{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n\nfrom sklearn.model_selection import cross_val_score\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.ensemble import RandomForestRegressor\nfrom sklearn.ensemble import GradientBoostingRegressor\nfrom lightgbm import LGBMRegressor\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-08-03T14:27:45.025322Z","iopub.execute_input":"2022-08-03T14:27:45.026702Z","iopub.status.idle":"2022-08-03T14:27:45.039326Z","shell.execute_reply.started":"2022-08-03T14:27:45.026637Z","shell.execute_reply":"2022-08-03T14:27:45.038033Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Table of Contents\n* [Houses Prices Dataset](#intro)\n\n* [Data Loading and Exploration](#loading)\n\n* [Training](#training)\n\n    - [Split](#split)\n    \n    - [Cross Validation](#cross_val)\n    \n    - [RMSE Score](#r2)\n    \n    - [Plot](#Plot)\n    \n* [Submission](#sub)","metadata":{}},{"cell_type":"code","source":" %config Completer.use_jedi = False\n","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:45.166471Z","iopub.execute_input":"2022-08-03T14:27:45.167360Z","iopub.status.idle":"2022-08-03T14:27:45.182727Z","shell.execute_reply.started":"2022-08-03T14:27:45.167316Z","shell.execute_reply":"2022-08-03T14:27:45.181196Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![housesbanner.png](attachment:cc7b3ed9-cfc1-48c7-941c-184f4f71e9c1.png)","metadata":{},"attachments":{"cc7b3ed9-cfc1-48c7-941c-184f4f71e9c1.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA+gAAACxCAIAAADYqAARAAAAAXNSR0IArs4c6QAAAAlwSFlzAAALEwAACxMBAJqcGAAAA6tpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDUuNC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6eG1wPSJodHRwOi8vbnMuYWRvYmUuY29tL3hhcC8xLjAvIgogICAgICAgICAgICB4bWxuczp0aWZmPSJodHRwOi8vbnMuYWRvYmUuY29tL3RpZmYvMS4wLyIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8eG1wOk1vZGlmeURhdGU+MjAxNi0wOC0yNVQxNTowODo1OTwveG1wOk1vZGlmeURhdGU+CiAgICAgICAgIDx4bXA6Q3JlYXRvclRvb2w+UGl4ZWxtYXRvciAzLjUuMTwveG1wOkNyZWF0b3JUb29sPgogICAgICAgICA8dGlmZjpPcmllbnRhdGlvbj4xPC90aWZmOk9yaWVudGF0aW9uPgogICAgICAgICA8dGlmZjpDb21wcmVzc2lvbj41PC90aWZmOkNvbXByZXNzaW9uPgogICAgICAgICA8dGlmZjpSZXNvbHV0aW9uVW5pdD4yPC90aWZmOlJlc29sdXRpb25Vbml0PgogICAgICAgICA8dGlmZjpZUmVzb2x1dGlvbj43MjwvdGlmZjpZUmVzb2x1dGlvbj4KICAgICAgICAgPHRpZmY6WFJlc29sdXRpb24+NzI8L3RpZmY6WFJlc29sdXRpb24+CiAgICAgICAgIDxleGlmOlBpeGVsWERpbWVuc2lvbj4xMDAwPC9leGlmOlBpeGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6Q29sb3JTcGFjZT4xPC9leGlmOkNvbG9yU3BhY2U+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj4xNzc8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4K3HMK6gAAQABJREFUeAHsvXmsZVt+33Xm4c41V71X9dzdbne7PY9xbBThyLICUYAEKQrIQgEZEAQQIf8FIVv5I0gIhYCQELGJLDIQI0MUEyVOcEQnJu4kNrbb7bbbPbx+Q72ab935nnvmw+f7+6219jr7nHvr1nv1Xle9V6tu7bPWb/2m9VvTb6+99trVf3Z7WDk1VC1nNqtULFa1CJflIWU4WQkpMTG4cB0SYqSDtEqtWhlPK/Vq5VOX6hdXapGwxO+8yeFwuLu7x9/JyQk0NUK1OiU2m1Vn00lrfbh6Y9poV6YTcUSHTJ6lqlVQlRcUtKguZURBROHlmEdwZOdeolXSgtO5qAhLRkmAIuLcCp6es1RVslw3Ii7Gi7oMOTF8F5FE4rooeaYIVyc1sJB0YrvS5IJB4OXB0qqUWFshlnITZqRwrRwsKqN0oQGYV5zxt4qshKrPGDqryNixZFuFiOY4QfNqwAmEJlq4lCviO2ni4SjpKs6RSvFlITA/JcvVS4ZMZjPNqjWo6ic769ODV65e2Ni6UKXQ7yFMp9ODg8O9vb2jo+PhcASzep0OV5tZOIu5FJyBEAwxm9J2ZrXGuLUx7lyYNlZkBoAppEKbvvHi1EIKscJ21o/p9QwAjcZof+fg9c/3t99Rst6YTZ2zMRUv45dkFTbLQC+j768FrMXSIBiuxyMaQ2vzyuqtb+1ee61aqwuiGo7dC01ijcVfB3krABYGIicKjUPgWAZ1hGpt3Gv0dxvDA0TS+2krxkVIDBEZ50gVfmmpZCsQm0wmJFut5tra2tbW5sbGOnNOieCpkvA82Nu9+2j3sLox7V40baZBd9cJUFTOfkOmQVMJF2UmtMUsICnXIynpyDmwlJUj5JwTWookKYsQz/Lq8uKla8gy1iqdZcDBK5NxNedmWKdeSqN0gSe+MoGzEvNlIagUkQNKlnTCBPBJZxmnrBReDmcNqkdSMhEvQiwrlX0uMo+ca+X8CmQNwoIliCMsvSac3IxgIo1Q5EaIgWPCpAQIP7F/ndpPxa5Wr40HreN79eGh+ib9DaB63JRYt9u9cGGLv1arVfB9V7Gdk+lXtunGlUatMl0sjfG0toHaMq2VxW2crssFe7YbJ0fNrKForAVnolIGmfpRvPq524yAIWEauOEyPiG3BJHBzG6S4XoYH6EZKnzy8limKZRiizWrka+C1z7Da//kpfrllacd71yTIOHkpL+zs7O/fzAYDACZxy7VNMoSTLvqdDJtdIer1yettYomb8tSdiiGR/0KcSqUs3Asp7HcgG4+gmQRDB5QHBQt5oYKBkzkEV+4DnQIDSUXpGwLAOOthYqU4ViOcDSWGTxkOq3UEEqgcp3nOQQFXFApC6BBxDPyT5oUEBPhmMo1IucXEq6Tc+Mak/6byxRVnjZeamZOxA/5ViSBCGIR2QUsz7Dc8sXYzQEjxLtozApcEzBJcATXxq8JQsTQHNeUSP0jFqpEGDlAknKcTcwxuKvhVen90USBg8QoU6kYXAWlquoS40Gz9xBPBc+VwW9tdfXSpYubmxv1ej0SLPmlB0VZRS43xvQ1/vr9PiMp/nDyV5biF5TlmNBVOFWnu+/NcRv3/eK00ZEDdrr7XlS3iGPtpwgdod6EQ+/e64dv/M6kd1htNrHCDIYSZyIl9mX44CxQVM5SmTZW05Koo9l4VK01Opdvrr32mdaFq7SS2WQcWrtXXWrbzrRUnykXQblUd9knfbnsg/3qdMSQ6C675jghlxgtVVTAvJ3Tnwj0o06nQ4fiD8fiVMpTMuhH+/v7jx/vHB0fc09Anxq3NocrV2daaVqYrbyAmbL0ImBe1mx4F17KktpKmqGtqIlNKZLr6DyNT+hziYOjmRZn8wydPEkJigRNYsrYeZkcM/GfT4aR33O5GonTJVg+IC5KLwoCgTEvzafiA0eykj6eTAJi0lWbI488RZ3IjaGQbRYTmzxLaVckEhl/ae4DPpwcYjwLPgYsVA0TQeBtXE2QuEqA/7osAHkIsnw4NjyvUwiFKZGRVRExJynPcn0cPSgf6ayBBlaxCUW+wslCrV4fHuG118Z9PHgydJfM1cxJlO4GsN1u09cuXrzY7XYy4qeObvcmX3s8HZvvDrGK40VyTvN2slQOQjEl+Y95rchOH3AcbpwsasgmoGgzUV6ABEqXDud3v+Ium0U29pvKZZWaKpi8+U7leDltopTXXuk0Kt98sX6xe16v3aov1B/CSB4dHe3s7LLyNx6PqVcPnkXclBWa9yB8dxb28N3H7QuVihwFR9DVW1muaix0QrJMLgJYbVFPIQCajwc0wyyyIrrjJsYOXgpMWS5hjsQTSW5kHnQjGbP4NctZbSU0y088njYiniVWMuepIlwdR3G6Moc46CS1XQC1mNeTaBNlijjH4mqazCmYyKAhOIJFwyVCnGfiHJMBABaBhIWQ6Zp7X0jaJX6YPrZEJ008HCVdxTJSGfsllzCOyyjKzYxj6YIi6AuKOhduCl57bTIgKW1s7KODMOTZSuHmeca+fn9wdHS4v3/Y6/XobrBNd8iF3KeMReNoVCe4+z6tt+ih487WrN7Cd/dRu2AcrS9Ispci1lKwdq1ebdTHRwe47Cf336B2avWm6oh2BM4poTCYIeTmXJrlwJQFEXFCKMhCxBFc35y5ERVNupTMpeSyErcSvidzYNLqNPKl8NOoXC7XxSKcneW5S6nIKoLVkQZjxurJuNbqrlz/+MrNTzXXNmkqct+9ElWPxixxdI1hBCRmOlulwK/WqpNho7/XGOzWJkNaQlxljzROWKjy5Ji13iCYuPsTjUZjZWWF1ff19TVc+SdyYdXp4GB/b2+fCEx0D2wtGRNM6+3RytVxe1NM8ptYZyrJqaiuhszhIE87YoTFVPk3Z7JgvoLfYpYzSuSJb4IoEslUKjTx0TKhhvoqqQiiB+fE1YPzKiFbVi4SgHV1iSYYdZAbR2nLsEvEKUkqECKWECJyyM2SJkSFIQRMBwXU7AckUwOQ8C2pbEWwTswTyII3+ZhKv5JiiblI4haz+HU0JyyQTRTABHGEpdeEk5sRxuYHFRwSWmCyVHBZgGvsqOrX1cZgr3V8n0dh7rUjJfflPE5P8UB3o6/hvq+trSY0RJCbJ8tC59Osu7++MxmMK/XcFUWXPAQNHTTXmEuIjuHFcvPOFbHgKbpYC4FtrCxnKZE47mnFfamggl85Nt9wokJgia8FqtNrL/ZKJGR4wilwQWZQmq23Zp+4UF9r56ZybkuupWoYjUY46+yKOT4+Lq35LRJLEdeLLoHgSnXcvTzqXmbgtuQChZkn6z6pJG4IL0ko8gJxQl7IOS/gvXNw28/xma/D86rydHhzAp+O1LEjA5T1oa3Q2iDB/srOgze2HAJ5aOOhIUaUOco5PgExcjF5xibXwW/VAuuIqt+AnoNivNR0I/iJv2LpbLkSfNpLZA4MQ2fE8FyRoRImYAFz3G+ebOO4A4ieCtkqAoolV2N1dYWBD4eDh48Mhb6CTi4O+mAwxFPnDhnHgn4HIQNiWmJ3PvkQ+W7LG0cIzQW6qeb52Kh7cdLaZPGc2+zgvrvtQwnM7qaQ7GAVVWs0eZ568uDNwze/OD7aqzaatnvHtsfENgGFhcQlAl7+Pg8W8G5pTcrc90l9ZX31lU92b3yi0V2jdZXdd2vt3n0L9VNalc44P6lz79rfqY1PkssO8mmDeMHnSTHUEZ+sadFrHNhsNll6t27VZXVwvltNhsPB8THd6njpbbCVqVJlZbFaxXEfda9ok6c9lZJG3gtcN2/F9JowQHieQ8O4FBKO//5fo7j4K4nqnCYZYOy2lhbYYKQyK3rekqtwHd8JE7nKnxjlFkp4TkmyFKBaBJZw3kXyXbFdSrQUeKpG58E+D86pAoqMeTae4uphfsJSprwwz061ViAzYdWowdbJo8bJturSlpxs2M+7VySIv3Q3Ohy7NFdXV9k8gxNPv4uZcJG8s+gj6tFg+sbu5IA7ep52Sc9YDm8aUt9Qk/4G8G5nmSHbIJHps/jNHXf4Jcu5vCABfd1hTXoqQ51OaJabMFMvS0UMWcvrRujwZlKe1ivjVzebr27oIYjscIpxF41OFfV6PKbfPzjgMf3crpgo+/TfyA5x+OuMhiy9a0nPt7zndNEk/Ho1eWbJMtFWMlVmLhXGMY0q2i7wzxCfAhJQnaFdvToUNWUTW0X474rPqaGcosoCnTDPH4yxCxSRJ4kEe82XXPIWWS+DJrbWDowqFcrwHT7PzIkymEgygdA4SiI2ViLACo7MlT/gCSdwSKgRwSgyaOoSpgAZYmvXeBFLl0O7Kwwfs5f9iiI2KrTynui8HV0SVCwhuuKRjWMFGL2VRTu27E200H6yXZv05ftCQk6otjmVNPJxQztjk3qdUY+AkwFrvPbRaDgajdnLSxEIub8eZT+7XzRgHdT5EZ1NSE6aq6POpUlzjeV9c1xwwWWHUBIvj9Wf+ejV4cHj47d+D8cds+PEg+j93izmrF9enxcLxNa4TB9rDGQIZzLmFrOxfmH1xic7117DfQduu+Hxa1n3UT/TTJ/YeDtXP1ebYZtss79bHx2pKagjCE+dwWOJ6r1FFru5dSvAeBV0q4Z1KzVI61bcAo/oVuiQ7zSTCrED6MabbIrlS+/dy1p6R38tvcdeIAILVqgU9bKpOwV2smIsrwvICAKL8/8sciggaeCySsjqJclHTkK3iBVU0tXprRq9LnMKx0Fpt4pXd1blVjhnC6P5wlmqGFpL4pMKuThpsyy4hMTexmKkJUBBE+1QQJLckqCYVGlMy8we4iyTMPYaI8flSlgiVMjKWJoFiZOHSEqIWcjKYcQ9zHFzaABFdPv1hOcHQrdP5DP/myOSw2PSybB1/IDldvqEGr/Nm850njKlikxsRHcjo9Npb2ywXW1zZaWbz1berqIZEwczLqmYcedgcmd/NK406JZmS/mK3pKtKszqrnlmFYuWGpgmsogSKsWs4RVZZFpsgWOh4NyKuzS1qvJIgZVaW8GYTGs4hiRwXhk0kZB00QUnxYIMqwZ6JBVTH/dqw+Pm9OTy5srm1lanu8qt0jwRqTnhSs9mrPax5scquy2xy43I9uaW8RcYJoCUDW1ixpb3lbDlXY/jY/WA63rnFooSgHl2HJVIKi/mK2lxQxRyYTulFop2PoiRhgvsCeJfxAq2Em5wXbIObO02ts5lQsX0SSETKFRPEgmFnS85uckIBeNl0MA2tSvINFLp6ivcJilJK5gpFgY0I1HvhcYwuWtOf+DQyJwBCPxNproCURb+qNsMHIEiah4RODZ1i+daOGfQs1AYA60Kw2cYC1HJtiI7J3F1zq5ToUCSF7OdlU1mYHE/PKuPjpsnj3FZVCbfJhgKN6/mvBKomgI5qJ3CPOL7ngrm44cqrdZ4s5z3VnHi5YrpTlt3NWYgXXgDlXF23Dvq3f16785Xxv2jWqNlC+20I7NRWI4oq10Y2k1s+TnQCYC4pfMsB6YsqWHYCbMUcQSAOYnzT1mLyVxKiTBP5vESE7IIi3ITSYo4oSdPowInZTl+fj0jywndJonEZaXkQsS1VtejBP7eanPjYvfaxztXbzVXtYHEfXoRxoHAeNKrzWUfHbOdnV6g4Z2Wk+EsyHofAalPETFNU69ygy0RDaLykt9t29wnrY1Rl5vYVcuYWEkzWmfmJra4I3hPMUBufsfOyJ8imskIVHMQEhl3K3NJsiVTbdiYLNtAxaCNR+BDd9KI0utmxYZurgQbt8HHkoG1fkLUxBOHnV8VlUZpdDXEYnLxXPF9UnAJqXQ2hwTmJdIkK4MH6qhUyIlJGcomgGiY2GtlmQBzXK6EpEXgYz/GZHkW+VGURVLCCefsJZBLITInaE72KSwy2igzYeYRl6KOWbNN7fcZxFluMfA5J03h5sHeF5+x8OTb1XhrnF2g0XoB0eyZEynOxo3+yTFb1rb3e6Nad9panTRWtLCr4msaKhOktFqP4Rgkli83WqgUay1ekRErmIckIScxgEOzrTKOtBS74FiQxoJaWwz1ia6mx7KKSZQ2VrJXqTY6pmLktbPL1kYvXktt1OsYl42APKbvdLqsSSQ6j7AmwbK6PaY/5n04kpDir5eqoUR1dlLF8yGCAtiWd/bM8DKcVmJY4bMGHTjkZnRTkWEVhO1tkHF3IFonkJWsWrJnKQnNeSCBtf2U+HtWYhIiXlNZU7AypwFhidBcxGnxkmhPghwtlbQQg7nEUo4Rw/nE5pT1gYLKUUi7KA1knqnK5JVw6oCxnhfDO/VKp1nl3Yl2vdqqA6naNBCaDGxYXMZrH05mg0mlN5rxdzKqjPREmtONCJKkfkaIxVJRPElEQP4LZN1VOYSQ44kA4EfYaPjEFmvk3pACJ+tcEmTCUmRekrRQMBwtWiCMzQDayDvk3btxcFasPE/UwVn51ZHVaL5xQcIpGBdiVHKtgeMybm/huCgH9x0t67js1Um/d/Lw7d7d10f729p3z24ZkRSt5BtXiJeSn4UFrCp9dpyOdTZaY3Wrc+VW98qt5vpF3mfALU/7ZxjJGZ65cWXprh4OjalrsSa0pmehz7vlkbR4cs+Kjd/HD+vhLP6pF/DSqh2+xPuvFNROSHN9rLMUqhUcwDOHUFfRGI6wM5SC7hyxgkNEpoYkRdpmkZCbxDgdCKYqqD50N2uVbrOy0qzy125UWqVBW2gatHkpbqRxe9YfV07GM3YkA8GPt6Fbg4EKZOOmKRJVM1lKRM3mM6STjxRJzYhwnl8vUpKRkyzyOwPZtPCLW0ecnIMVKQAjRLmnCT0tKzHMI8Q9JM6JrWtLboJE3Phr/VIJI/aUGkBQPKIVv4mlMVWKOWs6YQ8bT4bDpnajV1s6VWzB77QY/cufEvOYK25Xw8nsnOZkshx8eHikTWuTCT6DJHPCVb2N786a0bS5otsJSpa7797cXQNrQCq5UVJ+Mr2sACCzolg0lCqgRv0TbgRkv+9hq0ysB+8UGc8s6pq4AoDdZR8PGsNDRk+cCdY8hO2r70ZnxhWw0aizs7bd5qL9tfRA21nLCTEc8Dj0WyimYwJZNuTpYh3VGL2Li3ERC9Nq3FwfrbCJcEVWtYanZ5GpLM7fbO+WsBrwavB68AHR8bz6HBuIaVpo6GYq0qrWUJcJuAhJWURcLfEvYgUT0Rpcl6zte6nSkCC0nOn54sa4IPSkyTH6+ezlIhagIjLCYM9CkxzVMCQpaC1fjtGcK856t1FZa1XX2xr3O41qk4n73GE8mR2PZvuD2d7J9GioiUT91kzoJlNxTRNg3v9MCzKli8Hc4IVdTLio3f6Ocw6NROFCvLjW+T3qLMXRjaX0XFyr7HLZB7jsB9VJcVyGLGXlAf2cIZTtnNjPHA0TFIVM3FHfHovVmrjvk+5FVkTIG/cO+4/eYWPM8GCbUZWFdtkwDDXnL3GS8jLy3FrAGgVd06YAjp1hZK13VltbVzuXX21tXWt0V3XvzsL60FfZOedxZNtk08O2omhqGXEoKaAfSIwxiyI8lSj1R0prVJqwYFFv6uzU9padnUrXn199h30cQVxQSV6WWco5p14Zg0AhCP99yJobuBKuRbzolMiPgV5tVS50qpudGkP3U43bePD9sYbuo8HsaDg7MSce5oz9Zl7Tx0WjmZeSpEW4yKJxOHespPnZJojIqdgCQLtIZSN5CR6o+ckzYhKrmFpF0wwA+3GKiCJ5OY8k35kszQLHyUMkJYw4cU60QDwkiJIOnQMJWPimiaxALUDGEOdQQTxq4+NmbxsvkZR6qzCfuoOIWRa8i/lAwf4ZAnEWfM3JxMvUnjW1wPEY9zI4mfgB3O3HRWG00LxpTiALARxxpjWj1vqs3rayxtV3t4KwzS6WtMYgYkJsGKFSwhCmHKdJsYguQDk8teMOA9dHpkxRi7gikpCUTuLMZefsOS14DA5qUy2xu7/uDA1xrlVjWWztZU1jWrK++eviQXCgcXgGF4lEHkMiKzY1zqHb5KRIbq1m1YZusCyruMfySnKx0exnVFLUz2XEVFZhERR5xXS0aZGej5khVAvWyK2OMhJxMwxdYrsRrgEL6wa6edZPShkPE22YniQaTDOfTSo3WeCdQ70do5vhyWcNRUosI8fEiGL4A1P89dVmZZNBv11bbS0Z9J20YOg8A3TONK4Zj4D2+7NHx9PdvlZ3WKd3Y7nhiqLEArjOThvV9FSAGaKw5tp6jlKqtlBHYGSSo7hQEPi5sMCHGpZfElbZR/Mue0EzL/V5TYUhQOWX3XS1/2Z8MwQXuup0MuJpybRxfHg82Lk37u3zGEUb3HWSIMa2Tr2sjG683IQSEy2a4DnQ2SzNcmDKAjMnTPAUcQSvz7k6NBk5WsJMEc89DSehGafikqgALcpN3FLEKc+mAgcEwmIRzs7y3BLVoujTOAMPwepX7YL7Mw6ZoerrPBdfb25ebW9e7rYqnVm/zoEx9At2y6Tggwvtw/qzX5XpTS2hPecR9PauUXbfffUdfyIzcDJuqjCLFJfYKrzQ3kLOZwBJme9mMqvPhspyLVyuoXIxxZXlo+uFTuXKap0BnIUSclNw0lAOcoxvuBrSHLZBcOK1+NKfMoAfj3RL4DttXCIoZX1yYcYumyhD3oLYAk4s6eAz1iI5OMuG/WAXZx44xiK6mlbiQnETlWxrXCU88EkcskiOnIFDNElWJCUs01M5jLiHVFwlHbpMCTPzIlEBsTmVJjwdV2fj6mRcHx02BvEGm57o3fIZdUnrK9LcGScnMxlXZVF/UsidTBUyFpOI3yrDhQV47pYnulvOXhMXhvAVKGmMe5NwQGokFgn9IKEajtsoEju3eOUc92EqDECwHF0SLQbLCEzcjVoCbShUSd3ZNTiDp+04Y40SBvxxY8M6B+dt8bCeXTFQaQuDDaBSSmKKRm5CZTjjFS6Mxhpz54OEivlczSYgWcQTnxLcCXMc7hL8YQhAp4RE93qSjbY47nVVUmNl2l7HoTc0f1yg8roaEmeK82OlgocZwIDJRpZldjYNEQ2hk8CrYOW2URklbSEAFSczjsQpxCJLrpERMebkVfFuvFJcR6vAwDypZGpIbZVE/5Dhglya2Ualk0DHABkDGQSRViumiTQAw1kbtasXVRMrFU7aRN0CQD8ugjwFZ8LVgpEIBgM9Fa1UVhr465WLK/X1FttgxDEFNy9Jh5rQIFU4SZtIEIUoy5UjZ+9k8uBo9viEfVTaPGPvqLhOkSzK5FfFIhhE7IlKY4H5MX3sHRdDMEQV1lK6yPhuxwAyU5gyYmxcyAnsYBnkSQyrFTwPrI9OGkNW2Q8ZDQHaEqMbNJSobATYWjDR6lCp4IAXkwBzhKW0iSpFcrSFuNumkOUrIo4Wnqqx43A8nk4mvBtLhCst34YafYBD6yT93ng4AEHa1e0eG3rEL9PWOXs+ZUlKeqSUTMhLIyZhiUEceWluiX9K5vyXAnME4iXm5yTJ6+40khLck1wRmpvL9VmKnFQt5SZ4Hjknjg9fiXCeSs2Bnin16GNsmtIzFiC48I1Gq91od3gVlC5C9+UfV5KcDd1stcAgYn0KlgpJRG6rBDwtAuGicRzZsxLh0qTLPY1Dol0WURvnPxw0srD7u65nUKy+jxvs5dX5S4ADoY0qDCOWLgYEL2lSzMZ+KMRZjOFvc1Ng4mANPnoVmKw0swQxGv2Fm5Ji48FAIZd33HhUUK1c7FSvrWmVPRkcLFfGxIsmZYmNF8e4uN2CPMvKMSfT2eFwtnsy3euzB1L6MD+oGYiL2IhcEMpiZY1yLdshEhMznUp2s/nUJr44OCc04+kMDSZtJbKMEAQG5tJDrFJSskRixnQFiqvPGZ4Hnunge4QgIUIxQXZeLlfsFFQcy9CPhZRfjngVOJJxkyoAVd2uCnmmnn4VURFsMhMr/mu+UyFiMAlCqdWFPx1qvzS7pqdDXi2n6/rxA2QbDYgi9Ar1hMcjuyW/Yp4N6WCwCMzAkMh9ckk4ET/YxcSpLAnfEYArYtmmFG1/qhUyhptGh742am9VGi1Gnqy0YIeg6nLDq07VW90Sjpx5KZ7l5TbagAq5FqGcR8NtGiWJlcUdkCQVpvc6kt5yJ4RGXJydu6dDYwPKMDJllV2nWMQjt0Qr/FjbsTAGdtu5dAcEcJ6ImItoi1jnhczxkoGlJq1HNmb9ZjqqzkYUoT7Ym/XbWobnHqv0iAQCuMTiiVxp/XpRLaGLd8yIK1mpFoxElgXL8BM74YSECUncTKpLcgTLcaiBM0xp47Is4hWofMNJaiQOKUsRq++5rEjI7xxbQ5b+khUo9OvlKtQXHUHlNTyhqN8LmOEqaUSgGjcwGJi4smF9o1O5tFLb6tSaOo4oCvPxwjoKoAJqnPKLDJ2nsyRZKXerW9/qVnZ7k7uHEyaAMTdzTADmfhfUrrfLUw/3j/4GNtYGhEFJQbECF5LdTC7O2EQUqQCuXsNS1IPZRnqruZi5xFJ9jeWKus7KOKxpQq3GN1CNGJzEIXJ6bn7RPwQfLkngr1MEvpA2Gg7Yr857Lf2TnnvtOiyAXpmZBHzVNsN9Q28lwAQcDf4q9fJiO7kLLsRnDUA8g1IhkjNy8hzH4+CkrKW5S4E5CQgeSsCU9Ei6RnT9JpxSPOGA4FlcXVUDhEsid7SUlVMBLOUmSG6fnDaxTcAUWcwqQVxW4lzKTXyklKFS70LW3V5DHWU24wCk4ahXOT4GbDOfegs43sB0sAt7Mjvd9spKp9tttFo48eDRwLwp2iiSyXkeoyq5j/7MWbaOMmn0d+rD/XpjbdK9wK5cfz1dfjYlB139Isa9RAZXjttRQHqObGXYfrWUrGcDmCIBQdlFUgiiI8RfRQwDmITbXnbGLFz2V9ZrW9lnWxzRJQV5xim/ONc8N8XJynNZx9nq8FdjDX6vP33cmx0MZkPd3fsWGnEVvtMkGZakFPIALJjKKmxCdENxNYjbwbEFMLiGbqJOYvjBbo6gTOMXWTnzBVbikoAwI66h30S4RM2hQtKfYSspEqspiXG4YiYy0UZCcRClaWuEdjFuorb/ESeknKdxMFLVqgRZQnH9j5QWc9lahOWzCZqqhvv6fgLTpT0alW9qpyYYXokyMHgXP8F2kZIevdipc5ygNmXJoU5uELtrwV56ikc3qk2Hrd4DzpYdr1wetTbc743S7BeLMIWbXdxoqkGzlVuEnJAZI45AymwemlDkpS+n6rWeFCB2UxvEWBWAkAw41mUDMj8ZrhBUPD8u+hGvxFEx5gQLyRXSnYOTJNnPYyQUrLCJHDIsiYvU5u1VfQ6mygsKvptQ5ZYdHLsoHQX1lqAIpUzcHCWiq24cwS1hyTIwM5JLCvIik0K4QxzfkAImEGJc1N9chqnk2dafReqRnLCUlXCySCqpm8Go50WAbPJlkIy5C7fMxYvUCYMBczLLSYhZaVYudqt8W3e1Nfcoxtku8niPkJzt9vHkzuH0kLNdK+HTDHPDE9C5ENKxDXiepSJmMnVmGaudnI8ZQSIJHvdc3Vvi3upVb55osXRhKxZ2cpaxM+Q4vTrJ83pVscyU8pzYqj4cnvB+EGe8Hh+NhkM8KZXUQigB7SCGFDPbhIbtBogoL38/ShagIcXmsdhpZAhrbVz5JwfdXAc8+A4nP29sdldX8eDBsgc4andOkZqZODxngQL5bIFe1gtI2t53zl9qrjFVTXmBu/w6HQWyOctpsuLZoCQoEa7ZxKZix7kAu4QsY6QsD05jpLEXmk5eJ2yMIay1Krjs7I0JNB/Uz/Fwut2b7pzYAjwr03ZeDcIpSQipMETmQkj7D40m2qFM5+nMhgCKIT2SCyuPk7JkoYjzUXVaBhePSlOLOSTjI4ABvWpSTQVO9hOkZCDpBpUrOU8uaBJqWYZnF6j4zYwgHu7DJA0DMRkCkc2etXG9v6fvJ+jbf5DI/U2cheLyDP35vBQKyrNVqSmdPyvgNfHRyuVpnY1q2WMuEAwrFicvboTZb2ozCermNWpnITs+leMufG8WxNS4lkunBHTFGW4Ex+ZX2RtDkrIB9qYr6a4BkRcmWBstmpePibxczAuskwavxMVvwXiB3DKY3JKhI6ZkLHTItWSkCHmxZRQMHIHsiBl+vfM4WQkn8AokKdO1ssowMZGhdzGvJHAUsaxA6BBTYA4ng6ia1axyifMiLFOXvIBFERzqLCKq9QueS7IPcsYu9o12BX+dD+s+1XtLkdl7+o06S5P7R5P7Rxr6/YAadQhXe96ayANAKM18qfyO4LTuH4iVkThZimYRU0SL/rjsI9sUuF9nTdH2CthQaELFJra5jHghamgL0PcZUBbq5vNF0GG/f7S/f7S3Nzjp2cK5HqBH48hyL8NLC7x3C6Se6qxogQp6UFNrd7vrWxdWNzdbfOXUVt/BSS3wvYt+3znQ9zXdKmh1EA9e7vuKnb+0xmusGmPYlmDjsAaL1KniaJWNHGG0z3XO5gIbrWyYSV06MEs8XQ3DwWVntyHLLtfXavz5tsZEmIt4P+K5IBbg+TQmHvzBILwUyzMajb3zagfjmFn8Yvk+M85ZDoVFn+ltViJd+MSeaXwCZh5XExNGWQWhWgYXj0qKxRxCyvKBCWDAMBcnhMTEcX2mVq74JGQ9q4SHae5qiy6FxI0IZD5xO7LShhfwE5nR6KL16RpLS63eIx1JbMlAJR2M+EW8SPnwH2vivrOqy8fRuFUmA0cxWSIVzl2awu1JGTKDd9uCKKuLwsC54262nSNLeMqKpvWICU3gKEUAnZk/4lPqzcEu+mihPZQr0+5FjKrcVnYV1m6zaOEzPsDbpJL4mqPso3O43GhWwvmohlKBrWdYd/B862yBzAxpF2Pgl9QxCpijGH0Uol6UMAEa24BnvTRKCypa+yCf3iRkbzE5B2dY8MmYKwtlDCKljIN4OCuDxGI66yjCfw2WIYiHBdeRqNgHezHW0/bZFcMTzysr1Qtd9kIYcuAZ4h/YjykvaZxgcO9w8vBYD1792BmKVITMFgImMq9qL71hY0ayc9KCices6RQY7rJPwulMHKhqbSqssnuFwbIQWGb3fKSTfjZXMnew0M77/Ic7O4e7O4OTPkXQfger7LOM83yU5qUWL4wFUsPzUUZjXtDdf8171zaSdrezfuHi+oULuO8svcd2+gIUVKOLFcb8MMWi+16dNLp8eFinYeh1OgYeHhfbYBSN4MULQ7wo7Z9BUzcE16cbwNGcNj45Rs7KIChDNm+IMoxfXa3eWK9z0ldGa9w/qEtUWPKYWdg/s23HDzCM47qzEEOwwqjslogRpVUen/h8iLXy2cWwLBbIHA0SS+cWDVydFVefT2FgmEG4kFwDmEId+Lstg3BTSBdvxCZd4nzGCOTG35RJTIy32CpPQZKdOhEZPKbMncjQhZy7AVIg0AeGkbNxMD9w1jzhhMdHOuFRi7kgiKscEOIfihCKzn1ypTJqXxitXNX7kGcczzpXalmkMGMwikO4EtxMEpI77iHHZSuR4S1JglfwsXwu3EKPeq3j+9xXhb0x3gg/TNUjA+G4c7X/ehxZ4e5quHKtXEluFbeSsIO9koVD2tDKuY4UaZ1TuM7TZ0y88ykbYMKKyQJmJNbrQDLB9mt9sdwbAQZC1aFxPT3iY4rUNBq7zItQXmRILCgZfizTLipJpcrCNgMr569f6lavrNbW22FXjKML5RsUcgUOBlM2vu+wNMyuqfCGW6aW2UAl9gCllc3HLIN5mmg2XgstWidFQNGzLHYH9tlOxwmP4QMItltGmTYOGiWp5zlY8fxihcZlZ6XzYHd3f/tRv9ejxL5bBhRvlM9zYV7q9nxaIO8359VQrVEDIrQEOet8dnFlZevyFdx3VuLznTPn5fmNxQtjgg/jGmP0rJj3tnidrrU+aW9O6x0pmPsWJN128erW8IFlfgooxi7x8P+OrYSCj+Qjvj9f4fAAbWffsGHc8yNnx/1AryUFGMZx3x+f6Dz4svue9MrUtagu0ecWEulYbk8GX9aRE6YlA2YeD9bKJwKxMabOIkYlhf/WUPOC+GQNLhG7VwoohqOqkA45gbFPECEY2yCUn9AXJB5K46BMpU/zB5y/IwVZOp6EXeDswoBSnqH0M0lqn8ZMDF/wINspaPOMLb3zdZHh6g1OfLfvA3qmXWOJzZ6eCLTY22IhCbZBFhz383yAySpM3GFmN3qhoj0dE1ofa/T3W737fAzV76jMk3BCBLt+mfYvclR29f8LlaRPOKlolNf6kWwWAGYCwRdaq2EYViDVTwjuL5sc4woYTDenR+JVOJbhmZGBsvnvGmcVEdSKyM4lEp331xgHbYIIIw1cU3bibhAHlwvifRlyX2XnLPbLK9Wrq7WVuJE9cTuvdu8nXioRQh73tPH9gGVirdlQdlueIyMaN1WZA6wFpKjXTEQOfGOzURGoNG5a/FD2fZ4zymUXOO5lX2xQyn5ug0qoqtSDKy2094+Pdx7cZ3sMVvOPH3vuGWN6sN2TingGGllu6XR1ZjmJ4wDPgQlNSs5n5TwTGpGEWYo4eUkBJ0xZi8lcStLQ0fJkHi8xIYuwKDeRpIgTevI0KnBSluPn1zOynNBtkkhcVp4knuyW4kQcM+GniNOWcnOgx+PVzRBT/qsOZf/09UR9k3ttc/PitevsgPeld5ircS4jnWf0PKXc80Kj4L5XpvWWHT6zOW0snB2pElpIprdJy0pc5CnTjeDXjATzEBjJseVmu/LKRu3SStjO/vwMV9I/tl4ivSGH/04e9XQGfHLfgaNwaOJCL4psZfS5lfzAzF3jbJ51GqdbdIQS1RIJSXLmMLgqrpFXRICYmFQ1SagwCWhZ8rsTRsi1Igq5xMPZC5zEOekcnpe64JmEhcXce2zm9MVcuYWSArnpNMemYPDCxYKdZIhQXXIF6y2WdLVthne0QguxkmWlnjesMoyVWalcGcEqZ6+4i8ipXVTuSuQZVgdVvqbODhn73EV2RxUEfeh+aHw+Mlnbo3g6/4JKWr3OMoYOErbOHoo9V0mF5RxcWNiqSyQFKDA49UcsrJYSraEaSDHahCuYsyzJdeT8GpnONYCMZ1DwNAhwD0noPMToksKG5LaEygd6XPYrq7jsdb54mrNKfIKA5+AnlYPnAw+Pp/cOp2x8Z9DnnSeCCmcFVMLKHSL6WQgJM+XILjDiuJheYyCXnaULGp69EBPbn5CfQ8OkMsxFcM1xg/y2hp0wlPjg8WO89tFggAevLNBT55ojfZl4wS1A1b4o7dRVtXaoXss298mk2W7ju29eukQ1cOYMV42ucdZ9cepGZVMvw5GjgJRN3y9bs+3vKz7a5HPX0irzaSUUOVWrMQXoAxMW4nkp29lvrNdYfPmAt7MH3c79kwoBRX/ESD55dCz3nbL45hngWEvB23BOYGDPiTZIZgvzL7mlrBIz55F4R5Zzv2qKJj9n5RDHSzz9JsuybLB1vjnSHOPTE0khi5RS8lBzfVx8wcwWcwf7bMHQYq4fF2Pjf4HyYYxp2FBj0dDAlnfef2bPzKh7WbUX2lAsdqgXWlm5cUUMNSSrxwRQhA8wzZ0qM5dp3ds5pgorNRzl2quoreOHnPkoffUcxKrTu+88xw9lSs3Xxm97EcEricE9VpIb3ktudrRRT6aSmcptPfSDQKR11mR7tYNYv5F5YGvoziqhk2XxCDAcw49gc5+Mq7OJmYnR00aCCMgsZs1RCUVg7uzCT1QnNBM7HQwEXHY2QeKyt20TpFOZwpmOz3F0OJndP5w8ONbHtwv33UvuxcjjhVG8SNEopGQXuhKHstt32kdH3Bk60NcywqNGo4PlC2Qi99pZWedsx+179w52HtM0ajasKys0CDfIy+tLC7yPFvD+lvW6ZbKiq6F9MtXqxsVLl2/c4BBJVuKFrbFN96LLKJ9rmI9DjMastVEE/CodPsMxxxw+ozndlsq9BF64fJQJxOUCuhnw1/Ha243KtdXq9fV6SxsIFXIGDnnerrmGg7EWYviT+85YTB3LCbfpKzeImyKbRpNt0kRvxYRGM36wxULJLSvxLWwlOEIz/k7qvMQ0co+/5leQSMJSBOExU8iqLZfoV2Pg/ITmjB0Yr4aYLm6MRUQQfGkpLOayjTSdnfwidpVY+vP+ynJYUGbAyHaQSQXHfbR6VUDbAS9Wlh8i+gEgkBMSi6GEJ+75l1MzzEhhVZfqL9JHgNIclTybto7vNfq74cE9o5gpANYSjpHzh+7XnWCrJN5L6FwarlzFIHa/Fc1g9tM4r8JbIkWiSQuzyGXXKj7H8vChWTlt9N9ag0V9Fkh0qlfgQN/JiKOogo/FDGyjjshctGDvUx0Z29hwT5NhWvtAr1V2d9nZGLP2orrseUFPRmx858iCGZ/zXDxuTG3AsRMNkRSoenr7dMyXKfSl4dGxHQrB2p6t4asGbcB02yWq5zWidpA1y+i1N/q940fvvNM7OgwL7d6Mc9QzS+Qsc7MtRT8Djay8EhKrnMRx4JwDXdDSLAemrBJhgqeIIyQ1nHO65mgJM0U89zSchJa4eSRRkVyUm7ilyHmowAGfkGxoqXA5IwuMkqBFSE6exxNm4pAiLtiTS4GO8EQOCc3HWE3BtvS+srZ+5ebNzsoqXwMTE/XnaIKC5vmPhWHEa81W3/UJKxx3rb7b98JV8EU/Q0WOdR2r3Duuu+x8UoMtjmxn7zbDkPVCmscqUO770eQhm2f0pDO+ukpWLHho+kVtFy2OqXah4AuAgvDdx4ypFIo+3/wqu3KyoKryPz5QM+ERLiep61N9VHatPq21eWvZ7twA6LGSgpcpXQPA045hBjGALuYW6oSSPosySrq5yFowVyT/UP0Wtaz5zgYOjDnuXGDLu1ljwbCFjb3NlKbNsnVyx92N6pXsVaLql1C3ep7jfKie6Vhe+2Bf2rh+H5nKKduSBppXUnuLbTM42ea7R9xg16KVF10ClGBhrbLbC4gH+pLOZGB3bJZHXfAB11qTLYm88aBrrSXHUMMr90u0Bj26DQEKF0c6AS3PfHekuTwyPdsJIvl5f52JJJmHxjWxS+KNV0IMOugnbIxpVjgu5lrmshvKi3rxXoP2R4PpvSMdGMx5BXZqpEokAxGSyS0VLnLN7YTHIZ993isdFyMKt3FO8qLETXO3DDtkDvf38NrZHsNHK61YZhSf/F+UEr3U8yNlAbXQsLLOh3vZNnP15s21za0Ja8s+S87foL5wtgnDEv0Ud63K4TN2diSHz8SzI0OJfFD34UsmAVc5uOwM5hwaw+c1bqzV1rKDBBJu4PAC/uC+Pziyve/BfZcVNJJ72TySkrGA2cQKyEj0U7JHNHxk5tSRWRASzUym8J0GCjFNqZRhUPFxUQEbyaS55ZrywSB9TXLU44rjjosSpiU5GDVOM+Sca15+sE9MIsC8zMQzsS2JSwic1M6rqMf3mcLcLTTmur39aAZ3CzVK4Lu3N4err2jXkFk12UyWmbMP1vJqm4MmA2qrTPIzEtQjdEV92NbpYZIJgak+PDQZdI7vse9Wnyg0r90HNmvRNBKJXGSe55YknpZcZJJj5gxL8dRYSnDIS+otikiQFIEqjycdHMhVTC0h/toUuTpYvY57Lc9bgZ5j5nRLqgfZfZGN+45AusbJ3JyaZF8Uc5648dbl1OdUG+LGDx0MD35l3FiZtlZnfMYV4fFzu9JCr0iaCIsYaXgY4qpYaUwpkx0vUk5yg4UMV+KASgvPImX4siIfGOQb4pHc4RkLcTJ0o5UJVF6o+CLtjBNjrq7Vrq3V7HQwXyewdhPZPW+/Kr41HSuFLLw0mE08d7Z/MmXnzC7uO18ipyZt+peB8+D3vZNhY3DAxynqkz5LexytIot7KBpJTrYkbhVUVF6OkXQ+DccRElqU7N06cDonbWJi+N4xTKtqlU3t23fv0D84pkMF9BZi7J2KMqdPQCc+5J8WD5rN/yTkFJnPDynPTThLk0sJExAS4tYoEqyILM09TVxBNl/YHJ7HS8wT2xynFC/hlJIJuQT3JFcQvC7z8i5FPo1VgueREoc8K8UXcUqQlCQCVa7hIhNHTiQJIY8syYWz8aX18qTo8iuvbl6+zIFIhunt0z9LHrttZFditTQJEPRF80YeT/51tjnzPF6iT+KAJ7TQ7xhtNMtUJ007O7K9Mau1GJE0dtlYzjwkN9CGdCwynszadQ7qrXI0+0ZHc4GYL62AkhLPQTK3g6uTrJEiDuf8X7nv7H0fsfWD0k+ZrjWg++BM7bl1ZCIbM80GmrNVs2YuQ4FbibMgykruQzEoCu7mdiXi1VgW8/ucL4FK5loEQRpmtbrHyjrf6eMRbm3cw80wR0LVyB+airF+ECZ3hWf7Yw405IU9jg3VO3v4g6Ye2wgorytlo7eS5imq8dQb3Ay0jngV9UguojSZ2gH5cz3Ci89VQi2c1uwdx5tSHo90S34T89QAEwTsXFCCJ8ycnecCWYw4Wom8lCyx8hYgt7C1PljDd28VS7rehFT/BVGKWk9yHXxsEc6pe9zV5Kwx6WJtStcUdFM1bB/eYUnYtm2ocDJJQvgoR6hAqwMqSUfxr14ftzfUGWwoVN24JVPEbWWvCvDsonHyWEut1KWd/ZcMWUZXo7c+5rfIzZVJc51l+PRtvBL+nFwxJZ9grrwqL6Ttt6Rf4nRWxFuJMRW3udZikuKFTl7nf2M2vtytXF9vdLPXT12niPnC/2ZWrez3pw9s9X1k7ruGfXVG7O0PWAZ8/BmvnVGPYmOf2JtyHi+kQbwAPqgxQuw8ePD4/j1K4m+mnl2k1B4Ckwzbs4CfHc5AUwXE5u5xZ5WTJHgOTGguPc9y/EQF5mKuA5PmiyTOv4SWJ3OSXFaOU4qT9JBoSabix8y5QSJpSO7ZVI7gDBOrFIGWkHNLWURK+i9CcvI8njAThxRx/p5cCnSE0ziUSBJyiKgkcsv8/dRL129cvHaN5u0tvIz8wqUZx/XUFk9Odaa1WHy4RpeVwnFrQ8tDQPHgsRFrUzM+NlNhOwyr7Cy+bJrLbnSh2RP/cASsoRJbwGu/fzjePqmMK7yGxYnF9vGWlA2Ot/UIsV9PeEbgs+znFLRMvEWFpgk3CTqNsc8j+q52j42X9fERvru7auaiuLhQNBeSOOnOjXu1RpfN2dS+tDWHXpFAp6iCeMl5Zy6rDw5Ya2ebgL+K6jciJXQn+qhdGR/Mp6bbjHHVhuuvarvE4jGswS7YTFVhpgvxaHeDcxykjTiOHjBMAvdsTmn3AbE+hYHXPhm0j+7UhkeVup5064aMrhz9dqmIEEsuDmd5rkt94nWRSU6SMyzFXQeQS3AgJfUWRSRIijifxDPp4AhcxZSi2/2TfjAWJwHX6uMVvtDE66p61zBRJW6i4J37cZ+3e2v9PZD8CYYqjq4Cz2hYo5VtCeosHuwEG0F4u6jWmbY39JyL+zmoVIdWNWSbVqZToBMD05Y84xUSYpXVYMQWEJ6elYAidbi1s8CQIUXWkO7CjCoDqjeao5PeWq3/6ZsXeQ+VpoNZlB+ZzxdW1C9cyK1HnNKZm65ymPs+2e1X9LEPnlMQJoN6n0PZ92kAINC5MJ6MQLWyUmLGU0WZfcTiSSGXXsJNTE7DcYSE5uSLSeCL1VSiTVREhG8buh7fu8cBMryHygoNcIKXsdBTzcbbjCKp4LAgrhUdz4XAG0xBWY6JeeQQeM6jiLnxUW6UC5UWj2IywU2n2JCNTyB3DlxNMQcWWctyRR35uzjKZStWykkhaJLSZgEpHCNIkUGU1oVQIplTwzEMCXwnKIofcwuSqGHI8SRXQmYuz3W5xF09klGC5Z9ZUy4xJyl0MOqkakmKMk2rAj/qDCaZbtIi17jllpeS8xwcOZG4VinpDHQ1/pAzuvLvwrVrl27cwC5ahuegpFLxjawEXJoECK6xnTegcTjPxdnmzPN4iUMSBzyhpYhAGsGVyT0KPxN2ULD3vcPR721ezCWbjTEXOhW2OG600dpQ0d/EFHws+WJdkvIp4vpTPVY6/fLG6u+//bhXW6m3u9PxiJYUMh1DHVPDiD/3tgaj6VDGdJsWjUSVDq3TJ4mRndqEsQwIoAaHPRIoXw1ZbYbWGCuC2aVaGw9qg4PG6EhbYtz3iCcIS2QxnpkEqWEBXvxahVYmY5wT3nnAgeHsf3+kH2TFIiipl+6mjd52q79NN8AVUVFdpYgWmEcJ0tbkONyTrnwJk2QoVNBrXtsc2+KLchPEWXmSeIIvyk25SyMAE/yc3HgsJ4uaVc13XxuuvarNSFYvgUlWMovqkiuZZM2tuIeWoBotqtQU1CWEap3t160j1tp7uqlS515WMxH9I/orU6p/eWfCCOPWJkcCTfWxOqBku4NinXk6YTcY71/rcO7Yr9SpQh8/w4TqXybJf3SLTMvgTs73qPGNa6tMgxuq4YWLE+dgaW16x0YT+MfmkNqFIo7sWVYYGpVJi0Qs3MgECuQzitRnk/HscHu8+w5P6177pm+69fGPK++j0XzcNmaNyuGAwwpmO0fD6fFOa7Rfn+kVN1W9zEEFWi3mBE72glyT4sWIY14722N2Hz3Cs/Ex2oewF6RML9V8aYFogax9e0tm6f3ClStsm1HX9TWshBOJXshfSmEzimYFRc19rzaHzY3a6sWLay2O/8o/iiecD3tIs9U7b77x1ptvTZtr9QuvVtcvV+tNNjCbiTIzEJUNbVq1H58QHWNZG0k5wnbSEPMqyIFzGMJSkF/Ics+Mh/YsftsXPzg20CYVPdq1ehRjF2Qkp1zCdC6HAK2nuJjj7iU8ePP6gMDE+CCRDUMsO/YeNYZ7cNbSu2Yw+3cK848mWPayBkTxzXdfHa7dTL57sEm5ZszTD22haB62x92qMa9M4goJFNI0CS0Ms0OGPVLJa/8GTsDSSw1oLlDQEmzp7dQczfuWUOu30T00/c5Fts2kM2GoPB32x57mMSeHsOym71OonzxtmzcxoTPiB9sIixQ73muTrfb2xc3MfacBlMxmTWJ+cEhI8r89f2lExnNuBYUZVECKL5edL4dNjx5Pdu/OertaTJ7pq6jXrl/7lk9/utVuCe+j576f9Ie7jx/t7e4NRjouWCskZmWz3Qt+sSZM5Vuj1hrkozvv7OG1+0nt1ile8BK+VP8jbwGbZoLvPpluXbl85dWbdOTgu3+4zEMX5vEO/bndbGxtbV24fLXbaXoRva9/uIq7pDRphhoOBl/9ylce3HvAyfRyUXlouHKhduHV2tpFHCTtnNH8u2wujTBzuBDhM32QZWb0CcAaVkTSr2TbJJtm2EUF5UBzWMiEXez64oeOD9a0Armt9IqgWLRfJHdIVpcoodVDxNq0ZAv2vLK8yreE8ChyH4Ydno3+jrbHaLeMuV8qqZflNEkfYbi1JMqvrdSNlQF7Zhqd8GlVt5msbiEYsXDADKpsHHdtlYlGju3CKFNLdSby2kcn2iEzPvG7LiHYewclTDGEtdV3KQt4nhs4P+mnxMQ5OJGPm8TTayIWV5NLu0TAdxJW+8j1eEk9gA5xto5WwsmBCS0BFzl4luAmV/40B9zWW3rkxHaj2aQ67tenIz1+0rZvqzTtbCketuaq5hLzuMv1bkah6b0ulzFFJqC3+sc1WmtThCpPCydzwZuLgWgqIvMWMW8RF8SzYW9OkmW1rMdz8f1X8bBGZJLZE9HAS5/29ia778yOd1hxZ68MZIx4IIxGo/WNdXz3CxcvQneewor/ixDcVmi6WCjf75FMPhyOdnZ393Z3+/0ByNmjdlqEqtJDYhgBp/4uSkyoiclpOI6Q0JaKfjKtjSa0dcpIcaj/7Tt39raD104ybY8pCUJcgixG8txS3PUsXZdyKOEkPiXkUnKRKoeATHK+rxT5S3NL/FOyIMtMkQNL8RLzpXwWSXJVTyMpwT3JFW6QL81Ngs7OTWh5pESSZ6X4Ik4JkpJEoMqLucjEkRNJQsgjZ+cGTGl/15wAAEAASURBVJs4wJxOJxsXL1+7dQv4ImEJsjQJENpF8+YqnR13tjnzPF6iTeKAJ7QUcaCTqM9Wqu1Oi4H64oULrVbhsoOvLUmnz54loc9nsqR/Si5Gdnd2vvblrxwcHDSbZgTzU31eq61ewn2vrmwxvk2Z6Wzs11gHF58rGRg17jsNUywRmywN6pYpJBoJyFSOsriINgaDAdBsovU+VsNGDV487e/UtSuGF0m1zCpsr5rENzJ44q8LlO6Sa/9JmK8y4UBqfBim8cqU3Ti4MWq0vklMfOd63lLJDhTzGE5r9o7jHPN4pFvym5gnPRIE7FxQgifMnJ3nAlmMOFqJvJTMWeVMPC6T8k++e3ew9uqk0al5rWFpt0psHF6DxrzwDNmZJOO5g+DNK5CZ2KQxjYCXG1pHd8NrB1abT97KUdL9PSfRBx5uZVUACUAW8EflcdpuPHqL4/hzeXUetWThvWcVnpoBmvjA5u6tTmIa2PfqrYIA6i7I+rKVSD3kXQQYqCl4L7NywtlaxrQ2POT+m+O9Rq1NdsCn471CC3GBGMbS2t7ijKSTgpks2A0LW3OyjJiXkLwU1qDwORnXZrPe/mTvzvTwUWXC10QbvBGhMrLgrvfxq4x9R4dHX/z8F2597LVbr73GyYBWk+U7qCjsBfrVoHyaumQkwxJhFrx+7eqVy5f29vZ2dnaPj3vYmuYrI8XFjtNYPYdwbygqPd/cqNeZ8h++c5tjZF6utT+HlfVSpWdggTC6M8nU97cfMaxdfvWVOudh254ZJpzTR4JnIPx9YRGnSYpEKRjF19bYGXNxc3OjYYe3InQ8HjO3Et4XBT5YprG4y6WSS50S2NZ/+6233n7zbQ7vZ+YCYlXMaM7p7va21uEDtj7WNq7Utl6tdNa1AMes56vv8GZkZFTU+AjHlErzqbsmPjOQCzzgRipPm7joxsQpni9+HNb7u43JiZ72sAjIn4QUpCgZWC8v5VlQzfhBbbxzrf3hBPKWo1sGzubDGHvZSl7Hy/AEC1AbVCLOlvawnLQPbw9Wb0zb61p39xkUevKNS7p6NXg7qH7u9ii2CP2KYSbTPE46Z41N2PpuLcvDeJnWbt5DS8gEnC/qXUvtAak2UNJneBOI83T5T4SUcAwvNBtaEH91hlBGmwaX5DoEbsbufPKfCRZ2lcjcvCrQM+E9zyRIikAlZRw9v5s2OR9gy84HaFrTsdV3dWprJq5NRm8A+fIpJ5QAEMHoQoQfNQwZneusfzjdvzc5eFAZDSp17kxsiLfRxBuZy6M2rSInFy9d/NgnPrF14YKxEXeyxPkjFnq9k3t37x0cHoYDzs19xwYvijXoXNZDOQJMvgs7ZPa3t1PXoxx5iy83H2WHDuKR1AK8BXqj8xbhWTlkaUs5Ay2JKDHPSRxH9jfuubilWQ5MWSXCBE8RRygpYKJ0ydHypMPz61KSErnjJCqSi3ITSYqchwoc8Am5fQygyxlZnluiWirauZWyHHja1ZFLJEuTCXg2SUKbkxi092bPiuSEAyLZM4NTS/t/YfqtFclnRnRm6gSAd76xsX7jxo2VlW5eZEZsejcQvYzL2P4hDdFPkCl4Ivrm17++83iH7z1TdhYIadbm0dqUpo5kkyhwvqfbaNc2r9U3b1Q765oUdeyMMMDRFJkaWbRbbFdpwtM8GoLRKe6giKr5FIkcHyyXna22nEWGJrZTJfa4yOJZ/EqNpEqhjrNeKNCzkPhR4GH1rIFDr/M2+DYTvhm9yvyoWP6ixpOx1YJsq0wab71xgGDYamXa0TFrnGw3Tx7J8zOv3VusN8XI/v36TZ3HvAHuJ3mBe8TfZDxyfz0rDUrPhzAOqYUzvjQazUarxaeqfawJa/PqTvNUH76UBgtbSOcWT08k2KnW5XAA3pdNq+9zhc4M4g3Bxhu3VBxT0jgCZWg2PDqzBfXB8XT/wXT//mzYs5NT7KlOoKMqEj50ojRQhW0zLGO8cvPVm7dutTsdcTUSz51T78OWUEFTMXkU+/Ybbx4eHWGERqvNPEGebCGHWNZ6bkuvupSSek7LOgL962Hw2mkVXpvL+1rWIp7bwr1U7KNugdRKU6RsEW/8TJPjOd/du7b13+e189oArtEYXa2vak1sOBycnLCV8ePf/ImNTZ0GSBH8yj3J7/72b1y+cu3aKzc/lL67l9QrbtAfvHP79l2+FmczVLKD52IUG58NzMWgci3YUtJaqW1e56/aXpGj76dGCof/NglmzcGiwTX2aTHMqgnH6oiUe+fVyagxZGf5nh0fHN+OE1vwlg+zJvXl5bmxgLcc71Z0OppHtTbqcvzgZbWi2YSGpaZi9R6UVmNQ/9T1c3yAqbRHORaNJsIO7Obxg/pgp1pl9mV3Mq8UTuCHJwxWGoxSxEnzdl/Kciquod07wbJrYgIm4wgDBN9ZHI+GxFOWcymSboXIPIkmQhnpD4w4Wn/HQ2y1uULOFiMs4aGkUk6eshIwV9mBp2WBmchzKuKLhCUIyTPInVsuN8XnIqEnay+RNOHKCUT6Np5W3yftTb1ows51FyZ5UizIVSNxOaDQIuwZTGpOxhDjchoUjWU2OjGX/d5scCx63Dd7POKs4ElgdztVIXgYY8Tc7aO7svF4fWPj1Zs3r79yQz7rfIUK9YULGoblzibFMUJK5vHH29t337nzePsxTZ1HRGSprfLqbtvaqtELP9Rm4leOgAMoicizk7jTcBwhoTntYnIpf1UrywUcP9BocE07ZKICYTrJueXxkqyUlSIg5HESlFFFPSUk5BRZiui5CaeUVCPN6u40DsCXGhw4DBdzTxWXCUg4GawcLTE/J4mrSouUZvMFDMAFeEAzeTJ71oYNt2jST0yCsBhKDBcRgCzilCApSQT85TUSyxuQLZlKnSKuQGK4VJ8yEGy6gC2047rl6+7ntBjkrjaR5cqXRZbTTpiT5/ESNlk5BM2BjIZDXPbRcMAoRC6zLd356vXrN1+7tba25tzu3n7z3/5Xf+Tbv+f7/6e/8XcDzou87u52cIPnccp+787du3fuHPH804J7EbQss4M7UDQZbQu0WTI2H+8gYPPtoc66fPeNq9VmV0ufOvtPJOLgL4Yp4TBFwmSRQYTuFcVApJO4R3zxoznY44VDMlhMFR8hpLfjiBc91FQ1JQE/fSiRezK/wjLhpEgu5wwgWQlzsY94luMs1k4iXIy4xFxugoCcC0pw519ilTgsRhyzRF5KnsbN4KGC5Zjil1ZsSwLO+mzCiavD1Wv6YILu9BTUJPS8AzR9OcGbjRx3zzSceNFcVasPD1q9B9Vxr1FfQc54etKo8X201ng6mHKAnQxgbepJE1tkeq5fq0pVJ+wJONYMIrzHrSV2rRYHuPMSnsY4yiZnM7TwoJS3ZvGDT8DHtIZWrdebrVar3ZH7rlZuO0YyTMf/MF5lj2A3Si33nU9bX5jorBv7DG/Wl0LxvdXIhMHAAS4uZjJ9TGk4PXg43bvLDhm1NPayJ6vK+hIaqOzH0kavmEYZ58QV3x3aja1NVt+vXrvGdOKEqrhYjw55ca/eCCm4F2H70SNmCNbaKTuburxnyiZmFyzQoLF2OlxEAjAz1/NjBGmF4/I0+9q9PaWWYa1CbYVwRtbTFtlZLVIlEblcF83V1UhUrmQOTGzzrJyn0y7muojEapEkF5rQcqqcxONLSUpZjpPTJqrzR04jB07ItU08z8gCxxkm5EVIRIC3c9KY710gUWlkiL2pAJo+kTyBnxwpkXjSZbsSqZglTLG2YQr1cHw3Ll26evOWu/LkPF/DV7RgMJ257MN+n6Ux5lmsqX8yadjK2O12L16+9C2f/tbRsP8f/8Qf+4e/+NlWu/Jn/6s//5//+b+oQmtrdRioZYQXMGCPVEFad3jw4N47d/b39qhr1k8okBnMxl/wNALLRHnwtuF4wFncZEDkHHRFu7jvr9Rw3xstOzUytiBvQBkfATzTs4IAZPGS68RW2Xf1fUapa7tlhICcsjKB7iP+46aUeTMTPyc2UeOY1vSl2c5kNhpPBo16By3Hk96ssTJcuTZpbVjNBtc0aO2tgtr+3NvDUKjYlnRXNxvzMSA+4UlbaTbW9gd3vvz4Hx0OH3QbW9fXvu3W+vfhwY+mg5q/1Co/8BnYRfLN0D6U+BL7cNBnI3voVLFjqcjhFtd7kBquNEhawMcAsUzCV74BjRqWWh1h6R2XyNx3E5+jieJDGsyglE3mk/te48T3cefSuLXGDZt/ESCUPJmUNMbxZDBrlfsfJiiOZp/s3pmd7Nv9f90GLNbvVUWGblUVaAGossSAxherSfXuqxTUkHa981K+Xn7iEe31V165cvVKrCApIVz7FzR8oX7M8MGmFNNddqYHXHbWdLSJCwwvYRyLDaBJRbeane7z5r57xUpn3evXqbiHt98+3N2tNbh5s9r6hlaWNbh330TeI/m7F/yScokF1MY0rPDg1D/8F3HY2aH9CXG8ocW9u/Bsqjv47iyZjdcvXLx665aeQY15yOkTkPeYd6fgs6Hy3qpRVIu1WmUf9k+4ArcBWOaTra1TO4S1M6y+ubX1N372L/2ff/3nL1xuDvtsWq38t//zz/0bf+pPszjNcA3ms9HvA+TiRU4C2YX76OHD+7xltH/ALETFUS5faFfpDBu7yHQapZeVVziqan5tkmNis6+rsh7T3QyHvvN0mvVULRcKNQRr3SHpcc+w3Q28ftrkxJjRkekQ97KfpkNkeeqvqXZq7guYYdYOesuiC1Uji8b/jmcoyfqB9n3/sT5F08Frx4ueTIfvHP7mvaPfOxnv8l2ET1/8sa3OrdH4qFJtcGo+H72aVdkNEZbe1Ta84qAPjruKRGl100zj4Cx9zhcH1mysbp+8/ut3/9pu/+06ZwCpY9deXfvu77n2J1ebl0bTE1vkN2bO0di8i4vbXX2Ddj6ZMEwwlEwY7AiCyb7S0YptXUi9BxDowjgjmNKOISnqKQGfJEHue7vd7nTppSZBcggu1OMfxqsX03xoqpXBBfe9tUFzYQuNyhufQihupg5XGZ0xWsvz097udOcdXqWPLnvgJorUc5bUj0CqSa8J6iASWEyThyFw7zYhvrq2dpVzV65eXVldlTIenCoXFHOew9+siNIONz1OD/sUEjeERgg8oJld3BQA3ZJkEYjjuLe7K/6kyAgACstziX3wAdEI5caDbssOmeP9/aIrpWbwwav1UuKHyQLWxigQXUAbsDmYy0dxjeiVZrtD8/N2CErI+gYW37oq8rmPXd3cZN2dDW+MZq5/Sa8PsucGE8VJED+Vjew803YdwlCDfmZtkobPlXfNaysra3/7f/vZv/VXf3ZltdIfVpuN+ng43rq09jM//0vf+wf+pfF45HdTzqRUxucqGYwQh1bXrXd8zJj86MHDo6MjEGhOwRpU5UKLsrlreZlCVlgqBEc+Ck1UQm0fM9+uql28qVMj+Ug2PlnuvovYbgmct/lj7GLn44w47rbBtRaGe6uh56ChLzfCM4divSXtSkbW1FPUZD7dKMdzzaqGFy5xMEktIWOR4z3TuCo39Cy2TDVr7d5o9/MP/493Dn+L/kXpJtPxVufmD974d66sfGo4PuTmjPPy+WonX+NRQXJ/DE5y3KW1PXaZDGkijcGub/1u1rqHw/ufu/MzO/23OvV1txEyBpMjfPcfeuXfazfW2DbDan8w3rsqptnQakW3plM2sjOUsDFGLVgh8Fa1KZpKr9z4X3jLA0rLWGTqP0xUChvrEzGVR2BgYumdFU35HAZx/OVsnz00iERZf3/g2UtYzlEGkomQS03gvtcaOnamc2Fa5w1RQWS/wobsqGPr+Yz1dVbZdc4jX3lgi7xXlsY4t24arVIO9lcVWCVIHgW2cceAVrmhYqIw76ig4dpy5WVNThG+fPUKqz4sPRsrXcji6sgZUFvH4P/BGjPJLyIl9XjV6aGewt47OjhE73x6MBqVw3uEDKeSyRyUj3+WoliybZOt790uW+Ct3shZNq4ZR7GQEsZH7I1fzCJTzN9tsNIhWkugJ0dHeO394+PCaze1S7wRpoJY8HgS76p4bp6V8COdI8ZU4OfAxCzlnhpJIpwySXH4qWQS57ggLheXc3CMRFCKIMWRc5IkugRMyZwkAZ0qT+bx03gmeIy4glyh5m9JcKjjpeylQM89IwsEchdZ5ZCA4L1iNut0V774hV//u7/wcw1cKx2Yrdd1/vi/9R986lu/q3/Si+PAQjNPioZI7BHLillSyZNcCW6XpF4JM/D2n+hq4Lt3Vlfx3btraxrK7MlA1HOO4j0lXDNj4b3SAMhxxZVhcI2JxNFKLvuAXa9yGhwohFAkAQxfaZ4Nbmxufe4f/4O/8t/99GQ0HU7qP/4j9fuPpl/8WmUyGH/muz/1v/zC/33j1deieUToDE2d5+iSW8DV4jkD5/BuP3zETsVBX+eRM5Qla9CMbDqK2xXiLkaMKPO6uUrdxBuqWz0M3prZ3O5SAPe91qitX9Y3m7q89Yvbwx1dXH0HkyCXnYW0foNDHgd79iml4LLDKqtSL8R7uqJSmB2kouv9nhieQSxDWB0g5r1MzcZDcqSw6wyIZhoDccNxy1vBVDi8FwWuSmW0sHKeKv97MIILXex60lUidOGvzueHpyf/4u7P4bW362tuCkqCa73VvvkjN//DzfYrw0lPe62qdZwxLb3XW3LGgpbV+k/+uZ/SZzVnU9pH+/gem6issbJdpjGZDX/j/t96cPylTmOD5oZUMzebctp7/XfYvfXK2ndYedXz0Uj/nyaEYiCPp1EsQ+KxHx8NTnp4j9gOiWZgXoqV/iTNouZ5myihPMnEdBzTmavVk9qN1bZ1vBQnD4PovBp7XEjXJVCUaKWnLdl5rCBzOl/e94WgVm3UecVT7x+Q/MAGPjOQ64s6tOzZtD7q6btr1Dhtpa53AGgespofGtM/mjx+a/Lw67OTPY0v+PFeDnPEXW9rDzK1G1ZVKdacfcs9HrVr3FQFqgwhoUD4JS4eBIzvEXU19mBMJnz2ghF2Z/vxSa9Hrp3yqUGWkGoK68GUlqNeyq4baf6BGXOu3pNKqEHG8dHxndu3X//qV+/fu8ejaVanWGf3LMM0G6j0aCuLuj2EIEMRQinsPou9bJwRzCmoE/quvH9NIsJyhkK3wGAm4zMZ6eVynWJG0oeJiOJtMKbO+nUJOYaqj9e9YcFJ7Q9v32ZjG1679PDWfW7eCTFFcjELcbAk2q6KcBwuZymbzahugmVZzgLtkwGn60CpGFHoI8iiRXtSNSOBWchTeTxDeWbREv9SclHMEgS3paypzc36kgovS6kBJmMusvmgIcnE7Gv88v6DX7jzO/dWGvzd7lbvrdT/wGe+79bWlSGvx9BfCH5d1FEltQFBNegNBlAs/yK+QZLFPJKSOfoSIDrYCMbohXfYOzxkFOusrGh7oboqfwoQeqzUcz33/FeVAYGaslSJNptoCrPZBCGSgwi/1eEOh6mW+U6VHLa4SCnhAVGwlm5kDLzrG1tf/dIXfuYv/4WTQ5z9+g98e/Wv/sX2d3269ku/MublyPu3t7/65c//wA//aHdFx6dQTOgR7eOFx89fkPcJE2WsdCobIhiB93Z2OSvmza9//c477xweHIDA2CWvTnYMxrAeweCiwRO7UDozozlU4kdIDdNSApgFw4/Z3OwqQiEzcuCUs/J1wKfEZ3y9qNGqNjsak71VIAgdpiyh7vCGIac9ShubZKV/YBJlvetflU9TRpgduJGozE3N75rxGYTu5zATRT+H3f9oYa12wYqn8ZHKRuXtliQnWug1yJP+oH/CvShzEJ7kaDSUO8ff2K4cCaS3rgdg6oyTIceccDIhd9E6N11tgoDZjbWLMM1O02IenhsTf6jaYC2bKuZkUGPi7UR9Uw1BgVM7Gl989H99fe9XOw07798KRQau9dHw0clo98bad/I2KUcR0VbY/MIfhZ7yxqqWTXWrV//J/+Kn6qPDdu8Ba+3c2FkTIWvGTvkv7/zy13Y/26qvqJ0hNYiVH0Ax9wf3Nts3L3RujWdDTWM2LkB5dvAySrTpKntVqhix3zvu93qMETBX867g5bFho8rNg5SpdqwY1DQ9QfvygonFKOq1THAwFFkhZgINExESDisvm1LSigqeMKLZhl26MZGkqtE9i4vpjAJwpuc0ax17QYF2NKTKW/UuGtHKXR+uz0LkWTwQ4H9CUoVwIzXhe1t48DQRHRmJB48phr3pzu3Jo9dnR4+FyTZTU1G0ojJNVa0qGVbVj1yBGo9uuE5mA5pyo8r7zU21aQVIQ1VaUmn+2xhLRYeIYBZwdgHySGZ/d5fd4Tvb273eMVJ4DO0DrqYNbjlBYklpOvI4SeAOdCnv9zU1GBfKGcBvv/nWG6+/vv3wIQtd7HIxbdFCiG49qWxmo6hmFhXB+JgVPdNueFq1Ln1kWuFd7TGviPNHU8F3597G5UIouZi+MmEQsf5boZPCr1mHtjGdqXlLgH7Cr6dK18TQEOGq4Dh0Q90w1GrDk5PH9+7tPLjPaiKQQBLRSgzFJwN5nCuN5umCWg1EvGjfqlXstKsK7zQzqrUFr7IyoZ4rabm8eRlJuuHN56WUNIMh9qQl0+Lhj2E1ENUrTZ/tDNf0Ob3Uzi/pkiLAczUcLV1ztISZIqXcRJUiZyFYNzVMj8mYVqKmjg6rzhlTffQsXkng+xnRQK/m2qrW3pgc/0rtcHzt8uTq5fHVi+OrV3705mdudTaGduLZskpnQLV+pHGJJ6o8p2JaVS+gwViGNqDHqpCcxUC+aTCXk6ySIvPZGsKA0N/xEo4P9pnpeFrIbjefWehNZFuvEoNSdytYCalILcZUPBvlyKK/4xYw+tHN67UWY69OksADsI/y0Ftx2fFdwPQxUxrCXG0cS6AwKrk88WRGXlld29m+/1f+0k/ffesu6wSv3aj8D/9l+/Krk6vXK9c26r/8uXG7W/3ql964c/urtz72maP93sngmN18/oki08paz5n6L5boGUKwKmoQKB3F2d3ZZQHlra+/gb/OF+/w6Bi1CEJQsNKbRYgxWzVq+E9jjMmpeszUIDDesl4VrCTTif9ShWVUmxBNuBvWG5qGT5beZ709PijO1wl5hIr7bofGDJv9Xbnsg32tnQWXXeOdNQJKsVTUuYBFO7IlLeaRVn0VjjpupDKRH4KzqNaixlAgn4v3ciQZX24AVpCfwx/82dhtfg5HngQ/R9OVwlll896BYt53mEnx0Qc0t5MeG+dI6lmWc7G7LzBLQc3bApi0BLn1HKA0wMXnrELNo8KH1j14MK3zAnOq+WswD0UAwRwMM2a1NnY/R05dizkaqsDBKLADPfT+8e994eHfsQ7IjIkv5CLUXhrV5v7gLj33+tpn7AwYMhk++CzuUX3cZz/zrMYZFfVG++iOb5+yl5RZTGJamrZqK9u917+y8/8wzUMmtWR9sYe3HIVqezA5fGPvV6+ufAt+2GQ21ouqGgKWFjIUWRyMhZeW8uiBXf+El9l5xEGSkpgJ6syIj0ZfeTj4Un+6z83uav3y1da3bjVuTdSFYrexbmFFzoV6P0WitOHqLV0Sg3WsJNJI1SKjK8saTuiBVe7SJkejxkCbiRlkUSs+eTH8J5QyFPaMH1fGGyI953j4iCcmj0/e4p0BvParK5++tfH9uPK2DUl3RGb4M/g9syy3I/LUGBjZxyetSb85Ohg0Nri14oNKswGvTeApaebzZi0j6x9JKGBgtrQ4DYm2Qeb28KuPhl85mewAXqlfvN7+DqpyLPcx9GqXG4sR2rmVGwplWg8irk7CcZ60IhoMmxFZKeE8lo2NjUtXL1+5crXT7Z4MD7/49mff3v4ikU5z9ePXvu97Pvbj9npGaaU5Snumv974vAAMDZzw+PD+Ax7CcjeIn6v3SmU4lcdaIxdrCzIeRcvqWeUOZScPPDMma9u1x8PXHw2/3JMxZ936havNz1wcfwz+7S7HzsitRAcFGyh5Xf3tg1+/f/ylk9Ee3Wuz/eo3bfzgZueV0aRv3N2xMF3m7SAGFrR+ZisR3gUoGt0BGdj/5Lh/fHBwuLtD/6V01nmN6kmDQBLlMoKkBD0rYuYCQXaT19Wv7u7V3jypbU8qo0alszF9dXPy8dqsgespr17Gnm9cGfNc+pN0YOUDj3a6W/v6Ye32sKr1j+7swoXJN3dnlxAdK0tanTEGJikpgjoezyFJxxIwJc8gSbSJcw5ZiLs91cLqs/agur9Xe6NXe2TGbK9PX9mafKI24zabD0C6MXNzYtikkccTxG2e55o63t0LJRzNslRNjp+ACe60TqbBF/+r0jsxx5OPHGmth/2hSZj4JEFAxc86Gncms/a4erJb++pR7d64clKtNFanVy5MP9marakSvc2f0noz/q6JrgmYIkWex+Bm3VFfNpjN+LTqydEhb6yubmxwppnOy7XeRJZ1LJZ1rW9RHFPGdFnSPeelqLQ8WsQZYsVu5+TNO4efZ1kNX7PT2Hx17bturH8nTZfn2XjteCrQuusTRKgUCDezWYHMWNKHEYy3v1ik/Js/+5e/+qWvNlp4XrO/8J92Pvkds+HOrNWc/fF/rf7mndZ//9eGa+uVX/mHf//Cja1/5U/8RP3+yjtv3+YjVFeuXeWDesZaNvDIvObvb8qFutx+v8+6CQ9seWyLx4bZcdYpnZUYRK/A1FaUbFW7x5PtB8PfOxjfxRtrVlcutT5xrfXteLdpsdJ6u43UcDBqKPULXy+xTY3e/rwZCs/lmY/Iovvk0RtsOq1t3mh2VtrjwyrLq1JdjUF+vyv1bEwVtMOJoqnA8u7hF+4df/F4pJW49dbVWxs/cLHz8fG0754oarw36d4PzZjJz+m/OZrg56yU/RzJisbLC6sxVRyYeFAGj5vqo01yJW5wTUlmc5EJ1YOYeUp1QFAjtx7l7R2IKn7GuYUTJlDaCW3CvvbT5EoctoYQmDip8xZD09a6HsuRONO1e0dfvHuEMR+Ruda8/NrGD1zqfoK7FJioESKdT91UuKkevr77K8NpDyMg3XUSP9W2ejF/X9v9x1dXPnVt9dODyTFJ3b/xRGh4UBv1Jq31cWer+tu/9Xm55q4UtlNz4xli5Z/d+au3D38Tt9JYW/UFlZEODqdxj3HLfvjVf/+Vte9iaw4jkCw/V7hIkP1SBlIMHEz8umHSdnY933RCZMGZSeStk1/9+smvjKY9FceM1KltvNb9g9/U/RGzFPcxmkjMGIZSiHArmR3AkE72LwAcL+WS9KIjRa2Ui+xoPcsZsZrbCpuJAQjDiij8U4KQLHs5jlgQjBUroHcOf5uHJnv923ERmoLV6T/fe+1PthsbdCFV25JRz9ksF+ES3vU1FhPDcccyGZ30WOS2pxDhnEfdJ4u7W4KSyF4xERRjqrABrv9675/cHfwmzTTqM+vUNr9l9cdfaX+vPU4RH9VC5GdoMPGimZmUMhzDit04tBk/4h+MrY3L042dz9//O28+/B3e8zAKtjXUv+O1H/3Xf+DPrbQ3bW7TDcn7EfI6ol3be04PmCRYadOmGFuKLgyr+p9rmSpiKrTr5wMWlcBXs7R2zlrIiE7xTv//G05xHB171q6tf3Llx15tfz84tFWexTP2UHzuvY9G27/z6BfvHP7WaNpPRcZ3/75rf+r66rdxlxjMqh+3tqslXCCMXNQzQyRLGoOTPlM+fZaeK7gGuyFPJxlBoQQCiZcI0iTrKSOl8gdqa2tkeRCOVbxuH3fqX7tf/81+bZfG5tm1Wf3S9NOvjP9gHXfTfXfM6tPH0yomUS4Xh6+Fs36v8eu7tdcnVXspyOR1Zls3Rz+8Of34pMK7kmF6MDnv2gihnO/5R9o/iYlZRg2JW6AmLvu9xm+c1B4nYzIOXxp/8tURxuxMVer3q+88Sc8iH392vdn+7P2v/jdf+AeMTkytEz2ZrP30d//RH7ryMVaSeRZcYHsMCDCmvUqbe5K79V87rN1R27BA3ur0+q3xH1qZXlLN2gijqiyH89izTBPSThrHcLwNAHxJpKU77ZZmUs48nqhn8X1AXlzhjztwpkFh2vgHn6KHzgsBgSyb73VXz3z/+zu/bH6YqpVcnINPXfyxT3T/ZaZapmxN7ja7iafxteFUTdcL7WTwpLNz7a6s/u8/9z/+4s//zWa7MhjWfurPtP/0T1Snh1ojRDUe3VfGtT/7X4//9j8abazw/L7yx/6zP/pHfvQnG0cXx7M+oxGOO1/kwId3rV1b9DpH43SKd3mNgkTeO+7dv3f30cNHvH4KXGNxHK9IgmAFlwXsYYPaCjAmrwfDL36t99mj8QPrEYKzjnmj/d2fXv0jjWqXNRHzedRi4lAucZGnrOvllIzYsASypEg8oTWycGpkvdnAaM3uitbjGfhcPTDF7OzgfM/C8/JRNF9cx2f73e2/9+b+Px9OmE1CWG1e/u6r/+ZrGz/IoqGBgm1i/tP8ory1TCSy0H7n6AtlP6dav7Xufs76mDV48+hCKzQ5VnqVy25u+aTAmCdFzEdaXLdmL7tYiXNDWRa1EJszv2LkXnayvhtKcMdDipjYP0DMaDwYp5NyELPdcpMf9oq7hqabonYL1GEy/b3tv//G3udYzjbddek2Lnz31T/xsc0fdmOqT80m7Gi/d/S7vDg64e1QO+4FTLSRKqFByGmBz6317/+hV/5dNhirpekJjzDU62gYtUb9P/oz/4nkmyKCV6bt+upbB7/G+Y/aiqRihXnPBXA1EewQbPTHh+3G6rXVzwBxn9vFG878xU0LngXulniVjXNjWLjTeokqWIoRuBG80//NL/d+aVYZN2sr3BvgstBhGAi2h19j6OGul5rU82qvaTekKkJW98Khsukde4dPwCqMMExJEZAWzCwmoJqB4EKh8pSlA0Bs4/uU3k51AgqaGqUhFxerd2MvDolbgQC1mJoWzfrK2/u/9uv3/vrR6CEPNCk4z1a4IpaTfDht88bat6OFDEu12UsypioKuJsiXU6Rkkt8irjXAiVjFiE+6vdPjo854IcnPrqfsts+FcGDFUMWpJdISFBREVtrZ2/Ml47+3tv9f06eSldteW0Op0c7ozfXm9fX69ds14Fo+YORRTzJVRFVkeUR0cAaZKvBeOBmG8+YDSS3D3/rV2//3Pbx2+3GSqe50mp0Wo0uBXlr+3d6w4Nvu/mHgjGtWp0711BlsqXKleDnjKCDU/n18PDwnbff/vrrrz+8d4+H0ji5zaY6EWgwNBxJkoW8dRhYstx4kh90UI4huTFp+b9//EtvnXyOJE9jkjG5ud0ZvbHWuLbRuD4csaI2AqHTWj8ebf+Lu/8rR03pFPjQuto8eTgebj/uv3l19VtWmhd5UObikoaSiD11FvvkeP9g99GD3YcPDnZ2Tg4P2RfLih3Px3xX26jPSRRTeoQ1FchUNc7NFC8uoTwFYDHmZY1wjTcpPuM13GZHn6Diw8d4NtQ1Dg2O5nb9S7cb/3RUO8artg0zbFzhfYzZUe0+143pLTMt1QsvohnPyPtJv0alpebmqHr8VuOf7Na/ht9j4iSLO4dh9fC49nB1dq0926Ql29yDqEL7eREJPgd26NK8EjAliaT4HC8lcmMmLC9LxBWK1ZfaIV57a6f+lbeb/++gdkjpfMMMBWS0PGo9GHcrm/WP1/h8DC25yX7c9/LXfM/kTZ6Cvtnb/ad3v4ydGaJVwdXqH/7Yd966cG2II48r3HQp8Sr/Z8LTmOPa/bcanz2q36NoqYxU2UltZ1Ddo8GwHq8RRiFvLQ4xsGelaBZJhl5SNZ5Hq9AgoKGV//8/ce8Bblly3PfdE25+aWbe5Lw5L/ICxEIkQZCiTBIMMi0rkrJIfiRNizAtf0qWJVm0/dGy9VH8rESJFMEEggIpicgLYIHF5t2ZTRN23uR5b15ON+d7jn//6nPuuzO7oGFKJs+8uffcPt3VVdXV3dXV1XWQYexWnZZ6k/b61bNanUYDd5pWraaDXuyYSdoJdDaanbkd1ePqVlchpwZsLzi38Zkz6/+BVTrbtulsQojo3lrrIuF+d+dOygJgl5EH24xaISXAhp2Ti2R0xbX9q5//vX/38X8BFs2O/6M/mP3ZH/MzXY7W0A2wvmX6vQxGw8ceDF85F19fxo0svnLhUvnO/p3H3hEOy2hjbIqy61itVBkniAlGjQneVqe7/8/76QZkVxEq+43r165evrSxvoE7hMypxKi10Xh8QDacJEhCyroP3FvsvnK+8QftqJL18HmQeyd6CKhuD26g+M7m7rKsTglRsZSZdKsUjLgssPpOZwndWmYqogiX47s0ddtGxilbGwIMO2bxtVooIfhvyygjxGGuevXvbS/LAhB2biEHZf3U8m9drTzNpI710BQPdI9ce1BZb13eXTw+lT+AvihSvkG9b1vJKNFR7VgK/Bu1lxM9Z0cy5aK20brMVsaBiQeRXtYuNkEDQ/TqIocpYTCE2afbauosdeqaIcTEvIQ5/LRixmiNbcYJh7zd61ZoiT/21PhvaUldpBrBpMmVhlp7+Mej/Mhp2XaeZblwNTog0to9AqN3Xln9xKWtr/GQdbLT4vhE+V5rXtxVPMpJUyxgKmKz69zWl9dbcyGrXsPY8OKhLiFHKq3ihbXeMnsge4onXVk94RItOoiog2WmCAprh0drsHV56yk6PHtDjk1JERUTWLv0hW0YzFAFytm9A3xMSXP/U26Sx+gUPqrAdt8YqthbJ12/k41CPafl6CTNwdr19rOglPPLplhYfTGaX4Ed2+vtZ/L+xMni43gkpahYZdIddVxMhxFlKQBNORfIR0KVcwahZz5Mds5VAqUTWKo0UbwSEbBmVfOKKRZqBlgwAf97fKGcNwIBqkUVlxEFFG5dNj4DNG9zgEPT4rwrWcjAh/4lpKh2DKJrzbnTK79DF4IiJgyY70CBM7TfqL6wv3zfian3d6OGGUkoBXhVS6MSVgS4FKFRoVNLf5DWtCNMRiiN39x2z8/xy6hxAi3a3TkPlrbcm6iwYskKfw0ueE9ayGTxXHTBCMkST40l4CV84vhy80mGv5xXopkpAm4wlfusV+7FjWutpycnD3GSAY3HgKjZyOHwH8dNwmqXeCjm2bdu9R8mZDPF6nDhYueLUdAp+zOkYHJ2oFh8TuR3v3r9ibsPPvbo8Y8AinSApVwSPgl81WItpFp0jSPj7q1sko17zcGGGxKCP8zq8gqfnJMBRXTfnFnZ2W4GFDnFHIGnHCfjZGkTwzLSs8VFPXR0KgMl+BRDRKTWTGxc3Oy8zGEPxjhjppuDMWaU+lHzauupmewRxKY/RF4wk6+eqX9qtXk+z9kX20YfkcZB81p3+fzGFx879CO2jtcwYTW6URJvuri2vd2oVtocn2LBxmPwMFKFvREgigxZI0Ho8z9BOG1B95MH9CPHJe65LJ0vATZ5gEjMS+qNYGrCoKfJI9/fXFzs1HSwj/wIZK5UmD1wvJqbv+k/F/P2sLgAA42H4EKWEMZtBhcmoyNTw+ORGcIREUM2aVZVNHa9LdqudnBHlrHOLoYv1IIbYawwqdaKohsCsnEJ95IV/7UTw2/X3MO0KJlUJvjBPaRBvX77eFFbY7rnKU+oHfa6zzGkDIY9Gk8UhXbt3JhQ0ftcjcBhOTFiJvyx7COU9Ev0Wip3oOTHuVqwcDN8HntzNmGmqBMHstni+iAz92Izquei6Vg7GCopsUzxTyG9tYmTSshwW2ZX5LbPbzIP1fS8YNjfQliNbxqIqGlw5vXem9d7EZvAqhdohmWUCbPBvfeGk7Pd4dZC+Cz7CUFUJAstYU1MVi+bKdX9pfXg/KHB+3ZCJkOpk08sVMgnP5gexU97cBv2ljqq9y20qMgo0eQHpOlSFn1YoBMWEQmDf0yO3VavsdXIl0qTu6bKM5NY/rT6oHM4utLa+eVqZmWOX+v5zc8zUGSDgk6/JOxnqsA7qHOj+/zu/B1TwaF+RhGcTTTVbRBJGcEcevo0gMzEw8HUzO43Tj/3O//2l0hsdYPveH/wt36cQSwa9HFWZBbAm5KIkJlePd51cPiP/nr2J/5+tLzu5zejL/7K5w79zXseOfDRYYdllM9YzHkkBsZdu3cdPnJsz549buywsB9DxmfRbxck8m3tmaT8IV/jmd29K+uKd9rtxZuLqyvL2BmYT/NZrRmYkZm8jN8744GEAb46pUGNG6NprHcvzjW/MMhIBWIQoFEcn6GYWXCp88ru8OTBwsPmxjCuzMF1TnmqWTX7c1bEjnipxZNWV0vvEKhmMDmFAEsXkjQerhsDPHU7hKjGmSfVkW5hjivqCHcqh00KEMj7T2hfYa2CqlCVpPlxXg2RJHZiUaZ1MtJmB8NO/GN24GTkmxtf2JU/Clh0d4ZAMcsYlkBLu7/DeZQ4uhE0U0X4QpFdbVx4dfWT6DmFYIo1zy16TjBxtfLcvtJ9x6cfs9Yx1c3JgHqFH/WibrvL3i56jlrKpAMuOcJJETP5sSM5Kgb59rXDajKoFCgaW6TaGRCyCgLNxEAoJiGbaFa6x3AsLUJNgZtwi4ZgPww7HAsq1aBZR6eeYO3Z9U9fqzyPvZtZUa0gJQeYHOab7Axr5zY+t6twHMNiL+rkA7bB11lIG0M5qAYEXcJWs4VRqG6IBhXibXF5+6kD5ftzwRTaOLQqn/BH0bOxQzqEXUBAym9sv7zZuYb4upwGVEX0X6S7b0Fn0cBbmbY61yfzB7yh0S0hcbxQTmMoZcQe8mNiwJaA84ApAk6qBC4tSYq30j3XGK6ijpjWroeCoy2JAcRwoONa++vT4aHd2TuxwRsuBkHWd6uGL2sJbTFkurX4Iv2nkDmc83ahE4g7rj7VKfyMV9ypFCgawsb2NIFvlBbSWYNplyDsaivztu4kXgOKrdtso7fQ7N8shHsmsid8uTfwfisgiwohKHJYLWU7wyrWET5pXYly0ruUF0o5msByjW2sg+WH2GZiVSq1wC5OFwziVr17oR/VJ7MniyErYxeFF9hGndWU0GBUWII+RomjFG6AmjwSL2IWteMv47BBFknxu5nVTmYliNnGO8HYhFjbkG+FHe8ToILGrvRS77WF7susxMhmfVWtIkkTF1ihFbf7Nzb7lw4X3q03yZnUWucSQsKK3KJGPWR0ucaynprIBZlQgvtx61LzK63hJn4jdDYSqUo9E1WPuTzIxoPmqSufweieDfJunaMqrMkY6Za3zjTa6wd2PzhdPjyqi5txdrl7PlXKPRNBOinLtIQje63qIrJj3zYjmVbt0q1NZXdMTkhCMnvxRide8r1CKXOCFRHqOxnJzCXqmUuFm/tFwNfCcvfsQudF23pCax8a8fZY+fFWLOCFudo9f6z4Ac/rI12Xq19Zar1OtFZA3Jof8BFT+0rzHLs6OMx0B4QP0vIDPHWyo7K5VbvcHix6g3I2PsBowMAOQiA1agfHCv0Uqnwl14hF7rf7yf3oZizdAdNQ5UVhHHQGufXYZ67a7w/Kse+WiwKNhezNZ79+8cXnc8USGOIffPiO+x7/0f9qdfJV9k1zcYnWTMAmSOKMHqKpbAZzuGjLc1tTMrwdoe+y8zNJcXw2JEkRRmI+hOk5jgW51fBVbO24i/Bb0BKanWhK8W0Ei41oeSY6gVbEyl0FET0tRbxhbmuY3faGRUizucE0+7f0U6vdIbbz+baJO4/tTnmSPiJ05Y8edIYJM/f6A16H7Fy3U6yNQhMyIclhgIEvFyA8v+UP45hJXnQ6Br0gmjrd2PPZtUFpicNrY019GxZ/TD+hEInpDob9/ROZh/bDZ6EEB7DovPBsd6PZDwOcSxJslM41LP7ZP5/5loMrnVea/ipLL5uS1b5cympUoctu+5d3e3dr58Qz3c7g2EAXDfIrUVj3B9Nhd1ZrMzGcYlYRtYxdrsnc53iy6tnJaUVc7ZbJocEncgomHJ8dMo1kF4jU2Fo6UNzcNTk7PTm9m4EFejQJGDQbiMBmiDsrVlJ26gFGSAmmj1Fl5KRNmTI6w8py5/WpMj1CJh5yAkUjDks+3VsKQ4XxAzMjtvbFG1d//V/+43q1PcwE993h/fzPZvPTw36dfRcr6yw1DF6hN6jG978j/vv/bf5j/3uH9+ZtznU/+/FPnfy5xyZzBzq9Ottk9FwUms31bd5qNH0wKs0M90ydmCneBb6u9m/ANx5+w2uMn8oz+oln39Li0srSUqvVot58ttTPEDLmIsMxM1foTWhGVqtDs+vpmiqMJSTqUBaT8uXWV7CGoISAtsPA9R9NzV6OHePl7huzubuxqrrTfTYlwM/cMNNuxlf4LHpHct4eq0u8NXGzOp3AOQyoVf+oV63gmgGc3S2+iKiM2W7y0r1b1XcbYDSyyT8KfYO/LK8rzN+D5mA6LkcYRaOr2FXjWpkMOFhfrTxjiiYdPZ1NxAwsXhKntdYcx6KOTb8XP9kRdsLQwJn8kFecMcFRsoDTBibkNiBRNUugXGdQObvxBxjyiSeuZYBIVb8jp+k52cGwc732wqFJgqigsMlrmmdStnqZTmer3rvajxpF/0je3xtl5Jbp6nLNodoB5moVsdaogiC+Gv0pf23iTnJKO3eQEr5r4CS/WBZ047VOvBJkpOfAK5ualZnlNKoRvu/ofvzRTFSDOn6t+tyVytfZVWCWcXqOWVGFKARin91sX11qvHHnzIc8uT1nN9vXcGFlYnVsFD/sEhGW5H7RFHhkUHa+dvrePd+phuCCRGdvhreWTzMotaIiNHpr6Iu0Cus216hiDpn4L84kl/uFNkmwybXWJQ5TMmNRWcJDcZBRQOOjmYd1pt6M1l1NCOrzjEBOYkQ/gJkR2f3vRrWNvluOkCiNIa2QbzBkIUK3aV1tPzMVHrYarV8ZYtZQqpGCbIYO4/Z6/LVGfJGUMDO123ts0nvA6e6OGEeCmn1UB9gn1Ko69x8qlMYvtT02v36r7s6tFvF/GutOMSvUzfZrN+uf60U1uvd0/v4jE9+dC3CtxgQ7unRLs13ZeprR1o4QJFYxlyfFSvtZW+1r253rB4i5OcThjOcoqfnWYOVm/fP1/jX6ZyHYe3zqo1P5e4bmr6wsO8SMavzDbuhvEC262R3osXmryL4ucWTFp3wlfoW/YQZnOH/ae2S390FMC9LdNfhbrcJe/w3JbDvaZm8EeSA4ftrQyWOXTxp8PFzrXjiQe8hJjoGC1wIihPRl/2+lyNLIY8JlVSOEC+3XOP9KJ6EuyriSKUYSbDxnFjbOL2yeu2Pfu3hstUC432ivvfDmr9zceBXxZFZ7/MGfPrTnEYTTVD2DlH7sIJbKC/7rvK2DA0/MEOTCxE6ntqrJK7E0VF1vTDiDKEJmNfPadnRKzIwzk96Ds96HTHc3ZjqVMWGlJJlOwUTCkQ8WbxjUGQsMSIqW5bSUeK134WD+kZw/ud2/utg9jT2PMd0YIkTAQF98yNhAt21yuGJ/6T4oBXMMbLWtWmVjteqd6pWvEglWpuLGffnGvYZROqKktCfVG8Tk/pv/sia2Tk+X5qUB693JM2i3/Ah6ewrVdwb9XaZuCjo7ZVP35PcXyhh/EQqCte7aXVzPn23F6wR4sSFip2IKGKLoPwFaWsvfmIgODjId2UWSyySHexuj4QasS2hDTDTg2Hji0sEnzrW89fXgrNY2NrBQxLWlwVNZ6mKdUA1u4GuBqitoyqqZoDdxoVe+ojUvgQCa9xTqD0ifVyFXLZ8pXn/0b1UougEWhcPcZmcKZm7yw+/vKlbfBUtjH9dtJwFWX8J/UiA/wNIMr+QlYrQbD5WZgBphfVi80sKvRD5uOGb/Z8D2j07nqCTDhedi1Brlls7rBc2NB3Pn2KVhpNWML13bft++7dy1IJ3sXCNKlpO2pE2Cnl+v+Qv7h7vtJK46irqA3+lMnusXb8Ze34/y+drDudZJs1mkjThW3R/xFhwcJhIMUAp6xYXu5LkobPBj2DkQb7+jM9+qT2zPzO7lXU7mxuasegyhMqDiQTu39QT75LjPuv4+aigDjLTBFm+zfwXTRjGQ9zntrjwaDJJpWlyVPqOZulyaaNarv/Gv/s/5qwvsG+4qZX7+Z3OH7oj6FRYGKc+S4uoqTOhRNfrIR4L/fjH3v/1yr1DInP/6lS8e/dR//SM/6w9CdEGUANQypveV3lNvzp0d4v6em3zv3X/pnqMf4YQurcSIyecfgYEqCB1WliOL7HkS4RH/HJQMfOvQpBvxla3o2V6Go/xRKXN8b+bD2cwMKqCWLeoIqtR1IScN8GG+82J1gB5MNB43GtyCl/E8WxncwFayJ3sHZ5pNiBgH8t3Mykb8dCdeRkLymdm9/ocLmSPa9HMNrF5PdUmlCdKCbQD0zWMIsr4MScYW1iFo8GiKWN+ZX6RvaPFGbiYphrV4ufm1tdbzgwj7S7Cv9C2HJz+CNs9kblPYCLKrBk1allZcNfhNmyAtEnMxUMyAl/hISgIH7cXGa4cnH6UKpulkahaf3NKOBmfPX0LlSIO3EiT2/82uoUfGW6og4iGeBTkOgQuOuD12SQ/E6rTZurrVvnFg4gH0dcjvE8+xEzX7ixvDr3e8JZiZi3fvzXx7MXPcmOkAGJcACFIG1QRBv0WOIwnayJvW6YTEkWqZINp1OTKpbchaiU+j57DOlUNm5uE93uOBN8Uagl10VyubITjQBJ12mMuWi9ONwTou5SxIcJpganaVqXJrVMNCixCmWg6qsgwgJ1rfMOqglKuhR8g56GlBISSU1B9h4JHJdxSzu3A8E5KUkhR5wU/+5E+5UvxC9WQpdr36PBq8VW1ZUqD6VpGd3/DC2iM+PPkIaw7JgaVQKyomKWioWDRbrWq9vtZlU43NVqET8hQyAIQmnFYk02llMD/ffhF0Rzx3xI3qBHGkgaiEpWDPTPYYjABegpdahpaw/YtMtBE/VYvPYvqVBS7TaGfms95MIbPP1E2RQHaVEPv4r/HLMOGJ7u1nmg2wPORyRQg1ONQxZN5oTQIjKWBCv1Ttzt2o/f4ganIPqEb/ej+qTueJusOkqE0GMlMRIwLeS6+v/R6uUazARhUJvFXivhmROT7CYREOXwONQQQ3ie5w+3rtU7XexYD4mD5rmG2W2pO5E/lwV7LO/n8bAU1cRgRquAQBZLHTavDqHJYlpGhpZemgw0qpGr/KeATf/Iykop25CYYl75gh69on4Y6laIzGPLzUfQ1KR9LpBCcl0OTIY8zrYLco+tpBc6TTgtb0jv8Jnq45xhjl8lBCMsMiYa75eWJEIFckuSpuqw6Z6Q5wSZq89+Bj1g5U4/f6ja++/k+urz6fy5ay2VKzvbGyff7QnodL+V2MQWRwKBkJqbRkMkwPeG1ev3rtxtVrxKPEeYNQDjDMMjsREk+4+ICMEcnCNpOrxWc24q+xjmdSIUMnXkQkSv5xy6bhAzKFPMVtNIGZaOEcSDVmMpHYgzEyjWTxbBC3xcxg5mLrS3i9pxOPAAsg4NJPlmR0HCo6PPUo5wHq9e3NpZUKrwzMv9qfnqP5ZQXnaFxuzYvyYY+DZWZupWZ1A2sfxxp9OqjuN/d/yB95DBnxxm6i7DC33Zl5iU8/ymJojLK1KKxlZZzOo3palwkq7csdfz0/WQgngmwxDHZ5w31tm7OECZDcn8FWgiHkD71OIdo1ER+AvUJOydLPYLucvkQJ7gS9yOuik/EUVds9Mgj4AWjzFKV8JXylHtxEgzfxE9oC5ijRrYZXPCiAPhUdwWULvxqMXZr8Ji90Js9apexacChpDV047O1P1wYqbI1pN2//AVQuYT72J5COWGsOMghlD2Zmq+2Zl4e5DS82ZqJ3Z6thb58/LMpRJ1ljG0jxHyxzHW9rKfsivW80itpjgceZr3i1PfN0RTqexNtabcTuP7kbWmK+nH1hljHWSAKvOPP4RvtQZ0j4Q2FpuIkpuLxHRMRurd/bJM+4AABAAElEQVRb6+we+j21DOkQwyWS7Mbu5RDFKD4dnRAr1Praq+lMv9YrXSOFrQzkZFBYYxMjGOxiK8WKAoCmseZQVx/BS+F+M9/q8QkwusCgsNyZORUFLesRvMp6m3kg2zs06PQbtUqv08VPmzPoLLdl+8KhNJjg9PmFzS8xxJkmpx2hFN6oehGNvo61ayp7iL5vPnL0CxnCzPuOkZMpBpfeZibsE03sd371Xzz75SdzRdSOzP/y3+W/4zszw6qLTCiKHZ0jck2ZhNXRux4JNja8l8/FxXx8+c0ze/YeuOeBRzEGmf4X1wvPnT71uU//s1fefG71tacufvp3//2Tn/nC/Q8+su/AITUZgBPl65ti42hYFmmDAS/HuDx3cWlxkfGZQ4WMYYh3K76xGn2xn6kEGXkYdmMcv2pYUrHrMYcn4pNSo6nZK9aGS5eaX8LAR35QSihNGel4yyOsh+Vwz67sCUrxxxTfz2xTF5OjqRzZfqbaidewu2Pj1+yfbHQYnXyY1OxA1ZDPpWbSZe2nD/U8TUPMMtI3nLO1fN8Fgalhpfn1xcYTDGUBU20mqvevolFM5e7k3oHTbAJUfhh0VrfE+F6on8aDxdR/ewIw84fh/LHeC2JxBNl2PzT1cDGckoKngV9OHYHFrXYmXRw5BlFrELXN+0i2SFRwlksmSKiwCv7I6ztfW/s9PAKcnpOikeBjSIlAYi2Us3v2Fe/hmEcbs2ibODtb6/GX2t68MTNHq3XjlYJ3OOtNm/7mpmbHKaBKIsVZVWDk2syrdP3BCnfjKlRe8VndTjx2l/Sc6NVN72m69tLpxtVnVhcuX1w8v3jjjWvbqyuzhw85DxmbknBnQv/rR/34av3phebLMBP+uOqBZgglYKmH2lla7yvfN50/QPzAS9tPtgfb7EXQRmnLWOYEfxXnz4GBq83+VjGcRgm0hUECnYKm66TmdrzVb1RfpiZ6mltAQJlBSUHvUKoUKEd9xEhf666Uwj04DtDMrOpop96gVmldqnXna63FVnczwq2F2YX29fI5f6oYzJbCQ6XwQNZWKjSthstMXO3fZHxJFT5VYYTrhgtMhA/G2qi31HltX+4BtFvDU/YttnnUHgzdREiITtfj8+x3uA4TZkqDTGs7ejHv73MLbjqt8Voo4S9uvXSHUKuNgcw8yLUqNTdo6rbGphIuBg5bDfc5eVwoTvfxxW08YftrxOGR2odn0nb3bLl97GD522g7N9CAPnXdqL5EmH2tjqQJJZeqdxQqQYTyRWwvTh+inqrvZKLV1tP13jUgC1pM35joDNeo947pPwfPYYXo/Qa6O/RShtrx0DAdV5WxGccJVF5WQAB99S5UEF5gpHGE5mA8KrTjJZahCApaO33GfPgyqPJ5b99k5t5hxoUrEap2AV+a9HL3dTfikDh65u7SeYo6QvYcGSinwkNJaU05ItM6FvYSqQwmAXquR3q5Eujh8sSl3ougrnbPNofruHI6DieM0zPjonKqLOaKS4uvnMo8f+TwiT37Zznq+Ma1f7+4+Wq5gNxixRgW8zO11vJLc7/2kXf+bXzAtAplVLHLYGQ4eLq5vr65vsENKzedn8gxTjGIgonyuYrA33jIxECKG4S50RzJNtx2TP+igAycphoWqvHr+XjflPcghqhEGuiPeIbSvmGhE9WWOq8bAgJiMMdY6jBTqoa/xnCdKYRgkYzpxg2YbAgItQQVmEEtiAGhJzZq10rdA2tr1wmlOCyvDaeum84ns7EUFy/uTp73+9Mof+i4EskEioHjPklxdypEm9KhVJXccRNqVErTG4oyPHGJZCZbt1043/cqXrc4lEMOE1RuGKxlSmcLlXcDA1UJJPSeqS781vzBWIm/Y3bAAe4AWaC+UR22HnPcFjdgr8IaEiCZbQcp0yDGIrnX9dd63nrP2x56jSFau+ZUjRj4gGXj6Vw0m4tnw3iCFkS54eAppnRrX5CjKhGeEi987ZdJslcjMGU+nlEa6ld+pVe+iB5m+p8xUwb4uaA/E3YPORt8ygqVcMxyImTpRpboQ7QQMNVpSdISTAxIsF5iTUW3hk/AZ+PCjzSFk+xHhWF2ixaEmdaa5qWTUOEay9sKLnG+lmWJA58wk5ajzihTvNQKeLXGBP6JDh9h+id/aeh7OyyUrgfuoT5BGxNxteZfW/GOz+IJL7m2NttpSJdb8HzCE3W9GlE+2bKnEfvli/3iAmtX60SUzNFw3amzwWDKH0yONoUSgaCt3ubaweVtHqpkKsGqI4iCdnfiPLXQdhofkMxhvl+46ZdnCo0HsRM3Ktu4a07v2T09u5dD2yDZGzaYTQhqYeZ2jQ+OwLHqSNGwT57qYPFg/LB6hEWpYsDHzNQYLDQHS53hendYlS28nD31Hy4++Zmn80XMXd7H/nLuBz/qZRqaW6UuOoJSWkW0cR2/30HPC0vR3/nJcH45euqUV8wOP/Erv7h3/8H7H31Ps9pu+uc3+ufv2hucfLyqYTXIDvudQebZ5RvPl6aOzM4WcM5JhlCrI+0LY3TYrRtVeOoyoLKz7bm8tFStVMAElV0c0NCdHWSaW/GLbGwGns3I7Mpkis34WiVzeo/3QVt9OFYlbQS3+YdDERGomU3GZckh4fJBsPVKdJXFQQGVlF1Nah5ux6ewuIcZvBNpBUa3Ui+zvhU/ty/zpxkSyaBRn4ywzFUL0NGN+Gk8FShTQ8knxkqmHbHcEheI/fBsvkCU/Hx+utq9tNJ6xiZ0DGQERSXEj7fSfLYUHp4p3M8mfEKYaqHSCLMsmvR87ZQmekeSfaKZs4NFhOf1697VU8HM/szJ9+YG2cp2a2Eqe9Awwl1TriCd/natM1/vLDR7q91BDcsxT0Eg9MuYhMv5g1OFY5P5wywmUevhJpGIUQ7NumzD+1ilJjjJbyBvNK9UsqucnmPalQ6debWTWQozeI1zEawIZm7BzP2Z77Zh3HanxSrXaJaLe/cttlnfkZxp23knnRFB2wLsJ8Nd8jv5xUEjzz7JdvQyJ5BZKlSfvrz6xHJuJrcWXe02m4cffvj+970XexYapquEYsyzeLwsNE4jytZ26npU5JBwcB2T4U+H/ez2jUMTD1d7yyh+I/6rZRxyt36Otw4Cdr36InF+iuGMReGzEjbRSgeFPDAgZM9254aznQPzdqAjeDwwumGRRoRhCzd3YstADmU7/a3V+itr9Tca3Zu9QUNTo1aNI1oEhZyYpUvhwZncvbtzD2SDaXZIUNnrw5VUnHfawRFlddqtXJSyjEFb/atEBMd+oAUjUVeLRQzGWBO6/goNbxOe6zA0EtH0Ct14ox5f2O19wKBIPoCDoboXVXvDSo8YV9KcaHJwK7K6yPkzOB7AFvjljpmamKhDiXy7EBG2UaJ+fdP7eoszbAR3tjd3ghIFWRJstE7tyj+YJ0idHGbkr0zL4fMkhqjPU93tl6OUzKjXdUIC9Lc5lcxyt9m/sdU5w6qXRzZ/UxCjkiz96+2XD5S/VcsDMEs5mMBVkviD1woLANDo9rfb/c3uoMoeSLfLe2p501cxH0zn/Zks9OoVCT23lQEt7FqwX4HFwkwU4iQyg76OlBf8A2FmkukE4HDGsEKgQxTH5mAD9grNtyCTYGX000vrg+UYt3MJMJkZpFjw63AFPb8TVfDmNw9+RIi98GLWL7NWCXyFKKWxyIxvFXF2rf7RrCJATtpGdZHExksn2l7ZvN6sdmZWZvPTrasrT+MSSl63lmVrqJCbwm3m/PznHjn5gwi2K07YQ05Woa/zHiWCAYMk+2j5sIBFhwzIDxg6JPmJRGkzxEOzlC+Q9TQxwQhkwXMGh0tjplrECRsarTHzoJaUFpAO+wrvdScKVb8dbXQv14fLADQhN2FxrHIgHWyjmAQ6BcHyWQ7hnakxfzSLJ9nIwiVGIVpY6BeWz87iGIVsZeMOTh1e34ucaRmIjG0hOgSW42B7ZkfzI7th4SCpZluBePbmo6HXHniNQVz3S4NQ2zPkzaETowrz5zimgmJ6FltmtKtSyEy78VepdHoonV4vFDeyzbsyPibUPKHxNBbQojYCw/ziVBEGS9iTZqYrZVADBj3kJEEOQB2vQjSYfDzlyw9k0AouNf1rPX9t4DVtHgW3JLPrNdSBx0g2nilER8rDO4rxgao/7/Ray7AD2lBVYajnEYZc1gAo7tOZ48aofq90NcLAG2l5BtiUmb3uxAUcgaQCulCVAkTD4ksgMxrLDI0KEh0W6hq7cNuI2JWRTxrVoThloUWrPi3CtRCSbq+Wyg0Ki4P8EusuYWRDlIrE2X5hgTdD4OABxx0ihjam5yzHaqv+DQF2D4SLKOK3PDDqg9LlFoJiyTuPRj//JG92kBrDQnQY9ZYmwYTvvFe445Uvd+uPDdmHwOwMRTsirEzJBXsx7hBephTvplgUNJFPniEkan11Gqz3uWFY7U7MFavvptndE41yqWikwPgGtJqdduTPMNvJhFTYH9qwmTodGiwFijcHuS1ffdCND+oPYNwrXQ66e1k/B7wofTjcWl3lPazTe2dnZ48uty9z1o2B3WAo/xgOo1vSpTU2h2u9uIWJHZQGcWOj88p270JrsNyPG1Joorg0Wbjw/MpXPvkGx09rLe8HvyP82I8GGb1iUsfLVEVagUPZ+K1a4AEZ+q1McWb48x/L/jd/p3f1ZlDbbnz8X/zCz/29f7rnwJ6l+mudYeZd92Tf+wGGTbakWBeX+Hxm+cLcxbnVRX/X7OyBgwenZxL13WC6SgTfXdY5EgI5L0eEx7WVFVwWcf3HEMPCgm7hehyjdy2+zDkiDbZy0gB5plr2BkL2PDGEl72TONMy8lEHNKHMwRamLd43otbU6H3r1EyaoWO9CwICrEXMPuz8w8xOPN+ML0t11rCrfMgL/bSJTTZzfsYn8LGzWZiutSMICV07X2KvCBRW+nb3JoBGPOB5vfygl2WsW++/ZNv7nJhnT0OV4kM2iCorzS+Xs4dCmUSZmtXuah49DRcbr2P0xbTqUvQExamU6bczF18Orp0KmhVv5WKmsuyfeH+nPbvIoT3OTIVhodldXq2d2mica/SWB0NeW257sIajQAsMP8J8OD1dOLFv8tEDU+/pDJsLtVeZo/U8vZLGS3/qW1sH0nManY2JcBaVqR3fxL+Nsc4eavzEikA7suiqZc7NeO+20ZsaAWaqq+5MFTcypUJwso421dTcSadmtDH0PaIDaWpmxuepZm8BoSNHtfiNoddkhYAk3D+Tv39f0ZvOeVFpOJEr7JmSaDngSZ8HpWCzf7kZYTHMiRvWUjvUGVOMSoYA9qK61e4ilVY6N3Gj4IyZm8138ltW46LuRFiSgu0nV+susUly/57vHgx7Tgh5KIs7zYfpngMERCfkF/JtrLkdrAOlT4PqQDs5w0sp3iMgi5XnFra/VuvcsJVTiIZjQ0aCh4OogqZ4VXuXar2rm+Hr+4rv31t4J64jrcGGtXSC9k6NVmeKEF2Ccae93rvAW5kY4lgusAzdvHmzNDVTnJpk2dDLVEKP93K5VheBWDdBlYMjk979OW83/O8Na7X+lRqhsQer6DoRRzx3/HbkzINhuxQcnM7dyRlQ9EXsfsqgsVj/rCG5gbOlZnS1Ep1BcI03NtryQA6InDHdrODJXf5T4qsmxOxq6wIbFJhrrddAaUpW+m1U8wOlPORUMor+rsIxOuF252w/qtEhGWQppRwMLnSM2FtvvTSVu5uFEIMRKcJNzx2S0tJQgDqD7dXGm5vNC/XuIlo7y2VUVZEiSwp6g3ZC2ANho20qeweqPCNPO15sx/M8vYUu9SL58yHrOLs7/F2DaRUXtXG2tlHSJrwRebdQJ3kggcoZK+laJnIKHASTq4MrePBjBGI1xVqOXUvIAEl0YlidD3ZPhEemcncUgn15v7zeuVAfrMKoRMJS3iUVWL803CTV/bjdC2rZ8MTW5sb2xnOtYNPOcqXMtMmEdjl/47PH9r1npnwUdX17Y4uLAMBYfHGIIUYFLciYgj2jNrjaGNw04ZGlShZ6yTpBtYRkOTw0kT1a8DHno14RySHfizfZuk2Z6VodFrHcz/Uym9X4tVnv21iOQCfxHBbnr7BteOLu+zbbF1mO8p40c94wKk1urHVFLTeOQBDb6l3hITfGhtGjnUwuXd1BzhO8CHcjE+AWU+zlbg6yG1JzxvioeqLsILfaL17PNe/NeC6yr6RK0qUmpH9hiEBpGLT9m23eTIQ9O66FxWhrubo4t4Fkaf1DiB3Zs3cV4v2+jng6fP1+6fogjzeOtukdYoYxPXUQ9JdzzTsBjoSw+8zUoVrp6aHfrnXXn7rh+phQUE/kLz70wGx5ttTv2vEmERj0vUbfa5XifQ3emhScbSt6N26CChJie+W3SqRwANKg6692/JW2f70Ynaj78yZBKY8NS1GfoDv6kqi3/QodCg+Hfn5lmF/XskdoKK8jGGYO8xuog/nG/cLb+gc6B+6r5GEzvFAs9zsK6d0PKqDR9TYGXg2fn5HijhSx/slGu+FkLtoDM9kJEfleH7vszlJBYxSVatCDmb3yJfyd7NQvc5X2PbkYQmv+za5fZS9Cv+1Km4H5wMsvdPLLXUXaTFPfQnVa7I/5W7RBnOiAhaB3G2KkuRRjMK2dyS+0cyu9zvGC15cOl1xGl4DpN7wivEK/41ekk2BuL1zHa4uhjpp4bKBcNq2Fsp1DYedIrB4hLISPWK4M7pNaMXBw75ayQ0zWykzt8sgK4hLtGMRlLeG0AGOIo6U6g8KCNY+E2sGyRtTp7d7ERdbPjBac88z4oWKzLiz2m/15n1dkNAh+4rQHigkPoyq5N4QsLWgPt5lkC+HMeufVtc6L2NpRJpgdMLJAdXkyt3a99sxvXQGdRs9770PhP/gZggsM+43kQGqClhHpqBXslG6qQ3cf1DNH74p//mO5n/oHHSJIXr80/5v/6hf/4t/44Thf8zoB0fziDfbOqA3PTyZUvxZdHubmB90TRNHFdk7c99m9s7t2784X5Pue4r7zzboFTd1em73ZbOpFRRbjEa9uFwxAlMN5LD4of6YAjJQZ2hBdnBOQLXaMC5kD3FvPIoMuRiodA4i2CBWqBh2/HCKCbamaj0KidxEsckIRjbuN+BIHUmlWNIS0y1MXwtNnQ7UUH8t6u+V0YDOpgEhw04waJATXZCiVJFMvktHNZCtNILP02Erraj2+ahOfP4zY6DMFXdjtrvbWNtovHyx/h5MD2AhvaGXCXSzW35A8m78ANQVIVtbbmvfnnvXXrqGke3ki+Q295blgYzmXq8zf833dXMG7svzEYvWZVm+ZskwuWE4M9Vtah0eoJb1BdbV+er3xxmbjHD47jf4m9aZcS5gHireyE/qZmlvtaGvKO4QnN0sgdkvQ1CX8xhq70VwgZnrH01O/Dozjpuqn3dG40AxR6hr9m+0hel0NFQLEKCv9wZ8o+Jqay0zNwW4wsam50I1WWjFdz7QIsIEz4qQahZ5IK2og1S+S+E70z7Xem+p0skozDyZEKVMqJ/oWs4EXs7/d6m859R3BkFbjSqSZVdBdRpYbcEQbze1l5qsvH596H9EmmBxIg9dudkFqw5XGeYLJYBJ2Q0AKJsXDVWCfRsLoOXphUO2tcJJys/7aja2vYJx2vlCWjWU8VCUl0oLqkTJ4ZzAADxp9wrAsd/qrpezJLvvbiGCab1QHNyInrR1iYO9270ZzsL5r4hjOyqc/9/nn//3vHzh293v/0gfik4thK8eaihZQRkGjpDptL7PR89bCeBIT9Ub3tfZwjYUXjLHVAlmtvcRtYuI1+v0auG12Xy+Hh2cL79qdf5ApQAs4wCEkCcwQpa2WORP5HcIy0EKW7jBN0Mcivrf4Hjoty33GTbRnO2iI/q11RZLJSBv9IpG2AStWt8QPArHesMo6xyaDhB59qQnZAiuw0UlfPTr5Paa1Q6mTM8kTKnh/2LxZeWap+kKju8hbuxy95HHxyEy6jN5BjaF8s/sGC4C9hXftyb+zm1nCQoy6QB6Jz9gFM2vx+bJ3V947wJpHmMhHsLA5uIoR3bqrct9Sxv1GlFOBQKbZl5SLW7iPDrbVPbfRebUxmMd5Dk6CoZrPwWCIjdqsx5qDxe3e+Vxnaip714Hi+9Z7l7Bq7zgdGeikDdLqhIegoEAjbGuKlZ/t9KJlNaLaMW0FOYwRKKnQ6m28dO6TB8LvrFYr/X4XJAngz1EnYCC0LHgqvTOb3TMsLQxPqQLGHEBxqWPzk2Ei50+zCtqTf3QiPAwPW9GNQaZuMmZNZ7ndB5lr0YVS5s6Z4t2sSU899+Tvfvz/blTqH/6z3zf9wUZhojQkHJbkQexw1DkQrkoDwiMPZnKPmJHZQU4yjFXoIPCU/H3MRmiJcu1YZvDECu5KjZUVkziuGnYP+oMJcw9gnDIqIRP9TmGwb9aD8x1/CX9xlM58KdfY6n3l356ZP1vJmS/YWOWuLccqGX82lmz5vkzCoJ9517cePfHAvj67GlEcFsPtpfpLT1zqdfB9cmYLei/m9szRd89+6CffmSuFmN7lDoYVnDDTXrUWvL4ZvjT0Wrgpu8gwro34tPlrh4Xc0b+wUiPJPX+r528HcZCLmeklJWDKn+XZQdTSSYYnrAl4LU0/m8njJ8NOBcxUEbicCDy3UhFYrmRhZn+amFeMnOWJyUa9+qXP/u7y4o3v+p4/d+yBA9X+mcZwYRi0eBO51UQlo0vtCnUQkov2TUR3FqNj6H/97DpheaSi6hrl1+AvI3F2m6VXvv5ggo3wCVi21f2bMjTqlPlYnzS+sCIrXWzRnlEpOY04AjpC5U/sRlTBVlGH3QJinPVvHB+4pEvNo7jCnCXEX799Qlt5akX7oGjSoqKfJ/rNLoRxY0Ajsi7VXG4FLINlk4bd65UvB729MBz+2nNyGVy6iyxEOfYhO/48XQPXLPag8NFCqIS4Kkd3RxRL2XhPMTrMH/eoB738KuZ80+0EalSjbuMAfNhUybZPslqgEnZo/Chc27y2kj9n3rcA1jhm8FUHl/shNkkGQQv1qIPRvdo7u9j6GhMfxhpsbeREG84Wgvp2+ysff6221mSGOLrfJ4zMrkPDflXqeDqcJPxztTgMRzXqpyaVDNbLx74l87d/Iv93f7GbK2ZOPfdU/jc3v/vHHgVlAOG8gBO1BZNEcdZLeSvRazPhfoKcDAadtdVVlPJisTg5NcVfqVzK6R1VeLEPifDYqPOm7Fqz0cDDk8o4XcYcxljH6lf0GqeMcNzZVzvxqq3P0+GdB7rkF9GK5xuZS9P+I2m8afRRzvi2UdxRSPD+tak5aQIVGmsM+6X9AiZxtjfZYcWdXWqf1mlw2ukb5ILnqguVg13rPd6H0pYlPRE2y2NyJ9xdLUkL2kivtKQVVUTMs4FdRTrxAtptiIYwyDe6P4C+TuATy1QK/K+ut5+fKTxQCA7aakGtj5V9rXERxVEWQ7EkZnBmcrv6csBfu87Lv+hMDDgFJoIw3x80il//9M3G0m89+sHhoHSKt4PIw5aYvNAIv01VNfxGH6BMPATZINiuX669zNqmiJeIqSLWNKOct98gNYRd5CW18LDPO2zETErwl4h0IsCZHAcJqvEbe71vsyHXtQrQlC3wioO4iba21T3LJhIrN9eIxsmkfrdJG3SzuWBmOnsXU3M5PIgm08pcZ2ktw6saB/bAZnUb+/a78XbPI2DdYc400hy0ATzc7i/iKyUbmfUNKuAaIWQNYUlGBh+4tG135rHYmqqpR65Iksl9JWgaIMsAQC5WI5XuTdw07tr17YQoRfbUoORCzcLdBYckWQ3lKQEjUri3whJqYxD1Q/pEljhy55Y/3utt8DBUPEsm2ZFCA6gESUcYnwIjC6WXK3COJI82uZV5cTtzkRHP65lwCHRSk9VpIIyZuqNSwp6F1WZuNZoPnvydf3vx+RdxU64urd68/uoDf/bEyQ8fCkoepxyUk4FUBTVxolBt9V5bar9U7V9WH5YRt5j2DVePVcstPUgVIaPDWv8a2mSlN3e49G0Kv2iuXYYcEHP1zJtYUm2MoKxmaoFwl7x6wvZgmcVfOXsMjtNztjo3mLAFW2xIM49u7YF98EyqZMteR4wfTkf+J05QVMrlERi1YHar88auwsOTuTuGiKykSVMIhvbt5uUr65/ebM0hcQxJOJyllVLQSicYJ/Qy3NT719FKK72L2cJQe/hA0rJnp1KAox1il8H3Y6+3b6wXeVu9axzcQdQMtONC+uloTPEGcVqEpfaAAWS4Nd98otK7gBYOc9jSSvubK2slVT+XBmpW0uudUxzSbWuLk3HWkNNDy+I+xu+VoopRbcncidexf6eroGSsTMqylg0KSxWivuyfCE4Qgg0tx7ZiZKat9a4st5+BP3ZsHzx5qjOmY7VyK/bDsc5wq93eYBzZm3/3vuJ7u94KpQDCY8ukQhTVIIFFIGj3y5cqm5Of+dRvPPn5T/UxRvmZT/3rXz/+6r53/tC9u09ODzqEwVMMVyuS0Gt8ERwuu5dWPaJ7dONYfiuW/OJUZpOpK1AAQcztSnG4GTwHEDpCTI/94o18/SHxUEMbdSAAOayJ1eC1RjCHyq4FyTDM58JhJ376t+fm36jkNQyMeCMURvg4+Pq8Faed9PQOJhiP0t9WAhYgzOIDHdqeZAuZ+VMbpz/55vt/5GH232AUm7wMsNvB61mvRYA/p7IbdWCR1ioYt1yWQdOAbSPI9ZvBCLMeVg4QoeQ4CWlZvtXrcctBcQ/9Hjq0Y6a17Qi+ZYuyBBbsFq7nuw/nCBMRBhfOvvKFP/jE1UuXGWgW53/hnX/mjoe+c29+IjtkG58oX6L/tgs2Ii/ddnC9498sRIdn+u/xcvU4bNFSDsEUMSNUk17QK93AQhz0FYudFuWQNAcAiLojK4m7UsJkCcj6YVV+MswYPBTet6Hwx/5zHIEEH0MtYgozDV4ZrPGUbFeSjQdYEgcx4XGC90/jqujxFgo6EekOqPtUERXteWy9RnG2oTBHiNftUF1CSBMPCjezbAoFZnSXHFE9Sr16dyu4VvffZM+EfmFgqU6gNAHpYn7tDv12N7PR8q+wEzUxvHtieF+U32B7xC2eQWpEiO5ZIbBaKF23oKJsvjGvMRIE3XC7w56JnAoktAZ85/uWZmMeNNd2hllCwKhXy1MF2EybmF05NpZ5+hPnly9UcLYipgRvSCXC42CbwTAZcAQe2tJKHNtGeOpG4i7FHYt6phn98PcH1xdz/+y3u+Vi/Pynz+4+WHzXRx+VLyqZUiBAZBjBvbg+nJv2340irtkmjtucUWw2V1dWnGoOBqjmRL5yCrrZURBNDVbaNBY4B5FPG3GAELMo7cpqOzakuSKMVCyrapmzpfgEXtSsHIDDBEokGQLFwFXXRkaQATZSHdaOXiXQpDHmFDhJ1JhVdHfs9MAZ8dxQUXZmmXpmbiK+Z2ThAklBMFYKjPhh+CfjhR6+5QJOImQomkzxuIBTkt2GZrPz9H/8fL1KoEJB7HS8d7y/9dBjdUyTRye+DwTI5uCvtS4QAxBPTh9De+htLXpzzwRrV5nFvGweicoUJo9M7rmz196ubVwMYGEmeOHF185djN75wcLdD6Nw4hUsUwJ7wgnyhqXQdZwVKTZ4cmgQY34coVqxVmMkEyPsc5yuMTp5yCnXKvl6mbVeZhsabxHptBiiTpzAyfheDqqai4QKwmEm4urwTabmRv8GChsWSTsgx3hIhlsuw5A5aq3dW9kcvL4v/769xUe73hI2IoDEGDTgs/glbttFhLVazXtjX3AIC5fESQc1/c3OFSw12dgmOcvnaNTtGGH2C+lS9EX8lDiWiq7vuGSFbmXNrQVdBjUfrI/Q+k8fJTSNHWWkEaBNyiWRO4lTw7JMzE8vJ4iiY/zaeU6tBpW4/REhc/ByYVxEULAOSs9jaBEwCaY4waUPgJKibRpvgPZ0qTZoD3mBK32wM9wO9hbL2CAUpGHnopRc1wwPIAk8C45Slo2Z05//3M3PLK0vXs2Wyj5n7eO4td499S/n1s5VHvrhk1PHSkOOtfWIciRo8At/9krrAr6ksve7sDZarBteIsWwdDVbNZBjypnWElvdN9qDlaOl757J34eVnXkVpY0uxClYzPB4cdi2YzoRJuiDqc/p0mr7ig6YZ7OsulDErfFEo/FPQ8uoaqrlHhLTlLjVr7IebfTnGWJQiMcbCAhwFm5DDl40m+1XSuERFo4yGwTZQrG4VH1+bvv3MVSXp0oERsUxzjqyWsVRDcFw0y7xgZ9ICYsZBsStzlksseUSr/8gkwTWNeUIATpMI76M61EhPswUxdgnSgcL6ks21Aq9tOlVhQ1MQjipXZCGmeFa55XeYKHaY7eHF+Wayk4OoQVKVkyfCZb2G61MC4N+3MwhvBmMk86NMWGaa0V4SPNZ0R1usr8p7/nMsg3rHONTTUa3hIA6+M00yZzY8i5MZI5plNdustZLy51nllpPYWUHSZ00cFYjEE05qLrcpRTNL/wi/1Lr69XBpXyR0Uz9i0vdxNgNEPak8iXcb8NXXnj2qd/81etz83nw8unqcakQL7yMWa3y6Pffc8fjhzEn99p46WrodHWKvJShSdWQYM8c7arFHrhPUWcJyIxw8/A77Q3DNh69IExKgpsxzLgh8HQRTullO0exE6NAgLMsSf7WVvY5bIooK/yECnoZf8998vz5Z5eKk2Km6koaHdgJIlSRyDZEjO4NSYeAewoRuhn3NDVQgMGwo9e20EqOPD7BwI8vPnmzvLv4jh+6hwEEJCG169cYjGX8Fr9FO1BHqKhO1ZD0ODjGM7k9YsSVMVeeQODIu1saHB8xBgHFXY4Ydw8VZOTgB6YmC4zDW69hpqXyZf8A6qonwOWgdHPSv7u9EX7tyd97+suf6WgAlEiw9f/0J88szO39lh+67+BduziMQoeVm6kG1bRioaz9BPbSGNDw2u9mN0vBVA5zO2jbi6h3slrdmI2joMHSK+g/Ih4Yz5veGisNaYSATr21E3LYOJtvZ9e6atj0ci1llKpd3M/0ocSGxG/y5yjb+M1tEMYfcQ9otZ/VwkBzstH78Ytbqo8kZtE4c7hFkDaNm2o8SxYEw4ksEFJY6ORWuu2TRQxo4p9lGhGScpfIMm1pcrkKO6j0fXWTccIEFJEwByTU6M4hO64gExUXMkgAk2r29YZ3EU807UfprELCFoe8y6lPLR8kGT1/Y4uzef51TsYQTtQROWKoI1zUK9bnRr+wnGvdyVYMYFFQGt4Ki1J7B5koUGZJPdTtNAfiDQk8luKOrhlvl+QY6YzKKJ+sAHhBUfjspy5ceHYR5+d2J/M3fiL/nd8VRzX8ckS8k2MDnphvhH/a4o4u+3QDCNDZKMP/ZvA//NXw+mL201/rTxbir/zG6dL+3fd9qMCOtZuOBUTiSKkI41cpviuIJ1CpMetyjgX1CJhc+ChK0RERQT6L/wz5xVL1b8OBpwzRZLRk8NXpHUZ4l01yk9yNbs3VM15pZq5M++/goaxzsccBIXzWMUiJiZIRFXSDgyCIfvtUqvEEM9Cwpq2VGB0aW+wttiqBkDzKODiICSR/ftbbqwOO4qbgiXarwrUXBBl+UCe90MRG7Ug2CEQOaW5LBDFc6re6GQxPCi9DeLuFS6c3VwmSwS+vWR+cuHN/GMxstc7szr9zIneUSEGYokB1vXmN2vMlD4yvnQ4uvxh0zdCuEGfhxOSeu0rTh9G0w/xUtjBT37jYbayWimGnHrzwxczq/OCRD3ozezndj5ezeIZswHdqFD/Sfid8JTCGKuJMdcheFDkffGOhiBcLXNvZPAQMcuLxxa47MdSFj84KOkbpkcpIhvkXsM/ADkbBw1KenLEGxlLvy6vXr8RrU9ngEToiRaxrawxXWdXmUoSfPVJT4n68Eq82smcyAeu3ewYMqmaqyG6th+FyjBsbzcf835zcOj3sZi/5w9CFG6IhWr24sH9fb/d20LcTKY4PaS2qN6WWqtH3cG2fr57GEYjmSygCLYedkEowNGQtPaHe4S6na9zRCax5ZPLdzDLIhza7kQzOGuOdbHFtdkokZLuEFA9BSsCLCdxyOILwVOqOYCSFAAECpvKpkOUZleCGxxovsn5U6S3+7lLjRjs7GSD5w040+92zE3+hnGlqSwII+m+XYwQtSA/1c/TgoDXfXv7s2saLbK9kspNTfO7zM60oUy3wmor4xpMrW5fqD/7wieMf2s9L0/otXifmdXtdC7nNMgEH7h2BEJK09hieqloNbJSa3MAljk53hhvXmr9/3Pvobg7FRi16TjNzg8U9mhwdz8aUBGGHuODIOdurta+V+w/lc4W1xqVB3CfiuDUenFB+NbJVqXuSNGokpFMcA3Z3sN3qL9oY5/Lrk0sYqlPDe7pQfrtzfrb47oncCdjfrrRe+PInr6x9AfMMG1hR1Jg5ViofKEZ4EKmcKnZIGgoClqQYvbZmDfF8aDYbpVKZ/UohbCwa4cYYh2Mf65aifxhYQYZV7yqBTRhh1eqWGZjJZZU5no5qN/NGvNJ5icMyucB0PZMhV2SUDcxS9ujGOrDQZUwEK8ZLFA/Mool3c5p5hIDkLSEVc1unn6mzfWlVAEMTc4ri6JspIWzF1/GKLsbH1EbxcKH15dX2CyCcZUMJcOJGIkLj5V09Dia48YhND8q3+qvdYVjGjTTL7rCRo/eAMi745el8Za353H84/9Jn3xx0M8UJr1LzThz2SgV/7vqwyIZmrff8r55dfnPz0R+4e/exKXT3qE/ULgms6LJeNo6DayCekHgbcbDUsULNY2d00FTCXJPVJUfigOWYlnwanpCKnQM7Ma69+f40PELau/4Gaic6R2LJRgIzcaGYO/35K6984TrxKKhYh7RtsKWImiy5dGPCb9BH9+njnaf2SMtqk0w9lwCKUJN5/bQJQ0/wGJQen43f+I+X0N3v+fCxLl66eiDDhBil+x0mOea4hBHJLlFsdWX0pcIoEexSsbIRLumVQLCflGDEQ+HTQggDojkdWY16LDEGpEkLsYJ4+7KfHZ4/8+RXP3Hq0sULWhUHmcnSZDE/sVZZwWB5/ZX19euV93zv3Q9/2/HCZK7b6COODCKi16pLvwWXQBkRr6XqtYoEdigWZaFPMXPUJs0dB1p6tY8HfQ5aaS3a8teYhDgIriXNCFeYCjvwk5lrsheGxWxU6YhLhkLSEO5eNDqmpb//8J9prlu+bytyyzP7IRZaLSyj93cHx5fZBdm52gHKrHQ6R73Lyb0oY18/54XmLdM5WZTHotHr8rjxNi2HHWHQJ5hQtsJCLF3v7dQCDgYfjvGOpO1+YTHXukseTWi/WI795a3wWXxjOEBsPjYUFApWmwmAq9jgJVIGTTqpHFO23w6LmTLvZySXBo6xyxIUHKlfnMe9nhgHFOcFBTSiyZayuhIJUTx2tfI4nUoMHg/UI2ww50uFChPZc08tnP7MJXzPam3vL39v7sf/gpdp45mGL4qwFzBhwHTHLGBg+JDbi91bVVYh6prS+M+ZlH7Xz05G//CvZ2+uxm9cHBSH0ed++aVvOXzUuz9LPBKZ6uwCMFYnwm2ZGv0u7e4aXNDmYgDhP2qcLaIIPdEaDJsKQag31oECXstF5mUsTezbsyyR0yYTnof75RZamKti9OmaDwwd0zg2OhHfRbQ0hlIAYnGXwUu2yx2FT8S7y4hNyDMI3KMy9eJqN2NT3qgauwF5VWTFsR83M5envAfyik6rTZiESDco6OQDNHLoHEMEQ5qidBCrwzU6cxz8ASs4wYYeT0Gvm8HFF/UDlZGRwc/ly/niMMdxQqyJ0ZD3iQCqG9c32q+guGsd5Oc269db0WoeV8NFPNq9lUuYlThMSi1+EUP77N3Z/CSuIHEkz+FsYWrXoXc2KzeaW9eCmLeUZC+fCdeXh49+MDr5QETIx15HccMYlKytRKbjraMXcsQte8ZHQdqgLJ3GwoRNCWcS/giATc01LO4UN8mUokLuFKaKc8/OBqdU2aXJZw5q1I0GC/1Pb9y8njv3vqA1LcV+vJqktrf9AhTwOWiBLE1IuYL3MIXxuMYoYWtFMjCutwu9i3s7/qbeKpLIA7aQXTOb79h+x+nBRN3vyzDk2tshKcC6G02ALOEGLuDHLaiMUHVTm/uZlgWC3fIBq4kf1bxZf5XQNKb649Pr5zjryouyWBY4oMrIlXyN3VjyqC5+0aswDuIroCnNtWFabAQkuTEyDIA+SERaOeX73hKBTIbEnOCIjh9G9XyIK8OoZpdfRWlKNFRGhHKA6K59dXP5c2vd5U5YziNobFfclw/vynHSJT7TGSyyxJnKNZfbL/2zC5jeH/ih49PHy42tZrPeZHbnSvSGMcp2auTO+OWqtl+Ofcgerib4UbVvND7NAmgmdx/v9CJMDWtuQrtoxW/y6kC5gg4IbEdT5BUJ/VZnuz0vDJQzkcuUYWnesW/jmc8qrdFfxJkE2/84bhTU+ofQrMUQpyBMtviubLROh/1ZgvNeffOJF3/p/4o7MrzzDmVMgcW/cMfk8Qm8TCSiRruEkLtbL5fmWGQ9M261muTktdtuVebYoUJItSm41osOkIegQKybbcQUXMeKBPzoh1XgqnV10VMwHdC8LmeamJazgvpIUbUE+2VF4CNzUTkjs6jjKRnTvAbE/RDTcXPvt2O8TtmMY1jngQNm2Xa6GansmXXr8bmyfxzVfqH1pdX282wyMm4YE5R/Bw0rrd+p5IzgquZEfef4l1ZBmbJWQayIMCRhaGfYffP5ha994vX5c1ulSTQpv96IP/xY9n/8a9nZXZlf+vXBp57o8dLKqVLm6jPLG1e3ZXr/lsNhOdtrWQQSGzpddarLsHI34AN7dHre0t2HFpGj0dZGlb5fz2bxrBUMso/lTX8oWVYu1JRs+0gwmO0HG5vh101rp/fDcoQlLk7m515YevbfvYnqyOhHb5V0/SdftwAZAeTG3Y+lUCMHrQad+NQnzpV2FY68cx/HWDEop1kTVEYldtrPkvSRUj8q4xKgEEUJExC6u2vl28iybLKu9f1GLlvbAeTYaqVocUax8nShvtV+4Q8uvPCZM+16JpeXX8HxAycff+T7dk3ue+n8E69ffrqX0+mqp37z/OKFzcd+4J4Dd870LGAOa7wd5A0Dq5e2kZN6u81knynkOaHksFbdtLXaAgmEEUELtc/vP0Sf5dhu28NiDTw+ZEZ1hfjCIzzc6uMRzlpkRObO3Sjp1htX5W3Z3jbx1nLf1C/gOMgjgAx2NSxOY1dihk1zuifkcGVlGCRkyqVW7QPTQ7ZazVsGkgXCAbVb5ec1zkE14Fhqco0qT367WllJcRTYtqGwWUhP4mT2Zvbrfa/GOWyDmsB1xVypBET65XLQTfmH8xJVM9LyWeANRpoDEwR1Z33TXrC1MSisZFvHabKeTwTSio1jKcTxasbuDUKSx+y66lVARyaLU/mF85tP/8455uN63/vW94T/008FbBcMOoTxUh4YY5/Mmv2M/Le+8YVruEw2IosPzgTxmtXZI8P/9WPZn/ifo83KcHth+zf/eetP/cOwPEVsfU7xO1Dkx/CC0X2uHN9NWA/0YU0sgoO5Wuosby/hsFl9MJ9GAiASFrMt/YmJw6JLh/snw2M4o+aDGTYAa9Eq2hZqvRvQxjgxQp7Rya0Wrk56D1E9Ecwag1XqNV4Z2VChjqEi9qEbMc76BU/oUTrNHK8SZdzNJjsVGRQVUFn1UKbmejyX93ndr3IJoPQQhhbsIAT5wTxXbQ6WW8NlHGItwB36PR0TL/4CZ6WKwV6OVBbDfbweFd2dw5S0nvm5CZLgSD0Csjq7sQ4lI6x0zlf8hwrhwSA/aPoLnV5z4Y3c1ZfCVgXVnPw9P5zEN6Y0fYSRYkg4T3CyxS/v6YS32ODzxd24zXSbaxxRrW+Hz37OW13wHnp/NLOH4HTSYxnthYA+jDkppxwr0l84zrPqSN5Ya3ldgbSkFcatoB0xNVcdMx085buVmaw8OV5ci8/t949GUW++9+n19QuFCx8MuhNRQW9CHCHicLCU2z9GiJGH1jdtFARZf0uDcJ9JGbKywZbH/SYrlqdAkdKwNjX15kOVR16Jcz2sowwJNG7y3CTPCY+DY7x1fV0JSbYUWlLX6Ke74dPGKIAhIeYXc3G7s7CndAdKfPAzP/0xXtnKu53CQGt9dyUQrGSSdOuXe0LXK1l73fowRWsEKwWbZLP+wEZi0I6m32iUmsNcQS98Qgvo3lFq3FfG2HMbVOkBaKjlkHA6C7+7tPL5tQjv3DK29fho6L+nlDuBlx7am0+M/oDDLNsYJXP0am/jzco60pvzcvu1u0AcaJCT5jwmDzvEjhBOEB3hO6KIXQ+cUprt4QqK+8DfIjY8cmYQBDQBZeXcPbXxC8eMCf8E88V853m6nOse7pGej/gzXl4SxBO9sKmc4z3MN4FjnBN0HuEPEObpb5n6Sqe4K2caFH4PlULvWLW/sbnyqXcvbD1cyt09490/4T/Ay2se2NU8XGYdkNAvMOmV1utwSX/pKbxiR4z9SkzF5nELrslzvpAnPATgbNm7A2QXu69t929wdMPBHYdzC5kjEEY6UpQUGENHZa2CHebY0xFM99CVACfUcMYQ1s47+I3VImBqH8bQ3EQuP/BXDLyAJQD1UMDctzUNk0Or5B/dar+52HrStHamE+vYo1JjN66wxnqD6MC6Tz0iJxqz1t1s/siXszSVr291UNm/9GunKsvt0pRXqWf2TPsETv57Px0cOhFNTMXf8YHgxMHw4vUMoZEnprx+bTD/6mpjsz1zaGpiX4nNE2QAuhzOqsIqssogR0ccilO5fDGbKwY5PgllgTwlAiBRYqQqBeVckZAXcgxwzBsBSW8EX5pK2AqGk0FvFwpKO1hAQdHoZHIILYsXtp74168Sz9Ve2mKsHCHzn3CDxf3AsZmZ2ZJznwtDv9XoLV3dYtnDSHY7YBb2Oa/biDaubu2/d8/E/tKwM8CraTzf+H1SnKS34PvWbJhnaHvnMOMKjueBR8Ao+RPZUsOCjdiEBt9srAb5XIG3PeQuv7L02X/54qtfuqYxHQ/cXO79D3zk29/1X87OHGLcuuPQg7PTB7dry9VOA/PnxvXmjbOrNOK+EzM5Fuc9HCRMilKyRwg4CUAaipOFiakSdXF2yPyvOGXvzIfkxfDQwUk6jCZb/spmcEFWInWanQusoqI/cb45/XJNCkrKuVFFO1mFCcuC/29/FIfut4U2gqwM3wRYxqLxC0ZLmkdQ3nqDJtIatu4p9/dkOQrnsBjPr/5AC8dMMoWwiAsE3FaPsKHgFnA2j5LCaqgTDCazvYPdYHEj+9RAEfGtU6TZgT+qgpu30u6eJo/UigQXYnzwcVhOYYwgqLF0OhynGQ43E6UluFEJrqam/TTbqBoqu/VyT2hvHcpRt414H3FtrfXEL79aW213Iu+uI8Ev/d387OGo3+DsF+Ji2CdwsMyWMuFs5E9GwWQ8/udPxuEUap5Ogpj1alQtWh3exAdOeodmwi8/hyU4vjZPlDT/wx9AH8W7RCPUlf6xRlwmUBfRIPLeHhzB7UCR6sYLH3V2rfPyUuura91TvNCwG1Vw7bMMVMJYPMCOhkmrOVio9C8TiwwXVmLBNb05dzJVDB1rAnefcghhH+BoVPJO4qKJuf1m97TpynBIje6op0jCAEGS9iQ3fOZvugbH2P1iicOpnozE40Usb9oiQkB1cvyRiCgEejf8UVcISM14VuxEm+vQ2P46p7Y4R4fu3o3QX+qYBTnK1R1utAZLhL+r9C9x0I4JCHebhncOSpFPYid32/HZl5vtJqG7RC7uxyfuzR+/B09ORTNjC7cUHw/C/qsXn3/m80vzp0u4CYc5zPaZ4tSRmQMPFSYPKMKfvdpJROjSlCL1PxqEuYni5H7ksd+p47JAH1q7GawuZDjYunsfjvLxwLa5HUtV0so71t3CNzc72+OkDsvpPqiWPkUgK2xaA4+pORl3XM5RxrQg3xDXLsbHN/qnl6svFM4/5m/viXPabLGGoISaw9B5+0+eur8UZcumEUTjYXb9alBbU3B7Hmt1Oz04cJ8mWusSmvWMUGLGZuuTfj/X3buOYZ5Tl24R4B4D0V0OA91bkksfPU0yuaeOZTwb511SkvmOl0jWi9mZ/WVexoR/62B7qUEoQ7IjrLeXUGVj4EaPueEJTgAS87RyUnauUcGdJCtjuV1xPpEgtBmmZ+pm2HTv/hmVEAyYxXxc5EVx8frXZGjvLHaDUtDX2jy+v4ChHU09Y9GoKa6xlqjpe0P/THugsMZTudqN5ql/Pnfog7vv+J4Dpf25PoE05NiXIOu+hJSUkFsv+60ePEajWOYXW4O1xeaXS+UiYwehZt6GbzuQNOCyE4dHTXc4RURC50Vn3L61RqqzunaqkwMnWyT1SpdX6gjB9LnUL3gC+8/9zqWbTy898lfvP/nhA716xEBWybyy2dkaZnhpK0cFcbplcmUujDkWIcH7RldK/E4dlpMiDFIcDGp32uUyexvK5/ICzKTfb8XX+t52GE81h6tWiFEJa8HY5X7w6RCAljFMxm5VJCl4S/kUlEtMu854QZQqzKJsc962JUeeBJKqJFQzQ9w1PNZJHi8+4nxaE61GyIjBSv+rlTZBchissbVrU4UMOzD5dQsUA2pMId1lG2VR/WwI9ggD0CtPFedevPnVT7yGob3AEZ68x2n5D78/93M/Gj7yLtavUd/sttnc8Pu+z3/n/fl/+hvB7z/Rw55VzmYuf3Vx48r2Ix/F9H4IkP02bzqkEiG2c5nWjpfFtZdXpLqZ9CD2+++cnj5YxkXHsBZqPY53a8i30CIOiIM0ykEm7QOqo2Pta/eqGBdZ/xg18vYpTOS2lppf+bXXaxs9/HyoZQeN/+Q7wwXO8c9dt0jOW8FTe77sVRbbL3z8zJ/6mXdPzOSHuMlxVCklZ6fIGJlKFDPsIc3HtzWf/daHiNVwx3Fea8Y07yiDnuP+n1+JmEs1COmiCItebspThWat+9Qnz7z46TeblUG2iMqQOb7/5Acf/t7jB+5T5+rKms/u9b3H37N/97EXzz/xxpVnMWY0Nrtf/fWzNy9svP8H7t13YrrTJIw3B5Q1u7hLqFIze7yh3231zzxzhZBJvBIOZ3dYsffIzN6jM0ThVmbFJm8MCku5+j6CHnK8VWb4hGYHDAoUWKI01yLIJBr8rQ/TPEYXVPFC7Gggn0axxDEtZQtYOY6JeP1XGfpbUMBNyL0aTMy57Uoy8tIhXuHQU4gMV1xTUwpmp0gK1j0j6lOQZxxOrtuBQ2fWC+oDjqji5q45GID6nxYwKAg5hrRebsVeueSYY5AcuJ3MGjrgHn7wg8Kq353dCl7mPWIWDZBxSJeDrWz8ueLuwejTphsHMgFPiilM7XabSZp3CTkzgQPisjOhDfIbw9xm0Cm3vU0mzDC1K48A33KTgN5JU4222MavvdcZfu23zq1fqxNNairv/aOfzR27OxpULIyMK6G6DQTvoJ/5L/zjvxAQQ0UjQdreZNOoWIpa897Vn8y053AXJoUyrigCFdeiP/OngxuL+f/j37SLxcxvf6Z34nDhr/2VgElF875yaoqE8wRVLGfukt4my1aWyF28YIgwYswm2MtwiUnIMHmjmKGWYMI6oDm4STiR7e65bDEKsnL84zK5Uy1vuXiU5X2cHe9mMbMHD0/8XqjFeoSyuyIp8/Ud5oIrzy5eenqehTF197u96d27v/evRhO7fc7OvW0drlJgMukTn40IlXn/AyLYXiwDyWzksjJhJ0F5FK9QXoZvQRVS6M3tau8ihy8L3T1hYWDiYciO506K8oXsaLqPygvdweozX77xxafmalss6XnQ8YOJydm7itNHYPMQ1V5yR2eHRqvcbtRFDESHpgAAQABJREFUKE7gcB/T+9250u76+iVM7/lCsL0WPPtZmd4ffn80uYvYOjiLqy3UHCMY41jJcMmuuM5VMDu7yzF29IPZFj8opmaykWhg7GEKcyxR0sK2w0r8he3mUnbu4WB9f5TtWH92uQXh/7/L6nByxTn+fnHxaFTo1O+Z02qCefLt28/QSalK8HPI/iGIjmVwIgRjVhrn7ph5vBTOhGvNi7jKIDQOQgKUHxqQVVXaM3ZqII+1hGZ7J2bqIdaNXCYJlEYaAXOdR+kpHkoBsj0mjW+GAt0kNRkMy8yEJNfVUtC62V7+zNr2SxVGCW+Stwxkjvj+w4VwFtdGgoTIxVbdnZI6pRJn9gXe4+XsXGcw1x92yyF7owtf2ahcad71/Qf3v3sarXfQVURciasTOkoKJUEYXSPMHXWO7XaPjT3HKeYonlJXp6CVddmS4oY/9yRSEM1Prw9gPwU+ma+Cq8kVGS+o7KDhPvnmrWa4bWV4ZYxma/cEX76swt7Fb/zKuUtfWev4xVf++dl+o3fn9xzD/F3pnGvErWKm0DV/DPzWGBTZqZIvinD5xpd76DA3tF2bGi4ENegxWORyHEOU8/KIPpYWxEtqZ27kopPtIftc0iJVk0FLpIL7NNUZnkknjUz6tHtHMgkqQmYuV+rt8HXVj3K5LDQlR2FQrZxZVPQqnwhP0JAVB0+hJl4VpBtGwkGrOOoau+yXhLTLMVavxXzJgg20lNllsyk2RXSspAE1sqg8odGwMO8RP4NxulFpP/epuVefuNyuD4sTDOcZ3vDwc3+l8CM/5OVnoqiud7sRzAYgw4EXV6MjJ+N//DeDDzyK+t6/tjicnvTqS61n/81rKxc2H/3+uyf3l7pN/JGNChMc1Q6e7MbUO6tffrPX7OGYT2LUG07+wAMzR6dwlXS8pwvkiC/PsapkBlUyeJNZHEt5YtsM9FkCC261Cw2CKiHEGH7Q2rEEd+r9r/76GytXGtCCaCRlrQLH9lGKY9P4z/H72566R0KBNZNi32EPxUInPxzXrGQY4/vOLTjkJ7zlc5WXfuPsh37iHaVCwLF3Gn5Ezk5WATcBSFpWbes4CQfV3GNU8AihQSvnpSaJDIwAyfjAvOvniFcmiMY8mo/wJDleMRFeeX35a7/9+tXX13Aa5uUb2TB87J4Pv+e+D5cLU6ayq6ykBWeJTn2ytPsj7/lzx/bf88zrn16vbeASMvfsytq16ns/evcDjx9Fe+CQA5XI5sfMagLJ8iCX86sr/Rd+a6623i6UcyjrhIR//M8/fOju2UEd255IZWIZFJYHzTu7mbo5uMuXgEvaFdRid0Ov3ugVbuAnA2ylqZiRKW6bYDii4czk8RMc2mAzbkdg3LNbmUYaZaEOkWmvrfaJ0IDopDlH3w4+dQGwuH9/ftdumXNuvRyc8TRLYf4IetUq7+ORYFhnEzQw57Lc9kMJxLisfGA6znN80g0PyJS1lh6CJ8H9MtkcNl3aWYQnTynPDyFn4JIPegQHRje3i093B2ucTLXWEDNHMJPqyW+MFjoOoRFPDJSgGntpR7Lw2W63wpB3/6knUrGr1u5w0WG1sMT7mDpyKrj9EkPGhNkAJ+2YZDX4xIqhHz39yQuXX1oJCxxw9P7Wj+U+8LgOpApH1St6HcV8M0n6ub1R4a759bja6vI2C5RuTZ/aIuge3Dexf3J/xMs1kRHXa4xiJEhGd87jdIY/+ReD60v5T3xGQWb+ya91jx0ufud3+bHedmq1IIRE5YsWWv7NKf9e3oTFJudK+zkCCaDLIjoIg0ZgEWxEGz8pbCnGPB1Ck8Mq6rtXD4tFjnwoErxjYEK7fe0wE7WV+Jjx5YnoHl4noh5BNEO6smkRQJYPtBiasplO9/9w9x7Qmh3Fgf+X08th3uSc84wSykQJIyQsQCbaLHhJa4ON12G9tteLj/E5u96/7bNOGGMjTLCJAqOIEiigkTQaTU5v0puX5uX85fT/VdW997vfmzdCDucs+M6b+/Xtrq6qrs7V3dWcW84wzZHCQ0MQzmF6he0Zap/HBybZba2AZKg1I0J7LniuqYpR6STby7E5NpB5AgvIlDK1oiZDZ30kC5xkOuKRNIs5DRlslDguFSpF2U8l9z/4tpgqp5ZeEiEhqUR0eHDmgce+c/r4FGu98SSL50VMxzR3buQEKnMBPq3lEeZq/HvpFc7lcDA2ZZMd7cub0pM9s+PnqSDlcuTkS2jfA3tuqa7CFkBJuipB4mNYP+XbGCMNbKXi/m18ALU6onKUbxjGHiVnPlX1KlEdJiyjhTvhD1SyH4XmKcze9IHg+ZXhgXWVqGO7iXCHCa3UDl3lwy8cKxWKz+HND+nQ9WK5Dv0VtqWllg9JB1Ueiy+p8+vKiWxmdU+1ECHQkgaEH5VEUK4k6kKPhPpjWGTeKgFFi8o4PpntG8ucXdNyfQR1u1rCtuOSPpRuJfR5OU5Y5hHNkhZK3I4UXF5rSbMgi6CxDJikSwb6HhGD7xMJwXGIk/bVwNgzE4MPDKNo57Mckx01KNo30iNiYVqghA0vqrGE5QDY2ymbwsJHcsURtuU0RtJ9+aOfvzh5umPtHYsT7dEil3IyBNV8gJlaEhQnGMVH2XIcSgO3cM7OfrEv66ZCGRAwFbQAAmOP+PKwy226EMxR4izhitgh6oBoFHNbZyJchYItmI0L0VBKvuLDcCDWGM1Mlg7+zfG+Z4Yu7rptZNXu9Qcfqn7uaH6utPWetaI+zSEb2cEjHTYJlA0VwppDyOHsyj8CbGzX0gFpxu6kmqpuiRPNi4RDIJAN9OTL3IpVgISFCi1I2odLyhjw2MDhgeAE1guaF9FF4P7Wo3V8GeFxgaeuRHqowG9JsRjN3BfN2UDNA4Gx0Hps4ukyzg1i7EinH5UuSAuLG0tZrY8IgBtqOAQPAywZ1mFlkt3D0fDFo2P7vn1q4NQU+5s5cTQzV7356uhv/efYrr3oXypYTWZnh7NOzTZK2TIaZKtoNFZ5x9uDV+9I/MkXig8+xX1MDMurZ57oGz07secdW1Zfu4R+rYSFGEQuWS6vXD6wfEngl/4nlhKZySAYdI6hJwvhQzmmNyITxkUpNtFE5O4VS68wTYZYXXCTprCap/igaWdwilFfWl52anGTDFbkvn7i3IExdO2aehWL4FvAod41fz+MBfl9rCRAnWk2Q9Uit+BJl4qiSzYjGiRS9SL6HXjHGwMX9g03dXa/7r3bsFxsW2sMXJLpPdrK8SXkFJlLV4Wh/kaDN14s7pF4z8fQIG6GFQ1RZtOyEMGDcMCXbIwzp/rRfUf2ffdEeqoYjkurtqJz9c2771qzZCuK9kx+TjtOGQBR4higkE/5YjYcimxdc+2S9tXPHXvoeM+LqN6nR7JP3nuk/9T49Xdval/WiHJdSBBZh+S86ITZIHN113bua+WCFKzkcZplRWNHueL0qEqB+c8MZxXyJWczKESpvcazcBANJi9kY+NF1q2tBfCCEAtuJEChrOTzTPj2/tZvr3nzz5RnptjY4UhEaCz4SEZVYonnfue/nf/W12PNLSIvxeZBO2IPhQqzs9s//su7fukTbAKQ9g5GXumROVOwoen4l7944A/+ZzQlOzchZtgsnhECEyZe4v25+FAhuz7FwoJD0cMPXDXAPrpE2NoHTa+FwgKhvsfxkJMD+Wo8w0FWGzMYTmkQ/anTuAQZJ4LKqaeKUUqg5L1Ecd6Mhsv5fD7BYtz8R2cL8dF8FBOEWRnB6CORzQEGf/11i7cTCiEtvWyjevn7Fw4/2iN7l7PBX3pP/D3vCIltWBRldQdSHbSwHJJjkYGXTp48OzDFiFD6I2U5l8/dumfr4i0cCtSFHUu4tP3CCVFAyPbpSEPl9z4e6btUee5gEfMRn/6L/JolkY3bA2VZaiIOvRvnATP0Iw3V1X3pR0dyWALAeDH6e1pPmRza/mKTobyVvEQVtwgVMATC9kDKBKsWvJPJlIgdJnQ6YVLizbc8IpwQ9mcygV6sjeFBkOwWxyi69nGToukXMppFsrq4ZE1L+5vWi/lBNS0Qp87HopRlaqIfraBSnmpMSlZFC9WxTOBie/ja2dL5nrkH2PyD9XF6LSeNQl97U+VQPnxsixAELcujqP/KJLBUqkRj7A52y4Cw4IiFbK1kQ0f2Fff/oDAxNh2Ls+1DhlMti9jRvpJmhl3sEEGoJbR7l82QhbI+8M8hSBCb6r2xE9V728zomWp2DAMhE8ORZ75X2bQ3uOM1lVSj7Hqn/GiDJBI2gRhPgkyHZKb44AvMAqM880nv2hLHNDi34iB+TbrEkcdgDKF+aCgb3bvXhM+v5Q4SzTaKW23ga1E85B4Sz2eew/sE0ikbQrnGHi718Plo+jhmILdmVyNN3VvRu+cWDwUL7EQzWHk7bOOyGkGQR8BzOGAiEAG0/sXKnPqQARpEW00Rmrk0d2xF057IWPacDngI8xl7EgSCr8aDn6QGkgd+vxqkEnuFlwPpyqIG6aaEvGNHezgZzg3nUbSP75tEkR5oCDPMXhYM7UpG2AmDZr0gY9k6HjxU+KN2RVaLI8FbG2Kn8qXuQrnA4m+pevHRUVO9d+5qYuCO6l3gXC34AqmAq/m+snuYKqsBTjlzQNwkCCdSlrxsEiyNsdhcQU6aUResAZVYht991xCIaqRCR8LoiqZLAaWXijfHpgdyL//F4YEjsz1X33Vx9XWlavjk1XeXjiXKXzpQmCns+oVNqeYkSlWNJIzIU8OrqYGwz8dA6t71AMIndgz04XJp+JBy6DyycTxPk1RmJoSdctEcqGTc8IV+jTgoEN8rM7JQbPW7jEPwQDlKZmrj648oTU+F2zujyBPBEFQX2/+hbpclfoNcvcRARUYD2oz60V7uJjaPh0/oygArwHbS7Gzxxe+dPfjIuWKWW4oCs5lAW3PwE+9LfPRdwVhLmZOPomhHqUsnRL1TROZgHC/NbKm6en35z/9H5Ia94b/8SqF/pNzUEJgdSD/z2QPDp9bsuHN9Q0eSbTNCjtEfoigHovHAiuU6gbPsCgUbLwUqk2KAhRIVCYVa4pz9ksWYuqTVuJ+XN1Ka2X2LsbZCoYgWHHXyvu90H32yL4HVFZ75Ta56/tteqNjPHRvqPTMmvS9iYddWiXO9LJchJTeXLidBy8BaWKJ67OELHR2pa96yLof5LhlqSAsomUoU+1E5X45AfCyonghKOJ2I+bKYdDvC5IKSIB0hhNCy89d7cuTJrxw6d2CIVLCqwTBk78bXXbv1tlSiidE5SkQzGDqPFTxRLqKJb25of/Nrfh7V+3NHHxyf5Th14ORTA8PnJq9/++ZNr1nGVmWxDcqAQLpKaWlYBGlKNpQb6aDFpE8Fg2VMOmtSYsxHF1DJJs/n0xO6N7qWNtndzSAlLyc4OShXdu9dWkAyWjQBb+zsZB39IGfzIqIgqNGpj4PMmXS1Nye2NMUZWKN3gF0Z9F0hAo1eoqWZ5vXwUDqTK2Hq/koZDQ7mY9Fw8OrmcLK1FbnXU659SToREH1KukwCsxtSNuq0IiBvbR84FdUk+23wsBCnCDiI3PIg/GvpEEiMnEWTeU4O6S5h0kQQ0QRWXK/iUbTWUziYVTaOlsQxIKhCN2RijDKXSXYXcwzcaS9ekYxhVG4tNuLlIMT5g8PPfesk9nVmMoE7Xxv99V8M006JDUfb2m4JhA0/+7Ag4+JYmPl6hDU6pwuIsBSGYWVJhfyXLlmHDU5cTQtj92I60NhZ5lKnD/9e9eKl0qXR0u/8WfWzn4nRiA1OB+JRnW4FotlAX0/mO+O545w6ZdBIR6N4FbMyY3SkGishoaj+Fqg5YnkbzGH1F2V4yhm7WxMn0X1RdbaQnywfyZanWAwDFfQ6A6FV2GdlNFkpYUlExu5utjLIlaMmsm9QFAqsZHr0fWwoDfebX+MU4XHULRu8OFfq6pm9f7Z0kevYia4jchWuxrOX8UlMh7T4ip/WBWnHKLIFsZJHuBpQtmiA0xZFA1Pj1WcezJ06KIOgZEJ0hbGGxc2LNmHnURTtcvYUbNKpJWipZD3Wie//AYROM5dnqCUUiUiiY6lF7Sua5ybOZyYvRrH/XIkcez4y2l/ec0tl2TpZjGeSJnMszXcnFYoUCkiNQSNHj/0lBEiaTIZGbHDXrlk4c9ipuQSF40npipfK/R2FwyuFMRpLV/kAgJ+iPy3/IreUX7iQGZGsXOCuZ8RBZpkj++vCpWAx2nRyezmeL7ZMmZGZGsMG7nDvY8R4VX9xKjpLgBRve+YTlrufRjNnZgrDES5idc2KG6a61HsYXLEJZjxJE51RLdQjg8PzdfEZNzVWHJcH53wbarqcSEKENfHC1MD3hrK97AQJlxJyT9LmeHhTXHa0c803RY0zfvxJ5rkI7Be8Us6o9KUSe89Ya96diHZFRPU+GsF+fHj2fPbw3/SsemPnau46aUX1zliAsXhdQyVIjEFLsEpFMVOadfgiZsXEA6IOA/bj+Dk8ebFRMbHC2JKIF9JaExS9A2s/vN2HWJRH7oUDnoYDHaNUWepoc2yse+7gnx+61FM+95p39C/bEyrm4xgmjyRP7n5bKZ6q3PdMcTq//RM7U60Jxje2Y8zF6v4aT8at6ye/83wUzGCVNdEcF4tFPTgloI6ntNU0eQUsKujpbKctkzRZijy0PodXdDw/Y0Q+zcsL8BwG4QGYw5hwCx1flEx2fdFm4+CTPxBIIQmydpGQkYvO6TWeYpxHzk9FgDj0E+FhqCoVuRbNhbPo6s9LaBlWbblo3BnAYZ6r/+TEc98+1XdMdrRziIXtMTfsFtMxV1/HBR7lkmwfkK2lRHbKFA5tPeSTuqZqsNJcIBItv/fdoWt3xv/P35cee47RczUVCpx4uGfkzMTed25evruL4aDcO0ZhlmY3wLbBlNhhoqthYMZZImmRrDA1JtirWVMuuukx7t0vLz2SNKlTjA7ZMYXSnQnl0R/0vvDdbvoJmQmojtmN9u/2C7fZuWJ6hp5GcCINcgFp2OcVyZBG2fYtC8nPffNEU3ti8/XLslgBFalIBllOyQ+PefH2HJ6nL1ydshWXXKIHA9Z5lFZjnKOnUXRg4E41xXOZ4gsPHHv2W8e4RBZFOxqH5Z0rbt5517rlO2QPSx4zTQjS6/VryBwqovCrFko5ttjtXH/j0s61zx154FTvQazOTl3KfP9zB9n1fu1dm1rZJSWqd4ZQFE1JVbFcwoIUCWfaRtlDl6adjpteAWLbF7uYM0HO5ggRlQH0aW44LDSUT/RizlLEJEN5FZdE0sfEoxEkI0Kl4shc5YcvnaPpRA1YN2x2QCUa84p0rrBxWevmJdv0AIQmVsd2hvbyN8WU+rvv0IXxmXxMV3Uuh8GHksCUoCEe2bi6Xa7YdfNECSwYA27YLZOeuqWtEmeOJTM5KwlW6ZoTCcbuIjRtuhw89lOPlC8tO16NiOQx4u/S9Bo3x8ON6/y6ny74PCgt5LT53DZSLMXjnCNzCqYLL/Er8fFggX7EIWWpcARg+Hnjq/lrTqoMRSLZGBvpnfnhl4+y4MzVd3u2RD79ySg3qcuynjtq9yqXRXTpyq8UDUobZd4KFrypj8KIAIy4nx9xswiM3n0msHZr9Q8+GfvkZ7BwXHn5RPnTf1m841ORBHt1CtL/ytajwNxc9RLgVBAb0YJT8OojyJ3EeN+SVQ459cMtrYSAhnK5PLVMrPT4kCiUvBStAM5WejCeyNyageeSYHh5ODI6yhJrcG1nMkIh5zyo4dM4UlS09OKQPlmxeDjFIaTdxyD1C3DWEDD6PpW5DwMy0VCDTktqlQxMtag1l8/Tw6qgiIhlGQ6n8mh6mXxVMAo5cL568XR28GKFi21k6yj2HtvXNrStcRXtJEZ6Mirm7Fz+9tftfftbrrJtaVbsjQg4mTNf6Bv/8797bGYuG6NwwAgcy673SPOiLRicmR3jBusJ1PkjA+Effje49Zrgtms48VzBWCRdDz0agrJEmZB4i07JPpSMfMk4R7pmqM/vmhXSA1dgrAGVKmNN+QNrZF8KJvJ1EmWS88nMldSr/oWKF122jhWy0r4g2FKe+4Z8TPsBwa6lj2oYLUYyjc0ndkztebmcyLCXya2ajgSEESPgkcHHn0BLp6/AOID8WJDKB8ue6eL4aKabtQlu+8MGqquuMLgatFDk0VTUKJEp2ldYoLLkRcFhj9Hz+5vbA3AB+ZUQKgE7ppsihYvZoe+Pjj41wbJ0sIENGIEluqN9CXc26eXRAFPsWC7KZ5HvQuiQOFcQNTZQb0UFFqguiwRbG2Inc6WzxXIxSatdPf+94ckz7Hpf0r6tSTo5ztXL5Bo2hC1DKk5rBbwiqJ+xGINDazEEeP7jJbwugLEEhwvjc9FiupCnsLr5UQfkfBDINJTRQASz31QXqncg3hIbfHny8J8fHJpInL3xnsHOzdECShfalUikxEaV6Omtb2Y8VXnsMTqRa9+4mGEqVjXgZb6AzMtj0oO43MfHGpKBf9Zw4QYxSWZZtovE5INNF7FwPs8588uT5icBN/bJ233qwv2hBuyC+XLFTRXVnVAfKj7nrQUBgeagOc5Q0zEQZvgkovd4GNSXlxYDSSZDLBmqFmWluPYYkwInfhbifkmRZCAL3WRTLDdXPPDQuQMPnc3rjnZMx7Q1hT7+rtjH3xtOspFhRiig6BIkilNKlaIzHqx044ODzk+2Ek5XN2ypfu4PovfeF/7c1wuDo+XWpsDkhZkf/MVL225fu+3N61LtiUKaezKkNZdzp7I9S2uJ28WCjQEKS5PKeK3nECa8NFzmNq5gl40cqWZR2j39T8dEr59EC+70HILh3/vhriUG6h5WqYgmbs/rCg4kEI0H85kqw5SG1sTyzW2M3VkrA9xLZQ0vvoZWc6FGwgPVcL6s3TNYyWgZ8UbYgkUbwg2U2PDpPz3GseNTzw1yThVFO2vN12y85bptb25KtebgRlXjXvE1apenQPJKbY9mc3PtTV133PjBlYs3vXD8kfHZabbBHX6079JZVO9b1l+DgblQbs7RApp2yJZWLc/rMdM1ss4fZoWfdb9akCaGcx/sk4myTyZGj+UyWANyXDWJ0VZjViMZY8zF6g1yqAW5sUAjq4vBYCIhm/e0FGoYH0rUBaz7pQFByGziTcFLFLXrAqB4kcxCpJykKAMt/VMdkgU/2AsUv1Rgw0x6C/1KDQQS3P/R5CxQ1KcDtMat/61R1YPEsSgXQ0EuNVkaRheth8bzIcRD4kI5ojZ/L1ybLNoczLpTxkQC8uME8xUPY/smMqf9SI2iC1Ar336EKBGSkexM4ekvHZ0azDJxW9IZ/syvxrpWlYtTtVG7xNXHkHlsOp6wIg2U/uBlHUGNA4Gy5NrbPgiHfUZylenKza8N/cZg/NN/mcNy6SNPZrOdPbf/Ygf3jLkbTjB/2FAqzOqgVlipE5grJU8UEkxVcRPuEIUHt/TnclkGoOhOpNtyAT20kgCWHMVeMhseAstD4SWhyODQ3Kkzk3RiWzd1rOpKRcqlS2gTpTYqLWVJiEpkojuPx5qTfqNR8+Vblry4qbDERQGiXDJmHd4NXHBZFCfQiDmwQl9D5aUA0C8WCohOsKtWhVnKYI9oBBJJeupqLLW4adHGeKpdlikdRTuxnYfJ4SIal86WwclsJl+kpSKKpalYLm/saEZjhfZQhx9M5KXfF9JCD5sEizH3Pjd+Lj3VF40WyqXYoWdCI33l3TcHlq5myzuTaslxY9gliK5AKqqoN8xLyzkLv1wiDWlLnwfswOg3eGTcwUg9nci/tLY6kwxihF6anPr+y4v8r3E4VazStKjYtYHOA5kyiK80dbnZMB+pilJ4AJCDqrHJ9uaT26d3HhJLoWXu1lHlhz+SJNFNvEb2AkVQkkZXMl6AOtxIJJZiWMF6u9wWqyK7LP2CRWTJEBkAxrUhsU/iNExKRfiVwmuMUyu0NENIEVqIpkmkrvT1LU28ljvzMw4pCzRRtO6TL00PfX0wfT4bToYYYbNyuS0e2RwLMdhmRzuPdZxo0xtWrmpas5YlPmhIgDDCI8NczuQXM5mpkyexeaq373LXvdzUc1US1XsI1fs4VachPHVy7mD/hTW3d616QyeXQMmudxKk404wkgq3pDqlWSSLGjsaETtMPgnTlEmjADwQroyVGUEiDpGSAFANGEHmZBQoOKW10rZPwvXBX+YkFYzBhJvYB416r4QhrXC0Idrz1MjRzx4aLnV23/z20ZbVmPImlIogbRxKLwYO1fCZdbeWIsnSvu9Xz0+2dkSWxkppVSC5olFmjJLx6fMwb3mTTGVbE+MmSCCps9ICoGET/h0RSGZSFaniSXaVMCBQnA4GS5eTOEJUULwltlABFhGYGykJWuTP40apOcRXHy9I0eGFB39SrsCga0FWePkUf9bzVOwkh0mcpkxW1wyZUMRtX8q5+fPWIEkk7T5aCvAASHSgZGxE3hmrSl0SgkMBSsUy68mM4TCSuO87p84fHEsmg+xon5iuXr87+msfiNx4M3ulS8UpdhBqcdNuxmNBpCKFUPDpy0kdRG2ZB5szXFL9oQ+Er9sZ/9Mvlh5/vpiIs7m/evg754e7J3bfvWnFzs4im51laQck+ggySZGkK1BlXRLrniqLWs8hQf4CqVEE2piQ1MlOFWykXDgxiRmZ7Ew50RASja+yDhgA9hZUJlifQ/mo+fthLMjvU4tO0+Dk1Y+J6yExBxhY3eWmwOnR/JNfPHznr1zbuiTFPIphpknFEbifbclct4hCVSXmFg4HvcuLMGV4UnRvzKsbY5wHfe67J5/91tGpoVwshf47sLR96Q077ti0cg8FL5OTHe06KIU1LXWaYKfYmxDdNGg+IVgpaPkCZkYiV2163TJU70cfOt13hBOuYxfnHvnsgR2vX3X1HRtaOlJ5OhjJTstf/XFR8WvFUj0EhD1jbP9iNw0dKz2FaN45AJGrJM/qPplG7OZKPfHqCBGNYeHbSGjKlZh4UTUExs0nAzZyEkE5088rvnxRBBEPPhLXfhQzTq3QhoQPw2wdghPFACSmFld5K7jJRbYDZcocUc1saSCBVlylWAcxqyJXl9oWW6Vfh9BNmcOboVUwKfDkP0+pKCdeweWIjmCjrW9hSeg4nrW0uKEUM2PbKw+cgkCwLM1IJEfuyhWrZ4EQVThdZLagCI1jK67WNPEWWM04zmCU6RPZDxM48PWTg8cmZD4ZCP3ex2K7rq6Upqu0QtYTwYsjFpd3xeG8VKhSloQdhlHKmPIlhD1ITZDShQe38hAOOAdVA+nK++8J9wzE//ab+cZElYvn2pc2X3fn5sx0TvS+NHF0ruFIoVgEHq5MaJZ6QWbYNV3CB/8kTP5JNioXJmooSl5wWXwu38AdTQQKk258j12WZzlgXa6sicQ6guGevplzF6ak9AeDx0+P5wulVSuaWQjolz1emnSNaDklQw3vsxYoXgDAm7w1luDDU+QRisdShfwsHSk5a2KrseXmoGJ1X14wDhOEG8Kn1C3FgqKSI0s0FDCCgXM2lDR1rG1sWxPgTJesRyGNWk1xEbC1jx2agYeePzc8lUlEZd+JCAqZFIr33LqpIy4LUCY0Fb3QAo+0rNzEHoo1L94eS3XMjHZX8+ykjwxcCE2OBrddV96yt5JIicEZF58jdn7MBR4b51DpGOeQAuefT8gOk0KSdLK3n8OY4dxLqyujzeyWwVcStVCGKpOO8A2J5yNRtCQYnZo/UpN/wkVh1d7ASq7UdcowEaQoweJlueNGd3CWI4XE0NJSPDO37aTM0WhZbeFSmZC+VceW8gXvSNl5ySfdKGfRQihN3CAn2CVqtGiY2QQ6kb1InTV7MiZPAZaYPPAJGYhRq3OV9MV0amUq2hRla7n2JgqjhVXKlY5gJJ5y4xe+4/ajx0sQe3Sk3LFSko6GTr80df6JkcBkKYTevVJdHAruTESXYgqkWpW96JZL/HC4Optd/qbbXvO7v19lYUZbEGWIFxsCisFEarz79A8+/MFMfz/7mll71Q0n0iqtjIbbwqGT+dJZ7pRvDHMD89n7Lk2emdvwtiVtWxrLVGLU/NZluakTwt4j+hXGPJKPmloNs5eTIFeAwov8E/m4goEBlOgoSzJFWf034chb5SaQioqorLwDJqNkNhUnot0PDpz4+yPDydWnb7x7KrU4XshQgYQxKVNaIVlcQG1Qql5Y/RrRux968PuTs69fEVudKOW828Rc5EbOYctLnOfwseFAemnR2bIWDKAddDK40OEOSZsJ5Umjys8jRmQTlZM6L71eYkm4IlEAk5dGciJ6bh+H4ucJVwE8bEAhEZGPwpBTGDFnx4pUSk1aDQ0YRAruY07eAuhwS4WR/dzRKMuSrp8TKnXZBVZ47WmqYjqmkC3vv//sgYfPzo0XG5qC7I1JxYOffH/84+8JN3OUdIZqKodQQaikBKExAkInIX75id5cmBOCrMtFqqxYYrR/+57g33w68oX7wn/7jfzoZJVN8yMnp57qP7D99jVrb9+U6EDPRFfsYBYK2v6wZatJ1O3y+NjXT6vIRpq4xpx+8mIgwWb92fHsE/cenhjIpZpl1K5oNK4DJnzy1LLDsJmvz98P4wYuEMvDMw/e7+9F9zsMgCFLsjGE0ZsffOnoW37pak7jcsqEDNX6K+BSAFSsFtfKg8TV5DsOFy9pc5KnMSkbtM3NyWRTS6rvzNhTXzt8/Nk+ALiaGbhrNt903fY3tzYuYm8MXZ2zo13i13g3V+3bR0i0yDy0RrrrPZ2b7Wpb8VZU7+d+9PzxR2aqaZL28kMXh85OXfe2zRtvXFyVzkxiQMHyTT7s8X3T36GkjkfC6QIXqJBOaYsxSR0f0H0ydrGRTyCGAA7BwbsmHwKsRqk/OFQyQkmTI+AO2foCYAjnvTXKPD8nFYJIQ3xoJKHGkD+Oh8Rz1IWqWGi7MAqJacgytj2wlMqgFnV7hDvNZG3Tg3coanXwPB0+7FthRdTS3InldXa2GF1t/Vym3cgE1bAT6EsMIPZpshUwQikx9NIycGdWWONMKMqf8Ixyh51StAweZsHDhyI3SOmqZMQQQEXPvcJnn+qPxANzueBv/mL8zrcGq7OYNHGJK2Zj3pLv8u78+lm2OMqp0vGHGbcuD8K88sdbDqrKTvrKf/tI+OJg9Ps/KtI5P/6ll9qWNG68ell6OqeL3qzkyMAd+BoVRO/xJAmsBYmboueGCimXGcNQFBO8XEMiBiKFGYmtLu2zmEowXF0XjrYFQmcuTF3snYYo9tWB5ATFmXNTrDGvW9nMcLgPAwCGW6ghcxnjAsaDw8HpsmFBDkAtIRCX3YbM9ArUPotrP/Y2SGOx3t9LIN5GxEbUnEOV7ikWS3DJNtvoZfNAOd7Q2dS5iTcaV7kMVbhzOfOjVc5JaiwWwXZ03B24Gwj6SQqPxhW56WOfpFfko8i5w2uZqt7PZ6Z744lyIR99+YfBkb7K7pvKi1ehOBWDM9aSEcX4kPS5omuMS9csyDUT/VziFkgZhUomAVI8uqrS1xGI1Ro6iXjZY8g9EoTP8/GC5vkbJpYQlVP5clIuwx4e4cX/eNGFTwlnt1epoW9tNZmfW3dWroKwRtHiaOerYPptyTMnrVC+OndhrmkDx3t0ymH5peSEqluE8GDFO1eaRuNOuUUwvsdhVn1wU/O5hHckl1jM5bU2YFU254HVoXDj8mv+mjJ9OYTIOJo8qpbMhQOB/lLlaL40Nlnms9QY5mqlHbEw96GyhVfWIIULiehg0Jl0TEpqYH/v3FSmEIvYZFESWMznr9q1qqm1BbdGdSJS1oiOxfdUENV7BNU716xORtGnhsePzM7159jyvhLVO4uoqN4lF5wGEcp88oANT9aPNFW+AZGx5b0V2Ht50cWhSvdULJphdU6RWqQasIqFaWgDN5WiQmcZIhI5/o0Lp79ycqhr6+m9b5uLtrCaQIdD6mT248hXUFOuWNZiYNK3ZFfxumTpyAP5vpHXLY9vTpYKWJkgXGVotCSmMuDK1E1kHbseX44DIiIEhdUcVPL6Tf8n27nD4bpVeA+Bj7Tnt7Dj1UMSX4q0psvSohhBoBzp8F2U10E2yfD2dq/W6Fosj6LgcuTg/gJLpjNwZ5s7A3cpAJZxSlykLg6FZiCFvoMdOUPnpvfdd+r8gRFKSiwliva9W6K/8YvRW28BgSxMi2kA2UEHNUqRNAo+9gUhj48B8xAfHokkKyxED8oad6rysQ8FX7Mr8f99ofj0S8WGBjS05UPfPnfx1EzTe5Ym3xDm9AFbhtEJO9Ep/zr1VGVRrct3aFzOhwaQQMboTCW5te+hz+8/f3iMG6P8o3Yn+k/kDyUWozeYvnnmn0684YM7KaOop9lTq/L3cXyFtAPh5YWB8CmFX8dV7W2NqXhs3wOnnvnGkfH+jNhorwYWNXfetOvOzSuvIi4WHkXRbsMvSF6Zio+VeifTNup7kMtm0lyTd82WNy7vXPejIw+cGTiJ6v3SmemH//qlS71rd+1dhwmkTNVMbUmRrD1eArRJpHnheAO6A5MA9Zm/hNmTkX0yWsRqkR2X4fCzDw2qlWgirWsWCI+sjW40SF716PxY6kPkS4EFJzi8Tt+QGx5qIVAIRTAb9OVY6nwktnrIRS/DBbbyz+1sFNOePLKDUYxl0YJpxqqnvSyOEVVIX1jNCZSuYVh3I3XKi1EDemXXvDhCV1hGcWOjGi+2hGhaWEVk7F7I67EVC3aR+KlT+EkWly2c3zd4RE+kTGUC731L7Jd/HgNG0iLa+RkQCD2NaWhcZIb6ym9hyE+wVsBreLSVBg5OSE4xG4g2lf/wV6ODI5UT58uV6dJDn3vhvb/7+s6VzWxmE0UVU5IQNwH7WKijcBkzXqgUOpGOMKUPxYPJj9ky1tG2+FookKJhKpaW0kdUgifPTwwMzjEIRg0olBkh6UIECngG2ZvWtZLFJzk1xGVqeg+IQPhTLujUy6OtX/6XMCBDiBAGHubvvfSSYEhBYj6KTb5ctJR32OOPAQLmxYYuoj1pYE8t8TDKzgUAjYvWN7atDUXinukYPw+u209PSMm38Of5u/TcCJf9SkLgA6LhSKpFVO+y6z1QnWHJpO9seGIkuP3a8uarMCUZKKj9dn8jABlEQaXD9gYzT6YXXu54hIwDKwWMUosnlhe7lwSYX0tkYdaD/HdyOAgpMZqXSkZQQ8qj5TnqaLq+uhmK/d3nNmIgMru8Xw6qurhcGP1WrA4KioSNsYdzjWsbg3HUcjLGEngi86OCsF+cYsqGW9jcEEXrAhm8E1G7qOJckeG7NKUWQSEoTB6k41I0wpAXgMNIew7xoNvjJbZJ6T1O5Epnstz5xThVrobrCAR3pSLLuAwVQ9o2TvHh09j60hWgY90D/eNpM1AlMxOi5PJLOls3BbXme/xoDL74gwRJXx0Nt4dDx3KlC6VysDFSnC2d+dalye65DXcvbVmXwrgeOw20ZzDuJe/IUObirOU5XorNkaymrsbblV1wyA5FWQFQzbSUS32cXxVplFkVhmkToWIpcOwLp89+59zg6mu6d92RCyZipRx6IjbbEEmKkxudT5w0RGz6jBUyQ20bi3vuKR+7/7H+vvyS2K4klUT491ivE4wPSQ2h6+n+GpsiYXvqHTIMkgFBOJKHaZUMgELF+dFI5vberp8fCDxOuozFOkY1wryXYQMMh/fYp5QHlImhuOztkTCDdaAMs8XyxyVYo3vhkjTZxyu7ZSyuBy4wIljx4GpSruY9+MiF/fd3z44WMB2TycvOyA/fE//kz4fbl1cDcxW0cqpod8Qo0WQh0MNn6OV9uZdKxmmvJDncIBINlLKBcKGy55rg59fFPv/NyN99Mz+bqTalAuPHR7/1JxOd/fEPvzMSa6qI2TXlHdnS38twxyRieQQ9L7U1Fhw2gCWB7A6nV3v8iy8d+UEvJtsX4K8+4k/Ql8qK7Dj6g76mjuT179ikukxZqxWRGqMKU5con0Dq8kILFZv70Q4mGxPpkdyP7jt86KkLHFmNqHWd3WuvvWHnHe3Ni9niwsZSU7STxeQcb5bcwaZZ6ZMhtPw0NHOEvo6MZYOUBtMq0Cpl86UlHWvuvPk/Hz7zNFc1pas5zuDvv+9c34HxLfG1nbEOJhQlORDr5ikOF7lHhzJgTZB01ZhbyVUwt8J6XQXzdLJh0BWLCUffLg7XS/rsSjZX5CYi1D+iF3DpeA5A2eMODFsOJLpb5FwUV/hF2YyGBcs7edn/o+PpBSBp6wrFspj4BrWRXwDK8XKYJwNopLIVLplKb2+kodHRA32l6vwUFkiRPI8lw/nw+ajTXopW4OgUmJtxNlgqlgdQw+V5XcFhVJSivoQ4aVJJ1KIYFJJGkCSfTJwtiNt5LNjNBfNEfGziGume3P/VY8wpZwrBm/dGuJuZAVApjVJI88SKpptiF938Xxf9fP96ghLqQdYJQBt2uEWJwFnYxavKf/Sp2Ed+Pz81WxntmX3ob1/8ud+8lSaU/WYIk/aWoa03hhaZuomv5Yt5WvK9UOXO/0Vbhzk03eFpQ3IJ5D/Kr3Ch2EjRzBRPnJscHsZ2vrSLWp4EC6zyTeXr7Z8pFitbN7dvXdJ0fDw/M1vgRGYtkUrR4dCYMR/fG3KEeIHa/8uGE22HfXL3+LYIioFY9uUg0a0HnBDIpkMvPx3qPsTAXaoyZQ9bjSjaE41dUm5kTZZ/ohr/sY/DG+XNbabqoxhb9X6WfkkAA12U+tzSvTyWbJkdO5ud6cd4Wy4deekH3NNU3n1LZdHSqpwB4RwBtUMLG7ERb4yLROia5yHWz5onuRAvlS50FY6ukHVnxCbz9lr4QrH/bX6gt9Q571eJTbiSJVg2uJciTae3lRO5QsdYqID9eqmjJkTHYXnpIaYh4rDpLPexuHAugBRCwPTT/Mgj9rfTYC0gAgH1Hthh+w22UPS8nc38iONg1PgeaicS30ZEv41XI6OJ03EA9rTjoeFS5US6yFV15J6Us0pgcyy8PRFpwGIA0wpFY8zY22MKB2WFUok1h4ZUORmnS1M9DP0p5i4508PpGysiGseLDhue6r0hGLguFV1cFNX7DGa2K4GxgzOzfdm1b1m8/NaOaCpUytZ2vVtStIGurwxe8jwadVzWPkQCFFvpzOThaIiE+cugoaJmVjACHWWB/dDnT/Q83t+/+dYzW99UqoQS1cJ0vnzthq6P3baDHWkF7OJJIZNHFnyjkYuj03/6wKGZdCEezEy0rDjJ2P34A08OnMl3RhaxKoG5CXoDXQ0XZl7940Ej0gWTKaiQf5CDepLF/OPDYhm8Jc3cHgYcCuOhB4sTaEEepJ9VD63htCA/Ch8wpVR6VGm/BKIOqz/6PEIWJMlwImmOhXVDYA27FWaGYozqY8noaO/s8/edPvPiJWZ2kWRwaq66ZW34Nz4Uu/0NEGYvqYjEM90gTWopU130ruDij4e40ZUsl4L5Cg/cwE6qMvn94MD/ppjb5mRqMGqz8jQFpvwrHwlevyvxx39X3H+8mEoGcpny//pc5sXDsd/6cHTjNmyRyeIvGcgURFE50nBI+qWBl0mKX63+fHGtz4/uO/Hcd0+hQRENgbYGr8DuT1QQxZ5CwBG1F/+5u6k9ufMNq7JzupKn6ydO5mtm16SxYALUeBn5EOPe4mrw/DP9aDEn+jJsPyhFAu2plht33rlt7XU0Td5lqCZXxM7oddXOdXtvu5ZmXFQMNRkvQAl4ZonheLTvdO/BR16slMohDCOSCu24QB4Nx16z7c3LF2145vD3eobPookY6pmajB3Z0LZyQ9tqbrnIB5xTa2C3lHllnJLEbJZioE0Qe7TDsf5cojfLTnfpehZgZ76XlA60ZQ2hNcta0TAwuLl85Gx4mB1hUW5pZ6NQ97Udlvz5eO0blWQgsGJxS3MTTZocwfI4t3AnOQzIyuUEVy0QLF2B87wSZkAA5NT4hWyETRBNYTRDrJIx8FEhuVG9LxdnHWoPymkftCuUldEwA0QwOe2eC+ZIX7O7vgGqx+7B+yHrQfgyKKVMY4tSWBVAStPrmi0SnMgqWTKaHsu+8KWjuQlZMVy3PMSB1KauMldGMIB2MttHmrgmbXv76QPlBvq8Ba4Olg+FFF9zW7AjYzztnP1sYPc11f/xX+K/+X/QR1XPvDj0+JcPvvVj13E/CyozhMkWlxpmQ+GRcjAqG16QF4rDOOBXHFKVGNiyQUxB8GKZKMB2HEbtubn8yTOTExM59orIirUWNjc24NJoo7G5NJTmCMP2rR27d3cdPz42OYXFJwnzIMVhH/jj8HPlBQk+HlQGMo5gMiAyEQ8X3hwuBpivhUvVFHUnVrw4YTd4IXTwmfBIHyf44IJFtnBjx7rGjvXhSJK9MZKKVzdkV/LyEkJu0eXX81eHJazez/cltGSqwPGhhtYlOzkLy/A9UJ1jqHGxOzI+XNl5Q3njLgyscbuIDECso4NJGQiJDAW/n0bNjQQw/jjUWnh5tdw2y+FUmewQPo9DHzf/L51wRWpCbJgJ55JmZKbUOGsGIo1ph2/7cNNJMaA/ZYwtzag+ikgSuQA8k3baXAClcFteaSyLKjGlpIBGxtNlbAZLV+3gYZRhp5rMh1Gj7cE1qhJRUcqPlCGVtEZlOwFe0cZwaa585gejF/vSRUY5mCsJVFvVdMyq2HxFu4fEkPveEgKHVEseo0n5UbdFUgCNQDD04cRJl7rRWlOn10XDHeHgkWyxD1wN4eJ0+dQ/DUx0z627a3HL6hT2Wspcs6qb3nyk65wURkmjkHDk4wVLkAiHR4IQKJAsytofHrpDUTxF1Jp/sBptirM3+shnj1/cN3px9+0X1t8qh2LLBYwGVwvZjUtb33vztjMDU+l8kdE4651UgFyhvLyj8fpNSz/32LHx2XyMMymFzEyq8/iud5RPPvRM75G1R9MrtreHucSKc8bWzSlFh1UTlUhH2TBpKlekCv6EdRlwSCrgUBOrUS3h6s+3NGf2oCqTT/dbfyWWBw9KHqEmQOK0IG9QY1GNMcNpPvbGR6JJgDIrGESM6oePIdRQPwrzF6ISU+k6wrdvD7liEG4FSP6DW0jolxKiqMlHLIXyqnr0h72M2meGc4kGtpAGOOb23jvi//WDkcWry9U5OlAxZyIYiKF8okuFyVByS7X5dcOzXG5VG3uoJABTuRhXyJwTyMFAV1sgWp6p9tN6sXdCqAsSxcx+GC4Yve6G4L3ro3/11dBX7i+m8xVU748/Vzh6pvyrvxB7713hVEOQm0bIGGOjjoAm03jTZDp1FjcVqqE1dfSpC098+QBJYGqGqpUW12XN+a3FtVzwssN1GJyBXe6e5+OBeQ4AruS2uPPeHrA5aL4iMcx8VZ/+2rHG9sTaPV3Z2bzMQFTQvK2sIlHKhvsWko6U1JeZGyrbRCo6N5Q5cv+Zs0/3ieo9LkV966rdN++6a1HbcgYDlQqYEZDgEfygEAv05ZZFrSu3rZktVVFCs3ZHCKFSxnhbsdc0aElj4bvU1cTuxBADdwdMuAEXA01ujy6WC8Vlnet+9paPvnz6yZdOP5nJYWCidGKiZyw3tbV9fXu4hTOTwrCWEIkp5UUZAoU+Un7w1YFsdJITDAzABUxKVn2uSfupfCoOgUGxsiQQ+LnXbnFqhPg5jzDpuvn1PkVXqFXAF+hGcckREX0GC4NvvXbNPDAPj+fv+dgs0uMZBzBCzH2MSb5okNktExspxHsy6ataAthOtbG8QjpgElvSYA27frgvC7K366e/EJN8pLjwkrLkEVeHhihDSsMrYBLoEhLelG2AffHryMiHYpBffaRQaFHDx6gIA3YgNRam/3rxqyfGz85w4WdjNPTpT8bXbxMlgpyndsCFBSg7bbVg07qvGUeQ9whzWl7kx80voajf8tZHkuCixkOw11gGt/JrSZir3nVHsGcg9if35huT1f0Pdrctabr1nh3ZNDdsSiRFLszYvNBfeqTkwqnWGgETeRkpCXDlIaTxpn46ajKIa+qi+WJjoTAznT/VPTEzk8eWeaHIMjYjYMkjf+r4jqIIjMXGxrOHj4zu2N65e9ei4yfHhi6lsR+pOSrwSE8F4UjISo7g8TgUThwO+TWxKX9+6ShpTYimydgXANp/YsWT1VwmeGRf+MT+UCGH6pO2uRiJtzZ1bkw0UR11twwkHb20kPPS4tBa6KcmOIdFJykW3R/DsOlbkmBVjC5CGjjZ2VVgTpJsWRVNts2OdedmL6F6z8yGX3g0MtRb3ntTpXExt6eyICi9n+SLPS6ThtzIaS6o8cfJVH7/mmo2JoYgZU83mVubpft589yGx4/N8wEGnr0gz98S4mEwxzwwPD0fP4DnqQ6Kqh76jxaiMy1iZGbXwUqsgA6+Iro5R9JEl75Bfijb8qZLLTHGFv2HwFjxcEuUlCKQSyQrUdgCAcotTopF5CkYBYq8UEUK6Bjt0fNZEG9o0byiXNV23sk/J6agAUTZEuTaCmhJBUM4zh0Ooakz6bP/PDR2dAY34xHq1fpYZEc83Mx5oYUU7TJousIjaYMGAJZWHC6wkbZ4TqukHwLsPXLrSJXbpW9oiC0plI/nS7Mx7OwEh1+YmunJrLtz8bIb2mNspMnI5W38ITgtr158Ta0idFItDGn6FQRaZY7zI0mVKJFlkF0s5qKhsni7tV2jiNjZKR4PzfTnT9174tLJ7PnrfvbiyutCxQIHT2VfuyKnkT3VP/HP+y5gwinONXRMA8RYchFjyXs3dThpAxjLOcVsLt50YufdYmrm0RdZP9j4rlWhxnCO65p/TOGvJZAxKNMMzVRSw0BCjYRLkl1SPnlSt+BRJOUEWrqdt/k6YVJEyTUhJFFUFJJNGt/1rbFRc2kUIa4O++UthVuBePNnM0nwwRASQ9gWAUIOa/ojhdx7zGlvZU8RiguMZI3Exa05jQ1EFO3saB8fmHvxe2dOPNNPXxhlR/tMdf3KyK9+IPb2tzAAwUY7uYxOUmhIyeHHoa8FiYsyK4HH958YmpiVO1otgz1+XAexmJ5Rju55Hfb/uGcbvoxLZU25hISo3mcCTa2V3/5U+Ma94T+5t3joVLExFZiaKf/On+VePhze+LPVVFeYdkXqMrLWSlPDpbmgDDrIYYeZdkNLsufo8MN/+wLGDDEjs+Co3YslSPW53DHP34ti/vNCF4zueS4Y14/HD+DEoiSwPzUZyk6Xn/yHI3e1XLtodTN6d5mT1/Ja81aySVKh/53mSzQDlWokJQ1mz/OXDt93aqInHUkEuHKsJdX0mu1v3r3hFnbFYL0RctQRY8bKimGTXNKzvI/uO3N+aCYV5/pJUR8ZpLwtJ7Rp5kgczeK7btsh4rYqpXAKLXCmes8XMtFI7Obdb1vRtfFHR+6/ONRDvR7JTk1fOrw+ubIzuD3VGJ/LZLGuY3v6wQFF+KHDlz07ZDDb8tgn0831nyYFpwjWMaYzcKUqHYicMQwETnzh7/sef7xSkCmK4BHUVsN8DvF1HnaTjL58IMLBJAFWeDeIX8iJF4PqZLL3+4+kBwcxPSvhnnj8MYyQQ052+06eOhlWs9XGyTzmBY/LFGmvsg0xW244m03vbmb5CfGqkoFEOWk3eInibxwMhRfm50c8BYnRdagbgCsTKQP4uJw7n4YNwSshIhLO4/7iqDXTFkSoJ2zKD6VS/F1miChEpEu1JabwS98+1fvCEDcAcDPOr38s/trXBSozzoFUZwygeEUsQllo+9j0EFuIvJW6tITikh/ii0PC/I/6uHxJgMBpJJGELIQGSuwuK5Q/+QvhiwOxb3y/0JwM/PAfD3Ysbd5xy+r0HFeZQkW6PEGtXDluh4oKSQmoy/FV5p20KGfGn2j3FKHs6YrlC43F4sR49tSZiUymhBlj5NjcvKixodmKoYNLf5DSLMfoMjPY4ZqeyR86PLKdsfvOrnBwdJy9DeWw4uwAAEAASURBVMoeDHgpVQZUMMK1Zro5REwuk0RzvwTe4qifZYRJU7xVVtRfdkWiXB/qDR16Noy6HTtn0RjUQ6nWNU0dG6LxBhTeYEWFbVx7MvEcLvEFfiHkPsYKX8aCJcRxi69mq/t2IrmlVNs9mslyIRJtbFu6J5PqwF5ktZpm7nPheGTiUmXzjeUl28vRBBdfimS4ehh6dEQ6dnWQGzMiWG4ZycYKB9ZWp9j5LWZkXk1a5jFpLLoM+xMlIfP8Ddh7e+QudxjMvOj2aVWZ1FVixfjo4sbTW2e2H2X/DAM+2RWrj/HBm2/xQqrMLTHjzfTMADTfHWAtRU7BUPmD2/b2CTDxXbQCD0A5Kzf/RJqkFShjPczUGgTpwJ1mlXPaTrWoj+5wJ2gULUzQwNDAomjPVnqfGOl5ZCQ/UYykwui8qSvbk+G13IAnJ0cFX62tUgy8hD99PIf3hU+9Z92nBc0DcHB5KNxd75tikY6I7HrvYw2rMZwfL574h/7J0+m1b13ctDLBthnWoBA/XR4LXYbEERoExCVvo1WTALPkdIGb9Tx4dvJwfLYhy3kNzQSXG4kiN5mFhs8XL3zx3MSlyNkb7hlYvJNNf5IBuhplEcCwZUVb5Tq2UHN9tFpmDAZzhdLKziaxPaoIlQ2OSrBVMFcMx05ufys74KqPPlVMl3bcs3IRO+S482Jet+RyUvdbrRaxCcUmVu3lGZForFr6PGAKFpmMOUhtPqx9r7HigdUcJikVWp3nArhr4fNcXmKFO72nivE6qzc4pRZpTeKYPXccsazsxSWWELcfexszBmFINdyJwuxLdkmWRf7CMKqFKkN2MJx8tv/5754eu5hpaA6kc4FKNvD2N8V+/YOR1VtkR3spK2e/iCXtk7DjE4tTUowRLL4yOZJB0eUPftK06fRDwunMtI7wVl4ctOKp51ZE9V4o3/qG0M5Nsb/4auhrD7JZtNLcWP3mY6X2Y+d2va3a/KaNba0p9M2oicjNy4kKFZCrGoAbW8b6Zx74632TQ/lUCyYmHSWTgvz0vRiuJhqDE/3ZJ/7hyFs/cU1DayyPSWs1MiM54c90/cSTP0b81L9kc3xsNPPiQ2e7n7yIvbUQ51ArgY0rtt68604037Ilu8DtJFQqw6Tx5WWf8raWnbaAAbxOBPCj5LogJnd6X81r7c6JMQ+bh1D7MVTv5SJ/a5ZuXdS6bP/JJw52/5BN8MVY6djkheyTmTeuuWrV1kUFVAX5MnXXSiBvaoTorxhwcFjzEvZkshU7lgr6Kz+wItNXdhQEqr2PPFRmnUgxeiw6JUcxmBunpZyY0cZGhtfSE1zhIQiA0f0vXnr6KQUSgshTZSR4LospwqYEc8tOtIEbbXQUewXk5q0YeQU5jBudKBbbItUsPWaJ07puNlw5PuSJ6j4eM8iAcaHtk4FFH4gLqr/1scVLmLE3KZTpmYMSCTH45vE30Qpp4BIVF4vB9Ea0yH6JWhbjE2+Inn784omHz4Vj3JAa/PA9sQ/8XFAOV8odJ7WGyMPo8SOc2eOGCTF9YIpCxOiQEqqiZ/wtfDrB/GjyXXDH25LJh8ApLABwiK6hmA9GGyv/45cjfUOVF46WUuXqw59/sakz2bI0luMqMHco4DLiIASJj6Trqb/m74T68kJGIABwTjeXTxWLwyOZ7rOT2ETFoApS5KrG17/+A3uvfcfE1LgdShFkNIDlcmdb53PPfOmhh/5a9e6RdKZ4+MjI9q2d27d1XhxkN4gUUHtEDB5F19MJ48eVDOICLTlnOeWxKkmygq5xxF/KlXxwNTWmFY+/GD7+Yoit7bEEA7JiKNLEkD3VshyAMtMyaV0M2XxpCYpX80hVctgRVmqP313zXdilTNiu94a2tTFRvZ/JonpPBGenIy89ElzZG9xwY7mlC3OAorXCYLx0zU7mGEqkQDljJBssHFpdvtTGqF3ZEQF5/C1M/SfC12mvJDejheTAykoiN7fptKxLuCP3eTkkifLG2KyVFUWTwPCY90IPg4Ey5lsYjlDza3ljLhoO2jP2yye6EgzZK2L210IcogzcQStNuOJ+BYHS7bGPMJoMT5/LnLt/aOTgtFT+RnalV9ZEwjsSkTafon0hRq/kJ5SNurYHrtPA678WRGE88+YPcE6ztqF6F1vvZc7LpuMhTjAPPjMxfSG99g5U723hWIR7T7lEM5Vi56UPpd/tskR3go40Npff/MCp5GSW4imDLx6aA8b+bh+DF9SRJG/UeS/PhPcfnRkrtHbfdPdQ+wa7YklGDVpkRUkWi5wbmv7n/efYJFPAxLuMqOVBZzBdyF0cmcnkS3JWTBIkIYzdwxUuuIie3vymYixZevGJxMCpt29JLJfNSowINfIVXgzsYrlS/8a2E9ctk8qkFovJOlVQSUyLzZtQ/LMlbu2UXZ72uL9Xwq7xjXt/BC+aObxPDw0+Fst18EVfQgEDBD/SzpSyzAkAtb2LtDF4jNljmhTt2t1uyDDb20PoUak5GG6zlYXKJOuhNoZLtcSnLqX3P3D2+FO9zBIwsTI+XV21JPzL74+97y52HlRKk7CkZ79gliZbqUDEcRg5l0StO6wrVW6wxmK2Losk4NG4hsAQylu9Lbap3ktYh+wq//6vhW/YE/6zfygcPV1qbQkUJrP77j0+1j112/v2Ll/fkZ1j/IZVfrd7VIKGGT4Zo7NxHzsPD/7NC/2npxt01F7j6afWRQ4mmoJ9x6ee+sqx2z+6N8p2gkLNyExdcdCJFqUII5JI6cxLQ0zShrpnoolAORJojCWu3Xrb3k2vjUeTmI4ha5nWanNoGVInIENrXoy02JssYndLYh0ohVnoyoxKO0F/1HmA8km9gyhG4uPR1Gv3vn1l14YfHX2wb4RbUQJnjw6PfObJm96x45qf2cR9rmQ3GCmWlOQ0kzkxCYw5jQDmESPT5UpSVh4s9xcgo2UMf+OGd7ylRSqUDxRPp/Cop99tUGw09sbW/ogWapgBYAgea2rC04/hcngAjKK8GTjrOrp5GsIrvoVGMDZaSFzMFRc101SkCwWMSVMNCQGr/F8w8sK+IlSZHMsgSyCc6MKWYnFjOb/m7/MUeGx00vpb60CkIApyUb/p0g3hDkprSLSx5eLXCmx7I1jDKtQJZnbaHB84PPryN05St2eygdtujP72RziIij0H90CqElVSwqQRcMj4PiVMP82RLRTnUPnIzFN2LcB3ntmqrI3gJ49h8JhxU+nkFABekAFz5oeDqi2Ly5/5VOzDv1ftHylVhjMPfvb5t37ymlRzVCbVuqNMadnoTjFQguuaSqPjsS+caLOrvyJdBk0yNUrmColisX9w7uz5KQojxsZEXPI/0NrS2T/TuO/EJYxESWJEex1MZ/Ovvaq5pblDIitNorAj7ejx0U0b29eubEpXsbbMQQOaS9HmCD19vITbZy0AxGpanjcTaaUsKeLB7Y9FFHqWcKQajXHEM3j4R+H+cxSHYDxOzqNEWNHYuSGWaOYeGxkR6gjBaKmMXeer+3XoihgYGfNlf68u8gJQyEOaMAzOROLNrUv3YHBmbvx8pIqFhFjvkcjkpeDGG8ortrOCWZnNFbAiDbxmqMXTjTThauHwytL5ReyQQTL6GG8L0PtJ85IZkEqSMRMzkIYL6zEyk1ndEyia7XXh118kkLeOsRm5yFgvz33bHAFtwryMbpBV0Bq8lOUwRu3zkSDWEPhwso8fqFKKWBdO96ZRV1LyK5hVry+XbJUpYk3W7XwMr8Z1EUlZlOyIprDlU7346CiK9uxIQRTtwQAXYGxPRNfJYcaaor3G3BWyAgCHSwEQp/vpRHU/awHA1MeSmP7HYhKRP47DMPrbEgt3qsGZfrYrNYWzQ4UTX+rH4My6ty5pWMY1K4VSEZtVCxkqqcdbjoZa+qY7ukdlqCtDbJdJKZ+1h9E4yw2JSPBHE6HHz2f7W1Z1X3/3eNMKjMOQCzZqF+50xM9N9Ucujn/orx6tx6HYpOJxMyInIEUN74pANSyMwqqVc+tuKbKmdvCh+0cn3r0+sS5RmlNjYn5mamwhNw5TYm62GujZ3jnXFItWaPS54F4E6kVxkqQldRa7WbRHUgl9aMztRfBCpGorjx6w5wBGqdTe+BiwOTwk6qCso1CcGk4bDD/YsGBsHWEor/tqsXyHkUoaCC3Y9ZHty8gZCXWbU6of17LQ33FSCi0Tl3Em0MiETu8bfOG7p4fPzyUbAoVgcGqm+pZbYr/+ocjmndVAtlyc4WYl7S4Ui+BzHQ5tvPhzHwIB0MriknWCa58CA7z8l8eJ7SHBoZlC2wYqUb0jkzQXIpZvuz20a3PsL78S/trD1OEAl550PzUwfn7q1nft2vPG9XJgiBUh8kxGi4ZbOGd0G46hCAk8eu+Bk/suifFHU/44ID/dP4iIowinnhtq7Dh16/u2y707ut8Mf5OoilOyGwdW+ecmc1x/e+SJnkKmgukYzCatXbr+pl13reraxE7zbH5OelS3sZ4nGkPoilYCNaO97MbDqBmghisqyUh/NInqfzx4PJnUhYulPKr39St2LWpb8dLJx1/ufoo9f3MT+Uc+f6Dn2NDr37tnxebObJoTyqiYMaRRkHlDOBBWEyuC1xLgp/CKbjFV6AJ4CTB+7dMCvSDvc57DxeH8CrwMwnVc6JZ3D8nl8vBo4fixjwOMXLlwKl1Onk3P7W6kxcQQFnP7llhCVuqUKITqJiWgtgAjU8sZ2gepGnrJg0PfQGp552fakLiMOuKi5lWqE4NpZtHWqvMZS4VbOhppahTWQenGpoIG06zbionsusZWai7z7cbYVP/ci185Vpgt5arB7eu4ITUaa0YN57shVfE6DLj8uPhraa1xqFVj7ZL2ZDxu+zONVZZylrQ1B6rTKiAHkZdiDz8OP3L5kIogvhyv5xKojTsqn/5E7Ff+qFIoVQZOTj79j8dv/8gerrHzW26VSCorrijGNK0PZT1yt9gYN+h0sFDEUe2GbD5WLF7one25CLfQJeOknZSHmVKpMDU50T881pB0FoVoFGczufGpyRKXDTk9NmVTLMuVypVTp8eLhfKqFU3MmzOJeBzNkG65UXRXfCG0glx2yoggTBvrwZl8lBHxs6qPGQA06UefD6FrT0+jaKflYJNrqkUU7SswiuMq2klDDZWH89U7iFwXX8j7PTS3Xj06gaS4iMj0utZwY9s6U73n5oajieDcROTww6Hx3vKGG0rRRYV8hd3BjGipSg5ZNskUu5cWTy4T8+1gcUL+FWz8y5j+d4QWruGbfyE1MnNmC0Zm8osvhQpx/C4nRJVnjI0/78JEvmldU32WWAlHEJxuyjZFljHLZ5DHLQSitjHBOFgpWUkZ/2HBHX25bJWh21cIAPiFCKfU2S6wgOJIMwB4U7TPXsye/d7QyIFpYqFoZwi5IhTalYx0hENMpuQ8iCKEaUV/eaKu5LNQ+q8Ee2V/jyjoqAFMSEgox1VvTEXPFkX1nkuGwqXqwFMT0+dl1/vi61qpd6EKI3wG1ZIJFHJB4mNHBIAqrFxtPz9OCS406u0PPgCPHSovthw4bvbASPCBgdzg0q3ndtw5k+yMFdMMwLS9IJrHY82BBsDn7+ATDbrTxNQghUEUbUzUUMkvv6oQS+aOPjTTO/mudYntjRXMBRHZieSx5TrYJ5OcK7RfSs80x8OYn3WvJq5PiqSVXoTRgJOX9cE19l209guL8wDrIC0FHpCXIA+JRqaIxuLR0fMTT/z9YS4vxEo3rSpZeO0v7Fh+zZJCusiYiunEbD5vZhCBv1xuwofh9zGkTvHFDDCXodKJxhujc+PZF+8/e+yHPeV8INkUnJ6tdrZym0niP90djGB1cQb0ajpGS4VxKrgVuSCUBk29fYRo4nhkwmMRalIwUMqHePGSuE4tdEQncRSKIHEqCmt10Wax5FCdqi5eXv3D3wjfsDf5p/cWTveUWpqCLBd87y/2XTg69Lr37F60spmxu6xOyPhdkMmANRSIJSJPfuXw/ofPMTkR1IrZYfCn/UcqRJCO8ODDFzAyc81b1+cwMkO118m1SJKHHhpLU7HIhUMjz993aqB7WjZTcOVkKHLDrjdeveUNyXhTtsAkkVMrjjFBFd7CotEscnNXZ0ma55Z1+NfCpYBoTvP2eWvcGlQdFbxpvZk8wDWq94ZE8+uueufKxZuePXL/JbbcBQMnnh24dHb85nfuvPpnNkbi4ZHRNHUEIxrYcYz3ZxP9ObUn4+TwFYjUUbQPP6S5PR/PAaTfvQCWhby8KPMc3udCkV61n9QTeryg2JZht0xnLJApzbHvGd2mfxx8OTF8JK7+aTVUTGidZdPK/IR60V2HRZXouPTBSTOO5fL8TOGZfzg6NjCLXgDe8nOFPbetveV9u4UfXTYEnEgaT6YKnGKb4z44eNDzBYaSNFGLuWipMFdk1D6N0i0S6GgI/dGvxZaulesjHOOPxr5yZREdxvTH2hPzEXLmKQplMbFw/ZbFrp8mQF4CIaaiFaH5gsQGE07rZLLS6mGYJZoUdOctq0DTlde/MfTrg/E//Gwukaiefm6wZXHDTfdsJkXepBrRUUkZzc+OZQdOjzOIpskSFAs9QohMRms+V+xa2rh32+Joodh9fqp/gAuMnSMfxrOxQR98445Fqzpj9HEuPoy8F1cvbdk3JDVLqiUoRTUsd82iXz9zfgqDpOvXtCCZY0cuTYymUw0cWCXxLoLLfml2cllMTZdXblvU0Bovc7uyNvuWEcYJCWLzCBdGjQ4GDz0b6j8rGv14ki2fWPZc1rxoYzTRwkZyHRMLS0rE3pfR+7EeLqsSnwyyT/iow+cC/VhsNQDiEwvGkRcrbdwB0ta2bG9mqnd2/FwkwuaG6MXDkcnB0Lrri6mrCw2JKIdlpEgQBzMyfR2Fw6soQ0F2hAhxRVVD/lPhEglKUWCcHikFCzEOqk7F88XWSTMQWZcGqeZYA5KBe2GyUC5UIk1RdhFJCXZlr7/gFJjl8d2RpvDSmdJAJMSZIQeVlh4pnoxUuCo1M5hNdiXk+nRKpDzGkPywQsZObTVe7MSVYK1dONB3wk3fD8bPPzCUHS4wDeCSN3ZnbY1HNjII5OZHaOhYuRb5x7mEdv3jca25W1/e6iF/7Jcht9kr0wkG5ltj4UXh0JFc6RIn+hrCmcH88Xv7xk/Obn3HqkXrksWM1CUZcFkDpASEHxAxdIyF2CHT3CeTexannX0y9UzQ2CdluSz0YH/1sf784NKd57a/ZS7WjEEYGTqBV3JlfqIhyKT/Mm9BDS4r6fV0BI8wKtczZS91bivvSQSO3P+V08P3rI1f21rN0A/Ipsp6aipZ9OeRYrWrd6ZvQ2sMoyTagvtZciKxbMIeT9GT1YpajQdLxAJJUZCF6ErqvFiGyPu0ILd5hO1ssby2NfXHb9whKxvMIVRRerircaBUppiBB66YV9AFYALPj0YQe1zhmP9IY02/USxwcp8bpcPnDww/d9+p4bMzXDxaiQanZ6q3XC3GFnftraDRKc7InR3oyMgFyJok6hz4yff8h3aNHfQoTbVCzA/lm1hwL0lRJnnVmNU2VigqZqe/VEg8hZlgoDhHN1C5447g3q3xP/ti+DuPiwIpEakeevRC/+lRdLE7b12DOAvZomDhj0uampP7H+5+6utHGK0y85He6D/WQ2vGYh/197lvnWTsvvmGZWJkRntnrdSo5GWb0AvfPXPosQv5ubIYfKwEVnSsvGX329hQzkAtl+ccKqXNVB4L5asjMUTndIjmQTnk7KkUxytIFb2rVCVKg+X3q5C8lA3p6MTgDPYxGMRvXLmnq33lC8e/f+Tcs9zTNDOae+hz+y8eG775PTtDXdiiksEWZSN1NhOeK1WwS/0fLYcXlpoIiv+0krFQbLQou2W6ZLxeYFWtghiwcEbXqJVpnkBUxFqxneqn4ZJLtHxSAa3n0EBgRZ7y4wCry/VxPgSExpySkIyGf+vGTcnZEtMpgDijMryhaVxMvmp1dOHtlypaRNda0SM3yoSQklE7RVoGeS9/69TAwTG69GA5+Lsfj111XRVzsXLYxm0zrZXQqMIjDsMAfgvyEdQiiAZu5oeV7nuwOiQtRC0YJ4U4Ui1lgoUBOT4piq8aEsMmLYov6R5d8QVYVwg5QBRIVz747nDPQPze7+SbktUDD55pXZza8dqa5VZjlL1t3S8MPvNPp2X194rjdhEIf+nZwMp1qas/eg3bX06cnhgaTtNEyzxBVmKNuri4VPHpp7925szzcs+oL30I7IVgdGDwLBvcAZPZvD7wDB6Q9FwUE+9bNre3lksP33d8qD/X0IjiQ7sAn5gslvAPw2zeLgXe9Is79rx5LfogDwp+hCuUA3G5/J3t7MdeCM9NcysqUqTFTjZ3rW9oW4WinSE7CGl8HLT/mh83Q5Q8faiIS/9Z6ilFJp9/DW4njpMyRSQnVmmcGtrXo3qfGTuTT49gDXxuPHzk4ejsQPWW2ysdi0Ls48eeRmWsKf/ymgAbQWSTjFQqT0T/Bmb+H0RVtrXOMXaPFiPpRjEQufvlciobKmIAxWlnaEAQNUNlpui8M2PZaGOE+1Mr6MW1zrqsox7lpuRsc2RZV3wb5r03z5QGJTIS0tqlNVU+cMTb41Mnp6m2MuoT1WydDPkAOcbB0f5LiZYeXzgAPpIIzw3kzj0wPPzCJKgY9aJaXhwK7kpEF0dQGDDOkbJibV0dUpfNV/8LW8q786Ofrz72wpAwZqr3znDw5lS0u1A+nS/lEqxOVQd+OD7bk9vx7rUrb+iiZS1yhJciT9n3EZYqHmGfzBRjdxzCnybSSymwCCSldoS/01d5arg8tPras1tuz4cSmILRUznAAuXFqPEpcaniCz9S+xZ6BJuO3SlCmZG2dcWr7ikffeCr5y5m1sRv7ahyoJlMYb3fEiHQikdKVCTYMTjXxsnLjniVnTNaoY2IAS9ETrgw7h0Y+7ERrT+Ch8J12K/Tx7ieTgz7rPckwYxy2hpiN+1c5id5qTnfw5lUWltlxVLjRZVPPvjRAIddH2NSlyjVdiqxKT45Mvf8I92HHjtfzmNZJTCbDjQ3Bv/Le+Ife3c43lqupKXNRcMtWK2vBbnh9+GsOSWI/zzyxlxMnGbKLkNR33kvmKFDjrLPXWLICJ4/i+9AasaZp7xVzkCbQ1TvTLKnq0tXlv/4v6N6T/zfLxUuDFTE4Mzg3H1/9iyq91vftbNjWVMuU8B+HAPZ0y/2P/qF/VzkE09xwceVCts8Nn/KPhk3s26LqZynvnq0oS2xYkt7ZiaPZKPcxxMJ9Z0c3/ftU/0nJsMo2jHpEApevfm1r9l+e0OihXOo1G8Gx5pgxIzIX+GxUMkumll+iEaTwJa2eUpagiwHZQpNNeNbIviEbxALk9JqqUGqeudqJFTvLW+65t2rFm/60dEHhidHoHv06d6+7tGdb9uw9sblbAJkg0iim42nmgIrMwsj/4/jiwjloZ9iipMtM2+Z29PECV2x7O0+lgu1b/O3mE58F9T5VVhfkEdlHpxVWkKd2q85TpfNePumzYtjmMkzquXq2fbw0zJSdEqXx4xHBB/PTSwmogzk2EBy7KFz3Y/3RpKB2Uzw1z6QuPvOYIDDTLrIY00TLAkDyplh8JDjV+fWBkTAQ9FQvreavQCGGlE3bUSREhtmgMkCvBQjvuZhrkNrEc3LSp2MgwO6/77y3z8a6h2MPvFCsTFefeZrJ1o6Uyu3d2ZmuRNUpMEiGNPpvhNjVAsO3bILvFbuXX4gLRtgqoH0XGDzrrb3f/Tq1o7kocPDY+M5dqgD5cnBZQTphHt7j54791INnZcAlMPRuAzc6x9BQi0OhFDhM3bftavrI//1hq9+7sCF7pkGDmiIBq1OmBYbrBilLeaqvcdHt92ygitivQM2uqOd0MD4UOjws6HebpmDxcSaCvumupoWbYol2y9TtNfz9C/4cjIE5LQvnIvDKh3jRppEkyd3L7CYwDb8Gsp5UqsFvBqXzAMgBQEsRbYvvyo92TM3gXGcHLvWzr0cnBzM3vDGxPo9gfJsMv/S2upMMhjHSI4wqYw63L4aSj9pMNQGKUqUh1ghNtnefGrb9M7D1XApWGbs7hUyHbhXOO9RzI1m23e2s7fcahEQbuKBJg+qi2JbkqHWSEt0BQceMKTOtFP89SHzcLJbLtoco8LMXZhDk2Oa/Dq5aF7qRmz0y2JXCw92tLMvrf8ZFO3DqKjDiRCHNyDAzUqbExEuy8irTlj11HXIXuEDvDpvk+bATYYDLp8Eu5xr0pxU1DwVBEAHiQJ77nkOAVPcFDQioHpHJ74zHumKyD1Nl6rlcENkrjfzwv89OXJ8auvdqxqXJlmaRFaM3W34LiVU9pxW2i5MhFBEJ6OCyvfwgUdTJDBdDHy1L/Cj8fDUhpvObnhdCeUmYwK95lPrD/EkonHoQyBe3icwHoC4lX3P03MQB7dEJI+K6cmmpaf3vrN07MEvXTg3Wwq/ZTEHRcgaaYKVPWVYgZl4pGbyS0ZzAyuVqGBxHmMOD7zYiMKtLmithBkpYgJmjHnMip/1RurlwoBNC5wvSL1cMq/8qyWcsXshnafroO+jsaGMF5LlYEJiKpVqnG0+uhECFvhHXmmYhHrSq9ERduRiyESKQxihky9cevKrhwZPzyRS5Gxgcibwml2x3/hQ5PobUYWUS7PST7CpXRLMowKELGiNlicHww9mAXJkE6crue26LQXy3s1SwkWE+rYovJkYQKWdLmE65bCuYQ4uSZRgJUjxK3oNE2qmeq+ieqcTKr/97tBV2+J/cm/poadFc5OKBPY/eLb35Mgb3rdn03XLW7sae44PP/g3z89NlpJNMmqfJyLDf7nQDMwDvtyh/Ap7Xly/e16oF+Q5ALiS2+LOe3vAnmMeAJ9MzGLJ4PRI4YkvHr7rk9e2LWtg9aOQKe9/7MzBR87nZsuhWJWavbR96U277ty4crcq2tPUc5QfRFcBX7mSKj2o80uSJcsZ/gcCt92wIZMrmR13cEjL7pOJRNLcx0xJV1N8aJRVIlmXV2TzXx5yC/DwwCFY2fXOisCW1dcs6Vi979jDxy88Tyc9M5J57gtHB4+N7njv1pVzoVR/Hru0wpuTHIeEh8qP2SO3YKjH3CuHemB+x7wo/iDPfTnMPB/vEwexvGLmYcBhMCSWQYSY5D+XwbZMrjMSK7Njxc4WO92pByzRieA8mueaa3gotlA0GinI7UYOUY8NN4r8+j1F1JrjglWrOXVsNlvoyIl1UToR+o4cJvz98Q27+Ej/jSEOGiaO7sgeeMjihUWyxviFFy8d+vYplg2m08F3vin6qf/EchtLjXLkRkWib8UrkfDiR9sdjz3PIaQkQfrgS02Q/s1hygOjr8MbYdLauTREOgbgITA0Ftnx5Ieib62lRmXFsZDh0HPlM5+KDv5OpftiqTJVePLLR9/2q9c1L0rkM+geAqx8Xjo7NdY7HYmj3ZLFLhGIL7vxESbZM5YNXHXjkvd++Co2xO8/cGl6umCjduPE/7bosVgixqZyfXyp02Zc5TsvCqVLJkvoU6IhFPnFly9dddWSj/7Gjf/4tweOHxpNppiZS+NpQwKHQ+1cGVCxSe/S2QlONSxe18IpZFmoRtHOjvZi4ORLwWPPh2enwujdWQRlZbSxY01j29pgOLKgon0+q25LMs/fz7wl0cq0rBgGAptXtC1uTWHv0goJAIzau1o5v8WhPzcPhUdJhyRcqVxOwvPxk/M8pT5SXMpcsxpubN/AidWZkdP5zBgzmYmhyINfT+/piV/btrky1hyIYUYGehpB6DtdBqj4EDyv+BhFj67Edxm26F6Q578gznlgHh6P+Lzo8z49MC3jsmpdiRYTQ8vY7D679Tg2tlm+klTqo+dbAum+NCPtWHvM2SejmeSxwT2okUACjTs1jhMamDuJlKrShdsDKpEP0qFlS4TjnfGx/WPlTFmKILmoL6ly+mFfGfKSDVhcQZcMpwfy5x8aHnxuAiV8GPuPlUBXMLgzGVnG5JLhlGa8THvdBww/9llQrJooiUrZkzqsGyQkV4VRwYrLLXR1me3H5rk9R40Z14s2iV09i8PBllT0dCHUjeo9Kad6z3yvb+zk9PZ3rVnxmkXSTXLxlTDDGdIqF/o1jKWb+1mhFEP1crudIzFFz+JiKNCTCdzbG5mYzexev/4fN9ySrUYaMMDJaqPAWh5oMnh59anGnKRea5EljcwVYCHiZJ6Xiw4q4c3QilhCsUJ2LLlo6Y7X33q075u9hZF8+O6lYlhCVu8FkcDaQ6UJV9isPzG0a6k0ih5+BdSSQsNNXxJpiMYncyx36UM2SAkRZLTqbkZoGZam1toDhyN4B0AQa5CD4dX9EBMOQcf4BpfkvVKVTyXCF3Y8mmIcMyBE5xWGWcPdTBYvoQ+QLDrLelBjS3J2MvvC/af2/fOJfLqMkd+p2UBjMvTL74t94v3hxq4yFpHJK1lQ0WSZzJS4YBGH+Ju3olYSUNTkMxIPVNJHg5P3d8jNqZIMB4gfY8Xe5ivcVhi1V6aeJEOEpO/xSpf4apIgITHkU37kE12ybA4JVKarq9dX//z3IzfdH/6rfyz0DJRbsIrTO/P1//30jXdv3XHLmsfuPTB0Id3Y6uja/SJy0ftou04D84Avdxig578gKi/0csc8eA/ApT//1wPwHPMh9Jt2g7MKw2fnfvDloz/z8aumRzLPfuNE79EJ9piyo52R9p6NN12//WdaGjtzXGUsJUyKmKGyn1fGD6zWSvYRhKdGpnqP95Dt0iQsyI3nqTsfBmPR/tO9+EFCavhlzzzS/k+IWixU703Jtjdf9/5VizfvO/bQyCRTgcCFZ4aGL83cvKSrq8zyQjgryzhOhRVyTiGq0TPMHn7PYRD/os8aUp9rHgZfSM15Ocw8H+/Tc9Qiuy4viD6zEg/Gx4uJnmyuq6WJISFbS0T/KLlay1kRPL2bedRCPHxMqRhFh0LYVvGOikoFv+yZ5+l8SpOkjZ4wphvtJKI2Xi4GcDksGVYYYrzV9P9z9yZQdh3nfefbt9670QAaO9DYF5IguFMURVGiJEqyrHiRZI+XJM52ksmMfTyTjM8kOZn45EzOJLFnnHiSM0nsKFbsHNuyZYnURskUKZIgAZAg9n1HA+gdvb39vfn9v7r3vvtevwYBSsrEc9G4r25VfUt9tX311ZZOc4qXq9eYjdJdqfELtw/+3nE2jc2Vo4/uSf6jv5OMZKrlOW254Wlqhgy1KPrJaoglHM8PtWi0so1UBbHMUVVbKxr2tl+H0Pfw/ENRmiI7QLiB1cpcZNWmGuvy/8Y/qs/M1yYuzf357x17/m89mEzHOYGA+nft5MT8dIXxNqNuw+txhViQBitYWLhULEQef2btT/3i/awnP/jmyEKew9obWmmDG3M5VgXsNbvytc8mh8X1Xl7qfCmk0/HJyeL+N0YefHDFL/6dR/7g37998LUb2RwHdmnI7cfSrAjwugAkFeGCxZHTEys39VC6GGhx5tn4zejR12OXTtE2xNJpLaRL5Qa7Brekc8u0ikL6LuJslajjBLQtLLX4h5kP3OBjmRafT+/RmZLND6xGr99Es1ND4gd5WO+JVsCJkBg6md7rHNU1MLD2obnJSwvTl+psmGed1/n19aGBSFJ6lN9vLoL2WbnDbwt7HllfRMFn4GiiEcIb+C92uFgthFo+w5hwU2fVDycquSsbdMjM8HluZVLXbKUOEWNlv33i9tBHhpjfkpXclzpo1e/Y2Y/sp0KxB1siX51meA/SgIxyDMHRc1S4vDWSG8qVZ8r5W3nQ+cqx5CrhS2UhHqs/a0VOs6pFpr4/eeGFWzOX87K7p6Icp7gzGduRSeZiUtk9zNaqBbII6N7BQS1aHJ+8p9BxHNXCQoHj2TQzBS/1SLFQtCvQtJs2KHLSsPycc3XSIQwwB44GG9YoSnrm4Ix5GsD7UvHlHDhTrNyM1OLdqekLc/t/88TGZ4fM9J4pzVHBTLlFy796O8MpkKw+EWdeLkiwTmb1yMX5aE+i/rlN9enl8f/EYSya9qNxqWP4kfiNdZ/VRu402DMX9Zu6xzEyVHfjVBnsOwIfOQJPRKHaSmnQ4TixL6yPbUnXLhQSI/nIFtbnBVFV1Lymmv13DEKyEwsLgx3MITgNk4TwiE/JR076Eg5nKNdox/1V0WBA1UlUWGNEmpyQA1HjAAmRWYyAbA2LU0EN9eIXVBzVUBCp5WaDWgXRNc1mGm7xRQvYk80xIeB8eBuzpmuDL1S0XFIY+7Ivk12J594ZefkPjpx/exTzCauEx6fqD+5I/PIvJp95Wqba0hT3cnsr2r2SHeJKtCxHJBwnJd4WQUVRlFDcM9Hpr0Umv6KDe0LpciyFGQPOfQInrZ3jQswLjA5n+E1MQl15wD9AjC8hqARkammGrqLyuc/FH9qd/s3/WH3hlRILvln1/vqXTxz+zjn2qua6yMFGWXCl0dgXEhxhn8AfT0Jd0GJHONpid4tPW/DAk8hht4NteQcRAkdLBPdJKAlNd9QvHx1/8V8dnB6dv32zyMXhpWp0Re/yx3d9YseGh4jDgY+yTlnj24KHUHwWC8SLJs1Mw0WuXxw5c/XaqctEx/hiqLxUtOUQT9EDkrdOjkOwoISWy22hbyG9GI+4isbcqvfdGx8bkun9GycuvVXPRvJXFl66culGZ+eHOgaGEpkiM0xslPRpgDqcIoc5INdC6J4+PbE0/7RgaA70vhbHafEJPnEAE+a/gdDSRbAiY1Up1TKn57seHshlUlIELflEdlJWtdQGSK6FkjLRLHsfJUDYyOPxufk8RjWyzPodq5niwntA5VdW+QSskpc02Mky0tY2MxgX2/oxQEuHQ+Ehw19s1TuSyVwiuYDuzu08ucTCZPHNLx6dG82z2GtoWewf//epvhXVAhtS2WjWGHU4TN47LKWAn8DRFNU+wkGB2zmCzwBqsU8QtJTD9dGkvDxV2/dw7O/9Uvrv/4s86wAuHhp97Y9OffALOziVdX66cO3UuMTDOnWb5QYbtHgjNxTlUqleLtc/+mNbPvMzu8fGFo4eHaVD4rwXF6ct6QA8CA2YDxxBkHM4/yCUfGdgwBHvBw7cuP/+5b/wtx/p6Dz8yrcvJ5OQdisRPA4dOHZG5u5YLbPr6XW5rlhhoXbyUOzY/tjtSQztDKFL9Wi6c9mGzv4N8Xi6escV7QEPLSy1+LfwzyelNJtJvXHw3MjNKa+pV5GzsqciJmvX3EJRdzxzI7dJ2EkaOd8TrYCTgAfDwJHYmPNj3PnKqvfJsTN7ursfXLUO/UkDWb8aik8/c1vcAbbFjhb2HKBjG3fAf9g/TDFAGHC+2OHitBBq+Qzw+JFJGNdiyszeeX5bNZXPr74Wr6K0eFW9NFUsdCY61na0rG3x0Eqb1Rr3Qs3ORJoon2cKPRrNEuwIODS41QaVa8meVMea3NSRSXJa+Unzw7b3iQI1Jz2Y5kbVKFd4dCYXbhQvvjg68fpUvVxPdrPFoD5ohvbVjB5QppUZ/or2tkJqSWXzZ3sItgtGIk/u2zxbqLAMImCfg9Y3remOjuWttwORlccQipCzUUTCno544OMcYNGq90hkKBHtjXur3ksdnENbO/vVqxOnZ3b95Po1jw+iFHO+UbxY7b08leCsuBwVV6wFUnUOZPJIX/2JZfWBev1FzdqqwYYuv9OzedawC8DLkBDwIp9kJpVNxW8vFFmz4YEElFwyAtrOAYFUgjMloUa6pPRH658ZiszZnmamRBxZghpo0Gw4UOV2oe/K9NxQV9xd9WDIXRzXw5OIdCLenU5P5BcgYvohSZDWXs5nsfpJYVz0OKboFdEYgHofD7t9pim+LJCM5iU+X9IUN8ZMTHWwSAau8FcnTKj+NZ5wQp0Jp6MnM3+7+MofHtv/ZyfmpyqdPdGZeUZT0b/+U+m//TOxgXX1+gzb5KMpWwAFQSSlt1F25PV2uWkOPgN/CEsyfNujOuFWXXged/Pjy9GSEcbs0uXyzlHAR55+zIA0zJOE+nRteHv0t/5B/LGvZX77S6Urt6q9nVHO4aH/Ex8+k7QDYSl56NpwalAN6bpPn3wjfuC/OCjsE0QLHOHQFjefi58AMHC0xqHHVdKUiVFWl14+NsmREtqoX48+uOXRR3d9vL97JZYB3blmyz1pAZuLjxA2C6eVBKFG3uOBL8olxzD68Zx/Ww6tTAk8CHW57YMuIu2RaoTjUi66A2fmC7O9nYMfe/Rn16800/v0BAbOw6W565XiU7n+vZnubCyW54o5cYhMjKhP2fEQcBI4HKl7+mzizv9oweB7N/0ujtPiE3wGDg8+qAxkNJ2afC0faTsy8dyVYiYfj/ZiOfE2HZBoB6Hmi62Alfj49R55+dJoYsv/yC90V+x8Rh/YD7jjLyjZDlmkhFUWIpwc5xUWyV88iBWPsMeV+dJZs8eyJ5tZuF2WQa0aOfj7J0ZPTkfS0YFs7J//z+ldj1Uj07qvwHgWzNJPELrYsRgoiENQ4HaO4DOAWuwTBLVx+FVCI13MLT/1udj4VOo3vlhid+bRly71DOae/Ont105Ojl66TVXlUUWyxwmNd6mI2TbymS/sefZTWy+cn+SKJcbkLGUJdBsXv+W9uNYEPoGjLUgQioNcglCxVH377Vvbt/d//pf29fRnv/knpxhIJHVCQtMDP6l09Mb5qdtjHA7Ud/A7tStnYDKayeiav2RuWfeyLekODO2UCgZigEtXbkIR+giCnKPlk4iBTxNQBMNT7MLlsZNnR0L+DScEuWsil01Zr0GWeKkIUwkwL3Y0ELVnAGykSNd6xjoG78t13Jdknps/s3u66mkoAiHzFXaH8be4XbRw5BafIKjFvy2eMN0A0MVsAW/5bMFm+UgHErNbVJOdJ3dUk4Xy0ERkATUWYUS54rNjTUeqL4XDCdtJ3CMqhYbTDQuT5QtD6T2JidJ5m3kXqMub0I9mozgdv3tbT/y7N7mPSbRp+Cq1hRsLnes6MRqyhJ36M/7a1MgLo/kreZbW1HJaGbIzHd+RjndwS6hVQ7+K+ZnfmqZ7/KbZisfz09OlubkN0flYBxMDDcy1ZCU+Pzd6+YoOwxNhWutG6D1SakSHBMZd3pjeaTfuY9V7nFXv5VvsxO1MTZ2d2f9/ntx4bGrnj61Lb+hKXZzqujLN/jWJPsycj48AtCPGM3nMcQkxiGiZVkunEh95dLgnx5FIqBR+bHAYksCDT0L5O3j+1vmb009tX7VpRS/3MXl5bHCupoeRMDxAtyb+2xdH5W8oUNYXdEmZTqV0JtaASkCeysRqmb4LEzf2rrKKJfpBKA644wE/Rvc51nu6A4YZ0yU5QT17+fCDsxMD8QT6uZQkgQZvwAJMLZ4OqYts+JtePhI631kuUe4ci6x/h+N7VOXtocd1CGCJZTwaGnnadQONRwGmZHblqot4KpO8eOTWd7/0zvl3Rllcwy2bE1P1XZsTv/KXU889Qwmolae0fMIdrIb8wOqQNJDe0SWuTXZSHKQGUqY8hhUUgm35DIUA5kVsxLHyQBwC5OlI8B3I20EQhp+xrQNn6lFOwkmmqz/7udjDezK/8bvlr79STqXqOv7eDkZQbAp8gbWOTaXR+f+FfktEXJ6QiWjvqQmHIVQ6VyuUIoOd/U/c96nt6/fRtJmhHZurp1S834bE5C7JoxRrQswel1f+V5tfd9KuV8Jc1rWJ9R5epFIPlFmIUSjlmWzdvemJoWUb9x/7xvELb7GzZSJR/uoc9zUvyPQeT80WOZ/aZbfH9ntQ+AsVrEyn2/KrA7/JS/O1ozO11R1WEVUsXNmgCrDqGrmdeHf9uVOrEkwfO6il0xuoL4qC8FwO+7Qan06u5k93ip2nL1EsbjgUycxgI3EZRvOFgx42nAdhlHCTickEU4zVjnz57IXXRtiQWipHv/DJ7CP3xSbOafog6HaXZvm/0ZAKt9pl6j/18fTbJ6LffavAIZlv/snpwfU9aO3z01WulZAZMfSQTUwY5ToTn/78fY9/aP23vnLqwqXbm/esYPqUiMiNCKHo7+F0+XivIBQYO+0t+uKXT3POzCf+0s5sLvX1Pz5Od4gpJFw2YJ5j9YrzlbdenKymBseuV9HjGXJEox1dg2ZoT2Q4zAyQKKdZ/cgeWpaOZLbbG8q2knGFzW5rcOW4NcIP/K0+kEuLB2rFXRRlRrCmtYP2/TazPzBHP0oEjURhdY+Xk+WOnrN7bne8XcrOROssaq8xAu/Z0UMzbf13m/JKfsWjyfHS2ducA4nhPemZ21Wym2uD940FXcfTlNWUsLVi4VahMltJ9XNqfrRwq3jjhdHxN6ZYWhftiLMepr8e3ZNLrLHt2wUztLsS8EORCey5ChDPZq98/cWbr7/WUoGNCuoQGla5dHs6ls7our6m1u/9M+KEQ3Jsy299ZSLa05HitBnOnKl0Jjl988yfXRs/Pr3tF7Y8UVvonSnkdYmlukBJtvkBFav/zQLshdJMlCu1/u7Ev/zFD25a0dccfcmvv/Zvvnn63M2/9bH7P/+B7a6/WTKq34986ZUTf/W3v00+umYd3vjTilv1Wa3QzgNuMbp3j8x0jM3PDHUl8hVZDJ04/B6KX7KGHTkoymwkYtFsPM7EV+La8d3TN4fssgjfpNJK5Af6ptmpVpK1ig1bhQlxMxCJlfLZem4uFU92anU7vKoPRkTBQzVQ08zA0tSUbGeaw7xf+/K7b/zpifnpcq4jMl+MRguRn/9M+u/+fGLF+hqnlZXL3oLRQNSGoCE3J64WKQafXqj96KWCIcYCloKYzqflM4imDPMf5/TYsLwgxOWjF2QxnU8jyAgTQYtK2QFVrm3dUf/X/zDxJVa9f6k0Mlrt7sTcwqUk1PfYnodWLF/ZWSx4C2qNiHg2y6zHSiMNRq7lRSTKBoMjCTy0Kq8lWvjTB2mSTxDBkb4zURc5hCeAhhNWnHN9aezCmYlrl6ZY8kRYgaYzGrl/00OP7fnEsu6hIhetaQ2hdm4KQFF+4EepCXMddrdBHtbZ2wQHXqB5T/YsDvMGHDnGaKS3Y/Bjj/wMB868fvQFrpipY3ovzl4p5p8bWP7JnUNd6Xi1xDZvvyQFhP7iOzCIXEzVb6bq7txHTCvZCgNxlieor1ITZlmtt+4Gqp0+uvb08bWkm8VNodxCNqEvTyxBJbtbMYGC5qtMN46GLouDZZJhzs+nqS70Y7Kp+LUVvF4kOKVniUQH+7u+/8LJI189y9mIxTJNevRbr1Veel13hGlkfreM/DcXD1Ey/5FJV2fn1WywGLJerL707w9TbVOosm0SpnqF5eXUkZuHXr9y9vj49oeGuNODMagWDuhxVqm7SSnlQGUf++/dxPbjCIpRQjqToKn88n86evzdm6lUgkOEi1g8F3OMKhWLcEdE57rhNGdCV0tcE5vUceZzEzeO0qVZIy427v1xpWgpuHBoGzm2A3t/bLTD1PCTAbBQrWIl2TW4krKuU0DU0i5lPGxA/kV2BQKPcshMcrank8Pddx2q9ZRJP4cxprpTKseWRUHUIL0UYm4fKdZmrhUOstRd9822Fiy/n3LAOvFXx0x6vvOX59KDGe5VHX157MaLGNoL2N1rOfqEyNZkfGcm0cmtjWZopz1chDpgQ46W0JbPcNTWoHi8NnN7fnxMKBY/cIqVjAUSKgutwQ5VgLDlMxx7qSANitC86xF2oT+YSQ4l4hw4M8aa/kRi6uLcm//8WGRVfCAXG8hEqLOIDS5AFX70aZ6Bv6OFdyYVn54rvnzkGg4+6WlYDPPU7lXnRm6fuT6dTWl9c6FcWTPQ+dBWdsxqDX2aAwUjkW8eukRkVg0x38RA+dHtKwncf+qmrlhn6kOX20c/8dAGIjvzMyDBI8NvqHsI/HGY/JjjiKVnir2Xpm6v5pJw39dy0EV2/IOZxZe3OfydGeBY/frx7RNX1idS6IYqkH5Ml2g8gtT7Yfpt8XdwgXjCDkWme9I9oayhbzwqqLfObZ6p3li3cZIZEZbxQEudsR9HNKzzk6E9k0imEpePj3739945//YtdiUmc9Gp2frmtbFf/sX0p5+jd61Wbiu7UHODZAQOMeGjXfx7h6DFkX9An3ulpfjs3JB93TO9/9wXYo/syfzz/1B+6Y0SintHlq1Utdnbhcc+tGHT9gFGOBXN6kh2ANKx0ZToM/SAM+zhPpGVbSBnuaeeFhBBt4DhQWbJPN1+sKfFZYvwKDnN1IXYSIPJAvnUaE03MpZqdPCzt/N0nxRajk8Y6Ol9Ys8nd254BKq6WUmrPG1b32KkDtf7eIdF8z7AlwK5G7ReHJr+GKswSuV8PJ7Ys+mJVYOb2LF68sLBeCUyFa/80cRIeWXsp+/fFuvrZPcMTQnZIA3RJLkU/bb+LpfD1aRttLBnm4LhB98THoA8VF75U7HA8soIPtMduTFYvZWQG2tsZyqd7dTUsVYnag5McABBLp2pXD6/4ug767XGnbMIpFjfzbOoKAsfj0McRiJ/vulNOOtAxPVlJT9VuXpx8Hw5vXv3lUrNtc1CQbjkYJhouDp60hfevXnoD06wVGa+Gn1qb+Iv/0RqoYB9QaNuYjaEYNDv++VxtgS8F2pcNdxE5mPp5844BafbTCNdHZG5fPI3frdw7VY1OsEuAjsFclFpwIMkz80UD73O2dasWonoHlPlqR6p7TRkctm3vRAOLDcb7iUxtQ/csY2+g8lPTwMEl1MoFnvG2CRk4qYxSacT8Hns0BitDjqIy4smLHxY7kSrU/XKdCyzMprMsTaftSJzt69rnkWz+8HTzEHg3d6hItSUzvbRwr4OJOwTuH9UpBEzg9UMq6n7+/ri3LKiWqAsV4PvDWHtW5zABIHure+ln5Y4jvs7JG9pTA2ixLlL6gG2MMOOhyBI2KjFlJJqtJYoZ8ZXdJ3eVRg4zbmO1GJXYh24laYwnHNzdG36VvG4FHeuf6HMhQlYUl0jIW8j4xT3KCdNFicLHas6Lv7OlVvfHUPSic4EBa4nEt2dTaxLqcDlZQygiAsNHLoC7cgKm5V65xkmqqAgUrNDIC3pAG2Sw1U1kdSEMECuusoyXg9ROA4sydcQBpjb87koCcQPZEXyOIsHfXBFPNLbkTxZqJxnL3BHEuPN6+erl7tin1pRv7+HReQsiREj1HkeHPZrbuPE8eY4pTlm3fmN2bl3Lox2pLk1gjPdql251P3Dyy6PzrxzfqwzK9Myp67mixUUd9jm4c3Bq8cuT/DOpBOo76VyZdOqHgi9c25Ud8FRN8rVVCL2zJ41DkTkQ4+j3sJYkFKYpsOno+u9OHntwVWazrXFaPgrjuWOYVAymZHPJOPV6sLohS23zm1hjTsyYvMtsoRRjEK+qA1Q+SCyIHGoAh3L5y5garEDMLQKgdof3LgiRE9Yzc/lrh19YNeKw4k+bjZkF67L9UZpoSWXva0zlZ8rsynztT85xmEF6VxkjrWm5chPfDT9y78QWzdcqy3Qoso6Audlb1+ueCYVJIn0Bmz5DDdIuHTxdml0EbyUNgOG8YRE0cDdFiqgGHYQs4ViEBoggcUgjiNN9pYKUQaa27bXf/sfxr/4ley/+S/FkdEaHeflc5O/+3+9Mbx7BX+5rhTXyGphIgY9yzVHzrldMl0+OlrOH609kACKO57uESz57RcAPAMo3EC1+IRDw3gUzW9whNMeFzlgyXlisYPzyZtzp98ZuX7xthIRZUwae2DLPg58XNazqsCK9mqZ61FhWWitWDrYpd6OYpDAlmhtQwO0zhF8hmHbeoYj4CYO74D0XYIovuYCaVsKA10rPv3EXx5etRv1fWJ6lLz5w8PXvnpxbGbbhun1q3Rjme6IUQujNZFWHgFvIbToU5UCEBgESjw3CrK+Fj8OA2+gWuKChW7e7KaktAl0EV3aEMjJbGEtlhfbMEgzxxLQMCLqAABAAElEQVTyuUdSdFLxMnOMIsTNHBjStTvcZ1FM17iosjx6o++d/Zuq3MWcZOWxa7yNejMPYYaMH62oDnIkAHBBQWTvU2TlNNuuOlwEYEmgdMeOHNrQ25lft/FWoZAimsgS3xglgZnO1Pi1mRf/7ZvzXLUYjWxZG/v1X06t21Hlrh5dgx5ISlWMWSPLhYC8c7ia4mIqmiVMWqMjo7rRBBHEwTdwOwc3PjTH9SOQde3H3k2YA35QXsJ4QE66UzVOavzVf7bAzCiX29JFGn29nZyRmnOTgmyH5iK0xZFoiDIWKxbnt217/KmnPk9lt9WgRoAejPlgrDY6FAwqQiVi0eTk1OhXv/qbnA75/PN/p6ebo9PdcS4SBnSwf9GZ6nFiIvNirEArv/rKfz5/7lAm2wkqSDPYy2S1LdVPWYNb34feh2nh6orsyO4Pbxy5urdc0i5QV9G8OEqgNom6z7ZvlR7LOOegpALEXCK8hv3bwjpPKEI1LHX8YdeRDvC7yO4z/FZko4USCB4dk0Fd8dItoBYM+ECLIRGC3xmrrInXSto9Lesb2abCgrkEhALVI3AxYwJXRrdULhfLezsonz1PBTUcgsKfeM5h+Dzemjn0KPODf9A3mQOPJuruM/AMPl2j5xB56FxCSARF0KzaJiXMZrWOkfWJc5yucU2GMFuNbrGgbqn3AUEOD+RVDI2qtoAlQf0oyaBUi1dJgJKPQ9nJw4sPlwCudJo+Wpg9uTD7bmnuwnzM1PQShguoxCJXytVzrI70yAmnOZuS6nx4u1Acd/M4ibSL6ajpHZALuRtUwBDyb3IHgC0sBUQDBxjCbj7dg4iYtpDwMN0hO/ItHruWr/+Hy9En+iMfXV5bmdFydob8Lkt8OPv1M9YJnzddVCoRZ/FiLq1xP5u6O7j/IR7LpBId2SSXAwMGHkzv5hA8uUMDRDSaFKJVaI/iMZAQrTOL3o66wlG+MTylwotVQYWf1m8/DH+EpSaNpiAe7bo52zk6d3ttb5JWVFx4j4umDxNtR7Z+7czqayd2EYUN9DpCw6m4AYAP+IP+Cm3T41Ogia/M3+o9fmD7vqdOZjLlMsqYv0nJYLhHKYXl9dLRW9/7gyNnDoyw4SmTU215eHeSAx8/9DxDkGpkgS1gUS4fUACrhANqzt0QQBMPJgTLJLwdSDgmPuHPZlB9uQgt0Vo+F0MFPsTkaUsiQNIujmwemPdq0eTy2l/9H+Offib3L363/NLrpYW8Yp96+9bNq7e37l01tL6PmyK4p+nZj/yVHTueqJTm2HBijQQtbJQDgGmSGCKqM1ALbqpYPP3OO9/69rf+3eOP/8QTT/4kd0KoaadM2CkcMjRxLAOWf3zd0I57ZBO5K9dOfePrv53Pz9KJ2rS1py9WysVnnv2F3bue1jnHwCh3lFwaIvi0nlg+1B1+YonskSMvv/znX4yzICYaY/bg8qmx88dGiwuRVEZ3PzP837zu0c3rHx6fm7s++S4Y6FBVza2OgMY58G99jC6eRggGPE4UzQ9qClWA9wi/ZZBzBJ9+uH7beIbQupiwZ2knQEQlPZfvi2K6+LwbaImJNYZ9t/FEJrtyz5aPHT778uTkVW7Cro8XO8ZOVS/fHN++sdKnGTYVf+0k07wWJBpIDG/7TyyNPFVWWNkSKYu51MvDYONjqFm0IA1KmO0z91PnY2lPF3jrzbw2R5FBKJM7BZl1tFi3KSnAohKl0BRoySw7FIlYNW69Kc9MdRx6Y/PCfCadka09hMqn/UP59cuW5Z+Kq2FVoUskK5VS8u03h3Mdhf7BmVKBG4ydBiOzHG0X539/63cO3bhwO52KlGPpn/3rg+u2TFbGqrJZWnVwDFrKORW7cdxzwDgSwB0uh3wqo2O2GKXunUwfju+VLkVrLsBcw9isoAuPUsWYiNvV7+oRO5r/b+ipeOCJFejjH8l858LaL//nEdqV98BlejPcuWhgK5eLy5dveGDvxxBBvmD2b9o5LGzYwrl7qMKctlgFgKFdTyZSKs6/8MJvpZLZx5/4bCyWnM6zYkqhdOw0Uez/AQ/n2Kl0M+SrRboyMo+fOP7KqZOvZ3NUFkkVtqU+3aH1IBKFjROBYqMr15RuXFfrpH+SG9QkDFQyRhcLeXfFfPt0hzOChgtjfyIen+cePY01JYQgQlt4qKAwcBGB2hFx1CBNozw7X+IdZHqAzeEMMDsHZ9TAwAKLAeyS74BcEC3wwUGl6ohFbqaiE8z/IyUyjFmO/Ez94muVwhz3bJkABAE4b48HdCNnUFHIko8o6tAhyh6rzXTGqmsYA1QBS87hfVr76Zo4hzocTQen0y8sLQ1APGxIEpc/2xNwqVC2OixUO1ZlVnxokJPTadVun5qKZxIDff3RPMYiFTJKDSVHlV1pthXvSr1UMDIHJHSFjGUTfRnMo6yhIKXKZh7kRE/KH5fpFFkrF4tXCtgvi9VSdf7Cwq1vTEy/Pc9pkvGUrK69A6khltOV62yN1yjKa4k8VIYv7DYPFY57fZYCcf7h0LA7TCXs39Yd9nSAgU/gwD/sDvB7aukGN7ker10p1SaqUa6m+urN2NGZKNcb7e2tp1GKmuGVNba0soHI5YKtliMLIaYmgOxSYVDHrNZA7Y55GZhlqnJNfqzvtmgKsZi88KdDd4DO0+DavEDikifG/Ecu4wPrRHq22Hfl9sy6Pg0v8KUkKbQRGZbp9uZvLLt2bFetQpPAhBjtj4fYoQ2QBw7DYXRCqHz6d/4VZy4GhR23KX4eW8l0+frV/tTB4X1PnGXBPU0ZioF1KLobfGZ84cDXz7z+p8dmxiO5LpZ6o6lH2E60bUN8Zq72xX+nVb5UeTgSAYEFhLx0I+lGypvZtARbBjjhtca0rGoHbIBGTwgdZYnfPvTpErwY1AcUjIUqcrsn7B92NwCtzan2dVc3r4u/ezp99WaZ+yDovaZuFQ6+dGHjjsF12/s6e7O7dj2+afihiTm1R5KSIeu3O0wm5ikg4oMOEssK3eHszOiL5fyaNZt37nySCw84tS7o+fo61INOc6arXTIFH5zEPNgVHVi28jsv/T/Fok4/0EYV8FmnznKdbVsf2rb9sSk7Rkh+KuSRAVTOSGSCCRPSDz/WxffnIuXS/Msv/0cNXuvR6bG5/Hxx7eY+rmVhRi5XX72qb28u1zubn0WFpVtoJ7H/n/tRjGcWZlLJjsd3ffr61NkDc8fy0WqyHsuUSstGJ6Y6suVc2jUf5LS1RJp9klDIE9oAl/fmlg9+9CVklcXRuihaAPNXuXTRlgDxOyFDbpj0soce2FpAUdRjeFQeKHYOJyFUR+MHq58fzyIbj0wrcypgUqXAAsWibJMYslR68LOJQW4oKxTSh/ZvnhrvYrWMlWoAFOE9H4lCePRueVo8g08Pr2bwYJ2mUoewUQ6xuMv0MJt7+40tj33oZGdXvlRCdVBTTttVXCi/+G/feuvrV9ldzeDzoZ/fsXpvNDI7quQEqD0OYIY9tmnJyVVR8yeW0u31CvKSFLWDGReqKZx0qCsJgTjZBngc54CQXJ1r4x1t4FE1EeNG50234HEgohwSKp5GmtSEfNVzqGVBJEPDffHETdQWNRZqjRtCDrtByqdQeOGKWtXJg5EXXj93YWQqm7Yp62J57/Dgg1uWf/n75+byZTfazxdLzz+6fW3PApHpaUuF2VO3It85eDabkekGjXRZd+bTjw3vP3nj6KWJrmySdAGyc/3yTzy8tsrlSYtYUnG0J8xhw4eRQCpy8/zs9bO3OQIE6zsnjqjPN8GADA24I5faummQbCWnQuglo0b6kQcC4pq2Wu3q9UkOcNw2PMhpMLSZYRDotkJRMmKxW2O3xyfnnF3fjYqAQrXjnIzNG4YYB5BTTbRaSPufV0cm5+aLw+uXdXVlmM0GSUBO2eFHC9iggbg5OXd5bNbt3I2WOeamh8uHVlx6O4fGicJNqpqfaiHPtXROzuGwgL2AIjxzsiaLpaulUrVYQP6B6uUAA3CXZHGFDLFhZL1LuJopR0CiLW6qnk1SDbA50rzJQqpugprZwj+loVwvDCRqj64q7FhAvWatyjR3d12dzW3YWX2tlL9dKhcr2BcZSKWTus6STOHPUsdLuh/5UmFGGOvDAIdUy1N8OtpyWVzoMuCrMU23ednUvpXc1TZ2YGL24uy6n1wVy8ZrdL+DqTXdyeGvT8RvV1BL1eSEH1LJ6N9Qhb2XctOPklSdxdpS3JYCUFKoX4HkQ/HukbTk4QZnTkohTEs525KGFUabq3vKlXTlOAu91YtEkNNEKTJdjgxlpMeofV4Kqe9PBPQex4s5BAMqJOPGVzh4/Oj65QMPQBSNVtftewWP72mdqQU351ILkvBn4FbBQDdi7Fqs916aHNm3ukr5wrAPdsOmF06MVanK7Ez22IHtpYWOZApjm9PaA0w/KgfJT8WwnMAXnKhImHTEz4WzK3Mdxd0PXqRGwSEpQYebHJn9/pdPnHnrarYj3bs8VS5Ust3pfc9trdy8cfLo1XdPM9dBo9ZS835UzP+3iNeMSelEedVQbs3u1edPTEyPz3X0xGmRRy5Nzc0sDN83VKksjM/Vv/Stt+hL6fmYRCYhP/74xrlC+cUDl5kRooiyZKs7l/q55x4ocyliJFops1898qevnBiZmM2k3KKv0lO7Vw8P9X75tXP5UoVJIxZ6YWz8iacfyFZmsfcARTaQdWDjDQmcpdL8bDHy+98+xI5SSOPNjd2feWwTcb+6/yKWCGoN/DAp9fMfexjFXXDK/sjKdT1rNver/dXqhPqqyjM9lW2lms5oV7Wx8ZWVaIqP/fJyTt+jKbOCIPMNogQOvM3teTT8DbeA8HJP4BN4OtI+/eDXQbjolGYlzMfR+PWD5dMS7FMUpA8AHi5/zkXTq9Zu/PNSerQ2zawJ6/tislqpxaoWFh7e9sDf/+TPMmsnOEMif+w7unpPrYthk5DZAnvz9vQv//5vkX3/7Kf+5vDyVdxZhycRjN06cyM085oCs+aQRhwVGs/f/PYfvnp0fyLXSb9DVHAl44nywtyujdt/7ZM/19vRwQiSTfUOSn2YrrCgZ4O0mARPIpYcm535x1/5nYsjlxKZHOx5rELbRndthOWkIC2WjhuI6JEDm25cHUh5WruToC81X2I/rF+Hl0ab0x9IAZNRYpjdmJqOimbS5fHRnnfe3PzoB08lElzxhHLLgSSxG+cnF2aL+z66iu1nQzv6V3xoXTl/McLdppR71RTLWYkbbW6h1vux6Jpfw/6mzsBPrOYZuNLeNkf5aaFzytQWLkUu/K1ovLu+4V/Gs2siUaotmrJf+sosRo5pPbLDg7JeT9bLxci1X4/MvBKNd6BaWB4T3+5S6vlAZM0/iCczlC8NBhweR5qWOuBHeNK1wo3I5b8XK16sx5j6lObHgxSIxvvC4ZuceZDt1vD+rh6PQyuthov2qcg1P5o0ihQrCIAyGydBHKRsulgdT5kO/H01uCCu5deWJi631mwi/R7tT0VQhOJAR0VE4LorrkKRKLQsjMe+fOXYeNcGr6M0NIhX00EYzrcOr/i1/+FT3V25crmiRs3kDl0Kf7AmxVVDrOYzswv/27/8yunzt/76zz2zffNQpVzxtD713piSlUob0woL7IIEqH//+6/88dcOdmS5qRVPvahQhXJpaHnP//S3n1/W34WhhIyyR3iodHBCnIAZPqg2/+Q3/uzAO5d+5i89/uiDm0olFgroHmJ4IxpNupH2+IcGGcpV5tD9nT94lQMkyGJGVxWWPm96+P78ldUTZwtJzgq0rBJhj1Z62eY491ppaQ1+nickQIjELKJEhwPLcolTB6cmU71rUr19tPZ4C4KHcMst2LNv85PWHqsVioWxURfD3gQZFbbHDGxKdnbqFuIGFsKEsYHH8NGIlOdmi5MTFtNjUtFQn2Yqtx/qu7lvZY2BCX/JZN+GZdNvzd0+vpDsSq7Zu3LdlsHBdAf5TDYJecCweLTH8FEDbKlMg38/2POhg4skq9E12waW/YNHS/HatXduFR7rWv25IbKKU6zq3Yn06XkuONAOfdoLdbI+BhrTcqU0OyXF2kuqH9TuF7hUVxe7QkpT09pc0w4EpgL0woGBP5fTCCncGOOmPyhzY9y0RgLt8Cymn+rsjKdSpdu3GZ/dFQikM1yO2tFE2vBioqGB2N1V306gMUyhZ1ET9Zz26j3ZcYKnRnGkBe0G6WXSi86SZLGiAO3E2QZYsI5/kBCiqRHhJi3aIdvPWtaQS+ECweoZr+MAifpVCdHLYMW4y8cgaC1YLdMxOje9vo/Fr6QPZEqmuj1yD/kl6WbGb3WnM2jtomRP4PA9fpi/4oy0FmoJziYt1WgMzcxnCh+9PA3IySNrs52FzdtHSgWmo9QNcE/ivuc2P/nZnaqudAW1WiKXWbYy+2B5bEUpXuUqRH+KwuPU0klV9HSWO/KPkKl3qs+etJ2MDGax4CXCNvIxgg0y/ifwfkNhXnr5YcT2nEvgbEQIYopCK0756WHCIT42G/u9g50ZzO+Fgsov48BYPD+/wAVVKLuoX2jt/JFiq+cs7pRdkCEd+hupV5AUOfWHkFG/Z4jpdzTs0zQdfR4nvHAsId0kIGrucUS1sMs0BmOl+QUV9WJGmnwSZrU/kFbewg91ThoQ/tj1YQlwmKHV0qoe9DtZ45Vqri/jT90QWoX4U89lvZcR5BOB8oTf5tF4uSD/WyQtDwAVQh5wyOHiSVlwnnqHHxfe1qdRkYwfQ+tF58flShgQdxhb2N2IhpiNFcOAN7IBl2yTNBxQNBFpF4gUN87aK69ftvKzDz5FTDaBoO/BBRFzGdGiwXbrDQilVejKkR21/+WP/m25UvnZxz/Sk+3kCkyUe0DIBRQ/nfPEeoM8OSJOAem02ZIX3n391VKJ431Rq5zoRb9SWtkz8IXHngWEGxW4nxsHVTaLRYl1LhVOU/HwcDVcd4dC/9VLf3yxKq2FhrRZFk1f1FMeAcCYVDaGE/Wj72xgqJ9Ko83h6zLPRbF4P+QX8tDDT6mOTOM0X3ymWMZqfOGfTleuXV6WPbjxwcfOcSID04YskhlY0/2Tv/oUGhbyq8QqZyexRFqppxpYm2xYxTbpiqbXR7qeujHjLfCAIoPW7o4Ia6CuT+rwFnIBMEZZg/2x7syu6gXqTCY28OnpcmZiCjFSrSRwTNUreyOTc5GZGS0aMTy1zlxsBWfcj/4HNcFkjUsPP8DgTg5Fez46Oh+ZnWNUpLJEOenKRga6IzenlXFajC1+agO9sd7+Yu3qP4GTIJNw6ysRm52qXDy+QF3W510+izLNXyyqFohulBYEHvE0f2Kz3FQaaRg9LNMM8WcSUEyi0fABjhv2MJCy+DQMcg9uEkNzEK2PnLm5flkeY6+tp/cZIMDUd7T2a5Pzp65MsKYFSsVKdbA7u2vDwPFLE2MzeSwdsFEoVbevG1jTnyNNGDN7urJoZ2+cvIEFAwL44P/w1pWj0wtnRqZStNrcPFauYVLZt3k5UxBEaGEb0oD0dmVHZwpHL4xifScCKjsrbwE5dXXyxtQCNRpP9Ip1y7u2DPUiEHSOHlYORSJvnL4FXehopjQaeXB4xUKxzB68lEkSTQazzqPbVmaZFrASq3y1trtWyXMZAms9sCub4i4hgKiGYpZIPPgrv7rhw8/W52fxUZElV1CQyloURI7goRrLEIA7jLt63v3Xv3X4//jfd3/+Z4CK5OeVhdYs8gsD0BX/hgFUmPQimY6RN9987Vf+bq1YQqU2T5Fmixs87vqlv7btJ3+6NjMVt43LDpBVQZBkkadIg15o6pGOztO//6W3/+mvc/KhctfYUqDC0W0r1Tz6rQa2rO5PDCTTK1P168WdT29IPrEx05Pi2lM6NMsQ2mHQNz/mA1oZhRshztmILZowjVEl3ZvKxqPpvatW7hiYr1TypTLTb7WFKhcwOXBAEYIDlexKpezyFZt/7hdQcG3rjUdFvbIVoxBdckYXiV392lcLo6Mbf/Knu9evrxUKutbO50SZq64lYJVvBo+J0QNvjh94CxJOOsRB0NViMd3fv+mnP5/u6+W0iACPKQRSFgLSahZs7uP6S9+ePXtm3Y99pmd4s0BEx6PVhjRAydTEu4dvvf59ZbD/AACXvJHIPM0+Px4OmRqo3SEPH2bRr5DUdbDMYE+G1elwQiHr4PT1WLQzk1zek2EhO1Ry6XgPa/R4TEQwSfMx0JXBapVKal0B15em7UTOwZ4sNimqEEEsgdd6AcnO52wRA209FBsYDqtJ2tkyl6en1/UqPyR3FU60dioXsY4c3Eg3k0pT+gByVO6NVlsGlvZUx5SJVS4Xun790j4KoKmPInyt2JFVsVKJqFQSWNFyudKqdePFAu1UrXsgu2x1N/XDlRy6FKwphYVid0+1axl6AckyybYSdjnc6tvum5jW7bx36u8eJ3TacrWY/g8DJ40HVtcUilOFC/y6BrKYABEXhamjO85qFqRH4ih4/FLAdAyxCoOET3nlD7ZQ4AhqkQEhQKlMY2ikEzHtjVLKrCyRgbdNEU1J9VGAySSgYmdIGC6qB9WmKOkFxg9ucKtSeJ2gJzQKq+wIVi7x0h9eMEnxFWhYug7EvV1YkAjnGXyGwMJAAWjgcGj8ZJHOUIhzKpV+ofED/V+PucanofM+A1+HwVFyngGfQZwgmebje0OXdliQEpN81ZzLoZ2sPGUu6YzUv/bmBTpg2iJ85ouVXev6P7Br1ZdfOz81V0iZ+Xa+UHr+oeE1K3SUE7tbbufnbo7XvvzGyVyawbC6+d6O1I8/MfzOubFD50bZag8FOvVtqwc++8RwsXm9ASQcIwwACuXC/hPjr5++1plmbpeTRspbVvV8+IG1Xz94+erYXC6ts7bm8sVn7tuwa2MnrZ8Py2/zY+m1VFE4qehqDUk5gkumqudOrT717lo6a9emSZoE/ygfOMHQkK8l/tX1XRn0HCOHz1gpyz5M9BD+sXrn/KlVTBvufOAyRZUinM5qOstKeGxhgfXM7sYSceuxa8nETXGPydAc2X/k1LmRKS6IpcwvFCsPbh58eNuKb+4/M5dnRaPGVKVS6SMP7bx/3bSkTjtanzp9IfX9IyeTyQy1KV8sL+/Lfebx4UMnRo5cHEeBI1K+VNyxbuhTj66VGS8sKQgbA+xCAfGB4yMnL4+kuUQ0Gp3Ll3avH/jgfau/e/D86HSedbownS8WP3j/1ke3sk5G4yUH7RAITzry7snaxSucu+DKw/vMD7IaZLAt/PaAyBVxK2bybCagGiovBSNtuQVq4F6AC3yfHAmMOpefGlmYuNw1dF+liN3QmPIRksUYzk9fmXzlyDVkTqbP50ubV/WsXdZx+PwoB811ZVPEoToAMdSdcio43d7I+Oz3j15noQvNorORb17Zc35k+pUj11GayVDOt1g10PHg5uW0fqIWZJlHWqWLc24ujEx/z0jjzfVSy3uzW4a6j14cO355qpOrtmkE8uUHtwyiuFtnqjUaozP514+PgBS1RXfLRCJr+jtpH7737lW27VF5GWb0daT3bl4hk5l7HHXeVn4lYf3x3eTTu3YdavGRcdawqvOAQ8J3rumaK0Yu3prBC08Sm0lEd+c6OgaXcY17tr8/1dl1cj42V6wwEwtApVJbv6KrNxM9em2WT0RKHjIg3jPY3bt+HUQtl703+BVaq3etWpXI5t4ZK9U4bs06F/y3rkGFiBy7PmMzjpp2YCXefR2dXStXIlVrNZUCHpccsUui1FGpFDJ9TV7s/ey2HHWskxVldcbkiqIHQVjy5TR497YwSGsg1XgMcePTSVHtWp1FR/hztXJ/Z7KzyAlGhRlueKZRWNQrE42uGO05u3LlI7/2vyJMIB0LoKdncAwEpHC4FE6+fWh+5Pquv/JLg7v3UINdn0so8Z17MZ7D//e/vvnq95JmdBdCdT0o7oV0X/++X/nVdG9vGI8jTawwHkf65StXJg6/vf1n/rtVjz+pdPoM43Ck/fKlDHD8nPkvvz/y59/BTk8c5CMYH4oIqB/UJNV7Pqz1DEL1HX4sAh4BCoZkm1b0fOFD21BuXCNGFmbTiX1bVuzZuMxpJxovcjahFCPNJLIqgPL3Y09s0oyd+luhY4DO7+ef3srbsaHJMkXW9kF53sujpGCVIWH1CKtlUvtWVxixYiuTtUZEsZmeOLyeDoZuRjxoUcq9EPgB4iKnuWrq7Vk07gZJVs7Q/4lrTQVUSsXk2/s3Z7KlvmUzuFkmNs/FQv4Dv8yI0okU2O7ImTyop5YjDp2XNSBnoxUSdzXbYCUWS6hfBBoY5R/LONgGW374Ypx+iLKvLU48YQGcxFScAMB3+LRIckGF0qfhxW/HZ4DTh/Vw8Ql4qhSZX1Du0nJxjYgp6tjn6EuwGUjddtGQhz2OjjA0vhXm4Qx+8HEgFtOL4CIqyMKCyM4BDktvCJcX02h5FCU3B+7hacaixHpiw6X+231apbGv5vhMjNJrgorIFmLwFtE8G/40/oxnmIUwGTdjaf7ycAr0zjiVlhBOIrfh0OFuxulFs8Q6Io4QcVVPGdM4PhdjNOZ5gcEhaaLopAQCOnqVBOTPKFmT0glaABRKVXmNgmhdqEpqfMBFZ1nk9jaF6ogZOdiHhhHX8ACCGExzUEOrkVzz4/EhixqqKpNj9NYygQiPkSYbHU7D45H2sLQi81D7RNRhMzOpfKCopysjV5YdObCRqs/MITjJU18OzTz9kL/gmcYndny+n6Q5liHMyhmt/XPyZGQar594dx26+8atN5g2xCbpZS0qs5n9BOj45e2eRvJVVZl2rdofqQYvN4qSOUw9oo9q5kqe0GfRgjNFKesYtXO8cFxX88mUwcIK+DI8SS5mhA4DM+ERKusnA9KOE9hQggxEhITZLFqONEjoPzhCBE80ODwbHCsFhk0W8Grs5QO1uYV6b7crKgp8H49Db4Xc1X3hcMWdH8g1kyeQaObnXvrwo/Arp/8pTO/rkcbCMSPVudHjnUP3mQQCIQohFFG96crR2jvsvnM8sZGzEAUl2Dy11J6HlYcyV1giUbo4kqIDrdAp7m5lWiLOTYSAYBZUvGgUDEpHi9iFTA/+KP3Y2kWF6S1W5CequYymJWDASKsMEM0tenR4wMzyG1gliAEhl2GCnjtlGdUDghpDhHisYniE39EKvT2xirFmX9XTwsLNmdJ3XjtBawsb6Ojk0fJnto1MzH/z0BWkRMJYb7msMzX8mX3sbRJ3HEsRibx+8CxTBLBN4WfU+uEH1mwe6n3ptZOIDoZoAmhCBzr39uVZGOZlOtSdi3RR9qPFwngp8vIbp7BUMyDBnMrT9YHNrAL6xmvnkArpKlUq2FjX//jDurMwxH+QEOfgDV3evZkMfxz2T+0rcTcOIJoDsG41lHZXEby3+VMqbL+0ZXw4ZpNbNBC2/DSxbOa0ZR3akz3K+ZuI05e+QxNwqXagXDp8s/DOyWvsOAacBR6M2J65f+33j12/NjHvjbYL5d3Dyx/ePEhLhH7AVTpjlcg3//yY8t9UUnLjI3vXjt1eeOPkLSwr4GHhbF9X5vlHNzGZouxExHq5ByedRC1eK58aK+x/+2wqncbCxyCvvyuDhead86Nn7TR0UsU2js1rBp7auVKGOOZwa9WZeuSFl0/SH1Fb1JZVax99cD1j01ePXye3kClaL9buT39gK30IPZdPtPVXTFgtl6M1sPm7BYe2rsfGbue/d/Sa5IMaWa1T0zBrnecc9xGd4w58oVRZPdD52I4hy2aZG/F89eh1d54MiSGjmIoC/C07x90fdkc/9egmIlN835OvZi69VKgIJ2JdN7RaZmpjvxR3MNHtZSoXzwzRtbCQFcXuv2a3Z5nPxqZap5n8A7ZtrGWylzKnQ2Zmb+c4KeKJZ05mcwUOmUHfCCKbGkKlYSkQ5TtCiHVEQTgOur58rf+z0d6Pcn6JicPPWOoEmCwLfAB8MrX5d2Kjv6tyIGQNWn4cD2e9/7MRcEa1faqRKYtxqrfN1ebejo1/0TQmKuTSOJd9JtLzsWisLU744Q9YEo2Br6M2eyg2/p9YiEhXrQ7df9QfxCmNxhaF2S12AYxuAQ3Mj2a/Ac7AF59GagLfkMOqR+i7yWnQTT53+HCpITkhqLaiaS+wJTCjsq/duX79nmEphsLsYafFpva4GufESHGPJRMTIxOn9x+vMm+rSVu/yzfkNBSOOXCu2bF+433DUjyF1HIBzaQdTnTVyaVxBrDgXL193aYHNmuxrd8UQ1Ydi/iEikdIXMXjk7cmT79+jI6Kbr6Fz4YkPL4aHoGLrpF2mcUD+CRYRiH8ooKn0dIiBPowY09A6h8EwuBZ/pwhoYUHqi5ahGBtEbMuyEx47vD4eESauCInnU4ZYaRJS0D6DmgsyAoHPJKR3PGsRSDp6uR4FwN7hvQ0FI1TsN4L0w8pXPLS+qDQA49Ok0RtoLBo2rCcOHxgU7ajuHL1JNOGLEgDjGgl9UQ8JkBzeV+4PaHKF4EjZP4oi7zJNwLlydJb2zfA2gTLhAAF4yzlrAF6Dg1QDQR/CRw84Ywzco4mVILHUQEEhiFt+ab20s0AE833NNI+IL9kTTwTmR6N7D9cMTtVgPL9OFA/OENZy39ZpsXkDp0lu0tLFdypqueJX4AaCaGfGYhYJybdLiCszVgoaBMh8MCG16wGsHftIJMpurX58TOV/FQ81VmrMuEPMw02zEBBPdIDWufQqNlc8CuHuiAvopGW20VQkB7EydtFll3KhYb5VAz37WeBT07E5PYwejzwBYA1XQ1uhcBI80sE/owwfgbFtyx95g7ICWbJB9QBO5RUTKVpZl58xR1M8RR7OVOZLBek0xiwTSSethtwvHJmi58YrGSyHCoqFZk1W0kO+cfInc1gi6JY0tlq+0iKI6akXLnHJSlImJFGz9G1aEwbxFnKw2iaBRdxrt9G+1YJiVUSDI1YxUNkH41+m5JgzQ4t4UAu180GVvpds7K7htTlYZDeBhIJsfGFRBqMSjyOQjhGENk8YY5flxk9iC+VnK9zzLU6tnagytXbs/lro7NsjgYTRZ/Mp8aMTS9cH51h+IUnOzBWL+9yfBmSOldIXB+f5Xgg2mh3+nixWJ6dL1wbnXGnmFN/qDxq5ygClq0uqXy4B29yY0YgsxhZyU5VMOZ6y+XJ2wtXwaOpXmadin0suOMRHtS2erEYGRmbRZ2hCJCpNOqFQonZPeHRol5V2q4MtwtBVaX2zs97hTdBB1lDyzg1Wzh+eUIDYjvkjg3sj2xbcWNq/pg2s2ssy1iCoZ4p7pIcCWQhFtczMT6h6BBE8I61bMKLHL88SZdJcpAk6+GeK1eJbMlton5XH2KxTsebmiv1Xp6a3tBH10G7kM5Wbl7rf/fAJg7x48xj1BgrJi5P7grxDxbJEWpRJcMoEZiSjFFt7GbvO28OP/LUaYwHVFXaXnQql03KTpelfJuXNTkOD224bFaRnufqy//GXCkod3JkaUboCZyS7KKzzg3P2Vdrt35HzKl6OCJhrswfbbznucjyvzHLnnrwW1LuhDP7vdrYf5TQGXITj/he9+4oWG8sPj9SX/E358vUv/fAmUtHEplt9TEUd0q9HcIFtwAFQmiwjJfjz4mHDzV5VEZZLDT7oi6CWsMfix8MjeoL9SbUGwqd9aDuHlYqJkVVjT9Flz6Slt5Kr83+W6vi6BthnEqw+FDzJ9J59lSyGJKhLIZHFBxrZDign0LO2jDY80kT5R4eGjrai9Xb1t3/7D6yiD/HAFjUkNkFDmLD3KSXzRXjV0fPvHWSvZqoOuoh2z1Ssreuve/ZfbRdfs5ImItxIpF0LDpxbezsgZPlouEkJY6eYeZDEsZaCc4ta+778F3gZMF0NDI5Mn5m/3EpgyzNbMbZjuVWP5IGb/wRgJvHOdQjGoPKy1DyYZJPeQIldUHdB/UMMIuoDwsUnjs9Do/QKKYPok/3JzwKey88kpn3IME8vWZnMT/feeiNLQzsORHLxlxECcnaj/8j+G1Q0exF+0cZjewYURQW0m/L9HCip5/5QqY1onnORmVFb/NRjB6aZnwSjf2RBYGYlDX69HIhkIzPiGTLgwnOOYggWH14WSAXzyJIiAd+ArH4Mo14AAr1SBvOUGyPOM2vcGeiB45FLl6revdf+5zd/a+VQEXfs2FgZR/duLQOGi0sX+hbj21fSXNETyDPcnlVfwcHMCo2aypqtXWDXR+6bw2aoT5Zs5pJAr99bX8vC7ZscTkgQ8t6Lfr7f7GXpzgzkp+62L1qX61SkN21+UGY9KmymOCQS1nLL24xzoCdj9byY54ujibahZFIPpSFhgddCg7lmaIrT0TWLDV8eqQDJEZTocZPkN3gwYfsI4h2mE8Qi7ThCRAaR0bmjq9F0YJuWQQVyq/RprxAyrpz+7aXCxMDFskcjp7APHDnkLcHg4sgPtzbABRk4AZlbt/fBVkpdxhcpbDgppfNXaPjD3Z0dMZSsnoS07JTvxbVvRtQjoNmVggNKe6ibk8YNPBsCpQaRG/dxXbx5T2R3M36fJH5A7ggliPhYWLdapIl6OwWVtFHz2NURGYy1ZNJM0xyu160tbkhB7aY6czypLO4U2pkYsE8mmjgIanAqnSrxLSyKPb5D2Aizm1EEGJwTzcpEAZbyQQzJvBDFHp65inEqpU83mxjIyiwuFNXjTR4qLEUQpVis+ALJCDchgkhvbtH7DY/Zs9Da7fpBbrXKlZ2KDOexJPRDnQRNckKwPChAtvQguEgo8F6mWW+qjR1kOhkV6tCGpGitQdg9+gQIIStVem7OHX9oXKJ024TxelJGavyCwx7y3Xv9Nh7RP1fIbqVTnT3KxeXY7Xa+8h5WUwYcqL1US6p8STP5YXLTnO7cuFC6GZYjojW/rXXjs/qBDHpZ6ibz9y/pqcj9cJbl8BCnaRQMex//vG9K+PzvnLm2cYceofNVVQiMLmHhv21107MLnBNlErjQqn87P1ruzvSL751kU8yD102Hq18/LEHVyXmjQ2rZdYUOQ6JhsPDKT4LC4bz9nyROVP4ZMz84fvXsi/i6wcu0e1SJdirnIhWnnvswdVJ4XQGfJIQiGHJPLFkUBfQ1DnJkWlH7S7VKghA2XaW7cqln394PWUNppAG9gkOQkW7pTi6ONzpu3NdH6USTPSgawe7GI4+c99qqhuJhdtKpTzUn5q6hSQ9LnyuRIK8ImZnKvKh+9cwH2UmFan7K3q1w/Fj+9aph4C0DKf1rpRIK4MNclFrIe+2D5SYcUNl/9NXz4xrE5hlTbH85K5VQ30dLx64RPJpUaDL+shPPbUtxdpJMuA9H8P5FcNJhUUgFCFG4KuXdZLdpAv7scP5yQ9sy4AT5tvhdJlPCEUIsfL+s1fPsLqUtkI4y1Um3Ng09rX9F2CLvMCT+cPnP7AlKz6BaYu1HaVmPxXyUEfu+mw8ccht3bMnbR9QocoSRRAs33oo+fhaB+9g/fjtfynVVr9409bprTzV2/2RJqELNcvt8fi+xMd8XIuXp+fT5w4NM6S3wx+Fc3Gf4gP9f/drdnfGFdOTnYf2b3n86RMYpDiGY76s8Sl7RtS8uSy1MtgmDVJq7I8Uuphy8HhwnqeB++m0cA/QxVVk55J3AOwDuF/JNnDh8DCIrsEozPDIx/DJp/WhUaJVKke/9xYW7nq3rjZ6f4/X5a0Z7FrWzfS7xvlUB3pG1nEND/VgcFBPiT5QrfZ1xmamVePglDj9XajptFSq+9Ru6hEtJ8p9fycbLcQ6BobOnJod617eF3uMFFmtUWK1zMmuoQco4zZeCVAp0TQI1GiMTYirWKoxVwA92h8WnZMENDHGHjQdxoa4gn24Zfsp7QJ8ql0l1ehsNcWEceojsMKjuHq1fQgBtliqWGMug0tAmlYLQybMeZ4heIjKmIMPPNi5kDDjk1ZrDQgGHSIsTTmEbrHTAyOLfKlbAfPwKXQJxHiLraZHJdA8l4BpiqwPF8+HsmDfS7icuxVKPQNTDdzeVY8MdnZ2sp+G1QpWIRxHrWDumzAX7PDhyacFmdoacBOQC5C5qIG/75A32ZavJNd1Rn58Xf2L55mxC20q9+OJsJlbYJx/9oeDjPQeq0K4fQB+9aFQIkkX0eP94GN9jo34m2BC4A2ngxMaraQ0NIZZ1OXrPJtIG5MiQuLcY6SNYbMYeZ5is0HoB3ItxmONiEsrTrMaKpKS4wSBW2loguQDHzi3EAslghkm8aGtIkggTUD3zLiVchndOVsmd3O+uq07PyUjEN2JjpFprGu3wnXP6N8fAElyxXQpouavsqThDUvwz55YzWrRHXuucDSyChlPWCwhd8hpvDFi5miLhcr0fDml9XKaKsVMTAM4NVemiUQvkSrJ5Q/EY2ipLHAyUx1tweZ/0sgazrmKHZCo6RQOJmPl6vR8hTimZLO5gK0sJNSGTbRTvqgcEj7lCJKiLdeOT8NZZ2RtfFYjU/PYFDmRX6fvJWMVtR4pjV08fPwan8a0T6Pl14+rcsWOqH6Or9LabpUvhscMPuIx1FApUeo/6DPElsqezzUbpruzxLIDZNj3k2NwEVvZ30FPCRTxKtVyNhGZCIGEWZAkjYeVfTkcaG6ghxm3igxDmpiHH0VSz0SQB+7/hrHdwe2Yub1QnpwtZdgDppmuEj0Wmu/UPCeeaQqL7pMtVtw7l6FsBYSWQApLdNLgmVkoT8yWsmktZ6EI0SvjmJqji2ScE+Cs5SxyW2RKtx+ApMF5e6EEn7m0DkxgnJa35duT8+pDES9aO3+s2O9wSooPe6+/zHIwalXLUldB5ZNEkQS2x2HxkIg4cFyrrmVWcOWKKRUmLZklooIwqUJ5JrHoDbN5HQOAzDg/VJOxd3yIieSNtFQmHByQ4JPm1jseNqcqU0wsgWyWQkqDyMBBc8UnD2+6eXHQ9tMHkd8TPIj5X9NBkY4wurh1ve/wgeFHP3C2VC/OsCknzKxJHA8youVB4PMFlsNJ+OQCeYTQcLDqo5KUVkfhk/JnZcnaALYjozGjqukKBBzkERnMzBb5Th4Aki9o6luEwjyECZs/c92AYHwg49S46XwzjVchDTMAg4ca0ASnU8wjiVxkbCRy4Bib46VbN0cJR7+TG1rA8vz54avnRiaz6RRfFDn2ZT60dfmfvH7eznGXukyJ+uRj29f1SLNHkNSa45dvf/vgmVzjHPcs23NfPzly9KJ/jnuhtHPD8k88tC7UJN+JmXZhaCJUlurC+JnywmQi21srF9iqF45Jm4BpA3s/NR2TBMY7HDR3eLJYnHykBbTlIR4QzLMChGUFbn2aFHc0d7sXj9l7Lcimq9Iad6MSlJXA4dPGA9K2nF2GV0yXjHYc6e5sMsfmVGlK7UnTREAnZYq7BjyssGV5vZGm34FtcgHwe30AoeBycQA9C4VHj/B4M73gJBTvFrTElL8FqdwblDzhUrOyCjW/FrjmT9oMYbC3YRNh/1MsydOKsas/ATTsIO4ii+ITmQeXM0dfZUU7JcZaPyubVoMc1+4bNw7+nMMFBQhlcXdeiwJCcczpUPi+wmZUa8Vq9IPLI6P56Feu2QC5UYUdShU1s7IQQB6rlZFDD/7g491S6BVFwc6UoshEk4+BgFYgPD4zS/0Sw0jzFhJRB1YO93hsCNx41ct4k4GOxyKLsoMyMAfuKL4nAy7a+3w78bUAu56wxdN9evH101pufVT+b1v49/YkvYZdy9zj8+VlV8dnhnsPHxy+eb0vZKwSHhNee2o+b4Qulp887wI2zGqAR9juUCY0UDOrlUwPtejxdzagu68fvlUsaNoHXqTBL2LZsRjyVlwmW9PJKrttqLVUeGsSmUTSL8WjGkMjsESIoTCrLV+NIJAyGQIG9Gl8Wc5JF0c5dcd08AFerNMU4zBGl/Jw+kN8ShSA8wdaZE6X6/jjk6YHUzEEtENQOGHMYzTAtlgUihd6aOhAwhVIf/TqOVai4jb7Tf2zTw7TEX7tzYs0zUSnX+/JpX7+43tIBSAkBM9vvX2FtXCaVdNJIKWn71szvKrnT3SOe5WdJLDKQbI/9aG96PZBYxoWJJ5gY0rhT147HzrHvcKxJCD/yhsXsEJh7pcSnIj+4if2kjN+qQsl4O6c0JUMU/pDONWabfdizxbLFJj344yEKlsLGbCZHH0xLo1b6TCcTCrG2cSCTPhTfts+MGaB2GMWq3ArkC1pC+d3M1IVVjfmNH9wwpLjU50QLTs8iUMdgIkEQMeiIpvkCCESO3f3GD2iPjC8nCEWaCFBjjMGY96AHTjoYQ45WtrGlT2ofPBOuUJpwPD/sYfWZ7hjRtqYduxQNnau62efEsUGPICs6O0E+R2aN8bDuzcsy2a0UQ+uydx+7keyQ+VYE4g+ADiK17bVfdWaPwYAdbtHiUZ0us+hcvPs1lsXhnUYKb6yOwgGPpd6/ILkULeJ916wALaBcuSWhpWWbK2vhqOaNjy/MpMrrNh+pBapsqvIcePqrMPOO2AREKTz2I6VO9ZxZp+1MNXasu4s87cf3bdeirmND2vVypoVXEQ3BawahGpt65re7vSmWJwFVto0lUsl0Ns4DXDDim5KFLEYYPd1BRfrNmTWSKGxzbEKwysyLEvGHwUdczUHprEEhZGAI80R3kPL+iLVMaGwZlj8A5uKvnW0fnmESqHk8NfA3KB2ty7KHsWGo6vAgkNjZezWlRpuDUQ5AUeeTdiIIRC0TytyNrpg5kqe/AEmELfFoAnu3j4o9sFqmZ6OR1h+6HKP8kCSqUH7ti4fXtlF0wNeWJICnUmyYQ/q1HE8GXL1dWcxu/NBu0SiNvTmPvf0VsQreZK8aKQ7l6YGbRrqtTZYJnmFGn5Amji2+NCG9K71A6v6cq5qgwcQhg0f2LX64W0rHWnMAVzoDjjFjFDM/D2Z5E88tZn2B17wJIhzJylvK/tkNHCeECQY/C2Um9hY+kNY3Z9+7NGnEmr+5hlKkxdJcRStgVhuAwnwNMLautTqCl5NVYDIkEp/8DFbefLgcWPSQdycKvn82sgTg2ysIQiZh6ILocnGgBwaH5nHWvOnb3H3iCz9E4BZFGiIKvnA4Jllgp9YHbkwFz0yFe1IyrTrx4EXRvZa8Go9NhWV9h1Aht8YaYgHHkLNQtMgTeUhJmZydiQzOk9q7pf95zViuo4f2wCGgGaOGuABdYovY3p6VRkMihxhqYE+BgPcSI0SgwP8im95TBlnvKTbgjn3wMxCFCxIU0MhDSwllfgJJ3CX3a1km74lpSaPdh9Guk1AW39Vw/Y4QxUAZzNZoRKc99uG2D14gUR7AGKRwQtj30h88MKloYwuWnIY1B9iuClKwh5RC9AHAqTpYdGRi9ryduLFSsh+BrEfSo+DRRcDVtnmpU44XbpcfPKqUFA2WRwLtJcwx6LsHyH7nO4e51CZUuLwW8PZXGn50BQ7vQynX9sCCg0cTS6KBGWcN6nWi8eZdVnVIKurvMMASk2IafeJV+CJj6DsAVCYBa8fR8E6liasAU4nBcUWSOPxcco84LmF0f0524OQt4AFLDXE3EDZ6hJpyQGzthk8NPSRD1TkSRdoEz6L+zUSBlfwRXxCXTpxoHFSRfEH1iUwIOl/+gxaEXe54CLrbRmIo8a+Pa3K9fIoQNKQeMPrvV2wxwPDRHVZg0sO41N0+fDkqDiLH8tq5+1FMPm4UuQzadx6aZcQ7ohRyEIFyHCLJTMISf7GH97OUwcD+0FWGA3g3l5eo8KZs9ppql5Z+YUmR2/N1AeNpgYvaEK1alc2Mc2h/1CyxVGc9b6Wgx5sbTFsAIA5kFXCmAOd6oBltyfn9hotyRPy6OtMrx3scHggjcWRsclgb5aFaq5foOXBjQVZfCz1KB10vfVkqjRxdf3IqZ1orQy/tABfy3Y00ihYa9+2GWGY0uLv04GilKFCnlviw02Q/MkZGp80AzVk5IqpymLweHE4LAE1qAU/sIiRBZwMwXBLphpyVM8eX1eITa/cfK7GQVhBpvr1I0Ad0CGnGLAzzYVwkJ5b+Yn9FbcoquxgFm3AISaaalQulpfiiymRESypQOwI2Y1UOeTHbVQLgUn04As/aPy1HBv6hIdWWgbjWLQjyypaTBL4cV40I8wGDC6qFUv8IsXYqwerC3nvPJlGjDD2u3ajfUKRUgceHDaw5aQUrX6xcQjrS7UKK/yQXmJaurF9ePuhKWwOhEqqPaq2PzsMdc9uLEkMrUu1+bGT3av2Ym4nN0BCbvNAjgNPz16bZFhO3qPAcIEr495zI9PjMwXqH4WZ6ZSta/vX2rXVfJJPnH747oUxGdo1BFMPyPCJvYXnb9y25NBNV8ncR9C/g2k95GJNeFBmCLo5NX/84jik4YQ6zibDBzYNXrw1fXMq785xRyNirSPr/sl0yj9CZj7u6MVxDE+wQXaDDRB0rRNXJik3FDZ0uWwq/sTOVQ3SSuh7POCH56Fs9HMf3Kr91CqzAkEaPbm0RgU2LIAHrNHsGnIjUtIO688/vIFpHi8C9w+xmSWVAI9XVtVgVld0J6Y0QjO9vJkXmGZAsiYa+YkPbOb4vIB0XxcHlEZ+7tntRKDQ08jyiwXili6cEh6VWPjEl4nuB/rqHx+i7qnPs73dQXkOHFZ5mmkv8RWuqYugHOUG1qb2EG8JjrLERGVHIvpjayKX5ur5qraa+8RowhhpbV3FoTeqtJjflulY8ejqAd0OhdkGT1rJ5bY4FTcJBKQjExke6mZzKjHJY5pn+goO/ty6utc1ExwvSruvFkjtWEDNp2ryIsMwyWxZ3cOpMjBE8XJdxcre3NbVPZhqiFUolob67OYPEmLNbkcqMryym7JGiYcT/tTecWDn6l66CUhRGmiCpOhZe9og2exqw1NzhPf+Ekv2OFzuM/D0A8NRQrFDwZSopoD3zxrEAZbIGfQnK6/O7jxxZn1SN9ERok6bvCA39+5e99SjW20eSxmqh7aEnjKZOH3+xrdfOam625Rr6o8Q+EK+tG14xbNP7aRlocIHcQgG9uqNqa9/5whZT1skfMGjBTAx6K5a2fvxD+/uzKYxP2h6xR66I3q88en5F186Mj2Tp+9RznFnWaqyMJfhkJknnznR1bNQLtkVvyGsIfSeAAMfx77kSk+vRxH4cekyH4+6A+HDiY7PwBFgw+HAA0A5LNgwm7ca1CVxOlSOisPm+wiRYTM+xaTRMj80CAt2cZveotROFE2RXFrs3AkWQVBJXahRlLnX+XC6k9WbJlByUBFoR71z3MUjn+Q7/ipeNmkRZqEl+bAHLJgT2oSi8sBb6MyBGzR0q9hz5fd+H8eAmLMHNPzqbQ6c/FHQGiXVgizCUlSlNvIA5VAST2wLo/45nO6teD7CZpcFLHoZQkA9rgypkKsv0hOIoiFXF2cRpnYeau6UqNdOjBy7PM5xbyQEcwYGuQ/sXs2Kf9b5YD4nwnyx/MmHhteupIFVvabGnR+Z/+PXz9g57lGW1qB/My3z9tmxg2dvMQtPnIViafuaZZ9+bIMj0Y48pr7YG6duvn7yWmdG7TlLHTjH/dm9a797+OqVsVmMx+CZKxQ/fN/G3ZvoOsWqe7ViI/UUjFR5dmz5tWN7aizfTbLGT80XzUi+UFoz1PfxZ/Zw/h3DCdfTg0FNUCIxNjX3wkvvzs4WaFI0tDIiwo9wZGus9nZnP/+Zhwd6O7lmJdwEsZh6br7w9e8eu3HrNtYHa9zgw4MnF/AB509/7OE1K/s4tD6QA3RJOJ3gS6+cOHPhFvfYyyYMNe3PSYyc3JXO5gdWX63nObHAMtMf8QbYEQtlgDb61WMjLee4P7ptBTNjcwU7xx0luVx67uGdD6xXJqqIJGInL8y8+u5Zjt+gIyZb6Tp//MnhN0/ftHPcJXDOX9+5fujTj66jaNg4XcIgVQF1S2J0/6mbJy5dT6sjtnPcNwxgbv/221c4L/VNiAAAQABJREFUx93pAOB5+v6tj20zgRgwqYzlotevRA4dZyZH9QVtxwqgSLy/B4a9YTa1UCNa65Y0oNUfOPXSb/BI95IaQP4SV38WHIyxzeH8Apj353A5Pj92prQwmcoNVMt5hweJUCwv3px57fgIZRKtiflMznFnaT7HV3COOzUIDlmfRhlbP5hTCqwznZgtcAETljJaQpQWmsQdaweujs99//gIShSFijVLqGFOcbeUNzGuRNk1q9fG56jyqqd2jvuK3ixjhlPXpo5dmnSXOcDPvi0VKe4aoGphJxur3jx1i/hMHqLvkmsbV/RMzhZIAqQpA1hv+ztTj+xcBW++9Ly60MTEog9gi5HIyOQcgwIkZlnIdW/J+XwFPt0ohYF3Jh5d3t9FZCI4vJQ0FouSbFBSm9hzjFRHJrlRW80ab6pVz7JugTSXAMcCaaEpwB5wY3Kegw/UuahUsOaFdiACaXoi5IXOQ/KW97NM1C8qwEOTwxd7U/VPrql3JSIzZVtDazWjJYGBDHBAMvTAVUtb3VDcXUzeAbgAA/hFuDy0DiBfrW/pjjy5PPrCdUb1LogQ2qPta3o29KcZUIIKH9LMNi92p2HGFiFSWK2ls7pBiSxEcMz+rIhHPv7QenSroDwxs8YgadWyTgPRyAbhQQb8HhvNP5QVCuvwysyKRza6S7BEyqwFDwwPcusYEfjHLBdqPUHQRtZkOafbPLdvvcbdfnqZ0OccSew6Im0xcaC4yyzfLCoL915ObO4d9m/jfs9ILoIj3wa+iaKXYeHIfkn06fi/S6NaKgSsADOq6arNH8rt+bOeZ7lYMa2zeFVQTcBRJkN2bV315JO7jly45atSwke2blrdt3xZ17dePs68oAPwCQkxWY/yvXHt4Ic+uJt2gV6Qamb5IpyrV3RvGV750veOY1PXeUt+dQcDhKlUhVJ5xbKuDz+9+8rEwiw6RIqjow1nqTLY33F/Ov79/WfGJnQ0EAcbqapyRnG6PDXedWj/5seePpVOl4plzjA24dgLzC69wdtxC2Wmg7AfsG8R0WoNaJUiXGOZJmzwJ/OG6rVF5w28RGMCCuF02CwMQ4Vw0rJwbDI+hhMMWjrMJ3JQyytToIcNT4fYETEK8nGPc3h8MuOkWeY6zTTw8AZOMKeq3hp37b4Myro5vfS6Hw/lkj/QghAI7bI3FTVHHR/+AOOlit38KL5FgAhp9yKaj/ytpwSRS5cDJZZVtxAqA3R4RNce5Owjl4+XCwH1EHTgdweHyzVlN4txjYQTIxxyHw19UpXr3sl7NrURHGLX53YxbmnPcMHsn8tcuGXlMfnr4dRKdIdTmaVOJcCBK0Qi8HYSJxCdGO2KOACydlnGW8tuymey6q1xF84QlqVQNpAvcsEpdZmlq4SUWJWiFlinb5EEksZDOVNBDT1EIbQc1zWsiIs/cpwXeABEcoQanhBMO6ckAx4ODLClDsoSm213yPnAAVoDde82WOip0dRnp7qvHLm/tJBLpLizQSKBJZogpgpXLe+hGbk0Pj+njd1ay6TmpVhZ0d95fyr2yhunJqfmMdepGQmhBxabAtdGfuTp3eP5KpYCujnB2iRtT2dmbX/m7SOXL14dR/k2+YSgyTLWG+RS2CwqqfTI2IzbUE7u449Cv31N3/mLt44waMlxoSuNCSWbhSds4U5ePXpfOpNP9M6IHRJNUizpUkDCOR0IRcXYFRm8Gjy0lReeVjctvoOyeM7fgbh3gNGJRDw0cCtQ0ey/7zA29OGFmtNB++9k9MDR+pUbVY6vU66GEPox7vlXOBye4G0OXm0YMPSuVDdR9wTrqnJTyD0z5AMoRxOR4uxNzpZJdy43b8eRiiYaMMtROrhYSHnPncEy+tKXseodw6KqEzZmd5mtpY+mDzsIoSjulMBKAn1JSg1Da0zmAOJJksEjQkHK5eC/E42FSBGPGxXZKsGp2RJIJxNo7firLGlmRngcGj6hxfJ38NhkhZoFmMBNfChSm/jkgBCNlRvEHLSILvWAmdRMLNS+c/gqllXcNBqkdKg/Z+e4XyZdYKZdHexKbR1eARvM36pHjkT2n7pxYzKfZVG+NYkM+Bn8gIfmAhjQcMbc4NBg/xKTJ5InA5Ja5OUj14t2HKSa/Vq9t2OYhvCbh0QakaK0dKTjw5shLU3CkyONIatDHlsW2dEdmePqqKXXbToZtC+LjUxx8vEUd4HIeqTBBwJysIobYGknWC+QnEGAVNYnByMHJqJTpUiHdHdCSe3hy5PvnLzuLO6YvTn5wTvHfXzOTf0sFEp7hlc8smW50NQoo/HRcuQbr1/g4F8yme6H90cfXGfnuN90FncEhDX9+cc2oxq6ZLS8qeeU9dOjC68fOsupn6QLvaW/M/Ps3nXvnLvFsYkqf9oTU9q8duCDu1ZRjEmBBou1yNfeuGAWdylf5Otzdo77K8euYxuAQ7ol5gk//cHtJK3RALaQ/8E/F0vbz9TFIY6aMst/yMGln3DERiwHwbt9sEUkFDtIZ23hbHrDH/Z+YiGWzda5joDC7tFzJYfO5sTFsT/7/nmbXxM+5IYy+siOVWuy0kUaVBe5QHX+2uRXX7/A0RdUdTKFBmeODUDrB/at7Sa3jZJHLoB233Tn12/NfP3gFQ7TpF2ADeoPpoi1K7o/vGsFFbhFLBRZlubfuDZw5OCmhx4/zc2vOhInhHRxz6c2NBHZs76f9VQqAFrjyMRlliZ175ZBihnwFBtKUycntHJruaUW9qgcpNvx2SDhaNVoTyO7wVlkD5bKM8VbK1Azyb3DXCn1/3L3JkCWZWd959u3fLlnVdZeXd1V3V29L5JoqbXTRkISNsZgEdgOLxBjO8yMxzYxnvFEOJgYT9hhYIIwHgMGBhiDAYPASEiyJNDWoG611Gr13l3Vte9ZlZmV29uX+f2/79z77nuZWVXd4JjBt7LuO+c733a+sy/3HM01UktwLgs3ybNe60TOhHdsi9itINPzXuPJnAsZ1XlSdT58eA61jSe2bU/Ak35ErJx0tTwQ83V5N3wPktTVinJR5BsldvhwaNzLkENBkbkCsSk2YJQgxhn6UNIjOANmAm1Ae2suSOlxUj/SbWJdzj8/oBrZOVkhae6/bY4MRh7Q3p5ul80DHQ6jSPazE1Ji3UFwnnftm5qf1jYTZkgZAOyaYsNxjuvVSGjxZOjS4YbRYmd15RZ4qvalwr1z3/RO1iWtr8nhsPNTY5SC+w/NkiFJbnDo1XJraWcj9LATCrrzlpKc2ljtsU2u5zvab0BSobOAtn+aN83ngLl1iKlaQaCAMH2KmxTmRWPnhYggAgck27hoiU0KfNQFMRIXzcchKoy8YXujaDBnkO92WsWzLz64sTyTLzbVa7fsFpuATHTuyspnvnF2db3BoWSMFrwaObhr8gP3zFsTKdxEDEMZpJSh2MLyxh++ePnC1VXuKPUqiA0wM5Pljz66L2mVkSgqh6TTK+uNZ05f5ppMyqn6HHS5GLFj2MfviNUzh0oImufy7eZG9ewLD80/8lxm/BzybdLTisGIAJsyo3OhDpxWovRtIniYCzepYNlDCTSoUJgQYR1Mi1eYWk05DsJ5YXlPOBxKTJ6kOaxSSgIkJSymiY/Sz/XRIfFKd/g40FlRIeWZ4a1l/uRbHfbJzEwxsBmRIMS38iTVGtBvDfV43Cg7DTj8qV3qYmbbze7GwisTex7R8XZqrgaK4ROAlxymVIBITQGDCv4LYcAkgxuFWIFG18iREyRDlPJEvCzA+IiH8zFxMXP3DRPIB7LpbkQqkhInjyjjdxD8Zn7IJwwb7Bx3prLUB1MutTuqqPooqkRQXTWLhbckOOnSl4p8U2TnuCv/w4Z7o7LkNPI/mb/DZ5A3rjqsdDNi52NWuKm3T6NMmnFjSyEHK4oT+dr6tJJtsbcE5NSWuUL/PTuDHVVGhyMMahKScLvTC124rcFIofChklb62F66vlgvTuiEPyZAVKxv8CSF4eYP/fZVUg9Ppz53KaaDCecnXFjcoA1BO+aZiB/N0uJq4+IiF1nR3Ogw9f27wiHYKErkGy2WJGp03Kni6etTRzOVworMhWsbLNnAnOlV6lO6MKpnlA22eEgYTh5ASqmsz7zoFUFCTbq83kIfTnCFhl7dzLQ+ivICgracbXB5uWZ73NFTc/AoAC1DOhvmsse9M1HiCjoXvYXcPxuQm3QrXknDx+EJExCeKO4xRgzcxlwii3ESVEknvfZyr3ElP/db0x9byM+OdWscIBtlOpOr5NCuwcP7Z9770H7qaCWQsWUT3t23zdWuLZFeN8hZ5MMDu6fe88A+UtzaBo2YmT68bffUeNrvsHQ1EzGO1KZvvGvH+OP376P9o4DRX4FWU2Wz1bkp7UXT4/HUj/xoWyh0Tx7bNTZWP/rwOUhkHg8MmEZlL9QmnPWkhw/vwEE5NQ59TR6k0+88ussozAQpvtdJ9VeCks7JGYsk1gKHZWBOS3zYrp7exHP3QHy/wzZgeLr1YjVjhCDMeTIAzqS41ZyyNsLzsbt3K9qBS1tHmV3XRgF/YrabYh9hJH7jatFgoxSj/gRh7EzgxOrHjiitnHsCNdgvQBIBrn3MHceAWRJ6a24N5jVMkhmpEay3QbpTD9DbeNc9u5WT0ZHpUjrZheyl7T+0ilXE6lZvpR6+Y6dlIRUP/tGi0BSM8ixmL8NzG2VjOLUW+RasEZ5Mg1F/Pn7PnpDctNk9vhvLXdlWz5jlNiINTKwRh/LSW8UF0foNQC2h6BmwsCiqu0CAXfsiBOnkfQh5gNgWjwHRFi4rKcI05pFD3uBWBCV6+2hQFFgcyZ1/+f6Vy7vY4264W6Dv2TFBNcLNIclqZNdcdWayaMJHtYtZEDo3PfbYvXsXlrjmJFRBLBhOjpd3zU3IKAPD4Irp5IJ2slp++9HK/PSY05KyNFrMmh7YNYUb6gGBGGkmghWD9aXZ5osPpOaOpXLtXpst+DLp5geoddr8HRRxoJlNZhwhhE0UFBxAwBGicSPUst6QNGk2BHAScVBrEYmBj+tjPD1HBDIGt9lK+swJ9skwbgnG8RprmPGb9yFsi2drqMdjKC5Dni0Y/SlBjGLYLdOuL+Urc/0eu0K2fIK2mIxgJYd+AqbXySorA1jS5WgE0nscsjkBRC6wiaIZ/QbmITjCC8iuwHCiK8gyiYQMOqqA+VON4M8o/0jO9r+ijOQT14i3MaKM8DtaUIxXnHkCguE7K2cXAbaXbNiOFrjFTEWEh38RmyiCCuGb1AenUwfGUpzpRCOy2VxJZHGSkWIYvYxus1e/3qzu1FdASld7rONOF4fZzXbv2rHrO+6eLk1wxqS6ZFbEdVJuwN30Q9JgK886GbpVJT5DmEn/yVU+Vw2iNbenkY0GIgbSJmO2O+ukds670LKLbu2JNsi6BHx8xsMgHTgIFqqlCkY2jKWEo8WjwaqG5RBpYiHyyWFjeqTwZ6MFzeCCwxvmDAbo1fVi0ehmZDDVlJUmhDTNydYl0DCAaQtMRg2DKluXkDJSRz0h3q4DEDcZb6opeeMUFfrgMUIjj2CmhUEshfA6xMPd1ME9SiI/FSljH0hdLg6Ri5V+HRjR3ejXhQaTWnTYD1PoNWvZ8n+a/O43CvurnQ02ksOZmMHZpxpxsLDLcvCZExdm6WfbZpWQEbNUSYsvvHrOeIoi6BQZB2uzQHz+0vLx18/x3Tv3b+tTMRC5ICXb766sPH9hkd68zdCYaYL6chMvaK8tr7/6yllWojkIW/faai9WpspJzbW1Fy9c1inpunHGLeEpYpbRVWvpV184UKh07jp6Tm25Nf1I1r8o5TAIENJ/rZX65FMn1xrcvIpP1+nxdT+To5/6+kmyFzlEnbxU96OPP8QOPqShmwqrirUeTwpZzb3w5EOidupTT59crbV8WpfViScePsjWPbYOQ0AmZLdDJtX5yOMP7/HLjIwaVoGLsYrddF9QjbPhP/X0KY4IFE/bioOeHPACT9pLeGJMvk/40GMP79McrZ3eJz6WNHpJa388MwSP2U8QS/JIqH4ByloE2UPEVXoN7pDN7wTnwElMEnkjJjeFTDljaXDnF2kpX9Jt+gyzkm8IxWhCjAcVCLFADR5VAqnUf/nmmWsrdfpwILKr+9337eEEzM88cxoDak6BjNbtfOy9d5fymuyJnhAd6WQG8Xyk6XYmv8XzNB+WUaHRmWbH5zuP7uaQ6U8/c5JP7pV9lXm7H3n3nWU7uSjwGrCMhBhzVVN2NPXnnz1z5XqN3d5M1jJOZjviwZ3jn3z6JIM38qpm8btdnQ1vk1IxC9SL8ngMk0NqJyR6LByuVFWogi2xvOqL0JVxBoYIJEJ1fCOKcC0LgywOBNz4kapGYKwiLQyCGgj1AgsTMHmGuUFKfdRbOH5X6ept2teuiDNPzxRVGLeSY6n8ry5vvPrqWXYCFDIdjmCV0r00tzLnausvnruszcSbLhQTih2xurrRfPGlM9OTlbmsqiBp1Ev3OCmo1X/5laWl6zW/3tw0dHuYjrKl7uR+7qXTB/bMQJvucH+Z4sp4JpfqHn/97MUrK773JhDox+2mvvvKpT0vvfi2D3/wddsPz1f4mlkyTJnCHUCiFAgpazYKoQFLRDG+WAgQ/ZfFIh/4Snr8RulBLkiwCB6Jjn89vxDsjPzXgDilkLpimoXPpL/5Uv/MBc4N1IqghYUIiMb98LAoQQXE3VGQiRDiFs9ImIkN+dmxnSHu2BFUjGzj8Dh0swwLGnQJHDPW0DknvQbRbpnG6kJ96URhjA0IMuImzgD9z60faah6V0kSq7TZIVYh5vqx/8EfpOBTyg09MR9BI/5ewAnyKDgOug4hO4F4RmIDY9kSDgqJHli7N6AkfsTT0heYOSOPePDPHvsxZthcMxSGPLAebaKQNb0gJvoxblSK2b6++R6gOkNTOwYHh3pQcKbScHJ+gwOmxAf2zMsLpAgqhmzWSVVy/UdmFUojrl5w4kFK9IiBZeYI4L+QZOsbjauvLY3N7WGZTL0aq69sPKs8DyhVX6p3mhPqqEohxBorc4rNkMwQ7kBIdCQmW3kOVPoHxjLH1rWVBxLL74qOHnHlz2AOkRiFDrMG6PjUhoFEvQSDiSLhklpWYqM4S+XITQg0pFFkH1nNWIoKOPzl4oniitNJfNkEN34E+K/jx0QRsRTAnZA7iE9SG5M09BKJ9ilECkZMvAuocQZrmrbWDAp/dMgYhCDLhhOByskJBZ95O4IgoakWX0jsQz0BbYlTXG7hcZ4gKl7Yiv1qfZ0B/PuTf+G5sfuqvToZSspaeMRSpuXUhWeeO/2N507BIbYPfGAiG/LBexikucHiKMjs9LlfP3HlX/6bT8fSXVPRWroAp5OtRImTVJFUceSTr8tXVn7q5z6H3/E301qrqVvmPEhM0FHXwNP1SrNhZnysVrqrleKAPw1XFSSNTXuJkUO5ms+5VnSOOwVePTl2y7DZbmWjpYUzddzZg2tVB4NiSiOml51UsI0TXEOs5bcHPqwOwYHhBwA2UsOTz9VWN1qIY+CqM5BZNqc51olq4Ymj6SCp53aBP9qKJ+fNt2jvIz11SzOnkpONmTVmhzHn6YqnFp+cWgzEVgqLmz9m0cgjDD2Exwo4OUAh+dvQtiQPjFzpCDkCwiNUi4HbgI8EJtGT7kA+/AN2sHmMmohUjOtMY9ZJr0dQ56OvN9n4gBlJGraS07G2M9d1eKU2O7LVm21R2AOM8Lh55Ik5W4hMS91Pci+tNTnPl3zBHnc7TUSLgaR7zJOBwVgyHQYsgwxnLrnGc7XWhEOTnfd2PjdDSjrr6Kk97tE57sB0LECs5qh6Q5w97ztIsQjJq+KD13n4eyiOUQ0f84p6xnEEEuIjpCEOEXDkdxjHxCTtY1pF2QpcdyZ4ZNr7OnemF47SH7es4RHhLcWULr0eZ0+dv7j8kz/7X5w+VtRzggoxF+GpQFEjJjgr5TWXtLbe+Lf/9x9tR4sUqimkSFjiwc7sRSZX/cpv/vFIEFigWruTLuszRGgd5vSqo/jPUTpPvvyO2ycvf987/kuGsyJs2V+ZkURLylJ84jgpyJJGvZwBWhI/EhKSXh0DBwlfWkmEKYTXVHUByhzeggb0+Ef0Q5GXQgmmWpDnLmc+9En/8bPdZis1Xk21+XBjk1ZJSNIt/lHmjKXe2AH+CAleJ5EjaGc/keqOEKNt5j+CsBlzMwRL6ED3Xnf9yisTe99mh7tHltksILIbfMh7hBtDXgnNTXVBQmFNchlUVYP0EBv+R5E09JihE7vX3zRsrl8ABh2GGCAm5JohriFBIfRHMtXPGkaKFUgI2hJnoLLVUo6TxJRbZSHSxQUJIolJTI+mJ3oMDw7j4EZVYjlhosMtNP0Lj7xMYR+upm4bY95dwu0Z+nF7b6ozAwvgrFJ2+rVFTggVHTzhilXVqJOu6qdw394qt3JJgKeHMoQoo7wLoYtxrgpUcwWYMqyfdi81kU/dXu29vqaRAWhgwESuwQPEaqIIMhwaQf03hLkmw0EDroTyKEIItMcxcXpsN8OT+Alkd4a3kcsdHLJKKCSCJlJICFZ+XAeF2gOB047Ao/BgnFgQcCwDMzbkcL61DwvZFgRvvsRiZo72HhzYMilLw+xuI9fNkXyapo/SCjkabKiYwsEkzDTT0tCh1KYj9ndSL0J/syeoZHprZMG3L/32pyfe95XqO0rdukauyhYaEyksGH+QkOzEBgUhIxEnInTcDV8auBTHMRMKgsPhIzqSg22RBSkjEQhy3XQxLY6Is/bM0F2xDJKs5kwHqcFuUc6AK3zz6Ts/NDO9Y/fFXp2L8aQGsSTZ43QEhIduELtjeENvn0kLi7k6ddxpeKLyKe5mHFfY9ZbqpplCowfFtAmvwAc3WlBq57S5i7xmy1PquDOjSvm1Eccg7rgGFjd3CDMLimfeFpds1tY2/MsAaE6y2XpVmpPejCcyI06uGxxiiOkbaapfUHiwZgJJ5AA9NwRkw3F4gGz+kaDkI86uikTYEzvwRSxdnIdHmrtv8FZCe889yWEQHrkUOsjDIRZO4hqQNCQuf3h9epvEUXLbSfmc48654Za14LiFMs4qKghoJSTs74uBDPO6LAlqcGdZSP1CO8c9q3zkyJGmW/zC3LKneJqeGdYDKf48KvOmZ+Icdy1Y2aTRgBWYkW4DIC4xTsRGXjOH+qwhdBCs0PhBbUeN6IdChTYgjIk24cQhA8cwjokZ0lE6ux4oEDlFTlnixqedqX0Pph/i1MEuHXebNiPioG2Ovs80RbEcaIs9o2pkoJW5Ag4dazTY3DU3HJ2UFyOPyHUvuYumcbNWLjeiTZhaMYOCYtzj6P9fe+Yjc9Xl9973dLdW0qzcSINl9Lzi+CDUUxMgrhAeOyL8+Fc4EfEI/sBr/MXrBnxijkMOK4QwgriQOnVM58nYJXcS6fyTKZWEJN0RcqTokIiQL6OohjDISbbNzF2sIweSyKNkDgOqYQGRz1Qa5K4RDcECkpTodCo4mf7GtddbtcXyxHxQNzZ6xBxqOa3SicqamwiukabwN3xBAmxAP+QaCh21W8zQSYLXpMiNDlC41+0FnjMEbn+gielAivRxPrz9IdzYDJBcnOikf4DHyHFocCTozKmXCPWYcDEB4ummMIUk1JA3+UibmEPSQe2ndp8HFi4iEhR5PdgQqHdSd4ynOEyGjwGhwFyulNPzNkHmC62V6RuxEEKay9IaK02mh9j7qBgYB21WqS+3cjvpwfeba3T3Bp+BkLEs0hEXCFyMoHLrn3HBIZWY6mFGkBl3Pn/mM3daHsl1bKN1Ojt8Y+A34OZXTBeYRGyEiXvgNTUjbHlityng+DGcQGslnT4gi19EFfgHiKKnBjCCDtAs4gYXrWyT5OABBhxoGgHjX5EMz7hrfjaV4sMyTr/RRxh21g2HnrICvn9HtdHegRtZOmhlVrvzpblaeH0Vce+BGfr39Cio/3FwGA6h7Hz16XamBllSp7tAhtysqcdGsXDlDAO3wyu9xtfGHvns5Ady/S5fzXRpKRQScvBIxIkBJ+fHcUw6vCzE+LHD7CREuqiRtZN0cifKUdBxBMNJrSIZCUnSjiSTq6CBSKnYXL4+/v985bv/2UeuTFQXO03u/1E5dwuAJwc/GNvWajxIU6aGIVQaXXak2VbO2MKikMfZSDHzJvwWBjn9LdvyIP5gExHxpLNIfaPmXHCBo2fgiiDhF1T1SOhAqETyho6Xk9MpkZvBucViSA+4e5Fx7SVOjyvsbnlJIbeGa4T+Yh21Q0ZrmgYFR8gDH4+jC3KQeCBL3HDG6ejkzitCN/YxIxwChCdySh93b61AhB/4R6yTXoTyhzpYzM2oPrHFml+WGGVMLScanhhGwpPJFHE2gaHrww+sjKfvUFf88Log3rhki+Qz7PMQtHWFRW5EYqI/qR2AeMM57sAwy6BsiuWIFOcrMNaLoyOvx8lziIUK1ZWKdcAPWZR2kIvDIDSgB7bJCG1X6iN1RBnzkRvOiImS2NHwBn0UIhQkcZZgN9WYSM09mn5bMVVqpVt8hxZrFVEIEDNhM0zwOCh6K+m30D0KturL7LQFNXQxMQQJuQMfEyyR6QY83UXimjHhPMIcTlQdDNFbtVbp3z/5V+aqK/fc9mqnVtGat5lolFfkh5LHfQNnInsExEgnIUfRxx2iY6aK+UTcFMOAG4mLf0cjEGLkGZ6VYdE+82L37GU+x2cBEx+kI0RDBtwkfWvRShrFxdkZV/FlTkdNh2REQmKGVtXJxz+9HUPjNzkDWRyxhMMxA744R6wjnM0QhbA9L5durS/Xrr0xNrXXcLe0onGzEJTyciqGMmEQhEPJH0RHTMIvP4NKwLBMlF4EDakaM3SM4HUp/haFCRqJJnA0MJVwjjyyqOHDUDzxbTWScRz4O4eAPMJLSMMg18fVsyzrIuIZd1cYKsFH1HZOJs9DkwiqPN2sJlMIQe0Bn1gXHWrD2Tm3jYXGW4vJw5o6qr1lgs1mMt36nX5rlQuSmSHiquR2cUK32ejj/NZ6e71fK1Tz7Q2+brGFPNfb4wDfYLbhZAVIUBSqURUQ/naWUtVcaimho5P723nqLT9EgbkgQ09URQ4BgwfSQasyyndAsFUIbBPghHNANqrSJqRNgIg2DlC8PHZR0La/jpqQyaT4zGzpL7/r8AgJ157xNwJU7Wk3GgD/7rcfGgnF+z2P3Z4ASkH4J5tJ5PsfQZEuA4cfI/NK6cgnpj7cTudKuimX1gU+MW6CvTkJU7djS5xtiQZMmK8yzyZUFd5NwAGdXMilxxIh8eskvCGNwPKMPAriG/FqqfHc+bt/9ivf92Pf9Wu5PFfbc19EosUcIvK6BoUSbM3JawtRN9NdVHH0jA/SYE5ulc/CIvCQHjfwoIarNyDE7yCFDMADJrGeZrMBPOlKBEkvGjBe/kRRIIPFDTohSWrcjmuNohZSPTxwMELlz+F6LNbLWIUwYekRzMlJcWPogwsxj56E0hHopr8xjdggS0XNXEbpvHnHaDHDGxcQRzNyo3ZGCcaQJ2rPiOuwCSLo0K/zdIPEAQBjCTHQHbfAMkHh8YyLl4WMxn2odh2RjHcIPelJuhMiB84kAm7ZR6BhbUxAEpM+ejfVKqaq9NonUpNNbvSRMRxlO6uoGkkyGShxS1UQ3EeoI3HbCgwS1DZJMn9JJc0r2u3oyfv03bOVQmOpNvlvv/zxf/7RX9w1d75TH9PlPMnHmAyrN+AZ4rw56hAMsJyd2BozFYoYFLtlglESxxI0oogJBwAtBnJ87Ub6yW/2Om3WKDjGbdtoB/pb/oG5/UkcKexSccgty9sgfIibIkQYLRIW5m35QlMeQjYqGA60H6J9ax7ytQbZ61demj30Tq3v6NlaxtYGToi9McIgdPsIbB8iMXBIIiTdCS22cZr4N0eyDSeBE4wG8Qr4ESCBE0I2Q0LADX6gCdl8mFrwAZn5KJOpar4/z5kSwiV4QOK4TjSADhi4S+GsENIrr2t7xcZVtrJ3K7OlbqurifbKbHnxjeuT+6r4QUoqIPqYbywm1tAhLoQ3cKah2C0znpfjJo+4BKStcGMhgc0mnAgh+t1e3JYYWwIDj63D0MAD7L0VjsPA02zcJoVHFASZLqowLYCE4Ls09iX/97/0pQl2v9oka0xCqBJxWCj+b51cyFXLP/PZb//Bs3zZ5jsgA5HlFu9qDCBs8Dh5ZcWX0V1DFGCfM+/N+rIfZrxXP1/Y9ZvTH13Jjld6ddshI01ixbZ2KPxmOFtTKpbbhGwHT6BvspCF3QKh6mcVyIlS7UvH3r5j/Prfec/vclCsnfhn1XVCyLBzs9mGwl32iMmGaW6qHgjDFCZhhOeQVDwJrgEzARlFTvhvwjaBaV1ZHciNgRjg4EBNyPlj4xbbpehb6SinTSUBiP/BjKWhkA8jILSEkntHEzMSjRDPI2LCFz/q5wYSRMJQoy1yNTqEKEcx5xfl3vwjIifk7eUqYjLMLwgy5SMMkdKNiXQYgGOmBhLnEGa/kWcIf+DZkudNaJLs3T2i6ID9DVxKYwkKwqIfBw7Rxeq4yfDGRhgEBYoYMMRhC4+4iJ/zlBb2x8ufQY+RPno7xTlvuYdTj86n5qNeu2eCWJOILvm7beC2AQPqLVC2AA3wR1zCdfyYKnaMoI56mZAZL9VOXtv3M1/6gf/1u3+5UlnrtCqJmVUVipBsA2uZa+Ad4RmMHFNhXHCB8k9EI4mOphHEnCPcIgLnGgs18AA1nzp5UvtkyiX1pG818gP6yBXzt/oBKOfed/h6yI63aPPoqoOOnnabbjmqtzt0gPheifZQT49PVzp9ELUtjopFT9ZIjJo74nVBAfdlcdU3k6uxPKd+y28t29YWj7c2rmYyE5GZg8Hd/LKyWdqMbW5ew/INENJIqsShnnJWhKIyFFRVyRmUHgE9EUXqyaq3ucIrYhszD5z0Y7AhowDBHyQYh7eeuAlBQ84t2CaVC26X+2cvPakKrRfntdATnsh5X9Bl8w5yk3pBCDTCGIQYNlfqkiuba621S+szd0w5fY55+NJkIVvILLyyRFOpjrs/CRM4o9F4DvuDXBrhclYz7vSD4mi4a+B3FcVVMP4ngyLPQPuYT+wYIrkRolMks08sKkmWdItk1O9sYlLzbo2jIGakS3bPlpNt94Yd9UGJY0FtYhAlWYDjU7JPP3vGP6QfIlRXxZIkCWWXbVFXMDx97PLXXr4gyyW18t7NSOSRktfGGzuZTWnEKfdFY5yo4iWD+qPYay5mJ35z+mPnC7ur4fBHKP6bfChn9CBZqO2NFZq/99wHdlaXP/a2L2SadAKZvsWs20U8hseOIfsEyq0DHTOZZkO0keemCBGi/SZEmdP614HFTTnFxDhuhsw3mXSOOXJc/WTbjUGpV8vXpcbiTCGfr8LBAIhGTh+9MJlEDUGLCBUI6CtyvrzocnulAzUDBkKPTXvwiWIW6wWACOmeIg7tEIk46gHSa5sIgFq/BEJzjIZwC8kXs4vY3vg3Fqput1gbm+R4wjEs0FnFJNtwJjxC0S//TScHJ0J8xj3BeBt+w2CV+IhlFAIP19sj7xhR4Fv4hZ8sILbBQVVhLl/fUFgUEdhT/eAjSGBDk9Mew8StYRghN9Ul4iBcZ0VsccOcPrptEVVIxEcnU8H8vtSDB1O3NVOcOEyQh8Y4Ee6f+19iRBmgXGQmShvPnrn357/6ff/oid9g2ZAvO6N00SIY9mKxXzv1LcryasuHduX5CtiwJbRyZX9qqvTI4sLHS35yh0g8c5nDkAYAYEoVJZPJCmwcwlvo8JHfPmREs6ef719c6E5U1TN+64/HEHbsP8nq4vYPPnrXo3c1/DsipmRmJ4pT5dRffPx+u9JL2JwycGi+3GnypRJPplAcf+hwYarKHQ4i5wsEjoGaHs+++4Ej995+gCkw8jbd9jm46BAIP3n9resbKDEC6wy11drVY9mdj3mTT3rxdYp9CYOtsJa05ceA2vVIkGwYPVbgLZRoEEQTZqHQ8aEFVE6bJBGpEtFI49RUyQU/kDsVkTWH4FggDo2Eq5ApyI7mY7+WGVPJ69oSF8j5Q91k32RAfgsuFPS/TbgCb8c2jpZbNeE1dhb/TQwTABNpVEMSDKxaVg4LdhrNSNFxL/HBsQHI44lQgTzFZAinCO8IEKBqxzq9xePXs6XM2GypVddVj5pxR8DMockzT15cPb/G53WBi68pmsjAyH94+wPb2G2iSQoNXOkTomtSGVcgVs7NZkwEi+HOdsifCEvIEkqCSaDb+ifBwfQd8kckSd6CjfpdJ0g9YEseES8+LuRAj56+jr/pQ4ci30txbnzAVM2VnhzTZa63+FDh8sex9Gmd8nlLjyW4MjdVODqu8xV/P92Qb/BQ0nPd9lqq8HtzH2afzBjHyKigbbLLgOK/ARc1DCsP1I98G5r5lae/Z656/bGj3+jWK4r5aJmLksyyhnl4bWsfUScCccb0b9lwCX5DPBKczZksKdvRRAyUKxwnwSUKHPolo+byY9xl/Fc/+Ah38qjsW6W1e1JHKM5O7/Djg+hWs7xTzqVyeTJoP5tnSJv62DvvtdumVEvQ3Z6dyFJh/MAHHmYGnSoJ03S67X0zhcVr3B0tvqBFirnl+vl8ZbyU+v73P0Ld6CSMIHZPKQv/jfFZUakugrA3UUrnCpWQfE49FI9RD9YSsT2ULK1EqcAwmIC5CptGCvI60MRorcCArusoy6RfVBQ6Yyi+UlJijFxs8dAcGnfddGvykww2u10/KRfoRC3OemQFsRRD/nQCDiKU+26WwJsFGYSEcF74pKxSR9v0LR7CEHfxxoYyoxLQ1xVFqa4YRGrCNH6T2xzOR+TbPUo6RUB/9NNNtHA1Nov5RGw8BTupzuHU0btSd3dS+qY/TtbtRPw5h6v6ovhi7Wqp/vlXH5sbX/kb7/4kXxuRdbEehYsRNstZPJxS5UusQHDzaQ0J0bacEZV/GQxL08FN67RYrrz1RS2ltdbT4ENLF6+nKakHeUphiUeiRaItmn7lpLKEibbb4ej+Kqsikd5vbzX15WcIpCm06+bebLLFos1BZOm1r64uXrp0HFNMKguamdKp5vX+hcUeZ0NzKXqkcH/pamFh4TyZjKmE4288Ozeza5LtVZwZSKble7Rm6sJ5Xek9RYeUWQUI2Xi8mj9/rbW+sZzNqTeViPdbc6oKJj3Wrrw4MfOIny3DHW0bdWYllMQcbMV9OAhqcFtTo42VyP84ONACeVa0VfCwKEAdS8EcIscoZ0k42Rk+pCAJQQ1cb2lAknxQHxHxQ2Q4hwo+ngicb1Ev6RxVTps1oIo2h2IBj0lwMFfC4RkslnTyGTSHoRY/u9IHWkRzMFfRzlQl6M3by0YRNp7Ul3bSWGUbtsSUPx+WJPXB7aEMyMhlQrNIMrogO+DlLbXEaNsHPcEQfxsF2R40cYEKtrDi4S1HzAMaZrFVAsV6EFPHcFDi7QgG0GQhvMmHMIPj2sWNhZcX7/uBI6r9DE+fP9Kdr8yVqvOVlfPriJdxOXyu0eWvNFVUmXZV+InFxMpFDg+RDzl2aB2Q7Z4bBG1Hkoh3QLk1JkmsKCKbZIQIboLHAOOSZBWHDBzOhItvXl1NfWa5l5WxeEZ4A3SIHBw8WG51T3O54STn/anN41Gl9eYe+4rxTRKBzgELy63+r57uFZnfZGSsUZepR/7utck7zTs/eHnsgVJn3dpidVxML4/Xm1PxzwN2sCBfQxU4O7VV+vknv3d+YunQ/hPdjYrK0dAT++WIPUMokUd8h2uFIClCeGu/MEGuv7fgsFnGZsgmskGt46w3IThAtVQ6feLk8+XyRLe1lsoOWqyT11RTc8JJfF0Wt1Oeu148f/61YrG8sHDmzOkXODOTzM49AFQ18Lm8THeSI7RV56k1JPt1OxfrY6dOv0yXNp3xVtNtrDgwuXXmzMvT07v73YaQTSccpxfVfnDei4uGG73UC+uV06df0g132OpWLBAlJtV7sVAoUJkVi9liN8c57ojutYrlUrFcBtjLdvWZP/vTur0yt6m2mpy82mN3hj0UmUSam/JqXZjGK9Ja5oulbKEHT3VQ+u1CuVwKPO3oAOc5Vil3W/DsRjyd88hbPAtFjhENPLnsk4P8U1nnmS2oAtcgitFFp4ue5X5HeqY6Uc1EtNy2I4xHvSQWD1OMLU6u6qiDiIMPQdpcRcpbR48rKSKgMpDwCfU9CtyJoePRWEnJGBW7FvhTooDAH464qYlle4rBRzhi1S50ORmHm/KgddHa89DS0azat9DqtpFojVtjf/qu+1L3sd7STbFnik81nRm8bym+sQ5/rhx9qi86adz+9DvPfmDP1OJ33vtl9bp1wXUnxx+ddD6ZS7NhhA0ebSCcCcttkKRcL822onaq5xkYa+krXs4RFRX3n2Q63P1AAtIPzKXbfL6LxcVHmRNWtnwWWYqiF2xtyZJNIVeiKaS6ZCNN7mmjj4lWgRfQRXOezLnUy290J8Yo5mEySQO9W08yRLNIqlUFXgz1uqXS2LFjX/+Zf/N3lLukT3hQBpcBRoD0MludWvtXfvnHkAuPiIJfEckvoHK4gwC2281SqUqHn6JHRkd5n7lI0N7ECUuLKYyprtqN62dKGwuZ3CHGNJwzcfsu9s+SDro5ZNdMBWPunqkQI64tQcN6sz03XqIy8ToHOOvwt82P6143zkvgNGG7qHiqWjy0a8JOxNJd8rNMflgpjTUzk0Q+6dPnLmYXTVxb3d4098ZnMjunyrc3J1h/gJqD7HZM+qyhjW2kUpYbJJSsttkUnYB0ygX4uGg6+uNlLvHR8PumRdENHelEFcHFF9xk1M9pIZeIaiTP7A9A9MUs2KdZCGeRK3nsYSMDCFgPAu5khBBbAaFccAQFHkAwSyrjtDEHgigkjFiaiOnpFGDw/U/62NiAGolM5+2Ry0Uhy7nDucyj5G/wPB/527wkYmOlxTVGefr9mLjXX79SK0+XxnePcRMTGRt2WE/rzoTtfnhH+fdLrQ1d/UDOWzqxQm+exosg422aJEVauQBXrK0BNgzzyZ6g6uEHSWqT1W6RmkAU5FIgtuIsJvGDx0NV0EUCQA28uMBiE4mEIU5o0kTu8ND59MGW/GLrnPXWn7SKnpgKoHUeFD0h8Gexc3wIklRODS3aEWnenHd+snLgt8fvLnLwuc0/udBIztAvaZztcX7JZJd1JPXbVU3AxN+gulZAhsiGPTGy4ztyDIwdyVAMgI04ImYlP/7JXX+BjpKGeJYwSFL+7Xb2lcd27birkCtk86wASAFnxTspP6ltEu5oI5rHHGIlIYnd27FKsr2B25nHCLE3dngQXhyxYiOhgTydmql0T187+ON/8CM//rFfPDR/psuVhISBjZWMg8qF0iVhDZxCUv8jNhIuMpAnoAVGZgySwg+kMaPAXyximErvwBPkiNZ5JpmJ3HANP0lkTAAo3OZIVS0MPaL1oXsiy7k+MR6NkxXF9Bc+/wt/+IVfVBXIo1JCTM2ucDAThJRlol3dhd74+OyLL3zxpRe/jAxpOCARouJn/2Aiflby2C1DNx1aly4RmukvfuUrv/aVr/y6BCfi55WD0kX0iiwQSisKcwuzcUhgm5+XRdmUV8HHwbygOjdMJJ0/f6F8bG757Nn11XqLVooGstW5eLzduTa2ev4stX6T8QltQLd78qVcZWN9vb6ej2+ySvAnWlgMVZvd1oXzF8be2Ll09vTGWrPDya3dHgfqX6g2+0vV1fPnmJhs0otRW9Q7+XJubGN9DZ70w7d8lI7S88KFC+MnziydPbO2Uu+U8pRmGqpLY83syvjahbPWOOk6OZqak6/kx2pr6FlAT8s6btLN7N0sMRwvV3hi/I88euSxuw5wuTjktFsTlXypmPrBd9+n/QZWOdMa7p7lgHodckC6T5bGD8xUf2TskRJfHWpWQhfhTY1nn3jw9kdu5+4vRY0Gb7paJMWLSqahNLJsKNHlfOmJhw7cs39nUXz0bUO1nOcu4e/z1RuTXW+19u6w+wXT/WL/wLv6j2eypU6+n0+coRHH1x2xN45p0nHj0CSmu2/Ac4TVll6A8MFuI6GbBW0HcUKKErefL64VfvILfz3dWfjgd7JJO/WuB+9+6G41MzxkiYlKCut9+J22ZqXSJ8PPTPMiWyjpUum5u28v7Jp9nJwLCBJKQGUs9fZ7jxy9/YhvtgE4pr4fnRWrHuXUo6LsR7GmuSSi8I77b7vnjtti0dVSigubn3jHA+qAWSaEz9QE59026fF+6kupl09yPbnygcqyuvUUAFUzqOX8TUSw1YgbFHVnuulms2NtmtrrTqfZbG7EtCOO2OwBrh6n8tjGxvXtEsLhcSiOXK7ABhRBMukWF30s9/NFVYKuMw6Yj+if9BJb7ojVXXnGgQqvvrycufDNbO7xXD734KFZ/kbU/uBDB0YgJkJSuLWHfvxf++DREQQ67vdvOt9CVSR2tYSXmt794ZevQ/LZO/dO8TfC5z337XvPfSMw7Gx5K50eK+R+8AN3jwTPT6cO7xnlY1UQMTbjKNvIMfIIGMFpDqiFZ8cKTC0zdGS9CCK6sKVcZrbKrmGGKelKnjqHWVCygY7D9uZgsphtjwkBTg1OSc6Rv/szYwWqI8Y2VMIc68yUKzVkJF2dINLPMxw6EATTqUqOrWfRHXm9HMdbZ9IzY3nGMFix1U5rcIW+7As1SpVkccSjaHjTZrE2OYnoelYHiiNXynbqHWbZ5+6aZgNAc73FBPruR3ZorMDogTpT57h7Y8teJaKdz/D5ar6SW3h1qbbU2HF0RmJVYHiZdDF2NSQ4znk4gg5oSCeQ6VpvBZm5bXc2an55L4Ozbh2j67LANlfQ0ZLAg9BmkyF7YIC1GP3U6i1OhaeK5zxyah01b8YHQyC30WyPFZk0MmtIC2vkXTV3gyXR3VqNVSVKfrrW6NRLOdISWTC3CKU36k3OVVRMvICROpyGzkIUnVodqshCIVlFO3BRktYfQajBal4kWqR6LJWkBs5utzGx8+rhdzFbFkXJcLZ9oUtXV+VRWJ3FsGG3pYsCIiL5Y/dmRzI0oBLdQmXx0DvkjR4lYCrF7hAKxEqnnrrw7WZttZPOu+UDlvKhOWNHRD6EsDk0CUm6R8j/a3tj0e6IvS6XuPN0s48ezc3NlZ8/f8ehufMsjbKpmiJHImuoqdGjqmlZHI+HhGxITWgYxk3hKguqAoLN4sLi4gKapZ2xcmKolJ4K5a0JJPc4UdL8huNgxzY9eKmGkHRlb2PvTKDVLkfmLRU+IMTlMoYkRcAYLw5ttxtUeEmtYpwRB5NymoTK0k9loRY73vyRknQfsjr6KsYO6jHF125Shw0CYoxNDuNDQ6abrbZ8Ak+TYgwBaC5jvblRq228+vyrGyut+sK11NRUe32tky3Wr6VbqYnG0jVtPNDmYNUeJ46d3pnq1HvNXidbKvHdiutGmLiR8OLZ7ay3NjY21l974dX15Y3G8vXU5GRrdbVXqNSv9lq5dmPxmqyTw0raPHfyWHpHn3i2Oq1UuVxONCoWD3jaRV8bLdTcePWF19YW11ora5lqtbW+3i9Walc67WK3dm2BhXHu9+EzPKx54rUT85lek/nrVmqmXEZQaG43mQaFybQOVu7N5S+vLD914hVaKGbGLWsRqVRnheqaO49ZLg75m2XnK7XcheUlZr5pED//8rN379lXbzdsrlf5jULTWuji5fBDVef0tHr9ixtZ1vHPL1/11Zs4ZdVfy+YWN1a/+NpzM2PVlpYgbOmZYcMq0/9cXssEp4m2BZZrjeKl1SUaiD25PQvpa30YLm/UZaqo+MUx3QyJg5KOW0SLSVz1YLkYqmhG5T9yJAJHnTHySMCW8E0SGXg2m5m7D2TvuK16/OqRty1dm5j5wk5Ylc3czpMsttLbXwjjN8FogGrFXv0shkyzN/La70yW906WMF40boR6pTuXzcyxucQfjahz/eutdPsigyPPMBb1qDi1LqaWPzNXKM2VuEXJOnYQkqYrvd1MRtrKvDjBp1lMrV1KbaznC6m/8kSG8QB5A1ZwXWpObnQrBWvwXeyN36Lrpab3TnRsnwbIdPPoWN+YKhnqdVSxWEkCb+zWtK305bLd3p4Dk2UGi2TUW364ZO/6enVxZZIybUR0B1qszl24uPB//fKX6BfS1niRxPRIQhqVOTUkQh2Cl7HK1cV1ek2//omvzUxV1cmLEgrV6PXBgY6m9JSmsjBKvnzsQpED811Vw4c5N6BfX6n/3K9+qVIqqJlLPBRqiba5vxgM87MXlsrF/O999tlnvnWCLhw4MZ2JVn0e48ORgnzs1BUWIKO8EgY5MY47CA0Rx1Gu7ixnf+ijD8GIP1eLacX5mfHDt+90IObD7krsQpkWmq8Ayb5/8f1HaXW8noDKBpupH/rw/WA5Hwder4yFeg/DWq+dULrvmngqVSbTqR/8yKhoOPztvdMuOtbnWjEqIS1t4wsxF09LEPCcwGNob8l1eiR2+mM7yteOXy9OFIgwH6ey8pUr5ujTsxjj1AxgnI5DZ7rthm2T6qUuPX91x13TTNS3a+FyEQTFmJ7qwZuUTX6ggkTXutpmVEnnC3ccUI1RKGi6heRkA3e5Unrgzr17d8+Qw0iLZqt9cPeMGgERpHrZ3I7x7OMPHUyTdxgrMxRKp6emJlhjfv+jWb+SBj7VcoEE056eSI8o1lKIHN3P5W/bN/2eR27LF/j8Uru7NEMzXj56x67JqXFuOXHRe3ZMBgK4ZXPTpfS7HjxIDvJsRw6emZkYG+++71Gdj46GDCEYU40JOVHliUX0KKm7mWY93WN4gHKy3FaP2z+yvrC2w9yK+s8Ehrnp/bS4lIsn0oSYae0z9Qrfc2UK0xvLj1377ATfMJP7IlP/mQj//y0TrNJqpnbua/3Yhzv79vUbNe6lV8k1hZVGFDA8/sePFfAIYv1zR40jKC//R5IXwgQEJmJLzhOuB+jtrHgDjAv2Ftxc2LCUBK0okmoHt/HdpFms+E0ctIUqsbf2UA8ybUEH+tZbUCfZkv1bEL0lny2BSgIlanpmdiYzO1XutGsbzdL0DMjpfGV6x+z8npnC8et8/Ei3h3kBpvSrM9NzmR5ba7jsMbLJkGUA2vxNenpmujg7U6oVmbgoTc1QF/fL49Nzk7v37ixMLHL0b7GQo35DVnV2ei7VLRb5GqlGjojSNvo11dGT35mZmcLsdGk91+imS1NUaOl+ZXxqtrJr767i+JUuU0T5XLvV5s6wsZmp2XyqWCw263VjcEsvmupUqfz0iZef+Il/pEwqmeEh/flHJCKAfs0CDA742Cf1N3/p/9iM4B2OJJHzoa+fKo+xcU/NgfGRu1R58fyJ7/npfwq3zSTKJAnZLpqpllShf6r/Rqm7+q7Fs/eqLr7lnJrg9ufPSTXB1gjmmovt/+5d7cff2Wuu57L1fuqVz5OGpB1GVV2iH1mEToV5A5B0UXqC0FlMn/gR+kBmXaUFTifB3BGfAVDhGfra1u4baooWI1tKbTzbP/YDlkYuekAyysdW8Whw/94PlXxuXqpJyc61RukbC3ctN8pMiQp2Cw/9gjNnV8+fX8vn1XkjGnxJL7oQ0W1YeGiUVQKJ45o225AJDJHMpLajc/TBXfs/eoSuwg3w4yBSjP1I642pp1+6v7hEp4j9625wUPpLS2uf/sLzlC/J579pqESynqWgQWf9knwl9uxns1/+2utIH6hsaGq/VXqNxLiZxtwAk6erZdyBumhtrtuotT77xRdJkSQJGPBRxAbc8QjIrcP5fO7pb56gryVQ4nFB4sMTRQEn9RLXmRt065dRSG8WEaB7/T/95tXnn8PEURJJW6YH4K+NScLmP2MeqtHyxSe/WpyYuPz1p3LVsXTbK4AgW8Zh0loso4dY5gsrp04xJEKWmQlOtLnqK9PjP9gohKMAAEAASURBVPWpT25cOJ9q1LULKrIIvVPomeSNRBPC4YDFhW98I8MAlDZ9g+9r2FIWwgfy3BSRcP815dR35XTH0mSRYx/Z177znhki22nw2RcLCEIh8aHWmDekMGOyRjdXyi28sthaa00fmmR2DA01wRF1JSTARdpbsTIuOFQXAyQBa53+agsHU5S168v7p6b2H57SSjGPkqDf3ti4d0c+M190VloHz2ZaG+scvoSJNlZWp1Opdx+ayOTzkmuxabdr88XMniNTIjGNaS5xtut1DUFggSaWO3BLRU5CXb4+PzWz444pppsAKMcCrtWOTOfunJ7Er849ds9kWUZjch5vfXV9PpV6/LYJeEpVW2pnAn0sk3r/4SAaEkngCqSNWogU8ky6vxUGsZThzyTjMt0sKH5ZqCJomUOjQT0jrKT01uSGba+E3EAe80k6RtxGyssT0BwBJMWYTcQ8TdYc9z76v7yv9Wh1sc6h5sy0mbYB0X6C/psiuKXmN4jdSFBSxC26k3aAJPbGDueDF0ecIiOhSjH+d3L5O4+l97/BLaalIqdT8H2WZy8V1VabwWZLLROr/G0mSVk7yjAHzGCPskWdoJlQug45zj3xDKDxLHxlWRvBW8dFXgmjGtRnQ004BJ5Nzn/iTBWWm7RUxd4N9iGwT1TZVcshgZGTO0+hRXBiTgtKqepIzybzZ8SRfhtLUKwga66aAk+JI425ZBN3+FBNjEM5snItvz1uscgnw+K2dLdppigaMBLQ5nVAiA3rDjc4bibdKWsec5G4VZJMDCIqDJrgM8wTAys3xlptdhiHIOgGmKAhUMiewvIHr5pe9sM0MV4nxyohx8Ux/80SHHMczFkzZ5mlp439tMW7R+3sxdnjFikEP2eJrkSWiXOeBnPCJHmj3WJnCenM7myY09W1xp5j50AWT23vN8Wkoz/Rr/kQzi+5jXRsNZXeWdOW8UOnW4KD+FNFc8oP67i2zb1r9Tk50NkF/u5JvIHHIh2seDfV3cdQI1RbeKlCuUuGzZqNGvn2BvZ35oEDC+DREDnWBVVZAKm3+FYipFEcNAKJvLaATfy66cbU2F/+7gf/wVyh3mFdW1GOcIIj9sY8k44bhyYx3e34W1KNALf0AoTPZvNuFrQdBA4YvtvM5XZfzj74IvV4MU81pZYuNDAJSvIMwDjbm1wZiIGe2Yl950OPqRemzWP9HaiGX9+iDPAdQUMD7usbgINLQkaANousfTEcbmGPpRY1XnZuanH/0mtfeXEvs8VkPQ81uQPlAXpEcLhoKmY6c7FKcehIrnb8AbkVi0j5RD43OGj+OIK/geCIQtSDvLKwsbhUJ7uNIAx0iJRUhaEqPXt5/eHF9d35XMN6Ui5MU+PZbG8sHFYB0KXEDmSioRcuV1Uz8UA1TW61sekmGcOP+2NLemASSW5q37FK0aNgoyqda6PsYREDYqJJrKj3RQpy/uF4QdWcWAaGMk7w0y7qsf6a1JZTizYK5r8whx8HSgeydSp14jd+/XhncE+148qqxDaSIrcmkNN0IAsTEwtPP3XpK19GDmgRfxF4v1GcbUrF60NdXV4qS5Zp4vjuPfup3z/9u78jPmhq0fHUsFjYKdlRmkKbZThSLmmNnp4wc9+csqjEI3ZRUihiQ1F1TZwx7SNz6EydX3ruKlvWKXJ8hsofcrG1b8YcDHfopvNVC99knH3qEr320kShvtJU7zYWMCIs8vpvwMK8S63+SjNXrayfOfPFH/k7dBFU1lwjU1WyiXsUBYuOIr125nQun3/2X/xvL1TH+ZAqjqPibH3oQUSdIV3tKwv5sTHr0FggadPt5sqV+sLCk//wR/loSxk5TleZTXpYyg7cADfOnStMTD73Uz/x0i/+PJ9yuLoypfUw3KZBuqU0C06Na9dyZR2tH5tnoF6UKCSyeiZ6EvFP4t0kaBT1v45/C92wE8NRiiYGKLG2USyVte1Pm3k8T5smlgyKIwmqAjyknnwxPBIhTEO0hDBWEY4zcYTAKKIa4axQ5xLwwk9Qw30kMpyNg6k5QA2KRcwVGrkjRmzuY+tYt51LdfmCVznI5fWZViil3nX/3XwJo0ZEhyR0986Pl/KcNXafZWqbfex3piazqQaHmYi14qxsE7hHv7FGpWIx9fh9RzkWwL+hpG+4Z36C7w0/+Mh9aEcFqlzcb09zaoodcUPMpNBwrpIgg1tIkZ3H77z/aKPV9akI6blznO8iP/BICTSSlQEGxX2GVb56WdUWtHpUMckpdga44cviF+mheNq/KKohlPAIIsby6J8eJZG7EkwiSBRgmJte4hNhbgoMABe0TRndjiiohnLssKHpese9s5fG+jv27V66XChPTs2M8dFH4ZG7d6G7Mj31fqeza+dkf3GFlOITyyhuI/yDVWkGqtXS2+/Zu3i5MLN7fulirjo3N53r5IvFR+/eTcPAfm5NGKfS83PV/rXrrPVwFgNmsrSFZ/SLM06jdHa8Wnr06J6lq8WpubnrV0vV2dnJdLNQKj5y1y6miFjmaDWbiOAIvNT1NZL7zdoEaWTOtJadlWRDVSI6Wa1IkD/ysmdATTIlSYfN3jSlnIMa8k3ZzrJrJlMk347yGYHEXgzIeigjFpgVmPric2LmvUKWkzGlp6yaNGfscQtb7jfLR1kzRM5/tnojLqohJcKkCC/JCq8JEudEnemCDFHqOZ8hGc7NMTzA+AykGBA+7EBhiq9Q6LU5+oLzYjRFqG5KgptTKtkAetqY7YQimMUibV8uJqjMYiEfitTMiIPsxJAwzpixIGmsIzeibRgh5oGjo8VxkBdezIyz2huxQAhOquBeq7G+ppkRa5DFQQrEujOj4UVdIOvcaJcdkU70XkSkJ0QXxgMpkcsxIub4klKiwKFfR/C3B2AVtqzUajpCB/hAnEST4uGJgkCnJs6t19GbqRnmSqGQ5fyx/rGnsSJs5gpdCvOGWOgnhItO8YnjJ+UsKYyjRdVe5h1IMu/IC0oR80Xs2uX6+jXNAjCfZFOlAKMoyEry8qsNPIM4OrckGlPyLCFWpvbz8Yl12UcE3sSbo/WNUvAGqEEffuhDs5qgKWDTUCZSdNyLO4YDHGHo/hiK3qxUxoSOPEKe9MpNF2qt3V9upXbZx7sIJ5EtEUUO60E6xFAzOO0IFy3NlKZvm6A3zg528r0Oak8oqVNlTGkCumyjOfM1eu0Th584oH68becNya5IWvrH8ZNX8ZIqMgYNnalzqZ7e6KRLeTaYL377W0QgpnDHiMIxMFdhrJNdef01GsKkisZUWKOMGI+ygcmsmagCtaGt12wsvfg8lQB8CHKJ0jXxSG159UuG4ACJ2oljPV3UNoLoSKE9pi0SAbVVoYBowoRtJJvT3kJGuMXlSWw9TO/ISgaxkmn6BZ64TWzibUKNKiLXb6zDZkcyFPdNntgI1CUcBczU3cg+dxCEI83sUSO91eNwTacoVKXaqWJCoDFt7DBOtF7Kc9qhlBBkQQO57vU3xUKHe0ckAJNSkpjDQSO7rsnKzFJx+IVOqpZKlh6yaK91udi99uABti7I2vawz3cJx9tuV+4PDzpQHddPG5YlhSV7oAFqevESz+alQufa/fvZSwrAMzI8l8F59Hb1k0LBs2Xobv2UOtkh44ToxaoIlzAOlWhdEc99rifhAotnqv/ooVhP1KCRZDvrKWnkkfSJsEhDj06clzZ7Q7Q896oO0BPlZRwOGFSUzkFUClEWCjimgUIDxKsWBwziN6KJeMTCDNdiKpc9po9V2RFki1/nGXPGAVtqSlRcWlrOTBb27uM7vtSuSipfSs1OZq4vr15t1HeXmFrTxjl6szofp1W/tHCNaXMnRAxMXG/nrHpcCdxfWr5eXK7unpvheMz5Sr9QSe2cyFy5sna1193NedDUV3xNoX5IKt2qX1i4pjWTYBxnObAGMmgmCVxcXi4tj89PT5TGMtOVfqmc2jGRuXxxbeFShiaDb0o5dK+VZbdnqt2sLSwstlk4pgdkj6kXKzuwD3BPpBgNLx3rAcbNXMaZOV9bI7oZcixlC0QrLjaY2SJwG5DlH+UNTghhtTrbausjtqFntIfhUUu+HV1MlM34G1RfQ5wizzDtoC7yQg3WMMKg3osYgGB90KE+fQh02hgzwU31ZAJOlcVpZcwC0CBnqIjovoMw+kGIMpgTRbRWWsTJE079yBgnZm/IvFSJWP5wh1aoLZliG3sGs2wfXYNmTGKEmKVDePNHhRtlTA9nSGClMZvLFxgDEGoaRMSkiYBZ27+eDBEvi0uE6b/g260OTCfqi7XhwG19rGhFVVnAcVoVVmqBYTq0YKQ0eEwTixuitT6XxLfKCd4Z1kVabK3VWCOunwMPguOYuWPUG4WD6IoFigjulWRMNdDNcqRSLqlTIjgwTGdqq5dba2d3zu+2sZBtOkqgJZww2jaUPTwrK4ur1+rF6s5svsKaqWkLiYmPlE9wS+RGg2KeZOh27ih1rHGxVI4hTuJe3CNwhcZGi0IDWoKP0OwZIR/yYjuyRq2bvlBP3TOJ8cWAvy2TQSFmBOermibNOTF73zb/3H94Zf1ynT3urIuLgdpHKcn3mlqz8BRq19qXX7x65EMH2RrfWGW6XStNkSzLE9tIBcnm8NPpZjd9ep1V/X6ZPk+GpYoQxVv4YbIc9rkxfR9wC+hC0Vy7WkQ9MY3KRiZTqOpAIuCUfDCYc4rMFiMamb20KYrSMzFlvaIB3APtrdVGlsTjb+XAB7IFr5h6qzANnbbIe1uhSnMNSsmrVpk5TvKNpFFC0kuTVls/VpNtGQSbJJF7A2/VTljSlikT8tCM8dWtPkzgm/35Jm5I0g3pMzlFvquzxm6IlwhkdxpUbGfUnOWtPWSSTD4RMaMikdRtj3SVcVii4payX+hf+y0+ixRSZDTPrSNWVxPTY19B6HnDIEI3Ue6BT7aQXviF3uJvKSffAs+MePKwzc46d+ZJvCyJM4X0lV/qXfvtkSmNrfSkUHMW3IZqqzQ7ynyOMsHvhk7lDOXmZNbZjoAahl6fPoX0VYXt8BJw2Ygyl4AMnBKtSvxWRY+YYsBo2CXzkehUKRyHUp04+8LJC6+efZFjB7gyUd930k3XAjG1hJUyT0W9gfApZqab5rhFJqVgMtSNMZ7QTlTGz798+vLxC1RxdPpZDPE3y8dEx0uuM0UveGrPTJujPMaoeaxm93xkSjtPLlccG7/wypkrb1xEJCZmhh4FaCMDT3UElfKKFL/M73X4FJ5jPeDJoZzqnRvnYUNs5YM8Z6dqbhW4Bcy77HkKfhylLbCGQEzSqx0Bf/hBQ783Zxi8lc9kJUcLqtKVXZRGAwIyfJfdbreSf4zoLdZF7C7sStAtPmjIwiZadfw4h1shs6o17u0SIdxefal4eJSJ/OiwBdaJzJQwORlFp2eSp1liNWsmAkeo3Cst2TcInfKkiAKZ3NSizJiHgopDuPaOXwYUqiSzr8/C41GjYHoUaGVqhFzffNfr6450gzemFYd0ulCga8IOrnUKiANHqWJ1o4B8vshX8psVp3bisBrXbEStiHTwi6x8vkwxT0ZfbiKsZysGpjFflg+43Myl3X2+6xp5t/ZomQtBWz2yBH1E9hc0Owf2HfhX//Kfz85O1eoNqhdZ8808KDY9Pfkffu23f/bf/0dli6DeJlvfmOebFCoTvEmSbeVvwwcrJA0dG0URoyRSm51cS3XmVZtHbYZEGJ4juwksK6oqDl6m2Jvd8kxp5z1zxz7zTe0fCwVDMaInklOVxvKMvP3mRnvX/XO7H9rB7niYw0NTLMZKLZYEq/b3KAQJcUTRggN1LjdSp9a1zcLKCX1xOI88IG4GOo7gEvln8FAs4UKWP9HqneScsLVV9oEqu7wF7qhFi1gqTY5XHyhlpzm6liHRTXQ0QYN4WqQ5To5NrFu1TFsy43NY/jjZjUPitkQYBdK3zKY5ZmEUrjijCj3UgUKjOKMhkFhXEjxL76BB/JPJ9fNlohJlp9ADkIED0Dkqw2CrNF12clipKr5iGIWqDA9IzEkY3V66Ni2avX6hzJpT1PEK8y0ej0RGUQZGDrsWWDnq5zguSqtjyq4mSA7JUTmKHrk0jmIuSrpF4CAhoWIUoqns9kKqdyW2IgwHMYnQTEroJfT5YGv4SZIQwoAo1b6abl2J5Ts6aDwjQPyYUjxHA4aR0bNjPJ2LseIV+5LUii5Gz5QwlMMDGj9JvIhJ8rfVqqtDKbve9GGzJp9AFXWitwZvt/KQZFm+LPcUHCHgQBv2yifiNBI+8JL0En1rZ0pYTLCDss14uaqt4+xTabE9Ot/XlG2Ot5Js88MHSMyKlDm2g6yqzGZMAp7Z1nmOiWdLedO5xe9EVoq4i2fReVJpmJ0HSeLphcLoSaPIdxZIpggkOGuDPPckhnSMEjTPJKHpaR0XT3TLBJHYLX+hZiG0x6cdt/RYq1FQ5m/XGRZSk5hpb0RrOuQLaDeIJPjGiR5Sr1lTNXErfMiQ+SLt2hbSAmsx7Repi2hMpZvbhjcu1RqWAQxXqba5LrIgj1Eo6V6nGR9I4BPqolSu0MvmQ9MZipiSEhyrixQjr/SiuqhJPdPnYCJTg1CLhdSIdAvRgkpiwFD1peFZSGiFy1L2GH/uDbIBfwRUiJTcVMQF5H+mJAt012UIZ2NvQpKPBwUgzQEdfRMbIGKBldscthRTJUlizjHQRBeo7eED0OM7IjRm5Q621tARn53ZC74TGdyo3ayKgfPw0tFbW7tGdpqbO8AOMu8kRJawVAl8YAOVaJmc4FxIOuhm7IF8RFOhzczsAWSiBySuuZPbm7hIh7W1RQ6mHOHjYgZ8Yxc2oLPX63EIXsQ/Dtsi7QhDSonrMFCYw/R8JmhAsTUJ4Xwhuunj1ASZDCE1mPrcs2eemrRa5WyOt/hMTY5HTfktcfCUuyXU/4+QRjR0L/lGDynI0Ukn1lOLzdRckcOAPa1HSBxVOY2TDDXusnASn53u9fa+t81P3z65eOw6XSEFWHbmBMhcsZqvLdX5HoVDZ6hL5u+bLXOr6prWUq21kPhsMcsJ8FCOz7PAEbSChfKT5Uhrq2yO6Nha+lKDHjzLvWSjoKgysqnHC1Co5MgPsc7uiJCMZ0SgXwR51ne9DWSsVMBNDXyuieXx2I0tlpqt6+WxR77ru4qVimab6KoZVYwz4hBze4JQRbPHOQynjx8/+9xzd3HGUPhEI8KL1BsoOQgZ6EYoDcDceNEOmgwxjUisijOYQ3gzG8eh0VxLxgZqLlkYGc64hSweA+NoeaXd3bADLi1lLKGD6WwR1tgmtEs6Pa1kYGTx1ngx8TgvANq61VjtHnwk9b4fZjCjzyXVrCgBtFuPzQOMHHCH1pohTr67ci3z2Z/i+7juh/9JfmZ3pt8iV4q3osx3c5rIDIMK6Q0ww4lIqS//QvrkM733/K3s4cdSnZpugg7ZiF0fmtSUIDeBsemlC70XPpf541/tvu0vZ97+/bphJDYTrTjfdjCvyefzTuIaZsqdsy/kvvzvNa/PpFrIXpYS0syKCswVG7l73E+rcZGSEiOFnANC9IDjcbJokHU0EQUlaxbA41BXTBElNMMOiThqYgTMDBgKl/MWG/seSDyNVfx2hMAcck2yllJ5j44H6o0CxiSI1Y/6l55Sdh0PTouU3lI2PHgjp37xEjH6GZNT8wUGb8wpmp1FJataZo5lgUrXOZOh5aP9q1QmSqVxM5FZ1ZBdkstIMGHmmE/Wl/kw0SbXg2hEgDM+MVfIV4x3ZIvIWlLWOHqlxAQ/omu1FU+sZETcrdhEEYfSFeCtwx3YJqv1+dGMMcJEHCTTeoFSw0wbGTCEGpDWFJ58gelSoHJH7E1yFjD0LAPPKKrCIu6EgsNnSzqph6UbMrnZM8lkxE3e0DZVksz0jAw4SOsYH85RDASDaKxUnpmZ92RKCiK+PgZwWjc/nC+vagvZzh17mKdXYfFge0MSRJvXSQAu1VY3GvXkrCRmgzmf2czN7FSckyZIMHQnUshpvBfWlhkiar0uqBujogftYas/Ptv94N/P7TyYoVvpBd+yLvdFqS7yGl7ZgrzNFdLd9JO/nDn+J/3v+h8yt78j1eOa6URs7KOxUBdhNFU1nX5+rPfcH2Sf+o/dhz6WeezjqvF4nIo3MzFdXb9lsTEVKbPZYufCa9nP/GRq953SrUz3iJJOPamkUqVMPUnlQ7Ws/Ga6ZYpUrekv/Vzm6qlUsarNLZZoemMry4ZsdUwVZvuFveowufncJoRaGqike/6Xg+/gmpnmKWLdqxxhstwsQLDUB516T86YUE6ruZvn01x5yu56R7WfNPpkJ/vlfVLKNTNaE2h4ELsh5SCxWunmWY6yjKfFlAkNA4fcCbPjpT5sNuuHDj38Q3/tX3A0is6ccQSNnXWOHGfQyVrGgmoqmystLV/9xV/4h3Sgf+iH/vf9++/qtjeoH6LMya1eujObw0YEsTxK4Upni7/7iX/19a//frlclQ72ILrR2Jjfdfhv/c1/PT4+0e/SX9J4nthAy0EAnIhHC+58iDsx2qjX/sOv/s+nTn+be5qkoIlwbsn3AG7Fio74/r0zoblJ4Ek7U8bxg5lSqctXVzkF++D+GeKOEZTIkaCYJMGG3JpZvr6xsqZCl4THbsg9K1EM1zdq01MTLc6noqvhecYMHouIHTE5DgdSgbAbudmiICjJxVXvaHLQoA4cojUkXihvTlG5G8d2j0v0t+PEELxuh5hh0jvCMOaw2THCdoQbMkJGYXv61Ub/tZXU++c5YdWOxjFSJYwcnkDZQvY6JyCVcmOzJdZ1AXs86ZOXpovz989efXVJm5WZhu/0xmbLl1+4lmustnJlruLRV6vSD1ZmUzElKbWYn22tt6+8uDh/74wuUmPzHBPqQa9ICXrzxWx6o5t6dpHz1zkQn90yIieBPd/I7NFjOcSjKlAUhHTzEhKBIgphOTAOMYcIIm0TuAPt1AY0m7sOHvon/+dPjE1xXM1bfz7/G7/x777+dCZFN2uUySYACAMDES8667Vmd7KS/6m/9d7337t/rdGiSkFxKxJpvkqkvuBwTEHMXBQSxsH/6ve++e9+9+v/419/99//8EP0yJErG1j1Ra1EsVRl5SSkaLc/Vsp/+psn/tGvfJUgTtoUez28TUG+Na6tczNyAFvYFq9MulQuZErjqUrY5uSxi+NDQuhz6fJEds/RC7XUymqNuo9yzFoC9zvMV9Pnljt8E+nJxe6i+fnK7OQem3bq5A7ct1yoXry04RfikOk4FvrgfOHaRmpptc79zGRB4j5RLe+bSfUrk71OOzt/R31q77krdW0ntsEkOu/fUcQeFxcb2A1B9EQKufT+mWJhdl+P010m5/uzB09JDaoYzTsyC79rusTX+WevaipCeYm/XnfffLnaoZ1QLSgjRUXGzeIw3GZ1wRCllkwAI7EEidLa7WRhSkZLJw/DdtoEOpIecTqwI9U3hAQOUAtZ70Rl6kDXzFjFDJ1skEDg6E7eaOwekYgo5ol6ioZIgYZqJmYxINnCRaPF+SKMNT76kR999NEPNxsrzF0ZP7V23IpHklhmlheJpGk2V/nqV3/jN3/zx9/5ru//yEd+lK4NYpWR9DFTuAVdK0XWPwGiPWmF8TfeePbXfu2fNdevl0oV25nqEeUQ98YTT/zj7/iOv9Tr1JX8kqLIUChQF9FS2soFr1yh+tRTv/e7n/iXdoIkQbcWSSWw2Fo60iEwjuIbMQi6BEGCy5puUfm2fGKeYmu6ICH+N0SCcGt4t+eoAs4fVRwt77WVxRY3+NnBXEN8hj35Yr5aqc5P7WDcpQxGEtyCQdQb3lh7/L53/OLf/qfsNFZ2sbSFnNLUppuqEU7oJZPgnAxybvnqEz/5j2mtf+vv/fh9+26rtersdXGJ5Id26CFJBwxNkYcBg/Ef/fWf/s9/8tnsxBQRAU4os4Gt2vUH77j3V3/4n81Wq9xgxTDA+TBLQE9LEyE2F4MynCbJPU0Xl5c+/nM//sqpV7NjE76h2WwQJxhJ1mV6OLf/vuXy1CUOkM9rLwfcqE4PzOcXN1KLaw2vjVFjcqKyV3XRVK/Tyuw6XJ/ed26hQYYg46EGGe7gziJTJZcWG9b1YdMlH1P2D06V8qEu2tmbOUCVWGu2ZQEJ6u2cKlWLqTNXNZOqLEFSd7v75yosAZDzM4Wx3N57WbpeWq7xWTHBHHg3Xinsns2cv941PmopKIM7do7tmNrT42uJaPBsGTUZXbYaNvoTH0jf8fPM6gxCcWkMx9nL2gZpBKjGX6Wz/nr/lSfSuen+nf8xW749laI77rtERKKdLCS0ioZsYLM2XPjV7h//4fTyp7lk2KcVlDGhQvTkO1J3/BI3QHIMm61/A4cW7bmyEnJ/ZH6Jrp1Jvf5XUo1jqeyYVbMW6tpFqEO/qi44L7UyO7v34vXe5aU1Gk1iQb95brJ8YDb/xuXGegOza3cK33Uc3je9Z+8kn8Dh3bPnUKY8+col7orRETokCrfzHN07dmW1e/Hqhj5sTWfIpZNjhdt3lsbGpsjJkTZQ6yHx8/nS/K7bF2up01eXOQoWICnFlWSQnLzSWK23zVQcGtXZt2Ny585UvlAiq8t4gYcxGrwGUSVjoPZGrX340M7/6R98ZGqCM2l1MrrjUoIY+ukCA8uE/DCdyo6alfX6v/jpT75x6urf/5sfPHpkNwdVBQRLYo4RowHVnvxIOn0ILiX6pd/46u995luVsj7YszwwUEMZRg2jIPDw7WoIsqxu6Lf8snyuccIwRULWcMDWPsUYTW5G5TWbukhCFr4XNLP7wIuMCC6gRZ4stVn0KJ8YY5g85maMrZokuvSEv7GU+o451litSjfloyRwTgjP5TOcIXPbe/bQ32benYiCLKU8LuQ2+ufs+yhwAGPn+BfO5M48eeHOj9xGjBTAfrw2M00eXVY51ccvjhdOffk89JP7x1s1jnJT/IRiWHIYvvbJvLicfmUlxTWttEoMN6n21ta0Fmn9kBBZmn0zEFkzjj76YbhcZYx1Ug6L5HNIqTyEYGZNQCz1+jluDrcPjROszC7mjxNDSSGxf6qHDKyWVLYcfRw4HBTQQpANxCl39x+Y2zVVXbtw3TeNU19Qlu7eO8W9wRcXNygR4NMDHivmd82M7Z2pptu923ZO7psZv3Btgy4RpQ6rca/EbTumOKH29JU1VKEkao6139s9Vb1n/yyGtbRWu2JJJG1hW280Du2o/sXHH7COkXVeh+MBPl1nprw+8dVvX+90ipQxy8NKPTgYFyUKiUX5I6/0O8+9dO7lE5dKxQJ6r9Vb3Mr2vgf2feWZ4wvX65wnC2qj2Xz/247MHshLRdTq1E5faH/+6VchgR9VydRY4a++787nX7n0rTcWOJsf9o1m664Dc/seP0JtxOoQ18UsrfU+9ycvNrtcrJil3w2f73/3kdVa6w+eOcVaBNGhxzJTzf/Adz1iy0ZMkXF0XOrJb7x2eXmdexZJsfV66zsf2n9wfuKzTx6jyqOfQTtNpf+9H3y4SuuCYori6KOK0vpswY4YkbtrqDUpLGYQ4Px5dSpjJx5lExmqhOkdLCbm8iwRcAntNZxnTB3zVMUz8pCLo+03MUNHgXlAV8I1NPuWIMfpeiZ5ioPpGW/pcd2ChhH5kMIiEQA+c3O784XKKxdZ/CXnqi3muWvvOP2Y1y6tMDQFlQaPFvHuvdWpqTkmQatjU9Xq9IkrjbVawz47obfd3b9jfHoi8/q5dU6sZMAJZzAfvL06v3O/SZMeUlUeVR5UyDNT8+XyxMtnObpEXX9iSoLeuWcCpGMXVoFIQ51217/v4NjczC4sDBOASZtIXRMQv92h6s2Siq3tzHNAKWJTIFJDhcvd/iaUCbYcl4mEuU6jdyqZ2PUXbpKnIyV5GkWIbOBZ0Gc16imH7OMo8hihNn8vr10/t3Tx7vuPVqoVVFbkRx6ruKjMj79ybOXq6vz0TvE0W2yBbLQu1NkgGuyJcmX/zI6r19tXljb8Pg1GStx2vnu2cOrShs4vIodxpEa7c8/+qfFKhX5FL90/uufAVGX87OW2bk7VGJuD6rO37x5bXGlfXqz5KIuezc6p8T3TualKlT6o2TDEVjHpdccKpTt37VvfSF1YXOK0aIBUHVy2enCudG6hvlZr5awX2Gil79o7ee++CS75QOFhK4SEsviSD+iD1k6dTv3hU68wERjqkPHS97/78AuvX/7G8QVYUNA5tPPIgZ3f9/gdKY77kPaN5dXO5/74BXaSUlUyX0Cb+fH33Xl9vfHZb5yh309lxDIpNyl+/4cemerp7r88jVmKuujVi0sbXE+DzWvNzvsf2HvHnqnPPvk6mdYyPB333vd+4IFqSldFqc/ab73wyuVvvXa+XNKFshuN9l37pp94eP+ffPPUuatrTNBAyOTlOx+8Y8fhksYKshYR5EcOxdF8BmVMVeX7rZfP1a6t1go5uq26uGrv7MS+HcUX3rjetP4c+GzJPHKgunvsoHVR2U/FeKNy6uIaG5pJWMpptVy69+D46Uv1S0u1Yh4+fIPR3TE9fnRPrp+jqx0p4TkTGgZfmUo6v+u1S92FJY6oVJ+RGaj56bFDu8ovn1xbb7RUcRifQ3uq+6cP8FlcsoQqEyoi5D89ckVPBKHdow7ofuv10988drlqxxfWGu17DsxOPrL/y98+fmmxVjFzcdfiE48e+Y7b1XUmFTqt2plzq58m9dn8wR7uVodrXubG7nr+xMJTr16u+IaTRotLXw59570MTiOx4deUUS7ijofnjy89+cJpOr7oR+Ie3Fmde9cdX3vp5KnLayXufEmp9Xn83n3f+eC8pVSSwwhXT7MomlZCydhzM+NXVupvXFjihgfCGKzOjJfv2jv9+oXlxbU6bSJk6H9k3+z89Lgmv3p9SKiPvn18gQ4Dj2rCdPqhO3ZeW62furxCfEkcStB4OX/fwbmxchEEZRmTP6KTxdTSQAFyJBNoBPkGXq9tjIGw3ID2jois1xJ5Er9RuiO7U7fOoTLaILMRF4KSWomCuctikc4hXyF0GrqpJo6DaK2cJJtCNzpHh+cqXD4pZN6xeliPDynUrZCZBrq5aoh2EteKt46DLLHfTE+ajvGx1dTLK+m3z3I6JN+UOb4FGjOYM6u7f+LyC4vnnr58+EMH60vqEuSZT7dYaWslvR5qBfYajxdf/dRJ5uZz/MzfPzd7ZIppeQJUCrxXwlE2l2vTByeWTq5wsvv9H7+LUE1V2MQwUoNaOODOigDfz37xcqrRTVWZcaCiaxdnZg98z1/iDDIbPbtlpC2VjmqC5EMDzx3dX/1Kc2lx71/4UHX3bm4M1JpjZCPPWJgvAoiYhYfFl168/vKLnC0jHaLHWQ/5VVC1WMlbx7q/qUfRZsowR4v7puhGkNGKWLBh/cK19d/66jG6NTRajXaXDi5V/8nLq1987iw1MnmFwr9ntvLDH9It4jChgEH4n586cX2jQR+Ianmj2frYOw7NjJf+01ePg0C9ykAfJf/uRx6gc0/EPT8lFVDOa3XuOjD/E3/vLyXhm92rteYXnzu+cK1ZjdJo1J6BhryvVX/2IeuPThqX8MpLew2knbbj89PZLkDtcnGdWKyJSMjszDRbaE5HPuegUtLQp4ahhIiEMsEuGubNqbP0cRx9UiW1mHRJSqQQNZ0QAIk6tfyHEG3QznSzKSt2jWr7v0tJw1/dw4w+lTTdRGOPompCg18Z0KOv316jN/Xh9MR7NXcVg8H0TmFkLiOlcSz2ai+lFn/bvD67GbgNeBJBetiBJ23DIGQrnmSGcm/jxfTi7yBSxo8qq0hDV9p4Tn4oPfm+m+tJUU87z09QOEhC0yHEwNlt9ya/8WnW1fX+5555rctEQI4JKjTsV99zmKmmTz51kvaSRKBPNjFWODj/SE8XCdOE0AFKPfnCG/Q/ylzKxpiq1vrgQ/uO7J3+3DeO0ekhhzOy4hCjibFHqhhciZ2MH1493IC82kh9/puvNVq6XxksaH/gPUdQ4FNPnWDynozAQc4cqbl//jvQ06rWQeScyXZv1CaI3fi779y37+4DURcwqKGixkS+5zRjgSXIh8tXlk996xj1GHMWGMeZuIio261e+67De/cdvY0I+HgDUfC14qscihvuyhfkz1x2eQGex7fkGSvPZAeqjk+M/8iP/d09B/ZSWWya1opxUz/94z/13B99Q9YJhhwE3dTlX3w++fLp509drZY08KZD+cChufc/uO+zzx5fWmtqATCVXq83v/exO2/bq5OkUaberr9yJvWJr71aYXjPGLvZmR4vfvy9dz5z7MrXX7vMRDLxpdd/z4EdH3/vEZ0AM5Tcrmaa7T3NTvOp1688+fK5aklTCmt1+rJT3/22g3/0/MkzC2v0tIjQWr35XQ/f/tCRCSZEhtlsFTmvvqwOodbFp/qHr+44fY0KDTjTT8yWWaUUtKJi8VqFVKMOSVOHcHqAV19W9cGEtUbqIvZNME5CLCS8JMXqNxKXgqtPy8DXsqjXRVrKQ5DuvhO6kAiFJKq+TDeRiA9A4odoSLb7XFiy47KjkvnyyTOvX1gi4ci/3CP+9jvnd1R3PfPKG2uNDp0/gFwAQOd199iGUUJRY7j1x8+/ni+UGRaxaXPXTOWOnYdfP3Ph2yeuVi3h6s3GvbftObrnNnbFQCCZ9ng2llP7+tqvnT7/8qkL7HdSwtVa5Jk9U/ufO3by8nKNO0HBYlKJDvz+KXjwJz5x9hwZfonn0KPSgsUZfZWLxXJB13wylmf+m3NokMgtHIiwakQHg9KOuJaUGo75LoPHaTWkZDoLmracCQiVmhUaItiiDMFDMoNH5mWxERIO9IUVXpqZYqHIenLR+dhJOM6HTKWCfaNni1DqAUr3S6euffWF82Nlullp1hAO756YnywxMfXGxRWSjNht1LnDoT933y7wkQDJuYW1P/zWWZpH2mO6B9Qt+2arr59f/vIL5322S92Mmcq9B+copNsqFSfDEMbW0CGUP1MPdiFRsd7OdzxWnueKajv6T+aXGE3KUKSSnUMg3Kb0xnGOKJw8fGTyzjtZnwrYVt8qP0CUbLKBZHONpaX/l7w3AZIsOe/7qrqrq6v67rnvmZ2dwc7siVnsvTgWNw/AJECbpEhZtmkrgg4pFKQlOyQ7rLBCtiVG0JTlI0RL4mmLksFbBAGQAEFicWN3sdj73p3ZndnZue++u8q///dl5sv3qqpnFliSK/l19XuZX35Xfpn5Zb58+fKd/c6juC1K3DOpgNl0/TsPTezYyfdQoAK3EE0w8RGN+Fx+7dXzzzyjsRBy6Ab5DNOfvlFnbxm+hUNDMQ7ornzFMzPmO+7c/O1ff2bDgXWt6eal41fYCxIMumhb+N7lG0yjE80TT5157jOHN+ybabDpzFO//eL7/t6dZhutUSaAh+UmYPnKMkZ5/nOHZ/ZMz+yanDtju9LISmYvO4dQa7j++eP1J8/VxtjTA2c0zF3O7Pbt7/65n9fkbMhmIugf+MyP/cjciTdu+1s/s/HmW6hKNgTrj5mg3/ln/+eph77JvLu6u0GHUph1kE/kvEavNpCBMS+KZxBeCd5fHxw7owpGJ5ztw1117u0ZxDPuwXHolpo+u9vVAD1MkepemeJoNYdby2zXKTiPxbixZrwCkNKAD0v30RE+YKo2BOFeUEktpj/VrIEiwhBTkgIaK3D/teAfOrE65emDfSfVGl+sH56PiGRblCExdY4NDwyW8ZLvwkdDAi4eE0IQQaY7A47mgU+umpqlUZkpQBJva6uQozOp/Cq5DTxNJ2modG3QBCVJYgFIzTMrKVkni5qtLA53+tZubfbjtc0/zXeBo4VFzOgQ1ov5bR37veOlLz3IFjSyM79EYDyjTPGsR57yP9JxbZ5/1j3zm/Y6uQbZhl6ylETBc90P1jb/jWvRk53dhy99qXvmd7iJ6tb52Jv5xJJRcv6lsEYow9TMJiMI6h4bmSCcTovJOOtEZRdqJAhaBeMjGLtYr9b0qVMeQbMcgtbAQxier1DDqaRUafgMsbliSWCKgKgbcDhzL+ADd9o2O6CjOD2oPh7IQ+Eh1lHolQQXnYivJUCt5ItFu2667o7vv4cixh25JoR9bAWEsAOpFzjn06+dOPydF1k2QMP2vqRXEDfPOw/uufNj90Ge89TghXadEajrMZ5HHnuJ5W1r8IQINewndXraQcY0YpZA1xxxzpQaQ3B+GIAKS5Qh0lizuTCqJcUwo4vlMZff2GBG6sVoI5CotTIHy2Cp0WACfny0yU8uqVvTXRzqqQGUDo8D58ECJC6a5kzfyiiNasPZgAzc1cOCo7FKicdaEbwNWskRyYkJk7OFicgfVqogUCAae+M7cLpq3rI5fOTWIisTScbCIbg8mOY+QbNs4otkUeC6mntSlYoHOCZIuK6Gi5Z6IhB5RTeRguSHWKWIAqwJafHHx+250dRMFC9F0OOM8p0i7EiPAL9h7avolRES4TCIbbKnCs/TeNNNr/xiXwEpYpUbtXSEJRZxXibItosLR1VWAUACkQ3cWfHBiBnRsG01V+nywIZPA9HsoNRzlP1xT3LMI2LiWEv2VJWyn0wla0XCFDCAEClGw1A4mixQQWjAvFwcUJyNofAFUq8UfD1x/xnc8MuyDVQ+9UGAHxMBWIlRu8/rgcSjG6YmuLsAyPyID0N5kEXFV16oolp5O0wSnpDKo4H7EB4VPgL6wB27wEc6xmpE2DofcQiHgaJVIvAtu5KVTFY/tkE+Y0gmXhsjt/3M3952z739EPvAHv/nv/iNv/tf3/zR77/9Z/92n+R+oFNPPP75v/rjXT7Hqe+eMhJWa2eCimZ74Kf++vU/+DHzeVfRGcYv/vZvfvXv/CyT96p8VG6WkT91ofvVU/WPbu1eZKwWhh3OSKVuk+4TW8b56NKzf/Dyob92cPHyMjvE8DlUtVbkaz5WaE/+9gvs/bjzni2NB/7uXV/8n7555Kuvj4yNoCkvBdKscTMkg3n0W29cfP3yO3/yION7KZEdsila8SR5olFnJ5nPvK5iwKnIE+vAj/Jx2idPLz3+/Os0dPCZb9441b7/pm3MtRw/dwV/Acv5heWDezYe2rsBN0gV5FWgM6u1Lz74dJ1aF+rc0Ptu3X7mwvzDL5z0G3Qe27Gc+kPv2sNqiquWvSsj833XB7QqgO+aPhKa/WgbMiQt0lqZtzRhWOM3sAedijKWYKMIWhibkAorJeG05HkdaNgxWLliYYwOck9uKDcNZTlXklyBCh+PCtV+8SSwAwUZQCk4yY7pZjVMx7cUpRaH4UeSwFTRyMRJegkNxZHAVUAilEFZysKFEIWSActgT6FeD9UWaAef+fqzrAvSMJGH6cur771l2/TY6GcfPqzeX30z49fOR+++dfPQnA/vEAVjxBfsLc4JhCE+wms8eaLqq0fmF5dZcTQ11vzjR45AxRhInre++uG7b9syNB+bV2BY5Wz5cj0/+41nWVDkw9n5xdX33bKdyW/xpLtt8OVUpo2XP3jnO7cNwzPM9eU69tigFyCThkxZPTQMAS27du1/AscKNRA7vhM6gcJ5vEAs0j0U8azeRrScNKJxJXlASoYUgiAy54Z/+fTXXtIjaVs+yzTVvQe2bF43jhl5woAH0/Ow1c733/+Ohl47uQp38QRdPF88c3GRfhSt55dW77ph87b18HzVeA5pNePq6kfv29fEZeONe5UrQSSVf1+Gy6Q1s7KldFKZhreZC2/dUqOC8Saikpbb0QqyQg9CcZQiBk52soCn92IVHAhZMif/ufpO4mfH8NQS4doRJ1Dd0Z8OQSxLBgvAnEmUIXTTP1wVFmFkVLaxwJYiNOPqANy26ASslorBLcFQxdywOCnJREVA3ytYlXI2FoGPM/NIDDvjnJk0Mz4hY45pGAp6ql2JIc3SOcVgiReOMAgXoqHq6kCP5vhvOqzcZjnOgpHVQFCfhEjzpq/w+p7ZZQy8xmAnt60Fgu2SCd3wikaQGdiJ7CyGRRohoJ6zcPFoJjcRONpf9hnfxTwRr1w8+I2XeDLG4FDzkN3uu2/afu7ywmOvnPaJSy0Bag6//9AuHhOpX7MJ4C89cfT8lSVmFrAhi7Vu2rN+88zYV548Rv/LcAg0/O39d1zPEw1V83TEIRnpiGZ3pD976OUVbmhtqS2j1btu2ALtN597g4lXxmBsu8Wjmve/a3eJDzJQhRfcP3esu2+yvneCrzJxs2QlEJqJG5059T3v2f61f/ooy9dZssbbp1OTTaRoQV632xwfOfzgsde/ffKBv3cX+7s3tty2Yfe9W7/960/vvnsbz+f47hKoPC1kv7XzRy699s3jbOvOdpLsPGObIYQ8KXPkCobt4frllfqnjtRPztfGWcqsfLsenLmXO31h7oVj51hHBQWPs3lUyiiE5SIvHb/QZkKM563zi+tnwgZDEDP0uTjfIZUbLIyFlbl3vPuGzZTN80fPsQwaElZ0bZ5t6+GH7mcyQ5P2F3iU6/i1CoaqrHE5Bhu1qAQM3TZx/+VphmpamBESjanSI8eGj5qtkd10VDTG8kA4VxMGeyHHRG5BUoQq7GO0rKXHSrBSJFIZW8slITAU132jp2f2igS916tqlhgXtC6p0EjPT2sMuc5fYWGAXnJiPSUDLxbEnjyvt9PMm/B1cda34hLsCYKZ0/lEZcMMUGCrZyy8D2c8NWesFQisGOar1ScvsP5eg2zGc/gKbRekhZTB3G6IGDNTWKLYsrzYeLKAwVajRj1HxZMkHA0ObmTIeGppW9AFUg8l5kDWOEA2/IK8gmwaVWAe9ZSUrkD874PvTyNKCSYz0RdJUZc1kgrkNUMUHcxOX5oPz/S7NZ5TX15cWbfSOXEeZ6YX2iganD73b1M0n6v5ItJpd3hyXn88fm6OGS/8JVWIdQg4/RPn58SzMaw9Y+FJHTD/vqaOJFpG8cZW0zRH3NuCmUO2w23SxzJXk7FmOvyi0Q3Pb4wzklIq8KAAlyppRlQJiocRBOJKskedY9+kAcCg2lpM+1KmLKUAaB6OkHKsJCFFUqCvEAcOwgnw/smC9knxKp0lhBvuDFLWRHXJEkOtUjggZ8FE08M/pBiuZAXayAQAbtyAKSUxu0ogJ6AdMU/IOl8O3UCb7XF0hPULwFgyzth2juJZA+3RcaDi58jo5EDh5pJ6lHKJiCYfRqIxiQL2wyCoIYXKwnvYVMRUsaUCAuyXaFU4Do86hjkpx7BUTonI0UVhUMdKZ2B9pFZBCf17DyR1rpUVHerFK6tPvnKKZdIM07WWuNt95971p85deexFZnX1fIHXBTdONu87tAuXh+WRQbf5/Gtn8bcsqKNw5xdWNkw2J0eH4QMDRuGUFKPSmw/sXOf1JlPHc88Z0XOrtacPn2ExOMubtcdFp3PD9ileqUc0DzEwKa8fjI8O33P7bu8JQva4oAfjZN43/+1Xuz+1t8tict9QPNpWV5t0b8+OXve+7U/97kt737+Tl0vhyVw7i9jZgerCq5efffzlHXdtYbv2yyfnGsysH/yh67/w33/tmT94iTXvjO5BHRkbmj+z8Mzvv7Tu+unr3rdj8aK+NkymXBUXp94e2yyu1H/z1frj5+tjYSl9UNcrAStDRhrjrSYPaNBNz815XUO7jfKUh+d29kyTmwl7XpbMxWMg8FnMZ0/M7Sm8PfqBxPkwPKLPC31RInt7BZIZqmrJeuYg1Jbt56ZSWLhc+x/AQ1rE8KsTKhzhRl+KGMRu8jQxr6KkLAsMSlZ1TZcgIlNhYE5Yvbii4UVNq8W5m2LDIdqFqu8CH6A1dbjFokLZ49cgjahS7XE2T2Day1qgzL0cmDRFwqTCNpOvXC8urS7wppv2o6ARyKVyt73IBkkaHmsnE/aPAS0dBAHCU/m0Oz3kQgmQ1k7zhdzvZB0hEAqXfzHySzoHBAxUr/HgsrWshQFIRCWeUKpiMxb2gTtLGvn2mFgF3h4k5goqanztJCyiDK95cMyqA9w/utmip6GW3RtgFgzDxICNvgIzv4RI4JEVKCyNJ3cUrieZl1fTmis5L1OWgbvzRH7BqQgZ26uesACG1cSAFYDnEQg/KhxAHWUuxNFHCKJTqhlSQOdDlelDQ5bSYbUXUqMA6lzUeZpESbekRFJRITFaKwAN9BTNmC1jAxWePq9DcfP6vd5H1Oa7WmtRYlSOlZIiT6Yt2qO8SSbVYWJFE3jy+obe/qDUDblCnkURY8bLQLGWlUBvYURlZz94qrys9AKQhm7DlJ7CC5joSn5FZOXlxS2gVaGrKGkOSphIsW+KSLLqj+sjpqaOoAOPvFysofEqLTs4UHy4naVlbY6Ew8Jv0EDgjIdJvsj5IkLeRuu79MFAeyLCE5cuJHgC6gK3cNEXyd96ATL9hHvkjgpyBOHujLmWLvJKr/kicbJWGPQ318rmEKpZMF9GmF4qlU8DxIAD3eCDgP4Z7oEiGkHy0HbmyiEF7Ic+UgOqzEQi4aHTsMpVAaPhpDGCcoAa5lVDLpVbZ1CwMTWMhGfprMVkia9GtGC6XONjQCtOscgUUPTajlT6eYD8IFo/a2VJgrNECaUJQdWRIHAFoyuzRMuAnforYo5ImIgI/CIf8YajsV6DQ8G3QKrYAP6yOd8n42UCfaVMmBiQMGfsmazqhPhzFSiLH60OWj1R/+iYkIjcCq8Q3jdUaJQnV7TLk95UGO5vlpWWzDEOZPzA4JDsc+A76eN46YJpFML8t1thcBitUWPcyJyvJkqsb2VQChp80sCdx5WAcnWgdf3cBvQspLNaiR6aafUmpcBWCvZaEqIZyjMyaK6sjnHzYFKrGcP64436t8/U9852fmgLLy7wggw8ASdBhJYXVnbes+2VLx174lPPz+5+l4ZqaifsjTb87KdfHp0aufdvvnOFVbl0GfZC6+T1H9r98C89ITwqhb1rduaF85dOXLn/Z29vjA4vLLAFpHoRzwOFI0xWAk23m0dGVh+5iA6aXWfZjNVjV9rP4hfbqlq5XI0qkFUbrewjFaF5gRMBSNWDpSg0mFQJZXxUWUs0Of1bG/4u5fTTzmBYIHQGti2a8mhtDKBt31TnpTo6jywTMiT9C/uz2r2KtpuVWWwUSxIrMQUwE3klyGirQeXGukDZNEtU1NXD0KWUciSSOJt7Dm65cfuE3hw1h8LqjrHRxkdu38WIXAtycB+rKxs2rKutXMSViP1qZ9+2aV5No3mhKllgGERj4E2p/dtneNyEcmyINjE+Bi6KMJphUL9hovZD9+1lIbXdPUq/TbNj66ZaP/6+dwCBM42Ie8AJZqvZM5LekTeya7UPo4ZtBwkn/BrbX3DD/Qn4WFVFGR6PbVs3Ujsedq7McqagZTDA8jAgNz7Ko4nqoRmOK/nxTHF3HijjxeOkcgRuHokIYkOZ0o58/GGIAoZhDY+TXU7BOYUS28jMiCOhNLQwF/3EVM2HGmN9TU5E1Qiql7Ur4eSRpB5c4UmSSxF/jaKDrSr2ELK04IgGtIDDpbDchMhTHqVZfliC8M1oIjDxZiUxJ2+mQ6jVb76HKITBXG/si6lpaywlWsDgvgo9C7oilN8XOTSRe8BKRs3BeUoWP0Ndk3PfxIqlCjXekhCKybBW1ujIAVtTG5i8vwoi6B6Kjygg+Xk9vFYyJADlz5VkVjWGa2kImmGKPBSunKSYu0ilktjXJj2McRsrnf3bJqffu1+voqob0sKnidbIu/Zvun7bNLdQkoMvmhiHIz85p5XO+on6D9+LL5JnErzb3Tw9tm6C1233yxfpiVyHbSQmWO1vC4vJJL7og4d2MnBnwA0JuWa9KCOJT9x/PSICn05n67rR2qm42Ve3e8f+zfs2tXn3ESG4LzYAwX194J07mVBkzCHdVpbXbVhfW7mE0J7s9anvaIcCuF26Vfy1OU6D6G0QOWtNDZQ5ETUSEBTByUOBAABAAElEQVSwDKJwoCIvAkbpOWkRtpDxcWTtUyzbGa2zJS8CRj6h0sQsIWXQASFEXuL3Htx2864ZfdHTGil3xZjr++7cQ2fq4niktXHd9JJ6Io1euPvat7X9E++/gXdYgVBvyAv91+37NvGiPGH4UJS+NJci62dkcBg6d961b9N1m9oa9ploBpG8sPHBQ7uZbAqiV1dnJsetckrhSgYH5E4K2CEDYBxMxFAVcl7aSQYkjA2BshbDgeo/JEHrZkl1azPrQ46AgCM+Qtar8J5NF2NUKRgD/bVdo0wi4Vt3TYZwlurBaObKtO54iQHnKmciB6RbSqWXDyD8SAJdmFQda4kEWEWIe+cmp0pT5iBLmBRuoOHgUiBBA4tqsOqB/ny4Kx9himdl9EJ7qL37yvLLVB3eNYfc8XXGeyyutqZHD3xs7+Evf/n08+d33L1laU7bwzHdePnU3IGP38THmBYuLFJyrNPVFpDXf2Dnq197/fhjJ1kqw+dV+QDT4a8cY8HN1kMbWd1Oq4JvsKAu9I96iW18el+jvXyZGqtshbFZyq9UsfldqovXKs72ipoqoioS/5qGJxR4O62AlsoZc3iqAMYHtk5SoklS3/IAul2lTAeI7NGPzDCi3bxu7D98z36t7zd/QR7XTbRauxubZ8fUutQ78IqVvAD1gMxzq034B+/aw9gdBLIPfNN0mxUUbF7m5rGK22EFM4/atU69r0a226O3VbolUCoK+jtd66bGGSArxyk5BXrYcsOKttrZGbV1D6oypwnoVthuMtQexEpwP4gKaBDQKV/SyBEkMLGw3GhE11VAmNugzCRQIDok2tRUgzG0QGUKi6emeMTKdXMSeOslSsA2aDCSmEOAKgGR6IhXj6Wz1U1VS9jobNSqq/zHIyF7IApQLA8ntEQKRGFLEDNpxEFGHBiopanhJB2JprCzNZ5Bzxi21+BMa6qSsXfc0jnIKMGqERhS2da1a+zlwqtmlKMXzYapFpb/ax86gDWgwUfSQzCUoYeDxGvIR++gV2OTY1URkKfHR5nI+JF376PcQ31YWd65YeToUZFUBZtBaBSsy/vk/ftkB8OB8/optouu/eQHboiNQnc7E02WFzIe6mVzdYgTwV/W45/mqEyJGQAuxKSwgqWjEi2lWQQq5wCmmBtPBSLPOILrX1t6GWaQSi3IUix4Vd2qBB4n99Yq33PL9luv3+AOBJszPOL38XuuY67B8sGMNffD0xcWL0BHNpll2L9jgkJh0w4gkEA72W7eecOmAztnfXqKTWOm2io7F+ECi7NpTD2558CWPVuZGdASNfjweBrRuj+3La7BYhnmttmZxdW5grYSUnUpQNRY90XA4M9zDtKohOaLlFuACCoIorPijpfcqtPlXyRyg9RmfuKTt0QTBxMQqD6kiKdZkgBXq5ryRJkYCQQgL+quVQMFCYIEPrKT68Y1y06hZxaiRqkN1moM+u+/aQtPdsQc69nQlhaEIBWcgCtTfBRz5QxhAVZWb9kzdd3GgzztdhJ6HDal4RU17m28dUPSGtUy16r2gPxQrrrvuXn7nfuneZ+cCKIZDbPf8cfuvg6fkERPjE/WVk6I6Go5Ek48xN6OC1cW3tAupXrviPbOlmvUsTMX51mE5vdgPMdtt8entEmMDtra3FKNJXC8VoQOjMOYQuLFOV5eOn427susfdxHN0y1zTxOVz2TdFEklyXaOhpuseBz9iL7uPPNAVq2FlVzczg+o/vDqo8u8StybtVKLoIMYqW73rF531Zt9Qg55cXggVUMHz60i8ZFRuDBrN+66TEey7hfYaiwZ+v4T35AThiIcaujFfv5XL91GrbQUA39DXJ8qQAaawwux5Keb1WkyO+b4Wie2Pwx1rWaqpPddtoQ0TriCkPMgCk4M8XM2QygYSRTAIRpEupfKzS9UbvzYY9bcUOk/nQoasw90J8PUMqS80i9PbkTqVfOvsgzf7pOjK6UyIst11kMs+e92xmBH/yhvWzczlIZBvSbb91w/Qd3MVaHETpr5wcSJjaPgX30sTe4YWH/yKd+58Vzhy/e/V/eRp5YOeNDOpqcqYqXWRke4RuIu9vj25frr3glS9lMeivAruQrHV62c3/BslBuQ9ESV8vMgUh4OZVtqMLXDQIPnBSY7Nq3whp3VuLaJg20Rk02WP54XMgjTvi8rQ8vp7KKXtbkDheMffDM5IimiJX8yxoAyWlO5PZkITVEPuyGmKWwPGiBj0xs7Q3XA5XCOXEMUzfYFODFY6f/53/1eZjQVqlkwoxKIoXyxfucuzx3/jLfQtLmAyoex4l80tUS6g+/cOLJF20fd+3zxd5w699/284//c5RVuvinWHAPu4fuHPont3qa3UMD7Hx5ee+9hJbiMCB25jZ8eaPP3DDoy+deoR93G091fzC0oHdGz95314yhpVYi3CGN58fOrywqh14MBRsf/S97OO++AffeIU1VxiQ2Sz2cf+xzbPTPKvmKRIQ3iN5/Cgu2KdMeO+TXZCv2zL9h986jHnx0eo1V1c/+cGZCfYAoety9XQOmhaAcgjpmP3K4sqoPePgbUX6V4xPgNaLMurCwwC1MG+ZRzlmxQdPOIzoK1ta4+53GkBARVt0Zo27Wk6maJlLNSY9F8VTXT77hbGK2h52sxMcWWdaSJ/341GNsgvTItfXLEEOCzL27NccXMwzG2BTUelEbdtm9TqU2pbZCVXTKIVe7dKc7+usgR3EdCGnLsyBTFjDoJXlDetn5ZcjSZ49suZKnrrAZ7l4LMPdmQY02qOwXnvjLF8Ek2OlUOCwbcOUic4ZXHPYWhPeBjPaeEmvCqAkLUVei/0RO7Z2i+esJJtOrph1ggOlYDRqLAVB5igLAvS4CixqYUbkySdOucHsl/8exi60B9wfUJR0//RB0JDB85eXTl5gXwENU6iW3KcxQjp9gR3P9RU5gDSImfHx0KnJEGwBWTvBxn/s467hpl4MmJ1o4S5OnLuisYh2vJVDmuEeq+9hGpPHC3NLzocwa0wZiLCb5LlLiwy2/EZiYXl5qsUjc7hczSTUIXzR8Uuf//pLI2wdyGcu2H99qvWj79nPXocPPX+CTFGki4tL79i96Ufuuw6OqgB8h/tyFx/CR8bdh1BauC/2cf/Dhw7jipgLp9Gt55sSm9exyQdFyQfo2eThzx4/duzMFe45YELNYQPN/dtmPv3NV0BAc6oTNeiTH5zc55/Ulfp1XOK3n32txd6XbAS+sMxNzkdu3/3gE8dePXV5vMWqE3RbvO+d9Qf2t8xR9zVcAFIE6H7szKWz7OPOo36+KrrKBP/4jg0T7OrtDRAEHnVev4OdLcx0xIeGzp7vHHn9LF9Xpx3heNnD5ODO9ZTaG7axBNwZDW+crU1tn6yIhzovAPBPnTvHRmj4ALr+TTNjezZPHznBJ0P0dSTns2dbe2wmJ0rKV3gXUfMoGocBevLwmYeef32yzcbQNb54wj7uSPn608dfP8vKZpmd3dI+fMfo3ddrd20sxk3I0VNzvGJO6TO8ZoHTRKuxfcPEs6+d+9rTx8dawOqoxzD3Hdtn8Sf9jKxcUuefe+3slx4/wi6l5JnS37VxAsM+9Pwb7OOut/i04+3i/Tfv2r5uM3pCI9Po0nvkUGUKoVzwZW+cn3v59XPaa04DqlWaDw+o2VH33KUFPDlo6H99p7Z1hg+Zw1tPqueWV3knEPUwD76FOnDrdRvPXpo/fOIiNgdKubOV5Oxk2w04WKtePaXbW3HIgG+WD42FzGIX+m08JNkld3SNtF/Ysfs0rpU6JlPKe+vKvwacDJZoCLhuW2NGlcCxM2hiRyWaIVvucl5bG2brxVz9qb3ahFy7sYcPUsykDFC5F0C0Da4IxCNx1kxAd5WR81CnceXyK2zdaGN3VTC/IWDDZD5+cNMn9v3Rf/fVZz/9yq0/dgNfS0Xmlls2TG0fX7jEfpSaV5X/VQ6Z62JVH5tOthunnz33+L9+9rr3bN9803pNt6MKdkBZ7YFAFrujY5vGpvYMs6u09qDR5KnMEw/CSUuUnJ1o7t402bZ9fzEfKxYYOG6aaaMMdQ7M+YXm+glVOA6ikPAiK7WfNe5g4mKoZ/T9PMYSH3uflU+CzU62dJ8kYUma8/iLO+c57ZHaRyuMh5NgYIHLZjnWSEOVjIX+f+WBG14+fuELj75m+z3pIw7b14/jMjRMx+zWHf7Jd149d5kXDXXPjUP5+D1710+Owge52EeDiS5Gm8JkVhpV6RiKpNMXrnzmG0+HllzVWMWILDpgajb7glGyoSSrzIriRkPYyhEM6R1KOQQaj0EAQj/CaFYwDmI6iBkJnkR3LKBR6s7HlHc+JZEoDBr7K4qnsYEJ7YT9rYDQ6TYa7FOrDiAd0DMWpH6Jv5kIEc7Ho7SsMNsVFROtxPIfVLWowMUhj19jA2nKiOyCSZVmdodbjpt3r0cAQmjLtBi+0sptmTJZEA8IaRDAd4tmrRvTOIYiYK9rKgM8iWJAHARz1uO0EvNIAxgFsCRqDVKNLkc8NU9jek604HnTbn2iC7MwZueOQC1Pt3xXV7MilLKjvM5eqX3h0VfZg5qKTdeOYIZf7LHNOAZZsGUfd74+uH/XRuxPFfXK8PVnjh89xddJ9JCaURffxnrHjtk/+c5Ruj02WkExvnu0fnbDpK0zrsi1qFYTX1mqffGxo7QgKh5liff8j967H4afe/iIrWBUz8QLNdfv3EwnbJW5H6c1YRiG8ti7ZZpnYjgrcJGyfrKFFzqwYxY9MaN89+oq02yr51Xcsepw7WNSb3r43Os2T83Q1VunSxViVo87TOoVPZDx1CJiPN7qpav0JWuq3z+xj1r9EctQjdtF+uhLJ7/z8inGteSQ2nXb3g3rptpffpJhId5JbY2b5Oa9o3u32zQtHcrw0JGTlz/78BF2fqT0fR/3resnnjpy9hvPHs/3cd+zeXKN5kL9eeLwadvHXXyoYwd2zPDg8RvPvnH45EUqG3WAfdw/evvwof3TZdWzWDnz8MHa/PAh1CI8BgWEIAGt7rHbPtGMnt7GvJB5JNq6+SHVavNpWgAY3GCJCPdl/H1aQV5SGUUK9YVzh1di4BHEBEpXA7bEOQfXyi2u+TSg3ONWdMv1TD4Ms2j2rVZ7/JUzzx89y0wtLRf3xerE9VOtrz1z/PL8Cq9q0DaXlpZa7ZktU1JE1XiofvjkJW45miMtBDGvtGV2nAH306+e5abCb2zYx/3m67p8c00VO6vxRe4VqlPWT758lM3OyTDt/bbrNnDb8NALJ06cnbcdjRnvLn5geGLHOqOLTShkpxINUF0sJbQ4youndnoR34ZTGozX2bidLUSZsGLgzngJlGhjY4IP4W0lcLAtANCgwdSo5GGGKH5jmYxpdOWTNrI00WzRrbs7zYlIdEMbw9PACfPCBLzLZH1jhdlC5gwLFuzX/qXHjmX7uE/v2jTJPiovHiv2cWf51o71bWxCiZPT0xfmv/TE6+QZch9EXb91li82fvGxY7yxQxVk7mn7urFD128m7O6xj6X7gNCpP7RvltYE5vntj4ikHAk9+fwaY0jWuNPWbCpLX43EIbNgAZtTUZkanhnTfADIuCw4YPp1k8yzsX2wagII9NeUzKbpMaKQUPn5wgbui0A6sqB0IAn3tnG6tdTV5t024tK23XTIiLb5Q+y8ylb7uHcTnTgpkDKilk9trK022xuHm+Nzlw4vzp+279wws868ncYQ7AW5+eYNe+7fzjh82zs30f4Ym3GPSMnaoQtSdGPCwXdSWT21dGn54V9+ipH6TZ/cj3gC+uIETq3Fju9L3dXWxOyu0fZGbjX5RhJuxw3ripI914+oDs2vdG/cNbt3fVt70Vu1xkws7b/3xq0aaapMWH2/2mpr2gAC6hB3QZsbtY/dvZftXqUW0Dqv8TbYcW/HBnl28eGDo/hWC0ioHZaisJgKK4TFpCfsCJ406AyrxEfs7HD+Hs6BYCZ8R7TcBd0cnzPK4SWoYfzksjsKUwByImzuTm3Ss1S9eOEk8FQp14QGAvWDMA4FM2IrIFiHoam1PY1lqYhQIsXMIB6uFQgL80sP3Lj7D3/up6nNjPPdW4GZcuHA42cvvv9n/vfnzyy2Y0oajASmsDa1vN7QK2BsRNOXmNUJSx9ni1m8v5cqHGZSCEEg5kiEDE13nPhXhQO1kQjP+JNNGxk7FBSPwsqlezWONFw1GcMPA5q4IFHilGT/wlKFyY4iKtPFBDMjk1Kd0eEaj+xlA2ktat8Wl1m0iMskwCpbuHYvqOBkKkSlNIOkDBqHbmu4dvfBreRdfSzUtgKBJHZBTXTdzjIr/+EJ/GoH8k3Pg/Y9DuPpeiaeUkrmX0bP2nnNTLv1LJtWk2PpI8uQC5lEBdEglXI0b8g+7uoh9LYArKic2ES+TEWjqiv+2UG95VEJHSSsV1btE9q8sK6PEtSYp2SEvDykItNyvCjdGZhYY2SlZCvKNCRSbjQfipwunG2gIxvzirtAlllhxGwqHA/Li3C8UDzgZ29NvMhBuYuRlKGDV09PcUsZQEztc3PSahwfsCBH/IXluHoWQ+jOGzYDBeipmIhcPHBrUYW4GWA13HHWQcrOgw7VbTgMRuhDCEEOhdp1y4GExVUqhyMJwUXRTWIEMgQrc1/6NkW7KfcFtrmRQOVtH8tRH+g1aYwk4My5kF8BGWmpwrNrQt5EAnl+QWkfVImPtgnW40EQ6G4DHz23lFMF6GbJyUNYWY/Z93LRAFW+lMNKWIVC1FRVSRGNBOIBBDT7aamZPWEXljHwVDLpfiOcRcUBELa2Ol48tSpM62AkVAE1KBnUS8cKxXiq9Rp3LkGuEdpMM7QCZ4eVGkzM0koTQ8sARUbB8fMKoNJQWfDZBFqoZv11c4H1dBsfDgzO+3x8WxQwPOAADWXNCiVusOHOJIwVpkmJVFyVc8+IAQNJ+KqRD23rFH27RQVQF8ZTf5Nh84A5HzFR/mQXZa3Iq6KZCMIpy6mIhW2mD0VYUAcZjuC6ZomymtUABTJ1iqCkm1YR5GWNrq4FAtV8OFNojukkER/Gve0u8HSVEyYBGgsPASg7ip7iw/iIoTgAutvEDdjYQTpZRtTBgU+BEhjRcIlabXyoA9aCEMZ9i6TELMKzml0g+WA26JSZKkDWuvTLqbJfsp8Vc8VEMEWSgKYW6jHHwYTAJ+7bp/Fk1Jab9pnxUT6/LbUc2FklY0wkkWtcNwXASyYyjJumpiEodf2H7+MlEw1FNBbtdqbHhthlBiS3B7jeUjzKgw6eK7G+S59Fi6JxehQ4i0WlDc1XO0HXWPPn6wYhNIEyDoEid0ZPh94YGZ+cPdBsnbp87tXa8AKr23njVNvD2MuiTLq/9o3jD//Sk8vzy3SlnCMHVRDuUHmFQu2S8T6t8OwrF66cmn/nT9yw7vrJ5blF/DCL6lfmV088ceb5P3r54Effu/Vjuxcvz/GCO8qoLtgBIw+kqFU+deFPH73wxAusptAonMVeG6Zb99+47aHnTrKPOzUPIA9ZD7CP+3VMWHpPMKR93B85ol1lfMZ9aOi9t25jvdrDz5+iLkLCa5rT2sd9tzSXHrG9eBiQHblWg8IRt881kaQASHk40TiwnETZgl3GV+HqkLVMZeswiJoZLVXdR12f9HTm8CyxNfrM1uKkxqyapBabkEnwRpgg1BxrxaImEPj7xc4OZFhiWhZy3RMIxZlyVqKk8XMpSPcAWASKMNHkGAIH8QFBesgKuojYmMM2J1cahxhyWFLk52jFGTRjZQR2glXkDJq4xJMpIJk6lJH+h+UxJBGmdXMHe5k91x86zISfJmNs2QzD6+mxJnOKFIQKTys0Ot93zy2bhzUShT/AwiICBImkogN1gA+rfeZbrzAXJePbrqmM4Zhw/dwjRxDBAFiz4/WVD99961ZN2vXktKo+D9+GxfOhw7aPe67n6B89cgR/RDfJ40QmDj50563bRtgSLXxXyHXT2Y1jnJPCLocoR5YexAMkQ3YWpDcQ8MJF9SLhhNJxKiuYlOQBz3S0nPOP/HpVsZQKB8H6YTpaBZko9QP3xSjm899+FeejyTyKZnH53oNb+Wb7H3/b93GXGZl6+P53s4Y7zYhExcpqSD48maSv6VkBnx9nDEq/OL+8evc7trCPO0XD3Bhej5kkBu4fvW8/Q2HV+xK/PCJrc+Sgq1eOMn4PeWAGPG+5CY3abKWcyywK3aEJWdFSKSeqis7UhJQ0IGAOs5zWKzf4ABQo6ZDIkJIkhYA7HHkDrx3mbNQwrRr2qTKgGbLSLQB3XY1c1QYRHjaxljHF5QScBHzUMxIVb0Q2S7lWOjuyit9CAKRM9rO4QVL+LHdmFmMKdmEHgzgrT1RSMIKbxcAJ4kyDbHMI0SsgGErPjfO37GRawIkb7wIgtfnnHJR2tT1ijIQLl7J0sTUullKqIj2QgGmSAqYJFXfJNT6ZRlEVEkyqp9vZShAqSyqRxIhRZLb1ftBK2ATJPkjVOSgkfSO1rpWoJQnB4clKACwp1IGQkZgX110370aZyEPA0VTTcPDi4wDOIvAI0HgYlxjxa7BNGdhLWUkvR/vlNGSzlERNL5vI2QhoDQr16HMvdGtffvJ138edATeGuv/GrSxGeOKVM3hOulotARodfuDQbm5aSPdRzbdfOHV+btndKVPDN+1axzT5V556XQjaOln+ln3cGXBmlo9KSg89Z2Mf928888ZyTV/MZHSN7DvfsYn7XD4CrdvgsI97/YE79uDkqTyl8raSDSa3wiC3vLHCApapTdex6/pzX/jG3gd2bTq4vq6FXauLl1bX75/a95FdT37qBQb0TIPpi0kqDgoO2R2+vcyQmsEGe5rwDfmhxUtL0zvG9n5wBw8jmFCbWDd7+oXz3/zFr5x67uzFU5f23HU307VQOoOrliCGpH/iQ7vawcdXdi6N393pHj1z6aXXtY87evDN81nt465VAdiCsfjFhe6Lr5+3fdyHbB/3obsObGIfd/iwKgs0dsJiXxH6P8hTqwe+xtFTS9fALSeh04CDhErZZIgDqcARS0oh/hQRVBfPkAUzZikYEIs4RSlmpqQlWlIRSpgEdLPOMxCGIzzo4VzBojpQO1kApjqXZ6yCl7N0zUuQUgQ2kVP1WsIrR4L0JDeS5lglDS2hH1ZOcQ1hJGZcyjEn1/D9bNjHnUGV1jWxfIKndKfOz1Pb3baYVsve+PiaOaPExzOUSQgqMel19tKC9oa3JyqsQIAnozrWcGNg/JEmDzSxyySJUSeOeZ4i0KXgUOAZ93HXZuELi2xWtQpPqgGC8F+scZee5X3cnaUzydmvEVb1s39wnJAzv1jD+jEzmKMZZ/VzahL6t+pv3q0QSkpuuCJMQjwgBW4Ah4rf93DAjIE7Hizfx53SYXjNYmsMyNQDRcO6FsqLpfSygR9cCw0LDZKC3AmwZC7t484iZvH0fdzD3vDaWLBlPVZBPyAkUXTOWvHJQyGfpI+amCI0bT3FMw1Nr776FSQD5BgYrOSeYqFbqUXLG0LkEErRDGP8U+lG9FjakWLw1fUTe2PiPB3ozJQ0mFwpJPeWi0F6wGtyyrATdQZzJTIO1bRqPGidUZiiIe7YHiHsv0Ay4CJk/ktyvNjMbImKEoylqQSXkVINIATHslSd7J+TJRm2JWV0vZxcHSu5iOes/JzLdmb5OVL0uZrj6AOvgFJ/UTJJQHKYC8zoEmoKZInVYMJRwCMZwwKYZ1Q8MqQsWOGuFE/l7D8VCmEVQUrMqAKSJwnDjlDWxG2EKg7Xclwj2rWwynGSySLwanLwYZfmOyyZY55co2cmTbpdvt3JuiCW8NFjMoBhTdfGidH7DzGrqwGPxtPs437s3Ovn5sNLJgvLG6ZGp8ZGnnjlNAwY7YPG20U3H9y1Pk5oRoWS0XUDwPcUnzxyhm2peQPC9nHv3rBjmp2reSuGqXdmNBisso/7vQzcewZXiWEe4I6EpefM9c2fY+/1l4985fVNN26467+4b+OBzVfOnWUsvO/DO4985eiVU4sw10r3VbLC8zeWBI02ptbdyDNGhuND9ee57WDscfAHbt91+92rizUeOk9u3HD0648c/urR0YlRXvvRhiUq9GBxqzrShEBeCDInh+mIfVlRpH3ZbanxmD5trV1TGIJjaFF1tFTIcHWianH3wuMP28edJxoqIeaHmYyExBbOapMjyiBJdGm6M/OKLAWLcOCc1VHwHSEkDbgENHo7ewLiWDFbiuUKwLAvW4AcVQkZJUkpHbCHEwnRFK4yifEcIYQ1/A/JQGJmxYvaTAJnHZFDuFpcKZo/0JFl0TKblDO1/B4DWmGKqMTO6UsgQ1UBOx8jjMEAJKlgU4SqbBT3DGY4DKnzI5di8IAqxZJU8cnIMm4iyZICCRC+XjSiXdupmdiHONUTe/LIkgstVssq9AjEDrNRKg0H4iYwMsn8h0xob/jh9jKfLNDLTH5bRYXCHSCQ+i/Wti4lUJixM70lKxlOqqrQ9SyVe2PG6AIwdNPITStbQLBRHOtS8FpOGvR1TwcCC6AS/5B3CdFBVBBlIVBZbgSXAJIimlcxIQ84SknGzCAKydB2BJyY6jyF0IcrSAW0YNUP1ZkbHw0uQU7aEghCDYm59nwfd/oG2hBmZELH93HHnXqBJp7RMAI4K2dumRCQGRqKhn3cfZkmxVHhaa5YmUkkIus5YE7m+Id+YnqCdD4u34OlSRg/WPfAfUbOVbRefmVR4pvJTtEQUKonczbXl0kVTnYQNdSMXcEaoJArJBl1FjS24hL/MyrxsajSFCrrUHCR5hYzhIhW1PZonMSwIB0cCgUVuJVEmymsjIyzW6aqnhFmEgOHYGKX61oP1sFSLHdwU0OEwCp2JMlctCslqa5PtL+pEPF1ldD4D7KxDGwDO1M18QE9cRR975Fp4YmRvelqVQUITDjLHZl42UtZE64figbRAioajzwcYcW1wIvMwDcSxR2mqMkyeEGbQg5PqSnQi5C8SoGDDOke2p3FEl2CuyIRrphDOPuPqwKBrRd0XtxmScjyogk84iXY0xlHUaUrDNWtVjAq0RJFbyTlNE8ytYPuDodpSdWILaRYuJqAqNc1exv3cYeINZq4Ux5Q09/hm+mCx0a11BjNrfKo0uJsp9qs77K+z95IwYnDh3lM/Djz1kxiEagogGi6R/Lv2rJgbJx1mLUhVtrwoNWVYWvVibatPmKP0eE6CBIdjR8zoasxyQHijIZW17rs0c7CliNfPXbzf9CaeeAWtuTodpd23zF04PsXHv61rzHhSp8zPrWfb4awRJr3xRsjzRnt7YnnH2ovLS1u2rXtwEfvaU/umF+5bJu+osZqa4qXOBrzF9jZhGnuAQeI5cMBtD29v2WjKnopwuhLNABt80urHIFY2dYjAN/HHYv6Pu7KduIjIHzL4t5msR7/tJZ+a2elx7IZqzwtD5sVy4Cs+VUSAr/+0NBsB6kYiarXTEcPRgYRsQehH6CCrCj/sIrmtaDnrA9uRLekqECvnEQpbs5fSM67F13VjwpIU/LaazVR9dGWL6uz6amb3uO4BklazhmeVG/eF/fWIUwemFmrgSGpxI1roO7VrdDb+Eod05KVOyDb3AQsDKg7BwvYtEuuBnoGARV2OVIMB8wQDTFpHqpMSHiTlzLXSByh8dpfhguPNL1XqK+G0kskz2NFIDOqmFUOXB3oTil6/KBesmIvN4dQnk4oPqpOxtMCXhMC6Cr6Kj8cvKnFNltPPfLk9j075q7MMbluOibh6t3t5m/o3KmzrKYnelUNE3ER6Gc6NAh5LvBSKCU6CvQeGEyRSNcMBC66eMNaEzskZkKLjGRAQ7N4kVzkrYpYkbhGsiWF9IxzhYGiWeoa/Ep4fbgEkDPLWEYJsI63LgL1SOoBBIZ+KRgaHgO7UrIizqAXbohKjI3FAEV2IoXT+zmxC7h9LgEx4V8DSeASBfZhGkE51whb81oiKEXWJPPEAr9s1wJeYnI1/St2LtHGYhIw8qEtyQ3lRyUakvpDc7o/vzCZwkNyRls8p56JquPVfqxaY2L7uBu8pAIkhoCHFaYYmDPXCnitbmWpjHgWNJg8izkcDDBZcKIz/b9xwZdaVC41BAou1xAyB8a4mqXtzGQPsXGytpNlIb1mYVpjYzf+4P3PfPbJ84dP1utMnW/ngapyy6vtnc7yMB81Y6s422CRL+iMjDU7K0s8PdCml+SId2WXV4e1/xf7QCp/6YhTNbjPUk0jKogdmosi6DGC/PSehEG990ipia+hG4WTGX9HdhwjCWkgi1mGGfkkHQAMCkfcPtdEkgIVPonGEXI0FTuGkl5JzYQeAzE1rHE3cIUV0TUYQCEhwgilkrAJeEkliCOz6xH3pTyXr84RUuW1z0+D6V5rFaRHkxpvRYDAlAQCSlWgooBlQifh9B7iUCSJPmJ5qIg7bchWziiC4jWlJVYBEuPwzHGJcgQXZZlIHCxQ4OYmgkQJRipyQtztqgXFDAhUSM7CoqF5J1S5nJ5DHO0nIfZUxEWFkrWqUiFLijq8iMJfP9fHAhKuA86WYtprrl2LK/IDbM9mrFBKFE12SDGzRpLoiQBzZI/mkIxHCCaclCQexjcleQAYKRYOYstKJQZFoMJBCRWNDdfRKshF1HE4m2lyoWYUAJo5i1VFszscakHB5FXrWbpm6I2VzpBYsVgOlSyeaiVeDZyg/1kT7VStkZGRhXMLv/XL/y+PgXRDaax7KYCfOX2m3W6Bw1McR1gDOe/JEpoHOLstOfNLqWWewdwx1W0DSoDnGkacHNYTjvkyemmX1HDUxIRACkcuUlNht7gHrOwMIRWcxeIpFWIEDLrCXEoFoUHPlF8lWhIQ012xLDUjjPA8NQ8PUiDCxdamciNRZBgRggKKSoletATKKQytwDZaGz6FZ00kecaciHAFEpmF7Mdo+QoN0h1FLMREg7GgatTViAxXkMixSBWTwUdvWmQlToFb4uABh2Y8XUQSlALJugaxgjAqogYpWFSiliAxEZ6r2SPexLilwFfnEgkjuRWuVXiD9HJImhYqGZsiqpAaQK6Jp/ZCylTlWFIpBzuwlMTQN5k9QxUw1i4LSjr//vOezcNGpKAeiXLJuBEGhJvVZ24UUOfnqAQENwrjUJwShyIgVJGaWUxhzYJZVO+Oe8hYF2xCiLQ+xWCJjKu5Uo4dG2zrYUFHOzOsLC8yIOeLrzg7Ja0sIYl7Bs76+oDswj3E0gq5WWUb3kV9cUkMSWJxDIN1Wo8NU9jt0gT5yXCy+MCg65trrbA8r/xlDheLwLYKzrmX0q5ZjZzD2yFsuTDtS/nJVPOsrZFBK6EeggyQBW1ls7/+6GupszQL2oYM66b4DpRerYjlELByFVEoRuMVLA9mgDL/vrnoj93HgzivAj2iqC0EX18k5oItPQeUwk6TKKVjlrkS6qBIIk42KWF6tvPM52FD7QFkDAruAMuIHksIRFNYDFJEb7+ZucrkmZBS8NqwRJJhFsEUSoES93LkWnDKFClXCZzzINyLkDC/t8AAxhVwJVoR2Te1L9AJ87zl5i7Y2ktBbOTXHh/7qf/qr+/ef92VS5c0yRLahxuE0Q/7Smi91b/8hf/ruW8+rYVX38VR0mYgfYbl0hMmGc0SE/jNB4xLGFF8Nxz7WbwfDM3Env/obqKuA7Bjsl97kRIkBXKKSlYSTlW49MnoKmQl2X3TMtpSiQxGHpgSh9klliWmlRRFK9xCQfZB7IM8AKsMzq2Tpxi8SCz0cFgRz4kUHpxSxSTeT4ChFQl9qMqgiOqCe8ULEu41CUbsiqIaYPkRGPTyseQBYKVFBs4mnvtDY+qf67XQ9XtXwjhwKngWqvflboiRqsC1UOTjhH3JyxQw8wJirKVxtU9D8PSAsI3JQcdR87obU+q0ETas5CEvL8nS5hi0a6sE0Jjut28y8aRBk/bKTJRtTP3eosaoXz7MZFZLtV/2g6qelCMMCosgCg7EAy7XhjWA+G0EXjMfnrgGigojJRNI4T45HB46f2XhiVeOs2baPrqhCeNwWHHw6IfHLUdPX+DdX92zKtkS8sKKFNd4TRJ68UmqpApSOJuMwvCKU5YiFm4AS85TCDu3wkBJIsj98I1bhcdVo8k6KVAikYIA+ic6Zl9VSkxC5JoRS8QatxvgWsijnv3uqEtciWT8imAKEYjMqoQpnpATZFBgMKucRx7uxwkuV0PpR2awa6LVjTTHIG0HwY2oz+lalNVEjl5gGN62e/v0uml+fRhF0PjEOB5ekzXXwjpSheu1kYTxhGggeLM5rojsH7UKHXq9/hh9oIM16a+m53ZwnispsZFlkl2i8PrzAhpy4ggVjiE1MQxMIImEntRDJjCyBa+kSaOQIqTK4cgVEsMpYJ4nA3owA/SIq/BXVOgFN0PoY7mAaMklAQYpn/J0ODvzJKII9IqRHXP8gBtJegnKgouYUXDKVRFnE0CApMi0IOoTKtMLwcly4izsLS0DRPzEOjIMOCXUmFYQySuUUBKft2Og0D/Xzu4Cy5nIEQkrsYyQ0189bOwCnww7SvFrjGUIvUE5YXUYNlj3xyZEtAeF60dhsKLV1pdTt/gwE9sP8Boc9Ypc2kaejH2YcbdxPWk25E+1UFP0sTjBsTsDjZV68t4DiJrGTqKKoMzpvwqPdJVrjgaZKP9Cjpj5XmFo9F1qEfMSr4G3MazAesVeIwTVnJV0ZP0Ln3h54pU3fvQf/IroVSfKugtXt2c8Xzl9cW60OWEruIQz2AB6NhR//sKrLAJjhv0M/SEktWoje6IkuD2iygOEqZLMBvrzHhD8EEMebuk1DLZu8nE4mhJ1oQZ3RpGEq+sACZI4caAcAZ4zSTfly4EZjYJutApwjWjCJ6BM9R5KsNZGEhgD8XopA8SJ+iRfXTZEhiTN+mtXYuv1IihcSukbCfKthlg4AKpGjOASE4CZRrlHCfxyqogcTUG8khx55+AIi9e10iLOoOsA2qiQk5nmUs3q9yBWPfABvMt4IGX2ytKox3q4Oj/H94Jry0t8ckubo2cIStXCd20wvGINIU9882HnHiRwUYicF4CCpcOCWYQWkuI1AQqStUKQ8ZObiKwcEoSLq/77HaKrwDGF+RBKS8+Y5SWEFHwayPIesftKtIL5pzNYXmveSD4P1+TcFKwKCr5Iz8q1PYD5RCMx1yTOklOmitxIgFzJpiHk6EwF06vmZQrx6ZNLge3wsYHZJxnJS0bRMjyRxICuZmXHJRgDAUMX9Cm9+ZwlhaCz6JFlgBI2EM9db1IJz/WW/bCMz0bKRGYaKxGZq9bRfl+YMT9Eom8+G2EkgQ7DGqF1Otegg4tGKMytdBQQH3tRkjAipM7VMlLGKGPLbAlCwMMpYIVRxIpcCs9xHeY4FJ3X6qJdKrkcM4Kgds7CGf2ln1FJdg5HFpSu16jvNRVKFJFJcmmZTBdZBmR0AxOEI5/g42oqDUXgE+hOTb1h+M2YnADjc5Y4yhdY7mzgrnG9ZtyFx3e8fT2MOp/AiBbvNa/DdP21WiUp3mNFAIJF+JrZSlzyYnLSSB+vBepbGiLnfWq0RFxF8QHJeGCaN1wpAvvJJYPLiaidOVWJAQhqYFFbwK/yMrbyqkyUzEJACJcXl2/dt+Ef/Gc/wNvTfE3AHY0sGUUx4852+yfOXvpvfvHfHpvTVnRux5jex6osiGfyfmiYzYjqfBzBtmfSpijslMf2KvBmgyStmc8OpCzyWRm+TaxPnQsT60ICuXZGr3WXlrlzLK29hgFSlqiejEtgZwd8wGTHJ9wiUnhIkIshTD2XbhDVRe50ZBzmaiqwAVbWzdRESODEhQi/NY+rpRsHZwWfFKjwDCIr0BC1xJ6GN4hVIMr0IigW/Bun/kIM6pgZ6Rq4SgJTnsS7OjM1EAOqyoHA2WtpzkgQ6ylBMQRx8j6PqDcKo86JPBwzYGIiOexsoaFoFCh+pUoRS6KX6wBIFJYl9wFlqUUQPGW/clwrdYXsalH5JyyJ4WzoYKYvSQ97hYOlseP3dKSyc4lWfGZwH/qYGuBEGQoQ1fhYlKFoFLKaA1D36lYNIsmAq/VHxaDKWME7lTX5kl/tZ/YBHLVadHFZ2yDIh5i7UMfZkd/g49F4CFLxaagqo5nh8D3mi9QngKkd93Ek3Q6+CDReBCd1mTWnjizBsgBeCx/Fg2/IcXTRF9HrsoWa3nKWL1IpFgcApA8Naz0rurlrdT7sZwU2QM4FgYckrf8h49sglbG1DGVl5BDOCE/AjD62SrtREYKXmpU1skVufDKSPj4GFND0i3zAd1rOzodakjN5s2EcPGsKGnzI0j6ijJ8nQEfDZzKpM3RFbNha6Vaw3gKdBC8C8nXC5VXt0MGLfSvahtV1gxYjS5OBqsn+FArMeWmEHIhEE50qHYAirddgCI74vImjJJIbRdX8YH+VnRWElw41U7cf2DdjT1jWdirNeZl5OSlr8VcmyahTMNSvnHNK+8sNlFUKekaVSol5Wh4OLTrSXOMVDhpqg13m1Ru/Noaoqhn3uAe3LXPPeGm8zmCFGigXsCJv4AerIVUttUKGgTvjIF5bZeo9pZOk9TfymhBQAXFUIqhqfW1aRqxE3c8AEUnXhFgKVlJygrdRGN2jlYNWVuA24tSDC9Jp3pgaiDni1ZEV2pe+IID7gMQyHyyAh9Fo2xj5aJhycLeCxze37nuPVEwWNFCBrqxumZ38yB0H1jYR0v+HX/3s6qXFVAeCBr1kfEeXvZBG+XC0LZrtDLUafCau0x6pTzQFRJUG3wfWhAfZMTZ80myo4SRoxmOf8SZOqcNntSZHhwhTt4a7fETW1PZax/LcGmhDjVV2feKBgHCop3R48GlBznqv+tD4iPUAEoQoTcvz8eFJ3tLmO8Uw60gN54NptZMfy37pNXnTxEk8dxJbZNeUCHEPO1Y4B8QCX6iGl4ECLub3RNIjVokZkV6q/rBI56yIEUjhmChSY6hTzhmjWpxka8gFgYVs4AOKmntOVkGLUSqhBiLgdrrWOcmqVOZFPmKpvqLOKzOjfAe1zIo6Rg9HJ47eYNKhUhrwAYhQbuWWqetWLmW6KJWrtnnRbSGDG4hBow+GBJEwtM9u1L3zLokeyC7jnAWxgR9O15e6b9Kg4WOFYW5i8YkC7BrKL6qwxjWW2Roob10SVqWY+OAmLBkq4YKwv8pOextIcRbaURL+RS9VMnmnDiTsukaNAG1xeRgSDXeWV5sNjWgIUJRX05FB1SqYDM4YkYjEvJ7qklU2BAGUaFWHazg6q/gbfEgT96V5VvMh+KJh+TR8ESN6/Fnbn0mTNQqPl3rr8kVN+RD8Nt9hwYd0cVcTo9qTjh1X4TMmn6YmYY1IA3q5RHNW8OTz5OzyitOTiI7mZdEYg+Cdoi/CbKuogUtsjYoHt6W4VvrutvlbCJmDW+rWR+Vay3Yj66mSlW2AoRaWlmmViJtfYt9qxpeUiz5DQbYw2qJaHetrnQxG3E2sLiySRdoy30lcARk0+ECuYa4qAB+CYHgaDR6vKB0KQRC+aAvJsj0xrRHwoS2lhj6kio+ciLxIofKAXBQIYmwxMeiwc+7suHaLxnb0JmynDXCy1ZgfH2ErQMzbavDVBfbqlYfhIMAe1JBwYJPW8pBt5NdlYw+AfFuUfoUv807wUWvkUJ0Ls5hQnQTi3o2OBhI+YgqEzQDZHBAwhDPjbBPCM4D6yBAb+9LjlDOY2BSBIs/WXXiC1OW2EJvTy2JYAhiQQsRm84sr1DcV6OIKX4IA09ugKlCnw4c7Vhr6bAuDB95wUaNb6YAJGgN6AvK3381R6PndUL8VNBjFijHwKsJFqI+YNRP74FdB0Lt9ywmBrZdZPxnABpmMURa1K86yi4XmzY1A9ZpXUSlr229Ars2Xv5t0n3G3iXaN14e4i9dCdg4XxVyAvvuiAz4SwOXaD0OW7+HIdDeI+htgIbWHp+B5Ws5EST0Eby9Af/1oPDh1vAyzywwfyZ++DG9P0/AvaueAeIuU4SYGl/XCa/XsUUoqyMBoqFBCBR8wYLMixyvnQhJwIxQt//HQshXrNZnY1metoKqUJPWj1Rx54+xFGwBlriOyiFdp2B3itebGPYd2HrpxJzlCEp0QW0iP1Wvf994bqWD0hfBna6PxFmmqWpRmd2Ri/86xrRvvpPviQE/tjdqo3XVozy037dGDToB8gnvUUjUVgqDWxvH6Jz50Ox2geJrSU009kv2JrRu9gogPfSc3ocP0Zd3VYY38P/qeA9Rc60K1gdJEs8YXBD75kdtiLiRoGkGnx9ItisRnNivHEp1qJVgSLWVcBSDGRuSeXuArROFY7kTodOV00TgnYx4TAwhSITijmMbVWZlJetgKX9LEVrUiqKeYQy0lY2ZBy7MEOdNqchGXaEYbQ7XpcYYx/jkM3TVRnfkK+uxEk7oEDrOPbJdLbabKiMTKb7LdmJ0YGR3Rx9ToPvmqA/V+egwIox++wc7AHXhdEwxJoCkWY5obY/SG6JZGcqr9rRF0EDqiaVk0kJVVFgSqYtAoIuGbuyayYD2oJSH+y4z6uaFz1sqsEqpHxpAkI/aiMaZOIZ4Yyi9VBn3jiWvf1Cqwj1pVlP5x77P4gMbMhPYeAwmDs2Uy48rJsRFmdBi5kg8em+G+cHQgkBWMzyiIkoKEQqGYQCZz+K6Z8SZ1g8LRDbzGPVS6/nnRQIQiRrQNziDHfRmJCMWcHZrxhMMaeCGxP5eQLbMutUe+aMp9ESDdagzJh9zxzt03HdxNGCa4iNFRCwxRh8Forx8f+uSHD4m/2RFJ083a+o21TdsyX1SrTeDfhkbxV52hEfbV/8i7D9Jzorby2K3xQRQcz4985J1BIy4dZi5qtXNteWU2/Kk377hl2837t+EnIWLCWIPRodqH7r8BPsm1juFauT3QBkFoZNwTx5IJ1PRoF1tnx2iVGJM7Lj5Agw03TrfHWyv0CGjFaJzBqwzhRxfbjmyZbY+MjILJeHHDZIsApbZ1tk1pgre4xJjVnbVESAWjVgEU6nSdpMkdUq0+0aIQ+eZFjY/g4Iro15yPvtCijfB0iEfkoPCgQyK4E6LmDPGp6ftu3kGpCkTN1LX2yffcAEdXhBG7BvPqLuUcGs2JvevaP/UD77JvVQsOGun33zR21007nIRc+MdihoabDilyKApc0PDwSPvuG9qH9m9KotEG5I/fu59hk1PRM2r2Ci21Mlm2ueqR41Cd2aR8y+w49wZ4FQbcs5MtJs3XTbb4/B/DBhDm2yPgJEeHDAxL2dkgg7sUDd/xijS3resoOvnHhaWRDVNUoOCTo0pIjnkFRDBXJSD1AUXyt/jqkjKFAn8gObAIm/MsomV1gEeGuuZoebhMVI7BX+MscUokpYBHrtFCoImTdmuUauqaw9J0k6NOhPkJfB++Q2tmmLaUExH34C4BMSjnLpM7NVBdWSoENSAfrDPrK5AkiDj5WYBJe8HtEBMbJSDV5Mlz8YMSaoXtL6UKX4dUM4IY0FWofhiGqJNEpFFlaY0kEXaEFCbQG3Z9PGng2bU0nrmsXnyEwtDPMVXFwAGQQwF7OEib2TQz9tM/eKvv60L3RhPix0fUb9+3iSyAjOe0wTzfx9GjVesOa//Jhw7S/MCEFZmlERKAD2e3Jo9M+KKvXCydpclVEtUsjSGsjFAAKOdeC6ALSTCBg1kUlSUu5V2C4Mw3AIZHuuePrzz22cnmyGRa1Yj9mThd7czQfxM2ZOW7PrJ65TxvR+u96Ec/3Zra2Oos8cROjMFB0mp3glmuojwlk9Fb/fzrQyOt1ee/Ojx3ft3qgn3K1+oNTO2ZEZkVf6oejYnb1vpI98hjw62J1ePPdZ/54nSXYbtVExwn4mwqbr3ZDQGmIfDmyhsv8d15DfCVOSWIpx8hCwbyMNaUKGGEDg70QnNFnDySkj+CoXV4GgAMBIfYZgDHiLEyzhRB0EKJJs4Ajiw5Kd1AFgUko8qqiTiFFAhwDad0gC1iZyAK4F6T0VBxO4SYHeKucTNLSlvTrdp//JF3eucndmxTZZjX79jAlaiTMoSvD9PBs5u4Pg/0w/ftX7YySakA/+qHb3KTQuW97KlTY3q2QvFFFZFr9ZbbxtZYo/aTH7oZzcxmEqQbhVrtP/+BWYdAB0BPXIaaDlG8lBXhK3dmNG8RLkJA118ofhTEJsdOlgKu40c1iyvpJMHLvVPg5EI9EqQTEcPA1C/WYHv0TTyEHttpCZhHesMUcQ5Eu15XAIK0LrKoKJ8oAf6h23d/6NDuPAngX3mgeI7njYm5b9iS67Hm2LrZ8b/5sdvj/pNB+Htv2cHPI05CeGSYEVdJPRPU5cNko8PNew9uufsdWyp8PnHf/sCRAe5KTaM4RmC8ERPaZ0oMAbkvMrK8sPKdz7Rmt7T40GDiKF/UmeDLLLgLZR+HxjC5wVxX/dyxerO9+vxXhi+fWdddsjqHdVCV28tVbkQY0kpAcDUrnUa78+rjQ5C88ULtmT+d1icOSTaDwlaTaJ31csVuYs2182xy5dSRYXS7fHblO3840WpNMJDVxIOk0DIhmUYK5K6brIZrvTA0f6GG3YhaqUktlanUsYME3Tm/79AeTWpHOJwYlX78/gMO8dJmjrmzwtwLf1hg4qY94+/YcSggGCkT0PfcvPOOgzvhLBF2l0GYJxAWc4mi0Pp/IVEew/fesuWug1sSH/oHTazcvR+h4dD3obEBd+DUmaIGKCNGRoDDREYKonw2Z2T09KnX/uRPfoWJMOsbJdNQ8SEdwaIhKFs+En/lysX5hUu01y9+8dfXr9vCWIdKKs52MKeJW4MIiBHq4SGD/FdffQpBhhUwKYtGo3n+/InP//G/aLXGGHlB6EyghQ9MgAQ+yObZ49Li+fNvjDS4ERSTKMKJAmkGV0Y45GUbjXft23ho38YgwBNqte+7Y08Mqg/2VGWY29rG0Obp9n/60ZsDl4jHWP/Q9ZtiLFzlycEz60ZLFCjoqbTv5YBDLIXExtjKzgkiFbKowx2Y4ASMGZXCD7BgrqoZABZwWkrZAiTrUMXyAKMsAwjCQjh0s+I2HQMO6eDkck2GiZKkIA4MwY25oATszEUS4uGRxC2C7Ypwm3HnLFqNt3k51TUXgp5psp0AK495bqXxvWnmA3dKjoE7g3KS8Vw8RVOyaQMLDdZphKYKg3jEG39DMKWFmSmKTKs9NjRZWeHB2PzcooZFXZ7yrC6Mj7D5DfuXzc0v8igOBnNzS4uLS3KRpi2+k0d28/OLbDHPnSHL1Bi/MuRbWlqGhCeMiOOx3QIfHSSEd0a29RBSqKxJrtWgsFP1P8dMXZXWEXI0MbQyhQd/qMnsMQ8dP/XV527bc5avpbubcbnYHtocQsGB/9BLbzBB8ZVnjs6MNbndAjlqpHtoDOrDd2eC52dK/lsvvAGStWFqiwyaa0XYlHKKtc5gcjhGWiAr8dgbyaPt4TNHun/8v5Iv/emQOG81ERgVYMxGC1GXXBt58JepoMGna/A6mARqSJrt4e/8QfeR3yfzhhyEUcGQGocgQTRCNPnUnhw+/Ej3pW+6GqRxgGzOSXNXridnsgIJz0QlKHTVjisSDreAZ4OwSO20vEyFXcT8sFjUQ96lzuoQEDlZSll75KMsufQiM0uCamrALbASwA8mK3kYuri4uEB3AGh5eZkehbGxpNB0h+s0O1YJaXVIzZquKlX1kJ4Gldoa0dX4ntri0oL01NwYy3WXuh3x1Ki9MYxDoCVy12QTXXJ/0s2rTix6ZAiYRR1C7wbw4Uf+8PTpV1eW562LMn005kZJbVplOXYl6Y1Hnnv+W+NjU6+8/J0vP/gbDENkDK9OGsagEHNCdrNgYOsXW2+cOLy6wquWTMoaNGoC5LHHvnD50lmWFpuCkgIzLF8SLZ/YGW60XnrpUTZdAUd8eg7PXcpjHlVdVRGvzC8sK1TrDh6jXgAAQABJREFUEsA7sZJtfmFJSwy0wBAzyn0a8/781WziAZp44gkXllVKzJYtaN0C60DEXF7aebJrr4mPhP2ucss6SmmFrBI4RiroWbRECJya4UTowdc/nnnj1V/440/xrV1GTKIikYLsaBRqIyQVKQdUjD7PXL44T03rdP+Xz/2b7es28lie8vVi5KzFGbgpmp8zofTr+oD5Y6+9WGtqm3mv4OQL5jyAO3z6+D/+zG8wlsVOUDkfzBgHZyZaylCvGxfmrrxx8Wy9OYptY6bT1WzVGKkvXml85VexvmqM6W2KKFuw5c9NakDrznARo+PDj/7b7iO/5wiJY+6LTG0RwUe+qDUxfOTR7ssPJZ6ukPpHsmbqEQhAWg1NYGS0duF44/P/W4UEfkk3qWyG4xJcK1QYytiSxFW8qWqQMUK//Ej32D9kfU3SWa3FGh0z/BFIAGM0O0unaEm11Qud1/5+Y2Rdo4YLou2E1kqD4ia4qYJTNo1kmH68Pv+UYcFBuN6INZacf7r72t/nATPvRdvY0lPQrMukccqI8RnpLJ8fWj2jxUTWy8MpZMQCIXNJXZmwxnj61KnDv/s7P6eydjsaAsiexRyIvgynm03e3qoz4Kb1WglEjtZHuNkKkJUoUkZG9HSjgNf4eMLohQsnf//3f8EacZZiC/or+pjoOkz44CV5B1v62ZEzTXBZttPhS58nT1/+tU99hXfP1CggAVu2pxw0i5dDcMILi0tnzl1pNIZ/+9MPb9owSeuQ+kGOGgv4anQckQ+3KY8//Rrfb5Ea+o/YQhJEIorDwzmkSBsYKnEIWMaWiuq3G0GbsqwM0ztflCPjq/jJRSoJg0OWSWILBqUMMhkcsg6X5sATifFh63qVHbIAkrppEGodzKhlRe5wGWTSY6wM44301j6rvioLz9DHeShAdVmuLSwsLXTqrLLCUVPELLhiLE1fQGmBwyoyJgwkj8RgY1PBzJq4mVoOp4HiFW1Hx2glBugSio2traAV9YVE+powt270NkGBE2H4gVR8K/rFGXczVFp/I2Ix1Z1BEp0FqkCVSr3V3r2zeedyZ9QerZLb2YnR9nj7huu3rls/w+oyiFjfdt3ODZr2cH/WaG6Yatx+0856Q8/y8Oacp2enOyOjd91S58vwiGQ5l56SE2qwwlDZ5L8qP1Ptzzt4Felykh2mBFiP+49+92FVk/JhbaviQ8iOlg1MTrU/9bUX/p8Hn1Ums8MyW/SsngIQ109rp4BKbiwQYipNBqjGMyUQK2XiipLNRvgAkwFjtkIvFhHd0FTDRnqAGJPs2r8gTCeGyLhlFWH56E/iOKzJyad/M8JePiGRijdAt/4kIUcZ6ywYreCgUR6d33XjO3jWzKpBkhjDbd0w0x6tvfu2g2SRKkx7psCnplgW2nKvae1OBYgc5+aBKKTVGq3deRCeyz6+pP1v2TjbasJTE5mR58r0NDzbUtZGFq51ZCLOzt3g0vPOg/u5RdRKEi1ZWd26abYNz1sPELWWRce6PDPFqvA2Nwl4Hh5aWacfGON72MNHgyjEiXs4qEU4CiJf++pvffnBfy0vEZO4OnEvhNH2+MTM889/86mnHgStgoDp5OoyExHmfa+RZmt4mBukUpNhruvhhz79ja//bi+fBEEN+LkyiKaXJenNHvVhPSO/66btl+aXaL8wZI3ZddtnpsdH33toN2NKBqMUNy512/rxK3NXaBN9RSRNSKfnhOedN227PL8snvYe295tMzjG9xzaxfifJsyZ/mnrxon5hTlKP8yj9GVtQLPc4ORySn8VhTMwRaOE5uhTr730d37t50sl5zaGrlcD6tJoG6b/6Hd/ybrDMvNAkgxjKgJs8sZMW4N1R+dJMbfBzfZLJ4/+t//qn9qdcOJjtH340NqGaqOtRnO019NmWdRUwtvRF8kSTIb72gozS3ZKmc9glJtaqLJWmFMum5gsNtSuzT1Wu/yot6+cMDW6BIRKMxhDrdrqxfqxf3ItJNBarWbZftsKyBSReHZyadfmn+++9j9eIx8NKYebVDXcTdDfc5H06xdgEmF0dKxfylowhu9rJfdJkzkrB25w1Cp5Bf6moimnJSqKtMOK2caZc5f/ze99Cy9BqhevnzUKNCjk6QDYbuFUhj/7xSdoOAnel8SB4Iw2cY9hHJhI8gAtyqNxUAHpW3vETIhxlXnSU2mNxvRE48a9W1gVRxfG9CXAianxjfXGLfuXWXHJbQkuenJ0WKXrD4LpRGq1fbs3btiwxGoCDMlU2+aNM+OT4wf3bsV7wwdDMvqdmR2tndD0YnFEXaTf8PDESO3AdVv4yBEjKHwUXnFmZhIz37Jvq4ay3O+udFqNobGh2vlhX2MVOMXsFYxTSG0Xb+9T6YbHUDz0hUKq80KDbj0YVzCnk719mgbuvPyoCXnuQvkGk/FVftAuG8fbshm42M5i4FjNES6BvPd2OJ3PwsVLe2dm9t662fxBcC6ri4u375is75oyKdydML3cWFnkhklvc89duryNRYE3buRuOlVV1vFMTDZ23bY5QCAhxwxHFhbQGXEc3msSAJ6HXYrDU9gRPDoImPNMps/5JHLHTPgG9y3LpBtRF8eZJYaJikAvYQVC5aAdjuiztQOPXK6Jk7IJGAMAdY9OnSPVF+r0cFTSuN6HsqUUKTnLPFkxEZZmRcBQRMNICycKAlRH2ruPXA2uqJVSge+sRCuXgLMWcwo0lru1Gx+2exNSJqwWJUketVTj4AjgmRTzOM45UFg7kVomVCpxI5q4KeAydKFVYxGLo5fuV1cWTzU7l9+1d07VT6KNdPUE4fsPyHrhYJVOd2514XVlRRVAPtT5RrYi9P/O0ulm58q7rp831b3pMZd4AsXuuyG70eBTakMLxtNER0u4ARJ/WYL1btLzyu17501GaM61lZNM4t67z+oSWilvrCZa7F46xqQ2ijJO1+w7BpfOPELmRpC3msi59QE08dAXWMky8dZs1+oanEkm+ljp+hlIJQBLIIyhhxta62xEGY5xSFTKhelgbIralXjaHNhoaFfOq+fsyLCS4xt8gIb2ibMHVPRM3lzRZPhNm20Zl3KoAmcqgde+7tg5bQCDsCFSt3P83KWYrZIwGKoGWpp4zi3QSdy4cYxeBoYSZ2+PdRcW7typLdiljs2vDHdW3zh3qcSrGqG9oGkVuna8QuD5NZISI2kdSkllAxW3MbXWOJjucosmTy5iBl202lSopDXmbixHmScAyUUl/iojmUj2kJWdjZ3FBxMN19vjCpCWUoVa1A1xhYl5D7pCDqtT8CwdIb8qcc0sZdmPaBAgwsgKiW7lyhRChukkrk9Uw1hgCLNFUDWSSG5ydEgjat7P1EJnjBEtiF6uj2c8cpC6Qc/CYhLNW67Km+deM4UML3X3H/OXriZUkoAYSQogg5sH1syUDsdxYBlf9VDqRgKu5Fc2HBrRQrUSmxDpBcITV5n4gKBaJz+FetJQloyHIQflHeYZMeRSrYgU4dpL2BeSm8URcj5AQODsUxge7YuQ+OSphBMJec6PBCdvst/Q0ITeIiDjxDz7HnA6r8Bi4IQ21VsbazOvH6yVApmUEh8QBh4UBjVKonVkbU/RpGpvQMnxSKkRoCvAdPasWQ4Bum4FrjANmSrMhDdLMD9+1251UvGAZqbVuG6jXJMfjCQJ8JCZd6d4Pkr4fTdtTdWDqOfnY3fsdHw7C3ZykaVT7jEURbBpJZ147srNwPfdvmMoG4yBRNIn7tljHPwkQkRXxIlPX0MjTiNyW8lieWe8rQ4rVnVG40wMwY1Re2fJ7lRMjnpxPAjYdOoEGPszxpelaDGYyte4u0q+QF7vv4cjKZcCIYEeuj125ehrD/6tv1Enn5kekTS7Istm+i+/eoQZtkd//ueenl3XWS7lPMMugnQkl44cHhkbR1sUcCPmmuThZAjoS/DIrxeYICmwNm1CozENdVd4zxdRKkaOcMm18AQaBWnm41RslgmNj9RiROfNT+Sk+uG8POph8JxWCD66UrIlWoC9F1X7eR5/ZW7eX06lcJ1dOtPmx1vN8xcv8VAN58/DFwZsDALJTsChMkmfCqFkWy4SJwUCltNGCgMW+AEMTshmTIoCjaMZJ0FSwKV51M7ixr8z9a7LpEtoykJMDxCX66zCOQjgQk5DxBkPN4dO/cvOud/jjlS4YmtXk5gkGJgKyY41jLp0I+6HswJNPbSB6O2YYaqd/BerZ39HDlJJoSSdSjwN2/Dp6Rv1VY3krHPWrKTgXncISJBZktXkp36le/YPWMUAB02lWwtjd2/eTagxcewqQUwVYw3O8mUjHOnqGV24RSTrsg2z8DwJYx0Di4k0uLfaRY3QI0qSg2xTD+kATSM7e5S4MqXD1BPPgCaCSKKARUsQ0RhZZJilWjV0rpGw9xrSueXIOEQ0QGJujNx6SlGeVQj1kdHmCw89c+z5V/VuUH4UZROgJPPEmU/cMSnC22CUZMEu8PeyYSJ15MWHn3v9hWPVewmlyy5Jjnjy2bxFVmGtOs9UkRIOxkFbjsJ2SvPSzbDKQeFnRx418V3NSuHAGawrI/khsyju8ExbAavRUMqBv3gKq3RUICqkfmjQBMGEehAqck03enV+yzCk5pelpPzKDBoX9tFcShqV4ygajl7pAVPpahHiVqUyDYMgV8aboGXXGStVpck5/meplqhTOGBSzlRMCK2LOxLM0KE527ImbmPWrBWJVyWgDqjnSDikpLAFUNiyIRJPiX6uh8magDIf3GJTo5rYTiNpKscICPXNoyJY8+hFqEBSNAVyfi6dc0pNgYTmkF64I1T0F5p0xubFmvvASpXUs5MyVQqkvJosTrBSSWTwpJQHyuRFOVbQFJXsyNd2/gmLIaNKfUj6gqBlltyqovjJZ6FfqjAmRYQ+fIksUBRDCVnT590n/9n/8dLv/Jb2LrCmkmERLPFiVunC88+1ZmaPfuHzl48d666wf1GO4xZIJGrXbKqwcPqM1n0hy2xnkul2NRB+7v/+1de/9KcdFq9m9wzRCBU+I5cPv8JjIAlMZWAZSXZXEodqNW6W/WCKjRwZxNv9qmMwV7gs7kwxsCBzaVk3isbF+2km5LVVLCoyaw9qMikmthl30fKvpTIa/jvTcAkS8kwwcm00li9dOvbFL+SqJ0wCKpI8Xuct/0ne0j790LdY5B5mI3KEPuFuo9UebvOEzuppH4QCVJJVgK8tNIC4mgVjhrPqNEaWx6aGV7RAuZRL+FSLzlDWOH0XJFVuqh3MrA7Pzj587MIP/MPfoBNUzejJFIXOYyO21XudF0EnZ5ZaE8ssrG402Uy40LuHqiqtEr9GfEdLyCmQuCVICniSRytAkirwHCEPJ/5FgGQVUsIKpaw4n5w9Wls4WuCuHYLEHtmVsBJfoGI9XF869uZ5ZlyyYFRaPLurRylQ7s54G6rGG6H0CJdrFy/Uzp1rnD8/cvFC49KlxtxcY2Get6Zay509fJnHhviwU92AkCl3tqBg+/zTJ9vcRq+Od4bHu/yG2l1eA7aOR/N4CvRWplKe354R2kB36Arr/6rqkR+MgIucO3/54snz15Q7PB4ru9kWR6bAHeWlEiKAcLBzF65cPNWHp8gqijhPNueJ9xKV9CJqxNa9qhsYsrfMi1QKn1U99uA4OfY8NYZd9fqlJlsPjixpZ46eoZs3hqqiiUE5D26DtUkgzXPuJJFf6ZqE5viOkSAeCEzsRojNUrTXDUeAOsVaZ0dM6CkwiCYhpMAgTOCOkzBToC9JnpqHE58KlePYaJJp7qENI5oi6LDQMNmuQnC1qJfd1bC+y/RrYQ4Ojak1NHVWs4XKBnnU5d+nQx00jxCbw22rqV5d3xYZ1HiWJbvNUb7p1hxtzsxolUSzvGrgGhV1/zM5OUFgZHS02RpjUXnyk4hh6MnWBSw54T2EvIhVqWUhXU98+cHVJX81vBDbv0Zo7rjdGB+/8NyzZx79dq8P70OFv2XR0OSky5I8Do2UdJz+1jeRXuHjONX6iOhWC9E+9A18nFvvmdlwW7yuFEP15egK24TMir1ehQJCKxax2wQbNlnRhLyvce8KVQ5ebJg9glEQZ9P1NleEJ7B7JpOE3qa6l3K0OaMA3gtbvz42NUMNjPpf+PIT4kamp9lX1/J8NRIyxionveHaB1MqkY1gVJvPVHb0TocbNCoGHuSOlwJRQziLSXj+6FB48oeBJCEiEvAwta91/sSmp7/a0us4BUJE/J6uffI5gF9STBo42cLlpYX5bz+8VEB6aTU1W59qN2dH2YR2bGyltmF0dXjLZbY3M9P1Evx7ClEB0+eF8ku1qFYfCyvnrinfbBLfMyqsEKoetd9inirgMXaSGG7r5e/LJ0dffHH8pRfHX3utderk6IWLI/Pzw8vLw8ws0OA0ekUH1vbgOmkaakqh7iik6Qa2bNPz6yU+49Ho1tudxkxnaJIFI7xKS+szd8H8npxbJW9v46gGN3pqMLVtaXqGyQwNtdWs/fCMsPyRNWpscRqK3y0T0kKjchiE5igYH8uYAkZWMAw4gTcvVTG+l6gET4GA7GmOQLMLPMW5h5skAbeUhi1UHenXrXqvCTWt26o2pY5U6PJMd9laf3S58/4jZ88vnhkZahZpEvzv2MGdJ19s4P3eXaPraxuaPCXTKxz/PzioL8Oj9ZdeXPnMg5dplzw5sdrx72rOUZ5nhJdYWKb9qPKnQN5sUuNJgUpOB8EraGtE4cBxLVZ807LkLaiWnc7JV589c+HkSIMKa64k+Jc1tEpJb1poohwQ8Pwq0TwAE9DD508ff3lp5J/8wj8fHx9bWl7WhM2bPJhrH2u3v/WtRy9duHTshccbzTbdR6Y6o/XOcr0x2lm+be4iIs2vuQ6FpPLgsG+JuGJyyD44bIyNMRY3hxyTCs8L5wQkaLPfvnC+kBlCI1NTcVyap6UclPgwu23j0gzTlOVUUTqMyFnXHo8wOe7OipcSF9mmQt0wj3NXFpiADXiacaf28BELxra81k5Ub9eqQqnY/G5Ayyr4Y0UN7zayGj8S4yMIkqoHPOBAZWnqS7wj96FBuZiVKitFLkETHm7aRB9jnZ7hjlTvwRcTfowsMoYpbDbSQlXRMSSxCadh2zpaJRSONQIJJWAPsVOGBZmWRlVpGw9Xz8+docaO7okPL5/zZxlJn4hbuuaEnlCBlMiLjjSWvl1F4sWsonRDqSwcGCH4Pxaw10amXa+SGilC/sC3Qu4ML9X4PsPU0NB0nXdBRhu8qEiO+Uko/zH7RmMm/f/aOw8Au6oy8c/Ma/Omt0wmvZIESCC0QKiRKjbKrlIsLKuwK2tbFfW/uivrymJbVwW7rijIsggoiBQpAtICgUB6Jb1nennz3pvy/33nu/e88+57M5mYBCnvZnLfd75+vlPuueeee66DFBbjnImYz6/9ADaoQmZeweUBVuWeYl9/xpbqN2qtdeON54xq8F0UB9RjD/Dd0wfHnmO4ps6oWj8SVBtCKj4aNxjtmLGp2YBF18mY2m6V+HKZX89oIA6GbkkeN60ne2pTGQJsgWTGUhAyDVkmTLeuqfjzk3VLl1Tt3BlLJNg3gNbAKxPsMzFQ0p+kY4vHWQFjxCWvxelkD3umULtlxaoJnTTvwaJ0kvdN+MRAuIjP03aEku0Elg/nhFLJrpKywepJjWwzkU6wa41spkYZS+j48dusBdRRN+nCAaolWQCGoWCVDZwtswUsA7kjj+BDgyyU18x6PZIyy9nkQp5DeqWsNcTWEwuIV2iGTTi12trKa3wGKSQ9iIw8C/U6tIw5yyBsolBJeXT6muBCEZzi6kBRMtELnOhJMD1mWhopOWCXwRw7LvBOlbyy5vtJxScOlJcxDdRXXFRWUnxZvIwvPdCPWTsosX6KQoleVoe8X0nxKecIaMihCyKXJ4CxSQPAz6PFotlspM7jXG5KtaoTMM2YAnImnUlkmfYanUt1YeUFw2GUCFF7Bh9jaHJSOYGMedsHCkby5gkCexrUS0PNnKwWazRDExvSifKUrX93d9V9q2dS0dgJMnPBdnnFpijR0s8OXV7TWfEP8NuktZCLsaShAESsP8oDhj6Lz0rW1IYmT9PIeL4ZZnwnaaYehKgFnOWn0ZM/O9aNvHYDYUG95QdABAY926RhyLgXYICqOg2br4GxCf1tcXHdqI5YFR9XYXyb1bKUeZhzwIdAEkGLGUZJHpIpCyveNCaOY489+3vmEXTElZU7P2t5bVkkADPaRx7XODjYNTjQoRqsaQqPhSCxgf5Yoq+o14yxTB1HCh4NHd9gI+GG0Yq7gFqUnk1mafksiNffWlXKgIjH6fRmUqH8w2VjhZDcCTicueKuNr8yqi6USi50NOqrFwVUK0bU8nKquUaQtQG8lSBL94tCnUan6ybyZhG7Jy0fZKPflwWaZgm8sCbYNk5qDy1B3nc18/NED0ZWx3N5hqDS+MF1QNw1PpgIC+yRNeKkTAF4BoVq6NlIQ82DUikRGZJorIsDwoFqfnDJwEYKz2n/2YFUtft15sKGXtEvAKLy6+VUEpgRlnQiNWnB4TM+vIDP02XI+2XJMKNPc6GiGnPTTaHVmLW2rXLxSl3jbP6Jj1LRjaBEQ/7t61D9LGTuC4VK0+lRa1cUdXXwUbgRiO5LtUeX555/vSNgPZDU+IRk72O2duDr5RwyvDH+SvH7lUzwGm5DsqdcHiW5gQ8I2iQAh2uLpEsdSonycOYqHelPdETv//3oRx9paG6O8oJOLFZcUcEoT/bNYhvDLp6tVZWHy8vSnb3x/jDT6WSyM50KNdVX1NXIVIFWMOMLIF847GpuTbZ1lKT7YiWs046abVriUbZIixTVjx0z/fzDGg4fRTfClIB2IzrqVQWvt7OEkMZKnouL2h8vTqzqD/GxQ3vrpEXgng8wA6rKKgkkLf4vAFjqIx+YonxjPXt2/vCGm2KlMdaSev1DQCHY4pIdW7aVV5SRfd18U/oF6w/XuPQg32gp+8TbI3VFutOmEC1DQOE+kwQ6IGsxFrBKcjGWtL8AjZVsyWWpmIfIpetXF23dIh+H0zv2/dV2qPgD3c7BMmOudKnUjLnTPnb5BVyq5Su1/vX6YNl4LfVQjKys2LV+/bLHHsWuGYpRV7JGb+bylnEqkMwQhoBy+S3GAgFRxVuqBSzbCBlkBCWLqkvOu2TuqMmTUwmzta7RQtPRNmHPoF2kJjlLOPymFoBdfoUznJKmZtBa/KubpZmRDCH29RoAdjOcEKQe3sDPaBCMdDHBJu+xZn48XU7uDE1mu/k822B3sveGtr6dLXx1ln0APJ1WmhmKkRxehVdm45KXF1/cY0C9wdhkQLnF5wLKGRAPJF1t2NEJbngIugynJQTUEyqAMz0ky9G5hvJSGTS56WDXYAms7IzLhdjWNBnX89fb3tPbnQDgu8eJtm4klZlhem97N8hwVyLZ25to75aVM/CZuLPXeEuy75k9Xan23nCZTLnZDLo+/xVh8tnCo4aNW77+91dHS+PseWlzPlKvpCkMMlLZsXEjE5EvtnSzka1MW+XKC6o41ZmYkR44vqk23dVropGHMSMKUZuaiAqaojLNgw5KtlKQT0rKbZp4bRyRxsMFSJmk/O0hLKJEmfVMp80jYnYp4gyR+0+pqSI1rFemQjEvGC+Nptu7vvHQ0tbVGyMVZWCstTcxINFhKUFFdyrGsiJ2Cg8ettAsYDlyMZY0PDASQcujQCApRc/gvLiovrqyqHXyupXVvF9cXc0AdaA30dvelUyFSkob68bOmj79mDnHn3pSTWPDT677+qaHn6lvaGhvbas97vBrb/p606hR7P0uw27nYJfcvbv3bFi7bs2S5etfWb5r7YZkcxtvjMVjdK6lO57dtmfZ7vEnTzzsnTPrZzZgT4bvdAU8mTIu7rO2OaZeC1BaApcceX5WvGLvRp5RxyrD8pDPDajwGGdcpGLy+mjZDjoVhSjnyGNdUPQT3cmeVE96zeI1Mh+mQc9p4PQYkFhOE4/Hl61bBQzG9AZGOdfwEPddA/G6SGVkeqQm3t/TT/+Tv6NTidfrmaAQMBmv8tZBOHT74k0b73kyVsPnjN4K3Re55plY17jTj5l77DHycI333qTff2MeXOsGBssqY+3N3U/ft4IHetRSucfWFjFUnrQGaHvJ5VRqQDZXJC+bK2VFbPMcylaAEyUGQwNkJpUFDizJm3zcKROOiPank6xLgTjMgRHL4MKI2KQ6omwu0hM0KF5pEitMzvKYlB2uONPtm0EEBnjqKuME/YMNQHghi24zV2qYeYYLjo6EnofBFavT9FGSXkFESn1BSA7RaJDqldLUK/YzC0dDqUTxktaeXbs7WLMn+xxmSauOfZyDJvfB/hqR8YoPwSebuya39cw1GeYkrjK5kOpnyJ1KpsJdvXzMxYyx+yNs+0xcBwYSrV08SpXp9mQ60c52dhJRBJlxlzdTG6aPOenKsyPxaKon2TR7otwF6pxFqOTwdx43du4UvljNrHy8ppwFmvSA0u8zIkj1RUZVNl52MhpYSWKKRALhlgew8TMYIIvPZbYkV8ZlU7zL5sIBB9gHiF480dWZHGyXTBn3Ai65ygOqPB8GB6uPqTrhlLPkqUu2BiurAKGoOHJcWu5wGAvIoXiFs87GkmqTwmDUxfqDUIl8YVq+mTqQ7unv7E53d6a6O1I9nake1qj39CXZoS7Jd2kYi/NPHviLCYb3vNXhj/UjsXBFVaymIV7bWFZTX1omH4EvQiSdkPE7bNIe3GxYFy1SYsYKqoF0sm/nuLG7mPWI8xRrqIeuWdl64yYkDHQtUmQsKYmx76nG4w2RI7kMREKp7uSrC7uqU3zsiO9NliS6etp7e6OjaqcsOPHYt51y7Px5U6dOs3N9E6ZPXfPAk2wczrdyjjly5pRx48lpPJqz5Xl5UUNt7ayZM85/1zuoeuvWrnv52ecXP/HM5pdXtO9uKeOr331la367cuOf1k9+2zRm32un1bHorq9HNqDV4bu0GXNIhLXu2bSSLFIBNwlnLo9Fqh7OVsRiLNKSTCtTurSB4qL4pOLaPvkuirQj2N6Ix2BRdUn1hBK+FytHVqj97NhqTCWRe3luUyxKeUjKx/kGYmUsqekv6kmzWIZ7sDdiSDyfzcCdrzq11tVvnnlYvCL+pu++pCQZcoVKmIOLNo5OMVfHwD2z1suUtLYFPWvRc9aQ5bayAMbyq8gwVJdBpVy71roFXM3ZMDU20dUbr6o64vQTZeBODfe6g2y+N2aK7FBArOMtraxI9vTKFJsMp4msFskhyZUO2fmyzCBvxeABDnQmwt094a7ucGdPqKs71NNb0tvLt/p4xApV9kvHLXWKToHBOuMTbjDCoYF4PF1TmW6oTdbXpmoqB6JRZonZSl2+pkYH690xjig7couWYEeVgdhpM8sn1kcZb3D5OCQB+CsoJQTU3nBPMjpnPH2wlC//zC6OkdLI7ItOnLq3IxKPsV6jYnS1DP/MFAxjyMmnHl7WUMljbmbMR80Yy8oZM602WHzfshtpG2E+vVMq3/SiHOFAXjNHktG8DMrN4hlMMrJXGAb4scGYnjLyxrNGTMONr8Mc2mb1bNls0tXgwpYTIC+z4jmrdeGRasOg9sBmHcigLD2SRwrWbsCWmpSGkOrjJgcAhhEezIiz/25pXL7s1d6c2Lm5c8emjl1bO1t393S29SZ6+IK4N3du8iMn1HN3Ts4UYw2Z1TykBvjACHMVjWMrJh5WO+Xw+jGTqxjN81gmmZB3EmUb6aEPiZkpX3JRGo/B7JavlbOhsICQVNgpIMu/TyBLz1Dcvn6lj0jEURXgd5PAWohYkEXfkt7vQxUG1IrCoY+8zBZpAVdBLpL6Ga2Mvfrg2j9f/zgjM+pGa2t7cWPNCRece/bF75571FGI6MGuoHzViAL+ry9f/+SPbxvf1LR91655V/zN//vav1OX6Dq5AcxzdaRz8O75RA13pUuWLHny/j++9NDjbWs31cbLmd9MdCerxlZOOWf6lLOn1UyuwaVUj7wMTS/h2X7d/EiJ0O9RtYeo268bT0fgiJSWLA8ZEStseRm1WckrDfqVPW+OYwQ6X3csXlakz+JbTHxgRj5yHMi1bUEWcLMhETIxdZHAeZkDPH9x0iq3wD5V5eHk0sBTr3R/kg865uR6nwpfhwwyPomEmTn6q/mWJ8pD+DJyzmwFPBRllGbGDIeyzGgGDGJiUfYLC3UnYrua41t2lG7dGdu1J9zSXtLVw2A9xORen2xmTVY4pOEwePKHTx7Sd56rAEOi/tJoX111csKY7hmTu6dNSo2uHwgzvZwqln0bZaDvs+/jV8efDGRl5Kotlr7KXIoyKsxQk6Q/zsnSKXiDUH4LKzMXdNHqHIqx2jLi1kqONpW2nI4yD7RWLI8PmNF1Xz+rX2DV8aFkuaSYuxTusXVcTfmkGWPLUFy8ZfjNAxlJ8tWVZIqxJYIkvVcVZaxpNowkXxCEhm7oXHq7e93MKtWER9BMYzCBb8zgnneY64jcT0jfR4TFhUy/iU74BCk/JtJ+zmy/6GXeV6l+W6pnJiNrC1mG17CpxYxXwikeqE3wxrSkmLM2T/Qlrx7Z0y4YlVCSyLjZ8dkULRdDw08SPSbvEmzfLlDw8KLE28D9AwzZEdq4umX58zs2rGzZs72rl+G1vFLGJ5r5IliYDRJKQuyzTuelzksuE73co6cyGRNrUsA0Mz79HQlHUt0D65c1r12yp7wqOn5azcxjGmfOHd3QVMYtdDLBbv0y+467Qc/Q44cR5XwyRhm8OGj0fBncVryP8H5BAkF18VaD4l2eAMmVGiGsGiyzTVpASSQBrGMBqhUnONypUTckvBpYk1NlGCrXuSYC5mAY0qJvWxkCbIGkzyu1Afe432O7ku6uxKqHVnW0dFWNqmxpbR9z2rFX/ss/H3vUUcrMm+VUObnZoxc2xWKDYLURF+2jGbtbpDWNLWDdzZc3II856ij+Nn/osvtuv+vxX93Jt+bLa8u793Qv+dXizU9unHzW1ClnTq2aWINdZt9xVFenWG3od2E1ZzG5QIDfMlg/A4BlsIDHIA3P1HrusZPMMrOWIFOHldmKWCCg3E3CQzJPMA1TXqpVq4BNBtQOpdOyBZTn1WOZFQjwBJLwUDWketMDOFdcZeMsDDlNPqBk+GTAn7xejZAnvyHKVwjiJ3lh/CpDWP+wIgrYpE/P+h2emsVqEsPoDKjKmwSJmtzw5hoaCpPlgIkAnZiJg2nw2WLWHGjrjwWyeSXlkiysgE1aqVyMJQ0FIALJFJqwkABDNwSG1XqsJbAkoTrMLqwkl1N0DXsExOEFoxosEFCgeEu1gGXLZYDkehUQgcQBUtikr8xTXla5C1g9eSyi0cuL0chYhwfp5eXhjs6qha9ULVkd37g13NrBN4pkSoZXl3hEC0NxeqA0kioplfiLM0WxASYiEzKY8SPjGTUvm/JNPWY0++UeYGfFc6/0ja7vPnxax9zDe6ZN7KssDyWSfOhedokxzljPrbdGp6BlKGICn2LWWMLgHXACqbQL+/Q8v1a5tWkxqkqTwBZvOV11ATbLb3kC4oGkZVPA00arNP8EqdVsYDDZlZDCMYUuVHmwJONJzumeVHKQRddSN/TSLJcv3j9XpYbRlIwfM4kiNMF5lchgPFjxnmEiLjZEk1gVQaMclFDklsLXKhxCE6WegEcyKVUhZ7UK0hSh2b3M51eycDhUHWOrcg2Mmvat2JGoSFMV4DdeMV/tu2cB34BsmaZGzVXAWERSPDde+XykBCn3ANwfejJeDjWzltMFYKRXxZd4WaSjLfn0/RteeWZb294EU4Ds4VFVzWcpixKJ3o6udm7SysvjzBslk/1sqmoetZT0Jrtraisrysv6eNdQsyk5E096e5PMtnZ0tmOutLS0rLyMwcnaV/auW7rnxce3HHF805yTxo4eX8Ent5h9xwrSXnH4/hl9ZFJ+s/Pqc7zpf6UcZYCrNUDfayBlCtSvAt7o1kZIomV4eMbnSZoYakdsNGk4RVClNMB6FhmvwogFT4NH85OZeg9GzMkBd0mkpLelt2tnN28odnV01c+d+cUffKuprp77D2oIm4rId3xU2HSFTgGa+qyKHKwFLUUA1knLpiVS0xjBh0tCE8eOu+bTnzjqpON/9Nl/T+5qi5VTPwc7t7S/8j8vbn5i4+Qzp048fXLNpBozkZCW5Qoc5qYgUOWsuUMOSJRt8E3IJZJyaMS9uBukIZh8mwIDspJeMDWkRtpSjaoMpxB9bVZKQulpE0AZ5DejUEGDMiefX3RZN3yKMSAJo8xRYpkNp5D9DIoSTRptWpf8Hswyqdgb6GwCYPL1BnL64LvqFaBcEExEDr6FQ6tRL+Z692iy4F+opeF4+175tV1uTtQbfsixgQmAqeB+YxeFDIA48wtN/kvFN5VfFGg3rT28jlkkht5F3euYjXFzleWSIJtL62jb2vdiog5jQKd+mFlxOMQ/tgoGI0i6S7JhfOasKU/Lgf14EcFx9BpfB2PRqldWjvrjU2XrN5ekUnxwpqg0xttrIWaBe3p2dCVbimPt5Q21qd6pERnN80C/L5V6pai8q3E6Ow7KYEViJE5SGLw8F+luj3XurUy110VLKst4NB8e2Nta+thz1S8s7Z45pW3eUV1HHibD994kS24Ymzt9TyZvJuumEEwYTDigmpI0XCY+ptDM5VUoniJTfspqOP2TlJscXggMJDD/Tdl7JIk+OP2nTFrMYDzAaBDnjEoFSEixgVTIUE1K2QyrgGiXM4cyewlFqSuiQQLAn47itBIaIeGDZgbygvAiL7xmxt0IGlE5CbceHt5P8puhGaQyiGoxnTlEiY9wlSuHtD/3yE65FIENNaMuQLZUX4mr3PUqiFd+67kDWAvWqAWMO55Jy2aRGnffEY8uS1nyHFLzJWaDRbGyyO6tXff+Yum6ZXujsVBlTSkbPvBp3717W3ghoa6hZt6Rc2bPnjX/xOMZr9/w9Ru3bt1TU13V3NJ6yilz/+XznyqNlfJRX3O3mjGT6E3u3Llr7fpXV6xYs2Llmi1bdiR707yUVhop3bW5e+fmtUue2T5n/phjThvf0FSR5mFLiiYp3Z2NmAG8rGQjMzzWnmWwGIBhkJZkAcvvYhxttv47uBwwIGuTFlCJ4ZOuVr9Sa6PTwWamZtubJVNHrYcSNDtdTeM2zxjdSoF9TVpkVtIUgsFYujHgO+NlwvdTeh588jpn3kdP9TNEb+tOnDj/eEbt8sa6edBM+XIgRTErILDX+Ujn5XctguTO3if5djxOP2l+ZQQ/OJhOpZisOfXkk/+8YP6im+/itgGLkQp2zh5se7X15Q0vbnhk/YRTJ006Y3LNtDouBfLqaprhu2dBPbd6/eBk6o/FwDMUbMVdwDJbIEP1o8mvtlDLo4BNQrZSCtl0Jpnh1u7Kk/A4HQ0QFGkrjwdk8yibo9W6kNGfX3m2Ho/HN+q7ZdFGmxExKF+l4QtY16RFWkB17lcykxkHCmhwKBkwlyeAsUkbXoQtUhXZpAI2mTGTgWgreXvvDEcAGkZnwFDepEVaIKB/n0kVdMUDlwZXg8tmYQu4nAq7JAsrYJNWKhdjSUMBOSKZ8EPSqu3X3ayCyfAZ1T4PCa3XFiGAXM0VLQkzcvMHJMpnemDpD8Wij1I5o16kFK2xtb55VOdHLYkaf6mJJdprhNWmJF+3ZdwHYPkVCCRleAnK9OmsaG949JnR9zwa6urpL4sPVlfF+EhPd9f2nuTOSHXX2DnhWcfWzz7+iGPnL3/wt7E7vjGpvAT66uKywY9+/Yxz3plkZzn5FGPmYKK9p721ZcuG1jXLtq1aXPzq0prWbWNCfbWM4FPJ2IvLK1asZ/FM66nHdh45o788xlyjWV5vSkCccrMuEfWK2IuuIAzSS0sYs4rdSgB4BSVQHj1WsxAzHJLyLuuCNIdXOYSPwBlmf0gN3elYhKYMFunxe0KizoKW2RjxTr56UZRRYjlUWEiCUuW+S+zNXDhe8wiYKiurjKKl4c625O9/uWzNK7ur6uK8lNrT09vV3VlZVXbqaceeftpJxx07d8rkSSx6UR/HjfvN+vVbWUycSiaPP27uePM2YV73J0+ceNK8EyC1tLasXLXmuYWLnnl20auvbuElk7LSspZdiT/dvW7pczuOPX3C3FPH8QJryrzwSgOnMvmVI6/ivwrS1v/XrfX8HmZa5qFz3FrW+wtJyoBDtrCmo2FhjHmvyHKBdPsm65fHgJD8eRP5lpoXkNrCh/QiEW4PWJsVi5pPpMDKKiN2lWHpXiWXhoH2TW3tG9s2PLKu6bhxE0+dNOqIxli1zMpzj8GXjxjfMxmPkNS612Pdy5v1AvINHAEquNschs7JyLiGli9Q3gARGKqQh8K/AbKUcVGuAXTH9LLx0tpnXmq66yEW5vbXVJUO9PW0taztC+8Zf2R83tnjTnrbsbNmj2qo0x6847iTW34T4b1GthPsqp103BnnjK4sK+Iv9xgzumjWrKJzzu9ID+zasmnrkkXLn3t0cMnTY9q3ToiVlPWloktWl6/Z0HX4tJYz5nXNnDrArCRLnkyHr89SclUWMCOJQGHgPpIoHXQe72ETE5CLn9zKGvSq2jjDrebm1qqa+GXvefcF737HnCOPsFYZ2TAJylZBzGUyvpFJSraAkP22i5hup2GaB3aGne7GXJcYArHkBlRdbd0p80/i7x8+0rXwhUX33f/wcwtf6ulOVZRXNO/oefB/Vy55dtu8MycdeeKYiqpoOiX71TCSQr83fB/xVc56WwBeywiYrjljUB4OyxNgdpjxV8F5kz2ZC5F9VTQUNW+9UKNYIs+H7kV0P14ktRoZtYusfH3JHGYE7g/fi6LMvvcP9uxJrLtvzebHN7DnzJjjx42e21Q9sYaRPU1Axu48GGDrAtlUwa97qsvaUM2FcyECBxyBQp064BAWFLwBIiBPSbmKs9tAaTS6t5UVMuz3MlhVGUl0reoe2DrrjDHv+dCC088eW1djM8Pz0+JIdLC3h9Xu2gGzWmagp7uovoY3RVjOboYXll1ugGUWvKSkKlJSNXXKYVOnJC9876YNG1f/6cGnHr1rzOaXp0UHYgPhELPvq17tmDur5fR5PVMmsEiIhTqMYBDWq4ZOv2f0FqB9RaAwcN9XhA4BnerKhmxs+9jVnlq1eBfDbsZSrS1t806a/ZlPXXP4zJlqk+EXB7Bs9MHBQJyUtid+DYmPsg/loJGWE40X6YqKirPetoC/V5YsvfmW2594cmFptCwSiuzY2HHPL5a+/PS2E86cOOuYxrLKqGwcyZe2xKg/fB/KRgH/eouA7OPJx6VLVy1e8utf3sI3380uMV4vjLN0tbJ4hk8oh0rWvLI8Xlra19dfWhrbsGrt3XfezY2g3hyOPFtSwbhLLI2+unI1k+4kbRWVBw6k+NpdCW/Hy84e7H22e+mu3Ut2RqtLWfjOvu91h9VXja+ON5QxDc8QXz470CtL4ant1PTCGGvkBVHgLESgEIFCBJwIaA86OBCJVKxaH925tygeL+rteb6opvjqz7378g/X8oVBPVgBbwYK7PfMeIKzGVyY/tfg4WK3C/38vKNfQBmSSJ8vWzcyXIgVl8yYMnnGlH/c/b4rXvjD3c/85gez96yqryxn6/C6p1+qXLqm/fg5raccm5gwhs1tSlJpvouLFKszUVXo7QOxHSY55LBvGJkC6YAiIBPmUtuZa2SdDG+jsmFZe1vHCSfOvuk7XyuNxRl4qX4dcAN7rQjIqdpQfZIMzVXEPYO0eGmWRgsj+KOPmvPf35zzy1tv++GPbuVz7/HyKAuhN65q2by2dcoR9cedMeGwOQ2VNTFeXU31Mq1vhu/+KkBXfwF+fUaAZ6HlVRV7Fi67/YkXpFpQNyh6r4IoLGeqYHk8XlFenkynysvLW15c+YunXjL1CFbt8fcjf3T85aXxirIygKCY0ScG2cCUBfg8g2WdTKJv95JdOxfvCEVDserSslFlNZNrG+eMHj13TOW4KnZG60+yjZJ/XQlqLKQLEShEoBCBQgSGjQATKtLrsmxygFF7ST9T333L+6LxT3z9HRdejKR8JJsenz+zWl/6afkQnYy/M3oBNZnbsRsmQ5epG1EIj657LCpqrIi/85L3rzntnBeu/+TRy/9YXVmRYqu7RJJ19tWLV7SdMKdt3tGZ4TsbR3J5YJo/y3bGiwIUiIAM3Al33nBJMQRKMVvaClpA6a5ggKTmhlebbURSuUpcnoA5SJodV2qfPC6zKrcYCwzliTK4bNY9kNYfDyntw3MxlWSrPBmmJ9PJs952OqP2PnnTVA5l9nXmDIY8XdKmuFu2xefzS8i0vekvDBxQZQI0zSdnIld84PLHHn/6lcVrqqsqaTLxctlCnkU7G1c2T55VN+ekMYcd1VjXKMvaUuw5aZw0DTz42qKq5ex75P2KKb8gLEnd0zNIlydAsiIjB6xaFbFJC1g8gHU4QHXNuSSFOSvDULnONaEi1hwMrlrXnIWtrf2SEs3UBM78DvRXxuM1ZeWBemNNCyAzK0hI5SFZESutKo2PxDQ82HJ9U8+54TTzNl5tVFXile1e8IyUqa7sgcOQXVQNFKU6k70tib3L97z68LrqidXTz58x7R0zwqVhXmNl7I5Sc1kRIxlV2bA6EDhbZgsEGDSpVMuTN5lX0CIRAc4NiNWfSx3KnNUJYHlcZAAOmB6hiOvqUCIBvCY544BWmGGU5JUNeB5IBkQCVE3m8gQwNgmAiOuhVejy5GbEsg1lMcAQSKpya8KlBpB5kyAR2adXrtoArGpd5S6cy6zmOFs2CwSYXR4XVv5cqVxMrsIABhEwbqlZJXlJljlAtVIB/UMlA+KwWQ0WCMgq3lItYNlyGSDlzZoVUSBXVYAhkLT8eSzKRVk+s87AnblthhR9qWRbw7QzzjwPJX3pNN+DD2jLTaLWRbpWoOhlHw69/EsG/ZEAVwM2g58xtrH5sms2fuGxE9hvvCjMV594KSrc2d3wwJPVi5a1Hz2r/bgjeyaP768o45tNxXz9Bn+ZJfT1iG11wMROnXHD6PpmYddJRVoMScQ1CWzxeXUG2Cy/6rTJAJtNWjYFhsLvk6qC7hkRGbjndXoYvFpyGQIa3KQLq2AuxiocChhexKX+xbArGPDTJbmw9VaRw5AspweYQRMwN8Na5Xlng/G0odLKzPjHbwwgmfdm+23Zh1vaCtVNGGHjrGvckTBYbT5CHe5g2ZtsNsKjKt5FMc2C4ZPRXF4Z5UZi7ZK97CU/dvKWmceMnnH0qDETzZeb2Ask1Q9VWqkcYkF/vES2yWGQlmSB4VVlKx4y5WqzCl1AJYdiy9Xrciqci8mVClh0RfI6kKsh11ZAZ5aI6T21c4vEI+a9dxTI1+745J1vURVIZZORMtXIVCHB+rqoW/xJyj37VA9pk5bNxRhtNr+5gPKKc36/LHW5pCgcCxeV4kkxK2TaN7Yv+v7Cvav3HvfRefHaeDqRljUz/tBfBP3DhX1c1q9lsEAW2U8o1fLkTfq8+X+tbF5yXqpFBsy5GiyPiwzAAZ5AMsCsyQBPIGlFAnhNWqQFRqIzwGxNuMBfxhOQskkLuCYCrirPMJzwD08dSnleqQAyb9IiLZBrYniMCrriLhyQdUkWtkCAmaRLsrACNmmlcjGWNBSQK2IxFrCyLsaFYQgkrchQQC6/xVggIKt4S7WAZRshg+W3QK4qS8oLWP5ci9rHg/c7exTwSevivkR3UVW5PHXt1yGHVVwsGBay+19fkljSRfMeHeON/j5GK1wcVJtM/PjXCgEkFTxk7M428EUD7G89MJiWjTVlomhwIBopikUjHV2jHnu25qXl3TOndhw9q/uwyan6Gim8dJovtjLo8Upyf/p89SAQCpABjCZz8YEMBNgsv2XLq9ZKWTYFhsLvk+pasUoKM+7BCUIbbjtcsAAkFw5wDkWCzYZbNFgxo01SzEKyLrk8DhjW9/wcHkBG7ZzZkT0qHzswU6QDg2VlMh0+zBr3bB3BVKiImwWGRJmhm4zp+mV2k681scx987rWrevbFj2+eeL02umzGybOqGUCvowtpJjO7RuQjzPLh5B1n1qzgSDZdIwQDVJuxklqiGygXJ4AydE0UtCqVQGbtIDFA1jHAlTXmEtSmLMyIO5SXSlgZVMTLqxswwi6DAG2QNLhxJzcAZaES3a8tL17Z1dJNCQf4vULg1Kmt2Q7XqZYKC8+sxGJRnl5QR1TPZyVXa0EbOUmhd8a8FWIQicsVsoCMjYvZhamn8+p8PVW5Fg5E4lx98i+Y7gmGxtHK2UfyfUPrCU7J37qZNbVsGzGjN2R9eqPGsyo9R0I/FoGCwQYXD2WR4FAMq+gRcIMnBsQqz+XGtBvk1YnQF6ky6A8nK3pEYpY/mGsBFRpkrOay0uFpMfwVJ8r6zcgkkXzE7k8AYxNAiDkZtPXkYmqMlsRy+ACw1NdToWH0RlQlTcJEj24HaDmGhoKo4KuuAsHpCCpOc6WzQIBZpfHhZU/VyoXk6swgEEEjFtqVklekmUOUK1UQP9QyYA4bFaDBQKyirdUC1i2XAZIebNmRRTIVRVgCCQtfx6LposG74jQyYZidaPAhCL+JmAOORwyg5DKal2tiyx7BcT5GAgjjVgpZ/+q4sgMB8rwMlReSefuCZof6jcDHu8Drl091c8trnx5RXJ8U+dhk3sOn8b6mb7qygHZD61fdn9P9zGXKaGjXRhbbhjzGg+EAh6LAUZcky4+r84Am+UH0MOqVfFA0ufKYg4gbdLashgLuGotW2HG3a9ROQMRW5YWIJQubCOryGFIltMHMOp3UqYyxmKxPz/1LPW5N8k3JjOjLsMvc/CMt5LJ3i1bt/EeIctrYrHoopderq+v5VtL8OQ17dsK/lL2Mn/f37dj527UknQ5SA30wVBcXhlj/NfZmnzl2e0rXtxVXVfaNLFy3NSaMZOq6keXswg+XhalHafZR1JeaDS3EzyV85t2XpcCgXJ5AiTXpRHCrjZEbNICqmf4pGvL5VQ4F+PyW3h4NpdqRVwg1xbUoaQoL4IfKYvufHnHiz96Pt3TJ6+BSoHI3RSC3Z1drGWsHVVfO6qB7yp3NLc279wNvayyQlY/9kufCLN1QGEXIy3ESWuDsQivKuOh9o8Or/IY/bKKkmR3ZydsdY0NVXW16Gzb29K6pxmvyirKYaOe8yYre9SUVpduemzD+JMmTD5rKgN30SNWYZEfPVzYx2X9WgYLZJH9hFItT96kz5v/18rmJeelWmTAnKvB8rjIABzgCSQDzJoM8ASSViSA16RFWmAkOgPM1oQL/GU8ASmbtIBrIuCq8gzDCf/w1KGU55UKIPMmLdICuSaGx6igK+7CAVmXZGELBJhJuiQLK2CTVioXY0lDAbkiFmMBK+tiXBiGQNKKDAXk8luMBQKyirdUC1i2ETJYfgvkqrKkvIDlH8oieO096UVDbN3b2fbor37SVFudYl8XpztV5axxj5ZXrVvy0lQRYmO60GCi+4m7bp88tinR02NeTs1cKYyI9PqE3JyzHUQBnx6PV2xYuriJCxGbzzhXGWaO2HOD02BpjD++3lr26tayDVv7nn4x2diQmDSWv+SYxlRdTT8vtjJDz47DybQspDHDd+SM0WyLfioQCtABjM14AO8r8H4DbFaPZQuIB5KWTQGrLYDfJ9VVa5UU37fsxryKCshDFAGt+KxLKC0PM6t967cW9fb0haMlPT2JdF/aDnyzrHvtYlAm3SOyBzbUXr56at7IzuI0CVupFbBJlxMl3C1Ewnluu5VNBkts9GTaCVPsfBpe9yeJxcNMydc0xJsmVk09smHyjNqyikiyV6ZMzVpkBpL5M+FaL8AHJQJSEyimkOwa9Mw3nlz/4Lp4XVyWvJhRO+Pgns6u6XMOn3PS9Q0AACkLSURBVH/BeeXjGrv70+DLo6X9LZ0vPvDYy08tjJWW6p2bTmkfFJeCSuhi+VoqS3fSfclE4oh5xxx73oJQfVVXqpeqVRktTexofv6+R9YuWc6NhD4coH9noj3Rkph58REnfPxE9ogkR+ZDGZlRe9BKIV2IQCEChQgUIhCIgFwhivhg6tjb/1D/6DNFZfHuvoGWRApcvrG2DMBZCxsJlTTEo2FzGe/uL9rdy5ujefitBgsEjKu2cKhkdGk4xst4ecfaZnQiU5X8sbSGle5mh+sBnrXyVfjqymRjfc/UCewE3zu2Ef1sAy+c/A07dg948uZLyox74XitIyCDYnP/qbWWc1FxvDReOigPqpxmIAS5XTQ/BkRKkXyrOD4Y9WBL3y/A3r3lldKmwdQsVCbgWdVQNBhidM4gvnVPonlXD596ff6xzROmVs8/b8rhx41mep6p98LYPW8wDwXSX23IwL0k2ZHs2NLBC53Sm8mO6rI8pre755zLL571zjN+99gjj/3v/zQ3t1B5qqur5p900mVXXzJz3jG//f7/8N1TRv2J7u7hK8Nf6r88FI3GYjjFRpDv/ocP1B13+B33/2Hh8y+0d3TQ+9bV1Z5x2mkXf/rDUx5++pHbf1daFvfG7tgrLkq09PQn+0uiJfI5JxZIFo5CBAoRKESgEIH9jYC5KDCK6B8sqggX11REDMLX4o8odKBhhh/FLGRknA1bRaiopsz/QIcvMfJfGbqwat1oM5pleJN1mDTXCR3ZyNur/PEAf2Aw3J1gHXx80/bqF5ela6vajz2y+cz5yVF1oQSrDLxH/DnqsnS/iROFgftrX7hm1C6rw4siUf8bwv74WBsRJLZt17EUQx9eJVUv7aidJANrRjkH4j2j8H2KYxE3ZCN4scccvCxPC1FrSAo4uH5586a1rWe8e/oZ75keCpcwrDeLIt6yDWqfET1oDAx8ZV9RypAp6mgoUh5hZtokGbkXd7e1v/2D72066/iPXPvZNS+9UlJeNsAbP4OD26OR5Yteuufe3//3N79xyWeuufWG71ZUV5VXV1GWB80zRxFVNJno7W7vuOCaK3onj/rQP31s75ZtobJ4f0omTnZu37F04aI/PPjgf19//TklJX+89U5ZwOMv3dFHB2TT0VcACxEoRKAQgUIE9hEBvXDDJHMnkfCgzLuRKOobLO6Xvdr14OLOU/WQdLFQmXtjLYomuO4bFl4R7S+JmKu9L+RxeEKKVQV6BmOTwDLIMLu8B/AkAwfOMNAAKdc0mXri8x/GVdaCdnQ3PvTnitUbtl3+7u7pExm7iwncMrYCet4KSVuEb4XMvh7yKOtIaFTywcjBIjZvYZ1MKOy9dcEAnaoYCoVZ5NDV1ZVmpFXM7knReLyU0UxgYQziVG2puaZFmlZ5MDPIGBBXI5EwH+jp7unhjG9sRMNyHfzvlxfPZTjPRjSpZP8jd67mJuT090xjPY3pMoxP0n4Lx6GMgCl1JqR5p7Ph8MadL+1g1wBeOu5sbT/8+KMmn33iVZ+7dsPSlZWjGjq7umob6nmVec/evWW1tXu2bf/oJz55y09+Mv/tZ3b1Js6/8rLerm4pcdMVHhSP9Ra0tLzs8TvuSbZ3hmaM//jHP97V2l5eW9OdSIwaPZrFVS0tLRUN9RuWr/ynz33u59/69qyVa9YsWV5eVYkXZIMHCGYNj/T8haMQgUIEChEoRGAkEdDBgJx55T8ei+1uZt560HwWQ1aH0zUzcmC8XhLq5+Ldm2DWhvXs4dJ4STRW1N8nSf9CIJdweWUqy6ymXFwA4yYDg4BAUtTjDNtvFJf0s+I22WtGR6FQaRkr8nmIj69M8XDvwUp3FsGP/9VvN3308uToBlkzo4fvapaLb/ZEYeD+mpawVGgq5mBRaTy87PmdD/9mNdVSp6ipoExP0mBaW9vgampqrK2phnVvc+vu3XvYeb2qqpJtHGGzc5B+G5BfHz442cFuyGzD19zcGg6HcaaysoI7h717W/bsbS6Lx8vLy8SZwSJaVrQ0DPjsHzdMm90wflp1ojuNrPQOB9eng5OzN6EW+lVq0YRTJ625d1X37i52V0x1JE++4J233PvbDctWldfX0e9ec/XVl/zNxdFo9NHHH//eD35ITevcvvOHN//i8+/7uwdu+uVd3/opC7V4DVT20A100gcQMKxQZ3pa2k+/8uKbbvt11849FaMauPf77Kc+dd7ZZ3EreNc99/z85psrGxq2rVx9672/e9/bz1n17JLuVFc4Gu5tT7BePxQL8yUmexU5AF8KooUIFCJQiMBbIwJcv+k0ZVOLcEki2XTXgxUr1/ezbZ327VyZwxGGyH2dbfGq6pqJU0LxeF9Pd/eu7b17WiJVtSV8ADv79blDdyVnRCTOJLr7uzvL6urLxkxl78h0V6c405GMVtcxO+h9KIq90aor41t2Njz6LPPu8kadjKTMQOPQ+fd6rS+FgftrWzJS0djzsaSnK/3MgxsSXWle9JQnVGagzFC4o6Pr+OOOPvPMUyoq4+m0vPfN26jNze0PPvinFSvX1tZWMReprfLQ+W2cCfHWOVvWnH7aSfPnH8tsOs4wDotEYju27Xngwce2bd9ZU1NNz8DzA5bHxErD7S29G1Y2T5heow2qMNg6dAWU0axR5gFosq92Wu2si4/Y8cK2gdDAYfUz2ssTTzz5FD1yb2/vJ6+55ls3/KdKnXjCCWOamj7+mc+GKipeWPjC+vPPbpzd8NJTz1XX1eoWjRnlBwzR57LOftqRM3YWtT337POxGtnK4Btf/eo/fuTDqvvUk+dXVpRf/81vRWtqHvvTn95x6rzDzzuytaWN21S+WtB03FgmU+S2xNxNvCUnVg64DAoKChEoROCtFwF5oM9YIxapWryi6qUV7L1IUka6XDL4gGpne7SsfNwlV3cfduy2gUhP32BlJDSuJNm4/LldD/+2r6szXFHJcPlQX8TFnZJQuq25fNTououvbBk3a326ODUwWBMNjR/oDi1+YvefH2JDvRCv8/XL9A2PAshI+eoN0Za2VG1NMestD2y18Bu3Xuirwwwm5bD3LblJSIpUNssAoFKWavXkJYkZ/3AFXRi6TeYCvrTwuG6olMUom5t04QAVkmtIOXMNWRPWtPJo0iKtKuXnrPrlbNbvhiOhvTt6Wnf3RGMhGZeYtwmZgEwmk39/5aVHzp72wMMPLXppcWtrK6u+GhtHnXbyyR/72BWPPfbs3b+7v7qykurOEF9NH4ozU+x4wlZQ13z0ioZRlfc9+MDyFSs7OjvZY54x34LTT//0p6+6++6Hnnn2BR4CkDf8kcH6wGBHa5JPJjO+N6vnNQxeMdkQWYczMXHKEaqEwy8OmzQ4r4wU6SpUVbnMLt7zxihyTatmNQqsahWpIpbZpebVZqWsiKsBqrXiclq1ljkv1bIp1fIIXqfJB4qOvHTOrIuO6Ev31zdWP/rA4r279rIcZfz4sVf9/ZWw9SQSrKJhK6EPXHrpz27+5bMLF3a0dj698k8f+sy5s64+0tRNV/dBgKkYaCmviN/+iz8luvgAb+8Jxx///ksvAZlIJKDx6ObKD37wtjvueHXDpta9bUubXzzryws62uRNWTLFwv3+3n5d9YgI8QkE0HVRqbk8YDhUMEANiFiqilgpAMWgxPIEkMpsqRZw2XJh61WuuGI4u4erVvFgONQxxejZarYkxUC1SiygSM4BKZUNCKqUK2vFrQYADssDoIdVpVTOARMBvGVQQKmuSECztejqAc57KHNeERdpZS0/GM0ImKFg10nDlTlZ5bmAMqlaq9lFWrsuEHBjGJKqsr65DlhzLtJVBcN+OaYKc7WpHquZJIebtDCAK245FRlwZihOV7mrGbxqCCADeJtUPQHTIBWvAOeAG65yS7JsAQdUlYu0ahVQkkVa5SrIOcOg4wyuygNFpdt28z0jPk1azCpW6VdD6Y62qikzYh+69tat3Xfd9siGTZuSvUk+CzN92rTL33neuz63oP3n13fv2BqpqBpMy/4zrmJr/YABUVvM5Hp7S/0xJyUu/MfvLN1y/81/2L59O98bKa+oOGLWzA+d/7dnHXXK3l9+K93bw8oZ+TgUwyc2qezpDXf2pBrqzdIDyTT/bTQsAF5dD5xdz1XQFR9GSiz5OhXgbDXkJblswIGkdQy864PNggVU0DpAMpwe8JcKkSochzoCjGVYG8NnBUIsbXdWJbDFdU/PVR95f2NT5T/986fWr14rt5LmndTloZI/PfzoQyc//NUvX8eQ+v/uuIep7kPnJo09neYt8OKrr7q8q7ft6o9/sWX3bhqMOFNcvHzpikcefvTc88659pOfJifPLlxUXSWfVxB/BkUwzT4g3BbL/n1azQ6dpwXN2RGQlYIlJeUlob6SwdL+rkSnlMvAQGUFb59WwcoCd9mXlxd9IpH6+jpeRWJhTFdPZ6ooMRiTQpP3jw/qwRIddKZDvViRTra/r76uznyvtwgf5HENw/ry8urqakjAXT0dRaUDIdnSXfzo70uZ6faD7JWoLhyFCBQiUIjAmzgCZtKELjYVZbDL1Zm0TG/3dXdUTpzW9+Evf/Z3j9/2s58VMTTnhVT4SkpWvbDwgXvvveZTn/63f7ph8HvXJvbuDsXL5TIho8qDfOBMSSicYtQ+d96Oiz/5iR/f/vi9vxNP5E9WD6964bn777//c9de++l/+HLL97/Un06W8PVJkymZeE8n+wa4OqRgPcievUHUhatL5TNaheM1i4CplsUV44snTNnSvGsTnzFiipq142ededrESaOu/tjHd2/dUVZT3ZtMVpSXU1O7u7t5H3ThE09+7ktf/OZXb1i9ev306ZPPO3dBR0cnggfPbWkUDLPY2PtXt97Z0FBXFEr/87VfYGq/tKIi3dfHkoZUKo1XpbHSP977e7g/dc0nNm/Z1tLSyruzuMG7LpXllbVlo/kkk34F8+D5VtA0ogjIlgAsBBzsryiqnNA0kReLeb9n67bti19Zcv6553DXpyPizVu28AiFL+cxfzFu9PjaWFN7oosx/4hs7A8TvTP/KkJl48dM4B6Cl5+Wr1y5cdOmGYcdxi0E/qBsxcpVr27YGCkt5Y5xwphJFUX1VHmZb+dyEbVvc+yP1QJvIQKFCBQiUIgAszHl5eHDZg9UPMek+2BpfCDZG+Vlpvdd89kHnr3tO98ur6tP0u+XlDDdzhJ3rumhov4br/tiecV3vnDxVf333Vp1xefCZZWD6SRPdQ9mOPmaUkUV+0nH7v9lz7kf+sRP73j8jtsq6hsSqRRvYfFMmK0UmGbq72j7ype+VPmtb370or/fduv3SuoaGbLLPh7hSFlFY6i0sWSwV17Kekse4VOmvncEGSda+wzQSHhGYOrNz8INI2vP4skLxr7w1PWtrSkaDCOVBWec9PObf7Z7y/aK+jqGNVf93d+9+x3v4JNMd9x19//ddVfl6KbFzzx37/33vf28Bbf8+q6tW7czzpax9j6LZeTxlL1uQjw160n0nnfu6V/776+zdofp0KrKyo9e9ZHTTz2VMfovbrnlwYcfrmoa8/Dv/7DgtNNPO2Xe/9x8O++t4gsfkJo7ff7JEy9K9iUYcHmzpiO3XuA80AiYBsi8NvdakbKJ553yi+8+tGL1ahalfOWGGyZPmnj4zJlYaGlt/fy//uuWrVupY5WVlX977hUnjD25p74ryiv8KDjYhzgTLYucN+1/brqvs7Nz2/bt/3LddT/4zncaR8l8wdr16798/fVsoERtGTt2zKXn/gND/GS6h71QD7Yjrr5CT+VG4y0IH2AFOEBxAr5fGvaL+TUozdebP26WX8++uX6+JjA7v0VK+0edt+fJpYk/3llSW9/X2txw5rseTVf/8kc/YtSe6h84evZs9i2YMX36ilUrb/rxT1avXRurqr7x2/917k9vmjtmfOtt34vUNujj0IPpMQOeWGnv5rVN88/63po9j9/zu4r6+tTAwJkLzrj6yisbRzU++/zz3//xT/Y2N/d3d333xz898z8+N27MuJaN66JVtX0drZGGo4+b8/5wbdNgukfmC9+SB8utY2/JjP9VM20q2xmnnfKed5+zdt0Gdt448ohZnd3tzz6/iC2uWW/yr1/4wrWf+qS6eN7ZZ9fW1Nz4ox8VxeMPP/bY205bMHXKpLXr1jOili0a8+WD3sseyuD2Z3mp8Jv1CcWMv089ed7OPTteXrIsXlnJ7fhN3/72Re95typ8zzvfccmHrrj7nntY4vB7nmR96tqT5x8vS2MGBuKlsWOPmQtbLBQ/mLcTNicFYGQRiDA5MljU2NB0xQfef+1nry2vr3/plVfOv/Cit59zDs9G/vTkn5evWMHNWOv27e9633tPOfFktJbFKkame7+5xJmiomPmHPPeiy784Xe/Wzdu/D33/WH12nVnnnEGrzs/9Mij3EJUVFS079jxdx94P6N2mGORsv02UxAoRKAQgUIEChFwI8Awg50wohU1F1410LKH635sIF18yrt+9+hTAz3dqbKyWTNn/ubXt06eOBGhU+afdOrJJ190yaUbN2/u3rPrnmdePOGEs4rv/HG6L8VzeDO3aIcS5r5ThhRDjD7kOas3nHDdMbCZbGS3sVSqvKysdfLcB37x+6KBdG86dOaCBff83+1Mt8N22iknHz1n9gc/clV/OrVt44YHl736mfMv63z03mj96P725vjJ55fWNom2t/CVgi2D7GuOMknqjeq8yTcKxkPIjLt5cC3pvFNzZorVUIVDwuoe/gSsEc1D9Xh9eVdU6oCpIYaYI6tuqUAex1y3cUs3PnfU78sxrZv53R7aMbz0DA/hGAx8bICd2pkQZeDOJyT/67vf+8K//Rs7e8w9+ujHH3yQ9z5Zl4J3rAlmdcGCt5/PEIdq/fMf/OCy9723rb2d/d2lgZigiDU/5mraK0qPihMeg1IlleWYUmX/KHZy5MHZxz/zme//8EewXHjBBXf/720A4gwtPxZ77IknLrr0Mhbw1NXW3nfXnfOOOx5n8JOVD2VlcbUr6jKmPVPmxy0O4bCHdUxdCdSxXKrBeNIebIoS2I+J1W0Ap6AD1UCV24jlpboRc017NjKmJd9kQQ8Pdqg+RX4tFVgjpqbBK8b71XYnRZ2pvT6PlyuS0iP6prmPCrOCMJ2+4qqr/+9Xv4zV1kFN9fTAEIpRoaKJ5r3Hn3raXbf9esL48X19acrObtWr8ZcsaKsDyGs6J56+S5qvTPVnnVUkHNmxc+d7P/DBZx57NF7fwK1pX5Kv3xXxhQLUJFtbLrzk0lt//jMqHm2BRwEZy5orP1+YGMoxa30fbts2azIludT6AiRwJp4a0GwqHGJfDuPY0FQTM8NoefyAqb1MPfE9F7rAjmMmJVoy0RSUKWlBe4f4ZLQb8RFRNRvwq6woEMVBtw2bHxOfamWNlKmdxhHrl6gyGOHcT8eMnJxUVgF1zKpVnkxh+Y75eLGeoeYJmCjXXAUipibUtGdu6IIWBt+0iNhcZ7LsxdNTZXgyjvmyoC1DhirqMkWpDJzzum0UZyImSUe5Ujkj6xnKpvrKVXcmU1ZQZD3LElvHL48FDUoPxFPJSvVYrbApJI/BszycaaPZi6enyvzgmPk3lGMZaq7f1jGJgHXM0T5UxDy3bUyy4xmk5kaMJ+V+QIeJp+eIeia+Zg4vVyCGMO3FRGqQWOrv7uCbd7Hy8paOrnMv+pvFL7+M1v+64YZ//vjHeChKr8tFgcx+5YavXfcf/8ES89NOOeX+O+8oj0Vkm4rsVZR+WUlhifnsI0MVYn4qPKiN19S//MrLF156OUs34/H47b+8mSUGSb7kzXUhKnvgXH7l399+xx0o+cD7L//VT37EfpHog1ocL2cHSdYtSEIPE8+sGmjy7ZPlF6PKLuF0qQbWeMIASchWM5Ki3BMeimr5jWrHrHFMhSUWAdOGUXVnqCA9R7XoJJHlmHGYZa9Zq5c8h708Wh3GgjkZNR5XButDhkpiaAafw5fI/h2WaohDahZFGbez1apDmcoepPqiQyo3ioem+vJWb5A1xzEYKERWIUcilSqVTCXldb2BgYaGhoqKcpCsXlBSTXUNo+TNmzfTxlLyondRDe/zHcqjq7tbgtnfP3bMGLVDW+J1b+CG+nrmazvbO/r4XpRpPIGXZTXvBxIx0ZAdMTeeSg1i/GgYqsj7iOAviuWfc9iEyg5F9SS8JuzI+6ARz/LbaoZFqT6v/LpUSfqOBfAqYqleUn/8MyKuX2HzrQ3qz09vunF0Y+PNt97awc2VqU5UIYTe98EPff0/vsKonWQ4LNXMfTM16IDvmFoLUK1jFm8B5aeOA7Af0R233PL5L33pd/fd15dKm/IdTCUSNXV1V3/mM9dfdx2jdth04bsKctZOLZO0kAKOYwGjQneoJqUy3tm6nUvyMH5A82gWDhTIMQTVGDcMeXhExhMPUA1lWFkjmt+oOuM7BmPgULOurAvD7MZEktnyw1ONeEYiAxklktwfx7ItZxwLqFW2gGNiypEHHtqy4cwmB2StsIu36gOmXR6BnRroklR8GFkjGvTb1WCUo2DowzEdYDKyxjWH4KoKOOZwCQhndsCy6Eb58I75VNekr2MY00Zz0G1fTn4P0DEylc8jT7MxPBQ9Uz9dfyycxzFHUx6qlVRgGM9gGLqghejnKVxeFZYxBbPUPOnktU52WYzSJ4PgIs58nJleCXO5L2ESp78/0dPTXxJmZiUWjRuxg3yKxeUZL9spMInDSIiBe9Po0WC4SeASAJLdC7yxB1NOfGuJTzRV1LhO2N3GBJkdT8m2g3GlhDdAzeaUGhgQdhiGp6ryLHOurGc7i24TwjhCx4xOiZEKM9GlLzsyoOQOzGpUABIMCkMN3Fhg0V5xGQrIeC77gKrhGJ6KIMrdwGEIWdcxMJYBGK+sY+QlQEXQOoZm9LuywK5j+Gap6r6lBhzDCgx5HVMS1LyOWao6xmJ3jt7eBHtrMBpGIXFft379ps2bp0yejMOwcaxZt3Yzi5LDYUbPcKI8kehl5hQveGACm6m55kbM3AGjB+uk5fVrPr8qSEpbfOYQxygO0oODGjGlkneKjnsJrDQ2jILM3h8vL1nCRuC8HUtr1/vgZStW7N6zJ8z28uY9EhQy+46TKKEG0d40hgQzUJRw2ohpPMUb/8AZdRuEOuZT5BeM8dr77ABuu0UJA0YxrSLYzS3KYRxDOVSTBenFtEXYmpDrGBio9jyMY/Cg1jqmbquTela31Za67VKBHcf6TVFm0d2IsUV6Fs0kWIXynW98nWUqf3jwobXr11G+48eNXXDaaeedcw5PKokSzsN4II5pQQdMW8dsPGEbO6bpp9+/6W8uvODPTz+zY9dOIjNl0uQzTjv1baefjhs9PT2cme8IlfBKrVeUZMotaBtPGzG3jmmJ2IhhkXwpp7oHA1TNsjqmIpaK2xwkwWM6QEUw1zF4VFwLWs1hF+uK1zN4mo/rtksFjrBdsbndwrHcosx1zBXPdcylHrBjXsQ0nq5m8k5AbMSYRQtQIWnENJ6BosRt7VKQIsvot4WlkWc8YSPmFqVSkSVryCKIuJUF4zqm8VQRdQ/4YDmGV7k1MOAYRvENo2odqq2BgYjB4DoG1UqprBsxqGRN8XrGio2YOuZSgaFqxPAZhgB1GMdwnWK2RSmm5SP2ZgRhoo3biKtCqIGixChXEKVSUrkRcx3LKUrc9iKmBe26TXzwSh0jGhoxWxO0oK1jXMgCNXDkjhEuDlczbuC2FiWOYRpMoKAJC8jhHcNJiWd2UbqOaTzdXGOFeKoz6phLBYZqC5p4UkQyUOjvZ3zMp1KZIuFSnU4mX3x58aXv/VuiZ/ackDUqLy5+iREYM+61dbXxSIjnooneBHn0K69chWMxTNPEipJ86JQ2a6sBG8UUl8TMNgOoSiYpaNmezveNSoTbJmLFxXzfo6yinE/SSEZKSths+sXFL59w3HHox2EtMsYeBJRV7DjMBtjccOCqiXBRb851gVBTHNjSeIpj/vgbjMZTMcQztwbaiBFPtwYii040a1Gillrk58grbrxShylEqIgYJ732ntcxVYuegGNYB2Op6HEdw3ObqfCiRYvgw+TkyZPHjx+PLq6gy5cvx3uCCF5DOWbMmMMOOwwqeV62bBnvk4FHEDNgeMtt9uzZYGBYt27dzp07yYlScQXbUKk0ULdu3bpp0yYyox6oi4cffnhtbS1UPoG+atUq1UOSg0hNnTp17NixwBhdsWIF5tQ0GnBy3Lhx06ZNg4qhpUuXMoiECkmpdXV1RxxxBE6SkTVr1jQ3NxNldILhjEtQ1TG82rZtmxYP2tSxI488UvaqKyrau3cv4tYuVBROnz69ydyzdnR04DYOIA5JTU+YMGHKlCnIEm4ixpIYzRdUOH3H6NCL1q9fzyCXbfvYRobNtlkS8y9fvu6nP/g+ScS379z5pa98hZpN/WY3PZazLFmyZMLEibqXy549u9euXUuvKs3CfCsNByipxsZGZNs6OlauXAnG1gaiN3HixEmTJlnHcM/mSx0j1/NPPJG2zU3C84sW8fjsP//9Om0VryxZ+rVv/RcKuTkb29TU3ta26IUXaPZknJ6BGwJkyQfKqQPki2gDcyDCMWPGjFHmrcS2trbVq1cTQxxTBkwTLoJGktpPUYJRqkaMHM00r1eSBTLV3t6OctUAZ1VVFUWp5l599dVdu3bZagA/tZEaqHO67BS7YcMG6xga0D9r1ixKBNPUQAoaACQOc0Ycx7RpULsoSjAaMdzDNHVAmwYw9ZPKoNVAqThGTLReEZA9e/ZYx6iBRBWq1kAc27hxI46pXXXMNo09e/bSsvCHQyPmNg11TEVUHGfwmUaNG6fMn99Y37Bn7x5gGmNpLLZ0yRJMsyhLVVGFaBqu28QKx+CFYcsWquRWdYykWoGqTYMc4RiaIeEb1jlokto0aLNETEnEjcVUUydOnD9v3mgzvwL+1fXrn3/+eXSiAXFaNE+cyLWqoiwoES0sMGSK2oVp7Sh5BoVj2tWgCrsogUp3RJI6QE2wddv4lWkaFJM2DfWNM8ppF9o0aK0UJfUQcUgcOK+OAeMttZc6rMUKBlktaHWVzmTHjh0aMezCD0wN1LtudUxloSLOmbqNfmDU0pkAcJBlzpimHLVp4JjtnDVHUAmm2zR4CViLUiNGMdE01Bw133bOaMYx8EcddZTWQHymBionVPSjAc3aNPisBI6BIchKwjSdMz0wzNRAIkYciBhqYYNqmwYw0aYyuI7V1NTgmEaYpkEfqxFTxyjWOXPmaA2kZ6as4UQtB/rxAcf0qkHVpQJbrxDHDTpnvWrgGBFTEY0YDQeSXjWob1C55LmOkV9qIAqRom7rVQNZdQyXKErtD6l+HOo2jpFN9NCZkDWYaRrkCz3AGjFM01do5ScamFa8nhEnmIQUfnWM4nYdo4agXCNAlrUGWlnaLI7ZpkF/gmOaceyih2hr09i9ezdNQx1DG+YwjWbtnGkaFCVIJQEgTvXTpkGjwG0cs4WFLIKIKydNAw224SBLm8UxHICBpkENtBGDCkyb1aZBDYTBypI1DjTX19cjS59PLcIrDvBgyB1e2asGjhE3my9gd9yCY7ZpqKt23II2aj4N02YKzUSSiFnHtAYiyAEVH3DMvWqoXWUgJrZp6ICKOmmLMuAYmaKWKhVxYkKbJSYoxDHaLBXJRgzNtFao2jSofrQOIgYnLmlx47Z2ztpmJfJEzLQa6u3UyZMXLlxYVlFx862/5nt8f3vhhVwRsHvL//7v7XfeVVFV1dXSwgAgEo299NJLPHs3+xZ4l0IqNqbRRoVev2FTS0szg1buCZjXVcdmz5kdC8st3LYdO7dvlwEVk5NSXsY6sloDGZksWbZMRxGvctUrLv72jTfOPWrOSfPmaQX+j6997ZlnnyWnLPgcN6Zp6bJlbO7utdlkkoIOjFts0yAOtmngBqZxjKZBZ0IMwXA5s50zSSJG9Kif1FKS9EI0eVsNlMEOqKiB1CJMaNFARbkdUGnTwDFb0BS6O25Rx9yiJBrERArINA1qoMK4rU0Dx3TcQquxnTPUYtoYMhyUqIaMnFDVtB7Y2gBJKwoYGi1KVQoNYMg5IQYGCZXMKEwSKpmEqtWaXFFrXSo8UNVdBBEPUK1jGIWqLqGYQgEmCtYx3NYWpTycUYtydTW/Y2VxbhNhCDimIshqJ0IBUCrWMagox65WBXVMXVJBqERMO3dg65iluo4pFVsf/ug1v/rFL6pGjcLW0XPmnLVgAbX2oUceWbNuHU2rc+/ez//L/7vh3/+d3ideVsakOtpyHQOJ3WzH1KycXceIlcYzQzYVna6K+4d3Xvw3Tzz8cPXo0TjDaysnnzhvb3PL/Q89xGJllHd3dPz8Jz/m6zk4Q1g40MyZXGhB4xghBWNLCitEzBZ0Msm9aebaoI7ZGugUtOc2gragcYmYG+UelWKCqhiogRroOkb1C9RAqETMcSw4cWjjqRFzw4XbRMMWdF7HbA3MdYxY4bZGLOCYWoGqNZAcEc+A6ZE4hofIcmCFoTEPIygakMhqPNEZcAyMRkzjub+OIY5yjSfFhHJ1G21Ypwdnsp/pO0VSf2jJVGZcUowWpcIaTysOj0bMOkZeTK8jPQ9U8DaekPAcvDKo/lzHEDGC9ODSZm0NpH6C8anCQ44Qdx1Ds9ZhqK5jlBQBVyeHcsylwhNwzFJVHK+0RVMDUa55UU+GcEwCwgGVeKJcFQYcgwE8VJwH1oi5pkFC1RpIUebWwGEcQ5aIaTxxA9m8bRY2jryOUZTqzPCOEWotaFWlZ+xqDTQRk67GPQKOwaNULVCNmGLUbVcWl6xj2NWC5kkRU49k042ndUzVqpJsx7KKEoahHRPluY5hTo1yphBtQVvH1GhexzS2lsEWNNGg3QWoVD+tgagiJvBYBjDWbbTlFvSBOIZCImZrYG5B45VT0MEe0jqGk8jagja5JmLSNDQCgYiBJIOMiXQtMTWQ0lROex65YyjHASsIgGM2njmOyUSs65g2HLua3Tjmtei8jiGrLRpBlFu7ZJ+L+/MvvviOiy5qb++AjeP8c86Zcdj05StX/fGRR+if+Z7MmNGjH73/D7NmzGBkgi2/l5O+joIg16oQzYEWjVGoImA6E20a1joAVOsYyhm23n7nnbyESv+PFHdB73r725tGNz6/6MUnnnqKEHW2th53wgkP/PZupiwZC+EtSmxRqiHF7JdjuO16BYxm1YbPhNRqVjZKSmsgAXTjqVT85ABWx7ILmjbrFTQMuQWNITdiAcdcKo5xqEXO0uxtogD8dSOwZdu2C953ycsLF8Zra7VV4I+pFZHeluZz3vWu39x6q3ys9BAf1E5a18IXXrj4sst3bN7CpvKJ3l7GW5jl9prBX7K19ap/uubHN954iB0pqH/TRkB7KKpZoIt802a4kLFCBAoRKETg9RGBm37040985jOsfmbU2NvL3Q6DQFnHwsNz5jFZ0HjlBz/wmnn6z5///He//d+Rigqe5aW8FUcyn5Xo7KhvbPy/W37FFmSvmTNvFENMyPujeFmslJmnyc2AvcTmHesPT5W7V6PR3jW6+n0i1Uf+BY9D6VjGdL4bmAx1WMfE5eHFR0BlKMNaKZazf/Lazz3y2GPcKXs6S4r5aMLFF7zn21/7WtPoJl5OZQV7pqQOumOUkymGUEn4z888/ekvfOHFxYuL+NSrZqGkhO9wssf89V/+cmkpO1emQuGQW2Qjjtjrq6BN1Zca+tesgfsoyjdkxPLGUyqJqWam3eQ2eNtbyBxGsDcwM2GK3Ad12HjmN/3adDXDOpY3YnibaVkHEpP9lx1h0zgofWCgrIfP8uvYseEudtbt/DXwtSnoA6iBh7agh3XsDRax16YzGb5F58STWTnm+onkD3/20+u//o3t27bJlZ0/6mxJCas+rvviF//uAzJqZ2Qo38HL6YCHb5XDU20vphez/j4Z82Doy1+9/gc/+Ulba2vGmVDJnNlzvnn9V88962wdo+JMZtgzfK73n5rlWE6WbZvN3zm/NgWdXZT/H/hszP3l7avhAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"<a id = \"intro\" ></a>\n# Houses Prices Dataset","metadata":{}},{"cell_type":"markdown","source":"**Here we have a dataset that contains features for multiple houses in Iowa.**\n\n**The task is to predict what the price of a given house will be.**\n\n**This is a regression problem, we are trying to predict a continuous value**","metadata":{}},{"cell_type":"markdown","source":"<a id=\"loading\"></a>\n# Data Loading and Exploration","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/train.csv')\ndf","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:45.387131Z","iopub.execute_input":"2022-08-03T14:27:45.387606Z","iopub.status.idle":"2022-08-03T14:27:45.448275Z","shell.execute_reply.started":"2022-08-03T14:27:45.387570Z","shell.execute_reply":"2022-08-03T14:27:45.447091Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can see that we have a lot of missing values and categorical columns. We'll use a lgbm algorithm because it handles this type of problems.\n","metadata":{}},{"cell_type":"code","source":"df.set_index('Id')","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:45.581660Z","iopub.execute_input":"2022-08-03T14:27:45.582512Z","iopub.status.idle":"2022-08-03T14:27:45.618367Z","shell.execute_reply.started":"2022-08-03T14:27:45.582463Z","shell.execute_reply":"2022-08-03T14:27:45.617397Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.dtypes","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:45.726972Z","iopub.execute_input":"2022-08-03T14:27:45.728187Z","iopub.status.idle":"2022-08-03T14:27:45.738266Z","shell.execute_reply.started":"2022-08-03T14:27:45.728138Z","shell.execute_reply":"2022-08-03T14:27:45.737038Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"we'll convert categorical columns types in categories","metadata":{}},{"cell_type":"code","source":"df[df.select_dtypes('object').columns]","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:45.833023Z","iopub.execute_input":"2022-08-03T14:27:45.833502Z","iopub.status.idle":"2022-08-03T14:27:45.871434Z","shell.execute_reply.started":"2022-08-03T14:27:45.833465Z","shell.execute_reply":"2022-08-03T14:27:45.870161Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df[df.select_dtypes('object').columns] = df.select_dtypes('object').apply(lambda col: col.astype('category'))","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:46.028531Z","iopub.execute_input":"2022-08-03T14:27:46.029028Z","iopub.status.idle":"2022-08-03T14:27:46.094544Z","shell.execute_reply.started":"2022-08-03T14:27:46.028991Z","shell.execute_reply":"2022-08-03T14:27:46.093041Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.dtypes","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:46.183627Z","iopub.execute_input":"2022-08-03T14:27:46.184109Z","iopub.status.idle":"2022-08-03T14:27:46.193790Z","shell.execute_reply.started":"2022-08-03T14:27:46.184070Z","shell.execute_reply":"2022-08-03T14:27:46.192591Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.dtypes","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:46.344407Z","iopub.execute_input":"2022-08-03T14:27:46.345556Z","iopub.status.idle":"2022-08-03T14:27:46.354873Z","shell.execute_reply.started":"2022-08-03T14:27:46.345479Z","shell.execute_reply":"2022-08-03T14:27:46.353745Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id = \"training\"></a>\n# Training and Evalutation","metadata":{}},{"cell_type":"markdown","source":"<a id = \"split\"></a>\n\n# Split","metadata":{}},{"cell_type":"code","source":"X = df.drop('SalePrice', axis=1)\ny = df['SalePrice']\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:46.527234Z","iopub.execute_input":"2022-08-03T14:27:46.527607Z","iopub.status.idle":"2022-08-03T14:27:46.539328Z","shell.execute_reply.started":"2022-08-03T14:27:46.527576Z","shell.execute_reply":"2022-08-03T14:27:46.538215Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id = \"cross_val\"></a>\n\n# Cross Validation","metadata":{}},{"cell_type":"code","source":"from lightgbm import LGBMRegressor\nfrom lightgbm import cv\nfrom lightgbm import Dataset\nfrom sklearn.metrics import mean_squared_error\n\n#we implement the competition metric\ndef log_rmse(preds, train_data):\n    y_true = train_data.get_label()\n    y_hat = np.round(preds)\n    return 'l_rmse', mean_squared_error(np.log(y_true),np.log(y_hat),squared=False), True\n\nlgbm = LGBMRegressor(objective='regression', random_state=0)\nlgbm.fit(X_train, y_train)\ntest_dataset = Dataset(X_test, y_test, feature_name = \"auto\")\nres = cv( \n        params = {'objective': 'regression', \"metric\" : \"None\"},\n        train_set = test_dataset,\n        num_boost_round=100,\n        nfold=5,\n        feval=log_rmse,\n        stratified=False)\n\nprint(res)","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:46.634323Z","iopub.execute_input":"2022-08-03T14:27:46.635416Z","iopub.status.idle":"2022-08-03T14:27:47.497717Z","shell.execute_reply.started":"2022-08-03T14:27:46.635365Z","shell.execute_reply":"2022-08-03T14:27:47.496472Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id = \"r2\"></a>\n\n# RMSE score\n\n","metadata":{}},{"cell_type":"code","source":"RMSE  = res['l_rmse-mean'][-1]","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.499998Z","iopub.execute_input":"2022-08-03T14:27:47.500533Z","iopub.status.idle":"2022-08-03T14:27:47.506362Z","shell.execute_reply.started":"2022-08-03T14:27:47.500488Z","shell.execute_reply":"2022-08-03T14:27:47.505103Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\" RMSE :  {}\".format(RMSE))\n","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.507778Z","iopub.execute_input":"2022-08-03T14:27:47.508481Z","iopub.status.idle":"2022-08-03T14:27:47.518390Z","shell.execute_reply.started":"2022-08-03T14:27:47.508438Z","shell.execute_reply":"2022-08-03T14:27:47.517279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id = \"Plot\"></a>\n# Plot","metadata":{}},{"cell_type":"code","source":"\ny_test_pred = lgbm.predict(X_test)\nxmin= min(y_test.values.min(), y_test_pred.min() )-1\nxmax= max(y_test.values.max(), y_test_pred.max() )+1\nfig = plt.figure(1)\nplt.scatter(y_test,y_test_pred, marker='+', label='test')\nplt.plot([xmin,xmax], [xmin,xmax], lw=3, color='k', ls='--') ## droite separatrice d'equation x2=x1\n\nplt.xlabel('Groundtruth')\nplt.ylabel('Prediction') \nplt.title('Groundtruth/ Prediction Comparison')\nplt.legend()","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.520912Z","iopub.execute_input":"2022-08-03T14:27:47.521779Z","iopub.status.idle":"2022-08-03T14:27:47.788595Z","shell.execute_reply.started":"2022-08-03T14:27:47.521743Z","shell.execute_reply":"2022-08-03T14:27:47.787171Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"We can see that the values are very close to the y=x curve. That means that the prediction and the ground truth are similar.","metadata":{}},{"cell_type":"markdown","source":"<a id = \"sub\"></a>\n# Submission","metadata":{}},{"cell_type":"code","source":"X_f  = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/test.csv')\n","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.790392Z","iopub.execute_input":"2022-08-03T14:27:47.790844Z","iopub.status.idle":"2022-08-03T14:27:47.819804Z","shell.execute_reply.started":"2022-08-03T14:27:47.790799Z","shell.execute_reply":"2022-08-03T14:27:47.818893Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"ids = X_f['Id']\nX_f[X_f.select_dtypes('object').columns] = X_f.select_dtypes('object').apply(lambda col: col.astype('category'))\ny_f = lgbm.predict(X_f)\nsub = pd.DataFrame({'Id': ids.values, 'SalePrice' : y_f})","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.821443Z","iopub.execute_input":"2022-08-03T14:27:47.822172Z","iopub.status.idle":"2022-08-03T14:27:47.939859Z","shell.execute_reply.started":"2022-08-03T14:27:47.822128Z","shell.execute_reply":"2022-08-03T14:27:47.938589Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.941282Z","iopub.execute_input":"2022-08-03T14:27:47.941896Z","iopub.status.idle":"2022-08-03T14:27:47.957853Z","shell.execute_reply.started":"2022-08-03T14:27:47.941838Z","shell.execute_reply":"2022-08-03T14:27:47.956687Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub.to_csv('./submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2022-08-03T14:27:47.959355Z","iopub.execute_input":"2022-08-03T14:27:47.960378Z","iopub.status.idle":"2022-08-03T14:27:47.977535Z","shell.execute_reply.started":"2022-08-03T14:27:47.960331Z","shell.execute_reply":"2022-08-03T14:27:47.976001Z"},"trusted":true},"execution_count":null,"outputs":[]}]}