Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "42571e8a",
   "metadata": {},
   "source": [
    "# import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "776edd4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd598737",
   "metadata": {},
   "source": [
    "# importing data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5aa28461",
   "metadata": {},
   "outputs": [],
   "source": [
    "names = ['id', 'title', 'year', 'rating', 'votes', 'length', 'genres']\n",
    "data = pd.read_csv('imdb_top_10000.txt', sep=\"\\t\", names=names, index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "818cf658",
   "metadata": {},
   "source": [
    "# explore our data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1bb428e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.8</td>\n",
       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.7</td>\n",
       "      <td>448114</td>\n",
       "      <td>136 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1375666</th>\n",
       "      <td>Inception (2010)</td>\n",
       "      <td>2010</td>\n",
       "      <td>8.9</td>\n",
       "      <td>385149</td>\n",
       "      <td>148 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  year  rating   votes     length  \\\n",
       "id                                                                            \n",
       "tt0111161  The Shawshank Redemption (1994)  1994     9.2  619479  142 mins.   \n",
       "tt0110912              Pulp Fiction (1994)  1994     9.0  490065  154 mins.   \n",
       "tt0137523                Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "tt0133093                The Matrix (1999)  1999     8.7  448114  136 mins.   \n",
       "tt1375666                 Inception (2010)  2010     8.9  385149  148 mins.   \n",
       "\n",
       "                                     genres  \n",
       "id                                           \n",
       "tt0111161                       Crime|Drama  \n",
       "tt0110912                    Crime|Thriller  \n",
       "tt0137523            Drama|Mystery|Thriller  \n",
       "tt0133093           Action|Adventure|Sci-Fi  \n",
       "tt1375666  Action|Adventure|Sci-Fi|Thriller  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "277bd519",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
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       "      <th>id</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.8</td>\n",
       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.7</td>\n",
       "      <td>448114</td>\n",
       "      <td>136 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1375666</th>\n",
       "      <td>Inception (2010)</td>\n",
       "      <td>2010</td>\n",
       "      <td>8.9</td>\n",
       "      <td>385149</td>\n",
       "      <td>148 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  year  rating   votes     length  \\\n",
       "id                                                                            \n",
       "tt0111161  The Shawshank Redemption (1994)  1994     9.2  619479  142 mins.   \n",
       "tt0110912              Pulp Fiction (1994)  1994     9.0  490065  154 mins.   \n",
       "tt0137523                Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "tt0133093                The Matrix (1999)  1999     8.7  448114  136 mins.   \n",
       "tt1375666                 Inception (2010)  2010     8.9  385149  148 mins.   \n",
       "\n",
       "                                     genres  \n",
       "id                                           \n",
       "tt0111161                       Crime|Drama  \n",
       "tt0110912                    Crime|Thriller  \n",
       "tt0137523            Drama|Mystery|Thriller  \n",
       "tt0133093           Action|Adventure|Sci-Fi  \n",
       "tt1375666  Action|Adventure|Sci-Fi|Thriller  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ee0ac347",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0807721</th>\n",
       "      <td>Meduzot (2007)</td>\n",
       "      <td>2007</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1357</td>\n",
       "      <td>78 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0339642</th>\n",
       "      <td>Daltry Calhoun (2005)</td>\n",
       "      <td>2005</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1357</td>\n",
       "      <td>100 mins.</td>\n",
       "      <td>Comedy|Drama|Music|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060880</th>\n",
       "      <td>The Quiller Memorandum (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>104 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0152836</th>\n",
       "      <td>Taal (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>179 mins.</td>\n",
       "      <td>Musical|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0279977</th>\n",
       "      <td>The Navigators (2001)</td>\n",
       "      <td>2001</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1356</td>\n",
       "      <td>96 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title  year  rating  votes     length  \\\n",
       "id                                                                         \n",
       "tt0807721                 Meduzot (2007)  2007     7.0   1357   78 mins.   \n",
       "tt0339642          Daltry Calhoun (2005)  2005     5.2   1357  100 mins.   \n",
       "tt0060880  The Quiller Memorandum (1966)  1966     6.5   1356  104 mins.   \n",
       "tt0152836                    Taal (1999)  1999     6.5   1356  179 mins.   \n",
       "tt0279977          The Navigators (2001)  2001     6.9   1356   96 mins.   \n",
       "\n",
       "                               genres  \n",
       "id                                     \n",
       "tt0807721                       Drama  \n",
       "tt0339642  Comedy|Drama|Music|Romance  \n",
       "tt0060880      Drama|Mystery|Thriller  \n",
       "tt0152836             Musical|Romance  \n",
       "tt0279977                Comedy|Drama  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fa856d63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 10000 entries, tt0111161 to tt0279977\n",
      "Data columns (total 6 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   title   10000 non-null  object \n",
      " 1   year    10000 non-null  int64  \n",
      " 2   rating  10000 non-null  float64\n",
      " 3   votes   10000 non-null  int64  \n",
      " 4   length  10000 non-null  object \n",
      " 5   genres  9999 non-null   object \n",
      "dtypes: float64(1), int64(2), object(3)\n",
      "memory usage: 546.9+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6ccb20f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1993.472800</td>\n",
       "      <td>6.386070</td>\n",
       "      <td>16604.012800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>14.829924</td>\n",
       "      <td>1.189933</td>\n",
       "      <td>34563.459698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1950.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1356.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1986.000000</td>\n",
       "      <td>5.700000</td>\n",
       "      <td>2333.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1998.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>4980.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2005.000000</td>\n",
       "      <td>7.200000</td>\n",
       "      <td>15277.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2011.000000</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>619479.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               year        rating          votes\n",
       "count  10000.000000  10000.000000   10000.000000\n",
       "mean    1993.472800      6.386070   16604.012800\n",
       "std       14.829924      1.189933   34563.459698\n",
       "min     1950.000000      1.500000    1356.000000\n",
       "25%     1986.000000      5.700000    2333.750000\n",
       "50%     1998.000000      6.600000    4980.500000\n",
       "75%     2005.000000      7.200000   15277.750000\n",
       "max     2011.000000      9.200000  619479.000000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2754c81",
   "metadata": {},
   "source": [
    "# exporting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "542af75c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('test.csv', header=True, index=True, sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "efd821f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>id</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0270846</th>\n",
       "      <td>Superbabies: Baby Geniuses 2 (2004)</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.5</td>\n",
       "      <td>13196</td>\n",
       "      <td>88 mins.</td>\n",
       "      <td>Comedy|Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0059464</th>\n",
       "      <td>Monster a-Go Go (1965)</td>\n",
       "      <td>1965</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3255</td>\n",
       "      <td>70 mins.</td>\n",
       "      <td>Sci-Fi|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0364986</th>\n",
       "      <td>Ben &amp; Arthur (2002)</td>\n",
       "      <td>2002</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4675</td>\n",
       "      <td>85 mins.</td>\n",
       "      <td>Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0421051</th>\n",
       "      <td>Daniel the Wizard (2004)</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.5</td>\n",
       "      <td>8271</td>\n",
       "      <td>81 mins.</td>\n",
       "      <td>Comedy|Crime|Family|Fantasy|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1309000</th>\n",
       "      <td>Dream Well (2009)</td>\n",
       "      <td>2009</td>\n",
       "      <td>1.5</td>\n",
       "      <td>2848</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Comedy|Romance|Sport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0071562</th>\n",
       "      <td>The Godfather: Part II (1974)</td>\n",
       "      <td>1974</td>\n",
       "      <td>9.0</td>\n",
       "      <td>291169</td>\n",
       "      <td>200 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060196</th>\n",
       "      <td>The Good, the Bad and the Ugly (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>9.0</td>\n",
       "      <td>195238</td>\n",
       "      <td>161 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0068646</th>\n",
       "      <td>The Godfather (1972)</td>\n",
       "      <td>1972</td>\n",
       "      <td>9.2</td>\n",
       "      <td>474189</td>\n",
       "      <td>175 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  year  rating   votes  \\\n",
       "id                                                                       \n",
       "tt0270846    Superbabies: Baby Geniuses 2 (2004)  2004     1.5   13196   \n",
       "tt0059464                 Monster a-Go Go (1965)  1965     1.5    3255   \n",
       "tt0364986                    Ben & Arthur (2002)  2002     1.5    4675   \n",
       "tt0421051               Daniel the Wizard (2004)  2004     1.5    8271   \n",
       "tt1309000                      Dream Well (2009)  2009     1.5    2848   \n",
       "...                                          ...   ...     ...     ...   \n",
       "tt0071562          The Godfather: Part II (1974)  1974     9.0  291169   \n",
       "tt0060196  The Good, the Bad and the Ugly (1966)  1966     9.0  195238   \n",
       "tt0110912                    Pulp Fiction (1994)  1994     9.0  490065   \n",
       "tt0068646                   The Godfather (1972)  1972     9.2  474189   \n",
       "tt0111161        The Shawshank Redemption (1994)  1994     9.2  619479   \n",
       "\n",
       "              length                              genres  \n",
       "id                                                        \n",
       "tt0270846   88 mins.                       Comedy|Family  \n",
       "tt0059464   70 mins.                       Sci-Fi|Horror  \n",
       "tt0364986   85 mins.                       Drama|Romance  \n",
       "tt0421051   81 mins.  Comedy|Crime|Family|Fantasy|Horror  \n",
       "tt1309000   00 mins.                Comedy|Romance|Sport  \n",
       "...              ...                                 ...  \n",
       "tt0071562  200 mins.                         Crime|Drama  \n",
       "tt0060196  161 mins.                             Western  \n",
       "tt0110912  154 mins.                      Crime|Thriller  \n",
       "tt0068646  175 mins.                         Crime|Drama  \n",
       "tt0111161  142 mins.                         Crime|Drama  \n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='rating')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f21a2b23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0068646</th>\n",
       "      <td>The Godfather (1972)</td>\n",
       "      <td>1972</td>\n",
       "      <td>9.2</td>\n",
       "      <td>474189</td>\n",
       "      <td>175 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060196</th>\n",
       "      <td>The Good, the Bad and the Ugly (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>9.0</td>\n",
       "      <td>195238</td>\n",
       "      <td>161 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0252487</th>\n",
       "      <td>Outrageous Class (1975)</td>\n",
       "      <td>1975</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9823</td>\n",
       "      <td>87 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0364986</th>\n",
       "      <td>Ben &amp; Arthur (2002)</td>\n",
       "      <td>2002</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4675</td>\n",
       "      <td>85 mins.</td>\n",
       "      <td>Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060753</th>\n",
       "      <td>Night Train to Mundo Fine (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3542</td>\n",
       "      <td>89 mins.</td>\n",
       "      <td>Action|Adventure|Crime|War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0421051</th>\n",
       "      <td>Daniel the Wizard (2004)</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.5</td>\n",
       "      <td>8271</td>\n",
       "      <td>81 mins.</td>\n",
       "      <td>Comedy|Crime|Family|Fantasy|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0059464</th>\n",
       "      <td>Monster a-Go Go (1965)</td>\n",
       "      <td>1965</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3255</td>\n",
       "      <td>70 mins.</td>\n",
       "      <td>Sci-Fi|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060666</th>\n",
       "      <td>Manos: The Hands of Fate (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>20927</td>\n",
       "      <td>74 mins.</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  year  rating   votes  \\\n",
       "id                                                                       \n",
       "tt0111161        The Shawshank Redemption (1994)  1994     9.2  619479   \n",
       "tt0068646                   The Godfather (1972)  1972     9.2  474189   \n",
       "tt0060196  The Good, the Bad and the Ugly (1966)  1966     9.0  195238   \n",
       "tt0110912                    Pulp Fiction (1994)  1994     9.0  490065   \n",
       "tt0252487                Outrageous Class (1975)  1975     9.0    9823   \n",
       "...                                          ...   ...     ...     ...   \n",
       "tt0364986                    Ben & Arthur (2002)  2002     1.5    4675   \n",
       "tt0060753       Night Train to Mundo Fine (1966)  1966     1.5    3542   \n",
       "tt0421051               Daniel the Wizard (2004)  2004     1.5    8271   \n",
       "tt0059464                 Monster a-Go Go (1965)  1965     1.5    3255   \n",
       "tt0060666        Manos: The Hands of Fate (1966)  1966     1.5   20927   \n",
       "\n",
       "              length                              genres  \n",
       "id                                                        \n",
       "tt0111161  142 mins.                         Crime|Drama  \n",
       "tt0068646  175 mins.                         Crime|Drama  \n",
       "tt0060196  161 mins.                             Western  \n",
       "tt0110912  154 mins.                      Crime|Thriller  \n",
       "tt0252487   87 mins.                        Comedy|Drama  \n",
       "...              ...                                 ...  \n",
       "tt0364986   85 mins.                       Drama|Romance  \n",
       "tt0060753   89 mins.          Action|Adventure|Crime|War  \n",
       "tt0421051   81 mins.  Comedy|Crime|Family|Fantasy|Horror  \n",
       "tt0059464   70 mins.                       Sci-Fi|Horror  \n",
       "tt0060666   74 mins.                              Horror  \n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='rating', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "052b6e48",
   "metadata": {},
   "source": [
    "# data frames making"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cd25b7b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_data = {\n",
    "    'tv':[123, 34, 66],\n",
    "    'radio' :[37, 56, 89],\n",
    "    'news': [23, 45, 78],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "80d2d835",
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = pd.DataFrame(sample_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d21ec5e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tv</th>\n",
       "      <th>radio</th>\n",
       "      <th>news</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>123</td>\n",
       "      <td>37</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66</td>\n",
       "      <td>89</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    tv  radio  news\n",
       "0  123     37    23\n",
       "1   34     56    45\n",
       "2   66     89    78"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7def6cac",
   "metadata": {},
   "outputs": [],
   "source": [
    "del data2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c511b65",
   "metadata": {},
   "source": [
    "# selecting data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "27acf737",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "tt0111161    The Shawshank Redemption (1994)\n",
       "tt0110912                Pulp Fiction (1994)\n",
       "tt0137523                  Fight Club (1999)\n",
       "tt0133093                  The Matrix (1999)\n",
       "tt1375666                   Inception (2010)\n",
       "                          ...               \n",
       "tt0807721                     Meduzot (2007)\n",
       "tt0339642              Daltry Calhoun (2005)\n",
       "tt0060880      The Quiller Memorandum (1966)\n",
       "tt0152836                        Taal (1999)\n",
       "tt0279977              The Navigators (2001)\n",
       "Name: title, Length: 10000, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "91e66a81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>title</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1375666</th>\n",
       "      <td>Inception (2010)</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0807721</th>\n",
       "      <td>Meduzot (2007)</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0339642</th>\n",
       "      <td>Daltry Calhoun (2005)</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060880</th>\n",
       "      <td>The Quiller Memorandum (1966)</td>\n",
       "      <td>1966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0152836</th>\n",
       "      <td>Taal (1999)</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0279977</th>\n",
       "      <td>The Navigators (2001)</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  year\n",
       "id                                              \n",
       "tt0111161  The Shawshank Redemption (1994)  1994\n",
       "tt0110912              Pulp Fiction (1994)  1994\n",
       "tt0137523                Fight Club (1999)  1999\n",
       "tt0133093                The Matrix (1999)  1999\n",
       "tt1375666                 Inception (2010)  2010\n",
       "...                                    ...   ...\n",
       "tt0807721                   Meduzot (2007)  2007\n",
       "tt0339642            Daltry Calhoun (2005)  2005\n",
       "tt0060880    The Quiller Memorandum (1966)  1966\n",
       "tt0152836                      Taal (1999)  1999\n",
       "tt0279977            The Navigators (2001)  2001\n",
       "\n",
       "[10000 rows x 2 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['title','year']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0843b5d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6.38607"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['rating'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0c9d8a06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.2"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['rating'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dbf36a7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.5"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['rating'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7982a6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Crime|Drama', 'Crime|Thriller', 'Drama|Mystery|Thriller', ...,\n",
       "       'Drama|War|Adventure|Romance', 'Western|Sci-Fi|Thriller',\n",
       "       'Adventure|Comedy|Drama|War'], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['genres'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "39cb5813",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.1    401\n",
       "6.8    401\n",
       "7.2    386\n",
       "6.7    384\n",
       "7.0    382\n",
       "      ... \n",
       "1.5      7\n",
       "1.6      6\n",
       "8.9      5\n",
       "9.0      4\n",
       "9.2      2\n",
       "Name: rating, Length: 77, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['rating'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6bfa78c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.5     7\n",
       "1.6     6\n",
       "1.7    12\n",
       "1.8    12\n",
       "1.9     9\n",
       "       ..\n",
       "8.7    13\n",
       "8.8     9\n",
       "8.9     5\n",
       "9.0     4\n",
       "9.2     2\n",
       "Name: rating, Length: 77, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['rating'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a51da369",
   "metadata": {},
   "source": [
    "# plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3c123132",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "25324f59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='id'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "aa8f9aa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='rating', ylabel='votes'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(kind='scatter',x='rating',y='votes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "62d3c049",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='rating', ylabel='votes'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot(kind='scatter',x='rating',y='votes', alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "30faf893",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['rating'].plot(kind='hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f7bb407e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e0f91c70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fdcc101ee60>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0qT/myJEjQ97r6NGjRa+zZcuWoud7enqwLKtozOCZc1dXFzB01l8oHA4XLZcLIYSoLJv2HOOxDXvZ25XEchRBQ2N+cw23LpvP0gVNU315U5/1Xcg0TXbv3s2sWbOYN28era2tPP300/7z2WyWDRs2+EF4yZIlBIPBojEdHR3s3LnTH3PZZZcRj8fZunWrP2bLli3E4/GiMTt37qSjo8Mfs379esLhMEuWLPHHPPfcc0VHttavX09bWxtnnHHG+H8zhBBCTLhNe45x39p2dnckqA4HaK4NUx0OsLujj/vWtrNpz7GpvsSpDdT33HMPGzZs4I033mDLli380R/9EYlEgptuuglN07jzzjtZuXIla9euZefOndx8881UVVWxfPlyAGKxGJ/85Ce5++67+dWvfsWLL77Ixz/+cRYvXsz73vc+ABYuXMj73/9+brnlFp5//nmef/55brnlFq677jrOOeccAK6++mrOO+88VqxYwYsvvsivfvUr7rnnHm655Rbq6uoA74hXOBzm5ptvZufOnaxdu5aVK1dy1113jboUL4QQovK4ruKxDXtJmjatdREiQQNd14gEDVrrwiRNh8c27MV1p7ZexpQufR88eJCPfvSjHDt2jJkzZ3LppZfy/PPPc/rppwPwhS98gXQ6zW233UZPTw+XXHIJ69evp7a21n+Nhx56iEAgwI033kg6nebKK6/k8ccfxzAMf8wTTzzBHXfc4WeH33DDDTzyyCP+84Zh8POf/5zbbruNyy+/nGg0yvLly3nwwQf9MbFYjKeffprbb7+diy++mIaGBu66666i/WchhBDTx67DCfZ2JWmoCg2ZcGmaRn1VkL1dSXYdTrB4TmyKrhI0paS01mRKJBLEYjHi8bg/WxdCCDH5Nrx6lHt++Duaa8MlE8dcV9GVNHnwIxey7OyZU3CFnoraoxZCCCEmS2NViKChkXXcks+bjktQ12isCk3ylRWTQC2EEOKUdH5bHfOba+hJWUP6Niil6E1ZzG+u4fy2qV39lEAthBDilKTrGrcum09N2KAzYZK2HFxXkbYcOhMmNWGDW5fNn/Lz1BKohRBCnLKWLmhi5YcXs3BWLSnTpitpkjJtFs6qZeWHF1fEOWpJJptkkkwmhBCVp5zKZFNVvayiKpMJIYQQU0HXtRGPYE1l9TJZ+hZCCCFGMNXVyyRQCyGEEMOohOplEqiFEEKIYYyletlEkUAthBBCDKM7lcVyFCGjdLgMGzqWq+hOZUs+Px4kUAshhBDDqITqZRKohRBCiGFUQvUyCdRCCCHEMCqhepkUPJlkUvBECCEm13gUKik6R+0qgvrknaOWQD3JJFALIcTkGc9CJVNVmUwC9SSTQC2EEJMjX6gkado0VIUIGTpZx6UnZVETNiqmlvdoZI9aCCHESacSCpWMFwnUQgghTjqVUKhkvEhTDiGEECedwkIlSikylovtugR0nUhQJ2zoxCe4UMl4kUAthBDipJMvVNKbzhJPW5i2i1KgaRAO6NRFgxNeqGS8yNK3EEKIk4rrKlylCAV0OuIZ0paDrmkEdA1d07wz0PEMM2pCE1qoZLzIjFoIIcRJI38ca8+RPrqSWVwFKNA1haFrkPvzdCIzaiGEECeFwr7RAUNHBwI6aIDlKCzbm2lHQwFmxaIcT2YlmUwIIYSYDIOPYyVNGwUEdJ2AgV/sZHZ9lGjIQLnQlTSnRTKZzKiFEEJMe4OPYwV0HS230q3h7U87rkLL/d9kdL0aLxKohRBCTHuD+0ZHgjrhgI7tKpRSXtBWYLvupHW9Gi8SqIUQQkx7g/tGa5rGzNoIhqZhuQonl1XmuGrSul6NFwnUQgghpr1SfaNrwgFmN0SJBHRv2Vvzlr8XzqqdNnW+QZLJhBBCnATyfaPvW9tOZ8KkvipI2NAxcvW966JB/vdlp/POBTMnrevVeJHuWZNMumcJIcTEmcq+0RNFAvUkk0AthBATa6r6Rk8UWfoWQghxUtF1jcVzYv6fXVfRfjA+bQO3BGohhBAnraKl8FzRk+m2FC5Z30IIIU5KhSVFq8MBmmvDVIcD7O7o47617Wzac2yqL7EsEqiFEEKcdAaXFI0EDfRcBnhrXZik6fDYhr24buWnaUmgFkIIcdIZXFK0kKZp1FcF2duVnBZNOSRQCyGEOOkMLik6WNjQsVwlTTmEEEKIqTC4pOhg0pRDCCGEmEKlSormSVMOIYQQYorlS4rWhA06EyZpy8F1FWnLkaYcQgghRCVYuqCJlR9ezMJZtaRMm66kScq0p11TDikhOsmkhKgQQkyu6V5SVCqTCSGEOKkNLik63cjStxBCCFHBJFALIYQQFUwCtRBCCFHBJFALIYQQFUwCtRBCCFHBJFALIYQQFaxiAvWqVavQNI0777zTf0wpxf33309bWxvRaJQrrriCXbt2FX2eaZp87nOfo6mpierqam644QYOHjxYNKanp4cVK1YQi8WIxWKsWLGC3t7eojH79+/n+uuvp7q6mqamJu644w6y2eJi7e3t7SxbtoxoNMrs2bP50pe+NKQ0nRBCCDGeKiJQb9u2jX/913/lggsuKHr8K1/5CqtXr+aRRx5h27ZttLa2ctVVV9HX1+ePufPOO1m7di1r1qxh48aNJJNJrrvuOhzH8ccsX76cHTt2sG7dOtatW8eOHTtYsWKF/7zjOFx77bX09/ezceNG1qxZw49+9CPuvvtuf0wikeCqq66ira2Nbdu28fDDD/Pggw+yevXqCfzOCCGEOOWpKdbX16fOOuss9fTTT6tly5apP//zP1dKKeW6rmptbVUPPPCAPzaTyahYLKa+9rWvKaWU6u3tVcFgUK1Zs8Yfc+jQIaXrulq3bp1SSqmXXnpJAer555/3x2zevFkB6uWXX1ZKKfXUU08pXdfVoUOH/DFPPvmkCofDKh6PK6WUevTRR1UsFlOZTMYfs2rVKtXW1qZc1y37643H4wrwX1cIIYQYyZTPqG+//XauvfZa3ve+9xU9/sYbb9DZ2cnVV1/tPxYOh1m2bBmbNm0CYPv27ViWVTSmra2NRYsW+WM2b95MLBbjkksu8cdceumlxGKxojGLFi2ira3NH3PNNddgmibbt2/3xyxbtoxwOFw05vDhw+zbt2+cvhtCCCFEsSktIbpmzRp++9vfsm3btiHPdXZ2AtDS0lL0eEtLC2+++aY/JhQK0dDQMGRM/vM7Oztpbm4e8vrNzc1FYwa/T0NDA6FQqGjMGWecMeR98s/Nmzev5Ndomiamafp/TiQSJccJIYQQpUzZjPrAgQP8+Z//Od/73veIRCLDjtO04sLpSqkhjw02eEyp8eMxRuUSyUa6nlWrVvlJbLFYjLlz54547UIIIUShKQvU27dvp6uriyVLlhAIBAgEAmzYsIF//ud/JhAIFM1WC3V1dfnPtba2ks1m6enpGXHMkSNHhrz/0aNHi8YMfp+enh4syxpxTFdXFzB01l/o3nvvJR6P+x8HDhwY+RsjhBBCFJiyQH3llVfS3t7Ojh07/I+LL76Yj33sY+zYsYMzzzyT1tZWnn76af9zstksGzZsYOnSpQAsWbKEYDBYNKajo4OdO3f6Yy677DLi8Thbt271x2zZsoV4PF40ZufOnXR0dPhj1q9fTzgcZsmSJf6Y5557rujI1vr162lraxuyJF4oHA5TV1dX9CGEEEKUbUpT2QYpzPpWSqkHHnhAxWIx9eMf/1i1t7erj370o2rWrFkqkUj4Yz7zmc+oOXPmqGeeeUb99re/Ve9973vVhRdeqGzb9se8//3vVxdccIHavHmz2rx5s1q8eLG67rrr/Odt21aLFi1SV155pfrtb3+rnnnmGTVnzhz12c9+1h/T29urWlpa1Ec/+lHV3t6ufvzjH6u6ujr14IMPjulrlKxvIYSYeo7jqt8f6FXPvtKlfn+gVzlO+ad3JltF96P+whe+QDqd5rbbbqOnp4dLLrmE9evXU1tb64956KGHCAQC3HjjjaTTaa688koef/xxDMPwxzzxxBPccccdfnb4DTfcwCOPPOI/bxgGP//5z7ntttu4/PLLiUajLF++nAcffNAfE4vFePrpp7n99tu5+OKLaWho4K677uKuu+6ahO+EEEKI8bJpzzEe27CXvV1JLEcRNDTmN9dw67L5LF3QNNWXN4SmlJTWmkyJRIJYLEY8HpdlcCGEmACuq9h1OEF3KktjVYjz2+rQdS/pd9OeY9y3tp2kadNQFSJk6GQdl56URU3YYOWHF1dcsK7oGbUQQggxFiPNli89cwaPbdhL0rRprYv4J3YiukFrnU5nwuSxDXu59MwZfmCvBFNe8EQIIYQYD/nZ8u6OBNXhAM21YarDAXZ39HHf2na+v3U/e7uSNFSFhhyr1TSN+qoge7uS7DpcWfUuJFALIYSY9lxXFc2WI0EDXdeIBA1a68IkTYcnt+4na7uEjNKhL2zoWK6iO5Ut+fxUkUAthBBi2tt1ODHqbLkrYYIGWcct+Rqm4xLUNRqrQpNxyWWTQC2EEGLa605lsRw14mwZoLUuQk/KGtKiWClFb8pifnMN57dVVqKvBGohhBDTXmNViKChjTxbNjT+5B2nURM26EyYpC0H11WkLYfOhElN2ODWZfMrKpEMJFALIYQ4CZzfVsf85ppRZ8vL33EaKz+8mIWzakmZNl1Jk5Rps3BWbUUezQI5Rz3p5By1EEJMjMIz0tGggaaBUpC2HGrCgaJAPNJZ60oj56iFEEKcFJYuaOJjl5zGvzy7l8O9aRSgAbXRIB+75LSi2bKuayyeE5uyax0LCdRCCCFOCpv2HOOJLfsxNGirj6JrGq5SpLIOT2zZz/ltsYpc2h6N7FELIYSY9grPUc+KRamvClEXDVJfFaK1LkxvymLlU7v53YFeXHd67fhKoBZCCDHtDXeOOmnavNmdImnavNSR4FPffoGbvrWVTXuOTeHVjo0EaiGEENNeqXPUSdPmUE+atOWi695+ddDQ/JKi0yVYS6AWQggx7Q0+R62U4mhfBkcpgrqGhoaua1SFAn5J0cc27J0Wy+ASqIUQQkx7g89RZywX03YJ6Bpo4LiKcMAgEtIrugFHKRKohRBCTHu6rnHrsvl+1bH+rI1S3szadhS6pjGzNoyGt39dqQ04SpFALYQQ4qSwdEGTX3XMclxcpXCVIhI0mN0QpSY8cCK5UhtwlCLnqIUQQpw0li5o4tIzZ9B+KM59a9s51Jtmdn0EXRuYl+ZLii6cVVtxDThKkRm1EEKIk4qua1w4t54v/q+F1EeDHElkp00DjlIkUAshhDgpFS6FT5cGHKVIU45JJk05hBBick2nBhylyB61EEKIk9p0asBRiix9CyGEEBVMArUQQghRwSRQCyGEEBVMArUQQghRwSSZTAghxLRVKqMbmNZZ3oNJoBZCCDGhJup41KY9x3hsw172diWxHEXQ0JhR45UEPZ7M+o/Nb67h1mXzp8256cHkHPUkk3PUQohTSalgWm7gHCnAb9pzjPvWtpM0bRqqQoQMnd50lo54BoBZsSj10SBZx6UnZVETNqZVkZNCMqMWQggxIUoF06zjsrujj/vWto8YOEcK8JeeOYPHNuwladq01kXQNA2lFPG0haYBCuJpi4bqIBHdoLVOpzNh8tiGvVx65oxptwwuyWRCCCHGneuqomAaCRroukYkaNBaFyZpOjy2YS+uO3RRNx/gd3ckqA4HaK4NUx0O+AH++1v3s7crSUNVCE3zgu5A/2mdgKFj2g6ZrAsw7fpPDyaBWgghxLjbdTgxJJjmjRQ4ywnwT27dT9Z2CRkDIcx2XZQCDdA0UMp7LG869Z8eTAK1EEKIcded8pK5CoNpoeECZzkBvithggZZZyAQB3TdC9B4QVrTvMfyplP/6cEkUAshhBh3jVUhgoZWFEwLDRc4ywnwAK11EXpSFvl86EhQJxzQsV0XK7cEbrku6ayD67r0pizmN9f4x7dcV9F+MM6GV4/SfjBecgm+UkgymRBCiHF3flsd85tr2N3RR2udXjQ7VkrRm7JYOKvWD5x5hQE+ohtDXtd0XIKGxp+84zS++ZvX6UyY1FcFCRs6ddEg/aaDArK2y6GeNODNrhurQ37/6beSiT4VZEYthBBi3Om6xq3L5lMTNuhMmKQtB9dVpC2HzoRJTdjwA2ehfIAvnC3n5QP8/OYalr/jtCG9pk3LIWhoGDpomsp9fvFrjJaotmnPsYn+1oyZnKOeZHKOWghxKimavbqKoD767HXgWJfjz5ZNx1u+HnweOn/W+li/yT898xoHe1K01IUxLYXtekvg4aDGkUSWc1trAcXLnX3+sa48pRSdCZOFs2r59ifeUVFHuCRQTzIJ1EKIU82JVCYba4BvPxjn0999gepwgEiweMlcoYinLBIZGw1FU02YaGjozm/ackiZNl9fcXFF9a9+y3vUjuPQ3t7O6aefTkNDw3hckxBCiJOIrmtjDnxLFzRx6ZkzigL8wtZadnf2seHVo0MC/nBJaEnT5mifScayyee1WY6iuS5CTbg4BIYNnXgFHuEac6C+8847Wbx4MZ/85CdxHIdly5axadMmqqqq+NnPfsYVV1wxAZcphBDiZDbcrDsf4DftOcbNj2/l5c4+LFsRDGic21rLbVcsYOmCppJJaEnT5lBPGlcpNE1D1wGlyFgOh3rSzG6IFgXrSj3CNeZA/Z//+Z98/OMfB+CnP/0pb7zxBi+//DLf+c53+OIXv8j/+3//b9wvUgghxMlrtCzsTXuO8fkf7qC7P4u/WZuFLW9081rXDh668SIuPXNGUZY5GhztM3GVwtDBdr0jXCjIWA6Ocjnal6E6VO2XIB0uE32qjTnr+9ixY7S2tgLw1FNP8ZGPfISzzz6bT37yk7S3t4/7BQohhDh5jZaFvfG1o6z6xe6CoKsR0DUMXcNViqN9Jqt+sRugKMs8nrLIWDaa5gVpQ9Noro3QXBfB0PMB2yWVdUbNRJ9qYw7ULS0tvPTSSziOw7p163jf+94HQCqVwjCGnnkTQgghSimnXOg//PIVXulMogFBXUfXNG8ZW9MI6joa8EpnkvZDcZYuaBo4spV1cHOns6JB3V/mrgkHmN0QJRI0cJXieH+WlGmzcFZtxXbXGvPS9yc+8QluvPFGZs2ahaZpXHXVVQBs2bKFc889d9wvUAghxMmpnHKhbxzrx3K9IielxhiGhu24vHiglwvn1vtJaP+94zB/+7NdVIcDxKLBos+tCQcw6iPEUza3v3cBS05rGLce2RNhzIH6/vvvZ9GiRRw4cICPfOQjhMNhAAzD4C//8i/H/QKFEEKcnMopF+rkN6UVXseNwXJPawUHjXVd44MXtfHjFw+yu6OPWHTQpyhFb8qbRf/vS0+v2ACdd0LHs/7oj/4IgEwm4z920003jc8VCSGEOCWUUy40GtDJ2i6Oq9B1hVYQrRUKx1UEDZ2LTqv3H89nkC+dP4M9XUk64hkaqkNDCqdU4n50KWPeo3Ych7/9279l9uzZ1NTU8PrrrwPwf//v/+Xf/u3fxv0ChRBCnJzKKRd67qw6zmmpRQGW7eIqhULhKoVluyjg7JYaFs8eOMZ107e28unvvsC/b9znBXml6Ok36UqaFb8fXcqYA/WXv/xlHn/8cb7yla8QCg2cNVu8eDHf/OY3x/XihBBCnLzKqQd+2xULuO9/LWRmbRhd13By3bEc10XXNZprw9z7gYV+s43BGeSN1SECukYoYPCnl8/j6ysu5tufeMe0CdJwAoH6O9/5Dv/6r//Kxz72saIs7wsuuICXX355XC9OCCHEya0oUzvXXGPwrHfpgiYeuvEiLpk3g4aqMDWRIA1VYS6ZN4PVN17E0gVNo2SQR7Acxaa9xyo6aWw4Yw7Uhw4dYsGCBUMed10Xy7LG9FqPPfYYF1xwAXV1ddTV1XHZZZfxi1/8wn9eKcX9999PW1sb0WiUK664gl27dhW9hmmafO5zn6OpqYnq6mpuuOEGDh48WDSmp6eHFStWEIvFiMVirFixgt7e3qIx+/fv5/rrr6e6upqmpibuuOMOstniMnLt7e0sW7aMaDTK7Nmz+dKXvjRkuUYIIcTYLF3QxLc/8Q6+vuJiHvzIhSVnvUsXNPGdP30H/37z2/nnj76Nf7/57XznTwfGlJNBvrcrya7DiUn92sbDmAP1+eefz29+85shj//Hf/wHb3vb28b0WnPmzOGBBx7ghRde4IUXXuC9730vH/zgB/1g/JWvfIXVq1fzyCOPsG3bNlpbW7nqqqvo6+vzX+POO+9k7dq1rFmzho0bN5JMJrnuuutwHMcfs3z5cnbs2MG6detYt24dO3bsYMWKFf7zjuNw7bXX0t/fz8aNG1mzZg0/+tGPuPvuu/0xiUSCq666ira2NrZt28bDDz/Mgw8+yOrVq8f0NQshhBgqXy502dkzWTwnVnLWO9KYcjLIrQqs410WNUY/+clPVCwWUw888ICqqqpS//AP/6A+9alPqVAopNavXz/WlxuioaFBffOb31Su66rW1lb1wAMP+M9lMhkVi8XU1772NaWUUr29vSoYDKo1a9b4Yw4dOqR0XVfr1q1TSin10ksvKUA9//zz/pjNmzcrQL388stKKaWeeuoppeu6OnTokD/mySefVOFwWMXjcaWUUo8++qiKxWIqk8n4Y1atWqXa2tqU67plf33xeFwB/usKIYR4635/oFddtvIZ9b6vPquu++ffDPm48qvPqstWPqN+f6B3qi91zMY8o77++uv5wQ9+wFNPPYWmafzVX/0Vu3fv5qc//alf/OREOI7DmjVr6O/v57LLLuONN96gs7OTq6++2h8TDof9JiAA27dvx7KsojFtbW0sWrTIH7N582ZisRiXXHKJP+bSSy8lFosVjVm0aBFtbW3+mGuuuQbTNNm+fbs/ZtmyZf658fyYw4cPs2/fvhP+uoUQQnhHqtoPxtnw6lHaD8Zx3bFtK5aTQT6/uabi6niX44TOUV9zzTVcc80143IB7e3tXHbZZWQyGWpqali7di3nnXeeH0RbWlqKxre0tPDmm28C0NnZSSgUGtJes6Wlhc7OTn9Mc3PzkPdtbm4uGjP4fRoaGgiFQkVjzjjjjCHvk39u3rx5Jb8+0zQxTdP/cyIx/fZHhBBiIo3WlKMc+Qzy+9a20xHPEA0ZGJqGoxTprENtJDBtzk0PNuYZ9Zlnnsnx48eHPN7b28uZZ5455gs455xz2LFjB88//zy33norN910Ey+99JL//OCkAJVrVzaSwWNKjR+PMfm7tpGuZ9WqVX4SWywWY+7cuSNeuxBCnEpGa8qxac+xsl9r6YImPnbJaThK0dGbZn9Pio7eNI5SfOyS00YM+m91Rj+Rxjyj3rdvX1GiVp5pmhw6dGjMFxAKhfws8osvvpht27bxT//0T/zFX/wF4M1WZ82a5Y/v6uryZ7Ktra1ks1l6enqKZtVdXV0sXbrUH3PkyJEh73v06NGi19myZUvR8z09PViWVTQmP7sufB8YOusvdO+993LXXXf5f04kEhKshRCCoU058pOeiG7QWqfTmTB5bMNeLj1zRlkz4U17jvHElv0EdI22+iiaBkpB2nJ4Yst+zm+LlQzW4zGjn0hlz6h/8pOf8JOf/ASAX/7yl/6ff/KTn7B27Vr+9m//dsjS8IlQSmGaJvPmzaO1tZWnn37afy6bzbJhwwY/CC9ZsoRgMFg0pqOjg507d/pjLrvsMuLxOFu3bvXHbNmyhXg8XjRm586ddHR0+GPWr19POBxmyZIl/pjnnnuu6MjW+vXraWtrG/HrDofD/vGz/IcQQojxPVI1OOjXV4WIRUPUV4VorYuQNB0e27B3yEx5PGf0E6XsGfWHPvQhwPvmDa7rHQwGOeOMM/jqV786pje/7777+MAHPsDcuXPp6+tjzZo1PPvss6xbtw5N07jzzjtZuXIlZ511FmeddRYrV66kqqqK5cuXAxCLxfjkJz/J3XffzYwZM2hsbOSee+5h8eLFfvvNhQsX8v73v59bbrmFr3/96wD82Z/9Gddddx3nnHMOAFdffTXnnXceK1as4B/+4R/o7u7mnnvu4ZZbbvED6/Lly/mbv/kbbr75Zu677z5ee+01Vq5cyV/91V+NuhQvhBBiqHKOVMXLPFI1lqC/eI5XbnS8Z/QTpexA7bouAPPmzWPbtm00Nb315YAjR46wYsUKOjo6iMViXHDBBaxbt87PHv/CF75AOp3mtttuo6enh0suuYT169dTW1vrv8ZDDz1EIBDgxhtvJJ1Oc+WVV/L4448XVU174oknuOOOO/zs8BtuuIFHHnnEf94wDH7+859z2223cfnllxONRlm+fDkPPvigPyYWi/H0009z++23c/HFF9PQ0MBdd91VtKwthBCVKN+kojuVpbEqVDHVucppyhHUNRqrQiU+u9iJBP0TCe5TQVOD89jFhEokEsRiMeLxuCyDCyEm3GTvv47lpsB1FTd9ayu7O/porQsXBUulFJ0Jk4Wzavn2J94x6o1F+8E4n/7uC1SHA0SCQ4N+2nJImTZfX3GxH3Q3vHqUe374O5pzdcRLXV9X0uTBj1zIsrNnjuXbMK7GnPUNsGHDBq6//noWLFjAWWedxQ033FCyWpkQQoipM9n7r4Wdq+754e/49Hdf4KZvbR32fcppynHN+a38Zs+xYTOx89nax5MmzXURuvuzZZ+jLpzRlzKWGf1EGvOM+nvf+x6f+MQn+MM//EMuv/xylFJs2rSJtWvX8vjjj/v7x6I0mVELISbDwGw1UbT/CmOfrZYjf1OQNG0aqkKEDJ2s49KT6/08UlvJolm/qwjqGjNqvOB4PJkddiVg8GqBqxT9WZuQYdBcFx7Sf3rwNYznjH4ijTlQL1y4kD/7sz/j85//fNHjq1ev5hvf+Aa7d+8e1ws82UigFkJMhhNZCj5RJ3JTMHiJfGFrLbs7++hOZTnQneIbz+2lP+sMG/SBkjcGXX0ZMpZDJGCAphE0NM5treW2KxYMezTLex2H+qrgqMF9Koz5HPXrr7/O9ddfP+TxG264gfvuu29cLkoIIcRbM54Z1aMZa1LWSPvm71rQxE3f2kp/1hk2E/vRZ/cAWsls7YaqEId606Qsh6pQAA0NGH42nG+zmb+eeG5Gv3BWbcWcox5zoJ47dy6/+tWvhrS6/NWvfiWFPIQQokKMZ0b1aMZyUzDcEnl+3/xT7zpz1KD/cmcfGtqQMUnT5nBvBtdVaBrMqA5h6Bovd3qvPdzseOmCJi49c0ZFZsbDCQTqu+++mzvuuIMdO3awdOlSNE1j48aNPP744/zTP/3TRFyjEEKIMco3qfD2X/Uhy9G9KYuFs2rHpUlFuTcF9dEgD65/haRp01wTIpFxSDgWQUOnuSZIV9Liya37ydouDVUjtKt0FFB8Y6CU4mhfBkcpAoaG44KrFNXBQFlnovMtNCvRmAP1rbfeSmtrK1/96lf54Q9/CHj71j/4wQ/44Ac/OO4XKIQQYuwKm1R0JsyS+6/j1aSi3JsCgL1dSVCKV44kcQoypAwN6quCdCVM0Bg56BsaGsU3BhnLxbRdArmvR9MUAT0XyDWIBnVeOpzgv3cc5oMXtVXMbLkcY04m+8QnPsHHP/5x3vve90pFrhMgyWRCiMlUKqP6RM9Rj3RGupykLMtV3Pbd7fRbQ/tF5FUHDebNrKYzYQ6biX1uaw3gLWm31IYwbUVfxuJY0sTQwVUakaDBGU1V9JsOR/tMMpaNq6A+GuT82bGK2X8ux5gD9Q033MD69euZMWMGH/3oR/n4xz/ORRddNEGXd/KRQC2EmGzjUZmsnMIpo90UvLi/hz98dBP5oFM418tHIg346xvO4/H/t2/EoA/w+R/uyJ2b9j7fyb1IQNeY21gFwKGeNK7y9qxR0BqLkLbcisnoLscJVSbr7e3lhz/8Id///vf5zW9+wznnnMPHP/5xli9fPi6NOU5mEqiFENPNWM5Ij3RT8KPtB7n7P34HFAfpvHw0+upHLmRWLDJi0N+051hBoFa5QO19fkDXmNMY5VhflozlYOhgu97y9xkzqgEq5ox0Od5yCdGDBw/y5JNP8u///u+89tpr2LY9Xtd2UpJALYSYTsazcMoj//MaX13/6sCMOv//FEWP3X312Xz2vWcNG/QLr6mlLoxpKWzXJeu4HE2Y2K4iFNCxHdcbr8DQNGY3RKkJe6lZ43mOfKKNOZmskGVZvPDCC2zZsoV9+/aN2JdZCCHE9DOejStm11eha95s2s0tVyvlBWdd8z6U8sbB8JnYhdekazrREICXVBYOGHTGM5i2g1KgK28mPbM24gdpGN9z5BPthGp9//rXv+aWW26hpaWFm266idraWn76059y4MCB8b4+IYQQU6icM9JWmQHv+gtmURsN4rgQNDRCAZ2QoRMK6ARzR6pqo0Guv2DWCV9TTTjAvKYqqsMBqsMGrbEIZ8yoLgrSUDl1vMsx5hn1nDlzOH78ONdccw1f//rXuf7664lEIhNxbUIIIabYeBZOCQR0br9iPn+/7hWytiJgeLNoV4HtKAxd4/Yr5hMIlL4pyC+F7zvaj0Jh2g7R0NAwlnUUteEAzXURDvakiUWLnx/vc+QTbcyB+q/+6q/4yEc+QkNDw0RcjxBCiAoy3oVTbnn3fAD+5dm99KUtHLyl71hVkNuvmO8/D8WJaQe6U6zb2cnrR72s876MTTxtMbs+Sm0kWPKaPv3uM/k//7Vzws+RTzTpRz3JJJlMCDHdTETjCtt2+envOzjUm2J2fRXXXzCraCZdeNSr33RIZm10DZprI9RHg/SmLTriacA7ctUQDZW8puGOjH363WcSi4YqsmToYBKoJ5kEaiHEdDSehVPKea/8cbD6aJCOuNcRC8DQdT97uy9jcag3jYZGXTRAyNBLXtPg7PF4OsvXn3t9xDPhlUQC9SSTQC2EmK7Go3BKOe9ReBwsY7m82d2PrmlomreXna86pqGRtmziKZvb37uAJac1jHpNb6Vv9lR5S8ezhBBCnDomo3HF4ONgtut6R7g00NAwdDBth0zWJRoyCBsGaDbzmqpHvTbXVTy2YW/J9pjlNO6YKid0PEsIIYSYCIOPXgV0HU2jqOyoUmC7LjC2rPOxnAmvJBKohRBCVIzC42BeaVDv2JbtuLhqYHYd0HU/w3t+c01ZWefjeSZ8MsnStxBCiEk33H53/jjY7w7EcXJlQR1X4SpwbIWGoipkgOaVLx3LMavxPBM+mSRQCyGEmFSjdeJ691lNbN57HNtVBHSvVzXkyo4CaJAyHf+sdG0kyIZXj46a4DbeZ8IniwRqIYQQk2a4rOvdHX3ct7adv/vQIp577RjhgIZrKWx34HN1IBTUmTejmi9/eDF9GWtMx6x0XePWZfO5b237tCqCIsezJpkczxJCnKpG6sTlui6HejM0Voc4ljRJmjZuiehk6Br10QCfv+ocvvmb10/omNVkngkfDxKoJ5kEaiHEqar9YJxPf/cFqsMBIsGBPeKkaXO0L0PG8vajRwtKhg7ntNTS1WeecOvNyTgTPl5k6VsIIcSkKMy6VkqRsVz6TIvjySyuUgRyHbRG47hwuCfNzEFBGspvvTkZZ8LHiwRqIYQQkyKfdd2bzhJPW5i2i+14M2gdUO7AOenRZB13xGNW06XXdDnkHLUQQohJcX5bHTNqQnTEM6RztbvzMdkFLFehlbn6rGneMatSKvWY1YmSQC2EEGLyFcyaC2OzTnmRurk2TE/KYnCa1ViLoEwHEqiFEEJMil2HExxPZpkVixINBfwlbgXoGgQMbdREMoCgrvGn75xHTdigM2GSthxcV5G2nDEXQZkOJFALIcQ05rqK9oNxNrx6lPaDcdxSZ5oqRD6ZrD4a5IymKk6fUUUkqGPoGqGATiC37h0yRg6wsxuiXDCnnr/70CIWzqolZdp0JU1Sps3CWbUV2QHrrZBkMiGEmKZGq/BVaQaX8KwKBZgVi3KoJ43tqFyHLIhFvbPU+SQz8Gbd+Zl3T8ri1u9tZ35zDZ9+95nEoqFpcczqRMk56kkm56iFEONhOvZVHih40kdrXdg/WpU0bboSXoKZoWs0VYdoqg2jFBxJmKSytv9cc22E+miw4r/W8SQzaiGEmGambV/lYUp4GrpGNGQQiwZZcdkZvHNBk58I1n4ozn1r2znUk6atPkzWhv6sTUDXaakNcaQvW5Ff63iSQC2EENPMWPoqV1pRj6ULmlj54cX+kn08V8Jz4ay6kkv2uqbR05+lOmywvzuNaQ+0ugwHdOqilfu1jhcJ1EIIMc2U01e5kgt+LF3QxDvOaOSnv+/gUG+K2fVVXH/BLAKBoV9PdypLv+mQtmxs1+tNnb81SWUdsrZLNBSo2K91PEigFkKIaWa69lXOK5UE9+MXD5acUddHg6QtB9vx0qnylcy03IftKNJZh/pocNK/jskix7OEEGKayfdVno4FP/JJcLs7ElSHAzTXhqkOB/w2l5v2HBvyOUopXLzqZfmvVuX+7OaeP5lJoBZCiGkmn5RViQU/RjrXPTgJLhI00HWNSNCgtS5M0nR4bMPeos/pTmUpLBSqFXz4r5sbd7KSpW8hhChTJbVGHD4pq3bKzlGPdq57pCQ4gEhQZ9ehOP+94zAfvKgNXdfo7bdAKQwNHMWQymWGBijljTtJSaAWQogyVGJxkaULmrj0zBkVcfMw3Lnu/JL2yg8vxnJVySS4fD9q03KxleLvfv6Sv2fdUBVE0zTsYSquOQoCukZDlexRCyHEKetE9lUnS76v8rKzZ7J4TmzKlrtHXtK2+covX+H1riQKhWk7KOUlgXX1ZTjQnSKVdUDzZshVIcP/3h7oSY3aUUvToKG6MhPnxoPMqIUQYgTTtbjIZBppSbs/69BvOrQf7GXfsX7SlkNPKkvQ0HFcVZTF7TiKUFAnFNCpiwQ40pflP7cfHDVZ7CTPJZMZtRBCjGQsxUVOVcOd606aNod60mRtBzSNWDRIbTiA40LGcnFdNSSL27Rc3jzez77j/YQCGge6U4zWZ0RxcieTSaAWQogRlFNcxKrg4iITzXUV3cksjuuSyAwcF1MojvaZuEphGJrXxlLXyNgO+YUHp0QAVoDtQn/W9et/jzZjVq4kkwkhxClruhcXmUiFCXZ9pk1v2qK7P0tzXQRD0zBzQdlxIRr0bnRM2yWYu+mxHbdksM6zXXBctyjTu3BNo3A2HouevOHs5P3KhBBiHOSLi3gdn/Si5e98cZGFs2orsrjIeCs8nnagO8U3nttLf9ahoSpEMKBzqCdNKutwsCdFQ1XQOw+tgaHpzKyN4Cjl1+mGoUetSlF449XgaF3wZ02DeNoevy+0wkigFkKIEQzX8cl0XHpzbRanqrjIZBp8PC2RsXCVYnZ9lEjQ8DK9GzV/ubq730IpiAQMWmIRasIB0lkHTQNbKRxXlZ0EpqOh8IK+Ut6HhtebGgWGHM+aOKtWreLtb387tbW1NDc386EPfYhXXnmlaIxSivvvv5+2tjai0ShXXHEFu3btKhpjmiaf+9znaGpqorq6mhtuuIGDBw8Wjenp6WHFihXEYjFisRgrVqygt7e3aMz+/fu5/vrrqa6upqmpiTvuuINstnjfqb29nWXLlhGNRpk9ezZf+tKXTvrydUKc6vLFRRbOqiVl2nQlTVKmzcJZtSd9L2QYejytNhLAcb1ksMO9GZKmN5utCQeYN7Oa2fVR6qJBFrTUEA0ZVIe8LYNI0GtpaTujB2lvT9sLyJGgjq5r6JpGwNAIGd5/dU1D1zXqIkFm1ISHfa2RqqVNB1M6o96wYQO33347b3/727Ftmy9+8YtcffXVvPTSS1RXVwPwla98hdWrV/P4449z9tln83d/93dcddVVvPLKK9TW1gJw55138tOf/pQ1a9YwY8YM7r77bq677jq2b9+OYXg/IMuXL+fgwYOsW7cOgD/7sz9jxYoV/PSnPwXAcRyuvfZaZs6cycaNGzl+/Dg33XQTSikefvhhABKJBFdddRXvec972LZtG6+++io333wz1dXV3H333ZP97RNCTKJKKi4ymUodT+vLWIBGwADbVRzty1AdqkbTNDS8wJmxXT78ttn8YNsBfyUipGu4BfVA89XGBgsZXgC2bJegoXFWSw1vHOvHdhRZx8UtaHNp6DC3sYrjSZP2g/EhfyeVWKhmrDRVQdPBo0eP0tzczIYNG3j3u9+NUoq2tjbuvPNO/uIv/gLwZs8tLS38/d//PZ/+9KeJx+PMnDmT7373u/zxH/8xAIcPH2bu3Lk89dRTXHPNNezevZvzzjuP559/nksuuQSA559/nssuu4yXX36Zc845h1/84hdcd911HDhwgLa2NgDWrFnDzTffTFdXF3V1dTz22GPce++9HDlyhHDYu3t74IEHePjhhzl48GDJkniDJRIJYrEY8XicurqTf09LCDG9tR+M8+nvvkB1OEAk6E180lmHN7v70XO/81ylOL2xmmhu5py2HFKmzddXXExfxuLRZ/fwcmcfacshbXrL3wqGPXYV0PECuublCPzF+8/l//zXTpKmTTRo+HvW8bRF1nGpDgXQNW1IEB6uWlpPbstiuqyGVNTxrHg8DkBjYyMAb7zxBp2dnVx99dX+mHA4zLJly9i0aRMA27dvx7KsojFtbW0sWrTIH7N582ZisZgfpAEuvfRSYrFY0ZhFixb5QRrgmmuuwTRNtm/f7o9ZtmyZH6TzYw4fPsy+ffvG81shhBAVodTxtEhIJxwwcFwFeMvYdm6q7LgOnYkMQUPn1SN9uce9mTZqIEArBUFDo9SpN9vNZ3IHufcDC3nnWTNZ+eHFnNtaR8ZyiadtEmmbrOMSDug0VoeGVIvb+NrRMTUAqeTl8YpJJlNKcdddd/HOd76TRYsWAdDZ2QlAS0tL0diWlhbefPNNf0woFKKhoWHImPznd3Z20tzcPOQ9m5ubi8YMfp+GhgZCoVDRmDPOOGPI++Sfmzdv3pD3ME0T0zT9PycSp25RBCHE9FPqeJqGxszaMId60tiOi6Z5+8UdvWmO9Xt5PcmMzT3/8TvAO5o1u6GKmojBG8dSudfwXsfQNJyi/ljeDNIwNEKBwVFcef/nKtK2A0BDVcif6RdWi3tw/asciafLKlTTl7Eqenm8YmbUn/3sZ/n973/Pk08+OeS5wd9kpdSoy8yDx5QaPx5j8jsHw13PqlWr/AS2WCzG3LlzR7xuIYQYb29ltjhc7+uacIC2+oif5NUZHwjSeSr3kbJcuvtNMpZT9JzluNhOcZDWgLaGKGe31OC48NiGvWx87Sj3rW3n5c4+GqpCNNWGUYohyWwwEIQPdKdIW+6ohWo2VnAd97yKCNSf+9zn+MlPfsKvf/1r5syZ4z/e2toKDMys87q6uvyZbGtrK9lslp6enhHHHDlyZMj7Hj16tGjM4Pfp6enBsqwRx3R1dQFDZ/159957L/F43P84cODACN8JIYQYX5v2HOOmb23l0999gXt++Ds+/d0XuOlbW8sOQCP1vk6aDrPro3zx2nNHLfN5vN+iM24WPZYvG5rnHbnSCOgauqb7s94H179atITt5m4YAoaGq7wKaKrgYHXY0HGVQtcgO+hGIM90XAIa/HJX55j6Y0+FKQ3USik++9nP8uMf/5j/+Z//GbJ0PG/ePFpbW3n66af9x7LZLBs2bGDp0qUALFmyhGAwWDSmo6ODnTt3+mMuu+wy4vE4W7du9cds2bKFeDxeNGbnzp10dHT4Y9avX084HGbJkiX+mOeee67oyNb69etpa2sbsiSeFw6HqaurK/oQQojJMF5dv0Y7nlYT9rK88zStuIKY//gI76GBt1+t5Rp1KEXY0ElbDvuP9xctYQd0PVc0RcPQvQpomezA+5uOSzRocNqM6iErATBQqKYlFqUrkan4Ou5TmvV922238f3vf5///u//5pxzzvEfj8ViRKNRAP7+7/+eVatW8a1vfYuzzjqLlStX8uyzzxYdz7r11lv52c9+xuOPP05jYyP33HMPx48fLzqe9YEPfIDDhw/z9a9/HfCOZ51++ulFx7MuuugiWlpa+Id/+Ae6u7u5+eab+dCHPuQfz4rH45xzzjm8973v5b777uO1117j5ptv5q/+6q/KPp4lWd9CiMnguoqbvrWV3R2Joq5f4AWqzoTJwlm1fPsT7yj7iFlhZbLC42n/57/a+d7z+4GBqmP5xLFCxijZ3uAF7IChEQ7o1EWCxDMWjqOYUROiPhpE13WUUuw73k/acjE0heNCU02Y2kiQcEDjSF+WhbNq+fS7z8xlizslC9X88dvn8u8b99FcGy75PXBdRVfS5MGPXMiys2eW9T2aCFOaTPbYY48BcMUVVxQ9/q1vfYubb74ZgC984Quk02luu+02enp6uOSSS1i/fr0fpAEeeughAoEAN954I+l0miuvvJLHH3/cD9IATzzxBHfccYefHX7DDTfwyCOP+M8bhsHPf/5zbrvtNi6//HKi0SjLly/nwQcf9MfEYjGefvppbr/9di6++GIaGhq46667uOuuu8b7WyOEEG/JWLp+LZ4TK+s1872vC7muImUW7D2PNPXTvCpj7giDdM1b/u43vaX1vEO9GTrjGWbWRphZG2ZmbYQD3SmyuSHHklmO92fRNGisDvmJYCs/vNhPFIu7iqCusXBWLbcum09tJMh3N79Z8XXcK+oc9alAZtRCiMmw4dWj3PPD303obHHTnmM8+uwe2g/GiWdGr7UdyBU4GSno6Jp3I+GMMO1urYsQDRkc6E5h58YZWm7JXdNorA7x0I0X+Rnbw60EDKw69NFaFx6XVYeJUDHHs4QQQoxsuIBTykR3/dq05xif/+EOuvuzZSdbFQbpfFEThRec3YIz1qPVFz2SyBAJ6jiuIqjDzLoIIUMnoOuEgxpHElke27CXS8+c4WWll1gJgOlTx10CtRBCTANjLYU5kV2/XFex6he7OdpnomleUwzXUaN2w8pXFNPwiprkOcoL1oam+R22RqKAjO162dm5hh+FxrKsP9ryeCWco5ZALYQQU2Ass+PhSmHms7cLS2EWvu4157ey/3j/uM8W2w/FeaUziQYEdT0XoEefVRfOnME7dpSP165ixL3rwUKGxrymKgx96OGlsKETdxXdqWyJzxyq0uu4S6AWQohJNpbZcammGFBchSu/zPv868eHvO6MmhB1UTiezI7bbPHFA73YrkvA0PxrzIfYwlbRQUPz21mWyvYudcJ5UKvpYQUDBpajSpYgPZFl/eGWxyuBBGohhJhEY5kdQ/nZ29/fup9v/ub1Ia/bETepDhvc9p4FzG2sGpfZopaLpK6rsJUqCsCFQdZ1FcFcJHVcRX1V0NvTHiUzvJxIfVpDlK6+LC21GqatvBsHXScc0N7Ssn4lqojKZEIIcSoYPDsupxJWqaYYhcK5gPzk1v3Dvm6/6fDLXZ28a0ETi+fETjhI50uRuih0vH3mkfPIvKjruIpI0KA6HBi1glk5q98asOycZgwdXu1Ksu94Pwd70uw73s+rXUkMnYpIAhsvMqMWQohxNNLe84mcbS4nexugK2GO65npwYqX692iPtLDT4IVlg0BQ2dmbZis7ZQcNVa6rg1KIPOW1/PVyk42EqiFEGKcjLb3XM7seHASVGH29nDLvK11EY4kzDG97li/rsLlesdVHO/P+rPf4SbBTi7Du6E6SE04wDFrfAI1SvH0S504ruLslhpMq+B7UuJ41nQnS99CCDEOyqmrXTg7LqVUElT+rO9Iy7x/8o7Txvy65Sq1XO81vNAIFgTBwnCo52p914S9FYCuhElHPF3UPWustNzr6njfk4M9XgtLXdOJhgxqI0GiIQNd04lFA+zuSPDdzW9WXG/pEyGBWggh3qJy954XttaWbBkJA2eb5zfXjJIEpXKfO/D5Z8yoGofXLa3Ucn2+KYaua4QCGoYGQUP3A0r+CFY66xDQvf99LJmlJ2WN+f299/Pqf3uNOzSChj7sykTStOmMZ+juz7L6mVfH3C2sEkmgFkKIt6jcvefdnX3DtozsTJglzzbnbwLyy7xnzKhhbmMVZ8yo8Xs2f/251/n0u88c0+uWq3C5XilFOutg5ZaZbcf1Z9K26w45buUosHIP6sCM6uCY3x8gv1AQDQVorotQFTL8rPZCSdPmUI83c9c1mFEdqrje0idCArUQQrxF5ew9W7k94tFaRg4+21x4E1BqmTd/ExCLhsb0uoPlM7o3vHq0aLk4v1zfm86y73g/b3b3c6gnTdZxcRVYtsoVKxn5e+QCtuP1iB6rxuogpzdWc1pjhH7TpqU2zOz6KN39WX8FQSnF0b4MjvKCdyQYoCpsVFxv6RMhyWRCCPEWjbWu9lgqYY0lAW3Z2TNPqMJWvrnGy519WLYiGNA4t7WW265YwKVnzmBGTYhdhxNo2sCytwKs3BnqcmNvOY07SgnqOinL5s1uE1fBwd4MAV2jP2uzvztNc10Y11VkLK94uKF7WeZa7srGK/N9qkigFkKIMg139OpE6mqXUwnLdRXdySyO65LIWMSiwSFL66bjgII3jvX71zSWQFTYXMPf3s7Clje6ea1rB1/9yIUDgweVH8sneDVUhTjeP3pGuTGohGi5ejMWVm423loXoT4aJOu42K6LaTv09Ju5M92KaNCguW5o/e+3mvk+lSRQCyFEGUY7ejXeXZgK36/PtOlNW3T3Z4uCUF/G4lBvGg2NR371GqGAPmKjjsEGN9cI6Lp/Jtp2XY72mfzlj9tJmTYzakKksw6m7aJc78xyNBQgFg0ST5cZ/HKNN+wxLD/rGrTFvGXu2Q0RdM1bWYjoBnMbquhMZJjTUMUHL2rj0V/vJVYVIBocGtoqpbf0iZA9aiGEGEU5R6/Guvc8lvdrq4+iaxqprMPBnhSJXNDe353CcRUza0O01EXGnDg1uLmGrmlomoae+3AVHOxJ052y6E5mUcDM2jBzGqKc3ljNGU1V1EeDlL347Y6t8QZAOKCTztrMrA37QTrPW9IO0ZXI8AenNXDurFp6U/a4Z75PNZlRCyHECMbSFGM8ujCVer9I0EBv1OhKZEhbDofjaf+o0uz6KLWRoH9NLbUah3ozrHxqN1/+8GIWzx6+ZGhhc43CJXVHKSynONg5CvpNB9NymdtYRTTk7cVnHIdIUCeTBXuUGKzpAxncY5G2XBqrR96j701b06K39ImQGbUQQoxgLGU/YWDvednZM0+ornbh+4F3FrkvY2FoGmc0VTG7PkpVKEBVyOD0xio/SIN3POnN7hRJ0+aljgSf+vbIZ4jzzTUKN40VCmuEaGq7is54GpU7z92bsji3tY45jdFRv7bCFe/Rviv5/W/LUWiosoq5jOeqRiWRGbUQQoxgtKzrkK5xzHLY8GoXwFvuTJV/v6zt0hFPe3vCuTrW4YDOjOowAEpphAMDGeb5M8SO8lo/KsdrMzlcVy7XVdREAt6esaPQNBdd072WlKPMjNOWN0vNWC41YYPPLDuTv1/3MhrpYRPFQgGdxqogXX3mqAllQUPD0L0Wma6rmFkXobvfKitRr9J7S58ICdRCCDGCkY5eJU2bjt40Wdvlaxv28vimff6xphOdvTVWhXCVy+G41w4yoGv+cai05XI4nqYqGCAYGLimgTPEXr9pBeg6VIUCNAaLl+d1XSs6juUohQuYtiKouyX3kPMhrvCZeNriorn13LpsPrWRIId7M+gaOMNEYMdxiQTKW8TNv5/rKnRd40MXtfHDFw6WvaRdyb2lT4QEaiGEGMFwR6+Sps2B7n5s1wssacslY7n+saaHbrzohIL1wtZaHOUVBwkFvKQu8N4joCuytkILwTktNbxypJ/WOp2M5WLaLoFckW3H8dpKRkI6GsXL830Za+hxrByrRDZ2YUMqrWAmfNW5LTx444W4ruLvf/kyPSnv9SIBHQX+KoBSiqyjcBQcTQ59z1KyjkLLHceqiwR511nNXDS3wc+Cj7veDcnCWbVlZ7gPNlKXs0ojgVoIIUaQb4pRmKQU0jUO9aSxc9umhqER0LSiY02rfrGb/779nWP+5b+7sw9Dyy/9ArrKBTwvEcvQvec+sLiNQ72v05kwCRqat2SNwnFB17Sigh/5hKtj/Sar17/iH8fSNQ0DDV1T/tdS2LJySNfIgicXz43xbxtf51+e3Us8Zfmfk7Fdv3GGhpcIFTS8Zex3nd3EMy914bje1zTSKS2F93xbfcQPouO1pD3aUbtKI8lkQogpMVzJyko0OEnpUDztJzcFDY2grvvHmoK5s8ivdCZpPxQf83t1p7Lomsbshqjfqcp2FK7yZsmzG6Lousbcxir/mizHW7IuHFNY8COfcNWdzPJKZxIA1/Vm7ZbrBXeNXAKXPhAYlP//vP/mZ8OGrrH9zR4e+MXLxFPWkLKgLl7SmeUoTMe7fkPXmNNQhVKKgKERCuiEA3rJpDJDA0PP95ceUCpRb6w/R+Uctas0MqMWQky66TajgeIkpR+8sJ8ntuwnaOTPGyt/qVfTvBm27bi8eKCXC+fWj+l98nviIUPnjKYqMlnX77UcCXnL3EHdpbEqxOI5MS49cwbth+Lct7adQ71pZtdHis4bFyZc9aUtLNf1A65GLhgWLGm7ClpjETrjGfweXSVi389+3wFAUAdd13Hs4TPFFRDUNWbHvJsMVykMVdwiUw0aXxU0qIsGOZ7MDlv2c6w/R2M5aldJy+AyoxZCTKrpOKPJy8/ozppZi4b3iz9ru96H4/r/Oz+r005gkSC/J96TskBR1IRDuYpjfSaN1SFvBp1Ltrpwbj1f/F8LqY8GOZLIDumeVR3Sueb8Vl47mhwI0vkpNN5/87NXpeCq81porgt72dda8eq3oWvURwfmeLYLdhmHo7OO4oK5MeoiAXRNy83k1cDNQP57nKtEdsaMahqiIb+ZyWAn8nM01qN2lUICtRBi0pTbt7mSl8EBLjqtHkPXcvWlvcf8TGXlBS9D17jotPoxv3Z+T3xwy8rj/Sav5sqJHuhJc+v3thedkR7uDPGsWJi6aJBHf72Hn/zusP8+Q5K6Cv584Zx6HrrxIi6ZN4OG6hBGLvO8OmRwWmMVgYKjaorhM70LOa5i37EU57XFiAYDQzLAdc37qAoFqK/2apoPV/bzRH+OxtLlrJLI0rcQYtKMZUZTycdrzp9VRzigYznOwIOD1m/DAZ3zZ51Yucp80M0foUplHb/Hcmtd1G9KMfiM9OAzxAe6U3zjN6/Tb9o0VIUIGBp9BR2sSmVgG7pGY03If63/3nGYv/3ZLqrDAb8pyEgFUYajgE17jnLN+a3sP95P0nRoqApyNJnFsr2uVwFjoOvVcM1MYPSfo1g0wO6OBN/d/CZ/cHqDn3Q21i5nlUICtRBi0oylZeNkG8txnd2dfV4Nasv1l28Lg7Sha4QDOrs7+97iDYf3/lnbRQHhgEEooHuzx2H2VfPL866ruOlbW+kv2I9VCr+QSCm6BvXRAE25oip6Lmgbuk5dZKBzV300yOHe9Kg9qAf7WXsnG147Rmtd2N9/jgQNbNc7ijWzNkxV0CBtOSOW/Rzp5yhp2n6p1dXPvEp1yPD3rS89c8aYu5xVAgnUQohJU6kzmrEmJXmZ2Tpz6qMc6zcxLRelFJqmEQ7qNFWHSVnOCd9w5Pdfk6ZNNGjQS5aArpGxXQ71pP2s7pFWIUrNOiMh3T8qVYoC2uqjRYFquL+zgK4PW9ZzONlckZJ42qKhOsQd7z2LuY1VHOhOsW5nJ68fTdKVNEc9Iz3cNfnV2VwXXYMZuWX7wpWH6VgPXAK1EGLSnEjf5olWGBQbqkKEDL3ksjIMzLr3He1H4QX0eTOqyVgFmdlBnYztEnTcE7rhGLz/mjRtwDs7bSivKMnRvgzVoWrvxmCYVYiSs87RZsCDnndd78hXY3WIgz25jHLdyzxXKIwRKpGVkm8kYrsux/pMfrBtv3/WfPk7Tit7RaPUz9FAdTbv5iESDFAVNtDQilYevv2Jd7Dyw4vHtXjKRJNALYSYNKWKh0zljGYsx3Wef/140ay7L2MTT1sF3au8md1bveEYPBMO6Lpf8ETXNAI6mLZXBS0aMoZdhSicdYY1L7j2Z22yIxyj0nWNw71pv4LZ4D3y5BGL5roIQV33l71Dhnceus+0h33dPEMfOGtuOS4vd/bx7U37uPiMRs5vqxt1m6BweyK/153/OXJdRcby9roNXS8q+DJ45WG61QOXQC2EmFT5RKlKmNGUm9z2/a37+eZvXi+adYcCOh3xNPu7U7TGIjREQ+NywzF4JhwJ6YQDBhnLQTNyOWvKq4CmlD7sTUF+1vm7A3Ec1zs+5rhq2H1l73UViYzNb147yrc37+N40sxVPAOU18ayM56hKhQApQgFDFpjYXRNo+9oeYEavIIorvJKnX716VepiwRGPUdfantiRk2IuigcT2bpzzq4ShENGjTXRYoKvsDQ/IfpVA9cArUQYtJVyoymnOS2Xsflya37h8y6G6u9Geuh3jTH+rJkbZeQob/lG47B+68aXjnQQz3pXJcrL6jarqIzYQ57U6DrGu8+q4nNe4/juF5HrZHk63PjKr6/5U26EmbJlXJXQTSo01Zfw5F4hq6EiTnCLL3oPRS4KKxcchwMdMp66XCiZJcvGH57oiNuUh02uO09C7Bdxb/8zx5iVQGiwaGhrVIzusshgVoIMSUqYUZTTnIbQFfCLDnrro0EOX2GRjxlc/t7F7DktIaybzgGZ5kvbK1ld2cfx5MmzXURDnSnmBXzbgxqwgFmN0T9bGZD13Acd8SbAtdVPPfasVx2ukOZsRSl4HBvZsTt7KPJLH2m7S01A2U2xUIphZ3Pks+Jpy36MnbuuJsaUhmsnO2JX+7q5Fs3vZ1f7T7C7o4+InVGReQ/jBcJ1EKIU1Y5yW2tdRGOJMwRZt0GaDbzmqrLvvHw2kzu5ZXOPi9zOld+NL+H6ypFf9Zmf3ea5rowYUPH0DWiIYNoyOC95zRz2fwmrr9gFoFBUTJ/A/DbN3v4/YHe3PlrDUPPLTePcqZqcKWwweU98/JB2nvPsr5sr6Xm4IQ1hVfPPOtg6C4vHY4XZbCPvj0R4OWOPr63db+3b92dqoj8h/EkgVoIccoqJ7ntT95xGo/+es+4HSnbtOdYQZtJhet6e7bglYpsyp0lthyHrOPQ02+i6zquq3CUl2n961eOsnHPMX784sGiGXXhPm5/1iGeK24S1L3jVLbj4JS+rGGVk9RdKk5rQMDQsArSwgef5ioMmQrvJqI3bXOs3/QfL/fM9EPrX6U6bHj71pEAx5PZaZHRXQ4J1EKIk8pY+wyPltx26Zkz+OWuznE5Uua6ilW/2O21mcSbQbsFTZ5doKvP9JtyhAyduY3VXH1eM999fj9Z26GxOlzyCBlQtI+L5i0rg9clS8tP28sKvW9dPvCONib/7cx/GxxX0Z0cOGpW3plpL7HM0DVv3zqkc9t7FjC3sariM7rLIYFaCHHSONGuXKMlt+Vn3R3xDNGQgaFpOEqRzjrUhA2uOb+V3+w5VrTXXOp12g/FefVIEg0IBnQvuapUHU+8vs4aijeOJvnP7RbprM3s+ii6nssGL9ijffTZPYBG0rRpqQ1j2gqnYCab75M92bFqcJzOHzMrlO86VrjGnshY/vMlz0yjONpn4rhef85IUKcq5O1LF+5bf/sT75jWATpPArUQ4qQwlsIlpYyU3LZ0QRMfu+Q0/uXZvXT0pnHxlqkjIYO6aIBHf70HK9czOr88rWv6kBuFHft7sRyXgK6hoXmBZrjrASwX4hmbeMbG0GDf8X6a6wZ6TeePkL3c2YeGV7Z03/F+TNsdsm/squKl5qkwzD1JUZtNr1XoQCLZrsMJls6fwZ6uJB3xDA3VodyZaW9Z39B0ZtYOJJlNp5rx5ZJALYSY9ia6z/CmPcd4Yst+ArpGW30UTYN01uF4f5Y3j6eYFYtSFdZzS7GKgKHRFosSCuhFNwp+C+bB/x389Sg1ZD/XUdCfdTnQnWJuY5UfrMOGly1tOw49qZGzu8dSRWwqaIChadSGA2x87Shff+51f3UkfxPU02/6XcvKPTM93UmbSyHEtDeRfYYH3wTUV4WoiwRJW45/pjmetjie9BKgQgENV8HxfpNwQC9qu3jhnBgBXcdxFEqpYbeLRyqhbbuKjnja+3y8ZLaADhl79CNY1aHK+5WvA7nVfP/bsfKpl/jUd17g9wd7/V7TjdUhArpGKGDwoYvaaKwOMSs2NEjD9D4zXUrl/a0JIcQYTWSf4VI3ARnLxbS92t6GrpHO2qSy+cCtEdA1v8xn4Y2Crmmc01qDAqzc/mo5Bt17YFou6azjJ7PNqY8WLXV7y8dDP88u9zD1JHIZuDExNGirj5DOupiWS8q06c96H0pBS10Yy1HsPdrPua219KZt/4YlL/89md9cMy3PTJcigVoIURFcV9F+MM6GV4/SfjCOO4YeioWZwaW8lRlWqZsAr3ynd822q3CUtxRrOYqs4+K6yi/zCQM3Cr1pi3s/sJCZtV7ZzXK+Rg0IGvqQo0zxjOVXJrvotIahZ50K/5t7ncWn1Y/5659oOt61VYd0TptRTcgwsFw317wDOnozHOxJ82Z3P28eTxMO6Lx+NMn7F82iJmzQmTBJWw6uq0hbTslqbW/lZ6sSyB61EGLKnWi2dt5EduUqdTwooOsoVMml5nwBDyN3dhmKbxQWz4nx0I0X8S+/fo2dh+IkMo4fTw09V2ZzUBzR8bLEbcf1n8vaLhfOrefWZfN5LZdJbuje7LSwP7a37+vtTydSo9fjnmzBgE59NEhTbQhd0+nLWLiuVxwlT9e99hoZy8G0HKrCAeY2VpVVM/6t/mxVAgnUQogp9VaztWHiunIN1+YxHNCKZqv5ly0MsN6M28V1tWFuFDQcpRVtUw+3N63wkqw0QyNrK3Qd/vSd8/jsFQsA2LqvG00Du8RqusJrpgHwaldyTF//RCk8zZ21Xbr7syRNi1hVCJUr7FI0TuWCtQGW7ZKxHOqjQS6cWz/isbrx+NmqBBKohRBTZjyztce7K9fgKl9J0+bVriQza8NEAsUVyozccavCpXdXwZvdKXRdo7E65N8oFFYmK7UEG9A1nIJ62F6fDIXrKiw3H8A0frjtAP+94xBH4hnSlltqtXuIkAHZgtJk+e/oZC0EG7nz0vlvU9Dw+ki7KPqziv5spuist8pdozboQoc95lVgok8CTCYJ1EKIKTOWbO1yzsOOV1euwTOxhqoQvWmLrr4MRxJeNrcCIgENTdO8feoSQXfwI0WVyTRvlugMOjPluIpgQC/qG11YhlPH69yVMm0Ox8e2lK1rOqEA/muXine6NnTpfby4aiDI6sDM2jBH+0zsgq9v8HsrcisTmobt5LYUDI0XD/TSl7GKjnAVLmvXRoLj+rM1lSRQCyGmTDnZ2mM9D1tuV67hSo0ONxNrrA5RXxXgUG+GxqoQiYxFfVWQSNAgnXU41JsGG4IBze/7PKsuQqwqwJFElsc27CUaMnilM1eZTNdzgXJQ1jJArmhKyXPPGnT3Z7FPIJp6e+c6AV0r+fl6Lmt9vOfYeq7hSMjwOnkFdB1dh6N9ZtFNyHC8/h/eONf19qofevpVTNshZOi01EWGLGv/8dtPG/efrakigVoIMWXKaTM5Wrb2WGt7w8gJRiPNxHRNp6kmTH/GYk5DFQd70rTWGbkqY16hE9RAz+b6qmDR7O0XOzuxXZeA4c3Eh8s+th1V1OiiMHS6hZliY6Ry3bMGz/4DuveKOhq10QDxlF2UzFWOSEAjYw//OR+/9HRmVIf42oa9mLbr7bWXudBROMt3gYihkbW9I1z5zPtIUBvS+jKgM27NVKaSBGohxJR5q9naJ5LRO1qCUVkzMQXXnN/KD7btpyOeQdPwipgYXjesgF5c1jKkaxyzHPYeSaIUKFeBgV8wBYpDbz5IG7kANWQJ/QQnvK7yCq0MbmOpaRpGLhnNtF0iQZ101inZFWs4IwVpgBf2dfOlDy7in3+1x1/uH+VTfIPvGVw0XMchaGg4Co72ZagOVaNpmn9j1JXI0BKL5m6mxvckwGSb0nPUzz33HNdffz1tbW1omsZ//dd/FT2vlOL++++nra2NaDTKFVdcwa5du4rGmKbJ5z73OZqamqiuruaGG27g4MGDRWN6enpYsWIFsViMWCzGihUr6O3tLRqzf/9+rr/+eqqrq2lqauKOO+4gmy1eEmlvb2fZsmVEo1Fmz57Nl770pSGH7YUQ5ctna5d7HrZQPuDu7kj41auqwwE/4G7ac2zI5wxe1o4EDXRdIxI0/ApihTMxlWu80Zex/AIj+ZnYO3P1vx2lvMQwwHa8wNdYHfIrZiVNmzeOp+hLW2x9sztX7MQ7Y50vSjLcbxFn+OJlJ6RkUwy8PXDT9oJ4xvJqkb+V0iiGDiFDJxzwMuQ14JXOJHu6krnksdKtMYfj1wHH2592cufUdb24uExe/tz6Nee3nNDPVqWZ0kDd39/PhRdeyCOPPFLy+a985SusXr2aRx55hG3bttHa2spVV11FX1+fP+bOO+9k7dq1rFmzho0bN5JMJrnuuutwnIHUxuXLl7Njxw7WrVvHunXr2LFjBytWrPCfdxyHa6+9lv7+fjZu3MiaNWv40Y9+xN133+2PSSQSXHXVVbS1tbFt2zYefvhhHnzwQVavXj0B3xkhTh35bO2Fs2pJmTZdSZOUabNwVu2wx2fKCbiPbdg7ZGm5nOS1/EzsSMLkjWP9vNnd7xfceONYP10Jk/nNNcTT2aL63+GA5v1Cze0hJ00714oxRcZyCAUM5ubGgRccy6kUNt5hZKTA7+aWxvN9rE+U4w50BdPQMAwN23XZcaBnyJL+WGia1w4z/8kq12iksLgMUHAzNXPMP1uVaEqXvj/wgQ/wgQ98oORzSin+8R//kS9+8Yv84R/+IQDf/va3aWlp4fvf/z6f/vSnicfj/Nu//Rvf/e53ed/73gfA9773PebOncszzzzDNddcw+7du1m3bh3PP/88l1xyCQDf+MY3uOyyy3jllVc455xzWL9+PS+99BIHDhygra0NgK9+9avcfPPNfPnLX6auro4nnniCTCbD448/TjgcZtGiRbz66qusXr2au+66a8g/eiFE+caarV0YcMFrkGG7XknPSG5vuFRGb7nJa+e21rDzUNzfdzZ0L4ilsg6G7vKuBTP4+nOvFyWcBQ2vKYftuNi4HO716nFnHe+YWGssgmHotNVX8eaxfm8GXsZ0ebxm1BqMWgt8PNm5vWNdGzhnns66oBSBwsIsY1BYTCZkGFiOi657ATxfXGbwsraua+NyEmAqVWwJ0TfeeIPOzk6uvvpq/7FwOMyyZcvYtGkTANu3b8eyrKIxbW1tLFq0yB+zefNmYrGYH6QBLr30UmKxWNGYRYsW+UEa4JprrsE0TbZv3+6PWbZsGeFwuGjM4cOH2bdv37Bfh2maJBKJog8hxFD5bO1lZ89k8ZzYiL9I8wE3a7vsO1486913vB/LdkvW9i631OjLnUmqwwZVIS8JKT+8KmRQHTZ4aueRITPzmnCAxmrvxsHF2+vNOspfCjc0jb6MhWk7Q2pwTxRd80pzxiIBzmqp5ZrzmifnjQu4yrtBMDSNxX5m/dA65CMZPFa5EIsGQCksWxHQdUKGNuyy9lh+tipRxSaTdXZ2AtDS0lL0eEtLC2+++aY/JhQK0dDQMGRM/vM7Oztpbh76w9nc3Fw0ZvD7NDQ0EAqFisacccYZQ94n/9y8efNKfh2rVq3ib/7mb0b9ekVlOpGMYjHxGqtCuMrlcDyLq7wiIfm93rTlcjiepi4SGJLRW07y2pyGKEfiaZprI4SDOpmsOzBbD+lkLJf9x/tR4M/owduLPpY0h+y9KuBIn8mx/iwa+MVMgroXwCYyy6UtFqW+Okg669DdbzK7Pjz6J02QcFDnbac1EA0aJBx7xC988FluQ9eKz1oDXQkTNG/Puiqkc7Q/+5YK3FSyig3UeYOXlJVSoy4zDx5Tavx4jMknko10Pffeey933XWX/+dEIsHcuXNHvH5RGaZrjeBT4eZiYWstjvKOMYUCGnru36AGBHRF1vYaZSxsrS36vHJKjV5zfiv/vvENQoaOhkY0ZAADx3vCho6LN0PMH/1Ryms9OdLZZsdV/jEo8BLKJvpvxXIckhmNroRXvWzja8cn+B1L04FwwEBpA3W7h/tO6blM+KCu+ZXYBheFgVwymoJYOMDnrzqHuY1Vw/68T/d/ExUbqFtbWwFvtjpr1iz/8a6uLn8m29raSjabpaenp2hW3dXVxdKlS/0xR44cGfL6R48eLXqdLVu2FD3f09ODZVlFY/Kz68L3gaGz/kLhcLhouVxMD9O1RvB0vbkYq92dfRiahqFr3rK0rvyMZsf1ZmCGprG7s29I8ZN88tqjz+7h5c4+//t0bmstt12xgNpIkO9u3kfWcQlr3gy6cP/bdFyiAb3o6E866xRlHQ9nsrtMHunLAgPL/2M9Gz1e9FyBld8djHs1y0tknw/muMovHzrScbTelMUPtu3nv29/57CnA6b7v4mK3aOeN28era2tPP300/5j2WyWDRs2+EF4yZIlBIPBojEdHR3s3LnTH3PZZZcRj8fZunWrP2bLli3E4/GiMTt37qSjo8Mfs379esLhMEuWLPHHPPfcc0VHttavX09bW9uQJXExvZ1oRvFUO5HjStNVdyqLrmnMbogSCRq4SnlFQpQiEjSY3RBF17VRqk5puSpc+Wpc3v/OL48fSZi8fjTJvuNJ9nen2Hc8yetHk3QlTBa01HLP1Wf7R39605Vf3QomfgZf6v2COv4xN+V6f0/6CKuQ+XPjLl6QNkaZ+Spgd0cf7YfiQ547Wf5NTGmgTiaT7Nixgx07dgBeAtmOHTvYv38/mqZx5513snLlStauXcvOnTu5+eabqaqqYvny5QDEYjE++clPcvfdd/OrX/2KF198kY9//OMsXrzYzwJfuHAh73//+7nlllt4/vnnef7557nlllu47rrrOOeccwC4+uqrOe+881ixYgUvvvgiv/rVr7jnnnu45ZZbqKvzDsMvX76ccDjMzTffzM6dO1m7di0rV66UjO+T0FjqT1eK6XhzMR79p0OGzhlNVZzeWM2chiinN1ZzRlMVQUMfturUwC/vuJchHg0SCers7khw39p2nn/9OO8+q4mkaZGyXGx3ICEqZbkkTYt3n9XEO8/yjv6c21pDv+mUuMrRTfbfRhnVOsdV/sy4q7ygWxMJkLa88+ghw2vKEdC13N+lt+wd0DVmxSJeprgqvewNxTcdtqvYvr+n6Pnp+G9iOFO69P3CCy/wnve8x/9zfi/3pptu4vHHH+cLX/gC6XSa2267jZ6eHi655BLWr19Pbe3AvtNDDz1EIBDgxhtvJJ1Oc+WVV/L4449jGAN7Sk888QR33HGHnx1+ww03FJ3dNgyDn//859x2221cfvnlRKNRli9fzoMPPuiPicViPP3009x+++1cfPHFNDQ0cNdddxXtP4uTw0TUn55o493cYqKd6HJkfq/xeNKkuS7Cge4UrXXFW0vKHb7qVP6Xd3d/FttxiactXOUFiJChYzmKR5/dQ2/KGvH6f/K7w3zynWfm/qSNOus71eW7YPVnbH/Z23bxq6T5HbIUaLqXMd9YFaInlR3x5qJwCf1Ib6bouen2b2IkUxqor7jiihEre2maxv3338/9998/7JhIJMLDDz/Mww8/POyYxsZGvve97414Laeddho/+9nPRhyzePFinnvuuRHHiOlvPOpPT7apvLkYa6LOcPv/Lx1OcPd//I7/fdnpvHPBzCGvMzi4u0qRyFj0pq2i2ZWmUdRWstCuwwleOhynP2sX9X52cwUzDMfl9wd7SVsuGuSKk2heYQ3N6+Jku97r/P//83ds29dNKusQDuj0Z8ubVY9/y4vpwbRdXKW8SmJQ9E1QDATckKaRNh0s18u2MyhvJaC1PlL05+l4wz2cik0mE2KqvNX601Nhqm4uxjozHq4zlW0pMpZDTyrL6qdf5bub32R+cw2ffveZxKIhNu45ync2v0kmaxEKBHLHnFy/81I+U9h7uaE3CfmbiV+/2kVPyho2OclxIZnxalx72eS5X/IaWI7rJ4MpBT/67SE0oLkuPKba26dikAbv645nLCzHK4KSD8z5GTV4f3+Oq7BxUQqChtdhzCmRhVfYmyRoaPzBacXHdKfjDfdwJFALMUg5R3gqrUbwVNxcnEhmfKnlSK/MZhpHKQxdQ+X++7sDcT71nReoDgVIZCxsJ99Monjm6s18DVrqwgR0nXBQ89tKXnrmDJ5//bh/M9Fn2kVBtXBFNB848iFBuQqlq1wtbLdkMFbAkYRJdWhoIBBDdcXTfiOSUFD3GpTkVis0DSzbm0VraLllcTXqjY0OnNtay+LZxcvX0/GGezgVm/UtxFQ6kfrTU+mtNLc4ESeaqDN4OVIpxdG+DI7yymx6e73eLChj2ZiWS9K0C4L0UAowba/HcTRkoGsDJUS/v3V/Udbv4ICaDxSlduCsXCcpb8l25O9H2jqxZLJTzbY3ewgaulfONL8akotC+WzwkKETzP18mLZ3Jn44GhCrCnLvBxYO+dme7H8TE0lm1EIMY6z1p6da/uYiP3uMu2rCKjWdaKLO4OXIjOUFQq+ymJZr5KBIpG0c5S1p2o476qzKVZC17VxxEm//sddxeXLrfpKmTUttOPdLf2wHmctdps4npE2DBOIhakI6tguZSTjkve94CqUgYOiAwnFd/3sXDhjUV4W8PtO2Q3qU76UOGIZGKDD8fHMy/01MJAnUQowgXyN4upism4uREnWUUriuoj/rsH1/T9H7D16OtF3XX/pUKBxXETSMXIERrzDGSNW+CsXTDqGA4xclAa/MZDig82Z3ypsZT2Asmq4db/uz3jclfxyKCbzhCAd0XOXV5NYYyC3I//++jM3i2XVsf7NnxJskDZg3s5pIUC/a5ij1cz7dbrhLkUAtxElmMm4uhkvUSZo2R/syZCwvw/df/mcPv9p9xJ+9FO7/d8Qz/p60nesvbOg6ddEAx5PZsqpXFeozLVKWTcjQMXSd0xqjHOhOE8/NzgO6hm4onLfWwXFY0zRO+9ed/15P5H5oNBggYOjeWWq8bO6g7t2k9ec6k0VDxqiz+/w1F25zjHTMarrdcA8me9RCiDHLz4x7UpZ/xDKfFJYvaBENGsSqhlaBWrqgiY9dchq263K0z/RqdueKYjRWh6gNB72jUP4Mu7xfU/kJUn/Wod+0mBWL0J/19reDer4e+PSZRU2ViVy+tx2H+KAqbpY7UFrVcRX/83JXWa8VT3tn3cOGXrJT2slEArUQYljDVQ8bnKiTytp0JTI4rtcOytB1musiRIOBIcllm/Yc45sb36DftCkMnQro6suQSHvlQbO2V+vZr1I12rWqgfrQLvDrV45iuwqXgRrX03V5+mQRNx3Sg2qiD/67LfdGIT9uOh2zOlGy9C2EKGm0M9KFiTq7OxKkLQddg0gwwMzaMDVh79dLYXJZ+6E4q36xm66EWXKp2FXQlcyia7lqYQEvEzyga2TLqHqR/+VtaOAq5RcXsRwFykWbRvuSJyNNDd0iONEZfFXImHbHrE6UzKiFEEOU28xg6YImvv2Jd/C595xFbSTIabla2/kgnZdfnty+v4fdHX2j7ufOrA1TGwngKDjaZ2LnZsojKfyFn08a03WNfFKw7SrsyW5fJYqN431SJKBPu2NWJ0oCtRCiyFjPSOu6xh+c3kB1yMDQBzpSFcovT3b2jNyzOU8D5jZUUR0yqI0EiAR0ZlSHqArqXpvEUT4/X5IymDuXnZ+ZN1QHx/z9EOOozNnzaDFXA/pHqGvwVhq+VCJZ+hZiGhlrXe0TcSJnpMutAqXKvFQ7d7wrlXXoTlkoBSnLSxbKF0YZbSlc4XVriqcsrwOTpg3biUlMjnLXM0aLqwFd455rzuXDb5s95Of/ZOg/PZgEaiGmicn6BXQizQzKLbv6ypG+sq4ha7vsP95fshmD5XqNHcrRk7IIGho4XqJZMjtBZ7PEpLJcVfJn6UTK2k4HsvQtxDRQ7p7xWAy3PFh4RrqU4bJsyym7etHc+rK2KRMZe8SOSeUWQUEpTMvFcpW3X13mUS9ROQaarRRbs3U/N31rq/+zfzL1nx5MZtRCVLjhOk5FdIPWOi+hZqTKTKWMNDu/9MwZJ9zMYLQqULqmETA0v+vVRCt8G01TxKIhMpY5Ke8t3rp8M7RSx+qiIaNoplwbCZ40/acHk9tLMSYnmqRxsiV3TKax7BmXY7TZ+fOvH5+wZga9aYuqUABjChJ0LQeO9Z28RTGmq4DmlRYNB7wkwbChYeR+zgv7VA8WHTRTPtZvjrplM10Lo8iMWpTtRPdIT8bkjsl0InvGwyl3dv7tT7yDlR9ezKPP7uHlzj7/7+3c1lpuu2LBsH9vw/1d5/tK7zvaT9DQqI8G6U1bIy5vTwy5Qaw0Knfm3XIUhgbLzmlmy+vH6cvYXqAu8Tm6NtB9K3+j2ttvnTT9pweTQC3KcqJJGidrcsdkGq6udt5YfgGNNDsHiAR1dh2K8987DjOzNoTXGdgrG6IV1REbari/68K+0rqmEU9bWI5C17zCJJKIfWpzXK/Wt6FBJGiw5fVuUpYDmncTmi3RC1wpONKXoTftba+kLIeDPSma6yIc6E4xKxaZ1v2nB5OlbzGqE03SOJmTOyZTqbraeflfQPOba8r6BVQ4O1dKkc469GUsjvebvHEsyZF4hp60xV//ZCef+s4LtB/qpb4qyJz6KPVVQV7uHJq85rqK3x3oZeVTu+lNZWmpDft/17aryFg2mVxf6WjQa28I3hGcyf6bl5uCyvP2MxqoiXg3cabt0p+1cXO1303bJRYJDjlXHTC82u2prMOBnjSJtMW//783ONCdoj9rs787Pa37Tw8mM2oxqhPtPXyinyeKlXv0qZxfQPnZeW86Szxt+a0f87Wwdc0r85i2HCxH4TgKu1oRCWpEdIOWWo1DvRlWPrWbL394MX0Zi69t2MvOQwniaQtdg33H+2mui1IdMjjal/Gripm2y8HedHEFMQmcpzQd6OozSZo2mgYBXffLvipH4SpIZCz/50QDggGv6I3jqqLHZ9VFsFyF7Xr9rHv6TXRdn5b9pweTQC1GdaJ7pOO5t3qqK6yrvbcrSdxVJ/QL6Py2OmbUhNh1OIGmgaFruAWz9PwvPtfxgqujFEf7TKrDBv2m47ewfKkjwf/+t62kLNv7/Nzs2FFef+MD3Smaa8PerKYw83rQ9eTvLd5qwNYnsIeymDiaBod6Ul4A1gdOGGhAyNAxbdevMOfk/oI1wFVu0ckBTfMK4ERDBnMbquhMZJjTUMWfv+8smqrD067/9GASqMWoTnSPdDz3VsXoR5/GTHl7fcPFt3zGbdqy6U5mOZbMYrsuug7KhaQ5kAw2OIvbdhVH+zIMOYqdny7luLl+xG81yEpXrOnHOx/tBeBgQBuy6ma7yk8mK9wesxzX/zHSgKCh4ypvJg1GbrUuRFciQ1N1+KRYrZM9ajGqE90jHc+9VeHRdY3Fc2IsO3smi+fExhykdx1OcDyZZVYsSjQUKCs/wHHheL/p/SJUYDsDs2d/TMkKYqVfq5xxYyVxevpRFNT0HvQXaDnusEVtXOUdzTI0r4a7puEvm+dN56NYpUigFqMa3Ht4tCSN/Jnp3+w5xjXnt1Id0sf9PK44MfntiPpokDOaqmiqCfvPFU5oBv+NWLa3Hyi9p8R4yjoKLXfUylXeT5frDh+k8/qzDl6uuFcaNhwwiIQGwtnJtlonS98noYlo3FDuHmmpc7QzakLUReF4MnvCe6tv1WQ0s6gUI32tg7cjoiFj8Go0GmAYXgOL/OPuoOe1EnvCw0yOip8fpsqUOIXlbgBNWxHQnLJuBvM/Qlnb+30yszbsd22b7kexSpFAfZKZyOIio+2RDneOtiPuJSPd9p4FzG2smvRAeSoVXBntax3c5Sqg6+i5RJ18ANU0b6nN1bQhWxb5IK6G29weFPXzh7H8whUSpMUghYHZHsPPh6O8pfN8C1PXVSd0EmI60NTgf4liQiUSCWKxGPF4nLq68b3bGy5Q9uR+cCeyuIjrKm761lZ2dySKKl6Bd4fbmTBZOKuWb3/iHZP6j2cqvyeTrdyvdWCcQ31VgI7eDOnswExGz2WDhwydgKExozrEm91pXNdbpiwzRg/7mBDjoTYcQNe9Y3/VIcM/inUy3oTLHvVJYqqLi4x3PerxMNXfk8k02tfal7H5yi9f4dmXu6iNBPm7Dy3KdblyCBg6mq4R0KE+GmBGdYjGqhCRoE5DVYg/feeZVIcML/t2lCzxQhKkxUTKH8WqCQeY21jNV/7oAr6+4mK+/Yl3nFRBGmTp+6Qx1cVFxnpmejL2jMf6PZkO+9jDXeNIX2t/1iGZsfjdgV4+88R2IgGd89vquPWKBcSiIbpTWZ59pYu1vz1EX8bCxbuDr40G+dglp/EnF8/lwfWvjPlaJUiLiZQ/3jXRR7GUUliOSzxtcTieobM3TW/awtB1/mjJnHF/v1IkUJ8kprq4yFjOTE/WnvFYvidTsY891huDka7RclVRadCM5WK7rpcj0Jvxg2bGcslYLpv2dvNSx4v8y/I/IKhr/PrlLgKGRlt91F/eTlsOT2zZX/YxLiEmUzDg/bt+K7/blFIkMhYd8Qwd8Qyd8TRHEiZdCZOuvgxH+0yOJbMcT5pk7OI0t7ZYRAK1GJupLi5SmKTUUqth2l4BgoDuta/LZ2HG01n+z3/tnJQmHeV+Tw50p/jmb16f1MYh5d4Y5IP5xj1H+c7mN8naDo3V4SHX+Kl3nTmkNKhSDHvMRQE9KYu7/+N3NFaF6E1laa0N0Z1yyDouIUNnZnWQrqTFv298g6Rpj+vXL8RboWtQHw0Cw/9uy1h2QQD2/nskkaGrz+Ro7uN40swd9Rq7rj4T11WTsuomyWSTbKKSyQaSufporQtPSTLXpj3H+PwPd9Ddny06gqNp0Fgd4qsfuZCvP/f6pCWcjfQ9cV2XQ70ZZtdHCBoGB3r6mRWLjnpN47E8Ppakr3wwP5o0cVxFNGjQXBehJhwousZzW2vpTWV5qSPhF39wXYVVxkx4pGNVujZyT2AhpkJQ15jTEMVyXbr7Leqrgiw5rYGjSTM3CzaJp8f/5jKge8mVLbEIbbEoq//4QqpCEz/flRn1SWI8GzeMVT54/e5gL5bj+kd6lMoX0fDec9/x1KTuow/3PelJZznaZ+IqeLM7TTprEw4Y9GcdPwCWuqa+jPWWl8cLk75aasOYtqI/axPQdVpqQxzpy3oJbkrxf/5rJ30Zi4Cu47heW8i05XCoJ83shig14UDBNfZRlb/2fL3uMr9PI8VgWfEWlchyFW8cT/l/TmUdDvd2nPDr6Ro0VIWYWRv2P5prw7TURWiNRWipjdBWH2FGddhfcp9MMqOeZBN5PAsGLanmiotM5F7rcLO+WDRIKOCd0w0HNY4ksrTUhTkSz9BSFyl5w+C6iq6kyYMfuZBlZ88c12t89Nk9vNzZRyrrkLEcdA1a6qIYOhzqSYMGhqb7AXDwNf3p5fP4wbb9JWfB1SGdW9493z8jvrC1lt2dfSVn3e0H43z6uy+gaRQtUWsahAM6ddEgylW0xKK8fjSJ4yoytus3JNABNKgKGZwxo9qrley47O9Noymvn28qa5N1ipsWCHGqqo8GBwXgCK11YWbFojTHwsyORWmui2BUWOJoIZlRn2SGK0oCXpAYacn2RJKb8ku40aCBUgpD18jYLlYyy+yGKNGQtzdcXxWkK2GCxhTto3tfR9Z2UUA4YBDKtcvTda2gU1SG6lC1P+M3HZeABr/c1ekffco/F9ENasIuB3tS/M1Pd1EVDOCVNVS5KkkawYDGua213HbFApYuaKI7laXfdEhbNo7yltK03PJy2nLJ2ibBgE7/0aTfeUrXIL+L5gLkEr0yloujFB29aS/gA+msTSioM7MmTCpr0zsBy39CVIJIUKctFh06+60L0xqL0lYfZWZNmNAUzIDHmwTqk1C+cUNeOYlLY816Hnxu10s28ioEGcpbmioMeuFc5nVrXYTOhElrnT5kP7inP8vcxiqOJ03aD8Yn5GailyyB3M3EoZ40bQ0RwgGDjOVg5IonZCyXaMjwr2lGTYj9x/upDhf/c0maNgd70ti56NnnWkVLxboGelZjyxvdvHrkRe648mwsx6U/a+O6ilCguK1fQPMyt23H8YN3yNBBo6j3LnjNLRKZLN39WQqTUW0FdtYL+I3VIUACtZj+8itJ+fXf89pq+eln31Vxxycniix9T7K3uvT9VgLVcIlLwJird+WXcKvDASJBg3TW4c3ufnRNQ9e8HseuUpzeWE00ZJC2HFKmzW3vWZDLsHaK9tG7EiZZx6E6FEDXtHG7mSislpYPrAHDi4KWq4gGdZpqwhzuzeC4Lmgac+qjBAO6f01BQydp2gQ0jXBQZ2ZthOqQwZ6jSTKjtH4y9IGOUUFDozocoDdlARDQwdB1lCLXpm/oP8WgrvklPkdqVBAYVJsbvCBvOa6cZxYnFQ1YNLuO/779nadMoJYZ9TQy1iM9x5Mm//ir1+jLWEUZzRHdoLXO62j16LN7AG3U5KZLz5xR9I9i8BnlSEj3Z6aakatKpcB2XZTS/eNZy99xGmc2VRc193Bdl6zjEDI0qkKGH+hfOpzwj0eBdzPRl7GoCgX8HrSFYwYH68IiIOB16FEoHBcMTSOga5i2d4RsdkOUzniGrO0Qz1gYGmQdx9s3jgRJZ23Q8Jats/1EQ8aoQRqK2zp6s+WBB2yXXA/d4VmuGjWjSwOCuo6uKSx7IDBnHRdDK92CUojpStc1DvemJ6x4UyWSQD1NDDczHnzWtzCYpy2HRNoaMaP55c4+NDTCAZ03u1Mlk5tKZWIPPqOs4XWwOdSTxs61rtPwzvEObmm5dEET7zijkZ/+voMDvSl+9rvDZHvTOC50JjL++3szQsWjz+4FFN39WRxXkcgMHTPSzUTWdjnU049pKxwFDgoLL9FO4QXLmnCASABi0TBnzqzm9aP9RAMubfVRMrZLwND9wOwoSJondvbyRD9vJAowbYdwwMDVtaKZtwRpcTIIGt5KHXgrS4mMzbF+c6ova9JIoJ4GBu8Hl5oZFx7pyQfzgKGRSFuYTvGRnrxwLsjZjkM87Q6b3BQNBYZU/RnchUnTNGrCAWY3ROlKZEhbDobuZSSXaoWZz8LOWA79puM3kQ8auv/+GdtFw2HH/l5c5VXZctXQMbrm8tLheMmbCVe5HOgxS05KLVdhaN7NxGtHkpiOC2mvV3ZePN2HNg1mpa4Cy3Yq/jqFOBEa+UCtoWsurqvo7bem+rImjQTqaWDwEm466/hVvyJBnfqqIHuO9PHg+leLgrlSjJ7RrEMq6/3gB3KzUTc3Ww3kglg66/hVgAr3yK85v5X9x/uLzigbukY05B3PWnHZGbwz11oRvH3tjXuO8o3fvE4ibQHeErff81hRdM06CsuFZHYgIUqneExQB8t1S95hL2ytpT/rjLhy7CjoSqQZrjhRPst6OhhLi0AhphcFaCiUXw2soSo47OjpULd/LCRQTwOFS7gd8fSQ5ekZ1WHStsuB7hSN1QPFRAr3jXVNkbEcjvdnqQ4F/LKecxuq2N3Zh6O8KlYqFzi9gveAX7Sk9B75jJoQdVE4nswSz53bXjirbtgksK4+01+aDWhDI4vluOiajjtM+Us3Nwa8mwItn7xWcIed/0e6bd/xsvaRC4N0vs61EKJyeNtpCsdVaJpGXSTIjJowMDQox9NZvv7c6ydV/3kJ1NNAfgn3cDyLW2J5+nA8TSSgoxl6UQOK/L7xge4UVi4YHUlk0DXNL+t5zaJWXutKYkLRzLGwbGRA19i09zg/2LZ/SDLX4d4MNZEAt71ngV/wo/DutXBvPRI0ioJvqRmgAhzXW4YfqZ2i7XoBHQ0cR6HrcLAnxfeef5NftB/mlSNJEidwhliCtBCVx8U7GREOeD3Sz2ur4/y2uiGTB1d5ybAhQ6elLjKmuv2VPAuXQD0NLGytxVHeXWXQAG/J2Jv9GZoi63hLwEEDEhmLWDQ4pERnsfycGWrCASzHK0+ZD1IDz3rvkbVdfrmrY8Rkrl/u6hxSo3vw3vrx/vK62wxOdC5Vi9pV3nK+4yh/efrrz71OKmt7S+OalL8U4mSha96ExXZdaiNBbl02n+dfP16UYBs0NN44lsK0vK0821VEgtqQXJ7BSacw9qOfk236l2w5Bezu7MPIzYKzjleUI+u4uf96YzK2QyJjc6g3zRvH+kmaNiq3L+1VyvIyJ+siQRqrwiyYWYXjwo9+exByz4eDOqGANysPBXTCQR2UV2vr1c4+UlmbtOWg54426ZpXOCRt2X4yF3gBuv1gnO9ufpPdHQl/f9uyy8t4HpwQpSg9u7YdrwiIhrcFYOeSzVTuNSrkZlgI8Ra5yutWZTkuH7vkNC49c0bRJCASNMjmOvYFDe/kQ2c8TSJtkc79kiys218ov+q3uyNBdThAc22Y6nDAn4Vv2nNsKr7kIjKjnga6U1lsR/nni0tSMKMmyPF+i/6sw4Hu/tz534FMYMtR9Ka9fdxjSZPaSIC9Xf0Yuo7rOtiOVwJU173ZddZ2vSWnQed9vQYRmp9wZjqK7n6Lv/jR75gVi9KfMdlzLE0q65DOOvSlLTRdw7LLaxNRFdRJlbG3nP9O6Jr3j7AzXpxMJhnQQpw8FJDIODz0zGtseaOb9oO9zCjIyfFqNuBXMEtbLgd70uj6QC6PNahvdbknakrNwieTBOppoD4a9Oo+j7CW6wK6phGLBjmeKyvZnRr++IILxDMDe7hBHXTd2x/Ov81wb+ftM3uz8PwQBbzU0cdLHX3+OD33uOkocBTl/piXE6QLOcpLZpO4LMTJL5V1eGZ3FwDxtE1zbZjaSBDTdr2KiAW/PnTN+72Yz+WpiwSKegkUnqiZjI5+J0oC9TShlBq1bWFH4sQLAFhetsbYrmmU5wdf70QG0qxMn4U45SjgSJ/J0aSZW3EceE7DO8bpbdUpsrmCRwtba/0xgyssDhY2dOKDZuFTQfaop4HuVHbEOs9CCHEqy+eqFMonxboqVzZY1zA0jd2dA6t+hRUWS5nYjn7lk0B9Ah599FHmzZtHJBJhyZIl/OY3v5nQ9zvWZ8qyrhBCjKBUqLUcbzk8EjSY3RBF17Wi2XG+wmJPymJwfyqlFL0pi/nNNX7RpqkigXqMfvCDH3DnnXfyxS9+kRdffJF3vetdfOADH2D//v0T9p6vdiRGHySEEKcwJ7fqqGleN7mArtFcF+H0xmrOaKoiaOhDZse6rnHrsvnUhA06E6afC5S2nCE9CqaSBOoxWr16NZ/85Cf51Kc+xcKFC/nHf/xH5s6dy2OPPTZh73konpmw1xZCiJNBQIdo0MDQNIxcXA0HdKIhAxTDzo6XLmhi5YcXs3BWLSnTpitpkjJtFs6qHbFAymSSZLIxyGazbN++nb/8y78sevzqq69m06ZNJT/HNE1McyDJK5EY++x4dkN0zJ8jhBCnkoCh0xqL5Dr4uX554bTl0JuyRpwdL13QxKVnzqjYymQyox6DY8eO4TgOLS0tRY+3tLTQ2dlZ8nNWrVpFLBbzP+bOnTvm97120ayyjzYJIcSpKBrQqQkHaKuP+NneiYxV9uxY1zUWz4mx7OyZLJ4Tq5ggDTKjPiGDz9sppYYt2Xnvvfdy1113+X9OJBJjDtYXzK3njKYq3jiWGvvFCiHEKaC5JkTackiaDrPro3zqXWeW7D8wHUmgHoOmpiYMwxgye+7q6hoyy84Lh8OEw+G39L66rvHlDy3m9u//lt6UJRngQghRIGxodGccgrrLwlm1FVOje7xIoB6DUCjEkiVLePrpp/nwhz/sP/7000/zwQ9+cELfe+mCJv5l+R/wL7/ew66OBJbtEgx4tbjzZUGFEOJkEjI0qsIBLNvrbVCqnsR7zp3JXe87pyL3lseLBOoxuuuuu1ixYgUXX3wxl112Gf/6r//K/v37+cxnPjPh7z1cwkM26/C3T+1mX3c/ZzRW8/kr5/O5H/yeQ70pZtdX8Y2P/QGuUnzsW9vojKdpjUX5+scu5O7/3DXimCc+8XYioQBfe+513uzu5/TGav73JXP5y//axf7ufk5rrGb1/+8CXKW45Ynf+q/18B9fwEO/2utfz//9XwsBxnyNT3zi7QBDrvuu/9jJgZ4UjVUhbnnnPDoTGb6xcR+JjEXQ0GiuDbPveGpCumd5zU10NA1qwwHefVYTtRGD7205gKO8zNPVf3IOn3/yFf/Pz3z+ckKGwfse+n9kLIdI0OCZz19Oxra56qFNOAoMDVb98Rl8Yc0+/73+89a3URMK8f5/2uI/9sAfn85f/uBN/8//dfsSqoJBrvnH5/0CD3/7kbn8n/844I/54WcuoioY5LqHt/mP/exzb+f1nh7u+N4e/7E/fQf8+9aBr/WRFWeRsqyia7r2dPj5wNvzhf/VSCqV4pFnB04mvD0K29IDY/7yuiYymQz/+EzSf+zO99XgOA4P/3pg4MUReKHggMMX/lcjR4508+3tw/xlAB9aAKYJvzgw/Jg/PBtsG37y+sBjN5wJPT3wm57hP+/iCKQy8NLwQ7juDKiuhh/sGn7MkjAcMqFwHa4VCAEjHeqcAbQw8vufCTRVwdYRdsWuaPLq9T/XPfDYuxshFoOfvjH85/3RudDWVsU//8/Aiy+tg00F+bBf/GALuq7zt2s7/Mc+diE88buBMd/8xEJaa2qG/PzNqavjj/6/9u4/Jso68AP4+7njfnHenQkcSPwQlaBBaJu0QNOcP1aQy1xqTTeDmprosLLUaNNSMHWSy0Ii91XSQp1lWWlWlm66776iaUSW+GOWUxRJ5QDl8LjP948D9FKPw5TPc/p+bTe4h4d73sfg3nw+9/wo+T+cq29CmMWI/5nUHzllv3n9/XcL1nu93vXpEYz87/70em0xGu/+GlPEv4/ypg4VFRVhyZIlqK6uRnJyMt577z0MHjzYr+91OByw2Wyoq6uD1Sr3IHq18ZxgoBmn65pQXdeEM3VNOOtoQo3DibP1TThX78S5eif+ab3c5u1mM+lgtxg8N6sRdosBPbsb0dNmQrjViHCrAaHdDNDd5HSDRER3Aou6i92LRe12u3Hx8hWcaS3gs44mnHU4UVPvKeFzDZ4Crm1w4sodOGe3Wa9FmMWAMIunfCNsRkRYje0fe3Y3IsxigCFIe9u3TUT0X939cwZ0RwjhuTB7Q5ML1XWXccbRhLN1npFvbb3Tc6L81vKtbXCiqZNXxPKHMUiDUIvBU8LdDO2j3rYCjuxuQoTNiGA9f82JKHDxFYzatZVvi1vgcnMLzjhap5/rm3Du39PPDc2obXSi0dly23PotApCu3mmmcPapqItBoTbjOhp84yEI20m2Ey6mx4WR0R0t2BR3+WuLd8Wt0CTq6W9dM86nDjruFq+tQ2tBdzghOOaa1XfLtrW8+yGWvQIay3hMIsBETaTZyRs9RRxaDcDgvg+MBERABZ1wHK1uK8WsBBovuJGbaMTNe3v/3pPPbcV8J04DlsB0MOsR0g3PULMnpGw3WpAuNUAu8VTvm0FrA/SsISJiDqBRR1g9v91Hv977B8cO9eImvqm9gI+39h8Rw5Hspl0COmmR6hZ75mObp+KNiLCZkCE1QS71QCjTosgjQKtRuF0NBHRbcSiDjB7jv6Dwh+q/vPjdDMEXS1giwEhrR/tFk/5hls9O2eZ9FrotBpoNZ7LxrGEiYi6Fos6wIRbfZ+O1KjTtO6I5ZmG9kxH69uPC/aMhI2wGINay1fTfu1WljARkfqwqANMfLgFmSk9EazT4j6zHqHdPFPS4a0FbDXpPFPQWgU6zdWR8N12Sj0ionsFT3jSxW7XCU+arrRAo7CEiYjudhxRByijjmfRIiK6F/A4GSIiIhVjURMREakYi5qIiEjFWNREREQqxqImIiJSMRY1ERGRirGoiYiIVIxFTUREpGIsaiIiIhVjURMREakYi5qIiEjFWNREREQqxqImIiJSMRY1ERGRirGoiYiIVIxFTUREpGIsaiIiIhULkh3gXiOEAAA4HA7JSYiISDaLxQJFUXyuw6LuYvX19QCA6OhoyUmIiEi2uro6WK1Wn+soom2IR13C7Xbj9OnTfv0XJYPD4UB0dDROnjzZ4S+PmjB31wnEzABzd6VAzAzIyc0RtQppNBpERUXJjtEhq9UaUH9gbZi76wRiZoC5u1IgZgbUl5s7kxEREakYi5qIiEjFWNTkxWAwYN68eTAYDLKjdApzd51AzAwwd1cKxMyAenNzZzIiIiIV44iaiIhIxVjUREREKsaiJiIiUjEWNQEAFi1ahNTUVFgsFtjtdowePRqHDx+WHcunlStXIiUlpf2Yx7S0NGzbtk12rE5btGgRFEXBzJkzZUfxaf78+VAUxesWEREhO5ZfTp06hYkTJyIkJATBwcHo378/9u/fLzvWTfXq1eu6n7WiKMjJyZEdzSeXy4W33noLcXFxMJlM6N27N9555x243W7Z0TpUX1+PmTNnIjY2FiaTCenp6SgvL5cdCwBPeEKtdu3ahZycHKSmpsLlciEvLw8jR47EoUOHYDabZce7oaioKLz77rvo27cvAKC0tBRPP/00Dhw4gKSkJMnp/FNeXo6SkhKkpKTIjuKXpKQk/Pjjj+33tVqtxDT+uXDhAgYOHIihQ4di27ZtsNvtOHbsGLp37y472k2Vl5ejpaWl/X5lZSVGjBiBsWPHSkzVscWLF6O4uBilpaVISkrCvn37kJWVBZvNhtzcXNnxfHrppZdQWVmJtWvXIjIyEuvWrcPw4cNx6NAh3H///XLDCaIbqKmpEQDErl27ZEfplPvuu0+sWrVKdgy/1NfXi/j4ePHDDz+IIUOGiNzcXNmRfJo3b57o16+f7BidNnv2bDFo0CDZMf6T3Nxc0adPH+F2u2VH8SkzM1NkZ2d7LRszZoyYOHGipET+uXTpktBqteKbb77xWt6vXz+Rl5cnKdVVnPqmG6qrqwMA9OjRQ3IS/7S0tGD9+vVobGxEWlqa7Dh+ycnJQWZmJoYPHy47it+OHDmCyMhIxMXF4bnnnsPx48dlR+rQli1bMGDAAIwdOxZ2ux0PP/wwPv74Y9mx/Nbc3Ix169YhOztbldcHuNagQYOwY8cOVFVVAQB+/fVX7N69GxkZGZKT+eZyudDS0gKj0ei13GQyYffu3ZJSXUP2fwqkPm63W4waNSogRiEVFRXCbDYLrVYrbDab+Pbbb2VH8ktZWZlITk4Wly9fFkKIgBhRb926VWzatElUVFS0zwKEh4eL2tpa2dF8MhgMwmAwiLlz54pffvlFFBcXC6PRKEpLS2VH88uGDRuEVqsVp06dkh2lQ263W8yZM0coiiKCgoKEoiiioKBAdiy/pKWliSFDhohTp04Jl8sl1q5dKxRFEQ888IDsaIJFTdeZNm2aiI2NFSdPnpQdpUNOp1McOXJElJeXizlz5ojQ0FDx+++/y47l099//y3sdrs4ePBg+7JAKOp/a2hoEOHh4WLZsmWyo/ik0+lEWlqa17IZM2aIRx99VFKizhk5cqR46qmnZMfwS1lZmYiKihJlZWWioqJCfPLJJ6JHjx5izZo1sqN16OjRo2Lw4MECgNBqtSI1NVVMmDBBPPjgg7KjsajJ2/Tp00VUVJQ4fvy47Ci3ZNiwYWLy5MmyY/i0efPm9heDthsAoSiK0Gq1wuVyyY7ot+HDh4upU6fKjuFTTEyMePHFF72WFRUVicjISEmJ/HfixAmh0WjEl19+KTuKX6KiosQHH3zgtWzBggUiISFBUqLOa2hoEKdPnxZCCDFu3DiRkZEhOZEQ3OubAABCCMyYMQObN2/Gzp07ERcXJzvSLRFCwOl0yo7h07Bhw/Dbb795LcvKykJiYiJmz54dEHtSA4DT6cQff/yBxx57THYUnwYOHHjdoYZVVVWIjY2VlMh/q1evht1uR2Zmpuwofrl06RI0Gu9dn7RabUAcntXGbDbDbDbjwoUL2L59O5YsWSI7Eg/PIo+cnBx89tln+Oqrr2CxWHDmzBkAgM1mg8lkkpzuxt588008+eSTiI6ORn19PdavX4+dO3fiu+++kx3NJ4vFguTkZK9lZrMZISEh1y1Xk1mzZmHUqFGIiYlBTU0NFi5cCIfDgUmTJsmO5tMrr7yC9PR0FBQUYNy4cdi7dy9KSkpQUlIiO5pPbrcbq1evxqRJkxAUFBgv1aNGjUJ+fj5iYmKQlJSEAwcOoLCwENnZ2bKjdWj79u0QQiAhIQFHjx7F66+/joSEBGRlZcmOxp3JyAPADW+rV6+WHe2msrOzRWxsrNDr9SIsLEwMGzZMfP/997Jj3ZJAeI96/PjxomfPnkKn04nIyEgxZswY1e8P0Obrr78WycnJwmAwiMTERFFSUiI7Uoe2b98uAIjDhw/LjuI3h8MhcnNzRUxMjDAajaJ3794iLy9POJ1O2dE6tGHDBtG7d2+h1+tFRESEyMnJERcvXpQdSwghBK+eRUREpGI8jpqIiEjFWNREREQqxqImIiJSMRY1ERGRirGoiYiIVIxFTUREpGIsaiIiIhVjURMREakYi5qIulyvXr2wfPly2TGIAgKLmojumDVr1qB79+7XLS8vL8fkyZO7PhBRAAqMM70Tkeo0NzdDr9ff0veGhYXd5jREdy+OqInIL48//jimT5+OV199FaGhoRgxYgQKCwvx0EMPwWw2Izo6GtOmTUNDQwMAYOfOncjKykJdXR0URYGiKJg/fz6A66e+FUXBqlWr8MwzzyA4OBjx8fHYsmWL1/a3bNmC+Ph4mEwmDB06FKWlpVAUBRcvXuyinwCRHCxqIvJbaWkpgoKCsGfPHnz00UfQaDR4//33UVlZidLSUvz000944403AADp6elYvnw5rFYrqqurUV1djVmzZt30sd9++22MGzcOFRUVyMjIwIQJE3D+/HkAwIkTJ/Dss89i9OjROHjwIKZMmYK8vLwuec5EsnHqm4j81rdvXyxZsqT9fmJiYvvncXFxWLBgAV5++WUUFRVBr9fDZrNBURRERER0+NgvvPACnn/+eQBAQUEBVqxYgb179+KJJ55AcXExEhISsHTpUgBAQkICKisrkZ+ff5ufIZH6sKiJyG8DBgzwuv/zzz+joKAAhw4dgsPhgMvlQlNTExobG2E2mzv12CkpKe2fm81mWCwW1NTUAAAOHz6M1NRUr/UfeeSRW3wWRIGFU99E5Ldry/evv/5CRkYGkpOT8fnnn2P//v348MMPAQBXrlzp9GPrdDqv+4qiwO12AwCEEFAUxevrQohOb4MoEHFETUS3ZN++fXC5XFi2bBk0Gs///Bs3bvRaR6/Xo6Wl5T9vKzExEVu3br1u+0T3Ao6oieiW9OnTBy6XCytWrMDx48exdu1aFBcXe63Tq1cvNDQ0YMeOHaitrcWlS5duaVtTpkzBn3/+idmzZ6OqqgobN27EmjVrAOC6kTbR3YZFTUS3pH///igsLMTixYuRnJyMTz/9FIsWLfJaJz09HVOnTsX48eMRFhbmtSNaZ8TFxWHTpk344osvkJKSgpUrV7bv9W0wGP7zcyFSM0XwjR4iCkD5+fkoLi7GyZMnZUchuqP4HjURBYSioiKkpqYiJCQEe/bswdKlSzF9+nTZsYjuOBY1EQWEI0eOYOHChTh//jxiYmLw2muvYe7cubJjEd1xnPomIiJSMe5MRkREpGIsaiIiIhVjURMREakYi5qIiEjFWNREREQqxqImIiJSMRY1ERGRirGoiYiIVIxFTUREpGL/D2HNsYhL+LT0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='rating', y='votes',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "02393f23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fdcc101fbb0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5edbca6",
   "metadata": {},
   "source": [
    "# ordinary least squares(ols) regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e548267c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fff2da79",
   "metadata": {},
   "outputs": [],
   "source": [
    "result = sm.OLS(data[\"votes\"],data[\"rating\"]).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0befbcf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>          <td>votes</td>      <th>  R-squared (uncentered):</th>       <td>   0.221</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared (uncentered):</th>  <td>   0.220</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>           <td>   2829.</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 24 Apr 2023</td> <th>  Prob (F-statistic):</th>            <td>  0.00</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>12:43:25</td>     <th>  Log-Likelihood:    </th>          <td>-1.1849e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td> 10000</td>      <th>  AIC:               </th>           <td>2.370e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  9999</td>      <th>  BIC:               </th>           <td>2.370e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>               <td> </td>     \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>               <td> </td>     \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "     <td></td>       <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>rating</th> <td> 2771.9868</td> <td>   52.115</td> <td>   53.190</td> <td> 0.000</td> <td> 2669.831</td> <td> 2874.143</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>11448.927</td> <th>  Durbin-Watson:     </th>  <td>   0.030</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>   <th>  Jarque-Bera (JB):  </th> <td>1297144.076</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 5.966</td>   <th>  Prob(JB):          </th>  <td>    0.00</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td>57.505</td>   <th>  Cond. No.          </th>  <td>    1.00</td>  \n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] R² is computed without centering (uncentered) since the model does not contain a constant.<br/>[2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                                 OLS Regression Results                                \n",
       "=======================================================================================\n",
       "Dep. Variable:                  votes   R-squared (uncentered):                   0.221\n",
       "Model:                            OLS   Adj. R-squared (uncentered):              0.220\n",
       "Method:                 Least Squares   F-statistic:                              2829.\n",
       "Date:                Mon, 24 Apr 2023   Prob (F-statistic):                        0.00\n",
       "Time:                        12:43:25   Log-Likelihood:                     -1.1849e+05\n",
       "No. Observations:               10000   AIC:                                  2.370e+05\n",
       "Df Residuals:                    9999   BIC:                                  2.370e+05\n",
       "Df Model:                           1                                                  \n",
       "Covariance Type:            nonrobust                                                  \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "rating      2771.9868     52.115     53.190      0.000    2669.831    2874.143\n",
       "==============================================================================\n",
       "Omnibus:                    11448.927   Durbin-Watson:                   0.030\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):          1297144.076\n",
       "Skew:                           5.966   Prob(JB):                         0.00\n",
       "Kurtosis:                      57.505   Cond. No.                         1.00\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n",
       "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5c42fa4",
   "metadata": {},
   "source": [
    "# more data selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "dd79d3c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.8</td>\n",
       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.7</td>\n",
       "      <td>448114</td>\n",
       "      <td>136 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1375666</th>\n",
       "      <td>Inception (2010)</td>\n",
       "      <td>2010</td>\n",
       "      <td>8.9</td>\n",
       "      <td>385149</td>\n",
       "      <td>148 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0169547</th>\n",
       "      <td>American Beauty (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.6</td>\n",
       "      <td>338332</td>\n",
       "      <td>122 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0499549</th>\n",
       "      <td>Avatar (2009)</td>\n",
       "      <td>2009</td>\n",
       "      <td>8.1</td>\n",
       "      <td>336855</td>\n",
       "      <td>162 mins.</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0118635</th>\n",
       "      <td>Aprile (1998)</td>\n",
       "      <td>1998</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1358</td>\n",
       "      <td>78 mins.</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0807721</th>\n",
       "      <td>Meduzot (2007)</td>\n",
       "      <td>2007</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1357</td>\n",
       "      <td>78 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0339642</th>\n",
       "      <td>Daltry Calhoun (2005)</td>\n",
       "      <td>2005</td>\n",
       "      <td>5.2</td>\n",
       "      <td>1357</td>\n",
       "      <td>100 mins.</td>\n",
       "      <td>Comedy|Drama|Music|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0152836</th>\n",
       "      <td>Taal (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>179 mins.</td>\n",
       "      <td>Musical|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0279977</th>\n",
       "      <td>The Navigators (2001)</td>\n",
       "      <td>2001</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1356</td>\n",
       "      <td>96 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5710 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            title  year  rating   votes     length  \\\n",
       "id                                                                   \n",
       "tt0137523       Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "tt0133093       The Matrix (1999)  1999     8.7  448114  136 mins.   \n",
       "tt1375666        Inception (2010)  2010     8.9  385149  148 mins.   \n",
       "tt0169547  American Beauty (1999)  1999     8.6  338332  122 mins.   \n",
       "tt0499549           Avatar (2009)  2009     8.1  336855  162 mins.   \n",
       "...                           ...   ...     ...     ...        ...   \n",
       "tt0118635           Aprile (1998)  1998     6.7    1358   78 mins.   \n",
       "tt0807721          Meduzot (2007)  2007     7.0    1357   78 mins.   \n",
       "tt0339642   Daltry Calhoun (2005)  2005     5.2    1357  100 mins.   \n",
       "tt0152836             Taal (1999)  1999     6.5    1356  179 mins.   \n",
       "tt0279977   The Navigators (2001)  2001     6.9    1356   96 mins.   \n",
       "\n",
       "                                     genres  \n",
       "id                                           \n",
       "tt0137523            Drama|Mystery|Thriller  \n",
       "tt0133093           Action|Adventure|Sci-Fi  \n",
       "tt1375666  Action|Adventure|Sci-Fi|Thriller  \n",
       "tt0169547                             Drama  \n",
       "tt0499549   Action|Adventure|Fantasy|Sci-Fi  \n",
       "...                                     ...  \n",
       "tt0118635                            Comedy  \n",
       "tt0807721                             Drama  \n",
       "tt0339642        Comedy|Drama|Music|Romance  \n",
       "tt0152836                   Musical|Romance  \n",
       "tt0279977                      Comedy|Drama  \n",
       "\n",
       "[5710 rows x 6 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['year'] > 1995]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "46c6f833",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0060196</th>\n",
       "      <td>The Good, the Bad and the Ugly (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>9.0</td>\n",
       "      <td>195238</td>\n",
       "      <td>161 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0061184</th>\n",
       "      <td>Who's Afraid of Virginia Woolf? (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>8.2</td>\n",
       "      <td>23811</td>\n",
       "      <td>131 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060666</th>\n",
       "      <td>Manos: The Hands of Fate (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>20927</td>\n",
       "      <td>74 mins.</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060827</th>\n",
       "      <td>Persona (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>8.2</td>\n",
       "      <td>20157</td>\n",
       "      <td>85 mins.</td>\n",
       "      <td>Drama|Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060176</th>\n",
       "      <td>Blow-Up (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>7.6</td>\n",
       "      <td>18679</td>\n",
       "      <td>111 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060214</th>\n",
       "      <td>Carry on Screaming! (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1427</td>\n",
       "      <td>97 mins.</td>\n",
       "      <td>Comedy|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060305</th>\n",
       "      <td>Le Deuxieme Souffle (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1393</td>\n",
       "      <td>150 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060841</th>\n",
       "      <td>The Plague of the Zombies (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1386</td>\n",
       "      <td>91 mins.</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0061204</th>\n",
       "      <td>The Wrong Box (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1372</td>\n",
       "      <td>105 mins.</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060880</th>\n",
       "      <td>The Quiller Memorandum (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>104 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>69 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            title  year  rating   votes  \\\n",
       "id                                                                        \n",
       "tt0060196   The Good, the Bad and the Ugly (1966)  1966     9.0  195238   \n",
       "tt0061184  Who's Afraid of Virginia Woolf? (1966)  1966     8.2   23811   \n",
       "tt0060666         Manos: The Hands of Fate (1966)  1966     1.5   20927   \n",
       "tt0060827                          Persona (1966)  1966     8.2   20157   \n",
       "tt0060176                          Blow-Up (1966)  1966     7.6   18679   \n",
       "...                                           ...   ...     ...     ...   \n",
       "tt0060214              Carry on Screaming! (1966)  1966     6.7    1427   \n",
       "tt0060305              Le Deuxieme Souffle (1966)  1966     8.0    1393   \n",
       "tt0060841        The Plague of the Zombies (1966)  1966     6.7    1386   \n",
       "tt0061204                    The Wrong Box (1966)  1966     6.9    1372   \n",
       "tt0060880           The Quiller Memorandum (1966)  1966     6.5    1356   \n",
       "\n",
       "              length                  genres  \n",
       "id                                            \n",
       "tt0060196  161 mins.                 Western  \n",
       "tt0061184  131 mins.                   Drama  \n",
       "tt0060666   74 mins.                  Horror  \n",
       "tt0060827   85 mins.           Drama|Fantasy  \n",
       "tt0060176  111 mins.  Drama|Mystery|Thriller  \n",
       "...              ...                     ...  \n",
       "tt0060214   97 mins.           Comedy|Horror  \n",
       "tt0060305  150 mins.             Crime|Drama  \n",
       "tt0060841   91 mins.                  Horror  \n",
       "tt0061204  105 mins.                  Comedy  \n",
       "tt0060880  104 mins.  Drama|Mystery|Thriller  \n",
       "\n",
       "[69 rows x 6 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['year'] == 1966]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "358084ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
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       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.7</td>\n",
       "      <td>448114</td>\n",
       "      <td>136 mins.</td>\n",
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       "    <tr>\n",
       "      <th>tt0169547</th>\n",
       "      <td>American Beauty (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.6</td>\n",
       "      <td>338332</td>\n",
       "      <td>122 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0120338</th>\n",
       "      <td>Titanic (1997)</td>\n",
       "      <td>1997</td>\n",
       "      <td>7.4</td>\n",
       "      <td>284245</td>\n",
       "      <td>194 mins.</td>\n",
       "      <td>Adventure|Drama|History|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0167404</th>\n",
       "      <td>The Sixth Sense (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.2</td>\n",
       "      <td>278210</td>\n",
       "      <td>107 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117690</th>\n",
       "      <td>Some Mother's Son (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1371</td>\n",
       "      <td>112 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0289424</th>\n",
       "      <td>The Ring Virus (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1371</td>\n",
       "      <td>108 mins.</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0197094</th>\n",
       "      <td>What Becomes of the Broken Hearted? (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1365</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0118635</th>\n",
       "      <td>Aprile (1998)</td>\n",
       "      <td>1998</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1358</td>\n",
       "      <td>78 mins.</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0152836</th>\n",
       "      <td>Taal (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>179 mins.</td>\n",
       "      <td>Musical|Romance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1123 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                title  year  rating   votes  \\\n",
       "id                                                                            \n",
       "tt0137523                           Fight Club (1999)  1999     8.8  458173   \n",
       "tt0133093                           The Matrix (1999)  1999     8.7  448114   \n",
       "tt0169547                      American Beauty (1999)  1999     8.6  338332   \n",
       "tt0120338                              Titanic (1997)  1997     7.4  284245   \n",
       "tt0167404                      The Sixth Sense (1999)  1999     8.2  278210   \n",
       "...                                               ...   ...     ...     ...   \n",
       "tt0117690                    Some Mother's Son (1996)  1996     7.3    1371   \n",
       "tt0289424                       The Ring Virus (1999)  1999     6.5    1371   \n",
       "tt0197094  What Becomes of the Broken Hearted? (1999)  1999     6.3    1365   \n",
       "tt0118635                               Aprile (1998)  1998     6.7    1358   \n",
       "tt0152836                                 Taal (1999)  1999     6.5    1356   \n",
       "\n",
       "              length                           genres  \n",
       "id                                                     \n",
       "tt0137523  139 mins.           Drama|Mystery|Thriller  \n",
       "tt0133093  136 mins.          Action|Adventure|Sci-Fi  \n",
       "tt0169547  122 mins.                            Drama  \n",
       "tt0120338  194 mins.  Adventure|Drama|History|Romance  \n",
       "tt0167404  107 mins.           Drama|Mystery|Thriller  \n",
       "...              ...                              ...  \n",
       "tt0117690  112 mins.                            Drama  \n",
       "tt0289424  108 mins.                           Horror  \n",
       "tt0197094   00 mins.                            Drama  \n",
       "tt0118635   78 mins.                           Comedy  \n",
       "tt0152836  179 mins.                  Musical|Romance  \n",
       "\n",
       "[1123 rows x 6 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['year'] > 1995) & (data['year'] < 2000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "dd984227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.sort_values of                                                 title  year  rating   votes  \\\n",
       "id                                                                            \n",
       "tt0137523                           Fight Club (1999)  1999     8.8  458173   \n",
       "tt0133093                           The Matrix (1999)  1999     8.7  448114   \n",
       "tt0169547                      American Beauty (1999)  1999     8.6  338332   \n",
       "tt0120338                              Titanic (1997)  1997     7.4  284245   \n",
       "tt0167404                      The Sixth Sense (1999)  1999     8.2  278210   \n",
       "...                                               ...   ...     ...     ...   \n",
       "tt0117690                    Some Mother's Son (1996)  1996     7.3    1371   \n",
       "tt0289424                       The Ring Virus (1999)  1999     6.5    1371   \n",
       "tt0197094  What Becomes of the Broken Hearted? (1999)  1999     6.3    1365   \n",
       "tt0118635                               Aprile (1998)  1998     6.7    1358   \n",
       "tt0152836                                 Taal (1999)  1999     6.5    1356   \n",
       "\n",
       "              length                           genres  \n",
       "id                                                     \n",
       "tt0137523  139 mins.           Drama|Mystery|Thriller  \n",
       "tt0133093  136 mins.          Action|Adventure|Sci-Fi  \n",
       "tt0169547  122 mins.                            Drama  \n",
       "tt0120338  194 mins.  Adventure|Drama|History|Romance  \n",
       "tt0167404  107 mins.           Drama|Mystery|Thriller  \n",
       "...              ...                              ...  \n",
       "tt0117690  112 mins.                            Drama  \n",
       "tt0289424  108 mins.                           Horror  \n",
       "tt0197094   00 mins.                            Drama  \n",
       "tt0118635   78 mins.                           Comedy  \n",
       "tt0152836  179 mins.                  Musical|Romance  \n",
       "\n",
       "[1123 rows x 6 columns]>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['year'] > 1995) & (data['year'] < 2000)].sort_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3d259ccb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "1950    7.545161\n",
       "1951    7.478125\n",
       "1952    7.475676\n",
       "1953    7.106383\n",
       "1954    7.371795\n",
       "          ...   \n",
       "2007    6.303831\n",
       "2008    6.275260\n",
       "2009    6.287290\n",
       "2010    6.340635\n",
       "2011    6.357143\n",
       "Name: rating, Length: 62, dtype: float64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(data['year'])['rating'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "440f685d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "1950    8.7\n",
       "1951    8.3\n",
       "1952    8.4\n",
       "1953    8.3\n",
       "1954    8.8\n",
       "       ... \n",
       "2007    8.3\n",
       "2008    8.9\n",
       "2009    8.4\n",
       "2010    8.9\n",
       "2011    8.6\n",
       "Name: rating, Length: 62, dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby(data['year'])['rating'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27dc4c26",
   "metadata": {},
   "source": [
    "# What was the highest scoring movie in 1996?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1fe6aea7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0116282</th>\n",
       "      <td>Fargo (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>8.3</td>\n",
       "      <td>187498</td>\n",
       "      <td>98 mins.</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117951</th>\n",
       "      <td>Trainspotting (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>8.2</td>\n",
       "      <td>175993</td>\n",
       "      <td>94 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0116629</th>\n",
       "      <td>Independence Day (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>6.6</td>\n",
       "      <td>171067</td>\n",
       "      <td>145 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117500</th>\n",
       "      <td>The Rock (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>7.3</td>\n",
       "      <td>120384</td>\n",
       "      <td>136 mins.</td>\n",
       "      <td>Action|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117571</th>\n",
       "      <td>Scream (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>7.2</td>\n",
       "      <td>106216</td>\n",
       "      <td>103 mins.</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117238</th>\n",
       "      <td>Omega Doom (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1479</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0118172</th>\n",
       "      <td>The Wind in the Willows (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1487</td>\n",
       "      <td>88 mins.</td>\n",
       "      <td>Adventure|Family|Fantasy|Musical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0116931</th>\n",
       "      <td>Love and Other Catastrophes (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1415</td>\n",
       "      <td>76 mins.</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0184041</th>\n",
       "      <td>X (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1384</td>\n",
       "      <td>97 mins.</td>\n",
       "      <td>Animation|Action|Fantasy|Horror|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0117690</th>\n",
       "      <td>Some Mother's Son (1996)</td>\n",
       "      <td>1996</td>\n",
       "      <td>7.3</td>\n",
       "      <td>1371</td>\n",
       "      <td>112 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>265 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        title  year  rating   votes  \\\n",
       "id                                                                    \n",
       "tt0116282                        Fargo (1996)  1996     8.3  187498   \n",
       "tt0117951                Trainspotting (1996)  1996     8.2  175993   \n",
       "tt0116629             Independence Day (1996)  1996     6.6  171067   \n",
       "tt0117500                     The Rock (1996)  1996     7.3  120384   \n",
       "tt0117571                       Scream (1996)  1996     7.2  106216   \n",
       "...                                       ...   ...     ...     ...   \n",
       "tt0117238                   Omega Doom (1996)  1996     3.8    1479   \n",
       "tt0118172      The Wind in the Willows (1996)  1996     6.1    1487   \n",
       "tt0116931  Love and Other Catastrophes (1996)  1996     5.9    1415   \n",
       "tt0184041                            X (1996)  1996     5.9    1384   \n",
       "tt0117690            Some Mother's Son (1996)  1996     7.3    1371   \n",
       "\n",
       "              length                                    genres  \n",
       "id                                                              \n",
       "tt0116282   98 mins.                      Crime|Drama|Thriller  \n",
       "tt0117951   94 mins.                               Crime|Drama  \n",
       "tt0116629  145 mins.          Action|Adventure|Sci-Fi|Thriller  \n",
       "tt0117500  136 mins.                           Action|Thriller  \n",
       "tt0117571  103 mins.             Crime|Horror|Mystery|Thriller  \n",
       "...              ...                                       ...  \n",
       "tt0117238   00 mins.                                    Sci-Fi  \n",
       "tt0118172   88 mins.          Adventure|Family|Fantasy|Musical  \n",
       "tt0116931   76 mins.                            Comedy|Romance  \n",
       "tt0184041   97 mins.  Animation|Action|Fantasy|Horror|Thriller  \n",
       "tt0117690  112 mins.                                     Drama  \n",
       "\n",
       "[265 rows x 6 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['year'] == 1996)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50a529ae",
   "metadata": {},
   "source": [
    "# In what year was the highest rated movie of all time made?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "52db72ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0068646</th>\n",
       "      <td>The Godfather (1972)</td>\n",
       "      <td>1972</td>\n",
       "      <td>9.2</td>\n",
       "      <td>474189</td>\n",
       "      <td>175 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060196</th>\n",
       "      <td>The Good, the Bad and the Ugly (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>9.0</td>\n",
       "      <td>195238</td>\n",
       "      <td>161 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0252487</th>\n",
       "      <td>Outrageous Class (1975)</td>\n",
       "      <td>1975</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9823</td>\n",
       "      <td>87 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0364986</th>\n",
       "      <td>Ben &amp; Arthur (2002)</td>\n",
       "      <td>2002</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4675</td>\n",
       "      <td>85 mins.</td>\n",
       "      <td>Drama|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060753</th>\n",
       "      <td>Night Train to Mundo Fine (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3542</td>\n",
       "      <td>89 mins.</td>\n",
       "      <td>Action|Adventure|Crime|War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0421051</th>\n",
       "      <td>Daniel the Wizard (2004)</td>\n",
       "      <td>2004</td>\n",
       "      <td>1.5</td>\n",
       "      <td>8271</td>\n",
       "      <td>81 mins.</td>\n",
       "      <td>Comedy|Crime|Family|Fantasy|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0059464</th>\n",
       "      <td>Monster a-Go Go (1965)</td>\n",
       "      <td>1965</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3255</td>\n",
       "      <td>70 mins.</td>\n",
       "      <td>Sci-Fi|Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060666</th>\n",
       "      <td>Manos: The Hands of Fate (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>1.5</td>\n",
       "      <td>20927</td>\n",
       "      <td>74 mins.</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           title  year  rating   votes  \\\n",
       "id                                                                       \n",
       "tt0111161        The Shawshank Redemption (1994)  1994     9.2  619479   \n",
       "tt0068646                   The Godfather (1972)  1972     9.2  474189   \n",
       "tt0060196  The Good, the Bad and the Ugly (1966)  1966     9.0  195238   \n",
       "tt0110912                    Pulp Fiction (1994)  1994     9.0  490065   \n",
       "tt0252487                Outrageous Class (1975)  1975     9.0    9823   \n",
       "...                                          ...   ...     ...     ...   \n",
       "tt0364986                    Ben & Arthur (2002)  2002     1.5    4675   \n",
       "tt0060753       Night Train to Mundo Fine (1966)  1966     1.5    3542   \n",
       "tt0421051               Daniel the Wizard (2004)  2004     1.5    8271   \n",
       "tt0059464                 Monster a-Go Go (1965)  1965     1.5    3255   \n",
       "tt0060666        Manos: The Hands of Fate (1966)  1966     1.5   20927   \n",
       "\n",
       "              length                              genres  \n",
       "id                                                        \n",
       "tt0111161  142 mins.                         Crime|Drama  \n",
       "tt0068646  175 mins.                         Crime|Drama  \n",
       "tt0060196  161 mins.                             Western  \n",
       "tt0110912  154 mins.                      Crime|Thriller  \n",
       "tt0252487   87 mins.                        Comedy|Drama  \n",
       "...              ...                                 ...  \n",
       "tt0364986   85 mins.                       Drama|Romance  \n",
       "tt0060753   89 mins.          Action|Adventure|Crime|War  \n",
       "tt0421051   81 mins.  Comedy|Crime|Family|Fantasy|Horror  \n",
       "tt0059464   70 mins.                       Sci-Fi|Horror  \n",
       "tt0060666   74 mins.                              Horror  \n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='rating', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d5332ea",
   "metadata": {},
   "source": [
    "# What five movies have the most votes ever?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "9d486e86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0468569</th>\n",
       "      <td>The Dark Knight (2008)</td>\n",
       "      <td>2008</td>\n",
       "      <td>8.9</td>\n",
       "      <td>555122</td>\n",
       "      <td>152 mins.</td>\n",
       "      <td>Action|Crime|Drama|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0068646</th>\n",
       "      <td>The Godfather (1972)</td>\n",
       "      <td>1972</td>\n",
       "      <td>9.2</td>\n",
       "      <td>474189</td>\n",
       "      <td>175 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.8</td>\n",
       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0060880</th>\n",
       "      <td>The Quiller Memorandum (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>104 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0152836</th>\n",
       "      <td>Taal (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1356</td>\n",
       "      <td>179 mins.</td>\n",
       "      <td>Musical|Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0076391</th>\n",
       "      <td>Mimino (1977)</td>\n",
       "      <td>1977</td>\n",
       "      <td>8.2</td>\n",
       "      <td>1356</td>\n",
       "      <td>97 mins.</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0878674</th>\n",
       "      <td>Garage (2007)</td>\n",
       "      <td>2007</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1356</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0279977</th>\n",
       "      <td>The Navigators (2001)</td>\n",
       "      <td>2001</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1356</td>\n",
       "      <td>96 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  year  rating   votes     length  \\\n",
       "id                                                                            \n",
       "tt0111161  The Shawshank Redemption (1994)  1994     9.2  619479  142 mins.   \n",
       "tt0468569           The Dark Knight (2008)  2008     8.9  555122  152 mins.   \n",
       "tt0110912              Pulp Fiction (1994)  1994     9.0  490065  154 mins.   \n",
       "tt0068646             The Godfather (1972)  1972     9.2  474189  175 mins.   \n",
       "tt0137523                Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "...                                    ...   ...     ...     ...        ...   \n",
       "tt0060880    The Quiller Memorandum (1966)  1966     6.5    1356  104 mins.   \n",
       "tt0152836                      Taal (1999)  1999     6.5    1356  179 mins.   \n",
       "tt0076391                    Mimino (1977)  1977     8.2    1356   97 mins.   \n",
       "tt0878674                    Garage (2007)  2007     6.9    1356   00 mins.   \n",
       "tt0279977            The Navigators (2001)  2001     6.9    1356   96 mins.   \n",
       "\n",
       "                                genres  \n",
       "id                                      \n",
       "tt0111161                  Crime|Drama  \n",
       "tt0468569  Action|Crime|Drama|Thriller  \n",
       "tt0110912               Crime|Thriller  \n",
       "tt0068646                  Crime|Drama  \n",
       "tt0137523       Drama|Mystery|Thriller  \n",
       "...                                ...  \n",
       "tt0060880       Drama|Mystery|Thriller  \n",
       "tt0152836              Musical|Romance  \n",
       "tt0076391                       Comedy  \n",
       "tt0878674                        Drama  \n",
       "tt0279977                 Comedy|Drama  \n",
       "\n",
       "[10000 rows x 6 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='votes', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93fb3c14",
   "metadata": {},
   "source": [
    "# What year in the 1960s had the highest average movie rating?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7bad6816",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0060196</th>\n",
       "      <td>The Good, the Bad and the Ugly (1966)</td>\n",
       "      <td>1966</td>\n",
       "      <td>9.0</td>\n",
       "      <td>195238</td>\n",
       "      <td>161 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0064116</th>\n",
       "      <td>Once Upon a Time in the West (1968)</td>\n",
       "      <td>1968</td>\n",
       "      <td>8.8</td>\n",
       "      <td>89764</td>\n",
       "      <td>175 mins.</td>\n",
       "      <td>Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0054215</th>\n",
       "      <td>Psycho (1960)</td>\n",
       "      <td>1960</td>\n",
       "      <td>8.7</td>\n",
       "      <td>168286</td>\n",
       "      <td>109 mins.</td>\n",
       "      <td>Horror|Mystery|Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0057012</th>\n",
       "      <td>Dr. Strangelove or: How I Learned to Stop Worr...</td>\n",
       "      <td>1964</td>\n",
       "      <td>8.6</td>\n",
       "      <td>174723</td>\n",
       "      <td>95 mins.</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0056592</th>\n",
       "      <td>To Kill a Mockingbird (1962)</td>\n",
       "      <td>1962</td>\n",
       "      <td>8.5</td>\n",
       "      <td>93918</td>\n",
       "      <td>129 mins.</td>\n",
       "      <td>Crime|Drama|Mystery</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       title  year  rating  \\\n",
       "id                                                                           \n",
       "tt0060196              The Good, the Bad and the Ugly (1966)  1966     9.0   \n",
       "tt0064116                Once Upon a Time in the West (1968)  1968     8.8   \n",
       "tt0054215                                      Psycho (1960)  1960     8.7   \n",
       "tt0057012  Dr. Strangelove or: How I Learned to Stop Worr...  1964     8.6   \n",
       "tt0056592                       To Kill a Mockingbird (1962)  1962     8.5   \n",
       "\n",
       "            votes     length                   genres  \n",
       "id                                                     \n",
       "tt0060196  195238  161 mins.                  Western  \n",
       "tt0064116   89764  175 mins.                  Western  \n",
       "tt0054215  168286  109 mins.  Horror|Mystery|Thriller  \n",
       "tt0057012  174723   95 mins.             Comedy|Drama  \n",
       "tt0056592   93918  129 mins.      Crime|Drama|Mystery  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[(data['year']>1959)&(data['year']<1970)].sort_values(by='rating',ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "9a084d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['formated lenght'] = data['length'].str.split().str.get(0).astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f5133c20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "      <th>formated lenght</th>\n",
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       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0111161</th>\n",
       "      <td>The Shawshank Redemption (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.2</td>\n",
       "      <td>619479</td>\n",
       "      <td>142 mins.</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0110912</th>\n",
       "      <td>Pulp Fiction (1994)</td>\n",
       "      <td>1994</td>\n",
       "      <td>9.0</td>\n",
       "      <td>490065</td>\n",
       "      <td>154 mins.</td>\n",
       "      <td>Crime|Thriller</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0137523</th>\n",
       "      <td>Fight Club (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.8</td>\n",
       "      <td>458173</td>\n",
       "      <td>139 mins.</td>\n",
       "      <td>Drama|Mystery|Thriller</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0133093</th>\n",
       "      <td>The Matrix (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>8.7</td>\n",
       "      <td>448114</td>\n",
       "      <td>136 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1375666</th>\n",
       "      <td>Inception (2010)</td>\n",
       "      <td>2010</td>\n",
       "      <td>8.9</td>\n",
       "      <td>385149</td>\n",
       "      <td>148 mins.</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>148</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     title  year  rating   votes     length  \\\n",
       "id                                                                            \n",
       "tt0111161  The Shawshank Redemption (1994)  1994     9.2  619479  142 mins.   \n",
       "tt0110912              Pulp Fiction (1994)  1994     9.0  490065  154 mins.   \n",
       "tt0137523                Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "tt0133093                The Matrix (1999)  1999     8.7  448114  136 mins.   \n",
       "tt1375666                 Inception (2010)  2010     8.9  385149  148 mins.   \n",
       "\n",
       "                                     genres  formated lenght  \n",
       "id                                                            \n",
       "tt0111161                       Crime|Drama              142  \n",
       "tt0110912                    Crime|Thriller              154  \n",
       "tt0137523            Drama|Mystery|Thriller              139  \n",
       "tt0133093           Action|Adventure|Sci-Fi              136  \n",
       "tt1375666  Action|Adventure|Sci-Fi|Thriller              148  "
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "1f65b1a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fdcb310caf0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ed3db3b6",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>length</th>\n",
       "      <th>genres</th>\n",
       "      <th>formated lenght</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>tt0457430</th>\n",
       "      <td>Pan's Labyrinth (2006)</td>\n",
       "      <td>2006</td>\n",
       "      <td>8.4</td>\n",
       "      <td>186080</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama|Fantasy|Mystery</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0081505</th>\n",
       "      <td>The Shining (1980)</td>\n",
       "      <td>1980</td>\n",
       "      <td>8.5</td>\n",
       "      <td>212988</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama|Horror|Mystery</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1077258</th>\n",
       "      <td>Planet Terror (2007)</td>\n",
       "      <td>2007</td>\n",
       "      <td>7.5</td>\n",
       "      <td>74950</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Action|Horror|Sci-Fi</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0075860</th>\n",
       "      <td>Close Encounters of the Third Kind (1977)</td>\n",
       "      <td>1977</td>\n",
       "      <td>7.8</td>\n",
       "      <td>65768</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama|Sci-Fi</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0054331</th>\n",
       "      <td>Spartacus (1960)</td>\n",
       "      <td>1960</td>\n",
       "      <td>8.0</td>\n",
       "      <td>55504</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Action|Adventure|Biography|Drama|History</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1042499</th>\n",
       "      <td>Filth and Wisdom (2008)</td>\n",
       "      <td>2008</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1367</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Comedy|Drama|Music|Romance</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0094642</th>\n",
       "      <td>American Gothic (1988)</td>\n",
       "      <td>1988</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1359</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt1926313</th>\n",
       "      <td>Pyaar Ka Punchnama (2011)</td>\n",
       "      <td>2011</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1359</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0878674</th>\n",
       "      <td>Garage (2007)</td>\n",
       "      <td>2007</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1356</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tt0197094</th>\n",
       "      <td>What Becomes of the Broken Hearted? (1999)</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1365</td>\n",
       "      <td>00 mins.</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>282 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                title  year  rating   votes  \\\n",
       "id                                                                            \n",
       "tt0457430                      Pan's Labyrinth (2006)  2006     8.4  186080   \n",
       "tt0081505                          The Shining (1980)  1980     8.5  212988   \n",
       "tt1077258                        Planet Terror (2007)  2007     7.5   74950   \n",
       "tt0075860   Close Encounters of the Third Kind (1977)  1977     7.8   65768   \n",
       "tt0054331                            Spartacus (1960)  1960     8.0   55504   \n",
       "...                                               ...   ...     ...     ...   \n",
       "tt1042499                     Filth and Wisdom (2008)  2008     5.1    1367   \n",
       "tt0094642                      American Gothic (1988)  1988     5.1    1359   \n",
       "tt1926313                   Pyaar Ka Punchnama (2011)  2011     8.0    1359   \n",
       "tt0878674                               Garage (2007)  2007     6.9    1356   \n",
       "tt0197094  What Becomes of the Broken Hearted? (1999)  1999     6.3    1365   \n",
       "\n",
       "             length                                    genres  formated lenght  \n",
       "id                                                                              \n",
       "tt0457430  00 mins.                     Drama|Fantasy|Mystery                0  \n",
       "tt0081505  00 mins.                      Drama|Horror|Mystery                0  \n",
       "tt1077258  00 mins.                      Action|Horror|Sci-Fi                0  \n",
       "tt0075860  00 mins.                              Drama|Sci-Fi                0  \n",
       "tt0054331  00 mins.  Action|Adventure|Biography|Drama|History                0  \n",
       "...             ...                                       ...              ...  \n",
       "tt1042499  00 mins.                Comedy|Drama|Music|Romance                0  \n",
       "tt0094642  00 mins.                                    Horror                0  \n",
       "tt1926313  00 mins.                      Comedy|Drama|Romance                0  \n",
       "tt0878674  00 mins.                                     Drama                0  \n",
       "tt0197094  00 mins.                                     Drama                0  \n",
       "\n",
       "[282 rows x 7 columns]"
      ]
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     "text": [
      "/var/folders/z9/348_ks0d3pg9_pz54jmrqj340000gn/T/ipykernel_28539/2698483130.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  data['genres'].str.replace('|', ' ')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "id\n",
       "tt0111161                         Crime Drama\n",
       "tt0110912                      Crime Thriller\n",
       "tt0137523              Drama Mystery Thriller\n",
       "tt0133093             Action Adventure Sci-Fi\n",
       "tt1375666    Action Adventure Sci-Fi Thriller\n",
       "                           ...               \n",
       "tt0807721                               Drama\n",
       "tt0339642          Comedy Drama Music Romance\n",
       "tt0060880              Drama Mystery Thriller\n",
       "tt0152836                     Musical Romance\n",
       "tt0279977                        Comedy Drama\n",
       "Name: genres, Length: 10000, dtype: object"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['genres'].str.replace('|', ' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "994c57ee",
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method NDFrame.head of                                      title  year  rating   votes     length  \\\n",
       "id                                                                            \n",
       "tt0111161  The Shawshank Redemption (1994)  1994     9.2  619479  142 mins.   \n",
       "tt0110912              Pulp Fiction (1994)  1994     9.0  490065  154 mins.   \n",
       "tt0137523                Fight Club (1999)  1999     8.8  458173  139 mins.   \n",
       "tt0133093                The Matrix (1999)  1999     8.7  448114  136 mins.   \n",
       "tt1375666                 Inception (2010)  2010     8.9  385149  148 mins.   \n",
       "...                                    ...   ...     ...     ...        ...   \n",
       "tt0807721                   Meduzot (2007)  2007     7.0    1357   78 mins.   \n",
       "tt0339642            Daltry Calhoun (2005)  2005     5.2    1357  100 mins.   \n",
       "tt0060880    The Quiller Memorandum (1966)  1966     6.5    1356  104 mins.   \n",
       "tt0152836                      Taal (1999)  1999     6.5    1356  179 mins.   \n",
       "tt0279977            The Navigators (2001)  2001     6.9    1356   96 mins.   \n",
       "\n",
       "                                     genres  formated lenght  \n",
       "id                                                            \n",
       "tt0111161                       Crime|Drama              142  \n",
       "tt0110912                    Crime|Thriller              154  \n",
       "tt0137523            Drama|Mystery|Thriller              139  \n",
       "tt0133093           Action|Adventure|Sci-Fi              136  \n",
       "tt1375666  Action|Adventure|Sci-Fi|Thriller              148  \n",
       "...                                     ...              ...  \n",
       "tt0807721                             Drama               78  \n",
       "tt0339642        Comedy|Drama|Music|Romance              100  \n",
       "tt0060880            Drama|Mystery|Thriller              104  \n",
       "tt0152836                   Musical|Romance              179  \n",
       "tt0279977                      Comedy|Drama               96  \n",
       "\n",
       "[10000 rows x 7 columns]>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
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    "data.head"
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   "execution_count": null,
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