Movie Recommendation System.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Movie Recommendation System_r1.ipynb","provenance":[{"file_id":"1jc6W6DPWqAJ6f_4E1MdzCH5q8ytWmM6Z","timestamp":1654266542354},{"file_id":"1nJjVrCKNiz3n7yMs1i8bOITUrH-biZyK","timestamp":1654235900801},{"file_id":"1rXW-cwCVDHmuhEmRGw047yjkn_KVWPxE","timestamp":1654183603143}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["Importing Libraries"],"metadata":{"id":"zpu_lHm5l_3G"}},{"cell_type":"code","metadata":{"id":"GAGi6hrzFLOb","executionInfo":{"status":"ok","timestamp":1654948836835,"user_tz":-330,"elapsed":488,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}}},"source":["import pandas as pd\n","import difflib\n","from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.neighbors import NearestNeighbors\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import numpy as np"],"execution_count":116,"outputs":[]},{"cell_type":"markdown","source":["Data Collection & Preprocessing"],"metadata":{"id":"MVkANPN4ncgY"}},{"cell_type":"code","metadata":{"id":"MOXn7CGdIGBU","executionInfo":{"status":"ok","timestamp":1654948838215,"user_tz":-330,"elapsed":781,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"colab":{"base_uri":"https://localhost:8080/","height":424},"outputId":"63a6897c-3ce0-4160-d4f6-1f871059dbf5"},"source":["cols = ['index', 'budget', 'genres', 'keywords', \n","        'popularity', 'revenue', 'title', 'vote_average',\n","        'vote_count', 'cast', 'director']\n","movies_data = pd.read_csv('/content/drive/MyDrive/movies.csv', usecols=cols)\n","movies_data.head()"],"execution_count":117,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   index     budget                                    genres  \\\n","0      0  237000000  Action Adventure Fantasy Science Fiction   \n","1      1  300000000                  Adventure Fantasy Action   \n","2      2  245000000                    Action Adventure Crime   \n","3      3  250000000               Action Crime Drama Thriller   \n","4      4  260000000          Action Adventure Science Fiction   \n","\n","                                            keywords  popularity     revenue  \\\n","0  culture clash future space war space colony so...  150.437577  2787965087   \n","1  ocean drug abuse exotic island east india trad...  139.082615   961000000   \n","2         spy based on novel secret agent sequel mi6  107.376788   880674609   \n","3  dc comics crime fighter terrorist secret ident...  112.312950  1084939099   \n","4  based on novel mars medallion space travel pri...   43.926995   284139100   \n","\n","                                      title  vote_average  vote_count  \\\n","0                                    Avatar           7.2       11800   \n","1  Pirates of the Caribbean: At World's End           6.9        4500   \n","2                                   Spectre           6.3        4466   \n","3                     The Dark Knight Rises           7.6        9106   \n","4                               John Carter           6.1        2124   \n","\n","                                                cast           director  \n","0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron  \n","1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski  \n","2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes  \n","3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan  \n","4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton  "],"text/html":["\n","  <div id=\"df-9766f627-b14f-45e2-824e-8550cf14842d\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>budget</th>\n","      <th>genres</th>\n","      <th>keywords</th>\n","      <th>popularity</th>\n","      <th>revenue</th>\n","      <th>title</th>\n","      <th>vote_average</th>\n","      <th>vote_count</th>\n","      <th>cast</th>\n","      <th>director</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>237000000</td>\n","      <td>Action Adventure Fantasy Science Fiction</td>\n","      <td>culture clash future space war space colony so...</td>\n","      <td>150.437577</td>\n","      <td>2787965087</td>\n","      <td>Avatar</td>\n","      <td>7.2</td>\n","      <td>11800</td>\n","      <td>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n","      <td>James Cameron</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>300000000</td>\n","      <td>Adventure Fantasy Action</td>\n","      <td>ocean drug abuse exotic island east india trad...</td>\n","      <td>139.082615</td>\n","      <td>961000000</td>\n","      <td>Pirates of the Caribbean: At World's End</td>\n","      <td>6.9</td>\n","      <td>4500</td>\n","      <td>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n","      <td>Gore Verbinski</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>245000000</td>\n","      <td>Action Adventure Crime</td>\n","      <td>spy based on novel secret agent sequel mi6</td>\n","      <td>107.376788</td>\n","      <td>880674609</td>\n","      <td>Spectre</td>\n","      <td>6.3</td>\n","      <td>4466</td>\n","      <td>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n","      <td>Sam Mendes</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>250000000</td>\n","      <td>Action Crime Drama Thriller</td>\n","      <td>dc comics crime fighter terrorist secret ident...</td>\n","      <td>112.312950</td>\n","      <td>1084939099</td>\n","      <td>The Dark Knight Rises</td>\n","      <td>7.6</td>\n","      <td>9106</td>\n","      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n","      <td>Christopher Nolan</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>260000000</td>\n","      <td>Action Adventure Science Fiction</td>\n","      <td>based on novel mars medallion space travel pri...</td>\n","      <td>43.926995</td>\n","      <td>284139100</td>\n","      <td>John Carter</td>\n","      <td>6.1</td>\n","      <td>2124</td>\n","      <td>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n","      <td>Andrew Stanton</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9766f627-b14f-45e2-824e-8550cf14842d')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 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dtype='object')"]},"metadata":{},"execution_count":119}]},{"cell_type":"code","source":["movies_data.info()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"A10l_-zwiPF5","executionInfo":{"status":"ok","timestamp":1654948839690,"user_tz":-330,"elapsed":6,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"534ac7a2-a9ce-4537-8864-3341eb864c1a"},"execution_count":120,"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 4803 entries, 0 to 4802\n","Data columns (total 11 columns):\n"," #   Column        Non-Null Count  Dtype  \n","---  ------        --------------  -----  \n"," 0   index         4803 non-null   int64  \n"," 1   budget        4803 non-null   int64  \n"," 2   genres        4775 non-null   object \n"," 3   keywords      4391 non-null   object \n"," 4   popularity    4803 non-null   float64\n"," 5   revenue       4803 non-null   int64  \n"," 6   title         4803 non-null   object \n"," 7   vote_average  4803 non-null   float64\n"," 8   vote_count    4803 non-null   int64  \n"," 9   cast          4760 non-null   object \n"," 10  director      4773 non-null   object \n","dtypes: float64(2), int64(4), object(5)\n","memory usage: 412.9+ KB\n"]}]},{"cell_type":"code","source":["movies_data.describe()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":300},"id":"OtJYXcljlyqz","executionInfo":{"status":"ok","timestamp":1654948840482,"user_tz":-330,"elapsed":15,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"51fb3eb9-2ead-4a7e-e9bd-fb3e39f0ec06"},"execution_count":121,"outputs":[{"output_type":"execute_result","data":{"text/plain":["             index        budget   popularity       revenue  vote_average  \\\n","count  4803.000000  4.803000e+03  4803.000000  4.803000e+03   4803.000000   \n","mean   2401.000000  2.904504e+07    21.492301  8.226064e+07      6.092172   \n","std    1386.651002  4.072239e+07    31.816650  1.628571e+08      1.194612   \n","min       0.000000  0.000000e+00     0.000000  0.000000e+00      0.000000   \n","25%    1200.500000  7.900000e+05     4.668070  0.000000e+00      5.600000   \n","50%    2401.000000  1.500000e+07    12.921594  1.917000e+07      6.200000   \n","75%    3601.500000  4.000000e+07    28.313505  9.291719e+07      6.800000   \n","max    4802.000000  3.800000e+08   875.581305  2.787965e+09     10.000000   \n","\n","         vote_count  \n","count   4803.000000  \n","mean     690.217989  \n","std     1234.585891  \n","min        0.000000  \n","25%       54.000000  \n","50%      235.000000  \n","75%      737.000000  \n","max    13752.000000  "],"text/html":["\n","  <div id=\"df-7bd733ff-d034-42e0-9a51-ae8b1f471191\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th 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<td>1386.651002</td>\n","      <td>4.072239e+07</td>\n","      <td>31.816650</td>\n","      <td>1.628571e+08</td>\n","      <td>1.194612</td>\n","      <td>1234.585891</td>\n","    </tr>\n","    <tr>\n","      <th>min</th>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000e+00</td>\n","      <td>0.000000</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>25%</th>\n","      <td>1200.500000</td>\n","      <td>7.900000e+05</td>\n","      <td>4.668070</td>\n","      <td>0.000000e+00</td>\n","      <td>5.600000</td>\n","      <td>54.000000</td>\n","    </tr>\n","    <tr>\n","      <th>50%</th>\n","      <td>2401.000000</td>\n","      <td>1.500000e+07</td>\n","      <td>12.921594</td>\n","      <td>1.917000e+07</td>\n","      <td>6.200000</td>\n","      <td>235.000000</td>\n","    </tr>\n","    <tr>\n","      <th>75%</th>\n","      <td>3601.500000</td>\n","      <td>4.000000e+07</td>\n","      <td>28.313505</td>\n","      <td>9.291719e+07</td>\n","      <td>6.800000</td>\n","      <td>737.000000</td>\n","    </tr>\n","    <tr>\n","      <th>max</th>\n","      <td>4802.000000</td>\n","      <td>3.800000e+08</td>\n","      <td>875.581305</td>\n","      <td>2.787965e+09</td>\n","      <td>10.000000</td>\n","      <td>13752.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7bd733ff-d034-42e0-9a51-ae8b1f471191')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 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x='popularity')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":325},"id":"r5X3Th-siPJz","executionInfo":{"status":"ok","timestamp":1654948842283,"user_tz":-330,"elapsed":872,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"0c500961-94a6-44bf-ed9d-b4ac17b4bed4"},"execution_count":123,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 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TkxOTJ09OtW6nTp345ZdfGD16tPE4o+rXr8/nn3/OyJEjqVatGk2aNMHV1ZX79+8TGxvLrl27cHZ2ZseOHcDjp2B9++231KxZk1KlSlGoUCFiY2P5+eefyZUrFx9++GGG+5asoSRDRETkX6xq1aps3bqVSZMmsXXrVjZt2kSBAgVo0aIFAwYMMPky6uzszLBhw4iIiGDnzp1cu3aNAgUKUKpUKfr27ZviS2RwcDDm5uZs3bqV3bt3k5iYSMeOHbM0yYDH77eoVKkSX331FcuXL+fBgwe4uLgwcOBA+vbtm+bm7fHjx7Nq1Srmz5/P2bNnKVKkCIGBgQwdOjTFZuj69euzePFiJk6caEzAvLy82LBhAytXrsxQkgHwySefULhwYRYsWMB3332Hra0tDRs2ZPjw4QQHBz/zWDwPPXr0oFSpUkyfPp01a9YQFxeHo6Mjfn5+DBw4MM1N4W+//TYFCxbkr7/+ytC7Mf5XUFAQtWrVYvbs2URGRrJu3Tqsra1xdHSkffv2vPvuu8ay7dq14+HDh+zZs4fDhw9z7949HBwcaNasGYGBgcankcmLY3bz5s2k7A5CRERE5EVp0aIFO3fu5ODBg1n6NCwR+X/akyEiIiIiIllKSYaIiIiIiGQpJRkiIiIiIpKltCdDRERERESylGYyREREREQkSynJEBERERGRLKUkQ0REREREspRexiciIi9M/KLw7A5BREQAi07vPNf2NZMhIiIiIiJZSkmGiIiIiIhkKSUZIiIiIiKSpZRkiIi8YoKDg6ldu3am6gQEBODr6/ucIhIRETGlJENE5CUQEBCAwWCgT58+Ka6NHDkSg8FgTBKCgoJYs2ZNptofP348c+bMyZJYRUREnkRJhojIS6J48eL89NNPxMXFGc89evSIJUuWULx4ceM5a2trChUqlKm2CxQogMFgyLJYRURE0qMkQ0TkJVG+fHlKlSrFihUrjOfWr1+PpaUldevWNZ773+VSyUuhZs2aRbly5XBxcSEwMJB79+6lKJPswYMHDBkyhDJlymBvb8+bb75JZGSk8XpERAQGg4Ft27bRuHFjHB0dadiwIVFRUcYyt27dws/PDzc3N+zt7alcuTIzZ87M8nEREZFXj5IMEZGXSJcuXVi4cKHxODQ0lPfeew8zM7N060VGRnLkyBF++uknvv32W1avXs3s2bPTLD9ixAhWrFhBSEgI27dvx8PDg3bt2nHp0iWTcqNGjWLkyJFs27aNQoUK4efnR1JSEgBjxozhzz//ZOnSpezbt4+QkBCKFSv2DHcvIiI5hZIMEZGXiI+PDwcOHODEiRNcvnyZTZs20alTpyfWs7GxYerUqbi7u/PGG2/QunVrtm3blmrZuLg45s2bx2effUbTpk1xd3dn6tSp2NnZ8fXXX5uU/eSTT6hfvz5ly5bl448/5tixY1y4cAGA2NhYKleuTLVq1XB2dqZevXq0bt362QdBREReeUoyREReIgaDgZYtWxIaGsrixYupW7cuJUqUeGI9d3d3cuXKZTx2cHDg6tWrqZY9deoUDx8+pFatWsZzuXLlwtPTk6NHj5qULV++vEmbgLHdnj17smLFCurUqcPw4cPZsWNHxm9URERyNCUZIiIvmc6dO7NkyRJCQ0Pp3LlzhurkyZPH5NjMzMy4rCkz/ndZ1j/bTb6W3G6TJk04fPgwQUFBXL9+HV9fXwIDAzPdp4iI5DxKMkREXjINGjQgT548XL9+nRYtWmR5+yVLlsTCwoLdu3cbzyUkJLB3717c3d0z1VbhwoXp0KEDs2bNYvr06SxevJgHDx5kdcgiIvKKyZ3dAYiIiCkzMzN27txJUlISlpaWWd5+/vz5+c9//sNnn31G4cKFcXFxYebMmVy9epVevXpluJ2xY8dSuXJlypUrx6NHjwgPD8fV1fW5xCwiIq8WJRkiIi8hGxub59r+qFGjAOjduze3bt2iUqVKhIWFGfddZISlpSVjxozhzJkzWFpaUqNGDZYsWfK8QhYRkVeI2c2bNzO/aFdEROQpxC8Kz+4QREQEsOj0znNtX3syREREREQkSynJEBERERGRLKUkQ0REREREspT2ZIiIiLwCYmJiKFOmTHaH8crTOGYNjWPWyMnjqJkMERERERHJUkoyREREREQkSynJEBERERGRLKUkQ0REREREspQ2fouIyAtzMbRrdocgImLCsfP8bOtbG79FREREREQySEmGiIiIiIhkKSUZIiIiIiKSpZRkiIj8i0VERGAwGLh+/XqqxyIiIk9DSYaISAYFBATg6+ub4fItWrRg0KBBzzGi/xccHEzt2rVfSF8iIiJPoiRDROQlFx8fn90hZMqrFq+IiGQ9JRkiIk8heVZj1qxZlCtXDhcXFwIDA7l3757x+s6dO5k7dy4GgwGDwcCZM2cAOHr0KO3bt6d48eK4ubnRs2dPLl++nKLtL7/8Eg8PDzw8PABYtWoVXl5eODg44OrqSvPmzbly5QoLFy5kwoQJHDlyxNjXwoULAbh16xZ9+/bFzc2N4sWL07x5cw4cOJDh+7xx4wY9e/bEw8MDBwcHatWqRWhoqEmZFi1a0L9/f4YPH07p0qVp2rTpM42tiIi8+nJndwAiIq+qyMhI7O3t+emnnzh//jzdu3fHzc2N/v37M378eE6cOEGZMmUYMWIEAEWKFOHSpUs0b96cLl268Pnnn/Pw4UM+//xzOnXqxIYNGzA3f/zbz86dO7G1tSUsLIykpCQuX75Mz549GTFiBN7e3sTFxfHrr78C0KZNG44cOcL69etZvXo1ALa2tiQlJeHr64utrS1Lly6lYMGCLFq0CG9vb/bt24eDg8MT7/H+/ftUrlyZvn37Ymtry9atW+nXrx8lSpSgQYMGxnLLli2jW7durF27lqQkvX5JROTfTkmGiMhTsrGxYerUqeTKlQt3d3dat27Ntm3b6N+/PwUKFCBPnjxYWVlhb29vrPPNN99QoUIFRo0aZTw3Z84cXF1dOXDgANWqVQPA0tKSkJAQLC0tAYiKiuLhw4e0atUKZ2dnAOMMB0D+/PnJnTu3SV/btm3j8OHDHD9+nHz58gEwfPhw1q1bx9KlS+nbt+8T77FYsWJ8+OGHxuPu3buzfft2wsLCTJIMZ2dnxo4dm6nxExGRnEtJhojIU3J3dydXrlzGYwcHB+PsQloOHjzIrl27cHJySnHt1KlTxiSjXLlyxgQDoGLFijRs2BAvLy8aNWpEw4YNadWqFUWKFEm3r3v37uHm5mZy/v79+5w6dSpD95iQkMDUqVP58ccfuXjxIvHx8cTHx1O3bl2TclWqVMlQeyIi8u+gJENE5CnlyZPH5NjMzOyJS4USExN56623GDNmTIprdnZ2xj/nz5/f5FquXLlYsWIF+/btY/PmzSxYsIBRo0axZs0aKlasmGZfRYsWZe3atSmu2djYpBtnsunTpxMSEsL48ePx8PDA2tqa0aNHc/XqVZNy/xuviIj8uynJEBF5TiwsLEhISDA5V7lyZVasWEGJEiVSJClPYmZmhqenJ56engwePJhatWqxYsUKKlasmGZfV65cwdzcHFdX16e6h8jISJo1a0aHDh0ASEpK4vjx4xQoUOCp2hMRkX8HPV1KROQ5cXZ2Zv/+/Zw5c4br16+TmJhIr169uH37Nj169ODXX3/l9OnTbN26lb59+3Lnzp0029q3bx+TJk3it99+IzY2lp9//pnz58/j7u5u7Cs2NpaoqCiuX7/OgwcPaNiwIbVq1TJuKj99+jR79+5l3Lhx7Nq1K0P34Obmxvbt24mMjOTYsWMMGjSIs2fPZsn4iIhIzqUkQ0TkOQkKCsLCwoJatWpRunRpYmNjcXR0ZP369Zibm9O2bVtq1arFwIEDsbCwMNmD8b9sbW3Zs2cPvr6+VKtWjeHDhzNo0CDjywG9vb1p0qQJrVq1onTp0oSFhWFmZsayZcuoV68effv2pUaNGvTo0YPjx4/j6OiYoXsYNGgQVatWxcfHh+bNm2NlZYWPj0+WjI+IiORcZjdv3tSzBkVE5IW4GNo1u0MQETHh2Hl+tvUdExNDmTJlsq3/50kzGSIiIiIikqWUZIiIiIiISJbS06VEROSFyc5lCa+6nLys4kXSOGYNjaM8iWYyREREREQkSynJEBERERGRLKUkQ0REREREspSSDBERERERyVLa+C0iIi/Mhh99szuEV9rpw9kdQc7wqo5jkzZLszsEkQzTTIaIiIiIiGQpJRkiIiIiIpKllGSIiIiIiEiWUpIhIpLDDBo0iBYtWrzwflu0aMGgQYNeeL8iIvLyUZIhIpLFAgICMBgMGAwGihQpgpubGy1btmTu3Lk8fPgwu8MTERF57pRkiIg8Bw0bNiQ6OppDhw7x448/0qxZM4KDg3n77beJi4vL7vBERESeKyUZIiLPgaWlJfb29hQrVoxKlSrRp08fVq9ezcGDB5k2bRoA8fHxjBw5Eg8PDxwdHWnUqBGbNm0ytpGQkECfPn2oVKkSDg4OVK1alWnTppGYmGhSZvjw4bi4uODi4sKQIUNISEgwiaVFixb069ePwYMHG8t9+umnJu3cvHkTf39/XFxccHBwoFWrVhw5csSknVWrVuHl5UXRokUpX748X3zxBUlJSc9j+ERE5BWnJENE5AXx8PCgcePGhIeHA9C7d2927tzJ3LlziYyMpGPHjnTo0IHDhx8/xD8xMRFHR0e+++479uzZw6effsrkyZMJDQ01thkSEsL8+fP58ssv2bBhAwkJCSxfvjxF38uXLycxMZENGzbw5Zdf8v333zNz5kzj9YCAAPbv38+iRYvYtGkT+fLlo127dvz9998AREVF0b17d1q2bMmuXbsYOXIkU6dO5auvvnqeQyYiIq8ovYxPROQFeu2119i2bRunTp0iLCyMQ4cOUaJECQD8/PzYunUr3333HZMnTyZPnjx88sknxrouLi4cPHiQH374ga5duwIwa9YsPvzwQ959910AJkyYwObNm1P0a29vz8SJEzEzM6Ns2bIcP36cmTNn0qdPH06cOMHatWtZs2YNderUAWDOnDlUrFiR5cuX07VrV2bMmEGdOnUYNmwYAG5ubpw4cYJp06bxwQcfPNcxExGRV49mMkREXqCkpCTMzMw4ePAgSUlJ1KpVCycnJ+Pnl19+4dSpU8by8+bNo2HDhpQuXRonJydmzpzJuXPnALh16xaXLl2iRo0axvLm5uZUq1YtRb/Vq1fHzMzMeOzp6cmFCxe4ffs20dHRmJub4+npabxeoEABPDw8OHr0KADR0dHUrFnTpM3atWsb2xAREfknzWSIiLxAR48exdXVlcTERMzMzNi8eTN58uQxKZM3b14AfvzxR4YOHcrnn3+Op6cntra2zJ07l9WrV7+weP+ZmDxLGRER+XfRTIaIyAvy559/smnTJry9valUqRJJSUlcvnyZUqVKmXyKFSsGQGRkJNWqVcPPz48qVapQqlQpk1mOAgUK4ODgwK+//mo8l5SUxG+//Zai7/3795ts0t63bx+Ojo7Y2tri7u5OYmIie/fuNV6/ffs2f/75J+7u7gC4u7uzZ88ekzYjIyNxcnLCxsYmawZIRERyDCUZIiLPwYMHD7h8+TIXL17k8OHDhISE0LJlS6pUqUJQUBBubm60b9+ewMBAVq5cyenTpzlw4ADTp09n1apVwON9D4cOHWLDhg2cOHGCiRMnsmvXLpN+/P39mTZtGitXriQmJoYhQ4Zw+fLlFPFcunSJIUOGEBMTw8qVK/nvf/9LYGAgAKVLl6Z58+b069ePXbt28ccff+Dn54eNjQ0+Pj7A/29SDw4O5vjx4yxbtowZM2bw4YcfPueRFBGRV5GWS4mIPAdbt27F3d2dXLlyUaBAAcqVK8eQIUPo3r07FhYWAMyYMYMvvviCESNGcOHCBQoWLEjVqlWpV68eAD169ODw4cP06tWLpKQkvL296d27t8nTpfr06cPly5cJCgoCwNfXFx8fH6Kjo03i8fHxITExkcaNG2NmZkaXLl2MSQbAzJkzGTJkCB07duTBgwfUrFmTsLAw8uXLB0CVKlX47rvvGD9+PFOmTKFo0aJ89NFH+Pn5PddxFBGRV5PZzZs39ZBzEZEcrEWLFnh4eDBp0qTsDoUNP/pmdwgir3XEGn8AACAASURBVKwmbZZmdwhGMTExlClTJrvDeOXl5HHUcikREREREclSSjJERERERCRLaU+GiEgOt2bNmuwOQURE/mWUZIiIyAvzMq0pf9Xk5LXbL5LGUeTF0HIpERERERHJUkoyREREREQkSynJEBERERGRLKU9GSIi8sJMXd8+u0N4tZ3M7gByiGwex35Nl2VvACIvgGYyREREREQkSynJEBERERGRLKUkQ0REREREspSSDBHJUrVr1yY4ONh4XLFiRaZPn56NEWXMsWPHaNKkCfb29lSsWDHD9c6cOYPBYODAgQPPMbpnFxAQgK+vb3aHISIi/xLa+C3yirpy5QpTp05l/fr1nD9/HhsbG0qVKkXbtm157733sLa2zu4QAdiyZQtWVlbZHcYTjRkzhnz58rF3717y58+fapmAgABu3LjB0qUv7oVyO3bsICQkhH379nHnzh0cHR2pXLkyPXv2pEGDBi8sDhERkcxQkiHyCjpz5gzNmjXDxsaGTz75hPLly5M3b16OHj3K/PnzKVSoED4+Ps+t/8TERJKSksiVK9cTyxYpUuS5xZGVTp48SfPmzXFxccnuUIy+/fZbBgwYgI+PD/PmzcPV1ZW4uDh27tzJ4MGD2b17d3aHKCIikiotlxJ5BQ0YMABzc3O2bNlC27Ztee2113B1daVZs2YsWrSIdu3aGcsaDAZWrlxpUv9/lzCFhITg5eVFsWLFKFeuHEFBQdy8edN4feHChTg5OfHLL79Qu3Zt7OzsiI6O5urVq3Ts2BEHBwcqVKjAggULUsT6tH1t27aN2rVrU6xYMVq2bMnp06eNZc6dO0fHjh1xdXXF0dGRGjVq8MMPP6Q5XomJiUycOJHy5ctTtGhRvLy8WLNmjckY/f7770ycOBGDwWCy3CtZcHAwixcvZv369RgMBgwGAxEREcbrZ8+epXXr1jg6OlKzZk22bNliUv/o0aO0b9+e4sWL4+bmRs+ePbl8+XKaMZ87d47Bgwfj7+/PnDlzaNCgAS4uLnh4ePD+++8TGRlpLHvjxg169uyJh4cHDg4O1KpVi9DQ0DTbBti4cSNvv/02Li4uuLq60qZNG6Kjo43XlyxZgqOjI8eOHTOeGzVqFOXLl+fmzZtMmDCB2rVrp2i3adOmfPzxx+n2LSIiOZ+SDJFXzI0bN9i0aRO9evVKc1mPmZlZpto0NzcnODiYyMhI5s6dy/79+1N8Ubx//z6TJk1i6tSp7NmzhxIlShAYGMipU6f46aefWLhwIUuWLOHs2bPP3NeDBw+YMmUKISEh/PLLL9y6dYv+/fsbrw8YMIC///6b8PBwIiMjCQ4OpkCBAmn2OWvWLKZPn85nn33Grl27aNGiBV26dOHQoUMAREdHU6ZMGfr06UN0dDRBQUEp2ggKCuLdd9+lYcOGREdHEx0dTc2aNY3Xx4wZwwcffMCOHTt4/fXX+c9//sPdu3cBuHTpEs2bN6dcuXJs2rSJn376ibt379KpUycSExNTjXnlypXEx8fTt2/fVK//8+/4/v37VK5cmSVLlrB79278/f3p168f27ZtS3NM4uLi8Pf3Z/PmzaxevRpbW1s6dOhAfHw8AB06dKBFixb06tWL+Ph4IiIimD59OrNmzcJgMNC5c2eOHTvG/v37jW3GxMSwZ88eunTpkma/IiLy76DlUiKvmJMnT5KUlISbm5vJeQ8PD27dugVA+/btmTp1aobbDAwMNP7ZxcWF0aNH06lTJ2bPno25+ePfIhISEpg0aRJVqlQB4Pjx42zYsIF169ZRq1Yt4PGX+eTrz9LXo0eP+OKLLyhTpgzw+At+nz59SEpKwszMjNjYWLy9vY0btF1dXdPtMyQkhD59+hiXkH3yySfs2rWLkJAQvvrqK+zt7cmdOzf58+fH3t4+1Tasra3JmzcvlpaWqZYJDAzk7bffBmDEiBEsWbKEw4cPU7t2bb755hsqVKjAqFGjjOXnzJmDq6srBw4coFq1ainaO3HiBLa2tiZ9rVu3jp49exqPly9fbpwV+vDDD43nu3fvzvbt2wkLC0tz30arVq1MjmfMmEGJEiXYv3+/cYZi8uTJ1K1bl0GDBrFx40Z69+5N/fr1AXBycuLNN98kNDTUGH9oaChVqlTJ1MZ5ERHJmTSTIZJD/Pzzz0RERFC1alXu37+fqbrbtm2jdevWeHh4ULx4cbp06UJ8fLzJcp7cuXObfHmMjo7G3Nzc5Auys7Mzjo6Oz9yXpaWlMcEAcHBwID4+3risyt/fny+++IImTZowZswYoqKi0uzv9u3bXLx40ZgIJatduzZHjx59wshkXPny5Y1/Th6Dq1evAnDw4EF27dqFk5OT8ZNc/tSpUxnuo169ekRERBAeHk5cXBwJCQnA4wTwiy++wMvLi5IlS+Lk5ER4eDjnzp1Ls61Tp07Rq1cvqlSpQokSJShbtiyJiYkmdQoUKMCsWbP4/vvvKVSoEMOHDzdpo2vXrvzwww/8/fffJCQksHTpUs1iiIgIoJkMkVdOqVKlMDMzIyYmxuR88q/5//skJzMzM5KSkkzOPXr0yPjns2fP4uvrS9euXRk2bBiFChXi4MGD9OzZ07h0Bh5/8U9to3dmlmZltK/cuU3/15TcR/LSoq5du9K4cWM2bNjA1q1beeutt+jXrx9Dhw7NcCyZjf1J8uTJk6Ld5HFPTEzkrbfeYsyYMSnq2dnZpdpe6dKluX37NpcuXcLBwQGA/PnzU6pUKa5fv25Sdvr06YSEhDB+/Hg8PDywtrZm9OjRxiQnNb6+vhQrVowvv/wSR0dHcufOTc2aNU3+HgB27dpFrly5uHbtGnfu3KFQoULGa02bNsXKyopVq1Zha2vLrVu3TPYDiYjIv5dmMkReMYUKFeKNN95g7ty5xjX/6SlSpAiXLl0yHl+5csXk+MCBA8THxxMcHIynpydubm5cvHjxie0m//L9zzX5sbGx6dZ92r5S4+TkRPfu3fnuu+8YNmwY33//farlbG1tcXR0TPEkpsjISNzd3TPVp4WFhXH2IDMqV67M0aNHKVGiBKVKlTL52NjYpFqnVatW5MmThylTpjyx/cjISJo1a0aHDh2oVKkSJUuW5Pjx42mWv3HjBseOHaN///40bNgQd3d37ty5Y5J8Avz6669MmjSJ0NBQHBwcTJZkweNksFOnToSGhhIaGso777yT7t4YERH591CSIfIKmjx5MomJiTRs2JCwsDCOHj3K8ePHCQsL4/fffzeZcahfvz5ff/01Bw4c4ODBgwQGBpI3b17j9dKlS5OYmMjMmTM5ffo0YWFhzJ49+4kxlClThjfffJN+/fqxd+9eDh06RGBgIPny5UuzztP29b8GDx7Mxo0bOX36NIcOHWLjxo3pJgxBQUGEhIQQFhbG8ePHGTt2LJGRkalu8E6Ps7MzR44cISYmhuvXr/Pw4cMM1evVqxe3b9+mR48e/Prrr5w+fZqtW7fSt29f7ty5k2qd4sWLExwczNy5c/Hz82Pbtm2cOXOGgwcPMmPGDADj37Obmxvbt28nMjKSY8eOMWjQoHQ34BsMBgoXLsz8+fM5efIkO3bsoH///iYzSHfv3sXPz48ePXrw9ttv8/XXX7Nlyxbmz59v0lbXrl3ZuXMn69evp3PnzhkaDxERyfmUZIi8glxdXdm+fTuNGzdm7Nix1K9fnwYNGjBjxgx69uxp8gjWMWPG4OrqSsuWLenWrRtdunQxeXdFhQoVGD9+PDNnzqRWrVrMnz+fzz//PENxzJw5E2dnZ7y9venYsSM+Pj44OzunWf5Z+vqnxMREPv74Y2rWrMm7775L0aJFmTVrVprl/f39CQoKYuTIkdSuXZs1a9Ywf/78TG9Q7tatG2XLlqVRo0aULl06w++pcHR0ZP369Zibm9O2bVtq1arFwIEDsbCwwNLSMs16vXr1YuXKldy6dYsePXpQrVo12rVrx5EjR1i8eDFeXl4ADBo0iKpVq+Lj40Pz5s2xsrJK9z0p5ubmzJs3jz/++IPatWszaNAgPvnkE5NYhgwZgoWFBaNHjwYeJ4jBwcEMHTqUkydPGsu5urpSp04dihcvTr169TI0HiIikvOZ3bx5M+nJxURERFJXs2ZNfHx8GDhw4BPLTl3f/gVEJPJy69d0WXaH8MxiYmJMHtAhTycnj6M2fouIyFO5du0aK1eu5OzZs/To0SO7wxERkZeIkgwREXkqbm5uFC5cmKlTp1K4cOHsDkdERF4iSjJEROSpJL+3RERE5H8pyRARkRcmJ6xFzy45ee32i6RxFHkx9HQpERERERHJUkoyREREREQkSynJEBERERGRLKUkQ0REREREspQ2fouIyAvTcfP07A7h1Ra7LrsjyBmeYhwXvxH0HAIRybk0kyEiIiIiIllKSYaIiIiIiGQpJRkiIiIiIpKllGSIyEvDycmJhQsXZncY8pRWrlyJwWDI7jBEROQloCRDRJ4oICAAg8FAnz59UlwbOXIkBoMBX1/f5x5HcHAwBoMBb2/vFNe++eYbDAYDtWvXfu5x/K+IiAgMBkOKz5AhQ154LMljZDAYKFiwIK+99hrvv/8+586de+GxiIjIv9dTJxn379/nwoULxMfHZ2U8IvKSKl68OD/99BNxcXHGc48ePWLJkiUUL178hcVhb2/P7t27OXPmjMn5BQsWvNA4UrN7926io6ONn08++eSp23r48OFT1y1TpgzR0dH8+eefzJs3jz/++IMePXo8dXsiIiKZlekkY+fOnTRr1ozixYtToUIFIiMjAbh+/Tre3t5s3rw5y4MUkexXvnx5SpUqxYoVK4zn1q9fj6WlJXXr1jUp+9tvv/Huu+9SqlQpSpQoQbNmzdi7d69JmZMnT9KiRQvs7e2pXr0669Zl7JGShQoV4q233jJZVvX7778TExNDq1atTMqeOnWKjh07UrZsWYoVK0b9+vVN+omJiaFYsWIsWrTIeG7jxo3Y2dmliDcj7OzssLe3N35sbGw4c+YMBoOBAwcOmJQ1GAysXLkSwFgmLCyMd955BwcHB77++mtKlChhLJNsy5YtFClShCtXrqQZR+7cubG3t8fR0REvLy+6devGvn37uH37trHMt99+y+uvv46dnR2vv/4633//vUkbISEheHl5UaxYMcqVK0dQUBA3b940KbN48WIqVKiAo6Mjvr6+6cYkIiL/LplKMiIiImjdujW3bt3i/fffJykpyXitcOHCAMyfPz9rIxSRl0aXLl1MvtyHhoby3nvvYWZmZlLuzp07+Pr6snbtWjZt2kTFihXx8fHhxo0bACQmJtK5c2cSExP55ZdfCAkJYfz48Tx48CDDcSxevJjExETg8SxG69atsba2Nil39+5dmjRpwooVK9ixYwfe3t506dKFY8eOAY9/8R83bhyDBw/m9OnTXLt2jcDAQAYMGICnpyfw/0uhIiIinm7QMmHUqFH06tWL3bt34+3tTdu2bQkNDTUpExoaStOmTSlatGiG2rx8+TLh4eHkypWLXLlyARAeHs6gQYMICAggMjISf39/BgwYwNq1a431zM3NCQ4OJjIykrlz57J//34+/vhj4/Vff/2VwMBAunfvTkREBM2aNWPcuHFZMAoiIpITZOplfOPGjaNSpUqsX7+eW7duMXv2bJPrderU0aZNkRzMx8eHTz/9lBMnTmBtbc2mTZuYOHFiii+XDRo0MDmeOHEiq1atYsOGDfj6+rJ161aOHj3KwYMHKVGiBPB4L8Hbb7+doTjefPNNHj16xLZt2/Dy8mLZsmUsWrSIrVu3mpSrWLEiFStWNB4PHDiQdevWsXLlSgYNGgRA9+7d2bBhA7169aJQoUKULFnSeA3AysqKMmXKYGVl9cS4KlWqZHK8e/fuDN1PMj8/P5PZmG7duvHmm29y4cIFihUrxs2bN1mzZg3fffdduu1ER0fj5OREYmIif//9NwAffPAB+fPnBx7PUvj6+uLn5weAm5sbUVFRTJs2zfh3EBgYaGzPxcWF0aNH06lTJ2bPno25uTmzZ8+mQYMGDBw40NjGb7/9xoIFCzJ1zyIikjNlKsmIiopi1KhR5M6dO8UvlwCOjo6aLhfJwQwGAy1btiQ0NJQCBQpQt25dY5LwT1evXmXs2LFERERw9epVEhIS+Pvvv42bj6OjoylWrJhJ3erVq2NunrHJ1Vy5ctGxY0dCQ0P566+/KFKkCLVr106RZMTFxTFhwgTWr1/PpUuXePToEffv36d8+fIm5aZPn0716tU5evQoO3bsMP7iD1CtWjX27duXobjCw8NNnq7k6OjI+fPnM1QX4PXXX09x7OHhweLFixkwYADLly+nYMGCNGnSJN12SpYsyfLly3nw4AE///wzq1atYsSIEcbr0dHRvPfeeyZ1ateubTKTsW3bNqZOncqxY8e4ffs2CQkJxMfHc/nyZRwdHYmOjqZZs2YmbdSoUUNJhoiIAJlMMvLkyZPuZsTz589jY2PzzEGJyMurc+fOBAQEkD9/foYNG5ZqmYCAAK5cucK4ceNwdnbG0tISb2/vLH1QxHvvvUedOnU4e/Zsii/MyT799FM2btzI559/TunSpbGyssLf3z9FHH/++adxv8LFixdxdXV9qphcXFyMS0eTJSdO/1xemtb/R5NnGv6pa9euzJ49mwEDBhAaGkrHjh1NkqDUWFhYUKpUKQDKlSvHiRMnGDhwILNmzUq3XvKPR2fPnsXX15euXbsybNgwChUqxMGDB+nZs6ce9iEiIhmSqT0ZNWvWTLEJMdndu3dZuHBhig2gIpKzNGjQgDx58nD9+nVatGiRapndu3fj5+dH06ZNKVeuHNbW1ly+fNl43d3dnQsXLpg8VnX//v3GPRYZUbp0aapWrcqBAwfo2LFjmnF06NCBVq1aUaFCBYoVK8apU6dMyty8eRN/f3+CgoLo1asXH3zwgckG6WdVpEgRAC5dumQ8d/jw4QzX9/Hx4cKFC3z11VccPHgwzYQqPYMGDWLZsmVERUUBj8d/z549JmUiIyN57bXXADhw4ADx8fEEBwfj6emJm5sbFy9eNCnv7u7Or7/+anLuf49FROTfK1NJxtChQzl06BBt2rQxTqsfOnSIefPm0aBBA/766y+TtcwikvOYmZmxc+dODh48iKWlZaplSpcuzbJlyzh69Ci//fYb//nPf7CwsDBeb9iwIWXLlsXf359Dhw6xd+9ehg0bRu7cmZpcJSwsjOPHj2Nvb59mHKtXryYqKoo//vgDPz+/FJvL+/fvT+HChRk2bBijRo3C2trauM8AHic/NWrUYP/+/ZmKLVm+fPmoUaMG06ZN48iRI+zZs4fhw4dnuL7BYKBVq1YMHz4cLy8vSpcunekYSpYsSfPmzRk7diwAQUFBLF26lLlz53LixAnmzJnD8uXL+fDDD4HH45aYmMjMmTM5ffo0YWFhKfbgffDBB2zdupUpU6Zw4sQJvv/+e1avXp3p2EREJGfKVJJRtWpVwsLCOHfunPGlXCNGjGDAgAEALF++HA8Pj6yPUkReKjY2Ntja2qZ5PSQkhLi4OBo2bMh//vMfOnfujLOzs/G6ubk5oaGhJCYm8uabb+Lv78/AgQPTTFrSYmVlle4bpseOHYudnR3NmzfHx8eHGjVqmLysb8mSJaxdu5a5c+eSJ08eLC0t+frrr1m1ahU//PADAPfu3SMmJoZ79+5lKrZ/CgkJAeCNN96gX79+mUoy4PHTtOLj4+nSpctTx9CnTx82bNjAnj17aNmyJRMnTmTmzJnUrFmT2bNnM3nyZOOm7woVKjB+/HhmzpxJrVq1mD9/Pp9//rlJezVq1GD69OnMmzePOnXqEB4eni0vHxQRkZeT2c2bN5OeXCylw4cPc+LECRITEylZsiRVqlRJdTO4iIg8mx9//JGPPvqIo0ePZugpVy+zjpunZ3cIIk9l8RtB2R3CSyUmJoYyZcpkdxivvJw8jplbm/AP//toSBERyVr37t3jypUrTJ48mW7dur3yCYaIiPx7pJtkxMbGPlWjqT3SUkREMmfatGlMnjyZWrVqab+biIi8UtJdLlWwYMGnWgKV/FZfERERyRo5eVnFi6RxzBoax6yRk8cx3ZmMkJAQ7bMQEREREZFMSTfJeJrnsYuIiIiIyL9bph5h27t373RftrR//3569+79zEGJiIiIiMirK1NJxqJFi1K8Lfefzpw5w+LFi585KBEREREReXU99SNsU3Pjxo1Mv0xLRET+Pd7boLeCP5PT0dkdQc6QzjgubNLyBQYiknM9McnYuXMnO3bsMB6Hh4dz8uTJFOVu3rzJjz/+SIUKFbI2QhEREREReaU8McmIiIhgwoQJAJiZmREeHk54eHiqZcuVK2csKyIiIiIi/05PTDL69u2Ln58fSUlJuLm5MXXqVLy9vU3KmJmZkS9fPvLmzfvcAhURERERkVfDEzd+58uXj0KFClG4cGEOHjxI+/btKVSokMmnYMGCSjBERDJh4cKFODk5ZXcYGWYwGFi5cmWa169fv47BYCAiIuIFRiUiIi+rTD1dytnZGSsrq+cVi4hIlggICMDX1ze7w0hXmzZtiIqKeqq6d+/epUiRIixdutTkfFBQEAaDgQMHDpicb9asGX5+fk8dq4iISGalu1yqZcuWmJub8+OPP5I7d27eeeedJzZoZmbGqlWrsixAEZEXLT4+HgsLi+faR758+ciXL99T1bW2tqZq1ars2LHDJJmKiIigePHi7Nixg9dffx2AuLg49u/fT+fOnZ+qrxcxFiIikvOkO5ORlJREYmKiyfGTPv8sLyKS3VKb1QgODqZ27dopynz55Zd4eHjg4eEBwNKlS2nUqBHFixfHzc2Nbt26ceHCBWO9hw8f8vHHH/Paa69RtGhRypcvz2effWa8vmrVKry8vHBwcMDV1ZXmzZtz5coVIPXlUr/88guNGzfGwcGBkiVL4uvry/3791O9r3r16pksTYqNjeXChQv07t3b5PyePXt4+PAh9evXN4kpOd4vvviCpKQkY/mKFSsSHBxM7969cXZ25v3330+1/99++40GDRpgb29PvXr10n1Rq4iI/PukO5OxZs0ak+OhQ4dStmxZ7OzsUi1/7do1oqP1DG8RefXs3LkTW1tbwsLCjF+64+Pjjf/fu379OiNHjqRnz56sXbsWgNmzZ7NmzRq++eYbnJ2duXDhAjExMQBcvnyZnj17MmLECLy9vYmLi0v3i/jGjRvp2LEj/fr1Y8aMGTx69IgtW7ak+cNNvXr1mDx5MrGxsZQoUYKIiAiqVq3KW2+9xbhx43j06BG5c+cmIiICFxcXnJ2diYqKonv37gwcOJD27dvz22+/0a9fP2xsbPjggw+Mbc+cOZOBAweydetWkwQk2d27d2nfvj116tRh1qxZXLx4kaFDhz712IuISM6TqZfxvfPOO3z11Ve0a9cu1evbt2+nV69e3LhxI0uCExF5USwtLQkJCTF5oWiXLl2Mf3Z1dWXKlCl4enpy/vx5nJyciI2NpXTp0nh5eWFmZkaJEiWoWbMmABcvXuThw4e0atUKZ2dnAOMMSWomTZpEq1atGD58uPFceu8dqlmzJhYWFkRERNCpUyciIiKoW7cupUuXxtramqioKKpXr05ERIRxFmPGjBnUqVOHYcOGAeDm5saJEyeYNm2aSZLh5eVF37590+w7LCyM+Ph4ZsyYgbW1NR4eHgwYMMCkDRER+XfL1Mbv5CVRaYmPj8fcPFNNioi8FMqVK2eSYABERUXRsWNHKlSoQPHixWnUqBEA586dA6BTp04cPnyYatWqMXDgQNavX2+ceahYsSINGzbEy8uLLl268M0333Dt2rU0+z906BANGjTIcLz58uUzJhEAO3bsoG7dugDUqVOHiIgI7ty5Q1RUFPXq1QMgOjramAQlq127NhcuXOD27dvGc8n7OdISHR1N+fLlsba2Np7z9PTMcOwiIpLzPTEjuH37NrGxscTGxgJw48YN4/E/P4cPHyYsLAxHR8fnHrSISEaZm5un+HHk0aNHKcrlz5/f5DguLo62bdtiZWXFnDlz2Lx5M2FhYcDjH1QAqlSpwqFDhxg5ciSJiYkEBATQunVrEhMTyZUrFytWrODHH3+kfPnyLFiwgKpVq3L48OEsu7d69eqxY8cOTp8+zeXLl41f9OvUqcOOHTvYvXs3jx49Ms5kpMfMzMz45/8dCxERkcx6YpIxc+ZMKleuTOXKlTEzM2Po0KHG439+GjRowKZNm+jVq9eLiFtEJEOKFCnCpUuXTM5l5It+TEwM169f59NPP6VOnTqULVuWq1evpihnY2NDq1atmDJlCsuWLWP79u2cPHkSePzF3dPTkyFDhrBlyxYcHR1ZsWJFqv1VqlSJbdu2Zere6tWrR2xsLKGhoVStWtX4iPG6deuye/duNm/eTNmyZXFwcADA3d2dPXv2mLQRGRmJk5MTNjY2Ge7X3d2dP//8k7i4OOO5ffv2ZSp2ERHJ2Z64J+ONN94w/qo1YsQI2rVrR6VKlUzKmJmZkT9/fl5//XWqVKnyfCIVEXkK9evXZ9q0aSxYsIA6deoQHh7O7t27n/givOLFi2NpacncuXN5//33iY6OZty4cSZlQkJCcHBwoGLFiuTJk4fly5dja2tLsWLF2LdvH1u3bqVx48bY2dlx6NAhzp8/j7u7e6r9DRgwgA4dOlCqVCnatWtHUlISmzdvpkePHmm+n6hGjRrkzZuXOXPmmOyHKFOmDNbW1oSGhtK+fXvj+d69e/PGG28QHByMj48Pv/32GzNmzODTTz/N6HAC0K5dOz7//HP69OnDxx9/zKVLl5g8eXKm2hARkZztiUmGp6encQo+Li4Ob2/vdDcviohkt+TlSgCNGzdm8ODBjBkzhr///hsfHx969eplfEJUWooUKcKsWbMYPXo0X3/9NeXLl2fs2LG0bdvWWMbGxob//ve/nDx5EjMzMyr+H3v3HpfzzwC8hQAAIABJREFU+T9w/FVRibgd6i4dpOOU09Yo5hRzluOSYTaHRc7McUMOkRxyqrFhM7KJGMYm5JSKnDPjxiqHjVj7ZkSi+v3h0efn1kERObyfj0ePh/vzuT7X531d98H9/lzX9blr1WLDhg0YGRlRvnx5Dh8+zLfffsutW7ewsLBg7Nix+f5IYKtWrQgNDSUwMJDFixdTrlw56tevT//+/fON0cDAgPr163PgwAFlPUaODz74gE2bNmlNlapbty6rVq1i9uzZBAUFYWpqysiRI4v8Q33lypUjLCyM0aNH07RpUxwcHJg6dSoff/xxkeoRQgjx5tJJTU3NfyW3EEK8hrp06UL16tUJCgoq6VDEE3rt2lbSIQhRoLUtO5R0CK+FCxcu4ODgUNJhvPbe5H6UW0EJId4YKSkpbN++nejoaJo1a1bS4QghhBBvrSL9ToYQQrzKPvvsMxISEhg+fDienp4lHY4QQgjx1pIkQwjxxvjll19KOgQhhBBCIEmGEEKIl0jmuz+7N3nu9ssk/SjEyyFrMoQQQgghhBDFSpIMIYQQQgghRLGSJEMIIYQQQghRrGRNhhBCiJfms92nSzqE19ull99/qz6s9dLPKYR4/clIhhBCCCGEEKJYSZIhhBBCCCGEKFaSZAghhBBCCCGK1SubZKxduxYLC4uSDqPYBQQE4ODggEqlYu3atYU+ztfXF29v7xcY2Yvx5PMYEBBAgwYNCjzmdW1rQdq3b8/YsWNLOozXxqFDh2jYsCEmJia0b9++0MdFRUWhUqlISUl5gdHlrzCv76J43T4H38T3rhBCiGdTYkmGr68vKpUKlUpFlSpVqFOnDpMmTSItLQ2Arl27cvLkyec+z6VLl1CpVJw4ceK563pef/zxB4GBgQQFBaHRaOjatWuuMiUR7+3bt/H398fNzQ0zMzMcHBxo37494eHhZGVlPVfdxfU8vqoefx3n9/ei3bhxg/Hjx1O3bl1MTU2pUaMGH330ETt37nzh535RJkyYQM2aNTlx4gShoaF5lnmZiVvO+zLnz9TUFFdXV5YsWfJSzl8UT/tsFUIIIV6GEr27VLNmzfjmm2948OABsbGxDB8+nLt37xIUFESZMmUoU6ZMvsc+fPgQPT09dHR0XmLEzychIQGADh06vDJxp6am0rZtW1JTU/nqq69wdXVFX1+f2NhY5s6dS7169ahWrdoz1f3gwYOnPo+vu9mzZzN16lTl8bvvvsvkyZPzTCBfhEuXLtGmTRvKlSuHn58fNWvWJCsri/379zN69Gh+//33Z647IyMDfX39Yoy28BISEhgwYACWlpYlcv78bNy4kZo1a3L//n0OHDjAyJEjsbCweGnPd2EV9Nn6IuR8HgshhBA5SnS6lIGBAWq1GktLS7y8vPDy8mL79u1A/tNs1q5dq1yxTUtLY/fu3bRt25Zq1aphY2ND165d0Wg0ynF16tQBwMPDA5VKpTX1IjQ0FDc3N9RqNa6uroSEhGhduf/+++9xdXVFrVZja2tL165defjwYb7tOXPmDJ06dcLMzAwbGxt8fX25deuWEn/v3r0BqFixYr5XuAuKF2Dp0qXUqFGDatWqMXjwYO7evavsy87OZtGiRdStWxczMzMaNmxIWFhYAc8AzJgxg0uXLrF792569+5NjRo1sLOzo3fv3uzfvx+1Wg1AWFgYHh4eWFpaYm9vz6effsrff/+t1JMzTWXnzp00b94cExMTIiMj853usXr1amrWrImZmRk9e/bMc3rL3LlzcXBwwMLCgsGDB3Pv3r0itXXq1Km8//77mJmZUatWLaZMmUJ6erqyP+c1tXHjRurWrYulpWW+seSnQoUKqNVq5U9HR4fy5ctrbcuRlZXF9OnTsbW1xd7enkmTJmm93jIyMvDz88PZ2Rlzc3M8PDyIjIws8PxjxowBYO/evXTp0gUHBwecnJzw8fHh4MGDSjmVSsWWLVu0jq1Vq5bWlXiVSsXy5cvp3bs3VatWZfr06Tx48IBx48bxzjvvYGpqiouLi1ZS9Swx379/nwkTJuDg4IBarebDDz8kNjYW+P8Rg//++4+hQ4fmO63Q19eX6Oholi9frly1v3TpkrL/999/p0WLFpibm9OsWbNco2mHDx+mXbt2mJubU6NGDUaPHs1///1XYNwAlSpVQq1WY21tTe/evalZsyanTp3Kt/zx48fp0qULtra2WFlZ0aZNG+Li4rTK3Lp1i9GjR+Pk5IRaraZ+/fps2rQpz/pSU1Np3bo1Xbt2LXBkoqDP1uJ87zz5eSyEEELkeKXWZBgaGvLgwYN891+6dInw8HBWrVrFwYMHMTQ0JC0tjUGDBrFnzx62bdtG+fLl6dGjBxkZGQDs2bMHeHQFUqPRKFMvfvjhB2bMmMGXX37J4cOH8ff3Z9GiRaxYsQKAEydOMGbMGMaPH8+RI0fYsmULLVq0yDe2tLQ0unXrRtmyZYmMjCQ0NJS4uDiGDh0KwLBhw1i8eDEAGo1GKxF6XH7xAsTGxnL27Fk2b97M999/z7Zt21i2bJmy39/fnzVr1jBv3jwOHTrEqFGjGDVqFBEREXmeKysri40bN+Ll5ZVnImBoaIihoSHw6MvkxIkTOXjwIGFhYaSkpNC/f/9cx0ydOpVJkyZx5MgR3n///TzPe/nyZcLCwli7di2bN28mISGBIUOGaJWJjo7m999/Z8uWLaxevZq9e/fi5+dXpLYaGRkRHBzM4cOHmT9/Pps2bWLevHm5Ytm0aROhoaFs2rSJ+Ph4ZsyYoezPSZ6ioqLybEtRbNiwAT09PXbu3MncuXNZunSp1pfJIUOGKF+cY2Nj+fjjj+nRowenT+d9X/z//e9/7N69mwEDBlCuXLlc+59lqlZgYCCtWrUiJiaGAQMGsGzZMrZv387KlSs5duwY3333Hfb29s8cM8CUKVP4+eefCQ4O5sCBAzg7O/PRRx9x/fp1LC0t0Wg0GBkZERAQkO+0wtmzZ1O/fn169eqlvJ8eH/WYNm0afn5+7N+/n0qVKuHj40N2djbw6GJA165dadu2LQcPHmTNmjWcPn1aea8WRnZ2NocOHeL8+fO4urrmW+727dt4e3vz22+/ERkZSa1atfDy8uLff/9V6unevTvR0dGEhIRw+PBhZs6cSenSpXPVde3aNdq1a0fVqlVZt24dZcuWLXS8j3+2Ftd7J6/PYyGEECLHK/NjfMeOHSM8PJymTZvmWyYjI4NvvvkGU1NTZVunTp20yoSEhGBlZcWxY8do0KABlStXBv7/CmSOuXPnMm3aNOV4GxsbEhMTWblyJT4+Ply5coWyZcvStm1bjI2NgUdXfvMTHh7O3bt3+eabb5TyCxcuxNPTk4SEBGxtbalQoQKAVhxPyi9eAGNjYxYsWICenh5OTk507txZmRaTlpZGSEgImzZtomHDhkqbjh07xooVK2jdunWuc6WkpJCamoqjo2O+8eT45JNPlH/b2NgQFBRE/fr1+euvv7QSlPHjx9O8efMC67p37x7Lli3DysoKgAULFtC2bVv+/PNP7OzsANDV1SUkJIRy5crh7OzM1KlTGTZsmJJoFKat48aNU85ZrVo1Ro8ezZIlS5g0aZKy/eHDh3z99dfKc/PZZ59pXTk3MjLCwcEBIyOjp/bR0zg5OfHVV18BYG9vzw8//MD+/fv56KOPSExMJDw8nPj4eKVffHx82LdvH6tWrWL+/Pm56ktISCA7O7tQz19hdenShT59+iiPr1y5gp2dHQ0bNkRHRwcrKyvc3NwAninmtLQ0vvvuOxYvXqw8TwsWLODAgQOsWLGCSZMm5RoRykuFChUoXbo0RkZGeZb56quvaNKkCfDoddCmTRv+/vtvLCwsWLx4MV26dGHYsGFK+fnz59OkSRNu3ryJiYlJvv3Trl07dHV1ycjI4MGDB/j6+tKxY8d8yz/5eTZnzhy2bt3Krl278Pb2Zt++fcTFxXHo0CGcnJyAR6/lJyUkJNC5c2datGjB/Pnz0dUt/PWhxz9bC/s5UZj3Tl6fx0IIIUSOEk0ydu/ejYWFBQ8fPuTBgwe0a9eOOXPm5Fu+atWquf5DS0xMZObMmRw9epSUlBSysrLIysri6tWr+dbzzz//cPXqVUaNGsUXX3yhbH/48KFytTNnalCdOnVo0aIFHh4eeHp6KgnEkzQaDS4uLlr73dzc0NXV5dy5c9ja2haqTwri5OSkNe/ZzMyMo0ePKudPT0/no48+0lrv8eDBA6ytrfOsL6ethXHy5EkCAwM5ffo0qampyrFXr17VSjLefffdp9ZVtWpV5UspwPvvv4+uri4ajUZJMlxcXLSuztevX5+MjAwSExPJyMgoVFu3bNnC0qVLSUhIIC0tjczMTDIzM7VisbKyUhIMeNSn//zzj/LY1dWVI0eOPLVNheHi4qL12MzMjJs3bwJw6tQpsrOzcXd31ypz//595cvyk4ry/BXWk89fz5496dKlC66urjRv3pyWLVvSsmVLdHV1nynmxMREHjx4oHWMnp4e9evX59y5c8XWjsf72szMDICbN29iYWHBqVOnSEhI4Oeff1bK5PRlYmJigUnG8uXLcXZ25sGDB5w9e5Zx48ZRtmxZrS/fj7t58yYzZ84kKiqKmzdvkpmZyb1795TPp/j4eMzMzJQEIy8ZGRm0adOGjh075hpNyE9+n62F/ZwozHsnr89jIYQQIkeJJhkNGzZk0aJFlCpVCnNz8zynCDwur+kB3t7eVK1alYULF2Jubk6pUqVwc3NTpkvlJWcefFBQkHJV9knGxsYcOHCA6Oho9u3bx4IFC5gxYwZ79uzB3Ny8CK2k2BZ5P9k/Ojo6ypejnDb99NNPWl/gAUqVyvtprlKlChUqVOD8+fMFnjdnKljOYlITExNSUlJo27Ztrn4uyhSOZ1WYth45coR+/foxfvx4Zs2aRYUKFfj111+ZPHmyVvm8+vR576iVn6c9fzo6OuzZsydXufymodjZ2aGjo/PU5+/Jc+XIa33Rk89f3bp1iY+PZ8+ePezfvx9fX19q1qzJ5s2bnynmp8VYXB6PJ6fex/u6T58+DB48ONdxT3tvW1hYKBcMnJyclIscY8aMybPNvr6+3Lhxg1mzZmFtbY2BgQEdO3Ys8PMpr7Z4eHiwc+dOLl++nO9Fg8fl99mas26lON47L+O9LoQQ4vVVokmGkZHRc13h//fffzl//jzz5s1TrpyePHlS68tTzt1xHr8KZ2pqirm5OYmJiXz88cf51l+qVCmaNm1K06ZNmThxIvb29kRERPDZZ5/lKuvk5ERoaCi3b99WRjMOHz5MVlZWgVcpn5RXvIXh5OSEgYEBV65cKXDK2eN0dXXp1q0b69atY9y4cbnWZeQs9Lxw4QIpKSlMnjxZmcqxdevWIsX3uL///purV68qc+iPHTuWq5/++OMP0tLSlC8yR44cQV9fn+rVq5OVlfXUth46dAhzc3OtaR9Xrlx55phftNq1a5OdnU1ycnK+owBPqlixIi1atGD58uUMHDgw17qM1NRUZV1GlSpVuH79urLvxo0bWo8LYmxsTKdOnejUqRM9e/bkww8/JCEh4Zlirl69Ovr6+hw6dIjq1asDj17rcXFxfPTRR4WqI4e+vn6R3yfw6OYKZ8+eLZbRRT09PR4+fEhGRkaeScahQ4eYPXu2Mg3pxo0bJCcnK/tr167N9evX0Wg0+X5O6OjosHTpUgYNGoSnpyfbtm3LlSA8Kb/P1sJ8Trxu7x0hhBCvpldq4XdRqVQqKleuzOrVq0lISODgwYOMHj1a68q9iYkJZcqUITIykhs3bih3e5o4cSKLFy8mJCSECxcu8Mcff/DTTz8pt3jcsWMHS5cu5dSpU1y+fJkNGzZw586dfOe/e3l5YWRkxKBBgzhz5gzR0dGMGjUKT0/PIn2ZyS/epzE2NmbYsGFMnjyZNWvWkJCQQHx8PN999x2rVq3K97jJkydjaWnJhx9+SGhoKGfPniUhIYF169bRrFkzkpOTsbS0xMDAgOXLl5OUlERERASzZs0qdJueVKZMGXx9fYmPjycuLo7Ro0fTunVrZaoUPPriOXToUM6ePcvevXuZNm0an376KWXLli1UW+3t7bl27Rrr168nKSmJlStXsnHjxiLHeuzYMerVq8exY8eeub2FYW9vT/fu3Rk8eDBbtmwhKSmJEydOsGTJkgITunnz5pGdnY2HhwebN2/mwoULnD9/npUrV9KoUSOlXJMmTVixYgUnTpzg1KlTDB48uFCjDcHBwYSHh6PRaEhISGDDhg2UL1+eqlWrPlPMZcuWpV+/fkydOpWdO3ei0WgYPXo0N2/eZMCAAUXqM2tra44dO8alS5eUqZKFMWLECI4fP86oUaOUqVM7duxg5MiRTz3233//JTk5mb/++otdu3axbNkyGjduTPny5fMsb2dnx/r16zl37hzHjx+nX79+WrcFbtq0Ke+//z59+vQhMjKSpKQk9u7dy7Zt27Tq0dXVZdmyZbi5udGhQ4dn/tL/Mt87Qggh3m6vzMLvZ6Grq8t3333HhAkTaNCgAba2tvj7+2stXC1VqhSBgYHMmTOHwMBAGjRowPbt2+nTpw9GRkYsXryY6dOnY2hoSI0aNfj888+BRwtLt2/fzpw5c7h37x7Vq1dn8eLFymLJJxkZGbFx40YmTpxIixYtMDAwoF27dsyePbtIbcov3sL46quvMDExITg4mC+++AJjY2Nq1arFiBEj8j2mYsWK7Nq1i8WLF7No0SIuX76MsbExTk5OjB07FisrK3R1dVm6dCnTp09nxYoVuLi4MHPmTLp161aktuWwtramW7dufPzxx6SkpODh4ZHrR80++OAD3nnnHTw9Pbl37x6enp5Mmzat0G1t27Ytw4cPZ+LEiaSnp+Ph4cGXX36ptQanMO7evcuFCxe0bhX8ooSEhDBv3jymTJnC33//TcWKFXnvvfdo3LhxvsfY2Niwf/9+5s+fj5+fH9euXaNSpUrUrFmThQsXKuX8/f0ZNmwYHTp0wMTEhGnTpuV7h7PHGRsbs3jxYhISEtDR0aFWrVps2LBBWQj/LDHnPI9Dhgzh1q1b1K5dm/DwcGXtRGENGzYMX19f3N3duXfvXoG3kn1czZo1+fXXX/H396dDhw5kZmZiY2NTqF8Wz3nN6+npYWZmRsuWLXNNI3pccHAwI0eOpFmzZpiZmTFhwgStWyTr6uqyYcMGpkyZgo+PD3fu3MHGxoYJEybkqivnfejr64unpye//PLLU0c08vKy3jtCCCHebjqpqanFv3pUCCGEyMNnu/O/vbF4Na36MP87K76OLly4gIODQ0mH8dqTfiweb3I/vtbTpYQQQgghhBCvHkkyhBBCCCGEEMVKkgwhhBBCCCFEsXqtF34LIYR4vbxp8/tfpjd57rYQ4s0jIxlCCCGEEEKIYiVJhhBCCCGEEKJYSZIhhBBCCCGEKFaSZAghhBBCCCGKlSz8FkII8dKE7kkv6RBeY1YcvvL8/de7uWExxCKEEAWTkQwhhBBCCCFEsZIkQwghhBBCCFGsJMkQQgghhBBCFCtJMoR4Q9y9e5c+ffpgbW2NSqXi0qVLhT62Vq1aLFmy5AVGl7eoqChUKhUpKSkv/dzFJSsri5EjR1K9enVUKhVRUVGFPrZ9+/aMHTv2BUYnhBBClAxJMsRbydfXF5VKhUqlokqVKtjb29OhQweWL1/OgwcPSjq8ZxIaGkpMTAy//fYbGo0GS0vLXGXWrl2LhYXFS4upffv2Sj+bmpri6urK/PnzyczMfGkx5KU4k5udO3eydu1a1q1bh0ajwc3N7YWeryhOnjxJpUqVaN269Us9rxBCCCFJhnhrNWvWDI1GQ3x8PJs2baJNmzYEBATQtm1b0tLSSjq8IktISMDR0REXFxfUajV6enolHRIAvXr1QqPRcOTIEQYOHIi/v3+JjJq8KAkJCajVatzc3FCr1ejr65d0SIo1a9bQv39/zp49i0ajKelwhBBCvEUkyRBvLQMDA9RqNVWrVqV27doMHTqUbdu2cerUKRYtWqSUCwsLw8PDA0tLS+zt7fn000/5+++/lf0ffvghCxYsUB77+PigUqlITk4GHk1jMjU1JTY2Fnh0df+LL75g+vTp2NraYm9vz6RJk8jKyiow3q1bt9KwYUNMTU1xcXFh3rx5ZGdnK3UuW7aMmJgYVCoV7du3z3V8VFQUQ4YMIS0tTRldCAgIUPanp6czcuRIrKyscHZ2ZvHixVrH37p1ixEjRmBvb4+lpSXt2rXjxIkTT+1nIyMj1Go11apVw8fHh6ZNm7J9+/Y8y/7777/0798fZ2dnzMzMcHd3JzQ0VKtMYfovIyMDPz8/nJ2dMTc3x8PDg8jISAAuXbqEp6cnAHZ2dqhUKnx9ffONPzo6mhYtWqBWq3FwcGDixIlkZGQAj0bEvvzyS65evYpKpaJWrVq5jn/a+bKysp65LQW5d+8eGzZs4LPPPqNjx46sWbMmV1wqlYoNGzbQpk0b1Go19erVY8+ePVrlzp07R/fu3ZXXf//+/ZXXNsCZM2fo2LEjVlZWWFhY8MEHH3DgwIGnxieEEOLNJkmGEI9xdnamRYsW/PLLL8q2jIwMJk6cyMGDBwkLCyMlJYX+/fsr+xs1asTBgweVx9HR0VSuXFnZFhcXR6lSpXB1dVXKbNiwAT09PXbu3MncuXNZunQpmzZtyjeukydP8tlnn9GhQwdiYmLw8/NjwYIFfPvtt8CjqVK9evWifv36aDSaXF/MAdzc3AgICMDIyAiNRoNGo2HYsGHK/q+//hpnZ2f279/PiBEjmDJlCnFxcQBkZ2fj7e3NtWvXCAsL48CBAzRs2JCOHTty/fr1IvWxoaFhvlPS0tPTqVOnDuvWrePQoUMMGjSIUaNGsX//fq1yT+u/IUOGEB0dzfLly4mNjeXjjz+mR48enD59GktLS1avXg3AoUOH0Gg0zJ49O894/v77b7y8vKhduzYHDhxgyZIlbNy4kWnTpgEwe/Zsxo0bh4WFBRqNhr179+aq42nne562FGTLli1YWVnh4uKCt7c369aty7Pf/fz8GDhwIFFRUTRr1oyePXsqSfT169dp164dNWrUIDIyks2bN3Pnzh169uypJEKff/45ZmZmREZGEhUVxYQJEzA0lN9hEEKIt50kGUI84Z133iEpKUl5/Mknn9CqVStsbGxwdXUlKCiI2NhY/vrrL+BRknHo0CEePnxIQkIC//33H3379lUWAB88eJB69eppTaNxcnLiq6++wt7eni5dutC4ceNcX6QfFxISwgcffMCXX36Jvb093bt3Z+jQocqIS8WKFTEyMqJ06dKo1WoqVqyYqw59fX3Kly+Pjo4OarUatVpNuXLllP3NmzfHx8cHW1tbBg4ciK2trRLTgQMHOH36ND/88AOurq7Y2toyadIkqlWrRlhYWKH6NSsri927d7Nnzx6aNm2aZ5mqVasyfPhwateujY2NDZ999hmenp6Eh4drlSuo/xITEwkPD+f777/ngw8+wMbGBh8fH1q2bMmqVavQ09NT+sfExAS1Wk2FChXyjGflypWYmZkxf/58nJycaNOmDX5+fixfvpy7d+9SoUIFjI2N0dXVRa1WU6VKlVx1PO18z9OWgqxZs4YePXoAj16jZcqU4ddff81Vrl+/fnTp0gVHR0cCAwOxsLDgu+++U9pfs2ZNpk2bhpOTEzVr1uSbb77h2LFjyijWlStXaNasGY6Ojtja2uLp6Un9+vULjE0IIcSbT37xW4gnZGdno6Ojozw+efIkgYGBnD59mtTUVGWK0tWrV7GwsMDd3Z379+9z/Phxzp07h7u7O02bNmXUqFHAoySjRYsWWudwcXHRemxmZsbNmzfzjUmj0dCqVSutbQ0aNCAwMJD//vuP8uXLP1ebnxbTqVOnuHv3Lvb29lpl0tPTSUxMLLDeVatW8eOPPypTjLy9vRk/fnyeZTMzM1mwYAGbNm3i2rVrZGRkkJGRQaNGjYoUa3Z2Nu7u7lpl7t+/T5MmTQqM9UkajYb3338fXd3/vx7ToEEDMjIySEhIoGbNmkWqLy8voi0JCQkcOnSIFStWAKCjo0P37t1Zs2YNnTp10ipbr1495d+6urq4urpy7tw55fwxMTF53iwgMTERV1dXBg8ezPDhw/npp59o2rQpHTt2xNHRsQg9IIQQ4k0kSYYQTzh37hw2NjYApKWl0a1bN5o1a8Y333yDiYkJKSkptG3bVvnSXK5cOerWrUtUVBQajYbGjRtTr149rl69SkJCAsePH8fPz0/rHKVLl9Z6rKOjoyQvRfV4QvQ8CoopKysLU1NTfvvtt1zHGRsbF1hvly5dmDBhAvr6+pibmxe4IH3JkiUEBwcze/ZsnJ2dKVeuHNOnT8+VgD0tVh0dHfbs2ZOrXHFO43lZ/f4sbVm9ejWZmZlaSdDjyXFedx7LS1ZWFq1atcLf3z/XPhMTEwAmTpxI9+7d2bVrF3v27CEwMJCgoCA++eSTQp1DCCHEm0mSDCEe88cffxAZGcmYMWMAuHDhAikpKUyePFlJPLZu3ZrruEaNGhEVFcWFCxcYNGgQhoaGuLq6Mm/evFzrMZ6Fk5MThw8f1toWGxuLhYXFU7/kP05fX/+Zbh9bp04dbty4ga6urtIPhVWhQgVsbW0LVTY2NpY2bdoo03yys7O5ePFivtOZ8lK7dm2ys7NJTk7O92p/ztS1p/WFk5MTP//8M1lZWcpoRmxsLPr6+lSvXr3QMRX2fE8qTFue9PDhQ3766Sf8/Pxy3bp24MCBrF27Vmsk6ejRo8r0tezsbI4fP66MdtSpU4eff/4ZKyurXEnO4+zs7LCzs2PQoEGMHj2aNWvWSJIhhBBvOVmTId5a9+/fJzk5mWvXrnH69GmCg4Pp0KEDdevWVRZEW1paYmBgwPLly0lKSiIiIoJZs2blqitn8fft27epU6eOsm39+vWhC7hoAAAgAElEQVS51mM8i5zFvwEBAVy8eJH169cTEhLC8OHDi1SPtbU16enp7N27l5SUFO7evVuo45o1a4a7uzs9e/Zk165dJCUlERcXx6xZs4iJiXmWJuXJ3t6eAwcOEBsby/nz5xk7diyXL18uch3du3dn8ODBbNmyhaSkJE6cOMGSJUuUBNHKygodHR0iIiL4559/uHPnTp519e/fn+vXr/PFF1+g0WiIiIhg2rRpfP755xgZGRU6psKe71na8qSIiAhSUlL49NNPcXZ21vrr1q0ba9eu1Ro1++6779iyZQsXLlxgwoQJXLlyhX79+gEwYMAAZY3R0aNHSUpKYt++fYwYMYLbt29z7949xowZQ1RUFJcuXeLo0aMcOnQIJyenQveNEEKIN5MkGeKttW/fPmUxa6dOnfjtt9+YMGECv/76K2XLlgWgSpUqLF26lO3bt+Pm5kZgYCAzZ87MVVfOnPkGDRoo04EaNWrEw4cPc60neBZ169Zl1apV/PLLLzRo0IBp06YxcuRIfHx8ilSPm5sb/fr1o3///tjZ2WndqrcgOjo6rF+/nsaNGzNixAjq1atH3759uXjxIubm5s/SpDyNHTuW9957Dy8vL9q1a4eRkRFeXl5FrickJIRevXoxZcoU6tWrh7e3N9HR0VhbWwOPFphPnDgRf39/HBwc8v3V7apVq7Jhwwbi4+Np3LgxQ4cOpVu3bkyZMqVI8RT2fM/SlietWbOGxo0bU6lSpVz7OnfuzOXLl7XuguXn50dISAiNGjUiMjKS0NBQZQ2Gubk5ERER6Orq0q1bN9zd3RkzZgz6+voYGBigp6dHamoqgwcPpl69evTu3Zt69erl+R4RQgjxdtFJTU19tongQgghXluXLl2iTp067N27l3ffffelnTd0T/pLO5fIW+/mb/cthi9cuICDg0NJh/Hak34sHm9yP8pIhhBCCCGEEKJYSZIhhBBCCCGEKFZydykhhHgLVatWjdTU1Jd+3rd9qs7zeJOnVQgh3jwykiGEEEIIIYQoVpJkCCGEEEIIIYqVJBlCCCGEEEKIYiVJhhBCCCGEEKJYycJvIYQQL03ChvslHcJrSw9rEk4+6j9bL4MSjkYIIQomIxlCCCGEEEKIYiVJhhBCCCGEEKJYSZIhhBBCCCGEKFaSZIinunTpEiqVihMnTpR0KEIAEBAQQIMGDfLdHxUVhUqlIiUl5aWeVwghhBCPSJLxllOpVAX++fr6vvDzb9myJdf2sWPH0r59+xd67pclPj6e/v37884772BqakrNmjXx8vLil19+ISsrq6TDKxa+vr6oVCqGDh2aa5+fnx8qlQpvb++XFo+bmxsajYZKlSoVa73Dhg1j+/btxVrns2rfvr3yPjU1NcXV1ZX58+eTmZn5XPX6+voW6rk6e/Ysffr0oU6dOqhUKgICAp7rvEIIId4scnept5xGo1H+HRERwfDhw7W2GRoakpqaWhKhvVYePHhA6dKlc23fsWMHffr0oWnTpoSEhGBnZ0dGRgZHjhxh/vz5vPfee1hYWJRAxMXP0tKSzZs3ExgYSNmyZQF4+PAh69atw9LS8qXGoq+vj1qtLvZ6y5UrV+x1Po9evXoxZcoU0tPTiYiIYPz48ejp6TFy5Mgi15WVlUV2dnahy9+7dw9ra2s8PT3x9/cv8vmEEEK82WQk4y2nVquVvwoVKuS7DeDy5ct07twZc3Nz3Nzc2Lt3r1Zd586do3v37lhaWmJvb0///v1JTk4uljjzurr65NSVnDJLly6lRo0aVKtWjcGDB3P37l2lTFpaGgMHDsTCwgIHBweCgoLw9vbWGrHJyMjAz88PZ2dnzM3N8fDwIDIyUtmfMxVn586dNG/eHBMTE639j59ryJAhtGrVig0bNtCiRQtsbGxwdHSkV69e7Nu3j6pVqwKQmZnJ0KFDqV27NmZmZrz33nssWrRIa6Qjp30LFy7E0dERa2trpk6dSlZWFgEBAdjb2+Po6MjChQu14rh16xYjRozA3t4eS0tL2rVrpzX17datW/j4+GBvb49araZOnTp8/fXXRX2KcHFxwdbWlp9//lnZFhERgYGBAY0aNdIqm5WVxZw5c3BxccHU1JSGDRvmGiG4du0an3/+OdWrV8fc3JxGjRpx4MCBPM995coV6tWrx6BBg3j48GGu6VJr167FwsKC/fv306BBA6pWrUqHDh1ISkrSqicoKAgHBwcsLCwYOHAgs2fPplatWsr+J19zx48fp0uXLtja2mJlZUWbNm2Ii4tT9g8ZMiTX6zYrK4uaNWsSHBxciF4tmJGREWq1mmrVquHj40PTpk2VfgwODqZhw4ZUrVqVGjVqMGzYMK0LBjl9snPnTho0aICJiQl9+/blp59+IiIiQhkliYqKyvPc7733Hv7+/nh5eWFkZPTcbRFCCPFmkSRDFJq/vz8DBw7k4MGDvPvuu/Tr1487d+4AcP36ddq1a0eNGjWIjIxk8+bN3Llzh549e77UKUGxsbGcPXuWzZs38/3337Nt2zaWLVum7J80aRLR0dGEhoaydetWfv/9d2JjY7XqGDJkCNHR0SxfvpzY2Fg+/vhjevTowenTp7XKTZ06lUmTJnHkyBHef//9XLHs2bOHlJQURowYkW+8Ojo6wKMvnubm5qxatYrDhw8zefJk5s+fT2hoqFb5mJgYLl26xLZt2wgKCmLRokV4eXmRkZHBjh07mDBhAlOnTuXkyZMAZGdn4+3tzbVr1wgLC+PAgQM0bNiQjh07cv36deDR8/rHH38QFhbGkSNHCA4OVpIfeJTcPP5FuyCffPIJa9euVR6HhobSq1cvpZ05li5dypIlS5g6dSoxMTG0b9+eTz75hPj4eOBRgta+fXsuX77M2rVriYmJYdy4cXmeU6PR0KZNG1q2bMnSpUspVSrvAdr79+8TFBREcHAwO3fu5NatW4wePVrZv3HjRgIDA5k8eTL79+/HycnpqcnW7du38fb25rfffiMyMpJatWrh5eXFv//+C8Cnn37K7t27lb4G2Lt3L8nJyfTo0aPAup+FoaEhDx48AEBXV5eAgABiY2NZvnw5x44dy9WH6enpzJ07lwULFnD48GFCQkLo0qULzZo1Q6PRoNFocHNzK/Y4hRBCvPlkupQotMGDB9O2bVsApkyZwrp16zh9+jQNGjRg5cqV1KxZk2nTpinlv/nmG2xsbDhx4gSurq751jtw4EAGDx6stS0jI4P69esXOUZjY2MWLFiAnp4eTk5OdO7cmf379zN69Gju3LlDaGgoy5Ytw8PDA4AlS5bg7OysHJ+YmEh4eDjx8fFYWVkB4OPjw759+1i1ahXz589Xyo4fP57mzZvnG8uff/4JgIODg7LtzJkztGrVSnm8YMECunfvTunSpfnqq6+U7dWqVePUqVNs3LiRPn36KNvLly/PvHnz0NPTw9HRkeDgYK5fv87GjRsBsLe3Z8GCBURFRVG3bl0OHDjA6dOnuXjxImXKlAEeJVo7duwgLCyMESNGcOXKFerUqaM8R9bW1lrtMDMzo3r16oXpfry8vJg8eTJ//vkn5cqVIzIykjlz5jBr1iytcsHBwQwdOhQvLy8AvvrqK2JiYggODubbb78lPDycGzdusGvXLipXrgyQZwxHjx6le/fuDB48mDFjxhQY28OHD5k3b57yfAwbNoyhQ4eSnZ2Njo4Oy5Yto2fPnkp/jx49mqioKC5evJhvnU2bNtV6PGfOHLZu3cquXbvw9vamfv36ODo68tNPPzFq1CjgUeLVtm1bqlSpUmC8RZGVlcWePXvYs2ePMir3+HuqWrVqTJ8+nZ49e7Js2TJ0dR9dX8rMzGTu3LnUrVtXKWtoaIiBgcELmW4mhBDi7SFJhig0FxcX5d/m5uYA3Lx5E4BTp04RExOT5/qCxMTEApOM6dOn8+GHH2ptmz17Nn/99VeRY3RyckJPT095bGZmxtGjR5U4Hjx4oBVL2bJltZKMU6dOkZ2djbu7u1a99+/fp0mTJlrb3n333SLH5+DgoEw/adSokXLVGeC7775j9erVXLlyhfT0dB48eKAkOvm1z9TUVGtKW862x5+Xu3fvYm9vr1UmPT2dxMREAPr378+nn37KyZMn8fDwoE2bNlrTm/z8/ArdPpVKRYcOHQgNDaVChQo0atQoVxv+++8/rl27lquPGzRowM6dO4FHi+VdXFyUBCMvf//9N507d2bcuHEMHz78qbEZGBhoJXxmZmZkZGSQmppKxYoVOX/+vFZCB+Dq6lpgknHz5k1mzpxJVFQUN2/eJDMzk3v37nH16lWlTJ8+fVi5ciWjRo3if//7H7/++muuEarHubu7c+XKFeBRn4SHh+dbdtWqVfz4449kZGQA4O3tzfjx4wHYv38/CxYs4Pz58/z3339kZmaSkZFBcnKy8v4tVapUoUephBBCiKKQJEMU2uMLm3Omv+QsFM3KyqJVq1Z5LgA1MTEpsF61Wo2tra3WtgoVKmglGbq6urkWpT58+LDAGHPiLMpi1qysLHR0dNizZ0+uugwNDbUe5yxuzo+dnR0A58+fV0Zl9PX1lbY+PoVo06ZNTJw4kRkzZlC/fn3Kly/P8uXL2bZt21Pb9+T0IB0dHWWKWlZWFqampvz222+54jM2NgagZcuWnD59ml27drF//368vb3p1KnTM63LAOjduze+vr6ULVuWL7/8skjHPjmtqiCVK1fG2tpaGe1RqVQFls+rn4Dnms7n6+vLjRs3mDVrFtbW1hgYGNCxY0flSz9Ajx49mDp1KrGxscTHx1OlShVatGiRb53r169XXttPvuae1KVLFyZMmIC+vj7m5uZKAnr58mW8vb3p06cPX375JZUqVeLUqVP0799fKzYDAwOtpFUIIYQoLpJkiGJRp04dfv75Z6ysrPK8y9LzqlKlSq41EU8+fprq1atTunRpjh8/jo2NDQB3797ljz/+UB7Xrl2b7OxskpOTc41cFFXz5s2pVKkSQUFBrFu3rsCysbGxuLq64uPjo2zLGWl4HnXq1OHGjRvo6uoqbcxL5cqV6dGjBz169KBly5b079+fBQsWYGBgUORzNm3alNKlS5OSkpLnbYjLly+Pubk5hw4d0ppuFBsbi5OTE/DoeQgLCyMlJSXf0QwDAwN++uknevToQefOndm8efNTE42CODo6cuLECT755BNl2/Hjxws85tChQ8yePZvWrVsDcOPGjVw3O6hYsSKenp6EhoYSHx/Pxx9/rExXysuT09UKUqFChVwJOsCJEyfIyMggICBASSJ27NhRqDr19fWf+za4QgghhCz8FsViwIAB/Pfff/Tt25ejR4+SlJTEvn37GDFiBLdv337u+ps0aUJ8fDxr1qwhISGBRYsWcejQoSLVUa5cOXr37o2fnx/79+/n3LlzDB8+XJmTD4/WNOTM8d+yZQtJSUmcOHGCJUuWsHXr1iKdr2zZsixZsoTIyEi6devG7t27SUxM5MyZMwQHB5Oenq58AbS3tyc+Pp5du3bx559/MmfOHGJiYop0vrw0a9YMd3d3evbsya5du0hKSiIuLo5Zs2Yp9c+cOZNt27bx559/otFo+OWXX7CxsVESjGnTptGxY8dCn1NHR4fo6GhOnTqVb5IybNgwgoODCQ8P5+LFi8ycOZPY2FiGDRsGwEcffUSVKlXo2bMnMTExJCUl8euvv+a6u1SZMmVYt24d5cuXp0uXLs91u+VBgwbx448/smbNGv78808WLVrE0aNHCxxdsbOzY/369Zw7d47jx4/Tr18/9PX1c5Xr06cPGzZs4Pfff6d3797PHGNh2dnZkZWVxddff01SUhLh4eFaN0AoiLW1NWfPnuXChQukpKRoTel7XEZGBvHx8cTHx5Oens6NGzeIj48nISGhOJsihBDiNSVJhigW5ubmREREoKurS7du3XB3d2fMmDHo6+s/09XwJ7Vo0YLx48fj7+9Ps2bNuHz5MgMGDChyPTNmzKBBgwZ8/PHHeHp64uLiQt26dbWmpYSEhCi/P1CvXj28vb2Jjo4u0hXmHO3bt2fXrl2UL1+eIUOGUK9ePTp06MDu3bsJCQmhe/fuAPTt25fOnTszYMAAPDw8uHz5MkOGDCny+Z6ko6PD+vXrady4MSNGjKBevXr07duXixcvKvPyDQwM8Pf3p1GjRrRu3Zo7d+5ojbxcv369yKMqxsbGlC9fPt/9gwYNYtiwYfj5+dGgQQO2b9/O6tWrlfUBZcuWZfv27VStWpUePXrQoEEDAgIC8vzCX6ZMGcLCwjA2Nn6uRKNbt26MHTuWadOm0aRJE/744w/69etX4JSl4OBg0tLSaNasGf369aN37955vk4aN25M1apVadSoUYEjSsWlZs2azJ49m6+//hp3d3dWr17NjBkzCnXsp59+iqOjIx4eHtjZ2eWbzF+7do0mTZrQpEkTEhMT+f7772nSpImSKAohhHi76aSmphZ+wroQb5j79+9Tq1Ythg0bJl+ORC69evXi4cOHhIWFAY9GdaKioti9e3eR6rl37x41atRgzpw5SmL5tkrYcL+kQ3gj2Ho9/8Wbt9WFCxe0bgIhno30Y/F4k/tR1mSIt8qpU6c4f/48rq6u3L59m0WLFnHnzh26du1a0qGJEnb37l1WrlzJhx9+SKlSpdi6dSu//vorq1evJjs7m6SkJPbv3691l7WnycrKIiUlhWXLllGmTBm6dOnyAlsghBBCvDokyRBvnZCQEC5evIienh61atXi119/zfPWu+LtoqOjw+7duwkKCiI9PR1bW1u+/fZbPD09SU1Nxc3Njffee4+xY8cWus6c3yCxsLAgJCTkhdwUQQghhHgVSZIh3ip16tRh3759JR2GeAWVKVOGLVu25LlPpVJx48aNItdZrVq151qMLoQQQryuJMkQQgjx0shagmf3Js/dFkK8eeTuUkIIIYQQQohiJUmGEEIIIYQQolhJkiGEEEIIIYQoVrImQwghxEuT/v3Fkg7htWWFDukHL2LY176kQxFCiKeSkQwhhBBCCCFEsZIkQwghhBBCCFGsJMkQQgghhBBCFCtJMoQQ4gVSqVT5/sifEEII8aaSJEMIIZ6Br68vKpVK+bO1tcXb25vz589rldNoNLRp0+a5z+Xt7Z1r+4kTJ1CpVFy6dOm56n8ekZGRtGzZEnNzc6ytrfH09CyxWIQQQrw6JMkQQohn1KxZMzQaDRqNhk2bNnHv3j169+6tVUatVmNg8Or+ynVGRsYzH7tt2zb69euHt7c3Bw4cYNeuXXzyySfFGJ0QQojXlSQZQgjxjAwMDFCr1ajVaurWrcvgwYM5f/489+7dU8o8OV3q6NGjNGnSBLVaTePGjdm5cycqlYqoqKhiiencuXN0794dS0tL7O3t6d+/P8nJycr+nFGRhQsX4uzsjLOzMwBnzpyhU6dOmJmZYWNjg6+vL7du3cr3PJmZmUyYMIHp06czYMAAHBwccHJyonv37sXSDiGEEK83STKEEKIY3L59m02bNuHs7EyZMmXyLHPnzh28vb1xdHRk3759TJ8+nSlTphRbDNevX6ddu3bUqFGDyMhINm/ezJ07d+jZsydZWVlKuejoaM6cOUN4eDhbtmwhLS2Nbt26UbZsWSIjIwkNDSUuLo6hQ4fme66TJ09y9epVSpcuTZMmTXB0dKRLly6cOnWq2NojhBDi9SU/xieEEM9o9+7dWFhYAJCWloalpSXr16/Pt/yGDRvIzMxkyZIllClThho1avDFF1/w+eefF+lcOR5PHABWrlxJzZo1mTZtmrLtm2++wcbGhhMnTuDq6go8GoEJDg5WpnH98MMP3L17l2+++QZjY2MAFi5ciKenJwkJCdja2uaKJykpCYBZs2Yxc+ZMqlWrxvLly/H09CQuLg4zM7OntkkIIcSbS0YyhBDiGTVs2JCoqCiioqLYs2cPTZo0oWvXrly9ejXP8ufPn6dGjRpaIx3vv/9+kc+V87d8+XKtMqdOnSImJgYLCwvlz8XFBYDExESlXI0aNbTWiWg0GlxcXJQEA8DNzQ1dXV3OnTuXZzw5Cc6YMWPo1KkTdevWZdGiRZQvX55169YVqk1CCCHeXDKSIYQQz8jIyEjrKv+SJUuwtrZm1apVTJo06YWeC8i1ZiIrK4tWrVrh7++f63gTExPl32XLli30eXV0dPLcrlarAXByclK2lSpVCltb23yTLCGEEG8PGckQQohioqOjg66urtbC78c5Ojpy9uxZrf3Hjh0rtvPXqVOHc+fOYWVlha2trdbf46MUT3JycuLMmTPcvn1b2Xb48GGysrK0kojH1a1bFwMDAy5cuKBsy8rKIjExESsrq2JrkxBCiNeTJBlCCPGM7t+/T3JyMsnJyWg0GsaNG8edO3fy/V2Mjz76CD09PUaMGMG5c+fYt28fQUFBQP4jBkUxYMAA/vvvP/r27cvRo0dJSkpi3759jBgxQiuBeJKXlxdGRkYMGjSIM2fOEB0dzahRo/D09MxzPQZA+fLl6du3L7NnzyYyMpILFy4wfvx4bt26ledvegghhHi7yHQpIYR4Rvv27VOu9BsbG+Pg4MCqVato3LhxnuWNjY1Zt24do0ePpkmTJjg5OTF+/Hg+/fRTDA0Nnzsec3NzIiIimDZtGt26deP+/ftYWlri4eFR4G91GBkZsXHjRiZOnEiLFi0wMDCgXbt2zJ49u8DzzZgxA319fXx9fbl37x61a9dm69atsuhbCCEEOqmpqdklHYQQQryttm/fTu/evbl48SKVK1cu6XBeuPTvL5Z0CK89w772JR3Ca+3ChQs4ODiUdBivPenH4vEm96OMZAghxEv0448/YmNjg4WFBWfPnmXixIm0adPmrUgwhBBCvD0kyRBCiJfo5s2bBAQEkJycjKmpKa1bt2bq1KklHZYQQghRrCTJEEKIl2jEiBGMGDGipMMQQgghXihJMoQQQrw0sp7g2b3Jc7eFEG8eWfgthBBCCCGEKFbyOxlCCCGEEEKIYiVJhhBCCCGEEKJYSZIhhBBCCCGEKFaSZAghhBBCCCGKlSQZQgghhBBCiGIlSYYQQogXZsWKFdSuXRu1Wk3Tpk2JiYkp6ZBeGUFBQXh4eGBlZYWdnR3e3t788ccfWmWys7MJCAjgnXfewczMjPbt23P27FmtMqmpqfj4+GBtbY21tTU+Pj6kpqa+zKa8UoKCglCpVIwdO1bZJv1YONevX2fQoEHY2dmhVqtxc3Pj4MGDyn7px6fLzMzE399f+dyrXbs2/v7+PHz4UCnztvSjJBlCCCFeiE2bNjFhwgS++OILDhw4QP369fHy8uLKlSslHdor4eDBg/Tv35+IiAi2bt1KqVKl6Ny5M//73/+UMosWLSIkJITAwED27NmDiYkJXbp04fbt20qZAQMGEB8fT3h4OOHh4cTHxzNw4MCSaFKJO3LkCKtWrcLFxUVru/Tj06WmptK6dWuys7NZv349hw8fZs6cOZiYmChlpB+fbuHChaxYsYLAwEDi4uKYPXs2y5cvJygoSCnztvSj/E6GEEKIF6JFixa4uLiwePFiZdt7771Hp06d8PPzK8HIXk137tzB2tqatWvX0rZtW7Kzs3nnnXf4/PPPGTNmDAD37t3DwcGBGTNm0LdvXzQaDW5ubuzYsQN3d3cAYmNjadu2LUeOHHmrfrzv1q1bNG3alMWLFxMYGIizszNz586Vfiyk6dOnEx0dTURERJ77pR8Lx9vbm4oVK7Js2TJl26BBg/jf//5HWFjYW9WPMpIhhBCi2GVkZHDy5EmaN2+utb158+YcPny4hKJ6td25c4esrCxUKhUAly5dIjk5WasPy5QpQ8OGDZU+jIuLo1y5cri5uSll3N3dKVu27FvXzyNHjqRTp040adJEa7v0Y+Fs374dV1dX+vbti729PY0aNeLbb78lO/vRtWjpx8Jxd3fn4MGDnD9/HoBz584RFRVFy5YtgberH0uVdABCCCHePCkpKWRmZmpNtQAwMTHhxo0bJRTVq23ChAnUqlWL+vXrA5CcnAyQZx9eu3YNgBs3blC5cmV0dHSU/To6OlSpUuWt6ucffviBhIQEvv3221z7pB8LJykpiZUrVzJ48GBGjhzJ6dOnGT9+PAA+Pj7Sj4U0cuRI7ty5g5ubG3p6ejx8+JAxY8YwYMAA4O16PUqSIYQQQpSwL7/8kkOHDrFjxw709PRKOpzXyoULF5g+fTo7duygdOnSJR3OaysrK4t3331XmcpYp04dEhISWLFiBT4+PiUc3etj06ZNrFu3jhUrVvDOO+9w+vRpJkyYgLW1NX369Cnp8F4qmS4lhBCi2FWuXBk9PT1u3ryptf3mzZuYmpqWUFSvpokTJ7Jx40a2bt2KjY2Nsl2tVgMU2IempqakpKQoU1rg0dz5f/75563p57i4OFJSUnB3d6dy5cpUrlyZ6OhoVqxYQeXKlalUqRIg/fg0arUaJycnrW2Ojo5cvXpV2Q/Sj08zZcoUhg4dSrdu3XBxcaFHjx4MGTKEBQsWAG9XP0qSIYQQotjp6+tTt25d9u7dq7V97969WvOM33bjx49XEgxHR0etfdWqVUOtVmv1YXp6OrGxsUof1q9fnzt37hAXF6eUiYuLIy0t7a3p5/bt2xMTE0NUVJTy9+6779KtWzeioqKwt7eXfiwEd3d3Ll68qLXt4sWLWFlZAfJ6LKy7d+/mGo3U09MjKysLeLv6UW/ChAlTSzoIIYQQbx5jY2MCAgIwMzPD0NCQuXPnEhMTQ3BwMBUqVCjp8ErcmDFjWLduHatWrcLS0pK0tDTS0tKAR0majo4OmZmZLFy4EDs7OzIzM/nqq69ITk5m4cKFGBgYUKVKFY4ePUp4eDi1atXir7/+YtSoUbz33nuv3e0un5WhoSEmJiZafxs2bMDa2ppevXpJPxaSpaUlgYGB6OrqYmZmxv79+/H392fUqFG4urpKPxaSRqMhLCwMezarlzQAAAh5SURBVHt7SpcuTVRUFDNmzKBr1660aNHirepHuYWtEEKIF2bFihUsWrSI5ORkatSowaxZs/jggw9KOqxXQs5dpJ40fvx4Jk6cCDyaIjF79mxWrVpFamoqrq6uzJs3D2dnZ6V8amoq48aN47fffgOgbdu2zJkzJ9/63wbt27dXbmEL0o+FFRERwfTp07l48SKWlpZ8/vnnDBw4UFmALP34dLdv32bmzJls27aNf/75B7VaTbdu3Rg3bhyGhobA29OPkmQIIYQQQgghipWsyRBCCCGEEEIUK0kyhBBCCCGEEMVKkgwhhBBCCCFEsZIkQwghhBBCCFGsJMkQQgghhBBCFCtJMoQQQgghhBDFSpIMIYQQQohiFBAQ8EJ+z+BF1SvEiyBJhhBCCCHEa2rFihWsXbu2pMMQIhdJMoQQQgghXgNjx47l+vXrWttWrlzJjz/+WEIRCZE/STKEEEIIIV5haWlpAJQqVQpDQ8MSjkaIwpEkQwghhBCvjZx1CefOnfu/9u42pKk9jgP4180UHc6l5dKcEVqhTCMiUHpiEQ3ZerBMly8sn1LxRVKkb5yS+VCOXkQ0zE1L6AFnWBjZA1TCNCh9E0YPlKSiQZPVXGGRNO+LS7uda6lXd+va/X7e/c//d/7nd8QX+/H7n3OQnZ2NiIgILFmyBIWFhfjw4YMgtqGhAQkJCZDL5Vi+fDkKCwvx7t07QYxGo8GaNWvQ09ODxMREhIaGQqlU4tSpU4I4q9UKmUwGq9UqON7f3w+ZTDbllqW2tjakpqYiJiYGISEhUCqV0Ov1+PTpkyAuPz8fcrkc/f390Ol0UCgUSElJEdz7V7GxsXj69Ck6Ozshk8kgk8kQGxsLp9OJ0NBQFBUVTcjj7du3WLhwIcrKyibNl2i2vH91AkRERET/VGZmJsLCwqDX69HT04Nz585haGgIzc3NAACDwYDKykps2LAB+/btw6tXr2A2m9Hd3Y07d+7A19fXvZbT6cSuXbug1WqRlJSEtrY26PV6fPnyBYWFhR7J98KFC/D19UVubi6kUim6urpgNBoxNDSEhoYGQazL5cLOnTuxevVqlJeXQywWf3fN6upqFBcXQyKR4NChQwAAiUQCqVQKjUaDK1euoKqqCt7ef/3ca2lpwdjYGHQ6nUfui+hHWGQQERHRnBMWFobm5mZ4eXkBAORyOQwGA9rb26FUKmEwGLBx40a0tLS4f6THxsaioKAAjY2N2L9/v3utN2/eoLS0FAcPHgQAZGVlYfv27aipqUFGRgYCAwNnna/JZIK/v797nJGRgcjISFRUVKC8vBzh4eHuubGxMajValRVVU26plarRWVlJYKCgpCamiqY0+l0uHz5Mu7evYstW7a4j1ssFsTFxSE6OnrW90Q0GW6XIiIiojknJyfHXWAAQF5eHgDg5s2baG9vx+fPn5GXlyfoAuh0OoSEhOD27duCtUQiEbKzs91jsViMnJwcjI6OTtgeNVNfCwyXy4WRkRHY7XbEx8djfHwcjx49mhD/bT4zoVKpsGjRIjQ1NbmP9fX14eHDhxMKEqJ/AzsZRERENOdERkYKxsHBwZDJZBgYGIBcLgcALFu2TBAjFosRGRmJgYEBwfGQkBBIpdLvrv/32Jl68uQJysrK0NHRgY8fPwrmnE6nYCwSiRARETGr64nFYqSkpMBsNuP9+/cICAhAU1MTxGIxkpOTZ7U20XSwk0FEREQ0hW+7Jt9yuVxTnjsyMoKtW7fi2bNnKCkpwaVLl3D16lUYjcbvrjFv3jzBcxQzpdPpMDo6imvXrgEAmpuboVKp3EUY0b+JnQwiIiKac3p7exEVFeUe2+12OBwOREREQKFQAABevHghiHG5XOjt7UVcXJxgLZvNBqfTKehm9Pb2AoC7o/D1rU4jIyOCc6fT6bBarbDb7WhsbMS6devcx+/duzete53Mj4ofAIiJicHKlSvR1NSEFStW4OXLlyguLp71NYmmg50MIiIimnNMJhPGx8fd49raWgCAWq2GSqWCj48Pzpw5I+gSWCwW2Gw2qNVqwVoulwtms1kwNplM8PPzw/r16wEACoUCYrEY9+/fF5xbX18/Za5fnwv5Nl+Xy4XTp09P93Z/yN/fHw6H44fze/bsgdVqxcmTJxEQEACtVjvraxJNBzsZRERENOe8fv0au3fvhlqtxuPHj9HY2IhNmzZBpVIB+PPr2JWVlUhKSoJGo0FfXx9MJhOUSiXS09MFa8nlctTW1mJwcBDR0dG4fv06Ojo6UFpa6n6zVGBgIHbs2IG6ujp4eXlh6dKluHXrFoaHh6fMNT4+HkFBQcjPz0dubi68vb3R2to64bseM7Fq1SqYzWYcO3YMUVFRkEgkSExMdM8nJydDr9ejtbUVaWlp8PPzm/U1iaaDRQYRERHNOfX19Thx4gSOHj0KAEhPT0dFRYV7/vDhwwgODkZdXR1KSkoQGBiItLQ0lJWVCb6RAQBSqRQNDQ0oKirCxYsXERwcjCNHjuDAgQOCuJqaGoyNjeHs2bPw8fFBUlISysvLkZCQMGmu8+fPh8ViQUlJCaqrqyGRSLBt2zZkZmZi7dq1s/o7FBUVYXBwEEajEU6nEwqFQlBkLFiwAJs3b8aNGzf4Vin6qbwcDsf41GFEREREv151dTWOHz+O58+fe+QBZo1GA5vNhq6uLg9k99+0d+9edHd3o6enByIRd8rTz8H/NCIiIqLf1PDwsLuLwQKDfiZulyIiIiL6zfT19eHBgwc4f/48RCIRsrKyfnVK9D/DIoOIiIjoN9PZ2YmCggKEh4fDaDRi8eLFvzol+p/hMxlERERERORR3JxHREREREQexSKDiIiIiIg8ikUGERERERF5FIsMIiIiIiLyKBYZRERERETkUSwyiIiIiIjIo/4AE8jfT9If3jgAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":["fig, ax = plt.subplots()\n","highly_rated = movies_data.sort_values(by='vote_count', ascending=False)[:10]\n","plt.title('Most Voted Movies')\n","barh = sns.barplot(data=highly_rated, y='title', x='vote_count')\n","for bar, avg in zip(ax.patches, highly_rated['vote_average']):\n","  ax.text(bar.get_width()*0.02, bar.get_y()+bar.get_height()/2, avg, color='white', ha='left', va='center')\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":325},"id":"EE76iuX-iPN6","executionInfo":{"status":"ok","timestamp":1654948845538,"user_tz":-330,"elapsed":1241,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"7bc1af0a-6db2-4127-fca1-0c75eca0974b"},"execution_count":124,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["filt1 = movies_data['budget'] > 1000\n","br = movies_data[filt1]\n","br = br[br['revenue'] > 1000]\n","plt.title('Relationship b/w Budget & Revenue')\n","sns.scatterplot(data=br, x='budget', y='revenue')\n","plt.xscale('log')\n","plt.yscale('log')\n","plt.show()"],"metadata":{"id":"_yGHtd5cnd1I","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1654948846757,"user_tz":-330,"elapsed":1241,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"71687da9-f9b7-4085-de23-d577bb292936"},"execution_count":125,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","metadata":{"id":"hunvyruUJhVq","executionInfo":{"status":"ok","timestamp":1654948935531,"user_tz":-330,"elapsed":396,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"41a4710f-60c2-4654-b953-3099e376db35"},"source":["selected_features = ['genres','keywords','cast','director']\n","for feature in selected_features:\n","  movies_data[feature] = movies_data[feature].fillna('', )\n","combined_features = movies_data['genres']+' '+movies_data['keywords']+' '+movies_data['cast']+' '+movies_data['director']\n","print(combined_features)"],"execution_count":128,"outputs":[{"output_type":"stream","name":"stdout","text":["0       Action Adventure Fantasy Science Fiction cultu...\n","1       Adventure Fantasy Action ocean drug abuse exot...\n","2       Action Adventure Crime spy based on novel secr...\n","3       Action Crime Drama Thriller dc comics crime fi...\n","4       Action Adventure Science Fiction based on nove...\n","                              ...                        \n","4798    Action Crime Thriller united states\\u2013mexic...\n","4799    Comedy Romance  Edward Burns Kerry Bish\\u00e9 ...\n","4800    Comedy Drama Romance TV Movie date love at fir...\n","4801      Daniel Henney Eliza Coupe Bill Paxton Alan R...\n","4802    Documentary obsession camcorder crush dream gi...\n","Length: 4803, dtype: object\n"]}]},{"cell_type":"code","metadata":{"id":"BfuttC_gLyfF","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1654948939361,"user_tz":-330,"elapsed":12,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"0aa6e8b6-b0f0-4fc7-c8f8-ed16f0c47fa1"},"source":["vectorizer = TfidfVectorizer()\n","feature_vectors = vectorizer.fit_transform(combined_features)\n","print(feature_vectors)"],"execution_count":129,"outputs":[{"output_type":"stream","name":"stdout","text":["  (0, 2061)\t0.18678214793744197\n","  (0, 6542)\t0.12250886401691784\n","  (0, 11217)\t0.21004511389940914\n","  (0, 8831)\t0.17365703713079808\n","  (0, 7496)\t0.24557305356150633\n","  (0, 12567)\t0.16383787425669902\n","  (0, 14291)\t0.21458309577216156\n","  (0, 12134)\t0.22272408661423276\n","  (0, 11490)\t0.23546951253664175\n","  (0, 14820)\t0.2184182305681937\n","  (0, 14561)\t0.25567659458637093\n","  (0, 11517)\t0.16271392202818094\n","  (0, 12299)\t0.23546951253664175\n","  (0, 2755)\t0.2699167358611062\n","  (0, 14235)\t0.1389277198420819\n","  (0, 12386)\t0.376936512374071\n","  (0, 4886)\t0.19838040431463286\n","  (0, 2616)\t0.24276191286779358\n","  (0, 3115)\t0.23133291228677105\n","  (0, 4566)\t0.1122735385607623\n","  (0, 11745)\t0.11214224678270057\n","  (0, 4435)\t0.12020924576100474\n","  (0, 144)\t0.09834166706222157\n","  (0, 86)\t0.08508837387249067\n","  (1, 14017)\t0.22400344453980411\n","  :\t:\n","  (4801, 2978)\t0.33834361914099015\n","  (4801, 11361)\t0.32272594588687986\n","  (4801, 14796)\t0.32272594588687986\n","  (4801, 4098)\t0.27635141577618744\n","  (4801, 252)\t0.19823136055146653\n","  (4801, 5844)\t0.32272594588687986\n","  (4801, 10069)\t0.24105780118392378\n","  (4801, 1382)\t0.17497652771694633\n","  (4801, 3217)\t0.37379573518552817\n","  (4802, 5900)\t0.5656232340592973\n","  (4802, 4502)\t0.22792552459545082\n","  (4802, 3093)\t0.26049504111093746\n","  (4802, 2056)\t0.23817846519222638\n","  (4802, 3894)\t0.23817846519222638\n","  (4802, 5399)\t0.21586188927351527\n","  (4802, 3681)\t0.1526414842030492\n","  (4802, 11185)\t0.1683435831734407\n","  (4802, 1069)\t0.19456749487141256\n","  (4802, 3821)\t0.19354531335480415\n","  (4802, 2912)\t0.21586188927351527\n","  (4802, 5181)\t0.19562319644665263\n","  (4802, 4210)\t0.15954462729559785\n","  (4802, 1788)\t0.30758292813879523\n","  (4802, 3812)\t0.18636098058488432\n","  (4802, 9659)\t0.1832923727580286\n"]}]},{"cell_type":"code","source":["neigh = NearestNeighbors(metric = 'cosine', algorithm = 'brute', n_neighbors = 25)\n","neigh.fit(feature_vectors)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MqBVFVg8KpOv","executionInfo":{"status":"ok","timestamp":1654948942415,"user_tz":-330,"elapsed":394,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"13494e0c-1fc7-4ec6-c188-6fc22347ca24"},"execution_count":130,"outputs":[{"output_type":"execute_result","data":{"text/plain":["NearestNeighbors(algorithm='brute', metric='cosine', n_neighbors=25)"]},"metadata":{},"execution_count":130}]},{"cell_type":"code","source":["movie_name = input('Enter your favourite movie: ')\n","\n","all_titles = movies_data['title'].tolist()\n","close_match = difflib.get_close_matches(movie_name, all_titles)[0]\n","match_index = movies_data[movies_data.title == close_match]['index'].values[0]\n","distance, indices = neigh.kneighbors(feature_vectors[match_index], n_neighbors = 11)\n","\n","print(f'\\nRecommendations for {close_match}:')\n","for i, index in enumerate(indices.flatten()[1:]):\n","  print(f'{i+1}. {movies_data[\"title\"][index]}')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_voYzSdZKpGH","executionInfo":{"status":"ok","timestamp":1654948965784,"user_tz":-330,"elapsed":4188,"user":{"displayName":"10_Md Zahid Quraishi","userId":"09965607579870241881"}},"outputId":"9bb527eb-4b44-4882-fe43-f8a8d132d7dc"},"execution_count":132,"outputs":[{"output_type":"stream","name":"stdout","text":["Enter your favourite movie: iron man\n","\n","Recommendations for Iron Man:\n","1. Iron Man 2\n","2. Iron Man 3\n","3. Avengers: Age of Ultron\n","4. The Avengers\n","5. Captain America: Civil War\n","6. Made\n","7. Captain America: The Winter Soldier\n","8. X-Men\n","9. X2\n","10. Ant-Man\n"]}]}]}