTExZuUBYOfOnabywcHB0Gg0ZmV0Oh1SU1PN7nnhwgVMnjwZo0ePxvr16yGV9vnGtGuy+eB5AMDEEC/0c3cUORoisnYTQ72w6f4YqF0VyCquwcw1v+KnTO7dRr1H9KwgISEB77//Pj788EOcPHkSDz74IPR6PRYtWgQAmD9/PpYuXWoq/+ijjyIpKQmrVq3CqVOnsHLlSqSlpeHhhx8GAEgkEjz22GN46aWX8M033+Do0aOYP38+/Pz8EB8fD+D35CgwMBCvv/46SkpKoNVq2x2jRFdmMAr4wtS9xrFZRNQ9wvxV+PbhiRgV6AZdfTMWrT+Af+44icZmrpVEPU8mdgBz5sxBSUkJli9fDq1Wi8jISCQlJZkGWefl5Zm17owfPx4bN27EsmXL8NxzzyE0NBRbt25FWFiYqczTTz8NvV6P++67D5WVlZg4cSKSkpKgVCoBtLQ4ZWVlISsrC/36mXcHibzqgVX65UwJCqrqoXKwx83DuLUIEXUfH1clPr1vHF7adhL/++0c3vv5LFKyy/DaHSMwRMOhDtRzRF8HyVpxHaTfLd5wAMmnirFoQhBW3Dq8x56H6yAR2bY7owOveD7pmBbPfHkEVXVNsLeT4K+TQ/Dg5IFQ2tv1UoRkC6xiHSSyfvnltdh1cVzA/JggcYMhIps2NUyDHx6/HrFD1WgyCHgr+QziVv+MH08UsfWfup3oXWxk3T7+7RwEAbh+kDeCvZzEDoeIrFhHW4lvGOwNT2c5dhwtxLmyWtzzURqCvZwwZagPBng593CUPeNqrWfU+5ggUZfVNRrw2YGWwdkLYvqLHA0R9RUSiQQR/dwwRO2CnzJLsDe7FDmlevznlxwM8HZC7BA1gvgHG10jJkjUZd8eLkBVXRP6uTtg8mAfscMhoj5GYW+HqWEajBvggT2nS5CWW4GzJXq8V3IWA72dMH6gFwZrXCCVcOFa6jwmSNQlRqOA935p2dj3rnH9YceVs4lIJG6OcsyM9Mf1g7yxO7MEB8+VI7tEj+wSPTyc5BgX7IHR/T3gIOdgbuo4JkjUJcmnipFVXAMXhQzz2HdORBbA3VGO20f6Y/Jgb/yWXYYD58pRrm/EjmNa7DxZhHB/N4zq74YgTye2KtFVMUGiLlm3JxsA8Odx/eGqtBc5GiKi37k7yjEt3BdThqpxOL8S+86WokjXgPS8CqTnVcDd0R4jA90xKtAdHk5yscMlC8UEiTrtQG45Dp6rgNxOirsnBIkdDhFRm+QyKcYEeyAqyB3nymqRnleBoxeqUFHbhF2nirHrVDGCPJ0wKtANYf4qrqdEZpggUae9u7ul9Wj2aH/4uCpFjoaI6MokEgmCvJwQ5OWEW0b44UShDul5FcgurkFumR65ZXp8c7gAQ31dERnghlC1M2Tcn7PPY4JEnZKeV4Fdp4ohlQD3XjdA7HCIiDpFLpMiMsANkQFuqKxtREZ+JQ7lVaKkpgFHL1Th6IUqOMrtEO6vwsgANwR4OELC8Up9EhMk6pQ3fjgNAJg9qh8GeFvngmxEREDL7LfJg30waZA3CirrkZFfgcPnq1DT0IzUnHKk5pTDw0neklD1c4OXi0LskKkXMUGiDkvJLsOvWaWwt5PgkSmhYodDRNQtJBIJ/N0d4O/ugKlhvjhbUoOM/EocL9ChXN9oGq/Uz90BkQFuGNHPDc4KfnzaOr7C1CGCIOD1HzIBAHPHBCLAw1HkiIiIup+dVIJQtQtC1S6Y2WzEiUIdMvIrkFVcg/MVdThfUYcdRwsR6uOCyAA3DPV1hVzG8Uq2iAkSdch3x7Q4eK4CCpkUD98YInY4REQ97o/jlarrm3D0QhUy8itxvqIOmUXVyCyqhlwmxXBfV4wOckewpxPHK9kQJkh0VXWNBvxj+0kAwP2TBkLNmWtE1Me4KO0xfqAXxg/0Qkl1AzLyK5GRX4GK2iYcyq/EofxKeDrJMSbIAyMD3eDC9eGsHhMkuqp//5yNC5V18FMp8eCkgWKHQ0QkKm8XBW4apkbsUB/kldfi4LkKHDlfhTJ9I5KOa/HDCS2GaFwxJsgdoWruBWetmCDRFeWX15rWPfrbjGHcy4iI6CKJRIL+nk7o7+mEGeG+OHqhCgdyy5FfUYcThTqcKNRB5WCPUYHuiOrvDneu2m1VmCBRuwRBwNItR9HQbMS4AR6YHq4ROyQiIouksLdDVJAHooI8UKSrR1puOQ7lV6Kqrgk/ZRZjd2YxBqldMG6AJ0LVzmxVsgJMkKhdn+7Px69ZpVDIpEicNYKDD4mIOkDtqsSMEX6IG67BiUId0nIrkFVSYxrY7eEkR3SwB0b3d4ejnB/DloqvDLXpfEUt/rH9BADgqbjBCPZyEjkiIiLrIrOTYkS/lnWTSmsakHq2DAfzKlCub8R3x7TYeaIIEQFuGDfAU+xQqQ1MkOgyTQYjHt+UAX2jAVH93bFoQrDYIRERWTUvZwVmjPDDTcM0OHy+Er+dLUNhVT0OnqvAwXMVSMkuxfyYIEwL10Ah41hPS8AEiS7z+veZOJBbAReFDK/fEQE7KbvWiIi6g1wmxZggD0T1d0deeS1Szpbh+AUd0vMqkZ6XgZe2K3BndCD+Eh3IzcBFxgSJzHx/XIt//3wWAPDaHSMQxK41IqJu98cZcNXhTWhsNuKT1DxodfV4O/kM/vVTFqaH+2LB+CCMCnTjGFARMEEik2MXqvD4pgwAwD0TgzE1zFfcgIiI+gAXpT3ujA7EA5MH4vvjWny4LxcHcivwzeECfHO4ACP6qbAgJgi3RPiy+60XSQRBEMQOwhrpdDqoVCpUVVXB1dVV7HCuWX55LW7/1z6U1jRgQognNiwaC3s7y9pfaGNqntghEBH1iDujA82+P3ahCh/uy8XXhwvQ2GwEAHg6yXFndCD+HN0fGhW737qqo5/fTJC6yJYSJG1VPea9/xtySvUY6uuKz+8fZ5HL5DNBIiJbdWmC1Kpc34hP9+fh49/OobCqHgAgk0owNUyDheODMLq/O7vfOokJUg+zlQQpv7wWf/5PKvLKa+Hv5oAtfx1vsXutMUEiIlvVXoLUqtlgxA8nirBhXy7255Sbjg/3c8XC8UG4NcIPSnt2v3UEE6QeZgsJUqa2GgvX70dhVT0CPRzxyT3RCPBwFDusdjFBIiJbdbUE6Y9OFOjw4b5cbM24gIaL3W8eTnLMHROAP0UFcHLNVTBB6mHWniAlHStEwueHUdtowEBvJ3xyzziL79NmgkREtqozCVKrCn0jPjuQj49/O4cLlXWm42ODPXDH6H6YHu4LJwXnYl2KCVIPs9YEqb7JgDd2nsZ7F6fyxwzwxNo/j4KHFWyiyASJiGxVVxKkVs0GI348WYRP9+fj5zMlaP1Ud5LbYcYIX9wRFYAojlUy6ejnN1PLPuRQXgWe+uIIsoprAACLJgThb9OHQmZhs9WIiKjjZHZSTA3zxdQwXxRW1WFL+gVsTstHblktPk87j8/TziPQwxHTw30xI9wXYf6uTJY6gC1IXWRNLUjnK2rx2veZ+DqjAEDLkveJs8Jx0zC1yJF1DluQiMhWXUsLUlsEQcCB3ApsTsvH9qOFqG00mM4FeDhgepgvYoepMTLArc/9kcwuth5mDQnS6aJqvP/zWWzNuIAmQ8vLPHtUPyybMRTuVtCldikmSERkq7o7QfojfUMzfsosxo6jhdh1qhj1TUbTORelDBNDvDB5sDeuC/WGn5tDj8VhKdjF1kdVXNwl+sv08zh4rsJ0fPxATzw3fSjC/FUiRkdERL3NSSHDLSP8cMsIP9Q2NmN3ZgmSjmnx85kSVNY24btjWnx3TAsA8HdzQFSQO6L6u2N0fw8MUjv3uRamVhaRIK1duxavvfYatFotIiIi8M4772Ds2LHtlt+8eTOef/555ObmIjQ0FK+88gqmT59uOi8IAlasWIH3338flZWVmDBhAt59912EhoaaypSXl2PJkiX49ttvIZVKMXv2bLz11ltwdnbu0bp2t9rGZmTkV+JATgV+OVOC9LwKGC+2CUolQNxwDe69fgBGBbqLGygREYnOUS7D9HBfTA/3hcEo4Mj5Suw5XYLdmSU4cr4SFyrrcCGjzjQkQyGTYpDaBUN9XTDU1xWDNS4I8nSCxlUJqY1vZC56F9umTZswf/58rFu3DtHR0Vi9ejU2b96MzMxM+Pj4XFZ+3759uP7665GYmIhbbrkFGzduxCuvvIL09HSEhYUBAF555RUkJibiww8/RHBwMJ5//nkcPXoUJ06cgFLZMpV92rRpKCwsxL///W80NTVh0aJFGDNmDDZu3NihuHuzi62h2YCiqgbkV9TifEUt8svrkFumxyltNc6W1JgSolbDfF0RP9IPMyP9LXbRx65gFxsR2aqe7GLrKH3DxT+4c8tx8FwFDuVVoqahuc2ycpkU/T0c0d/TEX5uDlC7KuHjooDaVQlvFwVUDvZwdbCHk9zO4gaEW80YpOjoaIwZMwZr1qwBABiNRgQEBGDJkiV49tlnLys/Z84c6PV6bNu2zXRs3LhxiIyMxLp16yAIAvz8/PDEE0/gySefBABUVVVBrVZjw4YNmDt3Lk6ePIlhw4bhwIEDiIqKAgAkJSVh+vTpOH/+PPz8/K4ad08lSOv35mDXqWJU1DaiQt+EitpGs8F1bdG4KjEm2APjBnjghsE+NtuHzASJiGyVJSRIlzIaBeSV1+JkoQ4nC3U4UViNrOJqnK+oQ/Olf5m3QyaVwNXBHq5KGVQO9nBSyKCQSaGQ2UFhL/393zLpxe/tYG8nhUwqgZ1UgvEhnhii6d5GCKsYg9TY2IiDBw9i6dKlpmNSqRSxsbFISUlp85qUlBQkJCSYHYuLi8PWrVsBADk5OdBqtYiNjTWdV6lUiI6ORkpKCubOnYuUlBS4ubmZkiMAiI2NhVQqRWpqKm6//fbLnrehoQENDQ2m76uqqgC0/KC704lzWuw5dv6y43KZFP5uSvi5OaCfuwP83RwQonbBELULvF0Uf8jQm6DTNXVrTJaiVl8tdghERD2iuz9LuouHHJjQ3wkT+jsB8AXQsu5SYVU98itqkVdei+KqBhRX16O4pgGl1Q0oq2mArr4ZTQYBjQBK64DSLj7/87cOhZ9j9yaPrT/rq7UPiZoglZaWwmAwQK02n26uVqtx6tSpNq/RarVtltdqtabzrceuVObS7juZTAYPDw9TmUslJibihRdeuOx4QEBAe9Xrdtm99kxERNSb7hU7AAt132rgvh66d3V1NVSq9icuWcQgbWuwdOlSs5Yro9GI8vJyeHp6Wlz/6rXQ6XQICAhAfn6+xS5f0JNY/75b/75cd4D1Z/37Tv0FQUB1dfVVh9OImiB5eXnBzs4ORUVFZseLioqg0WjavEaj0VyxfOvXoqIi+Pr6mpWJjIw0lSkuLja7R3NzM8rLy9t9XoVCAYVCYXbMzc3tyhW0Yq6urjb/n+RKWP++W/++XHeA9Wf9+0b9r9Ry1ErUxQ3kcjlGjx6N5ORk0zGj0Yjk5GTExMS0eU1MTIxZeQDYuXOnqXxwcDA0Go1ZGZ1Oh9TUVFOZmJgYVFZW4uDBg6Yyu3btgtFoRHR0dLfVj4iIiKyT6F1sCQkJWLBgAaKiojB27FisXr0aer0eixYtAgDMnz8f/v7+SExMBAA8+uijmDRpElatWoUZM2bgs88+Q1paGt577z0AgEQiwWOPPYaXXnoJoaGhpmn+fn5+iI+PBwAMHToUU6dOxb333ot169ahqakJDz/8MObOnduhGWxERERk20RPkObMmYOSkhIsX74cWq0WkZGRSEpKMg2yzsvLg1T6e0PX+PHjsXHjRixbtgzPPfccQkNDsXXrVtMaSADw9NNPQ6/X47777kNlZSUmTpyIpKQk0xpIAPDJJ5/g4YcfxpQpU0wLRb799tu9V3ELpVAosGLFisu6E/sK1r/v1r8v1x1g/Vn/vl3/toi+DhIRERGRpembG6wQERERXQETJCIiIqJLMEEiIiIiugQTJCIiIqJLMEEik7Vr1yIoKAhKpRLR0dHYv3+/2CH1iMTERIwZMwYuLi7w8fFBfHw8MjMzzcpMnjwZEonE7PHAAw+IFHH3Wrly5WV1GzJkiOl8fX09HnroIXh6esLZ2RmzZ8++bHFWaxYUFHRZ/SUSCR566CEAtvfa//zzz7j11lvh5+cHiURi2reylSAIWL58OXx9feHg4IDY2FicOXPGrEx5eTn+/Oc/w9XVFW5ubli8eDFqamp6sRZdc6W6NzU14ZlnnkF4eDicnJzg5+eH+fPno6CgwOwebf2+vPzyy71ck6652mu/cOHCy+o2depUszLW+tp3ByZIBADYtGkTEhISsGLFCqSnpyMiIgJxcXGXrThuC/bs2YOHHnoIv/32G3bu3ImmpibcfPPN0Ov1ZuXuvfdeFBYWmh6vvvqqSBF3v+HDh5vV7ddffzWde/zxx/Htt99i8+bN2LNnDwoKCjBr1iwRo+1eBw4cMKv7zp07AQB33HGHqYwtvfZ6vR4RERFYu3Ztm+dfffVVvP3221i3bh1SU1Ph5OSEuLg41NfXm8r8+c9/xvHjx7Fz505s27YNP//8M+67r6d2yOo+V6p7bW0t0tPT8fzzzyM9PR1btmxBZmYmbrvttsvK/v3vfzf7fViyZElvhH/NrvbaA8DUqVPN6vbpp5+anbfW175bCESCIIwdO1Z46KGHTN8bDAbBz89PSExMFDGq3lFcXCwAEPbs2WM6NmnSJOHRRx8VL6getGLFCiEiIqLNc5WVlYK9vb2wefNm07GTJ08KAISUlJReirB3Pfroo8LAgQMFo9EoCIJtv/YAhK+++sr0vdFoFDQajfDaa6+ZjlVWVgoKhUL49NNPBUEQhBMnTggAhAMHDpjKfPfdd4JEIhEuXLjQa7Ffq0vr3pb9+/cLAIRz586ZjvXv31948803eza4XtBW/RcsWCDMnDmz3Wts5bXvKrYgERobG3Hw4EHExsaajkmlUsTGxiIlJUXEyHpHVVUVAMDDw8Ps+CeffAIvLy+EhYVh6dKlqK2tFSO8HnHmzBn4+flhwIAB+POf/4y8vDwAwMGDB9HU1GT2uzBkyBAEBgba5O9CY2MjPv74Y9x9991mm07b8mv/Rzk5OdBqtWavt0qlQnR0tOn1TklJgZubG6KiokxlYmNjIZVKkZqa2usx96SqqipIJJLL9tl8+eWX4enpiZEjR+K1115Dc3OzOAH2gN27d8PHxweDBw/Ggw8+iLKyMtO5vvTat0X0lbRJfKWlpTAYDKbVy1up1WqcOnVKpKh6h9FoxGOPPYYJEyaYrcZ+5513on///vDz88ORI0fwzDPPIDMzE1u2bBEx2u4RHR2NDRs2YPDgwSgsLMQLL7yA6667DseOHYNWq4VcLr/sA0KtVkOr1YoTcA/aunUrKisrsXDhQtMxW37tL9X6mrb1f7/1nFarhY+Pj9l5mUwGDw8Pm/qdqK+vxzPPPIN58+aZbdb6yCOPYNSoUfDw8MC+ffuwdOlSFBYW4o033hAx2u4xdepUzJo1C8HBwcjOzsZzzz2HadOmISUlBXZ2dn3mtW8PEyTq0x566CEcO3bMbAwOALM+9vDwcPj6+mLKlCnIzs7GwIEDezvMbjVt2jTTv0eMGIHo6Gj0798fn3/+ORwcHESMrPd98MEHmDZtmtkejLb82lPbmpqa8Kc//QmCIODdd981O5eQkGD694gRIyCXy3H//fcjMTHR6rflmDt3runf4eHhGDFiBAYOHIjdu3djypQpIkZmGdjFRvDy8oKdnd1lM5WKioqg0WhEiqrnPfzww9i2bRt++ukn9OvX74plo6OjAQBZWVm9EVqvcnNzw6BBg5CVlQWNRoPGxkZUVlaalbHF34Vz587hxx9/xD333HPFcrb82re+plf6v6/RaC6brNHc3Izy8nKb+J1oTY7OnTuHnTt3mrUetSU6OhrNzc3Izc3tnQB70YABA+Dl5WX6Xbf11/5qmCAR5HI5Ro8ejeTkZNMxo9GI5ORkxMTEiBhZzxAEAQ8//DC++uor7Nq1C8HBwVe9JiMjAwDg6+vbw9H1vpqaGmRnZ8PX1xejR4+Gvb292e9CZmYm8vLybO53Yf369fDx8cGMGTOuWM6WX/vg4GBoNBqz11un0yE1NdX0esfExKCyshIHDx40ldm1axeMRqMpebRWrcnRmTNn8OOPP8LT0/Oq12RkZEAqlV7W9WQLzp8/j7KyMtPvui2/9h0i9ihxsgyfffaZoFAohA0bNggnTpwQ7rvvPsHNzU3QarVih9btHnzwQUGlUgm7d+8WCgsLTY/a2lpBEAQhKytL+Pvf/y6kpaUJOTk5wtdffy0MGDBAuP7660WOvHs88cQTwu7du4WcnBxh7969QmxsrODl5SUUFxcLgiAIDzzwgBAYGCjs2rVLSEtLE2JiYoSYmBiRo+5eBoNBCAwMFJ555hmz47b42ldXVwuHDh0SDh06JAAQ3njjDeHQoUOmmVovv/yy4ObmJnz99dfCkSNHhJkzZwrBwcFCXV2d6R5Tp04VRo4cKaSmpgq//vqrEBoaKsybN0+sKnXYlere2Ngo3HbbbUK/fv2EjIwMs/eChoYGQRAEYd++fcKbb74pZGRkCNnZ2cLHH38seHt7C/Pnzxe5Zh1zpfpXV1cLTz75pJCSkiLk5OQIP/74ozBq1CghNDRUqK+vN93DWl/77sAEiUzeeecdITAwUJDL5cLYsWOF3377TeyQegSANh/r168XBEEQ8vLyhOuvv17w8PAQFAqFEBISIjz11FNCVVWVuIF3kzlz5gi+vr6CXC4X/P39hTlz5ghZWVmm83V1dcJf//pXwd3dXXB0dBRuv/12obCwUMSIu9/3338vABAyMzPNjtvia//TTz+1+fu+YMECQRBapvo///zzglqtFhQKhTBlypTLfi5lZWXCvHnzBGdnZ8HV1VVYtGiRUF1dLUJtOudKdc/JyWn3veCnn34SBEEQDh48KERHRwsqlUpQKpXC0KFDhX/+859mCYQlu1L9a2trhZtvvlnw9vYW7O3thf79+wv33nvvZX8UW+tr3x0kgiAIvdBQRURERGQ1OAaJiIiI6BJMkIiIiIguwQSJiIiI6BJMkIiIiIguwQSJiIiI6BJMkIiIiIguwQSJiIiI6BJMkIiIiIguwQSJiKzWhg0b4ObmJnYYosrMzIRGo0F1dTWAzv1MVq5c2eamq0lJSYiMjITRaOzGSImsCxMkIrpMSkoK7OzsrrqRqzWQSCTYunWr2GH0mKVLl2LJkiVwcXHptntOnToV9vb2+OSTT7rtnkTWhgkSEV3mgw8+wJIlS/Dzzz+joKBA7HCoHXl5edi2bRsWLlzYqes2b96M0aNH47XXXsOYMWMwbtw4fPnll2ZlFi5ciLfffrsboyWyLkyQiMhMTU0NNm3ahAcffBAzZszAhg0bzM7v3r0bEokEycnJiIqKgqOjI8aPH4/MzExTmZUrVyIyMhL/+9//EBQUBJVKhblz55q6gQAgKCgIq1evNrt3ZGQkVq5cafr+jTfeQHh4OJycnBAQEIC//vWvqKmp6XLdcnNzIZFIsGXLFtxwww1wdHREREQEUlJSzMrt3bsXkydPhqOjI9zd3REXF4eKigoAQENDAx555BH4+PhAqVRi4sSJOHDgwGU/n++//x4jR46Eg4MDbrzxRhQXF+O7777D0KFD4erqijvvvBO1tbWm64xGIxITExEcHAwHBwdERETgiy++uGJ9Pv/8c0RERMDf37/dMiUlJYiKisLtt9+OhoYGnD59GvPmzcOMGTOwcOFCrF+/Hg899BCamprMrrv11luRlpaG7OzsDv98iWwJEyQiMvP5559jyJAhGDx4MP7yl7/gv//9L9ra0/pvf/sbVq1ahbS0NMhkMtx9991m57Ozs7F161Zs27YN27Ztw549e/Dyyy93KhapVIq3334bx48fx4cffohdu3bh6aefvqb6tcb+5JNPIiMjA4MGDcK8efPQ3NwMAMjIyMCUKVMwbNgwpKSk4Ndff8Wtt94Kg8EAAHj66afx5Zdf4sMPP0R6ejpCQkIQFxeH8vJys+dYuXIl1qxZg3379iE/Px9/+tOfsHr1amzcuBHbt2/HDz/8gHfeecdUPjExER999BHWrVuH48eP4/HHH8df/vIX7Nmzp916/PLLL4iKimr3fH5+Pq677jqEhYXhiy++gEKhwJEjRyCVSvHCCy/A29sbYWFhuOuuuzB37lyzawMDA6FWq/HLL790+udLZBMEIqI/GD9+vLB69WpBEAShqalJ8PLyEn766SfT+Z9++kkAIPz444+mY9u3bxcACHV1dYIgCMKKFSsER0dHQafTmco89dRTQnR0tOn7/v37C2+++abZc0dERAgrVqxoN7bNmzcLnp6epu/Xr18vqFSqK9YHgPDVV18JgiAIOTk5AgDhP//5j+n88ePHBQDCyZMnBUEQhHnz5gkTJkxo8141NTWCvb298Mknn5iONTY2Cn5+fsKrr74qCELbP5/ExEQBgJCdnW06dv/99wtxcXGCIAhCfX294OjoKOzbt8/s+RYvXizMmzev3bpFREQIf//7382Otf5MTp06JQQEBAiPPPKIYDQaTefPnj0rKBQK4YknnhAWL14s5OTktHv/kSNHCitXrmz3PJEtYwsSEZlkZmZi//79mDdvHgBAJpNhzpw5+OCDDy4rO2LECNO/fX19AQDFxcWmY0FBQWYDh319fc3Od8SPP/6IKVOmwN/fHy4uLrjrrrtQVlZm1jXVFVeKvbUFqS3Z2dloamrChAkTTMfs7e0xduxYnDx5st3nUKvVcHR0xIABA8yOtT5nVlYWamtrcdNNN8HZ2dn0+Oijj67YxVVXVwelUtnm8euuuw6zZs3CW2+9BYlEYjoXHByMnTt34tixY/j0008xatQo3HnnnW0+j4ODwzX/rImslUzsAIjIcnzwwQdobm6Gn5+f6ZggCFAoFFizZg1UKpXpuL29venfrR/Af5wW/sfzrWX+eF4qlV7WdffHcTC5ubm45ZZb8OCDD+If//gHPDw88Ouvv2Lx4sVobGyEo6Njl+t5pdgdHBy6fN8rPceVfh6t46q2b99+2XgihULR7nN4eXmZxkZdek1sbCy2bduGp5566rJ7XnfddUhKSsLKlSsxfPhwfPDBB7jxxhuRnZ0Nmez3j4Xy8nJ4e3t3sMZEtoUtSEQEAGhubsZHH32EVatWISMjw/Q4fPgw/Pz88Omnn3br83l7e6OwsND0vU6nQ05Ojun7gwcPwmg0YtWqVRg3bhwGDRrUKzPqRowYgeTk5DbPDRw4EHK5HHv37jUda2pqwoEDBzBs2LAuP+ewYcOgUCiQl5eHkJAQs0dAQEC7140cORInTpy47LhUKsX//vc/jB49GjfccMMVf25jxozBa6+9hry8PJw7d850vL6+HtnZ2Rg5cmSX60VkzdiCREQAgG3btqGiogKLFy82aykCgNmzZ+ODDz7AAw880G3Pd+ONN2LDhg249dZb4ebmhuXLl8POzs50PiQkBE1NTXjnnXdw6623Yu/evVi3bl23PX97li5divDwcPz1r3/FAw88ALlcjp9++gl33HEHvLy88OCDD+Kpp56Ch4cHAgMD8eqrr6K2thaLFy/u8nO6uLjgySefxOOPPw6j0YiJEyeiqqoKe/fuhaurKxYsWNDmdXFxcbjnnntgMBjMfnYAYGdnh08++QTz5s3DjTfeiN27d0Oj0SApKQknT57EzJkzYTQaUVxcjPfffx9eXl4IDAw0Xf/bb79BoVAgJiamy/UismZsQSIiAC3da7GxsZclR0BLgpSWloYjR4502/MtXboUkyZNwi233IIZM2YgPj4eAwcONJ2PiIjAG2+8gVdeeQVhYWH45JNPkJiY2G3P355Bgwbhhx9+wOHDhzF27FjExMTg66+/NnU9vfzyy5g9ezbuuusujBo1CllZWfj+++/h7u5+Tc/74osv4vnnn0diYiKGDh2KqVOnYvv27QgODm73mmnTpkEmk+HHH39s87xMJsOnn36K4cOHm5YaCAoKQmpqKq6//nr885//xJQpU3Dy5Els27bNrBvw008/xZ///Odr6soksmYS4dJBAEREZDXWrl2Lb775Bt9//32nr125ciUWLlyIoKAgs+OlpaUYPHgw0tLSrpigEdkydrEREVmx+++/H5WVlaiuru627UZyc3Pxr3/9i8kR9WlsQSIiIiK6BMcgEREREV2CCRIRERHRJZggEREREV2CCRIRERHRJZggEREREV2CCRIRERHRJZggEREREV2CCRIRERHRJZggEREREV3i/wElxKRvmc0hZQAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"df.columns","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.670803Z","iopub.execute_input":"2024-10-29T06:13:18.671278Z","iopub.status.idle":"2024-10-29T06:13:18.679598Z","shell.execute_reply.started":"2024-10-29T06:13:18.671224Z","shell.execute_reply":"2024-10-29T06:13:18.678414Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Index(['CustomerID', 'Gender', 'Age', 'Annual Income (k$)',\n       'Spending Score (1-100)'],\n      dtype='object')"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<p style=\"color: black; background-color: #f0f0f0; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    The distribution plot helps to visualize the spread and shape of the data revealing insights like skewness or outliers.\n","metadata":{}},{"cell_type":"code","source":"columns = ['Age', 'Annual Income (k$)',\n       'Spending Score (1-100)']\nfor i in columns:\n    plt.figure()\n    sns.distplot(df[i])","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:18.680940Z","iopub.execute_input":"2024-10-29T06:13:18.681282Z","iopub.status.idle":"2024-10-29T06:13:19.746105Z","shell.execute_reply.started":"2024-10-29T06:13:18.681245Z","shell.execute_reply":"2024-10-29T06:13:19.744673Z"},"trusted":true},"execution_count":7,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<p style=\"color: black; background-color: #f0f0f0; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    Boxplots by gender allow comparison of income and spending behavior across genders, helping identify trends and differences between male and female customers.\n","metadata":{}},{"cell_type":"code","source":"columns = ['Age', 'Annual Income (k$)',\n       'Spending Score (1-100)']\nfor i in columns:\n    plt.figure()\n    sns.boxplot(data=df, x='Gender', y=df[i])","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:19.747943Z","iopub.execute_input":"2024-10-29T06:13:19.748620Z","iopub.status.idle":"2024-10-29T06:13:20.453864Z","shell.execute_reply.started":"2024-10-29T06:13:19.748558Z","shell.execute_reply":"2024-10-29T06:13:20.452603Z"},"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}}]},{"cell_type":"code","source":"df['Gender'].value_counts(normalize=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:20.455373Z","iopub.execute_input":"2024-10-29T06:13:20.456200Z","iopub.status.idle":"2024-10-29T06:13:20.469393Z","shell.execute_reply.started":"2024-10-29T06:13:20.456153Z","shell.execute_reply":"2024-10-29T06:13:20.468197Z"},"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"Gender\nFemale    0.56\nMale      0.44\nName: proportion, dtype: float64"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<p style=\"color: black; background-color: #f0f0f0; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    Pairplots help visualize the relationships between multiple numerical variables, and coloring by gender adds another layer of analysis by showing how these relationships differ between male and female customers.\n","metadata":{}},{"cell_type":"code","source":"sns.pairplot(df, hue='Gender')","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:20.474267Z","iopub.execute_input":"2024-10-29T06:13:20.474708Z","iopub.status.idle":"2024-10-29T06:13:27.668784Z","shell.execute_reply.started":"2024-10-29T06:13:20.474666Z","shell.execute_reply":"2024-10-29T06:13:27.667559Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"<seaborn.axisgrid.PairGrid at 0x7b8ce10a6530>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1100.25x1000 with 20 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ut1/03LvHJ5pPZaylq0xunLRWR8BjVVcA1d/AweWgb0V9L8Hzn8PJo4F71GFXEe+BObIU/At60FJFsx4GDb/Xr5s7yLCI97nuSv/5qLu8Xy+MJUyl48xnWM5N8VG/HeDg9daie2K2WgEnVas97pENphaDY58SKsmAzUQEOd+eMuT8x0l6SRr8Gk1x2IwGHj//fd5//33q90mOTmZGTNm1OehSRX5fTDtfghvBR0uOv73m8Lh7P+K4mpzXoI9C+HiT8Eafez3SpJ0/EqysE4ag2nc32xNVwg369iTW8YL07fw/fgkwqI7o8pcX/k9UR3EOZ6+Nvg+D9cA8LrFw4/uqEr/IbFwyVewdyGs+ExskzIawlvD1Lsrb2uJAnN4fXxTSZIag+J0mHxLeWDksIBfTKO7bQGEJuLz+1ECgeonKZTmiOzUo+uOBPxQuJ+4pH5c41rDBcYC1ASwhDeD6I7ib0o1dBo1Oo0ckDmdZRe7KHJ4g67LKXGTW+Im1maE7tfAhp/KV/o8aLf+hg3EVA9TuLjGfTVGZFUA7F0Ma7+Bq36F2xeJzKf9y8CWBAPvhYg2p0+nmpztlQMjFZZHrHmP4UOfoE9zO14/hBg0KGW5kNS/8u8MxO9p6GPiv7O2wPLPIHc7xPWA7lfXoh2Uv+b1ktSInd4VqaRTY/2PkLkRRr9R94wPlRq6XgXRHWDBG2KazYUfQptz6vdYJakJCQQCuLw+tGp1pfn25O4Erwufz88vqyqn0d40OY3PL/6QFoXLCN82SdzkdLkCEnqKNNlgVGqRcrx/OSz7BBy5kDIG2owULbwPC4mFTpdCq3PEQ9LBVfDdpZX3pajg/PfBEltPvwVJkhpcSSaUZgdf58iH4gwITSSgaChuN57QLUEe4ABH+hb0Sd1RXfGDuPfI2Q72FtBlPOisYItHCWuGzZEvpjvUVChaOmMcayj1yGBrZFtx/dn5d+UNrDFiipcjD367tTwwUr4D0Yr+zmVwzgvgLhFt548eBGjM/D5Y+WX169d+C71vxmytcO01R8DIF6HjOFjyHriKoO1Y6HI5WGNh+1/w07XlwY7U+bDsA7h1HsR2rX4wJbFPfX0rSTrlZHBEqpnPA3NehOT+x64zUhuxXeG8d2HR2zDpUlGn4Jz/ybmJknQcvD4/aQUOfl+bxso9+bSMsnBl7yQSwowYdZojo7ehjr0khNkqzdEvcnq5dNJeOsW34duL3se29QfRTnP5pzDwATH6e3SK7fDn4MAqcVN52K7ZsOA1uOHPqlX8jTbxv0n94JY54nzP2QHRnWDgfRDW/EhXidp9YbcIqqjlJUuSGpsytxejz1NzyUq/+JuiUavwRnbEkzQQ7b6FlbexxlLa7Bw0EbGoivZCYl+I7wGKBkLiwd6yvDueyX5SvovUOEVadJh1akrdVWtihZq0hB+eVmWJgvP/D3bPg1VfisLALYdDs4HiIf/CD6ufVupxQP4eCEsGzen57yvgr+E89HuDR5ksUZAyStzn+z2gDxVTZwr2w2+3V80C8bpg2gMw5k34anTVQNPAB2vM5JKkxk7eaUo12/grFB6AIY/X3z6NoTDiOdHyd9WXsONv8Uc2ZVT9fYYkncE2pxdx+cdLcXjEjeL8HTlMXLyHj67uwaA2ERgi2qCo1ESveIVXR33ONT/uxXfUZO0L2prRLnkbNn0PPa4XI7urJsIVP8C6H0RBRVuiuNGxRsO7PaoeSHGGmCp33tvB0471VojvLm5IPQ7QmkFnrLpddYoOimyV9T+AxgS9bxYpzrLzlSQ1Cm6vjzlbsxgdEwKGUHAWVN1IZxHX/UP8lii29H+DuLYriNj0BXicFLa6gJzmF2C0JqA1GsHYQWSMuEtBazq9RvClehcZoueFCzvywE/rKi1XFJhwUSeiKnYf8rpg0VvQZpQIpu1fLmrmgbhm1cTnrucjP3WySjyo21xOeLBpNQAdLqk5qHh0FlbhAZFBE8y+JWCwwe0LYelHYjqtJVoMsMR2EesO8fr9KID6eAZEJKkByeCIVL1AABa9A/E9ay7EWBeKAm1HiwenpR/C95dD65EivS+idf1+liSdQbKLndz/w9ojgZHD/AF44Me1fHZdT3YfdHDZ0GfRzn6O7htfYsZ1T/PhyiLWpztICDNwV+9Q2qb/hmnT9+LNzYeIkSBngbjpaX8BXPGTqAuit8L8N6o/oE2T4aznap6TrTMf/5ztooNiSk7mxgqf9St0vRrO/s/pUyBPks5QxQ4P2cVOHvp5Hefel4Iy4lmY/mDVDYc/JTqCHBJlNRCIa8ZqbyjF7buiwY/PEErviEjiQisET7XGSl1upKZLp1ZzVvtoptw1gPdn72RXdgkpMVbuHNaKFhFmNBW7D6WvE11ngnWeKckSXdKKDlZdp9KIAJ8jX3SvOV7+QxkWDRAE8PsDTFmbRgtDIkMT+qM5sLjyBpYo6HcnaI6ji6c/SJHWijxlENsZRr0kpuOo9ZUCLJlFTjakFfLzyv3oNWqu6pNEqyhLeZaPJDVSMjgiVW/fEsjaBGf/7+R9hjUGzvoP7F0kskje7yMKag16uHItA0mSAMgv9bA7J0j7PKDU7SOzyMX//t5L8YBBXH7pr4SufIeUf29kQo/bKBk6CEPaEqx/PlfeDaLlCCg+WD7i63WCs6g8MHJ4WXUCvvovvub3wdpJlQMjh639FrpdLYMjktSASlxe/lifRqxVh9PjxxsAnS0Rxn8n2qnm7BCZH92vA5UWjkr2jw4xcE7HGPJL7fgCAcKMWtSyva5UA6tBS9fEUN4e35Uytw+TTo1ZH+Qx5uhuMxUt/wTGvg3fj6963Rp4Pyz7UHRUPJ7gSFG6yLRc+53IcOx5vShufgozHHNL3Xy3bB9ZRS4+H/caKSnLCN/0FXjKKG51PiXtxxNuTUR3PDsNTRaZN8GyaSxRomgriICLpvL1OKPQye3frmLt/oIjy6auO8iFXeN4emz7oN2lJKmxkMERqXorvxTzfGO7nNzPURQxHzSxN2ydBht+gTXfiYJQ/e+DyDYn9/Ml6TTiO0aVeI/Pj0al4uW5GXxu1fP9NR/SKkyDUWfBWJoFuRtEYcOQeOh2DWgNImvkMJ0Fzn6+ch2gNiNh/qvBP7D5MNDbgq+rq9JsESytzsrPxd8L2RJckhpEdmEpH83bzTOjWgGwt8hHawKiPkiLYdDyLBE4PXyOVjNiHWY+rsc1ScKs1wQPihwW3736dV4nRLYT00dXfQWZm8RAXPdrRVeWjb+K2jbRHWp3MEUH4Yer4ODq8mXrvxfX1rOeO2VBfH8ggNvrx+HxceUPe2kf24bLO7yNXg2z9rjxZxTy4dXH7hBaiTlS3Av8+UTl5Yoiitau/BKa9Red7ip0nwwEAvy5Mb1SYOSwKWsPclnPRCJayeCI1HjJML0UnKMANk8RU12UU/TPRK2DDhfDuM/FyPDWGfB+L/h2HOz4pzxlUZKasFCTlshqRl00KoVwi54SlyjIml3s4qmZ+yjW2kFvFoVTz/4v3PQXXDNFtOZWaUWFf1si9LwJbpsvRr0qMoZB6yCdpbRGGPwQaCo/4BQ7PWzLKOLF6Zu5Z9Jqpq0/SHqBo+r7qxMI1Jyt4imTrQIlqaG4ilm0M5tip5cW4XpUCvxvdhZlAR2i4qNSft8QCIgArKwTJJ0CWcVO9rosOHvdWXWlSg3n/Z+4Xv16s8hc7nUzxHWDWc/CwrfEdu7gmZlV+P0imFIxMHLYmm9E9tQpEmbSMqZTeReazelFPPdPBo//lcG/2/K4pEcCBu1xDiboTKKT3XVTIXkg2BLEM8Hl34lagQteg28ugl9vEq28D8kpcfHN0r3V7nbikj24vfL6LTVeMnNECm7zFFHZusXQU//ZWqNoK9bufNE2bOsf8N04Ufek502iJbA5/NQflyQ1AtFWAy9d1JFbv13F0UkktwxqwdS1ledSOz0+fFtmQqBAnM+2RFE47bAu46HV2eJ8N9pE+8KjbZ0uzsfmg2Hd92JOdvIAceP07//gks/FjRMi3X7KmjSe+X3Tkbf/sT6dhDAjP9zSlwR7LQormsKg3QUiQySYrleBWnvs/UiSVO98ZQU4nC7yyzxo/C7uHRDD2wszeDs8kpva6YgMgEpRCKCAKRwluv3x1TqQpDrILHJy/w9rWLI7j9dGX86QMb2IWvsuFGcQiO+FMuRREfj3uUUntZVfBN9R+/Nr94Gl2dXvA0QHuITep6TLmk6j5rr+zZiyNo2cksrTYNrFWumRXIcaKiAGRpoPgbAW4vuumwRT7qxceHnPAtgxS2TfIOKhTk/1wQ+H24fX70cnx+elRkoGR6Tg1v0g2u42ZLs8tRZajRBt2LK3wLYZ8O9/Yfb/RMHInjdBUl+R4idJTYRKpdC/VQS/3d6Xt/7Zzub0UhLCjFzRJ4m0fAdT1qZV2v7CtiZsq/4LB5aJ8/n6mRDVtvJO9VYoOgDrfxTnWtIAaDFYBFIURdQgmfUMRLWHjheL4qrp6+CHK0WGR4WsrqwiZ6XAyGEH8h28OWs7L1zUEZPuGJcejQH63yOKvTryK6+L7QJxNaRNS5J08riKYPc8+jcbDMDE5enc1t5Lp6hE3llexNw9Pu7qN4ghcVrMGtBGtZbXaOmU+HdLFkt25wHwyIw0ksPDuK7r60SZVHRsEU+zmEPtZbUGkUG5Z4HIQqyoxTBRK+cwr0dcG7fNhMwNkNhHbGNLFNmLR7+/IneJmFp2ih61Eu0mfrtzABMX72Ha+nR0GhVX9k7igm5xxNhOoLBxzg4RBMrbBdv/Cr7Nso8hZTSYIwg1aTm3YwyfLUwNuum47gnHvgeQpAYk/3VKVRUdFMVYBzxw7G1PBUURD2VR7aHXLbDzX9jxF2z4+dCym6Hz5aC3NPSRStIpYdZr6Brq5L34WZR1bIsnoR/3/L6PNfsKKm2XEGZkZLwHZeEysaAsD6bcjvPyn9hapOX3tQdJsOm4Ni4N7feXlhdeWztJjBjdMBOi2kHKSJFCm7UZZm+ufDDNBoKhvD7J/O3Z1R73H+sP8tA5bWp3YxTWDG6ZA4vfg61TQWOEnjdC58sgJPaYb5ckqX7kFLvYnVPCnxvTeXxACOTsIja6N2Pbh/HFihxa2eM4x36Qr3rm4tZYMHn3YqUjhLWRgRHplMgtcfHV4soP43tzy/jvvyJ4cU57H+9eGY5ec2hqSXgrMYV0wZuwc5bostLnTmg3VhQbBRH0T1sJ31xYPs1z7STRpvb66aKtfMpYWPlZ8IPqcsUpz5hKtJt4dFQKtwxugUqBcLMeleoEzsGyfPjjfjGg4q4hEOQpo9TpxmgMoNOoubZ/MyavSSOvtHIWS8tIC71bNOCgqyTVggyOSFVt+UO0NEvq09BHUpXBJkauO1wIB9eKbJIZD8M//xEpfb1vqf+2w5LUGOnMWDNXYl36BoTE8+7YSXy9ScdvmwtRgHFdY7i6jY+4qZdXft/BNRTmZnDhJ/sBmHxVEtpfrq1akd6RD5NvEbVJQpuJAou7/qm8jVoHIydUquxf7PRWe8geXwBfbWvCKYqokTLqJRj8sKhhYI6stk1iTrGL1NxSZmxIx6BVM7ZzLPGhRkJNsuCjJNVVVpFo1btgRw5nt4tCs3slxc2GYd/9B8/16c/g5Hg+XlnA9zozD/ZPpGesFoNODREtG/rQpSbE5w9Q5vZVu77E5cXnr3DxUWsgojWMfUPU2FOpK083BVFH46erq9a/chbCz9eLLMz+d4sW80dnOEa2E5nNDUCnURMdUk/Fyh25sHchuIuh/YUi2yaIkhajeeavg9w81EyHOBtJdhNT7urPZwtSmX4oi2V8r0Qu65lI7IlksUjSKSCDI1JVm6aIAlW6RpyJoahERfL47qJv/bbpsHoiLP0A2o4VKfmJvRv6KCWpXrm9PtILnczdnk1moZN7hv8P48SzoSiNhB+G80jrMdx01gVgCsOuPYB20hVBC5eWlIniqAatithAtrjZCyZjA5TlQmQKXPg+bJ4KS98XN4LNh8KwJyC88kPQoDYRvDFre9DddUsKxVpTl4FgNPpjZopkFTl5+Od1zN+Rc2TZh3N3ceugFtwxtKXsiCFJtXSwwMG6/QUsS82jR7Mwih0eFhw6rzonhKKkr8UXMwDPrnlEhsRwmTXAsMEGfCoDFs8ujHTFaWyFrAgknUr+QIDBrSOYtHx/0PUXdYsPnrGoNYlXMCWZ5S3vj5a7E8pyRGblLbNh4f/Blt/FlNDu14nBupC4On6bE1PocJNe4GTmxgxKXV5GdoihWYSZSGsdslj8hwY70tfB4EcgrDnkHzVdxhROVsqV/P7FHtakFfPT7f2IshpIspt5ekx77hzaCkWBCLNOtuuWTgsyOCJVVpoL+5dC37sa+khqzxIFPW4QKYy7ZsOWqfD52aIQ1oD7xDzIakabJel04fH6WbEnnxu+XIHbJwIe6/aG8Ob4v4la+TrK7jloM1YTndwb4nvAh/2Cd3SxRJHhFiM3OrUKpaY501CeUWKNEZlZ7S8Q86j1IUGnsiWEmRjSJpJ5R02v0agUnjuvQ70HKnJKXMzckF4pMHLYJwt2M7JjDD1kcESSjik1p5TLP15CVrELgNZRFiYu2XNkfVqBA1r3x3dwPbsGvEbM/hmEZi4lssUw/NZkSqz9SFNHkmRuxAMr0hmnzO3l1b+2cmHXBGZszKCgzFNpfZLdxIBWdeiW5DlGhzWf+1CGYws49xUY+pj42RQF6oZpM19Q5uarxXt4+5/yTjmfLUylf8tw3rq8K9EhQQqu10RvE8XWCw/A9Afhgg9g+5+iaYPPi7/9hexvfys3TcnGH4A9uWXklbiJsorP0WlUxNiO8zMlqYHJJ0apsp2zxANVQq+GPpLjpzGIQMgFH8CwZ8BTCj9eBe/1FP3sPTW0BpWkRi6z2MmtX688EhgBWJRaxFnfZDIp7gk8ty+Gq38FQxhkboKuVwfdT+HQF3lzaREARU4vZZak6tt1m+yVpsygKGCNFiNi1dT4ibDoee2Szjwzth2xNgMGrYphKZFMvXsA7WKsQd9TVwfyy5i5IZ2vl+6rdptvluzB66u+cr4kSVBY5ubxX9cfCYwAJIebKKkwTW7+9mzc9hQi171PmCeD+eZR/Nv6KRZq+/FbXhKZRBATIgOR0qmVV+pm6tp0nv9jM++M78YFXeOw6DWEmrRc3SeJD6/ujkVXh2CFLV5MMQ9GbwVTha6JWoO4LlpjGywwArAvr6xSYOSwxbtymbkhncDRLe6OJSQWRr8h/rskC76/XNQlHPY03os/Y27iHZz95T5Sc8rbH3vk9VY6zcngiFTZtpmiyFRDdqk5UYpK1EsZ9Qqc+5rILPnjfni7I8x/TRSllKTTTGpOKaVB5lQXu7w8NWMP+ws88H4fmHqXmCcd0RpGvy5GtdRaiO9O4LppbDT0YNW+8mk0P252UtrtluAfes5L4mbvOEWFGLihf3N+v2sAcx4eyjtXdKN9nA29toabxkAACvbBxsmiPfDm36EgeIo0QJnLy6t/bsPrD1Ds9FS7XUGZB6//OG8IJamJyS5xsSy18rXR4fHRv8KI+8FCJ6tzNQSGP0P0/pmM3f0/OrKTlhY35yRraG0oQmeUWSPSqeX1B/D6A+zKLuGWr1eiVat47rz2PH5uW7KKXUxfn86BgmNkgQRjjqy+McHZ/xXZlI2I3x/gu2XVDxR8viiV7BJXteurFdkWLvtGTFVX1JC5iXyHhzkFMdz8065KAzYmnVpOY5VOe3JajVTO5xXTUtqObegjqT9R7SDqKShMg82/wbxXYcEb0OVK6HuHeICUpNNAkaP6AACAp7Sg/IdAAGY+CjGd4dKJYoRLa0Qx2UnOLyPCspucEjFd5uNl2XQ4/2oGndOesBVvQ+E+iOoAZz0vpueo6jYKplIpRB1PCm/mRvhqLDgrfA+THa6fIc7jo+SWupmxIR2NWqFfy3B+X3sw6G7Hdo7FUFNQRpIknJ6qgdeZGzK4qm8yf23MoNglMkhum3KA7y9LoqW9HYboTkSrvVC4FuyDRfq9JJ1ilkApKdFWtmUW4/L6+WXVAX5ZdeDI+ou6x/PZglReHtcZneY4xoR1Zuh7u6i5NW8C5KWKa9GI50SgQN24Kuv4AwHyj+oOU1GRw4v/eJM6nIUw/SHI2gTdr4Fet+DVWZmZ3YwnJ++usvm9w1vjPzRgYTU0rt+PJNWWzByRyqWtBFeReCA609jiod/dMO4L6HAxbJosptt8czFs+xP81Vc5l6TGICUmpNp1kRY9Id4gheMy1sOsZ0WXp0PZYAlhJibf0Z9LeiSg16jQa1TM2uMlNf4C5gz4hi2XL6Ls8l+g1XAw2k7W16msOB1+uLJyYAREltdP14h03qMcHi2cvj6dcd0TMAVJm04IM1Ya+ZYkKTijVkWkpXLBxmnrRRr+B1d3Z2SHaDQqBY83wMSNblLjxuJKHgLJA6DLePEAqZEPQ9KpkVfqYmNaITt37yJi5q08N7pF0K7RfZrbOVjgIL3IWbfpHuYI6HypaGt//0a4diq0GVl5umkjoVGrGNOp+kzPIW0iCDEc55h4aS7s/ldco+e9CpNvQfPDeEYpi3n7vESSw0Ux25aRFl66qCOlbi+DX5vLpGX7jjmgI0mNlcwckcrtmi3mUYa3augjOXmMoaJwa8dLYM982DpdzKG0JYiirt2vLe9xL0mNSIRFx0Xd4vhtTdUMiafPiiN61f3B3+gsqNKmNynczH3DWzOotQgcLNyRw5WfLcXpETePdwyBB8+JRHuqKsuX5ogpNcHk7BDrjzovLXo1zSPMpOaU8tpf2/jwqu5MXLKXeduz0agULu4ez13DWhEXKtsGSlJN8kpdWDVe7hnRimd/33Rkudvn57mpm3j+/A4MaBnB2M6x+P2iLarVZERvD69hr5J0cmQXu3j2943M3JjB/OuiYNccOrT4iy+vG8s7s3eyel8BoSYtl/ZIpFtSKA/8uJanxrQLGkCvtaPb/DZSvZvbSbKb2JdXudC6XqPi3hFt0GlU7M8vY93+AvbnldE1MZQWkZbqC7X6XCIT9Sj2fx7kwphO9LnsCzaUhLA3r4wvFu1hZ1YJABNmbmVgqwg6xJ+iARZJqkcyOCKV2/kvxHapcxr9aUWthZYjxCt7m6i1Mu8VmDtBTCvqdRM0G0TQoQhJagChJh1Pjm5PhzgbH83bRU6JmzbRFu4e1op+rEd1YFnwN7YZJSrOH2XahoO88ue2oG/5duk+runXjLhQI8UOD1nFLhbvzsXvD9C/ZThRIQZsxnocJT5WVwBv1WLKkVYD/zm/A9d9sZwNaYXcPWkN43ok8H/ju2LWaeicYCPcUofWhZLUxGQXu0lUF9LGruX1SzvzyfzdbM8sIcKiY0S7KFweD6NTLLjVZhQFwkw6OVVNajBztmYxc2MGACqfqKFhm/04La4axPC2Udw0sAVlbi9T1x3ks4W7ibLqGdE2GqUJ3M/Fhhr5/pY+fDh3Fz+vOoDb52dI60ieGN2WRLuRtfsLuObz5TgqTKNrHmHm6xt7k2gP0tLYYBOBoZLMqusyNoC7lDu/2xm0rtd3y/bywoWdUKnO/N+7dGaRwRFJcBbBwTWiDkdTE5kiXr1uht2zRaBk8xRRmLbPbaI+iS7IRUOSTrFIq57LeiYQH2rEHxDdWv7v3x10Oj+JSENo1WkpxjBK213Kj0v20SEuhGYR5iMjRBmF1XdvKnZ5cXv9FJS5+WJhKu/M3llp/Q39m3H38Fb1F3wwR4quAH5v1XUafeWuABX0SA7jh1v78r9pm9l0sIjJqw8QYtByVd8kGRiRpFoqc3vZ7fDSTpWOXxfB9f2bEWrS4fT4UHtKacM+IgJ2CJVT1KSGlVPs4uP55bUuitU2cY3wuoifdSsjh33Iywv3MHtHHhqVwkVd47j/rDbEh51ZGYT5pW4yi5wsS83DpFPTq5mdKKsek15DfJiJp8e2565hrfADVr2GEKOWtAIHN361olJgBESx9//8sYm3L+9atU6IJQZGToBfb6xyDIG25zM3Tam24HlWsQuvP4BOBkek04wMjkjCviUQ8IkCjk2V3gLtzoe250HmBtg6DWY8ArNfhH53Qu/bwFB93QdJOhWyS9zc8d3qSstun6bw2cVTiVn+EtpdfwPgTxnDwZ6Pcd23+9mVLdrsVRwh6t3czsQle4N+RpcEGxqVwvbM4iqBEYAvF+9hcEokw1LqaQqaORL63gmL36m6buCD1aY0W/Qa+rYI5+sbe+P0+FCpFCItejSnajqQJJ0BLHoNL8zK4aNBbvorm2ijVnCqItGoS4n0p6NSJYGpZUMfpiTh9QfILyufJvrF2jKe7XUv1iWvoU5fQ+vJo3i7600U9R5GwByFOTyOsBDzsXccCEDhAcjeCvl7ILoD2JvXqVvbyZZT7OR/07bw+7ryKbYqBV68qBNjO8diNWgxaNXEHjWlNDW7hCJnkAEIYPbWLHJL3FWDIyoVtD4LrvgRZj0tprkaw6DfXfi6XsOiacELoQOM7BBzfAVwJamRkMERSUidD+aoRnkhOOUURQSJYjpDcQZsOtTlZskHMOxJ6Hlj05h6JDVKwbpKbMssYfR3Tq7t8Qi33TYBg1bNR8vy+OSbg5S4ym+GUnNKeXLyej64tA0tI820irIcmSN8mKLA3cNbYdSp+HRBarXH8dHcXfRICiOkPqbX6C0w4F6wJcKC10QB1pA4GPK4mOamrbnrjcwSkaS602lUdEm089mOYq5OchOhyhB/CBQ3LkWLLywF06GCzpLUkKwGDf1ahDN9QzoAP6/Loe+YsQwfEU3Y8jegOB3rxm/xGSNYUDyQVoYAYbUZ08rcBF+fJ4qAH2ZvAddMgbDkk/Jd6urfrVmVAiMA/gA8MXkD3ZJCaRsT/JqcW0Mnm0CASi15KzHYIGUUxHcDjxNUWrBEo1GruXeEmb83ZVZ5b0yIgQGxiGeL8Fbiei5JpwkZ0pOE1HkQ01HW2DiaNUZMNbroY4jvDjMehs8O1SmRpAZgM2oxByksV+zy8v7iTHLUUawrsvLm/MqBkcMW7MwlJ30fYTov/z2/Axd3j0d/aHSnfWwI717RjTizglalkFPsqvY4ckrcbMkoYuWePDKLqp+iU2vmSDG17dZ5cN86uHm2KJBslkUfJelk654chiHEzj1LbUx3dmYzLdhr7cq2yJGke60NfXiSBIBZr+G+Ea3RVcgOfGh6GjdtaMfCYT9TdNsq5gz5mZs3d+Ge3/fjcIvBhGKnh93ZJUxefYApa9LYk1NK6eHrY9FB+O6SyoERgLzd8Ptd4Mg/VV/vmLKLXXw8r2oL3cN+WL6/2nUp0dWfx3azDov+GOPllmgRKLLFgVrcgzSLMDH5zv70bCa692hUCud3jOCnSyOJ+2kUTDwPPjtLZJxI0mlCZo5Ioo955ibR6lYKzhwJA+6H1iNF6v/Hg2DMm9Dt6oY+MqmJiQ7Rc99ZrXlpxtYq6y7sGke4Rc+Oo7JBjuYMaGm+5Ru80UPoHm9lRNsugEKRw028tpTmqz9Af/ZTDGoTyZr9BUH30T05lK8X72X6hnRaRJiZWF1Bt+OhUskRJkk6lUqyISAys8LNOi7sHoei07Dd5aes2Et8mB9zzYlbknRKNYsw8esd/Xnuj42s3luAWqUQbjHgt8Qw+usNHMgXBb7Fch35pW4+X5jKe3PKp4iqFHhidDsu65mIreigaFUbzJ4Fop1tI2nd6/X7ySmpftDiYIEDr9+PRlV17DsqxMDQlEjmbsuusu7RUSnVd6ypgU6tpmO8jc+u7UlRqQNV3k7s237A9PN34BbTeSlKgx+vhuv+kN0gpdOCzByRYP9yCPghqkNDH0njF9UOxr4NzYeIEYW/nwZ/NamIknQSaNVqLu2RwMvjOhFlFdNJQgxiNO2pMe2wGbU0j6h+jrVVryFE44H8PcT/OJJxme/QVbWLjqo9nOOdQ7dZl2Fa9wVqr4Nx3eMJMVSNoRu0Ks7rHMffm0XHgN05pTz081oKyqpP2z2aw+1lX24pf23M4I91B0nNKaXY6TnO34YkSSfCV5yBPiDOW78/gOpQ9qhKgQCgABrkNU5qPHQaNZ0SbHx+XS/mPjyUH27tS3SIgTu+XXUkMAJwVZ8kws06Nh4srBQYATEN5cXpW9iTU0qgLLfmD/Qeo5vaKWTRa+jZrPopbsPbRQUNjADYTVpeOa8lt/aLOdLWOM5m4P8ubM6oVhbUJ1A4NdSkIylwkITvh2Na/Ul5YOSw7K1QmlPn/UvSqSQzRyTYu1hExeWIbe1o9ND/XghrBovfA0cBnPeOGPWWpFMgzKzn8p6JDG0TidPjR6dREWnVo1WrwOsmUufm7HaRzNpSdYTovoFRRG34BJL7wKovMa6fSPz6iZU3iukMGgOJIWKE7j9/bGLRTnED2SM5jDuHtuStWdvx+Mqr1C9PzSe31E2oSXfM4y92epixIZ2nftt4pNK9osAdQ1pyy6DmhJllDRFJOim8HihJF2nu5kj8rlLC3KloiSdA4Ei7U0UR0REFP2FqJ1C1HbgkNaQwk44wkw6LQUOy3YROo6LU7cNm1HLr4BZc3jOBAPD+nKpFxQ/7dP4u3hiRRLVXHJ1Z1NxoJKwGLQ+f04Z527PxHdUlJtKqZ1CryOrfXJRG9JfDeDihH9ddcgMelRGjI4PoNS/A/mZw/rui/lddeByi62WN25TWvF6SGgkZHJFEp5qo9rLeyPFqdz7oLLDwLdCa4NxX5O9QqlZ+qZvsEhc7M0sINWtJtpuIsRnrPFqjKAoxtqPaE3qcsHcRYb/cyItjJ5JsT+K75Wk4PD4iLXoeGBjJKNVStIu+g9bDIKw55AcpujrgPgj4UakUWkdb+eCqHhQ6PJQ4Pfy5KYPHJ28gO0g9ksPzu49lf56Dx37dUGlZIAAfzN1Fj+QwRrQL3p1GkqQT4HUT2LsI5cerwFOG7/o/8epDMS58lbZdb6eQMFyUZ53pcJOiyiPE1LwBD1pqyoocHnJKXGzPLMGoU9Ey0kKUVY9OU153K8Ki58aBzRnTORaX149eoyLaqketVpFT4gp6rTosrcDJ2rxQurUei27HtCrrAwMfRLHEnJTvVlctIi38eGtfnvl9I1vSi1EUGJYSyTNjO9TcsjgvFUqz0G37nfhtv1del7EORjxbt+CIqwS2zQB9iGhW4A9yH6CowCjrh0mnBxkcaeq8bji4Grpe09BHcnpqORy8Tlj6gahs3vf2hj4iqRHKKnLy3NRNzNyYcWRZiFHDl9f1okti6Im1nnUUQGm2KBJsbw6TLgO/l6jJF/Po0Ge5/qbRuEvyMbpziV77BKp9i8T7ts6ES76E+a/Cjr/EDU1Ycxj8MOz8BxL7HPkIm1GLzahlV3YJ7/wbfBROr1Fhq0XnGq/Pz8TFe6pd//6cnfRIDqtVBookSbXkceIv3I9q0qXg84DWhN9VikMVCtpQwnNXM1JvJVMVi1OxoFe5iNTsRQkfCsbQBj54qSnKKXHx3uydTFyyh8ChJAmDVsW7V3RnYOsIjNryAIlapRAXWjUwYNFr6JkcdqSd/dF6NgvjkxV53NrtKTrZEjGtmwieMjDZKer9INpOl2HUNK5rkUGrpmczO9/c1Idipxe1SiHMpK3ahvdo1dVVAXH991YorO4uE/cVOdvFtPuINqJeiC7IlN2CfTD5FuhxPXS5AtZ8W3Wb7tfJeiPSaUMGR5q6jA3gdYlaGlLdpIwW1c7/ehJiu0Byv4Y+IqkR8fr8fLdsX6XACECRw8vVny/n7wcG172QaUkW/PMfWPsdxPcQwTr/oQr8fh+62c+RcI5azP9d/rGoxq8xQLdroecN8NUY6HgxXDpR3ACVZMGS98X7NVWLs4WbdZzbMabKdwG4aWBzIq3Hng7j9vrZl19W7fqMQicubzU1DgIBca4VHoCyXAhvKYolyzajklQ9dwnsW0Yge7sIjAAQwGuOQb96Ivs63EH87h+x5M4jrsOFoC7DZ4wgwz4EmymGemjWLUnHbcGOHL46KpDu9Pi57ZuVzHpwCC0jj53lYNCquWVwS35bc7BKu1mTTs3oTrGM+3Axc7cpjGl/EdefdyUmlZc8t5oPVpXxShcr8RXf5HVBcaboZON3Q3hrcQ2q63SUExBh0RNxPG3sI1OqX2cILf8OzkLY9Jvoznj474VKA+f8D7pcWTlY6vPByi/Ef6+eCOe9K/a1eiK4ikV2dZ/boc+tDfI7kqS6kMGRpu7AclDrRNaDVHc9boDcnfDLjXDnEjnSJh2RVeziy0VBpq4ADo+PVfvy6xYc8fthw88iMAJgCheBg6P9/TS0GAojJ0BMJ9BbxQhOaa4YBVrxmXhVdPVvYKk6dznUpOM/53cgxmZg0rJ9uLx+QgwabhvSgst7JWHQVm0xfDSDVk3/FuEs2RW8CF7XpNDgLQX9fshYL1oullaopdL2PBjzumi7LUlSVfl7YdvMI6PvAHgcONFhLknDXrKdf0MvJSn2AkwqD2VeHfuyjPRsZceil6ER6dTLLhZZI8H4A/D7mjQePKeGh/0KksKN/HR7X56YvIEt6cUAdEmwMeHiThSUefAHgECAqRtzmLqx/H0p0Vb0Fa9p7hLYPgt+v0PU2AAxjWToU2KwoTEH6d1loLdBYl/Yv7Tq+iGPgiVW/HfuLvjjvsrr/V748wmI7VZ5ANDvhvxDrYUDAfjjHmgzSjQuUGsBRXymzBqRTiMyONLU7V8G4a0O/RGT6kylhkEPwdS7RQbJhR809BFJjYTH56fI6a12/d6cOhYpK8kQ9W4Oy90JrUaUB0sq2j0XynJxXzmZg24z+3cXYzOZaH/NVNR/PoKy619xYxMSD6NehoSe1X5sdIiBx89ty00Dm+P0+DDqNERb9bWeGqRSKVzQLY6P5++mxFX596JWKdw7vDXmYMGRojT4+gJwFlRevvUPEdwd/jQ0svRnSWpwrhICK79AcZfiSD4bK58eWaVs/YO9vZ4mYdMnnOv+jey21+JQLIRbDNjtZuwW2cNXOnXcXh9ZxS4O5DuwGbWkF1bfJWZHVonorlSLml06tZquiWF8e1MfCh0eFAVsRh12s470AgexNgPphc4q73tqTLvKmRn5++DXG6gUZfT7YPZ/Ia6ruP42Ro58WDsJ5r0KF30IG+Jh8+8i4GEMgyGPQadLQa0RQZ/F71S/rwVvQsyX5VkgGgM0Gww7/xU/BwKwbaZ4AbQ5F1oOO7nfT5LqmQyONHUHVkB8r4Y+ijODOVJkkCx5D7peBc0GNPQRSY2AUasmIcxYqcVgRV2TQuu2Y7+vcgZF3m4R3LDGQHHVaS/+s1/g4xUFvPXPCg4XuU8MM/LDdR8Qd24pit8jCqqFxB7zo/UaNQlhdZwKBCSEmvj59n48+st6NqQVAtA8wsyEizvRrLo2xJkbqwZGDlv5GfS+BUIT63xMknQm8pflocpLhbxdeHs/KLrSHcowC108AVd0D2ZG3URrqxc9Lkr9OvbnaenfOgyjTt4iSqdGicvLv5szeWzyepweP3cNa0X72BBW7s0Puv3AVhG1CoxUFG7RE37UNJTYUCM/3NqXp6dsZMEO0Wo2OkTPs2Pb0zUxtHxDn1dkWAYqd4g5Yt4rEN9dBBsam4yNYtAO4OfrodNlcOlXYiptZFuRUZK9TdQXCYkXmWbVKdwrWhsfDo4oCnS4EBa8Aa6jutUoKhj2hMhWlaTTiLzyNWUlWWLufterGvpIzhytzxHFLKc/BHcsEhklUpMWFWLgsVFtuef7NVXWJYQZSYmu442DRg8RrUVLzsP+egou+AAWvC5adIMIlox6mXX+Frwxq3KHmP35Doa/t5pZDwzGaNCQU+KiIDuHSKuBCIvupBVFVakU2sWGMPHGXkfSmm1GDZHWGkaq83ZXv85dCr7qOxJIUpPkcYqgYmxX2PUv7tICDlzwM7HzH0e9dwH43ET/fQdDxnxOfmh7/KiI1KnpcFQ3EEk62fbmlnLfj2uP/PzTyv08f36HoMGRUJOWISk1tKw9TsnhZt6/sjt5pW48Pj9Wg4boEMORttaAuL7kVt8SmML9oh5JY+Msgvmvlf/sdcGab8QLxP2/3wvrfxQ/dxgngjwHVwffX3wvUUekIlsS3DATfr8L0teKZWHNxNSa8Nb1+GUk6dSQwZGmLG2V+N+I2s3blGpBUUHvW2H6gyKNsbvsAiTBoNYRTLi4E6/+uZX8MlHgbGCrCF66uFPVdrzHUpIlXn4PjPgP/FghuFmwFybfDP3uhpEviSrygCNhIHe9vzbo7lxeP7O3ZbEiNZ/pG8qr2Q9tE8mEcZ2IPd7jOw52sx67uZYF5WI6V7/OEiXaaUuSdITX7UCz4x/odgUs/5joGTex97yfmdb2Zdr18aL43eR5jTiJoluIiZBadJuSpPrm8vr4dH7l4Hd2sYt/tmTy8rhOvD1rBxlFYtpL5wQbr1/ahfggnWlORIhRW/O/f40RkvpC6rzg62O7Vg0aNAZex5H7gKDydotGAodtnQpX/CiCJ0cHe1Qa6H8PaI1QlA6lWWJgwhIDoc3g6l/FFB6/T9Tdk3XApNOUDI40ZWmrRAqguf4i8BKi5VmzwTDnJeh8mRjhl5q0UJOOy3omMqRNJEVOD3qNmnCz7vgfRnJ3wQ9XQvZW8XO/u+C8d+Df50X3FhAjNbFd4KfrRLCk2zU4EoZxMMic6sM2Hyyi1F25/sfc7dm8OH0LL4/rdGJFGUtzxMtZAEY7mCPqVrguvJWoLRIsg2ToE+IGTZKkI1zo8AbUGLweuORz+Od5kn89F1uPe8mzD8dtiiPRZCAmIvy4pyhIUn1xevzsya3awWzy6jR2ZJbw1Jh2tIw0Y9CqCTWJWiE18vuhJB1KssHnBkv0oQD6CQRUVCrRpnbxu6LVb0WKCoY+3ji7sWgt4n4gP3hReKI7VF7n88DCN+Hyb0UB1sPZMvYWcP57IiMkYwN8f4XIlgHx/XvcCEMfE9msknSak8GRpuzAKvEgpcibonrX9UqYcocojtnzxoY+GqkRUKsU4kKNxFHHG7SidPh2XOUbmSXvw4UfwnV/iOk1ag2kr4fJt4pgiVoLnS/D74dWURZ2ZpUE3XXraCurgqQvz9iQzsNntcQSZavbMRfsEx2cDqwoX9ZyBJz/Ltjiq39fMCGxcM1vMPXe8tE7vRWGPA7tLhA3r5IkHaHGj6Pr9Rj+vh+GPSlaaprshAb8hLq24tfG4da1lYERqUHp1ArtYq2s3V9QZd2GtEL+3JjOSxd1wlabaZ4+N+xfAT9fV16TS6OHYU9Dt6tPrKOMLRGunwFTbhM1OkDU6Djv/0TwvjHSm2Hww7BlqqgxUpFGDymjYdKllZfvWSgGTq+ZIjJDCIiBDWs0FOyHieeJDJHDAn5R9ys0CfrfLaeTS6c9GRxpqgIBMaew7ZiGPpJGxecPkFEaINcZwOkNoFMrRJkUYswKquMJItkSoPlgUaSq27XioVWSTkThgeCjP6nzRIHFsGaibe/h0ZywZjDiOTi4jojEvjw+qi03f72yytvDTFqS7SZ2ZVftmuMPQFluGmjywN68+mPzOKEkU2SIqLUiO0SlFcXfDk/fO2zXvzDjYbjwIzAeZ9AlrBlc9rX4HK8DDKEidVd225KkKnwolGlC8fR7mqj5r4jrvckOKg2u8HYUqCMxq+S5IzUsty/A+V3i+GXVATy+ygVPVQpc3isJj7+aQqhHKzwA315UeUqI1wWznoHwlmL6h98tMqatscf3IK/WQHw3uG4alOVBwCeCCNbYxj3IaG8JV/0MU+85UowZewsY9Yq4R/X7qr7HFCEybo7uAHdwTeXASEWL34ZOlxz/wIckNTLyia2pKtgn0twba7T7FClxB1iY5mVxmpfVmT625/lx+6tuZ9FC71g1Y1tqGd1Ci0FTiwthx3Hwx70iYt/x4vo/eKlpORz0ONrm3+HSiaKd4OCHxQiPoohRswWvw7gvQKOjZ7MwJlzciQkzt1DkEFNo2seG8PqlnYMWiwXQqhUsgRL47mqcV/2BwR7kpqfsUJvA2f8F76GpO9ZYuOKHqoGRw7bPhLLs4w+OgJjLbAw9/vdJUhOjxYcRFwe0CWzt8goJeieKP8BBtwl9wEAzSwkqZPtrqWEZtSq2HCzircu78vLMrUc6u8WEGHhkVAqbDhbSs1ktu8Bs+q36wqhzJ0D7C2D2CyKocdHHYhDreKfbWKLE63ShM4mMzZv/FRmlpTmQlyq+9/6lVbdXaUSW2dGBESCQvZVq737L8kTmjiSd5mRwpKk6eOhhqAkGRxyeAH/t8fL7TjcLD/jw+CHGrNAmTMUV7bTEWFSE6hW0KvD4Ic8ZYF+Rn/VZPh6c4+SlpS4e7KlnfDttzdkk9hZirueS92RwRDpxYc2CL/c4RHBixH/EyFDxoaKqIfFiys2h94WadFzaI4HBrSMpcLjRqVXYzTpUCtXWPrm8aySR2ydB7i4KMlLJdphpH2tDfSgNv8ztRbd3MZq/n6z8xrLcyl10jhYIgKu49t9dkqTjpsOLEy0JpBGtKiCfaAIBaKlKR4+eUiWZCDwNfZhSE6fTqBmcEsU9k1Zz59CW2M16AgQodnr5cmEqr17SBVNt2kr7/XBwbfXr83aLwD2I7Ifvx8MdiyGqXb18j0ZNUUQbb68TPh4spsK0HSO62/3zn8r3DRd9GPR+w+XxQWRHqq2iZ4mWNfakM0KDBkfmz5/Pa6+9xqpVq0hPT+e3337jwgsvPLL++uuvZ+LEiZXeM3LkSP78888jP+fl5XHPPffwxx9/oFKpGDduHP/3f/+HxdIICyM1JgfXiLTCxtiT/STZmO1j0hY3v+/0UOqBlDAV49tp6RGtJtpcfb2CZjboHq3mwtZa0kv8TN7u4ckFTqbt8vB/I4xEmmqoddB2LMx5UVyw47rW+3eSmhBbvLiJy9oSZF0iNBsEt8w+VJhVAVO4qNNRgT8QIEAAnz+ATxXAFwgQbjHw/pXdeWLyeuZtzwFEfZTLukZwb0o+xinib7BSeIB7p3v4+qY+JNpNZBU72btvH73mvVD1eHxuMIRU/10UFehrWC9JUj1QCKeILYEoSgNm4nGAEmBvIBZVwEAHiqH6Rx1JOmUSw4w8c157Hvxx3ZHONJEWPa+M60SziFp2IlOpIKGXyNYNJiJFTLs5LOCHpR/B6NeCZkmckVwl5bVHtk4Xv4/hT4vrsaJAWHOI6Rj0rfvzHRT7kuhmiRbTaI8SGPIYijU2yDsl6fTSoMGR0tJSunTpwo033sjFFwcfWR81ahRffvnlkZ/1+soX8quuuor09HRmzZqFx+Phhhtu4NZbb2XSpEkn9dhPe+nrRGbDGc7tCzB9l4evNrlZl+Un3KAwspmGwYmaGgMi1Ym1qLiru54hiT4+WOPmgt9K+WaMiZah1cxbTegtglArPxdFKCWprizRcMVP8NttsG+xWKbSQI8bDrXXM4A2TowOBZFf6ubX1Qd44+/tODxijnHzCDPvX9mddrFW3rmoJblZBkrdAUI0XiJ3/oRpymdH5iN7QxI4WFjM3G1ZjO+VxOcLUxkW44G8XcGPN2M9JPeHvYurrmt/0emVlixJpyEfoFc8dCGNTBXkE40/AEmqLKIVBypi8KKSKcRSg9Nr1fRrEc6Uu/qTX+bBHwhgN+uIthqOr2Bwu/PE9JmjO8oA9LlNDFZVlLURXIWgaSJdG/VWUWflcJ2R9HXw+13l6+8Icr0GPD4/3y7dy+yt2Uy66GcS/rkTMjeKlRoDjj73kR51FqYiFzE2w0n+EpJ0cjXoNfHcc8/l3HPPrXEbvV5PTEzwFo1btmzhzz//ZMWKFfTs2ROAd999l9GjR/P6668TFxf8IaHJCwQgfS20qfl3fzrLcfj5brOHbza5yXEE6BSh4qFeOrpFqY9MCTgRHSPV/G+QnpeXuRg/tYyfLzDTzBYk2KJSQ6uzYOOvMOpl0JlP+LOlJiwsCcZ/J+YMu0sOteKOEhXpg3HkQ2ku+L0sSbfwwvTKWSepOaWM/2QJM+4dRILVgm3JJFj+UdX9RKawscSKy1vIuv2FnNvJw8TFe2g+Ipq+4a0gc1PV9yx8G26YAf88L4qwghiZan8RjHxR3KRJknTSOAIGzAEFBT8xqmJiVC5x/ccD6AgAZeiQOVxSY6AoCjE2IzG2E2i5a0vEffVUdL/dKGrrgbjWDHpYBOwPLzssvBVsnQFtRoluLGc6rRE6XgLrf6y6Lq67uJ8IwunxsTm9iH15ZYz72ccjA9+j51AfKp+LYlUIv233ErnHy7oDm3hlXGesBlnoWTp9NfoBg7lz5xIVFUVYWBjDhw/nhRdeIDw8HIAlS5YQGhp6JDACcNZZZ6FSqVi2bBkXXXRRQx1241aUJh6awls29JHUu005Pr7cIKbOqBQYlKBhZHMNCdb6b/MZblTxVD8D/1vk5PqZpUy50EKoIUjgpeUIWPc9bPkDuoyv9+OQmhiTvXbtCAv2ixoku+eQff43vDY7+CNQkdPLkl3ZXNorGQY9QMBTirL2u/LU2/ge7B76Lk/9KKrcd060Uer04vT4+WhFISOGP0rkH9dV3XHAD3obXPI5lObgdxXj01rJV2wUu0yEl7kJrU1rRkmS6sQdUAigx0oAKpZRVMT1sCygwxHQy+CIdOZQa5hdnICm/7e0sbhQ4yXSHobun6dh5z+Vt1WpReH8H6+GnO0w4hnQ1C7rIb/UTV6pG6fHh82kJcqqR6dpxC1s/X6R6fHbrTD0CVGrbOsfh4KlQPIAUaDWEjyDxqBV0zbGyvLUPDKLXDw842CFtQUMah2BV+Vk5sYMHhmZIoMj0mmtUQdHRo0axcUXX0zz5s3ZtWsXTz75JOeeey5LlixBrVaTkZFBVFTlKKdGo8Fut5ORkVHtfl0uFy5XeTXroqKik/YdGqX0deJ/7WdGcMTrDzBrj5cvN7hZnuEjwqhwSYqW4UkaLLqT214tVK/wSB89zy508tCcMj4bZUI5ukirNQZiOouimTI4Uq0mf14eJ4fHS3axmxKnB5NOQ7hFV35DUpIlbvjS1wLgiepMak6Q7I5D1u0vEMERawzKqAmU9LqXgrwsvBoTi9IVXv8+jfwyD0atmqEpUagAvUbFntwyfstJ5PIh/8O2+CVxwwWiqNulE0VLa7WGHJ+Jr1al8umCnbi8IujSp7md1y/tQqK9lvPJpQYhz8vTl+JzkhGw4wtkEUrlaQZFfgMZgQjCqGWLVKlRkedl9exmHZd9W15b5NruKu5vcxn2AyvAWSgWmuxwzguwaqLobrPiM+h9K4QlH3P/e3JKeeCntazZVwCAUavm7uEtuaJXMnZLIw34F+6Dr0aLQui/3gS9bhYd5bwu0d44NLHGQRetWsU1fZP5btk+fEHaKl/RO4mnfttAIADFTtENLxAIkFHkpKDMg1pRCDVribLKKTdS49eogyPjx5c/SHbq1InOnTvTsmVL5s6dy4gRI+q83wkTJvD888/XxyGentLXgyFUFGw8jeU6/Pyw1cO3m9yklwZoa1dxXw8dvWLqZ+pMbcWYVdzeVc9ry118u9nDNR2CXBybD4Gl70NxZtNI3ayDJn9eViOz0EmBww0ohB26ucgudvH+nJ1MWrYPt8+PosA57aN57rwOxIUaoTjjSGAEQKP4SQgzHmmReLT2kRVGefRW3DY9f2xX8fY/O44EM2JCDHx0TQ/ibAa8/gBX9kniy0V7eGlOBuva9+KOi2YRFihEpdFhj4pDH5YAiLnKP67Yx3tzKtcmWZaax/VfLmfSLX2JDpE3TI2VPC9PU+4yjHlbcOrascrfmtBAGNH+EhT8ZAdsZAZCicZAvEp2qzkdyfOyXEGZm/xSNw6PnxCjhsQwU6Xr3derc9lVEM+Do6fTylRKCKUoZbmw/GM4sFLsxOsEd+kxPyu90MFVny0jraD8Wurw+Hjtr+3YjDqu7J10fDVSTpUds8o7xPk8sPRD8QLRVfHqycfcRaLdxBfX9eT+H9eSXyb+blj0Gh48uw0Ld+RUWlbm8rJ4Vy5P/LaB7GIRxGsWbuLt8V3pGGdDo67/bG5Jqi+NOjhytBYtWhAREcHOnTsZMWIEMTExZGVlVdrG6/WSl5dXbZ0SgCeeeIIHH3zwyM9FRUUkJiaetONudDLWg725mP9/Glqb5ePrjS7+2OVFAfrFq7mnh5bmwWp+nCLdo9WMSNbw0lInw5KCTONJ7g/LPoTNU0RRMKmKJn9eHsXp8bFqbz6P/rL+yI1YcriJj6/uwQ8r9vPV4j1Htg0E4K9NmeSXefj46u6EHTWvOip/DQ8MaMND046ab40Y9RrYwlZpmd2s44YBzRnbOY6cEhc6jYpws57oED2KoqBRwx1DWlJQ5mHK2jSmb85j+uY82kRb+OSaDujDymugZBU7+Wju7qDfcVd2KQfyHTI40ojJ8/L05HEWY9j1N+Z2LfAFFDIIJzsQSYAABETnKqPiwqyTnf1OR/K8FPbnlfHYr+tZvCsXALNOzWOj2vLVDb2549tV7MgqAWBxaiExNjOPtStC+e3y8mmjh6m1oDt2FuPOrJJKgZGK/u+fHYxoF0XsidRMOVn2Lal+XfZWkUFyDAa1wsA4+P2OPuzMdeLy+gkE4Pvl+1iwQ3S6G5YSSbhFz87sEm75ZuWRWTsAe3LLGP/JUv68bzDNImT9PanxOq2CIwcOHCA3N5fYWNEqql+/fhQUFLBq1Sp69OgBwOzZs/H7/fTp06fa/ej1+ipdb5qUjPWii8pp5HDXmS83ulmf7SfKpHBpipahSRqsJ3nqTG1d2U7LmkwfLy5x8uE5R11k9VaI6yYKs8rgSFBN/rw8yt7cUq79YnmlFNa9uWXszytj0rKqQQ6A5al5ZBe7CDu6nd6idxh2zv9x94BoPlqShffQPqOsej65KIF4S9VzyKBVk2g3VTvtJSrEwH8v6MC9I1qTV+rCotdgN+uJtFb+/9Dh9lHs8lb7PXdkFdMjuem0FD/dyPPy9OT0a1Hl7iTGn04mIeQhHtgCAVApYAk4iNUqoK9+IElqvOR5CZlFTq79YjmpOeUZH6VuH89O3cSrl3Tiu1v6kFfiptTtxW7WE6F1Y514c9XACEDn8bXqoLb5YPXTl7JLXDgdZeBMBWMoWGMbzyBkTGdx/xlMaLIIDtXEWQy7/kU98xGSvG7UF//O3fNKWLO/8MgmA1qF89JFnVArCm/P2l4pMHJkNx4/k1cf4L6z2pzSDG9JOh4NGhwpKSlh586dR35OTU1l7dq12O127HY7zz//POPGjSMmJoZdu3bx6KOP0qpVK0aOHAlAu3btGDVqFLfccgsfffQRHo+Hu+++m/Hjx8tONdVxFIi+5p1Pj9oXha4A325y89VGN9mOAJ0jVTzcS0e3aDWqxnLROcSkVRjfTssHa9wsPeilb9xRp1fyAFj0f3JqjXRMDo+XD+buCjq31+0L4PYFubk7JK3QSZvoSNGqO+9Qxkb6WuwZi7gzIZLLrmtFlkuLQaMQ4c0k2u5BqWNbXatBi9WgpXkNo0AGjRq9RnVkes7RksJkzRFJqm9lfg2ebndgX/E+PdtdRJY6lOyADT8QpSomUlOCz9SjoQ9Tkupsb25ppcBIRS/P3MagVpG0ja1YbtgMV/0EP1wB2dvKF7cdC8OfAu2xr0U1XetCDBr0mWvht4tF3a2xb0GzAdAYsrPanS/aGPvcVdcNfeLYgaGMdfBzeeH1+MkX8Hn/p8k5awCF2kjCLEYsejVlbh+lbi+b04ur3dWqffm4vD5MutNqfF5qQhp00tfKlSvp1q0b3bp1A+DBBx+kW7duPPvss6jVatavX8/5559PmzZtuOmmm+jRowcLFiyoFC3/7rvvaNu2LSNGjGD06NEMHDiQTz75pKG+UuN3uC95WPOGPY5jyHX4mbDUSb9vi3l7lYtOkSpeG2rgib4GesRoGl1g5LAB8Wpa2FS8utxJ4OiweUJv0SVg2/SGOTjptFHq8rHhQGHQdTqNqsbBqAiTRsydHv06RLQpX/HXk5hK00myaelpzadjqIeYZu1QojqA+uTdpESG6BnfO3i6d6RVX+PNZo08TsjfC1lbxP96nCdwlJJ05nCVFqAqTiPX2Iz86L5oV39BvJJDV2Un3ZUdxNhM5IV1xq1pBA9tknQsRemQtRVydkJZ3pHFW2p4AM8rdePw+KquCG8J102D2xfB9dPh7pVwwXsiy6MWOsTbsBmDZ1nc0CuCyI2fHjrmNPj+8spBmIYUmgDXTAZjhSxNlQYGPwYthtT83rI8+Oc/lZc5C7DPfpg23/ejZ/50VArcNHElw9+Yx+TVaSSEVT+1qGWkBZ2sOSI1Yg0aths6dGjVB8gK/vrrr2Puw263M2nSpPo8rDNbxkZQ60QXiUao2B3g47UuPt8gottnN9NwbgstofrGGQw5mkpRuLStlleWuZi338fQpAqnmCEEYjrClmnQ88aGO0ip0TNo1CTYjewOMiq2dHcuZ7WLYtbmrCrrWkSYiTYG8GXtRD3zYRj0kDjXnYWiAPOBlfDZWQRu/hfFGi1aeuftBENYtS38TpReo+bOoa3ILHTx56byLmIJYUa+uL4XsaF1mJ9dnCGysFZ+IQrpaQzinBpwn+gOJUlNmK+sAOOeWRxofjW7rWeR2KMvYd5sQEWuOpyMPBtRoTpStI249agkuUpg7yKY/hAU7hfLEnqLYEZkCknh1Wd6GLUiYzEoS1StptAEE2czMOmWPtz41Qoyi8rrdFzcKZyr4rPQrvyzfONAAP59AS77Cgy2qjs7Vfx+KMkGSyzc/C+U5R7qUpMI5kjQHWOAwuOAjA3Vr989l/d2dmXToSlHv61J4+FzUli5N7/KpooCV/dJlgVZpUZN5jQ1NZkbxPxCVeO6KfIHAvyyzcMry1wUuwOMaqFhbEtto6kncjy6RKpoHabigzWuysEREBf21RPFRV8vR+2aksNt7Uqc3iMFTi2G4H+CLQYNdw9rzfztOVXWfbdsLzPv7ktRmYtle8qzS1pEmPn8ggiiijfjMUejLs6AGY+IuxGNobzNrqLCq9Kj/frC8kyyqPZw/rtiXrKm/lsRRocYeHlcJx4emUJ6gYNQk5aoEEPdCrG6iuGf/8K678qXeZ2w9ANwFsG5L4saP5LUBBUUlVBW5iFu31wMyRfj9GtJ80ew0xeGooBercYT8GPUqdHL4IjUmGVthkmXVV52YDl8OQpunUeLiHBCTVoKyqp2XLqqT1KV+lf1QVEU2seG8PtdA8ksclLs9BCnKSRi+4+ETH2DKoU20teITM6GCo44CmD7nzDrGSjJEvcDbc6FUa9AWFLt9qHWikGW3J1BV7vtKaTtLC9Sm17oZFd2CXcObckn83cfqXFm0ql587IuJNgbYcFaSapABkeamoyNterjfirtzPfx2DwnqzJ9DIhXc0U7LeHG0zeqrCgK57XU8OZKN6szvXSPrnCaJfSGFZ/C7rnQbmyDHaN0ahU63Mzdls2L07eQVexCpcDZ7aN5Zmx7EqqpuZESY+W589rz0owteHzi5kKvUfHiBe2JXPk6H7ZvRvbQvqQX+4gwa4gq2UrU1Nvhiu8pJIyI0CQo2Cdu1jzlNy6eNueR7/ATdTgwAuIm9KvRItU4ovVJ+R2EmnSEmnS0ijrBoGBJFqz/Pvi6dZNg0IMyOCI1WQ6ngyUHXIzrdCnxW79kf/SVoJjxB0BBvMxahVjZIUpqzBz58E81rYrL8vBs/4cv0nvxxqVdeHxyebtYgJEdorl1cAt0mpMT/FMUhRibgRibQVxf/34LlrwffGNbosjWbiip8+C3Ck0AAgHYNkN0qLl+BoTUYjqRJQoGPwq/3Vp1nUpDQYvzWPHP3kqLP5i7i/O7xPHZdT1RUDBoVcSHGYmy6k/a/y+SVF9kcKQp8fsgewskXNvQRwKIbJEvNrh5dZmLCKPCM/30tI84M/5o9ohRE2tW+GqDu3JwJCRWXCy3/ymDI03Ikl253PfD2iM/+w+13t2eWcIPt/YNmkFhM2oZ3yuREe2i2ZNTikqlkGw3EWnwYdi+A1a8h11RkaK3ipEpv1fUErLGklFoxDn6GxJmXCMCJId4E/qxo9sTmMtKqh6k1wVLP4JRL4GmDiNuJZkic0OlEVN4DCHHfk9dOPKDdxsAsdxRNZVXkpoCd1EmGk8Jv24u4dxzWhOSuZFBO14hu/Nt7EeHgkKiLZRIg4LB2IAPbJJ0LG6HyLqohnbPPPK8XXhpxhYeP7ctBo2aYqeHromhxNgMhJpO0b9vRYHu18HSD4Nfl4Y8CuaIU3MsRyvOgFnPBV+XtxtP5hbUlhhUteka02o49L0Lln1Qnh2jsxC49CvmpOsJUjueqesOkppTysQbe2E3N+3OStLpRQZHmpK8VPEA1AgyR3Idfh6Y7WD+AR/nNtcwvp0Wnfr0m0JTHZWicFYzDd9v9vB0qZ8oc4VMmLjusPMfcYFppIVlpfqTVeRkwsytQdel5pSyM6uk2uklRp2GJLuGpKPb6Y55E0qvhbRVop4IQGgSjJ8EOis2k8I9U0u5d+B3pBiLUJVm4rEmsTRby4JVJbxknxb8YPcvEdNWjic44i4VtUymPyjSbhUFWp0l0nbDW9Z+P7V1rPnRx1ovSWcor9NBZM4KLm7Xgcm7PIyL6oqxhY2kog0kac1gsOEry0Qd2aehD1WSaqZWiyKp1UzlKLE2Jy/Nw67sUh76aR16jQqjTs19I1pzw4BT3HDAlgCXfiUyNI5MX1VgwP2Q1P/UHktFHgfkp1a72rF7CWVR/Yix1WKaizkShj4OvW4SRWa1BrAloRjD6GbVoijBW/feM7yVDIxIp53Td+6CdPwaSaeaNZleRv9SyrpsH0/00XNtR90ZFRg5bEiiBrUKftp21HzY+O5QnN54qphLJ5XD42Nvblm161ek5lW7rlq2BLjiB7htPlz8KVz+rUh7/WE8TL0br8fDfSNa88Tf2Qz7vpgxf4Uw7Jtsvl1fwmMDQrCsrqajlzVe1Cc5Hllb4ZsLym9iAwHYMUtM0ynYf/zf7VjMERDbJfi62C5gaqBROklqQFlFTsp8wNpJDE2AbbkeXtudxC5/LJlKBFn+EIotyfgi2jaO1qKSVBNLNAx6OPg6RUVeiwtZurv82uny+iko8zB/ew4ub5AuNSeTzgxtRsFdy+Hq3+DySXD3ahj4EJjDT+2xVKTW1jjF1GVJ5K9NGfiCpX0Eo7eCzwNrvoGfroX3esC3F5Oo5PD2ZV0qFcBVFLhjSEt6NgurYYeS1DjVOXMkJyeHPXv2oCgKzZo1Izy8Af8ASLWTuUm08WrAqtm/bHPzxHwnzW0qnu2px244c+NzZq1C71g1P251c2c3XXn74egOYg7qrn8hqm3DHqR00mnVKsw6NaXu4DdsISYte3NLSbKbUI4nk8gSJQJsfz8NrqLyESt3KduT9vLivFweGZmCTqMiu9hFfJiRrGIX6rL94KkmWDPogeMrFOwogH+erVqEDkRK795FEDq+9vurDXMkXDoRvr0Y8naXL7e3EKN3J6nrjiQ1Zg6nk9RCAz0ShhCRvYxHWoaRY27DtlwvNlNzko1ObM5sdJG1LMIoSQ3M13IE9LgJ9arPyxdq9BSc+yFvrigL+lCfZDeiVTXAfaVGL7I3QxvR+WWJxt/rFlQL36y6TmMgL7w70+dlcHH3BKyG4O2JKynYC1+MBGdB+bL0tZg+7cvIO1bR/cEh7MwqxuUN0DbGSrhFV7v9SlIjc9zBkU2bNnHHHXewaNGiSsuHDBnChx9+SEpKSr0dnFTPsjZBWLMG+Wh/IMAbK1y8v8bNsCQ1N3bSoanNPMfT3LAkDf9d7GJZuo9+cYdON41BdAfZNRv63dWwByiddJFWHdf2a8aH83ZVWafXqEi2mzj/vUVMu2cgiUdPnwFRQ+Pw1JmKwc3SHPjrCVHroyJ3KeFGhX15ZTz08zpMOjUhBi15pW7cPj+Fg6O546z/of73ufI50ooKhj8DUe2O78sdnlJTnR2zoEs9B0cA7M3hhhlQcADy94i/a6EJIg1bkpogjeLnq8V7aTb8InSLnyckPJ4Qq5UW+oOgGPBaO1BsbIFeKztFSKeHLUV6NoXewCU3jkd9cCVozRASxzZnIlM2Vr2eAlzRJ6l2NTTqqjRXDEYoKlFbqzF3HXQW4O98Jb6D69Hu/qd8uc5C1nlf89zcfGJDLeiqa3lckd8PG36pHBg5zOvCMH8CiWPeINEeXW+HL0kN5biCIxkZGQwZMoTIyEjefPNN2rZtSyAQYPPmzXz66acMGjSIjRs3EhVVt/7h0kmWuRliO5/yj3X7Ajwy18HvO71c1V7LmBaa4xshP421tauINilM2eEpD46ASP/f8LNIUVTLyPqZTKtWc/2AZmw6WMj8HeWteU06Na+M68wn83dT6PDwx7qD3D6kZfmNnc8LOdtgxqOwd6HIU205AkZOEB1lPA7I2FD1Az0O4gMZRFr1ZBe7KHP7KKuQtbI604978HUY24+F9PUi6yOuC5ijqtzo5ZW6KHZ6UasUwi06jNqjLhkqtchgqVD0tZKTGYy1xopXYq+T9xmSdDoIBIhQO2gdpmZdvp4dbR4nxVKGIXMTWOPINyRS6rTTIfIkFUmWpHpW5PDw6l/b2JdbynD1QSKXvgc+F5Tm0HLkB1zToxXfrCq/nmpUCi+P61xt97cT5nGKqekzHoaDa8S1r+15cNZ/RLC+sfE4YNnHaDb+StoFP+HvVYA+dzN+YzhZ+mT+Oy+flfuLmHxHR/S16R7jKRUDetXZtwjcRaCTwVfp9HdcwZG33nqL5ORkFi1ahMFQPi991KhR3HHHHQwcOJC33nqLCRMm1PuBSifIXSpGWNudd0o/ttQT4La/yliW7uPeHrrKAYImQFEU+sermbHLw/MDDBg0hx58YzrD6omQthqSZHG8M110iIEJ4zqzLaOIbRnFhJp0hJl0fLpgN6v2iu4qc7dnc22/ZlgMh86Rgr3w+dni3AURxNj5j8jUuG2emJplCA06khMz/wkmXjmFq77ZTH5Zec2blGgL/7uwI0aLCbCJqShBOD0+Nh0s4rmpG9mYVoRWrXB+lzgeOLtN5ZtPSzQMuA+mP1R1J4oCnS/D7w+QVezC7fOj06iItuqbTHBUkk4Fb0Eait/DTd0tPPr3Hno0j0RlTiBdE47Rq6aj1UyKtgS99szoBied+UrdXlbuyaPM7SPP3oXIshzRUACI+PsuHu7zMNffcAHr8jQYzDY6xtuItOox6k7SPWbuDjGlxO8VP/t9sHkKHFgBN/4tMhcbk5JMWPwOeF0Y987ls/yuTN2aKH6fpftQKXD/Wa2Ztz2b9EIHA1pF1NzhR62rOTPTHNmwLYslqR4d18S8WbNm8dhjj1UKjBxmNBp55JFH+Ouvv+rt4KR6lL0VCJzSaTX5Tj9X/lHKqkwfj/XRN7nAyGED4jUUe2Dufm/5wvBWoihe6ryGOzDplDLr1Hw8bxc/rNjPG39v4/ZvVx0JjABEW/VoDwfPvC7RGvBwYKQiZwGs+1EUHu17R9DPUvJ3007Zw/SLdHxzaQITzolm8pWJfHNdZ+JrMbK2NaOIyz5ewsa0IgA8vgC/rk7jqs+WkV7oqPBBCrQ7HzqOq7wDlQYu/oxifTRfLk5lzDsLGPzqHC58bxE/rdxPXqnrmMcgSdKx+Xx+Ao58SooLiVQV81avAs6Kc5ObeYDmxjL6hWTTonRt9e2vJakRUisiWxHgv/PyyT7/Ozg8JSwQwLb0NZIXP077SB1780rRadQnLzDiLILZL5QHRioqShOZnY2NI/9IMMk++2Fu107j6wsjeXKwnbfHxDLrnt7syy3j//7dwV2T1vDPliz8NRVm1eirvd8AYOCDYtqvJJ0Bjusvye7du+nevXu163v27Mnu3burXS81oKwtgAK2U1MsKqPUz9XTysgu8/NMPwPNQ8/cwqvHEm9VkRyiMHO3h1HND02hUalF3ZE9C2HIow17gNIpEWrScdPAFtz6zaqg628Y2Lw8vdVZCKlzq9/ZzlnQ53bocT3sXwG7KswnVmthzJsoi98hbvtfxJnsYLSLlOQb/waqv4EpdHhIzS7h5T+3Bi12tze3jA0HComt2PrPEgWjXxedBfYvExXtE3ri0IXz+j97mbhk75FNM4qcPPbrBnJKXNw8sEW9j2QXOTwUOz2gKNjN2qrTgCTpDJNZ5MKOGsvqD8js9RAx7CZctZcOpjQImMFvp0AJwaUJQza5lk4XkVY9tw1uydNTNrIotYh7AyE8fdEsIkq2oS7Lxty8N7MOqHls4g4cHh/zt+fw5uVdK1+b6ou7WBQXr87W6dDpUnFf11gc1XUuZPnbhKx4hxZhzcDv40DEp0xeUz4tacKMLQxoGU5saA2/v/BWcPb/qhZh730rJPau5y8gSQ3nuO4ci4uLCQmpfs6q1WqlpKTkhA9KOgmytoA1RvQmP8n2Ffm5clopTi88N8BArKXpBkYO6x2rYcZuD05voHxqTXRHWDcJvG7QyHTEpqBHchjX9E3mm6V7Ky1/dGQKLSIqPLqodaLYGzuC78gcCRotGG1w8cdi9GrfMjCGgiEEln0iuiEBlOWJ1/BnxDSYavj8AWZtzkSnVlixJ7/a7WZtyeScDjGVF5rs4hXd/siizNzSKt/zsHdn7+SCLvEkBCtAWwden59d2aW8MH0zC3fmoFEpnNc5jvvPbkNSPX2GJDVGeWVuVD4tMX4nakceiwKdaOkvxOQvwOO3khdIxKWLoG1IIy4cKUlHURSFkR2iWbwrhxkbMliyp4gxe4qIs4Vx/9l9WLuqgEnLy2tdLdmdx9b0YoocHlpGWtCo6/G+U9GITE1XcfD1IXGNKzAC4nhjOlWuSxbwiw5voclsLar8LJBb6qbI6aXGkubGUOh5A7QdA3uXgN8Dyf3FfYUxtNKmWUVOPD4/WrWKqJCT/9whSfXpuIfViouLg06rASgqKiIQrKWj1PAyN5+SFmPb83xcNa0MrQqe668nwiQDIwB9YtX8vM3DwgNezmp2KHskpiOscoriXrLuSJMQbtHz0DltuLZfMkt256JRqejX0k6ERV+55Z0xFAY8APsuD76j/veA9tBDvzlCvGK7gLsMts2smnXScjh0u7rGG7jMIicvzdjCw+ekEGbSklPiDrpdmElHWoGDOJsBRVHILXHh8vpRqxQiLfojBWUzi5xUl6Xr9PjJL3PXW3BkX14ZF7y/EKdHTB3w+AJMXpPG4l25/Hpnf+JrGg2TpNOYRqUwcVUxj/S5neg/H0fd+VYO6jqx09+FED+k2CJoblLQ1abooiQ1IpFWAy9c2Im7h7dm2e5cjFo10SEGfll1gOkb0qtsv/5AAa//ncn/je9Gq6h6DAZaosQ1d/qDwdd3v7b+Pqu+WCLhkq9g4lgorvC7Mtk5eO6X/Pf3vEqbKwrUKp6kt4pXeMugq/NKXczZms1b/2znQL64T3jg7DaMaBeN3SwHAaXTw3EFRwKBAG3atKlxvSy010hlb4Zmg07qR6zL8nHtjFJC9QqP9zUQqpf/Fg6Lt6qIsyjM2lshOGJvKebQ7l0ogyNNSKhJR6hJR+toa80bJvSEnjfCyi8qLx/4EES2Df4enQlSzoW7V8KeReDIg2YDRWDUHFnjxxU7PeSVupm2/iCX9kgM2noYoG+LcM57ZwG/3jmAA/llvDRjC1vSi4mw6LhtcEsu7BZPpFWP+Rjzv+trSo3D4+X9OTuPBEYqyihysmB7NuN7n5rphJJ0quk0KrbkeNntDqVlv7uIwE9E1lQ6h7cESxRejwONuWtDH6Yk1YndrMNu1tE+NoT0AgeDXp2Dt5qou82ko6DMw3tzdvDSRZ0w1VcNEkWBtmNh52zYNq3S8tIRL+NQRxLmD6A+mS2E6yKiFdz8r6g5mLkRj701W/zJPDAth315ZZU2HdQqAs0JHr/T4+O7pft4Y9b2I8sOFjp55Jf13DeiNbcPaXHy6sJIUj06rn+lc+bMOVnHIZ1MjgIozjipmSNLDnq5aWYZCVYVj/TWY9E1sotEI9A9Ws0/e7z4BwdQKYoYxY9sJ9ITT27cSjqdlGSDzy2Kmo54Vszn3fmv+LnlMDE9zmCr/v3OfFj1NeyeCwRgz2IY/hToQ0RRtWocHllevCuXq/ok07eFnaW7y0eXFAWePLcd09YfJK/Mw7dL97Ivr4wt6SLVOKfEzYsztrAhrZD/XtCBCIuOWJuB9EJnlc9qG2MlvJ5GkYocXhZUaJF8tJkbM7iwWzwG2alDOgOpFbhzWEvunbqJRwe0JsWQi8VQisejQ2tKpFAbToJGtouXTn82k5ZzO8bwx/qqWSN6jYr4UCNpBQ5cO3wUObwnFhxxFolpNIoiBhas0ZSOepPibvdi2D8fn9ZCcdwAPl1TxpS/VzPt3kE0j2iEVX1s8eLVagSb9+dzIN9JWsG+Spskh5u4eVALlLJcKCoS04TqILvYxXtzdgZd9+HcXYzrEU+SXQZHpMbvuP6VDhky5GQdh3QyZW8T/xuafFJ2P2uPh7tmOWhrV/FAL315TQ2pkh7Raqbt8rIm00ePmEOnXlQ72DIN/H5QySlITZqjAPYthX+fh+wtENoMhjwGrc+G/nfXbh/F6TBpPGSsr7x8979w82yI7VztW+1mLf1a2FmyO48Hf1rLY6Pacm2/ZqzZV4DVoGZEu2g+nrebqesOAjB3WzYXdI1j1ubMSvuZuu4g9wxvRasoC59d25MrPl1KkbO8yn+ERcd7V3Yj3FJ9oOZ4qFUKIUYtWcXBO+DYzboTHhGTpEbJ5yGAmFpzz4jWZDu9rEzT0zq6DZEWPYESiA6RQUHpzGDSaXj83LZsTi9mV3Z5fUOtWmHCxZ34YlEqADajtu5ZHF4P5G6Hf/4Du2aLroI9b4Q+dzBlu5MXpuXTKqofHp+fbX/tP1KX9LP5u3nmvPaNOggfbtHz6p9bee/K7uzJKSWjyEnbGCsqReGXFXt4IXIW7P0Xxk8Ca/X1yY5WUObG4faRXSym2Abj9vnJLXGTZG+EASRJOspxBUeKiopqtV1NRVulBpC1GRQV2Oq/D/tv2908PNdJj2g1d3fXoVXLh5DqtLGrsOpgzj5v5eDI2u8gZ5v4b6lp8nlg028w7f7yZfmpMOV2GHA/DH4E9LWYQ521tWpg5PD+/34GLvtaFHENwmbU8fK4zlz56TLSChz8d9pmLHoN7WNDuHt4K56avIG1BworbK/F4fYF3dem9CJaR1tpFxvCjPsGsXZ/AdsyiukUb6NjvI24eqwBEmHRc+ugFjz6a5DvDVzbL7l+i/NJUiPhKzwIgTAUFBTEQ2KYWZyXTo8PvUZ1aI0knRniw0xMuqUPW9KLmL89mwiLnraxIXyxMJUlu3IBuGlgCyKtdQy+526HT4cdaYOLswAWvolDbWXGrv44PD42pBVWeducbVnce1brkxMccZWIDnaKAuYoUNct+yImxMDdw9tw/ZfLiQs1EmbSMmVNGgatmkkXRxLy60fic3J31io4UubysiWjmAkzt7B2XwGfXNOjxu31su6RdJo4rjMsNDS0xpoih2uO+HzBb5ilBpK9DayxogNGPZq40c1zi5wMTVRzc2dd45tv2cioFIVOkWrm7PPy8OGuZxEpoKhFxoAMjjRdxRkw69ng65a8Cz2uq11wZOu06tftmSdaElYTHAFIDjfzy+392JBWyOJdubSMNBMXauTd2TsqBUYALuoWz2cLg7dutxlFGr9KpZAQZiIhzMTY6pNWTtjQtpGc1S6Kf7ZkVVp+z/BWjTPVWZJOkNPjQ1OajUatJYAINgYCCqAQAFAUAijIMnDSmSY6xIBBoyKryMmnC1LZ8de2I+uGpYhrQZ04i+Df/5YHRipQ5+0gzFh99rzVoEWjAEUHgQAYwkQNsBPh80LeLpj9AuycBToz9LwJelxfp6kvGrWKHsmhzLqvP0s27WJfkZ97elloq88hduqlIjACsP0vaDbgmPtbtS+fa79YfiR75mChkyS7qUo9E4CEMCPhFlmQVTo9yJojTUH21nqtNxIIBHhvjZs3VrgY00LDVe21shBvLXWNVPPBWjdZZX6iTCpRkNXeHA6sEC3SpKbJkQ+uajLz/D4oPAD2FkcW5ZS48Pj8mLRqbKYKNxym8Oo/Q2cVGWQ1cZVgcWbz94Z89he6aBdrZfqG9Cqtfc/rFEW4Wcve3Ko3QUatmtb12SmgFqKsBl4Z15n9+WXM2pyJUavm7PYxxNj02Izyhkw6w5Rkk10SIEZRY9k1nazkSw5dgwOiY2AggAIEAn6MWpk1JZ15bCYdIzvG0DUpjL83ZeBw+zirfTSJYSYi6po14ioWU2mC0O2cyfXnP8y0DRlB1988MJnwzV/D/FfB64SU0TDkUQhrUecp076cHag/GwYeh1jgccC8V0RHuit/gpAaG+8G/x4aNUm6EpK2Pyg63u1MPRTQqcBkP+Z+soqcPDNlIxUblH4yfzfPndeeB35cW2kqrVWv4aOrexAtW/pKp4njrjni9XqZNGkSI0eOJDq69nPSpAaUtQWa10+9mEAgwKvLXXy41s2lKVouaq2RgZHj0DlKpBXO3+/lkpRDD20RKbB/WQMeldTg1McomKgVI8O5JS4W7MjhvTk7ySh00jE+hEdHtiUlxopZr4EOF4ubp2B63lhzx5pAAFLnUeI2MmW9E68/wPI9edw9rBWfXtuDxbty8fkDjGgbRSfPOopsscSEGMgoKi+4qlUrfHxND6Jqe3Pq80JZtvhskx00db95CrfoCbfo6ZoYVud9SFKj5yzEP+8Vcts9RJjBSOiOX4lIGEIOIfgPPakEEBn4IXo1kVb5QCKdmWxGHTajjjbH6vxWW4oiMjTL8qquc+TTkjRuHticzxamVlo1vG0kQ0x74OdHyheu/1EEMW6dW23b2+rkl7rIzMmj5eIXUR8OjFSUsR4yN9YpOAKAOQISesHyT4KvTxl9zF0Uu7zsOWpwZF9eGa/9tY03LutCTomLHZkldIiz0ae5vV6n0krSyXbcE9c0Gg233347W7ZsORnHI9U3RwGUZEBo4gnvKhAI8NJSF5+ud3NNey2jW8oK+MfLpldoblNYeMDHJSmHFka2hW3TxQW5FhF76QxkChf/DrK3BllnB2ssRU4P787eyVeL9xxZtXR3Hhd/uJjPr+vJiHbRItV21Mvw5+OV9xHTGfrcVnMQpjgdZjyMMuR1zHothQ4PgQC8O3snBq2KroliWmWIys2Q/Pex42fy7d+x7mAJS3flkhxuZnjbKOJCDUc639SoMA1WfQVrvgG/B9pdAH3vFDd8OjkVRpKC8RVnoV7xKdoOD7M4zcc5gx8h6a+b0Ax6ma2EUYIGCy6ahxiItQRkvR1Jqi1zFPS8WWR/BBEWZufuYa24uHsC09cfxOn1MaZTHEnqXCK+7Ff1Da4iWPiW6Dpnqd1Un1KXly8X7aFvpIu2u2ZVv+GGn0Wx9rrQ6GHAfZC6QBR/r2jsW7WasqNRiSl7FTNHALZmFHPL16v48oZeXNH75DSBkKSTrU5VfXr37s2aNWtITpb/8Bu9nEP9xk9wWk0gEOCV5SIwcn1HLSOby8BIXXWMULMgzXukRg+Rh6Ikaauh9VkNe3BSw7BEwSVfwJejRQG4wzQGuHwSWGPJyXVUCoxU9MyUjXSMsxFtC4GuV0GLYbBpMpTmQNuxEN1O1B2qibMQig4SvvVbru72EO8vLu9C4/T4j7T1fXZgMvy6GKI7Emf0EtcxlnM7HucIVuF++PpCUfjtsJWfw+YpMP570FvFaFsNrYclqSkKZG4CIFzn5qllBXQdHUXUsKeIy1lFXFkuRHeA0ER8fidqc5cGPlpJOo2oNWJ6846/IH1d5XXDn4HQREINOkLNOtrHHWo84fPAT3eCzx18n9tnQvIA8HuhzchjBklySly8P3cXXS+KF4MEXmfwDY0nOJBmS4BrfhMZKNtmiuPqcJEIjNSivpndrGNom0jmbMuusk6jUmgZeWqn1kpSfapTcOTOO+/koYce4sCBA/To0QOzufIoX+fOJ7HynnR8sreKOgMh8Se0mw/WuvlorZtrO8jAyInqFKnmj11etub5aReuFg+tBhscWC6DI01ZVHu4fQHsng/7l4qHnDajICQBVGq2ZRRX+9aDhU4KHR6ibQYwhIhX1JPH9/kqcTnQ7vyTay6/nzmpFjanl1Ta5KHBMcTtmSwK1vW9E4zHOYUlEICiNNj2V+XAyGFluSIduTQHBt4P8d2Pb/+14S4VhffUWpFeLEmni9JcvGojGiC6YC3/GZ7CzTOyeGVEArGGEiyKBofLh1Znx2Cxy/bwknS8QuJEPY+szbDpdzCGQufLRDDBEKSYuaICfQ0dOrVmcOTBX09C+wtgzFtgrr422P68Mnz+AN9tLKNXp+uwLnsz+IadLzu+7xVMSKx41SEDxWrQ8p/zO7D54yVkFpUXsFUU+L/xXWs/tVaSGqE6BUfGjx8PwL333ntkmaIosltNY5S9DawxJzQC+8s2N68tdzGujZZzW8jAyIlKsavQqWBRmlcERxQFItpA2qqGPjTpZHM7wFUIKm3VGyRFERle3a8Wr6MYdTVPVdGcaBttk10EI9JWEzPlUr485yO26DowfXMeoboAF6foidszGduyN6DVOdBs0PF/Rn4qLPsk+PShw3bOgt63woyH4apf6m+qmc8Nubth/uuwd4GYyjTgfmgxtNYpz5LUYEpzYN5reLrdgkFrRJnzIh3PfZ33zglhzn43We729IjrSvtQH5F4wVJDfSFJkqpnjRGvlsOPva1KLep5rf8h+PpOl5Z3kdv8Owx6qPK1vyQbAj4RhNEY0B9qBTxnex57+l5G+9RZqLM2VN7ngPth7yIR3K/HZgvHKznczG93DmDV3nzmbssiyW5ibJc4Ym2Gk9PSWJJOkToFR1JTU4+9kdQ4ZG0REe86Wp7u5fH5ToYlqRnXpm691aXKdGqF1nYVS9K83Nz5UNAqvLVIvwwEkL0Xz0DOIpExsegdSJ0nHvgH3CcKJdfywbxlpAW9RoXL66+yrkuCjVDTCXZlMYXDBR/Al+eCI5/oqVcQHZrE0JETxA3Y6i9Fiu8NMyG81fEHFDwOWPAmBPygraFIpNYoAhlpq8RUn/oKjmRuhs/PLk9/Ls6AybdAp8vh3JdlvR+pcSvYB6lzcfR8APeoDwmfdiOaOf8jafDDXGc7AO4yfESCuQfqsOMrAClJ0gkIbwW9boEVn1ZeHtcdYrvAgtfLl+38V9QXK8mEXXNg2YeiS07rkdD/buJsMVj1GopdXq76cR/vn/8hbfypROz5A68+FE2ni1D7vfDrDeJ9gx8DdcMFIuJCjcSFGjmvy/G3FpakxqpOT7uy1shpJGcbJPap01szS/3c8beDNmEqbuykk11p6lH7cDV/7vbg8wdQqxSIaA3rJkH+HtHaVzozuEogbxeU5cP3l5fPHy5Kg19vFqNK575ScwveQ6JD9LxzRTfu+HYV/gpF0GxGLa9d0gW7uR5a1ka2hdvmi3aGu+aIejiRKSLAOuaNE9u3I1+MoKm1cNbzYp5zMB0vga3TRbrysVoP11ZZnshECTYvfMOPMOBeGRyRGred/0BpFqGUsMXcgZLxcwlPnYJlzXcUtr6Q0uSzQaUhTu0WtRMkSTo1zOEw7EnoegWsmgjuElH3SwGm3FFp04DWAGmrUea+BKnzy1es/Bw2/Ez0bYt478qu3DRxFUVOL9f8tI84m5neze/igd52kmdcAcOeEplkG3+FXjfLzEdJqmd1voJ+8803fPTRR6SmprJkyRKSk5N5++23ad68ORdccEF9HqNUV64SKDwAHS897rf6/AHu/ddBALi3hx6NSgZG6lP7cBU/b4NNuX46R6rFtBoQo+UyOHJm8Ptg17+Qvl6kwAYrrLbhZ+h/X62CIzqNmsGtI5j1wBB+XX2AXdmlDGwVzrC2UcTXV5u8w1N7Ol8O7S8UgYx66xyjgFonRswc+dDufNgytfIm8T3EKFzaKlFItha/l1pxFsKBFdWv3z0bYjrWz2dJ0kkQUKlRyvLQlWXRRnFykCimhVxBsUlNrMdN19Ic4g1uCG3T0IcqSU2PyS5etiRY8y3MfQmKDlbZTInvKbrYVAyMHOYqQvPvs/Qd+wGz7u3HlFWpbM0L0CdW4ezEAPEzr4EeN8CKz8X2GkP9DSBIknREnc6qDz/8kAcffJDRo0dTUFBwpMZIaGgob7/9dn0en3QiDneqqcO0mk/Wu1me7uOubjpsehkYqW+twlTo1bDsoFcsMNjAEgMH1zTsgUn1pzgd/rhPpNXuW1LtZv4df9d6l0adhpZRFh4d1ZYPrurGNf2akRBmqr+sLo9TTMWbeh98OgwmjRfTgMryT3zf5kjofp3471nPQEJP0Zmm4yWiUN3574obv6l3gyUazv5frarm18qxslA09RRckqSToNjhKa/xs/B1jLhoqUpnvHoON6pnMla9lAQlB8VkP/4iyZIk1R93KcR2FtNHjzbkUXFfsL+GQP3WaeidWTQPCfDA4Hg+6J3LjYEpJO78FtWwJ2HPIpFFBiJrRBYVl6R6V6fgyLvvvsunn37KU089hbrCXLeePXuyYcOGGt4pnVJH2vgmHtfbdub7eHOFizEtNbSPkEWVTgaNSqFNmIqlh4MjIFqXyuDImaMsV2RIQI0P5n513Yolq09GJ4q0VfDRQDHVJG837JkPE8+HVV+KTLQTodZAj+shIkVk1cx6Fn6/E5oPhsGPQl6qmHYzcgLc/C+Et6iXrwSIB8bWI6td7Ws+hNwSF76K85UkqZHIKXGIDK6BD4iaBet/EvWpADV+EdwLay6yriRJahg+L5RmwabJYhrqWf8RHee6XgXjvxP3A8YwMSWmOmodZGyEiefBxl9Rx3YSAwv5e+CHK8W+ARJ6i31LklTv6nR3nZqaSrdu3aos1+v1lJaWnvBBSfUke5v4o6o11fotgUCAJ+c7iTAqXJoiO9OcTCnhapZn+PAfusklvDWkrwV/kBEH6fRzOCCyZz60PqfazUoTh56a4zmW4kyRteH3Vl035wUozT7xz7DFw7W/wSVfQpuRohtARBvRGWD4M3DZN9DjuuMO6B6TIQRGvhh0lM097D9MXO/kqs+W8cGcnezNLcXtlR3XpEairIDZm7NELCS2K1z+LWh0sOoLcX1vNghiu4kAiawLJkkNpyQDfrkJOlwMf9wvaoIYw8S0zl9vBp1VdKxpObT6fbS/UARAMjfCX0/AtxdBu/Og3z2QMhpSzoUrfoTLvxZteCVJqnd1qjnSvHlz1q5dW6Uw659//km7du3q5cCkepCz7bin1Ezd6WV5ho8n++rRnWhrUKlG7ewqftkGW/P8tA9XQ0QrkZKZuxMi5bzx054pHELiYN0PcOlEkZVxVIChqN+jbCs10buBDrESR77IFgnG74PMTfVTDyckHjpeDG3HgKKuXDxSVQ9FZasT3hJumQPb/oTtfxKwxpDb/lq+2abm/xbtB2BrRjHfLN3LJ9f0wGbSEmczUOb2o9MomPUyWCyder6yXHKKSyj0GhATZlQQ00UEMV3FUJpNwByBYpPdIiSpQZXmQOE+mP6QmCaauRH2LsFtjKLs8ilYCrajmXaPCJh0vQrWflf5/bZE6DhOFG8/LGsL7JglptA0GyAyxjQn8TopSVLdgiMPPvggd911F06nk0AgwPLly/n++++ZMGECn332WX0fo1RX2dsgqvbBKqc3wIRlTnrFqOkUKafTnGytwlRoFFiR7hPBEfuhlOiDa2Rw5ExgjYWLP4NvLhQ3Sxe89//snXd4VFX6xz93+kwyk5n03giE3jsIiihiVywguioqdteyurquq/7UdXVta1vXLip2xYagIiDSe+81Cem9TJ/7++NAQsgkhBBIAufzPPOQOefeO2dI7r3nfs/7fl/xu923BDUkiuIe1/PFbiNjQ1qWVtPqHMnYTdPK1wRd8763qqqUO71oNQpW0zEKFPZkGDIV+l/DtkIXl7yxlBpP/SiRgko3nyzPwunxceWgZN5asAt/QGXqaen0SLAR3l5+X5KTH1VFs/UHzut6Ee+sKuTOTjqMqIgyGACi9LtqcqAYrW05UolEcjByq3Q3fDIREvpTfO6bPPF7OX98WsqXVw4gNTRGlPY942GY8DZs+k6InJnnikiQb28Hv7f+cVd/JBYUWsugXCKRNEmL0mpuvPFGnnnmGf7+979TU1PDVVddxX//+1/+85//MHHixNYeo6Ql+Dwihz+s+eHp0zZ6KKxRmdRNrpCeCAxahXS7hhV5B9IYjKEi0iB3bdsOTNI6KAokDoKbFxDIPBcWvYJLMVF65r+ZHnUvZ3xSRbVXJcbZSLTGicbsaFxM1eqPSmhtLfaXOflg0R6ue285N01bwawNeRRUBqn6c5QEtCZe/31PA2HkID9vzGNoeiT/nLmZIWnhLNhexDXvLuM/c7ZTVhOkHLBEchxQVZVA4Q4SjC7KXAE+yI4lV3XgO5CJWRUw4rGnobHK8HqJpM0JiapfVjdnFeaF/2ZQrI6iKg9Xf53PlvO/oXTUE7BrPurOeZQPe4Ds01+E3NXw2dXCsPVwFA11gqhEIjnetLiU7+TJk5k8eTI1NTVUVVURHS3rbLcrSnaB6m+2OFLtVXl9tYczknXEhcrSYCeKLuEaluX6UVVVVBxxpAvfEcnJgc4Atng09mTKel7L8gJ4b2YJdpOG9ybEk1E4B5v9bHBVgNHatp4BoVFw0evw/rngddbvO/d5CDmx1/icMidX/m8x2aV1Y1myq4Qzukbz7IReRFlNLT62ooCmif9rUf1HZeP+Cu4c07m2/YNFe7lqcDJ2iwxrlhx/VKAicwKOHV9zb/chbPNG8a+1Ct2iRzMwVkeKVcWk1YOh5eeCRCJpJUJjCVzyJpqPL6v17rJs+owLB0bT6+Y7eHvJfv4xv4Jzup/L6LMuR1X0THhrJTE2I9MHDyOS6cGPO+B6USZYIpGcEFosjhzEYrFgsTTf8FNygijaKv5tpjjy4UYPVR6Vizsf85+E5CjIDNfww04fOVUqiVZF+CJs/FqYsh6PaiSSE4/JBhljsL9zNmdGdWdowgAM7jKMP30Pfa6CvQthw5ci17jL+NY3Iz0aYnvDrYtg5QewbxHYU2HY7RCeDobWvc5XuUWqjFnf8Jrj9QeYvmRvPWHkIHO3FLAtv+oYxRGFKwcl8c3qnKD943vGMn9b0YFtD//8QjJjbS3+bInkaHBa07GsfpdwQwhD7cn0TSnAp2oIcRnwRY+gWBdNTFsPUiKRgEZDSXg/XBPnELF5Guai9bgcmVR0vhQFIch3j7Mxb1sRT8zcwuMX9sBu0bMtv4rtIf2xxw1Al7uy3iHVuL6oGWNbFuYvkUhaRIuehIuLi/nHP/7B3LlzKSgoIHBYdY2SkpJWGZzkGCjaJlaiTWFH3NTtV3lrnYdRSVoizPISfCLp4hA+Divy/CRaNRDeSeSflu4WQonk5CCiM0ydj2bdZ1i3zwZLlDBsK9gEM/8ittm3BBa+DNfPFN4YQXB7/fgCKiHG4yRianVCCBnzCHirhS+IrnVXpfeXOZm/tZBv1+ZgNmi5bngqPeLCiLTWeXmUVHv4clV2o8eYvnQvQ9LD0R2DgJgRFcq4HjHM3phfrz0+zMTZ3WOY8sEKeibY2FlQv4RxbXUpieR443VSTBg5vf9GsmsbMRu/xhTXC2dkb7JCMqjwOAjXyepmEkm7IBDA6XJz5ge5nN1tIp1irmJveYCfPsxn4mAjlW4fM9bsr938g0V7+Os5Xbn70zXc+HU2b13yH7q41hO55SNAxdnrGnZb+/PTkgou6W8jMdyMQSv9ACWS402LZtjXXHMNO3bs4IYbbiAmJuZACLKkXVG4TUSNNON38+12LyVOlfM7Sa+RE43NqBAfqrAq38fFnfV1gkjuGimOnEwoCjhS4LT7YPBUqMiFaecLd/tDKc+CJf+FsY/Xc6QvrnKzLb+S9xbuodLt44LecZyeGU283Xx8xqvVgfbIwurRklPmZNKbS9hXUlPbNndLIRf0iePRC3oQGVonkASa0CCa6msukVYjT17ciwl9Y3hvSQ5Oj5/RXaLolRjGX79aj16r8OczO/Potxvr7Temq0whlZwY1OpCFOxCINEOoCYuAy0BAhWhxGssRISCDimOSCTtgqo8wrZ+xeDUAfywoX5luq9WZvP65P6s2FNKuVMYru4srObDJXv55KbBfLs6i6f/KGdIak9uGP8uG3MreXbefrbl7wTgzQW7+fjGIfRKsGEMEm0pkUhajxadYQsWLOCPP/6gT58+rT0eSWtRuKVZZXxVVeXtdR76x2il10gbkWHXsCLvgDGkKUyYeuWtF2kWkpMLjRbMdvj5kYbCyEHWfgLD7xTmvIgoin/P3sqny7NqN1m8s5gEu5nPbh5KoqNjpDV6/QE+XLynnjBykO/X5vKnoam14kh4iJ5L+sbz5oLdQY81aXDyMUWNHCTKauRs3Vr6D7dQGJrJN+tLefGXbYzvGcOZ3WJ44Zft7C+vM4C9ZmgKsTbp7yA5AXhdaLbNQpd4GYqioAI1mFBVsKgKiqKgAHadNAiWSNoF1YXYlr3APy7+kUuzK6ly+2q7qtw+lu4qZtqUwXy3dj9LdhVjt+i5aWgcqft/5O+eudRkdsPoymdL0Q3c+Fn9e5/bF+Dez9fy0LldUVXon+wgNkzeiySS40GLxJGuXbvidDbMBZe0EwIBKN4OiQOPuOmyXD/bSgP8bagsT9lWdAnXsnC9hxqvikWvQHga5K5r62FJjicBXxN9fnEOH/CdyS6pqSeMHCSnzMlbv+/i4fO6Y9C1f2GzuMrDlysbT5X5ZNk+BqY6UBQFvVbLn4an8v26XHLL61enGdEpgq5xrVi2NLobka8OINLsIKXbFdzaPQaLp4R8ZSJDEk04vVYcFgNTR6XTKzEMe4g0Y5Ucf7yBAPqcFUQkjCWLEIQ9a/1gUIdShcEc1TYDlEgk9VFVqCkhY84t/HjN63yywcX8vTU4LAYu7Z9AUaWHi19fyKjOUZyRGc2F3ax0+eVayFoGgAHw97qSb7ZUBz38vpIaFBRu/XglvRNsvPmnQVIgkUiOAy2aUb/++us8/PDDzJ8/n+LiYioqKuq9JG1MRY6oNtEMM9YPN3qID1HoEdn+H65OVro4NPhVWFNwIHrEkS7K+Upvg5OXvpMa7+t2Aaz/HH79B5Tn8PXqxgWFr1blUFLtPg4DPD74msiH8foD9f7kEx0WvrxlOH89pytdY630TbLz0pV9efHKvkQfgxlrA0Ki4LQHoKYEy8o3cPzxOMZlr5D82Vim9DZyUd8EeieGkRlrJSJEisiSE4MHPWWp44nK+50+ml3Y1UoUREFPMy7SNXlEm1XhCySRSNoeswPMDjT5a0mZPor7al7k456reHm4izRTDYt2FdE5OpTEMD2XdDGQOufWWmHk4P7O4X/h87WNRJUC6gGRdF1OBb9uzm90O4lE0nJa9ERst9upqKhgzJgxREdH43A4cDgc2O12HA5Hs4/z+++/c8EFFxAfH4+iKMyYMaNev6qq/OMf/yAuLg6z2czYsWPZvn17vW1KSkqYPHkyNpsNu93ODTfcQFVVfQO9U45mVqopdQWYvcfHmBRdk2UtJceXBKuCWXeIOBKeDjVFUCVvfCcj+RUu8o2p+NLGNOwMiYRel8H8f8GiV+Cnv+Dx+hs9ltcfoKNIaA6zhvN7NL7KfXm/GDSa+tehBIeZqaPSmX7TEN6/fhAX90sgurXTWkw2GHoL3snfEEgdDZGdcfa6hpwrf+aen0v5109beGP+LvIOi2CRSI43zpj++NZ+RrR7D2doVnOZbgEX6xZykXYhsWFmSrWRbT1EiUQC4KkSi1pnPirCuwJ+9Nt+IHzBo0R+cRED1I28PryGT/pu4B+8SafSBRi6nysivKMyUUfcQ8nkn1lX7cDfyCJCtNVIlasu6vSjJXspruo4iyMSSUehRWk1kydPRq/XM3369GMyZK2urqZPnz5MmTKFSy+9tEH/s88+y8svv8wHH3xAWloajzzyCOPGjWPTpk2YTKbaseTm5vLLL7/g9Xq5/vrrmTp1KtOnN1Iv/FSgaDtoDWJFtAlmbPcSUOG0RGnu1JZoFIVOdg2r8w8RR0Ck1lhj225gklYnv8LFbR+vYkNOOW9d+gTdO19C5IZ3xcSq01jofBb8eB/4Dkx49i3honFapi8Pfrxze8URZu4YRsr+ygKm9jXy0yYDxdX1fRKGpdroqskBNb6BibRWoxB+vCM2LOHsDB3IzMh/EJMMa/IDfPd+Dm5fndllYxNWieR44Pf5KMJByWn/IS7/d8JzFxCWNBh3eBfyQzIp8diJMzSRnieRSE4cVQXwxbVicePKj2H1h6JqpCMNddBNqNFdCX1lAKEHU2rXT4eIDBEpqjfjDstgjz+KD5fs4o4zMnjx1/oLwRoF/nF+d974fWdtm9cfaBVzcolEUp8WPRVv2LCB1atXk5mZeUwfPn78eMaPHx+0T1VVXnrpJf7+979z0UUXATBt2jRiYmKYMWMGEydOZPPmzcyaNYvly5czcKDw13jllVc499xzee6554iPjz+m8XVYCrcKM1ZN0yW/Pt/qpX+MFptRRo20NRkODQuy/aiqihIaA4ZQyFsHXc5u66FJWpFfN+ezcm8pAH/6fC9dYlK4sufzXN7VhG3B4/DxZaAeUn2ipoR05wZGZaTy+47ieseymXXcNTIWS00u6BObVZmqrdhZUEVudgkjV9zFjIkv8+lmDz9urcRi0HFd31BG2wuJ3vghdB7YZt/DZtYzbVUJZTXeBn1GnYYYmdstOYE4nTXoUMhTw1lnOgdL4lA0qFSUWknRhhBuAZtSDbSi/45EImkZWcvFvXvd57B1lhBJEgdBxX6UGbcQmPJLQ6+x4h3wx4sA+IbcQ0jMWagqVLp9vDyxL58uzyK71ElmrJVbR3fi46V72JBTZ11wUd8Ewi0dY3FEIulItEgcGThwIFlZWccsjjTF7t27ycvLY+zYsbVtYWFhDBkyhMWLFzNx4kQWL16M3W6vFUYAxo4di0ajYenSpVxyySVBj+12u3G760LRTjqflKJtYEtocpPtpX42Fwe4d6A0F2wPdHZombHdR3aVSpJVA45UyN/Q1sM6oZzs52VxlZsPF++t17Ytv4on8qs4Mz4C27bZQfeL+vUunrtpHfOzEnh34W6q3D7O6hTKtX0sJH9zEVTnw/U/QXS3E/E1jg6/h7Lycv72zXbS7DoGRPQgafpo7s44h+uGnInW7yZ886dCCJz8JbRCBZqWEmMz8dTFvbh9+qoGfQ+f143o0FPT2+FkPy/bI5UVZSzaVcbwBC15iGpUpYqt1nNEBexKFXrNqfk3KZHnZbvDd0japbsCVrxbr7vcreJIPwNl19ygu5cnn8W/f97KExd0ZeneCj5fkcWQtHCuHW4jyWHm0e82snxPae32cWEmJvRPQKuVfoESSWvTInHkzjvv5M9//jP3338/vXr1Qq+vr1z27t37mAeWl5cHQExMTL32mJiY2r68vDyio6Pr9et0OsLDw2u3CcbTTz/N448/fsxjbLcUbhXh+U0wY7uXED30jW46ukRyYsiwixvc6nz/AXHk1KtYc7KflwFVxdWIf0i+10KqJRxqShp2qgHCNDVc2tnEmJotBDRGwnLmYZj+Xd1K1Le3wVVfQkjEcfwGR0nAD1nLKHOaWLq7lDU6DbdedyspO35Ev30mUdtn1m2bOBhie7XdWBHpO6Mzo5hx23Be/HU72/IrSYmw8Oczu9A93oZRf2peK0/287I94qou57cd5ZyXoKebppgK1YIXMwAm1UOqUkWcRgVz1zYeqaStkOdlOyNpSON90d1ZmOXmnLFPoH/vLFEw4RBcncazsMhCSXUNppxFnJY+khEZEagqhFn0lFR7GNsthqIqD75AgEv6JnDFoCQSHJbj/KUkklOTFokjV155JQBTpkypbVMURaQEKAp+f+MGgu2Bhx56iHvvvbf2fUVFBUlJR67s0iGoKRFmnk2Ysaqqync7vAyO06LXtt9Q/FMJm1EhxqKwtsDPhRl6Uc53yw/gqQZDSFsP74RwUp+XgMNi4Lze8bw2d0eDvucXVzLt7OcwzZjSoK98+EO8ML+IB7qVEPHb/cEPnrMKnCX1xRGfG8qzYdN3ULgZUkdB+iiwJ7fWV2qaylz4/Br8530OgNsXYMq3Rbxz6Y9Eb3oPy84fQW/B3f9GjL0ubhf+OqFGHX2THbx6VT9qPH5Mem2H8XQ5Xpzs52W7o7oYY8E6MmO7sq7UywBTGRdq1lGkhKCiwaGWo9d0wm/KQKs9tf82T2XkednOCI3B3+9atKs/qN+u0ZE/+l88N7OIXomdCP/THAxLXsa0bz6Y7RT3vpl1pkH87et9PDo2FvvKf7HYF4fXEsfwThHodRriwszcdFo6l/ZPRFVVwkMM6GTEiERy3GiROLJ79+7WHkcDYmPFRDk/P5+4uLja9vz8fPr27Vu7TUFBQb39fD4fJSUltfsHw2g0YjSepOGoRQdMnJoQRzYUBciqVLmmhzRibU+k2zX1K9agQv4mSBrUpuM6UZzU5yWg02qYOCiJz5dnUXiYw3xhtRd36hkYb/gF9bcn0RRsAkcK+f3v5buiWH7aWsptiRU0KZMdms/s88KehTD98rr2dZ+BJRyunwVRR5ESWV0EpXvF/gE/9L4cwjtBaNOGz1QVQE0J1qpdpEXGsLuomp2F1Yx9r4bze1zO2CFX4fLB0G6ZJNralwBoNemxmuSDJ5z852W7w1uDddvXjB76HA98vZFnz4ojjTyilEpQFNx+DW5rMrojpM5KTm7kedn+cI/8K86YYUSsfhWq8vHGD6Zw4L08tshNXnkF2qo8Ki12PjLeQs+hN1PhUZm2sprNuXtJCjdzZpwb5Y9FGPpruOnjlfx8z6ja6BCNRiHKKn/fEsmJoEVPxykpKa09jgakpaURGxvLnDlzasWQiooKli5dyq233grAsGHDKCsrY+XKlQwYMACA3377jUAgwJAhTYS4ncwUbQMUsDVuRvvDTi82A3SPkMpzeyLDruHzrV68fhW9PRkULeSvP2XEkVOBpHALX982nPcX7ea7tbnoNApXDkziikFJhNnN5Cq9+Dr6UTK6aMiqCvDez+XklOWhKOB0NCFohCWCyV73vioPPr+moQFcTQl8czNM/qp5KThVhfDLP2DtIdW/VrwNmefD+S+ANabxfQ9U3Ile/hxPnfU+V39aTUAFX0BlxvoiZqyHSYOTGCtFCImkFq/GhN4aS5RrLw+f242vNhdQXJHJeRl6Eu1GdNYowvQm4jQy6lMiaRfUlMAfL6BLGsly/UCKM18h0qywKt/H9OnFVLp9PDI2nqi1r2Aq287ki75g2pIsZmwqR6Mo3DE8mqsyNcR/Pwlv+lnM3eOi2uNnX0mNTJ2RSNqAFocO7Ny5k5deeonNmzcD0L17d/785z/TqVOnZh+jqqqKHTvqQsx3797NmjVrCA8PJzk5mbvvvpsnn3ySzp0715byjY+P5+KLLwagW7dunHPOOdx000288cYbeL1e7rjjDiZOnHjqVqop2irC03XBFWZVVflpl5cBsVq0cnLVrujk0OD2w9bSAD0jDeKBN39jWw9LcgyoqkpOmZNlu0tYk1VGtzgbIzIiuf/sTKae1gkUiAwx1Jqq+fwq/57f0C9JVeHLrR7uHDgV44o3G37Quc+DrS7CjpJdojxwMPavBmdx88SRvLX1hZGDbP0Bek2Ang1LsNdiiwOtHoq20W/zc3z7pwd4flEpq7IribGamHpaKj0S7FgMp6aXh0QSjBoMWHteRux3d+Af+yrdIkMIxEZTBpSWeDgtXEOYSZ4zEkm7oWQXLHoFw8ShDC+Yzoa4y3h+USnbC6tJiwrh3jOS6VvwHaYtXwGQmDOL+0P2cMPY7qBCxI430X36M+iMFAz+K9M+FhHxNZ72bVEgkZystEgcmT17NhdeeCF9+/ZlxIgRACxcuJAePXrw/fffc9ZZTZuBHmTFihWcccYZte8P5k9ee+21vP/++zzwwANUV1czdepUysrKGDlyJLNmzcJkqiup+PHHH3PHHXdw5plnotFomDBhAi+//HJLvtbJQeE2CGs83HZbaYB9lSqTusmUmvZGWpgGjQJrC/z0jNSKijV569t6WJJjYGt+JVf8bzEVzroIDrNeyydTh9InMQzlsLK1VpOOASmO2nK/h/LqogKm3HsPxpTB8Pu/oWI/xPWBMx9rWKnGU930wPyeIw/eUw2LX2+8f8lr0OkMMDuC94dEw+gH4bcnMG/5ml575/JKnxuo6tMH1RHPf9eW8vdvN/HrvaNJCm+Hq2MVuVCwCXb8KgTnzPOE4HOKeABJ2gaj6qJc48Ax7p8kbHiXS31eilPPB2sc4SFGqnylmAMKIEtLSyRtTsAPK96p/dm29AWG2z6je5+pOAenY6rchmPze5DQv26f2Q+hv+QNYnLXinRVdyWezIsoHHA3f/65gkq3D0WBTiEu2DUPorq2C08uieRUoUVPyA8++CD33HMP//rXvxq0//Wvf222OHL66aejqmqj/Yqi8H//93/83//9X6PbhIeHM316kJXNU5WirRDXr9Hun/f4MOugR6RMqWlvGLQKyVaFdYV+JoMQRzZ8JcIGFBnl09EorHRz+8er6gkjAE6vn5umreC7O0YQF2au12e3GHj0gu5c+voifIH618bhnSIImCOg1+WQNhr8PjBYwGxv+OGRXcTfTLDra2g0mBoRNA7F7xUlCRvDXSkmho1hsMDAKfgjM9HOfxpKdmPdNwdn7CA+3uTiw2VidWzTnv0kbfoe0kaBPQVCIo88tuNNeTZ8dJkwsj3Ir4/CJW9C1/OkQCI5bjg9flyKkX1EExvTD4PRRKxahqu0iBztMExmPT40yGQ0iaQdEPCD88BihqIR94aKHOwLHsV+6HYhkahXf40y9yko2AzznqZyzD+hx2RWZVfx+z4Pn3yYVxstMmVgFBHr3oQVr0Jsb5j0aZMLnxKJpPVo0RPy5s2bueGGGxq0T5kyhU2bNh3zoCQtxOuCsn0iHaMRZu/20idaVqlpr6TbNazOP/DA6UgTqRFle9t2UJIWUVLtYWdh8AiOwko3RZXBoze6xlr57o6RnJEZhVGnIcZm5KHxXXnxyr5EHjRkC42GsPjgwggIs9RBNwXvO/tJ2DYbFr8GRTvA3Uj6jdEG3S9q/Atmng+msMb7ASzhZMecwafdXmXh+Nl80Ol5Lp1t4D8L64y0KyrKYdU0eGsMfH83VOU3fczjjdcF8/9dXxgBITR9czNUNl4mXiI5FgpLy1lTqBKjlKKi4Vv/cBaqvfhd7c33vqHo8RGtlOPRmo98MIlEcvzRGaDnZeLn1R/CiLuDbuY3hVPjgxndX2Lh+Nl81v11Lv5Ry1MLqynXRbIy14M/oJIeGcIL5ydwW/x2rCteFTvnrRP367JsWPo/+PVx2P27vBdJJMeJFkWOREVFsWbNGjp37lyvfc2aNURHR7fKwCQtoGQnqAGwB69Uk18dYENRgNv7GU7wwCTNJd2uZV6WhxqviiU8TTTmbRBRJJIOhcfXdL6w03sgosTnhcocUV2mdA+G5CF0j+7By5P6UeXyCZf6UCOao/EIMoXB6AdE2s3vz0F5FsT2EhO3XfNg5Xtiu58fhgtehh6XgjG0/jE0GiGOLH614STM7IABfxKeIkcail7Hq0vLyC51Bu3vHWuEBVnizZbvodsF0OfK5n/X1qa6ENZ9ErxPDcDOuRDRfG8tiaRZBPz4nRXM3FhE3xFhpGiyidHuoFSTBKqfodocDEoGpUoKdoNMi5VI2g3Jw0SFwW2zIboHXPgKLH0DCrdCeDrFg/+CLr43lnmPsd12P3cvqlsA2FlYxfxthVw5KIlHzutKUtlyohff1tBvbtX7EN8XfnpAvP/jBYjpCVd9LiNKJJJWpkV32JtuuompU6eya9cuhg8fDgjPkWeeeaZe3XXJCaZwq/jXFjxyZO4+HxqgT7Q0c2uvdLJrCKiwocjP4NhwMIYJ34Nu57f10CRHiSPEgFmvxeltKJLoNAqxNpNIjcleCh9dWlvdReychvVP32J1HENlsJAo6Hc1ZJwFAa+YbP14nxBKDqKq8N2dkDQUoro0PIY9GabMhgUvwvrPQfVD90uE8NJMwS7GZuLxC3twwwcrGvSd281BdO5ckcJzkMWvQMaZ9dNrXBWiAs/2X8HngowxYEtqnqns0aL66/8uDqemqPU/UyIpzyLMmQM+PTvcYcSpTmLYSpymDNQAHmCvGo3RFN3Aq0gikbQhYQm4rpqBf9FrhCx/C2wJ+E+7H190LxZle3hvbQ3PsZGwnT9z5VUP8/EaPWU1dfe83HIXHy/Zx+WZBqJnNLIw4KkG7WELm/kbYMELcM5ToJMeRBJJa9EiceSRRx7BarXy/PPP89BDDwEQHx/PY489xl133dWqA5QcBUXbRDlPky1o92/7fHQO12A1yIlVeyXJqmDQwLpCP4PjdNKUtQMTbTVy39ldePLHzQ36po5KJzLUCJX7YfqVDR/GS3fDzL/AhHcaPZ+bjTVGmLd+PRVcZcG32fQtjL4/eJ8jFcY/A6c/ACpgcYD+6AxUh6RHMP2mITw9cwvrc8qJshqZOjici6PycHz3WP2NnaX1SxA7S2HF+zDnkO3mPC6iXcY/I1KMWhNDqIiyaey8Sz8jeLtE0gLyyp2UVFbTTV+NecvX3Dr8Lu76dhMPju/KH/5RpKseVGCX38gQawyx9nZoXiyRnOLUmGP5InQKPcddjV6rMGeXm4+/2kOV28d7l6cSvfR5UAMkzZrCN5Pe56Vl1czcVIxGUbioTzx3jMkgoXJt4x+QOKhhqifAmo/gtLshLHjEuEQiOXpaJI4oisI999zDPffcQ2VlJQBWq7VVByZpAYVbG/Ub8fhV/sj2cUGGtHFrz2g1CqlhGtYVHvQdSRGrA5IOh0GnZUL/ROLDzDw7ewt7imtIsJv589jOnNk1GoviElFBjZXc3fGLiFI4VnEERDqIu7zx/qoj5C7rTaBveehueY2XV+bs4KzuMdx3VhcyjKXEz70HzcKFDTfuNFaIvAcp2VNfGDnIxq+h89nQd1KLxxWUkEgY/yy8f25DQ9ukIXAw3U0iOUb2lVQz+e2lvHNxHIqxEsqzSVYKeOGcSP6zZBdhIWZCrZFEWHScHukmzlQNHMHnRyKRnHDCQ4xcMjCVr1Zm89Yfuymp9tAzwcbfz+lCz/X/FPd6QCneTtrnZ/F0z8k8OPkSiOmJ3RqC2aCDaq0wX81bV//gigZG/BlmBlnA8LlEBKpEImk1WiSOjBkzhq+//hq73V5PFKmoqODiiy/mt99+a7UBSo6Coq2Nqscr8vzU+GRKTUcg3a5hbcFBcSQVNn8vQiplhYwOhyPEwLm94xiUFo7XH0CnUYi2mYQJ6rafoSKn8Z1VFXzNKLnbHAwhkDQM9i0K3t/lnNb5nIP43FCZC9nLqTLG8NQyC4t3FbN4VzEAM69LI7F0V/BxjrhTiDEgIkiWvdn45yx6GTqf1foVbuL6wPWzYfZDkLNSmNMOuhEG39T6kSqSU5KyGg9//XIdWSVO4kI1sOVXGHorul8epsvpD/KvzjlUhqagqMWEF+3GmHEa2Dof+cASiaRNiLaZmDq6E5f2T8SvqpgUH8ZADTrnYamY3hosq9/CnzgYbcgQIYyAmBOc8ZBIH133mVg4SRoMZz4Ki14R99TDienR0C9MIpEcEy2qVjNv3jw8noaTdpfLxYIFC455UJIWEPBD8Y5GxZH5WT7sRoUUm0ypae+kh2nYW6FS7lZFxRpUUfpN0mGJshqJt5uFMALC9+ObqU0be4bGgLGVIvLMDhj3FGiCiKNRXYWxW2vhdQkn/VcHwVc3UuIzMmtj/Qo0U7/NY/eFX+HufrkwdVUUIXLcOAfsqXUb+r1Q3UT1mpri+n4lrUBeuYtF+5x8nh9HzrnT8Ny5Dm5fCmf8DWzxrfpZklOX0ioXi3eVAOD2K5C1HLRGGHkPLH4da/kW4jWlxIVoMKYMEOleEomk3eLzB8gtd7ImuwxnWT5hi59h5a58Vvb8GxXDHxL3YYCoTAov/Ig3slMprD4kpTZtJHx2tYjkPP8FuPwDkcZZng1VBQ0/UFHgnGeEv5hEImk1jipyZN26ulCvTZs2kZdXF4rt9/uZNWsWCQnSNblNKNsnVmsbSauZn+WjV5QGjTRya/ek24Vmub7Qz8jYZBFSmb8REge28cgkrcbaT8RDff5GYT66Y07Dbc5+EqxxrfeZ0d1ENMSsByFnhTBw63s1nHYP2Oo+p6DCxb7SGjbnVpDosNAl2kpcmKn51XIq8+DTSbWihScgTIYPJbvUybnTsriiz83cOeUhIkMMosLO4SlEejNknhf8/wcgbfSRywkfBXuKqrn6naX1KutEhhqYfuNQuthkSqKk9XAdssD0+z43lw65GX5/FobdLiK5QqPEokfhVug0pt45KpFI2hc+f4DVWWVc++4yoqxGvjy9BO2W7yiyXMJ9P2VxWqfR3DT2XGxGhZ2lPl6bW87OwkIuHhqoO0h0N9TITJQtP8KWH+vajVa44WdY9taBiJJqkX5zzr8gvs+J/7ISyUnOUYkjffv2RVEUFEVhzJgxDfrNZjOvvPJKqw1OchQUbRP/BokcKawJsKUkwJgUWcK3IxAXqmDWwfoiPyMTjWBLqM1XlZwEqCqUHagYM/9ZuOR/EJkJaz4GV7koCTj2cUgbJcrpthZ6MyQNgsmfi7QejVakoxzicp9dWsMNHyxna16dD0qYWc9HNw6hR5yteQLJngX1ojlCPYVEW40UVNY3nXV6/XywooArhnUh0t6EwNH5bBFFU3VYBInOiHv4vcxYW0RKRAipERZiw8xHHl8jlFS7uevT1Q1KDhdVebhh2nK+vGU4MTZZEUDSOtj0KjaTjgqXj+cXFHLmFTGE9f8TLHpVhNKHRoElQkSXybB5iaRdk1fh4tp3l1Hj8XN1HxtRa56Ayly6RRlQVfh9Rwm/7yipt09kqAG9VsPv2wrJKXXSLzmMhAmfELLsJTRrPxF+InF9YOS9Yq4Q8MEF/wF9iIj2dCS30beVSE5ujkoc2b17N6qqkp6ezrJly4iKqgvlMhgMREdHo9VKT4s2oXAr6MxBw+sW5Qj/il6R8nfTEdAoCulhGtYd9B2xp0CeNGU9aVAU6HquMBT1e+CrGyBjrDAB1ZmEeWr6GWA6TibXlgjxOoxKl5fHvttYTxgBKHd6ufbdZfxw50ji7c0QH8rr+6jErHyBh894gT9/l9Vg0xGdwok1+8DrFOJNMOxJMGUW/Po4bPkeAn7U5GEUjvw/7v6umEW7hXdJgt3MRzcOJi2yZQ+SxdUe1mUHN63NKnFSVOWW4oik1YjSOblvdByPzs4ip8zJE4tNPDggmsgeFwtD4oAfindCl7PBGtvWw5VIJE2wObeCGo+Ys0WYgOoi8HuILVzM6Rndmbej4b3l/nFdeey7DczbJjxJ3r9+EJd+tIXvrruDjE5niFQ6swN+/zdsnSlSUDV6keIphRGJ5LhxVOJISkoKAIFA4AhbSk44RQcq1QRJm1mQ7SPFpmA3yZSajkKaXcPq/EMq1mz5UUQcyLSok4PkYeJ8Lc8WYsj2n8VLo4Ups2HHzxAaKyqjnCCfi5JqD3O2BMlrPtCXVVLTPHEkdQTMr3ur5Czn9KTv+O8lF/HUvEKyS51YDFom94vkxkwnEf/rA+e/BJnnNO6rEJ4OF70GZz+B1+/n+y3VPP1FHoWHRKPklDm59aNVfHTjEFEm+ShxHZjYNkaVW1YEkLQeAUXDhYk1WM9P4t8LCvlyfSkbC638+5yhZIb50eoNaMISGxcNJRJJuyGvwlX784o8P+cmDMNUthfH73/nmUu+4N3IGD5aVUS1x0+iw8wD4zLZVVhdK4z0TLCxJquMGq+ff8wp4PVuBdjn/EnMEwZcD72vFAcvywJzeFt8RYnklKFFMdsffPABP/5Ylw/3wAMPYLfbGT58OHv37m21wUmOgoItQf1GVFXljxwfPWTUSIciPUxDTpVKiTMgTFldZcGdyiUdk7BEuPYH6H5xnUlqbC+4Yhr8/hx8OUWUkn37TBEVdgJwef0NKtceSk6Zkzmb89lTVN20UBDZGaK712sKW/Jvxq++la+vTmfedXH8cpmR+92vEvPlReCuhK9vhLLspgdoDAV7Mru8Edz7/d56wshBtuRVUlzVsL052C0GjLrgt0RFgWirjBqRtB7Fqo0QXFxi3cI353iZd3U475wZILNyMdqaAooDoVIYkUg6CL0T7LU/f7WumOK+t4LOCD43MV9dwn3Ol/nlMiPzroniiyl9SHRYeGnO9tp9wsz62nvaol2lfFHTn5Jxr4lFsd+egG9vI5C9AnpdBiENIz8lEknr0SJx5J///Cdms7hpL168mFdffZVnn32WyMhI7rnnnlYdoKQZqKrwHLE39BvZXR4gr1qlpxRHOhQHTVnXFQZEOV8Q5p2Sk4fwNBENcedquGO5MGKc/TBsm1W3TcV++GSiMDk9zoSa9NhMjQcTWk16bv5wJWOen8f7C3dTVhOkzLDXKVKFLnsXek8UYcAgIj/O+BvRmz8g9dMzSPj6YgxbvhGpAyCuYWs+btY4a44Q4XGk/saIshq5cWRa0L4J/RKIDJWeTZLWI4CGzWoSlaqRWE0ZqUo+8UoxAVXDdjWRMlX6jEgkHYUEu5l+ScI7y+0LcP9vVeRe9h0k9IeAH8PWb4lb8x9CLWbu/mor63Pqp9nsLKimZ0Kd99ZTc/O4fmUqc0Z+wsYJ89h0yS9UjXxIGjNLJCeAo0qrOUhWVhYZGRkAzJgxg8suu4ypU6cyYsQITj/99NYcn6Q5VOWDuyKoGeui/X60CnSNaEVjR8lxJ9qiEKKHDUV+Tk+KBr1FiCOdz2rroUlaE2OoeBVth29uCb5NyS7UynxyfDb2FNVQ7fbROSaUyFAjNnPrVVCJsRr589guPPFDQ/PfYZ0i2JZfie9A2Znnft7GgBQHwzpF1m3kqoRN38CP94KiFStcE96BkGgRKaMzwtdTGx9A6W4hlgQrN3wI4SEGtBoF/+ElcACtRsER0jIRw6TXMmVkGmEWPa/N3Um500uoUcd1w1P50/AUrCZZrUbSeujxUoaVOf7+xGrKCAt4caNnq99MohpGAi0T+SQSyYkn0mrk9Su685/fdvD1umIW7S5nqieMl897kyRNMTpnIZ6wNMa9s59yp4+bRneqt39ehQuzXktyuIV9JTUArM0u54YDPlgf3ziE7iEhJ/x7SSSnIi0SR0JDQykuLiY5OZmff/6Ze++9FwCTyYTT6TzC3pJW52DYfRBxZGG2jwy7BrNOelV0JJSDpqyFflCMwpRVRo6cvHhrmux2VxVz0TsFFFfXRWtMHpLMPWd1aZG/RjB0Wg2X9IvHqNPw4i/bKK72YNRpuLBvPGO7xXDXJ6vrbf/63B30TAirEw1Kd8F3dx78QrD6I/ECuGYGxPeH+AGwe17wAWSMPaIwAhAZamTiwCQ+XravQd8VAxMpq/GwoKSGtMgQoq1GDLrmR81FhBq5YUQa5/eOx+X1Y9RriLYa0UujcUkr41Cq0KMjAOQTTomqAVQ8qhsFCFOqAXubjlEikTSfOG05jxo+5o5Jl+NBh8VVQMyv/0DZvxIUhbyrFlBcLSq5bcmt5LTOESzYXly7/1M/bub5K/rw8ZK9/LI5n4AKSeFmHj2/B70TW69kvUQiaZoWiSNnnXUWN954I/369WPbtm2ce+65AGzcuJHU1NTWHJ+kORRuFQ7W1vrhdgFVZcl+P6cny4l9RyTNrmFZ7iGmrPmyYs1JiykMtAaRkhKEAiIorq7vyfHx0n30Sghj4uDWc60PDzEyaXAyZ3aNptLtI6fUyTerc7hj+iq8/vqRGvvL3bh9AawAPg8s+W/jB/79OZj4CYz9B7w9nwbmJiGR0KlhefhghBh13H1WZ8JDDbz7x26qPX5CDFquHppC55hQLn19EQEVjDoNL0zozhkpBiwh1maXQ9VqNc0znpVIWkLFfvGyxJCpZFGGA69iAYQorsNPJ81+rMhVYomkQxESjdloJPHL8xp0BXpdyddb6/ywXvltOz/dMYR3F+zki7VFuH0BvIEAe/bv58khPh4eEI43LBWjpxRPiBGrvxyIbHBciUTS+rQo1+K1115j2LBhFBYW8tVXXxERIcyBVq5cyaRJk1p1gJJmULgFwhIarLpuKwlQ6lbpLv1GOiRpYRryqlUKaw6YshZtFw+hkpOP0BgYcnPQLn+X8/hpd3AD1Ffn7qDgEJf81kCrUYizm0mLDGHxziK+W7u/gTAC0D/ZTqjxgL7uc0HpnsYPWpEDPidEdYWrZwgPkoOkjoTrfwJ780WeKKuJO8dkMPueUfx672i+uGUYu4uquf/LdRzMtnH7Atzx+QayC0pg0atQU9z0QSWS403BZnjnbHj7TCpVCzbFyTjNcgZptpOpyaK3ZjeXav8gmnKqkAbAEkmHwhgCo/4Co+6vq7ymNxMYdiclwx7mx63VtZu6fQFe/m0Hf+mcy68Tbfx6dRQzL1SYvPdRoj4ZR/KKf9Jp10dErfsf363Lo3r1F6K6nUQiOe60KHLEbrfz6quvNmh//PHHj3lAkhZQuCVoSs3i/T50GujikH4jHZGDpqzrC/2McaRAwAvF2yGmRxuPTNLq6M0w/C4xoVr0CniqhEdH32vY1+M2nn97W9DdcstdQb03WmVIWg2ThqQwbcleXN7AYX0KU0elY9IfEF71IZAyHPYtDn6whP6i2pLTAHF94PpZogKTRgeWcDA7jnp8Bp2WRIeF0moP1723jLXZ5Q22UVWYvtHJI+51aPcugm4XHPXnSCStQsV++PCS2qpjRjzsVONICuQRry8GTTmgwUuA3cRiVeWihkTS4QiNhiG3QK/LwVMNegtF2liunraWG0el8eBX62s3nbGukDGpqYypmUXo8leEd6BWD72vgO4XwVc3Un7mS6zdXIErxUfIj/fBpW+BydaGX1AiOflpkTjy+++/N9k/atSoFg1G0kIKt0Lnsxs0L9nvp7NDg0Er/UY6IlFmBasB1hcFGNMrVTTmb5LiyMlKaDSMvBf6ThbiiN4CodGsXleMxx8Iukv3OBtG/fF7iEpymPn85mE88OU6tuRVAtApKpRnJvQiJcJSt6FWC32vFqk1h/unaLTQZ6IoTeyphqShcNk7EJXZKmP0+APsL2s8emZXmR9PVBzm+c9C8jCRwtMC/AGVggoXeRUu3N4A8XYTEaFGQowtuo1KTiVUVQjbh5RjrwoYsCvVzAv0JV71EBpw4VGMbPFnMBwPGnnblkg6HmVZ8MV1kLOitqngyiVsy69ia14lj17Qndfn7qTwQMn5zzbVMPTiGwiNP3g/VGDbT/DF9WB2sD+0JzGWGkJLNsL22VBdKMURieQ406JZXbCKNIpSdyf3+6XL+gmjuhhqihqEpAdUlSW5Ps5MkRP3joqiKKSFaVhX4BMRBaHRB3xHLm/roUmOFzpDg5LcQ9LDCQ8xUFLdMKXqoXO7Et5UdZaqAvFylYm/n5Coo4rS0Gk19E6089GNQyiv8RJAxW42EGUNYgJrT4brZ8KM26DgQMWb8HQY83dY9pYQRgCylsB3d4lyv2Z7s8fSGBaDlp4JNuZuLQzaPzhOhyl/K5RnCdGpBeKIx+9n1d4ybvloJWU1wlBPp1G47fROXD8iFUdI65jiSk5SKvKhtL6BsFJdSIlqY5RmFeVKLDWYsSouztaupUgZhkuxSocBiaQjUVMK395WTxgBsFGFXqvw3sI99E928NfxmZj1OvRahZV7S9G4SvF73Wh/+buoPgn4k4aTM+oZ7v22kDcvjMH4+ddCZPVUB/tkiUTSirToybm0tLTee6/Xy+rVq3nkkUd46qmnWmVgkmZSuEX8G5ZYr3lbSYByN3SLkKG5HZn0MA0Lcw6IjXZpytqRqXJ5Ka72UFDpxmLQEhliJCbsyL4CCQ4Ln988jPu/XMvqfWUARIUaeezC7vRKaMLBvmQXfHqV8Dk4SJfxcP6LYItrfL8gRIYaj1wVR6uD+H5w7XdQUyJ8SLKWwbx/QdFhaUE750B1UauII1aTnnvO6sK8bYUNfF4tBi0XZuhRlv8BKSNEGk8LyC118ad3ltWL4PEFVF7+bQddYq2c3zv+WL6C5GQmEMBfvB2to/4CRviy59nd70k2+QfQmWpCcFKNiaWBwSRhp3MrlumWSCQngJpC2N0wsj5yy8dM6jeZaSsKWLWvlFX76p6hRmc40JpXEajaS/XkmZSWleFBx/xsP9/PruCZcTEkL/kH+NygNVCjCaGktOaoK7FJJJLm06KZYlhYwwn5WWedhcFg4N5772XlypXHPDBJMyncAooWbAn1mpfm+tEp0Nku/UY6Mml2DTN2+MivDhDjSIU9C9p6SJIWUFTl5tXfdjBt8Z5aw9AEu5m3rx1I11hrvci7YGREh/LutYMoqfHg8wewmfXE2kyN71eZBx9fBsU767dv+wnm2OG858FwnKphhESJ156FMPMvjW/nqWy1jzz4//PQ1+vJO2BQ2yUmlBfOiSJh7u1ixW3YnWCwNv+g7mqoLgBvDT9t0jea2vTSr9sZmh7RaiWVJScXalUh/vyNaFOGQmxvyFsHgGHzF3ROP5dcerNfjUQFdKqCGxcp4SFEyL8niaRj4a4K2mxZ9wF3XnQ2BmMKHy7Nwu0LoNUoXNAjkgf7+3B8/SR4nSihEeRkTEHrLGZUvJMLbfuJnn+3MOMHfP2v58n5xXyzfjuPX9SD8T1jsZqkiCqRtDat+uQcExPD1q1bW/OQkiNRuEUII9r6F8gl+31kODQYdTJxuSOTHiZO0bWFfnCkiofempK2HZTkqPAHVL5ZlcP7i+qEEYCcMidXvrm4Sb+MQ3GEGOgUFUpmrI24MHPTgkrF/obCyEHWfyFSbVoDV4X4nKzlIpWm6pDUlqbSVxSNKF/cSlgMOk7PjGLGzf2ZddsAfr0+lelD9tJz9pVoK3Pggv+I6DpzMz+zqhDm/RNeHQDzn2VDbuNCTlZJDV5fcOFEIgkUbMLr6Ay5a2HcU5AxFhQFVJXI2bdxvm45PaO0pEVYyIy1cnH/BOJkKWmJpONhChP3tsNRA0R9O5m/9FP59fZ+/HR1PL9dE8VTYd8Q+9XF4HWCVk9VpwuY+O5qPH5IW/cS0bNuFsKIzohzwM2U9L+DT1cX4vT6eeDLdWzLb70FBolEUkeLIkfWrVtX772qquTm5vKvf/2Lvn37tsa4JM2lYDPY66fUqKrK0lw/oxJlyF1HJ8KsEGaEDYV+zu6cJhrzN0LaaW07MEmz2V/m5L/zgwsVFU4f67LLSHC08sNQxf7G+wK+1slbrsyDXx+HdZ9Qm88S0xOu/FB4jYREQaczRQrN4fSeCCHRxz6GQ1AUhViHjVjfVihcAeERcPZT4HeLz3KkNu9AgQBs+BIWH6jIVraXQZ3gh0Y27xwTelxNcSUdm0D2SrydL4R5j8HYx6HLOTDoBvB7QdGgc1YQbQqQZG89sVAikbQBIVHQ8zJY/3nDvk5nYNo2g6T8jdDjEvj5cVHiHkTK9AX/YWu1hXKnj8um7+H6gXdx8RX3YfC7cGrM/LArQMzuQL0Flld+28Grk/oTapLeghJJa9KiM6pv374oioJ6WIL30KFDeffdd1tlYJJmUrhFrEQdwq7yACUuVfqNnAQoikJ6mEZEjgxIAI1eiiMdiLxyJ3uKq4OaqR5kW34l43sdnQfIEbE3LO1di84IxqNILwmGzwULX4a10+u352+ADy+FKT+BNQ4uehVmPQibvwc1cKByzVXCpNUYemxjCIZGCzHdRdRKTTEE/MKA1hoHGg1Oj4/CKjcl1V5MOo3wUjncXLYqDxY8X/d+/2rOGAXPGXVUun0NPvKBcUcwxZWc0rjtGXhKc8g+63/E//EwmvheEJYAKPgt0RSG9SPKFtPWw5RIJMeKyQZnPyG8rdZ/Ju4/ikaU5e11OXw5Rdw7y7Ph9AfrzNEP+Mklmm215uv/XZzPfxfXHfrxC3vw6fL6ps67Cqtxen1SHJFIWpkWnVG7d++u916j0RAVFYXJdGRzQUkrUlMiynqF1X8QWpbrR6NA53DpN3IykGbXMG+fH1XRoDikKWtHodLl5bHvNnF61yiirEYKK91Bt+sefxzK8lnjILYP5K1t2DdgiqhccyxU5sOKd4L3le4WlTmscWCLhwtfgzMfFZVijDbx2c31O/F7D6SSFYkJpyWyeWayodENvmNxlZu3F+zm7T924fULYT8jOpQ3ru5PRvQhYpHPLa6rh5A49x4+nfgGd80sYGehiLqxmXQ8fF43+iTJFX9J4/iiexL97bVknf02MzOfoHuYF43XRbUmlD1FFvqlhaGVdXslkpMDayyc9xyMfgDcFaLSoMkOcx4TwghA3nr47k7xc9IQEU1WkUOCez6fTbqPO3/IY0ueSJkJMWi5aVQ6xdVuNh+W3pkZY8VikMKIRNLaHNVZ9dtvv3HHHXewZMkSbLb6E/ry8nIGDBjAG2+8wWmnyVXtE8LBKhSHlfFdlusnPUyDWfqNnBSkh2n42uVjf5VKgj1ViiMdhKIqN7M35VFY5ea64an8e3ZDP6bIUAM94o/Dw3VoNEz8CL69vc49X6ODfn+CkfeA/hjTeLw1dRO9YJTuhuQh4meTVbyOFmc5bP0BfnpQTDJB+IZMeBfi+4Ou+UZ0/oDKt2v2N0hv2lFQxaQ3l/LtHSOIP+jzoNFCaExtSUUATf5aevw8iU9HPEhJ/Bl4tWYcIQZirEZ0WilCSxohEMClCWH/2NdI+v0+QtLOoyRsBDVKCNYQK73CDMQoZcAxRnJJJJL2gyEEwtPqt426Hzw1sOkbEVECIu10yM3w1Q0imnLJG3TeczFvXjUfJ0Y8/gBGrZZnZ2/h1831fcIUBa4ZloLKYSXaJBLJMXNUs7qXXnqJm266qYEwAqKCzc0338wLL7zQaoOTHIGCTWIif1ilmiX7fXSRUSMnDZ3sIj1q3UFT1oLNdTdXSbul0uVDVWHl3lL0Wg03npaGUVd3XmbGWPl06tC6h/LWxp4MV0yDO1bA1Hni37OfBGsrhPDrLU0LLOHpx/4Z+ethxm11wgiIcORpF0JF1lEdqqDSxWtzdwTtK6xysyX3wGdU5MKqj8SE9XBK9xC14O9k2nz0TAgjwW6WwoikaZylRCnluLSh/NzjWSpihmLw16AoCpsLnIS68/Egq01IJCc99mQYcB1c+ZG4L0/6FGJ7wZfXi4ULW4JYVDBYWL0jB5MmgEWv49Pl+7igTzzRh6R/Oix6nrq4J3O3FuD0yLmgRNLaHFXkyNq1a3nmmWca7T/77LN57rnnjnlQkmZSuAVsSfUq1WRXBsitVpkkxZGTBrtJIcKksLbQz/jkVLFiX7wTorq09dAkTWA16Q4WpeCfMzdzfu84XpnUD19ARa/VkGA3Hf+Ha7OjLq+5NbHGwqAbYdErDfvC0xtEsx01zlKY80TwPp8L1n8pwpabidsboLgJ35fNeZWM6RQKvzwiqvmMewqG3Q7L3xZpNgCRXfBfNo29Xjs1OeUyckTSJD5/AG3eOipDO5Gu2YtNW0wJ6bjRY1ecnKHdhUIyxdiQtWkkklOA6G6w4l1Y8FzdfSUiA855GmY/DEDR4Ad49Y9yXonMAbMdj8fD/+bv4v5xmdjMelQV3D4/Hy7ei82oxaKR4ohE0toclTiSn5+PXt/4KodOp6OwsLDRfkkrk7+pgfHi8lxhGJgZLs1YTybS7RrWFfihz8GKNeulONLOiQw1Mq57LLM25gHww7pcfliXC0D/ZAdju0Xz3qI9fHv7iOMXPXK80Blh+J2ilO/qD4XZKkBcX7j8fSGeHAN+dw3aoibKwuesAJ8HdM0zQjXqNDgsekprvEH7M2OsUF0EG74SDbMfhp4T4LJ3RZSWVo8/ogtXf13E4l27ALCZdTxyXnfG9YjFZpar/5L6lDu9hO+cS1GvvrhVOzGaPURqskH1gqLDBewhjgidFNckkpOdcqeH4hoThm43EtPjcnQ1+SiuCijdBT/eB9WFlJ/2CD9UZrCnOI+QgBmbRsO1fW18sjKX+79c1+CYM67tTEigGmimh5dEImkWRyWOJCQksGHDBjIyMoL2r1u3jri4Vq66IAmOqkLhZsg8t17zsjw/iVYFm1H6jZxMpIVp+GmXl4DRhsYSCXkbxMObpN1iNel57MLuePwBfttSly88OC2cW0d34q5PVlPp9rE5t+LoxBFXuTAM9dSAKUz4Y+jbwAw7NAbG/RNG3i0iPfQhokpMSOQxHba4ys3ePDf9w9MhZ2XwjWJ7N1sYAYi2mbh1dCf++dOWBn3hIQa6xdugZn+dyANCKDkolgCFl37Fyr114kqF08f9X64jNszEaZ2jmj0WyanBptwKRoZEEFq9h91KEpv80CngRqO6qFLD2Oq3kKDY6BxiPPLBJBJJhyW7tIYHv1rHHzuKASHWT79pCO6aXJJsdpSz3qBcCeN/q6r4bkMuV/WPJnLbdFzdLiO2eDPvXDaMe37IqRX3rUYdT4yLI6NkHqRPasNvJpGcnByVOHLuuefyyCOPcM455zSoTON0Onn00Uc5//zzW3WAkkaoKhAPJPaUes1L9/tl1MhJSCe7hkov7CkPkO5IlaasHYTYMDOPX9idyUOScfsCGHUaNuSU1wojABtyyjmzWzN9QMqy4Md7YccvQiDVmWDIrTDstmOvQNMSjKGtWpLX7w/wzeoc3lu4h2/G/YXonCATP60e+kw8quNqNQqX9k8kt8LFtMV78QeEiV1KhIU3rxlIgt0M/qZNMb0GBx5/XoP2Z2ZtoUd8mCznK6nFFwgwf2shw/uOIubHe6g6623WKHZ8qh6PX8WoaAgoLtIcBjSyUo1EctJSWOliyvvL2ZZfVdvm9gW45cNVfH7TQG75bD0b91cAZSgKnN8jkru7V2P+eholmVdAZH9Om383P170V4p1yaiqQgSlRK/4B/oz/wZGaeYskbQ2RyWO/P3vf+frr7+mS5cu3HHHHWRmZgKwZcsWXnvtNfx+Pw8//PBxGajkMAo2in8ddeJIsTPArvIA49Nlaa+TjXS7CL1eV3hAHNn7R9sOSNJsdFoNf/libaMpHRnRzRQXqgrgs6shd01dm88FC18ErU644es66Cq0swxqisj323l17g7Karx8lRfDVac/SdgfT9ZVxrFEiLSdsKP3NIm0GvnL2ZlcNzyV4ioPZoOWiBAD0bYDQr8lSpRU3Darwb6B+H4sLQguOm/Pr8LtlXnfEoHH56es2oNWo7DfG0LS6PvJ+O0WrH1uo1jpgkuByJAQIsIDhNjlg41EcjKTXeqsJ4wcpLDKzcw1+/hgrI9iTTLVXnAYAkTs+QHbNy9CeBobyi38tKOaRwbcQfxPNxDvKhM7G0Lg3OcgquuJ/TISySnCUT1Fx8TEsGjRIm699VYeeughVFWsvimKwrhx43jttdeIiWmFSgiSI5O/STwIhdbl9i/PExP0rtKM9aQj1KAQF6KwtsDPxfFpsOFLqC6GkIi2HprkCERbTdwyuhNPB0npsJl09EmyN+9AFfvrCyOHsuR16P+nYzdCPQ7UeHwUVXlwenxYDDqibUaMukOEhtI98N2dsPt3nJf9TNkBEemZ+fls6jGQWy79FUegFFWjQ2uNITYhVVTpagEhRh0hRh0pEUFytM1hcN4L4HXB7nm1zYH4/pSe+yZPvrs76DETHRb00jdCcoB9JTWsyypjXI9YHpi1gVfOjCFyyM3E6A3E+LaBwYKvrBJP8mltPVSJRNLKVLq8FFd5cPn82M0GdhQ0FEYO8p/fc5hyZwaRcx6C7b/UdcT0YM/Yt/j757kUVrrJrQznpat+RVdTiMOsQxcWJ9JajyK1VCKRNJ+jDjFISUlh5syZlJaWsmPHDlRVpXPnzjgcx6EigqRxCjaJlJpDHhKW5/qJMitEWuRE/WQkza5hTYEPeh4ok5q/HtJPb9MxSY6MVqMwoX8C+0pq+GTZPg5kdBBrM/HOtQOJD2um30jJrsb7PNXgbnwS1lbkV7h44eetfL06B69fxajTcM2wFG4e1YkoqxFK98K0i0UJQ8CoujHrtTgPRGJ8v7GE7zeW1Fb9+WBKBrEtFEaaRVgCXP4eVBcSqC6iJBDCvGyIddqpcQePDrl7bGciQztoxI6kVal2+3jvj90kO0x0i7MycUg6t/2ymz8PySRVW4Um4EZviafSGo5DY8DS1gOWSCStRk5pDY98u5G5WwtQVUiLtPD4hT2b3KeopJik2D4w6CZUrxOPPZ252QqPfJZLYZUbrUahU4ydX3L0LNpp4N+X9cFqkgbgEsnxpMX5Fw6Hg0GDBrXmWCRHQ/6GBqvEy3J9dJFRIyctnewaPt/ixRsSh15ngjwpjnQUIq0mHhzflZtOSyev3EWISUdUqIEYmwlFaabngC2+8T6NDvTt61GrrMbDI99u4OeN+bVtbl+Atxfsxu3x89CocCz7l9UKIwDRm97n6v638dbS/HrHUlWICDHQObrpNISCShcVTh8aBRwWA46W+IBYwsESTrEplQn/XcS+khqGd3Lx/BV9+PuMDZQ7RWSLVqNw6+h0RmTI6C2JoKTSyZrscvaVOhmXGYbVqOfaEelUaBRWeCKwmXSUFHjpHB4gzS5TsSSSk4WCChfXH+Yt4guohBi1xNiM5Fe4G+xzWZ9IorZ8AOs+BEDR6DAkDSHznGk8PSGaSpcPu1nPL5vymb0hj2cv601JlYfcchdWk44Yq0l6FkkkxwFpTtERCfihcAsk1IlT1V6VTcUBruspFeWTlU52DW4/bC1V6OlIE+KIpMNgNemxmvSkRraw7J49GcISoTy7YV+vyyHkkIopznJwFoPfCyYbWE98FbHiak89YeRQPlmexW399FgO+xs2bJ3BTZdMZn9lOD9uKqltjwsz8d51g4gLC16Vx+n1s3pvKQ99s569xTUA9E4M49nLetMl2tqiCaRJryHRYWZfSQ2LdhZT7fbxxEU90Go0uHx+ksMtZMZYZRlfCQA1bh8l5RUk2438vKUInTcSKwouxUwgoBJQVVQUDHhI1NeARZZil0hOFvaV1jTwFimvESk2z07ozcMzNpBd6qztG9M1ij/3CWD6/NO6HQI+lL0LSVvxFKHD/06Ry0BxjY/rR6Ri0mt58odNzNqUj6pCZKiBh8Z3Y2z3GMLkPUgiaVWkONIRKdkFPjc4UmubVuX78avQNUJWqjlZSbVp0CiwptBPT0cq5K5t6yFJTiS2eLj6a/j4cijbW9eePgbO/AcYD4guJbvgh/tg12/ifVgi6jnPUhE7lEKvAaNOS5TViEl/fK8VRZUNV8oO4guolLkCxNkS6ncE/ETPuJKnhj3IvUPHk6NGYA8xEW01EttE+tGuwiqufmdpbcoSwLrsci7/72Jm/vk0ksKPPqrGatJz55gMFu0U5RfXZpdz16dr0GkUdFqFr28dLoURSS3VLjeLdpcwdXAEP20q5Kl5+Tw5RCVeo5AbsOFRAyQqASINOVgcQ9t6uBKJpBXZnFvRoK3C5aPa4+e1uTu4/YwMwkMMlDu9RIYa2ZFfid7kBFtivehJUkfCwOuJ+m93oiIy4MJXyTNmcuVbS2uFf4CiKg/3fbGWN67uzzk9T/zih0RyMiPFkY7IwTKu4Wm1TctzfVgNkBAqQ+xOVow6hRSbMGW9Oi4dtv8szCP1wVfTJSchUZkwZTZU5kJ1oYgmCYmuM+Ytz4b3zxPmrQcpz0b57Cq8E77iupkaCivdXDYgkTvHdCa2kUiM1uBIwoEBj/D4MFrBXVnX4fdi/+MJ7Kc56XT6g6J0bxNUub289Ou2esLIQSrdPmauz2XqqPTmpy8dQrc4Gw+f241nZm3Bd+ADtBqFpy/tTXIwU1fJKYsu4GFFVg0XdTbx9DkJPPpLLuUuKw+MsJFIIVazF5MjFW3Y6FYtfy2RSNqeREdwAf7lOdt59ILuPPT1egor3Zj0Wqo9Pk5Lt3NxnAFG3iNSOWuKwRoLWiPM+quo0Ja/AT6/hm3jf6knjBzKP2duoX+yo67qmkQiOWbatTjy2GOP8fjjj9dry8zMZMsWUfXB5XJx33338emnn+J2uxk3bhyvv/76yV8xJ2+DKGlpCqttWprrJ9OhbdEDgKTj0MmuZXW+H3qkg+oXxrwJ/dt6WJITiS1OvIKRvaK+MHIIkYv+j1sHv8TDs3P5eOk+ckqdvHBlX8Jb4svRDCJDjWREhwZ16x+S5iBi/3zY8Q1c8oaoVlNTl0ZDtwth8E1HFEYAqt1+1mSVN9q/aGcx1w5PwaQ/+tud3WJg8tBkxvWMZVdhFVqNQmpEyAmJvJF0LDT4uL6/nY/XlDIlrZSR10Sxu1pPuStAhC0MAmX4zQ60UhiRSE46MmOshJn1tZ5UB9ldVM2aXXl8NcFBvltPcY2fpIhQoow+wj89XyxyaPWgD4HM8ZA0BPYuqjuALZ5Vuwsa/dx9JTW1BuYSiaR1aNfiCECPHj349ddfa9/rdHVDvueee/jxxx/54osvCAsL44477uDSSy9l4cKFbTHUE0f+erCn1r71+FXWFPi5PFOGeJ/sZDg0zNnrozIkBauiFak1UhyRVOYLsWzXvMa3yV1Lt+F1Qsi8bYUUVrqPmzgSZTXy1p8GcN17y+utenWNtfL8xZ2xvzcJXGUw92kY/6zodJVD/ABwpIjVtGZg0GqIsRkpbCSNJ8lhRq9puVG1xaAjOVxHcgtScySnAK5KKotzyA/YyXBoWJOj5al1Vm4eaCRTk42CitGSjl8fjl4r/4YkkpORWJuJj24cwnXvLqO42lPbPqqTnUkpFcR8ehHxGi0YQsR97srpcONvIjrEXSF8wbb9BD/eU//ANcUkWxtf9LQa2/1jnETS4Wj3Z5VOpyM2NrZBe3l5Oe+88w7Tp09nzJgxALz33nt069aNJUuWMHToSZzTm7cBkuu+3/pCP24/dI2QlWpOdjLsGlRgXYmOEfYkyFvX1kOSnGh8bqgqAL8HdEZhzjzzfiEmZJ7b+H6hMZS56q8w7S2uJjO26Qowx0JaZCif3zyM/WVOcstqSDTWEFe2mqhVP8Do++HXx8Tk8KsbwRAKp/1FpAo1UxgBcIQYuHNMZ27+cGXQ/slDU9Bq5bVRcpzIXka1Gs7qPB8jUsxMis+lqlMSW0v95BuS6GT1oSndh9fRBZuh3U+5JBJJC9BoFHpE6vn+6kSyKnwUV3tJjw4jWu8k/JPzIOATL58bBk6B6G6ACj/cIwzVN84Q4sjhFO9gULwBo06D2xdo0H35wET0WhkxLpG0Ju3+Tr19+3bi4+MxmUwMGzaMp59+muTkZFauXInX62Xs2LG123bt2pXk5GQWL1588oojzlKoyKlnxrosz49ZJww7JSc3caEKIXpYXeBnhCMN9q9p6yFJTiSVebDoVVjxjqhOM/Yx+PJ60RcIQKcxMPefYhJ2GGX9b+N/q+qnuESGGo/7kGNsJmJsJvo53PDfc6CmSHRkngtXfCi+k98DMT0htme9dMHmMig1nKmnpfPWH7tQD3iP6LUKz0zoLSM+JMePqkL4+WH0577Fd1urGJlkYJ0/nRT89NPvQlW0lPtT2R1Ioo8eIWZKJJKTEk11HvEfnUa81ih8haqLhMHqxa+JtFGdWQj/O36FN06DKz+CqjxY8xGc90JwcQSwa2p48cq+PPDlOqrcdff20V2iGJQaDkhxRCJpTdq1ODJkyBDef/99MjMzyc3N5fHHH+e0005jw4YN5OXlYTAYsNvt9faJiYkhLy+vyeO63W7c7roQ7IqKhi7T7Za8g2asnWqblu730dmuQSvrnZ/0aBSFTnYNq/J9kNwJ1nwIfh9o2/Wp3Cw69Hl5PKgqAE81aHQQEgleJ3x3F2yfLfoHXAd/vFi3fVRn2P0HXPgy/HCvMHQ7gCvzEtbZz2Lp7j21bdFWI/H2E2jipmjAHFYnjmydKV4hUaDRQtcLhZeKzgK6o0sRDA8xcOeYDCYNSWJDTgVGnYaucTairEbM0hvkmJDnZRO4K6BgMxHFq7iyxwDm7q7mHHs2VaSwJpCOVlXIULz0M+QRYhvY1qOVnETI87IdUl0Efq94eQ4sROyaJ16WcJFK88H5dYsX3gPbOEth/2oROfnHC6AeiBBRNDDibtTQWN6btZtnL+tNldtHudNLWmQIm/ZXsHF/BWMzw6EsCwJe4V1iPcl9FyWS40y7fqIaP3587c+9e/dmyJAhpKSk8Pnnn2M2N17W8Ug8/fTTDYxeOwx560BrgAMlMP0BlRV5fs5Nl34jpwoZDg1z9/pR+3ZC8bmhaCvE9GjrYR0zHfq8bE3cVZCzEn56QKTM6IzQZzIMmlInjABEdKqfVuUqB2cJ7PgFLntHrGq7K/GljmbmboX7v6wr/xseYuCDKYObLI/b6oRGw8h74dvb67dXF4KiQOczxWraTXMhqstRH95q1mM160mLlIaXrYk8L5tCFZFOS//LiPPe4YWlHrLKYpjUHfop20HRYAjNRGvKBLO9rQcrOYmQ5+VxpDJPLEZoDRAa0/zFp6Yiw2pKxCKAekhqzL4lkH4G7JoLi16GPhPhqs+geAegEenzy9/C9P0t3DPmf9zw4VpMeg0Wg46CShfD0iN47tJu6H99BFZPE2OO6ATj/iX2NdmO6b9BIjlV6VB5GHa7nS5durBjxw5iY2PxeDyUlZXV2yY/Pz+oR8mhPPTQQ5SXl9e+srKyjuOoW5m89eBIExdZYHNxgCovdJN+I6cMne1aSt0qe/XpouEkSa3p0Odla5K7GqZdKIQREDnK22fBvsX1t/PWgMle9z57OaQMhz0L4NPJMO+fsOIddNMnMNK4nS+u78m/JvTioxsG88OdI+l6HL1GGiVjrJgAHopGB+P+CRu+Fqttf7wovpukXSDPyybQGKDPVSJ6pGAxD3TO5fLuZlbkeVlLJm57BvqaAkyhjrYeqeQkQ56Xx4GaUtj4DbxzNrzcF14fCr8/KwzPm4M+BGJ7B++L6CTK9B4qjqx4D4bfAVGZ4v3aT+Hjy2H1x8KT5OubYPVHGPbOZ9Cmf/LLn4fz78v68Ocx6cy4dQgvXdKZ6BkTYdn/hDACULwTpl8Oe0/ywhQSyXGkXUeOHE5VVRU7d+7kmmuuYcCAAej1eubMmcOECRMA2Lp1K/v27WPYsGFNHsdoNGI0dtDc39y1EJ5W+3Zprg+9BtLtUhw5VchwiN/1qhI9qWGJkLsG+k1u20G1Ah36vGwtqovgpwcbtrurwHjYKtD6L8XvffFr4r2qwsr34fwXYeZfRFrOAaK3f070+SPo37lp4fh4468qQtt5PPSZJKJj9GaRIrhqGmz5QWy053dwVYBeeoW0B+R52QiVeSJ8vsfFwlR45v2EjfgzYSEWMixZQri09YSwgaJChUTSisjzspUJ+MU96Ls76trcFTD/GcjfDBf+p55RuNfvp7DSgz+gYjFoiQg1gsUuhP4Zt0L5IWKVNVZ4ihRuqv+Z7gr4eipcP0uk1mQvA7ND3Pt+egCKttVuql8zjcRR95Do/APWfgDz9sD5LzUugsx6COL7yxQbiaQFtGtx5C9/+QsXXHABKSkp7N+/n0cffRStVsukSZMICwvjhhtu4N577yU8PBybzcadd97JsGHDTl4zVp9bXCzTTq9tWprrJ8OhwSDdqk8ZQg0KiVaFlfl+Lg3vdNJEjkgQHiP5Gxq2uytEiK/ZISZRADvnQP8/Qe46ES0CYnIX8MENv8L+VSJlJaaniEKpzAVb24gjlU4vhcVFJM9/EkwhoCoiQsbvhbK99Te2RIJGpglK2jmuciGQ6MxCpBx6i/AEK9sLkV0Bv3jgksKIRNL+qcyDXx8N3rflOxjzcK04kl/h4r2Fu/lw8V6qPX66xVn5x/nd6ZNox2JPgrOegIAHSnaJ6muGUHGdmPvPhsfWHTBvjeoitv/l72KR5HCMNijPge/vFO9je4uFscYo3X3A9+TEiCMVTi+VLi+KouCw6DHLylySDky7/uvNzs5m0qRJFBcXExUVxciRI1myZAlRUVEAvPjii2g0GiZMmIDb7WbcuHG8/vrrbTzq40j+BvHgEyHMWAOqytJcH2emtOtfo+Q40NmhYUWeH7p3grWfnDSmrKc8Gq14mPJUN+z74wW4/AP4bDK4K0WkyNc3wTnPwtjHRVqN0QohEfDbE1C0XURmLHhBmLPumANXfgyWExvir6oqf+woIsRdQPq+A6tcF70KG74IvsPIu8V3OFH4XFBdDKhgsArTWInkCKiAsvwdGH47olqE5sCqrwl8NSJ8Xi+FEYmkQ+Aqh5rixvsLN0N0V4oq3dw5fTXL9pTUdm3OrWTSW0uZNmUwo7qkioWM4l3iImGNFXN2NUBtKbWDmB1w1edgixfvkwYLb5JgDLoRFr9a995d2XTJe60BtMd/kcHrC7CzsIqnZm5mwfYiDFoNF/eL584xnUmSleIkHZR2/TT16aefNtlvMpl47bXXeO21107QiNqY3LWgaGvL+G4tCVDuhm4RshrDqUZnh5Z5+zxU2rpg9TpPGlPWUwZ3FbjKAAXM4WA4YIwaEo2///Vol7zacJ+CTfjsKehuXSSuBaV7IL6fmHhZ4yBxAPz2FHx7W/DP3LcIvNXAiRVHCirc/N8Pm/jbqHAxmSvdI4SckffUr7YD0HcypIw4cYMryxJjWPMx+N2QdgaMexIiuhx1xRzJqYOqqqg6I4reJIQ1Ral78AkITwFVb0GxRrXhKCUSSbM5UpltsxAisoor6wkjh/L49xv5dOowomzxdYLHodzwMxRug/z1ENFZzNnCEuv6bfFw2Xvw1RQRdXaQlBHQdxK8NqSurXQ3hKcLEcTvafhZva4ASyPXn0AAqvPFZ+hMohpeC9lbUs1Fry3E7RPXPY8/wOcrslm0s5jPbx5GvP0Emr5LJK1EuxZHJIexfw04Umov4ktz/eg10Fn6jZxyZIZrUIHV/lRGoUDOKimOdAQCASjZCXOegK0/CDPSXlfAqL+AI5USt0pxxrWk7VuCbv+Kuv00WorHv0mJ00LnhGgRqhuMplaKTHZRGvBw/D6oLhArW4bQVq+qUen2klvu4r211YzsfROO+Q/Doleg/7Uw+QvxtxvwQtcLxPdqajWsNSnPEca3Jbvq2nb9Bm+dAVN/h+iuJ2Yckg5Hflk1Nr8Gy8ApMPtv0PuKA1EiBwQSayyqPgRF+uZIJB0Dc3hd5ZjDMYWJRYjKPJZvzWn0EDsLq6l2+4iyNiK0HBRNOp0evF9vhi7j4I6VsHeRSItNHSnui5V59c1cAZb8Fy58Gb67U6SoHiSmJ5zxUN2iy6FU5cP6r2Dhi8KXLKYnnP0kJAw46uo2NW4fL/26vVYYOZTsUidLdxVzSf/EIHtKJO0bKY50JPavFkrxAZbk+Ohk12DUSb+RU424EAWrAVYU6hhlTxb+Ev2vaethSY5E2V54+0wRwgti5Wb1h7DjV7jhF6oDEVw0bRfPj3+BPsPKsOQuxmeKpCxmCC8sqSStuJT7E6IbP373i2DuU8H7Bk+FkMP2rdgPy9+FFW+LMaWeJiZKkV1EekArYNBq0Ciwal85G4edweD0szDs+gVWfSC+e3R3GHG3MJo2ncCUluxl9YWRg/jcMO9puOg1kQsukRxKVSGVNVDs09NNo0Uz9HYgIBYvIjPAlggVuTgdmcikGomkA1CxH1ZPhxF3iXvCoT5YejNM+gxCY2HTt0SY0xo9jF6roDtW/z+9WdwLww/7nIAPbAlQcYg4s3u+WPC46gvRXpkvSvhGdBLpPIdTVQizH4b1h6S05m+ADy+GK6ZBtwtFFFwzqXB5WbgjiD/KAX5cn8t5veMx6OQCrqRjIcWRjoLPDQWbRalOhN/I4lwfZybLX+GpiKIoZDq0LMv1Q0QGZK848k6StsXnhqVv1Akjh1KZC1t/Qpt5NQFV5dZvs7GZdKRHnUa128f2gn0APJoR1/jxS3bDrgVC3Pjlkfr5zclDYcD19X1pKvPgs2sg55C/nd3zReTEjXMgvm/T36eqQKxW6YxNhuU6Qgyc2S2aXzYVcP2Xe3l63N8ZNuAeQrPnE9CHEtrzHPRhccIv5UQRCIjSwY2xcw64y6U4Iqmjugi2zQJbPHpTN95bWcSdg8KJVbJQFJ3wyfG5wFtDBRbcOocURySStkRVxX0q4BOiQ7CoxMo8+PRq2L8SQmPg7CdEmkr+JhFVkTpSiBJ+N6yexqAhj6PTKPgCaoNDXdQnnohQw/H5LtY4mPQJvH++MGg/SP76A9EoZzS+r6oK0adyf31h5FB++iskDgqeDtQIWo2CzayntMYbtD8i1IhWIxdvJR0P+WTdUcjfIELPIzoDsOWA30j3SOk3cqqSGaHhq61evBmZ6HfPB6+r1Vb7JccBZxls/7nx/k0ziOw9mSsHJvHB4r1UuHysySqr7VYUOD2zkaiR0r3wzljxANdzgjB5y14hTNu6XSAEtNDD9i3aXl8YOUjAJ1aXJn4kDOMOp7pIhB7P+5dYYYvqJgxhE/oHTcmxmvT84/webMmrJKvEyV9m5hBi0NI9/nQeGt+NnuE20J3g65hG0zCK5lBMduHvJJEAuCphwXMijP36WYSrpRRVVLPTFUu22pUkNQ+rWoI3YKFYjadcF04P6wkU+yQSSX2qCmDzDyJ9pDJXlLU96wmRfnyo6F20XQgjIFJOvp4qRBJHKtQUQddzxaKCGgCzg+jlz/DaxQ9z24x9+A8RSDKiQrhnbCfM+uP0WKUoENMLbl0oPLvyN4kFjLh+YD9C6krpHrEQ0m9y49tU5oKrQogjNSXgdYo03cPnDYcQGWrkhpFp/OPbjUH7Jw9JluKIpEMixZGOQs4q4U9wIK1mcY5P+I04ZLjaqUrXcA0uP2zQdadfwAd564TbuaR9otE1HR1hsmFwF3HL6HSW7Slhc25lbZeiwAtX9CHGFiSX2e+HNdPryv9t+Ao2fg2xfcRqWVgSJAUpb771p8bHsvcPYRp7uDjiroIlr8OC5+va8tbBR5fARa9D7yuDVk1KCrfwxc3D2JJXyZJdxSSHWxiRbifO6MXQVnOnAX8S6UTBGHJL0+KJ5NSicr+I+gLQGbBt/Ya/n34lt3y7hRtGppGnC6PAn4pJo6V/qI0uIX6MeimuSSQnHFeFiM6c+ySsPaSoQ9ZSePdskYLS5ey69mD3wap88cpaCmMeFfdBnQGG3ILp3XGMVrTMufZ+5mf7yK9SGZ6op3OsjZjw4yyIajTCf8SeLBZBmoPPA8vfhqo8UQ64yeNrYc9CUdI4bz2EJcCov0LGGAhpaO6qKArn9Izl1835/L6tfnrNvWO7kCyr1Ug6KFIc6SjsXw2OtFrDxcX7/XRxaDAca36jpMOSGqbBqIVl1TH00xrEaoIUR9olZTUefIEQwofegeabm4Jv1OMSeO884q6ZwfvXD2ZnQRXzthYQZTVxZrdoYm0mLIYgl2xXKWz5oX6bqkLuGvGzzw19JjUs4Wtpolyu3hLcvLW6EBa+FHyf2X+DtFFgTwraHRtmJtZq4PRYL6x4B95+S4g3A6dA/z8dVThvq2BPgTGPiLLHh5IyEnpdJiaiEomzTKwu16apaWDfEpLTRvPOWRo2VhWxIR+6x1roGeEj0rsdg7VvGw5YIjkF8bqgeDv89iQMuqG+MHIoM/8CcT/XeXI0ZQBuCKnvwRHZBYbfiWnRK6Ru/57UuD5CcPDHQ5cnGj9OW+Isha0zRZlis13c2701DbdLPU2ISu+fW9dWvBO+mQpDb4PTHwpq2BptNfHCFX3ZW1zNzxvzsRi0nNMzlrgwMzazrPgm6ZhIcaSjkL1ChMYDvoDKkv0+xqfLC8+pjE6j0MWhYWlegJul70i7pMLpZcP+cv49ays7Cqp49/Je9O9yLtptM+tv2PcqUT2lPAvmPknMRa8RkxHJ8IxmlNjT6Jr2xjCGBo3moNv58Nv/Bd9nwLXBfUTKs+qXGDwUV5mYiDUijgDCF+XN0eCpEu/dFcL8dPP3onLNIQJJpctLtduHTqMhsjH3/2PBbIdBN0LX82DTt2LFsdsFwsyuiVBiySlGVUH9Mp9Zy2D0/TD7QeJOu484o5uxjmIImMEwEEISRXlNiURyzIj7gB+9ViEitIn7QN56eG+ciJQs2Nz4dmV7hQhwUBzpdkFDgfwg/Q+7D1rCYeR90HuiuGd4ncIE3ZEKoe20bPehEatLXofzX4Bv7xDpswexxsF5L8BnVwc/xtL/intlEHEkEFCpcvn4dk0OuWVuUFQ0Clw2MEmKI5IOixRHOgKuCijaBl3OAWB9oZ8qL/SMlCubpzpdI7TM2uXF3zMTbfayth6O5BC8/gCzN+Zx/5fratuu+mQ3H058jCEDr0XZOkuEsXY6Q1S6OChUbJsNznKxatUczHYYejvsWxK8f+jtwdN5rPEw/t/w0/3126O7w7A76z8QHkR3BE+bpkoJe2rg92frhJFDyd8gIl1s8bi8fnYWVvHCL9tYsaeUKKuRW0d3YnSXqNYXScx28Yru1rrHlZwcqCpq7mqUqK6ikpKrHBa+ABPehTMehtLdUJErfAwcqcIXTKZjSSTHjNPjY0dBNc//vJXVWWXE2IzccUYGIzIiG4ok1UUw8z4h3PtcR753ag559LHGw/hn4acH6m8T3R2G3dHwPmhxiFdsz5Z/uRNJSISI/PjmZlEeWGeGSZ+Kam0VuZA2GlKGiftz0dbgx1BVKNwiFg4OY19JDRe++gcVrjqx5ZdNBfy4Po/3rx9EbFiQcsISSTtHiiMdgf2rABWiugKwKMePWQed7FIcOdXpFqHhi62w2dSHnuXfCOf1YCXcJCecggoX//f9pnptXr/Kmysr6Bc1H2PZXjGZW/OxWIE6yOGhvM0heagow7f5u/rtPS8TRqnBMFmhz0SRCrPxa5Fj3e0CiO4Btkaq4tjiRf61s7RhX1Rm06k6rjIh/DTG2k+h8zmsyy5j0ltLa83uyp1e7vtiLZcPSOTh87phtxx5VT4QUCmudhNQwWHRYzjRhq+Sjk9lLuruhaDooLoEznsRZtwirrHf3wVnPQ7GMLAiUtBCoyEsMXiUlkQiOSpW7SvjmneWctDztNzp5a5P13DN0BTuH5dZPyrBXQG5a8XPlXmiuozOKFJKDydtVP37lMkq0k7TRgu/ruqCI98HOxrpZ0DGWbDjF1GJbeccMS/oeTlknCkiYgq3NX2MIIKTy+vnjfk76wkjB9mSV8na7HIpjkg6JPIu3hHIWg6GUGGOBCzI9tEtQiNdoCVk2DUYNLDE04meIAzEul/U1sOSACU1HirdDScNi3cWUzjoAhKXvx58xwHXiQgMZ1nQ6i9BCY0W4bLD74C1nwtxpc+VwqeoiTK7mGziFf235n2ONQ6u+BA+ulSUO6w9TphYTW8qHUXRCI8RV1nwfmMYFW4fD3+zoV4VgIN8sTKbm0alH1EcySt38t3a/Xy8dB8ur5/xPeOYMiKVpHALytGKTpJTk8p81C+noHjdBC74D8qsv8Jp98HET2DfYijfJ/LxEwag2lNQmkolk0gkR0VBpYu/fbOeILcBPlyyl+tGpNYXRxStiMI8mPK57C0RDfLDPaLKzEFCY+D8FxveVw/eB8c83OrfpV3gd4v00T4TYedvInImY6yoUHNwYcYSDnF967zKDsUQUlsMAp9bLI4oGsr8Vn7elN/ox361MpsxXaPRa+VCrqRjIcWRjkD2MojMBEVDjVdlZb6fq7rLXD4J6LUKmeEaFhZquTE0RuTDS3GkXaBvxNDT6fXzQ5aBm4bdhXbxy/U7Y3tBpzGw4EVRXnD0X8WE5XAz1WCERIlX0pBjH/zhBAKirCEqJAyC25cKn5C89ZAyQow57AgPiCFRwnx17lPB+wdcR3G1h+0FQdJuDrBiTyldYhqvCJBf7uKmaStYn1NR2/b+oj3MWJPDd7ePIDmimalKklMaf8FmtHsXQXw/nNpQQnpdDotfFeHptjghBprtqJYIKlQzYW09YInkJKLC6WNvcRDT0AOszSqjU9QhPluWCOh6AWyaId7vnAMGiyhpv3s+VOaLCInUEUe+TwWjphj8PiGg6DtYJITfB6umwe//FlGfSYOFiDTjVpHiagiBfleLRZRL3oD3xtePDNXo4LL3hbBUslv4lmz5EQwhKOd/gLmJqlyhRh1auSAh6YBIcaS9o6qiCskBv5GluT68AegdJcPEJYLukVq+3+HFm9Ed/b7FbT0cyQEcIQYSHWayS50N+v63rITJ107AmjwYtv8MnmpIP11MRL68Ac78Oyx5FT68GMb9EwZcLyZ7rUggoFJS7akda6ORaOU5sP4LWD1NXI96Xwl9J8OIPx/dB2q0YhK2+XtR/vdQhtwK4WlonE1PpCyGpq9763LK6gkjBymr8fLWgl08cn4PDDq5iiVpgppSlA1fiZ8rcykOWAmEpmEdehvsnCuiOON6gTmCEpeGGp0URySS1kQlSMjIIZgOv4YbQ2HsY2KuXJEj2jZ/Lx7iJ04X99aWiBpVBUJcWfiyEAzSTxf3PUdam6bPVbq8OD1+QoxaQoxHWCh1loi0WRDf4fDU1rWfigU1o1Wk7t/8u4gu2TUPorqJksFhiVCeDW+NqRf5GTnvQSb3+z+enZsT9KMnD01BIyPcJR0QKY60d4q2iwtadHcAFmT7iTIrxIXIC45E0CNSw2dbYJ1pEAP2vSCMtVr5QVpy9MTYTLx2VX8mvrkEp7euwoteq/DahM5YZl0vDNDSTgOtEeY/IyYglgix2nOQXx+DrueDIaXVxra/zMl3a/bzxcosACb0T+TifgnE2w+bQJbnwIcXievQQeY9LXxSrpsZvDKNqoooE1UV30VziKBhixereXnrYO0nYgW+/7XCzNISjkPxclrnSBZsL2pwWK1GoV+yvdHv5PMH+HJldqP9M9fncfsZnYkNO4KprOSURq0uwKezYACozEPjKmFtIJ1kpYQoR2fM/irKajwUaOxUmaNJP9LDiUQiOSr0Gg0DUhys3NvQ20qvVUiJDBIBGJ4GN/wMexcKUcSWKMT4sKSWCSPVxfDTg7Dxq7q21R/Chi/hxjnChPkEU+H0sjWvkpfnbGN3cQ2ZMVbuOrMzGdGhhBgbeZxTNE0bqeuMYhsQ6bj2ZJHaO+C6um28NfD7cw1SYrV75nPpkBpmxtvYsL/+osRVg5NIi5TzUEnHRIoj7Z19i8WFKyoTgHn7fPSM0sjceUkt6WEaLDpY6O3CgIAPclYI0zFJm9Mj3sasu09j1oY8Vu4tpXu8jYv6xpPg2482d7XY6PCVnJ6XwtYf6977PaKErqNxccTj81Ph8qHTKEf05Mgtc3L120vZVVRd2/bs7K18tiKLT24aWl8g2TGnvjBykLJ9wrxu+F1waPpQxX7Y/AOsfE+UCuw9EXpfUV9EscWJV8ZZ9fcFbGY9j1/Yg8vfWExxtade3z8v6UlkE6UcFQVMTYT4GnUa5CKWpCnKq52EbZlJTdcJGJa/AUDkwv9jb7+n2KXG85svDJ/fT4jOQBwmUi0G7CGybK9E0pooCtw5JoO7P1tDWY23Xvvfzu1GhdMbfMewRBHZ2PPyBveWo6Yiq74wchCvE2b9DSa8fULL97q9fn5cn8tDX6+vbcsudTJnSwH/ndyfs3vEBo/+DImEQTfBD3cHP/CQW4KarXr9fsprfOi0CnZfGWz5PujusTOu5J3Lv2W9twtfrswm1KDjqiHJpEZaCA9p5epyEskJQooj7Z19S4QRkt5CVmWAXeUBLsyQkzFJHVqNQo9ILQuKQ7nLaBXl2qQ40i7QaTWkRIRw8+hO+AIBdAcnbDWRMOhGWP52/R0iOwvR4JOJ9ds1wS/VgYBKVmkNHy3Zy29bCrCZ9Nw0Kp1BqQ6irMFXi+ZsKagnjBxkb3ENP2/M49rhqUJ8dZXD2o8b/3LrPqvLVQYhjHx8BeTXTd747f9g1fvBo0wambymR4Xy3R0jmbu1gHlbC0h0mJk4MJFEq9L46hig1WiYPCSZb9fsD9p/1ZDkhiUgJZJDKK50Ela0FW/qeVT1v4XQVW9g2v49/YxhZPe6jRyMeFAINWrJiA4l4fBIK4lEcszYzHq+XJnFC1f0ZX12GetzyomxmTizWww/rN3Pmd1iGt/Z5wZXBegMIjKxpWz7pfG+3fOEmakl4thFmGZSWOXm8e83Bu372zfr6ZNkbxj5eZAu50DiEMheWr+96wUQ16dek6qqZJU6mb50L79sKsBq0vHmxfFEaxuJkHNXELN5GjEXvMSYzGgUBbl4K+nwSHGkvbNvEcT0AmB+lg+NAr2k34jkMHpGafhwg5eq9N6E7l3U1sORBEF36CTKEg6nPwS9roDl74C7XLjHW8JFudBDHfaNVlGaMAi7i6q5+LWF9ari3PbxKi7oHcfD53VDr9UQZtajO+AWX1bjaTL15IuV2VzUNwFHiOFABYAmUga0+rpwXIA9f9QXRg5Stg/WfQ4j766fYtMECQ4zVw9N4coeFnR7F6B8f7uYhA6+WeR9N1KuulNUKJf2S+Dr1fVzoDNjQ5kwIFFW+JI0SpXLy2/bSkjreh76bT+yMfVaEtPPI2bLh1g8RThK1zEiaTgh9miibFIUkUiOFw6LgTvHdOHy/y0iLSKETtGh7C9zcfOHK/jnJb2ICg2yQBjwQ+keWPYm7JoLlkgYcbcoWdtUxbbG0DWxCKnRimhOS0RtFcnjTX6FC5c3ELSvtMZLSbWncXHEFgdXfoC6fy3K6mmoGj3KwCkQ3a1Bhbk9xdVc/Noiyg+Jznlsjo4XekzCtPy14MfvdzWA9BeRnDRIcaQ9U7FfXOx7i1Xkeft8ZDo0WPTyAiSpT+8oLT7VyxLDCMZmvSxWT3RylbxdExIpXokDRDWYwi3wzlngc9Vto2jg0rcgtKEYUOX28sysLUHLBX+/LpeL+yXw6tztnJYRxeUDk0gKt6BRFHRNTGD0Wg21iz7GUBg8FfYsCL7xoBuFmAPgrhL52I2x7hPof03TpX4Pp2wf+nfHievgQb65GVJHwYS3ggokEaFG/nZeN64YlMSHS/ZS4/YzYUACA1McxIbJB1pJcHJKa6hx1rAmuwJnWgr2oi/orDWwN/J0fo19gEAgQKJBoYcphCiZRiORHHe6xITy452n8dOGXBbuKCbJYea724eTFBGK2RDk0eXg/dNzMCpyq/AfGTwVTv9b8yq+HUrncfDLPxoZ3Dki5TQs6YSJI5ojRGMcqX+/386Cyh7kOh4GFNIrwhgSaePQGJwat4+Xft1eTxgBmL2lmL3XXUPmzp+gZFf9Ax/0DJNITiKkONKe2bNQ/BvTE5dP5Y8cH5d0luZvkobEhmiIDVGY5+7CWJ8LclZCyvC2HpakOWh0oEE4w9+6SLjHZy8XzvEDrgNHCmUeFcXrJcxcd/6XO338ujm/0cP+vr0Ik17Hy7/t4MMle/nmthGkRoZwzbAUVgQxugO4ZmhKfc+SpMEiUmPXvPobJgwU6T8HUZRGU39Ev1YIKJbI5oUh+zyw9H/1hZGD7Pkd8jc0Gj0SGWokMtTIgBQHgYCKsQkfEokkq6SGy99YzEsTMrk408LsPS4u6DGBcL+T8K0v0Su6B/64Phh1WgIGM2hbsAotkUiOCkVRSAq3cFPfUP4UvRv9nu/Q/rJOiPLJQ0Rp2YM4S2HmA4cII4ew7E1RQv5oxRFrLJx2Lyx4oX57aDQMvAE+/xMMvP7ov1gLibYasZl0VLgaLobE2kyEhzT+bLC/zMlVby1hz2Hlkfsm2fnfNQOIsYkU3HKnl5/W5zXY3x9Qmfx5Nt9c/TlJZSth/eeiateQm4UfYksicySSdowUR9ozexaAPRXMdhbv8+LyQf8YOdGXBKd3lJa5BSGo+lCU3QukONLR0OkhopNIt/E5QWsir8rD3FWFfL4iC0VRuHpoMsMzIom1mVAQq0UBNXjZQ60iPElAhN2++Os2nr60F0PTIxiU6mD5nvoCSf9kOyMzDpvkWGPhkv/B/jWw4m0R4TLgOkgcJEJ1D2IIERPGnb8F/249LoYf74Hxz9aaSzdJTbEoH9wYKz+AtNObLKeo12pAXi4lTeDx+Xl/4S7yKlxUeVS6RZv4++wiNN1SGGYrITKuLzo1QE1NFcT3wKW1y7K9EsmJonQvyrvjMFXm1rXtni8iNy58pS4S0VUOe/9o/Dg7fxMpJEeD2Q79r4PYPrDxGyHApAyD+H7w431gCsNrCudELVfG2Ey8cEVfpn64gsAht3y9VuGliX1rBY7DCQRUvluzv4EwArAmq4wVe0o4r3d8bVtjAShFVR7e3+DhkfMnQo8LQdE1nXokkXRgpDjSntn9e225sN/2+oixKCSEypQaSXD6Rmv5eY+PnSmjyNg9H07/a1sPSdISNBowhJBb5uTa95axLb+qtmvVvlL6Jtl54+oB2M16zu0Vy3drc4MeZlinCD5euq/2/cz1uTx4Tlfi7GZeuKIvq/aV8uXKbFSVA6kn4cQEK3NrjYXMcyB9tCjP21iZ6MSBkDZaTF4PJaYHxPSEef+Cnx+GCe+CyXbk/weliQgTRQPyUig5RvLKnHx74PzZvL+UPo4Qnh4WYGO1wpMbHPSNG8PgeC0xOiduN0SGNFIlQyKRtC5eNyx+VRifHs62WaKKWnPTNJUWquS2eCjYKFKUIzJEKs28f4FWT+mEz/m/WQUMTPMxJjOauONszqzTahiREcGsu0cxbdEethdU0SsxjKsGJ5PoMDdqglpS4+HLVY37jE1fto/TM6MJMepwhBi4qG88n68Ivv1FfQ+kEOlbUKLXUy0q2BltjSswEkk7QYoj7ZWyfVC6G/pMIqCq/LzHR78YrXSBljRKj0gNRi3M0QwjI+v/xM0oSIk2SftHVVVmb8yrJ4wcZE1WGcv2lHBhn3juOzuTRTuLKaqqX/Z2Qv8E1mSV4/bVGbgpB9SE/AoXd0xfRZnTy2kHIkX+8+t2Qo063r52YOPeHPojTP6ssXDpm0IcWfOJmAhlngPWOPj2DrHNjl/FClwT4ojH58end2DucxXKH88H32jglKbTeCSSI+D0+HC7nbXnxRdri7mkRxgFRNHbuJfhKftQAXd1LNmmDKJMehSTvU3HLJGcMjiPED24apqIjlUUMDkg/QxhxBqMTmcc9cerqkqVFwxJozDaU0Wap0aLa8DNFGZO5rEFVczZvp9v1uwnPTKEj24c0rghaithNujoEmPl0Qu74/IGMOu1tWbrTX2PplBqr4Bg0mu5c0xn5m0tpKDSXW+7KwYmkuhogShSVQA5q2DpG+CtgV6XQ+Z4UXZZImmnyNlle2XnXLE6GtebdYUB8mtUBsXKGHFJ4xi0Cj0jtfxSmcLNAa/wrOlydlsPS9IINW4fiqJgNjQ8r0trvHy2IqvRfacv3cuYzGhSIkKYcfsIZq7PZdaGfBwWPef2jqOgwsWzs7fW2+eCPnHYQ/TMXLuftdnlAOwt3ldvm/lb87lycGrLv5Q1Fjw1Ij1I0cDqj6Bgc7N2dXr97Cuu4YNFu9leUMWr511FzMavhCn1oXQ55+hDpCWSwyipqKayspJLetp5c0k++0pq2FVQQRdTOZsCyWT7U1BQifQr9FIqiA21n7CynRKJ5Cgwh8H4Z4Qhq6u8ft/Iexv1p2qMnFInv27O58f1uYQYtdw4Mo0+Y58mv7iM5+Zm8cv7OfgOyW3ZVVTNjNU53Dy60wmpiKbXatFrG84bvP4ALq8fk14r0koBnVbh3F6xvDxnR9Bjnd87rl4gR1K4hW9uG8GsjXnMXJ+L1aTjhpFpdI+zEX60ZtRVBSIFafN3dW1ZS2HRK3Ddj2BPOrrjSSQnCCmOtFd2zYXILmAI5efdLqwGyAyXEzNJ0wyI1fL2Oh0ljnTCd/4mxZF2SF65k6W7S/hseRY6jcI1w1LpkxRGtPXQlBaVphZ8VBVUxAaJDgs3jkxn4qBkPH4/r8zZwQeL99bbPjLUwF1ndsbjU/l4WeMhth8vy2Zcj3jsx1KRI2kw/HB38L6MsWBuaIzn8wdYtKOIm6bV5VOfP62G9y6ZTmb5H+g3fiEiV4bcItJ3jqbqjURyCP6ASkV5KT6fnw9XFXHPyGh+3FJBTpmTqd9k87+LE+mp2cUAbR4qClZLNMT1FyH2EonkxGCOEFEGy94M3t//mvrpGRGd4ebfYc10EaEYEg3D74Do7mBqvlNQVkkNV/xvMbnldVXj5m4p5OlLevLzpgLmbi0Kut9nK7K4fGASUdYTXyXQ7fWzr7SGj5bsZXNuJd3irFwzNJVEhxl/AAYkO+gUFcLOwvqGtf2T7USGGup5mAAkOMxcPzyVywckotdqgi7gNIui7fWFkYOU7YVlb8GZj4BWFpmQtD+kONIeCfhF5EiXcaiqyo+7vPSP0Z4QRVrSsekXo0VV4VfzeK7YMRv4V1sPSXIIeeVOpry/nE25lbVtv28vYlTnSP59WR9sZj1GnQaHxcBlAxJ58sfgURdXDU7GaqqbVGg0CjazHtBz55mdOT0zmrf/2EWly8c5PWK5sG88iQ4L5RWVTYbZBlQV1ecCjkEcscaL8omHT2pNYXD2U0FTagoq4frf2gABAABJREFU3dzz+Zp6k7TCSjfnT9vD6Z378splE7CajWC0tnxcEgmwNa+CME8hJtWPX9Hh93n4YoKDWXvtfLulhv+urOK2wZ3on5SKNSxciiISSVugN8KwO2Dz9w19R7qMF4uHh6LRiJKyo/4KQ28FreGo04rdPj9v/r6znjBykDXZ5Ue8d0LTKSzHA39AZenuEq5/fzn+AzfQZbtL+HjJPt69bhDDO0Wwu6iav4zLZFdhNb9uykerUTi3Vxx2ix6fXyXEKB4FPb4AvkAAi0F3yJyihQQCsPL9xvvXThe/p0ON3SWSdoIUR9ojOSvBVQYJA9lcEmBvhcrEbvJXJTkydqNC13ANP3l6cUXla6ImfXh6Ww9Lgsj9nbUhr54wcpDftxexaFcR87cW0iXGyvl94jm3VxyfLNvXYLWnV4KNIenhjX5OZKiRM7pGMygtHJ8/gNWkrxVWwwwqV/aysTqrLOi+V/YKw6oPoKpqy/2NLA4Y/VeRV7zwP1BTIiJG+v8J7ClBdymsdFPhbFiiEGDe9iL21XSlh10KI5Jjo6jSxf1fruPjy+IwrHqPa4c9wG3fbuCFcZFcHraOS/u70CoB0MaCuY8URiSStsSRAjf8Ahu+EhVjDBYYepuITgwSPRgIqLgDKkajHU0LFhNLqz18szpI+Xhg8c5i7jqzM/O2FQbtn9AvgXDLia/ekl/h4u7P1tQKIwfxBVTu+WwN3985krN7xHLVW0uwmvQM7xSBX1X5eOk+rCYd/7tmACXVHnYVVvH+oj2UO72c1yuOUV2ijt1DRfUfoe/Ei0kSSXOQT9ztke0/C0fnyC7MXOElVA89I2VKjaR5DIrT8slmGxVGG7ZtP8PQW9p6SBKguNrD9GX7Gu3/ZlUOSeEWnp29lf/O28nXtw3noymD+WVzAZ+vzEKrKEweksKoLlHEBqsqcxihxiCXd5ON09OtZMaEsDW/vuiSER3K2Iww3lxSiE8t4KK+CSTYzUc0fAtKSCR0GgOJg8HvFtezJsJnGytH3Nx+iaQ5lFS52Li/ggJvOunle4mhmL+d240vtxZS6czktEQ9KVFWKlULXU02Qtt6wBLJqY49CYbfJdJoNLqgKTIev5+cUhdfrshiXU45PeJtXD4wiSSHGYOu+Skhqgq+QCBo376SGmJtRgYk2ViZVVGvL9Fh5vLuFrRtENxdXO2hpNrTZF/PhDCm3zSUnzfm8cXKbHQahVtHpzOycyRGnYaX52zn3YV7avdbsL2IBLuZT6cOJSm8BSasICJ5+l0thK1g9LwMLBEtO7ZEcpyR4kh7ZNtsiO+Hqmj4doeXgbFadDKlRtJMBsdpmbbRy6+hF3DptllSHGkvqODzN/6Q7w2oaA5Ea1S6ffzli7W8N6KUa7xbuODKSSim/2fvrsPjqtIHjn/HfeIuTerublhLgVKgQIHiWty6LD9YgYVll4Vlkd3FpUjR4g4LVerubnGXmUwyPr8/TpN0mpk0beM5n+fJA7135s6ZNnfOnfe+532tRFqb0AK3Mc5KEt2Hefs8E7/kWvlomwiQXDbAyNlpAZLch1G6TTy7uICXFx/g41vHMjg18uRfT2eGJnzFjLPoMGpVVLsb3mmKMGiIMTVhHbfXLQIwsqOXFEKR3YnXK1rxfrO7iuvGPUTqTzcROOM/9I3RY/dFUuQFc7WX3slaYsytXztAkqQQlMqwX6QDgQAbsyq45o01uH0isLFsbwlvLDvI2zeMYlyP2CYvSY80aThvYBKfb8wNuV/vreSl03wsLU3mva0O3F4/M/uZOL+bj5SfboLL5rd6PazAsQVDjlF7YyE50sB14zO4cGgKChB1xSpz2V6oCAqM1MqtqOGVxft55IL+6E4gwBQkfgBkniY62B3NHC+WTKnlZ6zUPsl0hPamIhsKtkDaaDYW+ci2B5iQKmNYUtPFGJT0jVbylXcsHFoGNRVtPSQJiDJquGhYStj9U/rFs+pAad2fN+dUUqFLQrHoCaJeGkDkxlehpjLs85vE74ffniPJX8A1EVuYP+ow740+zLURW0jyF8Cyf6JWiIupGo+P+z/eRPExLf1aQrxFxxMXDQy57+8zBxHfWJG7imxYNw8+uQa+/z0UbAWnLfzjpS6ppMqNXuElM9bEe6sOc4hkss96iehdHzCz+GUu1K3n3OQqEowqDIaWbckpSVLzKLS5uOfDjXWBkVpef4B7PtpEUVERVIVeCnMsg0bNPWf1ItLYMMvx9D5xZPgOk/DphczacRfv9F3D+4M3c0vuI6R8NBVsBRAInXXSkmLM2tBZooBFpw4K8ioUCqJMWhEYKT8MvzzK15tDLyMC+GxjTtislCaxJMDFr8LMVyF5GMT1gdMfgpt/FUumJKmdksGR9mb39yJ1MGUUX+31EK1X0D9G/jNJJ2Z8iorfKqIp9RnEMi2pzalUSi4ZnkpKiHW8fRMtxFv07C2qCtoedFNo0RNQVXBqgzBEQt/z4eOrYeN8olzZRDtzUGz+AD66ivK0qfx4oD4Ysr/YQfmpXBw1kVatYmr/BD6/Yzxn9o2nW4yRs/sn8PVdEzi9T1z4pT2l++GNM0V3nD0/wtrX4ZWJsHUBuKpCP6eJ/Me5Iyd1LF6vj+ziCp46J5kqp5e/fLeLQ/4Evoy5hR9ib2Cxux97PHHEJySdeMtKSZLaRKnDRaEtdAC/zOGmpLQYfvw/0Va2CbrFGPn6roncdlp3MmNNDEyx8tzlQ3j6ksHEKo/MKYXbiPrtMWKW/gll1m9i26BZbbJMJM6q468XDQi57/GLBoa+seCugcVPQU0ZrkbKgnh8jXfNaxJLEvS7AC5+E856VGzb9wtUhF9iLEltTaYktDc7vobEIbhUBr7cZ2dSqrou1V6SmmpMkpp3tnn4xnAR1+/4CgZf1tZDkhAt8j65dSyfbcjli425qJQKpg9Kol+SlQc/2xz02O6xJqz2fcEH2P2DuPtyshQK6DUFYnpAzlrxUysqk9ykKaz7+WDQU3ytVO/DotcwPD2Kf88eSo3bh1GrrquiH5LTBj8+FPqi9/sHoPvpR5b1NJ3PHyC3vJqfdxSy7nA5A5KszBiSTHKUHq3qJFOLpXbBqFXx19XlvDjVwHfXZfLS2koe+Xob5w1KYnDveOK0ThJjzaCTqd6S1FEcW4j0WF5/QNS9GHZNk5a8KBQK0qON/O7s3tw8sTsqpci2ACB1FCQOFtndR7MkwYjr2qQtrValYkq/BL64Yzwv/LqXfUVV9Iw3c+9ZvegZb0YT6sZCTSlsWwBaE9PP0fL22oYPAZjaPwGr4RS/JnpqYNc38MWtBEVajDFw448Nuw5JUjsggyPtib0QslbAuLv45ZCXShecnib/iaQTZ9UpGJ6g4hP7BK7fd6/4IhmiharU+lKijNx5eg9mj07D6wvw844Cbpu/PugxKqWCv58dT/zSB4Kf7K4Of+CqIijZCxvniyDIsKshpheY44IfV7xbtNTNWiUuWgIBbH0vIzf9Qm74NDjFNs6iC5li3JLMOg1mXRNes6YM9v0v9L6AHw6vFEGgE7A9r5IrXltVV/vkx20F/GfhPt65cTSjM6NlO/WOypZPhErDZSPTePS3LB4ZF+BvPXZS09uM1peN2pVCwNrvhINpkiS1rRizDotOjd3VsNuZQaMiTnUk22PNa5A+DjTHL2YOoFGpiLUcExC3JsOVH8P2L2H9PPC5RWHREddBZPopvpOTZ9FrGJYexX9nD6fG48WgUWPWH/XdoTIXsleLtsjWZBhxvRh7jZvM6m2c1iOdJfuDl+yadWoeOLtP0+bixlQVwpd30CAFpboUvr0fLp8PhqhTew1Jambym3d7suMrUCghfRwf/eKmV5SSFItcUiOdnMlpKv611soObQL9d38PQ65o6yFJR6hUSuIs4iJtxpBkkiMN/HfhPgptLoammrl3jJXMdU+IYMfR+pwT+oD2QvjmHrG0pNam90U66/R/1d8xc9pEe93DyyFzMgy7Fk9UDxZV9eLet/cHHVKhEPU+Eq1Nu5hsdX5fwwuuo7nDL6spsjvZX1TFFxty0WqUXDoilVizjrs+2NigKKzb5+eO99fz3T2TTr21odQmvFXFxGj0ZFj1XDyqB4+tyqFP7FBGJmmIj4+g3K1icCB0K2lJklqX2+cjv8LJj9sK2JlvY0S3KE7vE09KpKFBi954i45HL+jPAwu2NDjOn85KJG7jP8UfPNWNt5ZtKmsyjL0dBl0q5h9jDKjax1cps/6YoAiI2iLvzICKw/XblCqRWXlgMbG/3sc/z3+Xhb2SeWujDbvTy5l9Yrl5ck/ST7ZTzdHyNoE/zGfrod+gplwGR6R2p32c0ZKw9RNIHsYhp4llOVXcNlSue5ZO3tB4FVF6BR+oZ/HElk9kcKSdijbpmNo/kVHdonA5HZi9FZjemQrVJcEP7H1u+LtTWSuCAyO1dn4NQ2ZD3/PEn/1ekeYKcHApHFyKBpg8+a+8PesMXlhlI6e8hv7JVuZO7U3PeDOK9rqsTx8BiYNEAdZQMieF3FxoczL3400s319f/Hb+qiw+uHkMWWWhM3PKqz0U210yONJB+b1u1FX59FcYOaiMZ2yPaDQqFfur/ahVDvpqCjGqMtt6mJLU5fn8ATYcruDaN+u7z3y5KQ+Lbjcf3zqO/snBGbAalZIxmdG8ce0I3vztIPuKHGTGGrh/XAQD8r9At/db8cAhV4LW1DyDVChavSvNSXE7YOHfggMjABvfE0VSs1eDp4b4Ly/niqQhTB1+Fd7onkRkdkNvPom/K7cDbLmw7XPxmgMuBpe98ef4ZFBaan9kcKS9KNkn1v9PfpAPdrgxa2BcslzjLp08tVLBGWkqPj8wlIf2v4zZlifuekjtUqR9L7x9HsT3g4tfgw3vwuHfxF2VcXdD73PAFNvwiTUVsOrl8Ade9SJkTAK9BfSRMPASyNsQ9JCopX/m9Mh0hk5/HVf8BIw6NRZ966+fPiGmWJj+LMw7t+GdqUGXiXXgISzcVRQUGKlV6fQ0+nJub+t3IpCagd+PVx+NduFjmCbcw0DlIbqpCqlWWdHhIFJpIKAygzG6rUcqSV1ekc3JbfPXN+g+Y3d5ufvDDXx0voE4vQ9ietYFKPwB+OOX21hw3QB0+avRl28g4pe3wJ4vnhzbCzIntvZbaXvVpbD9sxDby2DJ03D997DqFTjwK7gdxJi0kDEQzJEn/lqeGlET7fOb6zM6t3wMVy4I/5yYHuImhyS1M3LNRnux+QPQmnEkjeHDXW5OT1ejVbXTO7ZSh3FmNzVOv4rP/KfD5o/aejhSKB4nlB2Az24EZ6WoBfLx1aJGzGkPwcgbRWDEkhD6+X6fuGMTjrsa/Ee++CuVoltNRGqI43iJjEkgIcLQ/gMjtRIHw5wl0Ge6CCLF9oaLXoZpfwv5Zbe0ysW85QdDHEjcsbSEKQCrUSlIiGiny4ukxtnzcKgsVPS8ELZ/AQE/FkUNCcpKIpUO/Go9ztj+st6IJLUDBTYnFdWhA9X7ix2U+XQiIP7lHWAX3dssejVxFh3XfrCL6ojeaKoLRcDcmox97AM4r/gcrCmt+Tbah4A//JKWnLWw71cYcBFcNl8EMYZeE/4643jsBfDFnOClrn6fyFAdHCJrWaGE6c+d/OtJUguSmSPtgc8DG96DzMks2KfA4YFzMuU/jXTqYgxKxiSpeKv4Aq5e9w9UE+4TX5Cl9sHnhkPLxH+Ld9dv91SLzJFaqaPCX0ToI6H/RVC4LfT+fjPERVKtikMw4wXY9b1YdkMA+s4Qjys7CNEdaHmBRg+JA+HiV0X6rlLdaLqzLxBoUFOk1kdrsrl/am8e/3ZHg333ndWbWLNc5tjh+Lxgy0OvT+Rg7GTcljTi174GycMhvi81loEc9kSRFFAhF0xJUttzeRrP0Kvbve9/sH8hDL2SaJOOxy8YyKxXV3L224c4f8BlnDvparx+2OcwcLUhgRYPbddUiCUlO74SbeT7z4DoHm27/EZrgZThkLsh9P64PvD5LaI+l1oP13wJaaNFTZITlb1aBEOOteIFOO9f0H0y/Pa8CKKkjIQpj0DsKXTek6QWJL8ltQe7vgVHEe6e5/HaJhfjklXEGOQ/jdQ8zuuu5rDHys9lcbD/17YejnQ0ewF8ck3oi4qj1dYJCUWlgiGXgzlE8MSaDAn9Yf4lYMsTAYRl/4IPLhNV5M/4A5zxR1Hf5IPLYOnTInulo9FZxHs9zoVopEHDlH6hg0y/7Suhb6KF928ew5DUCIxaFf2SLLx2zQiuHJOOUSsD1h2OLRfcDlxVlSRSykFlBl/1eIxlEefzTVVvNlSaifYW4lU1Q+FBSZJOWXKkHnWYrmBWvZqowFHz08oXwSFqc/VPtvLNXROY1DOWn3eV89el5ZQqorhibAbRphZuz11dDiv/Cy+PhyVPiaWsb50jAg9HslvahCkGzv2nuGlwrMzTRF2Q2sLlXid8NBsqc07utcJdNwQC8N1csbT3+u/gjlVw2duQPAy08nNXap/k1V57sPpVSBjAFyXJ5Dmc3Deyg6S0Sx1CzygVA2OV/KfyCs5Z+TKKXlPbekhdm6NEXIDsXwyRaSLw4feKtbehLjCUqtDLYI4WmQ43/Qy/vXBkjbFCZIIMmAnf3AuV2bD2DRh7hwiQ+H0iKLvr2+DjuOydukCaVq3ihgkZfL4xB1tN8PtMizaQEWsiOdLA2zeOxunxoVUriWnpC2upZfjcIhPKGIN18dPsGvYneipz6KUqxqWMRKesBEUkOcpe9DbJJTWS1B7EmnXcdloP/rtoX4N9fzwzkYQNf6nf4LLXLRvRa1T0T47ghdnDqHJ5USkUxFl0rVNQvPwgLP1nw+0HFsPOb2HUTaKIa1tIGAi3LIJfHxNd6owxMPRKkbXx5e3Bj60pF0t8jTEnvswwfVz4fXF9RGZKRyhiK0nIzJG2l7MOslbi6nMR/17vYnSiijSr/GeRmtfMXhp2eJL4394KKAiz/EJqeVVF8P2D8NppsP5NsOeJ7RvehUm/C/2ckTeBqglf0KMyIGOiqLdx9hPijtCHl4vACIjgSMAvltCE02+GWKbTiaVHG/nqzolcMjwFg0aFVa/mpokZfHTLuLpuNFFGLUkRBhkY6cD8tkJwloPPhTYqlfTsb9jtS2OlfwCHSGaVvz/blf1Ii4tCr5HFzyWpPTDq1Nw4MZP/zB5GjzgTGpWCAclW3rmsG+dUf4364ML6B/ee1qANrEWvISnCQLxV3zqBEb8P1r4Zfv+qF8W831Y0ekgaDJfOg7vWw9Wfizogn90kAsjHsuVSXZbHMz/t5tP1OWSXVeP1NaEYuTUF+pzXcLtCAec9IwMjUociM0fa2rJnwZrCB/Zh5Dvc3C+zRqQW0C9GycAYBU9XXMVZy55DNauRyVxqEaVVLiz7l6KtrR5vyxNV9AEOLIKEAXDhi6LzTPFOiOwGE+8Hl02k5kY0oaDc4eWwLsy/rcsmLoYGz4LVL4OjOHi/MUa0/VV17i+KCoWCzFgTf71oIA+c3QeFQkG0SYNW3bnfd1fi9PjQFu0Q59Ca16D/RURWHGb8pt9TmjkDt7U/vaIjiVXkgWV4Ww9XkqSjRJu0zBiSzLjuMXicVej2fU/0srug/FD9g3RWGH4tqNs4gO33iWWp4TgrIHCcZbOtQW8VP5XZULQz9GMUSjAn4N7+Db/tG8t/F+1Dr1Ey/6YxDEuPQhVmuRMglvCc/xx0mwAr/yOuL1JHw9l/hbj+LfOeJKmFdJoUhRdffJGMjAz0ej1jxoxhzZo1bT2k48vbCLu/o7zvbJ7f4Oa0NBUplk7zTyK1IwqFgiv6a9nnS+SjzeXhJ0epReRX1rBsyx60q1+s3+j3iorx/Y5kcqz8r6gHMvASuPh10XXlwBL46Y/164KPp+/08PsyJoHWfGQJzv9g6NXiwlKtE0GRm3+BqG4n/yY7GKNWTVKkgcQIvQyMdDLlDjcBW+6RPwWgZI9YttZ/JjFRUSRV7yLWeRisqaCWhXYlqT2KNUDS6ieIjkuCbuNBYwSVRsyZl70DS/8FjoZt2VtTmQtsPRvJxuwxtX21qzUnwVmPht437BrY/QMaZykGrZgTnR4/N76zlkKb8/jHtiSKpbtzlsC9W+GKD0UxeZ2pGd+AJLW8TvFN/OOPP2bu3Lk8+uijbNiwgSFDhjBt2jSKitowle14AgH45XGISOXpotF4fHBZX3mRJrWcHpEqJqcqedp3BeU/PtnWw+kyXF4fLy3ah9fjFmt6j/bbcyIVdcpfRNpp2QHRbtTvg00fwLZPxd2cyLSmvVh8f7HG+FhKtVhqY4gUf47OFKmud28UP+c/C9HdT+VtSlK7sTmnAuIHwLbPRLDR54ItH4O3BjQmsc8YA9akth6qJEnh+DxQug8+nA1el+iyNvNVMMWJdvd56+vb1LeRhTsL2W8cKpa1HktjgNMeAG07Cg6o1OKa46KXRS0QEDXNpvwFEgfB+rewpZ7OngJ73VNsNV6yyqqbdnylUgRJIlLAGHX8x0tSO9QpgiPPPvsst9xyCzfccAP9+/fnlVdewWg08tZbb7X10MLb+zMcWMiqbnfw4S4vl/XVEKlro4JNUpcxu78Or1LPY7uSRbEwqcWVVLn5ZF0Oy3O91KSfHrzT7xNF0RxlBGa9A7PegQEXwcInYMM74jGjbwFjXNNezJoEV34C4+6qvyDrNhFu/rVh2zytQVzARKSIO3KS1EkcKHZQrY6A0r1iSZopHgZeCpYksOeDq1KskT+ZlpWSJLUOrUlkQ/rcItD5+S3w6Y2w7i1wO6DnlDatkVVS5eLVpQeY81UB+879kJrB14nCowoF3u5TqbjqJ3wRGW02vrCsSZAwCIZdK645Js6FnV/D9w/gix/MTk8ipY7geiSVNW0bhJKk1tTha4643W7Wr1/Pww8/XLdNqVQyZcoUVq5cGfI5LpcLl8tV92ebzdbi4wzidsB3v8OWOIbf7cikb7SCqRkd/p9C6gAidQquGajnlc2TOGfBG5wzd6wo2NUOtPl52UJ8fj8ur59vt5dy/w03kb5zQcNlMls/onzgdQSqsojZ8J5osWdJhEkPQP+LQG9p+gtGpIi02XF3igKsWlODonWS1FQd8bwclBrBN3tyuGL0bSgPLhFFqPtfIO7kWpPxKzUorcltPUxJOmkd8bw8YQqFyHJY9qxoPX80rUnMcW14/eL1Baio9lBc5eK8dw5z4cCrmTXjFjRKWJLlZu9vXp69XEW7DMHG9gSfE358WCzv1ZpwjLydQz2v594PDzd4eM842dFL6jo6fOZISUkJPp+PhISEoO0JCQkUFITuL/7kk08SERFR95OW1sSU9ebyv0cJVBXxoPdOyp0B7himRdlWbb6kLmdymprRcV4eLL+A7O9DtJ9rI21+XrYQo0ZN7wQzHl+Au34oJ+fSb/H3nCou/JQq3H1ncviiL7jo/WyuW51C5ZXfwn1bYc5iGHUzmJuYNXI0tRasySJdVgZGpFPQEc/LRKueL3fXsLY6kerIXjD4MrGkzJ6Py+WkxtKt7VprSlIz6Ijn5UmJTIcbf4KBs8TyUIVCZIzc/CtEZbbp0Kx6NeN7xgDg9vlZsLmYyz7MYub7WTy/rIAJveLQtddOWBqDqAdy5Sdw31b8d65lU697uODdA9hdwW3uLxyaTIxZLvuXug5FIBAItPUgTkVeXh4pKSmsWLGCcePq+2w/+OCDLFmyhNWrVzd4TqiIe1paGpWVlVit1pYd8M5v4OOr+XfC33j2cCZzR2oZlSSzRqTWVeUO8OdF5Vg9xXx2dXcsA85u6yG17XnZwpbvK+GqN8RnUYRBw13j47l8kJUyh4cPtlYxf0Mx/ZKsPDqjP30TLbJAqNRudMTzstjuYk+hjR+3FlBir+HqgXriTCoMRjN2VST9k9tRgURJOgkd8bw8JS6HaM0dCBzpvNI+zuF9RXam//s3XN7gdrfxFh1f3DGBlChDG43sxFVUu1m+r4SnftxNVlk1kUYNt0zqzmUj04izyLb2UtfR4b+Vx8bGolKpKCwMTrkrLCwkMTEx5HN0Oh06XRuc6IXb4YtbeT/iFp49nMmsPhoZGJHahFmr4HfjrDy6VMnNH2zjnTvT0Cf3a9Mxtdl52QqGpkXy/s1jePybHewutPOvpfkUODXcelp3rjsdrpkcwKJXE2mUd2ek9qUjnpdxFh0+v4X+KdWYdTFUKhVkVXrooTXTL07W15E6vo54Xp4Snalddj3pFm3i8zvG8/g321l9sByVUsG5AxP5/bQ+HSowAhBp1DJ9cDKjMqNxefyoVQrizTpUqg6/yECSTkiHzxwBGDNmDKNHj+Y///kPAH6/n/T0dO666y4eeuih4z7fZrMRERHRshH3kn0w71ze8kzlcdt0pmWquW6ABoVM7ZXa0K6iGv6x2s1QzWFev2M61qSebT2kOq1yXrayEruLao8PlVJBnFmHVi0vOqSOpSOdl26vj+IqNz5/AKNGRay8+yl1Uh3pvOyMKqrd2J1eFAqIMmox6eSNT0nqqDrF2Tt37lyuu+46Ro4cyejRo3n++edxOBzccMMNbT00IWc9zvdn81fnFbxfM5bze6i5sp8MjEhtr2+8gYdGenlmfRoX/3cJr8wup+fAUW09rE5LfjmTpNajVatIiexYd28lSep4Io1amfkpSZ1EpwiOXH755RQXF/PII49QUFDA0KFD+fHHHxsUaW11fj+seZX1P77Dw96HOeiP4+bBWs7q1in+2qVOom+ShcfH23l2lZ7z52fzwKC9XHfZZWg08vdUkiRJkiRJkqSuoVMsqzlVzZ6OGAjAgUVs+e5VXirow4/+MfSIUHDLUB3drDKNXmqfnC43H60+wM+VqWRoKrhrYjLnn3kaujYKksg0YUlqf+R5KUntjzwvJUmSmoe8NdxcAgH8pfvZueYXlmzew7e2HuwIXEuC3sdtfbVMSlXJdr1Su6bXabl+cl9Oz8piwY5qfrfIyRNLvmB6upezRg5g9MB+mPSath6mJEmSJEmSJElSs5PBEaA2ecZmszX6OH8gQJFdFF2y5+2krDCXwvJKssud7LNr2OFNpoo0dIokBkW6uDddweA4NUqFF/cxfcMlqb1KjI/n7jgoyM9i2SEHPx1KYP6hbFSfHqKHrpI+ET66RelIjE8gJqUHUUYN8WYtseamrbe1WCxNqrfT1PNSkqRTJ89LSWp/5HkpSe1PU89LqWOSy2qAnJwc0tLSjvu4yMnXETFu1nEfZw3Y0SCDIVInoYBSoo77sJyXbsBnLz7u45qa9tvU81KSpFMnz0tJan/keSlJ7Y9cvta5yeAIovVvXl5eh48E2mw20tLSyM7O7tQnbVd5n9A532tTz7MTPS872t+VHG/LkuM9MS11Xp6qtv57aQnyPXUM7eE9tdfzsqW0h7/z1tTV3i90jvfc0c8zqXFyWQ2gVCpJTU1t62E0G6vV2mE/cE5EV3mf0LXea62TPS872t+VHG/LkuNtXm01X7b3v5eTId9Tx9AR3pO8ju3Yutr7ha75nqWOQbZOkSRJkiRJkiRJkiSpS5PBEUmSJEmSJEmSJEmSujQZHOlEdDodjz76KDqdrq2H0qK6yvuErvVeT1VH+7uS421ZcrydQ2f8e5HvqWPojO+pvetqf+dd7f1C13zPUsciC7JKkiRJkiRJkiRJktSlycwRSZIkSZIkSZIkSZK6NBkckSRJkiRJkiRJkiSpS5PBEUmSJEmSJEmSJEmSujQZHJEkSZIkSZIkSZIkqUuTwRFJkiRJkiRJkiRJkro0GRwBAoEANpsN2bhHktoPeV5KUvsjz0tJan/keSlJktQ8ZHAEsNvtREREYLfb23ookiQdIc9LSWp/5HkpSe2PPC8lSZKahwyOSJIkSZIkSZIkSZLUpcngiCRJkiRJkiRJkiRJXZoMjkiSJEmSJEmSJEmS1KXJ4IgkSZIkSZIkSZIkSV1auw+OZGRkoFAoGvzceeedADidTu68805iYmIwm81ccsklFBYWtvGopZIqF9ll1eRV1OD2+uq2F9qcZJdVk19Zg88vq6pLkiRJnVe120tuRQ3ZZdVUVLvJO/L/JXZXWw9NkqR2yOX1kVtew4HiKrLKqimWnxWS1KrUbT2A41m7di0+X/2X623btjF16lRmzZoFwP333893333HggULiIiI4K677uLiiy9m+fLlbTXkLq3K5WVTVjmPf7uDPYVVGLUqrhyTzg3jM1h1oIx//bybvEon0SYtt5/Wg5nDUoi16Np62JIkSZLUrLLLqnn2f3v4ZWcB/7x0KKsOlLJgXTYOt4+e8Wb+PL0fw7tFYdFr2nqokiS1A3kVNby4aB+frs/B5fUzINnK3Wf2xKRVMzAlgiiTtq2HKEmdniLQwZqi33fffXz77bfs3bsXm81GXFwcH3zwAZdeeikAu3btol+/fqxcuZKxY8c26Zg2m42IiAgqKyuxWq0tOfxOb8meYq57a03Qtqn9ExiQbOX5X/Y2ePxVY9J56Ny+8uJQakCel5LU/sjzsmnyKmqY9cpKcitq+NP0fvy0vYC1h8obPO6Na0cypX9CG4xQ6kzkednxFdqcXPvmanYXVgVtVyjgxSuHY6/xcPGIFDQqVRuNUJK6hna/rOZobreb+fPnc+ONN6JQKFi/fj0ej4cpU6bUPaZv376kp6ezcuXKNhxp11Rsd/HY19sbbJ85LIXXlh4I+ZwP1mRRWuVu6aFJkiRJUqtZfbCU3IoaDBoVKVGGkIERgMe+3U6RzdnKo5Mkqb3ZW2hvEBgBCATg1SX7Kat2U2ST18uS1NLa/bKao3355ZdUVFRw/fXXA1BQUIBWqyUyMjLocQkJCRQUFIQ9jsvlwuWqX8Nns9laYrhdjsPt5UCJo8H2QACq3b4QzxD78ipqyIg1tfTwpHZOnpeS1P7I8/LEef1+ftwmrkHSo43syreHfWx2WQ1VLi/xrTU4qVOQ52XH4nB5KKly4/T4MOs0xFt1aFTB96eX7ikO+/zNOZXMmdyDiho3KVGGlh6uJHVpHSpz5M033+Tcc88lOTn5lI7z5JNPEhERUfeTlpbWTCPsutxeHy6PH62q4a+UVq1o9LkmXYeK0UktRJ6XLeDwCnjtDHgyDT64AsoPtfWIpA5Gnpcnxu31cbjEQaRB1AZwuL1EGsMvG1UrFQ2+JEnS8cjzsuPIq6jh9wu2cMYzi5n2/DLOeX4pb/52kNKq4EKrcRZ92GOYdWrcPj86tfyskKSW1mHOssOHD/PLL79w8803121LTEzE7XZTUVER9NjCwkISExPDHuvhhx+msrKy7ic7O7ulht1lHC6t5o1l+zl3UMO/931FVQxIDr0GNs6iI94qC7JK8rxsdvsXwbsXgqca+l8Ieeth3nlQmdPWI5M6EHlenpic8houfnkFU/rH1/05LdoY8sYBwPTBScTIIovSCZLnZcdQYndx+/z1fL+tgNoGjXaXl3/8sIvPNuTg9fnrHntWv3gUYe4lzhyWwvbcCqJN8npZklpahwmOzJs3j/j4eKZPn163bcSIEWg0Gn799de6bbt37yYrK4tx48aFPZZOp8NqtQb9SCfP6fHx6tIDfL05n4uGptA7wRy0/92Vh3nqksHEHdOVxqxT8+Z1I0m0ho+WS12HPC+bUVURfHYzJAyEaU/C4MvhnKfB54Yv7xDr2SSpCeR52XRur493VhyissbLb/tKufvMngC89dtBnrx4EBpV8DefHnFmHpzWB6PMnpROkDwvO4a8yho251SG3PffRfsoOqpNb2KEnmcvG4LymADJ4NQIzuoXz5VjuhEtA6mS1OI6RLcav99PZmYms2fP5h//+EfQvttvv53vv/+et99+G6vVyt133w3AihUrmnx8WeX71JRUubj81ZXsL3YQYdDwh/P6oVEp2JZbSZRJyzl9Isk0OinyGNhe6GRLnp1eCVaGpUeRHGlAdexMUMteAI5i8LrAFAumeNAaGzys2u2lpMpNWZULnUZFjElLvAy4dHjyvDwFX98D27+AC18CQ2T99tz18MujcOlbMPCSNhue1HHJ8zK8coebq99czfY8Uf/hilFpnD0gkf3FVZzZTYNKa2LlwXLybG7Gdo+hZ4KVhFBzldcFVYVi/lOqCJgTKfRHUOpw4/H5iTXriDPr0Glk1wpJkOdl+1Lt8lJS5SKnogaHy0t+pZPXlh5gUoaJ6wcbMfsr8Su1RMUlY45NDXpeoKoQv72IgNeF0hxLpSoKpcZIUqSsNSJJraFD3K745ZdfyMrK4sYbb2yw77nnnkOpVHLJJZfgcrmYNm0aL730UhuMsuvSqZUkR+jZX+ygssbD/322hRiTlu5xJq4faiVl11uoVzxDss9NckQqU1NGwJCHIDKRBiFyEHe1C7fDx1dD+UGxTaWB8ffC2NtFoOSI0ioXry87wBvLDuI9krOYEWPk1WtG0DvBgiJcjqIkdVYle2HjezDypuDACEDKCEgZCYv/Af0vAqX8ciVJzUWnUZIaaagLjny0NpuN2eXMP99C3Bc3QvlBMuL7gzEGDKdD8vXAMcGRmgrY/iX8/AdwO/CkTWDL2Oe4/cttdXeZ9RolD57Tl4uHpRBplHeSJak9Kaly8dqS/by1/FDddWlmrIn/zh5Cr0PvY/r0cfB5xIOjMuDy+SLLMxDAWLZDXPtWHBb7VVrME++H0bcCMjgiSa2hQyyrOfvsswkEAvTu3bvBPr1ez4svvkhZWRkOh4PPP/+80XojUvOz6DXccUavoG2lDjdVLi9j2YJx2d9FOj+Iegc7voK3poavfVCZA++cXx8YATGRLHsGdn1btyTA7w/w7ZZ8XllyoG4CAjhUWs0Vr60ir7KmWd+nJHUIK/4Dhijoc17o/UNmQ8ke2Ptz645Lkjo5o1bNraf1CNr2z6kxxH12cf18VrQDDi2DhX+FHV82XOJWsAW+vRfcDlAoyJv0D6788EBQ+r3T4+fxb3awMbuiZd+QJEknxOcP8NWmPF476oYdwMESBze+s4HKmGH1gREQRdLfPh8qs+uvfWsDIyCunZc8BXt+bL03IUldXIcIjkjtX78kC/93Tp+gJTJ3jbISs+afoZ/groIDi0Pvy1kLNeWh9y3+h1huAxTZnfxn4d6QDyuv9rAtV7a2k7oYRyls/hD6ThfZVqHE9YHY3rDm9dYdmyR1AT3iTTw6oz9qpYK0aAOJVTvCz2dLngZ7fv2fa8ph4d/q/5w2hu/3e3B5/Q2fCzzz027KHO5mHL0kSaeiyO7kxUX7Qu4rc7jZXmUBa0rwDmcFFO2CrJXgDF2fhMV/F7XEJElqcR1iWY108orsTvLKa8gqqyYlykhqlCH0GudTFGnUcu24DM4blMSuAjs9LF66G53w84HwT8rbCCOuA6DY7iS/0ond6WFs3mbCJvvb8/H6obC8mooa0Tc+nJ15NqYNkFlEUhey5WMI+KHXtMYf1/tcWPECVGRDpGwBKXUNRTYnuRViPkxtofkwwqDl8lFpnNU3nkKbk5h9L4Z/sNdJiUdPfk4FB0scTEr0ElVaH/D3W1LZVBL+6QdLHLi8vmYcvSR1XGUON8V2J7sL7ESbdWTGmki06sPXtWtmfn+AKqe30YDl7hIPU61JYMsN3mHLheJdIZ9T028WxUPvZNchD75APv2SrMSatZj14VuES5J08mRwpBPLLqvm+nlr2V9cVbctLdrAuzeOJjPW3MgzT45Jp8akU9NNXwPL/i2+dEV3h7IwAZKU4QDklFdzy7vr2JlvJz3ayKeT+xEf5jU8fS9iQ6mam95dxiMz+hNn1lF8TK/4Wv3CtA+WpE4pEIAN70L6WNBHNP7YbhNg9cuw7VOYeH/rjE+S2lBWWTU3zFvD/mJH3bb0aCPv3jiajFhTs76WUasmPUZNulUN9r6hH6Q1kXfpN9z+4Y66bhYPnZ7InNjeKLNWAuBMGMIAj4WftheEPET3OBM6tawbJEmFNicPf76VhbvqsyusejVv3zCawakRqMO00m4ufn+AbXmVHCh2EGPSUhomQNInVgO78xvuUOtF/ZFj2EbcwXfWK/jzO7l4/XmAKNV371m9uHZcBlGye40kNTu5rKaTKne4ue/jTUGBEYDsshrmvLueYnvogEKzOPQbrHpRFIUcc1vox+gskHkaFdVuHvpsCzvz7YC4gC2yDhQ1E0LIn/Qk185bR5XLy6frc7hmXLeQj4syahgogyNSV1K4HYp3Qo+zjv9YrRHSxsCWBS0/LklqY2UOF/d+uDEoMAJivrlt/npKWmo+tOWCxhByPrMPv43HlruC2nzO21BO8cgHxB/Ueg7Hn8Xg1Eh06tCXag+c3Ue29pS6PLfXx7zlB4MCIwA2p5er31xNvs3Z4mPIt9Vw9Zur+Xhtdtjr0hiTlv4me8OsEX0k6MwQmR58Y0NrJqvH1Tz8Q05Q/RJ/AJ77ZS/b88IswZEk6ZTI4EgnVepws/5w6HXOe4uqKHW00MWgowSWHqkzUrgdXDaYOBfUuvrHRKbDdd9CRBplDje/7SsNOsT9P5aQd9GnIuuklkoL5z7N6rz69ddrDpZh0au5fnwGGpWCPgkWRmdGM6JbFB/NGUdKVMO2v5LUaW37DHRWSBratMdnTIKi7VC6v0WHJUltrdThDlu8dFeBveXmw13fisKrF792zHymobTv1fy8qzjo4YU2F/MPRVA+5V94+83k3S3V/HfhPp6/YigpEQaGpEYwslsUcWYdv5/Wh35J8gaAJBVXuXlv5eGQ+6rdPja3QuHi3QV2bDVeVh4oJdqk5Zqx3dCo6pfzdI818eEto0mxbwNzInQbL+bqvjPgqk9gxb9h0d/g4tchKhMAd58LeHOTI8wrwn8X7cNW4wm7X5KkkyOX1XRS1W5vo/vtzsb3nzSfG+x59X9e+IRoGXrpW+D3iYyR2D4QIQpS1bgbrpfeW+Tg8q/8/HHyPE5LUWBQeMAUB+YEDi2snwDTog0MsTo4L1XD1aPHs/JgBXkVNYzOjCHCINdiSl1IIADbPxdLasIVYj1W8nARdNz1HUy4p2XHJ0ltqNrVeF2OKlcLzYel+6F4N3z3AIy/G6zJolOFWkuN29ugUQ3Af1YUsbN3P56+4AKyvjzAusPl3DI+hbeuH8HCXUVUuXz83zm9sWplm3pJAvB4/ThCXEvWyi6rbvEx5FbUd0d85KvtXDoilZeuGoHb60erVtAz3kxmrJki/bUciLuY3/aVEWfWMLmbnoSiZRjH3AbVZfC/R8VnhSURV0Rfsr8sDPua+ZXOIzWH5PWuJDUnGRzppCINGtRKRVAq3tFiWyoVV2uGpGGw/9f6bTu+FD8A056EHmfW7bIaNGhVSty+4Gr82WU13PZlLr/OPY0e8fX1UUZmiPTkWLOWD2bGkrDhn6zu/X/c+OkKPD7xXl9ecoBuMUbev3kMqTJ7ROoKinaKloAjbmj6czR6SB4m7m7L4IjUiUUaNaiUCnwh5kOFgpZbmpI5CTa8LVpzfv9A0C7LlYswaFTUeBp+qftlTwV2hZFx3WO4cng82WXV3Prhtrr9Ly7ez6QeUTxz6UCg+QusS1JHotcoSY7Qk1cZevnM0LTIFh9D/6TgOl+frs/h0/U5gLhe/ebuiRRU1nDLexvYelQnRYUCnp8xgKn7/o2x6jCc+Uf45BoIBDDes4Ux3aNZFyYLfFh6JGa9/BonSc1NLqvppGLNOq4YFboLxfmDk4gx60LuO2V6K5z5J/GJ32BfpGgxepRYs5Zrx4den3lW33hizMEXrX0TLaRGGbh/Qixpi+6lcPCd3PzZ4brASK3DpdU88e1OHC6Zcih1Abu+A40REgef2PNSRzXeOluSOoFYs47LR4aeDy8YkkyMqYXmw7QxYE4IuSverGXO5O4h943vEYNFr+HCIcmkx1p44qeGRc2X7S/nuy25BPyh2/xKUleRGGHg/84JXfg4M9ZE9xZoQHCstGgDfRMtIffNndqbaKOW15cdDAqMgEj6vO+bbAqH3iPm4qxV0P0MyDwNld7MrBFpGDQNiy6rlQpuP60nBo0MjkhSc5PBkU7KqFNz75Te3Dq5O3qN+GfWqZVcM7Ybj5zfH+vJLDvxe8HXhPTjuD5w1WcQeVTQI2U43PCDqDdyFINWzW2Tu3PXGT0xasUEoFEpuHxUGn+bOYhIY3BwJCnCwAe3jOHMNCXY89lZqa2rQZIaZWDmsBRmDE4iyqjh5x0FlDbS6leSOo3d34lzrKlLamqljBStf/cvbJlxSVI7YNKpuW9qL26Z1L2uuKlOreS6cd34w3n9Tm4+PJrXDaGCFJFpcMP30G1i/TZLElz2LtrodK4Z143fnd0b05G5T61UcPHwFP512RCiTTqSo4x8tkEUb7Qa1Jw/OImZw1LIiBEZkW+tyqe4wtbgZSWpqzmtTxz/uHgQUUZxLisUcGafON67cTQJES2QXeX3BV0Px1v0vHndSKYNSKC2c3CEQcNfLujPOQOTKHO4+XBNVshDBQKww6bDM/kPBGz5MO4umPkKGGNIjTLwyW3j6JdUH3jJjDXxwS1j6j4HJElqXopAINSq167FZrMRERFBZWUlVmvnKnDm9voptDmpcfswaFXEWXToQ0ShG1VVJNL2188T66WHXwtJQ8CS2Pjz7AVQUwFKFRiiwRTTyDh9FNlcOOrGqW00Iu7L24Lq8xv5cMCr/G1xCY9dMACnx8eSPcVoVEqm9E+gyObkrH4J9Ixv+bsGUvPrzOdls6oqgmd6iZa8TelUc6yv74b0cTDz5eYfm9TpdOTz0nVknjml+bBWIAAVWbD7eziwSBRRHHEdRKSLzhNHqymH6lIxf+ojRIDkSHalx3dk7nP50GuVxJp0GHVi7vP7/Nz14Ub6JVvJiDHxvx2F1Hh8TOwZS6RRw1M/7OKzW0aQFBt5Cn8rUmfQkc/L5uLzByi0OalyedGqlMSYtVj0zVyPo6oYSnbD2rfA54RhV4ul5NYkAOxOD2UON06PH4teTYJFh0qlJKesmolPL2pwuAHJVh44uw9bcsrZnGOjR6SSy8f2ICXajEFbfw1cWuWivNpDIBAgwqgh3iKX00lSS5H5WJ2cVq0kLfoUostVRfDtXNj1Tf22Xd+KL1Oz5omLvHAsiccPoNSNU0XqCYxTZYyC6nIGJ2h5ZtYQ/rtoL9uOSlf8bms+5w1MZPqgRsYnSZ3BviP1fZJHnNzzk4aKL3eBQOjlcJLUSejUqlObD49WvBvmnRO8JG3NqzDzVeg3Qyxzq2WICtueXqNShe2splQpuXliOu+vyeVfP++p2/6/HYX0ijfz/BVDscji45IEgEqpIDnS0HIvUFUEPz4kOsPV2vWdyMC8fD5Yk7DoNSEDMkadikEpEWzNrW+/mxJpYO7U3tz94ca6otALgTdXF/DK1SM4vU8cWrUI3saYdS23HF6SpCByWY3UuLyNwYGRWlkrYe8vrT+eWpZEmPx7UtyH2F1gCwqM1Pp+WwE55TUhnixJnci+/0FsbzBEntzzk4eCPR9K9jbnqCSp86oug2/uaVirJxCAr+4UX6KaiR9V3dKao+0tqmLZ3mL0+hb8MihJUr2incGBkVq562DnN4RsP3VEtEnHozP6B91/uH5CBk//uLtBtyx/AO79aBNF9hZqMS5JUqNkcKSTq3J5KK1yHWn3dYLcDlj9avj9a14FR+nJD+5UqDQw+DI8MX35YmPDC8da76w8hNsrC9ZJnZTfD/sXieyPkxU/AJQakT0iSZ1cjcdLaZWL6lNp31tTBtmrQ+/zeaBg68kf+xgLjnS8COWjNTmUOmRdLalzqnaLc7XG00Kttk+E1yWuecNZ+xo4ihs9RP9kK5/MGceAZLHsKSPGyO5Ce8jH1nh8HC5t+RbEkiQ1JJfVdFIV1W52F9h5cfE+8iucjOwWxU2TupMeY0CrauIaa78PvI1kXnhqIHASQZfmYozG7zXi9IQucgVQ4/Yhy+pInVbBFvFFLXnYyR9DoxdFlA8uhTG3Nt/YJKkdqXZ7OVRSzUuL97G7wE7PeDN3nN6DzDgzZt0JXgr5jzPveZonY9HvD+BoJIjj9Mj5Tep87E4P+4sdvLhwH4dKHfRPtnL7aT3oFmsK2bmlVfh9jZ/XHmejmSMARq2aUZnRvHvTaKpdPiprGu+meFI3NSVJOmUyc6QTcri8fLgmi8tfW8XSPSXsLariw7XZnPfCMrblnEBle70VBl8Rfv/AS8AQvshqa4gyajh3UPi6JpeOTEXXVpOpJLW0A4tAbYC40G0MmyxxEBz6LXTHDUnq4Hz+AMv3ljD9P8v4dks+e4uq+GFbATP+u5yFOwtx+07wS4g+EqJDt+EFTi1YeRSlUsElw1PD7p82MJEIo6w5InUeLo+PH7cVcNGLy/nfzkL2FlXx1aY8zvv3MlYfKG27YKDWCENmh98/YCYYo5t0qBiTjrRoI7FmHfGW0HVElAroESebCUhSW5DBkU6ouMrFP3/a3WC72+fnwc+2UHIi6xh7Tgl9EWhOEFW6m5qF0kK0ahU3TMgg2qRtsK9PopmR3Zo2WUlSh3RgKSQMOPEWvsdKHATOCija3izDkqT2pNDm5MHPtoS8sfuHL7ZRbDvBtf2WBDj/eVCEuIQaPQdMcSc1zlD6J1sZkhrRYLtVr+bOM3o22tVNkjqa4ioXf/5qW4Pt/gA8+OkWCmzONhjVERkTRJblsUyxMOqmE56HE6w6/jZzUMh9d57Rk1hZgFWS2oScVTuhHXk2/GGC6/uKqqio8RAbJlrdQEQKXPcNbHgXNr4nUgsHXirS7yPTj/t0t9dHmcNDgABRRu3Jt01sRFqUkS/vGM+bvx3k+60FaFQK7jyjJzP7aDEqSqHa0OSIviR1GF4XZK2AIVee+rHi+oJKCweXiUCJJHUiZQ435dWhU9irXF6K7a6wHWPCSh0FcxbDwr9C7nrRuW3SA5A5KWRxZL8/QEmVC18ggFmnbnKL0QSrnlevGcnXm3N5d+Vh+iaYuHdsBD1jjehMMu1e6lzyK5w4PaEzGIvsLsodbpIi2qgIsTUFrv4CNr0PG94Bnxv6z4Rxd0BURsPHO23gsoNSJW4oHtMNTqFQML57DJ/dPo5nf97DjnwbyZEG7j2rF6MyojCd6HI/SZKahTzzOiHlcbpxnnCzzohUmPwgjLwBAoAxBtQNMzWOlVtezdsrDvHp+hy8vgDnDUrkjjN6kh5tRNGMLUMVCgXpMSb+OL0/t5/ek4hAJfqc31C8/w+ozBZ31qc8BomDxVIhSeoMctaB1wlJg0/9WCqtuCOWtUJc6ElSF3JS85HWCElD4JK3wF0lihqbQ2eMFNmcfL05jzd/O0hFtYdx3aP5/Tl96RFnqmvV2ZjECD03T+zO9YONqHZ+geqHF6G6FDImwlmPQkwvUTtIkjq4452KzXnteFIiUmDi72D4tRDwH7kePuZmo8cJpXvhl7/A4eVgjIVxd4mlN5aEuoeVVrlYureE91YeYkxmNLNHp9Mz3kxatAGTTi6Xk6S2IoMjnVC/JCsqpQJfiPSRvomWk1ujrFKLO2NNlFdRwxWvryK7rL6A1cfrcvh5RyFf3TWR9OgTvEvXBFq1kkS9B5a+BMufr9+Rsw7eng6XvgX9LxJRfEnq6A79BlozRGU2z/HiB8Den0VRuba+AJWkZhRj0hJj0obs7GLVq5ueSRmK3tpo0L2kysXvPtnMsn0lddsW7i5m6d4SPr9jPINTI5v0MsqaErTf3i1ad9fa+z/RrerGnyB15Mm+A0lqNxIj9Bg0Kmo8DbOiEq16oozHvzHX4lQqsISvdUfBVpg3rb5wc2U2/Ph/cGAhXPgSmGKx13h4cdE+3lp+CIANWRV1T3/l6uFMG5DY9oEgSeqiZM2RTijOrONP0/s12K5TK3nqksGtso5xye7ioMBIrfJqDx+sOoznRAvgNZWjGFb8O/S+Hx4Ee0HLvK4ktbZDy0RWVHMF+xIGis43xQ3rFUlSR5Zg1fOvy4agUh6b1g5PXzqEhFMJjhxHdll1UGCkltcf4LFvdlDe1Fa8FVnBgZFafi/88H8ik0SSOrh4i45/XNJwaadaqeBflw0hwdrO63A4SuH7B0J3tNrzE1SK1twlDjfzVhwKeYhHvtpOYVvWVpGkLk5mjnRCRp2ai4enMDQtkteWHiC3ooZRGdFcPbYbaVEtv1azyuXhq825Yff/sL2AmyZlEmdpgQyO0v0i1TEURwnUlIu0SEnqyLwuyFkDQ69uvmPG9QGFSiytiT/F7jeS1I4olQrGdI/hh3sn8eayA+zIt9M7wczNk7rTLcaIWtVy94kW7y4Ou2/94XKqXF6iQhQUb2DfwvD7cteB0y5S/CWpA9OqVUzpl8B3d0/k9WUH2F/sYFBKBDdOzCAtqnmXZLcIlw3yN4Xff2ARJA9lb6E9bOffIruLyhoviQ3rMEuS1ApkcKSTijBoGZau5dnLh+Dy+DHpVGhaqbOMWqlotJCUUatqcAev2WiOs1xHJX/lpU4gd70IkDRn8VSNAWJ6QNYqGHlj8x1XktoBg0ZF7wQLf71oENVuLwatCl0T6n2cKqsh/JyjVSmPWyOsTmP1slQaUMpEYKlzMOnUDEiJ4KlLBlPj8WHUqtGqO8jvt1IFSrXI6ApFawHAqG38WlTdUtfIkiQdVwf5tJFOlkGjJtKobbXACIBeo+aG8eHrINwwIZNoUwulRkamg84Sel/CAHlnTeocDq8QgcDmqjdSK76fKCAnSZ2UVq0k0qhtlcAIwOl94sPuu2BoMtHmJtZQ6HFW+H0DLhZFHyWpE9FpVEQatR0nMALiGrP/haH3KRTQ4wwAMmKNGMJ0bxyUEkGUSRZklaS20oE+caSOpG+ShYuHNVy+MqFHDKf1Dl3Rv1lYkmDWuyJyfzR9BMx8DUwt+NqS1FoOrxCBjOYuLhw/QKyJPrIuWpKkU5Ng0fGXCwY02J4WbeC+Kb0waJqYzWhJgOn/arg9Mh3O+KPoniNJUtvSmuCsRyAireG+6c+Klr5AvFXHi1cOa5BFHWHQ8K9ZQ1ruBqIkScelCATCrXrrOmw2GxEREVRWVmK1ylavzaW0ysXh0mo+XpeN2+vn0hGp9E4wE2dp4ZaDHifYcmHbZ1C4HTImQa+p4iKyva9XlerI8zIMvw/+kS7uFg++rHmPXVMBn1wNl7wJgy5t3mNLnYI8L0+czekhr6KGBetyKLQ5OWdgIiPSo0iKPMEaYE6bCFxuel/McX1nQPoYiEhtmYFLHYY8L9uZyhzIWg27vgFrKgy7SvxXX5/Z7PL4yK2o4evNeewttDO+Zyyn9Y4jJdLQ/murSFInJoMjyEmlU5NtSTsseV6Gkb8ZXp0M5/xDdJhpbl/eBr3PhenPNP+xpQ5PnpenJhAINM8XHzm3SUeR52U71cTztNk+FyRJOmVyWY3UucnJRupsslaBUgOxvVvm+HGy7ogktZRm+wIk5zZJav+aeJ7KwIgktR8yOCJJktSRZK2E2F6gamIhxxOVMACKdoolNpIkSZIkSZLURbT74Ehubi5XX301MTExGAwGBg0axLp16+r2BwIBHnnkEZKSkjAYDEyZMoW9e/e24Yg7rkAgQEFlDVtzKll7qIysUgfVrjDtyE6WqwpK90POWjiwBIr3iHXUkiQdXyAgMkfi+7fca8T3BwLiHJWkLsrvD5BfWcPWnAoxH5ZVU+1uhvmwIgtyN8KBxSIIaS889WNKUidkq/FwsMTBmoOl7My3UWx3tvWQmofXLT4HsteKebYiG3ye4MdUFUPhDlF8vWQPVJe3zVglqQtqYpn0tlFeXs6ECRM444wz+OGHH4iLi2Pv3r1ERUXVPebpp5/m3//+N++88w6ZmZn8+c9/Ztq0aezYsQO9voULf3YiPn+AbbmVzHlvHYU2FyD6rN86uTs3TswkxtwMlbMdpeJD/qs7oOyA2KZQwJAr4axHRTV+SZLCq8gCe75Y+tJSLElgiBIZKr2mttzrSFI75fX52ZxTwW3vbaC4SsyHGpWCO0/vybXju518J4minbDgOijeXb+t3wyY9ndRMFySJACKbE7+9v1Ovt6cR21lxB5xJl6/diTd48xtO7hT4bTD7u/gu7ngdohtOgtc+CL0PAu0Zig/BJ9cK+qL1ep1Nsx4AazJbTJsSepK2nXmyFNPPUVaWhrz5s1j9OjRZGZmcvbZZ9OjRw9AZDo8//zz/OlPf+LCCy9k8ODBvPvuu+Tl5fHll1+27eA7mLyKGma/vqouMALg9Qd4cfF+ft1VdOov4PNB2X5YcG19YATEnfBN78OaVxtGziVJCpa9Rvw3vm/LvYZCIbJHDq9sudeQpHYsr6KGq95YXRcYAfD4Ajz/616W7ys9uYOWHYIPrwgOjADs/AaW/ktmUErSES6vj5eX7OerTfWBEYD9xQ6ufmM1BZU1bTe4U1W6B764tT4wAuCyi6Bp2SGoKoKPrgwOjADs/Rl++pN4rCRJLapdB0e+/vprRo4cyaxZs4iPj2fYsGG8/vrrdfsPHjxIQUEBU6ZMqdsWERHBmDFjWLky/IW9y+XCZrMF/XR1K/aXUO32hdz3wi97KbKdYjqjowhK94kPfgClCqIy61sQrnkN7AWn9hpShybPyybIXi3OGX1Ey75OfH/IXQde1/EfK3VqXfG8XLirCKfHH3Lfc//bc3Lp/ZXZ4o5wKDu/huqyEz+m1GV15vOyyObig9VZIfflVTrJKqtu5RE1E7cDVr4EMT1AHxm8LxAQ++wFULg99PN3fAGO4hYfpiR1de16Wc2BAwd4+eWXmTt3Ln/4wx9Yu3Yt99xzD1qtluuuu46CAvFlOiEheDlGQkJC3b5QnnzySR577LEWHXtHszM/fDQ6t6IGjy98x+diu5O8Cie7CmwkRRjoGW8m0apHqTyq+nbAKy4MFQoqxz5IScYFbCxwoVcrGRwLcRv/g8HbOutJ8ytqOFjiILu8mp7xFtKiDMRbW3YJVrHdSU55DXsK7SRHGugRZyYpQi8rlB9FnpdNkLUS4lowa6RWwgDwuSF3A3Qb1/KvJ7VbXfG83J4X/ovmoVIH3kbmQ3uNh+IqF5uyK1ArlQxJiyDBrEMfKjBiiKL4zGfJ0fdizx4/KbEldI81ndTc0JJzjK32PWVVoFUrGZwaQZxFh1Hbri8hO7XOfF46PT5c3tDBSYCssmpGZ8ZQ4/ZSbHexJbcSj9fPsPQo7E4vO/IriTXr6JNoIdGqR61qH/eBixw+svo+wP6YatIiNGSqi0la/EB9NnVlFlQ1cpMw4KfaXsk3+7MYmBJBolXfPEveJUkK0q5nNr/fz8iRI/n73/8OwLBhw9i2bRuvvPIK11133Ukf9+GHH2bu3Ll1f7bZbKSlpZ3yeDuyIWnh70R3izGiUYe+wMqrqGHOe+vYllt/MRlp1DD/pjEMSLbWX5gp1RDTg5KzX+T57J7Mn3e47vFqpYJ/nHc/56ijaOmVpLsL7Fx9TLp0z3gz864fRVq0sUVeM7e8mlveXceOowJQ0SYt828aQ78kiwyQHCHPy+NwVUHRDuh+esu/VlQmaAyQtUIGR7q4rnheDkuPYsH6nJD7esab0ahDf9kqc7h4fekBXl5Sv3RUqYAnZg5idkIPgj7pdRZyZ37Jzd9XsLOg/i55jEnL/JvH0Dex6XNDbkUNt7yzNsQcM5p+SdZTmmNKHS5eWrSPN387VLdNpVTw1wsHMmNIEha95qSPLZ28znxeGrQqjFpV2GzmzFgzVU4PP2wr4OHPtwLw3yuH89DnW1h1oD4Dy6RV8dYNoxieFhX2nG0t2WXVXD9vA/uL65fTxFt0vD/rfXp9fwVUHIaYXmBppKaIUk1WtYr/+0y859N6xfH0rMEktPDNPUnqatpHODWMpKQk+vcP7srQr18/srLEhURiYiIAhYXB1d4LCwvr9oWi0+mwWq1BP13dqIxoIgyhL3IeOLsP8ZaGH74Ol4cnvt0RFBgBqKj2cO1ba8ivPCoTxJQAcf1ZyWDmbygJerzXH+CBb7PIqWmh1qRHFFTWcMO8NUGBEYB9RVU89NkWKmvczf6adqeHR77aHnTRClDmcHPdvDUUVHaS6uvNQJ6Xx5G7HgL+1skcUaogrj8cWt7yryW1a13xvJzUKxaLLvS9o99P60NsmLu1m7MrgwIjAP4A/OHzrXjNyRDXp267bfjt/Pm3GnYWOIIeX+pwc91bayho4lJWu9PDX77eFnqOeWtt8Dx8EtYfKg8KjIAo4P6HL7Z23OUNnUBnPi/jLTpunJAZcl9mrInUKAM5FTX8/tMteP0Bzh6QwNI9xUGBEQCH23dC51JLqah287sFm4ICIwBFdhc3fFFA4cS/ijl3zK1gSYTUUSGP4xxwOR/vqL9+XbK3mLdXHMLjCx1EkiTp5LTr4MiECRPYvTu4eNmePXvo1q0bAJmZmSQmJvLrr7/W7bfZbKxevZpx4+TdzhOREmng4zlj6RFnqttm0Kj40/R+TOwVG/I5JVVuftweOgWwzOHmcOlRE4FSSamhGy+uDt+O7MM1Wfj94dOVT1WBzUlemAvF5ftLKatq/uBIaZWbhbtDF7QttrvIrejAhcWk1pWzBrSm1utqkTBA1DjxNXM7b0lq51IiDXx061gyYuqzCU1aFY9dMIBRGdEhn1NZ4+G/i/aFPeYzq6oJXP4BpI0GoDT9HBbtDV1npMjuIq+iaV/oSqvc/LIzzBxT5SK3/OTnmHKHu9H39M6KQ3h94Zc/SNLJ0KpVXD8+gxvGZ6A+ann2sLRI3rlxNLFmHe+vqs8+PndgEl9szA15LKfHz8bsipYecqNKHW7WHAx97ZtTXkOxqTdc+RlEZYApFi6dF5whqlDiGnAFW3rfxXvrg2uOvLfyMMX25r92laSurF0vq7n//vsZP348f//737nssstYs2YNr732Gq+99hoACoWC++67jyeeeIJevXrVtfJNTk7moosuatvBtye2PCjYCvsWQmQa9DlXtAPTGOoeolAo6Jtk5aM54yh1uHB7/USbtMRbdGjVqpCHdXr8NBbLKLIHZ2h4FJoG246WVVaDx+9Hpwz9eqeqorrxbjg1nuaPvtd4fEHV1o9V3MjfhyQFyV4Lsb1B0Uox7cSBsPFdKNgCKcNb5zUlqaVVZItAY9YaiO8DPc4Eayqo6i+HlEoFA5Ij+OS2cZQ53Li9fmJMWuIamQ/dXn+jn+cbsiuoOmsUllnvQHUZTnccgUD4+gIlVU2bG5zexueYph6nVl5FDZtzKlh9oIxzByVSZAv//NyKGtw+f7up6SB1HrEWHb+f1ofrJ2RQWePBoFURY9IRbdLi8vrIPirop1QoGr1+yy51hN3XGmrCLA+qVaGKhh59Rac4ENfps94GRwm47JT6jLyxsYrXPzyE95iL7iqXF48MUEpSs2rXwZFRo0bxxRdf8PDDD/P444+TmZnJ888/z1VXXVX3mAcffBCHw8GcOXOoqKhg4sSJ/Pjjj+j1cg0eABVZ8M4FUH6wftv//gyXvQs9p4Im+O8pzqIjztK0Ak9mvRqrQY2tJvSd5Z7xwRVEzDoNw9Ij+TXMXa7JvWPRhbnwbA6pUYaw+/QaJdZmXjvt9wdQKRWYdWqqXKH/jroflakjSWEFAuILXe9zWu81Y3qBWgeHl8vgiNQ5FO+Gt88TXzpqqfVw7Vcilf2YwHy8RR9ySWkoZr2Kkd2iwi41mdAjVhQw1SeDNRlLeTUmrQpHmC9OGTFNmxssOnWjc0xmbNPnmIMlDq54bSWFRwIibq+fwakRFOwIncUysWccBk3LzdlS12bUqekWYnmbTq1icq84Fu8WWRTl1W6x1CZMllSvBDPlNjtRVkuLjjecCIMGnVoZtshsUpSpPjBSyxAlfoCd+0p4eeX+kM/NiDFi0MpzUJKaU7sP959//vls3boVp9PJzp07ueWWW4L2KxQKHn/8cQoKCnA6nfzyyy/07t27jUbbzrgd8PMjwYEREHULFlzfeFXsJkiw6LjvrNB/12O7R5N4TJEos17N3Km9UYaoDRdp1DC1f0LDHc0oxqQL+xq3Tu7R5KBQUxXanLy8eB/Xjc8IuX9iz9hmf02pkyo7ADXlENvn+I9tLiqNqG9yaFnrvaYktRRHCXw+JzgwAuB1wodXgD3/lA5v0Ki5/fQeaFQNJzizTs3M4Smojpr84i067jyjZ8hjnda76XNDvFXHXWeGPs7EnjHEW5t2nMpqNw99tqUuMALw1aZcZo9OD1raUMuqVzN9cJIsKC61ian9E4g0ihtaH67J4o7Te4R8XM94MxU1XvYVV7Xm8ILEWXTcNDF0DZVzByYSY2q83l7PeHPYIOcfzuvX5ACuJElN0+6DI9IpcBTDrq9D7/N7RZr+KVCrlFw0LJnHLhhA1JFJSqNScNnIVJ67fGjIFmPd48x8cMtYuh/1QT+xZzTf3jWBaJO2RWuORJm0PHHRQK4d1w3dkcrlVr2ah87pK7bV3gHz+URgyX9qqYqFdhdfbMwj0qjhvim96grealVKLhmewhMXDSTaJIMjUhPkrhf/jWvF4AhA4mA4vELWHZE6vupSyN8Uel9NOVSG7k5zIrrFGPl4zjj6JNTfoR6WHsmC28aRFhXcDU2rVnH5qDT+NL0fU/vHc9WYdM4flMh1Y7vx1CVDiD7OF6ZaGpWKWSNT+fP5/YPmmNmj0nj+8mFEa33gPX5NgrJqD6sPNixo+c6KQ7xwxbCgTNAR3aJYcNt40hrJxpSkZuWpDvo9To0ysODWcYzJjGJ7no04i47HLxxQF1RUKRWc3T+BP03vx9+/38nbK3Nxu9pmGbNeo+LGiZn8flrvukLPOrWS68dn8JcLBmDWqalx+8Je/yZa9bx302jOGZBYd3MxwarjP7OHMaZ76BpIkiSdvHa9rEY6RX4v+BtZ61gTuhjciYg26bh6TDpT+yfgcHnRa1TEWrQYNKF/tQwaFWO7x/DxreOorPGgUymwu328suQAB0sdjM6I5qJhKaREGlpkHXOCVc8fzuvHLZO64/T4MOnUxFt04rXcDrEMad1bULIHUkfDkNmiAKbqxE+VGrf4Qvm373YyuVcsj10wAI1KiUIBv+4sxBEmDVqSGshZCxGpoGvltODEwbDxPcjfDKkjWve1Jak5+Y4TIHDZG9/fBFq1iuHdonj/ljFU1nhQApFGLVFhAh0RBpExaXd6WXe4jIwYE7PHpmPVn9h8E2PScf24bpw7MBGHy4tRqyJJUYZy/+ew9RPQWmDMHJEJZgpdYN3tDX2tsHhPMYdKHfx79jCMWjUqJUQawr8nSWpWlbkie3HLJ6Ig+eg5EN8PhSmWXgkWXr1mJOXVHvx+HwvW5fDgtD5Hfk8V/LavhDve30C120dZjRePz0db/dbGmnXMmdyDi4alUO3yYdCqsOjV5Fc6+fevezlU6mBMZjQXDk0hNcoYlGUGkBpl5JnLBlPm6Ivb68esU5Ng1cvMLUlqATI40plpLRDTA0pDr1UkfUyzvIxKpSQ58sTuIMVZdFj1an7eUcg9H22sKyi3fF8pry49wMdzxjIoNbJZxncsvUZFWnTwXTx8bti/ED65Viw7AjiwGFb+B677FlJHnvDrJEcaUCpEK8ele0tYurc+ndusE0uMJKlJsteIYqytLbYXqA1wcLEMjkgdmz5S/DgrGu5TKCC6e7O9VKxZF7bd79F25tu5/LWVVB+pO7J8XykfrMni31cM4+z+CfXZjE0QNA9X5sA7M8RyvLoX+wqGXQtTHg0ZILEaNMSZdQ1a3QMcKq3GqFU3qCMmSS2qMgfevSD4Gnbn1zD0apj6GJhiiTRqiTRqcbmcxBuV/P7TLSEPNb1fFCajMeS+1qJRKUmJFGNweXz8uL2A+z7eFHT9+8qSA3xy6zgGpkQ0eL5Zp8Gsa97aeJIkNSSX1XRmlgQ495+h9/U4S1Tob0NFVS4eWLC5QaX9arePuZ9sPuEq+6fEXghf3FofGKnlqYHPbxH7T1CMScuNE0KvM31gWu8mrwWXujiPEwq3t269kVpKtehac2BJ67+2JDUnSxJMeSz0vpE3gimuVYdTUuVi7ieb6gIjtQIBeGDB5pBBiibxeWD1a8GBkVob34Wygw23AwkWPX86v1/IfTOHJRNrlpkiUivyeWDNG6Fv7m2a3+D3W6fTc9Ok7phDFHBNtOo5o29iS430pBTZXTz46ZaQ17+/a+3rX0mSgsjgSGeXNgau/x6Shoo/G6LgjD/CRS+FTa9tLQeLHWGrd+8tqqKiuhV7t1dkiWU1oZQdEOvVw3GUQFVRg7oMZr2G20/vwd9nDqwrTpsRY+Slq4Zz0dAUNCpZYVxqgoIt4Pe0TeYIiM+OrJXgDt2FQ5I6BJUa+l8IV3wAMUcKmFoS4bxn4LSHQW9t1eGUO9zsLQpdJNLl9XOw5CTbjzpKYNN7ofclDxd346uKRG2toyiVCs7oE8/bN4yid4LIEIk1a/nT9H788bz+RBplcERqRY7i8L/HABvebbApPcbMl7eN5ux+sSgVovbOrGEJfHLLSFJiG2ZinLRA4Kjrvsbb9IZzoKQq7PXv7kI7FdWeUxmhJEmnQC6r6ex0ZsiYAFd/JrIglCowJUA7+GLuPU5v9mP7ubco/3EmomMzSgBs+bDnR1j7OnhdMOBiGH6NqFFyRIxZx+zR6ZzVLwGvL4BWrZQdaqQTk7MOVFqIymib108eJn7Hs1ZAzyltMwZJag7GKOg7XSyT9LpFZpQlsWEbzVbgO/aW8THcYb44HV9A3HU/mtYMF/wHyvbDsn/Coidg4CUw7Oqg+cpq0HB6n3gGpkTg8vhRqxTEmXUoQ7WYk6SWduzv8dE8NSJIcdS5q1Kr6ZkUxbOXDqSyxoNCAVFGHQZDMxYOtuXBru9h3ZtiOfagy2Do7KDzqCmOd377WvP6V5KkIDI40lW0cZZIKD3izXU1OY6VHKEnytCKd6qiMkTr0lCTsTkeDMdUBLfnwyfXQc7q+m1LnxZpyzf+DFHd6jYrFAoSrLLVmnSScteLegiqNlprHJEmlhzs+1UGR6TOwdyybeObIsqgJSlCT36ls8E+lVJx8vU9DFHQ9wLY/H79tvOehhX/gbwN9duWPCXuvt/0c4Mvdk2plyJJLUofBf0uEAXBQxl2Vdigptlkwhy68+2pseXDR1dC3sb6bYv/DhvegRt/PKEASe8ES9jr39QoQ12bYkmSWp9cViO1mVizjvum9GqwXaGAv188iISIVgwomOLhzEcablco4Pznxd3Fo+VtDg6M1LIXwJrXm9Q6UZKaJHdd2y2pAXEOpIwQWVKSJDWLhAg9/7h4EKGSMu49q+fJByg0Bpj8OxEkARH49ziDAyO17Pmwbl7jd+glqS1oDTBpbv3v8dHSx0J8/9YfU/bq4MBILVsubHjvhFrex5h13HNmw+tfpQL+PnOQvKEmSW1IBkekNmPSqblmXAZv3zCK4emRJFh1nD84kZVzxzApwS3SF72tVJRKaxRLYq75EtLHieJ9vc6GmxdB5mmgPOpU8brFnYJwti1ovEaJJDVVdRmUHxJdY9pSyihReydc5ytJkk7YqMxovr5rIlP7x5Ng1XF671iW3D2M24cbMLlOvp4B0d3hlkUw+lboez7s/Sn8Y7d+IucrqX2KyhS/x2NuE63sY3vDef+CS99ueMOqpXlqRGZwOFs+huqS8PuPYdapuW58BvOOuv6d2j+eb+6ayMiMYwJCTrtoaWzLk4FMSWoFclmN1KaijFpO7xPP0LRIfD4fUTVZKBfOhT3fg0on1kSPuwsi01p+MIYo6HGGqLHgqQGtKXSRPoWy8SUOSnWbrGGXOqHau71tmTkCkDRE1D3Z/QOMv6ttxyJJnYRRq2ZgSgTPXT4Uj6uGiKqDKP93OxxeBvoIGDUHRlwP1qQTO7BCAdGZMPWv4LLBt/eFf6xSDcj5SmqH6n6PH4eJ94trL1NcG11fKY6cK2EoVZzoeRRl0nJGn3iGpUXi8vox6VTBrXq9HijbC788Bvt+EdekI26A0XMgIuXk3oYkScclM0ekdiHSqCXGnYvyjTNh51ciOu6ugtWviD73lTmtNxhDpLgYDde9QKWGkTeFf/6wa8HYum0hpU4qd4MopmhJbttxaPQiaLjzm7YdhyR1Qmadhqiq/WL+O7gY/D6RNbbkH7DgupNqJQ+ARgfmONGqOJxh17bLmmSSVEetE5ki5vi2u/Gk0cOom8PvH379SbcDjzRqSbDqgwMjAGX74LUzxJJWvxeclbD8eXh/lqh/IklSi5DBEal98NTAb8+LgMixyg7AoeWtPqRGxfeDvjMabo/pKQqFtYNuQFInkLdB/E61h0yktLFizfXJflGTJCm06nL48Q/iC9CxsleLLjOnInEQ9D6n4fbY3jDkiiN3vSVJalTiEOh5dsPtcX1h0KXBy69PlcsOC/8K3oYFmynaDgVbmu+1JEkKIpfVSCIC7a4SafPmONAYm+e4Po8oUOp1iiJx5kSRdRFKTUXj66K3fQoDLhJ3EI5hd3ooc7jxBwJYdBpiW6NVrjkezn8WRlwrslu8LhgyG7qf0fR0R3c1OIpFOzit+cRTp6XOL3cDZE5u61EIaWPExd/Or2H0LW09GklqOTXlYk4K+MXyllPNrHDZRV0Pn0dkJB7bLcddJVplh7N/EfaEUZRXe/D5/Vj0mhMr2GqOhwv+DXmbYPWr4HPB0KtEPa3mSs/3uqCqUPxXYxR1u5rzy6IkNcXR17OmOFFPrjH2QrH0TKUBYyzoGukSZUmAC/8rirKueU1cuw27GjImHfc8cnp8lFS5cHv9GLQqEq16FI3d9HDaRIe4cLZ9Br2nNf7eJEk6KTI40pXVVMCBRfDTH0W1bZUGBl0OZ/zh1C+Yqgph7Zuw6iVxYaiPhAn3wfCrQ6ceKlUiQEBR6OPpo0Le3Tpc6uCv3+7g111FBALQI87MExcNYEhaJEZtC/96m+NF0dZuE8RFtM7S9OdW5sDCJ0TQx+cR7VLPfgK6ny6W9UiSLU+cRzFtXIy1lt4KycNhyycyOCJ1ToEAFO+G738Hh34T25KGwvnPQeJA8YXrRJUfEnPs7u/FPBHTE857BtJGHZnzELUUNAaRQXmsyG4c6n0Dj3+4kUV7igkEoFe8mScuGsjgtEgMmiZmfZgTxJepjIknPl8dj70Alr8A6+eJ92CKhdMehgEzwRTTfK8jSeHUVMDBJeJcq8wW17MDL4Uz/ySKuR7LVSWysr5/QGQnK1XQ53w4+68Q1S3861gSoM85kDmpyedRQaWTFxft45N12bi8fuIsOn4/rQ9T+yUQZQrzmaJQikBNqMwREDXyfN7wNxwlSTppMqzflR1YBAuuF4EREF/SN80XfdxPJXXeZYdf/wZLnhL/D+CsgF//Asv/LTImjmWKgzG3hz/m6JsbFMPKq6jh8ldX8ctOERgB2F9cxZVvrGZPYYjlOS1FazqxC017AXxwBWz+sL7yeGW2WFt+aFnLjFHqeGpbBrZ1p5qjZZ4GOWvExaQkdTYVh+GtafWBEYD8TTDvHCg7dOLHq8yBd2bArm/FFymA0n0wfyYUbK9/nCkWhl0T8hC5Z7/GZe/sYOHu4rp5bm9RFbNfX8X+opOY5050vjqe6jL45j5xI6Q2uOMoEQGmTR/I7hpS6zi8HD65VlxLgfi92/whfHC5uOY6Vv5mmH9x/Vzm94l6d+9eIG5MHE8Tz6NSh4u5n2zkvVWHcXnFZ0Cx3cWDn27hh20F+PyB0E80xcPIRmqcZE6G8oPHH6ckSSdMBke6Kls+/Pzn0PvyN4mLxJNVVQSb3gu9b/XL4AiRHaJQQL8ZIj3xWOPuFHfbjrHuUBkFtoZR9UAAnvx+JxXV7hMdeesoOwiFW0Pv++mPoSdyqevJ2yTuDhnbUbHE9LHibveGMOe3JHVUfj9s/VQE8o/ldR2piRUis6MxuRugIqvh9kAAfv6jCCyAWC464V5Ru+Bo8f1ZaYuhyN6wpb0/AE/9uAtbTRsHH6qKYM8PofctfUrOZ1LLsxeIa6dQCrc1DOY7SuGnP4R+fPkhyG++eh4FlU5W7C8Lue+Zn3dTGOIaFhB160ZcJzLXjjX+bhHAXf5C6GwzSZJOiczH6qo8jvoI+9F0VipH3UtpIJnq3EoiDBpizVoMJ7BExVdVhKr2LlmDnR5RfC4qo+E+axJc8iaU7hUXqVojDL5cLDkxRjd4+MJdYZbgABuzKqjx+Ihs8qhbUc6a8PsqDoMnRGaN1PW0p2KstdR6kT2ycT6c/jCoT2KZgSS1Rx4H7A+zxl8fQWXcCErL3VR73UQYNMRZdOiPt6SlsZoBueuCv9hEpMI1X0DBVtEVypyAf8QN/PJt+CzODYfLcbi9WA2NtJZvaaWNFIt12cFVCaS12nCkzsPp8VFkd2Gr8WDQqog1aYkwhphz3NWNZ1Fkr4Zu4+v/7KkRNwHD2b9QLJ1pBrsL7GH3lTncOFwhijDX0pph8gOiJsrBZWKZTY8z4eBSWPUyRHcX55jG0CxjlSRJkMGRrkqlFXervEfdkTJEkTPzCx5a4uS3XzYDoFUpuXZcN249rQdxxyl06vMH2FVgI8alIbGxB2r04fdZEsRPxsTjvoW06PCFtmLNWlTt6Uvl0ayN1HNR60HZhhe6UvsQCIhlNT2ntvVIGuo7HXZ/JwrCDZ3d1qORpOah0oZumW2MIWfmFzy4yMGKb8VyG51ayQ0TMrh5YvewBcB9/gCBiLTwF1mmuIYFS63J4udIoUUlkBYV/stVrEWHWtnG89zxaoqoG5nvJSmMkioXby47wFvLD9UtRxnXPZqnLx3S8NpPpQlfswcaXnMplSIrs6Y89OMj009x9PXiGimcrFSATt1IgFWtg62fQfZKkUFiz4cN79Zft5viTq4OkiRJjZLLaroqUxwMDv5iU3z6U8z5wcZvR6UAun1+3vjtIPOWH8Tt9TV6yNwjNUA2l2lERDuUxMEn3Qv+WBcOTQl7U33Oad2PG8xpM6mjQnbdAcS6c3Pz/P1IHZgtV3S3CLGcrM1Fpovf4eUviKUIktQZqHUw9o4Gm4vOeIYbvqlgxYH6L1Iur59Xlhxg/urDeHyh58XcihrykqaKwoqhjL0LTAmh9x1l1sgQxSSPuO20HsRZ2jj4EJEWfk7vfiYY5XwmnRiPz8f7q7N4ecmBusAIwMoDZdzw9lqKjl2KYo6HYdeGPphaJzqtHc2UAOPuCv14hRL6nHsKow+WFmPEaggdIp3aL4FIYyP3qNU6GH+nWDa050c4sDj4hubEubKAvyS1ABkc6ao0BjjtQUgZJf6s1pFv7s+O/NAF3uYtP0ShreG656P9sqOQKpeXxxeXknPOWw3bFUakwqy3T70t4hHJEXqev2woqmPunJ07MJHpg5Ibb5PWlixJcNWChqmQqWNg0lx5p00S9UagfQZHAAZdBsU7RfaIJHUWMT1g6l/rl7JpjOTqe7E3TOHTN5YdpCjMvPjTtgKeXeOg9NxXGxQTd/c8B8+gy5rU6jYl0sAzs4Y0mOdmDEliSr/jB1danDUZrv5M3Ik/WkxPmPE8GCLaZFhSx1Voc/H60tBFv/cVVZFTcUyGiFoHE++D9HFiKUptQFKthys/EUu2j6ZSiRa8Pc8+ZrsGLntX/E43k2qXl2cuHYJZF/wZ0CfBwpVj0qlyNrKsBkS3uimPNVxeO+Z2SB3ZbOOUJKmeXFbTxfj8AYpsTvJtTlxuHYMvfhdDdR7Kkt1kOU1hn1fj8VHtDv8h7vcHWHNIZJzkVtRw1VcKnpn2GWnebDQV+/FE9yEqvT+66PB3wU6UUafm7AEJLEo/jQ1ZFdicHkZlRJNg1RMdrj1aawoERBqkPR+clRDZTRTXNERA2ji4Y7VY92ovhNQR4g6cOb6tRy21B/mbjxRjbadtMOP7ibtxvzwq7rLpzG09Ikk6YXanh9IqNznl1Zh1ahIi9CQMvx5l3+lweAWo9Rx0he9IUeXy4nA3zBzx+v2sPVTGzzvKcXlTmHv5EiJKN6FyVVKTOJJVJXomEElSiGMey6RTc96gREZlRLHhcDlVLi+jM6OJt+jDtwE9FdVl4CgW2WvGGHGTw9LIQlmFAhIGwa3LoGiHKGiZOAiiM8WNAEk6QTVuH1WN1OI4UFzF8PRjgnEqLZz3T6jMBX2EWL5tjBW/v6GWnlgSYebLojNN9mox36aOBHMiDr+aklIHOeU1GDQqEiP0JFj1DQKUTbGrwM685Yd4ZtYQSqtcFNld9Iw3Y3d6ueejTSy4bVzjBzBEwsibRMOCwyvA7xX1U8wJMmtEklqIDI50IV6fn03ZFcx5bz1lDtHJRamAWyd359bTZpFU7Aj7XI1K0WhRVqVSQd9ECz9uE5XpD5dWM+uDLGJMWmLNQ7Dq1bzSM47mXuhi0KpJj1GTHhM+sNMm/H5RJf2Dy0RwBMRF5JDZ4i6AOR6iuokfSTpW/maxNK29Zj8BjLoFvr5TBEim/6utRyNJJ6TE7uS5X/bywZqsuha5cWYdb1w3koEp3VHF9AAg5UBp2GPo1EoMIYqyqpVK+iZa+HlHIT/squCHXRWkRSdj0KRxuLSMHnFmzhzW9MRdo1ZNtxg13Vp6nrPliba8e3+q3xbdXdx9b6yluFIJkWniR5JOkV6jQqdWBi2pOVpq1DE1RyqyYcH1oshxraQhcNn8xouGm2LFT9Lguk2lDhdvLN3Ha8sO1LXZjTRqeOXqEQzvFolWdZwizMdIiTSwNbeS2+avJ8GqI9KgJa+iBrvLi1YV+vOjAb1F/Bz5TJIkqWXJZTVdSH6lk6vfXF0XGAHRDvDlJQf4YVsBKZF6UqNCV72eOSyFWHPjd6kuHJqMRhX8Za7U4WZ3oZ0bJ2US00hhqk7HlgvvzKgPjIDIJNn0Aax7C3zHSaWUurb8TRDdzi+ELIkw4iZY+4Zs7St1KD5/gC825vH+6vrACEBxlYsrX19F3lFp+91ijCRaQy91nDUiNWxtq5nDU4KKpWaX1bCnsAqX1899U3oR3d7mQ3c1LPxbcGAERBvU+ReLwIkktYI4i47LRoYOtCVYdXSLOSo4Ul0GX94eHBgBcYPh0xvAUXJCr71sTwkvL9lfFxgBqKj2cO2ba8ivCNN2txHdYkx1nx+FNhe7C+3Yj2TFzBoZ/vNDkqS2I4MjXcjSPcU4PaEj8f/+dS8qpYJ3bhhNRkxwVP6svvHMndoH43Ha+aZEGph3/aig4lNqpYL7zurFmMyGrXg7tfxN4KwIvW/VS1BV0JqjkToSeyFUFXaMu0R9zoU+58HXd8OK/8oCrVKHUGR38vKS0C1oHW4f6w/XF19NjDAw/+bRpB/TIePs/gncfVavsO18kyMMvHX9KKz64Pnwd1N7MyqjHc6HjiLY8lHofRVZUJnduuORuiy9RsVdZ/bk7AHBNXXSog28f/MYkiKOuolXXQKHloU+UO66EwqOFNudPP/LnpD73D4/P20/8eu2xAg9H80ZE/Lz455GPj8kSWo7cllNF7K7MHxLwPxKJ25fgB7xZj65dRxFdhfl1W6SIgzEmLTHX9vs96OtymOsJocfb+xDvluPy68kNdpMjFmLSdcGv2q2fCjbD4XbISoD4vuLorCtsVShdF/4fc5K8LnD75e6toIt4r/tPXMExLk05jZR+O7nP8Lmj2D4tZA2WnS1MUS176VBUpfk9QWCMiiPdWwB1p7xFhbcNo5iu4uK2nnRrCXSGGZedFaiqypivG8vP94yUMyHXkiNMRNr0mI81fnQ7xfZiYXbROAicfCRGh+N1AY5Hne1qGcQTmUuyFUzUitJsOr55yWDeXCam4LKGiKNWuIsOhKOzeJyhb+uFfttTX5Nry9ATnmYdsDArvzjvNbRqoqgMgdy1pJhTuDXm4aS440g1+YVnx9GJZGeAtiyVtxISx8rWokfrzW2JEktTgZHupDh6VG8u/JwyH094kzoVCKRKN6qJz5MGnFIfj8UbIZ3L0LtrCAZSFZpIK4vXPEB6JqvZ3yTlR+C92aKlOBahii47htIGNjyX9gSB4ffZ06QHWmk8PI3i4r7x3Z7aq8UShh5oyjQunUB/PgQBI4UqVRpRUAyeTgMuEhkmSjlnTKpbWnVSlIiDeQe2/XiiCGpDTusJFj1Db+YhVJdBqtegaVPoYb6+XDCXEi5DXTG4x2hcX6/+Ix470IRaK8V1weu+lQEJU+GzgwaI3iqQ++Pyjy540rSSYowaokwaukZ30jBb32kuJ47en3c0Y7totQIrUZJ7wQLO/JDB1SanPFly4NPb4SslXWbNGo9mbM/IjNzAvg9YvnaZzcHByR7nwszXgBLB5n7JamTkstqupBRGVFEGTUh9/3fOX2JPdm1j/Y8mH9J8DISnwcKtsJ3c4Mv4FpDTTl8dWdwYKR2+/uXBtcBaSlxfcWXwlBOf0hW8ZfC6wjFWENJGABT/gKzP4bz/gWnPQQjbhDByPxN8PHV8OppULSzrUcqdXEJVj0PTOsdcl+cRcfAlFNoP1u0A5Y+FbzN5xHbCrae/HFr2fPg/YsbzqvFu+H734Oz6XfKg5gTRRZYKImDISLl5I4rSS3JFAcDLg69r/e5ouBqE8WYdPzfOX1C7rMa1Ezq1YRjeV2w/N9BgRGx3XmkQH9effDk2EytPT/Alo/l8lRJamMyONKFpEQZ+eTWcfRLqm9NaNWreeKigYw+lZogFVlQHaai/75fTrgg1ilzlMKh38T/q3XQ/QzofY5IObYXiHTklhaRAtd+DSkj6rdpTXDWo9Dvgo73xVdqPfmbRYp8R6XRi7vYGRNF+8HRc+D85+G8Z0SK8xtnweGVxz2MJLWk03vH8+fz+2PS1mcyDUyx8tGcsSRHhi5MflxuByx/Ifz+5c+Dqyr8/qYoPySyUxQKsXytz7kQeyTQs/enk59v1VoYezuMuyu49Wn3M0QGqGwzL7VHeitM+xsMvqI+K1GhhAGXwPnPnlDmCMDIjCj+M3tYUO28XvFmPp4zjpQwDQuCVBXBhndC7/O5IWuVmOMDYQIgK/8rao5JktRm2vWymr/85S889thjQdv69OnDrl27AHA6nfzud7/jo48+wuVyMW3aNF566SUSEmRKWji9EizMv2kMpQ43bq+fKKOGeKsejaqJcTK/H2w5sH8RZK8RF2c6S/jHBwIiYn6iKnIge5V4nZge0P9CsCaDpgmTk/dIqvSY26D7abB/obggPfPPQOD4a1RPkMfrJ6+yhl93FrGzwMbIblFM6BlLSnR3FFcuEAXDvE4xSZsTRMBGkkJx2qDiMAy8pK1H0vzi+oqMkoWPiztocxZ3jKKzUqcUZdJy7bh0zhmQQHm1B51GSYxJS7TpJD6fbXmQv0UERxr7YlNVKO4s6xpZJmAvgMIdsONL0EfA4MtFFqIh8sgxiqDnFDG/HV4hgv0jrhN1tX7+8wnPt0fPX7sKbFw6+A6GDr8JjceOQmsSd95rX1uS2iNLkmgnf/r/ies7nUVklDR2bXoUm9NDQYWTrzblUlzl4pwBiXxz10RqXD6UKgXRJi2xTe0u5feEX5oGULIXkofC5fPh5z+JYOfRHMXic2TFfyFluMiAPrxCtNLudwFYU8QNCEmSWky7Do4ADBgwgF9++aXuz2p1/ZDvv/9+vvvuOxYsWEBERAR33XUXF198McuXL2+LoXYYMWbdybfVLdoBb59Xn9KrVMLQq8I/Xh8BOuuJvUbpfvEa9qMqgy96Ai5/H3qcefzggj4Cxt8t7h58OLt+++YPIWkIzAoT1T8JPn+AjdnlXPPmGlxecSdgwbocrAY1n9w6jr6JMbLAltR0hdvFf6O7t+04WopGD2f8Eb5/AD65VgRIVKGX+klSS9OoVKREGUk5sZvLwSqzRX2rkr1wzRei9k7+5tCPzZzc+Bc2Wx58dCXkbazftuLf4pwZfYsIsCcOgkGXwodX1Kflb/lYfBm8+HUx/zWRzx9gU04FV7+xum7++uTI/PXxnHH0iz3BuVuS2orO3HjQMQy708Nn63N47Jsddds+WZdD7wQzb98w+sSzyDQmMX8fu6y7Vlwf0d1NpYWLXobPbhJLvmuljIRd34rzfMF1Ihhaa+ETcMWH0P10keklSVKLaPfLatRqNYmJiXU/sbFizV9lZSVvvvkmzz77LGeeeSYjRoxg3rx5rFixglWrVrXxqDspe5HoG18XGFFB3/NFG7UeZ4Z+zmknWF+jpgK+nRscGAHw+8REcez2UMyJovBjqPTm/M2w6QPwNVKV/wQU2pzMeW993YVlLVuNl3s+3EhJlatZXkfqIgq2glITvl5NZ6A1waTfidojjS1BkKT2zuuEZc+JwEh8f5Hx0fsc8Tt+LI0RRt0S/kuNzwfr3wkOjNRa9DfR+QLEvPvd7xrWK3AUw+J/nFCx70Kbk1vDzF93f7iRYrucv6TOrdDmDAqM1NpTWMXryw7g9vpO7ICWBJj299D74vuJzLGacpFF9tuzMOL6+v0KhbixF/DD0n8GB0ZAnPMLrm3adbAkSSet3QdH9u7dS3JyMt27d+eqq64iKysLgPXr1+PxeJgyZUrdY/v27Ut6ejorVza+nt3lcmGz2YJ+pBB8HpHm7z3S8rC6BEqO6gGfMkIsfVn6T1F4ccT19cteTHGiOGO/80F1nASlQEC8jqdGrKU+uDj047wukbkC4kLSacPtdmF3evD6jrq4U2th13fhX2/dm+JCshkU2JxUVHtC7ttTWNVou0gpmDwvEW18o7qBst0n9Z2amJ6iHsmyf4Fdrq9uz+R5eRSvS8xVviNfmBwlsOl98f/9ZsDWT2DhX+HSeSKDpFbqKJj9YfhWuz6vKNS47o3Q+9PHUuPyUOVwQNkhkXYfSvaq4LvQx1Fkd4Wdo/YVyfmrPZPnZRh+/5HryaYtL/txW/hAw0drsimtOolzIH28WDZT2zlKpRFFY6f+VSylSR8nlsVFZUK3CeIxMT1FMfPKbLEE9diCrrU8NVCy+8THJElSk7XrK/AxY8bw9ttv06dPH/Lz83nssceYNGkS27Zto6CgAK1WS2RkZNBzEhISKChoPKr65JNPNqhlIh3F6xJ1D9a+BfkbIbYvjLm1vpYHHAl+PA47vxKP//QGsR7ywpfEchZ3lbhoHHhp469VkQ27v4MdX4EuAk578PjjKzuII3cHh/V9eGtDJYfKXIzoFskVo9NJjTSiUSuhpiz881328MWwTpDT3fhdBY9PVh1vKnleIoIjkRltPYrWMfgK2P+rCJCc93Rbj0YKQ56XiGzJsgOw8iWozIJuk2DYVWKuq63xoY8Uc0vZAZE2P+L6I3eBA1C0Hda8EVygG0RQpOIwbHgX0sc0LNaqNVN8zWI2l6t555cirh+ewxmqksbvavma/mVOzl8dlzwvjxEIiOYA2z4ThYlNCTDuTlGrwxi+4UC4m1sANR4fAXc1OD2i8GtTeJwiK6R0H5zzFBhjoKoA9v5P1AS6+DVRr+/wcrFMTqWBu9aJa+HNHwAB/OnjGz/HqwpF9ki4YKskSaekXQdHzj333Lr/Hzx4MGPGjKFbt2588sknGAwnWU0eePjhh5k7d27dn202G2lpaac01k4jEBAf3PNniswRENW1q0th0lyxXtrtgAtfhJ/+AGOPtP7ze2H75+KnVrcJja8BLT8M884R66xr9TkHItJE9PxYliSwJOL6+XF+Sb+fe9+vj56vO1zO2ysO8+EtYxke7YaMyWL5TCg9zmr6RHccKVEGlArwBxrus+rVRBrlutCm6vLnpc8rlpoMH93WI2kdOrMIqG54Gyb/HsxxbT0iKYQuf166HbD1U9GWvlbWKtjykagxkjoKctdB2igo3SuCI1WFsOSYdr7nPQPaY+bD/M2ivpbXCZ45oibJ3p/rdhdfvZDf/1zM4r3l3DMhjtH5H6DsOT78WC2JJ1Q8NSlSj0qpwBdiArPo1EQZZT2g9qrLn5fHKt0Hb04Nzpza+ZVY2j32DjCErsVzVr943vjtYMh9YzOjMG6ZB1HxMHjW8RsC+P0ie2v+JeKaWKmGK94X9bW0JpFN8vmc4Mzl3d+LQKrOClsX4O4+lQqfiXhLEtjzQ7+OOR7evxyu/FA0KpAkqVm1+2U1R4uMjKR3797s27ePxMRE3G43FRUVQY8pLCwkMbHxaKpOp8NqtQb9SEfY8+GLOfWBkVrDr4Yl/4CJc6HnWaIDTN4GceF47N0wEJPCtL+Hb6PmqYFlzwYHRgDWvgmn/V/o50z7O3w7l6Iht/Pg9w3b8bq8fv67aB++fb8CAUgY0PAYah1MeaTJVcyPJ9asY86k0MUz/3BePxIssjNNU3X587Jsv7jrG9WB2/ieqL7nA0pYG2Y5gdTmuvx5WVUEP/y+4faBF8PCv8HE+6Hn2bD9C7G0JtScZ00RtUiObuFuL4Ivb63PPNn8kcjQrK0ZkjyM7TY9i/eWo1YquLS3Gsua50WNr0GzQo/13KdPqMZXrFnHbZNDz18Pn9eXeKvsitFedfnz8mjOSvjxodBLypb8Axzhl272iDczNC2ywXaNSsGfJkcRufEV+H5u09rr2vNF8KO2HpDfK2429r9IdJ1a91boJd3r34Zu40GlpWjkA9z5fQmlp/0t9GsMvAQO/QYFm2Dnt+KGpiRJzapDBUeqqqrYv38/SUlJjBgxAo1Gw6+//lq3f/fu3WRlZTFu3Lg2HGUHV13aMGBhjBEpfHt+AmcFTH5QLIMBsX5y4v0w7i6RuqhUQeZpcMsiUXwq7OuUwdaPG273OHBoovBd87VoYxbZjYqznqbwupX44gdA6V4O1+gbFJCrNTJBgWr9m/Djw3DWIzB6jkh3VqpF+8MrF4C56RePHp+fIpuTYrsLf4i7ayadmlsmd+fZy4aQHm1EqYC+iRbmXT+KcwcloW5qi2RJKtgq/huV0abDaFU6i6i8v35ew4CsJLUH+VtEQfBjpY6CHV+IGlZn/EEER358GC59S3wZUutEEdahV4oaJNZj5p2aMlHIVR9J1eh7KDz9aexlhaI2Sa+puEbezvz14gtZ/2QrluzF4nkrX4SMiWJ+i0gTS3uSh8E1X0L3M4IDMEd4fX6K7E6K7c6gLBGTTs1NkzJ57vIhdIsR81efBAtvXTeS8wYloZHzl9QR1JSLJZrh7F8Udle8Rc8rV4/gvjN7EGXUoFIqmNQziq+uyaT3mj+KYIbPI7I6j5FXUcPhUgeV1UfV5asqBFMs9rEPUDjtVWx+nQiaDpktskTCObwc0saS4zay9lA5Lx5KoeqKLyF5uDjHI1LhzD+L+XLFf8Rz1r8lXlOSpGbVrpfVPPDAA8yYMYNu3bqRl5fHo48+ikqlYvbs2URERHDTTTcxd+5coqOjsVqt3H333YwbN46xY8e29dA7rlC1ONQ6fBoLKhDdJeL710fG3Q745BrofqaoQaI1grsaEvofv6jk0dX2FQpKz/4vqxnES4ttKBXw9xkfUlId4N+LDsDWcuZfFI1RoQyZAlxLpeBIQa4K0ca319kw7W/iblzuOlj6DFz+bpP+KrLLqnl/9WG+3ZKPWqlg9uh0LhiaTFJEcGpljFnHxcNTmdgrFp8vgFatPPlWyVLXVbgdTLHNtuSrw+g7Hfb8IC4c+1/Y1qORpGDHdoWpVXvHdt+v0O9CEUAp3gUfXSVa7V74oti292dY9RJc8uaxB6a632UcGDyX51dVsHWTg5RIA3PHRzJyzL3UxA/Fu0l8IVMqFCgDR4KHAT98c6/I2Jxwr7gpUbpf1FYI8dmRW17Nx2uz+XxjLkqFgstHpjJzeGpdi9Jok46Zw1KZ2DMOr8+PRq0kVs5fUkcSCDSeQXGcwHtihJ67Rhq5IsZFQGPCVLAE69eviZt4tY76HMitqGbl/jLmLT9ISZWL0RnR3HFGT3oojbiG38qe7tfz3MpK9m5wkBmTzr1paQzVuTE0UuvOr9SiNEbjP/KQt9aVEmdN4/YRN4glqDVlsPlDyFkXPCaZOSJJza5dB0dycnKYPXs2paWlxMXFMXHiRFatWkVcnFib/txzz6FUKrnkkktwuVxMmzaNl156qY1H3cEZY0WmSHVp3aaSsQ/jtfQlUaEUF2a7f4A+54oiciA+nPf/Wh+5v+rT4wdGDJGi3sC2zwCoHPd/PJfdi/kbRLvCS4an8M32cl5degCVUsG860exOCuf86zJZJp9qJUKvCGCJGsL/NwyZDbKvA1irHt+FD+1pj8bfqnPUXLKq7nk5RUUHdXK8MkfdvHFxlzevmE0iREN043jLTIFWToFhdu7TjHWo0VlQGwf2Pi+DI5I7U/yUJGNceyXkIosAqmjUOSshX2/iDlx/dvgqRZz44ajgvBXLmjYtc0Yx9o+v+P6d/fXHbrQ5uKa7Aq+umMcvnIPs4bGsXhPMTvzbdjOPIMIjmoRmrte/IDI1hw9p8HQc8truOzVVeRW1BdT/+fPe/hsQy7v3zyGpMj6QH+cXAIqdVT6SNEBJlyHlx5nHvcQao2OxOWPiJpBx1Io65ZpF1TW8NQPu/l6c32G9Tdb8vlpeyGf3jqG/JQbuXX+/rp9hTYXqw6W88n1AxjRfQqq/f8L+fpFqdMgxU+awo1WpcTt8/P5tnJmjVUQ+80NoQc95EpxvS5JUrNq1zmTH330EXl5ebhcLnJycvjoo4/o0aNH3X69Xs+LL75IWVkZDoeDzz///Lj1RqTjsCTCjH/Xp+bqI8iyDOOldVXYxh+pBbLrW5E2bI5v+Pz0cZA46PivozWJVOQjS16Ku53P/A316YHTByfXFcma0i+BH7cV8NSyUgpPe5rY7W/x0BkN/52VCrh2fCbKvtNFW7RjxfQU676Pw+Pz8+HqrKDASK1dBXbWHmqkE44knazCrc26pMblC/DjQQ9/XFbD5V87uPDzKm78wcEL613sK2+8S0Wr63GW+IJZVdTWI5GkYKY4mNSw5ki5MpLS054UWYm7vxfBfnNCw+enj4OkwQ02F/osPPRDboOYy4Qesaw7XMlv+0vpmWBhSIoFl9fPL7kqqvtf0fD4GiOc82SDQqw+f4CvNuUGBUZqHShxsGRP87Szl6Q2Z4wSBY9DFUwdcX3TurpYEuCC/4S+sXf6H8AkrneL7a6gwEgtt8/Po9/s5KA99I3Buz/fh+esxxsWZQZq+szk13wtCwv0xGb9wB/OFOPdW1TFAfMw/PEhrqkju4kisUrV8d+bJEknpF1njkhtQKmCHmfALYth6T9Ba+LHg17eXV9C+llTmXHRMOI2/gflsmfxXzYf9vyEcueXYE2l8rTHqbJkovRrifH60KpDfGh7neAoBQJgjIc5S2DHl6zNr/+yFmHQUGirXxs9tns0ry45QIHNyf+tjOBvk29iZlU2A6/szX9Wl5Fd7mJQipW7zuxFRqwJNCq49mvROWfje+Kgw64RfeYjUupep8TuwuX1o1YpiLfoUBwJCJU73Hy9peHkB9Ajzkw0lfjLvShVGnExrGzGGKPLLoqLARiixTIlqfOrqRC1fpohOOLxBXhvh5uXNropqQmQYlaQblUSbVBQ5gzw2mYXz61zMaWbmj+N05MR0Q5i5BkTYe2ropbR6FvaejSSVE9vhbG3Q/pY0Xbang+po6nMPI8HP9/Os1f8j5jNr2H47Tm49C38B3+jGj225AlgiifKasFgOdJK1OcTxSH9PsqrzeRXOhu83Jju0bi8PhbtKmL+qsO8f8NwVu4r5sMNhWRMvIfRvadhWveiSPnvfoZoVxrZDThqTlMqUCkVfLVJzGMGjYrLh8Ywo5cehQJ+3u/i2y35nDcoCauhHXeksReKItUqjWxbKgUpdbhwuv2olArizFpUcX3h1t9g1Yuim9TE+49kfSlFJ7imSBkJty2DZc9BzlpRSHnyA5A0pK7z4tK94Wt8bMyu4JYwBY4LbS52uuPpe8OvaNe/jurAQjBEUjz4NtbTn0e+ymZIaiTTR2QyM91K/8w0/rNwH39ZVM6LM+aRVrQQ9YZ5YinNkCtFYCSiC3cnkqQWJIMjUkNak5hUZr4KPjf638Td3Cd+LeB1q44rh/yFZJOCbWv8VLjO5fGrbifLoeKJ73ex+uBvGLUqZo9O5+aJmUFpu1Rkw2/Pw+b3Rbea7mfA2U/A6FvRbS0GRAcanz+A9qhCcEkWDRq1CFws3lfJWYftXDI4kTEpLm4cm4pHoWFCz1gs+qMu8iJSYOydMPjInTZjTF0Qo6LazZqDZTz14y72FzuIs+i464yeTB+cRKxZh0JB0OvXmjsxniuT8ohd9gCU7BGZM5N+J4IuobJoToTfD2X74JfHxF1IpQoGXAKnPwTRXah7SVdVtEP89xSDI7vLfNz7aw17yv1MTlUxvYeGVEvw77LHF2Blno9Pd3s459Mq/jpRz6w+bdxyWm+FpGGiZaoMjkjtjTFadGlLGSkC/HoLSjuszbJx1ttVXDjwWkZlqAjk6OmeOYdXluxn4c9FqJTFzBiczH1TdKRr7WKpzaqXoKYc1ZWhlwD4/AHiTFo0KiWFNhdTXljJxcNT+PO07iiVCj7IH0xc/xc4t38MOnMUqPVU1rhZf7iIv3+/k31FVcSZdTx7+RA0agXdYoy8e1EciRueQ/fll0CAQT3Po/ysh1C3g7hoSNWloojmwieg/KAoRnnaQ2Lpkim2rUcntaEql5dtuZX89dsdbM+zEWnUcNOETC4blUZCbE+Y9iTY88S15td3g88FGZNh6uNi+aa2kXa8Gr2oqTfjBXGjSqMHfXALYF0jJ41CEbIech2l34Phs2vEEp3Rc3BG92ObI4nbP9lHICCOrRpwEWazmdHAS8kROD0+TFo16sw5MOhisbzPGCMzRiSpBSkCAVnNx2azERERQWVlZdduhxbGznwb576wLOS+G8ZncPHwFGa+tKJBDZB+SRbevmE0CVY9VObCuzNE4bijqXUwZwmHlOmc+a/F1B7itWtGcM9HG4mz6Pjy4kg+2RfgqcUFIcfwwc1jGN+zaRdMPp+fTzfk8H+fbW2w78ox6Tx0bl8sOjVvLT/EX7/dUbdvXPcoXh64h8if72140OHXwtQnwBDRcF9TlR2EVyeDyxa83ZwAN/8Ckeknf+wOqkudl2teF60Ir1wg7pKehG/2efj94hrijApuH6ojM7Lxbz5Ob4B3trlZnO3j9qFaHhxdnz3VJvb9Csufg7m7Gnb2kNqNLnVeNsJW4+GeDzey+MjyFLVSwVvXj+LO9zdgdwXfqf73BWnM2P8Yiv2/1G0rOfu/zF6Vzt6iqqDHDkmNYP6sFJYetHPnl9khX/tfs4ZwyYhUAPz+AF9tzuX+jzcHPWZAspWLh6cwKa6G3l9f2LCFqD4S5ixuf8F3jwvWvAb/+1PDfZN+J360ptYfVzvXVc7LxbuLuH7e2gbbT+8Tx79mDSHGnQfzL25YO0Stg5t/bdqy70bsKbBz9vNLQ+47o08cg1Ii+PfCfQ32RRo1/HCRmqTPZwZtdwyfwwu+Wby2upiXrxrOuYPk3CdJba293jeQ2pGkCD23hUgVTIrQc+PETP72/c6QxVF35tvZU2gXf8hZ1zAwAuB1wcIniDPAozMG1G2ev+owf5ren3vGRhHzv7u5qJubvgkNL4imD0ygd6Klye+l0O7i79/vCrnvwzVZlFa5USgUTB+UxIDk+guM+0abifztsdAH3fAuOE6hVoLXBWtebRgYAdEWTvay7/wKt4sU2ZMMjLy+2cXdv9YwIlHFE5P0xw2MAOjVCuYM0XJVfw0vb3Lzt1Uu2jRWnjYaFCrY/V3bjUGSmshq0PDIjP5Em0TW1dkDEvhua36DwIheo2R4ZHVQYAQgds0/efbceIza4DvAaZEajBteY5Q2iwndGwbcR3aLYGLP+iKMhTYnT3zbsM3o9jwb/RItJOf80DAwAqKj27p22ELbUQCL/xZ63/IXoErWSumqiuxOHvlqe8h9i3cXY3d6IHtN6KKqXhcsfjKo2cDJiDZp+N3U3iG2a3n4nF5MTmmYeaxWKnhhRipxq59s8DzTxje4vL+BST1jGdHt+M0CpP9n77zDo6rSP/6Z3ieT3hMg9N67IEUQFURRxF6wt13b7lrW8lvX3teuKPaGgFhQkab03ntPQnqbZCbT5/fHSZvMTBIggQD38zzzwNw7t8zk3nvOec/7fr8SEi2PVFZzNuN1Q3muUNdX6USWgjJYsd6iV3PbyAzGdUtg5oqDFNvcXNgjkREdY5HJYPXB8AKlC3bkcU5GNOyYE/48DizG4LNyaY9o+qUO5pNVmeSUOYk2qjk31gSLtpH4wzRmXvAR6ypS+G6XE40SruuupbPFd0y2g2WVbsoqQ3cG/X44WGijbYyBhAgtM64fwIYjJXy7NpN0gyvQ1q0+hXuFlWITKKxwUlbpRi4Di05NpL8U9vwWfoOd86DPNWefxevZRP6O484OemujkxfXOJnUXsm0zqpjyv6QyWRclKFCJYcPt7iI1omsk1OCxiRm9Xb+BANuPjXnIHH2Up4n9J7kClFG0wRXs3axRubdPYzftudh0al4Y9HeoM+kRxnQ5a4L3rj0MF3+uptfb3qPufs8rD5USrtoAw8Mi0Txze/Erf+IV89/l219Mvh8uxOf38/VXTX0MpUTp3EDojzA6nBTZHOFPL/N+44wNOvXkOsAYaE99B4wxjb6XUNR7nBTbHPh9vowaVTEh3BxO2ZsRaLsNhQ+D1TkQlSbEz+OxOlDeS44rFR4YzhSbA/7sUqnu+Hg+oGl4h4/AYeXGJOWKwakMrR9NJ+tPExhhYvhHWIY3j4GU/k+2qx9mt9ueJpvd1ayJd9DlzgdVw5IIXnRvSiz1wTv0O8jmQJevmKo5HgoIdFKaNHgiMvl4uDBg2RkZKBUSnGYVkVFPqydASvfBFeFCI70ny46SiGEzyINaiINaronR+Dx+dCrxd8zt6wSo1oZNFtWTYxRLbQ+DA10vuK7Q2UZpvm30j1rHc92mIC7bSe0EWOQqWNAoQZHKQmzL+WimA6MTRuJ3OtCvehXOPdhaNe7yV9bFUJLpC5GTe0sXkKElgt6JDK6cyzq0oMN77gJgQuXx8vWbCsPz97CnjyRSt0nzcKHl7cjWmsJv6Eu8rgzCiROA/x+yN8J3SYf86afbXfx4honl3ZUnpBuyPi2Ksqcfp5f7aRthJzz256i6y11EKz7CBxWKRgocXJw2YX44s/31WY3pg+Hi16F2OAZ4vqkROq5aVgbCiucfLwiuJ2wuz14taEDLcoel5J28Bvuzt/OLfEpqOwFKPMvFtd+kYO4n25gdEQKw9qOxS+To125EOK6QIePa/bRUJtWVOnHr40gbLhUG3HcbcuRYjtPztvO4t35+P2QFKHliUndGJIRjVl7As+PEBM0AYRyJJE4M3HaIGsN/Hw/FB9AeflvyGUQIlEZAJ1GhU8fEz4lXmcRAq0nSJxZS5xZS7ckMy6PH6NGwfxtuZhVPtSHFtH2yDk8OPQ+XOMmod7yKYqyMbD3p7D70xrMaKXAiIREq6FFymrsdjvTp09Hr9fTrVs3jhw5AsA999zDc8891xKHlDgWXHYhVrX0OREYATFTs/JN+P3fUFkWdlO1Ul4TGAGINqq5ZnB62M9fUF0/2efa8Odz/rPwyUVw8E9w21Hu+B7dX88g+2isOK+eV9R+tnAv2g0fot78KdgKoe25jX/fOkQZVPRMCa0NEqFTkRIZ7A6jVSmRG6IhZUDonWojatwCGuJwkZ1p76+sCYwAbDxSyo1f78cz+K7wGw6+U+oQnslYs0VJVROuobosOOTm8WUOJrRVclnHEw9mXNZJxcBEBQ8sruRg2Smy+k0ZAD43HFh8ao4vcfZRuBs+mxxY9nl4GXx8PpQeadIuZDIZsSYtt54TXH6aWVxJaVTP4CBE5wtFG7b0BeR7fka3/j2UO2fD4v9An+tqP1eWhWbTTLQbP4LSw1XtQW07FWVQ079N6ODLwv0V+BpqW4beG2QB3BRyyiq56oNVLNqVX1PxebTMwW2frWfTkdJj3l8A+hiIbh96nTmp4YkWiTOLgp3w+SU1ZTLRh35iXOfQWR8ROiWVbh85GVeEXA9AvxvBnNJsp6dVKTHrVMjlcnqmWNhRphbXrkKDIn0wuk/GoFj3IRTvFyKsoTDEgEnSGZGQaE20SHDk4YcfZvPmzSxZsgSttjYaOnbsWL755puWOKTEsVCRD2vfD71u23dgD29VVh+VQsH1Q9PpkRw8y/v05O4kmKv+/pY0GPNk8A56XwV5O0LXRPv98OvDMOIhiKk3gyeTwSXvC2/6YyDKoOGVqb1FRksdNEo5H17XX4jHhkIfBZPfEaVHdVFqYNpXjTZulW4P7yzZj9sbPOWxJbuMw6a++LteHLzhwFvFTKHEmUt+lV7AMTjV7C72cu/CSgYkKrim27GV0oRDLpNxWy81EWoZdy2oxBniWm1xTAlgaQO7GygFkJBoLhxlsPA/4PcFr7MXwd4Fx7S7IRnRTOgWnHm5vliD77KZgQ4TPaYK4dH6FFWJOXYJ0R70nx40yLLo1bx4WU/iTIEZF2qFnGcu6Y4soYcYFNan2xRhT3wc7DhqJaskdOnL0z/voLDCeVz7BUSbPvXT4LImtRGu+EIaSJ4tVJbCH08G6K0ZNn/Mo0N0pEYFThYp5DJm3jiQtxfvY9Z+OdZhDwftzps2DH/PK0DRMlnscSYNxpgkcsa9C72vho2f1+r5rHobxj4VXM6j0jWp/yghIXFyaRG3mvT0dL755hsGDx6MyWRi8+bNtGvXjn379tG3b1+s1hDCk6eQs0Xlu4bsDfDBqNr37UZBv+tFuqFcAZHtIL7rMe0y3+pgX0EFC3fmE6VXMb57IglmDca66bWVZcJibcc8UGqhw3micVj4FGwPo0mi0sE9G6sOsh32/iGcLDpfKBqU41Stzy6tZOOREtYdKqFDnJFzOsSSGKFF1Zi3YVmWEJc9vFKkXGeMFjMRyoZn7gvKnVz6znIyi0N3KAe3i+LTaRmo7fkiOCVTiMCLIVbYGJ6FZTVnzX25/HVY/Cxc9U2TUn7LXX4u+l5kHz05TItW2bwOMwfLfDz+l4PpPdU8PPgUpPqu/1hkkT2wp8Z+W6L1cEbdl9aj8PYQIU5aTXx3GHyHyAhUaiG2s2hrmjioKqpwklli55etuagUMi7skUSiRUukygPWXKHzUZoJ3S+BGeNC70SuhOl/AD7Y/oM4dtfJwqI+jF7C0dJKNmWWsuZgMRmxBkZ2jCXBokWtUAi9rLJM2PEDeD2ihM+Sdty2uE//vIMP/wpfarrsn6NCZmE2Gb9fnO+RlZC1ARJ7QJtzRFvo9wkNCnuh+J2kmXfgDLsvAcqOwlv9wWULXG6MI3fcu2z3pLAs20NKpI4xnePRKOVMeWcFR8sc3DUklis6KbAcno/SVU5p+ngySaR7pw4YNI3cx06bENh3lILKIK4vmUIsc1WAxiz6ZSHKPh1uL0XlTqI9R9F+eanI9KompgOMeUJc1wV7IKmX6HubU8T97XEKAX57ESg04j4/xsk/CQmJ5qFFQqgFBQXExcUFLbfZbKfWKlJCUDegMOg24ZIx795atxRLOlz2EST2bnKHsLoGc2hGA50tXYR4RWVA1mphtxbbSXQ+w2FMEANGU7wIirQf26TzaYxki45ki46LeiYd24YRKeJ1jPoQaqWcOJM2bHAkwaxFprWA9TDMu6c2nVtjhvOfg84XnZhVsETrJX+nGKg0ITDi9/t5eGklBXY//x3R/IERgLYRci7vrOL9zS7GtVHSL+Ek60Ul9YVt30PeNkjseXKPLXF2IVeCMa42OJIxWohf//YolOeIZbpIuOg10fZojI3uMtqoIdqooXdq/VIXNUS3gyFVZS5F+0UGZKj5KZ8HvC5IGwTJ/Zr0VZIsOpIsutpS1rroo8QrsVeT9tUYqVHhAx8WvQql/ASfSzKZeCZa0gLLah1W2PUz/PpPkfUD4jNTZojnRgtlBUicAhQKkalb33mmIp+E2ZeSMOZJxky8r2Zxqd1FnFnL0TIHb60s4P01MnqnjkatlLN9o5WxXVz07dZIG1ueB0ueg42fgK+qtDR1MIx9Er65WgQuZHLodimMfzooKKdVKUiO0kNltHiu1A2OFO6Fb66B6Azoez30uqZ2Us1eDJu/hkX/EQYJIMpzLv9EZIpJ4yYJiZNKi0zL9e/fn59/rlWMrg6IfPjhhwwZMqQlDilxLOhjRIcrIkX8+/tjgTaypYfhk4kiwt0SlB6Gzy4Rnc9Df0H7MeEf/sPvOyOi5xE6FXePClNHDdw0vC2qimzxu9etc3da4Yc7IXfzSThLiVPCMTjVzNrj5qcDHm7upSbB0HJZFRe2U9I+Us5DSxw4PCe5vCauKyh1sO+Pxj8rIXEiGOPgnAfE/+VKEbiYc1ttYASgsgS+ux4K9zTvsbUWyBgTep0pIbiEsxVxbsdYVIrQbfbNw9sSewwOcsdE7haYe3ttYAREe/nJRChrmj6MxGmCMR6GPxB6nUwGnS8IWGTRqwP6WG6vn7WHSli+r4hSu5sbhrZpWJDf44AVb8D6j2oDIwCZq4RY86hHxXu/D7bNEvp8zvLQ+9JFinLwUBTth7YjA7OND/4Jvz1cGxgBUV4384Im6x5JSEg0Hy3Su37mmWd45JFHuOOOO/B4PLz++uuMGzeOjz/+mP/+N4x/vcTJwxAtZloG3RG65hnEQ3rHD81/bK8H1n9SW4vp88KmL+GCl4JLR3pdCZ0mNP85nCJ6pUZwx8hAwT65DJ6c1I2MWCNsnx3ewnDR06KTLnFm4fOJQVcTgiPZ5T6eXO5gRIqCIUktO0OqkMu4pZeaI1Yfb288Af2A4zq4Slj67l90co8rcXaSMQb63gAdxgkbaW9oq3eWvgDOitDrjgdXhRBXjatXwmqIgUn/E4O1VkpihJYPr+uPpl4Z6nld4pjaPxVFI65wx0VlidCHCYXHAdtmN/8xJU4tHcdD72sCl2nMcPlnYnKvHn3TIrnlnLYByxRyGU9P7k56dCNlXuV5sPbD0Ovyd4pSGmWdMtNt3wv9vnAk9xeCx3WRyWHCixBVpx9YkScyRkLhKINDyxo+bwkJiWanRXrYw4cPZ9OmTTz33HP06NGD33//nb59+7Jy5Up69OjREoeUOFai2grdjqXPh/9M1lqR3itvxsvEUwk5GwOXbZ8j6kqv+BzKskW9ZUp/kTFSX5StJaiu9Sw+CF6nSGc0xAWnUJfnihr18lywpIqSH2PTlfOjDBruPLc9l/dPZVNmKUq5nF6pEcQaNeiVfvF7h6NgtwicnIzfQ+LkUXpY/F0bcarx+/08/GclWqWM67sfv2XvsZBqkjOpvZK3N7mY1F5F+0hF4xs1F0m9Yf1M4aylPgHtAgmJxjDGwnlPisH3Dw04u+TvEO1UE0prmoSzHL6fDmMeF8/14gNV2iZqUdYz5gmIa6DkNByVJULgvGi/cKKJSAVdVO0yvw9iqtq447y31EoFQzKi+eP+kezKtVJid9MzOYI4s5YoQws9n9yVwlkoHFlrweMC5cl5PkqcBIyxMO5pGHqPyKSwpIr7xmEVfUVjbECfKMqo5p7RHbhyYBqbMktRKeT0TIkg1qRBjwtKsqFwnwhSRGeIzLFqJ0CXreGApDVLlKZZj4r3fl/4zBEQk5DnPAh9r4Ps9SLon9RXnLO6zjPE664VYQ5F9nroc3UTfiwJCYnmosWmHzMyMvjggw9aavcSzYHGLIIkOWFKNhJ6Nm9gBKoE7roER8P3/i5e3S+Dia+BxtS8xw2HyybS9+fcVpu1IVfAyH/BgJtFYwii8fri8sD615QBcPnMkDMY4TDpVJh0KtrFhuhgx/eA3fNDbxjVLnDWQuLMoNqpppHMkR/2efgzy8tDAzXoVSev/vjiDipWHPXy+DIHX1ykP3maUYm9hebCkRXNpjMkIREWXaQYsMR2gcMrQn8mun2Ahe4JozaIwdVP94n/G+NFYKM6Q9B8jHpYIAL3vz0q0v6rGXyH+F7zHxITASAGauf9R2RnHoeVL4gASWqUvkH9kWZFqYXItuEzKBN6SoGRMxF9pBA/ddtFOba9qHZdt0uFJlud0muzToW5fh+rshQ2fylKYXwesUypEVpCnSeC1iQChQq1aHdCYUoS+6lGJms8UFqtsxfTIfxn5CoxOVJXn6QuCdKEsoTEyaZFymqsVmvIV3l5OS5XmAePxMnHEA3nPhJ6nUINPS5r/mMqVCLoEE58csDNJy8wAqKe87vrA8tZfF5Y/N/aTI7yXPjyimBhsKy1omNbWUaz0OuK8K40ox6pDdRInDkU7BKDsjAOFABWp5//rHAwOElB3/iTmL0BqBUyru+mZsVRLz/t95y8A0ekit/kwJKTd0yJsxuFCgbeEr5tGvkPMYhqLgxxtWKjLptoX6oH/jEdwJx8bPvzumHdx4GBEbUR2gyHH++tDYxUf/bXf4lsmNMFfZRoB0OhUAUKt0qcWViz4dNJgYEREKXIaz8MXwpXTd52+PXh2sAIiPth7h1QvF+8N8YJC95QRLYVgcy6miAdLxClNieKKR7O/VfodSo9ZIwKvU5CQqLFaJHgiMViITIyMuhlsVjQ6XSkp6fzxBNP4PP5WuLwEsdC6kAxg6SsI6Cmj4ZrvhcDlJYgMl14u2vruK+odDDx9eD665bE5xWp++HcrJc+L1TEK/LCpz3uWyAsBZuDiDS4+vvAIIhSA+P+22THAonTjIJd4j5rICPjtfVObG4/13Y9NXbOveMV9I9X8N9VDuzukyTOKpOJmeCDf56c40lIgJjBnfZliLbpfyL7ojnRGGD0v0V5a13iu8FV3x27EHlFHqx+J3BZl4tg66zQnwf465WGSwNaGyn9Yfwz9forUXD1LFFyIXFmcnRj+Ot09bvi2g+Hsxz+ejn8+lVvi0CJSi+CFF0nB66P7Sw0gJY8U7ssYwxc9Grgc+JE6DBOlODUzdQ2xsP1PwqrXwkJiZNKi5TVzJw5k0cffZQbbriBgQMHArBmzRo++eQTHnvsMQoKCnjppZfQaDQ88kiYmQCJk4M+SsyWdb1YKPQr1OKhbEoQ5SUniruyypVmhQgipA8TwZH2Y+GOFUIEy+8VxzPEgarlSkecbi95VgdrDhZTUOHkwi6RpBXuDb9BWSZ4XPhthYQduvr9YtavOVCqxSzfbctEY+91iRr0unWxEmcW+Tsb7NTvL/XyyTYXl3dSEaVrOXeaxrimm4qHljh4e6OTBweepPKuhJ7CPaCyRNLakTg5qPXQ/jy4Y3lV2+RrnrbJ7RDt4OEVYMuvagfbCHv6i9+GsQVCE0RrEYKsxrhjP4TLicpRL4vREAeHl4ffqPSQaKNPZrbmiaCLhP43CWv7mv5KnGgnm6O/ItE6Kdoffp3TGrIUxuP1kVPmwFdRRHq4khUQmSPuShFwMyWISbrRj1XdjxHifpSr4JrZUFlCuaEN+V4Dy7aW4PIeYHj7GBLMWiKPVWvHZRP9vIN/iTaux+XQ+0qwFYoSsurrWrLxlZA46bRIcOSTTz7h5ZdfZurUqTXLJk6cSI8ePXjvvfdYuHAhaWlp/Pe//5WCI60BlU4ELCIbFoU8ZtyVsHcBzLoh0BotfShM+UhodRyDXseJ4HB7Wba3kNs/X4/HJ2a//9wTxYdtB2DYvzD0Rom9cCqM+HQJhA1NKFSiHra5kCsgIlm8JM5sqp1qUgaG/chzq5xE62RMaNey7jSNEW+Qc2GGkvc3u7iis5pU80kI1CT2AvxCn6jLxJY/noQEgEIpsrmaK3PS7YD9C+Hb6wLT+lMGwtRPhLaIztKwLkEjHCm2k5VtZ6g5qVYwEqD4AL6kPsiz14fczp/YF9npEhippqX6KxKtl6Te4deZk4L02DxeHxuOlHLdR6u5vGcMj8X1RhMu+zdloND8qUZnCX0/6qMoq3TzxarDvPBboKnAlL7JPHxBF2KaamHtqhDOWHPvEAFYgD+egHaj4JJ3RZBGQkLilNEiPdwVK1bQp0+foOV9+vRh5cqVgHC0OXJE8u8+o7EeFXoedQMjIGbP1rzfeJ1oM5JndQQERgBWHSwmL31iYMNYjUwG5z5KnkPG7D0uPG3ODblff78bj2uWT0KC0sNCHT9M5si6XA8LDnuY2kmFWnHqZ48ubq/CqJbx31UnyWK0euZMsjKUOJ0pPwrfXhsYGAHIWgMr3xIOKydAWaWbR+ds5YXlZZQMrqddkLUWV5/pgWUo1cgVOAffI2UlSrR+YjuHd3Qb/ZhoJ+qQa3Vw48drcLh9zNpSRFHvO0NnFik10H96eK23ehwqtPHCb8GOSd9vyGbl/qIQW4TBehTm3l4bGKnmwGLY9FVwn1lCQuKk0iLBkdTUVGbMmBG0fMaMGaSmioFAUVERkZFSqvRpQThNjsbY+3vww7+atR827BHfzKzYVxQQGAHxte7/vYTcS2eLxrcaUyJM+xpiO7LqYDFPL8pj56DncHe+pFasT6mhst9tOIfcH+Rg4D/e30vi7KKgqpMVwqnG7/fz4honbcwyhiS3jnRxrVLGtC4qfj3oYeXRkyTOGt8dDi49OceSkGgqx/KMP7Ak/GBn/ceizOYEKLa5+GtvIZsyy5hX2YOyc5+u0UKwd7yYtzd7yLtklnA8q8aSRv7kr3lrsx9rZeAkhdR+SbQ6zElw3Q+QPrx2mcYsnGo6TggqPdmbX4HNJe65SreXp1c5KZj8NST1gS6TRFlWUh+h6RHZsFNcNS6Pj5nLD4Vd/+7S/RTbmhjo3D43/DNk1VsntW8sISERTIvkar/00ktcfvnlzJ8/nwEDBgCwbt06du7cyffffw/A2rVrueIKSV28VVOaKaw0d88XKca9rxL/NmZfVk1Zdvh1TqvQGjlJ5FpDz3ZvyrJy2Q86fr1lLkZPmTgnXWRNrWde2VEq3V4u++IQN/a/m0um3o/Ka8cu0/P5Ngd3+MykIzqU2SWVLNlTwIr9hXSIM3Fx7ySSLTo0qtYxuJVoZRTsEoE1fUzQqpVHvazO8fLAADXyVlRzPCxZwYJDcp5a7uDnKQYU8hY+t4QeQvTYViTctSQkThVuB1izYOv3wuWlzTnQ4TwR3GzoHq1b5lIfly04o+QYcXpq29EnFuSwtGN/7rrgZyLldmQRSfw17wg/bffx4LCP6WR2I8PPgQoNLy4sw+Mr4foRPjxeH9mllfy2PZdNmaX0SrFwfvcEki06lIpTp3UkIVFDVFuY9rnQ5PA4hD6PKSFk1kdhhTPg/cK9ZYzt0YPIc75i3pZcFHIZV4xNpm2kmRhF07RCPD4feeXhsyaLbS7c3iaaTJRlhl9nLwo/qSghIXFSaJHgyKRJk9i9ezfvvvsue/bsAWDChAnMnTuXiooKAO64446WOLREc1F8CGZOCOzYrXgDLn4Lul0SuhSlPu1Hw8r/hV6X2Cso46IlGZIRzesLQ4uv6lQKHOoojFGJQesGtRMDMqfHx7ur8nh3VfWaIjJiDTygFrfQnrwKpr63krKaWbhc3ly8jw+v68+w9tGolVKARKIeBbvDOtW8ts5Juwg5/U6ydW9jyGUyruum4t/LnHyzy81VXY9RhO5YSegp/j28TIhGS0icCjxuIWz65dTaYMaOuSJD48b5wmEmHG1Hwp8vhl4X1xVUTWhLG8CsVRGhU9W0PYv2FLNoTzEA53SAczrE8Maifdz5Q7Bw+PVD0jFrFGzNLuPKD1bhcItB2S9bc3llwR6+vGUQfdMikbWiAK3EWYwuskni3N0SA3V0/ntJd2atz2JFndKXWRuymdgzkScmdiPG1LhWiE6lYGyX+IB91GVoRjRmXROHVB3Phw2fhl6XOuik9o0lJCSCabEpgTZt2vDcc88xe/ZsZs6cSZs2bbjiiivo1atXSx1SorlwlsPvj4ae8Zp3T8O2aXWJ7RJYrlKX8c8KFfCTRLsYA10SQwvPPT6xa1ghrTYxerolhRZcffyirsSaNBTbnNz/7aY6gRGB1+fnri83kF/uDLm9xFlOtY1vPdbmeFiT6+WSjspWOShpH6ngnBQFL611UuZs4RR8Q0yV7kgDjhsSEi1NRW6Vfla9LA9HGcy+RThbhCOmA8SFCZ6c/ywYY0/o1OJNGh4a3ynkOoNawaV9U0IO2nQqBTcMa0ux3cOdX2yoCYxU4/T4uPOLDeRZpfZL4vQiQetjRIYoLesYb6TU7g4Z1PhxSw5bj5YFLQ+FTCZjXLd4okO40miUcu44tz06VRODI0m9IbJtiIPIYdzToJckByQkTiUtmi/5559/cv3115OUlMTLL7/MqFGjWLVqVeMbSpxa7EWw+5fQ6/w+YcvbFMyJcPUs6HV1bepjbCdRO5p4coNkcWYtM64fwJUDUtEoxWWfEWvgkxsH0CfVEn47k5YPr+/PVQPTarZrF2Ng5o0D6JsuGrASm5vtR60ht7e7vBwusofeuaNcWLi5KsFecsLCfBKnEX4/FO4GS7Bb09ubnKSYZPRtZVkjdZnWWYXd7ed/G07CwCm+Oxz6q+WPIyERjtLDYtIgFHnbwV4cfltTAlz9LfS5TljPggiYXDMbkvuf8KkpFHIu7JHIK1N7kWAWrh1GjZI7z83g/y7uTnq0nu/vGMo5HWJqktQGtY1i9p1DSY3UUWRzklMWulwgz+qkqKIJ97jLJn4Db1XwyOMU7z0nSbxZQqIOUfmreHGoj7uHJ/LweW2IlNuY0DU6ZBnox8sPYnc2rbQtJVLPrDuGMKZLXM291C89ku/vGEqbKB1Ulop+XWOYk+H6edD9cpBXBVTiu8H1P4lsMgkJiVNKs5fV5ObmMnPmTGbMmIHVamXq1Kk4nU7mzp1L167STX9a4PM2XPPoasLDvxpLKlz0Moz6l5h1UxtPmbtLkkXHE5O6cffo9rh9fgxqJbFNSKdMjNDx+MSu3DUqA4/Pj77edm5fw/Whdle9hrc8TzgV5O+E5L6w6UsoPgAJvWDwHRDZBlTakPuSOEOwZosBRb3Mkb0lXhYf8XJ779alNVKfKJ2cizuo+Hiri2mdVbSPbMFATkJ3oTtiLwZ9VMsdR0IiHO7Khtc35rwWkQIXvAAjH6pqBw1gjG+204s0qLmkTzJDM2JweLyoFXJiTWpUCnFfdogz8dZVfSmrdOP3+zHrVFj0IlDj8Tac/dVg+2YvFsGhFf8T2TMDboXE7rD6PcjbBjGdYOg9Qi+iKaW4EhLNgbOM+LyVPNBhKGx4GVn5Uc5PHETRjVfzwIIS1h6p7cPanN4gsf6GaBtj5LUrelNqd+Pz+7HoVES482HDt7Dla1BoYNBtojymIUteSxpMeh3GPi6eCRoTGE4si0xCQqJ5aNbgyMSJE/nzzz+58MILee211zj//PNRKBS8++67zXkYiZZGaxZR7Lztode3GXZs+1PpQjpynAq0KgXJkcdez9nQdhE6FbEmDQUhymdkMtExraEiX5QmeV3Q+QL4fErtuqMbYdPncM33ok69FQ+OJU6QaqeaiMD7YsYWF1FaGcNaiUNNQ1zQTsmSIx6eWuHg0wv0LVcCFN9D/Ht4BXS5qGWOISHRENEZIuU91KSBIaZpafAt3A7KZDISIsIH1c06FWZdsHhltFGNTqWg0h0skK5RysOWnFJZKoIiy14R75P7gcwP742o/Z2OboSt38DUz4XOgqJFZO4kJAJJGQhF+5F9Na1mkeHoBgxbZvLGlLlMmaPlaFW21KReSZi0x3ZdmrQqTNqqe6ksC2ZeBCUHaz9weDlkjIHJ74CpgSCo2iAFDSUkWiHNWlYzf/58pk+fzlNPPcWFF16IQtH6O/gSITDEwgUv19rW1qXLRDAln/xzasUkmLX836TQNeXTh7Ul2linRjVvB+z9DfrfBH88GbyBzwNz74DynJY5WYnWQeEekWJfJ4uqxOFjzl4357VRomxpF5hmQK2QcU03FX9lefntUAta+xrjxCz74SaW80lINDeGWBh6b+h1578AxmAx79OFOJOGf04IrVny0PhOxIYLjlTk1QZGQMyWL/h3cADJ74cf7oIKqU2TOEn4ffDXy8HL3ZUkLv0H9wwRGYjJFh1ju8Yff2Df6xHCqnUDI9XsXyiypyQkJE47mjWMv2zZMmbMmEG/fv3o0qUL1157LdOmTWt8Q4nWgddTKyyX0B1uWQx/PAWZq0TncMjdwjGiGS01yx1ubE4PKoWc6HCdMK9b2LeBmKULYd3WKNU10DIZlepoyhxe5DKIMWqQn+BAVCaTMbxDDN/eNpjnft3FntxypvRLYXLvZGKMGvTVVr4+L2yYKc7f5xFlFaGwHhW6L+akEzoviVZMwS6Rai+vDSB/vcuNzw+j006f2dV+8Qp6x8n5v+UORqYo0alaKnukm6Q7InFy8XlFe+j3gS5KlIck9IClzwsrzvjuMOYJoZ8lP7F5JmulG7vLg1opJ8pQpx30uERbIJMJy+9wmRf2YvC6sPr12P2qhtvTeqiVCib3TiY9ysCMZQfonWqhY7yJNjEG2kTrw1vRH1gS+F6lr22n6+MohYqCkALUEhLNRandhcvjIyZnC/JwpeE5mxkwAqYPb8ONw9qSbNE1vuOKfNFn00YEZnrYC0VZdDjWfSQsv5WBIq52pwerw41CLm9SaTeuSnEPyeSiL36Cz5uTQandhcPtRatS1JTwSUicLjRrL3zw4MEMHjyY1157jW+++YaPPvqI+++/H5/Px4IFC0hNTcVkCu0Y0hSee+45Hn74Yf72t7/x2muvAeBwOHjggQf4+uuvcTqdjB8/nrfffpv4+Oar5z0rKMuCdTNh8xeiU9j9MqF/cflMMYiXK8QMbjOlzle6POzLt/Hy77vZnFVKnEnLPWPaM6RddGCnrvQIrPkAtn4LyKDXlSLrwnIMnaySQ7DyTbwF+zgy/HneXpfNoj3F6DUKrh/Shok9k4hvIB25KZi0Kga2jWbmDQMosrn4dMVhbv10PUqFjKn9U7liQCpJZhXU1G83UuPqb2EXEIlTS8FuMNeKsXp9fj7f7mJIkgKzpvVnjVQjk8m4obuah5Y4+N8GJ/8Y1EJaOfHdYeWbwh1EG9Eyx5CQqMZ6FDZ/LQY3HofImBx6D3SfIkoefS5Q6k5YA8fm9LA3r5wXf9vN9hwryRYd947pwKC2kVicuUK7Y9ss0f72vhr63SCCqtVUlsLRjdgPrmFv8mReWnaQrTnlJEXouGdMewa1jSYqhLtGfSx6NQPaRGLQdOCVBXv4fPURUiP1/H1sB/qmRxIZanBTv41qrM1qSMdMQuIEsFYKUfyXft+N3eXhi0FOGroz06P0/LNDe9TKRrLby/OEOcHK/wnx/LYjYeQ/ISqjNuDR0HXt91K3r+f2+DhUZOP1hXtZsb+ICJ2K6cPbMq5rPHHmEG2nzyuyUv56Ffb+Kmy/B94i+ufm1pmtVlbpYnu2lZcW7OZAgY220QYeGNeJHikRRIQo65OQaI3I/P6WHYXt3r2bGTNm8Nlnn1FaWsp5553HvHnzjnk/a9euZerUqZjNZkaNGlUTHLnjjjv4+eefmTlzJhEREdx9993I5XKWL2+69aPVaiUiIoKysjLM5tC2rWc0ZVnwyUQhCloXUwJMX9AiddLL9hZy3Uerqa+DdcPQNtx3XgcidGoozYSPxgvxyrpY0uCGX5oWICk5BB+MBo+D/Zf/waTPjmBzBdZW90+P5O2r+4ZunI6RzGI7l7y9nMKKQOeZdjEGvrplEPEFy4XOyBWfCwvIUEJ/xni4dclZnzlyRt+Xz7eFThNEsA9YfMTNjfMr+c9wTcuKm7YQs3a7+WGfm/mXGejQEudvPQpzboWrvoWO45t//xJN5oy+LwGsOfDlVMjdErhcFwm3LIKods1yGL/fz8Jd+dzy6bqAuIJMBmvv6kTMNxdCeW7gRlHthKNFRLLIhtz4Of71n7C4/9tM//5wUHzijpHtuHNU+1p9hDB4fX7mb8vh7i83Bq17aHwnbhzWBr263lxa/k54e3Dt+ykfwi8PiUFkfTRmuGPFsU1qSBwTZ/x9GQaX18vcjUf5xyxxv8pksOiGVNp+PSJ0wC6+m3BMbEz8tKIA5t0Le+o5NyrUcPMfImPM64bFzwSWl9Vl0pvQbmRNH3pnjpXJby3H6QkMqIzqFMuLl/cK1vcp3AsfjAp2ykoZCFd81rDg6ynA5fHy/YZsHp69NWjd05O7M7V/SuMBKQmJVkCL52Z16tSJF154gaysLL766qvj2kdFRQVXX301H3zwAZGRtcJnZWVlzJgxg1deeYXRo0fTr18/Pv74Y1asWCFZBh8L+/4IDoyA6Jht+hK8wUJtJ0K+1cEjc7YGBUYAZq44RFGFS2RYbJsVHBgBkU2y++fGZ6o8Llj9PtiLsPe4hldXlQcFRgDWHS5hT37FcX6bWtxeH1+vORIUGAE4UGhj2b4iIS7ZdiRs+ARGPRq8E5kcLn4LTK1zVkCiGbAVQWVxQIr5FzvctImQkWFp/emyoZjUXkmsTsbDSx34WiLebkoEfbQQupOQaEmy1wcHRkAM+lf8r9nsafOsTh6dszWoGTu3QxSabV8GB0ZAtNP7/hD/r8iD3x8jv/+DPLogL2Rz+O6fB0R72ui5OHj8h9AC7K8u2ENhCLFxTAkw6Pba92s+gLFPhc4uvei1VjeQkzgzKLA6+b8fd9S89/vh822VWAf/I/jDSg1MfKNprjBlmcGBERBi+r8+LJ4HChX0vzEwm6uatMGAH5a9Bh4HZZUu/vPTjqDACMDi3QVkFtsDFzptsOTZ0Bbi1W6HrYz8cif/+WlHyHX//Xkn+aGeIxISrZCT1hNXKBRMnjz5uLJG7rrrLi688ELGjh0bsHz9+vW43e6A5Z07dyYtLY2VK1eG3Z/T6cRqtQa8zlocVpE+HI5t34uBXDNSVunmSP2GoA5bs8tEw7Pt+/A72fKNqMFsiMpi2PkDAKXtL2XB7trvoVHKuaRPMm9e2Ye3r+5Lqa3xDmSJzUVmsZ3s0koq69vzAqV2Nz9tDS86N2tDFjZ1NFz6PvSYKrJGpn0FnS6A2M5i2e3LoM3ws9Kp5qy5LwurnWpEcCTf5mPxEQ+j0pQt5/jSwqgVMm7uqWZdnpcvdzZia3o8yGSitObQsubft0SDnDX3JQjdrc0NTOLs+AHsITIjjoPSShd51uDBwrg2akz7fgy/4eavwFEudBDcdkpN7ckpc9A5wcSTk7rx1lV9efnyXpzTIQaAPXlicFXhdJNVYierxE65I/AeLbW7KA7TBnp8frJKQmQ46iJhxEPCXa3NCHBaRXD/5kXQbYpo07peLLIgO44/Pq0wibCcVfdlAxTZXFQ4A/tjM9YW8q1sPDmXzMKfMQbiuohy7NuXQ0LPpu147+/h1x1eLvrOIAL3l7wPw+8XbVRyXxj3NPS7Eeb/Q/RB7SWUOzys2F8Udpd/7MwPXOAoFSU94dj8TdO+Rwg8Xh85pZVkFtvJLz/2YK/N6SG76llirXRTVO4U+7I6sYeYgASodHubFKiVkGgNtHrlv6+//poNGzawdu3aoHW5ubmo1WosFkvA8vj4eHJzQ8y6VPHss8/y1FNPNfepnp7IFcJiMBxKbWjXmhNA0YgAqlalEMdUNiBUpdSBrJHLVyYDpZaicW+Sp22HVrUJp8dHlEHNK1N78cOmozzw3WacHh99Ui2kRunpnGAKEqBzebzszi3nyR93sP5wCWqFnMl9krh3TAdS6tj7ymWgbSBlUKdSCB0tUwL0nCo62X4ftB0hZiPVhob/Fmc4Z819WbBbXN9VZVOz9rhRyGBYcqt/HDdI1xgFo9MUPLvKweg0JUnGZo69x3cTGgzOCtAYm3ffEmE5a+5LEPelqgGrd5Wu2QLXyjD7cfoQ7W5D5yCXg1xJ0fi3sGniuG2EjLQoPe/9eYAjxXYsehXTBqRyad8UIvUqDhZW8Nz83SzYkYsfGNkhlkcv7EJGrBG5XNZom6xWhrmXDTHQfqxI8/e6RPmMUg2T3wSXXZyrZFXaIpxV92UDhLt2n16Uy3tGDT/e+j4JBkBjarhPWZ+Grlu5srZfLJPD+o+Fw2DnC0SAddMXtZkd+hiQyZDJZKgUMtze0JmVBnW9vmNV/zVk6TUcdxuYX+7gq9VHmLH8INZKD22i9TxyQRcGtYsS5eyNcKjQxgu/7eK37Xl4fX7OaR/NbSMzeOG33dwzun2D2zb2nJGQaC206hzuzMxM/va3v/HFF1+g1Taf0N/DDz9MWVlZzSszM7PZ9n3aoTYEpsbWZ9BtzepOAxBpUNM33RL6dBRyuiaaQR8JA28Lv5PBd4C2EXFfQxyV573AzKKuvPPXESb2FKUqT0zsylM/7mDOxuyaFMeNmaVc+s4K9oYor9lfYOOSt1ew/rCYMXR5fXy7LourPlhNTmltwxVt1HDtkPSwp3PD0DboVHUGwPpI8dtqjKKTeRYHRuAsui8L94jZJoUKv9/Pd7vdDEhUYGgpp5eTyFVd1WgUMh7+s5Jml7OK7yEE7jJXN+9+JRrkrLkvQQQd+t8Ufn2/m5qWkt8EIg1qOicEt2HfbrdT3P2G8BsOuh3UBuyGVD4q7MKREidxZg2Pzt1Wk5FZanfz7tID/LotlxijhkvfXsFv23Px+UXZwZI9BVzy9goyS+w159I2JvRg0KRRktiYo4fWLNqwapFKlV68lwIjLcZZdV82QLRBTUIYvTg/fvxqQ9W1eQyBEYAO48Kv63ZprRizXAH9p4usxqUvCP2RuiUvA6aDIZYog4pJvcLryJ3XtZ6JhCEW+l4f/hz6XN2ELxFIid3F43O38eofe7FWimybQ0V2bv1sPYt2FeALVeteh6wSO5e9u4JftubirfrsX/uKuPWz9Tw4rhPlDjdxYdx3Yo0aYoySa43E6UGrDo6sX7+e/Px8+vbti1KpRKlUsnTpUt544w2USiXx8fG4XC5KS0sDtsvLyyMhIXx9q0ajwWw2B7zOapL6QKcLg5enD4X2Y5r9cJF6Nc9f2jNIuVomgxcv61lrbdZ2BLQ9N3gH7c8TM1WNIZNREN2fd1flsXBXPmO6xDM0I5oKh4eDhcE2ul6fn+fm78JaWZtyXO5w88Kvu/CEaDSOFNvZmFkasOy8rvH0TbMEfXZC9wQR9JEIy1lzXxbsrqlR3pTv5WCZjxGpp3fWSDUGlSivWZrp5ZtdzVxeE5EiUvkl3ZGTyllzX1YT0wH6XBu8PL479L4ywH77RIg2anhlam+MmsB7f1euFdqPxZ82JHijTheK9hoo9Gh5f1UeaqWcNxftC3mMcoebeZuPUmIPvhcrnB4+W3kYl8dLnEnL69N6o6uXNamQy3jjyj7EN8VuVOKkctbdl2GIN2t586o+aOplN6kUMv53ZR/ij1do35QIY54MXm5OgtGPBgb+wj4zeohyabkCnUrJ38d2JCmEM+ID53UMPk+FSjjTxHQI3u+gO8ASfiIuHAXlTn7dnhdy3TM/7ySvgRIbv9/Pr9tyQ2rq2V1e5m0+yq6cch6f2DXob6FWyPnfVX2IM7WQm52ERDPTqnvkY8aMYevWQNXjG2+8kc6dO/PPf/6T1NRUVCoVCxcuZMqUKYBwxzly5AhDhoToWEiExhgHE18TWSLrPxb2YX2vg4QeLSai1j7OyE/3DGfhzjx255UzvlsCsSYNKoWcCqdHlNaYEoQ+R942WP8JyBB1nHFdwRTGqtlWKPRKfF7QWSiu1NSkMT7w3Wbeu6YfX689Eva8Vh0owub0YK4K3FQ4Paw8IOpEU6N03D80iu6RoqZyZ6mC9YeKuaBHrXhqvFnLO9f0Y3t2Gd+sy0SlkHP1oDQ6xJuClcjr46wAW0FViY1RfH+pTvvMo3A3pAqXh9l73ERrZXSPadVx6mOiT7yCUWkKnlrhYEiSkvSIZvpuMpm49w/+1Tz7k5AIhSEGxj4Jfa6BtTPAVSFsdJP7Nbt9ZucEEwvuG0FOmQOrw41BoyTOpEFn0iC7fCbkboUNn4qAzMBbxYDIaQV7McWVsTVtW6jgB0C3pAiW7ikgJVK0XT2ihLXo7jIlL68oZfHuAm4/N4MYo4KuiWZ+/fs5/LIlh7WHS+gUb+SyfqmkROpQKlro+VQtTu3zgNbSau1JJVovMpmMXikWfvv7CH7YlM3mrDK6J0VwSd8kki065MdbyqE1C7HVjFGw7mOoyIUuk4T7TH0BVkMMnPd/MPhO0YeTK2szzHweURqj0pEapWfWHUNZub+IX7blEGPUcM2gNNKiDTV9ThB2uMU2N16fhdSr5qA+uhbZ1m/FPdJ/OkRnHJeN+M4ca9VvBhd1i2F6Lx1GmROXXMM3O5xUVHogIvS2NpeHP3YGB1bO7RDJXf2NxKpcmEwaFhwu4cPr+rPqYBE7c8pr/xaRJ/C3kJA4ybTq4IjJZKJ79+4BywwGA9HR0TXLp0+fzv33309UVBRms5l77rmHIUOGMHjw4FC7lAiHMU682gwTtuyKlr00ZDIZqVF6rhqUxtasMv7x/Rb2F4hsjo7xRl68rBddE82oTPEiENJupNhQHua8fF6RyvjDnZCzWSxL6Inmork1Hym2ufh1e05tZkoILHoV8jq14AqZDItOTdtkNa+OlJOw+PaalMkOMR0ZNf414YqjrE0XjDdriTdrGdExFpkMFPImdCzLsmHBv2HHXPFdNGYh8NX3WtHwSpwZuGzCOrt7Km6vnx/3ezgnRRFwzZ0JXNtNzY5CB/cusjNrkgGVopm+X0KPqgGrTUrZl2g5DDHilTJA6EK1UJC62O7iu/VZvLd0PzaXF6VcxsReifzj/M7oIhJEgLzdKDExUHJY2Fkf3QSXzUAjF+fU0L1lc3oYmG7mhnYVJCy+A/KFk0SH6PYMOP9lZhyIQF0V+FAq5KRHG7hjVHtu9vhQKmQtJxDt90PBTph7FxzdIJZZ0uCiVyFtiHRvSxwTKqWcNjEG/ja2I26PD1U4jZxjRWcBXW9xXfo8Af28APx+4S71Q73redSjsHeBCGqMfAhMCSRZdEzpl8LEXkko5bKggMGhQhuPzNlaI94aa9Tw3JRhDJ18ATqNWpT+HSeRejUyGbx/SRpDimdjnPcuuO2gUPFw16nI1I8CocvVVQo5kfrA7//f8UlcJFtGxPyXhICsTM6U9udzMO5xRneO5+9jOjbf30JC4iRy2l+1r776KhdddBFTpkxhxIgRJCQkMHv27FN9WqcvcmWLB0bqcqTYzrQPVtUERgD25FUw9b2VZJXWcbSRK8MHRgBKM+Hj82sDIwD9rie6eAPp0UJgT6WQcW7HOAa2DR9xv2FoG2LqBE9ijBqmn9OG58dEkPD9JYG1pIV7MH09GUoOhdyXUiFvWmCkogC+u1G48/iqlL6dVlj4JGz8HLwt4P4hcWoo3Cv+jUjhrywPpU4/w1JadYz6uNApZdzVV83WAh+vrmtG+774HuBzQ+aa5tunhEQ45IoWC4y4PF4+W3mYVxbsqbGY9/j8zNl4lAe+3Uyxreq+USjBmgszLxC6Buf+C/56meiSzaRF6Sm1uxkcpk1bfaCIv/XTkDD7kprACABF+4ifcxn39VcHzFhXo1LKW9Y5q/QIfDShdiBZveyLy6BgT8sdV+KMp0UG43J5+MAIiGv34xDX89zbofulsP17+PURqCyrWa1WyoMCI0dLK7nyg1UBrjYFFU6mf7KOlYetJxQYAUiL1nNNvziG5X+FcdUrIjAC4HWj3foF6vn3gT20O6VGqeCmYW1r3g9uF8mFitVELHms1jnS70O19xfa/3EzXUwOKTAicdpy2l25S5Ys4bXXXqt5r9VqeeuttyguLsZmszF79uwG9UYkWg9Oj5cP/zoYUr3b6fHx+aojuL2hbcEC8Plg26xAP3i1AfQxxC1+kHcnJRChUzG2Szw/bslh/rZcHhrfKWg3A9pEclm/lABFbblcxuW9E4jb9QV4QgzyvC5Y+ZYohTleyo9CVhiRyb9eFjMSEmcGhVUd/4gUftjnJtUkI810ZmWNVNMhUsHlnVS8s8nFn5nB1tfHhSVNzMJJlr4Spzn5Vifv/3kg5LoV+4soKK/T3mSvFe2AQg1R7SBzDXEr/o/3Lk4g0qDirlHtg7QMNEo5z1/aFc3mT0M7XnjdaNe8Gd4NoyXZ9XPtgKoufj8s+k+tTaqExOlAQ9fz2g+h91WwYzbYCxrczfbsMnLKQvcln/llJ4XlJzbR4HJ7eXBoJPpNH4ZcL9v7mygLCkP7OCO3j2wHwD39DVhWvxjyc/L8bWgrsk7oXCUkTiVn3pSlREhcHi/55U6KKlwoFTKiDRrizZqWnR1qhAqHp8YBJhRrDxVjc3qx6BsRwPNUwqF6OgSmRCjaByWH6LzgBn6+7FXy1fH8e/5Bth+1cmnfZD66YQAbjpRgc3rolxaJy+sLaVloUbogpzZ4Ye9+NYXdbqLYq0GjgGhXDnEue8P2iyCsDW0FQhdFqRFp26aE2myCUDitgUEfidObgt2gj8Eh1/P7oXIuylCd0nuwpZnUXsmuIi9/W1TJz1MMJ27vK5NBQnc4+GfznKDEWYe10k1RhYsyhwujRkmUQUOU4eS7KJQ7PVS6wwf/DxfZ6ZRQJbJZHQw0xEDpYfH/koN0/uNGvBfN45Yvt/DIBV0od3jYnVdOYoSWDnFGDufk0z9zJd7kAeQNeoQiRSx+P0T7i4lf9xLKrLVC6+pYndL8fmFdaisUmVz6GDDGg6oJgoseFxxcGn59zkah86I9OwVGz2a8Pj95VgdFFU78CNHieJOmSZo3pXYXRTYX5ZVuTFoV0UY1Fn0z3df2YtF3c5aLUht9jPgXqq7nJeG3zdkEXSaKe8ZWCNHh7W5XHwqdtQGwL78Ch6cJk4UNsCO3HLOumIhQE33VlGVBbPDkIQhXqzvObc8lfVKIcRwW3ycM8vztkNYE4wQJiVaIFBw5Cyizu/hh01Genb+rpjMWb9bw9tV96ZViaTmxtUbQqOQkWrQh7XMBki06NKomnJtCA5FtgSW1yypLakRbZYW7SPluAtHDHybJPIrtR2H2hmzmbsyme3IEWpWC7zdkMSA9ivHdQmQdKTVgToWjGyk673U+KenBu5/n4/IKG+D0aD3vxirorPOHH+jaCsUMwl8vi2wTEOc87YuGRW/lirPe4veMolA41Sw+4qHSA0OSmsf5orUil8m4s4+Gx/5ycMfvdr6ZZECrPMFgUHxPWPu+GNRpjM1zohJnBXlWB//34w5+2ZZDtdN0v/RIXp/Wm5RI/Uk9F51KgUwG4RyvAwS8ozLEvw5rgJWwrGAnRtth8qwO7vlqIwlmLenRepbvK2RffgVX94tjQqcprNaP5P652ZTYhRi5WavkmfOfYZTrTwyNBfXr4/WIAd9314uBFIg2atS/hZtPY0KRClXt9wmFKUlkyEicVVS6vazaX8T9326qERg2a5U8c2kPRnWKw6AJP1zJLavkkdlbWbS7NuvhnA4xPD+lJ0mN2VA3RmkmzLkdDtfJVux8IVzwknCuUaggqj3wW+jtTUlgryqT0TQc8GsTHV5rJ8qgRnmCZTUJJi0VrkbuLX10g6sjdCrhNFliEn3jcIEWc/JxnqWExKnntCurkTh2NmaW8vi87QGzVHlWJ1d9sJrs0lOQUluFUaPirnPDR9FvHdEOnaoJ8TuFUlie1cVeBGqTsP6sQrf+XW7vV9v4+PywJauMNQeLsVZ6uP3cjNANsEoPw+/Fn9yf3z19eGNZbk1gBMQM37QPVnO0od9yz2+w5NnawAhAyUH4+ALRwBrjQm/XdXL4dRKnHwV7ICKFn/a7aRshI/FEMylOA8waGX/vr2FHkY/H/qrEH2402FQSewhxvCOrmucEJc4KbE4PL/y6i5+35gQEJNYfLuG2z9afcMr6sRJtVDOua2jXtcQILUmWOkGLTueLQZirQgjEGmu3izn0I+O7iAFNrtXB6oPF7KuacFh/1E5mu6lMn3UowNHG6vBw99wj7E+7DLShBRjDUpYJn0ysDYyAKM35/RE4srLx7WUyITQebiJhxIOSCPlZSGaRnemfrA2+Tr/cyP6C0BNoAGWVbh6Zsy0gMALw195CHpq1mRJ7sPVsk7EVwqwbAwMjIMpofn1YBCtlMuHuGO567ncDbPkG4ro0el2P6BBTI5Bcn1vPadugmUBTSI/WsywHvG1Hhf5AZNuAZ0uDGOOg19Wh12kt4vtKSJymnPk987OcYpuLl37fHXKd0+Pjly05J/mMAumUYOJf53eiri6VQi7jyUndyIg9hllhSzpMfjdQPG/p8zD1s9pIeGUJ7bPn8u9xaQG6Igq5jEcv6ELH+AY6iTEdyR/3Nq8vD51GWFbpZsOR0tDblufCkmdCr3OUQv4uuGZOcBAkZRCc9x9Juf9MweuB4gNUGtNYdMTDwMSzJ3GvnUXOLb3UzNrj4cMtJ9BZBTCniHv6kFRaI9F0CiuczN10NOS67Uet5J/k4IhJq+KJid3olRLonRln0vDJjQNJiKgz421Ohiu/FYH6pc/DxW/WtBfGjR/w70FKeqcEtl+xJg3vXdOPj1cdxRcmHvn2X5nYXceoB7Tn11ohx/oseloIjDeGJQ2mfCRmnquRyYQVaptzju18JE57XB4fHy0/GP46Xbw/7HVaanexKbM05Lrl+4ooqjiR4EgBZK0NvW7nD7X6HJaU0NdzvxvA6xRt/xVfNDrRlWDR8vGNAzCoAzNKJ/ZK5NJ6enjHQ0KEliFd23F42LP4kgeJ50p1llZEClz1bdPttFU6GPkPaDsycLkuEq6dK2WOSJzWnD2987MUp8fLwTpOMPXZlFWGz+cP7z/usIoGIHebqCeO7SzKQJQnFsGuxqJXc+2QNkzokcjOnHJkMuiSYCLGpEGvPobLU2OEbhdD+lChyu9xCttPQxzc9qdwlCnPJSK2E1caUhnbqx27csvBD10STUQbNQ2mbaKNwGVUkGvdF3L1ZT2iGBJVDtnrARlOp4M8czeK7D7SFRVE1Z1lq0vXi8Vsgq0Qrv5elAPZ8iGmo0jHNMaG3k7i9KPkIPjcLHV2oNIDgxLP7JKa+pyToiSr3Mczq5ykmeWMb3ucLiAyGcR3hwNLmvX8JM5sKpwevOFGX0BeuYOuHIPORUU+WI9C0X6R/ReZLv49BpIsOmZcP4Bcq4MDBRUkROhIjdKRGFGvFECpgTbD4a7VQqPK54UbfoGKPCjPJSlCw4dXdyTX7q/aj5bUSD06tUK0c2HYm1+Bw+VF7ygAeyHZyjRybV4OFFSQbNGTEqklLbreJEXW+vBfyFEmbLazjog215IGltTg0lG1ATpdAHetFZa+7krhRGWMk7RGzkLsLk8j12k5dqc3oE9Y7nBTWOFia1YZD43vRIxRwxerD7OkXgaJtbIJbn9eD9jyoLJU3Ne2fIjuIDTfwuH3165XGwOvZ6cN4joLdxqFErpNaVLQQa1QMLBNFL/fN4L9BTbKKt10TjARa9I0i36KTCajY7wJl9qIf8xj+MpzkFnS8esikGst4c/RelSUF1mzRXZJRLK4V82JcNlH+Kw5+Ap249bG4DSn49DGE+n1o5Gm3yVOU6TgyBmORqmgTYyB7UdDP+R7p0SED4zYCoVGxup3agujlVq49H1oP7bZMhoMGiUGjZL0Buotm4RKLzqokemBy7UmERWvQg+kwzEfT6VSEm/WkGcNnGG8e2gcN0esxVIcDTvnYVdaODLkP/zfnJ2s2F/E+5OTGWdOFg1LXQbcLKLrH08QZQIAmggY87joVNYpCZI4A6hyqplfEEua6ewoqanPFZ1V5Nn83Luwkq8myugbf5xNUGIvWPE/IZTXmMaBhARg1ChRyGVhAyTxpmPQ3ijLgq+vFtob1ZiT4do5YcUMwxFj0hBj0tA9OaLhDyrVVcGGtDobd6j9LxATScB+XB4fneKNYWfWB7SJwuI4Aj8/yKELP+eOLzayM6d2kJps0fHR9f3plFgnYJHcF7Z9F7wzfRRc8h58eXmtKxcId51rZkNU28DPq7Sh22uJsw69WtngddohzoReUzuZUGxz8d7S/bz/14GarqlGKefRC7tg1qqYt7k2Q8ysa6SN8biEBa/LBj/eG1gudu2c8NvJZIEaIs10PauUcpIj9SS3kAaSLG87ms8vEUGg6mWpQ+Dyj0JvULgXPr9UWBNXE98DrvwKLKkUY+L9TQX8uDmScocTq2MHGuUuXpnai1Gd445tklNCopVw9vXOzzKiDGoeDGFbC6IxuaBnA9HsA0th1duBinEeB3x3Q2ADcpYQb9Lw97EdA5aZtUquynBiOfybmDHY+xsFg/7Jx6uyarzq31pXQcnABwN3pjFDu3Nh4VO1gREAZxn88oDI1JE4syjYjUtlZlG2nAFnWdZINUKgVU3bCDk3zrezr+Q41fcTewN+ydJXosnEGDVM7h06s6Nropm4ptbzO6zw8wOBgREQwe/Pp4hZ1laCWinnpuFtCTf/8fCIKORfTSN/zCs8Mmd7QGAEILu0kls/X09mYZ3lnS4QExH1GXI3/PFEYGAEoPgAfHNN08ptJM5KGrtO7xyVETDIXn2wiPf+PBDQNXV6fDwxbzuT+yTX6HYMzYgm2tjIfW3NFgGAn+4L7tfmbIGU/qG36zIpQBz5tKAsGz6bHBAYASBzJSx4QgSI6lKeC19ODQyMAORthXn3QGUpK/cX8e7SA2SXOrA6RF/W6fFx91cbyS45dZqGEhInghQcOQvok2rhyUld0arkqBVy+qRamNQzkfl/O4fkcEretgL4K7SHOX4fbPy85U64lSKTyRjXNZ67R2WgUohW/OLuUcRtfR96ToUNn+BrN4Zcl465G2uzRDZnlbHQ15fywQ/W1nd2vhC2hph9AzEzuPsX4cYhceZQuIeVmnMod8OAhLN3NkWtkPHAAA0RahlX/2Qns9zX+Eb1McaJEgaptEaiiRg0Sv5xfmcu6JGATCa0PQa2jWLagBRm3jiAmKYGR2wFsDeMM0VZZqsKjgCkRRv44Lr+WPS1ZWxmrZI3ruyDyVMMRfsoUcTUBPPrc7jITmEdkUwiUuC6eYElREqt0ArJDlNyk7etVp9BQiIEDV2ndfXnim0u3lwUurzZ74c/duRxTscYhrWP5qXLexHZWDnK/kXClrfaIrsuy16Bkf+E9GGByztOgPOfO/1KwEoOhr8Pt88WZUB1qcgTwc1QHFiMpyKfWeuzGNg2ipTIwLGE3w/frM08cQF2CYlTwNnbQz+TcVWIiO/eP8CUgCU6gyvNh7j07h5ovDbwe8mTJ7BmXxZzSt2c0ymeWLOerVll7MmroEdKBCMT3GitDYi1Fu0TdZqKM+gSqsiHksOw7w/QmKDjeDAlBtiFRhs13DWqPVMHpFJsc5GidaGcmylqTu3FePTxODwicl6XP7P9dB9+K9HdrkDtLMZgjkQ5787A40dnwJgnxHkU7Yc98yF1kBCgPEELN4lWQMEufvNOJF4vI818gna2pzlGtYx/Ddby1HIHV/1o47uLDSQYjvEaT+wtOrYSEo3h80FFLvG2Ip4foebl87qiKD2AUu2jSGPhcE4un6+oINKgZXSXBCo9PhbtzMfj8zO6cxxJFh1RhqpBltse3n8XWkcQoLoN2b8YnSGKkR0v4pd7hlJk9+L3+4k2aog3aZAfEYNMuyt8BpdSLkMpl7M1q5TFuwpQq+Sc37ULyTf9gaqyCLzuKt2sRr636xiD/WVZkL0BcjZDfFdIGQARqeFdQSROa3QqBSM7xvLLvedQZHMFXKdKlxXyc2HPr7iSxpJT5gi7n5wyB/+Z3A2jRtk0nY6yLJCH6cc6ymDWdLhlkZgUdJbjVZsplZmZva6YSncxo7vEk2RWE2VppCyuGfD5/Bwtq2TjkVJ255bTIyWCHskRjdsVl+eKwG3h3tDru0+BXtNEgMRhhfajRTlcZUmDu/U7bYzsFMuhQjsX9Uwk1qThhV93c7BQZKAcLLLhdthRV2QJIWdHqQiiGmKFqPoxajRJSJwszqCRrQQgsg12zIV5d8Og24Ww1HfXoxn9GJqDC/F0v4z19niu+2o9To+PjFgDvdrEMf1/yyl31pZ3PD42mRsTeyI7GMYRot3IMyswUp4Ls2+Dg0tql/3+qPCy73lFwAyBTq0kLUpJWpRBdAxTBokGNro96uJdGFR+YoxqCqtU0if3TqZrkpkJb6+r6VOP7yLjtcRB6LLWiQXmJJjwAsy5TWi9AKwGtBFw/U+Q2LPlfwOJlsPvx1ewjwWOtvRPUSCTOvhEamU8OkTDf1Y4mTbPxteTjjFAkthbZFiVHJZ0CyTC4/dD4S6w5sDP92O68BWYewOMe5o8dwT3zj/C6sNCk+veMe2ZsfwQn66snUV+ZcEeJvdO5tELuwgrTY1ZODW4w6SMW07xtWjNge+uh8zVNYuUv/6LpIvfIanrRBHIr6ZKKNWsVaBWyAMs6qv5z+TuvLN0P79sza1Z9tz8XfxtTAduHNa5dgDq94JMLgaR9ZHJjk0bKH8XfHJhbVsIUlt4FqBUyEmy6AIH+/ZiWPkW/PUSAIbBVnomjWXJ3tAuNEMzokk5Fr2OpD5CzyccXpfI+I1Mp9Rq5aPlh3ljaW2G1CuLD3NRtxieuKgLsZEtl0ni9/vZmWPlyg9W1ZSvAEQb1Hxz22Dax4VxWyzLhq+mQeFumDIjeH3PqZDQU5TPVHdQ/3we0gYLB0iZLHQwWKHmQIWSJ+ftCDiXl6f24uHZW8kpczC0XTTqvb/A7Jtrt/vrFVFSPuBmUVJeV0NJQqKVIE1Hn2lYj8IPd4FSJ9Tt/3pZzOpY0qAilzximf7tgZrMhttHZvDYnG0BgRGAt1YWUDz4X6FnabQWkVZ4puDzweZvAgMj1fzyYMP6KgqVeMhv/hqG3guZq0lRlHDzcCE+p5DLmNQ7iWd+2RnQvvyxu4iCjleKdGSAIXfB7/8O7AyCmLn4alqrS9WWOEasR9nqjKXAraF/wtmpNxKKWL2cR4doqHDD1Hk2so+lxCaxJ8gUsH9hy52gxOlPeQ5kroVf/wVdJsLKNyG+O96ig3yzR1YTGLHoVXSIMwUERqqZuymbNQeLxRtTPAy+K/Sx2p0r1p8qvG5Y835AYAQQg5sf7hCBk7roY6HTBcSWbeXKgalBu+sYb8Tl8QUERqp5feHemhliQDjD9b4m9Hl1u6zp+gwVYkInZFv49VXB30HizKZwb01gBMC0+SPuHxIZsmtq1io5v3tC8IqGSO4Lhfug7YjQ6wffUXNPHyis5I2lR4I+8tP2Qpbva9mMsTyrg5s/XRcQGAEosrm464uNFIayIvc4xBggd4twcCzLhKS+tevlCuh+Gfz+WHAA5Mgq2PwVDK+nl1dFZZ+b+WRLYIC4yObi6Z93cvM5bTFrlYzrZAkMjFRzYIlwlVzzITjDuxRJSJwqpODImcaOH8S/GaNh18/i/50vgq2zoOcVHChxUVEVCJHJwKxTkWsNTlEssrl4YYMcz7RvApxeSOoLN/16cqK9Pm+gWGlLUZEHq98Ov37nD+Dz4nK5g+onPT4fXksqXPSqSCs+/1niF93PuA5GHhrfkXM6RLPqQHAtt9fn58E/Ssm7bA7EdREWyfk7gj4HCMGw1pCqLXH8FOziD28/TCo/naKkx25d4g1yHh+qweGBy36wsb+0iSKtaqNwBtknBUckGsBWICYICveI2dADi6HLRAp0bfh4fe2zeWyXeH7aEj4I/d6f+ymxuURAe9DtMPJftY5tciX0nAaT3xHp4s2B1yPawGPBVgBrPwy9LnUIbr8Sl7tOm6qPhAtfwbxzFrcNTeKW4W3RqUTwVqWQcc/o9ny9NngwWM0nKw7hqi4h1Rhh9GMicJQxBnpdKf4dcCuMf1pkfjTpOxRCwa7Q68oypbbwLMDr8+Hx+cSAfvW7gSsrS2i/9RVmXt4mQOeie7KZb28bEl5Hrz5+P3jcIqjX7VI450FRXlJdYqM2wIiHxPWs1OJyuZi5KjPs7t5fcZTi0rKw60+UwgoXJXYX47vFMbVvPJ0TajNFdueVU2wLkUlTUQCbvqh9v/gZOPefYkwgk0PKQDj0V/iDrnkf+lwtgp6KKi0YlR7vsPtZHn8VX20Mvhf35VfQPs7Et7cPIWVnGAccgE1fCivg+kFQCYlWwBlUFyEBQEXVDI/GWFsvqK76v0pPaUmtsJpKLqeygVrjbzYXc/PoEXS4+Q/h/y5Xgi4KDM3U+QtHRYHoyK77CLxO6HOtsO40HeOMQJPxha6tlMnhwlfJSpnAkmW7WHLQTopFw5UDUzHptOzKsfLNuiw0Sjk3DsugS88UtH4nsvbn0c5XwtV9Erm0TzJvLd4f8qhrDlv554oYPpr6OfL6Nr/1qa8iLnF6UbiH33396ZWgQBFOkv8sJlYv54mhGp5d5eSyH+x8PEFP77gmZNgk9RVlhF53bedNQqIuLpu4PkAEG/x+kCvxK/WUVdY+Vw0aJZnF9rC7KbG78FTbABtj4ZwHxMDBVQFKvciM0DSDvb31qMj82PqdKOHpP13oUTWlLMXnA6c1cJkmguyb1rGnxM93v2fh8xdzaZ8kuiQYSY02iQHKBc+QVJHPfefEc+XAFGwuL3q1Eq1SRmldMdZ6FFa4Aq2RdVEwYLqYjDm6QczK97zi2EpqPOH1JACh+SJxRlJY7mRPXjlfrD6Mzw/TBqTQpesNxO2ZH1DGpt/5LSOLd/D9+Y9jjRuKQqnColcRZWiCqLLLLsqoK4uELl/OJojpCL2vhrFPwch/CHtfnQWMCTUlN16vhyJ7+Mm6ErsLdxib8OYgQmbnjysjid39GRpHPkX9x5EdOYjb5+VytMyBwxOiL+/zBN5PznLhNtn7arjiM4hsGz6YCkIjRKGCC16EkQ+Je09t5FClkVveWBlWeilCp6RznAGWbgq/78oSEYDyhi6PkpA4lUjBkTONDuPFwy5ni5i52T1fpNSlD4WczXRKnlzzUZfXh1mnQi6DUM90nUqBTq0QoqSmBix/m5OKAvj1n7Dt+9plO38UEe6pn4qOXHOjNgqRqH1/BC4//zkOxJzL5R9soahOVL5/2xg+WraDDUdKa5bN23yUiT0TeWJiN2IiRQNtqXqN6RLP56uDZ98SzFpeGqlC/uFouPit8HXsckULBoYkTgZZmYfZ7T+H8WexS01jROnkPD5My0trhAbJ62N0jG/bSMAjuR9s+lwMJtsMPzknKnF6YUoQHXGlRgRKDLFQchCdPJKBbTqy6qAIjG/PLmNwRjSrq8tn6jGyQyxmXZ37V6lu/gzKaqvNuna4m7+CwXfCiAcbz0pR64VwadbamkVZ0zfw758PsHh37Szvr9tyGdgmkpcv70lqtFFY80a2QQ+0q7O7SpeHYe1jmLU+dGnpuG7xaFVVmXB+vwiIfDqpdkC251dY/jpcM1s4fjRFWFwfLbJzQgVJ5AownsKyJYkWo6DcySNztrBgR63N7PxtuQxpG8lrF84kfu4VgRvkbSP+8C/Edx0h+k5NweOEw8uELs6s6bUiwXt+FeV2076E9mNqXQXroNVoGdfRwvJ9oV2dzmlnwaxrouPVseIoJ+ngLBQLHqtZFL17PtHmZL647DumfJ0d2pVHbRCZyfk7a5e5K8UYYe2HcPMi6Hi+mIgMRdpQUBnEc0XdpmaxwmtDLpPhDREd0SjlRBs04l7tMlH030PuewiUHIL2Y5vwA0hInFyk/O4zjYQeIgqevwOi2oI5GQ7+KQb/2+cQq/VzfufImo8v2pnHlH4pIXd1z+j2xDXV3rC5yNsWGBipJmtNbZlQc6ONEC4xdRXL9dFYE4bw+IKjAYGRXikRHCiwBQRGqvlxSw47c61By7skmsiIC55R/PvQKGL++Luopd46CwbeFvr8Bt4qUj8lTlsWZ3pR4KNXrKQ30hAmtRBp7RWn4LbfK3lzg7NhK8DoDNBFwp4w1qoSEoY4sBXBgFtg/Uw4535YPxNLZAyPjoisyeRad7iEvmmRRBuCBxk6lYLp57RDo2zB+7daL6RuYKSaVW9DafiU/hr0UTD+WZH1CND1EjbnOAMCI9WsOVTCsjADvWp0aiV3jMyoDYDUIdakYUzn+Fpx6fIcmHVDcFDD64JZN4r1TcEYL7JyQjHw9qZrl0icVmzKLA0IjFSz8mAJyysSIa5r4AqVHobe0/TACIiMkaL9sOCJYPckvw++nw7leSE3lcnljO0qHFnqo1XJuX1kBjrdMZzLsVCRGxAYqcGaTdL6l3j90o6h++rGOJjwfOh9JvUVJfMJPSCmQ/B6mRzG/UeU3tVDrZBxRf/Q44YbhrZBo6x6XqQPEw5T9anW6kvqc/ImXiUkjgEpOHKmYU6Ea+dAvxthwb9h0hvQbbIQ+xz3HyL3/8j/jU/l7yOSMeuUfLHmCEMzovnXhM7EGEWnMDFCy4uX9WTawFTUTegM2p0eim1OKt3hUw6bhNsBq98Lv37tByKzpCWI6QjTfxcZKgAdxlPiUbNsf2C5zXldE/hxc/i69F+25uC2lYg6Sq/4PRIidHx20yCuGphW02j0TIng4k5aYVMIsHMe3vju+C54qdbezBAL5z8Pwx8IsBOWOP34oziOLnorepVUUtMYaoWMe/upubSjkpfWOrn1t0rKnGECJDI5JPWTgiMS4dEYodME6HQBdL4Q7CUw/D44uJQO6mJmXduBXilCD+PZX3by/nX9mNA9oSZock6HGObeNYzUyKYNfHw+P8U2J6X2Y0wXtxXAhk/Cr6+rHdAQ8d3gxvmQ2JuSQQ/wxZrwQZWv1maSW1JnkOi2i7bLVVu6kh6tZ86dwxjWXmStKOQyLuqZyKzbh5Bc9zexFYYXDrcVhNUKKbW7KLY5a8tzVFrofxNM+l9tW1g9yBt+n9QWnoHYnG4+Xn4w7PqZm8opHfqwyEbQmLGPfZ6iWzdQaTrGzK3CPSIgEE7TxmWD0mBB5mqSYyKYdUt/LuwWW/N8GJ4RyZzbBpIW3QwldeHYuyDsKs2eeQxJlKFRhemrJ/WD63+E+O7ivUovNJOmfSGEZs1JYszQ9waRXQdV2oK/iayTEBSUu+iSGMF9YzsQaxTbJJi1/GtCZyINakrsLvEsUWqFRmHfG2rLXtMGwxVfivNoM0Ky5pZolUg53mciESlw/nNgLxD1MhNeErM5fj8k9CTO5+buYYlcMTANj1+ORq0mxqRjcu8kXF4/GqWceLO20cNUONwcKLTxzpL97C+ooEuCmdvPzaBNtB6d+jguLb8XPGHsEUGkA/qPUaCuqai0IkX/qm9EXaZCjTcvWIdEqZCFrO1UymX8b1IKQ9T7UH3zkNhHp4tETXpkOkkWHY9P7Mpdo9vj8/kxaJTobPsA8Md0InP8h3yz00mWTcF1476ng0WGVqNGHd22aanIEq0We0keKz0dmJrYcmJtZxpymYzLO6lpFyHnnU0uJnxXwaujdQxKCvFcSR0A+/+A4oMiW05Coj7GWFGuEdNRaHLIldDuXLQyJX2Q8fGVnbH5lCiUKqKMWl66vBeldhd+wKxVYdY1Tc8mu8TOvM05/Lj5KBqlnBuGtmFIRjRxTWhPhUBkA3obzorw6+qi1osByDWzcTuVOD3bw3600uUVQQlXBRQdgGWvQsFOiOkM59wHURkoNUa6JJp5++p+lDvcyACLXo1BU+9ebEw83RuoXZJvdbDyQBEzlx/C6fExsVcSk3oliYCLIUZojbU/T+iOKdRC/0FqC89IvD5qHBRDUeny4m07Gtu9uzlQLuedpYfYt3YPnRPM3D6yHW1iDOib0uf0OEJbTdclnEV3FelxFl6Y0p1H7C78fjBpFUSYwtjoNhcNac75PChlDWRXaozCiefaueC2iWefIbY2EAIiu2PC8zDyQaFbpDY2qC3o8fn49w/bGNg2igfHd8KkVVJqd/Pdukw6Rsm5KaMc5r5e+ywZ/jdRFuhxiiCJWi9lgEm0aqTgyJmKShs6na0KJVA/mS0houkpgS6Pl4U78/nbN5tqlu3Jq+DHLUf58Lr+nNspDvmxCk+qDULx/8CS0Ou7Tm4+J4Bw6KNqxOPMVhvt44zsy6/tlK4/XMLIjnF8vipwduGZ8YmMOvAS2j0/1C7M2w7rPoSb/4CodmhVikAlda8FYjpycPzHXPJlNmWVovP4Q1UyyaV9knjsIg9RIdK8JU4fVmzeiQsVfRObMECSCKBfgpJnR8h5Z6OLaT/auaG7mgcHajDUzcBJ6gNyldBXGnLnqTtZidaNXC6CJMbgTnlU1asuQYP/RsgqsXP5uyvJKasNcGz8ZhPD28fwyhW9iDM1cv/rLNBxAmyfHXp9j8uP6XwwRBOj9XJ+t3jWHw4hOA6M7xZPvFkD+36Db6+ttfPM3wk758JlM4WzhUJJhE5FRENBIkOsGFTVL1cAUfpQx+K4oNzB/d9uZtm+WqeKHTlWPl15iO9uH0JKpL7KTk9KuT8bMGmVXNw7Kex1OrFXEka9jt93WLnnq401y6v7nO9f25/RneMaFzuP6yr0qYxxwjK6PjI5RLdv9HwNej0Gvb7RzzUXvvZjkC9+OuQ6f+ogZBpz4zsxxgINBCQaGTPUJc6kRaOUs+Zgca3FOTCoTQT/7JCDesZNDT5LJCRaO1IYXuK4KCh38fCcrUHLfX54aNYW8kLYAzeJdiNC1z8aYoQK/kl0pIixmHhmfGJAg7toVz7jusYH1KWbNEqGRVcEBkaqsRfBkucC0pRrN0ykYvJMXlxZXhMYqcvsjUc5WtrwLIZE62fx7gISZUUkxhyDY4NEDbF6OY8N1XB1VxVf7nQx+usKfthbx1ZbpRduVi2lSSQh0Qhur5dPVx4OCIxUs2xfIbtyyhvfidoAox4RAYb6JA+A+K7ByxtBrlAwrms8qVHBEx9xJg2X9UtBac+HH+4myHrC74cf7611wGsMU7zQOwnF2KcCdLN25FgDAiPV5JQ5+HzlYdzeFsoQlWiVyGQyxnYJf51e2jeZwgoXD88O7nP6/fCPWZvJb0qf0xALDiuc+0jo9ec82CozGqyaBJwZE4JXKNSUjHyaclkLZ67UI9ak4R/ndwpa/tDQCKIW3n/izxIJiVOMFMKTOC7yyh3Yw9gAF9lcFNlcJNb3m/c4wF4VZdZHB6b1VWNOFul/Gz6DjZ+KVNx+N4ryFLlKaI6EmPlrDqyVbmwuD0q5DAV+9B4vPZLMzLulJ68szmR9VjmxRg12p4tZdwxh5vJD/Lw1h2EZMcQd/rp2Rwk9KOhxKx59HPqirURsmVllW1Y101CRL/RI1DqshnR+3/VnwHlE6lXcO7oDvVIjUMhkWCvdTU7rlmhd+P1+FmXL6aU+CoqmzcpIBCOXybgwQ8WARAWfb3fzt0WVfLBFzn39NYxOUyJLGyxEK21FLW81LiFRj2Kbm7kbw9uxf7XmCEMzolDaC0Rav9oI2hCzvVHt4Lal8OcrcGChyJbsOlk47uiaHlwtd7ixOT3IZDKitTI+v2kgn68+wrzNR/H5YEKPBG4cmk6bGCMc3ScsOwEiUijpdRuOyI6oKrKI2fyeaHMjQogver1gywf8QtRcbYBuF0NcJzFbrDKINP6YjhDbRcxMI1Lyv25AB2X2xmxuHN6WeHN4vTO7y0NZpSjxiTFqUCoanucrsblweLyoFXKijSdZZF6iSSRZdHx96xC+XH2YWeuz8Png4t5JXD+0DSmRejZnllLhDF26VWJ3h+5zVq+v+ftriO55hTAsmPYVrHpLZPhGpAqr2vRhzadpYysSfV6lRkzuVWMvFvp6ClWT+7Lfbq+kU7fH6JE+mqjN74K9GHebMRQN+zdbyzR0sLnQqRWB94HXI3R+/H6RlabW43B7cbhc2CsdyGQyIrRq9IZjyICpLAVnOVq/j6m9YmgfO4BXFuzhUJGdDvFGultcoq8bCkeZ6PuGepZISLQypOCIxHHRWMFMkMZSyWFh6VedMtxrmrAnDGWFGJECI/4B/W8UdczFB2DWTaLDZUmDcx8W7jvNNAiyuzzszatgxrIDTBuQRoqyDMveWWjVgDmFbnnbeG3Exdi0HVCqVMSYjaAz8uiFXbnj3PZolXKUf8lBJqNwwvsscXTkrZWl5Fkd9Egeyr/GX0RHvxqDrUAIa/31klBNT+wNF34S8FuO7xrPfeM6smhXPvd+vYlim4v+6ZE8OL4THeNNaMOJbkm0SvbkVZDj0nJDbLCLkcSxE6eXc/8ADTuLvHy7y830XyvpGCnnxk6Dudj3IfrdP0Pf6071aUqchYTTFdQo5dw32IxizXtiMFZZItqvMY+LFP66kwRyhVh20StgzYIVb8JX00RJUM8rYfAdYAkfZHW6vewvqODbtZlM7JlIG3UJel8xxvWf8kC7sVzTbzjIFMQZZOiMgbPN5QPuZWvKNF5YVsru3HJSozrw9yEzGKKOIcivwnoUNn4hykZdNqENcu7DoI8BRzms+1iIX0a1g9GPAYEzyQ1pMDa0zufzc7jYzv8W7mXBjjw0KjlXDkzjqoFpIQfGZZUutmaV8fyvu9mXX0F6tJ77zuvIwDZRRErlqq2OZIuOv4/tyHVD2uD3Q5RB1SRTgHBYK91szS7j+V93sTevgrQoPX8/rwOD2w4gknJI7Ak+rwjs1Q1gnAiVpZC9Hhb+X5174FEhclq4G/54Egp21+nLDm+0XNwHXP/tYXokd+XGXjNIjNShNcfx4dJD/LmnAI1KzlUD07hyUBqJETphCb7+E1j/kdD56DQBz4h/UkAMs9cf4fN1eVS6vJzbIYr7xrYnPdqIUtXABJyzQgSU/ngKcjaCKQFT/5sYmdyfnld3xSnX4/X5cJVsp8HiQUl8VeI0QeZv0Cfx7MBqtRIREUFZWRlmcxNq9yTILrEz/rW/QkbyY40a5t0zTDykAUqPwIdjgms8I1Lgxl/Dd/Z8Xtg2G2bfHLxuxD9g2N+aJcq/Yl8hV89YzYfX9UfrKGTQ2ntRGqOFc82i/wRvMP4Z6D+9ZiYMgKz1lG3/jedLx/DlxsB0YZkMFt/VmzabXgryk7ddM59/rlLy07YC0qL0vDGtN28s2seiXYG/lUIu46tbBjGw7dkzK34m3JfvLt3Pq/O38H7Hdag7jT3Vp3NG4ff72VXs45f9HtbnedHLnFwUcYjJl1/PoLZRx655JNEkzoT7srlxe3288vse3lm6P2jdqxclc/GBp5AfWBS4QqGC6QuEZk59Sg7Dh6OFA0xdLGnCiSbM7OumIyVc99Ea3rqqL+nyfNJkeTDnthBtb6pwkYhIgbIsvD8/xLz0h7nvx+CMjr+NzuC2ke3RV2uwlOfAl9MgZ1PgBztPFMKP8x8KPrFx/xVlsVW2q3/tLeDaGWtCfoe7zs3g7+d1RBUiG+RQoY2J/1tGeb1+R8d4I5/eNDBAN83t9TF7Qxb//D64FOOh8Z24cVibpol4niac6fdldomd81/7K+hvDxBtUPPTPcMDAmQer4+5m47y4Hebgz7/wHkdmX5O2+b/+3vdsPFz+OnvwetGPyayVLbPCVw+8l8w7F4RoAnD7lwr41/7CxDB1g+u68+dX2wI6n93TjDxw3Xt0Hx9uQhm1CFv8jfc/JeBrdmBEzU6lYIf7xpE+4Rgy94a9i6ALy8PLpfpNQ3iu+HoPIULP97Ls2OjGPjrpNDZI7pIuH2ZlDkicVogaY5IHBexZg3PT+kRFAhWyGW8dHkv4qvF57xe2PRlaPGrsizY9VPwA7ea8pzQHS2AZS+HtQY8FgrKHTw2dxsD2kSxO7ecDDJRHl0nlPKXvRJ6o4X/BxV5gcsi0ynsdGVQYARElo2ysjAoMII+GoMjlwcG6YnUq7h+aBuK7e6gwAiA1+fnyXk7KKpwHuc3lTgVLN6eTTfZIdTmuMY/LHFMyGQyukQreGCghtfHaBkfV8Li0jiu/GAVg59dyFM/bmfDkRKk+L9ES6NSyLlmcBop9ex+jRolI2LswYEREAOp+f+sLTWtu3zDp8GBERATDbt/DXkOxTYn//5hOxf2TGRvTjHxeX+KQU3ItjcTdv0i2l5jAnmjXuaphaH1AN5ccoDCuu1O7rbgwAhAz6mw8MmQ+2DRfwLOo3OCiXM7BZcUpETquGpQWsjASKXLw9tL9oUcHO/Jq2DjkdKAZflWB0//tDPk6bz+x14KK47RalnilBJv1vLCZT2D+pxyGbx4ea8gh8W8cif/91Nop6Y3Fu2lsLwF+lLlOfD7Y6HX/fliaFHlv14KfY/WId6s5aZhbQAhTjtrfVbIiclKtxd/1rqgwAjmJHZ6koICI9XbvLpgLzZ7CF08AGsO/BxCRwRg89cQ2xl/zhbsLi/PL7dSOPY1IWxbF5kMJr0pHKckJE4DzpywuUQtjrLayK3WIuoNw2Bzeii2ufD5/Zi0qsadUWwF4CxHLVdybkYk8+8eyqHcAtqb3OhUcnSmKPQRdWZtHSWwY274/W37HnpdGfocK0vC1y/6vFBy6NitO8tzhf+6XAXGOKyVwo54XLd4Cm1OokqrRB39vvD2aR6HqLWOTK9dJpOzrTh0+me8WYu6MEQjndgLDi6l7aGnmTftI8r0Efy6I3zAZ0eOlXKHR6qZPk0od7hZn1nOtbJ9YBx+qk/njCZWL+fyXrFctvg59na9hxWejszdmM3Hyw+REqnj0r4pTO2fIlwwJM4+vG4R0Pa6QKkTGh71RlnFNhflDjdymYwoQwir2oaoKCQZG99O78Nf+8vQeCvoFSsjNjIC/dbPwm+XuVrYvuvr6IlUlsDOEOLe1WybJQIRdTVLfD7K7ZVszS7j+qHpGFyFaPwe2B8iKKPUQvcpou0s2g/aCEp9ekrtwaLgIALzmSWVpEVXzWxvC+Omg7/hNrOits2MNYmB7obDpXy8/CAOt5fJfZIZ1zVBWPmGoKzSzR87ww8i52zM5ryu8TW6C8V2d8hACoDL6yPP6iAtSnoenC4oFXJGdorl53vO4cNlB9iTV07XRDPTh7clLdoQlClYYnNhrQz993d7/Rwtc9Re082FrSC0WxOI8havSzx36gYafB4RrKzuy1aW1moAVfXfLXo1d49uz+gu8VQ43PwrhDAtQL9UM9odHwavSO7HD/tC398AC/cUYbU7hAucqt795ywTQdlwFO5BU3yEQe2uJEnnxR7ZBdf0xcjXvIeyYAeu6I4oht2LIjpDcqqROG2QrtQzCb8fCvfCbw/D/oXifZvhMOFFiO0k6pnrcLjIxnPzd/H7jjy8Pj89UyL4z8Xd6ZJoCq7zdNng6Eb45SEoPQxTZmDI3kDn9CF02vEmsgOLxPHShsIFL0JsZ/EglCuEm0Q41Abhux6KcMurqf8Qb4jKUjj4Jyz4twiq6KLgqq9RekWdqcvjQyGX4VGZUENw5Dvo3KrqM90OyN0Ki/+LvtOTIT/q8vjwKUP8Bh6n+A5F+0n96lwU169B34CmiFxG41Z1Eq2G5fsK8fiht/IA6Cef6tM589GYkMVk0LFoIR0njOO6wenszLWyfF8hH/x5gP8t3MvYLvHcfm4G/dIbSCGWOLMoz4O1H8Lqd8FpBXMSjH4cOo4HfRQuj5edOeX8+4dtbMkqQyGXMa5rPP+a0Jn0xgZPDqvQwrJmw9LnSdKYmDrqMVj6HLLfV4qSmY7nh99eoQpua+RKIWYaDrUhsC23FcHOeShiz0Ehl+Hy+ND4ZVXCr/XaHX00XPIebP4Kvr5SBI3iuqKc1EAwBtCq6pxjKCFZaLzNrOc0F2fScn73BIa1j8br8xOhUyFrQJNALpOhVysoDhN/MWmVyOtsr2ykrVQ3IuIq0frQq5V0TTLz7CU9sLu86DUKNGE0SZSKhv/+GmUz//2LD0JlWcOfkStDZ2AoteDzCY2SX/8FBxaL5W1HwoTnIaYjUQYNwxPLOVrqQadSUEpwsMPh8ePVmwj6RTxOzA2IgejVSmSVxbDsVRj1cGDpS6P9cANeUxKPdNMSufz/UH32Kyg1+AbfQ8XAu/jliIpRxjbEqqVJPYnTB6l1OJMoPQwzzoN9f9Q+gA8tgxljRUCgDtkllUx9byXzt+Xi9YnPbskq47J3V3CgMETvI3cbfHKRSNcb87hIBUwdALNuQlYdiAE4siLweLpIGHR7+HMefGd43RB9tFC6D4U2QjjbNAW/H/YthG+vrT2v4X+Hhf9H5J7vOCcjkj925tMuxkhxxmSxvrIkfG2kMR6MVWUShXvg4/FwYDGdze6QDW6RzYUzqlOwO0/WWtH4VZ2jeecX9Eu3EK5Pd17XeKIMkmvN6cKS3QUkaxzEGdXSjMnJIrE35G2DilzkchndkiK4dUQGb1/dl+nntGVnrpUp76zg+o/WsC+/CfaqEqc3lSVisPHnCyIwAkJMdO7tsOVb8Ho4UGDjsndXsCVLDGy8Pj/zt+Uy9b2VjVupH90ghFNn3SiEw0c9guzraciOrBTrczZDct/w23e/PFhYXB/VcJs56PZafQK3E9Z/DBs/JdKVy4Qu0fy+PY8Cr4kyZQx0vyxw2/HPiMmTbd+LwAhA/g4isxaSERu6HTbrlLX6YQC9rwx9Xo21mYbQpYUmrQqLXt1gYASEK801g9LDrr9qUHpA9kC0QR02MyTKoCbWJA3WTlc0KgWRBnXYwAhAlF5N25jQQUaLXhVUhnNClGbCx+eDzxXaZACERXCozCqtRQRsq/vv1YERgINL4cOxYp2zHBY/Q/yCu7i2tyXkIZbtK8Lb98bgFYeWcVnn8FnhV/eLJ2bvt7Dpc/jsUlEeVI0uClIHh95QqQFTPIouE4ibNQnV3l9EUNZdifyvFzB+PIoLUt3EGCXxY4nTCyk4cqbg9Yr6v+p0vLq4bLD6fZGpUMWK/YXkWYNrLt1eP68u2EuFs05U2l4Mvz0iggxqo6gbVGrh8IrQZS/uSlj5psiqACHSlhFCjLLLpNBidNUY42DKDNDUm6lSqODyT8CUGH7bupTnwO+P1r5XaiA6Aw4tw7zxXf5vpJlKlxef38/6MiPlg+4T53/+c8HZKUpt7bEdVlj4lCjxAeLWvcRrE1ODghtRBjUqSyJM+TBwds3rgiOr4NxHxNfd9BFJKhv/mtA56CskmLX8a0IXDBopOHI64Pf7Wbw7n56q7BaznpYIQXw3UGhg/+KAxVqVgjGd43l+Sk/uHd2BXblWzn/tL177Yw9ur+8UnaxEi1ORX+uQVp8lz1BRXsorC/bg9gbP5uZZnSzfF0L3o5ryXJGpuexV8b7rJNjyjWj/qvH7YPtcOPdfwdtb0mHUv0JnVmaMgnbnBi/vNkWUY1ZjyxUTFf1uxPDr3/jHYB1788pJjTaSZemPz5Iu2l8QbZbXLc65HrGrnuWNickY65USqRQy3rqqL3F1AwkRaTD8vuBz2/0LTPkoRJupqWozT0xvQC6XMblPMr1SIoLWXTckPWggHGfW8uZVfdCrAwfQaoWct6/u27yDY4lWR5xZyxtX9sFQ7++vUsh4u/41faLsXyyeB0ptVb+x3j2t1MCl7wfrzilUcPlMETjZ+HltALcurgpYO0Nkpaz/GMWhpVzaxkmPJFPQRy/tm4wvsh0MvDVwhdtOatkGbj8nOLjYOd7IVf3iUS57WSwo3A15dbR69FEw6X/BjjoyufiuHjeyA0tD66Z4XRhWv4bMFUbPREKildKq3Wreeecd3nnnHQ4dOgRAt27dePzxx5kwYQIADoeDBx54gK+//hqn08n48eN5++23iY+PP6bjnBEq35Wl8PmlwkKsmvhuMPA2kb2h1EBcV7Ck4vb6uPOLDU8mV0oAAQAASURBVCzYkRdyVxE6Fb/9fQQJEVqxX1shvNmvap/dodMEEcXO2QzVM2T1iWonnGhMVX+Linwo2AUbPhNpen2vFZaFxkaEKn0+UY+551c4vFwcv/sUMUNVPxMjHAW74a2BgefW51oR2ACIbEv2ee+yslCLITKezhYPEc5czEeXo0gfBIdXIMvdDIl9oNvFYE4FT6WoL313uNAwqcLe5XJyev+d2XucHLTC5N5JjEjwoPVYRa271wlbZ+FWmchvdylWmZEErYcIZw7yjZ8BfrIGPEKFV0mRzY3X58ekVRJtVJMW1cz1sa2c0/m+rB58P6ybQ882CdB+zKk+pbOHrbPEM2PKjLCp/i6Pjx82ZTN3Uza9Uy28fXU/8byTaJTT6r7c9YsoHwFRitJzGnS+QAS05Upyogcz/u11YbUJxnWN5+1r+qKUV11HznLRHrpsYn+Fe+DbKuvosU/B+plQcjB4R/1vgs4XCYHU8hwxMZA2qGHnhoo8yN8lBk1yJfS7XgT1DXWCrUc3wfsjRfDhu+vBnMTR8e+zsdyCOSqB9no70bIyVJ4Kkb2x+h1kaz4IeThfQm+yp8zjQEE5bTTlmGUODEYTclMsSl29gIS9RMxmb/2O0riBlMQNxoGKGJOGGE8+sp0/QfbawDZT2TyB/Tyrg505Vr5fn4Veo+TKAamkRxtCWvN6fX7yrJXkW52UVbox61TEGDXER2hQK47fIrY1clrdlycJr8/P0dJKFuzIY+2hYrommbmoZxLJFu0JWQQH4HHBt9fAnt/EfbjyfzDyn5C5ptbKN30Y7JwnMqUPLBUZ1vHdofulItjoqoDPLgktdAyiL3/Je6K/CaAxkTf+PXb4Uvl+jxuTCqYNSCUt1iLuA3ux6Pdu/EwEazNG4UroS5kqjhw7fLM+l7JKNxf3iKFHrJKE/GW1JXgVeeC0wfC/kV/uoNTmxg9EqjzE5SyGHT9AZBvoerEo/zPEwJxbRHZ2fRJ6kjv435TGDUChUBJpUBMjaeZJnAa06lzvlJQUnnvuOTp06IDf7+eTTz7h4osvZuPGjXTr1o377ruPn3/+me+++46IiAjuvvtuLr30UpYvX36qT/3ko1AHpq12vhC6ThbOKmVV9nwxHeGSd1Em9CLeHP4BFWVQi3rNksMw7x5h16W1iKwUZ7mIIFuzG/aF10WCsk5nxRgnXm3OEe+b6nculwsRt0G3wYBbxPtjRakRHdmqDI+a71BNyUGSvx3PZXFd8cV2Qe734p/wAmT0R+b3Q/oQEaSpPnZpJhTtFZk4+mgoqw2O6Hd+R8bu2TzUZgS+4fcjd6yFjx+ojaon9qHk8u/5fnsZr32ws0ZxfEznOJ6b8jSxBjUWt4/t+wp5bO42CqoU1bskmnh1am86xpski9LTgKW7C9AoZHR27wRjz1N9OmcXKQNEkPjoRkjuF/IjaqWcy/un0ivVwhsL9zLpzWV8dMMAuicHz0pLnMboqrRl5Eoxc7tvIXx3g8igkCtRXjaXKL06bHAkwaxFUd1WWY/Cb48KgXG/D6Z+KrL/1EYxuKkWVg0VHFn3ETjKYfLb4lya0o4Z48WrOvMjVJtZnaUhV4iX9ShJ311EUkxHfHHdkas0+DLGIjMnir5AdEbYw8lLD5KqspKa+2lV5qddHLPjBXDBC4GBHH0k6CM5ou3Iv77fwor96wAwa5Xcd15HpvS9HfOQu46vvW6EeLOWeLOWER1iG20Li21O3vvzAF+tzsTl9aGUy5jUO4l/nt+ZePOZFRyRCEYhl5Eapeem4W25YWibluk7yZVgSqo6oAqy1sEXl4t2yJImsoOXvyYyrwfcCoNvF5kdde8NnyYw6FkfXXTgZKCznPh5VxEfkcLI5AHIvS4wPFE7BtBHiZejVIwNMlejVmqJXTiN2MpierYdgS+6HXLzhWBzwpJna59bUe1wXTKDrYeKeeC7zRwqEv3b1CgdL17Qgz7xmWgOLxKBnwkvgC4iZBa3vctU1nT4Ow/PzyWnbAUAHeKMvDK1N10STTXCyRISrZFWfXVOnDiRCy64gA4dOtCxY0f++9//YjQaWbVqFWVlZcyYMYNXXnmF0aNH069fPz7++GNWrFjBqlWrTvWpn3zUehh6t/i/xgR9r4c5t9UGRqBKH+MCZKVHuGpg+NrdW0e0I8ZfDJ9NFjWP276H3leJlaWHRbBi30Lodmn48xl+X23HtC4yWdMDI/U53o6WPgY6T6p9bysQDUd9X/n8Hci3fw9+PzK1QdRAVx+z+t+KfJE6vfFzYfXb5+rg4/m8ULBLlNd8e21AuqFPZeDnLVk8/fPOACu2hbvymfreKgpsLnblWLnts/U1gRGAnTnlTH1vJdmN1cBLtAoW7y6ga7QMtcwrBjgSJw9Lmkjh3/1Lox/tGG/i6cndMWmVTHt/FesPFze6jcRphCVVBLD73wi7foZNX9Rqbfg8xC77N7cOCp+9OG1QmmgHbEUw+xZRouOvKsPaPV/YXPaaJt5vn13bToZi4C1iwuBY27GG2kx9jNDZ2b8YOl1Qu7xwD/Ids2H7HORxneDzS8TMddqQ8Pua8KL4ff58oTYb0u+H3T+L7JiKQCe13LJKrv5wFSv2F9Usszo8PPXjDn7dnov/eNv5JtLYQNfm9PDK73v4ZMVhXFWlcx6fn9kbsnlszjZK7ZKV79lEi00qyeUiMwxEgCGui/h/1lrRdz6yUtxHlvTaEtv6zwC1AYbeE/4Yw/8GmgiISA1cXpaFfMcc4SZT1/EKqgK1h0W2WpdJteMBlw12z0e+6i2RbY5f9Otr9plJlkPHlR+srgmMAGQWV3LNl3s5kjhOuGzt/gW+vlpkqQy4OfDYWgsHet7Hjd8dIqfMUbN4b36F1I+VOC1o1cGRuni9Xr7++mtsNhtDhgxh/fr1uN1uxo6t1bLo3LkzaWlprFwZptTjTCeuqwhKdJ8CGz6t7cTVxeOADZ+SatHyxMSuAasUchnnd0vgvC5xwuKv+IBYsX+h6FSlVYkyrXwbxv1HiLMOviP4GH2uDS/gdCrQGMX5xnaqXbb8deG7rqyTSi9XQEwHGP/f8CKxZZmQ0B22zxFpk1EZkFGvZEImg0s/gEX/Ddo8r/fdvPpXaDvCg4U2CitcvPjb7pDrrQ4PC3aGLoWSaD1UOD2sO1RML2OZmEnSN5BhJdH8yGTi+ZO5RqQIN4JFr+bRC7qSGqXjuhlr2JJV2vLnKHFyMCXBVd9B+/PEM7s+Rzdynukg53cNDJDIZPDExK6kVtvKVuQJcfO6bJ8tXNk6XQAp/UV76fOI9rc+I/4p2pbmxhAtysf2LxYTInXbOJkcRv4L1s0UWY5+n0izn/BCcLlZ+nDxHVa8Efo42euhPDtg0f4CG5nFoQc5L/++O6Sm2cmksMLJt+uzQq5bsDOPogopOCLRTFjShdjxijdh3NPB5eL6KLjyq4Z1dxK6w5AQAZKBt4kAqCkervw6eNLRlACXfRSceWKIFTp3/W4Q93248cCe+dC+dhzl6nARn26pqAkoBnzc5+e99VYcnaeIh2TeFijLgsi2MPb/aj5X0eNaXl9lDWnMU+n2MmdDNj5fq1V0kJBo3WU1AFu3bmXIkCE4HA6MRiNz5syha9eubNq0CbVajcViCfh8fHw8ubm5De7T6XTidNY23FZrCBGk0xF9FAz7u8iM+OKy8J/LXIVJ7uDy/qmM7RxHfoUTr8+P1wfxZg16jQKObq79vN8vZs3GPgmD7hB1zpHtRD1x+VGRQZK5WpSedBgrUuzqR7FPNZZUuG4eFO0Tg6aIFEgZCHeuAVse4Be1mYbYhq2HC/aILB2/TwRTjm6EMU/AiAfh0HKxrt0okb2TF+xFX6mJocgWOjgCYHd52HE0/PW4+kAR1w1Jr62BP4M4U+7L5fsK8fj89FYcEJ2kM/Bv1epJ6gN7f4Md88SMfSPo1Ar+Mb4zz8zfyQ0fr2XOnUMbt3E9Szit70u5HJJ6i8F9qMEBEPvj9Txz2ybuGdORv/YWkhalo3OiGWulm735FSSYNSSWHiFo3tnjhNk3i0HRxe+Idvfwcuh3Iwy9V1jHK1SQMVqImNfX7WguYtrDDT8JodWLXhfp936/EHe0pIm2G0SJWZdJYjB169Kq4GGuGBhFtavVUglH0QExSKuioSBintWJw+1tnu93nJRVumuc+EJRaHOSQZhJkNOA0/q+PNPQRUDf66DDeKHFd+1cYe2btx3iOkNCT6HT0RD6aNGP7HMN7F8knlftx4hnh74qIBLfDW77C3K2CA2/hO5iWTjtIrURel8NXzeQ0Za7LUDk2R7VhQ17wgc2N+U4sF12N9qu51dpNylEaVH/m4Se0/7F2GKHsHVz+H7u2sPFODxe9OpWPwSVOEtp9Vdmp06d2LRpE2VlZcyaNYvrr7+epUuXntA+n332WZ566qlmOsNWhs4iIroRqUH2vTVEtQOlFqNSSXZJJfd9s5kjxSJ9Ti6D20a048E26YFe6R6HsETUmGDyu7D5SyE+F9VORLIj0mHMo+J9a8WUIF5thtcuK8uCP56Cw3VmBdOGwpQPQjc4Ecm1tdgXvy1skz8YKcRWYzuL4ErbEaKDak4WpUzVqPRoopLRqYqoDNNxVCnkJFq0lOdVhFyfEWs8IwMjcObcl0t2F5Bk0RJv2xXWvlKihVGqRfbI3l+h9zRQByv710erUvDguE48OW870z9Zx5w7h2LSSu5Qp/19KVcI6/dw+DxEycqJSk6lXZyRFfsKmfz28hodErNWycrrowgZKnOUiYDCxk/F7GxUO9g2S2iRXPUtRLU/OcHRiGTxqigQZTFrPxSDqwtfEQESfbTIaPnlwVqHuYReQv/A0kYEcatFZn1hghp1dQV8PtpEhrfnNGqUqEPY2p9MDJqGu7cRutP73j7t78szDY1JvFQ6mHuH6PuZk8SzwZwsMrwsqQ3vQ2cRr7hgx0JA9DstqeLV5cLGz0kmExltEcmhtZBA9HNttSVzGlsOaRYNW0InXZEaqUWz83tY+aJYoNKLbJkuE0V2XEwHNHYXSRYruVZHyH20jTagljRHJFoxrf7qVKvVtG/fnn79+vHss8/Sq1cvXn/9dRISEnC5XJSWlgZ8Pi8vj4SEhi3jHn74YcrKympemZmZDX7+tEMbASMeCr9+0B2gVJNdWslVH6yqCYwA+PzwztIDFBo6he5Qpg4UkfF1H4nOV9E+UVu5fZbwYy8L80RtjdhLYO5dgYEREEris28TtZT1icoQM3RD7xXK4lu/E7N0bjsc3SBmqz+fIpaN/EfgtoNuI3bPV1zdN3SZhVmnJN6k4W9jQqdfK+QypvRtwN3gNOdMuC/9fj9LdufTMzlC1AGfoH2lxAmQPkQM9Hb81ORNzFoVD4zrxNHSSv4xawut2MztpHEm3JcYYsOXeib0BL1ISc8stnPLp4HuNVaHh1WFGpE6Xp/UgWLiYMX/hLNb9gbhElF8ED4Yc3LbQ58XNn8Fa96vzZL580Uh/jjwVvjhrtrACEDuZjGIK6oK4BvjwuuImZOE1lg1ZZn0UOcGWf9Wc/2QdGJN4YMnJ4Nog5rB7UJnsHaKNxFtOL1dM86I+/JMo7IUfvqb0OorzxEZa2VZIrP6++lgL2p0F82KMUEETEOV61TT7RKhn1SFbv8v3DosfBDnzn4GjJtn1C5w2+Hn+0UmSxUWvZp7w/RjZTK4dki6JMgq0ao57a5On8+H0+mkX79+qFQqFi6stY/avXs3R44cYciQIQ3uQ6PRYDabA15nHIk9hbWgvE7+h1IDl7wPUaKTtzvHSpEtdN3tPb/k4b1mbrAjzaA7ROcrFPYikaJ3umAvgINLQq/L2SiUvusTkSzq13tMFbbEoajIE3os7UYJka1qYbrUQaiX/pdbOpRzXieRJinU1HV0TTTxxY39iDVpGZIRw+0j21FXP0ynUvDetf1Irq6BPwM5E+7LvfkV5JQ56B3jA7dDdE4kTg0akyid2zFHuIk0kWSLjltHtGP+tlw+X3W48Q3OcM6E+xJ9FEx5X9hn1iWmo3CdMcbi9vr4bOVhQlVi/PuPQgou/jw4NX7wXbDq7dDHdFoh8ySKw5fnwvJX6y3LAZdd6Ib5QjvysPgZMahTG0SfodpRrpqIFLhmjgiQVHN4BYlLH+KLK9KIqmOhG6FTcd3AJG4YlITqFFvlWvRqXrq8F92TA6/XdjEG3ru2H7Gm0zs4ckbcl2catgLI2yGeE/J613/m6iBR4xZHoRSlLhoznPtw4DmZEoT1sFwNPnft8owxtClcwnMTUgKyO1QKGU+c34ZOR+eGnjj865WA79crxcL953VEUacjq1HKeWNaH1IjGyhdl5BoBbTqspqHH36YCRMmkJaWRnl5OV9++SVLlizht99+IyIigunTp3P//fcTFRWF2WzmnnvuYciQIQwe3IrEQE8VukhRa9/1YpHeJ1dCdHvhnKESIqR788MPGNYcKiNH35eUW/+EsiMiyyI6A5CFDhpUU7gbOp3fvN+lpXCEqNHVRcKYx/FZ2pBjV3IgL5vcCg+dEiNIitARY9KIlMf8HeEHXKYE8lQpZBbIUWXcSsee16Mu3YtCawGfl/g5U3lh2OOUnjeFCp+GHbnlmNQyIjQyXF4fUQY1d49qz7QBaewrqECnUpAerSfOrEF9ijucEg2zZHc+GqWcLqoqIdAQFncSJ5G2IyFrDWz9Hvpd3+TNBrWNZmwXK0//vJMhGTG0jzt9tQkkqrCkw7VzhE5WaTZEJAnBVpNwk3K4vezOKw+56dEyB7f/UsaX1/2CxpYD5XkQmSZSyssb0DjL294S3yQ0XmfwoGXwHTgi2qEt2BN6GxBp9+5K0FnIl0cjn/A+OmcBKusRFOZ4FJaUwMAIQO5WFLmb6LF4Oj9N+j+KtB1Q6CMpsHnILbaSVeYCpfOUByBSIvXMvGEgeeUOsksqSYjQkmDWEmfWNr6xhMSx4K4U2VvD/y4mRuI6w4GlsOotapRJG+o7NxPWSjcFFU62ZJWiVsjpkRxBbGw3dOYk6DoZvzWHHEMnDlhl5FjddEowkXTXHmJKNuPxeinTpxH9y21cbEpn2DV3c8Cmwo+MdskJxOyYiX7Vi6EPXHwA3DZAZOFFGtRcPSiNC3oksDu3HLVSTkaskRijGn0jJW8SEqeaVn2F5ufnc91115GTk0NERAQ9e/bkt99+47zzzgPg1VdfRS6XM2XKFJxOJ+PHj+ftt8PM4pyNqA0iSyQqRDow0DkxfB1+pF4lIr7VtczVlGWL+uVw6YHx3U7kjE8u9cuGNCa49AN86z9lW69HuPaLXZRV1kbUe6dG8M7V/Ui06MRntRGi5rwu+mgOT5rFdd9kcbiotkPaJcHED1fFoJbJwOvCa0zgvWVH+HpT7e+oUsh4eWpvxnaJw6hVYdSqaBMjiUKeTizaVUDXRDPqsvVCDC2c65HEyUFrEk4cO+ZCpwnBLgINcM3gNHYcLePB7zbz/R1DA2bAJE5TjHHiVUdYtBqdSkH3JDNrDoa2c7bo1bj1cWgi67SH5bkisyJc+UwdocMWR6kV363aOn7c05SYO7PogIvxMT0w7l8YervYTqDSk1Vs5/qP17K/oAKFXIZFp0WvruCjG0x0qJ+UkNwXAHnBdpL+/Adl477k2k82UVjjALOPLokmPryuP8mneJY4xqQhxqShW1ILCeJKSDgrYNdPonStboZW76vg/Odg/j/Fe13LGhUU25y8uWgfHy0/VLNMKZfx30u6c2GPZAwaJdvdiVz7wWpK7LV9257JZt67djBqhZwPluzi79Fd0W39nNTdc0jVWkT2c9qQhtvP2E6iz1N9LhUu3lmynw+XHcSiV+Hz+bG5vDw9uTsX9UyU9LwkWjWtuqxmxowZHDp0CKfTSX5+Pn/88UdNYARAq9Xy1ltvUVxcjM32/+zdd3xUZdbA8d/0mknvJCT03rugVAEBBbuiFMWOurZ1Xde+tldXXdvaQUUFC1IVQUFFeu8dQgJppNfp8/7xpA2ZCQESUni+n0/eNffeufMMb+7ce889zznFzJ8//4z1RqRK7SICiLT4frJz37A2vp+uBETBkEd87zAgGsI71uEI65kpHNqNrfy993RY/z7pXe7g1m9TvAIjANtT8vm/X/ZTYnOCORouebDaLnMGPMH9v+RzvEp/eIB96YV8s8eKp+NVENWV361tvQIjAA6XhwfnbuNkruwB3xQVWh1sTsqhR1yQeIoSEFU5pUpqOOUFkrd8dlYv06lV3HVZa3ak5DFrjZ9idlKzoVYpmdy/JRqV72P2gRFtMetOu6APiIJhT/reoTEEWvSt41HWwBwFl5bVuQptDcYw9tojeWzhEbJaXwMqPzVAhj1JvsfAo9/v4MgpkQ3pcnvILraTklvK9NmbyDi9sGJc/4qWoulDXmLq9yeqBEaEfWmFPLVwD4VW7/OoJDU7+cnw413Vp65t/1r8b3h7SBxafZp6Hdt4LMcrMAKi/e7jP+wiObeU9HwrUz7b6BUYAdh5soAXf9qHXquiV6sIsrvOqJyCY80TtYoOLRdFV1V+ghpDHvH6fFuSc/jkL3HezCtxUGB14nJ7eGL+LlJySnzvQ5IaiUYdHJHqV3SQgW/uGEDHKhkkWpWSe4e2ZlLPWN9PSpUqUW9j8CPeF1uRXWDqIu8sk8bOEATj34AO48VNbMuBkLadI7bAaoGRcot3pJFVbBdzOXtOEYWuqpwssqOHsPNEfrXX6TVKfj1ajH3kS2QNfp73N+b53L/HA99vbUJFbaUKaw5n43R76B4XJAoylqXrSw1Mo4d2Y+DYalEg7yy0iwxgVKdI/rP8IKl5MmjZ3MWFGPj8tn5EVJkOEmTU8N7NvfxPrWo3GkY8LTI3yoW1g2lLz9ydoi4plaK44qV/h243UlhUyHtbinB74F+/F5A56Vvv6TH6QDyTPoKITmQX21l/tDJjpkWwgSFtw+gcY+FEbimZpwdHAluIzxfVhVRVLJmFvlt/rjqQWS1oIknNitsNWz73v37L5zD4YZj4vgiY1pOcYjvvrjrsd/2cdcfJK7WT46fO4M+708kqstEvMZQDtlCyrpwjHiCW0wfiURvgpnneheYNwXD1xxBaWYA1t9jOuyv9j+Xztcdxuny3VpekxqBRT6uR6l+rcDNf3t6fnGI7VoeLYKOWMLMWQ039x1Va6HWLSFO3F4ovR2OYuBDMS4GUjXByM0R0Ek9tLbEimHA+HFYoSBXdYPKSRS2B6G7V50KfJqPAyoH0Qv44mEmkRc/IjpFEBeor+6tbYsRJq/iUKEqnDyK90E/hOuDWXqFE2Y/D6p/F/O7uN0DvaWArBK2BktJw4EjF9goFzBzWhq6xgaw7ms1/NxZyQ+8+ZBau8/seSVkluN0elDKNv0lZtT+T2CADkXqnKMqbeFlDD0kqF9NTdJNa9y5c9Z6oFVFLN/SNY1NSDv9eupf3J/eux0FKDU2rVjGwVSiLZg4mu9iGxwMhJi0RATr/3RWModDjFmg7Rhz3GkPZ9J0oKM0XNU72LRYFWjuMF+1+azO9qzhLnOv2LQKFWtQPC4wFYwh2l4u0PCt/HjzFsaxi+iWG0q1FIDFBYTDkYShIxbZ/DRkFDhQKGJZowK0PwDnxQ5SAW6WlSB2COiQes15PabYI6McGGXjiig7kFjvYl1ZA34QQHrm8ffUbGYVCTKG9ZQFZx2xAss+P4PGIWi6S1Gy5nf7b5IIoihw/UBy7eSmiu+OJTaKwf0Ck6BRTfKrsWrkFmMJwmqNJzbey9nAWBzMK6dUymJ7xwcQG+S/I73C5ySzwHaQESMktocjm/9rW5fZgc7oJMmoZ3DGW3OIwCqf+hs6ei0oBKnM4ioAoQAHTl4nrX0cxKJTinsBVGXSxu9xk1DCWE3kl2F1u2bFGarRkcEQizKwjzFzLwmmlebDpE1j5gvfyTpPgssfg8/HeReE0RpFREtNbPNk6F06b6Coz92ZR8ApEh4DgBJiyyLvFYBWpeaVMm7WRgxmVhVNf/nk/b17fg8s7R1YGSPSB4icvGUrz6RDuO/349r5hPBC2Ce0HVdKo170DsX3ghjlgiSY4uxi1UoGzrOXB46M7cCCjkHeqRNFdbk9FsMSXoe3DZWCkifF4PKw8kEnfhBCRNQJgkcVYGw2FQrQpXfM2bPhIFM2rJaNWzU394nn/9yOsPZzFoDb1mxotNSyFQiEKdwbWsmhn/kn4+nrIqNKpTaGAqUvg+FpY9WLl8rXviPT6qz+suc13UaaoU7BnfuWy1a9B3ztwDn2Szekupn22CXtZ0OKzNUlEWnTMu3OgqFNljsRMCX1iDdzZx8L47FmY5lQ+3VYCpo7XoLriFUCPxaAhMkDHS5O68Pcfdnrd2GhVSj6Z2genr5sZczgtw30XsQUwalUE6OVlptSMqbXQejgc/MX3+hZ9Ra2RzP0w+wpRr6/XFEjdBiufr9xuwwcQ0wvXqH+zI0fL5M82Y3VUHt+hJi3z7hpAmwjftQJNWhU944P5ZY/vAtG9zhBcsRjUmMquibVqFZGBRqBl2U8V9hLRsnz+7ZWFZgHC2sOtP0BgHGadml4tg/hpl++xDG4dhl4tmwtIjZcM20lnJ+949cAIQIve8MOM6tXyHSXwzU1QlHbu71mYDt9OqQyMlMtNgl/+KbI2TmN1uHhv5WGvwAiI7/KHvt3uO8JujoT+dxJdsIueLbxPQGqlgqmdNQSu8jG//ORm2PwZuJyEmXXc3D8egPAAHeEBOn7cdtJr8++2nGD6JQk+y1GEmLQMaStvvpqaPakFnCq00bO83ohK452SKjU8Ywh0HA+HV8CxP87qpYPbhNE+MoDnl+zF5avXq3RxctpgzX+9AyMAaoOYp181MFLu2O+w50fvG4vTHV/jHRgpt+ljMooc3PH55orASLmMAhv/mL+TvBI76MzoWw/h7n7BXGbJwLSzetq/Zt8PKE9sAMS56t8Tu/D+70eqPfG1u9zcM2dL9bojZcIDdH7PWfcObe01RUmSmqV2V1TU4PGiUMLwf4lOUj/cJgIjSjV0GOcdGCmXupUMgpnx5baKwEi57GI7D87dTk6x74wMs17D30a29Tkd3qJX0yMuiF/2ZHBzP99T/R4c0c5vDUIvRekwf0b176+sA/D7q+AoxaRT88Bw/2MZ1z1GPgCUGjUZHJFqz+PxP7cyJFG0t/Wl+JRofXgal9tDqd115puN1G3iIvR0kZ0pNUZjt1WvBZBdbPdbu8PjgT8P+eg3r9ZB39sJI4/3LzcxqVsY6rIv8GEdwolKWeJ/jJs+huJMjDo19w9vy8xhbRjfNZpFO1KrbZpTbGfB9pO8c2NPWoZWpvcPaBXCd3cNpIXsAd/krNyfiVGrokNUgAiOmKMqC5pJjUdsb9FBZM3bIlOslhQKBbcMaMn+9EK+35JSjwOUmpTiU7Dty+rLWw0V6fL+rP9fZVcZwF1+LnS5xQOGte94b2+OxN59CtZ+MzmaWUCx3fdUlfVHcyqLLYa2Ii5ASeSeT/yPY+3bUJqHXqMiIdzEBj+deortLo5mFftcF2LS8tq13bmpbxzasswSi0HNP8d24KZ+8WjlE2KpuQuKg9t+EdNnyoW2hikLRP2h4lOVbb3jB4oWv76otKQXU61gark9qQVk11DDJyHUyIe39KZ1eGWXw17xwbx1Y09e+Xk/s9Ykcfdlrbm2d4uKwtNBRg3PXtmJST1jajfN5eif4PFTL2TnPDEdEEgIM/HNHf1pHV5Zq6lXyyC+u3sgccH+M1gkqTGQ+Y5S7Xnc4kvel9OzOk5nr7ywsjlcnMgtZd7mFPalFdA1NpDr+rQgNtiAVuXjQqo01/t3cySpYz9jbbaJxYcdWJakMGWgmtYRZkJMYkpM+fxJf/yeYEzh0O9OogvTeXGMkodGtsfmURJi0qFZOcf/57PmV5wwwgN0PDCiDRmFNh74epvPzX/alY7N6WbOjP7YHG7USgVBRg1BRj8dBaRG7dd9GXSNDRQXF9mHa06ZlxqOQiGKVm74AH57XhRk1p3ep9S3NhFmBrUO5T/LD3Jl91gMWnnTd9HzuEV25Om0xupt3quy5oFHPBg4kVvCou2pbEzKITHMxMMDgwkqf61STdaod9in7cyXe+wYbWqG2Gs+R9idZedijQG1OVS8lz+leeASN2LuMzykKPBTpBwgKlDP0xM6ce+wNlgdLkw6dc11WiSpOVEoREeaG7+B0hxxPawPrCzKXqUeh/huyPO9H7WOAk/NgQNHDYVMNSolfxzM5JYBLYkK1KNUKNibWsDj3+/kVJGNQIMGrVrF81d15sERbSuO1cgAHaraHqslvqeDA+JzlnXs0WtU9EsMZe6dAygodaBUinbowfIaV2oCZHBEqj2lStxY7Fvke73WDPai6ssVSlHdHhG02JiUw/RZmyrqcqw+lMUnq48xZ0Y/+iaEoDh9vkmLPlXGoObklfO4cUEuKTmVF5+Ld6YzdWBL/jayHcEmLWadis4xFvakFvgcao1TV1RqCGqBEYivurzDONg62/drEi4FbZWuP2oVsYEGLu8cxbaUPJ8vaRtuJsqiQ+MrICQ1GZmFVnaeyOeey1qL9Nm8ZIju0dDDkvxR66DnraJu0aqXYdTz/tsTnub6PnE8+t0OZq9N4p6hret5oFKjpzVBbC8xB7+qtB3Q53bY7yfbsNVw0AexL62A6z9cR0lZJsjqQ1nkFBbzVutRqLMPk3X5Ozy1vyU/7xdZkCqlgit7+O8IF27WYTFU+VvWWUQR2BObfL+g3VjRtQ2wGDSEmbV+u8u0j6o5iGjQqokLkZeU0kXMGCx+TmcIAV2AmAKevguGPlHZ5reK/J73YLFYUCh8z7qz6NUE1hBcUKuU9G4Zwt/mbfe5/tK2YVj0aoxaNcZzPVYTh/hfF9kZdN5dvcqnl0tSUyLD+tLZiesPwYnVl++cB8P+6fs1/e+uqL+QUWDlgW+2VQRGytldbh74Zrvvec0BMaJdImBrP5GPdzlJyak+lebzdcc5UdZuM8Sk49kJnX3W9egVH+Q1naXWorpAeMfqy5VquPx5MAR6L1YqmNAtmlBT9ZOZRa/m5v7xMjDSDKzan4kC6BEXBDlJ4mlyU2ppfTEyhkCPyWIq4Lq3gdrVEYm06BneIYL//X7Yb7tv6SJiDIUxr4oHAFVlHYLQNr7PlWodDP0HWXYVD3+7vSIwUm7Z3mxS290KoW3Zq+nMz/vzKta53B42J+UwtovvzLR/jetIZECVQrJKJXS5Gkw+HgboA6HP9IrAYGSAnqfGdfK534k9Yggzyye+knROAqJg+NPivwtSxTVjeAfvbVRa0lpexYLtaVzTq4XP3Tw2uv0Za/j0TwwhLqR69olOreSBEW0x6s4zgBmcAPEDqi9XKMR3oay1JjUDMjhyEXO5PWQV2cgusuGpqThcVYGxMHUx9LkN1GUXYa2GwdB/Qtcb4LrZolUhQEA0jHtDtBYsiyZnFdn8zqdML7D67sFuCoUJb8Pwf5HT8Sa+3+l7XjTAj1XqjHSOtfDdXQPpGR8khqNTc+/Q1rw/uTfh5ReQDpuY+3361B3E9J9ThVZR4A5E299bvhfBnvJWoC0Hw4zfqp/oyrQIMfLDPYO4qkcMaqUCpQLGdIliwX2XEBcia4s0B7/uy6RdZIB4Ypt9SGRYmeW0mkYvJBG6XAOHV8K2r2r9sok9Y7E53Xz859F6HJx0ITlc4rs+19f550yiusJty6FFP/G7LgAGPSiWT11Uea5UKETGyIyVENKa3GJ7tYLhAE63h7uWnKLo5oV8ubv6eD788ygjOkbwwIg2FYH3NhFmPpvah2EdIlC6rKKlcGmeeEFQPJ7bVuDper24KVMooeOVMONXcaNTRqlUMKxDBJ9N60ObCHG+DjVp+ecVHXlyXEc55VNq1PJLHZwqtNZ/62iXU1wzFtcwveR0Kg10vQ6u+1xcH//yTxj9EvS7q+Ja0t17Oj+nqPhy/XF6xgXx8Kh2FYGQxDATL07swrAOEWjOMP0lOsjAN3cM4OZ+8ejUShQKuLRdOAvvu4T4UOPZX/OfzhwB186GIY9UTkmN6SXa+8b0Ord9SlIjo/Cc8xHSfBQUFBAYGEh+fj4WS+3mnzd1qXmlLNh2kvnbTqJWKripXzyjO0cSFVjLQkkOq5h76HGLi8Gy1FxAFF912cWFWEAUVdM3tibncvX7a/3udtHMS+jWIsj3SpeLtLwiLntjbbVK/eVu6hfHy1d381qWU2yn1O5EqVQQZtaJk4vbJbrdbPgAjvwmKo0PehDiB+AyhpOSU8KsNcf481AWQQYNd17air6JIaLlsdMmik553CLo46tK+WlKbE7yyp40W/RqzPrapfFfzJrCcVlqd9Hz+eVM6hkr0t3XvCWyEQbObOihSbV19A84uAwGPVCRoXYmX204zsr9mfz1+PCKOkcXi6ZwXNaWx+MhJaeEORuS+XVvBiadmhmDExnUJuzsU8FLckRtLYVS3ECUT9XyOldaKjIM96cXMOat1X53t2TmJby2/CB/HPRd52t8tyj+ProDKqUCnVpFmFEh2oiveRuS14rua0OfIDWoFz/tPoXNWsSweDVhZi36gFAsgf7PW1mFNmxOFyqlgogAvews0QQ0p+PybOQU29ieksf7q46QVWSjf2IId17amvgQIxp1HT//zT0OW7+AfQtFUKPfXdBmxNnVGKt6fWwIgZJTOJ0O1qfBiqPFfL72OCAKqV7XpwWBBg0ZBVbmbkrms6n9iK1lMVOrw0VOsR2PBwL0aortTn7cWnnNf3P/eC7vdBbX/KdzOUSQyOMW/xam0HPbjyQ1QnKC6EUoNa+U6z9cx4ncyqkpzyzaw7xNyXw2rW/tviw1ev9TB8qLUPkQYdah1yirtSkDETQINddwQapSYTGbuLxzJEt2+m4NfFX36mMKMWnh9BuYrIPwyUjvGinf3gq9b+No32eZ+P46r44A93y1lYk9Ynl6QidCTLqznjZh1KnPP51RanTWHM7C6nTTOyFELMg6CBY5paZJSbxUFMhb966YfhDb+4wvmdA9ht/2ZfLhn0d4YqyPqXZSk5CUXcLE99Z4TZF6cN52RnaM4JVruolgeG0ZQ8TP6fycK4MMWqID9aTlV59KqlIqCDZpubZ3C7/BkRbBRqKD9JVTM09ugc/GVBZ/zDlKql3PTZ9u5ni2KBr7Wtlr20eZmT29H9F+zvVhskaA1AQUlNp5b9URPv3rWMWypOwSFmxP5bu7B/p/0HYucpPENWPVpgQL7xX15q75pMbrXi+nbxfYApXHQ/LhZPomhFQER7Ym57I1uTKjeVj7cCyG2l9D6jUqYoLE8X0yr5QbTrvmf3rhHuZuSuGzqX3OLUCi0sjpw1KzJafVXGRcbg8Ltp30+pIstzetkPVH/U9ZqQvhATqeGu97XvNzV3Uh8gwXZSadmodHtSPAR6BhUOtQWkeYfLzqNNZ8WPZPn8VjC7ShvPjTfp+tEhdsP0lqXvV/N+nitWJvBjFBemKDDOAohbwUCIxr6GFJZ0OhgA4TRMvFP16BvONnfIlFr+HyzpF8vjaJ7CIfbcalRq/E5uStXw/6rB3z677MioBCfYm06Hj56q4+62I9MLwNQUYtfROCRXvw04SbdUzu37IyMFKcBYsf9OqK4Y6/hCXH1T4/x4H0ItYcPotpAZLUCGUW2r0CI+VsTjdP/rjb9zTtc+G0wZp3fHdrTPpTZIueB4VCwdD2EeSXOLjUR7MAg0bFE2M7EnAOGccut4cft57wfc2fWuC3fbckXcxkcORi4XZDQRq5ebn8sPWk383mbU6hyOa7JkhOsZ20/FIKCvLx5J+E/JMiZfgs6DQqxneL5ps7BjCgVQgRATouaR3K93cPZGTHCL+t/xwuN+n5VtLyS4kw61h8/2Bu6R9PlEVPmwgzL07swps39KisJVKT0nw4tsrnqoIWw/jjUJbfl/66L6NWn1Nq/lxuD8v3ptOnZdnT4uzDZcVYfRdTkxoxpRK63wC6QPj1ObD57nJV1biu0ShQ8NFqWXukySnOIr+oiJ93pfvdZOE2/+fJqvJK7BTlnsKek4KnIE2ca2tBoVDQLzGERTMHM7xDBBEBOnrGBTFrWl+mDEzApFNjMWj4aEpv/jG2AwmhRmIC9dx1aSt+vHeQd82q0jzRBaPquBKvYP6+Yr/vP29TMoVWWVRYaro21XBjv+tkft0VzS7Jhj0/+F+/7ctaH/f+6NVKBrcN41/jOvL0+I60izQTadFxXZ8WLH1gMK3Ca3jwV3Z9T/7JavXzcovt/FjDd9m8TSkU5+eI17vOvV5Lsc1JWl4pafmlle3EJamJknn+F4PCdNj5Lax7F0XfR1Ar/aeBqxQKlHg/yiq0OtidWsAXa4/xxAA9+u1voziwSMyt7nYDXPI3CG5Z6+EEGrQMbB1Kp5g+WB0uDBqVd/vB06TllfLFuuN8vTGZEruTYe0jeGx0e/45riP3j2iLSqE4uzRgRfn/qV5uR+Fxo1QocPkpxaOWc6+lMpuScsgtcdC36pQalQ5MEQ07MOncqPXQ8xbR4vfP12Dks6Dw300qoCx75Iu1x7nr0tYXXe2RJsmaDye2wK/PwMBnUCoBP9fxalXN3/VFNifpWTkEFx0m4K8XUJ3cCKYw3ANmoux2Xa3qEBi1arrGBvL2jT0ptjvRqZUEGbV4PB6Ssop5+7dD/LQ7jb4tg3lyXEfaRpiJDTZU73LmK/3E40ZVw/lKpVSgQJ7PpKZLdYZjtO4u1xSiRojfN1L7PgZrobDUwY6Tebz80372pxcSE6TnySs68smUPmjVSgINGgzaGt67MB12fSemhRZniY6So56HiI6gNaFQcObvgb9eh73zRA2VnreCJbrW43e5PRzLKuY/yw/w275M9Bol1/eJ47bBiRXTeiSpqZGZI81dcRYsvB9WPAVFGYQc/I6bupr9bn7rwJZetTE8Hg9rDmcx+eP1PNbfQPz8CWh3zxNTCOzFsPkzmDVGTCc4S4EGDZEWfY2BkfT8UqbP3sT//jhCfqkDh8vD8r0ZjH/nL07klhJp0Z/9/GhDCLS/wueqoKSfubyT/5vbUZ1qOa9UavaW7U4n1KStfKJzar+Yg6uUX6tNljFEBHxPboMd355x8yu6RuPBwycye6Txc7lg/08wZxKk7yT48HwmdfFRI6TMxJ41z6ffmZKHJWcXoXOvQJWyFtxOKExHueJfeBY/IM69tWTWq4m06Cs6wqTkljLx/TXM33YSq8PN6sPZ3PHFFm78aAOZBT6mcRmCoUVfr0Uhh3/kpi7+nzbfOqAlZr18PiY1XX0TQvzGJPonBhNUw7XlWTGFQfeb/a/vPe2cgiNut4eVBzK55ZON7EktwOX2kJJTyt1ztvLpmmOYdOqaAyPl0+mW/0sESdxOOL4GPh0FqdsAUXPvpn7xfndxaxc9xsNLxb5WvQjfTRPdrmopObuYK9/9i593p2N3uSmwOvnkr2NM/mQDaXIautREyav45i7/BBxeXvGr4uQmxsSU0DGq+kXToNYh9IwL8lqWUWDlmUV7GNUhlPCD34iK/KcrSIX9S6AeGh/tTi1gf3phteU2p5s3Vhz0OwWoRjozjHoOjNWra5sMev4+ur3Pp8AzBicSaanFtB2p2XO7Pfy8O40+CSEoFWVZSJn7IMj/RYjURIS1hTbDYcfX1aYqnM6i1zCqo6g9UtHyW2qcitLglycqftXv+557exmI8vGdfkPfOFoE+2+1nl5gpSA7jYjVT/o87ykO/gIFtZuWczqHy8XX64+T56PlfXqBlRX7Mqu34TSGwIT/is5x5VK3MjKikC4x1WuW9EsIoU+C/8CQJDUF4WYtfx/dvtryAJ2a56/qSmBdtZ9WaaDfHV6tryt0ngShbc9pt+kFVp5f7LteyRfrjpNVdIZzSsEJ0WntdB43/PQoFJ1CoVAwtku0z9pFlyQG0kN9XBSbLZeyHrKP1Gr8pQ4n76w6TImPGn3HsorZkpzr41WS1PjJxwbNjcshIsh4QKGGo79X2yRq0WRmjZvFuvxY5u0tRaVUcOuABPonBBHsyoHsElBpwRxJgdVJRoGNoQOCCdj7i//33fMj9LgZ9IFnN15bMZRkgdsB2oBqlbyX7Ej1+j3YqGFG31CGtdSg9LhRluSArpbZHKV5Yj6mxy2yR+74XYz74E9gDIOB90F4BxKNASy67xKW7kpjxd4MQkxabh+cSNvIgIone9LFbVtKLhkFNgYklt1gFGWIv62g2k8vkxqxVsMh5yisfh2ueg+0/rPtxnWLYfneDD5bk8TDo9pdwEFKteKwQnEmFGd7z8d32ohbchM/XD2LFSeCWXrYikWvYfrgRDpFBRCiskJOKnhcoLeAKbzipYWlDuJNLhEQ9SfpL4jufubxud1QmAbOUlDpyFOGsnxv5ZPbIKOGGX1CGZ6gQeF2c9JaQrHN6d0O3u0SAZIZK2HXt5C0GiyxRAVb+OTWtmw4ns/cjSkoFCJjpFfLYBnol5o8s17Dzf1b0r9VKJ/9dYz0fCtD2oYxqVcsLYL8BzdrpSgDbEWgVIkHaUFxMG0pHFohjjGNEfrfLY5xc+V3A45SUbjVZRfbBET7zSopsDrI9lM01uOBo6eKSAyrodZI0hr/6zL3idpZ5nCiAvXMmt6X9Ueymbc5BZVSwZQuBnpqjhPx8x3VX3vwF2g5yPd+izLFfpVq8j2hrNqf6XcIC7enMrpzFBo/tQQlqbGSwZHmpDADNn4k0uPi+8PuH6DlJdW3s+YR9cMkJkV2YdRNC1EYgjC58mHft7Dq3+KkoDFAr2moe/0DgCIHIuPCH11AzXMyfclLFsUP9y4Q6YAhrWDMq9ByYMUTsKrBiNbhJmZPCCZm7VOoNvwhFkb3gPFvQGRXUNcQuMg6CD/9HY6WFWKN7g7j3oABd0OfaSIYpKmcH9kixMgdQ1pxc/94NCoFeo08VKRKS3emE2zU0C6y7GlM5n7xv0GyU02zoFRC1+th7X/Fd+rgh/1uGmjQMLxDBLP+OsaMIYlYzqGjgFRPClJh9ZvQoo/vtpP5J4idO4qpsX25ZuJHqELiMWrV4snpwsfh8K/iLiWyizhfRHcHjR6NSokVpbhxcvspWqIPOvP4SrJh70JY9ZK4odIYUU/6BlPZ1NbKc97TqDb+DkDH6B54ov4DUd3EOa/4lKgptvp1EfxpNxYGzBTXAOYIooCrgs2M6BiBAkXFviWpOQg0aOgVH0zn6yzYXW6MGhWq87kZtxeLttg/PQqnDojaeu2vgNEvisyRPtOhyzXi2NeeFrgoSIXfX4Wd34gON5ZYUf+jzQgx9e006jNMwTXVNKUGav6OUaq8rsmjAw1M6tWCUZ2iUNjyMc0ZKz6fLwYf+7WXiKk6Pz0iAi8KJcqrf8CkU5PrI8sNIFCrQHliE0S0971PSWqkZDivuSjNhxVPi4BI4hBYcI+4sIvqIr7cfQlrh9lowKQGdv0Ai++vnGvoKIUN/yPkxCr6tAxm3p4iTnWZ4f/9B9xb/URRk4I0+HIi7P5eBEZAPKn9+jpRMK/Mdb0rO398MD6cuB+vQpX0R+V+0rbDZ2PEa/3JTYbPRlcGRgDSdohaKTlHRbaLpnrhKKVSQYBeIwMjkheX28OSnan0TQhBWV7oLGMPmCPP7hiQGjdDEHQYD4d/gxMba9x0fLcYrE4Xs9ckXZChSbVQfAp+mCECXYeXw8mtIsjhgyL7IAEGjQiM5JWdLw6tqJwyk7EbZl8hOlIBwSYNO3PUONqO8/3eCqUI8tfE5YAdc2HJQ5UtQh0lBK96nNv7ioy0/1Wc836vfF3adhTl5y6nFTZ+DL/8U0x59XjgwE/w7S2w/ClRgLaMWaeRgRGp2dJpVAToNecXGAFx4//FlZWBA49bTBufPU5MUweRSXb6ub4oE76dCltni8AIiKl1P9wOh371Of0uxKiiS6zF5zDMOjVxQWfIVG45UARBfGk/3ufUcbNejclkgngfD07LtR1dfdmp/fD5+MpsOY+bsI2vMa1X9aBPucmdtai+vsb72luSmgAZHGkuik/BzrnQeyqseaty+bY5cPm/q6f1BbUU3Ri0JpHSu+pFn7sNWvkor07sQF6JnV3qbthbXV59o+43iadYZyNzr/95jcv/CUXiYrFFiJEHR7SlT8sgwlOWVWtTBoj0xdVviMj26TwecWLzVSvF5RBdKWz+2x1K0uk2JeWQWWjjkjZhlQvTd51VxyapiYjpBeHtYO274PDx/VImxKRlWPsIPvnrKEU25wUcoORXQaooTth6uHhosOF/MPKZ6k9wVVq4YQ6Yyzo0HP6tMlhRldspzpO2QgINWi7pFE9q3ycg8LRsMYUCz8QPwHyGbjWF6fD7K9WXn9rPIO0R7hycQMSJX/yc8xzw5+viIcOa//re/655Z1UUVpIueqW54iGjr/p5+ScgpYYgeX6K/yD6iqfEdfZpQlw5vDE6jGCjd7ahRqXgfxNbEIn/VsWA+I6Z+D8f1/fxcPkL/rO9bYWiVkqYj1opw/5Z/VxXmge/PisCRVUoU9YyITqfvi2rT6e/o184CZm/ifda/pT4rpKkJkI+Rmguyou/BSd6FxHcu1Bc/E3+nkKrg2xTW4oVRswmE+FGE0YQ8weteb73W5xF66LNLLxvMJuO57Crz4u0G/AgpgPfo1BpUHS7UdwUmsJ8v96fY3/6Xq7WibmOpTlQmEqgzsJtA2K4uWcoQUtf9b+/5DXic2hPm2fqKIXDK/y/7vhasBeATj7xl2pn0Y5Uws1a2kaUXXhY88WF0ZmeFEtNj0IBnSbCX2/Bti9Fq0M/ruwew6oDmXy+Non7hrW5YEOU/EjfJQop2grFzU5BKqx4hpKbF5JFMIWldox6DWEmLQFBoaBSg9MOh2qorZW8TuxPF0BCmJk0TSLZNyxGk7YFc/JveILiUXS5GmVgbPVz0ems+eKcVVWbEdDzViKU8MCgUMxL/vD9WhDnvNIckT3ii8cjrgtCW9c8DkmSBHsJpGzwv/7gcuhyte91Zd1hfCpMA3tR9eWlubRbPo3F173H+lNa1qW6aReiZHTHcGJcJ1EXF4JKKdqCq3xM19QaocM4uG8j7J4vst7ajvY/jbCcoxQOLIVrZ4mHlMkbyG59JTnGVthLiwhyOol0uVGXZ+HYi/0GfiIX3sR7187nsKc7C3dmYNLA1e21tDj5C0GrXxAb5aeAQz6ElJoOGRxpLvSB4kI+KE78d5V0WvYvJa3zHTy/VcGyfQfweECtVHBd7xY8NKodEWqDeK2/bjMaI7HB4kdoB+0Gn994A1tUX6bWwTWfip7t7w8QUWqlisCu1xM46gWwxPjfnylcBIFOp9Ke+XVKWWRVqh2b08WSHakMbR+BovxpTcZu8b/BiQ03MKn+GIKhzUjYt0TcvIb4DnyEmnVc1i6Cj1cfZdqgBDmFoaGZI0FtqOwgpVCSOehp3t1g55ttu3G4PCgUMKJDBM9fFURMEOIGxOLj3FTOFA7KypuU6EADBCZCTCL0vvbsxqc5rSDqkEfE9M5FD4CtAHOXa8RnqGksPqaDetH5TtmXJMkHhRLMESKQ6ktwDd3oAqL9r1NpQKWrvlxjgKxDtJh3OddGdOTa+IHQ8Sb46WYx9RvEMTziKehyrSi6fDqtGcLawdB/+H9/X2yF8PEwiB/EwUv/y4OLUtiXthkAi0HNE2MNjO0SJer+KVXi+yYvufp+HCVEpPxCRLtxDHL9B+x2+HGtCMBUfH6t7+tzSWqk5LSa5sIcAX1uhxNbocdkr1W5l/yLx/508vPeUxXxD6fbwzebUvjP8gPY9SHQ1sd0GRBfxr7al52vNiOqz5UccB9s/Vxku5Sn77ldsOMb+PUZ6Oujqna5wQ/5PnGo1Gd+nan6vExJ8mXV/lMUWJ0MaVslUypth8ickgXHmq+Wg8R37Lr3q6UWVzWxRwxFViefr0u6cGOTfAtvD8OeFOnwwQmUdpvCu4fD+GJzJg6XOBF6PPDrvkwenLuN7CKbeEjQe5r/fQ5+yLszxfkwhomuSACRnUUQf+W/K7NJDi6DjhNqGMvDYIqE2N6+1wfG1RxckSTJmzkSBs70vU6hEAEKf6K6+q851uVar25XFYyhkHiZ+O/MfdBqGMy9qTIwAuL74KfH/Gdbny17iShSvf0rcDk40fefXP/lIfalFVZsUlDq5In5u9h8vGxKnzkSBj3gf5/dboSACNEd8/Bv3oGR8vXGOvrelKQLQAZHmgtLjOjD/uvTED8AEiozO7KjL+Wvo3k+X/b91pOk2zRwxesi+lxOYxDtbifPh4AaMi/OVUAM3PC1d6pg/ABRBM+XHV+L4Mfol6rPr+w7w3/bMSjrgvNK9df1miKK10pSLc3feoJWYSZaBFdJmU/bIf7GpOZLqRI3qqcOwJGVfjcLNesY2j6CD/+QtUcaXECMSC//9Vm44jVOdZzCN9t81BIBNiXlklVUVkQxqCWMf7OykLlSLc6H3W4UGUR1xRAEE94S0156TYF173mvtxeLG6LLHhfnLpUW1GXZJr2niU50plC45pPK7JhyxlC4eR5YaniaLUmSN6VSBDLan1ZoWamCSR/XPFUlIAYmfy/a94I4ZrUm0VFx+FO+p9kZguDKt8X1Q3CimH7jr07Qb8+JjpTnqyhT1CcECGvHxiwdeT66zRi1Kl5btl98LyoU0OlK6HSV90ZKFUz8QGSCB8TAzd9Vz2aL6QXD/gHaM2S5SVIjIvN+mwmPx4PL6UTtKIH5d8Lwf4ke7Jl7OeX2n1rrcnvIL3VCbDxMXVzWn90BDisYg0UhpuNryp5ChdddNw6NHloNhZmb4cRmKM6uaN/r5wOK+dW9pkK7MaJWiCFYFEssyoSsQyJabY4U03Oq0lug560iO+b4OnCWiuBRQJTP9mqS5MupQhu/7c9kyoAqhVdLssSTaRlka/5CWkFUd9gyC+IH+v0unNgjhj8OZjLrr2PcP8JHwTvpwlCpcRVmoMo7DsueoGjCYhyudL+bp+ZbaR9lAX0AdLseWo+E0mwxRVWpEeeLgpOimLglRjwJPt/zR3BLmLJIBEJ+frz6+o0fwbB/wT3rxI2TyyEyOY0hlU+iQ1rBbb+ITjoZeyCkNUR2rF4oVpKkMwuIhCvfgcInxHWmPhDi+ovjv6ZpbCo1tOgn6n+UX0db88vqhdQwpSQ4Aab9JNp6b/vS/3Y5R8vqlpxjNpijVFwr5ybBVe+K77STW9iSUdmKXKdW8o+hkQyPU6AtycCl12O0ZYE5Vlxbj38TLv07JK8V1+txA0RGZfm5MG4A3LtBdJEsSBNZbcEtxTaS1ITI4Egz4PF42JtWgK7QQxulShRoW/4vEcEOaUVw9MQaX2/Wlk1vUapEql3WIXFxOPemykKtSjUMfQL63OZ7+sq50OjFiSE4oSzAcbDm7bUBovq2zgymCNi/GD68tDKFT2OE8W9BhyuqB1rKXyeL00nn6MdtJ1AqYFDrKlNqTm4FFOKGRGr+2o+Bv94QnUB63+Zzk1CzjhEdIvnoz6NMGZhA4GmdCKT65/F42J9WSDDBRAFkH8ZYmlZjaa1wc5WgulIHBSdg3mRx3hn/Bsy5BnKPVW7TYQKMe63mWgNnUpAKix+EjleKm4+i054Md5wgbtY+HSVqBIC40Rr5LPS4uTI4Y4kRP4mXnvtYJEkSTKHiJ6rr2b1OpRZZFsv+4V3YNboHXP+F/452lmjx46fVOCC+H05uAY/LO8u7NkrzYPf3ouV3eZthrRlGv8QVEUa+2gJalZJ5N7Wk85an0Pz1a+Vrw9riuP4bNBFtRUaaMRSi/IxTrRGfUXbuk5o4Oa2mGUjNK+Wmj9fzzR4r9g7XVK5wlEDGbsKyt9AhyndWxtD24YSadeKKcd9i2PChyDhZcK93Bxu3E1a+AMnr6/4DuFyw9Qs4sQlie/nepuVg74442QdhwT3ecxsdJfDjnf5bBEvSOfJ4PHy9MZm+CSGY9VViyic3iyLIdZVRJTVuhiBxA7p3ERT6KdoHXNUjBrvLzQd/yu+ihpCaX8qNH69nT6G5YspbaNJixnT0XV+qVZiJSEuV4EjBCfhyomgBP+yfsOh+78AIiOD8H69Xn19fW/ZiWPEMHP5VTBvte7v3epVGTLdZ/GBlYARE6/pf/uldl0CSpIZXkiuunU/veJO2Hb6bdubW2omXVk7LOV3f22HTJ/Dl1f4LxvqTuReWPlIZGAGRhbLkQfqH2rDo1UzpE0anPW+iOfqr92uzDqGZez3W3JNn956S1ITJ4EgzsDu1gIJSJ3O2ZnGg68M4W43wWh+2+xM+urkb7SJF69EAnZp2kWZGdozgpUldsRg0UJQOf/wfJAwRc+rdp82XN4VBRCcxL/pMX/BnqygN1r0La/4rCuhFdfNeH9MLJn1QmbFiL4bVb/nf35q3z/2CVZJ8WHskm6SsEkZ1rJLS6nZB6vazf4ojNW2Jl4pg2OZZfjcJMmoZ2yWKWX8dI7PAT6tVqd7sTS0gv9TBk7+eInns5xDamoCtH/B0PwUDE4MAcR5sHxlAv4QQPpvWl/CAKt1jDvwsbiR0FlF7xN/NyL6F4oboXBRlwp4fxH8nrxfTZHpMrqyN1WaU6JDkrwDw769C6Tm+tyRJda/kFBzz0347dauYblMTSyxMWSiyM8opFOJ7wRQhgi75Kb67xvhjLRDX9qcLiILwjqi2fc6P09pzfUc92v0/+N5HzlGUZxuQkaQmrFFPq3n55ZeZP38++/fvx2AwMGjQIF599VXat29fsY3VauWRRx5h7ty52Gw2Ro8ezfvvv09k5MVTpf1IZhEqpYJ/DI0gWFGCY+DfUAz7J+7iLArVIeiCY4kPDeLrOwaQX+IgLb+UQ5lFxAUb8Xg8uN0elC6nmNOcOATyjlfuPKSVqF/iKBVfyiGtxVOsqlkc58tlr7zIm38HXPoYBD8h5mAaw8Q8zyAxfzotrxRPSS4xuTU8kc05LLJIztTmEMgrsXOq0MampFy0agV9WoYQbtZh0jfqQ0O6wL5cl0SLYAPtq2ZgZe4Wgbrw9v5fKDU/Kq2oX7TzW0jfWT2YW2Z8txh+25fJm78e4uWrzzI9WzovR08VAxAZoKHYrcF61adoXCWE2/J4e1J3ChVm0gus7E8rJC7EgEalwOX2oFKe1p7bGCLOi6czhYmpLWq9CJCEtIaIjqIw4emFv/2xF4sAa7mlD4vi4jd/J6bXRPeA5U/6f31ekqgNdtppLqvIRmpeKdtT8gg36+gSG0ikRYdWrfK5G0lqzHKL7WQUlLIlKRuT2k3PGCMROhcGU0Dj6xBnK6p5vTUfgIJSR9l1Zw5KpYI+LYMJD9ARoNdAbB+4bRlk7BXZHeZIOPQLLH2ocj/5J6rtOi2/lKOnijmUWUjbiABahZtEq3FnqagzUi6qm7jGLs2BwjQUUV1pZfHg1Cq9v49O484/CfQ9i38MSWq6GvUd4B9//MF9991H3759cTqd/POf/+Tyyy9n7969mEwijf2hhx5i6dKlfPfddwQGBjJz5kyuvvpq1qxZ08Cjv3A6x1r4aFI8g478B8Nf88VChQKVLhDlZf/GGdYGAKvDxV1ztnA4s/IL3GJQ89XtA+gSqEUR0gpyj4vskf1LRQX8sf8HC+8VT7nKBcWL6HZddehQ60UUuzBdpDEve0I8rdOaxAXkzd8CcDiziMmfrGdo60CeD+uKLmOP7/1F96jVNIfsIhtv/nqIOesrg0EKBTw9vhPX9GohMmqki15KTgnL92Yw/ZJEFFVvfJI3gCFQPO2RLi7RPcTT/o0fi44jiuo3niadmok9Y/lqw3FuuySBtpE1FJyW6lTHaAvdYgP4aISCyPll9TqUKjCGYb96AfcuPMj+jMqpKgE6NV/O6E+32ECUSoUoLLj9K3HeCzpt/rw+ECZ9KAqoZh+uXG4IhqmLILJr7QIkugBRPLw81d3jEX9PGz8GrZmie7ajjeqF9ujvvl8f0bnaeS4938oD32xjY1JO5duolXw6tQ/9EkNkgERqUk4VWnlhyV4W7agMUKqUCl67ogWjDWsxdRhRtw/qzpc+kBoLGxlDyC228+GfR/jgj6Neqx69vB23DGhJkFELKj0sekDUF7H7CLiEJHr9eiSziMmfbCC9SpZilEXP13f0p5XFJGqE5B4TNU2GPg4/3lPZMhxQRHRGdcMc0aGyNAdflCEJtfs3kKRmoFFPq1m2bBnTpk2jc+fOdO/endmzZ5OcnMyWLVsAyM/P59NPP+WNN95g+PDh9O7dm1mzZrF27VrWr6+H2hiNVOcYC72tazHsn1+50OMBax5Bv8zEYs+g0Org6QW7vQIjIPqZT521kVOeQBjxrEjbi+8vLroGPyT6q1cNjIBI6fv+dpHZURcCokWx16o8bnFBa46EiE5kFlq568stZBTYWLg7i6xud4qL3dMpVTDg3sqWhzXYeCzHKzAC4p/tucV7OZ5dcj6fSGpGPl+bhFGrZkjbqhdhHlGxPbxj7Z8US82HQgEdxokOAod+9bvZqE6RhAfo+PfSfRdwcFLbSDOvjAwlcuHNlfU63C6KOt3AC6sLvAIjAIU2J1M/20ha+c1F66HiRsdRIrIaq2aH9bldTAGtGhgBsd2ca2usRePFHAF9ZvheF9uHvbmQmnB19e5r5YY+ITqxlbE5XHz45xGvwAiAzenmttmbSS+wnb4HSWrUVuzN8AqMgOiw+PCSFE6aOkHyxgYamR+mCOh8je91bUaBMZzdJ/OrBUYAXl9+kEPl1+cBkdDvDt+BkYhOIkOtzKlCG3fP2eIVGAFILxDXzNl2jcgUUShgyCOwcKZXYASAzD0ofn0a59jXfA7dHd0DtznK/+eWpGamUQdHTpefL1LSQkJE7YktW7bgcDgYOXJkxTYdOnQgPj6edevW+d2PzWajoKDA66cpCyOfoK3v+12v2P412UV2Vh30Pd8xp9jOsexiMZf+itfgr//CNZ+IJ+KnF6ErV5v5k7WlUIjK/yOe8S5GFdMTpi2BwFhyiuwcOSVOFFaHm5c32Dh11dfenQIsMTB9ea0yWnKL7bz/u/fUHJVSQf/EEEZ0jGDRjpM4XH7mekv1ojEel3kldr7emMzIjhHoqj51PXUQik7VXF1eat6C4iGmB2z93PdFLKBRKbm5X0v+OHiKVQcyfW7T2DXG4/JMogMNtFOerHYTkJ1wJcv3+w7q55c6SMoS03EIjIPpP4ugyMoXYPTL0PISsa5FHzj2p+83LsqA/FoWLtQYYPDfoN9dovhqudYjKJn4KR+tPs4/V+WTMel70dFNrRM3WMOfwnrXBmzhHb12l1VsZ+7GlIrfoyx6hneIYGCrUDx42Jzk+4mw1DQ1xePybGQWWiuCCGFmLcPaR3BJm1B0anHb8sMBO6RuAmthTbu5sPQBcPm/oduNlQ/vFErodBVc+TbFqgA2HMshMUxkfGlVSga1DmV4hwgiAnR88udRSuxOcawPuh+GPOrdBjjxUrh5nnhoWCan2FYZVDnNocwisoptENpGTNdzO/zWKVLsX4oyuhv23nd4fR+5Wg3Hdd2X6INkcES6eDTqaTVVud1u/va3v3HJJZfQpYu4IUlPT0er1RIUFOS1bWRkJOnp6X739fLLL/Pcc8/V53AvLLcLimu48M5Lxupw+c30A8gpskNiNPSeDu3Giov9mvYJfoueltidpOVb+XlXGim5pVzVPYYIi45VB05xOLOIga1C6JsQQmxwlUCIKRQG3gddrxVf3mq9SJcsK0xVYveeC7lkby7H8gJ4fOi3tNSXEh0aiFanJ61UhSotGV3+UUxHlqI0hkDXa1EGxnrNT7W73JwqrHySNrFHLFf1iGHNkSxyi+20iwzgVIGNmOCa65YU25yk51tZsjOV1HwrIztE0KVFoJjrKZ2VxnhcfrHuOE6Xh9GdT7swOPanSIsPTvT9Quni0HYM/PUmbP9GPOnzoW9CMF1iLDy7aA+DHgr1DrI1AY3xuKwNlY/zl82twF3DefBUUdk5QaGAyM4wdYnIkHS7RFFwp62iboBfJZVBiLwSOyfzStmfXkhcsIE/D2aRVWRjZKdIusRYiAqMELVLBt4r9qs1iak/HiOZhVZ2nsjn5iITH131LaFmLVaXCr0zH/3uH9CUpONqNxZVbA+wxOB0uSl1uLAY1DwzvjNOt4dNSTlYQtXcPiQRp1ME+wutDtLyrSzekUpWkY3RnaPoGGUhMvDM2ZZS49FUj8vacrk9lNidvDSpKzq1kvXHsjFoVEwblMCmpBz6tAxhPbew5OckDFo1E3vEEBtsENNSLrDMQivHThWzeGcqJq2a6YNfJPzSv6NyFIHWjNUQSVqJgmVbk0jLL2XKwJYMitUQYM/EcmQhWmsuOd1Go44IQpexE/euebjcbhwdJ6HuPhmlNR+n2sjWLBW/ryliVGcRYAkz6yi1+68TAlDqcIHWAq1HwK5v/W/ocaP0uGDks9gH3IvHmo9Ca8JtDEMfEFLH/2KS1Lg1meDIfffdx+7du/nrr7/Oe19PPPEEDz/8cMXvBQUFxMXFnfd+G0q+S4M5ti+qY7/73qDdaAIMGix6NQVWp89NWoWLTjaoNBXFT8nW+p8/qdKKOdansTpcrNyfyQPfbMPtgd4tg8kotDF11kYcLrGfeZtSCDVpmXfXQNpEmCtfrNaJp7FB8dX2G2LWolTgdWG7J7WQKd8V0i7SzE/XaTle5KLEpaLdqrtQpW+v3HDNG3hGPI2izwxRIwIxx7xfYgiLdqQyvls0nWMtTJ+9qeIlP2w9SUKokTkz+tMi2HdrtWKbk1/2pPPIdzsq/onmbUqhZaiRr2p4neRbYzsuC6wOPvnrKEPbh3tfcLldoiJ9ZFdQNqnkO6muGQLFFIx9i6Dd5dXrUwAKhYKpgxL4x/xdfPD7UR4c2fbCj/M8NLbjsjZK7U48oR05/RvY7MojyKghr8Th83Xtqp6PQEx9MUd4L8tLBq3Zb7ZQeT2AvBI7H/95jJTcEjpFW3jk28rWu3M3pdAqzMSXM/oTG2QEbYLXLkwuN5e0DmPniXyu7mgisOgIu4oS6VK8nqAVf6vccNsXIlNyykIMmghahZt48oqOvLpsPwczKsf32ZoknhzXkaxCK4t3pvHc4r0V677ZmEL7KDOzp/UjOkgG9ZuKpnhcng2TVs1bN/bgtWUH2HGiMiD5xbrj3Du0NSfzSnh28f6K5R+vPsqdQ1pxz9DWBJsuXIAko8DKQ/O2sfZIZVD0wz+PMmNwIvcO64BZp2btoSzu+HILrrIL2HCNjRjrXwSsfr7iNVE7PscT1RXFsCdh00coPW40mz/C2fEq9nb/F1fOPlSx7UerjzGiQwQvX9OVYJMWlVJRse+qVEoFweXXLkqlCPj6YwgGXQBagxkMZv/bSdJFoElc2c+cOZMlS5awatUqWrSonGsXFRWF3W4nLy/Pa/uMjAyiovyngOl0OiwWi9dPU1Vkc/DcipNk9vuHSN87nTkSEoYQGaDjwZG+W44ObRdOeICPec2mcOh+k+83HnCvV2pfucwCG3+bu70iiDFjSCJPLdhdERgpl11s57Hvd5BbbK/x85ULM2m5uV/1oAnAuxOiKTmyhvmH3bQ4Os87MFJG8dvzUFBZ4duoUzNzeBu0agXX9m7BSz9VrwmQlF3CW78eotThO6B0qtDGo1UCI+WOZ5fwn+UHRXqkVGuN7bic9VcSpXYXV/U4reBq6laR3RTbq2EGJjUuLQeLribr3wd8pyW0CDYyrms07646VDE9sKlobMdlbWQW2lieosLZYqDX8shtb/PIkAifrxnUOoQoSy2CA+Yoke7uS4fx4rwJJOeU8P4fh5nUM5ZXf9lfbdOjWcW8+9shrI7qT341KiU39osj1KTlqgQXOfo4WhidBP/6ULVtyTmK5/dXiTDAa9d059d9GV6BkXKv/ryfU0V2r8BIuQPpRXzy11HszpqfQkuNR1M8Ls+GSadm2/E8r8BIufd/P0J0kBGDxjsL76PVR0nKLr5QQ8Tj8bB8T7pXYKTcJ38dIymrhMxCG/d8tbUieKFVKbm5o9orMFJOkb4LjqyEtqMqlqn3LSSqYCfxId6h3t/2Z7L2cDbhATpu7u/72nhy/3jCzFWu7QOiIfEy3x9m2L+8p6lL0kWsUQdHPB4PM2fO5Mcff2TlypUkJnqnsPfu3RuNRsNvv/1WsezAgQMkJyczcODA03fXLOUUO1iw7SQvb/aQefX3lYXjFAqcrUZRPHkJBMWhVimZ1DOGf0/sQmhZVF2vUTJ1UEtevbYbIT4i7cUKI67hz4gLQW1ZJFkfBCOfg4EzfbbK3ZaSi7PsJGDWqSmxuyiy+Q4SbEvOI6ek5uCIx+Oh0OpArVLw4Mh2PDiiLQE6kfBk0at5ZFQ7Whut5Ib3p2eYm4Bds/3vbMdcr18TQo0sum8wu1ML/E45Wrj9pJhy5MO6I9l+U7SX7Ewlp5aBH6nxySqy8eGfRxjVKar6sXFoubiIsMQ0zOCkxkWlho5XQvpuOPyb382u6dWCULOOx77b4fMpn1R3NhzL4Z/L09l3yZtYu02pKGqqytrPqHglL0/qQnjZTYNOreTW/vG8cX1PQsw1P3G2O90UOhW4e90qOrmVTftEYxAPDMb9B4wheDwevt6QTOcYC9tT8vyeX+ZvO0m2n/NEi2AjP947iKicTWzKVBGYutpvFwzFrm+h+BQRFh0Lt/suCNsjLoifdvloS1zmm40pfsciSRdaVpGNrzYk+12/cn8mg9qEVlv+5brjuNwXpl5cVpGdWWuSvJYF6NRM6hnLtEEJbE/O5UB6ITZn5Xj6JAQTnrTY/053fitqlFQRsftjru1cvdvZJ38dxeZw8+Dwtjw0svLaOECn5qFR7XhgRFtMuioTBExhotNWnxmVhZ7NETDhHehyte8mB2ehyOaQDwWlZqFRT6u57777+Prrr1m4cCEBAQEVdUQCAwMxGAwEBgZy++238/DDDxMSEoLFYuH+++9n4MCBDBgwoIFHf2E4XW7cHli0J5ddGSb+NvAj2gd6cCtVLD/mICpFz41lweAQk46b+8UzomMEJXYXOrWS8ABdtTnw6fmlbEzKZe7GZDQqBQ8Nv5tOPaag9djFRaA5GlS+v0TzSyvTlXvGB6FV1Rx/czj9n8RO5pby2/4MftqVhlmn5rZLEpk2qCXX922B1eHGoFEREaBDlbYVh9uDQaOs7Ezgy2nddbRqFR2iLSzf678+jcPlweXnwjav1P+FpMPlkTdATdibKw6iUMCk07NGik+JFq4dJ8guNVKlsLaiOOvGjyG2j1d9o3JatZK7Lm3F84v38vHqo9x9WesLPsyLRX6JgxK7i2vmJHF1t1u5eeIdaHGSaVXx3+WFvHNTG4Z2qDwPhpl16DX+bwwKraJY62drkziZW8qAVqFM7nsL4e3HoXSWihpZ5oiKGw63x0NuiQO9WuX34QCITjJuH+eJtPxS1hzKIr/Ezm3YKHEpUNnz/H9glx3cLlRKRbX6XOX0GpXf6UQg6nrJU5bUWLg9nhqPnSKrs1rmCEBeqQO3G85w6Vkn3G4PhVXGeNslCfRNDGHJjjT2phUQadGTW+UBYHyIkVfHRKPfWkOnR3shqE978GgrJMBH3LbI6sTpdhMeoOfeYW24tnccVqcLg0ZFeIAOja9/BEs0jH4RBj8oaihpTSIb7jymCKfllbL6cBY/bj2JXqtk6sAEusQEEuYrI12SmoBGHRz53//+B8DQoUO9ls+aNYtp06YB8Oabb6JUKrnmmmuw2WyMHj2a99/337mluQnQa2gVZuJoVjHHsop5cLF3SuFPD3jPb1cqFTUWC03PL2XG55vZnVpZ+fyPg1lc0jqUN2/oQYSl5qJtvVuKOiTRgXqmDkpArfR/Axlm1hJo1PhcdyK3hOs+WEdafmV7sl/3ZXJj3zj+PqYDsUFVzhSmcAIytlNg6IgncSiKwyt8v2GniT4XD2kbzhsrDvlc1yXWglnn+6J5UOsw4IDvt4q2YNY16sNL8mPniTy+3pDMrQNbYtaf9v/D/T+JejsxPRpkbFIj1mG8KM664X0Y+k/fm0RZGNctmtd/OcDgNmF0iQ28wIO8OAxoJQoI2l1u5m47xdxtlevaRwagVau8081rUGJ3smh7Kk8u2F2xbOOxHD5dfZTv7h5Ep5gW1V6jUiq5sns0T8zfxb3D2vDpX767vnVvEej9ZBdIzSvl1k83cORUMfEhRq4a1Z6uChcK42Ww7lXfg4zuATozRoWKAa1CWH+0epr/vrQCZgxJ5MvT2teXG9AqBJO2aRULlpovi17Dpe3C+GmX74dXA1uH8uGfR6otv7J7DBr1hUmKDzRqGNY+nG83n+CaXrGY9WrumbO1Yv3W47l8PKUPAEatii8mhRO3+CYYeI+oF+RL4mVwcovXosLEMaxOqR7YHNkxkkCDuIbWqJTEnqGBQAWN3mdtv3ORmlfK5E82cCyr8t5j1f5TjO0SxQsTu9T6e1aSGpNGP63G1095YARAr9fz3nvvkZOTQ3FxMfPnz6+x3khzEx6g4/mrOvt8iD2yYwRRgbX/YvJ4PKzYm+EVGCm35kg221LyzriP6EA9IzpEMGVgS95ccZDVh7K4ulesz22fGt+JyIDqwRarw8X/Vh3xCoyUm7sphRO5Jd4LzZFEKgvpaLGj6H9XZbpg1c8W0QkiO/kcR1ywkUGtq1fjVirg2QmdCTH5/jeMDTYwuE2Y79dd2YlQeVJochwuN//4YRfxoUYu73Ta94i9GA4shRZ9xZNiSapKaxLTa5LWiIK9flzfJ474UCP3zNnilWkn1Z2YIAOXtQuvtlyhgOev6nxWF+ynCm08vWhPteXFdheP/7CTnGKbj1dBr5bBRFn0RAboKh4aVKVSKvjbqHboVJUnb5fLzfdbTnDklLjRSM4p4bAygURlJhpLOMT7mC6sUMKwJ0CtJ8io5V/jOvl8KBEXYqRNhJkecUHV1qmVCv41rlODdPqQJF9MOjUPjWxX0bq3qjbhZgINGlJyvDsmtgw10j/xwnVW0WtU3DO0DWadivHdYnhn5WGv9U63h83HcxnXNYqbeoQSs+U1yNwDKCCqa/UdqrTQ/27Y/lXlMmMoOW2uY9Uh74CnxaBmYs9Y39khF4jT5WbuxmSvwEi5n3enc9hH7SNJagoadXBEqp1e8cF8d9dAesYHoVBAuFnHE2M78NLVXf3e2PuSW2KvcY7n52uTKK4hzRHE1J2Xr+lK34QQ9qQW8NmaY/RpGcxjo9sTE6hHoRBZFZ9M7cPw9hEofVzE5Rbbmb/tpN/3WHD6Oo0eOk5Ad3SZeHJ7wxzRtkypAp0F+s5AMfIZ/BVLDAvQ8eYNPXlkVDtCTFoUCuifGMyP915C5xqe7IaZdbxxfXf+Prp9xev6JQQz/55BdJVPhJuk//1+hP3pBdwxpBWq0/829y8WaagJgxtmcFLjF9UVorvDuvegyPcTT41KyQPD25JTYufBudvk9Lt6EGrW8X/XduPx0e0JLftu7lP+3dzi7L6b96QW+P3/0a6T+eT6maoSHWjgqzv6s3J/BjOGJHLHkFYEGzUoFdA/MYQPbunFV+uPk1slQJZVbGfephSv/dyzMA1rUCu0R5eLuiaDHhC1ThQKESy54UvY8nnFtNF2kWYWzryEIW3DUCrETdT9w9vwwS29aBFs5INbevHA8DYEGsRYhrQNY+HMS2gXKTtUSI1LYpiJxTMHM7JjBCqlArNOzR1DEvni9n50jrEwpksUaqUCo1a0+P16Rv8L3nEpPsTI0geGkJRd7LMk0Ad/HGFYhwju6heM9uASsXDZEzDsSdH+XR8oApyth8OMX3Gn7wFHCah1OLvcQNaNP5GpimRSz1j0GiUalYKxXaJ496ZevPXrgQatbZddbGfe5hS/6+dsOI7zAtV/kaS6JPP+mwGjTk2fhBA+m9YXq92FUqkg3KzzGXioidtDRTFVX1xuj9/CclVFBOgpKLtg9Hjgnz/upkdcEPcMbUOwSUNydglKBQQYfE+pQUGNNwx2l48vW30gSo8Hjq+BzL3QYzL0vAWcVtFm85ub4IHtfvcZadFz79DWXNcnDrfHg1GrqtVTtAiLnrsua801vVrgOovXSY3PluM5/PfXQ1zVI5bW4afdKFjzYfcPENcf9M2rK4BUhxQKUUxv3bvw+yuiaKeq+vdBpEXP/cPa8n+/7OfFpft4eoLvrDbp3EVa9Nx5WWuu7tUCt8eD4Ry/m2s6J4LfGqkAhAfo8aDg3q+2MrhNGE9c0RGjRsXetAKemL+L7GI7z17p3V7z9JuJ3BIHDy05yZftSzGtmAKJQ0VRdK0JMvbAkoegKBPGvAKIWlqdYwJ57+ZeFNmcKBUKwsxa1GVPmKMCDTwwoi0392+J2+PBrFNj8XculqQGpFYpaRcVwJs39KDI6kShgBCTFm1Znbz/XNeNgtLqyy8klVJBy1CTz/onIK5lH/1uJwcf6wyesnpAtgKYezO0vRzGvCxqjKh1EN0dZWg73N1vwOlyU6qy8Mj3B1h39Bhju0bxytXdUCpg3dFs7vpyCzFBej+P/C4Mj6fma3WHy+PvmaQkNWoyONKMBBu1YDzzdjW9/uqesfzfL77raNzQN656DQY/LMbKWigA21Py2F42LUehgFWPDPX72kC9hjFdIlm0w3dl/WqtVcu1uxxW/Vu0WV33rve6VsNEp50aqFRKogLPfrqESqkg8hxeJzUemQVW7pmzlTaRZq7pVb2GANu+ALcbWg+78IOTmhaNQbRA3/iRyCAZ/DegeqC6e1wQUwcl8NmaY4QFaLl3aJsLPtTmri6+m7vGBqJQ+A6CtC5L76/J8A4RvFE2xXT1oSyvdUPahmHRV74+2Kjhyu4xfLzau0bJntQCcoddhsnzbzi6SvxUlXipeAJdhcWg8Rv0UJ/juU6SGkKAXkOAvvrfskmnwaRrHIG9vgn+p/N0jrHg1FjQthkJh8pq4nnccHCZ+AG4s2wqptaAUhuLFtACE3vF8MehUyzcnlqtE9WknrHiur+BhJg0jO8Ww+y1ST7X39g3riIoK0lNifyrlSqolAom9oylhY+iTh2iAhjYunrbNH8iAvS8ck1Xn3OfZw5rQ2gNLRONOjUPjWqPxVA9EDOsfTiJoSbfLwxsAd1urL5cY4TRL4FBTnWRqiuyOblt9iacbg8PjmhbfTpNxm44sEwE37R+/vYkqarAFtBpEhz+FXbO87vZ5Z2iuKZXLP+37AAf/lG9uKDU8MLMWu7zEbhSKxW8ck1Xws/QkSEmyMBEHwF9g0bFv8Z18gpgaNUqpg5MqLZPm9PNjgIT7u43VX8DjVFkjfjokCRJ0oURHqDl9sGJ1ZZrVUpenNQFoyUERv0btD6mr3W+WpwzfBjQKpSO0dXb+LYINjCpZ4vq1ysXkFat4vbBiRVt0avq0zKYTjEyy1ZqmhQeT20mSjRvBQUFBAYGkp+fj8UiD+aTeaX8uPUE87eeRKlUcHO/eMZ2jaqxy40vNoeLpOwS3v/9MFuTc4my6Jk5vA3dYoMINtUc7fZ4PKTklPD5uuOs2JtBgF7N7YMTGdwmrOaOOUWnxNSaNf8VGSSth8PA+yCoJahkolRTciGOy+KywMiuk/k8Nb4TCacH3mwFsPgBERTpc8d5tbuTLkKHfxMBkv53i/bPPng8Hr7bcoIft53kzktb8Y8xHc56SuSFdDGeL3OL7ew4kce7Kw+TUWilV3ww9w1tQ8tQI7oaWgCXyyqyseFoDh/+eYS8EgeXtgvj9sGtiAs2+HyyeiK3hHmbUli8IxWdWsWUgS0Z0TGSKFUhJK+FNW9BSS60GgqDZkJQgjy/XeQuxuOysckptrMtOZf3Vh3hVJGVfgkh3DO0DfGhBrQqFbhdkJsE696HI7+JgOagB0QdM3OE3/2m51v5eXcaX29IxuX2cHWvWCb1bFH77jT1LCWnhLmbUli6MxW9RgR4h3eMIPIM3S0lqbGSwRHkScUXl9tDTrENhUJRVtDu3C/WS+xOimxOdGrVGVOQT2d3usgvdaJSKgg5Q0DF+01zwOUQ2SKys0iTVN/HZVaRjds/38TB9CIeH9OB9lGnPZ1xOeDXZyH7kAiwGap3nJCkGnk8cOAnSPoLek+Frtfha4oNwM+70/hy3XGGtg/nzRt6NNraRRfz+TK/1IHN6cKsU2PUnn0wIrfYjtPtwWJQoztDfQSny01uiR2lQlG981n5+U0fKAqSSxe9i/m4bGzySuw4XB7MOhUGX98TTiuU5oNKA8baddfxeDxkF9vxeDyEmHQNmjHii8PlJs/f95UkNTEyOII8qUhSY1Sfx+WmpBzu/3obNqeLRy9vT6vTC7C6HLD6NUjeAL2nQWjrOn1/6SLi8YjskSMroc1IGHCP34Dt9hTx1NGkU/Hy1V0Z3iHyAg/2zOT5UpIaH3lcSpIk1Q2ZIy5J0kUjr8TOs4v2cP0H6wgyavj3xK7VAyOlebDiaREY6X6jDIxI50ehgLajoOv1cOwPWPyg6KjlQ4+4YF65uiuRFj23zd7MbbM3sS+t4AIPWJIkSZIk6eIkM0eQEXdJaozq8rg8mVfKV+uP88W64xVzdq/oEu1d28HjEk/3N30GeERgJKTV+X0ISaqqKBN2fQ/5KZBwCXS7HkKqF/v0eDysP5rDvM3JZBTYuKxdOJP7xzO0fQRadcM+05DnS0lqfORxKUmSVDdkcAR5UpGkxuh8jku7083etALWH83mt30ZbE7KRa9RMbxDBOO7RVep5+CB/JOiyOGBZVCUAVHdoeM40FWvEC9J583jhtRtcHgllOZAWFtIGAKxvSEoHhSVwQ+n283aw9n8sjedo6eKCdCpubRdOIPahNK7ZTBtws0XvFWiPF9KUuMjj0tJkqS6IYMjQH5+PkFBQaSkpMiTiiTVs4CAgFoV+K3tcZmab+W7rWmkF9hIK7BxPKeU7GJHxfrWYUZ6x1noa0zHWJoGtkIU1mwUhemo8o6D2wmAK7gV7tg+uE2Nr86D1Ax53ChzDqPK3IOy4ETFYndADB5zJG5DKOiDQGvGozOTrGvH5hPF7E4rJLPQXrF9qElDXLCBKIuOMJOGIKMGi06NSaciyqKjT3xgrY63uj4uJUk6f/K4lKTGp7bHpdQ0yeAIcOLECeLi4hp6GJJ0Uajtk63aHpeBQ24haNCNdTE0SWp2Uj+bieNU0hm3q+vjUpKk8yePS0lqfGSGln9Dhw6lR48evPXWWw09lHN29r3omqGYmBhSUlKafCSwoKCAuLi4Zv/k4GL5nNA8P2tAQO2mq5ztcdnU/q3keOuXHG+Zf+6o1Wb1dVyer6b2/8fakJ+paWgMn6mxHpf1pTH8m19IF9vnhebxmWt7XDaU9PR0Xn75ZZYuXcqJEycIDAykTZs23HLLLUydOhWj0djQQ2zUZHAEUCqVtGjRoqGHUWcsFkuT/cI5GxfL54SL67OWO9fjsqn9W8nx1i853rrVUOfLxv7vci7kZ2oamsJnktexTdvF9nnh4vzMF8LRo0e55JJLCAoK4qWXXqJr167odDp27drFRx99RGxsLFdeeWVDD9Mvl8uFQqFAqWy44vOyla8kSZIkSZIkSZIkNWH33nsvarWazZs3c/3119OxY0datWrFVVddxdKlS5kwYQIAeXl5zJgxg/DwcCwWC8OHD2fHjspM02effZYePXrw5ZdfkpCQQGBgIDfeeCOFhYUV2xQXFzNlyhTMZjPR0dH85z//qTYem83Go48+SmxsLCaTif79+/P7779XrJ89ezZBQUEsWrSITp06odPpSE5Orr9/oFqQwRFJkiRJkiRJkiRJaqKys7NZvnw59913HyaTyec25dPurrvuOjIzM/n555/ZsmULvXr1YsSIEeTk5FRse+TIERYsWMCSJUtYsmQJf/zxB6+88krF+scee4w//viDhQsXsnz5cn7//Xe2bt3q9X4zZ85k3bp1zJ07l507d3LdddcxZswYDh06VLFNSUkJr776Kp988gl79uwhIiKiLv9ZzpqcVtOM6HQ6nnnmGXQ6XUMPpV5dLJ8TLq7Per6a2r+VHG/9kuNtHprjv4v8TE1Dc/xMjd3F9m9+sX1euDg/84Vy+PBhPB4P7du391oeFhaG1WoF4L777mPChAls3LiRzMzMiv8/vP766yxYsIDvv/+eO++8EwC3283s2bMraqzceuut/Pbbb7z44osUFRXx6aefMmfOHEaMGAHA559/7jW9Lzk5mVmzZpGcnExMTAwAjz76KMuWLWPWrFm89NJLADgcDt5//326d+9ej/86tSe71UiSJEmSJEmSJElSE7VhwwYGDBjA/PnzmTRpUsXyo0eP4na7mTx5MgMHDqRt27Y88MADGAwGr9eXlpby6KOP8uqrr/Lss8/y3XffsWfPnor1b775Ju+88w5Hjx5lx44d9OjRg+PHjxMfH1+xTc+ePbnssst46623WLp0KePHj6+WxWKz2bj66quZN28es2fP5q677sJqtTaaYtIyc0SSJEmSJEmSJEmSmqg2bdqgUCg4cOCA1/JWrVoBVARDioqKiI6O9qr9US4oKKjivzUajdc6hUKB2+2u9XiKiopQqVRs2bIFlUrltc5sNlf8t8FgaDSBEZDBEUmSJEmSJEmSJElqskJDQxk1ahTvvvsu999/v9+6I7169SI9PR21Wk1CQsI5vVfr1q3RaDRs2LChInMkNzeXgwcPctlllwEii8TlcpGZmcmQIUPO6X0agizIKkmSJEmSJEmSJElN2Pvvv4/T6aRPnz7MmzePffv2ceDAAebMmcP+/ftRqVSMHDmSgQMHMnHiRJYvX05SUhJr167lySefZPPmzbV6H7PZzO23385jjz3GypUr2b17N9OmTfNqwduuXTsmT57MlClTmD9/PseOHWPjxo28/PLLLF26tL7+Cc6bzByRJEmSJEmSJEmSpCasdevWbNu2jZdeeoknnniCEydOoNPp6NSpE48++ij33nsvCoWCn376iSeffJLp06dz6tQpoqKiuPTSS4mMjKz1e7322msUFRUxYcIEAgICeOSRR8jPz/faZtasWfz73//mkUce4eTJk4SFhTFgwADGjx9f1x+9zsiCrIDH46GwsJCAgIBGNedJki5m8riUpMZHHpeS1PjI41KSJKluyGk1QGFhIYGBgRQWFjb0UCRJKiOPS0lqfORxKUmNjzwuJUmS6kaDBkf+/PNPJkyYQExMDAqFggULFvjd9u6770ahUPDWW295Lc/JyWHy5MlYLBaCgoK4/fbbKSoqqt+BS5IkSZIkSZIkSZLUbDRocKS4uJju3bvz3nvv1bjdjz/+yPr164mJiam2bvLkyezZs4cVK1awZMkS/vzzT+688876GrIkSZIkSZIkSZIkSc1MgxZkHTt2LGPHjq1xm5MnT3L//ffzyy+/MG7cOK91+/btY9myZWzatIk+ffoA8M4773DFFVfw+uuv+wymSJIkSZIkSZIkSZIkVdWoa4643W5uvfVWHnvsMTp37lxt/bp16wgKCqoIjACMHDkSpVLJhg0bLuRQJUmSJEmSJEmSJElqohp1K99XX30VtVrNAw884HN9eno6ERERXsvUajUhISGkp6f73a/NZsNms1X8XlBQUDcDliTpnMnjUpIaH3lcSlLjI49LSZKk+tFogyNbtmzhv//9L1u3bq3ztmQvv/wyzz33XJ3uU5LqUm6JnZxiO/mlDrQqJWFmLVGBhoYeVr2Sx+X58Xg8ZBRYySl2ABBi0mDSqjhVZKfY7iJQryYsQIdR22i/9qVGSB6XktT4yOOydoptTrKKbBRYnZh1akJNWiwGTUMPq9ET1xM2cortAASbNERZ9LJNtHRRUHg8Hk9DDwJAoVDw448/MnHiRADeeustHn74YZTKypk/LpcLpVJJXFwcSUlJfPbZZzzyyCPk5uZWbON0OtHr9Xz33XdMmjTJ53v5irjHxcWRn5+PxWKpnw8oSbV0PLuYPw6c4j8rDpJfKm50E0KNvHVjD7rGBqFSNs+Tkzwuz12pw8XGYzk89t0OMgvFv2GkRcfT4zvz/ZYTrDqQiVqp4KZ+8Twwoi3hAboGHrHUVMjjUpIaH3lcnllGgZXXfjnAj9tO4nJ7UChgZMcInr+yC9FBzfth0/mwOVxsSc7l4Xk7SC+wAhAeoOO1a7vRPzEEg3zAIjVzjbbmyK233srOnTvZvn17xU9MTAyPPfYYv/zyCwADBw4kLy+PLVu2VLxu5cqVuN1u+vfv73ffOp0Oi8Xi9SNJjUFGQSm7Tubz9KI9FYERgKTsEm7+eAMnc0sacHT1Sx6X5+54djHTZ22sCIwAZBTYeHDuNqYOaolOrcTp9vDl+uN88MdhrA5XA45WakrkcSlJjY88LmtWbHPy+i8H+H7LCVxu8QzY44EVezN55Lsd5JZlREjVpeSWMOXTjRWBEYBThTZum72J49nN9xpUkso1aHCkqKioIvABcOzYMbZv305ycjKhoaF06dLF60ej0RAVFUX79u0B6NixI2PGjOGOO+5g48aNrFmzhpkzZ3LjjTfKTjVSk5RVaOezv475XFdid/HTbv+1dKSLU6ndyYd/HMHtIwfQ6fawcHsql3eKrFg2Z30yp6oEUSRJkiSpOckqsjF/20mf69YeySarSJ4DfbE73cxak4TTxwWF2wP/++MIpQ5nA4xMag6SkpJQKBQV9/2NVYMGRzZv3kzPnj3p2bMnAA8//DA9e/bk6aefrvU+vvrqKzp06MCIESO44oorGDx4MB999FF9DVmS6lWpw8WhjCK/67cl5+J0uy/giKTGrtThYm9qod/1hzILiQsxVvxuc7opssmLG0lqkuzFkHMUHKUNPRJJarQKrM6KjBFf5AMC30rsTnadzPe7fk9qASU2mXl6MZk2bRoKhYK777672rr77rsPhULBtGnTLvzA6lGDThwbOnQoZ1PyJCkpqdqykJAQvv766zoclSQ1HK1KSVyIkb1pvivPt4sMQK1stLPhpAagV6tICDNyIMN3gCQu2Og13UalVGDUqi7U8CRJqguZ++DXZ+HQcvC4Qa2DbjfCqOfAENzQo5OkRsWsVaFQiKk0voSYtRd2QE2EQaOiVZiJnSd8B0gSQ03oNfL6oSG53B42Hsshs9BKRICefokh9V6LMC4ujrlz5/Lmm29iMIh6PVarla+//pr4+Ph6fe+GIO+yJKkRibDouXVgS5/rNCoFE3vGXuARSY2dUafm3qFt/K6/ulcsP+9Kq/j9yu7RhJllQVZJajK2fgkfXgrpu6DvHTDqBeh2A+z+AT68DPJSGnqEktSohJp1DG8f4XNdp2gLYSZ5DvRFp1Fxx6Wt/K6/d1hrTDpZkLWhLNudxuBXV3LTx+t5cO52bvp4PYNfXcmy3WlnfvF56NWrF3FxccyfP79i2fz584mPj6+Y/QGwbNkyBg8eTFBQEKGhoYwfP54jR47UuO/du3czduxYzGYzkZGR3HrrrWRlZdXbZ6kNGRyRpEYk0qKjf2IId1/WCo2qMhJsMaj5ZGpf4oJlhXWpulbhJl67tht6TeVXukGj4vkrO7N8TwbFdpEGO6x9OI+P6SgvbiSpqVj3PiyaCa2Hw5XvQscJENMTul4P498Cpw3mXA02/9MxJeliYzFoeGFiFwa0CvFa3jE6gA9u7U2Y7NjmV0Koibdv7OGVYarXKPm/a7vRJsLcgCO7uC3bncY9c7aSlm/1Wp6eb+WeOVvrPUBy2223MWvWrIrfP/vsM6ZPn+61TXFxMQ8//DCbN2/mt99+Q6lUMmnSJNx+ygHk5eUxfPhwevbsyebNm1m2bBkZGRlcf/319fpZzqTRtPJtSAUFBQQGBsoWaFKjkZ5fSoHVSXq+FYNWRZRFT3SgHrXq4olnyuPy7NgcLk4V2kjNL0WhUBAdqEerUpJVbCev2E6ERU+oSUuwSaYTS+dOHpcX0K7v4Yfbocs10GsaKHykTuelwNKHoet1cNU7F3yIUuMgj0vfcortZBfZOFVoI8SkJcysk4GRWrA7XWQW2kjLt+LxeIgJMhBu1qGTU2oahMvtYfCrK6sFRsopgKhAPX89PrzOp9hMmzaNvLw8Pv74Y+Li4jhw4AAAHTp0ICUlhRkzZhAUFMTs2bOrvTYrK4vw8HB27dpFly5dSEpKIjExkW3bttGjRw/+/e9/s3r16ooutAAnTpyoeJ927drV6WepLfn4UJIaoahAA1GBosaIJNWGTqOiRYiRFlWKr4KYqiVJUhOTtgMW3isyRvwFRgCC4qD3dNjwPvS8BeL7X9BhSlJjFmLSEmLS0lZeS50VrVpFi2AjLYKNZ95Yqncbj+X4DYwAeIC0fCsbj+UwsHVovYwhPDyccePGMXv2bDweD+PGjSMsLMxrm0OHDvH000+zYcMGsrKyKjJGkpOT6dKlS7V97tixg1WrVmE2V89IOnLkiAyOSJIkSZIkXfRshfDtFAiMh4Ez/QdGyrUbDYeXw4qn4bZlZ95ekiRJajIyC/0HRs5lu3N12223MXPmTADee++9ausnTJhAy5Yt+fjjj4mJicHtdtOlSxfsdrvP/RUVFTFhwgReffXVauuio6PrdvBnQQZHJEmSJEmSGouf/wFFGTD+bVDVYhqcUgU9JsNvz8GxP6DV0HofoiRJknRhRATULgO4ttudqzFjxmC321EoFIwePdprXXZ2NgcOHODjjz9myJAhAPz111817q9Xr1788MMPJCQkoFY3npDExVPAQJIkSZIkqTE7+AtsnyO60ljO4slZbB8IbQNr362/sUmSJEkXXL/EEKID9fjLCVQA0YGirW99UqlU7Nu3j71796JSedefCQ4OJjQ0lI8++ojDhw+zcuVKHn744Rr3d99995GTk8NNN93Epk2bOHLkCL/88gvTp0/H5XLV50epkQyOSJIkSZIkNTRrASx+EGJ7Q5tRZ/dahQI6jIfDKyDrcP2MT5IkSbrgVEoFz0zoBFAtQFL++zMTOtV5MVZfLBaLz6LPSqWSuXPnsmXLFrp06cJDDz3Ea6+9VuO+YmJiWLNmDS6Xi8svv5yuXbvyt7/9jaCgIJTKhgtRyG41yCrfktQYyeNSkhofeVzWo6WPwrY5cNV7YI44+9e77PDdNOgzHUY9X+fDkxoveVxKUvO3bHcazy3e61WcNTpQzzMTOjGmS8PV6GhuGs8EH0mSJEmSpIvRic2w6RPoO+PcAiMg6pMkDIEd82DEM6IWiSRJktQsjOkSzahOUWw8lkNmoZWIADGV5kJkjFxMZHBEkiRJkiSpobhdsORvENpaTI05H21GwIGlojBr6+F1MjxJkiSpcVApFfXWrlcSZM0RSZIkSZKkhrLpU0jfDf3vOf9sj9C2EBADexbUydAkSZIk6WIiM0ckqbGxFZFRaKfECRq1mrBAE3qNTI+Wzp7d6eJUoR27y4VeoyIyQI+yvtMvS/OgNBfwgD4IjPVbPV2SmrSiTFj5ArQbDeHtz39/CgW0HAT7FsO4N0AlL/MkqdY8HihMA0cJqHRiipta19CjqjNFNgc5xQ5cbg8BOjVhAc3ns0lSXZFnTUlqRPKzM1h7LI8XfzvJidxStColV/eM5sGR7YgOMjb08KQmJLPAyid/HWPO+uOU2F2Em3U8fHk7RneOJMRUDxdEHg9kHYSfHhMp/SC6box7AyI6g1pT9+8pSU3diqfF//acUnf7bHkJ7P4ektdB4pC6268kNWclOXDgJxGsLEwHjRF6T4NBD5xdW+1GKjm7mBd/2s+Kvem4PdAu0swLV3WhW4tADFp5OyhJ5eS0GklqLArTWXski3u+P8yJ3FIA7C43czef5O45WzlVaD3DDiRJyC22868Fu/noz6OU2EWv+FNFNp6Yv4sF21JxuNx1/6Z5x+HTyysDIwAnt8BnoyHvWN2/nyQ1dckbYMc30GsK6Ouww0hoazCGwqFf6m6fktScuVyw+wdYeJ8IjIDIHln/Pix+AIqzG3Z85yk1r5QbPlrPL3tEYATgYEYRN328nkOZRQ07OElqZGRwRJIaiYzcQl5cleFz3Y4T+aTkFF/gEUlNVVaRjeV7ff8tvfXrQTILbXX7hm4X7PoerHnV1zmtsOYdcJTW7XtKUlPmdsFPj0BYO2gzqm73rVCKrK0Dy+p2v5LUXBWmwqoXfa87tByKfJ9Pm4pNSTle7V/LuT3wys/7yS91NMCoJKlxksERSWoMXA5K7I6KjBFftifnXbjxSE3a0Sz/gbQCq5OCur4QshfD4V/9r09aDdaCun1PSWrKtsyC9F3Q7676abkb2weyD0FuUt3vW5KaG1thWa0sP7IOXLix1IPf9vkP7mw5nkuJzXkBRyNJjZsMjkhSY6BUo1Gp0Kr8H5IRFlk4S6qdEKO2xvV6TR1/9at1YI7yv94UBuqaxyRJF43ibPjteWg7qm6KsPoS3R0UKjiyqn72L0nNiUYvihn7Ywy7cGOpBy2C/desCzVpUdV3oXZJakJkcESSGgOFglCLkUldffcu16mVdI+TXT+k2okNNhBq8h2MGNI2rO4Lsqp1MPBe/+sHPwyG4Lp9T0lqqlY+L6bV9JpWf++hNYkpO0dlcESSzsgY5n96myEYQhIv7Hjq2KSesX5jP3de1opw2bVGakISEhJ466236m3/MjgiSY2EwRTE3y6LpVtsgNdynVrJrKm9iZSZI1ItRVn0zJ7eF4veuwJ9QqiRlyZ1JdBQD51jwtrC8KeqL+87A+L61f37SVJTdHIrbPkcekwGfWD9vldMDzj6uwjESJLkn94C4/4DoW28l+sCYPIPEBDTMOOqIzFBBl67tjunJ4hc3imScV2jUdSUNSNd1KZNm4ZCoaj2c/jw4YYeWr2RvZskqbHQBxAdquDTm7uQklvC9hMFRASa6R4XTGSQEa26HualS82SUqmgc0wgPz84hL1pBRzPLqFLbCCJYSYiLfr6eVNDMPS7EzpNFDVG3E5IGAIBkTJrRJIA3G7R6jo4AdpfUf/vF9VNdMPJ2APR3er//SSpKQuKh2lLIPsopG4Xx2l0V7DEgrJpP0s26dRc0TWKvgnBbErKocDqpH9iCNGB+rrPJJXql9sFx9eKIsHmSGg5qH7qVlUxZswYZs2a5bUsPDy8Xt+zIcngiCQ1Jloz4aEQHhpCrzZn3lyS/FEqFcQGG4mtYa5xndNbxE+Y/OOVpGp2zoOTm2H0y/V+MQuIeiYqLRxfI4MjklQbAdHiJ+GShh5JnTNq1bQMVdMy1NTQQ5HO1d5FsOxxKEitXGaJgTGvQqcr6+1tdTodUVHV68otXLiQ5557jr179xITE8PUqVN58sknUatFeEGhUPDBBx+wePFiVq5cScuWLfnss88IDw9nxowZbNq0ie7du/Pll1/SunVrAI4cOcLDDz/M+vXrKS4upmPHjrz88suMHDnS7/jy8vJ49NFHWbhwITabjT59+vDmm2/SvXv3c/q8DRoK/fPPP5kwYQIxMTEoFAoWLFhQsc7hcPD444/TtWtXTCYTMTExTJkyhdTUVK995OTkMHnyZCwWC0FBQdx+++0UFcme3VITVZgOpw6I1Ousw6ILiCTVh8IMyNwnfgrT6+99bMWQkwQZuyH3uGzpK12cbIXw6zMimyqq64V5T5VW1B1J+uvCvJ8kNRbFWXDqoMiaKkgFj6ehR9S4leRA1qGyf6+TIstNalz2LoJvp3gHRgAK0sTyvYsu6HBWr17NlClTePDBB9m7dy8ffvghs2fP5sUXvVtiv/DCC0yZMoXt27fToUMHbr75Zu666y6eeOIJNm/ejMfjYebMmRXbFxUVccUVV/Dbb7+xbds2xowZw4QJE0hOTvY7luuuu47MzEx+/vlntmzZQq9evRgxYgQ5OTnn9NkaNHOkuLiY7t27c9ttt3H11Vd7rSspKWHr1q089dRTdO/endzcXB588EGuvPJKNm/eXLHd5MmTSUtLY8WKFTgcDqZPn86dd97J119/faE/jiSdO0epuHFc/75Ig3bZQamGrtfDiKdEZFiS6oLTDqnbYMHdkHNULAtpBVe9B7G9RXHVulKQJrpy7PpWTLNR66DXdBjysJhuI0kXi9VviFahvadf2PeN7AKHloubQ1lXQGruPB4R8F9wN6TtEMvMkaKeSKuhooaI5C3rICy4F05sEr+bwmD0S9B2DBjquS6SVDtul8gYwVeQzwMoYNk/oMO4eslKXLJkCWazueL3sWPHkpubyz/+8Q+mTp0KQKtWrXjhhRf4+9//zjPPPFOx7fTp07n++usBePzxxxk4cCBPPfUUo0ePBuDBBx9k+vTK82L37t29Mj5eeOEFfvzxRxYtWuQVRCn3119/sXHjRjIzM9HpxPXr66+/zoIFC/j++++58847z/rzNmhwZOzYsYwdO9bnusDAQFasWOG17N1336Vfv34kJycTHx/Pvn37WLZsGZs2baJPnz4AvPPOO1xxxRW8/vrrxMTIG0qpiShIhTVvwo65lcvcTtjxNVjzYeJ7sm6DVDfyjsPn40UArlzOUfjiSrh7Td21Fi3NhaUPw4GfKpc5bbDxA3DZ4PIXQSfTe6WLQG4SrHsXulwD5ogL+94RnWDnXMg+LIomS1JzlpcCs8aCNa9yWVEGzLsFbvsF4gc02NAapbwUmHUFFJ+qXFacBfPvhFt+gDb+pzJIF9DxtdUzRrx4RMbP8bWQOKTO337YsGH873//q/jdZDLRrVs31qxZ45Up4nK5sFqtlJSUYDSKKd3dulVO6YyMFA/Funbt6rXMarVSUFCAxWKhqKiIZ599lqVLl5KWlobT6aS0tNRv5siOHTsoKioiNNS722dpaSlHjhw5p8/bpGqO5Ofno1AoCAoKAmDdunUEBQVVBEYARo4ciVKpZMOGDUyaNKmBRipJZ8FeDIVpsOs73+sPLIXi52RwRDp/Thus/8A7MFLO5YB178EV/wfqOijaWpzlHRipatsXcMmDoGva7RElqVZ+fU48se58zYV/7/D2gAJSNsjgiNT8HfrFOzBS1a/Pwk3fyGupqlLWewdGqlrxNER1B3PzLbzZZBRl1O12Z8lkMtGmjXctuaKiIp577rlqMz8A9PrKa0iNprI7YnlXJF/L3GVTuR599FFWrFjB66+/Tps2bTAYDFx77bXY7T6uW8vGER0dze+//15tXXm84Gw1meCI1Wrl8ccf56abbsJisQCQnp5ORIT3Uxi1Wk1ISAjp6f7n0NtsNmw2W8XvBQUF9TNoSaoNWxGU5tXcbrEoo9lf2Mrj8gKwF8PJTf7Xn9gk/h7rIjhSlOl/ndvl/wJWalTkcXmeTmyBPfNh0IOgqadOUTXRmiAkEZLXQ89bLvz7S/VCHpc+uN1w7E//69N3gqNEBkeqSlrrf13GHpHlKTU8cy2nIdd2uzrQq1cvDhw4UC1ocr7WrFnDtGnTKhIcioqKSEpKqnEc6enpqNVqEhIS6mQMTaI3lcPh4Prrr8fj8Xil9Zyrl19+mcDAwIqfuLi4OhilJJ0jjR505pq30QddkKE0JHlcXgBqPQS29L8+uCVoDHXzXoagmtdrz/A3LzUK8rg8Dx4PrHgKghOh9fCGG0d4B5E5IjUb8rj0QamseVpoYAtQavyvvxiFt/O/zhIjat9JDa/loLLag/7qRilEy+mWgy7YkJ5++mm++OILnnvuOfbs2cO+ffuYO3cu//rXv85rv23btmX+/Pls376dHTt2cPPNN1dklfgycuRIBg4cyMSJE1m+fDlJSUmsXbuWJ5980qtG6dlo9MGR8sDI8ePHWbFiRUXWCEBUVBSZmd5PJ51OJzk5OT5bDpV74oknyM/Pr/hJSUmpt/FL0hnpA8EYBi39tI6L6HTh56k3AHlcXgBaIwx+0P/6wQ+LJ811wRQGER19r0sYIv7mpUZPHpfn4fCvoo1urykXpnWvP2HtRScKa37DjUGqU/K49KPbDf6PtUv/flFcS52VdqNFVytfBj9yQTMRpBooVaJdL1A9QFL2+5hXLuh5ZvTo0SxZsoTly5fTt29fBgwYwJtvvknLljU8gKuFN954g+DgYAYNGsSECRMYPXo0vXr18ru9QqHgp59+4tJLL2X69Om0a9eOG2+8kePHj1fUODlbCo+ncfS3UigU/Pjjj0ycOLFiWXlg5NChQ6xatYrwcO95b/v27aNTp05s3ryZ3r17A7B8+XLGjBnDiRMnal2QtaCggMDAQPLz872CL5J0wZTmiW41i+6D9F2Vy0PbwM3fQmjrBhtaQ5HHZT2xFsDu7+Hnv4s6IwAqDVz+EnS7/swZH2cj5yh8dS1kVymKFdUdbvwKguSTzqZIHpe15HbDR5eBxwWjX2nYTjH5KbDgHrh1AbQe1nDjkOqNPC7LOErh6B/ww21iGimIY2/AfTD4IRG0lyo57ZCyDuZOFu3Gy/WeDsOelPVGGpu9i0TXmqrFWS2xIjDS6cqGG1cz06D5UkVFRRw+fLji92PHjrF9+3ZCQkKIjo7m2muvZevWrSxZsgSXy1VRRyQkJAStVkvHjh0ZM2YMd9xxBx988AEOh4OZM2dy4403yk41UtNiCBI3qNd/KeqL5J8UN4+WFhAo/5alOqS3QLcbRZp/1iHwuEUqsilCZJbUpZBWMO0nUUW9IE38TQdEy6d3UvN3YKmocdDQgREQF89aM5zcLIMjUvOmMUCb4XDvesg+KmqMlJ/f9LKNbzVqLcRfAvesg9xjIkAS1g5M4XX7oESqG52uFO16j68V9wrmSDGVpiEzE5uhBs0c+f333xk2rPqJeurUqTz77LMkJvruZLBq1SqGDh0KQE5ODjNnzmTx4sUolUquueYa3n77ba9+zGciI+6S1PjI41KSGh95XNaC2w0fDhHz9S//d0OPRlj+LwiIgpvnNfRIpHogj0tJkqS60aCZI0OHDqWm2Ext4jYhISF8/fXXdTksSZIkSZKkc3PwZ8jYLbJGGouwtnBsdUOPQpIkSZIatbMOjhw7dozVq1dz/PhxSkpKCA8Pp2fPngwcONCrr7EkSZIkSdJFxeOBP1+DyC4Q1aWhR1MptC3s+k5Mb7NEN/RoJEmSJKlRqnVw5KuvvuK///0vmzdvJjIykpiYGAwGAzk5ORw5cgS9Xs/kyZN5/PHHz7tSrSRdbPLyC9AWp6HY8z36/CO4EoehSLwUVYg8lqTz4/F4OJlXyupDWaw9kkW7iADGd4smJsiATuNjnmpesihod3SV6HLR5WoIjBMtpyVJqlnSakjdBiOfa+iReAttI/43bbsMjkhNktPl5mReKcv3ZLDzZB4944MZ2SGS2GADKmUD1/W5WOWliPoXh5ZDcIIo6h7You663klSA6hVcKRnz55otVqmTZvGDz/8UK2fus1mY926dcydO5c+ffrw/vvvc91119XLgCWpucnKL0R1dBXGxdPB7QJAvfsHMIbinvYzyoj2DTxCqSk7lFHEdR+uI7+0rDMNafz3t0N8MrUPl7QOQ6Ou0tH91AGYNQZKciqX/fkq3PC1KOCq9tPyT5Ik4a+3RCHiGP+tB+tKkd3D3mwXDhe0DVESYVT639gUDvogEbhpP7bexyZJdcnj8bA9JY/Jn2zA5nQDsHhHGq//coBv7hhA97ighh3gxSjnKMwaC4Xplcv++g9c/YkoGqoxNNzYJOk81HAmrfTKK6+wYcMG7r333mqBEQCdTsfQoUP54IMP2L9/P61atarzgUpSc2RzunDkpRK89M6KwEiFkmwUi+/3vlGVpLOQU2zjoW+3VwmMCE63h/u+2kpmobVyYUkOLLi3+t+b2wXfT4OitPofsCQ1ZRl74chv0GlSvXaoybN6eGp1KX2+KOT6RSVMXlpC/y+LuP3nYpLy3b5fpFCIlvCp2+ttXJJUX9ILrNzz1daKwEi5EruL+77eSkaB1c8rpXphzYefHvMOjICYVvjjXaKTiiQ1UbXKHBk9enStdxgaGkpoaOg5D0iSLia5xXaUWQfB6fvErkjZIG5WjSEXeGRSc5BT7GBPaoHPdcV2F8dzSogNLmvfW5ItWn364iiFrMMQJKd5SZJf698HYygkDK63t9iT5WLGshLybR4mtNHQJ0qFTgV7s90sOORg/A9FvD/KyKVxPi7vQlrDsT/rbWySVF+yi+ycKrT5XHcit5ScYjuRFjn184IpyRGBYF/cTji5VUyzkaQmqFaZIzVxu90cO3YMl8t15o0lSfLi8QD2opo3cjtqXi9Jfjhdfp4ilymxVfnedjtr3tmZ/k4l6WJWkgO7voX240ClqZe32H3KxY2LizGoFfzfUD1Xt9MQb1ESaVIyLF7Ny5fqaROs5I5fStiY5uN4DmkFRelQlFkv45Ok+mI/w7nMcYb1Uh1zO8suYP2w+n4oI0lNwVkFR3788Ue+/fbbit+PHj1Kq1ataN26NTExMWze7OepoyRJPhl1KtHVwB9LrJgnLknnINCgIczsu06IQgGtI8yVC/SBEFBDocaITnU8OklqRrZ+IW4W2tU+0/ZspBW5mfpzCZFGJU8O1BFqqH75ZtQoeKiPjjZBSu5ZXkpm8Wk3jBVFWXfWyxglqb6Em3VoVb5vWYxaFSEmWQ/rgtJZxDQ9f+L6XbixSFIdO6vgyGuvvYbDUfkU+6mnnqJjx47s3LmTK6+8kocffrjOByhJzVmgQYsiIIKSrlN8rnePfU12FpDOWaRFz3NXdva5bvqgBO/ASUA0XPG67x31uR3MEfUwQklqBtxu2PwpJAwRQcY65nR7uGdFCQrg0X46jBr/9Uy0KgX399bhBh77oxRP1ae75kjQmkXHGklqQsIDdDw0qq3PdY+P6UBEgO4Cj+giFxAJ497wXVupyzUQEHXhxyRJdaRWwZHk5GSOHz/O4cOHCQ4Orvh92bJlzJgxA4vFwp133smOHTtITk4mOTm5vsctSc1GUHAYzsueoHD0WyLtWa3HE9cf17RlKFtd1tDDk5owpVLBpe3C+ebOAfSIC0KnVpIYZuKN67tz37A2BOirpP8rFNDqMpj+M7ToB2qd+Hu86j0Y9kS93PRJUrNw5DfRArueusC8t83OzlNu7u+lJVB35kKvgToFt3fV8EeKiyVHqkyvUSggJBHSd9XLOCWpvug1Km7sF88Ht/SmfWQAOrWSTtEWPpval6t6xKBV+2hLL9WvFn3h9l9FjSW1XtQkG/cfGPOyrJMnNWm1Ksg6a9YsAEpKSvj555/ZtGkTJ06cwGazsWfPHnbv3o3b7aa0tJTZs2cD8PTTT9fboCWpOdGqVWjDYigOuIXS9qNR4UKtM6EyyZOLdP4C9BoGtgpl1rS+WB0u1CoF4QF+CtfpAqDlILh5nijCqlKLp82SJPm36VNR7DSs7tuuH8518c5WG1e2UdMupPY3gL2j1PSNcvHyeiujEtTo1WVBleBESJfTaqSmJ9ioZUyXKPokBONwutGqlYSaZcZIg9GaoEUfuGEOOEpAoRLXC/XYqUuSLoRaBUeeeeYZABYvXkxoaCjPPPMMjz32GJdeemlFEOTYsWN89tlnMigiSefIpNOALqahhyE1U8FnMydbPvWRpNopSINDy6HfXXV+U+DxeHjqLythBgWT2p59kdcbO2p47HcrX+21c3u3spvI4ETYtxhsRaAz17wDSWqEwmRApHExBIsfSWomzqrmyOOPP86LL76IXq/nvffe48knn6xYt3DhQgYPrr/2dZIkSZIkSY3K9jkiw6oepkD+dtzJulQXt3bWolWdfeAlxqzk0hYqPthux+Yqqz0S0grwQObeuh2sJEmSJDUDtcocKXfdddfRvXt3du3aRe/evUlISKhY17FjR8aOrZ/5tpIkSZIkSY2KxwPb5kDLS0SKeR1yuT28ssFG1zAlPSPO6jmWlwltNPyRYmX+QQc3ddRCUDwoVWJqjewoIUmSJElezvqMm5iYyDXXXOMVGAEYPXo0oaGhdTUuSZIkSZKkxuv4WshNgjaj6nzXi484OZzn5voOGhTnMV0nxqykT5SKT3faRecalQYC4yBjTx2OVpIkSZKah7MOjtx4443ereHKZGRkMHTo0LoYkyRJkiRJUuO2/SvRAjvSd7vsc+Vye/jvFhu9IpW0CT7/LhyXJ6o5nOdmfZpLLAhqCem7z3u/kiRJktTcnHVwJDk5mRkzZngtS09PZ+jQoXTo0KHOBiZJkiRJktQo2Yth7wJoNQwU5z7txZflSU6O5bvPqQirL51DlbQwK5izxy4WBCeKmiNud53sX5IkSZKai7M+o//000+sXbuWhx9+GIDU1FQuu+wyunbtyrffflvnA5QkSZIkSWpU9i0RAZLWw+t0tx6Ph/9tt9E5rG6yRgAUCgWXxatZnuQkz+qBkESwF0F+cp3sX5IkSZKai7MqyAoQHh7O8uXLKzrTLFmyhF69evHVV1+hVNbt0xNJavYcVijJAZdV/LfHJVqiBbZo6JFJzYGjBIpOgdMKWiOYo6H4FNgKRO0BQygogJJscDlAZwFLtP/9WQvKtrWDLkBMKajj9qWS1CTsnCem0wRE1elut2S42HnKzd/71W270sEt1Hyzz8Giww6mtEoQC9N3Q3BCnb6PJDUa9mJxvnPaRMHkgGhRjBjA5YTCNHGOVOvBHAEaQ8OOty6V5EJpDrhdoA+EgMhz35fDCkUZ4jpCYxTfeaq6yWqTpMborIMjAHFxcaxYsYIhQ4YwatQovvzyy/MqGCZJF6WiDCjNF0/wVr4AR1eJ7geBLWD0yyJdWx/Q0KOUmqqCNPj9ZdjxjQhm6IPgkgfAGAqLHxRBjdYjYMgjMP9OyE8BSyyMfQUSh4Le4r2/3OPw89/h0C/i7zQgGsa8DK2GgyGwAT6gJDWQwgzxfT3g3jrf9ac77cSYFXQ/jw41vgTpFPSMUPHjITtTOoeIQGjmXug4vk7fR5IahfyT8NvzsPt7cDvBGAJDn4DO1wAe2PoFrHkLrPmg0kKPyXDZ4zU/HGgqTh0U5/jkteL3kFYw/k1o0U88JDkbhenw5+uw7QsRZNIFwKAHofc0MIfX+dAlqTGo1dk3ODiYkJAQr58BAwaQn5/P4sWLCQ0NrVguSVItlOaJJ/qluTDvFjiyUtxwAuSfgG9vhZNbGnSIUhNWkg0L7oWtn4vACIA1T1ws5iZBh3Hi7+3wr/DD7XD5v8U2BSdh3q1wcrP3/gpS4Ysr4eCyyr/TwjT4bhqkbLhAH0qSGondP4BCBS0H1+lu04vdLE9ycnmCGmU9PHAaGKtiW6ablCIPBLeUHWuk5qkoE76dCjvnisAIiAzdnx6DE5tg0yfw23MiMALiHLllFix+QGzXlOUlw2eXVwZGAHKOwpeTIOvg2e2rNBeWPgKbPhaBEQBbIaz6N6x/X2SUSFIzVKvMkbfeequehyFJFxlrIThLIWO3uCH1ZcVTEPUjmMIu7NikJqPE5qTY7kSvURGgr5LmWpgBR1f6ftHGj+Gq92D/UvF7QSoUZ4oijbnHxLLl/4JbF1Y+GcrYI4Iqvix/EmK6g/k80nZr4nKK9GCFCkyyXbzUCOycBy36gM5cp7v9Zp8djRKGtDinpN4z6h2pQqeCxYcd3BskgyNSM1WQCic3+V7ncYqMEV8OLReBFWMTftB78BcR1Didxy0ylK+dVT0r1J/iU7B/ie91698T2SPBLc95qJLUWNXqDDx16tT6HockXVysOYACUrf53yZ9p5jjKUmnKbU7OZZVwnurDrM7NZ+4YAP3D29Lh2gLgQaNeFLkj72o+rK0HRDWpjI4krHH+28vaY3//WUdrL8nSLnHYdsc2PujmBfe905oN0pM6ZGkhpB9BNK2w2X/qNPdOt0evtnn4JIWaoya+pmmrFeLqTU/H3Vwb9cEOPCTOHY1+np5P0lqEDUF/dwucJT6X59zFCKaaOdNl0NkIftzYrM4/9c2OJJ/wv86p01koyKDI1LzU6tpNcXFxWe109pu/+effzJhwgRiYmJQKBQsWLDAa73H4+Hpp58mOjoag8HAyJEjOXTokNc2OTk5TJ48GYvFQlBQELfffjtFRT4u/iWpsSjJxaUyiCfhNRXzM4WJbSSpCo/Hw6akXMa/s5qlu9I4nl3CX4ezueGj9fy47QSldieYapgLrFBUL6ZmjvJ+2mQMqSxcBxCS4H9/+iBQ1sOT7tzj8Oko+PP/IOsQpO+CxffDd9PFPGhJagi7vhdFCVv0rdPd/pHiJLPEw/D4+skaKdc3WsWuLDcnta3E0+RT++v1/STpgqupbohKW/NrlSox5bkJyipxYQ2I979BQBQoz6KQquEMGTSas6xfIklNRK2CI23atOGVV14hLS3N7zYej4cVK1YwduxY3n777Vq9eXFxMd27d+e9997zuf7//u//ePvtt/nggw/YsGEDJpOJ0aNHY7VWPqWcPHkye/6fvfMOj6Ja//hne8mW9B5IQugdQm8WFLCiiKIoiIi996tevXavP732XrGLgEpRVECl994JhARIb9v7zu+PgYQlGyAQSGE+z7OP7JyZM2diJnPme973+27dyp9//smcOXNYtGgRt9xyywmdX0KiMfC47eRYEMM725xb94vlwHtOX6qCRLOl2OrmkembCAq1216cu4Myuxci0+oW3rKGQ94RkSByBbTqF+pxM+Co372MYXVPKvvf3vC/p34vrPxANC0+mvzlolAiIXGmEQTY/COk9QNlw1aT+X67jwyzjMzI01v1r0e8ApUcfq9KFjeUbD+t55OQOOPEthOr/oXDZRGNyMNhShFTSaryTt/YThO+QJCpy/Iozbq67gpyQx6sn4mqMQEi64gMSR8ipXxLtFhO6Cn8999/s3r1ajIyMujXrx933nknL7zwAq+99hpPPvkkV155JcnJydx0001ceumlPPLIIyd08lGjRvH8889zxRVX1GoTBIE33niDJ598kssvv5xu3brx5ZdfUlBQUB1hsn37dubNm8cnn3xCv379GDx4MG+//Tbff/89BQUFJ/5TkJA4g1Randw7twiL3ATaKLj8PTFl4AiEjpdDt3EglceWOIpKp48ia/g0Fm8gyLZCKz/uCuC7dnrtCJKELtD3Vlg7Vfyu1MKlb4s+JIeNVjtcBj2uC40cMaXAddNqrxS1GynmHSsaeLXbWS5WGaiLdVNFLxIJiTNJ8RYo3w0ZQxu021JnkIX5fs5JO71RIwB6lYzOsXL+3C8TI8ZKtp32c0pInFGMyXDDT7UFkpQ+4r170asQ3zG0zRAPl74Bi1+DbT/X73yOMijYAIteg+XvitVi3NZTuID6U+HwMnP9Qd7d4KPiwndqRYe6e9xIIOOc+nVqTBKf+0cvtMS2E33L6hKgjhjTloMW3l2Yw8eL95JTYsPq8tVvDBISjcAJPYnbt2/PjBkzyM/P58cff2Tx4sUsW7YMl8tFbGwsPXv25OOPP2bUqFEoFA2TBpCbm0tRURHDhw+v3mY2m+nXrx/Lly9n3LhxLF++nMjISLKzs6v3GT58OHK5nJUrV4YVXSQkGhW3DUEGpTYPl3x9kC+vakXr1L7IpiyEkh3gtRFM6oXcnCKZT0qERX4cOwKnN8BTv2zlg0gNn131K6nBQhTW/RDXQXwZ8jnEyaEuUpwgyhRiGk3nKyC5h7jP0YZ0hx3/r/xYFC5clRDXDmwlYmh+HZTZPfgDAiatEr2mHi9+MtmxU3XkSpCqx0ucabbMEEvgJvds0G5/yfEhl8GAlNMvjgD0TFDw1RYf1vQsTJIpq0QLwxsUsBk7YJyyCFVlDjJrISR0EkV+Q7xo2Nr3VvHlvjJXFAFkcpj3mOg5Up/UE3sx/PpIqKDy++Nw/tOQPem4AkJDIZOJa2nfbyjH5snk3rF/Y7ZsR+5z4orrziaLhgt1sdT7DS2+A9y8UPw5Ve4ThRFzmngyWxHoY2qn6SLOcZ+ds5XZG2syDl6Yu50HLmjHhAGtidQfJ71JQqIRqdeTuFWrVjz44IM8+OCDp2s81RQViTnlCQmh4doJCQnVbUVFRcTHx4e0K5VKoqOjq/cJh8fjwePxVH+3Ws+switx9uKwlqNRa7iqayQfrijh3I92YtIq6ZZqJiYigz1lDv5zSTLZZ6EwIt2XJ0aUXk2raD35Fc5abVqVnAi1ApcvwJ5SJ8M+3M33t/Snf89hoTvGtQ/9Hpl27JPaCuHrK0UhxBAPqgixylLACwPuEieCyprJTqnNwz87S/ho8V4qnT4Gtonh7vOyaB0dgUp5AtFQ+ljocb3oNxKO7JtOj8+JRC2k+/IQgiCKI60HNvjv3vSdPnomKDCqz4zi1zNeweeCj8Xy3lxcMu2MnFOiYZHuy/Dsr3Dy5fJ9zNlUiFIh48YBrbm0x0DijUdE5+oiYf8q2P6LmBLqrDhkLnqIzvVYWN09P3ykyYJnxLTpMySOxERoGJedxv/9sYu52yuZu72SRFM0KmUMBVUFfH5jH9Qn8uwNhzlF/KQPBksBbPgG1n0pLpp0GQN9pkBUqNfJ0pyyEGHkMP/7cxdD2sbSs5Ukjkg0Xc7KmP2XXnoJs9lc/UlLO86LgYREA2CxO6lwePhsdQnjeyeQFq0DwOr2sySnnF82FpIeoyc9ztjII20cpPvyxIg3aXn9mu5owkx0HhvVkW9W5odse//vHByl+VCRC97agko1LguU54jhwRW54D3CWDtnfk2EiL1EXEUKeMXva78QSwEfosLh4elZW3ho+iZ2FdsptXn4ZUMBF7+1hF0lthO7SIUSek+E6MzabR0uFaNgJM4I0n15iIJ1UJUvviA0IDvKA+yoCDIk9cyZb8fp5bQyyljozBKFT1fVGTu3RMMg3Ze1OVDp5Mr3lvHx4lwKLW72V7h4bu4Orv9kJYWWIyrUqPRwzqOgNoiRIkcKI9k3gTk1tGP3kc/GveA5VPTBXgrLjuGxuPoTCAQa6vKOiUIu48reqbSJi6jeVmQVfwZD2sbSMekU55VeF5Tvha8uF0sCV+WJCyTL3oLPLhD/Nh6iwuHho0V1V8z7clkeXn/dEacSEo1Nk116S0wUc9yKi4tJSqpxni4uLqZHjx7V+5SUlIQc5/f7qaioqD4+HP/617944IEHqr9brVbpwSJxWvE7rQQdFnx+P+8sKyXBqOHrG7qwZHcJv2y3oVPJmdAvjRijllhDwxr9NRek+/LE6Zpq5rd7BvPd8hzWFbhIi9JxSfdkft1cyD+7Qp32Kxw+fBt+gOUvQ+9JMPRh0WjtSCwHYNa9sGe++F2uhJ43wDmPifnG1rrNuPHaxfKIhyiocvPr5tqRex5/kGdnb+XDG7JPLKTWnAoTZ0POAtj0PSh10O+2Q6k/8cc9XKJhkO7LQ2w95GGQ0LVBu/1ptw+jWjRKPZN0i1fwz4EoBEBWsh1aDzij55c4NaT7MhRfIMg3K/IptXtqte0qtrMqt4LLe6TUbIxKh5vnw/Y5sH2WWHVtwB0Q3yk0rdRyEH59GHb9KkaPyRXQ9RoY/rT43Vle96BsRRD0QQPZDRyPJLOOr2/ux5LdZUxfewC1Us7Egel0SzUTZ9Qev4O6sJfAxu/F3J2yXbXbbUViJMmwx0ChxBcQqHB46+yu1O4hEM5RXkKiidBkxZGMjAwSExNZsGBBtRhitVpZuXIlt99+OwADBgygqqqKtWvX0rt3bwAWLlxIMBikX79+dfat0WjQaM7OF1CJxqHSZgdHJREqBWnROv79+wHMi4q5dVAqk/snsd8S4IlftvPh9Q2by96ckO7LE0etUJCpruJR56vYsy/jLyGbu79dj8tXe5Xq3HQthqLVYgjs6o/FqjPnPwWqQ5MlR6lYHvfAqpqDgn5Y+7koklz4LGSdB0tfDz+YpO6grlmt+mdn3WUQV+ZWYnP7Tzzf2JwqRpB0uVLMCT/iPBJnBum+5FBKzUxI6x9qVHyKBAWBWTk++iUpUR7PTKiB6R6nYM4eOdu1GXQq2SaJI80M6b4MpcrpZc7mugsx/LjmABd2SkSnPuL+jWwlVlvreb0YrXi04bizAn6+HXL/qdkWDMDGb8V/j3gRMs6BLT+GP2mHS2qes2eIJLOOsdlpjOqShFwOevUpvub5vaJhu6sivDBymC0zoO8tYIjHpFMyuG0s09ceCLvrBZ0S0KrOysQFiWZCo/522u12NmzYwIYNGwDRhHXDhg3k5+cjk8m47777eP7555k1axabN29mwoQJJCcnM3r0aAA6duzIyJEjmTJlCqtWrWLp0qXcddddjBs3juTk5Ma7MAmJI7EVI/fZ8fs8JATLeOo8MarJ4vLxyvxcbv1uK8//uoNW0TpSoqWXP4kTRCZDmfMHkb/dTq9oV9iXK5NOyVUd1Cj3/lGzcc0nYD8issNWHCqMHMm6L0TT1dh2YqWbMGNgxEshJf2ONelRyGV1Vhk8JhqjJIxINB4H14oh5OlDGrTbNUUBCh0Cg1LObNQIQPtoORoFLFIOlsr5SjR7ZDIZ6mNEaGhU8vBm5jIZaE21hREQFw6OFEaOZPMPYjrOsIfDl/U2JkLW8NrbzxAGrfLUhREQ5wor3hUXTBTHWNRQasQFDECnUnL7sDZhU3/jDBqGd4xHdlITAQmJM0OjiiNr1qyhZ8+e9OwprpY/8MAD9OzZk6eeegqARx55hLvvvptbbrmFPn36YLfbmTdvHlptjRL7zTff0KFDB84//3wuuugiBg8ezEcffdQo1yMhERbBT0zFeoJqEyx4ln6JMj6/tn11bqherWDK4Fa8dXWXszalRuIk0MVA16shGCDtz9uZOT6NYVlRyGTifO+89nHMvLYVaX/cWlOmF8DvqcmZBrAdo+x5wAdemzjRu24aZE+uKTud0FlMe0nuHnLIsPZ1p7yM7JxIlORSL9HcqE6p6dyg3c7K8RGrk9Eu+sxPxVQKGR1j5CwOdpHK+Uo0e2Ii1NzQv1Wd7RMHpKNR1VOEdNQdBUkwIIojURkweT60HiRulyug0xUwad7xjc6bA16H+Nn9J3S6vO79+kwJWSRpHaPnpzsG0S9DTFFSyGWM6pLIj7cNICUqjBAlIdGEOClZcfHixXz44Yfs2bOH6dOnk5KSwldffUVGRgaDB5+4Wdk555yDINSddyaTyXj22Wd59tln69wnOjqab7/9tl7jl5A4syhAoULjs1Ax+Cmiv7mIc/tOocs11+CS6VD67cSofGgipZVxiXqg1sGwRyD3b+TFm2j700W83WMKlv7ngCGBSNtujDPHhprNgTh5OzIKI+IY/h1HprKYU8Qw4sH3i6tIGgNExNU6JN6k4eER7fm/33eGbjdqeGRkeyLqU9JXQqKxEQSxGkUDp9T4gwK/7vUzMEWBvJFWUTvHKphemoy7eBdaQeDkwrokJBofmUzGyC5JzFx3gE0HQyv3jOqcSKckU/07PV6lGY1RrNKW1A2u+QY8FvGZqY9pOZGOKp0YMWI9KC6stL1AFEqOJCUb2o8K2aRUyOmUbOLDG3pjc/uRySBSp8KgrUeZZAmJRqLes9QZM2Zwww03MH78eNavX19dSsxisfDiiy/y66+/NvggJSSaNcYEMKUR+8sdVFzwBs4bfkW2ZTpxfz9MIK4zdLsaRVTrBp14S5wlRLWGm36HvX/D1p8wOfMxRWrAoIVZj9cWRgC6jA01NDUmiWkz4fKJO14eKoCotMddDTNpVVzfvzVD2sby5fI8ymweLuicwDnt4qQVI4nmR8F60bC43+0N2u2KggAVboH+yY33d79rrIJvBAXrHHEMtBeLEWISEs2URLOWjyb0YeOBKqat2Y9aIef6/q1pl2Ak1ngSUbkR8ZDYDYo21W5re6FYcv4w+ijx09KISBDN2dd8Cr//Cy58HjpfCTt/FSNLe46HlD5gSgp7eKRefeIeYxISTYR6iyPPP/88H3zwARMmTOD777+v3j5o0CCef/75Bh2chERLQADcptZoL3uX6J/FFAdf75vxd7gcpdcmhiJqT2JVQ0ICRNPSntdDl6tEA1XFoT/r46fDd+NCRY+2F8LwpynzKsktqGD62gMYNUoeGvsd2unjoXRHzb5tzoORL4qrY/Udkk5Ft9RIXh5jwh8Q0NY3nPkkKLG52VVk56f1B9CpFIzNTqNVtJ6oCGliJnEKbPsFtObwnjunwJw9PhL0MjLNjZfdnGaSYVIJLA12YWDJNkkckWjWFFS5WJdfybq8CkZ3T6ZnqyiiItQnH61oiINrvoIfroeizTXbWw+CS94AXWRDDLtpo9aJFe7sJbBjNvz2KBgSoOtYAn1uZU6+gvlzC+ndys15HRNIidShOMPm0hISDU29/2Ls3LmToUOH1tpuNpupqqpqiDFJSLQo9pU5+GFNOQaZmhvHfo/WZ0HutuA3JOPRxxNhqp2aICFRb452xY9pAxPngKNEdN03JkJEHKWBCJ76eQu/bakxZf1lg4b3Rk+lV4wPhatm35CShieBUi4njCdbg1NsdXPXt+tYva+yetvXK/MZ368VD17YjugIyctH4iQQBFEcSevXoJF9voDAvFw/Q9MUjWpMKJfJ6BSrYHlxZ9GUtc15jTYWCYlTYX+Fk3EfreBglevQljwA/jumK5d2S0Z/sgJJVDpcP1MUB5zlojAQEQcRMQ0y7maBKQkuf1ssX2wtQNBFUiWP4opP97Cv3AnA7I2F/N/vO/nulv50S41s3PFKSJwi9f5rkZiYSE5ODunp6SHblyxZQmZmZkONS0KiRVDh8LK/0sUH/+wF4NW/xWoeCrkMh2cfkwfLeHRkNGqllFIjcRowJoifI9iwrThEGAEotXsY+/Ue3h/fi1Fdu57JEZ4ygiAwb0tRiDBymG9W5jO6Z4okjkicHMVboTIXet/YoN0uLwhQ5RHon9T4/jsdYxV8VZiJs2A+UtKbRHPE4fHz33k7jhBGanhs5mb6ZcSQfipeV4b40FTUsxFdlPiJbUtRlYtL31lCmd0bsovDG+DOb9cx47aBxJvObAljCYmGpN5relOmTOHee+9l5cqVyGQyCgoK+Oabb3jooYe4/faGzcmVkGjuuLwB/t5ZErLN7Qvi8AQA+H5VPuUOb7hDJSQaHJvbx6dL9tbZ/umSXKwu3xkc0alTZvfyxbJ9dbZ/tXwfvkDwzA1IouWwfTaoDaLvQAPy614xpSbd3Pjh551iFPhRsG6/pbGHIiFxUlQ4vLUE/8MIAizfU36GR9SyKbN7agkjh9lf4aJCmtNKNHPqLaU+9thjBINBzj//fJxOJ0OHDkWj0fDQQw9x9913n44xSkg0W4KCgMMbqLPd5QtwjIJNEhINSiAoVAtz4XB4/fiDzUtICAoCTq+/znary08gKHAGbE8kWhrbZ0FqNigarsKCPyim1AxJbdyUmsOkGGSYlT5WVOgZHAyCvPE8UCQkToagIBAI1j2Rsrqbl+Df1PEeZ7FBWoyQaO7U+ykok8l44oknqKioYMuWLaxYsYLS0lKee+650zE+CYlmjVopY0Bm3bmpQ9rGYZBKm0qcIUxaFRd3De8qD3Bx1yTMuuZlYBqpVzG8Q0Kd7aN7ppwRQ1iJFkbFXijZBq0GNGi3Kw+l1PRrxCo1RyKTyWhv8rHSlwVV+xp7OBIS9cagUdI5uW5T+0FZsXW2SdSfOKMGtSL862OEWkG0ZIIu0cw56SUCtVpNp06d6Nu3LwaDoSHHJCHRYog3asmKN9A91VyrTaOU89jIDph0Ut13iTODXC7jku5JxIcpaxhn0DC6Z0qzc5rXKBVMGZqJSVtbZEyP0dMv49RMZSXOUnbMBYUakns3aLe/5fqI0zVulZqj6RCnYaPQBk/BtsYeioREvYkxaHjmss5hn13ndYgnySz5XzQkcQYN957fNmzbY6M6EG+SPL4kmjf1XrJ2u928/fbb/PXXX5SUlBA8KgR73bp1DTY4CYnmjkwmo3WMnteu7sGMtfuZvu4gNrePwVlxPHhhO7LiJGFR4sySGqVnxu0D+WjRHn7ZUIAgwGXdk7n1nDakRjVPS8ZW0Xp+uWsQby/IYd7WItRKOddkpzFhYDpJkbrGHp5Ec2T7HEjuUbsK1CkQCAr8luunX1LTSKk5TId4Pd6dHjbtzqVPw1YslpA4I3RJMfPzHYN45fcdrMqtICZCzc1DMrmkWxIxBullvSHRqZVc168VmfERvP7nLvLKnWTFG3hoRHt6pkWiUjSNqDgJiZOl3uLI5MmT+eOPP7jqqqvo27dvk3rAS0g0KYJBsBfh9OlQoGRMrxTG9E5FIZcRqVcRpZce2BL1p9jiptDioszuJS1aR5xRI1Zj8TrBUQrlOYBMLOVriAdVbXEgLVrPk5d04o5zswCI0qubRuqJrRhsheLHlAzGpONWCahyeimze8gvd3LbsEzuPb8tGpWcGINamqRJnBz2UjiwCgbc1aDdri0OUO4S6JfUtH4vW5vl6GReVu2306exByMhcRJoPeV0VZXwxsXJ2BSdcHgD+IMC3kAQjy+Apik8384Q3kCAEquH/AonHl+AzDgDMRFqDNpTiFJ2lIOjBCr3QUQsUaYURnVJpk/raHyBIGqlXBKhJFoM9RZH5syZw6+//sqgQYNOx3gkJJo/goDP40TpKGS/18wfOZX83+878fjFKCuVQsZjozowtnealFIjUS92F9u48fPVISULB7aJ4bWrupCUMw3mPQKBQ+ZzCjVc9Cr+jqNxyyPQqeQojsgT1igVJJlF4cTudFPh9hCp1yCvQ1BweQMIgoD+dHnkVO6Db6+B0h012xK7wbhvILJV2ENKrG6e+mUr87bWVCqINaj5YlJf4o1SKLXESbL7d7HMRWrfBu32171+orUysqKaTkoNgFwmo53WyqpyLXc29mAkJOqBw+NH5zyI/IfxVLUdwzTfMF5dtLnaoFWjlPN/Y7szvEP8iT27/F4IeECph2Ygrts9PpRyGVqVeG1uX4AlOWXc8916nIeKAchlcPuwLCYPSa8ua+/1B/H6g+jUiuOn0loL4Jc7Yc/Cmm2mFLh+BrHxHUPGopDL0KkkHz2J5k29f4NTUlIwGo2nYywSEs0ea1UZVX4NSQorZY4Aux1Bnp+7PWQfX0DguTnb6ZJipl9G3WatEhJHUmhxccOnqyiyukO2L9tTziu/7+IF/Xb0gSNc+QNemH0PdlN77l0ip0uSibHZaaRG6VAeEkkKK+3klDr5akU+FpePc9vHMbJLIumxNelexVY3G/ZX8fWKPIKCwLV9WpGdEU2iqQHFB0cpTJsQKowAFG2CmbfAuG9BH+od4vUH+GxpbogwAmJp3+s+WcFv9wwhpZmmCUk0Mjt/hfiOoItssC6DgsC8XB/ZiQrkTTDitp05wLyiZIJeN3K1JCxKNG0Kq1wszSnDKNi4YPMD4Cxnc9QF/HdaXsh+Hn+Qe79fz2/3DqFDYt2mrXjsokC/8kOoyBGF0V4TwNwKlE1vEaugysWS3WX8tP4gWrWcSQMz6JRkwuLyccuXaziyeE9QgHf/zqFrqonBbWPZV+bks6W5HKh00T8jmjG9U0mN0ocXSbxO+OvFUGEEwHoQvhoNUxZSKESzZHcZM9eJY7lxQDqdk83EhvE2k5BoDtRbHHnttdd49NFH+eCDD2jduvXpGJOERLPEUVlIsVuHIBeQu4qwy5OYse5Anfu/91cOnZNNGDRN78Er0fQ4WOmqJYwcZvamIu6/fiyt1n1Uqy1izXu0Nt7Nu3/v4dOlufwwpS/dk40U2Ty88/c+vlmZX73vytwKPlu6j++m9KNNvJESq5v7vl/P8r0V1fsszSmnW4qJd67rRUAQ0KoUxBu1p2bk6iiFwo3h2/KXi+1HiSOlNg9fLs8Le4jV5Wd7oU0SRyTqj88tvgh0vaZBu91YEqDIITClW9NcjW4Xq+HHogh279xC+67ZjT0cCYk6Kahycf0nK9lb5uDvG5OR5y/HMuhx3l5lCbu/IMBXy/J4ZFR7Kh0+ZDKxyll1ZTa/B3b9DjMnizsD5C2DlR/AxDmQ1rSSzQqqXFz38Qr2lTurt/21o5SHR7TD5vZTV1XjtxbkEBWh5poPV1RvW5VbwSdLcvnxtgF0Tq5dOABHCWz6PnyHtiL8ZblMmbOXLQXWkLFc1DWRZ0e0JlblBkMiKKRoEonmQ71jO7Ozs3G73WRmZmI0GomOjg75SEicjTjtVqwuP1ZvkEBAQAj6cPgECqrCv8wCHKh04/ZJ9eAlToy6hBEAf1DAFQz/0qWy5pFiEIULty/Ig9O3UJq/hWK7P0QYOUyJzcObC3ZjdbhYva8yRBg5zKaDVuZsKuTu79Zz8VtL+GrFPsrtnpO8MsBjO3a711H7EH+wOmw4HPvKax8jIXFccheBzwVpDZtSMy/Xj1kDHWKaVkrNYbKSopATYM3OfY09FAmJOgkEgkxbs5+9ZeLfd6Vf/K8nIoUDlXU/I/eWOfh2ZT7nvPo3w/7vb279ai27i20Eg4LodTXrzhph5DB+N/x0i9jeRPAFgnyzMj9EGDnMnlIHOSX2Oo89UOUkt7T2c9HpDfDI9E3hn+E+V02qbhg85XlUuWq3/7q5iJz9BfDFpbDsTbCX1NmHhERTo95S3rXXXsvBgwd58cUXSUhIkAxZJc56fIEgSnc5xS4NSrUMm8ePR6bGrIYOiUY27K8Ke1y3VBMRmqa5iijR9EiPiaizTa9WEEHtyRKAK74n28trRLicEjuCoT1zVxfW2d9vW4p44IJ2fLViX537zN1cyPkd43lrQQ7/mbUNq8vPrUMzT9j4zuX1U2r3sq3AwuAoM3XWbZLJQVt7RUunVhBn0FBahygTdhVMQuJ47JonGgGb0xqsS0EQ+HWvj94JTTOlBkCr1ZGhyGXtARnjG3swEhJ1UObwMm31/urvHqUJZHL0FdvokpRFgSW8QNIxycjyPeXV31fsrWDM+8uYe89gUqv2IfO5wh5HxV5wloMxoUGv42SpsHuZtmZ/2LZ9ZU6GtY9l/vbwQkSnJFOdiwZbC6xUOX21TVXVBtAY61zAsBoyKLOHj9j5epuXPsm9USx4VhSYzn8aNHXPYyQkmgr1XsJYtmwZP/74I48++ig33ngjEydODPlISJxtlFQ5kPndBAEBGV5/kB12HYagjSt6JqNW1L7NFHIZtw5rIxlXSZwwiSYt3VLC50zfPKg18Vs/r92gUFHWeRK/bis/qkGGv67YW8SSowLgD9S9jz8goDjiRe+9v3PqFCqOxub28cvGAs579W9u+3odUzc58LW9JPzO3a4JW7Emwajlvgvahj2kdYyezFhpEiZRTwRBFEdSsqEBRYxt5UH22wT6JjXtv/dttDbWlks+ARJNmyOfXTN3efF0vArDlq+5t5+ZcNmdWpWcc9rHsySnLGS71e1n9oZCfP66IyNE6n4OnmkEhGqz2aNZl1/JgMxYDHUYz95zXlumr6071TsY7jqNiTDovvBjSezGVruxzghoX1CGID+0WLLmEzFFR0KiGVBvcaRDhw64XHUorBISZxmlVje+gB9Z0UYSdAICAhqVnDdXWQnKFaQbAnxwfS/SY2q8D1KjdEyd1PeYkQASEkcTa9TwwQ3ZDO8YX/3eplXJuWlQOl1SzFR1ug4ij/CBisqg+Iof+fciG95AzeQlNUqHrGgTI7sk1nmuczvEY1LLuTq77tXz4Z0SWHbESpzbF8TiPN4kU2R/hYvHZmyunuS+uaSETd2fwNPlWpAfmtgpVNB7Egz/j7hydRRyuYxRXRJ54qKOIZPBgW1i+GpyPxLMkqmkRD0p2SYaDaY2rOfGvFwfBhV0jm2aKTWHaWsKkOczU+HwNvZQJCTCEqVXcWn35OrvH64oYUOH+3C3u5yMLW/w2dh0ko74298mLoJ3r+vFG/N3hfXimL+jGIs2VXzehMOUDLqohr6MkyY6QsPF3ZLqbJchMO3WAbRPqHlmxhk1fHB9L1IiNZTXcW9nxkYQqQnz90mhgt4TYdhjoDo0j5XJoN0IhHHfsqasbsF3XAclyrzF4pdgQIzAkZBoBtR7GePll1/mwQcf5IUXXqBr166oVKF/UEymY7hBS0i0MHweJyqfHUdlEaZYCw6lAa9cxqSBGVz0xSaeGJ7CsLbRfDGxNzZvEBkQGaEmVTKKlDgJkiN1vH51d/IrXeSVO5HJYM7GQm75ej1t4w18cuVPpGndIJOxz6lhyswD7CmtCXlVyGW8PCKRuKU34xs9g+Ed42uF4Bo0Sh6+sB0x2BjSLpa28QZ2H5XHnBato2erSN79Kydku/YEUmp8gSBfLMsN2eYNBBn33T5u6D2ZCdfeRZpBQKExgjG+ZkIWhugIDTcOas1FXROxuv1olXKiDeoaoz0Jifqw+09QaiGxa4N1KQgCc/b46ZWgQHkqpsVngLaxWiiEDbvyOK9n+KgsCYnGRK1UcOPAdGZtLKDU5sEfFBj/fR7je01gUg892Xo5X0/oRpFTQKdWkWjS8NK8HazLrwrbX6xBw18HYcSgJzEvejq0USYncMlbKIx1ixFnGrVSzpQhmfy2uZAye6jQ0Tc9mlYxESSYtHwzpR+VDi+BoIBZryLRpMVeuIu7Bybw1tJQDxWlXMZLF8YTJ1QCYRbtIuJgyAPQ4zoxvUalg4hY5Foz4/s5mbH2YK2o0ew0I51keaLYfBiVrqF+DBISpxWZIBztQHRs5HJRWTzaa0QQBGQyGYFA3QZ5TRWr1YrZbMZisUjijkS92H/wIKb8+bgTe5Pwx51Ujv6SKnk0IMPi8vHZsn2sz68kzqDh1mFtyG4dVTunUyIs0n1ZN06vn9wyB+8szGFLgYW0KD13n9eWjklGIvWiMFDl9LL1YBVvL8zhoMVNtyQ9d/U1k77uv+h2/gRR6Rwcv5iluVV8uSIPq8vP4KwYJg9Kp/WGV1H2mwKRaRRaXMzdVMj3q/cTDAqM6JxAn4wYHp2xiVJbzYSoV+tIPp3Qh6iIYwsTTo+fyV+uCcn/PpJks5af7hxEQkOWCpZoMFr0ffn5xRDwiLnxDcSuigAX/ujg4b4aeiU0bY8pwVbGHX8HuL5HFA+NG9HYw5GoBy36vgzD/gonP6zez5xNBWiUCsb3a0VGXATPzdlGklnHPedn0TbBiEmr4q8dJUz6YnXYfj6dmM2DP25kSnY0Y1IqiV/3FnJrPr64rpT1vgdNfFuio5pO5Mhh9lc4+X5VPnM3F6JVKZg4MJ3zOsQf+7m5aRqVFaVsMg7lndU2iqxueiXruaOvmfRVz6K58CmxhHk9OVDp5LtV+czdJI5lQncj58dWkDDrevAd8kKLbQsT5zYZ7xYJiWNRb3Hkn3/+OWb7sGHDTmlAjcHZ9lCRaDgKK6yYVv4Pd+dxKIo3EPn7vdDjBqw9b8atS8QnKPALYNKpiYqQRJH6IN2Xx8fh8ePw+tEqFZh04cOCrZVluHf/jaFoJfot34LXLhqcXjcNZt8LrQdR2OMe/HI1MVVb0f8yGczJMHG2uGIEBIMCFU4vgiBg9/i54r1lVB2RQpMapePryf1IPwGfj2BQ4N2/cnjtz11h2y/umsQrV3Ujoo68aYnGpcXel24rvJIBfW6GDnX435wEr69x8/FGLx9cqEOlaNqRIwSDvPbbJtTRqXz70NjGHo1EPWix9+Ux8AeCVDq9yGUyYgwa7B4fTm8AnUqBUVvzPKywe3nnr918tnRfyPH3D2/LsHZxjH5vGSCmn1zfI5JUg4ztFUHWFnj5eGI2sU10QcsXCFJ1xPUfl8KN8OFQMKVg6ToRjy4BQ/km9Fu/F9NZb1sKkSdnRF09Fo+FmHl3QM78mkZDvFgSOa79SfUtIXGmqffsszmKHxISpwudVouz09XEzbyKqos+wnnTP3BgFdrc+ehb9UVuiEMek9HYw5RoInj9QSwuLyqFvDrC41SI0CjrFhGcFRD0YzJGYuowCOITITYdojPEtAGFShRK1nxK0ppPQ4+98LNqYQREf4/DE8RYg8Dce4aws9DK3jIHnZJMZMYZSDxBjw+5XMblPZP5cNFe7B5/SJtCLuPu87IkYUTizLNvMQT9kNy7Qbudu8dP70RF0xdGAORy2uhszKlQEQgKKJp4GpDE2YH44u1DIRdTKQ+jVMiJM9Y8dwwaFQZN7UWCaIOae4e347p+rVi2pxylXE7/zGhijRocbj9JZi2FFjelNg+vL65JOfnypr5NVhgBUB11/cfFmAyp/eDASsxLXwxtu/AFsUrXqY5F4YKLX4PyPVCyQxRE4juAOfWk+5aQONOc1Ay0qqqKTz/9lO3btwPQuXNnbrrpJsxmqXSixNlFUACZKQnLpZ8R+cf9Yn5lq4EQEUugdX/k5pTGHqJEE8AfCLK/0sVnS/ayeHcZUXo1t51zmtKsbMWwbxEsfxc8Vmg7EvpOgdaDIH1w6L4T58CcB2DvQvG7MQlGvgypfersXiaTkRKpIyVSx3knOcTUSD0/3jaAR2dsYtMB0RMlMzaCl67sekLRJxISDU7OAtF80dRw/gK7KgLkVAW5ol3TfcE6mixTEIdDxZ5SO+0SahshS0icSQ6nj/y2pQidWsGkgekMbRdHfD3TLs06FWadiqz40N9pk1bF97f058mft7B4t1jNJsGk4elLO9OjVWRDXUbTwBAHYz+H+c/A1hmiGKyNhGGPQLdxoDiFRQlroVjpa/UnYmpizwnQbewpCS4SEo1FvdNq1qxZw4gRI9DpdPTt2xeA1atX43K5+OOPP+jVq1eDDS4QCPCf//yHr7/+mqKiIpKTk7nxxht58sknqz1PBEHg6aef5uOPP6aqqopBgwbx/vvv07btiZuJnY3hiBKnTqXTS6A8l9gfLsXd+Rr83a5FJfiRE0DutqBI7AKG2MYeZrOlJd2XO4tsjH53KS5fqCfT2OxUHh/V8bg+HSeMvRRm3wc754Ru10bClAUQk1X7GJdFdJEPeMR0G2NSg5YxPRYVDi9VTi9BAcw6Zf1WwSQahZZ0X4bwZneI7wz9b2+wLv+32s2nm728f0EzSKk5hCt3NZO3dOS/V3Tm6n6ZjT0ciROkJd6X+RUOrnh3Wa0KK4PaxPLGuB7EGRtOdLS6fFQ4vHgDQUxaJQkmbS1vxRaDxwHOUvC5QR0hPvNPRRixFcIPE+DAqtDtxiSY/AdEtjq18UpInGHqfTfcf//9XHbZZXz88ccoleLhfr+fm2++mfvuu49FixY12OD++9//8v777zN16lQ6d+7MmjVrmDRpEmazmXvuuQeAV155hbfeeoupU6eSkZHBv//9b0aMGMG2bdvQaqWJtsTpw+10ErnqbbAXo135Fqx8K6Q9OGE2csPQRhqdRFPB4vLxzOyttYQRgB/XHOCmQRkNJ45U5tYWRgDcVbDwBbj8HXEydCQ6s/hpBKIj1EQ31LVLSJwslfvET4/xDdalIAjM2uOjd0IzSak5hC4ynjRZKet350viiESj4fYF+PDvvWFLzy7dU8auYluDiiMmnapO364WhyZC/DQUB9fXFkZAFE1WfwbnPVF3qWQJiSZIvcWRNWvWhAgjAEqlkkceeYTs7OwGHdyyZcu4/PLLufjiiwFIT0/nu+++Y9Uq8SYUBIE33niDJ598kssvvxyAL7/8koSEBH7++WfGjRvXoOORkDiSgL0M3e5ZdbbLNnwDmZI4crZjdflYVkdlFoC/dpTQMekUVvrsJVCRC5V54Scoh9k+Cy58rrY40pzwe8BaAPuWgOUgpA8SXfCNiY09MonmzN6/QSaHxG4N1uXWsiD7LALXdGhm/jnGJNqwmvX7Yxp7JBJnMVVOL7M3F9TZ/uPaAwxsE3PmoztcFrAXiWW//R5oOxxMqRDRwu4XVyXYimD3HyAEIesCMe1QHx26n98D66bW3c+WH6H/bdIzWqJZUe+ntslkIj8/nw4dOoRs379/P0Zjw+anDhw4kI8++ohdu3bRrl07Nm7cyJIlS/jf//4HQG5uLkVFRQwfPrz6GLPZTL9+/Vi+fLkkjkg0DMEgTqcdW0CJASdafATlCgQZ4oS6LiSlXAIxQ0UuE/1pwqFUHON3qC6cFeKkRAjA9MmwfwVkngsxbeo+Rq4AZFgdLipdPhQyGakxoX+zKx1evP4gerkfI3b8MiVVghEBiDWow05EbW4fTk+ACIUfQ9AGcjlExIem5rgqxRBelf7ko1T8HshdBN9fC4FDlXL+AeI7wfgfJcM3iZNn798Q265BhcPZe3yY1NAl9iTu78ZEqaaNzsYiiwKn149e3czEHYlmjdcXoMjqJigIKOV13zvK491WggCOEjw+P26FCYVGi0GJmEIKoNSCzyXe89oTXJxwVsKqj+DvI8xMFz4LXcfCiBfFqixNmYDv0PXLICJWNGT3OsWfRcAj7qOPBbcFlrwm+pYdZv5/oPckOO9JAroYqpxedL5K1Ao5CrmKOiUqWdMuXy4hEY56P/WuueYaJk+ezKuvvsrAgQMBWLp0KQ8//DDXXnttgw7usccew2q10qFDBxQKBYFAgBdeeIHx48XQ16KiIgASEkLrZickJFS3hcPj8eDxeKq/W63WBh23RMvBYy2jxKdGL7iIw04QBU40RAQrUakjcHS6hoi1H4Q9Vuhxfd0PDIlatNT7MlKn5rwO8czfXhK2/dz2cWG3h8VRLgohi/4PYtuLqzj7V4htB1ZBn8miIVoYhK5XU+zX88q8nSzJKcOoVTK+Xysu7JSAQatiXX4Vby3YzcFKFx0TI3hgYDRtC36BqLas8rWlXDAwonMiCYeM8Fy+AHtL7Uxfk8fkzgpUmz+EPb+Lk82+t0DHy0GlhYIN8PdLYspPXAc490lR0NDWU0y3FcL319UII4cp2QYLn4dL/ieKLxINSku9L6sJBmHvP+LKaEN1KQj8kuOjb5ISZTOs+NLGGCTglLG1wEqf9OjjHyBxxmmJ92VeuYMf1uxn1oYCBreJ4dJuSUxdnhd233F9WtUdNWItJLj1J+SrP0bjcyG0GYly4O0Edv+JYtX74qJWpyvEyN4N38HAu8UIxOOJoxV7QoWRw2z+EdqNEEWSpkpVPqz6BLZMF8v29rgOMoaJpqw7fxUjS2VysZR5YrdQYeQwaz8n0G4kBfrOGPYvRL/hfZArEQY/ADtmhz9vrwkhle8kJJoD9RZHXn31VWQyGRMmTMDvF8swqlQqbr/9dl5++eUGHdy0adP45ptv+Pbbb+ncuTMbNmzgvvvuIzk5mYkTJ550vy+99BLPPPNMA45UoqXh9QcQ7CXkOZSoZB4i5eXIg17KiUStUSJzlqLf/gPunpOJ2POr+OA5gmCXMciPtYovUYuWel8atEoev6gja/IqqXKGvtjfcU4b4k11500HgwIlNjcVDi8xKi9xG95BvvQNsbH/7TD3wZqdvQ4o3gLdroZN00I7MibiHfgAo95dTeWhMZTYPDw7ZzsLtpdw13lZ3PTF6urdS3M8LN5TwYdXXMQFa+9maMpg3vZcyn2bC3nr2l7EGTWsz6vk5i9X8/uEVFJ/HCWuNh3mt0fFqjmGOJj3r5rt9hLIvZDAFZ/gbHspRn09fKEOrIVA7fxzQJzwnfu4ZPx2Gmip92U1JdvAVQFJDZdSs7IwQJFD4PYezXPVNDXWiKbYx8b8SkkcaaK0tPsyr9zBxM9Wsa/cCcCP6w7y6cRsFuwo4UClK2TfS7snkXFEVbNKh5cKhxenL0CW1o525kTkB2ueZ9oNn8OOn8RKLY4y8Lth2ZuiP9f5/4GPz4HxMyDr/LoH6PfCyg/rbl/6FmSe1zTTa6ry4dMLxDSZw/z9kvjcHP4srHivZntlnhihWQeKZW+R2OUaVH/cU71N5iyHNufDngWhO8dk4e1yDbuL7ChkMqIi1NWLKxISTZl6iyNqtZo333yTl156iT179gDQpk0b9PqGX7F7+OGHeeyxx6rTY7p27UpeXh4vvfQSEydOJDFRzGErLi4mKammXFRxcTE9evSos99//etfPPDAA9XfrVYraWlpDT5+ieZJpcOL1eVF73HiCkYTrahC4bVhQQ9KAcHvROZzY1r5GhZDIo5xMxFyFmLY/TOCKoJA9s0oDLHii6HECdOS78vMOAOz7xrMnE2FLNheTKxBw02D02kbb8SsC29I6vT6Wbm3gkemb6LM4WHhjWnIl71Zs4NCAx5b6EH//BeGPwNXnAdbfxYFi3YjCHS4jCf/tlULI0eydE851/RJI1KvChFvBAGe+LOIrqMeIWn2tVx77dV8/Hk+e0rsgMC/ftrM2G6xxK97M1QYOUxaH/jxxrDXppj3MAe1ndHHpdMq+gSfHfa6owEJ+OoWTiROiZZ8XwKwbzHIVWJUUwPx824fCXoZbaOaWUrNIZTmJNJlhWzYEw1DJZG/KdLS7ssFO0qqhRGAQFDgkembeH50F/IqnPy5rRi9WsGkQel0TjITYxAXFfLKHdw/bQPr8qpINGmZNdKF7ghhpBp3FWz4FjpfARu/E7eV74Hy3ZDYHWbfC5P/rLuUd9AH9uK6L8BZjsfrblCf0wYh4Id1X4UKI4cp2w3lOZDQRVxYAdAYxLTdunCWo3Ic5QXz++Mw8mWErlch2/wj+D0I3a+lKnkwYz7fw95SBwCpUTreHNeTbilmVMfNi5KQaDzqLY5YLBYCgQDR0dF07dq1entFRQVKpbJBS4g5nU7kR+UcKhQKgsEgABkZGSQmJrJgwYJqMcRqtbJy5Upuv73ucnwajQaNpuFcriVaFgernCSqvXgCMtz+ANpAFaiUOAM6/C43yH2g0oE5DfOCh2FZFJ5+d+PJvg2VNR/l3Ptg3LeNfRnNjpZ+X6ZF67l1aCbX92+FSiFHqzr2qvK+MieTp64mKECcUYOuaqeoWBymbBck94KCdTXbBAH+fErMfR7zmeilUJ6DQ6Zn5rqddZ5r2Z5yuqdG8s+u0pDtpTYPVepkkgQBXeUOYg1R/LLxIHefm0VeuZMLzo9BM+/X2h3KlWI+t99Tuw3AVYneZ+HGz1bx3S39T2w1qVX/utuiMkBtOH4fEvWmpd+X5C6C+I6gbJhrdPkE5uzxMSJd2XxLgRqTyZStYOMBycenqdKS7stSm5u5mwprbS+xebjlq7Vc0i2J16/uTnSEBp265rlZZHFz/acr2V8hRpZktzYTu+ebuk+0+w+48IUaceTwttYDxegJd1Xd4ohKDx0ugtx/wja7Ww1lQ3GAvnu/Ql66HTpeKnqANbYPiasCts6su/3w9R8WR4q2QOsBofOKIwhmDENetCV0Y8ALcx9AZk6jcMzPyHRmLAEtI94IjUA5UOniuo9X8Pt9Q0mPbWoqkoREDfWW7saNG8f3339fa/u0adMa3AD10ksv5YUXXmDu3Lns27ePn376if/9739cccUVAMhkMu677z6ef/55Zs2axebNm5kwYQLJycmMHj26QccicXZQUl6O1x9EGXAik8kQQDSYPOweIgO/1y26dw99RNzmqkTz97NoZkxA/ueTCDFtwNx8V3AkTh9yuQyjVnVcYcTp8fPe3znVJq6BoCBGihzJuqkw+L5Q49PD6KLAsh8WvwoVexFkxy4nqlEp8AWCYduq/WIVGvyBIDqVovqlzxcQQBEm8kUIigLJMRDkCvaWOdhf4TzmftWY06DVgPBtI16U3PAl6k8wCHlLxZXTBuKPfX4cPhia1oyNTNV62mhs7HfIqQxTSlVCoiFRyGWojxFJsK/cgVzwo3OXQCBQvT23zFEtjAD4ghBQHkNoV6jFCJCQbZqabccyD5XJoP1F4cUOpZbyHnfw4M+7KZbFwIp34fORMHNK+IiNM4lMfmzhV6kWfUcOs3ehmCKji6q9r8aI0P1a2PVb+L6sBym1Oin1qHjx1+1hd/H4g/y4dr84p5GQaKLUWxxZuXIl5557bq3t55xzDitXrmyQQR3m7bff5qqrruKOO+6gY8eOPPTQQ9x6660899xz1fs88sgj3H333dxyyy306dMHu93OvHnz0GqlvDaJemIpIBAQcPmCeCwlRARtGDRK7DITBHyY5S50Wi1BjVl07k7oDFd+XFMhRG2AAXciu/x9KaVG4pRw+gJsK6gx2KtweKmKyAgVIiwHYMtMuOZbSDwUxafUQPdxcOHzYqgrQM8JqOwHuax7cp3nG5IVy9q8ylrb28QZiLJsB6WGyohMKp0+ruyVikaloHuqmWnbXdg7j6/doRAUJ1zayPAnjGxFjl2csOWU2o/5s6jGEA9XfQYD7qoxzottC6M/gMKNsOt3sSqOhMSJUrJVTAlLbDhx5IcdXjpEy0mIaN5h420OFZXadDBMypyERAMSHaHhur51+0WNy04j6Z+H4aOhsOgVsZw7sKs4NK10+Z5yStseY5G2yxjRfPRIOo+GXX+IJqRHl6k9mshWWK6dg6/dZdWVCgOtBlM4dg73/VHFwSo3bvURosLev2H77NCIzzNNRCxkT667vdNoMXrkMIIgzh1u+BnajRRFIZkM2pyH+4ZfKfZoIBgI25Wv3cUsOhDEFwiys8gWdh+ADfur8PjD9yEh0RSo99Pb4/FUG7Eeic/nw+VyhTni5DEajbzxxhvk5eXhcrnYs2cPzz//PGp1zQuCTCbj2WefpaioCLfbzfz582nXrl2DjkPiLMBjx+/3IXcUolbKEZRazMUriZB5cCgj8apN6BVBkClQao1UDPo3fDMGKnLhyk/gln9g/HQC3a4Fc0pjX41EE8Tl9ZNf4WBDfiU7Cq2U2Nx17qtTyWuFnb6+wkrFBW+GRops+xn+ep7g2C8Rxk8XhQIhCN+PF4WC9KEQ1w79d1dyx7BMUqN0tc41aWA60RGqWpEjOpWC10fFEbf6FSqGv8EbKyxMGphOSpSO6Ag1/72qGyv2WTnQ9vrwJYSr8mHMJ4dKCB+BUkvxBe/w0pIqAFqfqOcIgCkZznkcJvwCY6dC9k2w5H/wz8vw7dWw8Xvw1ZHKIyFxNHnLRL+R2PYN0l2+NciyggDntGrGUSOHSIiJxICLjfnH8B+QkGggeraKZHBWbTPTXq0iGdZaLf5tt5eIf+u/GUvQWkTaUc8zq9vPwhIDnm7X1z5BbFtocy7kHGEamnkuIBNTT0a/JwoJx2GtLZLX9PeyccwiNl+1mE9TnuPSH6tYnW/DpFWiCThCD1jxnjjuxqTdCEjpXXt72xHiop7lQOh2UzIYk8S57T0b4a41kNYPe/Felhz0Yxn8ZO2+DAkUZD9KVmoC6/KrSIuuPdeoPm28EY2ieYvHEi2bej/B+/bty0cffcTbb78dsv2DDz6gd+8wN5+ERDPA76zE7fMSt/93SjIm4ZRHEdg2m3SljsK0SygjgXi5lRj8WAQVvvjOOG+Yh2zzD+j+ep5AfFfoMR5FdOvaL4MSZz1ldg+fLcnl48V7xVQUIDM2gg+u7027xNolbSM0Ku48N4uFO2omVb/vrCJKl8ljE/9Bv+lL1NZcLIkDKGs1iidmFPL2qHSivdtReOwIbS9A1v1aMCTAl6PBYyX91/F8fdPXLNtTwR/bSzDpVIzvm0ZrjR3zqv/w+51P8P2GMnJKHPRJ03NplobEg79RevHnLCjScct5CWTERhClF8XpdvFGZt01mIU7ilGM/I4kyzoMO2cgaEzI+kyB2HagjiB4+wr8a75EXb4NW2wPyjOv4PG/LOSUWIg3akiPqWfusbMcpl4qepoczYJnoP3FECVVrZE4AfKWQly7BvMb+WGHlwgV9E9q/s8AmTmNTFkBm/bGAA0jHklI1EVqlJ6XxnRjR6GV6WsPEAgKXNkzma5RAdK+Hhy6c/EWPPlrCcp7ExOhpvyI1K+n/ixEMeJmLr/+WnTrP0PmtWFtNwZN6z4oLLko240AmRK6XiUuNFTkwW1LwHxiz4z2iUYemFbBBytqm5tP7hNL/Ob/hm50V4HQiFESjlJY9yVc+hYcWA275okpr71uEFOKfE4Y8ylsmSFGw2RPgoSuYEwQj9cawXIQlr5JbNDHuRe8TVXqZfhbD8W8ZSpKRzHerJFUpZxDkS+KL5btJrfMwaMjO7B6X+1ITrkMruvXCoUkjkg0YWSCUL94r6VLlzJ8+HD69OnD+eeLZa8WLFjA6tWr+eOPPxgyZMhpGejpxGq1YjabsVgsDWooK9H0qbA78Xn9qBwFlLrltLetpEIZR1ncAGKCZUT9eivyqlzofzvu1uci6ONQR0SiUCjwCgoEARSyAEqV7pA3iURD0VLuy2BQ4KsVeTw9a2uttugINT/c0p8Yg5roiNAXNJvLx5zNhfxn1lY8fjGqQ69W8L+rutAnQcacHRbm7qhiVa44AWmXYGDqVakkmSPwI0NZlQez7hSNWw/T5ny48AWsumQ0havRLPi3WMoUQKEmcMcqfKY0NAo5soAHFGo8ATEnXFnHZEYQBDz2SlSOYhQHVooTr+TuYEoFvRhiXGl38+fmfGZtLWfpngoEAdKidXw2sQ9tE2qLQ8fkwFr45Ly6229eCKmSUH+6aCn3JYIAr7aFzHOg18RT7s4TEBj4tZ3eiQomdQ1fgapZ4XPz/R+LWKYeyOr/XNrYo5E4Di3mvkSMshS8TvQzJ8Dev8LuE+x0Jc9rH2Bo+wSe/HlLSLnf0T2SeeLijsTpFQQDfnwyFWrlIa8svweQiYtYAS8oteF9u+pAEAS2F9qYPHU1hRYx+lMmg6u6xfJIx3LifrkuNI2m2zVwyRugbviKnsclGITVn8BvD0PGUOh/hxg547WJKT+xHUQxJPNcUGkBmehBcjQeG8y8pSYlyZCAt+3FyJK6opArsCX24+mlLmZtKKj2Sbt1aCY6tYL3/tqD91BUqlGj5PVrejCobSy64/iuSUg0JvWOHBk0aBDLly/n//7v/5g2bRo6nY5u3brx6aef0rZt29MxRgmJ00KZ3YPBcZBSrxq94OPHHfBoj05Ez74LdYcxVHW9GeUVX6HxlCNzlqJUaZBptCh04sSjBUx/Jc4AJTY37yzMCdtW4fCyMreCfWV2bjsni1hDjUBi1Km4smcKQ7KiKah0IpfLSDLriTOoUG+ZxmWChUHnDKWkj4FInZw4y2bitvwGCiUFHW8hbtNP6PpOAXOq6Kugj4GDa6nMXYsjXkbqd2NCBxPwovjreRSXvw1yPcjFsFjNcTQ/ma0Q7bfXQNGm0IbBD8DAe0AfRZRBy4ju6WRnJVNkcWPSqYgzak6sSs3RKI7z2FKo6t+nxNlHxV5xVTW+c4N0N2+vn3K3wAXpzT+lBgCVljY6J7845BRZ3CSaJR83iTODTq0EtwNKw5t6AvjVJvZXeXjql63cdV4W0Xo1No+fjNgI2sRGYD4U4ShXqAhZdjgySkxed+pHXcg8NjoZnfx0a29KnQJ2T4BEo4qYbV9imvV0qDCi0sHQhxpHGAGwF8Hi/xP/nbsIPHYYcKf4jGxzHoG4TrgNrYjQmY/dj8YI5/0bcuaLgpK9GPX6z2A9EJNFychv+Xl9aHnfDxftZVSXRD6ZmI1KIRruJpp0xBs1UhlfiSbPST3Fe/TowTffHKNcloREU8fvxldVSEAlJ+j3YvQV0ic+kc+2ybjpyk8xrP4Iw8edIBhEyDyX4LBHUcS1bbDwa4mzB48/SKm9bh+M3DIH6/Mt7CiyMTjriN8vQUBj3UfqwudJ3TVPDHnteDmc8wh0uJio/KVE/XkTWZb9oI2CPjeJKQJzHyDQ9V5WJI2np/UvIhfdDx4LRLaidMCT/GlrzcgDi8MPpmQbeJ1i2cITIeCHtV/UFkZA9ALpPLo6esSsV2PWq8mMO8WSuxFxYj60rXbpR0zJJ5Q3LiFB/gpABvEdGqS7z7d46BwrJ9XYcib+mVEKcMCmA1UkmqVqUBJnjoA+Fn/3G9EseTlse2nbq1n6QxlOb4DHZmxGLgO1Us6AzFg+uKHXaRiQH8p3wZ9PQ858ElU6EntMgEF3gzkW1JeDfS9s+BYCHsgaDhc8B1GZDT+WE8XrDPU7KVgHMyaLUTNyFY7su8ntfCfdTyR4MyYLJv0GC58TyxkrdaLBbecrsLlr+1AC/LaliH4Z0UwcmN58y5pLnJWclDgSDAbJycmhpKSEYDDUxG/o0KENMjAJiYZGEARKrG4CQQGV34YOH5VuOT6UsOkHevV/nBnbipixzcZzF9xOp+w7CQYFtlXKyTKnEicJIxIngVopJ9agpsweviRmekwE87YU8cXSXLJbR6JVHfqzXLkPPjk/tALLxm9gz3y4eT6kZIuGpKZkcFbAhm/EnGKNEYvFQjlmbtnZm1uHTSNGp2BvpZ+py+y8cpGZ6J//F36wcR1xoqGw1I7bG0CtlFNm96BRKjBolXj9ASJ1auKMGrH8r7UY1ZpP67749d9gjexEocVFpcNHjEFNjEFDdMQpxF0Zk+DqL+HLy0J9R1Q6AmO+YLtVj6+qkniTlgSjps50IImznPzlEJUuGhKeImuL/GwoCfJw35b1jIiOjifygI1N+WVc2FkSRyTOHGXOABVpV9Au8VcUR4nvruw7+O2gFqe3qnpbUAC3L0jnZBPq0/E3v2IPfHxezTPH64BV78OePwjcMBtFZCsY8RIMeQgQQGMCbSOmN/k94CwTFxMcpaFtwQAEA7iiO/DNinySzTrijhfFKQRg5YeQ1B16TxLLH++YC99dQ/qwl7i2V3e+Wxd6nl6tIjmnfTwVDi8xhpb1t1GiZVNvcWTFihVcd9115OXlcbRdiUwmIxCQyjNJND2CQYH8Cidef4B4pROvz4NM8OPxQoEQS1TGxcQt+hcvjniFvRaBHzZVIiDj6p7xZCXriTNIIcUSJ0eCUcud52bxzOxttdqi9CpijWoOVrlIjdLhP5yw63XCms/Dl6a1F8O2X6DT5TDvsdrtCjWlFhu/7ajk9nOyWJJTRqHFRcckE/cNT8ZMcfioC5mMwKB7eXTWbjonmymxuvlyeV71mGIi1Dw3ugsvrdjB6J4pDM6KxVpqo73XWee1C64K3v0rhw8X7a3eNqBNDP8b252kyPqHNB8eJ8m94PblYpnEg2sJJvfGljGSu34tZfGepQCYdEreGteTAZkxaKT8Zomj2b8S4js2SFcfbfSSHCGjR3zLEuJkkWlkygrZtDcKaLhyxxISxyMoCNw08yDvXfYR3YPbkO+YI6antB9FhbYdz3+wu9YxaoWcCzolYHH5iNQ3QOKz3ytGWfjd8PdL4U3Ay/fg3bcCf4fLMGq1Tadaob0Y/nmF4IC7kc9/qna7PpoifQfyKmzM21bEee3jSYk6RsRoMCDOGzZPq9UU/dfDPHzhO1zdbxTfrz6I0+tnaLs4/EGBi95aTPtEI+9c2/PY/UtINCHq/SS/7bbbyM7OZsuWLVRUVFBZWVn9qaiQSr5JNE1KrE7KHR7c/iAqwUNk1Va8Mg1GlcAni/biSuyHLWkAsZ/1p++Gx3ktbRmvJS4gW1dEnLmehpESEkcgl8u4rHsytwzNRCmvCS1Nj9Hz+jU9ePV30TD1su7JGNzFsOhVsUTvrt/q7nT7LNFpPn1w7TZXBVmRChbuKGHy1NVsK7Ail8n4fWsRk75YzUfr3QTGfg26qJpjtJEIV03l53wtOSV2NEo5ny3dVyPWAOUOL/f/sIGbh2Ty8PRN7Cq2MXeXE1/G8DqHWZE5mtkbQ3ORl+8p54mfNmN11Xb7P2EUSojOgEH3wFWfszl9At3f3s3iPVXVu1hdfiZPXRNi1CchAYiRVmW7IO7UU2p2VQT4fZ+fS7JUyFta6LgxkQxFCZuKPLUWwyQkTidmrYrs1lFc930exZp0sUS9sxxm3oJhxw+8MDIFvbpG9I4zaPhoQm9e+X0Hmw5YTu3kloOweTpMuwF+vgMq82DPwjp31+38mcLKuhcJGgVnOexZgBDdBm/fu0Sj9MNEZ1Jw+XQe+L2cIW3j+HHNAd5ekIOtohicYRZkADQGMY0mHIJAtG0nbWP1xBvVBASBV//Yyb9mbsbpDbA+v4r7f9hAhSN89KyERFOj3pEju3fvZvr06WRlZZ2O8UhINDyOCoosAkq5HBlg8wRIdBaDqR3RGrilTyTXfrOTFy8ZS4+bL0PpKgOFmgpMGGLSMB/PAFJC4jjEGDTcd35brslOY1exDaVCRpHFU+2ynxql49zMCHinq1hab8iDxw7J1ZjFycqIl8TKLYEjhAZBILZkOZP69eezFQdYvrc85NDebVORtespli90lIoGcoY4SoQoHvu/RTw2qgNTl+0Le1qPP8iG/VV0TzXzxbI8MuIiKM5+kNTcP2utqgmJ3dgabE2BJb9WPwt3llJu92DSnbp5apXbz7NhonIAAkGBH9bs59GRHVDIW9iLq8TJc3Ct+N+4U48ceXe9h1idjCGpLTA6SS4n0+BnRpWCA5Uu0qKllV+JM4Neo+S+4e2Yv72ExYVyRrvsqHPnA2Be8Spj225n2Li7KdFmUOGWYXH78PgD7Ci08fqfu+iWaj656BHLATFls3xPzbaUXqIpqTu86OLRRPPLpkJujdQ3yDOtFs4KsWKMTC56aqlOIOpSIaaxKKZPwHLTSirbXIvWV0lQoWGrRcPzP4vzgnYJBl79w8KOQhtTBiZi3PgB9L8ddJG1+2x7AUS2hqq80O26KHy9JnHQ5uPtv/bUPg5Yta+SCofn1FJqJSTOEPWOHOnXrx85OeErL0hINDkCfoKuCgQEXL4AQeCvfD/BuA7EzpmEU6ajR5KOt69owzuL88h+ZxcXTHMw44AZdVRKteO5hMSpotcoyYyLoGOSiT+3FfPyb9uxun1MHpzO9zdnkzzrWlEYATFtpuvVdXc24E5QR4gr37f8A+1GiSUJjYkw6D6MMYnckbSd/12SSkZsBBqlnB5pkXx/Sz+GtotFrlSKVWySe4oTP3MaVe4gvoBAglFLfkXdq2B55U7iTVryKxxE6VXc86eVA2Pn4Wt/mThpi4jFN/ghHGO+5q7ZBXX2Y/OEN3GrLx5/kPzyuse7o9CKV0r3lDiS/StBGyneL6fAjvIAs3L8XJ6lDIkKa0lkxogvYpsPVDXuQCTOOlrH6Jl99yCWFMDaHs9hGfYsmFJAqUXhd6CQy/h40R5u/nIND07byPZCGzEGNfkVTty+4PFPcDR+Lyx/L1QYAdj2C8GeE+o8rLTtOOZuKsTla+DnjM8NB9fBt1fDm93g7V4w9yGoqr3gUAt9jGiiGgwQNXMcCjm8uUXNyO8qeOT3IoZ3iOf50V349y9bAPAGgrh8Mvjn5fBptyDOGW6cI5YE1kWB2kCg+/UUjP2VkVPzyC1zHHNIdRm3Skg0Neq9JH733Xfz4IMPUlRURNeuXVGpQlXSbt26NdjgJCROFa+jApWjFEVQj16lQxCgyiungDhS+9+B6bMhuPvcQcce4/hgTBvcQSVyhYL46EjJXVuiwZHJZKTHRvDMZZ25/4J2gOjloS7fCQdW1exYniNWRmo3Anb9HtpJzwmQ2FX8t1INCZ3hyo/ElSVbEZTugGkTiAWuTOjCkIG34Y9qg9YUR5TRD9rwK1sRaiUapZwDlS7axhvZWWwLu1/bBANzNxWSFW/kQKWLdfttjPjayfie93DORQ/j8gm0bt0aBAXWOiZDchkNtsKmUylol2CosyJQj1ZRaBQtcFVf4uTZv1qs7HSKf+NfWeUmXi/jnFYtN7owMi6Z2D1VbMzJ46JuyY09HImzCKVCTla8kZeu7IrV5cPVegq58Rfi9vlYU+Dj02nlVDproiZbResptnromGQMSbk5YZxlsOHr2tvzliIb+giBtAEo9i8PabL1f5Bf8pS0jok4uXMei/Ld8OkFEDz0HA14xfHlL4OJc47tb2JMgLFT4YuLkFXkkP7D+TzT6Wruv/IyvHFd+GJdOTdPXVOdOqtTKdCrDqXObZ9dtx9TZCsY/h8YeDfldg+vLSllxmd5ePxB1MpjX7/5dETVSEicBur9RB8zRsw5u+mmm6q3yWQyBEGQDFklmhZeJ3aXh2ifg4TgAQoUbVEpZPRJj+ba7zfw8RW9ybrxN9S7fkO27A2UGeegSeyJPqYRS69JnBXo1Ep06iP+/Aph/m7OfRDOfxq6Xwd5y0QhpMtVEJmGVx2Fx+1Dr1KgUMjFFBytCZa+IU6grpsmlttzW4nTy8G9B2ZdC7ctrXNMcSYNEwem88Oa/dw2rA2PzqhdntekVdIh0cirf+zk6Us7ctMXawBweAN8tLKEj1ZCVryBbzu0R6WQM7BNDMv2lNfq59LuycQedq/3OsV8coVaLIGoigD5iQc1mnQqHriwHUvfX16rTaOUc2XPFOQtdFVf4iQIBqFgLXS+4pS6WXLAz8L8APf0VrfYqBEAIluRIdvO5n0RjT0SibOUCI2SCI2SQCDIz2VqXv5tb619UqN0CIDF5eOhC9ufnPguCKL5ahhk067HPXkxtsI9RO77Fb/aSGXGpczMEXh9SQk/3zkQo1YlRn8Gg2LaazAIPof4bKtvtUO3BeHPp5EFwywwVOwVy/Iez/w1obOYPpu7GA6sQZ3QFa8hhQd+zmHtfmvIrtf3SyNx7wzxyzFM1gFQaigmmiu/XMbBqpp02pV7yzm/YzwLtpfUOuT8jvHEGKRIbInmQb3Fkdzc3NMxDgmJhsXvA1sRxdYgerWZhH9ewHX++/iUBrRKGf+9qhu3/7QFjy/AqC6XoNMqaOM3cK4hHimrWuKMo4sCfbSYW3yYoB/+/Le4/fblYEzE5vaRX+Hk86WbyK9w0Tc9mrHZqaRE6sSStZ2vgM9HwfqvIa2fmOYy/xnRub7DxaA11zkEjVLBlMHpuH1+9pXZeXhEe97/ew/2Q+kvmbERPHFxRz5evIePr25LBgVc3SeVr1fk4wuIK0590qP439U9iD9UFvC1sd158uctLNxZgiCIESOX9UjmX6M6YvCWQ94GWPUhBPzQ8VKxtGp5DrS/SFyhOsGV/XYJRt66tidP/bKFqkMrialROt64pgcpJ1sVR6JlUrZLjLKKbX/SXXgDAk8vddM+Wk7/pBYelaTSkam182s51YtgEhKNgUIh56reqVhcPj5bkovHL6bOdE818+CF7XluzjbevKYH7RNP0kRfFyk+e7b+VLvNY0PltVAY2Zv/umMoKvGwdkkpERoF717XiywzkDNfLHfrc0G3qyG+Myz+P1BoYcAdYpqLPvq4w3B6/Ag2CxF5S+readsv4jPzWMhk4nO053joOR4FECi1I1dUVe+iUsi4JjuNG3sY0X/6uLixw8XHHaPd4w8RRgC+WLaPt67tiVIu449txQiCOIQRnRL5z2WdMOskcUSieSATJAtyrFYrZrMZi8WCydSIdcklGo7SnbhQs6/Cg1eQ0y24A9nv/6LiwrdwJ/VFkCnw+ALYPAGCgkCMQU2SWYdK0bJKMTZnzqr7MhgQJzvTJ9VuG/4M9L0Fl0zD7I0FPDI9NKJDp1Iw7bYBdE0xg70EZtwsRo0ciUoPU/6C+ONU5yjYQLFLxlZvIjq1ArNejcXpQ6OUo1LIqHD40CoF+mz/L/KSrTivmU7ZITM8vVpJTIS6lgme1eWj3O7B7vVj0qqIMagxeCtg1t2w+6iUofhOcN4T8MtdMPkPiG13oj9B/IEgpTYP5Q4vCrmM6Ag1CSapBHdD0+zvy3Vfib971/0g3hcnwdvrPLy+xsOLQ7W0NrX8Z8amtct4qaAHfz90DumxUgRJU6TZ35f1wO0LUGrzUOXyoVbIUCrkeP1BzDoVCUaNGE15spTtho/OAa89dHurAWKaijGBYqubCoeXQFAQnzMqF4q594nP8COJyYIRL8B348SolGGPHfLrqHuRwusP8Me2YtSuEi5cco2YKhuOQffCBc+e1CUWWVxUOb043F4iNTJiCxZinnurGMGZdQGMfh8MccfsI7/Cybmv/k0gGPoKqVHKGd+vFVf2SkVAwKBREWtQi1E1EhLNhBOOHJk1a9YJ7XfZZZed9GAkJBoEWwkOtw+XXEmMJsjk2aW8e0lHUq/4iOilr8PcKWBMJDDgXvwZ56AxJzT2iCXOduQK0Qn+pj9g4XNQsg2iWsOwf0FqNqj1lFY4eeKnzbUOdfkCPPzjRr6+uR+xhnjRf2TbLFj5PniskHUhDHkAojKOPQZ7Kfx8O7ERCWyL+zevLgo/KftzUmvk676Aq79EH2Gg1XHelUw6Ve0Q5/yNtYUREK+7YL2Y7/z74zDms2NX7TkCpUJOUqSOJClSROJYHFwrVlw4SWFkZ0WAN9d6uKSN8qwQRgAyEqKgADbt2kt6bNfGHo7EWY5WpSAtWk/a6eg8OhNuXQRLXodd80BtgH63ilGZRnGumGDShgrvuatrCyMgRkHmLoI250HOAtHstMuVxxRHSmweHv5xEz3STPTrPgXzkufC79j92pO+xESzjkSDCiqKYdH/wd6F4nUPuBPaX3xcYQREr7QRnRP4dXPoPMHjD/LNynwmDcqQqltJNFtOWBwZPXr0cfeRPEckGp2AH/xOrOhQ5C0n3qTn/y7qyWVf7aZv60juH/AC0YOD5FkhNj6JTHNkY49YoqVjK4KqA6KviEIlGqYa4sWoCGMyHC4VrTFCq35wzddi3rJSGxKCu6vYVp2+cjQ7imxUOb2ij4cxEfpOgc6XiznPOvOJvQi6KqFkGwrZdsZm38/SdBPL94XmJb84MpWkbZ9Bt3GQ2vfkfh7OClj1cd3tW3+CnjfAgmfAVXHC4sgJ4SgT/38Ub4GIuEP/D5Jq/h9ItHwOroHYrJM61O0XuHeBi8QIGWPanT0rocb41iRQwaadHi4bKIkjEi0YuQJi2sCo/4NznxDL5xri607xDPphzWd197f1JzHKI2eB+D1nvjgPKNsD5mSo3CdGqST1AEM8ByqDuHwBlu+tZOeAi+jR6h/U+YtC+xz5EuiPL2AcE4VSNKW+9A2xRLFcKV7nCRKhUfL4RR3ZUWhj7xFValQKGR9PyCbBXE+PFQmJJsQJzwiDwZMoiyUhcSbxe6FqP8gAAfGhNXMK7S96jblTRrDxoI25u110SjbTPcpLsqoKiGzUIUu0cCr3iWX4hj0G67+CPQtr2tQG0Tg1tS8oj3jR0kWKn6M4Onz1aEISJGUyMNQzIkoIVneU8PM1vH3+G+QP6sw/BwTMeg3nZkYQX7WZiA6TxHKKJ5A7XQtHKez6U0wjqotgAGQK8YIaMuvTVgS/3ClOTg+jMcJ1P0JqH0kgORvwuaBkO6QPOanDX17pYU9VkOcGa1ErziLvDbWeDHUumwukeaDEWYJaJ36OhwAEfHW3B/3i8+zw7h47spUfQWJnmHZ9qAFsz4kEOz1Z/fWGH/L4v1HP0buvFeP+vwmoTUR0vAC1bT9s+BZ6XX9yz+EjUUeIn5MgNUrPd7f0Z1exjVW5FaRG6RiQGUOiWYtaqhAn0YyRZoMSLQbBXozMVQ4qHXrAndwbgn5kc+4lRR1BStZwLtJFwuIloNLChDBhkBISDYWzAmbeIoar7l8RKoyAuFr09ZVw5yoxheY4tE8wIpdBOI2kdYz+1Mvk6SLF1JvKXPC5iJ13K7FaM73iO4oRKD2+gLRRp3aOnAWw5DXoewvsWRB+n/ajYN8iMcdbG3lq5zuM3wvL3w0VRkA05vz6SrhjxQn9P5Bo5hRtFl9W6uFlc5hZOT6+2OJlUhcVrc1nRzrNkWSYBH4pMxIMBJFL3lwSEiIKJfSaADvmhG9vfxHsW1z9VZZ1Hrit8O3Y2osE66eSmv0IKoUMX0DA4w9yz+yDGDVK2icOR69W8Ep0PokGJSx4ShRYss4/jRd3fA6nGA1pe4qRLBISTQjpCSfRvAn4sFmq8FhLEaxFYgjkuqmYFX7kWgP27DvF/bwOMSd07VSw5BO8+HUxrF5C4nThKIX9K6HzleIqTzj8boJ5y06ou1ijhvuGt621XSGX8d8x3aorxJw0xkS4+DUxrPgwbgvkr4CMYaKgeCrYS2Dxa2Ieti4SkrrX3seUAm3Oh9wlMOoV0EdRYnWTU2Int8xOldN7kucuhjWfhm/zOfHvX82+Uht5pTbySqooKKsi4PdTaHGxu9hGXrkDm/sYq4MSzYOD68SympH1E8K2lgV45G8Xg1MUXJB+dq4pZcYZcaJh764tjT0UCYmmRVI3SO1Xe7shHjpeBjvmit+7jBHL5JZsqzN6Mm7tmzw+KrSSls3jZ21+JTf2MJDg3APbZ4lRlYtfA5eloa9GQuKs5+x8yku0DJzl5NtlBGVqogQ7Shli2HT+CnBWEnXO4zj73Y611UBMq98CWxGBtP4w+H4UMZmNPXqJlo7PKf5XqREjFOpAqNx3Qt0ZNEpu6J9Oz7Qo3vkrh4NVLnqmRXLnuVkNU0HCXiJOuq79AdZNhcJNYE4R/T+q8sVr0MecfP9BP9gKxX/PfQguf0f0X9kyE4I+0Qgu63zY8zfcthiPsRVr95Tx+MzN7CsXf5bZ6VG8dEVXsuIN9SspGvSJAmkdOIr3cO+ijVS5fNw3vB3LckrpmGQiIAi8MHcHchmc3zGepy/tTGqUZDLXbClYL0ZHKU48yqrUGeTmeU6SDTKmdFeftaVsM1KTYLufTZvXkdWxW2MPR0Ki6WBMgqunws5fYfUnYqpMx8vEkrjz/yOKJz3Gi6mre/8R5wR1oFv/MVdOmkjH69vx9vJy8iqcdEmM4O6BsWTICpDZHbDuS3FnW+GhtJy6DV4lJCTqjySOSDQvPDa8DisOeQRel5NKn4EUvZMquwulTEGE2iCuSK//GuXuPzANuh9Pu4txXPoRKk8FatsB0WxLKdVblzjNaKNEkzN7CUSli/4jYXAlZGPY+RuYU8U0kso8KNkqpuPEdwRTCi5/kBKrm/X5VfiDQV66sitqhZzoCDV6TQP9GXdVwtovYPN0cYWrz2TRwHThc2AtEO+rqPST71+lh+Seonu/xwrTJoiVeLpeJV53al8wJUJaf1Bp2X3QwvWfrAxJI1qzr5KxHy5nzt2D6ydSqHRgTgPL/rDNzrie5C93Uun08cC0DXx4fW/+NXMzNw3OYEBmDMv3lvPnthJ2F9v5/pb+JJqlijjNkoJ1EFM7+qouPAGB2/5w4fbDEwM0Z5fPyFFEaNUkKSrYtK+EKxt7MBISTQ1TEmQMEVP2SrZD7t+i8XjbC8FrE9M6K/bClR8fU6gnqQfm3F/pv/oTOp/zHK64bkS4i4g48AOs/xqsB2v2Te0LWuNpvzQJibMNSRyRaD64LbitpRQIsaQprWxzawgoQOV3EAj42eGJoLfZAd2vg80/ii9gC59Bs/AZNCBW/7htiSSMSJwZDPGQPVkUHAbeA3MfqL1PdCZVERkYFj0ienC0vxg6Xgy/PSK262NwTvqL+QUqHvhhA/4jlIIRnRN4fnSXhhNHDuO1i5EjRyOcohmjLpLAuf9Gse/CGqPVA2vEjz6awM1/oThkImtz+3jtj51h/VWqnD4WbC9h4sD0Ez+3MQkueAam31S7LSaL3YEkKp35gDi0z5ft46reqXy6JJcnL+7I8r3lAOwrd7K7xC6JI80Rjw3KdkO7E/PNEQSBfy92s6k0wL8HaojRSVnIGQY/G6s04svdSZo4Ski0SAJ+cFWJJeh7T6xJpdl8xD4xbcQISn2MmMZqK6rdz4C7xGgTezHGubdhHD8dZtxQW1BRqAgMug/FSZYkl5CQqBvpaS/RbAhYi6gMaLB4gsiDHoJyNS5vAK+tDLMywOvLKynDhBARD+O+g/hONQfHd4KJsyEyvdHGL3GWodbD0IcItr1QjFgY8WKNz41Mhq/NCPaM+ga3TFPjWL9zrhilkdJb/O6uorDKyb3frw8RRgA65BV4AAEAAElEQVR+31rMrI2FBI9TxeaE0UZBTB0lTuXK0Pupnnj9AYqqXKy2x1F6+bchng/B1P7sH/0T+32R1dscHj/r91fV2d8/u0rx+usp1mSeB5e/d8T/Azm+rJHkjPiK+38NnaRu2l9Fm3gDFQ4vWlWo6/6afZX1O69E06BwEyBA7IlFjnyz3ce0nT4md1PTNkqqvADQJs7AtmAr/Dl/N/ZQJCSaFrYCQCZGdlTlw4gXQp/3WSOouOJ7KgNaWPqG+CxKH1xzvCkFLn0L9v5dE+EoBOGv5+HqL0M9umLbUXzFdLY4T7FSjYSERFhOaMkxKirqhPNsKyoqTmlAR3Pw4EEeffRRfvvtN5xOJ1lZWXz++edkZ2cD4urO008/zccff0xVVRWDBg3i/fffp23bEw+dlWi6OL0+FK5KHOiJ8top8pnRy93IvQ4gCpVCTiCgIM6+i0eHdmPE57k8dE4KV3Zuj/rqr8DnRJDJCepiUZoTG/tyJM42DPHI+92Gy1FFhTOAafxwnA4HVT4Fc/f6cG9xckcXCzhKao5Z9xUMuAMOroVWA5i9y1lnRduPF+3lki4JJETWsXrksYmpMT4HaExied+68p2N8eKEbeolEDjK+PSCZ0QDuZLtoIsSV71OFI+TrYVOZEE/j83dh1Zl4IEBX5ER4UOQK1l8MMj700q5vKuMf18eCYBKISfBqKXKGd4EtXW0HlV9Uxz0UdD9Wsg8Bzw2SlwCX21y8NnX+Ti8oeZ4CSbx3CqFDPlRz760KClqpFlSuEH83TenHXfXLaUBnlnq5oJ0JcPSpADbw2TGG/HkeNi1YQmdOl3c2MORkGg6FG0BjYnAJW+i+HECpPWFC54laEimUhXH1E0uPvs4l7bx8TzQ/3WSfQFaXfI2dqeLgN9HtLcQ+T8vi3+njuTgOgIbvmfLkI/QCU6SzRoW5vl4fV4V0RF7+GxiFGa9FA0tIdGQnNBT/4033jjNwwhPZWUlgwYN4txzz+W3334jLi6O3bt3ExUVVb3PK6+8wltvvcXUqVPJyMjg3//+NyNGjGDbtm1otadYXUGiUSm32jB6inHKTTh8LqKFIIJMiRCwIStYRmzry6kMROCSRcPyh+g47HGmT+rCFysLuHxtGYkmDbcPTqN9QgSRZsmwSqKR0Eej2TyTQPwQ3l3l4J88F9F6Fbf2iqCLZz2RwXgx3P8wjhLQHvp91ZrZX7eXK2V2D0HLAVBGgeGo6kuWg/D7v2D7bHEFSqWD/ndCv1vFlJ9wJPeE25fCivfFSjvmNDHMd/9KeOdQNEtUOlz2DqT2OX4FG2shZQd289jv8PqYDpTZvdg9fm75qfZFHbD6Cfj9KJRKYgwa7jovi7u/Wx+223F9007OGFMuF01mAWuJjXeWLQorPI3r24qf1x9kZOdEFu6oEa40Sjl9M0/BlFai8SjYAFGZodWYwuD0Cdw130maUcYNnU6xPHYLI90sR47A5j376RQMHPdnKSFxVhAMitEexkSC5fuwT1iAbvX7qJe/QyCqLa5Bz9KrbSybSoMU29zMyoVLu6WxeKeDhTvsbDpo4dcrdCQfLYwcoqTtNUyeuZ8yu5f3xvfintnrxNMKAt7AKaa7SkhI1OKExJGJEyee7nGE5b///S9paWl8/vnn1dsyMjKq/y0IAm+88QZPPvkkl19+OQBffvklCQkJ/Pzzz4wbN+6Mj1miYSi3OVHbi6mUaQjKAhQ6VSSqZGjxgsaEo7KI2NQyvOoIfEI05Re+Q8xP48jQGHmi/z3YOyejseWgi0lAbk5u7MuROIspsPnRtbmY1D8f5EGZklu69EPtrcSwbA6c+zgseyv0gJRsKNkh/rtkO+dmK5ixIXzfPdPM6HLmQq4XBt9f46fjKIXpk2H/8pqdfS5Y/Kr472GPhI8gUapFQ7mRL4PHLn4+vzA0N7pyH3w1Gm5bfOxUG1clzH0Aa7cH2FlcwsEqN9mtzPy9uzzs7udnmVAoax5JA9vEcEP/1ny1Iq96m0oh45Ux3RqkYkxypI43x/XkwWkb8AVqFJLLeySjVytQK+Vc3jOFO78RJ6J6tYJPJ2aTaKq70oBEE6ZwwwmZsf53pZtCh8CLQ7X1j05q4WiVMlL0ATa647hm/ypoPaCxhyQh0fhYDoi+Vgolqn9exH3ldGbG3YsQ5SbXIvDTJzuI0iv5cnI/VuZWsHhXGZOnrkajVPDOdT15+dcdzNyv54bB/8a89IUafy+ZDOuAR5ldFE2ZvQidSsGRawL9MqIxaiUBV0KioZEJQl0B28fH7Xbj9YaGX5tMplMe1GE6derEiBEjOHDgAP/88w8pKSnccccdTJkyBYC9e/fSpk0b1q9fT48ePaqPGzZsGD169ODNN988ofNYrVbMZjMWi6VBxy9xknidHKxykeTLp9AXgUqhYKMtgg4RDrRKKAjGkBwsIG7GWDwXvUl5fF/8goLoYAWyqjwUVXtRxGYhj26N4tAqsUTzoyXclzkldq79aAVWt48ZE9sTK5SjKN6COSYetUIOS/4H+1fVHCCTwzVfw+x7xHQY4OANSxk7rZgCizukb5kMZl6fQc/fRotmbXcsh8hWYmPRFvhgUPhBqXSiMbHGVHcECUDAB3/8G1a+H7692zi45A1Q15FmUrYb3skm9+r5nPtlCa1j9Lx1dReu+GBVLaPVOKOGn2/tQ0psaISXxeWj1OZh04EqdCoFnVPMxBk16FQNs2Lt9gUosXnYVmDB5vbRIdGE3eVGp5Sh12o4aPGys8hGollDz2gvyYECVGm9xZ/hWUqzvC89dngpFQbeLVaPqIM1RX7G/uLkhs4qRmVKLx3h+GC9h7LCfcwdkgcjX2rs4Ugcolnely2FpW+BUoPgrEDmLIP1X1Ex7AWKYvuzrcRLjEFLekoSlS4/Qb8PtUbDjkILMXoVHWIUKIMeDvoMBH1uOhrdKIs3Ynf7sEZ14cvNLj5fI84FbhuWyb5yJ/O2FKFRyvn1niG0iTc08sVLSLQ86p1M63A4ePTRR5k2bRrl5bVXAAOBQJijTo69e/fy/vvv88ADD/D444+zevVq7rnnHtRqNRMnTqSoSFzNTEhICDkuISGhui0cHo8Hj8dT/d1qtTbYmCVOnYCzEo/Th1wlIJfLiSlfQ5T5PO6dU8jUKxOJVflxylKwXPEVxvmPkly6FZJ6IqQPJdhjHIo2A6Rw32ZIS7svy+we7vp2HaV28Zqenl/EsLZxTF+Xjkmr5N1RUSRrolDJZGKJlLgOCBc8h2zLdFEYURtw9JhMoUfF/43tztSle5m/o5SgIBojPjc8jnZbXgd7sXhCj73m5HWUDQbECJKS7bDgGeh/B7S/KLyHiNcBB1bV3n6YgrViZZu6xBG7mI4SWbqGHqld2HDAypLdZXx7Uy+emrOLXcV2ZDI4t20MT13UlpS900BxIUTVmLWadSrMOhVZp2kCqFUpaBWtp1W0GIlSafewtNzBK/N2kl/pIkqv4o5BSQxS7SNu6ljxoLvWiGWWzxJaxH1ZvAUQ6jYcBvxBgScWuWkTKWdEhuQzUheZUXKWHkjBvfVdtBe+IKaqSZxxWsR92RLweyFvCexbiv/WpcjLd6PQmole+jzRfhedYtrh7XQlq4pG0D1egdpfiGbuU3Tz2sDvxttmBAXd7+L+H7fy/MgUqtRBCs3nsaikjE9/y8XhCRAdoeaWoZko5TI++Gcv3VLNPD8ilVaKcvBrQCkJuRISDUm9ZwCPPPIIf/31F++//z433HAD7777LgcPHuTDDz/k5ZdfbtDBBYNBsrOzefHFFwHo2bMnW7Zs4YMPPjilVJ+XXnqJZ555pqGGKdGQOMopszjwyo0IMjmCIKAQfKRSwvUD0jnnk208dUErzmkXjTOyPcIVX6EN2JDLZCgjolFESO7dzZWWdl9WOLzsKKrx1libV8ktQzPRqRRsKbByyddObsx+hBFjnsCohoSYaFwKA7vbJGJseytOQcVnG538tjiHGEM+v4xvzZPZAfyCDKNtL3GLH6zxKpErQqMZjAnUiUwufsp2w5z7YdssuPKj2lEkSq3oL3Jwbfh+zK2O7TmiiwQgas2bvHTJT1z1jYP/m7+XgW1iePmydujUSjQqBVp5gOQZl4kvsIZ4mDw/RCCpxlYEznLRGPZwKcQGFkGjDBpGZaroNVLArYhFE3QSv/UVVEvm1IQ67110VokjLeK+LNwIclVNZFUYvtvuY2dlkOeHaGqZ8ErU0CZSjh852y0qeh5YBa36N/aQzkpaxH3ZElCoxHS9Xb+jsB5kj7INiowMEjpejeD3ku9U8PYqO2M6Cuh+u5+q819l7YAPiFR4CMqU/LTLy7ef7aFLkp52wT0kzHmK4gunM6RdLJd2T0Jw2zC69qN3baQyrh/n3xCLuWw90bNvAWeZ+LxM6tbYPwUJiRZFvSX/2bNn89577zFmzBiUSiVDhgzhySef5MUXX+Sbb75p0MElJSXRqVNoTnvHjh3Jz88HIDFRXO0sLi4O2ae4uLi6LRz/+te/sFgs1Z/9+/c36LglThKPAxylBIJBdlQEcQYUyFRaAtFtSZx9AwOiLHw6oTdL9nu46Ycc3vlrD8UeFbLINNTxWcglYaRZ09LuS7evdhTdw9M3ctd5WTx5cUc6p5hYV+ynQIhF57ehfT8b0y+TWFvoZ9Q3RYz5dj9zt5YTFKDU5iWvykOreZPInD6CuN9vDzVx7XxlqLhhSq27Kkf7UWK5wMPs/QvK99TeT6UV0xDqYuhDoDHW3R4RC/EdwVZIu79u49frk7lnUAIef5AvVhygwi0wfUOJKIoUbxGPsZfAms/FlJ7DBPxwYDV8NhLeHwgfDhE/22eL1XgaGIXPQfJPV5I5/UJSZo5GtXNWjTACYK87KrEl0iLuy8KNotAnD78e5PQJvLHWw9BUBW0ipajDY9HKKEcpg03KbrBlRmMP56ylRdyXLQGZDHpNAJkced5iWu2aStDv4ZXlNibOtfP1Jgf3DU1mkO13lPuXEfvdSDITo8ixynlhmZPt5X5euyiRd/rbSJh7E5XdpvDMH/u5/4eNmA78Q7vPO5H0/QjMv0wi3bKajB8vJPqvR8WSwX4PzHsMnFJ5eQmJhqTe4khFRQWZmeKqmclkqi7dO3jwYBYtWtSggxs0aBA7d+4M2bZr1y5atxZXFTMyMkhMTGTBggXV7VarlZUrVzJgQN1GYRqNBpPJFPKRaAI4isFRjF7uZf7WQsoUsZiVXuy6ZIRLXidpxmh6/H4VT2Xu5OOBFp5OWkF7oxeNRqpK1BJoafdllF6NRhn6J9bq8nP3d+uZsfYAr17VnY+v7sCFG+4iftrF4HejyP2LqxKLuKJLqNBn0ikxxKYh3PATmI7y0UkfDBc8C+qIIw5Igutn1BZI0vpCr4mw/qvQ7Vt/Cn8R0W3gsrdBcUSpQLkSRrx4bDNWEMsGj/sWYtqgKNpA6++Gcm/lS3zeZQsPD0vipd92cmmGQNLfjxw1lplihMhhLPnwxSVQmVuzzVkOP04U04MaGrVBFHXqImNow5+zCdMi7svCDceM9vliixeLW+Cq9lJ4+vFQKWSkm+Vs1PYRxZFA+HLbEqeXFnFfthTMafivmgprP0eTNYSsv27nSd87fJExn//wIe3n34S22+WQ1AM8VhL/uIPLYov4pPV8Pk6ew0WrJ5Ew6zqcHceyUjOAcoeXqVcmkrD48ZpzJPeC8t21z523FDyWM3apEhJnA/VOq8nMzCQ3N5dWrVrRoUMHpk2bRt++fZk9ezaRkZENOrj777+fgQMH8uKLL3L11VezatUqPvroIz766CMAZDIZ9913H88//zxt27atLuWbnJzM6NGjG3QsEqcZl0X0OAgGibTv5JbsHlz/1XZev7I9nWPAGdkB7YS5yGwHMbgqITYVmbEvREhlNSWaJvEmDXedm8Vrf+6q1dYnI5pIvQp92TbYszCkLW7W9fxnwGPc2fci9nqiMEVoSYvWk2jSIpNHws3zRXd8ewlEZ4giRERs7QHEtYfJf4L1AFgKxLzk8j0w/SbRd+RI1HVUf9GaoOtYyBgmRqoIfojrABFxoWJMXURnwo2/gvUgAUsBAVMqDlk0ZTYPHw91kvTH9VCeE3qMUi2m/YBYInHjD+B31+4b4K8X4eqpNaWPGwJDHIz8L3x5We22pO5nVUpNi8DvgdKdkD4sbLPTJ/DxJi/ntFISp5f8M06EzEg5G8pTwVcOOQug/cjGHpKEROOh1uNsfR7ll/+M3nEQ06g3UeKH8v2Upp2P0hhPwoL/QPdrYNjDBJ1VBA2JqHteQ9ByAH9GfwIx7Shwa4m3O5k+3EHi3GugSoySRyaDwffB74/XPrdcUfO8lJCQaBDqLY5MmjSJjRs3MmzYMB577DEuvfRS3nnnHXw+H//73/8adHB9+vThp59+4l//+hfPPvssGRkZvPHGG4wfP756n0ceeQSHw8Ett9xCVVUVgwcPZt68eWi1UjRBs8LnBGshaAyw/ivanZPJG6Mz+M+8XHYV28iKi2Bk53iu7pVNQptjhPJLSDQRNEoF4/u3Jtao4Y35uyi2eoiOUHP7sDZc0SsFg1ZVWxgACAYwL30B87KXyLpjFcQdFSliShY/J4IpSfwkuuH3J2D1J+H36zKm7j5UOtEDJJwPyIlgTARjIoqU3iiAJCBpz1/w/dXh9+9zsyi+AAQ8YkpNXZRsBa+zYcURgJTeMGEWzHtUjE5R6aDH9WK55HDmtRJNl5JtEPRDTHhR6/sdXiwegcuyJBPWEyUzUs4f+5RYEzpi2vCNJI5InPWYDAaccRl8vVfOT78doMTmpUtKAnefk0HvzR+KaaDbZ4NChVwbidxjhVaD4KrPQB+FEsha/DokdYVdc2uM1hO7wgXPwdovxEWRo+l4mejBJSEh0WDUezZw//33V/97+PDh7Nixg7Vr15KVlUW3bg1vCnTJJZdwySWX1Nkuk8l49tlnefbZZxv83BKnB68/QKXDgyboRit4cKBGgwKD4tDL4pCH0P4wjt5drmDq6JuwyzNQBLxEByvQGaUJrETzITpCzbg+aZzbPh6PP4BaKSfeqEUhP1Sh5ugUmSNRqEIqQRRb3JQ7PPgCAtERauKNGjQnWtJWqYVB98LuP2pWow4z8B7Ro+QQdrefMruHKqeXCI2SKL0afzBIqc2DAMQYNCQYNSgVYVarggHRONVtEVe0/G4x7D4iFoc6njK3QKXDS6apLcaOlyHbPiv0+KQe4mTvsCGmQi2muOxZUOtUAESlU+yS4fDYMetVeLwBSu1eFHIZsQY18UYtcnn9zDWtLh9ldnBre5B6zUz0ghulUiV6uig19epLoglQuElcWY1Kr9UUCAp8usnLwGSFFDVSD7IixZ/V5rhLGbTzdXCUS1GcEmc9iWYtNw5KZ3SPZHyBIBEqGckqGwr3EVWyAj5wlILWjG/4c5R5NditFgKBAG31MSi+uxY6XQ6jPxD/blXliakz0Rm1T2hMhPOfPrEoTgkJiRPmlN80W7duXe0BIiFxPKwuH1U2G1q86AQ7pYIJn1xJitxGUBeF/O+XoPckuGEm7JhL9D9PEG1Og57XQ1Sr0IocEhLNAJlMRqL5qEi2gB8K14upMaYU0VztaLpcBZunI/S4jm12E7d8vZaDVWI6jEYp56EL23NV71SiItS1jw1HZCuY9BvkLhJ9PbTR0HcKxLQBfRQAJVY3r/y+k5nrDhAUxMO6pZp5ZER77v9hI6V2Dyadkpeu6MY57eOI0BzxCPG5IW8Z/PMSDH1ENIorzwGZjNLLv+PNnEq+W1dIICiglMv4ZMxjDO45EeX6L8QJY8/rISVbjHQ5jFwhmt2tfF8UXo6iuNf9jP5sK4UWN0PbxTJpYAZ3frsOpzdAnEHD29f1pFerSNTKExORiixunvplC39sqzH5HpAZzatX9yBFEkaaJ0WbwJwqCoRH8Ween4N2gTt6Sl4j9SHJIEOnhA2q7gxCgE0/wIA7GntYEhKNyt5SO3d8s44dRTYm94nlrpQcFKvfoPyKb/CPX4h529dobflUJQ3EnXUJbnUK93+zjvX7Rc+Qv27OJkOhgs0/ip8jufY7uPYH2DoDnBXQbhS0GwGRdRivS0hInDQyQRCE+hxwvAiNp5566pQG1BhYrVbMZjMWi0UytTrNbC+wEkcFCAJCwEehPJ5URSUer48l+z1cmRFAMfc+8WUx+2YwJiI4K6HLlcii6i7DKNHyaNH3ZUWuWHklIg4ueR1+fQgq9ta0txsF3cfBjMkISd35ueP/uH9ObQHlgxt6M7LzSaR5+NyisaqiRtxw+wK89Nt2pi7Lq7V7mzgDNw1K54mft1Rvm33XILqmRtbsVLoT3h8AV30Bc+6rNlX1dhjNWxH38M7S2lVeuqWa+fIiPZFbvhCr34QrtepziYLOzCliRAqAQo1l0ON85x3Cy3/XCBmDs2Lp0SqSdxaK6UoqhYw/7h9KRqzhuD8Sm9vHozM28evm2uPskx7Fhzf0JjpCEkia3X35yXBQ6WHow7WarpvtoNwl8J/BUhpufXlhuZukCDkf694WUwDuXFUT8SVxxml292ULo9DiYsx7yyiwuInSq/htjI7EHy+h+NKvuXqhgSKLm/PaxxCvl7O1xMOavComDmhNucPLnE2FAEybkk26L4f4OTeKCycgRo/0vEH0u/rzKTGqpP/toveXQhJ1JSROB/WOHPnpp9CqBj6fj9zcXJRKJW3atGmW4ojEmaHK6QXBjzcQJDpYzkFFMjLA6C1lR6Weh+fksyk7nocu+ZiIgBWZsxx/RAIrS1VkyeI4QZcFCYmmz445os9OVR7MvheGPCAaq3qsYEwSIym+vw6CfmQH15I9xI/sUCbOkbz2+06yW0cRa6jnS7uq9stgqc3D96vCl4PcU2onKkKsvuPxi2Vt3/t7D69d3R29WimOd9UnYEwGR0lItZmSzpP57MfSsP1uOmBhl81E320/Q1QGDLm/9k4qHbQ5H25fBtaD+L1e9vii+GitjRmbQ8u4L8kpY9Kg9OrvvoDA9DUHePDC9sdNrymze/ltS/gyvav3VVJu90riSHMjGBDLRHe7tlbTPkuQZQUB7uh5gpFXEiG0iZSz9GAAYfhIZH8+IUaNpQ9q7GFJSDQKuaUOCiyicfj1PaOJW/siqA3sV6WTVy6msv62NfQ5+MOa/bw2tgdzNhWSGRvBpgIHT63x8eN1czBW7QSfQ3wuylVipZrR74nPWgFJGJGQOI3UWxxZv359rW1Wq5Ubb7yRK664okEGJdEycfsCyPwuAnI5KjlYPSBXC6jkkFMmPlS+WlPCV2tK0KrkKOUy7B7RgGrBA1LUiEQLQRDg4Nqa75b9MOd+cdVVqRXbL30TAt7qXZSuMrRKBS5faGrJ3jIHvkNixani9PqrhY9wFFvdROpVFFs9AOwqtuH0BkRxxOeC4k2iUexRJrNumQ6n11Znv3srfPSNiIWCteLLrDxMCoxCKaZGmFPZkl/J6I+X1dmf2xd6DZsPWvAEAujkx37c2d2+WuLTkZQ7vLQ9Zg8STY6KveLvZpgKQ9/v8GJQQb+kE/TtkQghK0rOLzl+CoxdSDGnimbPkjgicZaSU2qv/nemWYZiz26IiCWv0lvnMW5fsDrYKjlSx95SBzuKHRRVWDDOvFEURQ5XalNqIegTn5FjPhWNWyUkJE4LDeJAZjKZeOaZZ/j3v//dEN1JtFC0KgWCQotCCOIPglEjQy6X4RNktIkJXZF1+4LYPeKLoEGjRKuWzPIkWggyGST3qr1dEMQXuZg2tTxI/LpY3P7anhvpMRHhjVFPAr1aifoYfcUbtVQ5fdXfs+KN6NWHXixVOkjoCrZCiG4TcpwWd81+YciIUoGjDJJ7hhdGjsKoPfaKmVYVeg2dk81oFMfv16BVHjMrIPpEvV0kmg5Fm8T/HmVmGAgKzNzlY2CKErVCSgU5GbIixXtqQ0lQTAPcPks0Y5aQOAvJiqtJ3cy1CASissBRRuuoup8bWpW8WpAvtLjIiBONVV1oxbTXI0vY+901vluRks+jhMTppMHeOC0WCxaLpaG6k2iBROrVCHIlapUcmyoWs2BHEMCmjCUzWk2iKXze9+TBrYk3SjnhEi2IjpfWbS7c91ZY/3X1VyG5F2vLlGGjGh66sB1xxoZJ9YgzarimT3hzt8zYCCwuX0hkyZ3nthGjRkAM8e1zsyjqGBNBH129X/zWz5iYHRu235RIHa2Fg+D3QOcTizyMMagZ0jZ8f4OyYtiwv6r6u0ohY2x26glVrIk1aBjRKbx/S6/WkcQaJHGk2VG0WfT1OarU85KDAUqcAkPTpKiRkyVSKyNeL2NDSQCyhour3Gs+b+xhSUg0ChlxESQdMl7/ekMlpdn3g9dOmi+PVtH6sMeM7Z3KvC2i38ieUgfpMXqMGiVfb3Hj6jYh/ImiMyEyNXybhIREg1BvceStt94K+bz55ps89thjXHPNNYwaNep0jFGiBZGi9eFSmAiq9Ji0cqJUPizKKGL0Cr4Z35a28TXqu0Iu4/q+qVzfPwNVA62OS0g0CcxpMGGW6C9yGJUOzn0SLPk15qxp/eHqqbTJyKieeIFYreaxke3pn9lw5TO1KgV3n5fFlT1TQiIoOiebeG50F16fvwsAk1bJ29f2JDPuKJPTqNaim/7SN+CKj6pTGdQ7fuam1mVc2zuJIzWK9glGvh6TQOLql2HCL2A6Mdf9SL2aV8Z0qyWQDM6KYcqQTD5dkgtArEHN1GvbkVq1Fir2Hbdfo1bFfy7rxPCO8SHb+2VE8fa4npLfSHOkcFPYEpgzd3lJMcjINEvPlVOhTaScdcUBsZRom/Ngzaei0Ckh8f/snXV4nFXah+9xn7hLm7q7txQrFChSoIVCKQ6L7iJr7PKxwC667GKLuxWneAsFKpQadXeJezIZ9++P0yaZZiZtadPYua8rF8x5Zc4kPXPO+zvP83s6GRlxBt69fjQ9U81UO328vl1PzeT/kbbsAd6+MJW+GZb6c5UKOH9wJrPGdiW/2lXf/t/5O3hx1jBW5DtZ2+UaPP1nCEPWg6QPgis+jVw3SCSS485RV6vJy4tcaCiVSlJSUjjttNO45557sFgsMa5su0iX7xNE9T7YMgdf0SZqJj6ITq9HjxdXWI8HHYkKG/aAhiovuP1hEk06kuNMkeVCJZ2GDj8uw2GRhuKsECZrphTQWsBdBZ5a0FnBmAymJMLhMGV1XqqcXnyBEMlmHSkWHXrN8d/5tnv8VDp81Lp8mLRqEkwagqEw5XYv4bAQHVKt+uiCZSgoPpPHBgqVCAUO+sEQj0OdQKVPQ407iFEDSSoPydSAIUEs9o6y0kWty0eVw0edx49VryHeqMHr8VBeVYk66CbJV0za8odQlq6DtP4wYzYkdD3sfW1ucV+b249FrybJpKsvl+z2B6h2+AiFRRpOgrHzRZO0q3H57x7CzHfoFfVNbn+Y4W/bmdJdw0W9pKnhsfDtHj8fbfOz8RoLWkchfH4zTH0RhjQ1wJW0LO1qXHZgKu1eqhxuXB4fGRYlKdhQ+eqoVKdTFdBj94Wx6tWEQiHCfjdWnDjDOpxhLfF6FSlaP86QlgoPJKh9pCpqUdUVoCQkzFlTerf2R5RIOjxH/dS5d+/eluiHpIPjstdiqCtC8eODaMMh0rZ+Un9MD9DtVJj+FnpDHCmt1kuJ5ASiUAgDU+shdZhMiVFOVZAepyc9ruXTyyx6zQFfD1NEe3pcjDSgxihV9capADgqYNPH8PN/MTsrMFuz6Hrq34RHgSkTjqEGVbxRS/yh4kTZMjLfv6DpyWWbYe17cPKfD+vyH2fQEmdoKnoU1rh4+oedfLGuGF8wxNDceO4/rz990i3oWkCkkhwj9jIhPB5ixvpTfgBXAMZlyb/ZsdIzQYk3CNuqQwxKyYGs4bD8OVGGXJb1lXRCkpV2kou/hYUPi40Ccyqc9EeS+19EsjkB1r0Pn98U/eJL38OfOhDzKyNI8zmaHk/qAVd/C5a0lv0QEkknR8aUSloMrz9IaY0Dl60Cja8GRdFqCMeohrFnAbirT2wHJZITQKXDy5ZiG+sLatlaUsd3m0v5dV81xbVuQqGjCtw7eupKRGWc7XOFQOCsPL73d1ZB+VZx/8Jfoa644ZjHDoufgHn3iIdUEJ4kX9wKa94E/3EOvw/6Ye3bsY+vn02wtpBd5Q5+2FJ2+L+BuwYqd8L2uZSUlXP5Kyv4eHUhvqD4DlubX8vFLyyNqFIgaUPUm7FGiiNf7/bTLU5Jukkuf46VrlYlaiUitQag7/nC52V/7GpSEkmHxe8RqWVf3S6EEQBHOcz9Myx5EmoLYOXLsa9f/Qa+qn0QTRgBqNqFs7ac3eUOal2xq+BIJJJj46gjR5xOJ48++ig//vgj5eXlhEKRD7t79uw5bp2TtF+c3gCVNicZigrKlamk+ysjnbejEUs4kUjaKUU1Lm5+dzVXj8/j+y1lzNvUUM0hwajhjatHMjA7HtURGIYeNZU74N1pULu/oS13HFz8KsRlHfv964qF0LH7p4Y2a5bIiU7tC64K+DXGQnDxv2HgdIg/whLdXgcolaCJbmwHiO+P5r5jAh4cXj+TnllU35Rk0vLG1SMZkBUXadpqL4Xv/w82fgSJ3Vg78o2I3PD6W4bCPPHddp65bOhhq+hITjClG0BrBnPDLqvbH2ZBQYCpPeTf6nigUSnIi1OypizA1QO0ogpXfBdY9pws6yvpfDjK4Of/RD+28kURUdXcHBXyEz7MpkG5zcnk2Yu584xeTB+eRar1CCI6JRLJUXHU4sj111/PokWLmDVrFhkZGShk6KQkCuV1biyBamoCIYK6AKqKzZA9IvYFaf1BL/NkJR0Hm8vHnz7ZQIJJx7ZSe4QwAlDj8jPz1RXMu2MiOTHc7H8zdSXw7sVQmx/Znr8Uvr8Xzn8WdObo1x4JPhcseDhSGAERGfLOVLjhJyEwxBI8/W5wVR1eHLEViaiy9R8Iw9rRvxOmdObUpueqddD/Ytj2TdRbhXudw7y9keWQq5w+Ln91BfPuOInsBCMEfOAohdVvC2EEIH1gk+sas3R3FQ5vQIojbY2DZqyN1iiLCgJ4AjAqQ6bUHC96JShZVXpgfCgUInpk2f+garcoSy6RdBZc1bENiUNBcNdCzzOgfEv0y7ufQ40+G7NSDaFA0xNMKZT6jQRCVfz7u+0MyIqT4ohE0gIctTgyd+5cvvnmG8aPl7sCkiiEgngdNdR5VGSGKqhSJKEOuvGUbsPQ9ywYcDFs+jTyGqUaznlCGFJKJB2ESqePpbur+O8lg7n/q81Rz3H6gqzNrzk6cSTgFaG6Qa+IpIhmZlpX1FQYOciWz+H0/zs2ccRZDhs+iH7MXirMl7Wm6McPom7eP8VfXYDmvalQtauhcef30G8qnPPv6AJJ9nBIHyhC+xtjSCAw5jYefG5fk0sc3gAbCm1kxxtEapCtAFa92nCC10FaMz7jCUYtSrlJ0PYo3QBpAyKa5u71k2tVkGGWKTXHi16JSr7ZE6DUGRKpSt1OgbXvwIoXxTiVSDoL6sNUNPPZoesE2PhxZAoqQEIeztzTeGFpNX8d8yesSx9pcrl38r95Ykld/esXF+2mf4aFZEvLe5FJJJ2Jo14hJCQkkJjY1DBQIsFVTUVtHT53HeEwqJVKAn4f+uIV1HU9C376F5x0N5zzHxF2b0qGXmcTvm6+CMeVSDoQLq/Y+dFrVNS5o+wCHWBvpfPIb1pXAj/cD8+NgmeHwyunwrr3xI5VY+ylUS8HRDSHr2mKyFHhdwuPj1jYCoR4cajZ7EFS+4nxH+1St5+Vu8vwrnwzUhg5yJbPoWJ79PsmdIVL34NT/ibC+82pMOwqwtd+z+++rcXpi/532FvpFH4sn10vIlTcNQ0H9/3MtD6xF73XjO9KilmW+W1TeO2iHHZiQ+SCPxjmp/wAI9Jl1MjxpGeC+H3W+46oddD7bCGQHPq9JJF0ZExJsavJxOWIOebrO0Xk5sjrxcaGNQvG3wEXv4o7pOb9dVV8pjqT8vPeEetiYxLBLhOpmzmXz2y9WZ1vq79lUY0btz92VKNEIvltHLU48s9//pP77rsPl+sYF9eSjkXAQ5nNhdpvx+ipBEL4ggrUOj3m4qWoDVbqck+H184UpUrPeQKmv0Wo31SwZIJGKt+SjoXVoEGlVFDj9JHZTJWZAVlxR3ZDZxV8eTssfx78B75/7aXC92PTpxBstEhK6BL7PhoD6I6x5LrW3Pw9knuJhd9lH4iSxI0xpcD0N6NGioXDYRZuL6eirBjzltmx77/qNRGmHI2ELnDSH+Gqr+Da72DyQ5Rrc9lcYo95u0HZceCqFLt5zkqxkD1I0Efmjnd48MymPi2j8xI5o19apF+JpPUpOxCplZhX37SyJIjdByPSZGn440mCXkGaUcGvJY3GY+9zxPhc81brdUwiOdGY02D6W2BMimzXx8OU/8AvT4GtEGZfIuaaCXfC+N9DnylQsp7kDS/z3/PzePCHEi7+0cyb3f7D/JM/5dMej7Am1IN75+6LuG3/TCsWtfTqk0iON0e9SvjPf/7D7t27SUtLo2vXrmg0kXnWa9asOW6dk7QjnNWUerWkq52oXGWkWFKxqZLRhjzU9b+ClDkzsJ37Gq4e36HY/SOqXQtRdj8NZe5oFNb01u69RHLcSTbrmDYsiw9+LeD6k7rx4NdN84wz4/RHnlLjKINd86MfW/CQ2K09WELXkg45o6FgRdNzR98sjh8LlnSx2/XTP5seSx8k+qFQQNpAuPkXka5StgUyh0DGUIjPbnqd10mZM8gj327jgVMTo+dcHyToh3AzlX5UqgiBKFUb5o9n9uZPn2xocmp2goGeqRZwHagusOZtGHsrzPtrw8dd8yIXDfYx4bobmV+kpszuY3iXRMrqPPzz6y08PWMoVoP0HGkzlGwApSZC5Jq/P0CyQUHXOClkHW96JSpZVdpovBoSRHrN8hdhzK2gbloaWyLpkKT2hRsXQfFaKFmPP6UfFdb+JO/5Am31gYIVoSBs/1b85J0MQR/E5WBc/QJjZ05nzs1jWbu7mCqvkt5JqVRWu7j1vTUEG1VWUyrglpPziFd6gWPc7JBIJBEctTgyderUFuiGpL0TCngJKvSsrlAwOSGJtB/vpHDyq6RqAnh0KdhO/zdxX1wpTs47BTRGgko1yuNRNUMiaYOYdGruntybZ37Yid3j564zevHqz3uo84iHiBFdEvj96T35eUcFvZoztThIxbbYx9w14G3IRcaUAtPegLl/ge3fiFQatV4II2NuPnxu9OFQaWD4VUKkWPqMiGRRKKDnmSJt7qAfiFIpTFfjc4XfUDScVVC2EX55GueoByit8/DNbh8n9boA45pXol8z7EpQHfn0pVAomNQ3jfvO68eT3+/AfiDlaXReIo9PG0R6nB5IEjt+JeuEad5p/yc+m0eEMZtqtqIiwPK9duyeAB+vKsTuDaBTK3H6AlIcaUuUrhfimEr8TcLhMD/s9zM0TSVN5FuA3okq3tjow+kPY9Ic+P32vUB4BG35HAZd0qr9k0hOKPE54qff+fy0qYSbX1rDm9PPZeyIKjTr3hS+YUoV9DkXRlwr5uf5/6Bm8v/Y4TDQz7aQwTufpfTct9G49qFK6kKqVV+fgpsVb+CfF/Sli3cnGJspdCCRSH4TinC4ue23zkFdXR1xcXHYbDasVlkx5WgJOSoJ+5xssJvZVGznjKwA6YVzYdXrVJ71ArrkPBRKFQq/E7WvDqVSidKUiMqa0dpdl7RhOsq4LLW52VBow2rQYNGpqXb58PpDrC+s5d3l+/nr2X24dOQRlLTd+zO8dW70YwoF3LYGkrqJ124buKtFdEXIL0QMnQUsaYc1Qj0qAl6R2uO1i3QdUzLoI9OEvIEgFXVe3P4gRq2KVKsOjeqA70Ndiahssex/ABRMn8up79UCMP+aruR9cYEwn21M9mi49O2o0S/ldg92dwClUhilxhsjd6z9wRDldR7qPELUSDQ1Oufgbt5Hs8TvrfvpMHQmKNWErFksKDPwx2+KqHFFeq1kxRuYc8s4Uq2dIzWwXYzLFyeAOR3G/wGAnTVBzvjIyV9G6RiSJj1HjjeF9hB/Wujh3SlGJmQ3Ei3n/wNCPvjdz01NoyXHlXYxLjsBTm+AKqcXrz+EWa9mR6mdq974FaUCLhmSws3DTaRpPCi1ekJKHVoVBD0OfEo9To+XuNXPodvyEbbx9/JI5QQu6mdmxL5XKBp0GzZlAuFwmDiFi9wNTxOecCeK+JzDd0oikRwVvzn51ufzUV5eTigUme+Wm3sEi3xJxyAUpKa2Cgte9lR7SdBr6J1uYdYnm3j/krNITOlD8rJHoXoP4ZQ+BE/6I6HkPmiMcuKWdB4STVqW76ni9V/2NTmmUSkY2y26MWkTErqKcPXGZqEH6Xlmg8Fp9R74+m7Yc6DMblwOnP045J10fIUREBEozfiblNd5eGHRbmavyMcbCGHSqrj+pG5cMSaXFNceIXwcEEYAknZ9wvkDLuWzDZVcNaeM16d+TvquDzHv+grUeoIjb0DV++wmwojHH2R9QS33fLaRPQd214Z1iefRCwfRM81cHy2gUSnJSjASNV5NqYJup8INC2DR41C2mdCadygf+gec4Qyu/2Rd1EyeGybmkWKRhqxthoAPyrdB7rj6ph/3B9CpoF+yrFLTEmSaFVi0sLIkECmO9DsffvgH7P9FVOmQSDowxbVuHvl2K99uKiUYCpNo0vLR78Zg1aup8wT4YG0FH6ytqD//rL5JPNl3O4b4dDRr3sJUuolQXC5lUz/i89IkPlhXyrfbbbw97Xf0KviOnA1vQyhAXe/p7O59I7uK1IzR+YgzyLQ1ieR4ctSRIzt27OC6665j6dKlEe3hcBiFQkEw2P6ck6Xi/tsI1BZR6w4Q9nu4fV41j5+dhU8bx85yF3d/vI6z+qZwzRAzRnWILTUqRvTOISPuKEqWSjo1HWlcltrc3DZ7Lav2NwgbWpWSl68czrjuSWjVR7CbHQpB8Rp4Z6qI1DhIUg+Y9ZmozmIrhNfOaFomEPBd8SVf1nYjwaSlT7qFjDhDixqJ2tx+7v18I1+tL2ly7LrxXfiT9Uf0IYcQIg6i1lM8/Ruun+dkS4kDpQIm9U7irG5axvVMJTk1E7Wq6QPuluI6zvvfkoicbACrXs03vz/p6EolA3gdeFx1fLiukmeWlDGxVwr9M608/O1WGr/Fmf3S+NeFA0jtRKUU2/y4LNkAL50kBMHUfgBc8oWTYBj+OEqKWC3Ff1Z6USnhw/MblfAOh+HL2yCtP1z2fut1rhPQ5sdlB6fC7uXqN1ayubghvTUjTs9fzuqNXqPm7o/W4fQ1PB/1SDXz2uUD6PLuOPA7YcDFBLpMZL9lKLM+2EuxzVN/7ui8RP50Zi8ytU5W7q3is20eft5dTTgML80azuT+0rdPIjmeHHXkyDXXXINarebrr78mIyND5u92VlzVVNq9hMIhwsEwNrefS9/dyavTezIgI4HPbh7PxiIbS8p8DMuNZ3gvIxlxhtbutUTSKqTHGXjxiuEU1rhYk19LskXHkJx40q26IxNGQPh3ZA6Fm5dCyUao2ScMTpO6icowAIWrowojANof78Pb6ymu+6SYOIOG964fTf9Ma4t9h1c7vFGFEYC3l+dz/XWTyNg3J/JAwEPmnIt46/Sn2K/rwQabkfR4EwOz40iy6KMKIw6vn6d+2NFEGAGo8wSYt6mU60/KO7rPqTPj8Gt4Z+1Oqpw+5qwtwuMP8tpVI9leZsfpDTCiSwJ9MqydShhpF5RuABSQICrV2LxhVpcFuXqA9IRpSfokKfl4ux9vMIxOdWCsKRTQ93wRHVa1G5K6N38TiaSdUljjihBGDlLj8vP52n3899IhlNd5KbN76Jlqxu0P8pcvt/HmzC/QF/4CdcWoCZAVyOeDawbxa4GDCmeAwdlxWA1adpY7uOXbHZTbvRH3f/jbrQzNie80aZ0SyYngqMWRdevWsXr1avr06dMS/ZG0ExwOG/6wEkXQT1ip4ZL+Zh74oYQpr24k0aTlpJ5JZMcb2FXhJCdex+huSYe/qUTSgUm26IQokpvw22+iVDUYnEZjz8LY15aso+848ZVvc/u5+o2VfHXbBDLiW0a0LHd4Yx7zB8NUuoJkZEcxk/PYSPnmGlJ6nc2Ii14BffNmtU5vkLUFtTGP/7yzglljc9Frjm66SzRqmT48m0fmCiPcuZtKmbuplG7JJvQaFf0yLKTJBWnbo2QDxGUJDxzgl6IAwTAMSZVeIy1J3yQV3qCfDeVBRmY0GmvdToG1b8OKF+Gcf7da/ySSlmRTsa1JW4nNQ9ckExuLbPzundVkxulJMGl5e9k+6twBeqdZcO5Zjn7FE2BMhlWvoe9+GrlqHbn5y0U0qL0rL+qu4dGfCqO+7/4qFy5f+4vYl0jaMkedgNuvXz8qKytboi+H5dFHH0WhUHDHHXfUt3k8Hm699VaSkpIwm81cfPHFlJWVtUr/Og32Umw+JSoFhIE3VldzRu8keqSaAah2+vhiXQnPLdxDSa2bEXlSGJFIjhteu/AVKdsMtfng94CtSLQldI19nTmVWk+DR1Slw0dRrbvFumnRN79Tb1CFYN8SGHZV04NaM0y677DCCAgfkdRmPD9yEo1olEfvNaFUKjhvcCbdkk0R7Xsqneg0SoZ1STzqe0pOACXr66NGABbkB8ixKEg2Sr+RlqRrnAKjGlaUHPKgptZBr7Nh7bvgrm2VvkkkLU1mjMjorzcUc9PJImKq2OZhc3EddW5hCP7YmckkrXpSRHuWbhCbH0OvgE2fifl8zwLYv4QUU2xh16z7zdaREokkBke9Wnjsscf485//zMKFC6mqqqKuri7ip6X49ddfeemllxg0aFBE+5133slXX33Fxx9/zKJFiyguLuaiiy5qsX50ehyV4LVTanNBOIhBryXdrOLrLdW8fllf/nV2FwZmxTEkJ57HLuzH/y4fSrpMp5FIjg+2Qvj8Znh2OLwwDn59Fda9Cy9NgGeHQeZgscCKdumwW3lpjSOircbla7GuJpu15B0iLBxkWG48SWW/wNJnhaAz9QWxw5w2AMbeCjctgeTeR/Q+iSYtt53WI+bxK8Z0QRUlHedIyIw38N71o3nwgv4MyLIyJCee/0wfzAszh8mokbZIKCQeMpLEv4dwOMzC/ACDZdRIi6NUKOiTqGRpcaDpwT5TRMWsNW+d+I5JJCeAPulWLFGEik/XFNEn1cBHV/bltF5J9M2wMGtEKnNvHUV/fRVYMyF9IEz8E1z4EnxzNwQa/Eao3MmIbmno1NHnsGnDs2Mek0gkv42jlhwnTZoEwOmnnx7R3pKGrA6Hg5kzZ/LKK6/wr3/9q77dZrPx2muvMXv2bE477TQA3njjDfr27cvy5csZM2bMce9LZ8XlC6B2VaDxVKFQqEgyqvlgQw2zRmZw7oA0HvohnxdfWcfvJ+bw50m5VLshK8FImlUKIxLJUWMvEztHexeDOUUIB2oDfHQlFK0W56T0Fg+BX97ecJ1SBef/D76+M2KB5ek9lfXxZ7Bi776It+maFF28OB6kWvS8cuUIZr22gpJG5nJ5ySaeOjebhOIDO2U/PiA8U/qdD8OvhqzhsdOGYjCqayLXju8aURFIrVTw8EUDyUk4tu+gjHgDs8Z04bzBmSigSXlgSRuiahf4XfXeFlurQ1S4wwxOkeLIiaBvsopPDvUdAVFlK28irHgJxtwKKrnbLWmj1BVD+VYo+BUS8yB3DFizIv7Nev1Byuo8LN1dRanNw5huSXRPNfH2tSO46o1V1HkaBMKRXeIZaSwl45urGND7Ijxd0jAbdGiLt4iqazmjxTxozYL9S4WX2EEUChj3e3QhN09MH8xfPt0QkUIzvkcSJ/VMRh10w5qPwVYMeRPEuiBKqXuJRHJkHPUMtWDBgpboR7PceuutTJkyhUmTJkWII6tXr8bv99cLNgB9+vQhNzeXZcuWSXHkOOHyBfDbSjGo/Ch8dnBUkGTtQZkjyP9+LuKmiV25/5zuVLnCbCqpwxNUMizXSlq86cjNJiUSiaCuGD6cBUWrGto0Bpg1p0EYAZGOsvSZhtdJPaB0I2yfB9NeB0cZ4YAXe8Y4PtkR4KFP9ke8zaS+qSSbW7Z6R49UM3NuGceeCiebi20MzTKRU7uStI8miVKrM96Hmr0QCopSn2vfgY2fiB00nfmI3yfJrOOOSb2YOaYLGwpr0alVDMiMI8WixaA9zDQXDoOzXEQdGBOiljtWKBQkSFGk7VOyXvw3UYgjiwoC6FXQO1HurJ4I+iereG+Ln7VlQcZkHjLu+l0AX/0IWz6HgdNapX8SSbPU7IO3zofaRnOlxgCzPoesEaBS4/UHWbKrkt+9s5rAQRPwH3fSN8PCVzNzmDvNyG5vHOUOP31StKQHS0lWhmHiHzGqdBjNqZC/DOY/DT3PhPQBsPgJcZ/Bl8HlHwqRV6kVkaCr30JRtpH529P47yVDqHH5sLn8dE81saPMgSrkJeWjC0WaLcAiILU/zPwI4rJP2K/OFwhR4/KhAJLNuhathCeRtDRHLY6cfPLJMY9t2rTpmDoTjQ8++IA1a9bw66+/NjlWWlqKVqslPj4+oj0tLY3S0tKY9/R6vXi9DWaBLZkO1BGw2V2keitQaHSgUEPpeizr3uOPpz7Bu2sqOeO5taSYtQzvmsDpvZMZlmUmKUGWkpMcHXJcAgEv4WXPoWgsjIDYeS1eG9kWlw2VOxteJ3aD0k2wd5H4Maeh0BgJDNehVQ8j3qChyunDoFExc3QuN0wUZX1bGrNezcerCvEEAlwWvxWzRQvGJPGQtPULGHiJEHo+vlpEy1izwOc4KnEEwGrQYDVo6J5yFNfVlcDmz0R6kt8NvafAuNtEqo+sxAa0s3FZsg7M6aATXjUL8wP0S1aiUcm/5Ymgi1WBRQtLiwJNxZHEbpAxRFSuGXCxHF/HSLsal+0Bdy18dWekMAJiXph9Cdz0C8TnUFbr4KZ3GwkjB9haYkfhLCPrk3PJMiaCPl5sdByM4LRkwLQ34O0LIHjg77ZjnohMOetR+PkJWP8+bPkCxtwMOWPgjSkQ9JK27Wv+cuFn/Ht1Mcv2VqNTq1Ap4W9ndmfY3pcbhJGDlG+Gnx6Gc58AzVGWsT9KwuEwBdUuXluyl3mbS9EfWF+cPziL9DiZeippnxxzbKPdbuf999/n1VdfZfXq1cc1raagoIA//OEPzJ8/H73++A2yRx55hAceeOC43a9D46wi6LShwgtBBRAGazYsfoKUih3cNumfXDJ0CN6gEn2glrTV/0SVey8Q38odl7Q3Os24DIXAXgLuakABpqSGUrzOChSr32h6jccGptRD2urAlALOigPXVorSvgdxCGPqxB/u5PIuJ3H6BXfhTh2LTqcnxdKohLCjAlyVEPAK0cKSDqrjV/a02unni/VFPH1uJuYFf4eeZ8Cpf4dwCBRKEUr8weXgqRUXxGVHjd447thLDkToNBLeV70Kmz6BGxeIhzlJ+xqXxWvrU2ocvjCrS4PM6i9L+J4olAoFfZNULCkKcNfIKCf0u0Ck0eUvhy5jT3j/OhLtaly2BxzlsOen6Mc8NhHhqNaxansp/mDTsvEAIbUJFYCrWvw0xl4CKm2DMHKQH+6H21aLktd1RcJXbMsX8MtTIqISwF1D1jezePj816gaaMSPElOghrTwUlj1bPQ+b/oITv1r9BRVV42Y831OMMSDKQ20vy39tKDaxfnP/UKty1/f9vC32/hqfTGvXjVSenNJ2iW/OdZ08eLFXHXVVWRkZPDEE09w2mmnsXz58uPZN1avXk15eTnDhg1DrVajVqtZtGgRzzzzDGq1mrS0NHw+H7W1tRHXlZWVkZ4eO9/unnvuwWaz1f8UFBQc1353GLwOapxuFITFg9O+JeKhJaU36OOgZg+aj2eS9XJ/ur3Wl8y3xqKyJIE59fD3lkgOoVOMS58Ddn4HL58ML06AF8fDa2fC/mUQ8BEI+MWCpcl1Tgj5G0QUELtMI65peF28BrJHiQXYISj3/0xG7Wq6mfxkJRgbhJHyrfDOBfD8GNGn58fAqtebLuyO5SMHgoTCEKdTgqsK1rwjxJePr4IPr4DlzzcIIwAn/0Us2Fqa0o2RwshBPLXw85Nix1DSfsZlKCTSag6YsS4rDhAII81YTzADk5WsLw9R543yAHnQT2hpjAc6yRHTbsZle6B8K1Tvbv4cVxWUb6fCEdvEfKdTSzg3Rjp/2gAIRJlTknqISLe4LLF2/vwmEVUZOmSjeeQNGBc/SM4nZ9Ptk8mkLX84MnL0UIJ+8XMotfvho1nwvxFizv/fSPjpn0IcOkq8gSAv/7wnQhg5yMaiOjYUNi1vLJG0B45KHCktLeXRRx+lZ8+eTJ8+HavVitfr5fPPP+fRRx9l5MhoWwW/ndNPP52NGzeybt26+p8RI0Ywc+bM+v/XaDT8+OOP9dds376d/Px8xo6NvSuh0+mwWq0RP5IoOMqosbtwhTSEdXHiSzXgBUMSTH8TTMmR5/c6G8beLkr3SSRHSacYl1W74YPLGqI9QJTjfft8qM3HozAI5/poLHqc0Iz3RdoJwP5fIL4LDJjecM7SZ+HCF+vTCuoZdKmo/tJYOKktgDfPiQzJ9Tlg7p9FWs5xwqxTk2bVsaLYjz9nvAgz3vQZnPVYZISIUgWn3guZQ4/be8ckFIJ1s2Mf3/oluGtavh/tgHYzLqt3i3+/B8SRxQUB0k0K0kzSb+REMjBFRTAMK0qiVK1RKKHfVNj+LVTuOuF960i0m3HZ1jk4D3rrRORkLFJ6w6+vMjIr9vr2wYXVcMFzkNY/8kByT5FSs/KVyPaEPOExYkkTry1ZcMUcsfnYmCEzof9U4VVykOo9sdcKICIftYekmNrLYPalsO/nhragD5Y/J8ySA0dXva7G6WfuxtgWBp+sLiAQDB3VPSWStsARp9Wcd955LF68mClTpvDUU09x1llnoVKpePHFF1uscxaLhQEDBkS0mUwmkpKS6tuvu+467rrrLhITE7Fardx+++2MHTtWmrEeK+4a8DkJhzXstGvIStRgHHCR2O2d/LDIHb76G7AViZ3W5F7ioc2Y2No9l0jaJl4HLHpcGIAeStAHq9/AMeZeXOMfIPWzi5ucF1IbKSGJrOt/EKG3jnLhpt/9dDjlL1CxA3QmITJMOxD94XOIndrdC0XJQGNCww0LVsSOEPnxQWGYenDRdgykWfXcO6Uff5+zkZmX/YnMvT/Chg9FWtG018V3TSgkwuwtGUftNfKbUCiaz8VWawHpidCuOOjJc0AcWVgQYKCsUnPCSTMpSTMq+LkwwBldo6Q0dTtFGC8vexbOe/qE908iieDgPLjmbRh/B8z/v6bn9DkfjCkQ8pHj2sqwnHTWFNibnHbTxDwUSelw2QdgLxUbH3HZYl5L6ALnPAEn3S3aLRliTrY2igZVa0T1mpt+EeawnjpI6SXSZxUqGHk9rHxZnOtziNTZ7JFQGCUC8qxHms7fdYUiSiYaK16A4VcdVaU4pQK0zZQR1mtU0lpI0i45YnFk7ty5/P73v+fmm2+mZ8+eLdmno+LJJ59EqVRy8cUX4/V6mTx5Ms8//3xrd6v943eDrZAEQw7vLNhH18l59DIaUE97HRY8DPlLIT6PcM8zUIy4DpK6SYM1iaQ5/E4oa8a0umg1VnWQL2yZnH7RJ6QuuU9Edaj1uPtfxr5+v0OjSQCrRSyqDiX5wPdybYEQYbZ9DUql8Ag6+zFI7Rd5fuGqpvc4SPUeIdgcBxQKBRN7JfPE9ME8va6AO6d9ReqS+1DunA+7F8CQK2DiHyE+57i83xF2SiwE170X/fiwq8WCVNJ+KF57QFyzsM8WosAe5tI+MmqkNRiYomJBfoBwOIzi0HWBSgt9zhORW6f87bgIsBLJb+bgPLhviahIM+U/8MszIlJaHwejfidECXMKjLqBlA+v4PmLPuPlLam8v7YKtz9Ij1Qz903uytAuByJP4nPFT86oyPcyp4ifjEGx+6NSi7kw2nw48U8iWnTJf0Waz4qX4JK3xFha/aYoY57cSwgj2aOaXl/VTOqQzykEl6MgyaTlslG5/Hf+jqjHZ47ugkopv4Ml7Y8jFkeWLFnCa6+9xvDhw+nbty+zZs1ixowZLdm3qCxcuDDitV6v57nnnuO555474X3p0Ki0oNGTWLuZ+04dxcw3NzB1aDY3j+5K4rlPowj6CCuUhE2pqI1xh7+fRNLZURtEFZSafdGPp/TBqNcxvl8Xbvmwhhn9n6P3BAW+sJLZm910KVRxdW4z5mbBADhKxaJp3O0w4Q4Rxq6zNE2BA0jr17TtIJYMsUiLhatapAZ57aKSjim5aShwI+IMWs7sn86Q3Hh8gRCuae9hDDtRKtUi2kxriv1eLUVidxh6Jax9O7I9uRcMv7r5zy9pexStjkipUStEaVnJiWdIqpIf9gfYawvRLT7K36D3ObDpY1jxIkz6x4nvoKRz4KwQRuU+p5hnTKlNIxMbz4O/PAXpg8T8aUoRpuFdJzT46KUNgB5nkP7RFP7a+wKumz6LoFKH0V9DchcDGFrY/NmcKirZDLhQpMCodWKunnQ/jL1VeIxojWCOIjgG/dE3VQ6i0oLm6OZhlUrJ9BHZfLOxmO2lkcLKRUOz6J7SCvO6RHIcUITD0WK8Y+N0Ovnwww95/fXXWblyJcFgkP/+979ce+21WCyWw9+gDVJXV0dcXBw2m03mbR7EVSPcub/9E6Ext1CYNJ65mytYWuCma4KOy0ekk51gwGSWvy9Jy9Ahx+X+ZfDGWU3bFQq4aWn9Qq2oxsXinZV8t6mUJIuOK8d0oUuSkXhjjNK7PoeIwvjy9gavDEMCTH0B8k4WC6ZDqdkvDFj9rqbHpjwpzF6jRYPVFsBnN4rosYN973O+iE5pHCLcHnBWQuUOkQvuc8DgGaKEYlxWa/eszdImx2UwAI9kwZDLof9FXDvXSZkzzL3jZKWE1sATCHPjd27uGaPj2oExPBpWvQ675sOdm5sVViVHRpscl61J1W5RHr50g3itVMGQWXDqIdFKNfvg+bHR58Fzn4Thh8yDjnKRmrLqNeGfNXSWiDhpy3Of1w47vhMmrz89KNJyD2X4NTD5kd9UtabU5mb1/ho+WV2EUafiyjFd6JFqJsks/Qcl7ZOjFkcas337dl577TXeeecdamtrOeOMM/jyyy+PZ/9OCHJSacDjD+J0uUms24KiZB1kDoev7wBnOeER1+M1ZaPxVKAacOGJDYOXdDo6wrgMhsIU17r5aVs5q/ZXc9XQBIbW/Yjq+78Jc2MQkR1nPy52veNyIhZZHn8QtUqB+nChqSUb4OWJTf1MFEr43c+QPqDpNcEAlKyF9xsZxCqUMPomOOmu6Gklzkp4b7qojHMoA6eLxeShZrCHYi+B0k2w8RNx7tArRAhyI7+i4lo3K/dW8dO2cnITTUwdmklmnAGjroWiOYJ+sXDUyIfpw9Emx2XpRlH96axH8Sb3Z/Cbdi7sqeH8HrKMb2vxyDIPFp2C986NsXvsqoZPr4NT/irS6iTHRJscl8dIUY2LZXuqWbyjnLxkM+cPziQzXo9BG2MesBVCwUoxr3z7x+hRmuPvhFPvaSgcEHMevBlOujN2emXAB4TbRwGCwlXw6ulinj33Sfj2TyJ19iB9zhXpROY0sBWIjZa9iyClD/S/SPimNDM3ltd52F/lYmeZHbVKSf8sK5lxBhJMMTZzJJI2zjGJIwcJBoN89dVXvP7661Icacf4AkHyq13kKcpRFS6HL24RavKIa8SDnKta5EtW7IS8k+TuqqRF6QjjcmORjRkvLcPpayjLd9HAJB47MwV19Q4Ufjco1fDrK7B3MWQMFmZuzYW/HorfBZ/fBps/jX588OViQRRtcRMKCbHCUSpCj+Oyo4ceH6RsC7wQoxKYQgm3rxYu+bGoK4YPLm8wzzzIuNthwl1gTGRfpZNLXlpGud3bcGsFPHXpEM7sn45BI1MlWpM2OS5XvyVE/Ms+ZEmZhiu+cfHoyXq6WGW+e2vx3V4/727xs/YqCxZtDD+y5c9D/nK4Y+OJMWLuwLTJcXkM7KlwcMlLy6hsVDpXqYDnZw7j1N6p6A6dB2r2w5tTRIGAc58Swls0NEa4dUWk8ejBedBeKrzBDjcPtie8dvG72PGdeG3NEqawlnRRoSchD5J6gikJyreJyNbGldqUarEmyTv5gFF5JGV1Hm56dzVr82sj2q8Z15XbT+9BoqkdiEcSySEcl5WDSqVi6tSp7VIYkTRQ7fShdleiCvsaar6vfgNemghvnQefXg+vnAaf/y56vXaJRFJPud3DbbPXRAgjAHO31VJZWYHioythzo3w0SwhjACUrBeu+cFglDvGwOeCii3NdGRL9JBhEIatcVmQNRzyJgpho7kFoSN22T7CIeGuH4tQENa931QYAVGCuGYvdo+fB77aHCGMgAiIufuj9VTUeWLfX9J5KfxV+PloDCwqCJCoV5BrkQbhrcmwNBWBkPB/icmAaeIBbdVrJ65jkjZPrcvH3+ZsjBBGAEJh+P3765rMD/ic8MP9IurBlCKqwcTC7xJzZmMOzoPZRzgPtid8LqjY3vC6rgi+uQs+nAlf3yl+byqN8Cr7/KamJexDAVGl0lHW5NahUJgv1hU1EUYA3li6j/1VMdYdEkkbR26rSOqpsHuJUwfFl+Shu78BD/gOlC7Tx4Nahp9LJM1R7fBFXRyM7Z5E4o4PRTWYoL/phateA2f5kb+RxggpfWMfT+nTfNnaoyGa0dtBFErQN7Nj6ayAVa/GPr76Ldy+AAt3VEQ9HAiFWVdgO8KOSjoVhauEkS6wID/AwBRl0yopkhNKilFJV6uC7/dF+Y47iDkVekyCX54Wpc4lEqDW5Wf5nuhl5n3BENtKDxHhnZWw9YsD/1/RfMq3xhjdg6ujojXWfzdGEA6LqpRpA0BjAGdV9I0LEOJT4zScA1Q6vLy9bH/Mt353+X6CoWNOTpBITjhSHJHUEwiGIRwUJc0Suzc4dB/KuNvB3IbNpySSNoA/FIrarlMrUR8UGqPhdTT1DmkOrfFAZZooD4MKhRivx8tLw5wKmUOjH+t/YfPlb8MhsciKhaeWcDjc7Ee3e5p50DqEQCiELxD9byDpQHjqoGIbJPem0B5iV22IIaky9aotMCJDzY/7A3iDzQzqgZeIv+GKF09cxyRtmkCMufMgds8h0UjhoIhMBJFGEvSJkrfRGHUDmNOPQy/bCToLnPzn6MeUKvH7UGkgdJi5NUqZ31A4jMsXO8q1zhMgdOzODRLJCUeKI5J6kixaPGGNKMtZVwLT345UnJUqwqNuhKEzQSUXnxJJcyQatZijGIiuL6ilMu/c2Bf2mgyGo6zekNgdpr8VWfXBkACXvNu8B8jRYkqBS94WFV0a0+dcOPNfzZux6uOh5+TYxwdeglqlolty7PJ/w7skHLaLVQ4vK/dWcdeH67nlvdXM3VhCqU2m43RYitcAYUjpzcKCAEoFDEyR81NbYFS6CocflhY1k1pjThXfeb880zSkX9Ipseg1ZCfErpoyKPuQ+VFnFSV4D/LTQ3DeU5DWv6FNoRSl28fcGtU7o0OT3AcufClyfjYmwowPGrxX9AmxN0QVChGBeghxBg2n9YlxDTB1SBYalXzMlLQ/Wsj6X9LesLn9aP12nOp4AulDUX95q1iwXPyqcOUOeEBrRmFMFHXVJRJJs6RYdfztnL78bc7GiPZimwdv8kDCaQNRlEUeQ2OEiX8SYcIem0hjUR7Bg57ODL2nwM3DwFEhFjOmFLFDpjoOX/Neu3hwCSOEmxmzwVUp/AIMCWBMObygozWKHazt3zSNIEntB1nDSDLr+OfUAVzx2oomESTnDsogzdp8BEyVw8sj327jkzUNpQp/2FpO3wwLr189koy4oy9TKGnjFKwErRnislmwzE3vBCUmjUypaQtkWxRkmhV8szvAqbnNVA4adCns+hGWPAlnPHjiOihpk6RZ9dx/Xn+uf3tVk2MXDs1sWtLelAznPAFvni0iSOqKYM5NMP73Im1EbRDnmFMPX03tUAJekaoTCojvGVPyMXyyVsLngMLVcMFzgEKsD/xu2PcLZA4RaTWWdDj738Jf5FBG3dgQFeqqFusBhRKDKYlbT+3BvE2lOLyRAmj3FPMRbWZIJG0RKY5IAHDZbcQveQhtz7OpyRhO4rQ3UK19G965EPxuwj0nozj1HuHiLZFIDotWpWLKoAwy4/X8+7vt7Cp3kJto5M4zemE1hVGc9jdhxLrxYyEWdD8NRlwHO3+A/F+gaDWMvwsGTY+9o9MYlVqUAo47jiW2w2Go2g0/3Afb5wJh6H46nPmQiCo7XInhQ0nsBjcuhAWPwI55YlE2/BoYcW19hZ6hufHMuWU8j87dytr8WlIsOm6c2I2zB6QftjTg7gpnhDBykK0ldj5bXchNp/RApZQPzh2K/OWQ0gdPUMEvxUEu7CnL97YVFAoFYzJVzNvr56GJenSqGGPPkAD9p8LyF2Dk9ZGVRCSdjhqnj/WFNTw/cxivL9nLxiIbaVY9M0bmkGjSRk/lyBgE1/8kDEbzl4lUEYVS+HFZmvHKag5bkfDDWfu2EBPSB8JZjwpBQduODFt3zINfXxY/h5I3AXqeIeby7qfD1d/A/PugbJNY75/0J3FcrYOiNTD3L1C4ElRaGHgJuaf+nS9vG8/TP+7k+81l6DVKLhuVyxVjupAeJ70JJe2T41LKt73T0UqgHQ1hl41Q0EdJVQ3Z704QKnnWCKpOexxDQga6kAuF3wWOCpQ9T2/t7ko6ER1pXFY7vHgDITRqJclmHXx1J6x5QyxG+p4nFh4Fv8KGD8X/n/4P+Or34uIR18Gk+2Oanda5/VQ6vOytdGLWq8lJMJJm1TcrArj9QSrt4hqArskmUsxaDNpD9PKa/fDKKWK3qDE6C/xucdOUHb9HuNpX7xE7eMk9xI6T9pBUGZ8T3LUNES6qpg+0tS4fbq8PVdBLinMHipBfVCSxpIuF2SEEQyHu+mg9X6wrjvqZM+P0zLl1/GGjTyTN06bGZSgIj3WBvhewKHEaV33r4vGT9eTIEr5thiJ7iD8u9PDSmQYm5zUjXPndMOd3QiSeJqvXHC1talweI3srHZz6xCJSLDouGZFDj1QztS4fn60pYmORjRevGMZZA6JEMLtrwV0t5heFCozJItLjaEV8EGV9Z18iKsg1RqGAK78QpW1bgXK7h1Kbh/I6LxnxetKserGmiIWzEt4+H8o2Rz/eY5JIlW00R3vrKgj53dg8YSrCcSRZdGS4d6F4+RQRQdOYhK5w9Vxc+lRsbj8KhYIks1am00jaNTJypBMTclTg9AUx+WsgrBAmVgBFq0h657TIc8feDlIckUh+E4mHLl58B0xXd/0gfg6lcSrM6tdh3G1RxZFKu5cnvtvOB6sK6tusBjWvXjmCYbkJqKMsUOweP19vKOEfX2zGFxTGdxqVgvvO7ccFQ7Ow6g88wISCIqrlUGEERFjtyleFaHMwf9vrgG3fCFEncMDjQ6mG0++HYbPAEN9wvdbUVDA5hHjsxK99EX5+Qpi5gkg7uvhV8QCliUyRCYfB3Yw5nDcQOiqfW0k7oHyr+LeY2o+fdvtJMSjIliV82xRZFiV5cQrm7PQ3L45oDDD0Clj6jDCJzB0T+1xJh+bAtESF3ctzC3Y1Oe7xRzFstZfCvHtg82cNbaZkuPxjyBhy9AJJ1e6mwgiIiea7vx/w8+p6dPc8RvZXObn2zVXsrmgwRx2YZeXFK4aTlRCjAk841DAfRyPgbZhfERVonllQxjvL99fPl38+JYObKh9GcagwAlCzDwpXYuw/FWMUjzWJpD0ipb3OSsBHuc1F2OdGWVeMUqkmkDcp9vl9zztxfZNIOjqDL419rOcZIlXgIOEw1BY0OS0UCvPlhuIIYQSgzh1g1msrKa51R739ngon93y2sV4YAfAHw/zfF5vZVdbIkd5rhx1zY/dz13zhi3KQ6r0w58bIhVgoAPPvhdINse8Ti/3LYPHjEQs3/C748AqozW9yulqlZNrw2Gl/Zw9MJ8EkUy46FPnLhFF4ck/m7w8wNE0lS/i2QSZkq/lhf4Aaz2GqR/WYJNL1vvljQ/URSafDalDTNSl2ud2BhxqyBv3w62uRwggciJq4AOqaploelr2LYh8r3QjVu06ogXCl3cvv3lkdIYwAbCyq40+fbKDW5Yt+oSER+l8U+8aDZ9T7sITDYeZvKePtZfsjNhIGp6pR7l8S+x5bvzzSjyGRtAukONJZcVYS8HlwB5WEVWp05euonXBvk91YgFC301Am5rVCJyWSDkraAMge1bRdZ4VhV4qIjYj2pvnNFXYvLyzYHfX23kCIX3ZXNWl3+wO8tDj6NQAvLNyNy3dgd0ilAUNS7M9gTGxIbwn4mi/FufjfkULK4XBWCmEkGuEQrH03arnjwTnx9M9sGmETZ9Bww0nd0KllFZMOxf5fIKkX2+q0FDvCDE+Tf9+2yPgsNeEwfLGrmao1IDwiRt8k/A5+ffXEdE7S5ki16Hn4woFEywy9alwXUsyHpFU6ymLPP946KF579J0wNePzpTGIFB5n5dHf9zdS6fSyrdQe9djS3VVUOWOIIyq1WFOYo/iuJHWHbqfWv6ywe/nfT00jdezekPAFioUs0iDpYEhxpLMSDhImTEGNC4cqnqRts1EG3Diu+gFf/0tEOGJSd4Jn/RvOe/rIDCElEsmRYUkXeb6TH4aEPOG7MfgyuOQt+P7/RP79QcxpYG66+AiEQlQ4vDHfYmdZ04WUxx9if5Ur5jX51a6G1BStSaTzxGLc7xsq1AQ8UB1bdKG2QPiRHClBX9TokHoqt4vdwkNIs+p57aqR/PWsPmQnGEgx65g1JpcvbxtPbmLsnUhJOyQcFtUW0vrzw/4ABjX0TZJLmrZInE7B8DQVs7f4OKzNXXIv6HUW/Pgg1EX3D5J0fIZ2SeCr2yZwWu8UEk1a+mZY+N/lQ/n9aT2xGg4RRwI+IYLEoqqZuSkWPU4TYl00BkyDbV83rbrWgtjcTee7xji9zQiP8blw3XxRxtiSLoxWT7kHrvwS4rLqTwuEwhRFiTh9Y4MT2+AbYt9/yMzD9l8iaU/IBLHOikqNUqEi3gDf7PNxySl/I/HTawhbsnCM+wuhUTehcpejsmahPFBFQiKRHEesGTD6Zhg4TYSQB33w5rlga5Qmo7PA5R+Kcw9Bq1bRLdnEnsroC7RBOfF8v6WUvCQTKRYd8UYtJq2aoTnxbC6OvpAckhOHWd9oWkjtD2NugeXPH3LiFZGRLxoj5IwWaQ7RyBgMHEW6g8YkKgPsXRz9eJcJDV4nh5Aep+fGid24aFgWoTAkmDQyYqQjUrUbnOWQ1p95y/0MTlGhiVUNRdLqnN5VzSPLvawuCzIi/TBLz+FXQcEK+PouuOx9YYIp6VQYNCr6Z8Xx9PS+ON1eNO4KkoK7wO8HfxpoGhlra/QiesFeEv1mmUOPvgOWDOFv9en1kamd6YOg77nw0dXCOP0E0ZzpqkqpIM7QfMqo3ZCJe/Q9BPvfAApQmVMxG3Q03jLQqZX0Sbc0iVBZsbeWbWPPYkS3xaj2LIi88dn/llUsJR0OKY50UjxhLWq1BpMqxHe7nLj9Ri6b8Qnais2Y8n8inNQTb/YYgvFd0KvkPxOJpEVQKiPDXa+dByUbRBnf1D6QPRrisqg94ALfeAGUYtHx17P7cOM7q5vcNsWsQ6tScuPb4tgFgzO599y+pFj0XD0+jw9XFeAPRu7gqpUKrj809cSUBBP/LAxVt38nPER6nwXWLJFWcxCVWpyz4sWm5m8KJQy5HL79E5zzmNi5OhyGODjtPngtig+SzgL9zm/2cqVSQaqsStOx2bsIFCoKTf3YXBXk9mHNl3mWtC4DkpVkmBS8sdF3eHFEaxbpNQsfhk2fCgFZ0vlwlGNZ8BCW1W82tKm0cNErwpvroKm3JQNOuxe+uLXpPeK7QErvo39vjQG6ngRXfQ37lwhj8qzhIqrz0xsID74UtzYJQzh8QnyOkk1aJvVN5Yet5U2OTR+e3ax4UuP08fove/nfgl312agq5VYePL8/5w/JxHLAhD3JrOOes/tw1Ru/NrnHH74u4aebXsDoKoKd84VBfM8zxXx+wLNEIukoyBjUToivroL88mqW5tvRarT865w81pf5GPLcHq5fncMDnkt52T4GhzEXvb6ZEmESieT4EpcNfc6B0/8PBk6nRJnCe78WcvUbv3LNGyv5dHUhpbaGsNdReYk8dvFA4o0NosmQnHiemD6IR+ZurW/7Yn0xX64vJhQKk5to4N3rRkekmeQkGnj72lHRU0+MCZDaD066E07+k4joaCyMHCS+K1z9NST1iPw8U1+ANW/B1s9h5StR02GiktoXLn0vUjxK7QdXfwtxuUd2D0nHZe9iSO7F94VqNEoYkiqjg9oySoWCyXlq5u0NUGg/jDErQJdx0HUifHO3qEQi6Xzs+gEaCyMgIiw/uQZsRQ1tCgX0PhvOelT4dh2k6wRRdve3Rj+bUyExD/xeYSo+7y/w7R8JDLyEjT1v5fK3NvD2sv2UxDA/P57EGbX8a+pALhyaieqAGYtWpWTWmC7cdWYvTM1UitlQVMuzP+2KsOkKhsL8/fNN7Dsk8nRobgL/vWQwCY3WFAOz4nj3+lEYEzMgewSceg+MvRWSe0phRNIhUYQPmwDa8elI9eEPh8sbQO0o5vHFFby6opSpg1K569RcLFoFNr8Kpz+MRqUiyWokqbna6RJJC9OZxmU0SmxurnxtJTvLI93ph+TE8eKsEaQfiIwIBkOU2b3Y3H5cviBLdlXyzrJ9VDoiDdpSLDq+vn0C4TDc/+UmxvdIIdWqIxwW5ft+3lnB/ef3JyOuqSnzUVHwKzgOPMy4qmHly8JgEcTC9ZZlMcNwfYEQ5XYPbl8Qg1ZFmkWLxlUuqgIo1cIUTvoftSptYlyGQvDv7tDzDC7efxGhcJg/j5aRQm0dTyDMbT+4uaS3ln+MP4K/l8cGX94G2SPh8o9kek0ztIlxeTyxl8Gb50BVU4NQAE66G06/L7It6BdCmscGar2IfGzOSLQZyuo82D0BNEoFqfoABl8VAY+DQpeal9c4+HBdJcGQeHzqkmTk/RvGkBl/jHPnEeD0Bqh0eHH5gph0KlIsOgya2MJIndvP9W+vYuXe6qjHLxySxWPTBqFVN+yVB0Nhyuo82Nx+NColiSYNiaZjeB5w14i1QCgoIk6OJHpUImlFZL5EJ6PG6cHi87PfLr7UP99QzucbIsP04gwavrtjYmt0TyKRIErqfbeptIkwArCuwMbKvdWcP1jshqlUSjLjDWTGG/j7nI28tyK6kWmF3UswFGbprkrmbS5j3uayJuec0juFy0Z1ObbO7/oRFj0S/Zi3LmbkSHmdh1d+3sM7y/fj8YcwalVcO74rV43LIyVN+h5JGlG6AdzVlMYPY/XKIDcNkSk17QG9WkSPvL/Vx63DtCQbDhO8rI+DsbfDTw/Cqtdh5HUnpqOS1icUjO0hAsJzKBQSqakHUWkgPgfI+c1v6/QEWLGvmvu+2ERhjYgImdAjmUcuGsh2m53r31rV5Jr9VS4+W1PIzaf0qI/qaClMOnWzUSKH4vEHKbXFNkMvsrnxBoIR4ohKqahfUxwzFTvg6ztEZTGAxG4w5b+QM6ohLUoiaWPItJpORKXdQ7ndg90PE7Ji/+kHZVkxamWIskTSWtS4/Hy4qiDm8dkr9uPwNHWnH9c9dund/plWlAqYvTJ2FZj3VxZQ64pREvBIyYlSovggCXlRy4XbPX4enbeNV37ei8cvQu5dviD/W7CbZ37aias5J35J52PXD6AxMLeuG2oFjEiX81V74ew8DQoFvLjuCL9nckaJ6jXf/Q3Kt7Vs5yRtB62xeSPV7qdFCiPHia2ldVz75q/1wgjAkl2VvLl0H+8u3x/zuo9XF1Idq5xuK6JQwKCsuJjHB2fHtdyDYG0+vDG5QRgBqN4D714IFdtb6l0lkmNGiiOdCJ+9EkXQz5ytTk7tER/hU3AQhQL+OLkX1sM4X0skkt9OMBSm0uGlyuGNUdoyTHMJj+EwhGl6wtDcBNKs0cNf/35OX4ya5r/yw2EIB4PNnnNYUvuK3aFonPlg1JDaSoePOWuLolwA76/Ib7ZksaQTsutHSB/E53uCDE5VYdLIdIv2glmrYEp3DW9t8h2Z9wjAyOtFOt0n1x5dSXBJ+8UQD6ffHz2VypgE3U897m9Z4/TxcCOvrsY4DiPQi/m6dV0KHF4/FXYPDm9DdKZCoWDGqBzUUSJajFoVZ/RLa7l0tV0/inSaQwmHRalut61l3lciOUakONKJCHmdpKnseNBRXBfgo6v6Mjy3QVHOSTTw5lXD6ZnWAfJVJZI2SlGtmxcX7uLSl5Zz+SsreGf5/giTVYAEo5ZLRsQODb58VG69w3xjMuMNfHjjWCb0SK5vS7fqeWnWcAZmx2FVeJgxMPb4njHQQoL6GIUIawbM+lzs9h5cdJlT4cKXhMFiFKqd3phiUCAUptZ1hCauko6PuxYKV7IvYTzry0OMz5JRI+2NKd3UmDUKHl5+hEKHWg8n/QmqdsL397Zs5yRth7S+cPknouLMQXLHiapu8cfflNvjD7KhIPoD+9LdlZw7KHZ657Th2cfmy3EMODx+1uXX8of31zHtxWX84f11rCuoxeHxk2jUUu308fSMoXRPaUhj6Z9p5ZnLhuLxhY4qTeeICQVFhF8silaDv2nasETSFmjTniOPPPIIn332Gdu2bcNgMDBu3Dgee+wxevduKMvl8Xi4++67+eCDD/B6vUyePJnnn3+etLS0Zu7cyQj6CbtqCCtVWDe8wuQhf+aODzcyuquVR8/rRlChwR9S4PCF6JUeh1Hbpv9ZSCTtlqJaN5e+tCwiZPe+LzbzwcoCnp85DI8/iFmvJtWk4ey+iby3wszuisgFxKAsK6O7RakWc4CuySaemzmMGqcPfzCERa8hzaoT5QZ9aiZmhuiXYWZLSeR9+6SZOC1HQbkzgNftItWqiyzrezQkdBHlFl2VEPCCLk5EjMQIgz7c4qzZNL+DJnzeOvEQZUwWpYAlHZNdP0AowBeeIRjUMCxNiiPtDb1awWX9NDy/1seiggAn5xzBmiMxD0ZcBytegLyToN8FLd9RSeuiNUPPSXDd9+CpBaUGDImigtohuP0BKuw+XN4ARnWYZKUdY8h5VCbeKqWCNKueoijVZwqq3eQmGhjVNY6V+yIFlNxEI9OGpLa430g0/MEQP24r5w8frKtv21/l4sdt5Tw9YwjnDMxgRNdE/vLpBq4Y04X0OD0KFOypcPDBr/k8dG4vqNhGjTKRmoAOX1hBnF5DmlWP8lg+j1IVO4IUwJIm/p4SSRukTT8FL1q0iFtvvZWRI0cSCAT429/+xplnnsmWLVswmYQCeuedd/LNN9/w8ccfExcXx2233cZFF13EL7/8cpi7dxJc1bjcHuxOJ7XKZOL0CXTZ9Q4vzbyS77dVc+fnu1ErlVw+MouTuifICjUSSQsRDIWZs6YwQhg5yJaSOhZsL+fd5fmU2NzcNCGHmcm7ePfsZH4ozeCjzS5USgUzR+dyUs8U0uOar/QQZ9AQFy01TmsiXVHLa6eHWVSZyfubnISBGf1NnJpqJzVUyXVfulm2p5prxnflugl5pFh+YxUQvVX8HAFJJh09U81RDWgHZsWRZI5huOmsgg0fwsJHhDgC0O00OO9JSOj62/otadtsn0sosSef7NUwKkOJTi1TatojE7JU/Fyg5K+L3Hw33YxVdwR/x97nCDPeL26D9EFCMJF0fCzpzVY4Ka/z8OxPu/jw1wJ8wRBqpYKLB6dwV38naT9fBxc8C2kDQdX8I0+KRcdNJ3fj/77Y3OSYUgEpugDPjnWxbEAWb29w4guGuKivibOy/WRufQPG3nbY9zjelNu93DtnU9Rj987ZxIiuiWTFG3j84kF8v6WM5xbsQq1UMmt0Lg+dnkraFzPYPf4J/jh/O2sLxByaZNJy77n9OL1P6rGl2A+ZCcueJWpY6IQ/yspzkjZLuyrlW1FRQWpqKosWLWLixInYbDZSUlKYPXs206ZNA2Dbtm307duXZcuWMWbMmCO6b4crgQYEgiF8LhsGez6V6hRqa208vMTOY2elEffTPeiKl+Ea+ydsycPQequIi09CnT0U1FIckbQNOtq4rLR7ueSlZeypdEY9Pq57Et1TzLxzwPTtL6dkcH3lY2jc5dTknYtCYyR+2MVgibGgcFULd/+d88XrnmeCJSNyl81dA+tmg6sKdv1IbbfzAIjf+zXkTQRLBq/YRvLQAlHJ5saJ3bjrjF7oNS2/O7+nwsGs11ZG7Np1STLy9rWj6JIUxdU+FIK1b8NXf2h6LKk7XPWNSPGJQrXTR4nNzcLtFWjVSk7tnUKqRY/VoKG41s2W4jo2FdnomWZmSE48mfEGEXkjad1xGfDCv3uwLPNKLts6jn+M09EnSUaOtFcqXCH+usjDKblqnpt0hGPM54Sv7wRTMlw3HzSyhDN0rPkyFApTbHOzrqCWXWUOBmTH0S/DGrV6isPr5x9fbOHTNYVNjk3pn8QjaQuw/voM3Lz0iMS0CruXh7/dGuGBpVUpefayIUyseA/Don9Cal9sPS8kpNAQv28eisIVQoy/9rsTXqZ2Q0Et5z8XezP4y9vGMyjOA9V7CFfsojZxAIqELsTXbIS3L6Dokrlc8JmTSkdTM9m3rhnJyb2PQcDwOWD7PPj8psgqdUNnwcl/OVBZSCJpe7TpyJFDsdlEKFtioggpX716NX6/n0mTJtWf06dPH3Jzc49KHOloBIIh7NVlmBQebH4lLlQoFLBgRwV3hcI8fNZjJIZqUJauIzFUhS2pJ5v8VoZIYUQiaTEUCpoNu1UpFYQaadXPL6vg/ItvIuuzqSQUrRGN6V2h99lNL3ZWwIJHYNVrDW0//ANG3wwT/wSmg1VslLDlCyEenPZ34qt2iV2dU/8m2vf9TDBnZP0t3lq6jyvGdCE30XgMn/zI6JZi5tObx5Jf7WJ/lYu8ZBM5iUbSrDEefuylsOCh6MeqdkP17qjiSIXdy0PfbOHzdcX1bQ99s5W/n9OHk3unMvOVFREGsFa9mvdvHEP/TJmq0+rsXgDeOj5wDifDpKB3orRNa8+kGJXcOFjLU6t9vLDOxy1Dj2ANojXByX+GuX+G7+6Bc59s+Y5KThjhcJgtJXVc9vJy7I1MUFMtOj64fiTdTB7QJ4BaRBMKM++mwgjAt1uquHvUOViXPgrr3xcP5MrmxdQUi45/nNePm0/pzsZCGxa9mr4ZVlKNSnQbVoqTyrcSV36IcatCCZx4Af1weqIyHILZl0DJehRAAsBZj8Kvr0BSD1ZVG6h01ES99pG52+ifFUfy0UaUOyuFGKK3Cu+x3y2Gfb+A3w0pvWHfEnhnKsya0yLeMRLJsdJuxJFQKMQdd9zB+PHjGTBgAAClpaVotVri4+Mjzk1LS6O0tDTmvbxeL15vw+K3rq6uRfrcWlTVuQi6nFiMYdwhJTtqw/QzquiZambJrkom/q+SjDg9XZJ6sr/KSZVjNz/efXJrd1vSyeno4zLRpOWy0bk8+NWWqMfPHpDOC4t217+2ewM4lYeU5i1YGV0cKV4bKYwcZMULYnHS/RTx2hAHw66EL24VESRxOWJ1VSvK+1ZNeoovVzdEbngDIRyeE2eGmh5nID3OwKi82CWJ6wm4wFEe+3jxeug6oUnzst1VEcLIQUJh+MMHa5tUxqnzBLj+rVXMuWX8YdOZOiJtalxu+ZwqSx++LdQxvbdaRvN0AEZnqrmoLsTjK70k6hXM6Bsjha4xST1g1I2w7H+QMwYGX9ryHW1jtKlxeRwpq/Nw3Vu/RggjINJHbv9wA++MyifRtkX8/RO6UOvyE4oR/x4OQ61PJea4/UvFw7nOfNg+xBu1xBu19EqzRB4YeT3s+C76RcOuBlPKEXzC40uSWUeCUUNNFNPyRJOWJH8JlKyPPGDNFBsIPc9kZUns6nTbSu34AkdYUQrEfLx3ESx5Cpzlwjz31L/DK6eDPk5EptsKhFkriPLcU18AnaXZ20okJ5p2s+1y6623smnTJj744INjvtcjjzxCXFxc/U9OTgcK7bJX4ndWg0aP0l2NhhAalZJCe4gnpmSjP1DKs8TmYfmeakpsXv55QV+SLTJqRNK6dOhxiSipd86AdPqkN10IjOmWiEqppKC6QZjQqBToFYeUD0zq0fTGnjr45ZnYb7zsWXEOgNcJ5jTIHiFe2wrqhZFgxlB2WUexpaRhka1QgKGtGjSrdGIXORZRQqirnT5eWrw7yskicmVriT3qsRKbh8pOWk64zYxLnwu2fslHepFCe0QmnpJ2wbTeGiZ1UfPXxR5eWBervPkh9JwM3U+Dr34PZU09Ijo6bWZcHmfK7V7K6qJ/124urqMqboAQxV47A2r3Yz6MmbdJExYqSWL3Y08bTx8MPc5o2p7SGwZNExGcZZuFGGErbBABWpA0q54nLx3SJCpVpVTw3+kDSF34p6YXeetEWpqzku7xsQXmdKv+yE1mXdXwwwPw6fVQtkkIJfnLIH8p+F0i5bdmX+TvZNs3wjdMImljtAtx5LbbbuPrr79mwYIFZGdn17enp6fj8/mora2NOL+srIz09Nh5f/fccw82m63+p6CgoKW6fmLxe8BdSdDnJhgMoty3hGR9kARdmAd+qsAfCvPNTcO4aVwmw7skcOGQDObcNJrT+qZjOAGeAhJJc3TYcdmI9DgDb1wzkicvHcyYbomM75HEQxcO4MKh2dz3RaSp2tSBySTv/LChQWOIGglB0Cc8RGLhqhKRJa4a4dmw+AmxA3b245B3MuRNpPrsF1kx6lmu+zQyPPn0PqkkxzJDbW3MqTDi2ujH9HGQPrBJcyAYosbZNLcahOt/czh9gWaPd1TazLjc/i1+r4e3KvswLkt1ZAaeknaBQqHg2oEaLuyp5rEVXq6f56LEcZgda4UCxtwifJU+mClKPHci2sy4PM44PM1/z3oPPls7ymDVmyQZ1QzPbVq9BkS52uSq1eLfyqgbQHWM1VEsaXDBc3DZ+0KY6zJeRD5c8ZlIJXnjLHhhHLw0EV6cAJs/b9iYaCFUSgVjuiUx7w8nMWt0LsO7JDBrdC7z/nASY9JAlR/Fj2T9hzD8aihew+m5arSq6I+Ct57ag9Qj3Ti1l8K6dyPbdObm1ybhEAQ756aDpG3TpsWRcDjMbbfdxpw5c/jpp5/Iy4vcCRw+fDgajYYff/yxvm379u3k5+czduzYmPfV6XRYrdaInw6BpwZc1Wg1atRKqFYmgrOaHIOPh6b2549fF3DD+1vpmmzihnFZDMiKJzXO+NurUUgkx5EOOy4PIUPt4MIMG6+Oq+WV89MZmxbmv/O3420Uvjq+Wzx3Dw5g3HhgsaGPh1mfgzWr6Q31cdF3sw6SOwaWPiN2cBRKyBoGc26ClS9BSi/IGY0zbSR//r4CR6NQ5iE5cTx4wQAs+jZabk+tE9UB+pwb2W5Khiu/iPq7sho0TOiZHPV2KqWiPrLuUJQKsYvWGWkz43Ltu3xrvohSt5JzurXRf5OS34xCoeCSPlruHqlldVmIUz5w8I8lbjZVBGNHkqj1cMrfxI79ZzcIk+ZOQpsZl8cZYX4d/ZhBoyJe0cjQfPMcEsJ1/OeSwfQ+JAWme4qZF86JJ2nF4/gveOn4VS+zpImqSZe+C5d/CEMuF/4ar58F1XsaznPXwKfXQnn0NNrjiV6jomeahfvO78eb14zkvvP70TPNIozUU/o0vWDfz5CQB4MuJWPZ/bx5SZcmETiXjcrh7IHpR566uD+KCGMrFFE1sbBmypQaSZukTVerueWWW5g9ezZffPEFvXs3DLC4uDgMBuFaffPNN/Ptt9/y5ptvYrVauf322wFYunTpEb9Ph3D5dlYQtpeh8NioKdhMsOdZBH0e0uZMh7G34eg+hcqgiVK7nwq7l9wkIxnxBlKlMCJpo3SIcXkIAVspqrl/RLHtK9AYxa7TTw9ScvEXFFfWUukM0CVeQ6rKTqLCAbX7QWcVURDJvWKbyVXvFbtV3kN2qfTxMO11eO9iSOoJV34pFnAfXA6e2obz4nIoO+VxiuOGUe4KkZNoJtWqO3ojttbAVS1CeKt2gTER4ruI3WRldKFjd7mDKc/+jMcf+SB16YhsshOM/Gf+jibXzBqTy1/O6oO5rQpFJ5BWGZfVewg9PYyz1K9gMJr56xg5b3VkXP4w3+4J8MN+PzYvJOoV9EtSkmlWYtIoUCjAFwzj8EGdL0RtnQO7rRKvPhUMCejUShKMWrITDfRJtzC8SyKDs+NQx9gh7wh0lPnS7vHzyNxtzF6R3+TYX0/J4Nqap9Bu/0I0pPQWVcnMKWwpriO/2oXd46NbkoEUlQN97W6cxkwS03KIs7TgQ/jP/4EfH4x+rMsEmPEuGKJHt7Q4exbC2xc0bc8cCpMehKCHgM9DWfww8u1h7H7onhqHQatGq1Ydecr9mnfhy1ubtk96AHb/CHsXNz027Q3of+HhXWUlkhNMm07afeGFFwA45ZRTItrfeOMNrr76agCefPJJlEolF198MV6vl8mTJ/P888+f4J62Ll6fH42jAmVdERgSSKhYRXX6YELxXamb/hH6nx/F/N3fMFsy6dLtFEKjfocqOaXe7VsikbQsXn+Qwho3Kft+wrrtK9FoThV+H1W7ySj6joyVr4KrUuw4hQIiysOYCEoNXP1N8y778V1EWct5f4W9C0Vb99NE2Pn394qc68odYhHid8O012D587D7J3Fuck/SLFrSAhtgwJkt+rs47hgTxU9qlB2yKHRJMjLnlvE8+NVmlu2pRqmAM/ulc/MpPbAa1KRYdTw5fwdldV4STVpuPrk7Fw7LksJIa7Lqdb5XTmCH08j9Q+TfoaNj1CiY1lvD1J5qtlWF2FIVpNAeZm1ZEE8wTCgMWhXo1QqMagVms5lkZR3a2tUoUkfjM2dh9/jZWGjjmw0leAMh4o0apgzM4LJRuQzIkpWn2ioWvYa7zuhFl0QjLy7aTY3LT7pVz50TkjmD5WiXf9Fw8tBZIlIQyE00UOX08uqSQjYW2kg0aZk6JIurxnUlztK0BPDxIuT3oixYEfuE8s1izm0tcSRrhIiknPdXKN8q0nMHTIO+58KHl4PPidqYSJbfQ5ZCAec+SZmzH6c9V0B6nJ7bT+vJST2TSTrcRkmXsWJ9ceh++8KH4fKPIHM4rHoVvHZI7AZn/kukJUlhRNIGadORIyeK9q6411UUYPWUCD+BPQtFNYtPrsGfPRbfhD/j11gwhJwowkHUeitKa1prd1kiOSztfVw2Zl1BDeu27+Hq3XdByTrRqLOIMpSfXi+MVifdL0LD/Q2mrChVcN7TkDEU0gcc/o32LASPKHlO/nJRkeZghEh8rhBQAL75IyTkQs5o8bpgpYgoOfdJsMT2a+pI1Lp82D0BFAqIN2ow68RDdzgcpqzOizcQRKtWkmo5ClO6TsAJH5eeOgL/HcBk32MYzfH8bayMGpFEIRyGjR8JQ8yzHqsP5w+GwuypcLBqfw2/7K6kyuFjTLck7jqjF6PyElu508ePjjRfgvi7ldtc+Fw2dHV7SVtyH4qiVQ0nZAwRlVCyhtULJACVdi8uXxCVSkGKWYtW3bJ+eqW1bixLH8a0MoYpeuYwuOJTIeC3Jo5y8DnFxsuCh2HbVyId6FBmzKa2cDtXbx/NuoJaAK6b0JU7JvVqPsXW64B174kS240xJsG134m0JkeZeE+NUaQnSSRtlDYdOSI5PJV2L4pAUOxAJ3SFmr3CW2DGbDR7f0bzw1/AkAjDrxLHpTAikZxQqp0+7v9yMzP7GxqECxA7KEG/8Mao2gVLnxV5zLsXQMVW4a7fbyosfw7ico/szRK6wvNjIgWWg5z8lwbhY8p/oGwjrHpDmKINvwbG3d5phBFoKNd4KAqFolOW7G2zrH6Tjz0j2O2z8tBIGe0oiYFCAf0vEsasPz4gvuMsGaiUCnqmWeiZZuGSETms2lfNF+uLueSlZUzqm8r/nduPLknNVL2StAoqpYIMYxi+ugV6TYZR18O2DDFn9jxTRED8cJ/w4mrEiay86A0EeW7BLm7oPw3TqueF8HAop9zT+sIIiEhVAI8dQv7owkhqX7AVovFUYtA2iEqv/7KPWWO6Ni+O6MwweIbwOPv1NagrEn+n3meLjRmAuOzY10skbYiOm4DZSfAEgmysDBG2pIsHnfF/ELvHb04RKm3fCyCtnyjfKb+YJJITjsMbYF2BjSVFAVxdJ0UeXPgonP+sCDMtWAHvTYPSjdB9EvS7EN69CLbPhfgjLNNozYZZX0TspKFUwbg/QK+zGtosadBjksj5nf4m9DqzUwkjknaC10HN4pd5LDiTCVkqusXLJYukGVQaGHqF+O/8+5pUsFEpFYzulsS/pg7g9tN6sL6gljP+u5hnftyJL9B5zFzbDVoT9JkiUkLm3ydeG5OEwfjnN0PueDDEt1r3al1+vttSxsO/OKg8/x3h8XUQlQbXxPsIZA5vtf5FRW+ByQ9D14mR7an94MyH4OcnqMs5le2lDWXtw2HYWR69zH3kveMgYzBMeRIufQ9G/65BGJFI2hEycqSdo1Iq2FYdZmhCCnEqDfz0kAg1VChFaS1jImGVDsXxcuqWSCRHhVIBaqWCbzZXcfe115C75cMG49Ta/fDVH+CcJwjrLChs+WLxl78c3rlAlOkdcysYU47szVRqyB4JNy4W49/vEqKoKUXs7ByK9B2StGWW/Y+HHVPwKXTM7Cf/rUqOAK1JRMKteAnm/x+c9TBoI804lQoF47onM7xLAnPWFvH0jzv5ekMxT0wfzKDs+Nbpt6QpCoUQ9Zf8F+qKYf0HDcd0Fhh7i6hY1EooFQqMWhXzttdS5bZwz5SvSVfUoAh6qdOls7pSzSWt5TXSHPG5cM6/xfrDVSUEptp8mPM7ApZstnjTqHZGloY2aI/icVGlEj8SSTtFbsO0c8w6NUNy4rn5m3LcI24m3PUk+HAWvHYGLHyEYG0RfkvOsdd3l0gkv4lEo5YpgzIIhMLc9E0lRdO+JtTnPBHRodLiyR7PXmUOH+wzURnQi12yn/8jBI1zn4KT7hS7PUeKUglxWZA9HPJOgsS86MKIRNKWqc3n+4UL+Dg4kSv664jXS98XyRFiTIQR14jo2e/uBV/0XW+dWsWMkbk8NHUAgWCYC59byuPztuENBE9whyUxic+Ba+bCkCtApRUbf32mwPU/Hr/yvL+RZLOWWWNFH37Nt3PRe/lMnO3glI8DTH4zn55ZaW23QlJCFxFhuv5DUb3up3/h6j+DrSe/wB++KYk41ahV0TXJ2EodlUhOPNKQlfZvZJVf5eTbjaW8tHg395yWw5l5KtRK2GsLk5SeQ2a8/FKTtD/a+7hsTEG1ixkvL6eo1o1Zp+a5ab3IMwcot3uZs93FJ+ur8AZCnNU/jSenZGFQBkUUiDlNurlL2hQnZFyGwxS8Oospey6gV4qRu0YZUMhxIDlabMWw+nXht3DGg8J/LQaBUIgv1xUzZ20Reckmnpg+mME58Seur8dIR5ovo+Jzg7saCIv0DV0LluY9CsrqPNz87mrW5NdGtF8+Koc/Tu5NounEeaD8Jlw14HeCQkmR38y5zy2nxtXgR6JSKnhl1nAm9EpGK6NBJJ0EKY7QMSaVohoX5XYvn68totLh47Q+qYzKSyQnUQojkvZJRxiXjSmudbNqXzXfbykjzapn5ugc7J4gH68qwOb2M3VoFv2z4ki3SjNQSdvlRIxL28LnuPg7NXZdOv862YJZK4URyW/EXgqr3xDpF5PuF2XPmyG/2sVLi3azr8rJtePzuOvMXhiPJqWgleho82V7orzOw7ZSO5+sLsCoVXPpyBy6JJlINLWvVMBwOExRrZuF2ytYuruSnqkWLhiSSVa8AZ1GCiOSzoMUR+hYk0o4HCYcBqUsPSlp53SkcdmYcDjcZBc8WptE0hZp6XFp2/Q9V763ld2KLtw/0UKWpY2GpUvaD+5aWPM2eGpg3O8h7+RmTw+GwnyzoZhP1xSRbNZy33n9mNw/vU1/R3fU+bI90ZHm8VAoLJ8jJJ0WueroYCgUCvmFJpG0YaItnjrKgkoiORYK1v7I9Nn72K3I4Z5xJimMSI4PhnhROSO5Nyx6HH5+osEUOwoqpYLzh2Tx+LRBpMfpuendNVz60nJW7685cX2WtDs60jwunyMknRm58pBIJBKJRNJqhEMhPv34Xc75sBqbwsr9E0x0S2j7qQySdoRaB4MuhYHTRTWwT2+ALV+KimAxSLPq+dPkPvzlrD6U1nm4+IWlzHx1OYt2VBAKdfqga4lEIumQyNWHRCKRSCSSE04oFGbhsuU8PX8r6z1pjDeXcM24Lph0cmkiaQEUCsgaBsk9Yed8+PUV2PgR9J4CPU4Xxq1RGJITz6DsOFburebL9cVc9fpKchONXDwsmymDMuiRKquBSSQSSUdBeo4gczUlkraIHJcSSdvjWMdljcPLuq3bWLJ+G9/uC1MSsNBTVcolvVQM6NG8WaZEclxxVML+n6F4nYggSe4FWcMhtS8k9RBVUQ4hHA6zvczOT9vKWbWvBrc/SE6CgfE9khmWm0D/LCvdU8zoT7CBpZwvJRKJ5PggxRHAZrMRHx9PQUGBnFQkkhbGYrEcUW6uHJcSyYnjeI/L0jov//5hD3sqXVQ7fdS4A03OSaeK8XGV5KVYQCGzfCWtRNCPyl6I0lYYPc1GrSWsMRJWG0R6jkoLSjUeUzablL3ZWOKg3B49PcekVZFg1GDRqzFrVRi0Kvqlm7luXA469eH/zcv5UiJpexzpuJS0T6Q4AhQWFpKTk9Pa3ZBIOgVHurMlx6VEcuI43uPSPORskibfejy6JpF0OEre+SO+4m2HPU/OlxJJ20NGaHVspDgChEIhiouL270SWFdXR05OToffOegsnxM65mc90nF2tOOyvf2uZH9bFtnfo6OlxuWx0tq/l5ZAfqb2QVv4TG11XLYUbeF3fiLpbJ8XOsZnbu/jTNI80vUMUCqVZGdnt3Y3jhtWq7XdfuEcDZ3lc0Ln+qwH+a3jsr39rmR/WxbZ3+NLa82Xbf338luQn6l90B4+k1zHtm862+eFzvmZJe0DmeQrkUgkEolEIpFIJBKJpFMjxRGJRCKRSCQSiUQikUgknRopjnQgdDod//jHP9DpdK3dlRals3xO6Fyf9Vhpb78r2d+WRfa3Y9ARfy/yM7UPOuJnaut0tt95Z/u80Dk/s6R9IQ1ZJRKJRCKRSCQSiUQikXRqZOSIRCKRSCQSiUQikUgkkk6NFEckEolEIpFIJBKJRCKRdGqkOCKRSCQSiUQikUgkEomkUyPFEYlEIpFIJBKJRCKRSCSdGimOAOFwmLq6OqQ3rUTSdpDjUiJpe8hxKZG0PeS4lEgkkuODFEcAu91OXFwcdru9tbsikUgOIMelRNL2kONSIml7yHEpkUgkxwcpjkgkEolEIpFIJBKJRCLp1EhxRCKRSCQSiUQikUgkEkmnRoojEolEIpFIJBKJRCKRSDo1rSqOLF68mPPOO4/MzEwUCgWff/55xPFwOMx9991HRkYGBoOBSZMmsXPnzohzqqurmTlzJlarlfj4eK677jocDscJ/BQSiUQikUgkEolEIpFI2jOtKo44nU4GDx7Mc889F/X4448/zjPPPMOLL77IihUrMJlMTJ48GY/HU3/OzJkz2bx5M/Pnz+frr79m8eLF3HjjjSfqI0gkEolEIpFIJBKJRCJp5yjCbaTul0KhYM6cOUydOhUQUSOZmZncfffd/PGPfwTAZrORlpbGm2++yYwZM9i6dSv9+vXj119/ZcSIEQDMmzePc845h8LCQjIzM4/ovevq6oiLi8Nms2G1Wlvk87Uafjc4yqFsk/j/jMFgTgV9XGv3TCJplg49LlsbrwOc5VCyQbzOGASmVNCZW7dfkjZPux6X9lKozYfqPZDQFeK7gDWjtXslkRwz7XpcSiQSSRtC3dodiMXevXspLS1l0qRJ9W1xcXGMHj2aZcuWMWPGDJYtW0Z8fHy9MAIwadIklEolK1as4MILL4x6b6/Xi9frrX9dV1fXch+kNfE6YMd38PlNEPQ1tI/+HUz8M5iSW69vEskhdJpx2dq4a2HtezD/XtAeEEN8Djj9HzDsKjAmtGr3JG2LDjMua/bBuxdD1a6GtoSucMVnkNS9tXolkfwmOsy4lEgkkjZGmzVkLS0tBSAtLS2iPS0trf5YaWkpqampEcfVajWJiYn150TjkUceIS4urv4nJyfnOPe+jWArgM+uixRGFErxYysSwsn+pWArhFCw9fopkdCJxmVrU7Ed9i+BGe/B2Y+KnxmzoWgVVGxt7d5J2hgdYlw6q+CTayKFEaUK+p4HtQWwfS7kL5dzoaTd0CHGpUQikbRB2qw40pLcc8892Gy2+p+CgoLW7tLxJxyGNe+I/zbm3KfAVQUvT4TZl8AbZ8OLE6BgJQQDrdJViQQ6ybhsbXxOKFkLuWPgo6vg81vEz0dXQuZQKNkoIs4kkgN0iHHpqoSiNZFt5z0DdcXwzgXw/gx4fTK8dBIUrZZzoaTN0yHGpUQikbRB2mxaTXp6OgBlZWVkZDTkBJeVlTFkyJD6c8rLyyOuCwQCVFdX118fDZ1Oh06nO/6dbksE/VC9O7ItdyzYS2DDR5Ht7hp4ZyrcukKEGUsAKLd7qHL4sHv8pFj0JJm0WA2a43Jvu8dPlcNHud2DSacm2awjzao/Lvdur3SKcXkcqXX5qHL4qHJ6iTNoSDJr8fhDlNd5USgg1aIjxapDq1I1XBTwiTE++9LImwV98OODIoIk4JXeI5J6OsS49B0i+HU7RfiObPo0st1VLebCm5dBQpcT1bsWxRcIUm73Nvpe0JNq1aFRHZ+9sbI6D5UOL05vgFSLniSzFov++MyTkth0iHHZWanYDtV7IWcUGBNbuzcSieQQ2qw4kpeXR3p6Oj/++GO9GFJXV8eKFSu4+eabARg7diy1tbWsXr2a4cOHA/DTTz8RCoUYPXp0a3W9baDWQvdTYce8hrYhl8NP/4x+fsADexbC8KtPRO/aPLvLHdzw9ir2VDoBUCjgvEGZ3DulL6nHKGJU2D088d0OPlpdUB/Yk5to5JUrR9A73XKsXZd0Akptbv42ZyM/basAYPrwbAZmxfHovG24fCItwKRV8di0QZzaOxWT7sBXvVINa9+NfeM1b0PXCS3dfYnkxGJIFGk0B1NmBl0C398b/VyfE/I7hjhi9/j5fnMZ936+CbdffHaLTs2/pw9iYq8UjNrfvgQMh8NsL7Vz/durKKxxA6BUwGWjcrljUi9SLPLBXSKJIBSC7+6BFS+K14YEuORtyJvYuv2SSCQRtGpajcPhYN26daxbtw4QJqzr1q0jPz8fhULBHXfcwb/+9S++/PJLNm7cyJVXXklmZmZ9RZu+ffty1llnccMNN7By5Up++eUXbrvtNmbMmHHElWo6NL3OFl++B9HHico1sajY3vJ9ageU2tzMem1FvTACIjvpy/XFvLhoN97Ab89J9weDvLt8Px+uKojIeMqvdjHz1eUU17qPpeuSToDD6+ehb7fVCyMWnZpJ/dK478vN9cIIgNMX5Pb317KvquHfMSG/qNYRi9p8EXUmkXQkzKkw9KqG1xqTiBKJReXOlu/TCWB3uZO7P15fL4wA2L0Bbn5vDflVrmO6d3Gth8teWV4vjACEwvDeinw+/DWfYDB0TPeXSDocS/4DK16CkTfAhS9DfC58MFOYRUskkjZDq4ojq1atYujQoQwdOhSAu+66i6FDh3LfffcB8Oc//5nbb7+dG2+8kZEjR+JwOJg3bx56fcPO/XvvvUefPn04/fTTOeecc5gwYQIvv/xyq3yeNkd8LlwzD7JHidd1RZDUI/b5OWNOTL/aOPurXBTbPFGPzV6ZT3mdN+qxI6G8zsdrS/ZFPVbp8LGzzP6b7y3pHFTafXyzobj+9ZRBGXy6ujDqueEwvLJ4D56DD0daM2QNj33zzGENFWwkko6C1gSn/hXG3wkaIzgrRBnfWGSPiH2sneD0BvjfgugiTzgMry3Ziy/w2wWMrSV11LiiC6kv/7yHMvtvnyclkg5HxXZY+BgMnA79LgBrJpzyN/F99NWdrd07iUTSiFZNqznllFMIH2oY2giFQsGDDz7Igw8+GPOcxMREZs+e3RLda/8oFJDaBy7/ENzVokqNNUuYLx6KORWym3lo6iAEgyHK7F5qXT7UKiWJJi3J5sjw3/ya2DtqHn+o4UEzGs4KURkh6BNRO5YMUDUMM28giMMb2+xvd6WTk3sf+eeRdD6cvgChRl+b6XF61ubXxjx/V4UDt8eD3lEBnjqxa6Wzwq+viBSCgyjVMO520DRNGyuzeahx+QgDCUYNaVY9CoXi+H0oiaSlMafBqffAyGshFBCRlJ/d0PQ8SwakDzzx/TtG3L4AFQ4fdrcfo1aFTqNib6Pox0PZWe7A7Q+iVR/YI/M6wFkOXjvoLGBKbdZ7aGd5bCG/zh04JuFFIulwLHwEjEkw+LKGNq0JRlwjju1dLNNrJJI2Qpv1HJEcR4yJDaZPhgTh0v/DP4QRK0DWMLjwJYjLbr0+ngDq3H7mbynjn99sofbAjlevNDNPzxhKn3RL/cNeXpIp5j1MWhVGrarpgXAYKrbBp9dD2SbRpo+HM/8Jfc8HQ7xo0qiIM2iwuaPvuPVOk54jkuax6NSolQoCBxSSwho3PVLNbI8RddQv3Ypx59fwzW1CtFMooPsZcOls+GgWeOvELvoFzzUxZPYFgqwrqOWuj9bXh8+nW/U8Pm0QI/MSMWiijAWJpK2i1omIShDfz1P+Cz8+AB6baMseBRe+0O7mwkq7lxcX7+btpfvxHUhnuXdKX/qkW9ldEV0gGZBpxaA5IIzYS2D+/bDpY+HLolRB/4vhjAfBmhH1+r4Z1pj9STJp0Wk6ZTFEiaQplTth8+cw9lZQHWJWnDtORHT/8owURySSNoIURzoqoZBY8HhsYkFoTBIP6IYEGHIF9Dgd3LWg0opjpqTW7nGLs76wlrs/Xh/RtqPMwaUvL+Pb208iO9EIQE6ikbxkU9Rdt+sm5JFqjWI0ZysQZZEPCk4Anlr48naxY9lrMgBpFh23ntKdh+dua3KLzDg93VNiCzOSTkDAC/ZSEdGhNYrdW60x4pRks47pw7N5/1dRuvHbjSU8e9lQ5m4qiYgoAVApFVw3MhHdu78XwggIIW/X9yKa7IYFot14IMrpEAqq3cx8dQX+YMONS+s8XP3GSr79/Un0aeYBSSJpU/hdwnPL5xI7tpY0GHYV9DxTfFer9WIubGfVI3yBEK8u2cOrP++NaH/qh508d/kwvt1UwqEBumqlgqvGdUWrVok1wtx7YMuchhNCQdj4kTBqP//ZenG/Mb3TLKRZdZRFSTO9/fSepFk6d/U1iaSe1W+C3grdT296TKGA3lNg6TOigk1i3gnvnkQiiURK+x0Rdy1s+gRePhleGAvPDoMPrxClCwFUKrEzlj4AUnp1CmGk2unl0SiCBIgQ4J93Vta/TrPqeevaUQzNia9v06gUXDO+K1eO64pGFWW3fN8vkcJIY374h0i3AVQqJRcPz+bmU7qjbVRKcUCWlfduGEN6nOHoP5ykY+Aoh4WPwvOjxbj93wiY+2eoK4k4zahTc+cZvZg2PBuVUoHLF+ST1YX895IhJJu19eelmHW8fuUwuqx8QDzkHErRKgi4Ia1fVGHEFwjy1rJ9EcLIQUJheGHRbtz+2CliEkmbwV4C8/4mxtQLY8UY++khcFdBfI5Io0nu2e6EERCldN9cuq9Ju8Mb4JPVBbwwcxhJpobvhVSLjjevGUnugc0AnBWw9fPoN9/6Jbgqox7KiDfw/g1j6NdIINWplfz+tB6cNygDpVKm3UkkBLyw7j0hjBwaNXKQvJOEYLvuvRPbN4lEEhUZOdIRKVjeNJd638/w5rlw3XyIy2qdfrUiXn+IHc2Yna7YV81lo0W4dY3TB+EwT106BE8ghDcQJN6gIdmii136MH957Dcv3yomyAMkmXX8/rQeXD4ql1qXD71WRaJRS5JZlj7stPjcsORJWP58Q1vQD2vfAWclTH1BRHccINWq5/7z+nH7aT2wuf2YdWqSzVpG502g2uVDEQ6ToAuRGixDteXj2O9bkx/TX8HtD7Gh0Bbz0k1FNpzeIAaNnEYkbRh3LXz7Z/GgfxC/W+zU+t1wxgPiwaSd4vQF8Pib+nt0TzExrEsCXZNMfHLTWBzeACqlgiSTllR9AIWjQESNuWtpElrSmFiiP9Atxcw7142iyunD6w8Sb9SSYtGhl+l2Eolg149iDEWLGjmIWg+5Y2DTp3Dq30U0iUQiaTXkqraj4SiH7/8v+rG6IihZ3ynFEbVKQXaCMaZBXd90C4FgiB1lDv7++cZ6g8tB2XE8cuFAMuMNqFVRAq18TuFC3tzvND4XlJE7BgatmpxENTmJxhgXSToVzjL49dXox3bMFbu7jcQRALNeg1kf+e/KaoCMcBnMuwd2zINL3xVGzOEY5oiW9Jhd0muUdE0ysq6gNurx3ERjg2eBRNJWcVZECiONWf2G8AFox6HsRo0KlVJBsFFO3VkD0jlnQDpP/7iTB77agkIBJ/dM4Z9TB5AWKoc5f4Pt34rvhSs+a/4NdM37YCWZdVLYl0hisfkz4emV0Ex1LICuE2HXD1CyDjKHnpCuSSSS6MiVbUcj4IHKHbGP7//liG5jc/vIr3ZRUO3C7hHmoWV1HvZXOSmudeMPti8n+hSLnt+f3jPqMa1KyeT+6RTWuLn4haURlT82FNq4+MWlFMSqYFOxDV49DTKHCG+XxqT2pfysl9h/8bcUBa34As1UuZF0WEKhMKU2N/urnJTY3BEPMfV4bA2eIACJ3ag84xn2T5tL0cVf4jnS9BVbkYgQO/jgs/sn6Hte9HMT8sCaidsXoKjGxf4qJ1WOhggnnVrFDSd1i/lWt57aA5MuRpiwRNJWOJDSGJVQQPiNHAH+YJDiWjGOy+sa0tTKI+bFE/8dn2TWcf7ghrS4JJOWi4Zm8YcP19WbsYbDsHBHBZXFe+Gt82Db1w2CadFqsWsNhLNGUnruO+yfNpeSqR8THH0LGFNO+GeSSDoEAa+Yi7tOOPy5GYOFELnt25bvl0QiaRYZOdLRUKqFqZyrKvrxpO7NXh4IhthV4eD+LzezfE81CgU8PHUABq2aJ77fTmGNG7NOzVXjunDl2K6kWduP6drEnsncdHI3Xl68p9640mpQ8+IVw0mz6nhy/g7cUcr0evwh3lq6j7+d01cY2B3EXQs/3C9WnkueEhV/vr4T3DXUjbidlWkz+NfCCvZVbcCgUXHZqBxunNid9Lj28zuTHBvVTi9zN5by1A87qXB4iTdquGliNy4enkOKpZGYpmkI63cOuIL1PW/lHz9WsLO8Bp1ayUVDfdx+upvM+MN40hSvEebAB1n7Lkx/A1zVIrXuIIndYOYnFIXiefrLzXy+thhfMETvNAsPXNCfQdlxGLVquiSbeOrSIfz1sw31ofs6tZJ7p/Sll6ysJGkP6OOaP645fEpNWZ2HN3/Zx9vL9uH0BclOMPD0pUMorfPwyNxtFNa4MWlVzBrbhWvG553QedGkU/OXs/pQ5fCxeGcl00dk8/ove5tkymTFG8h074Da/ZEHlj0H016jptbG984e/Pf7CsrqaogzaLhhwtVcGjIh5RGJ5Dewb4mILs4de/hzlSrIHCYiRU/7e8v3TSKRxESKIx0NcxqM+70wAT0UtQ66ndrs5QU1bi58bmm9SDA6L5E6T4B75myqP8fhDfDcgt3sKHPw+MWDSGhk9taWCYbDXDmmC5eMyKGo1o1BoyIj3kCaRYfdE2DpnhiCErB8TzUOb4DExuKIzwmFq8T/7/9FvD7n32BMYpm9G7/7YHP9qW5/kNd/2cemojqev2IYydHCkEMhcJSKSgEaPZjkkrQ94w0EeWfZfp78YWd9W63Lz6PztlNU6+YvZ/VpSIsxJYkyfrUFbOx1K5fP3tvoPiHe/7WItQV1vHXtqOYfvHb9FPk64IFProOT7oJxt+ELQkU4HktKNi5NMle+soLdFY7607eX2fn7nI18OLMHRn0YHUpO6pHI3D+cRJnNS4gwOQlG6SsgaT+YUiClt0h/PJTccWBKbvbyaqeXv366kQXby+vb0qx6NhTZeOCrLfVtTl+QFxftYVuJnf9eOphE04lLNVEqFDx84UAc3gBhiGrQ2i3FhLUkyq60pxbf+k/4MP4PPDp/T32zze3nifm7yK/x8n/n9sWib4EoMb/nwEZOWOyaH07IkkjaEzu+A3OqSKs5ErJHwc//FhGgnTD9XSJpK8i0mo6GUgVDLoMB0yLbdRaY+UmzX7i+QIjXl+yJiJ64ZEQOLy3eE/X8+VvKqLA3LePX1qh2evl0dSEXPb+UcY8t4MrXV1Lt8NEtxUTWAS8RnUbZbOnBVIsOrfqQ4aJUi4nvICXr4NPrKaup45/fRf+drdxXTXGtu+kBR5nYwXvpJHhqgAh93jkf3LENMSVtm/I6L88v3B312Hsr8ql0NkqjMSTABc9RNf4+HlgQvTrEtlI7exoJGVGJltfsd8FP/4IvbmOZO5uT36umVpXI9tK6CGEE4LZxKXxwqp3kTy+GpwageeVk1CtfpCB/Pz9tLyMvyUROolEKI5L2gzkVZswWaWSNSe0LF7542Ao1ZXXeCGEE4LJROTy/IPrYXrijImp525ag2ukTc9sLS5nw+AJueHsV3kAwMirtADa3H48pO+p9yvvM4plF+6Me+3h1AZUOX9Rjx0RtPsz9Czw7VMx5n1wLZZshKCtgSToIO+ZB1ogjN1jNGgYoYM+CFu2WRCJpHimOdETMaSKC4daVMO0NmPU53LxM7JKpYkd52Ny+iJK2AHqNimpn7IVRcxVg2gIef5B3l+dz98frKawRokRhjZs/fLiOd5btx+0TCzGjVs2NE6P7K6SYdfz17D7Y3QHK6zyED8YrW9Jg/B1NznfqM+rf6yAKBUzokczDFw4gGArj8DRaALqqYd7fYf69ojIJiAo3700TBl3NVRKQtFlqXD68gejePKEwEb4FAMTn4up6OltLYo+pJTtjRzcBwl9EEf1r3Tb0Jt7Z4OT/zumHXq2kzObh39MG8cT0QZw/OJOxeQlcm7KDlC+vEF46AM4K4n6+n5E7nyRR6ebKN1ZSaotSFlgiacsk9YBr54pqbRe/DjcsgFlfHN4kEdhaUtekzaBRU+GILYBEu+Z44/YFeHvZvoi5raDGzT++2MzV47pGnKtRKchNMKLue7bYQDkEW9iEyxfdLyUchpJaFy5fgBKbm1Kb+9j9s2yFwhtpzZvClyEcFnPdK6dBdfSNBYmkXVG9V6SwZQ4/8mt0FlFSfM/CFuuWRCI5PFIc6agYE0Uo8YCLoPupEJ8DquazqLQqZZNQYLVS0azo3dZTairsXv73066ox55bsDtiR6x3uoW7zugZ8XnPGZjOk5cO5oGvtnDKEwu56IWlvLt8f0PETJ8pMPCSiPtqFEHUyoabGLUqXpg5nH6ZVp6cv5PLXlnOnR+tZXupXSwyHeWwKUa51e/uAXvJb/vwklblcNEV0cpCq9RajNrY16XGHSZU35oJl7wDqsgQeG+PcyjIOZ+rx3djS4mNfVVOVufX8uBXW3jgyy2oVQqevyCTxCX3R72tYevHnJ2nZHe5gy3FMppJ0g6xZEDOKBh4sdihtaQd0WVJUeY4tUqBspl5MfEEzIuVDl/U6JX1hTbiDBrOH5wJQEacnlevHIFRp+YfC2uoPveNJpskOkNs35WeqWaSzHrunbOJ0/+ziMlP/cy/vxOpgb+ZfUuaep+ASANc/G+RoiqRtGf2LACFCtIHHN116YNg9wK5KSaRtCLSc0RST5xRy00nd+PGd1bXt/26r4YJPZKbRJQAWPVquiYf3syuNalyePHFqKzjC4aodHjry+nGG7VcMz6P8wZnsnpfDSa9GqNWzazXV9bPU4U1buasLaS32U1ctgWtKQnOfkx4OuSvAJ2ZpKwenDu4iM/XFgNw75S+vLBwF+sLGx4q528pZ/GOSr6+fQI9yzc36Vs9jjJRTcGaeVx+H5ITR5JJS98MS9RIkKx4AylRfGeSzVpmjs7llZ/3NjmmUio4uecBHxpnFQS9oDWD3tpwksYAPSbBbasJF68h5KrBnzGcwkA8IVUc1764jBdnDee22Wspb5QS99maIm4f4Cehmcoe+prtJJuTmbu5lNP6HtmDpUTS3umeasasU+PwNkT7Ld9TxSm9U/lpW3mT801aFT1SzS3er+bmtr98upF5fziJW0/tjj8Y5sa3V9EnzchFvfXs1vTEfcVidOUbSVDYUeWOIlGfxuDssog5CkTEyf3n92f6S0upcx/8/EFe+Xkv320u44MbxxzeJPpQAj7Y8nns47t/ENW7tG17bSGRNMuehZDc6+j/HWcMgU2fiOjhtH4t0TOJRHIYZOSIJIJhXRKYMTKn/vWHv+Zz/YQ8cg8ICAcxaFS8fvVI0qLkNrclmviEHILukOMWvYa8ZDPTRuQwoksCD3y5uV4Y0WuUfHh5V17ru45RCy5H++op8M3d4K4Wk+CIq2HgNIzxqfxpch96p5tJMmnRaVRNFp0gjDaf+mEnocOZ0Kna9u9YEp0ks47/XTasSf5/nEHDK1eOIC1K1SKtWsV1E7oxNDc+ol2lVPC/y4eSrXfB1q/gnanCn+aTa6B4LfgalZrW6CGhC4r+F6IaeS367MGkpmXyn/k7GNYlnlX7qiOEkYMEFM0bLoZ18XgCwaiijkTSUUm36nn96pHoNQ1zxUe/FnD9hDzyDtkc0GuUvH7NSNJPQLWaiMpphxAMhQmEwvRKs7Cx0MZrF2XydMb3nLtiJiO/v4i4ze/gSBnCZ4ozCKT0JzHeylMzhjTp9/mDMpm3uaSRMNJAfrWLpbsPk+YXDaUKDEmxj+vjxY67RNJeCYdh72IRBXK0pPYRY2T/L8e/XxKJ5IiQkSOSCJIP+GtcPa4ri3ZUoFYqyE0yMvuG0eyrdLI2v5YuSUaG5iaQEadHrWrb+lqSWUdOooGC6qYhwNkJBpIOPuh5HSKUV2sUeZ9AnSfAnkoR3qtUwHsz8hiy8m5U+5c03GT9e7D1c7hhIaT0qm/Oijfw9rWjqXH6eGd5ZPiw1aBmxuBEeiUo2VcXIpjYA6XWFD2UOG+iKM0saZd0TzXzxa3j2VpSx5biOnqmmRmYFU9mfOyHp/Q4PS/PGk5+tZvlu6tIMmsZ2z2JDL0f9S//haVPN5y86wfYuwiu/Q5MqaBUgrWp6bLDG+DnnRX8bmL3qFFgAAsLgnTrMiHy3/dBtGZsxhzq3PuYOkS66Es6D2qVkmG58cy/82RW59dQUOViWJcEeqSa+eCGMeyucLB6fw05iUaGd0kg3Xpi5sUks5bsBEMTfyutSsnVo9PpqnNgd8DIJDc9vr08wsvDvOo5zDvmwAVzqHX7STbryEs2M+eWcWwrs7Op0Eb3FBP9Mq1c/sqKmH1YubeKC3ob0BAUlWbURyCcKlUw8jpY927042NuiTQ6l0jaGxXbwF0D6QOP/lq1HpJ6wf6lMOqG4983iURyWKQ4ImlCvFFLvFFLnwxrRHt2gpEJPdtXedk0q54XrxjOjJeWY28UFm3RqXlp1nDSdH4o3ASLH4eKHcIM6+Q/Q3If1EolCgXkJZl46MIB9PBtjP7g6HPCT/+EqS+Azhzx3mlWfUT++cyhSdw2KETymv+g2b+NYEI38PwDLn0PZl8CwUbmt9ZMOPcpMMS3wG9GcqLIjDeQGW/g9KNIRUmx6Emx6BneJaGhsWo3LHsm8sT0gXDGg7D6Ldj3s9h1HXm9ENXiGyLAFAoR7eUNBDHpou/KPr+8ivNmPU76ZxdH+tyotNRc8BY7XGY+u2Uc6c0IOxJJR0StUpKTaKxPwWxMWpyecT2aLwfcEqRZ9bx0xXBmvNwwt43IsfD05AQytryG8t1FMPHvpDmqo5uc1hWTsvcLwpl31DdlxBvIiDdwam8hTlQ6vBh1TZeJaqWC5y/IZoxqK5rZd4jUzx5nwJibIL6rEGmbIyEPJv4FFj8W2d7tlAOm0kdY3UMiaYvs/0WIgCl9ftv1af3FfB4Oy7EgkbQCUhyRRBLwgs8h1OsOkvPbN93Kt3ecxK97q9lYZKP//7N3luFRXV0bvsdnMpmJuxHcLbgWK9LiXig1St37Vt6v8tbdBVpq0FJaWkpLoUULFHd3CBB3T8Znvh+bGJmEBBIg4dzXNRfJ2Uf2hNmzz1l7recJ9aJ7tC9hRhUcXQqL7yzdOfsMnFwFk3/AN/wGBrcK5NYejVi4I553PP6o/CLH/xJ10pqKteY3tw/lk39O0S3Km8cbJ+D3810lbYrsMxC7Fqb+DA9sF5kAmbHQqDeEdpa87q9H7GYRcFPpQFXmYSz1cHmRNq0XDH4JFs0ASxldkz/uhxY3wYi3wSscrEX4qWxM6RrBqqOp3Ne/CdtisypcNrvIxjFLAMEz12BP2I0tdhMmQzRZIX15+d9c/j19iAEtAnlnQnuQ4iMS1wPmXHA6RNDxYg/8V4FWIUb+fqQv285kcTajgPtbW/CYPwRsIptEl32ySltQ/Ykl0PNOwP2ih7+nhtt7NeK53w+V2/7qjcH0O/0u2hNl5sQdX8D+H2HmWiEGXxUePtDzfmgzRuiPWAtFUMS3sZQ1IlH/ObsZ/JqJEtdLIaiN0B3JPiPGhISExBWlRsERp9PJhg0b2LhxI+fOnaOoqIiAgAA6derE4MGDiYiIuPhJJK5NHFbIPgfbv4D47WLVufejQkujnmcuyOUyInw8iPDxYFzn8NKGnHhY/tgFOytg2JtQlIXhz5n8b/AHvPNvAtlFVhyGKoTnqkgnDvHS8tTQFnTxLcJvxTT3O/16hwiOdJtVg3cm0aCwmcXN0NbPIXkf+DWB3o8IG1KNoeJnrMMU2D6nfGCkmOPLxbEFabDxA9R58dw17Gs2nFDgdMGgVoGsPVpeTHJI60DahBkp0ih570xTTqQFk3XGyuEVcSX7rDuexpmMQvyvca0hCYnLIj8V4raK8WU3Q7uJ0HoUeF1b9zhyuYxwXw8m+HqINP6fppcERvAMFAGHuK2Vn0CpxYm8SvG5Ia2DWH4gia3nA6p6tYK+ASa0690sFljyYc3/YNyXJeWplaLzFi9JdFKioRG3FSJ7Xvrx/ueDi/E7peCIhMRVoFrBEZPJxHvvvcfs2bPJysqiY8eOhIaGotPpOHXqFL///jt33303N954Iy+88AI9evSo635L1DZJ++G7EaVlHSkH4NhyGPYWdL61wWSRlKMoQ6wMlmXgCxC7AY4tA0De7h7WHLVhdzrJ6jkGj12fuz9Xx1tB7z612qhTMa1LCLqc4+IG1h22IshPAe/IS303EvUZlwvitsGCcWKlGsQYPLwExn4BbcaKFF2lRmR3AUT2gh1zKz/n0aWi9lljhPCuhG59iR8Gz+CQXM6EmHCmdYtk5eEUXMCEmAgaB+jx99SQnGvih21xWOzunTCW7E2ka7Rv7b5/CYlrhfxU+OMBOLW6dFvSXtg2G+7469r9jjbnQnHZp0wGoz6l4OxurO3uxPfMBreH5LS9A5nMQAVJcKdDzEkKDUFGLR9P7cTJ1AIW70mgVYiR4KTvK+/HiRVgyrl4cERCoiGSEy/KUgMvI+inNYpAbMIO6DC59vomISFRLaoVHGnevDk9e/Zk7ty5DBkyBJWqoqvBuXPn+PHHH5kyZQr/93//x913S0JC9YaCNJGKX1bvophV/wcthjXM4MiFtZxaL/BpBGteLN3FWohCrqHA4mRZnILpMffhuXt2+eN8oqHXg+6zR3IT4dRavA79Av2fvkh/rr20bYkrRH4y/HFfaWCkLMseg6he4BkEo2fDb3eJYIrLKT4zLvdBDBRqGPIKbP5QlOQEtyVYLyP42Psw6EXQebu15JUh3HEqQ3URBygJiXpN2pHygZFicuNh59cw8DlQVO3sdHWQiTnN5YImA4VQs1PF6YgpeDYegjq2/Huyh/finHc3IsqW6jns4n3u+1HoJvg0gu73EuAbTUBT/1JtlX+quHWUycWXiITE9Uj8eQHjS9UbKca/hVgwkZCQuOJU6y531apVLFq0iBEjRrgNjABERUXx7LPPcvLkSQYOHFirnZSoY4qyIOOE+zanXfitN0Q8Aspne0R0g9Nry+3ie3Ix49t6A/Dm+lR+1k4kccKf2NpOhuZDsY3+Am5fXk78soScePjuJvjzofM160owBFfcTx8AnWZcuyuSEnVPURbkJblvsxVBboKoX24xFO7bCt3vE/u3Gl35OZsNgbk3wIGfxYPO9i/g52nQdLDImiqL0wkOGwA+ejXjOlWudVNVm4REvcbpgN3fVd5+4KeKY+daQecjRFFBBEeO/onnqWVk5FtZ3ex5Ukb/jLPlaGh5E6k3f8+/Hd7iaKEeX32ZoH7qIZjdSwiUn9sM+xYIy/Ajf5SW6xRmQKO+lfejzXjw8Ae7m8UWCYmGTvx24Rh3ueXogS1FoNZSUCvdkpCQqD7VCo60atWq2idUqVQ0adLkkjskcQ1S2cp0fccQAmPnCp2RSlCf+JO72gnLRIBX1qYw7BcTT1hnsajx6xS2GOdeNNVhEyUP2WfE752mwd9Pw42viSAJiNXH4W/Bja+ANQ+WPwknV4vyGgkJd6g9IbAVDH1d2PwN+K97AcMud8Hpf0pLcIqxmWDtS1C8WFyUDYl74M+HYdGtsP9nNIXJ3H9DE0K8KorJTeoSToRvFdo7EhL1Ghelg8Nds6vK5quK1ii+F3RlHa5O0VmTwPx9eYz8S8nTskd4Sv44Y1fr+WBbLjc0LyPEWpguMkhtRRXPvexRKEgVP2efFSKvnWdU3K/FCOj3BGz5RHyf/PMaZJ6SAiUS1w/xO4RW3+Xi31zceyfvv/xzSUhI1Igau9Xs2LGDrVu3kpIiHuCCg4Pp2bMn3bp1q/XOSVwhdL7CwjbjZMU2ufLyaievZeRyUa5w31bY8RVkn4aWI2HP/NJ9nHbC/pzMolHf8U96EEuP5qHXKJjQJYrWoUa8PdTuz12YAfsXiJ89g0R5TfI+2L8Qpv4ER/+EJgNg30I4ubL0uKN/QFQfmPCVCN5IXB94+Ir/77IWusWodMJ1pixyOcg14N8U7lgBB3+B2PVitarNePAOh2+Gub9W+nFwWIQuwPbZsKGMnebxv8E7itDbl/Hrvb1YeyyVZQeSMWiU3NknmpbBhvIrzRISDQm5EmJuF5kS7mg/pVJtqWsCv6YwawMk7IJWo2DrpwT9fRcfD/uKvbZwfjhkweFy8cyNjenWNJhgrzKBzqJsUX7nDodNZJD6NBJz1q6vRHnRuLlw+DfxXdJ6jAjcftG3NCh7YoUo65v+G0T1viYdfyQkag2bSWRfda0FWQHvKOEambhLuBdKSEhcMaodHElLS2P8+PFs3ryZyMhIgoJErXpqaiqPPfYYvXv3ZvHixQQGSjZs9Q5DIIz+DL67uaLuyJCXwdO9zV+DQKUVtoPDXhcTm90sxC8PLyndJz+F0GW3Mn3WBsZ0a4FCATrVxYaOS9Rvg8hMcYqSBU6tEbXgHW8RN5xlAyPFnNsEp9dDx6m18Q4l6gOGEBgzGxaMr6g7ctP7oK/ie1XnDTlxENJBWGKufwN6P1z19WRyUZZTNjBSTM45+Pc9woa/xa09ohjXKbyan3kJiQZAYBtRlnL6n/LbvcKh28xrVG/kPDIZ+EQJMcfwLiIIn3OOoD+nMcy3Mf0aD8fl2xh9yyagvyAD7GIZoufL7nCcD3z88yp4+IlsEe8oMIbC7/dWzFZzWIUb26wNkjW9RMMm+YAoRb+YlXV1kCtEsDNh1+WfS0JCokZUO4x///3343A4OHr0KGfPnmX79u1s376ds2fPcvToUZxOJw888EBd9lWiLgnpBPdtFun4QW2g+TC4cyV0nCZS+Rs6CpVIS/YMhOFvw5QfRVZJcDsY8H9w9z/gFYanVlm9h0Sdr1hJA5EN4Nu4VADWYRNimfsWVH789jlCh0Li+kAmg8gecO9mMeaC2oiV37vXiWwmVcUSlxJ0vhDUVnxmDi0WujZBbSoft96R4nNe2eo4wIGFUJSJTCar/mdeQqIhYAgSgcoJ30JEdwhuL4SN71xRf3Sh5HIRJLnjLxj6hgicevjh0SgGfccxQufqQnTeQlzcHTI5BLcVP7cv455RlAl7vxffPTJZ5bpJheniJSHRkEnYKe7tfBrVzvn8m4vMEQkJiStKte94V65cyb///kuLFhUjoi1atODjjz/mhhtuqM2+SVxJlGrxRTzsDSEApdI2TIea6uAZCC1vEqJzThtovEFRiS5JXpJIRY7dIERZmw0BQ6j4+/V5FI4tFUGOY8uh2z3iJhJArioVuLsQpZaMbv/hXKqTNceOodcoGNommGCjFoPuGl61lLg8VDqRln7T+yIDRKUDtcfFjytIg6YDyZJ9RpKxAytPW5AdUDF08lZCzy3BZ+OLQisBxEPOyI/Fiq+tsPJzOqwNV2tIQuJiGIKh7TiRQeJygNanfpaEeIVDj/uEHajDJuaind+IuaflTSKAUhwoMQTDqI/h+zEVs9f6P1OavebfHBrfIMr4akJx5skVJjHbxJ64bA4k5NAy2Ei3aF9CvXVVOnJJSFwSibtFtoe8lhYT/JuLsrWCNPfaYhISEnVCtUewRqMhLy+v0vb8/Hw0GqkWvd6j1Li3pL0e0Rqrbs+Jg/mjISu2dNtKBUz+UeiJ+EaLlf+d38DRpdDzQZj8A2z9FLLPiZvTYtu3MqSN/pHHt+rYFFva9u6qEzw1tAXTekTipatE50SiYaDSVp0pUpa8JFg4hYzOD/Pmudb8ujeupOnjfxOY2qU/T47+Eb/1T0NoZ+j3H/A7L5jd8mYhnOiOJoMu/vmXkGjoXK7jxLWATAbIhED4xndLt296X2SIjvxYZMsAhHeFezbCv++KFWtjmPjOCO0EmvOZaIYgGPuFKBHdNhusBeK7JLAVaAxgya/YB5Wu9BpXkBOp+Uz+YivZRaWBGb1awcJZPWgX5oVMJgVIJGqRxF1irNQW/s3Ev0l7ofnQ2juvhIRElVQ7ODJ58mRuu+02PvjgAwYNGoTRKG6c8/LyWLt2LY8//jhTp0oaCfUNq91BSp6FXWezSM0z06WRL1F+HgQaqvlwdr1iKYCVz5UPjIBYcVt0Kzy4S6zK+TSCQc9DzwdEDaneX2Sk2M1idX7Xt6WONoArvDvLUv3YFJtY4ZJvrzxOv+YBeIVJwREJhAPE1s/AlM0+VzN+3ZtQYZeFuxIZ1q4L/WeuFZlgZbPBfBtD4wHCeaIsSq3QGtJ61fEbkJC49sg32UjNt7DpVDp2h4s+Tf0J8tLiU5n4dn0gK7Z8YKSYEyvg5CrofKv4XaUTJXmjPgVrvvgucBcgMgRDp+kiuFKcWSNDuOUsfaji/oNfrlo3qQ7IyLdw/4I95QIjAIVWB3fP38UfD/Qh2I0jl4TEJVGYKRbM2k2++L7VRR8IGqNwlJOCIxISV4xqB0fef/99nE4nU6ZMwW63o1aLGwWr1YpSqeSuu+7i3XfdTL4S1yxWu4NtsVnMnLcLq6M0hb5tqJG5M7oQ4i1ZdlZKUQYc+9N9m8MKSXtEcASEnknZVbOyN5u3/wm7vhP6Iy4H6f1e45sllWuN/LQjjlfGtJVWvCREDf/ub8mLuZ+5e93Yb57nq01n6TK9M3r1BSVZnoEwdg4cWSpca8w50HgQ9P8P+Ep27BLXHzlFVuZvPcv7q8s7t03uGsFTQ1vg51kPsyodNtjxZeXtWz8VQY6ywusavXhdjAude1qPFgsC/7wKGSdEAHbgc2I1vbrZcLVEZqGFU2kFbttS8yyk55ul4IhE7ZG0V/xbnO1RG8hk4nxJe2rvnBISEhelRmU1s2fP5q233mLXrl2kpgrP++DgYGJiYkoySSSuDnaHk5Q8M8dS8knPs9Au3IsQL22VN3MpeZYKgRGAQ0l5rD8cx+RWauRJe4X+QXhX8YCv86nrt1I/cNiq1mQoyqzeebwi4IZnz1u/uXA6vcgzbax09/QCK06XC4UUHKn3WM2FkJ+KM3EvLks+isiuOPWBaI3Vc4dyOh3IrYXYVF7kmiqv588psmGzu8DdV4EhGLrdLR5qXA6RLXK9ag1JNCgunBPbhhkJ8dbhX8WcGJteWCEwAnAwIRtFfiIkn4a8RCGAXCxsfK3jtItgfmWYc8Q+tYHWC6L7Cbt6u1lknnj41s65a4jVXrVmksnmqLJdQqJGJO0RZWWGkNo9r19T4ZzlcpWK+ktISNQpNVYNMhqNDBw4sC76InGJ2OxOdsdlc+d3Oymylk74vZr48v6kTpWujuyJy64QGAG4paMvw+Q7kH/6aPmbpk4zYNALDdvat7poDGKFLPus+/bwrtU/l0IJxmAADBY7vZv68/ehFLe73tQ+BEV9FAaUKIelKB9OrETz573lhAqtbSZhGfIKGu/gi57DJNOiC+uKMWkTgxr35FiKm1p/YEirIAzaKr7qZbKrogcgIVFX2OxO9sRlc8cFc2KPxr58ONn9nGixO/hm85kK21uHePLNUDXe8waIQEIxIR1hygIhenoto9JBq9Fwaq379saDar+E7ioFRMrio1ejUyncBkEUchlBRilrRKIWSdojAhm1HcDwawoHfhauh8bQ2j23hISEW2r0lJWRkcHbb7/N2LFj6dmzJz179mTs2LG88847pKfXvk2bw+Hg+eefJzo6Gp1OR5MmTXjllVdwFTsvAC6XixdeeIGQkBB0Oh2DBw/m5MmKKz8NmZQ8M7d9s6PcTSDAltNZfPnvaax29ysk6XmWCttUChn3dVTjs/LBiqtJe+cLETYJseI+/C33bU0GCSG7S0CvUfLYkOZolBWHZoSvji5RUuZOQ0Cel4jmj5kVHBzUhxfhOra8WufIw0Ba7/+hil3D5FZqjLqKARAfDxVjO4ehUEgBNYnrh5Q8M7d9W3FO3BabxRcbTrvNKrDanaTlV5wTXx3oS/AfU8sHRgCS98GqF4T+1LVOk4Hu5ySVDvo+Vj1XrHpGoEHDY4Pdlzjc2btRlRlEEhI1JnGvCGTUNn5lRFklJCSuCNW+Y965cyfNmzfn448/xsvLi379+tGvXz+8vLz4+OOPadmyJbt21a4f91tvvcXs2bP59NNPOXr0KG+99RZvv/02n3xS6rDw9ttv8/HHHzNnzhy2b9+OXq9n6NChmM3mWu3LtczeuGwslaSQLtwRT3q+1W1bZzcP2r2b+uN/alHlF9v0vrAVk4Co3jDjD5FiDaD1FpaHYz6vWItdA6L99Cy5vzd9mopzaJRypnaNYOHdPQiVdGAaBK79P5fa616AdvvHmLOSLnoOjUrOd6f1pEz4nbB9H/H71HCGtfJDLhMroyPaBfPb/b2I8G14Dz4SElWxLz4Hs62SOXFnHGn5Fe8P9GolA1uUL5Px0qkIsSeCKdv9hY7+DoVVlKxcK3hHwB1/QYdpQgNLJoOmg2HmP+ATfbV7VyeolQomdongw8kdCfcR82aQUcNrY9pyb/8m6DW1ZLcqIZGXDAUppYGM2sTDT5SzJ+2r/XNLSEi4pdqzw0MPPcTEiROZM2dOBTFIl8vFvffey0MPPcTWrVtrrXNbtmxh9OjR3HTTTQA0atSIhQsXsmPHjpLrfvjhhzz33HOMHj0agPnz5xMUFMTvv//OlClTaq0v1zKJOaZK20w2B3anuEnMyLeQXmAhs8BCoEFLsFFDxwhv9sXnlOzvq1OgK4iv/GIFqbVXn1zf0Rig8Q1w6+9gN513owkSZTKXSmEGqsJ0Wluy+GxMYwpkrZApVPjq1WhVitrqucRVxOV0osw7W/kOBalC/+Mi+Oo1DGwbyZif9nJv1weIscMj/cOZ0bsJJpuTNqFGgr0qCabZLeI6uQkiSOMVDp5BV1w0UUKiLkiqZE7UqRTcP6AJ+WY7m06m46tXE2DQEGDQIpfLuKl9CHP+PU3OeYcTg1aJojDO7bkA4U5mrycLMT6N4OZ3YeB/xZjXGq9tR6rCDLEQU5AmFhs8A2us8eKjVzOmUxi9mvphtTtRKuQEGTSSoLlE7ZK8T/xbF5kjMpkQSJdEWSUkrhjVforbv38/3333ndtJRSaT8dhjj9GpUy36ewO9evXiyy+/5MSJEzRv3pz9+/ezadMm3n//fQDOnDlDSkoKgwcPLjnGy8uL7t27s3Xr1kqDIxaLBYulNH02Ly+vVvt9pekUWXmpRbiPDp1aQVxWEbPm7yqnS9CvuT8fT+3E3A2nWbQ7AYvdSb7FibXlINSVpfaHdQG1Z22/hfpNbWmw5CbAr3dB/DYAvACv4HYweQGoomrnGtcwDW1cVoZMLscSPRDt4d/ctjtCYlgfW0gnlfmidfFtQ714f2JHXlx6mP+tSUalkDGqQyiPD2leeWDEkg/HlsOyR8F2/iFSqYWb3odWI8VDk4TEeerjuOwU6V1hm0Yp55NbOvH1xjO8t+pEyfamgZ58NaMLjfz1hPvoWHxfL15ddoT1J9JJz7dAYOvKL+ThC5p6NB+qPMCrHmSS5SbAr3dC/PbSbcHtYfIPpS5wNSDQ0PCCvvVxXDZYkvaKQKO+jvT4/JoIzSBJlFVC4opQ7eBIcHAwO3bsoGXLlm7bd+zYQVBQ7Yr6PfPMM+Tl5dGyZUsUCgUOh4PXXnuNadOmAZCSIkQrL7xuUFBQSZs73njjDV566aVa7evVpLG/nuZBnpxIrVj7/N8RrZDLZNzz/a4Kgo3/nsjglWVHeGdCe+69oQl2pwudWoHaEQT/+ldMF5bJhSCr9PAEBelQlC6cfHR+IkCiMVz6+Uw5sPThksBICSkHYdEMmP5r3U281wgNbVxWhTy6n8jUKEgt3yCTkd7jWZ7/LYGhCTaeu7l1lRlDHholvZr6s3BWD+w2Gz7OTFTmTORFx0EeAJ7BFTOZMk/DknvKb7Ob4Y/7IbAlhMXU0ruUaAjUx3HZyE9Pi2BPjqeUzom3dI9k0c54tsaWdxI7lVbAXfN2sXBWdwINWpoEePLx1E7kFNlwuVx4KwsgshfEbal4oRv+W/vuFHWBwy7S/gvTxQOWPkDoZilUFz/2SmPKhj8eLB8YAUg5AL/cDtN+uayy1YZCfRyXDZakfeBbB2KsxUiirBISV5Rqa448+eSTzJo1i0ceeYSlS5eyfft2tm/fztKlS3nkkUe49957eeqpp2q1c4sWLWLBggX8+OOP7Nmzh3nz5vHuu+8yb968yzrvs88+S25ubskrPr6KMpJ6QKBRy7d3dOPm9iEo5OLLOcio4aMpHend1I+MAgtHk907Waw+kkp2oZUwHw+i/PRihcU7Eu74W1jyFePfTOhr+De/Em/p2ibzNHw/Gj7vCV8Nhk9j4O+nIT/14sdWRmE6nK7ETSB5X/2oa79MGtq4rAq1XxS2GctxNi7j/OXXhPQxP/PuXjnpBRZ+2Z0gVq6rgb/KRnDSGjRz+yKfOwDm3gCze8OJFWAtKt3RZoLNH1d+oo0fiICfhMR56uO4DDRq+eb2bowsMyf2axbAmqPuv6NPpxeQVkag3KBVEeHrQaSfHrVXEEz4GjrdCgq12EHvDzd/AG3GiXLKaxlrkRBSn9MHvrwB5g6A2b3gyB/XpphsYQbErnPflrRHzJUS9XJcNliS9orsjrqiuFxH0h2RkLgiVDtz5IEHHsDf358PPviAzz//HIdD1MQrFApiYmL47rvvmDRpUq127j//+Q/PPPNMSXlMu3btOHfuHG+88Qa33XYbwcHC7jI1NZWQkNLVm9TUVDp27FjpeTUaDRpNw1IqD/PW8db49rw2PBKdNQu5rRCFzoJMbuVIoXtB1mIKrG70Dfybw6TvwZQlNEY03mCoWb3vNYfVBIWpIktD5SFucGtqOZiXDD+MK2/h63LCvgWg84VBz4PyEj5bFvfBqxIqEwRsQDTEcVkVqsBmHO37McRkIXPaOVOg4P21uZxME//XFrsTU1Eh2M+Jz2pVmUNZp+HX28uLvJpzYNF0mLVBlAYoVCI4knWq6vPYTKDW18p7lKj/1NdxGeat483x7Xl9WBgaazYnrTKc7jWQAUgvqCIQaQyFEW9Dv/+ILCu1p8i8uFYCI5YCKEwDc54o8/HwB523aMs+Cz9NFfNUyf55sPguuHsdhHW+Gj2unIvNhRe6Bl2n1Ndx2eDISxZjry70Rorx8BeC/8n7oOWIuruOhIQEUIPgCMDkyZOZPHkyNpuNjAyxku3v749KVTepmUVFRcjl5ZNbFAoFzvMCo9HR0QQHB7N27dqSYEheXh7bt2/nvvvuq5M+Xcvozanw16NwcpXYIFdAt/sI6PBEpcco5DKM2ko+Bjrv0hus+k5BOmz5BLbPBsf5YFF4Nxj3JfjWQK0/+2z5wEhZdn0F3WeJzJuaovMWZUsu9w4LUhpxw8Ss8GTs9wfctunVCjyyj8LikRDUBiZ8CwEtKu5oLYJNH7p3v3G5YPNH0H4KhHcRQY+QjpC8332HQjpKgRGJBoO+KAGWzIL47Rgmr0GlkGFzuI+QhHpdRJdC5XFJehd1Tn4KrPmfSLsvnj+a3Qg3fyjmjW2fVz6vbHxPzIHX0pjXelc9F3r4XdHuSEhUSV2KsRYjk4nMFClzRELiilDtspqyqFQqQkJCCAkJqbPACMDIkSN57bXXWL58OWfPnmXJkiW8//77jB07FhBCsI8++iivvvoqS5cu5eDBg8yYMYPQ0FDGjBlTZ/26JinKhN/uhlOroc1YkfUx/hvoOAW/M0vp3di9Kv24TmH4ezbw1QeHDfbMgy0flQZGABJ2iCyQ/OTqnyvzdOVtNlP5EoaaoA+AdpVkXjUdLFYOJBocYT46mgW6F3Sc2T2AoENzxS+ph+G7EUKo8EJsRZB+tPKLZJ6GuK1wbovIaupxP8jdBETlCuj9MCCH7HNC7yYzFswXWcmVkLgWyU+GH8YLrYpuswjw9WVKjHt9kJhIL/zro2anpQDWvAT7F5YPJpxcJe4HCrMg7Ujlx2ccv/bK6DwDoO14923NbgSPhq29JVHPSN4PmjoUYy3Gt6ko35GQkKhzLik44o7Tp08zcODAi+9YAz755BMmTJjA/fffT6tWrXjyySe55557eOWVV0r2eeqpp3jooYeYNWsWXbt2paCggBUrVqDV1sc7ncugIA3ObYabPhBCj0tmwV9PQvI+fNb/l3f7qRjayq9EL0ohlzG5YyBPDo5Gr7kM69n6QH6KWD13R1YsZJ29+DkcVojfWbXoqsoD1JfoBKAxwJCXoOO00lRtmQxajYJRn9S8/EeiXhBo0PLtjE70bFzqOKVRyrmnRxDTA8+iOr60dOfCDEh0Y+en9oCAKhw1/JpAXgKsfUl8T/g0gum/gTGsdB9jKEz7VZSGbXwXPu8uNAo+7Qy/3+s+KCMhcS2TfU5890/8DvIS0WUf56GmGUyPCUR5XodEJoOBzX35ZJAWP2vi1e3vpVCYBgd/dt92bjM4LCLrrDICWl1bWSMg5sIbX4UOU8vMhXJoPRpGfgQelbvzSUhccYr1RuraRcaviRjveTVYzJOQkLgkZC6Xu1zsmrN//346d+5cokVSn8jLy8PLy4vc3FyMxnrqxBK7AXZ9LR5yts0W20I7Q+P+sOkDUOnIj7mfjKibKXTIMSjs+J/6BX2vWRcXkrKbhdio3SwCAJ5BoFTX/XuqLdKPw2fdSn/3iiCr57Pkh/XFIvfA6QIfgydBVaVVZ5wQApc3vw//vgfZZ8q3e4ULgT7vRiADqy6QNKsak9WBTq0g0KBFraxGLLK4dtySL+ra9QHXrTtQgxiXlVGQJrRvXE5I2EluYREZ/t0waYMwmuIJPDoP7aEfK5bK9HkcBr8IgM3hJC3PTJHVgRYrAVv+h/bQQpEpVYxMDlMXCpcHmwkeOyw+qy6XWFkvygKX47w9twzyk2DVcxVWqFxhMdgmLRTilBLXNfVmXO75AUyZwrY6fjtMmg+/3kFRhztIbz6FfIcKvcKJX/xKjLs+EUGUZjdW//wOmwi+2IqEFbY+ENSV2GfXFUn74Mv+AFj6PEVSqzspdCjQKSAgaR1G/3DQGeGLfu7LVO5aAxFdwWaGglRsTjlpLgNFDjlalZIAg6ZKt6w6RZoLa0S9GZcNjXdbQKM+EHN73V6nIA0W3wlTFkq6IxISdUy1UwY+/rgKhwMgMbEerro0JPT+IhW1rEVnQUqp/oXNhGHbexi2vVfarvWGfg9Vfd78FKFnsPvbUiG6ng9A15ngWU8EWlU6EdSxFWEP78XJ/p+QI/fm4xWn2Hpa2DqG++h4aVQbejT2q5hJY7fC9rkie+Sf12D0Z2IVvli3IbwbDHwOVj8PKQdJHzmfeUmFfLMjVTy4quRM7x7FrH6NCTReJKNJ4yleEg0Tu0U80Pz5kAjaAYR2xuuGZ/Ba96gYV/+8LG6E3BHYCoCMAgs/74xjzvpY8i121Ao5k2Lu4qEJUwlaPEZcx8MXBr8M+xaKwIh3VGk5jUwmAql2i8gwO71WBEyMYUJ0MqSjGPPnkSXuJjf1HAU2PdH+0udToh7gGw0W31JLWIUKXC489n5F1N6vKu7vWYPAX0E67P0BNr0vxE0VapH11/9pMF5Ba1+NJ8hkJM3YypIzSr746gB5JjsqhYxRHVrwbLMm+J/6FUZ/CqueF+W3IOb+QS+IOcwYCps/IiOwBz+mNeLL7UcosNjRKOVM6hLBgwObEnSxeauu3ps0F0pcy+SnivvsutQbKUYfAFovSZRVQuIKUO3gyKOPPkpISAhqtfuMAau1akcUiTpGHwA5ceIhqJi8JCFepvNx73bS80HwDK78nKYcWPFfOLy4dJu1ADa8JVZzBj0vgg7XOp5B0OVO2D6HuP7vEmf15Lnf95WzSU3INnHXvF38ck9PukaXKWFxOMTkl7hT/J6fLAJQvR6CG54Bhx18G8PXQ8BWRFHnu/kkNpj5u5JKTmG2Oflq0xmyCq28NLoNBu3FdXpSz2cEqBQy/D2v4uqdRO2SFQvzbiqf3ZG0B369U6xsb3wPutwF69+oeKzGABHdsdgdzNtylk/+KXWdsTqc/LAjkZT8QN65fSM++SfAbsVqt5Pe+1Wsvd5Aq1IQpPMvraXMTYB5IyG3jAVkXiIsexTGfgFnNoj+nseZGcuDKyzMndGFUO8rvEIuIVFTfBsLK+tiTq+DljfB0T8r7hvQouq5sCx2i8jSLDtGHVYRTMxLFGPnSpVB6gMwjf2OX07L+WDNiZLNNoeLxXsS6ROuYuzh78XGYW+I+drlAqcNdn4NzYfCymcxyz34OimS2VtKU/YtdiffbztHar6Zt8e3x9vj2skWzSywkG+2I5eDj4e6WnOqhEStU7xAdiWCIzKZuI4kyiohUedUOzgSFRXFW2+9Vald7759+4iJiam1jknUEM9AcTN4ocr7utfEzdryJ0ofgmQy6HgrxNwGiio+AoUZ5QMjZdk5F7rNqpnTy9VCqYFeD2H1jOCvM048PEzlAiNlef3vo3xze1d8PNRidXD/QvF3M4aVlhoUpsPqF8TPLYaDMUKkVgMZzafy4/xUt+desi+RhwY1q/JGLs9kY8vpDF5dfpSEbBMapZxxncJ4eHAzQrykB9J6ja0INn5QPjBSjLVAZG8oNWIsd54hVqaLx7IhRJTHeEWQlmNm7sbYiucA1hxNI3NIND6rnidt8nK+3pnO90sOU2R1EGDQ8MTARtzYOhBfL6O4sSsbGCnLlo9FmnDx5xxweAZxJqOQXWezGNUxzP1xEhLXCsaQkkwrAPbMhwnfiHKN2HWl24PawOQFYKhm5khVGlYnV4msrysVHNF6kRIyiLmLt7htTity4vKJRnboV/htVsUdbngWVr9A+qRVfPNjuttzrDqcytNDrddEcMRic3A4KY/n/zjE4aQ8oRnTMpDnb2pNI/9rTDtFouGTvF8sWtQk6+xy8GsKp/8RAc661jiRkLiOqXZwJCYmht27d1caHJHJZNSSfInEpWIME6Jlh5eUbks/DiuegYHPg38z8YBmCAF9IHkuLYW5Jiw2JzIZeOlU4gaoMFM8rOUnVX4thw3MOXX+lmoNQzCF7aaR8288p7JyKzQ3CdAztVskod46cotsGBQ2lFs+Eva/GiOM+RyOLSt/UFgMdL8f1r5YsinbpsLudD8OXC6x4hVdxU3c5lMZ3LegVHTTYneycGc8R5Lz+Oq2LgQYrjOh4YaEJR8StlfenrgHonrB8sch5g64/S/ARb5HBLkyIzKFCi+bgzyzDbOtEptLID7Hit/01Ty/7Awrj5Y+8KTnW3jmj+MUWe3c2kuH6uymyvuSelgItxZjDCXW5keRNZ5/T2RIwRGJ+oF3lHjlnBNloYvvgl4PQ8/7RZalb2MwhJAjM5KfVYTN4UStkONnUKNTKYUWR2G6CFJqDCKt3ZRVEgx3S/YZCGx5xd5ivsVBgcVe8nukrwe3dIsk0s+D/v4FyHLGwsmV0H4yNOordkrYAYd+E38TIM+pwWKv/DslKcdEk0pcta4ksRmFTPpia8kc63LB2qNpHIjP5fcHehHmUw8yWSUaDsl7wfcKiLEW49dMWHbnJYGXNAdLSNQV1Q6OvPzyyxQVVX5D0Lp1a86cOVNpu8QVQOMJN74m6iDjyqwkOWwQ2lGkDgMOp4u4zEIyCvKZv/UsKw6nYHO4eKx/OPe3NqNa+YywBp2x1P11iqkPJTVl0Gh1qJQygozlrYundY+kc6QPn68/zen0AgwaJf/c1YiA7XPEDpY8Ea0f/D9Y97pIoR5y3jHp1Mpy6dgeyqoDhFU5A6XmmXntL/eWrPsTconPNknBkfqMQgOGYMg+677dEAItRkDibsg6g9O3CbEmHa8tO8r6EweQATe2Cebxwc2qvIyvM4uMDFm5wEhZPlx3jqFtQggrG/y4EA9fEcwB8Aon4aYf+O/vQq+gkX/9GvcS1zHGEOHCtGB8adnphrcgoidM+BqzRzBnMwtJy8vl03Wn2HEmC5VCxtRuETzXxwv15vfgwHmR40nfC2HuoCqcoUDof11BdCoFMpkIFIzpGMagVoF8vv4ULQM0DPD4CYz+Yi7/92349Q7ABY0HivdzPnNUd5E7QW+Pq1+2UmCx8cHqE24XH9ILLPx7MoOp3SKvQs8krluS9kFkjyt3veLynaS9UnBEQqIOqXZwpHXrqm8IVCoVUVFRl90hicvEKwwmfw8FqZATL1Z/lRrxsplBpSU+q4gTqQW8vOwIiTlCoyTIqGFKVD6q70aKVbJhbwhNAr+mkHmq4nXCu9W9r3st46FWMrBlEIUWO3M3xuJ0QZtQI21CvXjil/0YdUoe7hNEv0gtBntW+fKHXd9Ay5uFLoRSA+e2iptNnY9wqTn+FwB+6TvoEN6K/QkVs1OaBnri76mpsL2YIqudhGxTpe374nLoHCnZGNZbdN7Q90lYMMF9e9txom36EvCOIs6sYcxnm0pWhV3AikMptAo20LepPxtPZVQ4RZi3jhBHEnvzKx+beWY7eSYrYU0HC5FKN2U+zu73k6OJwDxhGSfNRp77PZP4LBMKuYyb2l9BwUkJicsloDncuUrogVgKRcBEqQalmtPpBWTkW7h7/m6sDpE5YXO4GNFIhvrHsaVzX88H4fBvcGgx9H4EmgwUAfMLMYaVt8i+Avjq1QxsEUhsRiEDWgbw0MK9+HioeOdGf3RrN8HQ10VwqCir9KDTa0X2yKwN4NsYv8R19Gzcna2xFbXJwn10FxcSvwIUmO3sOJtVafvao6lMiAlHpaiGK5yExOVSmCm+U3wv4vZYm3j4gc5X6JS1uvnKXVdC4jrjsmaRN998k5ycnFrqikStofeHwNYisPHv28LG9pPOsOIZrLlpLDuQRFx2UUlgBODebr4EbH5JBEbUenGDt+o5GP5WxZs9vyYwdvaVq6uuRZoHepJntvHa2HZolHKmdY/i039O0iPKyIop/jyc/RZdfu+H1l4xuMGxZbBwinCv2XK+5tyUDQm7hMOHTI7vtjf4eKgXjfzKr66Heev48tYYAgyVB0dUCjnqKm7sAo2VHytRTwjtDH2eKJ+GK1cIt6PY9eLztP4N7DI53289Wy5dvpivNp7hqWEtaHZBmnuAQcO340II3PQCPh5Vx721KoUQphz1qXBzKoO1+c1kNJvEm4e9GfBTAbf9mkB8ltC/mTM9RtK+kah/GENECY0lB36+BT7uSO6e39l8KoMftseVBEZABAOirSdLAyMyGTTuLwIjIALlPR8Qc2xZPANFloox9Mq8p/P4eWp4/ubW3H9DEz795xQDmnrx12RvWudtFkGcsxvLB0aKseTDwcUwZSFex37inQF6ml7wnRJo0PDt7V2vjlvNBSjkcvz0leuehHrpUMolHQaJK0TyeQ06v6ozOWsVmQz8m4oSXAkJiTqj2pkj7nj99deZNGkS3t7etdQdiVoj+yx8NahUF8QB7P6W3IAe5Ba159wFuhsdg1TIN+0Qv/g2gZQD550rHhOuNDKF+N07EqyF4vd6iJeHmoEtg8gusPDb/b1wOFzkm+28P8iX0EVDhRMBCJeOwFaQ5qbMxeUo3Q9g66einvuWnyHzFFGWk/x8xw3E57s4k1VElK8Hkb4eBF/kodJPr2Zsp1B+3pVQoU2jlNMh3PvS37jEtYHeD/o8Cs0Gi/IZuVIEG/f/VPrwdfZfnOYC1h+vmBkCkG+x8+6q48y7sxupeWZOpeYRri6iEYmErLgFsmIJl6Xhp1eTWVjRRaxvE198cw/DmhehUR8Y/5UQH7bkQZOBOLRBJOermdDFk1t7RnEsJR8vnYpWIUaCjBrUyvo59iWuY+wWIa698r8lm4q8m2E0qdhxpnzgoFWIEd/4X0s3aL0hr9TFBUs+LJ4prHB1vkJjJLg9BLS8aqnujfz12J1OsouszB9hJOTn4aJMb8xsYTtfGYd+ga53wa1LCM+J48dJ4SRYPTmdaSbC15MoPw9CrhFnqgCDhnv6N+GpXw+4bZ/aPRKZJFIpcaVI2gtqT1EqeyXxawZHl0mirBISdchlBUckAdZrFLsVdsx1K5iqKkhCLu+Al658DbHJ7hKCc5Z8IcaqO1++kRMHS+4VoqR6f6HE77DAg7uvwBupGzw1Sjw1SihIIy7HxowYPwJ2vl0+4LH5Yxj9GfzxgLDvLTk40H3a9IGfxcsrAqb9QpC/L0H+0CXar9r90qmVPDq4OUeT8ziQmFeyXaOUn1+9kzJHGgRaIxxdDseWikyt3AuCYTofkMsrjNGyKOVyfDzUhHrr6OTrgKVPlbMtDd74PN9O+JrpP8eRZy7NPmnk58Fro1vgtaC/2HB2k3h5BoJKD3Yruj6P08G7NADSTgrKSdR3ClLhn1fLbZJZC7A5nHjpVOSaSkvLCi12LAGBlIw+m0noeZXFlC0WDlQe4uFo2q9XXQNAp5Rxb3c/Arc8D067cKKyFZbO5W4P8hGZa/pQMIYSCAQCnRtfqV7XjIEtAhjdIZQ/9peKxctk8PKoNoT7XBtBHInrhKR9YmHjSgco/JuDJVcs4PldwZIeCYnriMsKjkhco5iy4cTfbpu8j/5Ap57DkemC+GV36UPZ/ANFtG9/O547Pzn/pdu0vB6BJU+8ANpPqXd6IxUwZcM/r+KnMDKqxTRUv1xQP56fLFxDhr4mxB7yk8TKYGAr8XfxbwYZJyueVyYTK42XSIi3jq9v70ZcVhF747IJMmrpGOEtrdg3NDrdAts+dd/W/T7UxmDu6S/nnu/dByFn9o1Gpz7/eVAoocOUcsERefph2q6/h78nvclhWxhnMwtpHepFhI+WyA2PQ25c+RMWpIl/j/wOXe4UGS4SEg2FwowKDjMBh79F2fhVxseE88HqEyXbd57NIqvvKDy3fyA22M0iiOnhW7E8xVZ0Xgfg6mtB+VniubGJB4rNZVyo/nhQaGKdXOX+oF4PCy2keoK/Qcv/RrXhvgFN2HIqEw+1gh6N/QgwaKoUO5eQqHWS9kJE9yt/3eIynsTdUnBEQqKOuCzNkSNHjkgirNcicqXIAnFH5mm66DPILbJy/w2lX6yrjmUSGz0NR2iM2LD9S3FTJb/ghsO/udBHUNdzx4qCNNgzD/3+b4k0yt3/vbLPwq93CjvkXg9BsyHgFS487Sd9X1FzResFkxeI+vbLIMCgISbKh5l9GzOyQygRvh5SYKSh4RUOw96quD36Bmg/CeRyYqJ8GN+54mr0nb0b0SK47OdVJjKWOkwpt588dT/ex35Gbi/iYKqZ//vzBCsOJEBRZuX90hhKHCwkJBoMiopaFYozaxngm0G7UAO9m5YGA20OF98esmEe+l7pzps/gpEfV3RoMwTD2DlXX38rPxXtb3cQ5IHQDCumMF047HSeUfGYDrdcnYe7y8RHr6ZlsJE7+0QzpVskjfz1UmBE4spSmCHKzIvdY64kWqPIXk7YdeWvLSFxnSBzSbUx5OXl4eXlRW5uLkaj8Wp3p3bY/xMsucd9221/khXYg8wCC3lmG5tOZmC1OxnSOohWRhOa3LNwcg2EdIDAlnBmo/BVj+4HgS1ELXN9Z9+P8Pt94ufWY3H6N0X+7zvu9713EwS3K7/N5RLlEIm7IXk/BLeF8K7iIbWSNMvsQisuXPh4qN3XRptyRDq01ktkp1znNMhxWRZzPhQki4wPUy40HyrcpTwDS3bJKrSSnGti9ZFUlHIZQ1oHEWzUolDIsNic6DXKUnFVvb8oqTu5CmQyXI0HUOARwZk8Fw67A41Ghb9/EIFpW2DhZPd9mrxAUsGXqJJ6OS7zU+CbYUIfpCwqD9KHzyUrtC9p+VY2n8rAqFUxpHUQ4XoHOnM6nFgpMg1bjxaBh/gdIuAQ3hVC2otA59Um4yR82gXaT8Gp9UK+44vy7b0fFZajKQfE3NVihCgD8nCfIWa2OSi02NGo5HhqLmEushYJbTKVB2j0F99f4rKpl+OyvnJyjXCAGjv3shfDLomN74my+Vnrr/y1JSSuA2ot3L5//346d+6Mw+GorVNKXA6NbxAPWydWlt8eczsEtsZXr8b3vPJ7TFTZVS8f8A6FqF6lmwJa1HVvrzxlV9eO/o588g8Q2kmkSpZlwHMi4HEhMhl4R4hXmzFVXiol18zao6n8uCMOlwsmdglnWNvgUtePgjSI2yaEXS150Hw4xNwG3lGS4FZDRmsQL//mle5SPE7bhHoBkFtk5VhqPp+tO0VyjplOkd7c3bcxUeG9Ue+eK2qRE3YBLmQyOYaQjrTf94MI5AW1gz6Pic95u0lwcFH5i7UZBxHd6vANS0hcJQzBMGkefHeT0NUqQ0BgMAFBRloEy+jb7IJyUU9vUUJZlmsxlV1+PrPw0K/Ip/wIZ/8tLya++UPwegd6PFhlsMJqd3Aus4i5G2PZG5dDiLeWB25oSstgA14elTvFlJ6gADJjYdMHkHYY/JpD3yfE3/BC3RYJifrK1RJjLSagBez8GmxmUF19JykJiYZGrWWO7N+/n06dOuF0Oi++8zVGg424F6QJ/ZCDv4q04vYThdtMJatF1xXZZ+GTGJGpAWKiG/aGKCM6txk8AsTfyxh2WTXZKblm7vxuB0eSy9+QN/bXs2Bmd4JVBfDX08gOLy5/oM4HZq69Nm/ErxANdlxeIoUWOz9sO8cbfx8DQKWQMbBlII389IzrHEYLgx1yzsLcAdB2vAi6rH+j/EnkSpjxBwS2gazTcPAXsZLcfiJ4NwLPeq4lJFHn1Ntx6XQKkdLYdSLjL6QjNB0ExvD6X0pmyoFFM+DMBqF5NewNcDogbovIROw4TQTbtVX/f+06m8XUuduwOcrfFj47vCXTe0RVXb7isOM6sQLZouniO6Us47+B1qOkjMg6pN6Oy/rIwqkim/rGVy++b12QeQqWPQp3roLI+lcaJyFxrVPtO4Jx48ZV2Z6bmyvZqF1reAaKV2SPq92Taw/PIBgzB5bcLW7krAWw9CEhujr9t1pzHth8KqNCYASg0Gonq9CCwRKL54WBERBp3Oteg1GflM9ykbhuySiw8PbK4wD0auLHvf2b8NfBZHacySIxx8Q9/RoT7d0Uz35PQ3gM/HRLxZM47UKk8c4VEN5FvCQkrgfkcvCJEtmTMbdf7d7ULjpvuOl9+HaY0Bn5/T4whgqL4bYTwbfJRXXC0vPNPPXrgQqBEYC3Vx5neNvgSoMj+WYb8rwk9EsfrBgYAfEgF9FNZFpKSNR3kvZAVJ+rd32fRqDUQvx2KTgiIVEHVDs48ueffzJkyBCCgoLctkvlNBL1CpUOWg6H+7bBvh8g6ww0HSxWEmspMJJvtvHTzrgK2xVyGW+Nb8/cjWd4zfP3yk9w5A8Y8rIUHJEA4HhKPg6ni6aBnkzvEcXMebuwOkSm3t74HJYdSOaDyR0Z0f1BNPEbS7OiLiT7DJiyrl5KsISERO3j3xTu/gdOr4NTq0WmSKfpoiy0GgLqOUU2YjMK3bY5nC6OpuQT6VdxLjLbHPx9KIWeukT0pmz3J7fkQWGaFByRqP/kJQsNoyrKYescuVJcP34b8PDV64eERAOl2sGRVq1aMX78eO666y637fv27WPZsmW11jEJiTpH7SkEZ298VTxIXujMUwvI3WRTDW4VyOojqaTlW8BQRbaVlIklUYbij8MdvRrxxt9HSwIjZXn2twN0e6I/YQrNxc5W+x2UkJC4unhHCr2qTtNqPJ9dbLqRV9Kenm/huSWHWHuL98WuUKP+SEhckyTtEf9eqEV0pQloBafXiEwt6V5RQqJWqbaVb0xMDHv27Km0XaPREBkZWSudkqh7nM7r3qSoPHUQGDFoVUzrXnFM9G8ewIpDKeyLzyG7URXOIG3GX32LSIk6o6ZyTy2CDCjlMvw8NcRnmdzuY7Y5icssEjdubuxLAWE/KH2uJCQa7jx4CfOZt4eapoHuRVOVchktgt3rWMRmFGB1OEm06oVjlju03uVcuCQk6i2Je4QmnEcln/UrRWArKMqEzNNXtx8SEg2QagdH5syZwzvvVGJ1isgsOXPmTKXtElcfl8tFQnYRP2w7xwM/7uH9Vcc5nV6A2SaVRNUV3Rv70SnSu9w2mUyGw+WiyOrgnxQtRW3caEPoA+CGZ4QVokSDIi3PzKaT6Tz28z7+88t+dp3NIrPActHj/A0aXhzZGhdVP9A5XIgHkRFuvq8VahjzudDckZC4TknILmLh9jge+HEP7648xqm0AkzWSsrQrhP8PTW8O7E9GmXF28IXR7bG39N9sLU4xvvWllwyBn8EsguOl8lg9GfgKZXxSTQAEveAX7Orn60R2FqMtXObr24/JCQaILXmVlOfuV5Uvk+m5jNhzlZyTbaSbQq5jC+mx9CvuT9qpeIq9q7hkpJrZvuZTH7Ydg6nCx4b3IwVh1L4YXscchm8OyKMXvpEAg99hdySi635Tag6nHcWuo5piOMyLc/Moz/vZcvprHLbx3QM5bmbW+PvWXU5TJ7JRmqemVu/3kFKnrlCu1ohZ+0T/Ynw9QBznlC13/KJcGcK7wrd7hailJVllUhIXIT6Pi5PpRUwcc4WsotK50G5DD67pTMDWwaiUV2/86DN7iQhRyyg7DybTYSPB3f3a0xjfz1GnXunmbisIga+ux6708XI1j48012L36Gv0WYewerXAkWvB1D4XVwQVuLyqO/jsl7gcsFbUdDyZugw9Wr3BpY9BqGdYPzcq90TCYkGRbWCI4WFhej11ReFrOn+V5vrYVLJKrRy2zc7OJiYW6FNq5Kz5vH+hPtU4+alMB2yzsLhJUL9v+2E8/bAUpr+xcg323C5wKhTEZ9VxLjPt5B+PmMgyKhhTGtv2gR70LdtND6euqvc26tPQxyXi3bG89TiA27bfrirO32anU/VzUuG1ENwYoVYcW09SthKazxxuVxsPJnBHd/txHFBWcDLo9swsUsEurIPeDYT2Myg8ZSsNCUum/o8LnOKrNw1bxe7z1UUDtUoxTwY4VvDh/i8JEjeDydXC8HRljcLp5h6LKRtczgotDjQquRoVVWX6BRZ7fy4PY5Xlx8FxN/x5jZ+NPNRMLh9FE1Dr3L5wXVCfR6X9YaMU/BpDAx+CcJirnZvYOfXQpT18aNXP5NFQqIBUa3C1KZNm/LII49w2223ERIS4nYfl8vFmjVreP/99+nXrx/PPvtsrXZU4vLILrK6DYyA0CmITS+8eHCkIA2WPw5H/yzdtuUT6DwDBr1Yeb2xBCA0SIqJ8PVgyQO9+HVXAssOJuOhVtAyKpgeTfzx8dRexV5K1BVZhVa+3VJ56eE3m88Q08gbXVEK/DAe0o+VNq57Vdg6txmHTONJ12hflj/ch9nrTnMwMZdIPw8eGNCU5kGe5QMjIJyZVFKwTUIiq9DqNjACYLE7OZGaX7PgSM45mDdaOEAVs/YlGP8NtBhWb8siVQoF3h7Vy6DxUCuZ2CWCduFefPbPKRKyTTjkKgZ0bEq4X/18/xISbkncJf71b3F1+1FMcDs4sgSyYsGvydXujYREg6FawZH169fz3//+l//973906NCBLl26EBoailarJTs7myNHjrB161aUSiXPPvss99xzT133W6KG2B1VJwgVWauhO3Juc/nASDF75gvx0CY3XFrnrlPCfTx4aGBTpveMQimX4e0hlTo0ZBxOJ6YqxlmR1Y7MboGN75cPjBTz58MQ2Qs0TdGpFLQMNvLmhHYUmh1o1XI8NVJWiIREVVyYaXUhhZYa6G9ZC2HNS+UDIyBS73+bCQ/uBt/oS+hl/cNLp6J7tB9tpnlhtjnQaxXoLpJxIiFR70jcDV7hIgvzWiCoLcgUELtOCo5ISNQi1Zq9WrRoweLFi4mLi+OXX35h48aNbNmyBZPJhL+/P506dWLu3LkMHz4cheL6rde9lvHSKQkyakjNqyj8KJNBi2BD1ScoyhJZIpWx7TOI6FqvU4mvBgqF/KI6ExINA28PFcPaBjNnQ6zb9tEdw9Bas2HfAvcncLng5Crwb1qySadSSg8hEhLVxKhTEe6jIyHbvdtTm7AalCMUZsCR3923OR0Qt+26CY4U46lV4qmVvo8kGijxO4QY67WC2gMCWsDpddB15tXujYREg6FGs1hkZCRPPPEETzzxRF31R6KOCDJqeWV0W2Z9v7tC2x29GuGvv0jWgtMOlvzK2825Yp/rHIfTRXKuiSNJeSTmmGgb5kWUnweBBqlU5npHpVBwS/coFu1KIKvQWq4twldH/+YB4EwDe0Wh1RKKMqt9Pef5z+KxlHzOZRXRJsRItL+eQKP0WZS4PimeB++ct5ML1damdY+sWaDaaRdBkMowZVXedo2SkmvmTEYBR1PyifbX0yLIQIiXFpmkZyBxvWMzCR2wrrOudk/KE9pJZHQ77KCQApMSErWBNJKuE2QyGb2a+vPrvT15a8UxDiflEeKl5cGBzejXzB9DJUr0Jeh8oPlwyDjhvr3VKFBfJPukgeNwujiYmMP0r3ZQYCkNFLUI9uSb27oSVh3BW4kGTaSvB0vu78UXG2JZdjAJpVzOxJhwZvSMItRbB0WeENZZ2AW6o+ngal3H5XJxJDmPW77aRp6p9LPY2F/P/Du7EV5T0UkJiQZCt2hfFt/bi7dWHONgYi7BRi0PDGhK/xYBeF1sHiyLxiBWbdOPu2+P6l07Hb5CxGUWMu3r7cRnlWbV+Hio+PHuHrQKkQQ+Ja5zkvaKgGhgy6vdk/KEdhbZpvHboVH9+s6RkLhWkax8uf5UvnOKrJhsDpRyOQGGGqyUZZ+FL/qDOaf8ds8gmLnmureeTcwxMfyjf8s9jBYzvG0w70xsL+lC1ICGPC7NNgc5RVZAhp+nClXZcsSEnfDN0Iqr0hHdYfL3YrxdhKQcE6M+3URGgbVCW7/mAXw6tVOl1pwSElXRUMblJc+DZTmzAeaPpkIaSpNBMO7LeiNSnl1kZWYlLj4hXlqW3N+LYC9J1PlapqGMy2uWTR/C+jdh6k8gv4bkA1xO+OU26HQr3PjK1e6NhESDQH61OyBx5fH2UBPipav5DaF3FNz9D7QZB3IlKNTQcRrcufK6D4wAxKYXuA2MAKw8nEKmmwdViesTrUpBsJeOYC9t+cAICJG1u9aUrjxrvaHfUzBxXrUCIyACde4CIwD/nkgns1D6LEpc31zyPFiWsC5wx0rxLwhL+4HPw5jP601gBKp28UnONZOWX1GrTELiuiJhB/g3v7YCIwAyufj+Of7X1e6JhESDQSqrkQAgLd9Map6FtDwzod7ihrFC/bUlD5BBrweh/1Og1IA+8NpR7r7KZFRxA+l0CatICYmLotKJ0prJC8BWKG5+9IHVryd22MnKdy84WYzJ6iA+q4hzmYW4gEZ+evwNmoo2wBIS1xkWm4O0fAtxWUU4nC4a+Xngb9DgoXYz/tR6UVoz7kuhSSBXgM4XPAOvfMcvA/NF3OryTLYr1BMJiWsQl0sILFezrLWmxOc7+e6glV0pduQy6Bmq5La2aoL01Vy/juwBp1ZD2lEIbFUnfZSQuJ6QgiMSnMss5K55uziVVlCyrUOEF59PiyHM+3wqbUE6rH8Ddn9TmkKs84EpP0JYV1BKKfotgitPZfXxUOGpkYabRA3w8AF8anaMwwrxO4hWV36cQaPE7nQy+P0NJQE7tULOi6NaM7J9qFRuI3HdUmixs/ZoKk8tPoDZJsaGUi7j6WEtmdglvKLden4K/P0MHFlSus0zEKb9CkHtQF4/knONOhValbzkPV9IqLdUUiNxHZN5WoihB7au9VMvPWXj6Q0mlHLoFKjA4YLvDln5/oiVd/rrGNa4GvNxaGcRqD38uxQckZCoBS5p5t64cSPTp0+nZ8+eJCYmAvD999+zadOmWu0cQGJiItOnT8fPzw+dTke7du3YtWtXSbvL5eKFF14gJCQEnU7H4MGDOXnyZK33o6GSkW9h1vzd5QIjAPvjc3n61/1CF8HlEpaFu76uUFudmXiSM9lmjibnsfV0BoeTckm/3BRchx1yEyBhtxCZyokD27Wf1hts1NK7iZ/btv8MbUmQ5BIiUdfkJsIP4whIWsfg5u4DJA8PbEK0K4EN07z5YVIEzYM8sTqc/N+SQ5xKL3B7TH3AYnMQn13E7nNZ7IvPISnHhN0hZWtJVJ/4rCIe+XlfuSCB3enitb+OciQ5r/zODhts/6JcYMTcajxJE5ZxwhXBtrNZ7D6bRWJ2Uc0+h9Yioe8Vt02IQOYlgrNuP8eBBg339W/itm1Uh1D8JLt5ieuZ+G2ADAJqV4x1yQkrj6w10TlIwceDdNzXScODnTV8NEhHaz8F96028evxapTAKlRCk+zgLxX1jyQkJGpMjZeyFy9ezK233sq0adPYu3cvFot4aM3NzeX111/nr79qr+4tOzub3r17M2DAAP7++28CAgI4efIkPj6lN/1vv/02H3/8MfPmzSM6Oprnn3+eoUOHcuTIEbRa6WH0YqQXWDie6t6id9OpTLIKrXjbM2Hje+UbdT4kjP2dU64QFq44zsrDqSVNzQI9+XJGDNH+l1BuYzPBmY3w292lwq8qHQx9A9qOA61Xzc95hfD1VPPepI58vv4UP++Mx2J3EmjQ8J+hLRjcKgiFXLJDlKhjTq4CuwWfTS/x2thfaOQTxII9GZhsDvw91Tx6QwQjXOswfP0kBiDYEMz84V/zwDoju+PzmL3uNB9N7ei+hOAaJtdk4/e9ibz+19GSbBgvnYqPp3aie7QvWqlcSOIiWO1Ovt18ttJni4/XnqRtqFdpZlV+Cuz4sqQ9p/fz7AmeyKlzdj5YswOTTZSqGLVK3pvUgT5N/dFdbFwVZorszA1vieALgD4AJv8AoTF1lqGpUSmY3iMKg1bFJ/+cJLvIhl6tYEavRtzRq1HNXHwkJBoacVvBp5HIzqglDqQ7eGqDmX4RCmZ1UCMvY5ftqZbxcIyarw5YeXqDmRC9nN7hF/nuaDIQVj0nFhQje9RaPyUkrkdqfAf86quvMmfOHGbMmMFPP/1Usr137968+uqrtdq5t956i4iICL799tuSbdHR0SU/u1wuPvzwQ5577jlGjx4NwPz58wkKCuL3339nypQptdqfhkhuUdW1xIVWO6gckJ9cbntmr+f55ZyWpNyUcoERgJNpBdzz/W6W3NEGnHaybGrMLgV2J5jtTnz1avw81e6dW3Li4Kcp5Z06bCZY9qio7Y7qBUB6voWsQgsWuxMfDzUBBk35ByCnQ9y8FmWI3z38wRBc52JawV5a/u+mVszq1xir3YmHWkGQUYtMJgVGrlfyTDYyC63YHU7kMsg329Gplfjp1fhfjhikO9KOiX8dVoJ+G8cjwz5mYLsbMdtdNNUVEr72IeRxZTL88lMIXjKRNyas5sZv84jLKsJkddRtcMRhE98nRZlC2NnDH4whlexrhfxUMY6L9zUEwwXj6VBiLi8uPVxuW67Jxl3f7WTlo/1oElj9QG2+2UZGgZU8kw1PrRJ/vRqvC8spJBocVruTM5mFlbYnZJsw2x0YOT9vOaxgPZ9p5R3JkcARFLlUvP73oXLH+ejVGJ15ZORqybG4sNhdYs4yajBqL5gDz26Ef8rfR7n0QaRm5pApy0OhVBKpLUJnzUJmtwgBWM8gsYBwmfh5aritVyOGtQ3GbHOgUSoIMKhRK6XAosR1ztnNENSm1k5ntrt4eE0RkUY5d7UrHxgpRi6TcVc7NZlFFh5ea2LFRD0BHlUk+we3F3PjnvlScERC4jKp8R3w8ePH6devX4XtXl5e5OTk1EafSli6dClDhw5l4sSJbNiwgbCwMO6//37uvvtuAM6cOUNKSgqDB5eKJHl5edG9e3e2bt1aaXDEYrGUZLyAsEC7XqlKqV8hl4mbN6VaqHRnnChpywzoTku7F7PX76twnIdawYfDAyhMPcWXR9X0bR3OR2uOsSdOqOHLZTC+czj/GdqCwLKlJg477Py6ooVpMevfhCkLOJEN9y3Yzel0cSOrUcq574YmzOjZCF+9GqyFIvvkj/vFAxiAhx+M/hyi+4Hao2Z/pBqiUSoI96nbazREGuK4TMk189Kfh4mJ8iEpx8QP2+Kwnk+xbxroyexpnWkWZKi9C0b1FCvPAE4HWZ4tuPWbXXwyMpTIFTMg51zFY2xF+KVspnVIa9qGGdHXpTaOKQcOLxErXMUPll7hMOE7CO1UXnTWlAtHl8LKZ8FyPrvNGAYTvim3ip5TZOWDNSdwh93pYtGueJ4e1hJ5NTK3iv+/VhxOKckg6NvMn7fGt79udRca4rh0h04lJybShx1nsty2twvzQl82aKjUCX2RgjSy28/kYI6ajSfjyx3TJtST+WODSJH5c/v8feXmrDv7RHNrj6jSz1VBGqx/vdzx1uhB7On0Kg//mYRec5DvR3nh8ds9kH5c7KBQQ+9Hofs9teKOo5DLrtvPeX3jehmXV528ZMg+A+0n19opP91jIbHAxRv9NKgUlc9LCrmM+ztreHqDiWf/NTN3qK7yhTaZHJoNhf0LYfD/6p0otITEtUSNNUeCg4M5depUhe2bNm2icePGtdKpYmJjY5k9ezbNmjVj5cqV3HfffTz88MPMmzcPgJSUFACCgsrbWwYFBZW0ueONN97Ay8ur5BUREVGr/a5P+HmqGdAiwG3bxJhw4VjjGQhDXi5tkCvJsbhwOil50CvLU/0DaZy0nK+PKokM8uWNv0oDIyCcW37ZncBn605hspaxvrWbIe1I5Z3NOk1igYvJX24tuckE4QLz4ZqTrD6Sgsvlgqwz8NPU0sBIWAzc+KpY6cs4IVaiJa45Gtq4zDfbeGXZEdLzLZhtTr7ZfLbceDmVVsCUL7eRlFO1s0yNiOwpAoHnKXIqcDhdhBiU7gMj5/HMPkKIl5a7+zZ2X4KSnwyphyHlEOQlXXpdc9IekQVmLaNtkpsA80dCbvkHS1IOwNIHRWDEtzGMeAeGvyXEoXPPlegwWOxOzmUUVXrJo8l5WBxVu3GA+P96dfkR/j6UUu7tbTyZwWM/7yXrOrU/bmjjsjIUCjmTukagUVa8LZLL4MGBTcsHDg3BcMOzAFgMUaiUCs5llc88ef9GP/KVftz67e4Kc9bs9adZfSQVZ7GeiMMm5q6SiypI6Pkyt/58lrR8Cx8M8yf8jwmlgZFiTFki4zL5AGTFgqX+6gZJVJ/rZVxedeK2iH9rKXMkMd/Jl/utjGyiJMxw8UcwL42MO9qqWXPOzsoz9qp3bj4MZAqhhSQhIXHJ1Dg4cvfdd/PII4+wfft2ZDIZSUlJLFiwgCeffJL77ruvVjvndDrp3Lkzr7/+Op06dWLWrFncfffdzJkz57LO++yzz5Kbm1vyio+Pv/hBDRRvDzVvjGvH6A6hJZoYKoWMW3tE8fiNzUtvBiN7wqhPhUON046vVmS2a1UVP0IDwmWkB/bkx32ZBBm1HEtxr2mycEc86QUXPHAEt6+8s437sz+xgOxKSoE+WH2SvIIC2PIJuM7fcLabCDG3w5oXYdGt8GV/+HYYJOwSmSoS1wwNbVxmFFj561AyE7tEMG/LWbf7ZBZaOZyUW3sX9Y6AO/6GkI4A6OU21Ao5cTk28Gta6WGFAR15aGAzIn0vyHiyW+HcFvh6KMzuBXN6w1eD4PQ6Ue5WE4qyYO0r7ttsJqG0X4wpu7S8ILwr3PgKbJ8DP0+HRdPhm2FwfDlYCtCpFDQLqrxspkOENxrFxUsDMgqsLD+Y7LZt+5lsMguufVHouqChjcuqCPfW8dOsHkT7l2oLhHhp+fb2bjT2v0BvQC6HVqNhyKtoC+Kw2R00DSjNAmsVYiDYFMu+ZHOlgbXP158iPrvMOApoUfKjo/EgFh0xY3O4CPXSEmI6AYUZpfsqNSKLqigTvh4MX/SFT7vA8ifEardEg+Z6GpdXlbObRHajrobOcZXwwS4zHioZNzetvo5PtxAFnQPlvLzFjNlexcKExiACJNtni0UECQmJS6LG+dPPPPMMTqeTQYMGUVRURL9+/dBoNDz55JM89NBDtdq5kJAQWrcub53VqlUrFi9eDIgsFoDU1FRCQkpr1lNTU+nYsWOl59VoNGg0kvp6McFeOl4b15bHb2xOocWBp1ZBgEGDTlXm46Hzhg63QJMBYMrGTxnIyX25TOoSwfytpSvSCrkMtTWXfJknWqWZlFxzpde1OpwUWsoEKNKOQtOBsHOuyPK4kJ4Pc3hv5amjKXlm5LZCSD1f8+3XFDrdCt+PLr/SnRUL826G+7aIFWmJa4KGNi7zzTZcLjBolaS7ebAO8NTwQE9fOuszIS1biA0bQiroadSYgBYwfTEUZRIg0zGlmwef7cyid++n8f/r7or7a70xtBxARz/vim05Z2H+qFJxSBCZIwvGw72baraaZjdDZhknMa9w6DZLjEGXS+gBOR3iX5sJMo6Lv8UNz4igSNlgTGG62DZzLcbwLjw+pDlbTm+tcEmNUs74zuHVKqkpOP//VRmZhVaaVf/dNhga2risCpVSTqdIH36+pwfZhTZcuPDWqQkyatyns+v9oMe9eBekEZOpItrfk/Un0nC5hP2tXpbCkST3iwMAqXkW1DKHCGakHBDlMX88CIDFuwkHU8T8GOKtQ5e5pfRApVaUie7/GY79Wbrd6YADP4HDAiM/Bm3l9vIS9ZvraVxeVc78K2y5a4G4PCdLTtqZ1lqFTln9eV4mkzG9jZr/rDfz9QErD3Su4v+9/SQ4tRrW/A/GfHb5nZaQuA6pUeaIw+Fg48aNPPDAA2RlZXHo0CG2bdtGeno6r7xSyYrgZdC7d2+OHy+fQnrixAmioqIAIc4aHBzM2rVrS9rz8vLYvn07PXv2rPX+NGQ8NSqi/PS0DjUS6asvHxgpRqEQDzTB7fDxD2JSlwhuaBHApC4RKM8/fDicLuQePuhkVsx2B4HGyr/EVQoZes35Fd38FPjnFZH1MfYLMIaW7qjzgTGzwSucViGV3+wFGDQ4lXrwbwF+TWD8V7D5I/clADaTuLGsY4tEiesXg1aFTAaFFjt++vKCnk0C9CyZ5M+M2Kfw+7YXfN5DZGScWFE7afF6fwhogc4/kgcHNqNzpA9Lc5uQ1//l8or7fk3h9uWofKMqnsNuhe1zywdGinE5YdOHYKu8nKUCCk1pMDK0E9z0nrAe/Hm6yOpa+X9wbrMYm0qt2LdR36qzVNa9DuY8WgQb+GhKR4y60u+tUC8tP8zsTphP9TQUPM//f1WGr14SZb1eCDRoaRFsoGWwkWCviwhqK1TgFUaLEB881ApeG9MWHw8VKblmilwaWgZXntX09YRGBB6YDceWw8r/QvoJGPQiaAxocs/Ryk98nlPzzJh9ztuIqj1h0jwwBJYPjJTlyO8igCghIXHp5CVD5ikI6VArp5uzz4KnGgZG1lzXK8RTzuBGSubst5BruUj2SMztsO8HOP73pXdWQuI6pkYjVKFQcOONN3L06FG8vb0rZHXUNo899hi9evXi9ddfZ9KkSezYsYMvv/ySL78U9nkymYxHH32UV199lWbNmpVY+YaGhjJmzJg67ZuEWM3Sa5Q0DfBkZp9G5FscGLVKvHVmXLvmMb7dDWQXWmkSoC8nRDe5oz8TW2oI0Mnwl+eAywNyEyHtsEgbLkyHG/4rslVcTvFwlrQX2oyjU4Q3Rp2SQouDEW2DGdo2GLlMhtnmQK9RYPD0hD6PCP2CpH1Va5jEbwe7qVbt2SQkivHTqxncKpDf9iQyvUcUH60tzZr4ZIQ/4b+PFKUmxeQlwcIpcOfKKtXmzTYHGQXCqclDpSDQqK3SJjrQoOX5m1uTUWAhy94YdbvRqMxZKFQaEUTxDHJ/oK0IknZX/gaT94KlEFTVFB/W+8GA/4OFk2Hg87BoRnntkewz8P0YmPUvBLeFgc+JUpu0o5WfM/UgWAsxGI3c1C6Ero18yTFZCVBa8CYflSwTTPZqidP56dUMaRXEqiMVNYk6RXrjp1eTb7aRVWjF4XThqVUSaJDs4iUEBp2KHo39aBZkoFu0L/lmO2ptFp0cHhh1SvJMdlQKGePa+XNLGy3+Bg0hsb8i//dtmDRfZDRu+RiaDYHRn6FwwVTvSJYeyWF0xzA0UY3EQkG/J2HTh7j6PkGlo97lEuLHEhISl87ZjeLf4MvPHMkyOVl8wsbopio0NcgaKcuYZirWx9n5Yp+Fp7pXMfc0GypKxxffBTOWQniXS+y1hMT1SY3Dl23btiU2NracpW5d0bVrV5YsWcKzzz7Lyy+/THR0NB9++CHTpk0r2eepp56isLCQWbNmkZOTQ58+fVixYgVarXTTeiUw6lQYdaW1k7kmK+tOFdA88mbuC8vj00MZvDiyDW/+fYz4rCIW3RJJ4wMfolmyWAQ9DMEweYHQNfCOFMGR1MNCiLEsPR8ChZpQbxk/392TxFwTa4+m8uQv+zHbnHh7qHhoQFNyTFZ8/ZpB4h4sBlCeOgAA7LBJREFUWn803pEVbIhL8G8BCulzIlE3GHUqXhndlqcXHyTAoGFqtwgW7UqgeZAnQelbywdGyrL6RZj6E3hUrHFOzTPz6dqTLNqdgMXuxE+v5rEhzRnRLhhffeVZWnqN8rx+kB7wARpd/A2odCKzJLGSAIl3dI0tRG2hXZCP+wbF6X/KB0aKcTpgw9swdrbILrGZ4eSqyk/oHSmyTAClQk6ot45QewIsfxLOrBf7BLSEmz+A0M6gqny8G3UqXhrdBqvdyfoTpavunaO8+WRKZwotdp785TDrT6TjckFjfz2vjGlLp0jvurU+lqg3KBVygoxags67sCVlKfGzJPDDHV147JeDvD88iObH56D7YyGMmwtbPxUHmnNFkLIgFU6uFi8gLOYevpnxDC//dZxVhy3MG7uYUDJJ7fEcKqUB36o6o6m+fbWEhIQbYteDT2NR8nqZLDwqyjYHRV36XOGtkTE0Wsl3h6zM6qDBW1uZc40M+j4htPa+uwkGvSCySaSFQAmJaiFzuWpmO7BixQqeffZZXnnlFWJiYtDryw82o7H+1bjm5eXh5eVFbm5uvez/FcflEgEHu1mkynsGi5Ib4O+DyTy0cC+jO4byUA9fDFoF+U4tFpeSMFUB+t+mIUvaW/58kxeIlOL+/xH11tH9oOMt4N1IiM4VZYoUe78mAGQXWnnq1wOsPlpxhfc/Q5szq19jVP+8wqbAqTRzniboj6kV34NMLjRHAlvV9l9HopZoKOMyp8hKZoEVu9OJTCZDjosm/z6C7PBvYgeZHFoMhzZjQa4S7hMtbhZp82VIyzPz+KJ9bDqVWeEaL9zcmhk9o1Aqaqyx7ZbUPDMWm4NQ80mUc/u73+kiGS7uOJiQS2xCIqOPPy1qud1hDIO7/xGBU5sZMk/DF31KRZbLMu1XsdJeTE4cfHlDqVNVMXIFzFpfteBz8SnO/3/lmKwYNXL8VHb0MhMfbM4g366kVxNhmXo2s5CFO+L4dGonOkbWjlhffaChjMtapyBdBPzkStD7k1DgYuqX25jQOYwZnYyoZC70y+5FdmaD2H/iPPjlNvFzZA9oPAAO/Axd7gS/ZqD3J17ViJvm7CbPJLRHYiJ9mHOTD4+vymJ4Uw+mnPoP8sSdFfsS0QOm/ljOuUqiYSONy1rG5YL3Wgozgq53XdapHE4XfX4soKWfnFkdLk8nJtfi4pG1Ju7poObxrhdZ3LNbYNc3cOJvYfsd2Aq0PuBynC9VdYHOF4JaQ8ubhbPj5WqeSUg0AGocwhwxYgQAo0aNKleH63K5kMlkOKphmShRjynMgGPLYP0bQidE5wO9H4WOt5DqNPLe6uN8Pq0z64+nM3zuEUw2B9F+Hrw/uQOyorgKgRFHcEcsPs3xMGUJS88ZS8VKtT4Q9nwHh5eIL/jAVjDsLQiLIb3A5TYwAvDZutNM7BKBrPEYXliSzJR2QUzu+wJeW94o1U5Qe2IdNRu1txudBQmJWsbbQ41SIWdvXDYv/XmEAIOGuRHReIII/o39Umht/PmoeLjyjgKttxA/Pq+Qn5BdRFxmkdvACMCHa08wtG0QYd7VLHGphJwiK/+eyOCtFcdIzDFxT/dAHrl5Dh4rHyvV/VBqYOjrNQ4s5plsvL3yGN5aOcMMUVR6i2gMFdcAkenhGw2Tf4DfZpVmm8iVMOA5cTNXlhOrKgZGQGSk/POaWK2/iEilt4cab4UF8g/AsqeEdapSy3863EJy5wcYOe8g2UU22oV58dxNrfnrUDLRAXq8dJImyXWJpUBYVP/9tCjjVGqgz5Ps9prCa2PbsWD7OQZ+fo4tdwSWBkZAaJXIZOIhLG4b9HlcpO8fXQZ+TXHt/YG/NLeVBEYATqfnk0pTNp6O5UBSId1v+YToNfcgT91fso8rpCOy8XOlwIiExOWQfhwKUkQG42WyPt5OcqGLBzpffoahl0bGoKjS7BFPdRXBDKUGetwHbcfBua1CYN1aJBYLNAZAJhZjdn8Hmz6ARv1g5IclC5ESEtcrNR6p69atq4t+SNQHbBbxJfpPGfHdYgeK9OOYPNoyrXsUczbEsicuu2SX5sEG9sblEGnbQ0meUWhn0jo+RF54Pz79J5ZXO9yJZ14SHPkDwjrBqufK64WkHRWuGTPXEpsT5rZ7bcOMPNDFgMGcQrohktiMRF5fV8ipDr2ZOXE9BlMCKNSkywM4ZdIzTn15D5ISEtVlX1w2T/16gPu6+dA+UIXCfzJkHYbwbrBnHpz+p3TnnHPw6x0wZg60n0xynoVHFu7jpvYhlZ4/z2SnwFzG+cluFdo9LqdIr6+GDaHD6eLvQyk8+9vBkm1fbE8jNjuK56euJ0yWjgKXCN54Bta4pKbQamdvXA52p5OMabcRduB79zv2fbx8f9UeIjvk/m1CS8huBd9GoA8onyZstwqV/sqI3y6CK9Vx8EjcLVyuSs5tRrH7G0ISdvHusM+467d4Dibm8sCPe/jy1hhMNgdeNftzSDQUkveLuak4CVehwe4VQYDBgyd+2U9yrpm3x7fDlLiRsh8RR04iNB+B4vhy8IoQwcc/HhD6IwunYO54J//GCZcrtULOyLa+TG9v5EyWcIDLNdmYsDCeFwd9TBc/G8rCVOz6IAz+oXh5u58jJSQkqsnptSLbIujytRUXHrUR7SWjsVftZHaOaKxk5Rk7Px2zMrN9NTJRPIOgzZjK250OSNgpsky+6AdTfoTGlWSMSkhcB9Q4ONK/vzRgrlsKUmDju6W/e0eJWv69P8APY1GP+51gY5NygRGAMZ3CeOvvY9zUX1gvZw75iH8cndgdL0OekMzSg+lMnTqFroYs5IvvhIiulQqp5iYcRWEMr7D9reFhDFHtx3f7u7AyDuWtm9CrFRRaHSzan8mi/Zno1QrsTgsWexxvja8dazYJiYuRUWBh09F4fh+lImjLk7BxN2iMOLvcibzliPJjqixrXoDGA9ifAMdT85murzzTSSYDjfK881NuImz9TGReWQshqjcMfQ0CWlWpuZGaZ+atFccqbF99Ilu8HutHsyBDTd56OZRyOQEGDWcyCvnyoINHb/wIn7VPlmZ0yeTQ434R5LCaQF3mUVKhBu8I8aoMuVJ8J1WGZ5AoW7oYBWmw4hm3TYrUA7TSpOHtoSKnyIbD6eLbzWd5Z+LFy3UkGiCFGeKzUhwYCWoLQ15GmR3LqfR8knPNeKgVeHuosdj8yx2aamhFQUxfmuQloWh1E2z+ENpNEAsQDitKnYFgoxY/vZqFk8OJOPwFuuV/YhlW6lCTXWTj0T8TkctAr1ZRZEtj7eOtuXyFBAmJ65wTq0Qml/LydOnSi5ysi7Mzo42qaterGuCnk9M7TMHXB6zc1kaNSnGZ55UrRGlfcHvY8CYsmAC3/VnjslkJiYbCJYUxc3JyeO+995g5cyYzZ87kgw8+IDc3t7b7JnGtYcoqb6k54m34/T44/Bs4bAQkrOFMRkWRRacTzmYWke7ZnKLOs/guqx3PrkikR7Q3O89m4XTBjEXnMDlkVQtAAkUeYeSb7QQaSqPlkzr4McK8HN9VDwvNASBgx9vc2qW8C0eh1YHF7kStkNOzsZRyLHFlsNgd3Nk4h6BfR5V+ti15yDd/iOvPR2DIS+4PLEgDp53VR1IosNhRyMDHw/3D/eBWgfh5qoX14I+TYNtnIjAComTnq8GQcdztscXkm23kFLmx7T3PydRqWgzbLcJ5Jy9JBDnOE2DQcG9/YeU7b3cmz59qxvGJ60i9aR6pw+dinbVF9HnV/4HlEuYTuRxibqu8vc9j4Blw8fNYC6t0yPFM3kZj/1Kxy51ns6BGyl0SDQZrEaQcED/LlXDjK/DL7djj97LppCjvivDx4FBSLkny0HIZUTkKf8YviGN52w+xNrtZOLIFtYW4LQDYrRZGdQjli9EhNF9xC7r930JRBpGy1Aq20k4X5FvsDGx5/ntAQkLi0rEUiHF4YdnmJfDHKRtyGfQMq13R7hFNVCQXuvgr1n7xnauL2kM4yfk3h4VTxRwuIXEdUuPgyK5du2jSpAkffPABWVlZZGVl8f7779OkSRP27NlTF32UuFZQllnJjegmHvQKSrU/VMd+J8Kr4o2Z+rxt2f/WZZPS5SkWH87hr9sb0VdxqOQmz2J3km1TgSW/ylppma2IH7ad5c3x7UseFO/sqMew48Ny+6lOLueOJvn0ji6/hqZRyvnqti4Ee0kuNRJXBm9XHoGbXihdXS6DLH47ePi7V8OXyUAuL3G++Gzdad6e0AGjrvxNVosgT14c2QaDViUyrlIPVTyX0y5K1aqw9yzJPKnsfeirkXWREwerX4DPe8KnXeGvJyHrTMl7H9gyiLGdQgFYdiSHod/FMXK1J7tkbbBtnQO7vxXjX1GNa7ntZCSM+kSshJWl43RoMqh651AoqywZsukCKLSU3pD66tXIq7BSlmjAyBWgPh8oa3mz0Miy5KE0ZxLkKT6DBRY7Ph5qnvsnk5RRP5aMdaWnL/kWOw//mcjeNLvQACgz/ymLUskzWWjlOC5sfs8T/O//MW9CeMXvgeAy3wMSEhKXzpkN4LBC2OVb4C4+YaNTkAJDVdogl0CUUU57fzlzD1iooa9G1ShUcMOz4v7jt3vc3rdISDR0ahzKfOyxxxg1ahRz585FqRSH2+12Zs6cyaOPPsq//1biQCBR/9H7i7S7lANCpOrspvLt2Wfo6JGBRinH6XJxcxs/hkar8dc4aRfmxe6EXE5m2Zk9Mojmf00Bl4N7+v/C9jPC0vRInoZwS76YkGTycu4UrvDuZLSajjKwOYNbyXjjr6O8MrothVYHYapEMZGVxekgaMlEPh7wFsnDb2J/UhF+nmrahHoR5KVBraj6QVBCorbQuUyQcrDyHRL3iJWahDKuEyoPiga8Sp7DyLA2Hny+/jTHU/N5f/Vx3hzXnjyzjdRcM+3DvWkW6Em4z3n9nGPLK7/O2Y1Cc0Pn7bbZV6+mbzN/Np7MqNBm1CmJ8ruIDWBugrANPJ+9BcC+H+DEX3D3OvBpRIBBw4sj23Bvnyj2nE3HQyWno7+DwB1vozu2WBzT+5FLF5PUGKDteGjUBxJ2iZX9yB5gCKpUd8XpdJFZaMHpAm8PFRp9IHS6FXZ8WXFnuYKc4F4cTy19j3f1iSbA8/IcCCTqKZ6Bwl1my8cQ2hH2zBfbY9czdfzzfL8DEnNMNAv0JDbDxJ2rZLx+83KCzWfQqNX0iPZh25lsvt1XSJsOd+B5+DcRyFv9PKpTK2nb43/otvxR7pLy9MO0WXc3f094kxMmIwlWT1qFeRPp40GgUQr6S0hcNsf/EoF2Y+hlneZEloOjmU4e71I32VzDG6t4a4eFnSkOuoXUYmaK1ksYLax+HvYtgE7Ta+/cEhL1gEvKHHn66adLAiMASqWSp556il27dtVq5ySuMfT+MOEbYbGp0gtLsAsI2voKC25pypo7onjN4yeGbZ5Mp3+m8+GYaIIMWow6FRGZWyE/CQb8Hx28LdwaIyxLX9mQSdKwr+HAIrjp/fOrcnpSJ/zBt1FvMGFLBMPnxdElypcgo4YHF+7lnZXHMFcW47Ob8Vv9CG3VaUzrEcWwtiFE+HpIgRGJK4pcrix1X3GDyztCWOudxxbRi1NT/uXZcx25+bOtLDuYzMuj2yCTwdHkfO5fsIf3Vp4gIduEw+lCVda+V19F2YjGKIKOlWDUqXhtbDsifcsLFetUCr67vRvBF3vwOrGyfGCkmKIs2PmN0BZxufA2J9Bi72tMPf4oow8/StSZX9C1HyNW4NtPgUZ9q77OxVDrhfV3+0nQ5XYIbFlpYCQl18xXm2IZP3srN3+yiZeXHuZsRiGudpMruhTIlWTe9DXvbs0r2XRDiwBGdQiVMkeuVxQq4QYR3k3Y2mvOi/3azUScXsgrQ8P5aWojWuVv5quJjTmVVsSYH+IYudIDL2c+bw0PI9xHx6pjmZyKugW7Qi8+q51mED/uDzKtSpw6/wqXlacdJOyXmxiw+yFu7WCkS5SvFBiRkKgNnA44/rcY05fJ7ydt6FXQMbBu7jnbB8oJ85TxzQHrxXeuKaGdoPENsOp5MOdddHcJiYaEzFXDfKygoCC+//57brzxxnLbV65cyYwZM0hNdW+xei0j+cPXkNwEkf6bcgh+m1m+zcMf5/TFyL8fA6ZsXGFdyGo2HpnWG3NQRxSGQIKW3wHNbhQOHbHryOn/GslRI9kQW4CvTsmoZirUhYnIlTpSnQbuX5bG7rhSDQKNUs5/R7SiTaiRnWeymNZWg3HBCPcPZj6N4M6VIqAjUa9oMOPSZhI2n3vmVWyTyeHBXUKv4My/kJfA0eg7GDN3LxZ7aebUyPYhTO8RxYGEXNILLHSM8CYpx4TZ5uC+/k1QFAdI0o7B593d96PvEyJd9iIlKym5Zk6m5bMvLocoPw86RfoQ4qVFqagilm7Jhx8nC30Td/g2FuPQkg9zB4I5p3x7aGcY96XIGPHwrbJ/ZSmw2DBZnejUcjw11SsnMNsc5JttWO1OHvhxL/viy/fFqFOydFokjXJ3CKefpL3gFYGz6RDS8WXVyVzyimz0be5PmLcOv+ssa6TBjMvapCBNfLZProYVT5dstk39FeXWj5Cd3Yi1/TSSujzLziQzKbkm7umoRZ1+kBSXLydcERxMszKmuYYgRyopHs0Y//V+ck029s0KRvv1DW4v6xj8CopeDwq9HYnrGmlc1hJx2+CboTD8bQi8dKcal8tFnx8LaO4rZ1aHupsjVp+18d0hGxumehJhqOXvgcIMWDILej0Mg56v3XNLSFzD1HgkTZ48mbvuuouff/6Z+Ph44uPj+emnn5g5cyZTp06tiz5KXGt4+IuU85xz5dPt2o6HqQuR7/wKXE5SJv7J/MZvc8vetkzcHMZvR014KGW4PAKFdeHpf8jp9X8c8erH62sT2ZNYxNkcC2dyXVgDO0B4DCfMPuUCIyD0SV5cephfdsczo1cU3x8ykzzsq9JVu2I0Rkxjv5MCIxJXF5UO+v8H/FuU3y6TwdgvxedTroDd35CrDefllbHlAiMAfx5IZsrcbbQKMXAgIYf//LKf5fsTmNjYjiLjGNiEvSfGMBjxXsU+hHaCrjOrpeUR7KWlb7MAHhrUjFEdw4jw9ag6MALltRfcofYUtcubPqgYGAFI2iN0FaoZGCkw29gXn8MjC/cxfvYWHlm4j31xORSYKxeUtTucnEkv4JU/j3D/gj1si82qEBgBYYv8+a48TOd2w7LH4dwW2Ps9crmCID9vbu0RxQMDm9I+3Pu6C4xIVILWKByi1B7QfKjY5hWOSg6yc5vJGP4Fa0Pu4dE/4/jzcBZqpQKlHMwnN5CtDmbFiTwOpZh4e3MOJ5yh/LIvjdQ8Cz4eak5Zfcnr/WyFS9oiehEXNgKTw1mhTUJC4hI5slQE6QNaXtZp9qc7SSxw0Su0doVYL6RvuBKdEr4/VAfZI3p/aDUKts8WGaASEtcJNR617777LjKZjBkzZmC3C1E6lUrFfffdx5tvvlnrHZS4BjFlw9GlUJQJfR4XnuiZp0V9ZsoBOLGClBHfcOcaF0eSUwg2ahnf1gu1wsX7GxJ5rueDKA7+RFHb6fzsHMQbP5dmfKwCvtgkY/7teno3N7Bkb2JJm69ezfi2PgR6wN5UB38dTOH+G5ryw7Y4lnsoeW/M3wRk7kKfdQhr9GDsPo3ZlwF9QhxoVFIpjcRVxCsCZvwB+YmQkygCJv7NhGaBWi8CA4l7yO/5Cltjs92ewuWCTacyGNXGjzeHBBDoysRj9/tw9E+Y/qvQ2dAaoP1kiO4nthdlQIvhIjBjCHJ73svGbgW7GbrfCydXut+nx30iGHRsmft2zyChjF+YKR40qwji2BxO1h5L45Gf9pVsi8sqYu2xND6a0pER7ULKlxqd50RqAeNmb8Zsc3Jz+xD+OZZW6TVWHM/h8ZtvRHdgXqnDUF4S+FRhFSxx/VJ0fk7cMw8GvQAdp4FfM9g+m6x+r/LayUi2xKUzrq03PhrYdi6PaS292N/4XmbMO4PDWZrA2zTIyLJDQvdnTMdQ5mzPJEo/kMlThuB97m9UMrC1GEmmTcMn23J4aoQNnVfdPoBJSFwXuFxw5HeI6FFlCWp1WHbahpcGWvnVbVaXViljQKSShcesPNpFg4eqlks824wV8/a2z2Hgc7V7bgmJa5Qaz6hqtZqPPvqIN954g9OnTwPQpEkTPDw8LnKkRINBJhP11S4XbHxP+MDf9if8dItI3Q9szfZ8f46mJPLeTWH09kgg8OBHyC255EUNxqG/E7nak4zGU3h7XnKF0zucLp5ecpg/H/LBQy2CGv8dEMzIkBwCD7yNIi2FwtCemGbOxOksRK2UcyS5gOHzCujbrBVvDOyJ1+k/8Nv6JoPUelzaByC8i3gQlZC4Grhc4LDAsb/h1GrQ+ULvh0W2k1oPMvE5l+FEKZdhd7qvdhwUIaOr5hxs/QrykyG4HUxZALu+Ew9jhiARINEaIOCJun1PdpvIHtvxJcRvg96PQbtJcHBR+f0aD4AmA0Utt8KNMN3A58ArXGgN7f5WuMp0ngHeUW7LBdLyzDy3xI0jD/DckkN0ifIhzKf8fJRTZOV/Sw9htolVdpvDVfLd4g6NUoEstLVw5YrfITZeqoOORMNHJhPzoNMO/74L4+aCORdUepKD+tFD7uDp1jkEHnwFuTmbqZEDyVfdz9MrDpULjADYHS4CDWreHdqIpsTxSn4An21N58sdMuaMG0cnVRzeG17EaMrilcgBaGx+4Gok+iAhIXHpJOyCvETo8cBlncbpcrH8tI1uIUoUV0CP6sZGSv6KtbP4hI1b29Sy+KvWS5TB75grFkPV0rOeRMOnxsGR3NxcHA4Hvr6+tGvXrmR7VlYWSqVSqnW8HtAHQMztsO418XuL4WLluDAdTqygKOZeft5q5vmBwQxPnYvHoR9KDjUm74Oco7gGPMfpOFuFG8NiErJNZORbmNglAp2riCmswPjb26BQYWs6HLwj8Ms/jmv1F0zv8BKv/VOERinn5X4GwhePLGcxLDu7CdqMEzWknlUIVkpI1BUZJ+HrweKBqZjYdbi634vshmdEGq9PND6n/2Bkm4ksOZhZ4RST2vvSOW8trPpv6cbk/XDwFxj/tXCioY6yQ9yRehC+PT/2ARbfKQIdty6BI3+IjJKOtwgnHkMQOOw4Bv4PU8pR1EVpqE8sE0GQvCT459Xy72nnXLhrNQS2qnDZzEIr+WWsdMuSb7GTWWAVwRGbSQRkNJ7kmWzsOFuakbP1dAavj2tXLjOtLLd08MZv/bNCsf/vp8BaKJXnSVRO8Zz4zysw8kOI2yo+111ux5yv5Oasb9Cv+0bsq/LA4NeUJLOThGxThVOtOZrKt+PCCPx9MhSkMnXCFhbtSebR3oF0T/gaz71flV42eT/s/1aMlYAWFc4lISFRAw4tFnNxUJvLOs2+NAfJhS5mtr8yGcsBHnK6BCn49qCVaa1VyGs7UNpqlMge2b8Qut5Vu+eWkLgGqXG+15QpU/jpp58qbF+0aBFTpkyplU5JXOPIFUJrJPD8BNJhaulDX+x6ZN4ReKgU3BhmLxcYwa8pTPsFAloiO7sZuaYKjQJAKZfhqVFwT4wB47Z3MDcbycnJG3hV/TDHfQYhW/EM8nP/MjK8iLahnoxt50fwgc/LBUZKOPwbZJ+ppT+AhEQNMOfBymfLB0bOI9s+B1NWIml4wfiv8Ti+hMe6eRDiVdF54pm+vijWuBFFs1vEQxk10ta+PArS4Y8HSgMjIKy3174Mv94JN/wXxs6G6L5gCMLpdBGXa+GzrBhmJozgaetdHByzivy2t8Kubyqe35IPfz8DJjd/s4t0TYYTTq2FRbeJbLZ9PxJEFn6epStqeWY7ZzIKGdMxrMLxzQI9mNLMifLEMtjwltBqGf81eErBEYlKkCtEILDVGCFYnnNOOFClnaCZpxn9/vOf8c63wfivQCZDZnXvAKFTyfE++xfkxpM2/CvCdTZujQlgVGNZucBICeZcWPV/kqOEhMTl4HSI+8So3mI8XwZ/xdrx1shoWcclNWUZ1lhJbK6TjQmOi+9cUwzBENEddn4lsmAlJBo4NR6527dvZ8CAARW233DDDWzfvr1WOiVRDzCGCp2DqT8JoSZTtkiNB3R/3sc9fcLxOreidP+wGBj1KSy5R5Ti/P0kjb3laJTuP4JTukawPyGXmfN3oUvdhSO0C9tbPcuw784xb2cawapCyI0HIPiPqXzVz8J/evugO/5b5X3e/3OtvX0JiWpjyobTayttthxZwex/TpNmbA0z1xKZuZlfJwXx9qgmDGgRyMSYcP56uA9e+SfEDZw70o+LIEkd4nA6sTvPiz+asiHtiPsdTdlC8b8MJ9PyGfHRJt5fc4ptsVnsSSzkuwNm9uQZKOo40/15zqx3K97q56nBx8N9iYuvXo2fOQ5+GCf0T85sgN/vQ/PjGJZMiypXefDB6hN0jPDi5zvaM6p9IANbBvLpuMbMG+1PyPbXxE1g8n5oPgyi+oBC0nWQqAJjKAx9TWj9nNkgPjcHf0Z/bo1obztBZEL9dAsc/BWf9F00CdBXOM3o5lrUBxaQOvwbfkgOx2frGzzZNJGQ1A2VX/vUGjHuJCQkLo3Y9WJhLbr/ZZ3G5XLxV6yNLsGK2s/gqIKWvnKivWR8c7CO7gOaDxdzfrz0nCfR8KlxcMRisZQIsZbFZrNhMlVMEZVowBhDRUmNzge2zYYhr4i6/NSDNLWfQimXiXTjifNgwP/BxndLFK9d/i2Ru+y8eHPFtHmNUs5dfaJ5evEBXC4osjhI7f4sjy5LpJGfBytvb0SQpnQCKGgxnlxtGEV210Wi2pKqv8QVxmEHx8VU5F3sic/mQGIe+EZD93sJi2zKpB7NmXNrZ94c147WoV4oLnajJa+bh/f0fAubT2Xw8MK9PPTjXjYcTyNN5idEZSuldBxmF1p55reDFFjseOlULJwSxS/90nmP9+h95GXU7ceKchy376/ieA4yavlgcscKtdwKuYz3x7cmaJ0brZXMU4Sd+ZWb2pTqDjld8NWmM7Qt2s4bTY7y0pBgzuU4eH6TmflhL5IwZa0Qzc1PEfasyfvdZv9ISJRQnA1ZlAWFaRDeDZnDKsSK+zwGq0oFDQN2vsN7N4VXWCDw16vBO5Kd5lBOZ5mQywCnNHdJSNQp+38Swun+zS/rNAcznCQVuOgecmVNAGQyGcOiVWyId3Aquw6yR0I7giEE9syv/XNLSFxj1Dg40q1bN7788ssK2+fMmUNMTEytdEqinhHYEjJOiC/NqT9BzB347PoIdasRMHYOrH0JbEWlq+eegZwaOp8R351hb0Iuc2fEMKpDKF2ifJjZN5qVj/YlJc+Mxe4kLquIwsDOZCgCkctkzBvpTYs/bkKRdRq8wjG1HM+KgDsY+t1ZDqbZcbUeXXk/20++Mn8PCYlikvfCvgVVrkblRwzgaHI+87ecxWR1iCCBSgtyORqlAkWx80pQm8rTff2bg9an1rufnm/mv78dYNpX21l+MIW/D6Vw27c7eeS3E6SO/cX9QTI5hLQv+TXHZMXlgmFtglg8LYrum+8m8O+74dhylIcWoZx/k3C7uuECu9JGfUHrXeH0CrmMHo39WPFIX27tEUWXKB9u7RHFikf60iNvFQpDADQdLIRuyx6373veHh7CU0Nb0LWRD8PbBvPh5I4Q2ZOV9o70/eQA7/xzjrVH03hhdTIjF2VxavhCyDguhGK/6Ae750nlCxKVo/MWOjoAq18E7wjkrUYJMfD47UKwtRiHFYNWwVe3dSn5HI/qEEqz6CgyOz3A9wdNjGiiIafbE3xwNoKCyIoZuyU0GSSuLSEhUXNMOcJtqsnAyxY2/jvWhkFd9y417ugVpsBHI+Prg3Vg6yuTi7/P4SVgKaj980tIXEPUeKnx1VdfZfDgwezfv59BgwYBsHbtWnbu3MmqVatqvYMS1yBF2ZAbJ8pULHnQ5Q6RNbLyWTi7UShb+zdF4TAJz/jceFGz6HKByoOk8Ut5+u8Mck02ftmVwLL9yQxpHUT7cC/iMopQKOQlQq1OFyw9Zadfc3/u62EldOMzIn14+xwY/D/S1M14el4iCrmMtt42ZH6TRIpxYXr5PjcfLtwvJCSuFPnJQn/Dki/cKxJ3i5/LUNjhTpafBavDic3pwllV5pNnAAx+WegLlEWhFiVrhgvcmOwWoX9w9E9IOyb0P6L7gndktd/CvvhcVh+taHm7NTaLTZ1aMz6kIyTvK9846H+gP98Xu40wVyrfttqFUelEdiYXebqbcpz9C2Hid8K9x5IHak8hoFzJA59WpaBZkIEXRrbCbHOiVcnJKbSyV9+H3xXt0WlcjBulISJtHT4bXzjvFmTDQ6Xgnv5NuLVnFCqFHK1KQVxGPk8t31/hGtlFNv5vTTpftJZT0ovVz0OLYcJuWEKimLwkMQ6O/il0RYLaQuohkXF0xwphe3++7LSYjK5P8uAf8ZxILaB/8wDah3uRUWBl1ZE0hjdvhl6dQIw2hXOWFszfdYrHejQVuib7fix/bY1RuEjIpLIvCYlL4tCv4LCJIONlULak5kq41FyIUi5jSCMlv52w8WRXDX66Wg7QNBkkvn+OLhXfRRISDZQaz6a9e/dm69atvPPOOyxatAidTkf79u35+uuvadasWV30UeJaoigLtnwMmz4o3bb3e7jxVbjjb9j+BWgMEBIDxjDhpHHT++LhLKI7qd2f5ZTNjz1xsSWHm2wOlu5PKvn9jj6NaOyvRymXoVTIGNFMh07ron+YAvnmrWKn1MNweh0HIrrgcCbSPtwLQ9xaODwfxsyGM/9C7DrxkNVugrBKdbp3uJCQqBMKMyEnTvy85n+ivOz4X0KPw8MPe7d7WZ4eylt/C8eUKV0i0Guq+EpWqCGqF0z4Fvb/KB7IgttD+0kVbartNji3GRZMLP3cH1gIHr7iYa0azhaFFhvfbq5cxPi7bYkMumUR3lvfFla+xjDo86jQVdB4ilKApN2o549GbTfDTe/BzjmVX/DESiH0LFeKgGs1gpkqhQKVQkFqnplHf9rH1tis0v7tgNtiuvNI/zfwXf8MtBkPHr4o5DIM2lLNkoNJ+ZVaJ28/k01O306lwRGAk2suO/VaogGREw/fj4HMU+L3Y8th5EfntbhyxOKAh78oP5XJSko/c/xjOJosdLNOpOZjsTvIyLeSUWBhdAsd9/QKJiBtEx8c96F1qBHn8RUQ0BJGfwoHfhEBl8ge0GIErHhGWHprKmqYSEhIVIHLBbu+g/CuYn68DI5nOTmX52JKy6sXqBzcSMkfp2x8f9jGo100tXtyz0AIbiu+f6TgiEQD5pJGcMeOHVmwYEFt90WiPpB9tnxgpJg1L5I1fS2Z/T4h12zn35PpTPJyEO4dKUpqNr6Pa9I8lp/QEBzkvh7yhuYB3NarEbEZhUR4WHlycGOSs/KJ2PcBMnM2pv4vlD8gfhtFAULnRimXo3QUCUeaHydC9A1CEM9uhi2fiu2PHKjVP4WERJWUDcalHoIFE0RWVYvhYC3A7hHA+ngHLhe0CjHQvbFf1efLT4HvbhIlN63HQmgnUY7y42Tx89SfSm/uClLg51srBgSLsmDJvTDtV9BXfT2HEyz2yrUOzDYHDo03DHtDZMSotOVLWfKT4edppY42CjXYzG7PBQjr3SGvgM6blAI7x09lggtkchmbT2XgqVYytG0wwUYtRl1pcMPlcrHycEq5wEgx83ZnMPKWPvj6NYWe94Gy4s2i2VZ1fbbjgriJw1JAkdlWLsAicZ1iM8Om90sDIwCWPLJT40kKG0qejx89NGeQ/XqnsPrtfq/Q5wIsah/CfTJ4dngrsgqtHE/Jo3+zAMa18sAnaQOefm2ROR0U2lyo5HI0TjOsfl1ofbUeLQL/KQfF94rLKV4SEhI1I2GXsKUf9L/LPtVfsTb0KmgbcOVLaooxqGX0j1Ay77CVezqo0alqOYMluj9s+xwK0iouykhINBCqHRyx2+04HA40mtKby9TUVObMmUNhYSGjRo2iT58+ddJJiWsElwt2f+e2KWPobNakexGXncTn60+L3c1BPNr9fhT75kNBKhlZ2czbq+Puvn5E+noQl1VUcnzvpn7c1D6Exxft47epYYT/NJkp7e5A0etmNF8vAYcNWY/7wK+JeCAE8qJH0Cw8CDhDYnYRqhZDYes7op+x68SruOtRvZFppFR4iSuI3g+0XqUini4nnFghXkoNZ6Om07uJgVHtQ+kQ6U2wG/vecmScFIFGWxHs+rp8W/x2sZJcHBzJigVrJXXBSXvAlHnR4IhBq2RMx1B2n3PvgjGyQyjeHmqQy0Dp5lwFqVCYUfp73FZoOggOLXZ/wSYD4Z9XMfV5mklfHefxIc1ZtCueLaczS3Z5b/UJHh/SjBk9G4lrAxkFVr7bfLbS9zH/kIWOt/+N8sKyo/N0iKhcq6Wxvx5j/uly21IC+zD/n1Pc078Jvnp1JUdKXBcUZVQoc8kc/CHvxLdEX+Qg2q+Abs5tKEDMnQP+T2R+7P0BvV7Hm+Pb8/jP+0jLFwLjv06PxufsehT7vsdLocLR/QHGevmwJrYQR+OBsOl1kTF2PsBSQkR3UV4jISFRM3bOFWXfYZ0v+1R/n7HTKVAhzAiuIiMaK1lzzs6vJ2zc2qaW56io3vw/e+cdHlXR9uF7e8lueq/03nsHAekCAoqKHVERu+9nL6/ltfeCBRUFUYoggiIoSO+995Lee9u+3x9DypLdkEACSTj3deXCnDk7Oxt3zpnzzPP8fmz/Eo78Dj2m1WzfEhJ1hCqHN6dNm8ajjz5a+nt+fj7du3fniy++YNWqVVx33XWsWLGiVgYpUUdwOt1aa9LlLvbqehNg1JcGRgB+3J1JcVgPsBQCYLcUUWi2MWfrOZ68vgXl7x/39G3MC78d4u6u/kRtfQVy4/Hd9BrGvNOiFhRQ/fMcXPeiEIZSqEludgt/H0ljXKdwRncIY2euAUvT4RXHp1BjH/Ym6GtesFJCwiOGMKGb4YbcPs/x9Z58Xvr9EK3CvAnzqcz55TwXE0ErnyVyfs555KIOOkL9fkjrEKL8K44t2KhhQpeIyuuqbRdkiRxaIspmtD4Vzw3rKKxy9/yA9dS/dIr0IT67yCUwUsKH/5x0Caw6nE4KLZ5L5vJMDmxaz4GgIKOGKT0r6rDIZfDG9UEE7fqg9Ji56Ug2p+v4esMZTqblV3iNxDWG0+H6PfeO4JBxAL8fzqFnY3+W7kvCXlTO4Wjt/2Dd2xDdG7lMwcf/nCgNjPRr6k/z5OUoTNkisBm/A4VMRqMQX0a3D2NFvBJzs1EVx6BQ4xz57mWXBEhIXHPkp4r7UotRYl15GZzOsXMy20GPK+xS444QLzk9wxR8tc/ssWT0ktEYIbSTEGaVkGigVPlqsHnzZiZOnFj6+5w5c7Db7Zw8eZL9+/fz5JNP8t5779XKICXqCHI5tL/J9VirMeS2vZMd8YWsuUC4Mc9k49M9FhwtRgLgk7Cewc28OZFawMrDKXx9Rzf6Nw+kdZiRlNxiLHYHwxurUJ5dXdZJ+lEI63T+v4+LXedbfobej7DkuJmvN5yha4wfN3QMZ+qis2xr+zJZg98VGSY6P6wtx5E0+W/2m8Nq8Q8jIeEGhRJajsR+1x84onoLzYHwLqSNnccC6wB+O5iFwwmbT2VcvC+AkDae24xhrkGHoJaeVfcNwVV2tgn31TH//t7MuK4pId4aggwapvVvzJLpfYj001f+YmO4q72wzQSrXhDCqx0mgz5AiMP2exIG/B/89SwA3ru/ZEr3UBbvTvDY9U/bYktFm310Koa0CvF47rjO4WhVnhesPjoVT17fgk9u6USLEAM+OhXXtQxi2UO96JCzRog7BzQla/B7bG/7Ii/8nQzAdxvPXrQkR6KBozZAVK/SXwvGzmLWjjT6NQ/kn6OpHE/JJyNsgOtrchNg00cUmy3sKpeVdVcHHT77v4PEXWXuVkd/Z8vZXHacy+LFv5PZ1uYFsga/DwHNxP2txViSb1lFllfTK/FpJSQaFru+Fw5wzYdddlcrz9jQKqBj8NUPjgCMa6YiscDJslPWmu+8UV+I3SKCSxISDZAqB0cSExNdBFfXrFnDxIkT8fERC/K77rqLw4cP1/wIJeoWEV2FKByIh6+ud2NN2I3D4SS3uOJF+NstCZyLuQn0AeiOLGB6VyNeagUrD6Xwf7/up0WIkYeva4bVLuql5Q5rqWAdALtmQ/+nyixMj/0BS6dDQBPSimU4nfDy74fJKrRgsTm5c2Esdx9oy5KO37J60FLe0T7C9T+lcjqzFqzNJCQuhtaHFN+uzIr8H2uuW8rsJu8z4R89b65NKT0ls7CK302vIOhyt/u2ke+KAEnpuYHQ3UPK64h3XM+9CBG+Oh4f2oJlD/dj+SP9+L/hLYn0v0hgxGYVc7bv467H047AL7dA67Ew5iPo9RAk7IAFtwuXGgBTDhql3O31pITMQktpcESrUnD/gCYY3YjZRvvr6dn4IlouQIBBw7hOEfwyrRerHu/Pp7d2JszXi7nmgawetJQlHb/jrv1tuHNhLNbzIiTZRZbS65bENYreH0a8LYKA/k2wyrXkFFvRqxXkFVvJN9vYneeDNapvhZc6Cl2zogxqucjMPLFKiKzq/XE4IddkIzXPjNXu5K6Fsdy1vzWLO85i9aClvKd7lKFz0zA7JacaCYlqYS2GHd8IBxaN4bK7+/OMlU7BCtSKq1tSU0KMj5wuwXI+31N2r6wxonqJTJvjUrWARMOkysERrVZLcXFx6e/btm2jZ8+eLu0FBZL3dYPHOxxuXyIeehoNgPjt+CRtIlBro0fjimm9DidM/T2N9MkrcLa7ieh1j7HszkaMaR9MscXOol3xYCmie4RI3U8yqVwf3HLjYd9PMPknaNRfLEIVarBZGNkutPS0jAIz4ec1Gw4k5PLkimQe/iOZv47n4adX0yHSTSq/hMQVQKtS8NvRQqYuSeTV1SkkZBe7tPdtFli1jnS+MPhFuOFT4eQiV4g66bv/gCbXuWaKaH1g4NMw7gvwayTODe8Mdy2DZkNFFlg1UCnkhHhrCfXRolZeZGfMboH4LfBFD9AYsY/7Uux0yxUQ0pbsMd9TLNfBwjuFy8a5TeJ1GiMYQjA3Hsqx1KJKBWpHtw9DrSz7DNH+en5/uC83dAhDo5Rj1CiZ2q8Rv9zfi3DfKpQsnSfAoCHUR4dRq8KoU5FmUvDc6gxeXpPGwcRcl3OHtw3FUJm7kMS1QXBrmLYW+jyG97GFDG2s41BiXmlQ7j8rktjX431y+74gsrbkSuyNB+HjH4yvvkzUd2uiBVv0AFGqs/IZmPgdcmMIrbytdI0py/Q6mJjLK2vSeW51Bj/vy6Jf80D06rqxWy0hUW/Y/wsUZ0Ob8ZfdVWyugyOZDnqG1615eGMLFWdyHfx5poadGrXewq786PKa7VdCoo5Q5ZVdp06dmDt3Lm+99RYbN24kNTWVwYMHl7afPn2a8PDwWhmkRB3DJ0I8pJlyYeMHqE7+yajuz3CkWFtBaBUgMbuYbE04QaPeR1GcRVOZjHcmNOIFi4hmh5rjyDqxgoFNW/LRtnza93+NgBXldr1PrILE3UJNfNwXIjhiCKF9vplmwQZGtgulSZCBp0e04vEF+4j00/HO8GA6B8pQ23KR5SUisxyGvBgR3JGQuIIEGDT8d2xbbp21zSUpCqBrtC/RbjQ9PGIIgq53CScmh004xOg9BBG8goTGR7PrxblK7UVFWGuEvCRhIWwzw+pXULSdQNINv5CQa+ZstpUv/8ll5g0htDGGCUeb0PbQ7wlw2MGUgyqqF45jeUzpEc3aY2kVHHMi/XT0uiBwIpfLaBJk4J1JHXi+2IoM8PdSVwzkFGUJlf2M46DzB//GIhgrr7ioLbLYubl7NI0CDXjrVKgUMr5af5pDiXkEGTSMaBeKzFPpksS1g0oLYR1A54di8ydMHHkbP+wxE+qjJcpfR3xWMTfNO0u/pv25Z8BwvLVymkSEEqLX8vyQKJ5eLmztf9ydxa23PENY7Dohvjz/Nmg7gbbh3pws0NAyxIBGKeO/A32JVOXjY/BCYc1DVhSPIk8DzjCRMSYhIVE5Djts/gRi+oD35ZdcrzhrRaOATnWkpKaEZn4KOgXL+XiXmdFNlJVrhFWX6J4is9uUJ4IlEhINCJnTeeFy3T3r169n5MiRhIWFkZyczK233sp335U5Jjz00EMUFhby448/1tpga4u8vDx8fHzIzc3F21ua5NXi1Gr4aSKO4HbEjfieDHkgP++I588DyZhtDno38efFMW1oHmJArfBw41jzOmz9jLTxC5h3zhuZzMmU8BSCtrwO6ceEVkPvh6HznXCB40R8VhFv/HmEVYdTua1HNP1bBNLVK5NgRzqseU04c5TgGw23L4bAFrX4B5GoKRrSvCyy2DicmMerfxzmUGIeBo2S23tFc3efxhd3qalv7JsHSx9yOZTXdQZ7I6bwv/UZJGQX0zhAz7yJwfgcX4Qsogv8PkPs4p3H3nI0Z3u+RrzFm1kbz7DldCZqhZzxncN5dEjzi+uduCM/Bf58SpTmlaDzgymLILyLS4AkLd/Ea8uP8MeB5NJj3jol70zswJGkPCZ1jSQmwItrkYY0L2sUqwn+egZn7GbOjfiRr/eZGNkxit/2JPHXIXE/7NssgBdHt6FZkAFV7llydi9iu+9o3t6QydmMQsa2DeCtfgr0615BFrsZlFqKR33GVt1A/HRymlpO4L32ebE5sewREVwsIboPTPoWvCOu3t9A4qohzctqcGgx/HovjPlYZDVeJmMWF6BXyXiiW0Wr+KvNmRwHL2w08f4gLZNa1qBzTUEqLJ4qNMTa3lhz/UpI1AGqHBwBOHr0KH///TehoaHcdNNNyMulZn/zzTf06NGDTp061cY4axXppnIJmPKhME04ySy8Xex0abzJ7zyVgla3YFb7IVeq8TF64aM7f0G226AgRews20zgEyV2vZc/KpSvZTJsTa4no/194BWEr8KM1l4oxFVtJoqsDjJUYSTl2VAqlTTxV/Pj9gQ+WSMccvo29uGrcaEYj/8G8dtE4OZC/BrBvSurpbkgcXVoiPMyq8BMkdWOQi4jUK9EVZTqOh+8gqpf/2zKh6J0yIkHtZd4OHLahY2uXAV2s9Ay8I4Q/V/M1aIoS4iQ5iULhydDiLA6rCpr34b1b7keU6jIue5t0mNGk1Qkx0enIlRtIlSRB7OGuLUddvR9kpyeT2FyyHE4QS6T4adXoVNfQimL3Qpr34JNH1RsUxvgoa0ieArY7A4+X3uKj1efrHCqTqVg5eP9r9nACDTMeXnZFGaIeWMzwffDQKagsMOd5DQejdwrEDsKlN4hBMgLUBWlQXGO2G2ddR0EtSK9y6OYvRuhNGUTfHI+8uCW0GEyFrmeWIuREZ9uZs29jWi0YIjQ6ln9X9fASAntJoqyuxrQUJCoX0jzsoo4HPBVX1Bq4PrXL7u72FwHA+cX8FhXNb3C62aZ5Uc7zSQUOPh3sgGtsgazR5Y9LPRHJnxdc31KSNQBqjWTW7duTevWrd223X///TUyIIl6QEG6SEv/7QGwFsGN34j6zaPLMG77COPpv4RAZGRXUJ8PjNjMELcVFt5VZgc84h2wFYtd28O/gdOJ8vTfhJ7+W7SrdHDbIlj2KDmRg1jouI731m/DancyrUcgd3QNZvbmWADGt/PjpTbpGLOzIbQtrPuf+7Fnn4O8FCk4InFV8Ddo8AewWSB+q9DdKMmYkCuF+HCPB6pe/lKQDhvfF8JyTgdE94Lej8DaN2H4G/DX0yJwWUKzoTD2M8/lZXnJ8MfjcGJl2bGApnDrAghs7v41FxLTy/V3uYK0Gxfx3z06VvxRlsnVvZEfv/ROQukmMAIg3zUL/x5TwTeyau9bGfkpsPMb922WAkjcUxocScs38/2ms25PLbba2RuXc00HRyQuIDcB1r8Le+dAZHexk7rpI7x2zcRr95dizo18D6zx8PPN4nyAm+eIwFz6MYJWuWZa4RNOQWYKSdom/H4kgTHtgonK3yt0hRQq94ERgCNLYfBLUnBEQsITJ1YKYfDhb9dId3+cqZslNeWZ3FrF/60zMfewhWkdazC7JbI7nFwlypTclKZKSNRXLs/YW+Law26FrDOw8A6xyCvKggW3Uxw1gPj7DrH3zuMcHvcXqQE9xcKvhNwEmDepLDAS3hkcVrEDFtBMCNVdgHXEBzi3fw3ZZ9nvN4w3/02mbZiBX6fE8EwXB878ZPJMNtQKOf/priXgn8egKFOMsbKEqKL0Gv2TSEhURk6RhTPpBeyNy+ZUWj7ZhRYhNPzTRJdSEhw2WP8OnFkLKQdFSdkFjhYuOJ3iYWj7VyIwAiK4sngq9HxAlJBkXJD9cGq1mHOWwor9WYrg3zdcAyMAmafFWPOSqvaBA1u6pCqbW9/ElyeMrDji+lnMNgdFaWc892POF+KuNYHDKvrzRFbZOMw2O3kmzwJ2ZzPc/O0krk3sNpGiv+dHMR/jd2DZt4jEoTPZf+cxDtxziqSRP+CUq+DHG8oCIyC0b3o9VLFPfQDO5iOIcwbhp7RwOtPEf/r6oUg7DBpvkc7uCYddbFhISEhUxOkU99iQdhDarka6XHbKSucQRc1mZNQw4QY5g6OVfLrHTFZxDTqsRfYQa5jE3TXXp4REHUAKjkhUj8LzWSNFWaWHsga8wbeZHRjy+V5u/GY3oz/fyoQvt3AwIafMQuzQYhG0KKHjrbBjFig1pCuCSZ/0G/ZGg0qbs0fMJD+4C7Ljf5DTYSqfbM9jWEtfZvUvolviPJRbP0VblESkn47rWgYQcPxnIRBrCBEWY8pKouM+UTX8R5GQcE9KromnFu1n8AfruXHmFoZ+uIGPVx/Hfnip5wf/De/C6X/hi55ClDEnzv15+Skia6SEsI6QtBdwCmebLA+Bh0O/igezCylIgwPz3b8mJ9b1wa4yvMPgjt+EXa9MTnrrO/l5T8WAZGJ2MYWBHSrpJ1yIyNYESm3lWgwRXQBIzi3meEo+kX6eRXI7R/vWzJgk6j+58bD189Jf87s8wJ8RjzH8u1OM+2YPY2du587Zu7AkHxaB+/J4h1PcchxFg98Q2jcASg1FNy3AlHyUrSkyfE7/zpgWegyJm4QrTlFmaYaTW9QG4fokISFRkVOrIXkfdLilRro7nmXneJaDvhF1P2vippYq7A74YJe55joNbCECtif/qbk+JSTqAPUqOPL2228jk8l4/PHHS4+ZTCZmzJhBQEAABoOBiRMnkppayc5KQ8fpFDu8KQch5QDkJooay5rCYRcPSiWEdmCDoicfbEjGYi97n8ScYm6dtZ2knGLx/qmHXPsxBENOLAVdHuC17XaG/pjEl8Evc/TmDZydspV1qv7k5eaC04nZEEVSjokX+3oR9PsUsfjLiSVk76c8PSCQSKMcXc5JsXuedgRSj0DnO8T76P3huufh1l9EGvOdv4P+Ior+5kLIOgtJ+yDjlOvuvoREFckrtvLKssOsOeoaiMgosCBLPej5hdmxIsgHQjtn4V0iKHkhTrvQH7h5Dtw6H7pNFQETjbf74EcJDrv7zBFrkZhDne+AW34u63fA/wlr4OxYMbeqck3xjcYx8Bm4eQ4mn8YVHGcAMgstnHFGgF9j930Mfrnmyt+MYTDkZfdtfo0hsCX5JiuvLjvCZ/+eYlr/Jm5PjfTT0TJUevisdxRniyyqpH3i2m6uoewfh71srun9OdXkLp5YHk+BuSzzSKWUU5B8osJLi3ThvLq5mOknu7F92DKOT/qXo5PWk6UMwowaOXbU59bRK0yJPn2vCPAZQ8U8bDxAWHWX3Ndu+Vk4U/V93HXOOOwiqJl8AFIOieuDhMS1iNMJ696CoNZiI6EGWHbKikFVt0tqSvDWyJjUUsXPR6wcSLfXTKdyhcgCP7mqZvqTkKgj1JvgyM6dO/n666/p0MF1p/GJJ55g+fLlLFq0iPXr15OUlMSECROu0iivMlYTnN0AswbDV/3gq/7wzUA49Y/7h6FLQaFycXtJ6zSDDzZnuD21wGxjy+kMkMshurdrY048BLUio/F4/jycQW6xlfc3pDByTgL/pmr5dO0ZVHojyJXoco5xc5cwAo//IkoPss9BUCtI3s+Awn/o38SHgqDOot8N74t0yebDYMB/YOJ3Iqr9y61C32HeTbDlM6HV4I78VFj1PHzeTfztPu8Ki+4R45WQqAaZBWb+PlLxYSQ+u5icwO6eXxjcWnzHS0jaU/H7mp8C696BBbeL7/Uvtwjdnq53i6BJZfaESo373WW1AcZ/Kf574Z1l/cZugUnfnxeQHFTla4oNBSy4HV32cYwa9/JWj69IxTR5ITQeWHZQ5wejPoAWw4XGQk0gk4lrwugPy3bpAZpcB3cuBe8wMgrMrDqSwuGkPFLzTDw7ohW+elXpqX2aBjDvvp6E+VTDelni6pMTLwKMpdf0bvD3C+Jaf7koVOAbA0BBuzv4ZHtehVOSc02Y/VtVOJ6hCmXx/nTWn8xi8oJ4hv+UwvJzMv45VYhWZiE6wAtHSHsCNryIIqo7/P2ScNdI3A0j34Fzm8vuawvvFGPpdIv4F0QZ2dFlYi3wdX8hQvnd9RC/HWzWCuORkGjQnFkr5k6HyTVyX3E4nfx2wkqPMAXKmrTIrUWGNVIS7S3j+Q3F2ByVlJ5Xh4iukLzf85paQqIeUi+CIwUFBUyZMoVZs2bh51e2sM3NzeW7777jww8/ZPDgwXTt2pXZs2ezZcsWtm3bdhVHfOWx2h3Yss7CTxNcxdoK08UDjqcU++riFQz+TUsXhFZDBPFZxR5PP5iQK/6j5UjXB7I9P0LvhymwKbjwGh3irSU1z4SXWgntb8L7wGxubqNFn3VEnHB0GXS8BeQKfDe9Rv99/4e20ySxs2Ytgl/vgROroN0kWPEfSNhZ1rndAls+Ee9vv2CBaCmGDe/Bnh9EEKaEM2vF4rMmL/6F6ZB+HFIPi0yfqptGSdQT8s02t/9bDyTkkhE+UGR4uKPXdGGHW57CcpkgliIRGNk7R+wMl3BmrdAZGfiMKMUJ7+y+/+7TyjJTyqP3F2U5e+e6fv9jN8M/Lwtnqb6Pww2fCFeO3ESwe96BysIHW6PrCD74DQ/0CnJ7jlGrJC/5lBB2e2g7TN8KD26Crvdc3FWnuuj9ocvdov/pW+GRPUI8068RAAWmsv9fM9edZv3JdP57Q1tmTunCrDu78tKYNpIQaz3DkpuCc8HtcHZ92UGHDXbPho0fgtXzvatK+MWI+QYUeTfhdGbF/nKKrJxxhJbeM0soLMjHane9QIT56FiwPxNVTG86+DuQtxyJ7Ow6lIYgMecWT4Uud8Li+8S8LP+Zds0Wpaq282nzaUdh0d2umY85cfDjWMirwWB/cY7QJUo9JMqM7J71eiQkrgpOJ6x7W2zsRXStkS63J9tJKnQyIKpuOtS4QyGXcV8HNYczHHx/sIb0vErWGWfW1kx/EhJ1gGoHR/z8/PD396/wExAQQEREBAMHDmT27Nk1OsgZM2YwevRohg4d6nJ89+7dWK1Wl+OtWrUiOjqarVu31ugY6jJZhWY2HE3EuuVr14eaEpwO2PiReKi6XORy8G8CN/0Ikd1RFSQQ7a/3eHqHKF/xHz7RcPefZY4XmacgJw6jXyAXBt1Tck1M6xWGfusH0GwINLuegMQ12ILbixOsxbDre7HL7R2O4uxalH/9R+xu+zUSi8ODi8TiMPO0+4Ft/qRiinFhqgiauCNpj7AhvlwcDlHyNGccfNEDvuwjMn2O/wVm964dEvUTo1bpcYPqiVWZmG9f7pKFhc4Phr8JCbsq6ox4lRMsLkiFfXPdd5ywUwQaDv8O170ATQeXtSlUwgmn76OgcqPlUZQJu39w368pDxRqOLNO6KAsvFNYlu6dC0Xuy87yZUaO9XwLZDJuCTzNQ31C0SjLbjk9Gvnyw1g/gnd/CK1vENeGkDbgEwmKWkpTVihE/yFthAuPzre0yaBVufz/2no6k8cX7OOheXuYNmd3vdkdlBDEZRWRmxaPLHmf+xN2f1+5uGlVaXodDH0VfUECzQPdZxU9+VcqmRMX4ozqWXrMy56LSuH6nUrOLeaWTgE4z6zH15GLPfkgTPwWts2ECbNEgMWUJ4Lq7tjxjbivmXJhrQfHNpsJ9v1SM+W22eeEOPtnXeDLvuJn57cummQSEledc5tExlQNZY0ALD5uJdRLRgu/erHHXEozPwUjmyh5f4eZU9k1UF6j8xMbpqdWX35fEhJ1hGqHPF9++WX+97//MXLkSHr06AHAjh07WLlyJTNmzODs2bNMnz4dm83GtGnTLnuA8+fPZ8+ePezcubNCW0pKCmq1Gl9fX5fjISEhpKR4fpA1m82YzWWiRHl5FVNh6wsOh5M/DySTl53BkIwDnk9MPSjS4NWeAxlVRu8PKi+Y+B3BdgtPqdU8tvBQhdOMGiV9mpy3JJXLRZ3nXSugKEMEcfT+BKgCGdsxjKX7yrJdFuyM57Nx0ahXHYCjv0Kn29H5ReBs1BN2fSMyPo7/JXaur3seND5CvNE3Gu5dJRZmMgXEbfH8Gcx5FVX9zQWVu2PkJkBo++r8pdz0EQezR7o6Z+Qnw/xb4b7V4sH2GqUhzUuAQIOGEW1D+etQxWuRTqViQYIv4T2/Z1CkHKXTIh5oNn4gSuPKE9ENvMplXpjzK2Y9lScnHjpPEeU1g54XWhsFaWLOhXd2nzUC4vpgM7lvu/41YUNaPiutOBv+eAz0ftBmXIWXBBjUPLI8l26hTzHGoGRKBy0TujUivciBn05BiMqEnywPJs8Do4cxXUECDWpGtgtlxcGK/7+6N/IjwKC+CqO6+tTHeZmSa+Lhn/fwTY9KtHfslpoJSHuHQ88HMOQn82iugX9PVAwMZBZayNFGEnDrfCjMAFsxQfpwbu6qZd6OskDo4j0JLJzSFOXvc+DEH6IMbOkDItsLYOznQlfLE9ZiYU2tUIvNAU8k7gK7CeSXsR7ISxJB/vIlgKZcWPmMsBLuNKXmyuIkKlAf5+VVY/274gE+skeNdJdndvLHGSs3NFUhq4ff8cmtVOxLs/PYmmJ+u9ELteIyP0N4Zzi1RmTo1MO/h4TEhVQ75Llp0ybeeOMN5s6dyyOPPMIjjzzC3LlzeeONN9i9ezezZs3ivffe49NPP73swcXHx/PYY48xb948tNoaci0A3nrrLXx8fEp/oqLqr3tJar6Jj1efJDbPgcW3mecTA5qCqgZr5VUakVIc2Jz+LcN4enhLl13hSD8d8+/vRbjvBe9pDBa7tmEdwCcSg17Lc6PaMKp9aOk19WRaAUUOFXa/pqJsYM+PMP9WZGv+K7JFSmx/Uw7AyudFkCOwhThuDBX9B7cUn9nj+HWgvGBsaq/KvdqNoVX/+3ji6HLPlqJrXhMpytcoDWleAhi1Kl65oQ3D2rg++Pdq4s+M65rx3srj3Lc4jk15QWJxEdgSdP6ui4uYfqL0w1AuOKIxCEcmTyiU8Mfj8PNk+G4ofDNIBDZWPlf569T6Mr2C8vhEioee8oGR8qz+r1v9Bn8vDe9N6siOJAvX/5hA369OMfTTbfywNQ5fgx6/4HChHVQHAiMg/n+9PKYtw9u6zvPeTfz5+JbO+HtV4oDVgKmP8/JMegHHkvOxe1Xy3ZIrxDW/JlDpwL8JzcL8+PSWTnhry/adArzUzL67OxG+OrGxENQCwjqi8wni0aHNubFzeOmUT80zk1Ikx+HfVAQw1rwK/f8D69+GeZNEtlZlTmwKlfhMKq1noWOA4DaguMzvc8YJ18BIef59w/P1QqJGqI/z8qoQvxPObYD2N9XYg/uy01YsdhgUVfeFWN2hVsiY0VnD8SwH7+6oAfea8E5i09NTRpuERD1D5nRWT+zAYDCwb98+mjVzfRA/deoUnTp1oqCggNOnT9OhQwcKCy9PBHTp0qXceOONKMqlWNvtdmQyGXK5nFWrVjF06FCys7NdskdiYmJ4/PHHeeKJJ9z26y7iHhUVRW5uLt7eHnQA6ihn0gsY/MF6dCoFq6f4E7FgmHv9ilrOSjBZ7aTnm8kstKBWygjw0hDiXfWAVl6xlcwCC7nFFgxaFYFeanyyDyL7drDriWGdoNeDENBMZId4BYmghbuHutxE+HaI+0Va74fFjnr5haa5QDxUHlxU8fzA5nDXH5cXILFZRAryiZXu23V+MH2L2Im8BmlI87I88VmFnEgtwGR1oFXJOZCQy3ebzpY6WjwxtDmPDT1fXlOcC0XpIkim8QavwIraG+Z8WPYoHF5S8c2CWonSmT/dXPvGfwmdbvM8UEsR/PW0KJUpT6P+4mFqx9eeX/vYAREsdUNOkYXMAgv5JiveOhWBBg3eOjfztY6QV2wlo8BMXrEVo1ZFgEGNr/7azBqB+jkvv15/mrf+OsY3N0YybMe9oozzQjpMFm5PNRUgOY/N7iA130xmgRmZDALP3wvlHsqy8k3i3pdTZMFLoyTQoMY3cx+y74eJE8I6Ch0itUGUyIa0hZ8mug9MdLkLRr4NKj2cXgtzx1c8R66A6dtEkOZy2PSRCIx64pE9lW9QSFwW9XFeXhV+vkXo4Yz7ovLNgSridDoZ+WshehX8X4+a27S9Gqw4bWXuEStfXa9jRJPLuCfbLULbcMjL0OeRmhughMRVotplNf7+/ixfvrxC4GH58uX4+4tFfGFhIUbj5dsdDhkyhIMHXS0v77nnHlq1asUzzzxDVFQUKpWKNWvWMHHiRACOHz9OXFwcvXv3dtclABqNBo2mYewCqpVydCoFxVY7n+9z8H8jv8Z/9ZMitRbEjtao9yGwolp+TaJVKYjy1xNVif5IZXjrVOcfmMotVBUtYPxX8OeTZSUwmSdBrhJ2bBpD5Z36RAjr3gsFadtNEhfwC3fgNAZRPlCcI9w4SghuDbf8cvmZIwoVBDQHPARHfCJFOvQ1SkOal+VRyOU8sXAfecXuhQobB5b7zut8xE9laIww/H+iNKx8nW9IW1GiUpwjgoYl9r9yBfR+VLi1VIZaL3RKirLg+J9lx1V6MQc8oQ9wH5w8j6++fgUXyq5FElA/52VMgLgPvbg6nZY3/0jM31Mh/Vhpu7P5MGRD/1vjgREApUJOhK9OZIpUAaNWhVF74b2vNdzwqShRSd4Pvz0o5v24L8AYDlMWw/xbhD1xCa3GwKDnxHwFsZEw4m1Y/UqZSKvWByZ8C741kGXg797uGhBjVdafOV8fqY/z8oqTdhRO/CWExGsgMAKwK8XOsSwHz/as/3/7kU2UnMh28OTaYpr4ymnhf4mZMAo1hLQTAVkpOCLRAKh2cOSll15i+vTprF27tlRzZOfOnaxYsYKvvvoKgH/++YeBAwdW1k2VMBqNtGvXzuWYl5cXAQEBpcenTp3Kk08+ib+/P97e3jzyyCP07t2bXr16Xfb71weCjVpu6xnNd5vO8su+TJLyI3hy7EqCyEKOE//QRqh9Qt0LMFYTi81BRoEZu8OJl0aJv1ctL360Rmg3ARr1FfXNyIRFqSG06guvoJZwz19Cc8GUC8YwsRtfTojRBe9wmPCNqAsvyiTPK4Y8DMjkKvwsNvTqy1Aml8mgyx2w7QuxA3ghA58RY5NoUAQbNdzbtzEfrz5ZoU2vVtA5xs/Nqy6Cd7gQaCxMF99tvb8IiBiChdDi/euF2KS1WJzrFXTxYCKI+TX+Cyh8VQg76nxBHyj0SFQ69+4efR71rGNyAQnZRZhtDhQyGWE+WjSq+pmWLFG3aRfhg1GjJC3fzKSFKbw86Cs6+9tQWHLQ+YVjDAhF4RVQY++XUWCm2GJHIZcRZFSjulxBYa23yGxpep3IgJTLRVDEGCIeRAKbwV1/Cher4hwRuPcKdLWp1vsJa+9WY8g3WcmVGZEpVPh46TGoauDeHd5ZBEHclYl2v1/cpyUkriZbPhX3vsaX/zxSwuxDFsK8ZLQPql9CrO6QyWQ82EnNK5tM3LuyiN9v9CJAd4mfK6wjHJgvMqSlwKhEPafaZTUAmzdv5vPPP+f48eMAtGzZkkceeYQ+ffrU+AAvZNCgQXTq1ImPP/4YAJPJxFNPPcUvv/yC2Wxm+PDhzJw5k9DQqt+Y8/Ly8PHxqbfpiKl5Jl747SCrj5aJz4UYNXx3d3fahnvXiGBUUk4xX64/zaJd8ZisDjpE+vDKDW1pE2ZEdzkBgzqKze7gdHohb/x5hI0nM1DKZYxoF8r/DW95eXaeliI4/S8smVaWDSOTQ98noPcMqMEFe32nvs/L8qTnm3jtjyMs319W4uWrVzH77u50iPRFUdedUOw2oYHw82Qw5ZQd73iryLYq0QHyQEa+mV2x2by36hin0wvx1iq5rWc0t/eKIdKvBkSiJa4Y9WFe2h1ODiflcvfsnWQVlols39AhjJfGtCG4GiWflVFgsrI/IZfXlh/heGo+XmoFd/SO4Z6+jatVVlpbOBxOzmQU8OafR1l7Ih0ZMKxNKM+MbEnjwCoESyvt3C6yWuZNEk5XJbQeB6PeqzNaQtcK9WFe1hYWm4O/DiWz9lga6QVmQoxaBkSpGPnPEDRdb4W2E2rkfc7lOhi8oIC726m4vlHDyS5ML3Lw0iYTjX3k/DLGC53qEtYjmadEWfrdK8SGpoREPeaSgiMNjYZwU8kpspCWb+ZcRiH+XmrCfXWE+WgrBkasxVCUhVOuIs3uhQM5GpW8UrHB1DwTd32/g2MprjtEchksnt6HztGXsPN9lbDbHaQXWHA4nejVCo/p/mfTCxj16SaKra5WZ0FGDUsf6kuE3/mUaZtFCFE5nSJluSq78zaLsAXOPAO2YpHd4hUkduEkSmkI87I8OUUWMgosnM0owFunIspPT2glWgS1TXFxMTlF4sHRV69Gp7tIGYDDLvR7smNFFlZgc/AKIsuhx2y1I5fLCDZqKlxzHA4Hyw4k8/j8fRW6HNAikHcmdCCsiiUIpeMoTBP/qvQVNVmqi8sc9pbm4UWoL/PS4XCSkmciMbuYnGILjQO9CDRoyq75hZnCnUmuJF/pT77ZhlwmI8CgRqWo2u7p+uNp3DW7opNej0b+zJzShUDjlU29zyowY7Y5SudiXFYRYz7dRL7ZhkohY0zbAG5qrUOrlNMkKgJf38u8dzsc4pqQEysyWAKaCttxff1ZEzQU6su8rGmOp+TzyC97OJFaQLMgLwIMGtILzJxJLyRUlsUrgwIZ2eIyA4HneX5DMX+esfLpEN3lO7zUMU7n2Hl9i5m+EQq+HqavYDN+UZwOWHC70Ee67vnaGaSExBXikrb8HQ4Hp06dIi0tDYfDtTxgwIABNTIwiepRUtffIqSShX32OdjwIRlR1/NXThQzt2eSkmeibbg3L4xqLVKRtRWj4SeScyoERgAcTnj9zyN8d1d3/OqBpkBanokFO+OZveUcOUUWujfy54VRrWkRakRbLr3fZLXzzYYzFQIjAOn5ZtYcS+WOXjHIchNgy+ew7yexyG45Ega/LBaIlbneKNXCdtg3ujY+pkQdpWSONguumYXa5RCXnstn/55k2UGhSzKmXRCPDm5OTHAleidyhdDF8YkEhJDk4aQ8/vfnDg4l5RJi1DJ9UFNGtQ8jqNxDYUJ2Me/8dcxtlxtOZJBeYK56cCQ/BfYvgG2fi5KiyB4w7A2ht3Ip+hG5CbB1JuydIwLHzYfBkFeE4LOi4WXEXUvI5TLCfXUVHdNM+ZC8D/55CYvah9N93+OdjWfZeCoLL42CO3rGcEfvGEJ9Kv9OpuUU8N/l7m11d5zLIjGn+IoFR/KLrRxIzOXNFUc5kpxHmLeWN8a3Y/PpTPLNNoKMGn6+KYKII9+g/2sB2C3Ym4/EOeQlZBe7X1WGXC60vXwiavYDSUhUgT1x2dz13Q78vNS8eWP7Mv0um4nE+Y8zXz6a6Wsd3JRYxOv9dWiVlx7QiM9zsOCYlZtbqRpcYASgqa+CJ7ppeH+Hmf+sK+ajwTrk1ck6l8khtD2cWScFRyTqPdVe/W3bto3bbruN2NhYLkw6kclk2O0VHygl6gA5cfD9CHI73MM7x4NYtD+xtOlQYh63ztrOV7d3YXjbUNed34I01h1JdNOhYE9sDkVmO3U9Mz4j38xj8/ey9UxW6bEjSXn8tecUMb2C0Oq1ojRAJiOv2MqGkxke+1p5KIUprZUo5ox1FXo9ulwIUt2/XtSES0jUBCWZDciErkAl4qdVISEjl4lf7yS9oMzpYPG+VNadzGbp9B5EBV5EEBah2L/1dCb3z91deiwlz8Qryw5zICGHl8a0Kd2hLzDbSM41eexrX1wOHSJ9Lz7wwgxY/iicWFV2LH67sDe98/fq15XnJcHcG4UlaQnHV8CZ83M4qGX1+pOo+zidcHY9LJgCOj9Oj/+LcT+cxmIXmzx5xTa+WHeadSfS+f7u7pWWxhQW5nM2w7Mj385zWXSM8q3pT1ABh8PJuhPpPPLLXvz0Kh7rF0qnYAVeShvrT4jg56xxoTT/6xYXhxvFsWVw9vx3XXKVkahnxGcVMfWHnYT76Xh6eEtXPbjTa4mwJ/JkbyMbstR8f8DCqZxCvhuhx/8SNTU+2GnCWy1jeKOGGzTvGKzgoS5qPt9jQa808eYAN9nnlRHaAXbOEhpltSB2LSFxpaj2VeLBBx+kW7duHDp0iKysLLKzs0t/srKyLt6BxJXH6RQP7oVpZESPYtH+TLenvbLsMKl5ZtfXxW4mqJINNINGibwe6FLFZRe5BEYGNvVm1ZRAniz4EJ/Z/cUD1o5ZkJ+CUiHHV+/5AbRtuDfyuC2ugZESLAWw+WOwuBGulJCoLtmx8PcL8FU/+Lo/rHkdcuIvuTu73c6yvQkugZESMgstLNkdj93q3lWnPGn5Zl5Zdtht2+I9iWSU61+tVFBZ5VCAoYpZZ3mJroGREpxOWPF/Qpi2OiTscg2MlGAthvXviAWeRMMiPxn++j8A8jpN451N2aWBkfIcTsrjhJtsyfL9qPLjK009DzBcmayR1HwTry0/wri2vvx1szePZLzBoNU30CLlT3x0KlqFGonK2ene+tecD5s/dS+0LCFRR7HaHTw0bw9qpZynrm9xgVD++fVuUCtkXv4MjFLycl8NZ3IdTPi9kIR8N2L4F2Fnso2lp2xMaqlCcxnZJ/WB3uFK7u+o5pdjVl7ZbKqwCV4poR3AYYO4rbU3QAmJK0C1H2tPnjzJm2++SevWrfH19cXHx8flR6IOYsqDI0vBEMLRDKvH01LzzOQVl2s358OOWQxrosFT8PiOXtEEVvXh5iqy8fwOGgjdkHf6qwlfMALVyT+FfkL2ObFo/v0R/GUFTOvv2aZwSvcwZId+9fxmJ1a6ilZKSFwKOXHw3fWw4xsheFiYDls+gR9Gi3KQSyC/oJC/jmV7bF95LIvcwosHBXKLrZVmgxxOyiv9bz+9ikEt3Au2alVyWodVsT4+tpIFV/px964ZnnA4oLI5fPIfcV2QaFiY8s47n0FBeB82ns7xeOqKQymV9uN/fD43tHUvoK1SyOga7XsZA606ecVWvHVKXuhUTOiCkSjO/gvmPHz2zOSBLl70jNITcO4Pzx2clO5XEvWLr9ef5nBSLg9f17xiKXjqYaGBE9279FBTXwWv9tVSbIWJSws5kVX1DHeTzcmzG0w09ZUzKPracFcbGKXkvg5q5hy28vpWc9UDJD6RoPOHsxtqd4ASErVMtYMjPXv25NSpU7UxFonaQqEEjTfYTBg1lV/cVcpyXwmFEtQGQvbP5P3RURUCJJ0ijdzVK+rybQuvAOWFVx/s4U/wppfBbql44qm/IfssfZsFMLp9RcejGYOaEeStd7VMvBCNkXqRTiNRd7HbYe9Pwo73QnJi4fjKS+pWqVRg0HpOCzZolCirIEapvsg5xnLvEWDQ8NINrYn2d629UylkzLytC6FVdfXQXUQPRV6NdGe5HHSVOENpjKKGWqJhUa4kTW414VXJ/dC/kuxB5Er0B+fxVDcVzYJcv9cKuYwvb2l/xdxqVAo5T/T2JXjdM64W8dln6eI8QqsQL2zqSuaOxgiyun8Pl5AAYQf/2b+nGNU+zL1+17E/wRBUoVQsxEvOK321aJUw6fdCdiRfPEMS4I2tJuLyHDzQSV09DY56zpAYJfe0V/H9QQvv7qhigEQmE7ojUnBEop5T7eK5Rx55hKeeeoqUlBTat2+PSuW6gOjQoUONDU6ihlB7Qa+H4KcJNNUXo1MpXMRGZTLo19SfKe0NhKmLgfO1gio99JqO19zxjMRJl7unsy7OSkaxg4ExGhoHGgjyu/riklVhQIsgZDKRgd89TIl88zbPJ5/4m6DruvL6+HY8OLApq4+moVbKub5NCCHeGry0auh2H+yf7/71PacLxX532K1iR1quBJ3vZX8uiQZKcZbI9vLEwYXQ4SbhkFQNDF5e3NcrnK2nK5bW+epVvDEiCm+5CSxKUHuup/PVq+jdxN+lVK0ErUpO80CdcAPR+YFcTuNAAz9N7cGxlHy2n80iyk9H/+ZBhPlo0GuqeBuK6iWCIA43u34tx4C+mjbYXe+C3d+7b+txv+c5LFF/0ftDo35wbhMBR+dwe+enmLmlYgCybbg3U7v6uHyHXfsJgKieRPw2gXnXz+SkM5KtiRbCDHL6R6oICVKhUV2ZgIOfXk37AISV5gUErnqIEYPfw9FtKhxZ7L6DntMvasXtkaJscNpB6wf1YJNEov7z3srj6NUKJnSOrNhoyoXYLUJY200gw08r46U+Wj7aaWbKH0W81k/LLa1UHnU1vj1g5qcjVqa2VxFlvPaC5cMaqbA54Mt9FrxUMh7uUoVSwdD2sG2myNLTXjuuSRINi2oHRyZOnAjAvffeW3pMJpPhdDolQda6TGgH6HQ7wdvf5Msb3+K+X2OxOZxE+un4fnwoYbG/Y9yzHA7qoMcD0HgAGEMhtB10vhP93jk0PvILjUM7gloPlgho8r+r/amqTIhRw9sT2vPM4oPYnTKxg2j3UGJ03srT30uDv5eG9u7EIgOaQp9HYMtnrscb9Yc2YyvemJ1OUbqz+wc4uQq0vuL1kT3ELoeERHnkchGc9IRKX71MiXJ0jPRhfPsglh4sKzV7uE8wU1uY8N38lMhMCe8MfR4F/yagqrgD7qtX8+aE9kz+ehtp+WX6Ikq5jJmT2xKy5VVI2g4db4U248AnkugAL6IDvBjWtmJGVpUwhsKNs2DJVDGfSgcTA8Ner5qNtsuHiIEB/wcb3nM9HtkTOkyWsr8aIjo/uOETmD0K1amV3Dn5cdafNXA4uQAAL7WC7ydF0aF4J7rfXhL18x1ugbbjS12aRD++MOYj+GEUIctuJcQriH6BLSA5HyKeB+OVE/P181Kj97RJ4XTgt+YpuG+NCIJs/9K1vfEgaDW6+m+anwpxW2DrF0Kbp/UN0GkK+MVUvy8JiSpyPCWfZfuTuLdfY3RqN8G4U6vF2iuiq8c+vFQynu2l4cdDVp7bYGJdnI0X+2hdgh9mu5MPd5r5er+Fsc2UDG10eSLo9ZlRTVSYbPD+TjM+Ghl3tL1IGX1oe5HBFrcVWgy/MoOUkKhhZM5qqe1AbGxspe0xMfXv5njN+MMXZkJOLObEgySHDOKfsybGNYHgRWOFRWZAU2g2VKSTW4ph8PNgCBGvy42D/QvBYYH2N4N/40vfbbpKFJ53zYhPzaD/sf+hPLzQ/YkP74TAFhfvsChLaD8cWAjWImg3AQKbi7/ZhWSchG+HVqzt7nALDH8TvKq5630NcM3MS0/s+wWWPui+7baFl7XwyMzJJT7bzO/7k2gbrGW8YiPKv/7jepJcAbcvgSaDxO/mfBGUKLcblJRTzO7YbDadyqBxgI7hUQ7Ctr2G9mQ5jQP/JnDXcteHy0vFUig0Iw4vhdx4aH49hHe5dCvR4mzITYSDi8SuY7sJYu4bLzGAcw3QIOZlToJwOorfRmrb+zhh8mHF4TQe7KIn+p/7kSXuFlbrLYaDXCX0f0a+U/E7nJsA8TuEw5F/UxEk8I5wG1CsVYpzcC68A5m7dHa5Eh7ZLUprc+PP36+Kof0kYVld3ft4QRosexRO/OV63CsQpq4WawOJK06DmJcXYca8Pew8l8UHN3V0U/7phN8eAH0gdLylSv1tT7Lx4yEreRYnA6MUtA5QkG9xsvKsjaxiJ5NbqxjdRFk9x5YGiNPpZO5hKyvP2vjyeh0jmlQSLHI6YfE959e29WcDVUKiPNUOjjREroWbiltsZvj7Zdg7B0a/D+YCofLttEPLUSJQEtz6ao+ydsiOPS9seYHzx7D/QZc7azYd0JwPvz0IxzyI4t2/HsI71dz7NRCu2XlZQn4KLLlfWI+Wp9VYGPNBzQUns2Ph827uNXh8okRgI2kv7PpO7Ah1uUtklnmHu557ei38dKNrVkcJQ18VmShSNka9p0HPy8O/wZJpMOIdERw8/BvYTOJe2HQIhHUUx+siGSdh9kgh3FyCTAbjv4LWY0XGZ00Qu0W8jzu63A0j3wZVJRZ3ErVCg56XQGxmIde9v467+zTi+jZugtdpR4RrWfepIuhXRUw2J+vibexOsZNa6ESjhJb+CkY2VhJxDZbSeMLhdPL5Hgt7Uu0sGOtFp+BKroMb34fiHHhgvedzJCTqMFXKy162bBkjR45EpVKxbNmySs8dO3ZsjQxM4gpQlAWHFonAyO4fxU5aCbFbYP8vcNuiS9+Vrcv4xcC9K8XnPLoMDKHioc83uubrJItz4PgKz+1Hl0vBEYmKGENhwiyx6NszRzyUdb3nfHZSDWZtZZ11HxgBETzMPAm/3lN2LHYLhLSHKQvLAiTmAtj0kfvACMC+edDptnqXbSZxDWEpFGWP178urtenVpe1xW2DvfPgjqXg3+gqDfAiBDaHaf/C6X+F25JfDHS+QwQ4ayowAmJd4IlDv8LAZ8BHCo5I1CzfbzqLQaNkoAfnM07+I8rm/D07DbpDq5QxorGKEY2v3dKZqiCXyXiwk5r/bTUzbWURf0z0IsTLQ/AopD1s+0JkY1ZTF01Coi5QpeDI+PHjSUlJITg4mPHjx3s8T9IcqYf4NRaLwvKBkRJSD8PxP6H7NLfiVvUen0jocDO0m1j7u4EyGXjK0ZJcMSQ8YQwRP40Hit9rI/PiYnPbZq54LPUgHP9L7NKV9FHZ91gmBxrgNUSiYaHzE3oi5QMjJWSfFUHK654XTm51Ed9o6Ho3dL79kjWJLkplzjYyuTTNJWqcfJOVRbsTGN42FLXSzX3GZoJzGyGmj7SeqkXUChlPdNPw4kYTD/1TzPwb9KgUbiZ8aLvzuiPbJN0RiXpJla4iDoeD4ODg0v/29CMFRuoXTn0A9J4hMhc8sfsHKKrobFGvuXB3u7YDI3p/kdbsicraJK5NHA7X3+Xy2itJ8WsESg8aCX6NhMaAO3b/IPSIQDhidbvX/XkgStWq4SbjcFzz1Z4SVxCHw3ne1W0GnFjl+cT9P0NhxpUbWHUpuW7UVmAEKtdzaH+zuN9JSNQgv+1NxGS1M6SVh6yR+O1CRyes85Ud2DWIr1bGo13V7Euz894ONxsnAMZwcb8/t+nKDk5Cooaoo9sfErVFbrGFhOxiFu6MJ6vQzPvDu6Fxfuf5BQ6751T5+kRhBmSdgT1zxU200y0Q0u7KCC+qvWDwS8L7/cJAU9d7GmbZkkT1cdiFwOPxFULpPaSdyGryiQRlFSz0LhVDCIz5EJY+5HpcoYJhb8C/r7t/ndOOSzpUVHeI7i3GXp6gltBm/EWDO1abg6ScYlYcTOZAYi5dov0Y3jaUcF+tG/E9CYnLJzmnmN1x2fx1MJkQby1PD4hB47B7Tn648DtfF3DYRfnbsRUQv63cdSMKlBdxlrgU/JtC24lw+AJrYGMY9H3Uc6BVQuIScDqdzNsWR9cYPwIMHu6Dp9aIQL4kbH9FaOGv4JbWKr45YKF/lJL+kRc8Sspk4jokBUck6ilVCo58+umnVe7w0UcfveTBSNQuecVW5m6N5f2/T5Qeyyi0MLfrbSg9XcQ63VatHd86SWEGrH5VCM+WcGgRRPeCST+Ad1jtjyGgKUxbK1wxjv8JWj/o87CwWJZ22iQAUg8JkWBzvvj9yO+w4V2Yshhi+tZeKr9KK0Re728DWz4XQcSIbtBzGmSdg/Tj7l/XaQroyn13jWFw02yI2yEe0nBCaEch3nqRAKDD4WRffA63f7cds03sfv91KIUP/znBL9N60inar2Y+q4TEeeKzirjt223EZxWXHvv3WBqrb5iC8qgHbbV2N9W9+2HqIZg9CizCjrj0unH7EojuU/PXDUOQEF3tOBm2zRTXq7Y3igCob1TNvpfENc+BhFyOp+bzzAgP9tjFOUIwXMrAvaKMaqLkQJqd/6wt5u+bDfhoLggph7SD7V+J64PGeHUGKSFxiVTprvnRRx+5/J6enk5RURG+vr4A5OTkoNfrCQ4OloIjdZjk3GKXwAjA1tNZ7O7RkR4h7ZGlHnR9gX+T83oc53dtbRbIS4QTK4UyfqN+ENWjZiw6a5P0466BkRLitgkHme73XRlNFb8Y6PcEdJsqduU1hornlFiLHl4iRC7bjKt5AU6Jukd+Kvx6b1lgpAS7FRbdBQ9uFDvBtYXWCOGdYdznIrNKbRC7zmqDWOSkHnI937+J+G5emA2i0IB/DCTuEmMPaAqKC3av81OFyOuRZWLR1G4ChZpgHpq3vzQwUkKx1c7Dv+xl8fQ+hHhLO9ISNUOx1cYna066BEYAzmUWsS4viiEx/ZDFXrBhYAyFng9UzMbIS4Lk/UIQ0jcKWo0RQsVqr1r+FJy/btxTFhgpwW6FhXfCg5tq5/5sCBZaAjF9wGEDjc+Vc6IqSIPMU8LOW20Q9ts+kUIrRqLBsWBXPAEGNR0ifN2fcG6j0LkJbX8lh3XNI5fJeKCTmqfXmfjfVhPvDrpAhDm0nci0i9sOzYdenUFKSFwiVQqOnD17tvS/f/75Z2bOnMl3331Hy5Yiknv8+HGmTZvGAw88UDujlKgR/jyY4vb4tN8S+XHS13Qs3Ip87w8iTbfjrWWLDgCbVbhU/DxJLLxAWHsaQuDuFRBYdeu0K4rNAjtmeW7f8bV4yLtSwQe5AvQedsGLsoXC94b3XMfXqD9MnCV25iUaJsWZYsHvti0b8pJrNzhSgkrnasPpHQ63LRTiq3t+ENeGTreJneILH7oKM2Dt/2DX92XHtn8JLcfADR+Ka0V+Miy6x7X0ZuP76Ac8y91dhvLehor6JgnZxWQWmqXgiESNkVVoZdm+JLdtDy9PZM20z4nI2go7vgFrkSgj6XSrEDwtT04s/DhOiLWWsOY1mPS9CB6oatAlxh1FmZB52n1bcbawA6/NzYsrvSOcnwKLp8G5DWXHNn0A/f8jMjF1UoZZQ8JktbN8fxJDWgUjl3vYwDqzHgJa1Kwjk0SVCNDJubW1iu8OWrmxhYre4eUeKb0jxXyM3SQFRyTqHdXOt3zppZf49ddfSwMjAC1btuSjjz5i0qRJTJkypUYHKFFz5Jusbo/nmWxMmHeOHc/dTlC78YATdAGuO0EFybBgSllgpPR4Kix7GG75xfND/9XEaQdLvud2S5F44Ksp8lNFWcKZ9eAVCE2vE0GNqty4s8+6BkZKOLcRDv0GvaY3TNcgCbDbKm+3mWrnfS2F4oHj9L9CXLXpIJEVUj5Y6BMhXGna3gg4Kl4bSkg74hoYKeH4H9B2HLSbBAcWVdQkARQb3mbczYP4fKuCYmvF+Wiz1zGdB4l6jcPhxGJ3uG0zWR0sOGbhyWG3QYsR4v6g8wfFBcLdlkJRrlk+MALCpWHxVHh4N/g3rqVPcB6H+3t6KdW9buQmQMpBUaYQ2FLoCHlHXrmskMpwOuHwb66BkRI2vg+tRkNEHVyDSFwy/x5LI99ko1/zIPcnFKRC+lHhOihxVRgco2Rzop0XN5r4a5IX6hL3GpkMQtrCuc1Xd4ASEpdAte94ycnJ2GwVF/J2u53U1NQaGZRE7TC8rWfx0YHNg9CoFOKB3iuo4mIo83TF1N0S4rbWXUcblU4o6Hui1eia0/zIS4L5t8HsEbD+LVjxFHzeTey6Wworf63DAbtne27f8bVn1xCJ+o/eH7S+7tvkyoo71jWBpVCUlX3eFVb8R3xnvx8OC24X3+XyyGRC7M7dtQFEKc62Lz2/19YvREnejq8r9hvYHIJaEXRyIf2aB1Z4qZdaQYBXLQhLSlyzGLVKusZ4fpC+rsQVQ+8vNDYuDIyAyJQ6stR9Bw67KNusbXQXuW5UJ2sk4xR8OwR+uQXWvwOL74Uv+0Dyvrohyl6QBtu/9ty+6/uKLl8S9ZqlexNpGuRFhK/O/QnnNokS5eDWV3ZgEqXIZTLubqfmbK6DHw9ZXBtD2olAq6Xo6gxOQuISqXZwZMiQITzwwAPs2bOn9Nju3buZPn06Q4dKqVN1maZBXnRvVHFBqFHKeW5UK7x1qoovKsqC9BNid7ky7JbK268mjftBgJuyH50f9Hrosp1AnE4nWXkF2LbMFFoLLo0OWHLfxf9+TkflASZT7nmnBIkGiSEMRrztvm3A/4mgRE2TlwS/PVDxwSd+uyhFuzBLrDLsVvEd9YQ5T3x/y2mqFHS4h7O3bGBhu6/5qfVM4to/wvA2wRWSo54b1ZogYy269Uhcc/jq1fz3hraoFBUz8QY0DyTKvwqZfjZT5VmHxVmXMcIqYgyDEW+5bxv4TJWvG4XZqe7vU+Z8+GWyKIe72jjtYK7kGlOUKe6jEg2C3GIra4+n0adpxYB5KWfXCzc0ySHpqhLjI2dIjJJPdpvJLC43B0Paiey2hB1Xb3ASEpdAtYMj33//PaGhoXTr1g2NRoNGo6FHjx6EhITw7bff1sYYJWqIIKOWz2/rwnMjWxHqrcVLrWBEu1CWP9KPJoFuxEEL0uCvZ2Bmz8ot0gzBoPOpvYFfLt4RcOfv0O9JkRmj8YbOd8C0f4X922VyLCWfs7HnUO7xkPnhdMDJvyvvRKGEthM8tze7HrR1+G8scXkoFNByFNy1HCK6Cq2C4NZw81zoMa12xB2PrfC8I7zzWyhMr3pfGiO0qcQtoMUIscvddDAAeT2eYIH3XQz+IZ6nV6bw4t8pXP/NUXbH5fDepI7oVAraRXjz473duaFjOGqlm517CYnLoGWogeUP92No62D0agURvjpeGtOG92/qSKAny9ASsmNFZkiQBwcNEA5TtY1CCS1Hw53LIKLL+etGG3Hd6Da1SteN4yl5ZKQliR1edxSkCc2jq43WF5pWsgHXbkLtOXpJXHFWHUrBZnfSq4mHtWd+ssholoRY6wSTWqhwAp/tKbdR6hst1ttSaY1EPaPad5KgoCBWrFjBiRMnOHbsGACtWrWiRYsWNT44iZonxFvLtP5NGN85AofTiVGrxKBxkzECcOJvOLhQ/Pe5TcK55tDiiucNf1vsfNdlfCLhuuehx/2AU1jpqj2kalaDlNxi7v1hJ1/fEOS57AgunjkCEN1b6D1knXE9rtKJ7IEr4X4gcfXQ+Qjb2ym/ijIVpbp2MkZKKKjkgcecJ1woqopMJh7SNn1ccZdZ6yPmndYbBj4LZzdwLuYmXp97rkI3v+yIp3+zINY/PQilXI6/VE4jUUuolQpahXnz0eROFJhtKGQygowaZBfTdSrOFjpbeUkw6FlYMq1ikLHp4Cvn4qbzgSYDIXRxta8bqbkmpv64i3mjL3IvNOfVwEAvE7UeBj4tSgGtF6Tp+zUW90+JBsPyA0m0Cff2fA84t1mU1AS2urIDk3CLt0bGmKYqfjpiYWp7NVHecpDJz+uObLp4BxISdYhLVtlq0aIFY8eOZezYsVJgpJ4hl8sI8dYS5qPzHBgpSIPN5Syct3wGTa4TAQbjee2SkLZw+xJoNrRuCLZdDIUKvMPO2yxefmAEIC3fTHKuiYPpNgjr5PnE8zvmleITIXYAe9wvdgBlcrHjPm2tCJpIXBvo/cV3oTYDIwDRfTy3RXRF+CNWA98ouHelyMpSaoQzU5vxcN8a8I0R5wQ0wzJtPbMPehaK/GrDaVRSYETiCmHUqgjz0RHsrb14YASE1sjZDcJd6tgKuOnH8/MFMXcHPQ/jvxRZileSS7hupBeYScguJgeD5+C7TFY7mkeXgl9jcT9sMVLcH1U66D5NZNxdqWCURK2TXWhhy6lMejauRA/u3MbzJTXSfaKuMKKxEqNKxse7y93fQ9qJcnNrLYnKS0jUAtXOHLHb7fzwww+sWbOGtLQ0HBcIYP377781NjiJq4jDJhaBJTgdYrcsupfY/fVrJIIjV8oCt46SVyx0GWZuz+H6Ma8SvHh8xV3E4LYV06+dTrHzmJsAphzhauAVJB4wh70BfR8HnCIlUet9BT6JxDWHzheCWkH6MdfjMpn4/skuoZTFrxGMfA8GPYfI0PIFTbmSPYUSqz6MlPxEj11k5JuxljiJmAugMA0yz4iAi1+MCM4qpAWxxFWivAPM4SVCo6fLndDnEZE9GNCibAOhjlNy//pqdwFv9/o/fDb8t+JJne+sWqAnP1mU3xSkiWCKIbjmA0QKJQS3ggmzzuuPyMR7XKZumETdYtXhFJw46d7IQ3CkIFUEJzvecmUHJlEpWqWMsc2VzD1s5eEudhr7KETZk90iAiSN+l3tIUpIVIlqB0cee+wxfvjhB0aPHk27du2qttMiUf9QGyCqR0WtjLht4ueGT4VN7TVO+HkV9cScYt7d78fTE5YQvPllYYeo1OLoeBvyAf9xXSw7HJCyH36+2dWBpv3NIjBiDBE7gBIStYndBsNeh0NLxEOezQyhHaD/U2KOx1SSWVIZah2oPX9/9WoFg1oEsfW0ewHi7o39MWiVwlp4xzew8b0y4Uu1F0z8DpoMErvGEhJXGq2PuD+WlFHmJcK6cqKoM+qP+GCYjxCy/OtoFn2jBjFq2Kf4b39XBO31/th7P4ai820X17vKOAnzbnK1NW48CG78UmRq1jRao/iRaJCsOJhM6zBvfPUeguBxW0UmcGWaPxJXhcHRSpafsvHZbjMfDtaLrFG1QZRBScERiXpCtYMj8+fPZ+HChYwaNao2xiNRV9B6w+CX4PSaior8huCqlYlcAwQaNIzrFM7v+5L49WA22xN1PNLzM1r3kxNg1BEcGoVcc8FDXF4izBkn3D0Uaug9QzyImvIg6xTgrDc7jxL1DEshFKQLvRGdD+TEg1cwjP9KpKlnn4V/XobxX9RaWYBMJmNU+zBmrjtNbrGrI45aIefh65qhVyvhzHZYf4GDj6VQ2GU/tB2CpHJOiauAMQwGPA2rX67Y1uoGMZ/qCQEGDRM6R7BkbyIv/p3EwsimPNJnHqFeMry99IRFNkKh8lB6W0JeMvw0EXJihTBzn0chrKNwusk8DcjBW7qfSVSN3CIrW05ncnuvGM8nndssHAgll5o6h1ohY0xTJfOOWHmim4Mob8V53ZGNwDNXe3gSElWi2kIRarWaZs3c2KJKNDwCm8PdK4T6PYh0++bXwz0rRfmHBN46FS+Mbs1Dg5ripVYQn1XMW+vT2ZHjjSYgBuWFgRGA5H3nAyMqmPitKGuYdxMsngqzR8Hc8RVFWSUkLpfCDNj4IXzeFb4fAbMGw8pnhAjsti9h0V2wZw6M/hDCOtfqUCL9dCye3od+zcoCMG3DvVn0YG9iAvQia+TCwEgJTgfsnevZaUdCojZRqKDz7TDqfdCfd9JQ6aH3IzD6fdD7Xd3xVQNvnYrnRrXi4evE/etAQi7/tyqN7dlGDEHRqC8WGAER7M+JFbvDk76HM+tEVuTiqfDjGFh0pwjCSkhUgX+OpmJzVFJSU5wNaUfL1qUSdY7B0UoMavhqv1kcCGkn7Hxt5qs7MAmJKlLtzJGnnnqKTz75hM8//1wqqWnoqHRCY+TOZaK+V64UdpzXkgaG0ylqqYsyRAaNPvC85kHZojHYqOXxoc2Z0jMGs82OVqUgxFuLQu5hfpQEPjpMhmN/wvG/XNvTjoqduHv+kjJIJGqOk3/Dxvddj+WnwMI74IEN4neNtyjrqmVkMhnNgg18MaULOUUWHE7w0Snx9zqvHVBkhpw4zx1kHAe7VRLjk7g6eAUIq9yWo847xGhERmVd1b5wOMruY06nyAozhIJCSZBRy2NDm3Nrj2jMNsfF718Xkp8q/u31IGz9AmIvsO2M3y4cfSbPE383CYlKWHkomRYhBs+C3HHbxEadFByps2iUMoY1UvHrcStPdNMQGNpeBEYS90CM5ColUfepdnBk06ZNrF27lr/++ou2bduiumBnYcmSJTU2OIk6giFI/Fxr2C2QsBsW3yvEU0E8PI58F1qNcqnDVisVRPhVUQMhtIP4t8UI+PUe9+dknRF131JwRKImyE+FdR4yMaxFwmqvm4fvYi3io1Pho3OzO63SCyG3sxvcvzC6rxQYkbi6yOX1QxvKWgyxW+G3+6EwXRzT+cHYz4RumNqASqEgwk9/af37nXeyiewOG953f07cVihKl4IjEpVSZLGx8WQGk7pW4jwUt0W4Fqkv8fsqcUUY1kjJ8lNW5hyy8GTXxud1RzZJwRGJekG1y2p8fX258cYbGThwIIGBgfj4+Lj8SEg0GHLiYe64ssAIgDkPlj4IqYcvvd+glkKkyukQu9+eyE249PeQkCiPwypS3z2RcuDKjaUq6HxhsBtNBxCLrDbjruhwJCTqLdnn4OdJZYEREKUJC+84rwlymRhDIbLHxa06TXmX/14SDZr1x9Mx2xyeS2osBZB8AEKkrJG6jkEtY2C0kjmHrZgccpHpc27j1R6WhESVqHbmyOzZs2tjHBISdQuHA/bP91wjufZ/Ik1Y51v9vr3D4c7fIeusEBSzeVhU+lUiSCYhUR2cDiFgl3nKfXtIuys7nqoQ3Bom/wR/Plnm6hTUCiZ8I2keSUhUBZsFtn9dUVQdRHnNxg9g/JfCBepS8QqCm2aL+5lM5lkL6FLulRLXFCsPpxDtryfE24PQauJucNikkpp6wsjGSv4+a2PxCStTQtvBvp/Fmrqulh9KSJyn2pkjADabjdWrV/P111+Tn58PQFJSEgUFBTU6uLfeeovu3btjNBoJDg5m/PjxHD9+3OUck8nEjBkzCAgIwGAwMHHiRFJTU2t0HBLXIHYzJO0p+12hhs53iIe1m+dAz+kVAidWu53E7CJOpOQTl1VEkcXmuX//xkLRv+vd7tuD24B3PUjZlqgfKNTQ6yH3bVpfoSZfDYqtNuKyxHc9IbsIi9UuMqzSjkLGKSjKuvwxawzQcjTcvx6mb4YZ2+Gu5WLeyBWX37+EREPHWiiywnxjhE385J/Ez8h3RbA07YhwgAJMVjvxWUUcT8kjPqsIk9VNQMUTPpEiI7LlGPftzYaC/hoszZWoMhabg3+PptGtUSWCxnFbRSmbFGirF4R4yekWqmD2QQvOkA5iIzBx99UeloTERal25khsbCwjRowgLi4Os9nM9ddfj9Fo5J133sFsNvPVV1/V2ODWr1/PjBkz6N69Ozabjeeff55hw4Zx5MgRvLzETscTTzzBn3/+yaJFi/Dx8eHhhx9mwoQJbN68+SK9S0hUgkIjNA9OrRbZHRO/hSO/C40Qu1VoIvSaDj0fBEMwmQVmftoexzfrT1NosaOUyxjTMYxnRrQizMeDFolXAPR7UgRZ9s4p292L7gMTvhYCfxISNYJMPAQNeha2fFb6QERAMxj+JuSlVLmnlFwTH/1znCV7E7HanehUCu7pHcU9EQkELZ0sdo4je8C4z8UD0+Ugl4tMK+/wy+tHQuJaRKWHFiMhpDX8+4YIXoKY94NfhJTDoPYiLc/El+tP8/P2OMw2BxqlnFt6RDFjUDOCPe3iX4ghGEa9K+bs0WXiOiCTifcfVb9cfCSuPNvPZpJvtnkuqbFbIGEnxPS/sgOTuCyGN1byxlYzm4uj6ac2wNmNENPnag9LQqJSZE5n9fwQx48fj9Fo5LvvviMgIID9+/fTpEkT1q1bx7Rp0zh58mRtjZX09HSCg4NZv349AwYMIDc3l6CgIH7++WcmTZoEwLFjx2jdujVbt26lV69eVeo3Ly8PHx8fcnNz8fa+hpxYJCon4yTM7AX9n4KEXXB6TcVzej+CZdALfLEhnk/WVPzu92riz8wpXcpcONxhKYSCVCjOEXoKXoGg97BAuIaQ5mUNs38+HFkKnaaIQJxCCbmJsOt7uG0B+DW6aBc5RRaeWrifNcfSKrTd1zOEp5w/ojswRxzQB8D968A3ukY/hsTVRZqX9Yy0o/DNoIrlmwoV3Pcv+X6teW35ERbtrqhxNaFzBK+Oa4tRWwVL3xJMeVCYJv7VeouMEZ2kR1fb1Pd5+dLSQ6w8nMInkzu5d8JM3AX/vAJ9H5OE6usRTqeTZ9ebaBWg4BvVByBXwT1/Xu1hSUhUSrXLajZu3MiLL76IWu3qFNCoUSMSExNrbGDuyM3NBcDfXzw47t69G6vVytChQ0vPadWqFdHR0WzdurVWxyJxDeAbDVMWCxV+d4ERgJ3fkJZn5psNZ9w2bzuTRVreRbzd1V7g3wQiukBQCykwIlE7NLseQjuK7KdFd8H8KbD5Y6E54FM1DY+MAovbwAjAnF3pZLS6o+xAUSac8eA2IyEhUfvYrbD3J/e6VnYrbP+KzHwTi/e4F//+bV8imQWW6r2n1ltkpkR0Ef9KgRGJi+BwOPn7SApdY/zcB0ZAWPjqA8BQ+1bzEjWHTCZjaCMlq2NtJPp2h4QdwkFLQqIOU+2yGofDgd1esRY1ISEBo9FYI4Py9L6PP/44ffv2pV07IR6YkpKCWq3G19fX5dyQkBBSUjyniZvNZszmsgfWvDxJRV3CDUoNNO4Pp//1fI7NTIHJSnEl9dmxWUW0CqveTo7F5iA934zN4UCvVhJkbPgCVtK8rHlsdgdp+WasdgdapRch/Z6ATrcKgVOlRogpGsNE+nsVSMn1vKix2B3kOtS4hFlOr4Eut1/eh5C4qkjzsh5jKYT4bZ7bE3aQU2TB4SF/2OmE7CILjbgMwdarjNPpJDXPhNnmQK2UE2zUopBX7XpXl2lI8/JgYi6peWa6x3govXI6RHAkpG2V71USdYf+kUrmH7Xyc0Fn/s9ugfgd0GTg1R6WhIRHqp05MmzYMD7++OPS32UyGQUFBbzyyiuMGjWqJsfmwowZMzh06BDz58+/7L7eeustF/vhqCjJ+UDCA3KFeICsBK1aWen9OshQvcBGSq6JN1ccYciH6xj43jomf72VdcfTyDdVYvvbAJDmZc2Slm/is39PMeLjDQx8bx03ztzM0kOZZKvDIaqHEDb1Dq/WYtNXr660XX9huP1yNUckrjrSvKzHKDXgU0lZm3ckek3le2Re6mrvodUZsgot/LIjjhs+38zA99Yx6pONfLvxDBn5F8nmrAc0pHn595EUvLVKWoZ62ETKOCnspyWXmnqJVimjX6SS+Wd1WDQBcFbKKJWo21Q7OPLBBx+wefNm2rRpg8lk4rbbbistqXnnnXdqY4w8/PDD/PHHH6xdu5bIyMjS46GhoVgsFnJyclzOT01NJTTUc03ic889R25ubulPfHx8rYy7QVCYCTnxwonCXon7SkPGGAJ+jd23NbmOAC8lw9q4T/UM9dYS7utBkBXE1lx+svgb56eRnm/ioXm7+WFLLCarA4AzGYXcPXsnO87WgANIHUaalzVHTpGF15Yf4ZM1J8kziXmblGvi8QX7+PNgMja745L6jfRWsuT2Riy9PYaXh4YR4l0W+Ovb1A//hNVlJ8sV0G7iZX0OiauPNC/L4XRC3vnrdUE9cMVT6aDPw57b+z9FgEFL+wj3pS9tw73xN1QeEHVLfur5e1rVhZ5rGrPNzk/bYnn+t0Oknw+GZBdZeeuvY3yy5kS932xoSPNy1eFUOkf7ec7oidsqyo99Y67swCRqjKGNlGSaYJXXDXBm3dUejoREpVQ7OBIZGcn+/ft5/vnneeKJJ+jcuTNvv/02e/fuJTi4Zt01nE4nDz/8ML/99hv//vsvjRu7PqB27doVlUrFmjVlehDHjx8nLi6O3r17e+xXo9Hg7e3t8iNxAeYCiN0C8ybCx+1gZm/Y8N5VXexcLdLxI3fCvAq6DM6Q9jD2U4wGI6/c0JaOka4LzBBvDXOm9iDUx4Paf0E67P4BZg0Wf+N5E4hPy2JPXI7b01/74whpeW5qxxsI0rysOTIKLPxxINlt27urjpF6KTuneUn4bnuPLsuH0+nXvtx99hmWjdcypo0vrUMNvDNQj+/OT8S5Si3c/JOw+JSo10jz8jwF6bDjG/hmoLhe/zAajv0pdrTrMgHNsY/8AOTlMkBkcuyDX8YZ0pYAg4YvbutMk0DX0pnGgV7MnNKFwOpkPhZmwoFF8P0w8Tf6dijsnQeFGTX0YapOWp6ZL9aects2b3scmYXV1FKpYzSUeXkmvYBTaQV081RSAyI4EtRKOCFJ1EuijHJaB8j5qagnJO0FU+7VHpKEhEcuKV9SqVRy++21X0c+Y8YMfv75Z37//XeMRmOpjoiPjw86nQ4fHx+mTp3Kk08+ib+/P97e3jzyyCP07t27yk41Eh5I2AVzx5X9bsqB9W+L+uUJ34Kh8lKThkJGvpkZ8/aSlFvMm0Pn0dKrEKNKhlzvCyod2vNOHOG+Or67uzspuSbOZBQS6q0hyl/v2cbXXCDEMLd+XnZMqWH32UyPY4nNLKLQ4lnbREKihNPpBR7b8opt5BVbiagso+lC8lNhwR3CMeA88sQdhCy6gffv/IvDzmY47OmkDnoPjZcRQ2Q7lN5hoDy/65wTDw4bKNTgE3GpH0tC4upgyoV1b8Gu78qOZZyE+bfBDZ8JByiF4uqNrxISipXMTuzIfXdvx1+WDzjJxZvv9+RwW7GGaD1EB3gx//5eJOYUE59dTJSfjnBfHSFVtfEFsJpgzxxY89+yY7nx8PtDMOBp6Pe42P2vDoUZYDeDXF3tNUd2kQWzzX2GnMMJqXkmGgXUXy2VhsLfR1LRKOW0j/Qg3JubIH6aXHdlByZR4wyJUfL5Hh9OqUNodm4ztKo9KQYJicvhkoIjx48f57PPPuPo0aMAtG7dmocffphWrVrV6OC+/PJLAAYNGuRyfPbs2dx9990AfPTRR8jlciZOnIjZbGb48OHMnDmzRsdxzVGQCn/9x33bmXXiRnWNBEfisovYcU6Us2yMNdG6eTH6jf+D1EPgE4mj/9PImw8Fr0ACDRoCDRraeUhRdqEwDbaV+54GNIPr3yAoyfMCW62Qo1JIYmQSF8dXX7n1plZZzR24zFMugZFSnA7U/zzPkWbv88o/yQQbgzDb7Cx4wJ8WSjXkJkHsJtj4AWSfhcCWMOg54WQh2TFK1BcK02H39+7bVr8MzQbXySwph8PJ2mNp3NbeC5+9M9Ec/RWcDowtxnFLh4dYcTCZqf0bo1IoCPbWEuytpXN0JTv4lVGQKjZQ3LH5I+g8perBkeJsiN8J/74GGSeEm9t1z0NMX+FYUgW0qsqDVfVZS6UhsfJQCh0ifdAoPfz/itsmbKcDm13ZgUnUOD1CFXir4Rf5GF46s04KjkjUWaqdo7Z48WLatWvH7t276dixIx07dmTPnj20b9+exYsX1+jgnE6n25+SwAiAVqvliy++ICsri8LCQpYsWVKp3sg1i7lA6IYUpFft3IyTnttjt9TcuOo4W0+JTI4u0T5Mj4wlaPEESNwNNjNknka+9AHY+CGYKleKzymykJJrIq/YitVux56TKBTYAWRyGPkuLLiNLn7FqBXup+X4zuEEeF1C/bfENUeUn95jgKRXE3/8qvs9OrXaY5M8aTcdg5U4nJCSZyK7yMrhpDwozsGx50dYMg3Sj4k5k3IA5t8KR34XO801RGFhISmZ2WTmSKm6ElXAlCu0Q4qqqOOUdUbojbijOBuKc2psaDVJvtlGv2AzTZdPQr/3O/G5zfnoDv5Eo6VjGRVtJbe4opZYvslKSq6JrCqUnmTkm0nNNeEozHBvGQzCNrjAvQW423MPLYGfb4KUg+K6kXZUZK7t/gEsRVXqJsBLTesw9w6K4T7aagulS9Q8qXkm9sXn0C3G3/NJcVshoLnIOpSo16gUMgZEKfnV2hvT6Y1XezgSEh6pdnDk6aef5rnnnmPr1q18+OGHfPjhh2zZsoXnn3+ep59+ujbGKHE5WE2QehiWToev+8OcsXBgYeVBErnStT75QrwquZE1MPy8xAPmf3p547/+efcnbZ/psaY6p8jC+uPp3D17J9Pm7ORYSj5v/3WMdHO5XZIWw+H4CijKInT7//hmYnSFDJHWYUYeH9oCnbTbJVEFQr21zL67O3q1625cpJ+OdyZ2uKjrTAW8Aj23qXSYHWXfV6VcRutQI7lZacg3feD+Nf++AXmJ1RuDGyxmE8cTs/jP4sOMnrmL22bv57edp8nIqb+2lhK1iLlAlIwuvAu+7gc/TYQTqy4eJFEbKm+vow9uGoWMoIS/3c+1wgwCTi5CJy8L+hRZbBxMyOXRX/Yy+tON3PHddlYdTnEbJEnLM/Hz9jgmf7OV0Z9tJMt8kaxGZRWDEfkp8M/L7tvWvS2yeKpAgEHD57d2Icjo+r7eOiWz7upGiCctMIkrxt9HUpHLoIunbKXiLEg/Lix8JRoEg6OV5No1rEzzg9zLXwNISNQG1X7SSk5O5s4776xw/Pbbb+e9996rkUFJ1CApB2H2CFHvD+Ihfsk0USM97A3Q+4sAijlPLPB0vqAPhDbj4dCvFfuTKyHq2tFz6dssELkMQtQmz4sypxMyjkNAE5fDRRYbC3cl8OaKoxg0Cubc25MHf9pNWr6ZIRFRhBqCxW5aZA/Y9xMA6rNr6COTs+bOF9iR4iS5wEGPGAONIyMJro5GhMQ1jVwuo32ED6seH8C++BzOZhTSMcqHliFGQj3p4FRG8+Hw9wtud8+L2t3Gz4fKdnP/b3hLPvv3JC+2z8XH7sERwpwnrkU634unydttYpEsU4CX67mHk/K4+dtdWO1OZDLhrpFU4GTr2VwGNpfjbbjIQ60HCs02iix2dCoFBq0UkGwQOByiLHTBlLJjhRnw880w+CXoNb2s7MPphKJM8a/eH3yjQefnXnw1vEuVSz2uNFp7IZxa5rHd69Qf0Hc6IAIFu85lc9fsHaXTPLPQwgNzd/PgwCbMuK4pZpsTuUxodjy9+ADrjpfdE3elyxnh30Rk2VyITyR4VVGwvzAdLB40k+wWETzxq5prSdNgA7/P6MvR5DwOJ+XRIsRA+whfwn2lwEhdYOWhZNqG+3i+xsZtE1bzQTVbsi9x9QgzyGnrD79kD2b8mbXQufb1KyUkqku1V32DBg1i48aNNGvmWv+3adMm+vfvX2MDk7h8rHlpqP58oiwwUp5986Dfk2IBuOVzOLcBvIKg3xNisTfoGUja47rQkclh0vfXlFZAsFHDx5M7gfwito1uaqkzCiy8t+oYg1sF88jgpvx5MJm08y4hr63L4sdRswn57SaRilxuZ1J95h+iz/xDdGAL0PpAURS0+KImP5bENYBSISfKX0+Uv/7yO/MOhbFfCHHFcjiC2xDbahp/zDkrTtMq6Rrjx9srj/FCZ9/K+5TJYc546PEANB8CxrCK52THwt65cPg3YUvafZrItDKGkpmTy4vLj2O1O4nw1fHG+HZsOpXBkj0JqJVysovtDG+rrNYOcZHZxun0Ar5Ye5qjKXk0CvDikcHNaBlixKirXMdFom5jz0tC8ecT7hvXvQntJ4nreF4SHPsDds0W984Ok6HDLXDTD/DzZNfSEa8guPHrCkG7OoNcAapKdD7UXuIcRInD878drBD/DPPR0rNxAN9uPMcfB5Lw1at4YmgLl8AIwJsbsuk47hvCfpvo6kShMcLkn8Dbzfx2x8WycKqagXKecF8hLjukdUi1XidRu2QXWth2Oou7+lQS6IrbCn6NQV0D9zCJOsPgRmo+y2rN6UMraSoFRyTqINUOjowdO5ZnnnmG3bt3lzrCbNu2jUWLFvHqq6+ybNkyl3Mlrg52h5Pi/CxUKQdLjzmi+5IXdR0KuwljwkYoTIW5E8oWe1lnYNOH0O0++OdFGPY/sBaLIIlXILQaA35NxEPKNYJOrWRI6xDsBQoI6wjJ+yuepDaIG3g5nE4nidlFNA70YnyncLadyWLN0bKa62OphUxfa+Ttif8QXHgCn85ByC7sO+OE+HfQ89LiQOKKUGy1YbI48NIoUZcXbVUbKGo+Bs2M7iiO/yl2bxsPxOLfgqRUFbf3jKZRoIFhbUNYvDsBpxPiLUbCvQLdl5z5NwGnXWiQLJsBjfrDxG9F4NVaDNYikdH24w2QE1v2uuWPQnRvuOkH8s1qDiflIZfBmze24+nFB0jNK7MofnnZYX7bl8hXt3etkuuG3eFk06kMHvhpd+kDYmxmEetPpPPWhPZM6ByB5iIijxJ1E5vdgTk3A6+CNFBqsLQcR6Ffa7SF8eiO/CoymbLOiAfznyeL72UJufGw7QthP3nzHNGWEy9S/RsPhKAWV++DXQyNAXo9BGfWum/vNUNkxgC5xVYSsotdmuUyeGtCe55bcpDkXLFO6N0kgL+PVNwsiMsq4p6/5Hw4bgUtzYdQJO2FsA7QqB/4RFV9zF6B4NcIss9VbDMEXzNi8A2df46m4nA66d7IQ5m2pQCSD0DLkVd2YBK1TvdQBUaFlV9OKXnRYS8N0EpI1BWqHRx56CGxczhz5swKrjAlbQAymQy7XbIdvVqk5ZnIy7PgLZOBMZzEUT/yZ6ycP44Xo1MpeHfYZKL/fhDZhQJq3afBymdFRsmSaeAdAUEtRXnO1pnw0HbQVcGNpQHhpVGCJlTsEM4e6ZpaLVfCzT+CoSybJjmnmDXHUmkcoOeu3o147+/jTOoaVUFodU98PsN+yKdlSCBf39iJmKaDkZ3+1/XNO9wCoe1r8+NJSJBvsnImvZBvNpzhXGYhHSN9uadfI2L89WQXWtl8OoOftsUhw8kDA2+la2c/Arw0aIEhwTCk3FdUdz6A8MaGHL4bOYvgpbcIUcUSNEYY/yWsfbPs2LmNwtmmIA22fCbK1AJbwqj3RObI0eVl58ZthZSDyH26I5PB4FbBrD6a5hIYKWFvXA4HEnK4vs3Fs91S80w8u6TizjnAq8sP079ZIJE1kYUjccVJyzdjLbKhajKM2F6vMntfAfuPmGnk15cHxt5H49NzMGp9hdh4+cCITCY2BX6+SZTY/LxVXI+9gsV3dtd3cNcf4qG9rhLeCdpNhEMXCOY3GyaCkueRu5EMGdAiiHXH00sDIwBWu8M1cFqOYykFjP+piE3PjCe40y2XNl5jqMjS+WGMa3mNUgs3zwVDFTNQJOo0fx1MpmWo0bP+VcJOkbkVLOmNNDRUChkDQq38mtiT/8TtQduo+9UekoSEC9UOjjgc7n3jJeoWmYUW1p610rTx9aT0eoGbFme6LHAKC3XIEndXfKFSKwIjJeQluoq55SeBX3Qtjrzu4HQ6KbLYUCrkwmYuqBU8sAFO/wtnN0BQa2g3QQSQlCLlPjmnmCnfbmdcKy8GhnhTYPAhPquYNUdTuaFjOMf/Pl7hfY6n5hNnMdDoxq+F+Ni+n4V1XefbxQ57ZWKYEtcERRYbMmTo1DW/w2K22llxMJlnFpdlmR1OymPhrnhWPNafp3/dz774sjT5++fupkWIgR/v6UGYGx2cQS2Def3PoxxMyufJLT68dvMaAuJWYcw6THFYd7SthqJY/y6cXV/2okb9IP0ILHu4TNckeb/QPRr7GeQnCyHNEnb/gN/oPgxqFkCfpoF8u9GNzsF5ftkRz4AWQZ6tIs+TXWTx6M5hsjpIyTNJwZF6SmaBhSyzgeTOb3D7D6exOcR37HAS/Hk4g3dGTWGCIQTV6v+6vtA7QmTwlY+YlcvGBIRTTV0OjhiCYcQ7OHo8gGzfPGQOm9AcC2zuMm6Hw0m7CG8OJZaJGfdpGsicredcujuQkMv0QU35duNZt283vnM4xsvV6QntANM3w4mVELcdwjtD6xvAOxLk1fYRkKhj5BZb2Xgygyk9K1lLxm45r/VzbW3GXSsMbubLn4kWVm3ZxTgpOCJRx5CU5hoochl8uzOTSVPfZfYO18AIgBMPyvKyiyjOy66N9LeE7CJWHU5l9ZFU/L3U3NO3EU2DDPj5RkPXu8XPBTgcTn7fl0RcVhE3NvMm7N/HyRo6FxALyvv7N6FTlC/74nNcXje8bQitw7zBoBWL1caSdo+EIDXPxM5zWSzYGY9cJuP2XjF0jPQhuAplIlUlLd/My78frnC8UaAXm09luARGSjiRWsDfR1K5s3cMsguuGUHeGp4Z0ZJ3Vh5n05lcBp/JpWtMH1qEDOPRpn54zepVUXCx+32w7NGKgq9OB6x+BYa/6RocUagweml4aUwrNp/JQe5u2/s8SoUMmafrXTku/BwXoqjkPSTqNjIZZDkNfLDiRGlgpDwv/53IsA5R+F3o0uZ0VO7cVtJ5HSYl18TuWCvL9itoHfYwg1oEEeGnI8hQdg1JzTORnJzIeyNCufmnIvLNQqfM4XSivOB7b7E72Hwqg3v7NuL7zedc2iJ8dTwyuPnlu6rJFaK0pueD4keiQbH6SCo2h5MejT1o9diKxfW+2ZArOzCJK0a4t5I2mkR+PiFj3NUejITEBVT5DrZ161YyMzMZM2ZM6bE5c+bwyiuvUFhYyPjx4/nss8/QaCTv+LqAv5cajVLO9nQ1vx2uqLC/IcFGq5j+KGIv8Bo35YB3uBCluxCNd4MRY3U6nVjtTrfpwecyCpn01RYyCsp2kf88mMz0gU15cFATfHTu00CzCi0s2h1Py1AjhqRNKOO3EJp/iGbBBk6lFfD04gO8OrYtN3eL4t9jqSjkcqb0jKZ1mHcFu0EJiZRcE/fP2cmBcju560+k07dpAB9N7lRjAZK4rCLMtooZgQOaB7LyUIrH1y3YGc8NHcPw97rAKlOr4raeMfRrFsTcbedIyzczvG0oA5oHEnbwK/dOFDKF0H1wR2EGqC7I2Oh2L8iVNAnxxUutJD3fzKf/nnL78jt6xXgsAyiPv15FqLeWlDxThTajRlmjASmJK0uAQU1yrrKCpkYJZpuDM7lOuna/D06vKWvISwL/xuJh3eGmTDisE+jqlrW9xeZApZAhk8lIyTXxwNxd7E8QAc5Vh1P5ePVJ+jT156PJnUu1eLIKLUSoi2jyz2OsmPI5K8462JpoQ4OVm7qG897frnPr+83nmD6wKQse6MXCXQlkFpgZ3T6Mvs0CCZdc1SQuwh8HkmgZasTfy1NJzW7hTCSV1DRohoRZ+OxcFKfOxdGs0bWRkS5RP6hyfuJrr73G4cNlu4sHDx5k6tSpDB06lGeffZbly5fz1ltv1cogJapPiLeWjyZ3othqx+mmiH7WziyS+74OWl/Xhm1fweiPRVlHeWQyGD+z3gdHTFY7p9MKeHflMabP283X608Tl1mI/fxuYqHZxnurjrsERkr4cv1pUnIr6hqU4KTc3/n83zxkzeN8MCIYrUpOkcXO//16gJnrTuGjU3F37xh6NPaXAiMSbllzLNUlMFLC5tOZ7I5zYylaC7iR3yjX5gQPGRk+OhXtI31468b2fH1HV27tEU2Enx463CR2hC+kOiLPrW5wsXYM8TNwa49omgZVdOUY0iqYVqHGKnUb4q3l41s6oVK4fiaZDN6/uSPB0jytt4QYtQQZKv//Z7I6IKIrNLnOtWH/fGH1eyFqL1HyVQecahwOJ/FZRXy78QzT5+3mzRXHiMsq5N9jqaWBkfJsOZ3FntiK1xB52kGifh7IA4nP8bX/PO5KfJUJ4Tk0C65oiX00JY+mgV68O1HM8Zu6RUmBEYmLklskSmp6ecoaAYjdBD4RdWJuSdQe3ZuF4UMB8/7ddfGTJSSuIFXOHNm3bx+vv/566e/z58+nZ8+ezJo1C4CoqCheeeUV/vvf/9b4ICWqj0wmo1uMH9F+Og61D2Pe9jiX9qxCC1P/zGPpvf+iO7pY7JYZQqH3DPBvCtO3wM7vIHkfBLaCng+Ih5oLgyb1CKvNwZZTGUybu7s0GLLmaBqfrjnJggd60y7Ch5wiKysPe94tX300lZYeHrb8vTRM7BLJR6tPUDCsH/4A2Wdpu+VJVt75HguOmNiZZCHaT809fWKICTSgldwvJNyQVWjm5wvmbHnmbI1lQPMgIRZ8mUT76xnUIgiVUs6RpDwSc8Tu+qZTGdzSPZodZ7Pcvu7mblH46Su/HigUcly+4b5RcPefcPIfOLhQ2Iz2elBo62iMYM6v2IneX1x3mg4RKfbhnSpoPMjl8NKYNhxLyWfd8TTUCjkj2oUR6q1BXsWyB5lMRpdoX1Y+NoCftsVyMDGX5sEG7u7biCh/PSqFpHVQX5HLZQR7a4nw1ZV+v8ujUcqJ9teDUQ83fgWJu2HHLHBYoflwiOkrnGm2zRTuNTH9ofMUoYlQBziRms/NX28lzyTKYdaQRqBBzbL9bjJAzzNnayz9WwRh0Cjx06s4GK+mWWBzyDgJcdvQxG0DICx+K3NH/8hmUzt+3ZOESiHnrj6N6BDpQ6BRZJ5IU0Oiqqw6nILd4aRnEw8ZVzYTxO+EJgOv7MAkrjgqnYGBusP8erolT1vstaKpJiFxKVR5ZZ2dnU1ISJlP/Pr16xk5ssxiq3v37sTHx9fs6CQuC41KQVSAFw8ObMrqo6kV3BzCfHUU6CLR9X9KPHQo1KA6nzruFQDD3hCWmkodKD2kP9YjUvNNPPLL3tLASAmFFjt/HEhCqZBRYLLhcGdXcR6Lm/KDEhRyGeM7R7BgVzyJdl/Ce0xHueNLlAlbaPTLAJ5qcj3FTTuh6XY7an+/GvtcEvWD5Nxi9sfn8s+RFMJ8tIzrFEGYrw6DmwCH0ylcITxhszsq/Z5WlbxiK4UWG82CDWQUWJhxXTN0agWvLj/MmfRC+jUPpH2ENwcvyGBpGmRgRNvQi+p0uMUnErrdIxw05EphU223wg2fwq/3uJ4rk8G4meLhtFF/sVt/AQ6Hk+X7k3njz6O0CfOmR2N/bHYHX6w9RWJOMfOn9SLgIlkDJaiVCpoGG3h+dGtMVjsapaJKJTkSdZ9wXx3v3dSBO7/bUUF35L9j25Zl8BlDodVoaDJIaI5ozgfDfSNh3Bfi4U1lAEXdWMhnFph5atH+0sCIr17FKze0Jcxby5I9iR5fZ7U7SrNKQ7y1ZIRHYh71GZp5Y0VJQwnF2YTmHWJS9+4MbxeOQi5Df7maIhLXLEv3JdIm3Bu/ylxqbCYIkVz6rgUGRzhYfkrJ8r1x3Nyz8dUejoQEUI3gSEhICGfPniUqKgqLxcKePXt49dVXS9vz8/NRqepvVkFDJspfz5LpfVm2L5HlB5LRqRXc27cR3RuVK+nQeld8oUIFioajFJ6YXUyhpaxuPNJPR7S/nrbh3vjq1Yz4eCP3D2hCn6YBbD6V6baPoa0rdyUI99Uxb2pPZm08Q6zPZAaNHUDwga+QF2di9WuKrsvNKH3Da/RzSdR9ErKLuG3WduKyikqPfb72NG9PbM8NHcIrZID46dXc2DmSd1Yec9vfzd2iMGov73qbb7Ly6+4EXvvjSOmxpfsSaRZs4Pu7umPUKon21zPrzu5sOJHOvO2x2J1OJneLYmjrELdONdWi/DVHoYLmw+D+9bD5E2HlG9wG+j4uskrUnl1iMgvNzN0WC8CR5DyOJLsGcuZuj6VrI79qZX6oFHIpU6QB0iXajxWP9efbjWc4kJBLTICeBwc2pVmwmyw+N4E4lBrxU4fIKbJyOEl856P99bw3qQMvLD1EoEHNkNbBHE91k40F3Ny97Boik8lQKBQ8ttHJC5P/IfDQ9+hSd2E3RmLr8xiq0LbIVHqM0hJP4jJIzTOx9XQm9/Vv4vmksxulkppriJDIxnQ8fZo5GxTc1KPRpW24SEjUMFUOjowaNYpnn32Wd955h6VLl6LX6+nfv8xV48CBAzRt2rRWBilx+UT46bh/YFMm94hCKZfjrbv2VjklopNR/jqeG9majAIzJ1PyGd0hnBtnbgZg0a54Pry5E3ticyi2ugrw3dAhjAi/iz8QphWY+XGreFgL8dZwU/tXCNA62Zlsp/sxOXf3lVfBO0OioVBstfHRPydcAiMlPLfkID0bB9D4guCIXC5jXKdw5m2PrSAi2SzYQL9ml2/vnJJrcgmMlHAqrYDf9yXy/KjWaFQKQn0U3Nw9imFtQ3A6xc50VRcwdoeT5NxidpzN4lhyHh2ifOkc5ed+HmkMomRm3BciY03tVSUtEocTzFbPWTaFZhsOhxPqxka/xFVEq1LQIsTIa+PaUWi2oVMr6n0WhM3hIMJXx/OjWqNTy1m+P4lTaQWcSoNp/ZsQ6adzew3p37zsGpJRYObRX/ZyMq2Af0/kckPbKbRvdidJhbDq13x+uV9DuORiLXGZLN8vMnR7NPZQUmMphIQdkkvNtYQhhOt1G3kvszn74nPoHC1lVUtcfaq8Knj99deZMGECAwcOxGAw8OOPP6JWl6XFff/99wwbNqxWBilRMyjksgrOEtcSMQF6gr01/G98e55atJ/0fDOtw4wEGjWlDqLZRVY+Wn2Cr+/oyu/7Etl+NgtfvYr7BzSld5OAi/797A4HP50PjACk5pn5fHOZhsmhlCLGdAwjyCg5X1wrZBVYPdb+O52w4WQ6jQMr7lKH++pY8EBvluxOYMneROQyGbf0iGJMhzDCfC5f+HBVJdo6C3cl8ODApi7ZIb6e0qA94HQ6OZyUy63fbHPJ2PLTq1jwQG9ahHgQSlXrK80UuRA/vYoR7UL4YUus2/ZJXSPRSNo+EuXQqhQNRu/JV6/m3UkdeGrhfp4d2YrF5Uppnl1ykLcntGf72Sz+OZKKXAaTu0dxQ8dwl2tIVqGFk2nCRcpid7D4QAaLy71HSq5JEluVuGwW70mgc5Sf21JSAOK2iRLL0I5XdmASVw+ZjE4RBkJO5fDjlrNScESiTlDl4EhgYCAbNmwgNzcXg8GA4oJ620WLFmEwVFQ0l5CoKwQaNLw7sQMf/nOC9Hyhv6JVKigwu2aIHEjI5b4fdzGiXSh39IphZLtQogPcpFi7we6AXJPVY3uh2YY7KYmMfDMJ2UVsP5uFn5eano39CfHWNpgF/LWM/bxttCfyijx/XyJ8dTw0qCm39IhGhrDolsurn3eUkmvidHoBBxJyaBTgRftIn0q1NIqtdjznYlTxPfNMTJuzyyUwAiIAOWPeHn65vxeBVdQCqQy1UsG9/RqzdF8SORf8LVuEGOgWU7esViUkahKNUs4na06QkmdCrZS7ZDym55u5b84u+jQN4OZukTQLNjCkVUiFa4itEn0joEIWZU1QYLaRnmdi8+lMii12+jQLIMxH59neVaJeczQ5j6PJ+Tw1rIXnk86uE9bZOt8rNSyJOoA8pA1DT+9kwQFfnh9tIljaPJS4ylQ7n9THx70Ghb+/tACVqNt4aZSE++rYF59TeuxkWgHTBlSsf7XYHSzbn8TZjEJu6hZZ5fdQK+WM6xjOmqNpbtuHtArGR+c67VLzTDw2fy/bzpS5gijkMj69pTODWwWhq+dp39c6Bo2C9hE+HEysaKkJuKS3u0OhkF+W3XNcVhFTvt1GfFZZar1Bo2T2Pd1pGWJ0q0nQq4k/Bs3lBeYy8s0VRKBLOJlWQGaBuUaCIwBRfnqWzejLrI1nWHEwBbVSzq09ormpWyShPtJCS6LhklVoYcdZYct7KDGXXk38Xe4lTidsPpXJ5lOZzJ/Wy21w1VevxlunJK/YVqFNIZcRWYVy0uqQX2xl8d5EXl1+mPK60mM6hPHKDW0le/sGyK+7E/DRqegU5ev+hOIsSNoHrcdeyWFJ1AV8oxjk9Ru/Ftr5eXscjw+tJIAmIXEFkBTnJK4pLnSqKTDbUMkc9GtWUfxLIZfx6ti21S5F6t7Y322ZhJdawfTrmroEO6x2Bz9ti3VZzJaM85Ff9pDi4eFSov7g76Xh1bFtUbh5KOnXLJBI/9or5s8psvDMr/tdAiMgvvcPzN3N/w2vuAhRKWS8OLoNPrpq7OAWZUPaUdjzExxeCtnn0Moslb6kMuen6iKTyYgO8OLFMW3489H+/D6jLzMGNa2R8iMJibpMeVer3/Ym8p/rm6NSVLzWdI72pUmw+wzIYKOGF0e3cdt2f//GNRbELCE+u4j/LnMNjAD8cSCZdcfdbyxI1F8sNgdL9iTQt1kgSrmHx44z60CugNAOV3RsEnUAmRxDaHMGKA4zd2ssplrIVJOQqA5ScETimsJbp8K7XObG1O6BdMtZxYe9TDw7KJQgowalXEbfJv4sfagXbcLduPhchDAfHfPu68m0/o3x1irRKOWMbh/Gsof7Ee3vujjNKDDz45ZzbvtxOGHN0dRqv79E3aNNuDdLH+pL32YBKOUygowanh3Rig9v7ljjDx7lyS60sPWCwFsJWYUWDFoVTw9vQYCXGqVcxqAWQSx7uB8tQqpRIlmQBiufhZm9YNkMWHQXfN6NJpkbuamje8cBnUqBXy2kz2uUCkJ9tAR7a1FIbjMS1wBGrQo/vQqFXMbMseG0PfoJy+5swnXN/VApZPh7qXlicBO+nNLFY7q6UiFnRNsQfrynO23CvFHIZTQK0PPR5I7c179JBTety8HhcPLTtjiP7V+tP0NGgbQp0JBYfTSV7CIr17UM8nCGE06tgaBWoJYC2tckoR0Y6dxIVqGF3/d5tiCXkLgSSPn6DQlTHhSmQW6SsEHLTxHq38GtwStIquMEQs4/lD7/2yG0Kjn3tJHht+AJAKbFDODGYffi0HijT92AT0E2RI66pPcJ99Xxf8NbMrVfE5w48daq3C4wHQ4neaaKqcwlpOSaLun9JeoWWpWC9pE+zJzSlSKTGbndQmDhCRQpp8HeEgzBVXJmqS6mi2Rn5BcU8EDzAiZ26IpDrsZLq6m+k9WxP+HAfNdjdiuK36by/N2bWHIwq0LG1hNDmxMspc5L1DZOJ+QniXuhTAE2E+Qng19j8A4X866eE+Kt5YXRbVh/NJEWZ+eg2zWT1gfn8mnHqRR074PMUkjQ8f+icLwDNPLYj7dOzcCWwbSL9MFidaBUyGpFONzmcJKa7/m+llVovqgGikT94qdtsbQMMRLp5yFLMuMEZJ+DrndfyWFJ1CV8IgnzktPVkcU3G85wU9eoS9JXk5CoCaTgSEOhMB02fgiph6Hz7TD/VrAUlLV3vhOGvNQgFoOXg1IhZ1T7MPz0arafTifo2KzSNkXsBkJiN4BMLh5UzzSDqJ4i0HQJqJXCBrUydOqL6FG0uHzLVom6g48zH58jc+HfN0AmozSv/IaPRa21xoODyyXirVNh1CjJN7sPwDXW5KH4bjAhMjkM+x90vAXwrfob5KfCpo/ctzmd+Jz6ja+mTOOFpYdIyzcT6afjP8NaMqBFEGqlJDYsUYs4nZB6CH57AK5/HVb8B7LOlLWHtINbfwHf6Ks3xhpAIZdxfZsQhoRb8Jr9ozhYnI1x2/sYAZRacNggbjv4NbpofwG17GinVsoZ2jrEoy5Xz8YBnt1MJOodZ9IL2HI6k4cGNfV80sl/QOsDAc2v3MAk6hYyGYR3ZMyZlfw3/zbWHEvj+jYhV3tUEtco0h2ooXB6LWybCVMWwfzbhB1aefbOgdD20GOauAgBFGaKTJP8VDAEieySayB44qtXM7J9GP0aGdAsLZe+ZwiG/v8Bn0gw5YAhBKxFgOfgiNPpJDXPTGqeiQKzjXBfHYEGNUZt1Xbf/b00vDSmNZO/2Vah/rpJoBctQ6pf1iNRN8k3WcnItZNoHIn+9lvxUskwF2Thb88geOd7qEPaQ1jN1luHGDU8OawFry4/UqFtZGt/AhNWg9MhflY+A+GdIbpn1d/AaYMCz6Vf8uxzDO1URPsHumCTqVCrVTWnRF+YIUp6ClLFXC25hklIAOQlwpxxMPBpWPW8a2AEzgdOHoTJP4FSIzYYcuJBqQbvCDCEgqJ+LJF8dCooRmSKltDxVmh7IxRniwCJdzjYbThkClLzTKTkmSi22Inw0xHgpcZQxXtWTTCgeRBBRk2pa1wJKoWMJ65vfkXHIlG7zN0Wi1GrpGdjD+soa7HQG4nuBZ70SCSuDcI60/LUGlr62Pl87UmGtg5GJpOyRySuPPXjzi9ROQVpsOE9CO8CCbsqBkZK2PQhtLkBjGGQmwCL74O4rWXtoe1h8jzwi7ky477KyJQazDED0ZxeIwIj47+Cv18QwpIlNB4IN34lFpYX4HA4OZqSx70/7Cx15ZDJ4KauUTw9vCWBVSwbaBfuw7ypPXll2WFOphWgUsgY2zGcJ69vITltNBAy8s188Pcx5u9KKA2CBRs1vDmhPa+uz+C+rq8zMG43+qBW4uGshlAq5IzvFIFBo+T9v4+TmmfGoFFyd7dA7ozJxnfpG64v2PQhTPoe1FWzrkalh4iuELvZfXt4J2TzbyU04zh0uQuuewGoge90TrzQNkncXe69usDNc8A36vL7l6j/ZJyCokzwjYH0Y+7Pid0sAuGHlsC6t0SGBYhd7Ek/QEwfUNWTa7BKLzJDss/BkFdEsGf+bWWfSeeHbcpvHLDHMG3ObjILhWCyXAb39G3EQ4OaEVCL+kflifDTseiB3rz11zH+OZKCwwkdIn14bVxbt2LmEvWTfJOVhTvjub5NqGfr+LPrwWaGyB5XdnASdQ+vAPBvzHjHTt6J78WW05n0bSZlT0tceaTgSEPAYRO7ZDF9xL+eyE8Ghx2Kc2DZo66BEQBrEWnJ8eRZ/Sm2OjBb7fh7qQkyaqqcCVGf2J+YR3DIUJrrPoIBT8Oq5yD9uOtJZ9fDX8/AuC9A65rFkZxr4tZZ21zsD51OWLgrnmh/HdMHNq2SKKReo6RPs0B+mdaLAosNpVxGgEGNTiVNz4aA3eHk193x/LIzweV4Wr6ZJ+bv4/2bO/LgT7tZObUfLW2mGg2OAPh5qZnUNZL+zYMwWcyoM48RtOdDVL+tEBkj5cmJEzt5VQ2O6Pzg+lfhu+upkPpkCBEPayUPprt/AL8m0Odh4UpQCQUmK5mFFrIKLehUCgIMmjJ7z6IsWDLNNTACkLQHlkzDOXkeKTY9mQUWbA4HgQYNwUaNVMZzrZGbAAqVa3nphfg3gZSD8O/rrsdNuThXvUjq5OVkWsw4HU68dSqKrHaKLXb8vNQEemkwaOvONdquD8Y86FX0m94U5XlrXnU9oTib5CKYMncHxeXcIBxO+G7TOZoGGbi1R/QV26ltFOjFBzd3ILuwNQ6nE6NWhX8tiDRLXD0W7IzHZHNUUh7hhKPLIailpIknIYjoRscDi2jiP4CPV5+gT9MAKXtE4orz/+3deXxM5/4H8M/MZLbs+74KElsSEonYaws/VcpVVdVQXSylrV50j264lLrNVcp1aUtVdUVxSwi1r1EkQiKErCSyL5PMfH9/zM3UmJkkIjKTyff9euXFnOc5Z57nzPmec+aZ5zyP6VzZWdOJ5erpzwrSgcDBhvO5dVF3ry2/DaQnaCWp3EJxZch6FAgcsOi7JFzKLgGg7gkxOswTb4/oBFfbVvILWiMUV9bgnwlXcLdcgQ1P/gwvQQEE9zeM1Lm8AxiyUKdx5EJWkVbDyL3W/nENY3t4w9O+8YNsOttI4QwepNLc5JdWYc2ha3rTSqtrkV1UCW8HOTaeK8GHfv54FM2QAoFA3QupVgCc3AZc2ak/o3ckIH2AmWoAwLUz8OxPwG9v/PXoQsAAoM8c9bJ7HV0JdPsbYOdlcHO3S6vxz31XsOXUTc1Arh1crbHm2XAEulqrz1/3N+zWyTyG6uI8PPGfbNz+34wXcrEI74zshFGhnurHD1jb4Bqs7kUpszOcJ2wScOhTncW1nj1xsW88ZqxLAhGw9G8hmPfjn0jJKQWg7m0xroc35sUEmcx1Ma+0GttzfDB15L8g/W22bga3LjicRVoNI/f6PCENgzu5wa0F62MtFcNayjFpjhS1Kvz7jwz0DnQy3OiVe1Hd0yliWouWjZkw924QpP6GcfZXseyaH46kFaBvB+49wloWP+BnDuQO6i/vhdf+96y0KyCzR1H/D5H+9EFcGHcQmRP2ofKJdYCVM1BdqrOJrIHL8WeRDO/+clHTMAKofwz+5Vw2Vh1IM6u5x6tqlMgsqMTV/HI8+2sRyqsNPIoEqHeCnl8f0/PL9WRWK6mshYJH3GdQ3yQWVRg+vm7drYSLtQxpBVWoUpLBfM3CQgpEvQyI9NysisRA9Cx1A+qDkFgBgYOAqXuAV04Bz/8OeIapH9u7e107b0UhoFQY3FSNUoVNx29g04lMrRluruaXYdK/TyCnuFLv+etehYUFmoYRAKisUeLdXy7iwq2/Bj1WqgjZRZW4mFWMlJwS5JXwrFBmx95H/aNB5nGgwzBAJEFZ5Ku4/vQBXBh3CBlPJ6I2cAhQdENn1ewBSzFxyw3kFFfhjWEd8e4vFzUNI4C6t8W2M7ew7o8MKBqYEaql1ChVWJKYi9QKa711grU7UgsNlzW3pAq1j/r8w9qMX5OykFtShVEhuo8kayT/ou5h6FTPYK2sbRGJAc/u6J77Ezq4WGLpnsug+3ulMvaIceOIuXDrCjz9LXA0Hhj7b9yc8DtevhqBwRuzMGpzFgZvuo2lZ0k9AJrcXj0jSx2XYJy6o55qNuOO/i/83526qTN4WmtmKRGhk4d6ZpDMwgrctahnIEeRGJDqDozaxcvwYKkuNlLIDD1jy9oUqYUIbraGewQFulgju6gSYT72kItb4NEPBz9gym+AU/u/ljkFAs/taNRsFgbZuAHOHdUDQB75p/rf+9l61tv4kl9ahfWHM/Sm5ZZUIeN2OSCzr7cY1WL9cbn891QUVShQXl2Lvcm5eDz+MB6PP4wR//wDY784ilMZhVAozacBuM2zdlNfE++kAz1ikTv5IN4uHIlBX+Vg1OZbGPRVNvbnyEAunbTX8+yOxFvqRjUriQgysQiZhRV63+Kb49eRX8+0tC1JaiGEq40U53KqgPvrBABF19HD3fD5JcDZyvC4EIw9gFqlCv/an4YIPwf4OBqYvrf4prrh0r/vX5MEMAYAvr0hqCnH0x55+DOrGLsu5Bq7RKyN4SuhuZBaA0H/Bzz1FfJtu+D5n3NxIqNIk1yjJGw4cgMbj2agVu4MdHvqr3XtvJBRKkBuSaXBzVfXqlCh0P8ISWtkIxPjtSEdAah/BTyaJ4LS28AsHWGT1Tfa9wlys4G7gS7Ic4d0bNHuycx0udlK8cawIL1prjZS2MosUFiuwMRIX1g0YoyahyaSAD6RwJTdwKwTwMwT6v/7RTfPeCfuXQEbd/1pj71jOA1AVY0KZQamHQaA9Ntl6t5vwY/rTa/t+Dh+S9e/fkZBOapqlLiaX4bpm86isPyvHixZRZV4dv0J3Co0fA5krZC9DzA6HqVukfjoSCW2X7yDug5JRMB7v99CcfSb2uvYeuL8bXUmR2sJsu4aPiaqalSoUJhGg5qbrQyvD+2ItaeKkB+5QDdDQTrCnWrhYKn/MZb5MUF/jevD2EP46VwWbhRWYFy4t+FMF35QP6rsEdZi5WKthKUj4NYZnbO3obuPHRbvTkF1rWmcZ1nbwI0j5kQgAGw9kV0pwtV8/YPQ/efwdeRWWagfwwl9Rj0wYvEttLMleNgZHh9DaiGEpcS8hqhp72qNLyeHw8lKgo/25yO170oo28f89SuG0AIInwoMXABIdH/98LCXY8tLUQjx/uuZdrlYhHkxQYjp6saDSDEA6vE+hnRyxZvDg7R6hnT1ssWyv4Xgq2PXsemFSHg7Nn58mmZh4wq4BKvHZrAxNGBeE9h5A7E7tW96JVbAkA+BoBH1/koosxDBRmr4PBPoYq3u+fZ/nwJd//ZXDziBEOgyDrf7fYT4o/l6123nYgWhQIDP913Rm15dq8K207eg5MfhzIvMFndUVth1UffXx7ySanxx2RK1Y9apH08FgOIshLmpj8HCMgW8HAzHpUwshKXENAb6FQgEiOnihklRvthyyxl3h/1Tu5eVcwd4Odpi60vRCHa30Sy2llrgwye6IDrQ8JT1jDVWVY0SK36/gqgAR/g7GRjYuzQHSN8P+PdvNdNlsxYW0B8ozsIknwJkF1Xi33/o71HK2KPAZyUzdL1AfxdgQN1VuEKhBNw8gP9bBgyYD1SXoKeFH45eL0WgixXSb+s+WvNMlK/Z/apkJbXA0E5uCJlth7sVCohEAlSOWg3r2ruAohyQ2gHWLjozdxAR7pRVo6y6FjVKwudPh0FRS1AoVbC3FPPMGEyHo5UUz/cNwOOhniiqqIGFSACxUAgVEf71TI8W7WWUW1KFsqoaiEVCOFhKYPu/QUqrapS4XVqN6lol5BIRXG1kEDe1J4tzB/UgrRV3gNoq9RdPa/cGe6a42krxQr8AfLbvqk6ah50MAS7/i0VbD2DUSmDQO+oxSKQ2gJULqkuFAPQPrPzG0CAIBcDlXMNjliTdKkJVrQpWLdGDh7WYksoancmU6qw9eQfjoociaPph9Zg4QgsMFHnD8kAOyhVKVNYo4edkiRt6rqux0f5wtTGdHoKOVur4yS+tRlFNB8g6PgaJoggimQ1y4IpihQoWAmDdc+GoqlFBUauCvaUErrbSpsc6Y/f4z5EM3C6rxvzh+ntLAgDOf6u+r/Lp2XIFY62LvS/gFAivtC0Y0XUe4hOu4olQT8OPaTHWjLhxxAx51zNDikQkhKzu12uptWZmCk8VIVQpxIeju2LJ7su4kKUevFAoAJ7s7o0ZAwP/Ws+MCIUCeNjL4aG1zwz/glZSWYMLt4pQUl2L5b9fQdr/euiEedthybgQeNrJIRRyjxGmS2IhgreDJbwdjPP+pVU1OJZegIXbLyG7uAoCAdC/gws+HN0FlmIRViZcxbbTt6BQqmAjtcCMgYF4qqcPnK2b2Chq5aT+ewBikRDPRPmisFyhNShrkJsNVj/bQ7t3m9RG/XcPLwsVvpkWiVe+PYf8/42RZCkR4d2RndHNyxaAAL5Olsgu1j9ORAdXa0h53AWz09CUuwKhhbrHk536MQBPFeG7l3phxqaz+PS/qfh0fCj+seeyZrByoQB4KsIH0/oFmNw4HXXnGTU7VNd44UJuGd795RwuZqnLH+Rmg4/GdEE3LzvIzaxHKDOenOJKxCekYWhnN8M9ke9eB9IOAJ1H6R8YnLE67YcCJ9ZgXOdMHJda491fLmLj1J7cK5s9cgIyk2GAV61ahWXLliE3NxehoaGIj49HZGRko9YtKSmBnZ0diouLYWtreJDN1iK3uArjVh9FVpHus9LPRvninZGdDN4Q3S6tQklVDSoVKlTXKuFoKYGzjRQ2Mp5uDwAOpt4GgfDCV6dRq9IOHWupBXa92g++3LLdLMwtLo3taPodPLPuhM5yd1sZPh0fgmfXn9RJe3VwB8wcGAhpCzeMllfX4k5ZNe5W1EAuFsHJWtLoRhoiQl5JNQrKq1GrJDhbS+FiI9H05jqWXoCJ647rrCcUAHte64+ObjY6aewvrTEuiysUmPXtWRxOK9BJ6+5rj/WxEXC00j2+8kqqUFBWDSLAVm6BCoUKlTW1cLCUwMlKAutWcF1Myy/FqPgjOlP4SkRC7JjdB0HureMzZPUzhbic/s1pHL9WiOVPhRp4DJuA/74DlGQBvV/lR2pYw858BVTexdmIf2DZ3nQsHReCp3r6GLtUzMyZ1k8eTbR161bMnTsXcXFxOHv2LEJDQxETE4P8fP3Pnps7dzsZvpkWiXbO2o+DjOjqjtmDO9T7S5GLjQyBLjbo6mWHcD9HBLhYc8PI/9wprcbJjEJ8d+qmTsMIAJRV1+LXc1lQ6UljzJgKy6vxyW8petNyS6qQfrtcb6Pel4fSjTJLlZXUAn5OVgjzsUeQu80D9V4RCARwt5Ohi6cdQn3s4eUg13rMrbOnLT4c3UWrh4iN1AJrJ0dwl10zZWcpwdK/haKnv3a3rTAfO8RP7K63YQRQD3La2dMOXbzs4ONohSB3G4T5OMDPyapVNIxU1yjx7YlMnYYRAFAoVVh36BpKq+qZxp6xRvrtzxzsuZSH2N7+hsenu34EyDmvnjyAG0ZYYwSNAMpvo0fpAQzs6IK47Zdw3cCsmow1F7M4O61YsQIvvvgipk6dCgBYs2YNfvvtN/znP//Bm2++2cDa5qmdizW+e7kX7pQpUFJRA1dbKZysJbCTczfGpqqsUcLeSowLScUG8xxJv4Opff1hLTX9G2fWdlTVqDSPBOhzMbsY7VysdKYsrapRocTMvjzZycV4KsIHjwW5Iqe4EhZCIdzsZHC1lkJsYo9IsObjaS/Hl5PDUVCmwJ2yajhZqa+JTk19bKwVKK6swbnMIoPp524Wobiyhn8AYQ8lp7gSb/38JyIDHBEV4Kg/k6IUOLEGcO0MuOqZapoxfaxdAb/eQNIWPDeyDy7niTFj8xn8PLOPWT7qz0xDq78TVCgUOHPmDIYMGaJZJhQKMWTIEBw7dsyIJTM+VxsZOnvYolegE9q5WHPDyEOyEApQUV0LN1vDN9Ne9nJIRHzCZqZFJBDApZ4vga42MhRX6G8EkZvhDYhMLIKPoyUiA5zQw88BXvZybhhpAxytpOjgZoPoQGd0dLcx64YRQB27rvVcr1xtZWYZ36zlKGpVmLX5LMRCIV7oG2BgPAgCjq1WD87d6YkWLyNr5doPASRWkJ/4J14bFIj0/HIs+PFPmMmoEMwEtfq7wTt37kCpVMLNTXsqSjc3N+Tm6k7dBwDV1dUoKSnR+mOsIS42UtjILOp93nFqH9MboK+14Lh8dFxspHipfzu9aSKhAL0CHJF0q0gnrV8HZzia+RdIVj+Oy9bLRi7G830CDKa/2K+d2TcQmStTiEsiwru/XMCft4rx6uAOhnsgXf0dyDiobhiR27VsIVnrZyEFuo0H8pLhd2snpg8IxK9J2Vix94qxS8bMVJv8Frd48WLY2dlp/nx8eHAf1jALkRCPh3hCLhbh2V5+WmkioQAfj+kKPyces6CpOC4fHaFQgDHdvTCym4fWcqmFEOsmh8PLQQ7n+8Zd6OBqjcVju8FOzl3u2zKOy9YtwMUK82PU01jXEQiAGQPaobMHDz7cWhk7LokIy3+/gu9P38KL/dqhg6GBrPOTgeOrAe+egGdYi5aRmRHHAKD9YCBpM6IlaXgm0hfx+9PwRWKasUvGzFCrn61GoVDA0tISP/zwA8aMGaNZHhsbi6KiIvz6668661RXV6O6+q9BBktKSuDj49OqRt9nxlNYrsDd8mqUK5RIySmBXCxCiI89XG2khgciYw3iuHz07pYrcLu0Gn9mFcNOboFgd1u42UohsRAhu6gSNwrKcetuJdq7WsPLQQ5XG5mxi8yMjOOy9Sssr0ZhuQJJmUVQEqG7rwMcLcVw5vhutYwZl0SEpf9NxerEdEyK8sXjIZ76M969DuxeAFi7AOHP8yCs7OGQCkj6FihIA4Z9jB9u2uDHs1mYPiBQ3QAs5Cl+WfNo9WcqiUSC8PBwJCQkaBpHVCoVEhIS8Morr+hdRyqVQirlrqSsaRytJHC0Uo/fEuJtb9zCmBGOy0fPwUoCBysJOrrr/srnaS+Hp73cCKVipozjsvVztJLC0UqK9q7cU8RcGCsuKxVKvPnjn/j1fDaejfLDyBAP/RnvXAH2xgEyWyBsMjeMsIcnEAIhTwFnNgJ738ffBr0LudgPXx5MR3p+GT59KpR7urJmYRaP1cydOxfr1q3DV199hZSUFMyYMQPl5eWa2WsYY4wxxhhjTZN0swgj4//Anku5mDOog+GGkfQD6h4jcnsgYhog4UZ31kxEEqBHLGDnA+yNw0jxabwxrCOOpt/B8JWHcCA139glZGbALJpyJ0yYgNu3b+P9999Hbm4uwsLCsGfPHp1BWhljjDHGGGONc7OwAp8nXMUPZ24hwNkKn4zpBi8HPQ0eZXnAqfXAjSOAVw+g8xhAxL/ks2ZmIQV6PAdc3gWcWINwzxNYMvQFrDtfiakbTmFgkAvmDu3IPbtZk7X6MUeaQ0lJCezs7PgZasZMCMclY6aH45Ix09PccVlVo8Thq3fww5mb2JucD2uZBZ7s7oUhndwg0hrbgYDCa0DqLiAtAbCQA8EjAY+Qhy4DYw26fRlI3gFUFYH8B+Ck3TBsvaJCTnEVevjaY3yED4Z1duNZudgD4cYR8M0eY6aI45Ix08NxyZjpeZi4rK5V4tbdSqTnlyE5pwRnbtzFqeuFqKpRwc/JEoOCXNG/owtkYhGgUgKluUBhuvqLadZpoDgLkNoCftGAb7T6l33GWoqyBrh1Crh+BKgshMrKFadsBuNAeQAu3BWBCOjsaYue/o7o6mWHDq7W8HOyhJ1cDIGAB3FluszisZqHVdc+ZIx54hlra2xsbBp1QeK4ZKzlcFwyZnqaOy7Tbpfj+U1/oqiytt58lhIhevnbw8tSiYqzW7HneLmBnP4gWShI5gTkCYC8aw2WlbHm5wBIRkKgLIKgpBAoyUQwMuEpsEQSdcClbOBSdv2x4WUvw7qJXeGt75Gx+zQ2LlnrxD1HANy6davF54hnrK1q7C9bHJeMtRyOS8ZMT3PHpcwvFG5Pf2IwXVlZAtzzrcBCCNjL9H8JVLX5bw/MlAkEwP1HbgWkqIbE4Dq5m+ahOiulwW1zz0nzxo0jUE/9m52d3epbAuvmub9586ZZB21bqSdgnnVtbJw9aFy2tn3F5X20uLwP5lHF5cMy9n55FLhOrYMp1MlU4/JRMYV93pLaWn0B86hza48zVj9+rAaAUCiEt7e3sYvRbGxtbVvtCedBtJV6Am2rrnWaGpetbV9xeR8tLm/zMtb10tT3S1NwnVqH1lAnvo9t3dpafYG2WWfWOgiNXQDGGGOMMcYYY4wxY+LGEcYYY4wxxhhjjLVp3DhiRqRSKeLi4iCVmvc0am2lnkDbquvDam37isv7aHF5zYM57heuU+tgjnUydW1tn7e1+gJts86sdeEBWRljjDHGGGOMMdamcc8RxhhjjDHGGGOMtWncOMIYY4wxxhhjjLE2jRtHGGOMMcYYY4wx1qZx4whjjDHGGGOMMcbaNG4cMSOrVq2Cv78/ZDIZoqKicPLkSWMX6YEcOnQIo0aNgqenJwQCAX755RetdCLC+++/Dw8PD8jlcgwZMgRXr17VylNYWIhJkybB1tYW9vb2mDZtGsrKylqwFg1bvHgxevbsCRsbG7i6umLMmDFITU3VylNVVYVZs2bByckJ1tbWGDduHPLy8rTyZGZmYuTIkbC0tISrqyvmzZuH2tralqyKyTDVY7+5PmtjWbJkCQQCAV577TXNMlMrb1ZWFp599lk4OTlBLpejW7duOH36tCa9MeeNlqJUKvHee+8hICAAcrkcgYGB+Oijj3DvuOimVF5TYKqx3RgLFy6EQCDQ+gsODtakm1os6WOO1+WG6jRlyhSdz2348OFaeUytTuagNcd6fczhPNAQczxPsLaLG0fMxNatWzF37lzExcXh7NmzCA0NRUxMDPLz841dtEYrLy9HaGgoVq1apTd96dKl+Pzzz7FmzRqcOHECVlZWiImJQVVVlSbPpEmTcOnSJezduxc7d+7EoUOH8NJLL7VUFRrl4MGDmDVrFo4fP469e/eipqYGw4YNQ3l5uSbP66+/jh07dmDbtm04ePAgsrOzMXbsWE26UqnEyJEjoVAocPToUXz11VfYuHEj3n//fWNUyahM+dhvjs/aWE6dOoUvv/wSISEhWstNqbx3795Fnz59IBaLsXv3biQnJ2P58uVwcHDQ5GnMeaOl/OMf/8Dq1avxr3/9CykpKfjHP/6BpUuXIj4+3iTLa2ymHNuN1aVLF+Tk5Gj+Dh8+rEkzpVgyxByvyw3VCQCGDx+u9blt2bJFK93U6tTamUOs16e1nwcaYo7nCdaGETMLkZGRNGvWLM1rpVJJnp6etHjxYiOWqukA0M8//6x5rVKpyN3dnZYtW6ZZVlRURFKplLZs2UJERMnJyQSATp06pcmze/duEggElJWV1WJlf1D5+fkEgA4ePEhE6nqJxWLatm2bJk9KSgoBoGPHjhER0a5du0goFFJubq4mz+rVq8nW1paqq6tbtgJG1pqO/aZ81sZQWlpKHTp0oL1799KAAQPo1VdfJSLTK++CBQuob9++BtMbc95oSSNHjqTnn39ea9nYsWNp0qRJRGR65TW21hTb+sTFxVFoaKjeNFOLpcYwx+vy/XUiIoqNjaXRo0cbXMfU69QatfZYr4+5nQcaYo7nCda2cM8RM6BQKHDmzBkMGTJEs0woFGLIkCE4duyYEUvWfDIyMpCbm6tVRzs7O0RFRWnqeOzYMdjb2yMiIkKTZ8iQIRAKhThx4kSLl7mxiouLAQCOjo4AgDNnzqCmpkarrsHBwfD19dWqa7du3eDm5qbJExMTg5KSEly6dKkFS29cre3Yb8pnbQyzZs3CyJEjtcoFmF55t2/fjoiICIwfPx6urq7o3r071q1bp0lvzHmjJfXu3RsJCQm4cuUKAOD8+fM4fPgwRowYYZLlNabWFtuGXL16FZ6enmjXrh0mTZqEzMxMAKYXS01hztflxMREuLq6IigoCDNmzEBBQYEmrbXWyVSZS6zXx5zPAw0x5/MEM08Wxi4Ae3h37tyBUqnU+qIMAG5ubrh8+bKRStW8cnNzAUBvHevScnNz4erqqpVuYWEBR0dHTR5To1Kp8Nprr6FPnz7o2rUrAHU9JBIJ7O3ttfLeX1d9+6Iura1oTcd+Uz/rlvbdd9/h7NmzOHXqlE6aqZX32rVrWL16NebOnYu3334bp06dwpw5cyCRSBAbG9uo80ZLevPNN1FSUoLg4GCIRCIolUp88sknmDRpEoDGnefaitYU24ZERUVh48aNCAoKQk5ODj744AP069cPFy9eNLlYagpzvS4PHz4cY8eORUBAANLT0/H2229jxIgROHbsGEQiUauskykzh1ivj7mfBxpirucJZr64cYQxI5o1axYuXryo9fwpM0+t4bO+efMmXn31VezduxcymczYxWmQSqVCREQEFi1aBADo3r07Ll68iDVr1iA2NtbIpdP1/fffY/Pmzfj222/RpUsXJCUl4bXXXoOnp6dJlpc9nLoeQQAQEhKCqKgo+Pn54fvvv4dcLjdiyVh9nn76ac3/u3XrhpCQEAQGBiIxMRGDBw82YslYa8TnAcZaF36sxgw4OztDJBLpjG6dl5cHd3d3I5WqedXVo746uru76wzeVVtbi8LCQpPcD6+88gp27tyJAwcOwNvbW7Pc3d0dCoUCRUVFWvnvr6u+fVGX1la0lmP/YT7rlnTmzBnk5+ejR48esLCwgIWFBQ4ePIjPP/8cFhYWcHNzM6nyenh4oHPnzlrLOnXqpOmy3JjzRkuaN28e3nzzTTz99NPo1q0bJk+ejNdffx2LFy82yfIaU2uJ7Qdhb2+Pjh07Ii0tzeRivynM8bqsT7t27eDs7Iy0tDQA5lEnU2KOsV4fczsPNKStnCeY+eDGETMgkUgQHh6OhIQEzTKVSoWEhARER0cbsWTNJyAgAO7u7lp1LCkpwYkTJzR1jI6ORlFREc6cOaPJs3//fqhUKkRFRbV4mQ0hIrzyyiv4+eefsX//fgQEBGilh4eHQywWa9U1NTUVmZmZWnW9cOGC1sVk7969sLW11fmyaM5M/dhvjs+6JQ0ePBgXLlxAUlKS5i8iIgKTJk3S/N+UytunTx+dqZGvXLkCPz8/AI07b7SkiooKCIXal12RSASVSgXA9MprTKYe201RVlaG9PR0eHh4mFzsN4U5XZfrc+vWLRQUFMDDwwOAedTJlJhjrNfH3M4DDWkr5wlmRow9IixrHt999x1JpVLauHEjJScn00svvUT29vZas5mYutLSUjp37hydO3eOANCKFSvo3LlzdOPGDSIiWrJkCdnb29Ovv/5Kf/75J40ePZoCAgKosrJSs43hw4dT9+7d6cSJE3T48GHq0KEDTZw40VhV0mvGjBlkZ2dHiYmJlJOTo/mrqKjQ5Jk+fTr5+vrS/v376fTp0xQdHU3R0dGa9NraWuratSsNGzaMkpKSaM+ePeTi4kJvvfWWMapkVKZ87DfHZ21s985WQ2Ra5T158iRZWFjQJ598QlevXqXNmzeTpaUlbdq0SZOnMeeNlhIbG0teXl60c+dOysjIoJ9++omcnZ1p/vz5JlleYzPl2G6MN954gxITEykjI4OOHDlCQ4YMIWdnZ8rPzyci04olQ8zxulxfnUpLS+nvf/87HTt2jDIyMmjfvn3Uo0cP6tChA1VVVZlsnVq71h7r9TGH80BDzPE8wdoubhwxI/Hx8eTr60sSiYQiIyPp+PHjxi7SAzlw4AAB0PmLjY0lIvV0YO+99x65ubmRVCqlwYMHU2pqqtY2CgoKaOLEiWRtbU22trY0depUKi0tNUJtDNNXRwC0YcMGTZ7KykqaOXMmOTg4kKWlJT355JOUk5OjtZ3r16/TiBEjSC6Xk7OzM73xxhtUU1PTwrUxDaZ67DfXZ21M9zeOmFp5d+zYQV27diWpVErBwcG0du1arfTGnDdaSklJCb366qvk6+tLMpmM2rVrR++8847W9NumVF5TYKqx3RgTJkwgDw8Pkkgk5OXlRRMmTKC0tDRNuqnFkj7meF2ur04VFRU0bNgwcnFxIbFYTH5+fvTiiy/qfEk3tTqZg9Yc6/Uxh/NAQ8zxPMHaLgER0aPtm8IYY4wxxhhjjDFmunjMEcYYY4wxxhhjjLVp3DjCGGOMMcYYY4yxNo0bRxhjjDHGGGOMMdamceMIY4wxxhhjjDHG2jRuHGGMMcYYY4wxxlibxo0jjDHGGGOMMcYYa9O4cYQxxhhjjDHGGGNtGjeOMMYYY4wZ2caNG2Fvb2/sYhhVamoq3N3dUVpaCuDB9snChQtx/fp1neV79uxBWFgYVCpVM5aUmTp/f3+sXLlS81ogEOCXX34xWnlM1f0xZ+qSk5Ph7e2N8vJyYxeFmSluHGH1ys3NxezZs9GuXTtIpVL4+Phg1KhRSEhIeOhtX79+HQKBAElJSQ9f0EcoMTERAoEARUVFWq8FAgGEQiHs7OzQvXt3zJ8/Hzk5OcYtLGOPyLFjxyASiTBy5EhjF4WxB2JOx665f8F76623MHv2bNjY2DTbNocPHw6xWIzNmzc32zYZcPv2bcyYMQO+vr6QSqVwd3dHTEwMjhw5Yuyi6ZWTk4MRI0Y88vc5ePAgBg0aBEdHR1haWqJDhw6IjY2FQqF45O/dFPfHXFVVFaZMmYJu3brBwsICY8aMadR2Ll26hHHjxsHf3x8CgUCrYepeq1atgr+/P2QyGaKionDy5Emt9KqqKsyaNQtOTk6wtrbGuHHjkJeXp0nv3LkzevXqhRUrVjSpvow1hBtHmEHXr19HeHg49u/fj2XLluHChQvYs2cPHnvsMcyaNcvYxWsRNTU1BtNSU1ORnZ2NU6dOYcGCBdi3bx+6du2KCxcutGAJGWsZ69evx+zZs3Ho0CFkZ2cbuziMNRofu61DZmYmdu7ciSlTpjzQetu2bUN4eDiWLVuGnj17olevXvjxxx+18kyZMgWff/55M5aWjRs3DufOncNXX32FK1euYPv27Rg4cCAKCgqMXTS93N3dIZVKH+l7JCcnY/jw4YiIiMChQ4dw4cIFxMfHQyKRQKlUPpL3JCLU1tY2aV19MadUKiGXyzFnzhwMGTKk0duqqKhAu3btsGTJEri7u+vNs3XrVsydOxdxcXE4e/YsQkNDERMTg/z8fE2e119/HTt27MC2bdtw8OBBZGdnY+zYsVrbmTp1KlavXt3kejNWL2LMgBEjRpCXlxeVlZXppN29e5cyMjIIAJ07d05rOQA6cOAAEREVFhbSM888Q87OziSTyah9+/b0n//8h4iIAGj9DRgwgIiIlEolffDBB+Tl5UUSiYRCQ0Np9+7dmveoe9+tW7dS3759SSaTUUREBKWmptLJkycpPDycrKysaPjw4ZSfn69V7nXr1lFwcDBJpVIKCgqiVatW6Wz3u+++o/79+5NUKqUNGzbQgQMHCADdvXuXiEjndZ2KigoKCgqiPn36NHGPM2aaSktLydrami5fvkwTJkygTz75RCv9119/pfbt25NUKqWBAwfSxo0bdWLkjz/+0MSrt7c3zZ49W++5hbHm1NCxW3c+37dvH4WHh5NcLqfo6Gi6fPmyJk9cXByFhobS119/TX5+fmRra0sTJkygkpISTR4/Pz/67LPPtLYdGhpKcXFxmtfLly+nrl27kqWlJXl7e9OMGTOotLRUk75hwways7Ortz4A6Oeffyaiv65ZP/74Iw0cOJDkcjmFhITQ0aNHtdY5fPgwDRgwgORyOdnb29OwYcOosLCQiIiqqqpo9uzZ5OLiQlKplPr06UMnT57U2T979uyhsLAwkslk9Nhjj1FeXh7t2rWLgoODycbGhiZOnEjl5eWa9ZRKJS1atIj8/f1JJpNRSEgIbdu2rd66LVu2jCIiIrSW3b9P8vPzKTw8nMaMGUNVVVWUmppKIpGI3nvvPZo5cybt2LGDvv76a9qyZYvWdm7cuEEAKC0trd4ysMapu9dLTEysNx8A+uKLL2j48OEkk8koICBA5zjIzMyk8ePHk52dHTk4ONATTzxBGRkZmvTY2FgaPXo0LVu2jNzd3cnR0ZFmzpxJCoVCkycvL48ef/xxkslk5O/vT5s2bdKJyabEztq1a8nb25vkcjmNGTOGli9fXm+MfvbZZ+Tv71//zqPmicldu3ZRjx49SCwW04EDB5ot5u5Vt+8flL7zIRFRZGQkzZo1S/NaqVSSp6cnLV68mIiIioqKSCwWa5U7JSWFANCxY8c0y6qrq0kqldK+ffseuGyMNYQbR5heBQUFJBAIaNGiRQbzNKZxZNasWRQWFkanTp2ijIwM2rt3L23fvp2IiE6ePKm5Kc3JyaGCggIiIlqxYgXZ2trSli1b6PLlyzR//nwSi8V05coVrfcNDg6mPXv2UHJyMvXq1YvCw8Np4MCBdPjwYTp79iy1b9+epk+frinbpk2byMPDg3788Ue6du0a/fjjj+To6EgbN27U2q6/v78mT3Z2dqMbR4jUF0YAlJeX19Rdz5jJWb9+veYGaseOHRQYGEgqlYqIiK5du0ZisZj+/ve/0+XLl2nLli3k5eWlFSNpaWlkZWVFn332GV25coWOHDlC3bt3pylTphirSqyNqO/YJfrrfB4VFUWJiYl06dIl6tevH/Xu3VuTJy4ujqytrWns2LF04cIFOnToELm7u9Pbb7+tydOYxpHPPvuM9u/fTxkZGZSQkEBBQUE0Y8YMTXpTG0eCg4Np586dlJqaSn/729/Iz8+PampqiIjo3LlzJJVKacaMGZSUlEQXL16k+Ph4un37NhERzZkzhzw9PWnXrl106dIlio2NJQcHB831uG7/9OrVS+vaOmDAABo2bBidPXuWDh06RE5OTrRkyRJNOT/++GPNNTo9PZ02bNhAUqm03i/TTzzxhNY1+/59kpmZSUFBQRQbG0u1tbVERLRt2zYSi8WkUqkoLi5O60v1/dzc3GjDhg317l/WODU1NWRtbU2vvfYaVVVVGcwHgJycnGjdunWUmppK7777LolEIkpOTiYiIoVCQZ06daLnn3+e/vzzT0pOTqZnnnmGgoKCqLq6mojUX9BtbW1p+vTplJKSQjt27CBLS0tau3at5n1GjBhBoaGhdOzYMTp9+jT17t2b5HJ5g40j9cXO4cOHSSgU0rJlyyg1NZVWrVpFjo6O9cboli1bSCqV0sGDBw3maa6YDAkJod9//53S0tKooKCg2WLuXs3ZOFJdXU0ikUjzGdR57rnn6IknniAiooSEBL33176+vrRixQqtZVFRUVrnV8aaCzeOML1OnDhBAOinn34ymKcxjSOjRo2iqVOnNnp9IiJPT0+dX/d69uxJM2fO1Frv3//+tyZ9y5YtBIASEhI0yxYvXkxBQUGa14GBgfTtt99qbfejjz6i6Ohore2uXLlSK8+DNI7s3r2bANCJEyf01pmx1qh3796auKipqSFnZ2dNjC9YsIC6du2qlf+dd97RipFp06bRSy+9pJXnjz/+IKFQSJWVlY+8/Kztqu/YJdLuOVLnt99+IwCaYzMuLo4sLS21eorMmzePoqKiNK8b0zhyv23btpGTk5PmdVMbR+69Fl66dIkAUEpKChERTZw40WBvxrKyMhKLxbR582bNMoVCQZ6enrR06VIi0r9/Fi9eTAAoPT1ds+zll1+mmJgYIlL/8m1paanzK/y0adNo4sSJBusWGhpKH374odayun1y+fJl8vHxoTlz5mg1bl27do2kUim98cYbNG3atHobR7p3704LFy40mM4ezA8//EAODg4kk8mod+/e9NZbb9H58+e18gDQ+fIdFRWlaRT85ptvKCgoSOszra6uJrlcTv/973+JSP0F3c/PT9MgRkQ0fvx4mjBhAhERpaamEgCt3hV1vQ0aahypL3YmTJhAI0eO1Cr7pEmT6o3R2tpamjJlCgEgd3d3GjNmDMXHx1NxcbEmT3PF5C+//KLJ05wxd6/mbBzJysoiADplnDdvHkVGRhIR0ebNm0kikehsr2fPnjR//nytZU8++ST/wMIeCR5zhOlFRM2ynRkzZuC7775DWFgY5s+fj6NHj9abv6SkBNnZ2ejTp4/W8j59+iAlJUVrWUhIiOb/bm5uAIBu3bppLat7jrG8vBzp6emYNm0arK2tNX8ff/wx0tPTtbYbERHx4BX9n7r9JhAImrwNxkxJamoqTp48iYkTJwIALCwsMGHCBKxfv16T3rNnT611IiMjtV6fP38eGzdu1Iq9mJgYqFQqZGRktExFWJvT0LF7r3uvJx4eHgCg9Ry8v7+/1iChHh4eWumNsW/fPgwePBheXl6wsbHB5MmTUVBQgIqKigfazoOUPSkpCYMHD9a7Xnp6OmpqarSut2KxGJGRkQ1eby0tLdGuXTutZXXvmZaWhoqKCgwdOlQr5r/++mud6+29KisrIZPJ9C7v168fxo4di3/+859a19eAgADs3bsXFy9exJYtW9CjRw8888wzet9HLpc/9L5mfxk3bhyys7Oxfft2DB8+HImJiejRowc2btyolS86Olrndd3xdf78eaSlpcHGxkZznDg6OqKqqkrrM+zSpQtEIpHm9b3xl5KSAgsLC4SHh2vSg4ODGzXLUX2xk5qaqnMtu//1/UQiETZs2IBbt25h6dKl8PLywqJFi9ClSxfNgP3NFZP33qs2d8zVJzMzU+s9Fi1a9EDrNxeOZ/aoWBi7AMw0dejQAQKBAJcvXzaYRyhUt63d25By/wCmI0aMwI0bN7Br1y7s3bsXgwcPxqxZs/Dpp58+dBnFYrHm/3U3S/cvq5u6r6ysDACwbt06REVFaW3n3gsuAFhZWTW5THUXL39//yZvgzFTsn79etTW1sLT01OzjIgglUrxr3/9q1HbKCsrw8svv4w5c+bopPn6+jZbWRm7V0PHrp2dnWa5vuvJvVO/3ptel+fedKFQqPOjwr3Xw+vXr+Pxxx/HjBkz8Mknn8DR0RGHDx/GtGnToFAoYGlp2eR61ld2uVze5O3W9x717Y+66+1vv/0GLy8vrXz1DYjp7OyMu3fv6iyXSqUYMmQIdu7ciXnz5ulss1+/ftizZw8WLlyILl26YP369Rg0aBDS09NhYfHXbW5hYSFcXFwaWWPWGDKZDEOHDsXQoUPx3nvv4YUXXkBcXFyjB9UtKytDeHi43pmE7v2sGoq/pmoo7pvKy8sLkydPxuTJk/HRRx+hY8eOWLNmDT744INmi8l771WbO+bq4+npqTXLpKOjY6PWc3Z2hkgk0pp5BgDy8vI0A7i6u7tDoVCgqKhIq3Hr3jx1CgsLERgY+EBlZ6wxuOcI08vR0RExMTFYtWqV3rnEi4qKNBeue6ev1Tctr4uLC2JjY7Fp0yasXLkSa9euBQBIJBIA0BrB29bWFp6enjpTwR05cgSdO3ducn3c3Nzg6emJa9euoX379lp/AQEBTd7uvSorK7F27Vr079+fb8CYWaitrcXXX3+N5cuXIykpSfN3/vx5eHp6YsuWLQgKCsLp06e11jt16pTW6x49eiA5OVkn9tq3b685DzDWnBpz7DYnFxcXrWthSUmJVq+oM2fOQKVSYfny5ejVqxc6duzYIjPnhISEICEhQW9aYGAgJBKJ1vW2pqYGp06deqjrbefOnSGVSpGZmakT7z4+PgbX6969O5KTk3WWC4VCfPPNNwgPD8djjz1W737r2bMnli1bhszMTNy4cUOzvK4nQvfu3ZtcL9awzp0769wzHj9+XOd1p06dAKivDVevXoWrq6vOsXJv42V9goODUVtbizNnzmiWpaamoqio6KHqEhQUpHMtu/91Yzg4OMDDw0OzXx5FTDZ3zNXHwsJCa/uNbRyRSCQIDw/XqrtKpUJCQoKmd1F4eDjEYrFWntTUVGRmZur0QLp48SLHM3skuOcIM2jVqlXo06cPIiMj8eGHHyIkJAS1tbXYu3cvVq9ejZSUFPTq1QtLlixBQEAA8vPz8e6772pt4/3330d4eDi6dOmC6upq7Ny5U3NRdHV1hVwux549e+Dt7Q2ZTAY7OzvMmzcPcXFxCAwMRFhYGDZs2ICkpCS9vyw8iA8++ABz5syBnZ0dhg8fjurqapw+fRp3797F3LlzH3h7+fn5qKqqQmlpKc6cOYOlS5fizp07+Omnnx6qnIyZip07d+Lu3buYNm2azo3quHHjsH79enz//fdYsWIFFixYgGnTpiEpKUnTrbrul7gFCxagV69eeOWVV/DCCy/AysoKycnJ2Lt3b6N7nzD2IBpz7E6fPr3Z3m/QoEHYuHEjRo0aBXt7e7z//vtavRLbt2+PmpoaxMfHY9SoUThy5AjWrFnTbO9vyFtvvYVu3bph5syZmD59OiQSCQ4cOIDx48fD2dkZM2bMwLx58+Do6AhfX18sXboUFRUVmDZtWpPf08bGBn//+9/x+uuvQ6VSoW/fviguLsaRI0dga2uL2NhYvevFxMTghRdegFKp1OnRKRKJsHnzZkycOBGDBg1CYmIi3N3dsWfPHqSkpGD06NFQqVTIz8/HunXr4OzsrNUr7fjx45BKpTpfsFjTFBQUYPz48Xj++ecREhICGxsbnD59GkuXLsXo0aO18m7btg0RERHo27cvNm/ejJMnT2oebZs0aRKWLVuG0aNH48MPP4S3tzdu3LiBn376CfPnz4e3t3eDZQkKCsLw4cPx8ssvY/Xq1bCwsMBrr7320D00Zs+ejf79+2PFihUYNWoU9u/fj927d9f72PSXX36JpKQkPPnkkwgMDERVVRW+/vprXLp0CfHx8QAeTUw2d8wlJydDoVCgsLAQpaWlmh8+w8LCDJZBoVBoGloUCgWysrKQlJQEa2trtG/fHgAwd+5cxMbGIiIiApGRkVi5ciXKy8sxdepUAICdnR2mTZuGuXPnwtHREba2tpg9ezaio6PRq1cvzXtdv34dWVlZDzTVMGONZswBT5jpy87OplmzZpGfnx9JJBLy8vKiJ554QjOgXXJyMkVHR5NcLqewsDD6/ffftQZk/eijj6hTp04kl8vJ0dGRRo8eTdeuXdNsf926deTj40NCoVBrKt+FCxeSl5cXicVig1P53juQq75BUvUNbrd582YKCwsjiURCDg4O1L9/f82gs4YGiDU0ICsAEggEZGNjQ6GhoTRv3jzKyclp8r5mzNQ8/vjj9H//93960+oGbT5//rzOVL6rV6/WGtCSSD071dChQ8na2pqsrKwoJCREZ+BlxppLY49dfdeOc+fOEQDN4J51U/ne67PPPiM/Pz/N6+LiYpowYQLZ2tqSj48Pbdy4UWdA1hUrVpCHhwfJ5XKKiYmhr7/+Wuu9mzoga32DohMRJSYmUu/evUkqlZK9vT3FxMRo3rOyspJmz55Nzs7O9U4b2tC19f59pFKpaOXKlRQUFERisZhcXFwoJiam3lk8ampqyNPTk/bs2WPwvWpqamjs2LHUqVMnysvLo5SUFJowYQJ5eXmRSCQia2tr6tOnDx0/flxr2y+99BK9/PLLBt+bPZiqqip68803qUePHmRnZ0eWlpYUFBRE7777LlVUVGjyAaBVq1bR0KFDSSqVkr+/P23dulVrWzk5OfTcc89pjsF27drRiy++qBnEVN+goK+++qrmnrFuGyNHjiSpVEq+vr6aabcbGpC1odhZu3YteXl5aaby/fjjj8nd3d3gfjl79iw9++yzFBAQQFKplJycnKh///6aWRrrNHdMEjVfzBGpB1Stu8+9968+dfv0/r97Pyciovj4ePL19SWJREKRkZE6sVpZWUkzZ84kBwcHsrS0pCeffFLn3nrRokWaAaAZa24ComYaeZMxxhgD8Mknn2DNmjW4efOmsYvCGGtFVq1ahe3bt+O///3vA6+7cOFCTJkyRWfMrzt37mge/2uux2hZ4wgEAvz8888YM2aMsYvSLF588UVcvnwZf/zxh7GL0mweJuaMQaFQoEOHDvj22291Jm9grDnwYzWMMcYeyhdffIGePXvCyckJR44cwbJly/DKK68Yu1iMsVbm5ZdfRlFREUpLS7VmB3oY169fxxdffMENI+yBffrppxg6dCisrKywe/dufPXVV/jiiy+MXaxm9Shi7lHKzMzE22+/zQ0j7JHhniOMMcYeyuuvv46tW7eisLAQvr6+mDx5Mt566y2tmSIYY4y1La2958hTTz2FxMRElJaWol27dpg9e3azjlXEGDM93DjCGGOMMcYYY4yxNo2n8mWMMcYYY4wxxlibxo0jjDHGGGOMMcYYa9O4cYQxxhhjjDHGGGNtGjeOMMYYY4wxxhhjrE3jxhHGGGOMMcYYY4y1adw4whhjjDHGGGOMsTaNG0cYY4wxxhhjjDHWpnHjCGOMMcYYY4wxxto0bhxhjDHGGGOMMcZYm/b/p9AR7Fqro0MAAAAASUVORK5CYII="},"metadata":{}}]},{"cell_type":"code","source":"df.groupby(['Gender'])[['Age', 'Annual Income (k$)',\n       'Spending Score (1-100)']].mean()","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:27.670776Z","iopub.execute_input":"2024-10-29T06:13:27.671220Z","iopub.status.idle":"2024-10-29T06:13:27.691917Z","shell.execute_reply.started":"2024-10-29T06:13:27.671171Z","shell.execute_reply":"2024-10-29T06:13:27.690525Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"              Age  Annual Income (k$)  Spending Score (1-100)\nGender                                                       \nFemale  38.098214           59.250000               51.526786\nMale    39.806818           62.227273               48.511364","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n    </tr>\n    <tr>\n      <th>Gender</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Female</th>\n      <td>38.098214</td>\n      <td>59.250000</td>\n      <td>51.526786</td>\n    </tr>\n    <tr>\n      <th>Male</th>\n      <td>39.806818</td>\n      <td>62.227273</td>\n      <td>48.511364</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.corr(numeric_only=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:27.693305Z","iopub.execute_input":"2024-10-29T06:13:27.693688Z","iopub.status.idle":"2024-10-29T06:13:27.710498Z","shell.execute_reply.started":"2024-10-29T06:13:27.693648Z","shell.execute_reply":"2024-10-29T06:13:27.709110Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"                        CustomerID       Age  Annual Income (k$)  \\\nCustomerID                1.000000 -0.026763            0.977548   \nAge                      -0.026763  1.000000           -0.012398   \nAnnual Income (k$)        0.977548 -0.012398            1.000000   \nSpending Score (1-100)    0.013835 -0.327227            0.009903   \n\n                        Spending Score (1-100)  \nCustomerID                            0.013835  \nAge                                  -0.327227  \nAnnual Income (k$)                    0.009903  \nSpending Score (1-100)                1.000000  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CustomerID</th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>CustomerID</th>\n      <td>1.000000</td>\n      <td>-0.026763</td>\n      <td>0.977548</td>\n      <td>0.013835</td>\n    </tr>\n    <tr>\n      <th>Age</th>\n      <td>-0.026763</td>\n      <td>1.000000</td>\n      <td>-0.012398</td>\n      <td>-0.327227</td>\n    </tr>\n    <tr>\n      <th>Annual Income (k$)</th>\n      <td>0.977548</td>\n      <td>-0.012398</td>\n      <td>1.000000</td>\n      <td>0.009903</td>\n    </tr>\n    <tr>\n      <th>Spending Score (1-100)</th>\n      <td>0.013835</td>\n      <td>-0.327227</td>\n      <td>0.009903</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"<p style=\"color: white; background-color: #333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    The sns.heatmap() function provides a visual representation of these relationships, and the annot=True argument ensures that the actual correlation values are displayed on the heatmap for easy reference. This helps in identifying which features have strong correlations and which don't, aiding in feature selection for customer segmentation.\n</p>\n","metadata":{}},{"cell_type":"code","source":"sns.heatmap(df.corr(numeric_only=True), annot=True)","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:27.712119Z","iopub.execute_input":"2024-10-29T06:13:27.712551Z","iopub.status.idle":"2024-10-29T06:13:28.131897Z","shell.execute_reply.started":"2024-10-29T06:13:27.712483Z","shell.execute_reply":"2024-10-29T06:13:28.130619Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"<Axes: >"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Clustering - Univariate, Bivariate","metadata":{}},{"cell_type":"markdown","source":"<p style=\"color: white; background-color: #333333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    We apply K-Means Clustering on Annual Income to segment customers into groups. After training the model with 6 clusters, we assign each customer a cluster label and analyze the cluster distribution. We then calculate the inertia (within-cluster variation) to assess clustering quality. Finally, using the Elbow Method, we determine the optimal number of clusters by plotting inertia scores for different cluster counts.\n</p>\n","metadata":{}},{"cell_type":"code","source":"clustering1 = KMeans(n_clusters=6)","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.133656Z","iopub.execute_input":"2024-10-29T06:13:28.134038Z","iopub.status.idle":"2024-10-29T06:13:28.140035Z","shell.execute_reply.started":"2024-10-29T06:13:28.133997Z","shell.execute_reply":"2024-10-29T06:13:28.138610Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"clustering1.fit(df[['Annual Income (k$)']])","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.142205Z","iopub.execute_input":"2024-10-29T06:13:28.142798Z","iopub.status.idle":"2024-10-29T06:13:28.232615Z","shell.execute_reply.started":"2024-10-29T06:13:28.142740Z","shell.execute_reply":"2024-10-29T06:13:28.231547Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"KMeans(n_clusters=6)","text/html":"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=6)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=6)</pre></div></div></div></div></div>"},"metadata":{}}]},{"cell_type":"code","source":"clustering1.labels_","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.234096Z","iopub.execute_input":"2024-10-29T06:13:28.238153Z","iopub.status.idle":"2024-10-29T06:13:28.248650Z","shell.execute_reply.started":"2024-10-29T06:13:28.238096Z","shell.execute_reply":"2024-10-29T06:13:28.247356Z"},"trusted":true},"execution_count":16,"outputs":[{"execution_count":16,"output_type":"execute_result","data":{"text/plain":"array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n       4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n       4, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,\n       5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 5,\n       5, 5, 5, 5, 5, 5, 5, 5, 5, 5, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3,\n       3, 3], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"df['Income Cluster'] = clustering1.labels_","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.250236Z","iopub.execute_input":"2024-10-29T06:13:28.250791Z","iopub.status.idle":"2024-10-29T06:13:28.260061Z","shell.execute_reply.started":"2024-10-29T06:13:28.250735Z","shell.execute_reply":"2024-10-29T06:13:28.258862Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"df.tail()","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.261731Z","iopub.execute_input":"2024-10-29T06:13:28.262669Z","iopub.status.idle":"2024-10-29T06:13:28.280199Z","shell.execute_reply.started":"2024-10-29T06:13:28.262609Z","shell.execute_reply":"2024-10-29T06:13:28.278996Z"},"trusted":true},"execution_count":18,"outputs":[{"execution_count":18,"output_type":"execute_result","data":{"text/plain":"     CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)  \\\n195         196  Female   35                 120                      79   \n196         197  Female   45                 126                      28   \n197         198    Male   32                 126                      74   \n198         199    Male   32                 137                      18   \n199         200    Male   30                 137                      83   \n\n     Income Cluster  \n195               3  \n196               3  \n197               3  \n198               3  \n199               3  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CustomerID</th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n      <th>Income Cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>195</th>\n      <td>196</td>\n      <td>Female</td>\n      <td>35</td>\n      <td>120</td>\n      <td>79</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>196</th>\n      <td>197</td>\n      <td>Female</td>\n      <td>45</td>\n      <td>126</td>\n      <td>28</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>197</th>\n      <td>198</td>\n      <td>Male</td>\n      <td>32</td>\n      <td>126</td>\n      <td>74</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>198</th>\n      <td>199</td>\n      <td>Male</td>\n      <td>32</td>\n      <td>137</td>\n      <td>18</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>199</th>\n      <td>200</td>\n      <td>Male</td>\n      <td>30</td>\n      <td>137</td>\n      <td>83</td>\n      <td>3</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df['Income 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int64"},"metadata":{}}]},{"cell_type":"code","source":"clustering1.inertia_","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.297563Z","iopub.execute_input":"2024-10-29T06:13:28.297996Z","iopub.status.idle":"2024-10-29T06:13:28.307716Z","shell.execute_reply.started":"2024-10-29T06:13:28.297955Z","shell.execute_reply":"2024-10-29T06:13:28.306571Z"},"trusted":true},"execution_count":20,"outputs":[{"execution_count":20,"output_type":"execute_result","data":{"text/plain":"5050.904761904763"},"metadata":{}}]},{"cell_type":"code","source":"import plotly.graph_objects as go\nfrom sklearn.cluster import KMeans\nimport pandas as pd\n\n# Assuming df is already defined and contains 'Annual Income (k$)' column\ninertia_scores = []\n\nfor i in range(1, 11):\n    kmeans = KMeans(n_clusters=i)\n    kmeans.fit(df[['Annual Income (k$)']])\n    inertia_scores.append(kmeans.inertia_)\n\n# Create the line plot using Plotly\nfig = go.Figure()\n\nfig.add_trace(go.Scatter(\n    x=list(range(1, 11)),\n    y=inertia_scores,\n    mode='lines+markers',\n    name='Inertia Scores',\n    line=dict(color='royalblue', width=2),\n    marker=dict(color='royalblue', size=6)\n))\n\n# Add title and labels\nfig.update_layout(\n    title='KMeans Inertia Scores vs. Number of Clusters',\n    xaxis_title='Number of Clusters (k)',\n    yaxis_title='Inertia Score',\n    template='plotly_white'\n)\n\n# Show the plot\nfig.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:28.309330Z","iopub.execute_input":"2024-10-29T06:13:28.309855Z","iopub.status.idle":"2024-10-29T06:13:30.585350Z","shell.execute_reply.started":"2024-10-29T06:13:28.309800Z","shell.execute_reply":"2024-10-29T06:13:30.584162Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/html":"        <script type=\"text/javascript\">\n        window.PlotlyConfig = {MathJaxConfig: 'local'};\n        if (window.MathJax && window.MathJax.Hub && 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(1-100)']].mean()","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:30.596616Z","iopub.execute_input":"2024-10-29T06:13:30.596997Z","iopub.status.idle":"2024-10-29T06:13:30.625522Z","shell.execute_reply.started":"2024-10-29T06:13:30.596956Z","shell.execute_reply":"2024-10-29T06:13:30.624254Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"                      Age  Annual Income (k$)  Spending Score (1-100)\nIncome Cluster                                                       \n0               34.906250           22.000000               49.656250\n1               41.604167           60.083333               49.041667\n2               38.214286           93.000000               50.928571\n3               36.500000          124.000000               49.625000\n4               43.000000           42.238095               50.666667\n5               35.428571           75.095238               51.095238","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n    </tr>\n    <tr>\n      <th>Income Cluster</th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>34.906250</td>\n      <td>22.000000</td>\n      <td>49.656250</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>41.604167</td>\n      <td>60.083333</td>\n      <td>49.041667</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>38.214286</td>\n      <td>93.000000</td>\n      <td>50.928571</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>36.500000</td>\n      <td>124.000000</td>\n      <td>49.625000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>43.000000</td>\n      <td>42.238095</td>\n      <td>50.666667</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>35.428571</td>\n      <td>75.095238</td>\n      <td>51.095238</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"markdown","source":"\n<p style=\"color: black; background-color: #f0f0f0; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    we apply K-Means Clustering with 5 clusters using both Annual Income and Spending Score to group customers based on these two variables. The cluster labels are stored in a new column, and we analyze the data to see the segmentation. Additionally, we calculate the inertia scores for different numbers of clusters and plot them to determine the optimal cluster count using the Elbow Method.","metadata":{}},{"cell_type":"code","source":"clustering2 = KMeans(n_clusters=5)\nclustering2.fit(df[['Annual Income (k$)', 'Spending Score (1-100)']])\ndf['Spending and Income Cluster'] = clustering2.labels_\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:30.627160Z","iopub.execute_input":"2024-10-29T06:13:30.627682Z","iopub.status.idle":"2024-10-29T06:13:30.663854Z","shell.execute_reply.started":"2024-10-29T06:13:30.627627Z","shell.execute_reply":"2024-10-29T06:13:30.662592Z"},"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)  \\\n0           1    Male   19                  15                      39   \n1           2    Male   21                  15                      81   \n2           3  Female   20                  16                       6   \n3           4  Female   23                  16                      77   \n4           5  Female   31                  17                      40   \n\n   Income Cluster  Spending and Income Cluster  \n0               0                            4  \n1               0                            1  \n2               0                            4  \n3               0                            1  \n4               0                            4  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>CustomerID</th>\n      <th>Gender</th>\n      <th>Age</th>\n      <th>Annual Income (k$)</th>\n      <th>Spending Score (1-100)</th>\n      <th>Income Cluster</th>\n      <th>Spending and Income Cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>Male</td>\n      <td>19</td>\n      <td>15</td>\n      <td>39</td>\n      <td>0</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>Male</td>\n      <td>21</td>\n      <td>15</td>\n      <td>81</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>Female</td>\n      <td>20</td>\n      <td>16</td>\n      <td>6</td>\n      <td>0</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>Female</td>\n      <td>23</td>\n      <td>16</td>\n      <td>77</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>Female</td>\n      <td>31</td>\n      <td>17</td>\n      <td>40</td>\n      <td>0</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"import plotly.graph_objects as go\nfrom sklearn.cluster import KMeans\nimport pandas as pd\n\n# Assuming df is your dataframe containing 'Annual Income (k$)' and 'Spending Score (1-100)'\n\ninertia_scores2 = []\nfor i in range(1, 11):\n    kmeans2 = KMeans(n_clusters=i)\n    kmeans2.fit(df[['Annual Income (k$)', 'Spending Score (1-100)']])\n    inertia_scores2.append(kmeans2.inertia_)\n\n# Create the plot using Plotly\nfig = go.Figure()\n\nfig.add_trace(go.Scatter(\n    x=list(range(1, 11)),\n    y=inertia_scores2,\n    mode='lines+markers',\n    name='Inertia Scores'\n))\n\n# Add titles and labels\nfig.update_layout(\n    title='Elbow Method for Optimal Clusters',\n    xaxis_title='Number of Clusters',\n    yaxis_title='Inertia',\n    showlegend=True\n)\n\n# Show the plot\nfig.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:30.669658Z","iopub.execute_input":"2024-10-29T06:13:30.670618Z","iopub.status.idle":"2024-10-29T06:13:30.912492Z","shell.execute_reply.started":"2024-10-29T06:13:30.670568Z","shell.execute_reply":"2024-10-29T06:13:30.911580Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"2ed4564c-6932-4e0a-a426-7bb508c40e08\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"2ed4564c-6932-4e0a-a426-7bb508c40e08\")) {                    Plotly.newPlot(                        \"2ed4564c-6932-4e0a-a426-7bb508c40e08\",                        [{\"mode\":\"lines+markers\",\"name\":\"Inertia 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Method for Optimal Clusters\"},\"xaxis\":{\"title\":{\"text\":\"Number of Clusters\"}},\"yaxis\":{\"title\":{\"text\":\"Inertia\"}},\"showlegend\":true},                        {\"responsive\": true}                    ).then(function(){\n                            \nvar gd = document.getElementById('2ed4564c-6932-4e0a-a426-7bb508c40e08');\nvar x = new MutationObserver(function (mutations, observer) {{\n        var display = window.getComputedStyle(gd).display;\n        if (!display || display === 'none') {{\n            console.log([gd, 'removed!']);\n            Plotly.purge(gd);\n            observer.disconnect();\n        }}\n}});\n\n// Listen for the removal of the full notebook cells\nvar notebookContainer = gd.closest('#notebook-container');\nif (notebookContainer) {{\n    x.observe(notebookContainer, {childList: true});\n}}\n\n// Listen for the clearing of the current output cell\nvar outputEl = gd.closest('.output');\nif (outputEl) {{\n    x.observe(outputEl, {childList: 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title=\"Spending Score vs Annual Income\")\n\n# Add cluster centers with black star markers\nfig.add_trace(go.Scatter(x=centers['x'], \n                         y=centers['y'], \n                         mode='markers', \n                         marker=dict(size=10, color='black', symbol='star'), \n                         name='Cluster Centers'))\n\n# Update layout\nfig.update_layout(width=1000, height=800)\n\n# Show plot\nfig.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-10-29T06:13:30.922186Z","iopub.execute_input":"2024-10-29T06:13:30.922606Z","iopub.status.idle":"2024-10-29T06:13:31.749859Z","shell.execute_reply.started":"2024-10-29T06:13:30.922558Z","shell.execute_reply":"2024-10-29T06:13:31.748698Z"},"trusted":true},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/html":"<div>                            <div id=\"465c9af1-3b31-49a0-80ea-5657685203d1\" class=\"plotly-graph-div\" style=\"height:800px; width:1000px;\"></div>            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This segmentation highlights five distinct customer clusters, each with unique characteristics in terms of income and spending behavior.\n</p>\n\n<p style=\"color: white; background-color: #333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    Key takeaways from the segmentation:\n    <ul>\n        <li><b>Low Income, Low Spending (Yellow Cluster):</b> Represents cost-conscious shoppers with low spending potential.</li>\n        <li><b>Low Income, High Spending (Orange Cluster):</b> Customers with lower income who spend significantly, possibly aspirational or impulsive buyers.</li>\n        <li><b>Moderate Income, Moderate Spending (Purple Cluster):</b> The typical middle-income, moderate-spending group, representing the average mall customer.</li>\n        <li><b>High Income, Low Spending (Blue Cluster):</b> High-income individuals who are conservative spenders, indicating value-conscious behavior.</li>\n        <li><b>High Income, High Spending (Pink Cluster):</b> Affluent customers with high spending potential, prime targets for luxury marketing.</li>\n    </ul>\n</p>\n\n<p style=\"color: white; background-color: #333; padding: 10px; border: 2px solid #4CAF50; border-radius: 5px;\">\n    This segmentation helps businesses to:\n    <ul>\n        <li>Target high-value customers with personalized marketing strategies.</li>\n        <li>Design special promotions for budget-conscious groups to increase spending.</li>\n        <li>Optimize product offerings and services based on customer profiles.</li>\n    </ul>\n</p>\n","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}