Average Weighted Recommendation Engines using Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a Basic Recommendation System"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://www.kaggle.com/tmdb/tmdb-movie-metadata\n",
    "credits = pd.read_csv(\"tmdb_5000_credits.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_df = pd.read_csv(\"tmdb_5000_movies.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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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>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
       "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
       "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Credits: (4803, 4)\n",
      "Movies Dataframe: (4803, 20)\n"
     ]
    }
   ],
   "source": [
    "print(\"Credits:\",credits.shape)\n",
    "print(\"Movies Dataframe:\",movies_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
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       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>...</th>\n",
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       "      <th>tagline</th>\n",
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       "      <th>vote_count</th>\n",
       "      <th>title_y</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>...</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                         ...                         runtime  \\\n",
       "0                        ...                           162.0   \n",
       "1                        ...                           169.0   \n",
       "2                        ...                           148.0   \n",
       "3                        ...                           165.0   \n",
       "4                        ...                           132.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                    title_x vote_average vote_count  \\\n",
       "0                                    Avatar          7.2      11800   \n",
       "1  Pirates of the Caribbean: At World's End          6.9       4500   \n",
       "2                                   Spectre          6.3       4466   \n",
       "3                     The Dark Knight Rises          7.6       9106   \n",
       "4                               John Carter          6.1       2124   \n",
       "\n",
       "                                    title_y  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits_column_renamed = credits.rename(index=str, columns={\"movie_id\": \"id\"})\n",
    "movies_df_merge = movies_df.merge(credits_column_renamed, on='id')\n",
    "movies_df_merge.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>tagline</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres      id  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies release_date     revenue  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   2009-12-10  2787965087   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   2007-05-19   961000000   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   2015-10-26   880674609   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   2012-07-16  1084939099   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                          tagline  vote_average  vote_count  \\\n",
       "0                     Enter the World of Pandora.           7.2       11800   \n",
       "1  At the end of the world, the adventure begins.           6.9        4500   \n",
       "2                           A Plan No One Escapes           6.3        4466   \n",
       "3                                 The Legend Ends           7.6        9106   \n",
       "4            Lost in our world, found in another.           6.1        2124   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_cleaned_df = movies_df_merge.drop(columns=['homepage', 'title_x', 'title_y', 'status','production_countries'])\n",
    "movies_cleaned_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 4803 entries, 0 to 4802\n",
      "Data columns (total 18 columns):\n",
      "budget                  4803 non-null int64\n",
      "genres                  4803 non-null object\n",
      "id                      4803 non-null int64\n",
      "keywords                4803 non-null object\n",
      "original_language       4803 non-null object\n",
      "original_title          4803 non-null object\n",
      "overview                4800 non-null object\n",
      "popularity              4803 non-null float64\n",
      "production_companies    4803 non-null object\n",
      "release_date            4802 non-null object\n",
      "revenue                 4803 non-null int64\n",
      "runtime                 4801 non-null float64\n",
      "spoken_languages        4803 non-null object\n",
      "tagline                 3959 non-null object\n",
      "vote_average            4803 non-null float64\n",
      "vote_count              4803 non-null int64\n",
      "cast                    4803 non-null object\n",
      "crew                    4803 non-null object\n",
      "dtypes: float64(3), int64(4), object(11)\n",
      "memory usage: 712.9+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_cleaned_df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using Weighted average for each movie's  Average Rating"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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H42g4YQezvJUISASKOQKSwTyEDlKXnk6dOoWWLVuKGnhC//3334W0wRKMylz4JT9/8803t1DCSnuOmzx58i3x6oPKXNRnZjgsoaj1cTzrYnjjqhrmzJkjnIXWr18fK1euFI4r2RWOPS1qWnmVCEgEJAL3i4DUwdwvgnfIz5IMSy08+R8/flycxMlHCBQVePmLXeXk5uaK69WrV4VfNo5jyYOv/Mdl2QdmDhz4cDZmVKq3A44/ePCgYCJqemY4jRo1EstufPwBL+UxM2TmJ4NEQCIgEXjQCEgG86ARBQpMkD/66CMxefN+ls2bNwvdByvvi5IYeAmMGZL6x8+F4/hd4WUtlcGwUQEzD5ZsmGEww4qKikKfPn0KWsjWbGwqzXohNlXm8iRzKYBH3kgEJAIPGAHpKuYBA3q/xamWYWzmzKdszp07V0guzAxkkAhIBCQCjxMCUoJ5yL3FEob6dy9VqRIFHzWgSh+FpZaiyimqDlUXpKZX0/BVBomAREAi8LARkBLMw0ZYli8RkAhIBP6lCEgJpph2PEsZhRX6xZRUSZZEQCIgESgSASnBFAmLjJQISAQkAhKB+0VASjD3i6DMLxGQCEgEJAJFIiAZTJGwyEiJgERAIiARuF8EJIO5XwRlfomAREAiIBEoEoH/AYMhWPlESqtiGluUiWxRcbdRK01rb4NERkgEJAISgeKMwANhMMTH89pcmJDVApPZAgLBIo4MzsOqOZ9j2sI/xO5yKx/ja2M24DQmM6xEwlmjxcZErBaTKENlSlaLksdiNosyGVDisk1myB0dxXl4SdokAhKBfzMCD4TBaPh4Xp1O4KjR6mDQ6yC8W4kjgx2xZ+MO7I7NFq5PdAYD9FrF9xVBA51BD53taGGdRgPmMVqdQZSh43TiWQ+9TgudXknLcRrOY9Ar9fybe1C2XSIgEZAIFFME7ovBWE2K48Vj0z7A4JHfIBfAvuWT0GnYWCRDg9SjyzB06Fg4hZTCxp9Ho1m7+qhWrSFGLD0k4NCYEjClY1tUrRKDmo16Y96hFGg0GVgwthe69u+HWv0/QJwF2PLNy6hRtSqq1aiPKQv3gbnK1S0LMOSpETiUwUWRkIKKKcaSLImAREAi8K9E4L4YDDTKiYj+0RqsXrUZpxPzcX7LTCz/dhm2XAIu/jEbeykAAcbrSLjhiv5jZuDt3lGY9fYIXAThl6e64/OMGPyyZTM+aWTAiP5vIzaNcHLdAmw7dB7vvv4cMhe/gYFfXMTnS//E4o87YNrLr2LduVw4+bjBvbQnDHKN7F85cGWjJQISgeKPwH0xGK1OBzMBnk37IMYxEydi9+HKxSQElHRDys592PrLWQwb0BDJSY7oNuhF9K0bjeatWqCB1gqNJQXfxZ9C2UDCztXrcd7LAflH9+LAgXNwLx+DN2eswhPR3tg6dwUSfT0Rt20V9lxwQErOTqzZewKeke3x6RfvIsqdQdZAK13OF//RJimUCEgE/lUI3N+BY3z6oskKGILRu84lfDFmNEJdRmPmxyZ8//GLOJgXhi0xZTD7Jz10Rq1w+piRmY1snQFkNsFs0EGfHo8NqxNhdHBAz5G9UDHAEVuzNQgu4wyiLKScBfxKpmDXH2tgNjjj6V4j0TKqzL+qk2RjJQISAYnA44jAfUkwQnLQKctkzbt1wNZtf2J79cZo3Toahw7tRELIE/B1cofJlCesv9hTMAsaltxskNELNU065FXvj5nff4/Pu9fGhdPpcHBygcXKVmR8EJYLGrb1h1ZXEzNmzsL3U55A3uVjcHL3QM61A/hpzjJczWbY2WPx4wi/pFkiIBGQCPz/InCfDAbQaLTCVLhkjc5oUzECA58oA/Ktjuj6YejXIVRM/AZHD7g4uQoUjXoXBHs6IR1GjJ37Hdy/eQ7hkZEI7TkZQa1bItDXAXq9MxyMCmmNJk5HJ7cpCAqPRFj5XkgLbobKvnokHNiELz79HvF5SuewqbMMEgGJgERAIlB8EHiwzi55krfpQuxuxdIYSzsFahI+I4WlGcYhPw3nr6TCo2RpeLkoh2qRlaCxmTIrUJlwJf4SNC6+KO3jIqI4Df9jc2V54G/xGVCSEomAREAioCLwYBmMWuo9XnkHv3rAlshiz5XUMm6LY0lFshQVHnmVCEgEJALFFYH7XiK7n4apzKXAVUyBiGNXqhrHjEYEyVzs0JG3EgGJgESg2CLwSCWYYouKJEwiIBGQCEgE7huBRyrB3Df1sgCJgERAIiARKLYISAZTbLtGEiYRkAhIBB5vBCSDebz7T1IvEZAISASKLQKSwRTbrpGESQQkAhKBxxsByWAe7/6T1EsEJAISgWKLgGQwxbZrJGESAYmARODxRuD+nF0+wLZbbCdicpG8P0arVZxjWq2KrzOO5zj7vTPqO/v4B0iSLEoiIBGQCEgE7gMBuQ/mPsD7J1n5qGdomFH+k9x/nYfIVu5fJiFw1dpbXPD8ZWL5QiIgEZAI3DcCj3SJTJVAzp8/j+bNmyMqKgoNGjTAf/7zH9GwAwcOoHv37oiOjkZMTAzmzZtX0OCFCxeicuXKqFOnDn7//feC+GJxozodKIIY4TvtATMXroadjt65WJYK75yiCHJllERAIiAR+McIPHIJxmw2i6WvlStXomPHjvjll1/Qtm1bODg4gBnQ2bNnERkZiXHjxmHUqFEircFgwI0bNzBx4kS0b98e9evXh16vF+/uhoTq/2zXoi9w1Fwfg3rWYG//OPzzj9ic6o0BQ9uD3Wle3b8UCzdYMeD1LnAxm9mtJoQIoDfCoE3BD59OR6kWvdGmSjDM+fksGsBqsYA0ehgtCVg4+3f41+6COlGe4jgBvcEAWEy4dvYM9H5l4e3hApjNUBYA2W2nDga9wu8t5nyYSQMNJWP5j0tRqmFHNIwoDbJaoNHqkHx8I2Yu34DruUa464D0bCvCazZEr47N4awjmE1MB3ts42MMtDAYtDBlp+JUvAkVwl2w8vsvkR3SHD2bxiA/Lw/Q6aAVXrE10Ot1Ih/3C3vnUT2/Mf2SPd1tdMn3EgGJgD0Cj1SCYUJUfUu5cuXg7u6OrKwsODk5CQ/MzDTS0tIEs2E9CzMdNcTGxqJ27dpo2rTp7cyFeDnIWujPJlbwUhKAtOOL8M6bs5HC078mDZPfeBnDh72MU+lKDVs/eR9TZx6BzsqTrgEGvR4GIzMXLkeLfNyA1ZIDK7838hEDBhgdHOFg1EOD85j/7VwcuuwNo1EPo9EArYWg1RvwRadW+PVELrSwQqvXC9qV8rWwctFkhU5vhIPBAKPRF4vmLMDGg5cEUWQxi2vmyeX44NPFOJ2WhqyMLFy5eAzjn2mB13/YCeZYeoNe0CvKNehgJQ0MpkNo3uIt5OlcoEUyzJZMsVRndHSC0WAUdBiYuTB2ZGsz02AwgBm6ZC7KuJD/SwQkAveOwCNX8qtKey8vL5QoUQIXLlwQ1HN8bm4uNm3ahJycHKSmpop4Zjr5+fnYtWsXBgwYADYOYOZzS2Ajgb9QcvBSEodaXV9Gifkf4XgOUC9lC3YGRCPSOxY/7riOmNZO+PlkKp58vz1ctRn48cM3sGjzeXgE1MG7n45FuIcOniXrwcu1NLTaDMx+fzh+2ZMOD39flPRuhrGjqiIoFJj/VW/s+CEDlhJR+Oybj3Hmhw/xy/VMeH7wKuov/wEl1szBGzN+xnVyQ8Mh7+CN9lGCee1fMhrjZ8fBtYQDDsab0MKTpSDBjcWF9BoE1n8TSz7rr8QD+HN8JfRcsAvTB9XBmm8+wLcrdiDH4IFG7UbjjSGl8P6Yz5CXvQ1jx1dDk5rNUMotCHkpR/HOh19DZ0zG0YPZ8GsxCJ+80gElkIH5k8dj0aY4eFZtgoZOQPMRryDIaIWVtJArbQWwyxuJgETgDggUmpnvkPIhv2Lpxc3NDYmJiaImZhrLly9Hs2bN4Ofnh+TkZBHPjGfJkiVCevHx8RESkMqk1GMtsy4fxerfV2Dlb78L/cxvK1di9dptSGXhxfYp7lEmElUSErHlHHBt6WKE1OiI1wb2wpYf/wRwDMevl0WTqAD8Omk4PluZhxGjXkPZpKXo22sagDx8/eEn2Hj4LNZPaYcx38bjqSG9QYtmYfKH3yNT7wN9whHEX8tE597PQHN0BV569VcEV6sPLw0htEETOGxZhqd7fwSXDs9j5JOR+K5vX0w6QDDteQM9ByxAVJseqOpxA+cuHIXeSTkDR6xXiSa4IOfwHmw7ehwnYo9i/+ZfMf3nRDw1rDUyV87Ci2NWIub51zCiaSDmjhqOZQkuaFErGmZNGTSoG4ql0yZh/obj0GbFYtIn0/HbjYp4tmdNzJnwPH4/eg3rvhmNl2dswZP9BsD5wGyM+PxLXBfCk1Ul4SGPBlm8REAi8P+AQLGQYFgvwgzGw8MDFy9eFLiePn1aSCpVq1YVEkpmZqZY8kpPTxfMpkePHmIZzV56EQeQQYO0+P34cMJU5JhYEcG6E4KLZzvMaVofnlqxigStR3nEdAjD0VV7sOJkImKq9EKj2sGYMn8Jjm+JgkNkCMo5ZeCjmb/Bp9c3CC8XhKwOLfHxiC9xOqcXgoPKwCH3DOb/cB2jFu9B79pu6LF1DvZ2XwVN7gUku9bC8BHfo3tHH5RMPoThs/ej7Kfj0KC0L+o++QSOrXkdB8sEY3TtaIRAh+r+P2LL4t/gcWMnKgyYgPHDugOoi827BiBFMFf/AuaoN7gjM3kGBvbYBF68IlM6Tp7MwE8xgXAt6YHpc8rCpXRJpJzVQO+QgrRsZ3R6shlKvBePts1bY8/3M5Hv5YLc/CyERHXBr1+NRjlY8PyUhci9dBAbVh5Hlz4zMaBLJLpGaHGx54dCp1NAwP/DyJdtkAhIBB46AsWCwZhMJrHO7+npCbYo46WxY8eOCesxlk6YiTBj4evMmTPRt2/fIoFRJZkSEU3x0X8ioDUAGlZU6wlWsxe8dZxNY9NcO6Nmi3ZYNnksDrqXwsh+1REafBXtaBJGvH8aVZsMQimHbNyIy8e1jV+jx+pMOLr7oXu3fnA35CPfQjDlZiLfUBJRFdyQl5MPh1Je0OgBK+tKdM7QWAlWixXpuVY4OenBp3Cmw4rs5GvI1WjhmHsKX7zUB2lWHTxCaqBrS2+cnKxBtacDQKZcWA0aODk6CuMB+wab8q/Cs84oHFz9GpzEi2S8UbMW/th+GvViTmHMm29D61QCbo5GWAOd4Gy1wJqZLYwEsizpyLdaYRF/gE7rDncQLNYU5OockJ96Hdmu+YhuUQH5ubnQugch0GxGrj0B8l4iIBGQCNwDAsViiUw1V3Z2dhZSS3x8PFiCqVatmmgCL4W5uroKi7IyZcrAxcVFSC8qQ1HbyRM4h8TDq/HuuHcxYeKH+PDDDzFh4jiM/+gHJOTbUtoOL6tVtyIsh1fjnKM76lT1BrzDEdTSE2vWH0ZUVEP4+pZFaDk3NBg8H9u2bceaT5vCz8UZvnpHmC0WOHv5wR9x+ObzPXBwMuK3qT8h8WoujA4GaKwmwGKGVqeFlheWWJjSapCfQ4B7aZTXGIAStbHwj83Y8ucfaFW2FPQeUagfloN5U9chx+AI3eWjOHv2NJxcXdUmKldmumYWzAjElmhUAiGhOpitaVgwexZSInpjx/btWPvFEDjl5kDvrIOW8mHWWmDQucCg4ZNEmSReL7TCAg10TJvJBA//MJTQZGHZrNkwOjri8G/vY6WV4H4rBfJJIiARkAjcFYFHLsEwhSqjYOuxS5cuYevWreAlMFbg63Q6BAcH4/Llyzh48CBq1aoFZkTMlNR8ait5jwkH/9o9MH9hJ2jBIgtLLBZAq4ObzQhNo1EW05yDIhEV6QW3yGiEOrGoY0StoBjA4QYCosJBRgOe/WIA+j8bgYZfReDCgV1o++7vIJiQmWlCri4Eo36cgr7dB6DxJjeYL+2EVd8HFrMWuUYt8p0UhY/ZZEUOMxYANaOzMW5ANyz6+Uf0XdId4VXro5wpEelr+XMAACAASURBVMcNDbDsDRc0HP0h5tTqidp1t6N8iSTsvmZEP4vNm4FSBMisQZbeIpb/lH01BN/A8lg3cwcGTnwSs3q/jQYN1sJcwhdZORfx/bSZaPdWDTid/h0vvfgGDHp3OOSwpZ0JWVnqN4YOLpkpSLGUxHPvTsT2Qa+jfpNZsFzYjFz3OlL3InpP/icRkAj8HQQe+T4YJpatwoxGI1588UVMnz5d7IXp0qWLYCK8LPbSSy+J+N9++w1t2rQB79Fga7L7D1akJiXConeHt6ezKM6alY5LqXnw8S8JEaMhJJw7hCMnE+ETGIOqkb4ATLh+LQ1GNyec3rEa14x+CPHzRW78AnQebsWeo+8A6enQu3jBw0GLnIxUpOVoUcrXHab0izh2NhnBMVXgkX0Nu/ccQabeC5VrVYePQWlRfvo57NpzBq5lysHX0wfuro5wc3GAMGLQaGDOSUNilgalfdyFDMK5OO7aDSsCyrjjwrEDiLuagaBKNeBnScDlTCMiwoKQePoEUixGlCxZAjq9EzycLUhIzIOfvxd0sCLtagI0nh6IP7gDJ9PdEF3OC2mHVuCVN37Bl8e2o6qDGRbooZM2y/c/9GQJEoF/AQLFisEMHToUu3fvBu/gVyUUllJGjBiBHTt2YNu2bQUmyYWll1v6Suzl4M99jVgKYiMCvvkr0+Vb8hZ6sGW9GWtzyaJGLBkdjXfXe2L4sKfxzdRZqD70M8wY1kR9fYerQp99Al7hU5bTHuUMTlg+dShem3cRLz/fGZtGTYVDp/9g7tdtYTXz3h1V4rGnXN5LBCQCEoHbESgWDEZdCmMJJTQ0FBUqVLiFUt4Lw1ILu5NR096S4D4eBPOxMSKlGN79fnPZjuOUNMpblbGpTEsDK/auW4Qla/Ygpt1APNWM97LY8mgULQdbFRSUyXoTdVnQdm8rWTDDgrxKpPhfrfNmlF15aqRdufb0qq+5jFvjbzJftXzhJ40dioJw/M9FWLB2D8o27IkhbRVdmFqWvEoEJAISgXtBoFgwmHshtLim4UlbnaCZRrbO0hXe+Flcif8Lugq3icxWaKTk8hdoyWiJgETgrxB4EIqMvyr7b8ezdMKTtf3eFi6E4zmwwr+4BbbGsljMwhxZo9NDr3v8l5DE1iGLGRYrM08tdPrih3txGweSHomAROB2BKQEczsmMkYiIBGQCEgEHgACxUqCUdvDEou6N8Z++YmXbth6zD5OzfN/cSXe8GiFVqsr0Mf8/Xax+TFBmC///cwPNIc4owYP/uybB0rk3yyMxyDr0P6JwUjhqtQxXlhiL5zufp6ZXtXY5X7KuVveu9XDY4Hof3VkxIP5DRSc3QR2AMs43gzieIx7tMX5J78DMc6IblvNuUnB43H3WEowDP7/LZN5PMaNpLLYI6AwFpXMB/GbKbqMe6nn1jQqTQ//+qjqffgte1xqKHYSDH/VTZgwQXhLZlf9ERERYhc/u/FPSkrC22+/jerVqxe5k/9uoHPZijUXDzzFKzBLDHzGCnsI5i8NPvVRp9OCWIpiZQQzMy2nZSss9iasuJ8RmzrJAitboCmFFnxt8JeP8sXDnzj8FaJIJKJ+JlJ8mdyUUviHyyEn6SR+XrgVMV2fRkwpFyHNMCPl1+wRQHGlr3wJslcA9SuayxVfwfyVmHkN2w9fRPmKMfB15e4laHV8xgufBGBVzp8RDFp72wFkfN6MzRmCsonTRqsQpzQKXipGDA0HrlcpV/EGwMQyPTClYu++Y/ANr4ngkg6wmPksGz4GWz36Wsmv/q9gxtUqm2C5XK7CamX9m9IPfOaO2mY13219WsjVcwG9Nm8KfJoolyFohPJFzWnY+pwxVvV9XKViA6hMUkwfH6+QFLcfxzM9UC8m2OZVWtUZKu0W5wbZ9S/TL7rXpltUYOMvYgv2r/4Fx7ID0KNLPejNFlh5HHIboYzDgmbb+p7HKgf148p++hT9r4Ki2CkC5mzEn78Mg1dZ+Hs7CjrUfuM2q57FleFnG9uKfHbb2CioNz8P6XkEVzdHaFWT/TvVoxyjipTDG7AjIwBt64aL3xH//gQWtq7leyF18434HSreLxhPdSzcMkZYGhK4sNsj7islPZdrzrmGTasPoGbXtvCw0ajgXgDQXW4UZI+uX4Ls8JYI113E3sPxsPDvyGqBReeC6Gp1EejNG9du9ruYB8QYFWiJOsiSg9h9u0G+VVApyB1mPrZDNFahSOk3xaUU18reSBiH66cP4sQVKxo0rQHdP2rDXZr4v3pNxShYrVZBzdWrV6lVq1ZUo0YNOnfuHF24cIEuXrxI06ZNI09PT9q5c6dIp6Ynq5UsFkuhP6UstXkFadWIW663piWz+Za3/GAplOS2BBxhJbJaLUW+spgLx1s5uciUb3s1ZVQn8qvxDB1JNtne3SzKelt+Ja9F5M2nDxrVopUXiSjlF2oY2ZnWHr2Zl/Epiq57apNdMaKBtzyTwFyN4vZYFYKIzNtoZIdW9OPyG2QpDKfVUqh9RYHLNKsl37zaRxXVp0XluZn7Pu+sVlrTvTVFvfHTLQVZLTz+7Cnj14WfbVnU8ZGwhkr6BtPoeVtvKYsfCo8UKrLvb82mtttiAzvr/FZq1zCKIiIjKTS6En296bTIYDabSRlvJnp36Gj6eOHJWwuyPd3aHivl5+VTWtJ1mjS0E/V+Zwbl2tJlnttCbRvY1bP5jFIPjwOrhfLN/KNIoCdaVKbPVx0ssq5bInms3hLBxXDMbagUGcVZLfnXaeKIttT/+yPK78t0My+PmTvOFbb+yTm7hIIq16ZL+Raa81I3cvHwodAnnqAOjRpTzXKB5OHTgJYcTLLRZk9wvqD/4sLh9Nwn84kok74c2oDenRRnn6jgXtBTuMFEZI5fR0/06k5z9qaLNphvG18FRRTrG904PiqyGAXli50wevRovPzyy2jVqpXwsszellmamT9/PviwsV69ehV8yfEXNucr/GffLH6Xen4v5sxdgD93HYPRNwS+2mSs33QA+qBgeOqAzOR4/LlrHwLKhyDn0FbMXrgEe04kwD04DD5OGiRfiMXBxGScWLkGac4R8M7bh1mzF2LTrhOwunoi0NdL0JAWfxg//bQY+2+YYL18AeRVCh5OepzcuwELfl6G2PMpCA4Ph5NOOSSTabt6ZhM+nrQIpSLqoscT9eCuS8PaebOxaPUWXNWXRHSgN3ITz+Pk+ZPYsWMvtt/QomqgD++wQezWX/DptB9ww7si6oQ649dNO5CnsSL+0J84nWxBWGgg9BoNMq4ewrwff8K2w+dQokx5eLsaxRcYf8EKGmJ3YufVi9i4eDmOJpng4ZSJVT8txO7jifAsHw5PowbIuoqFs3/Eb3/sQr6jL8r7l8Dloztw8rIDAkq5QKO14uKWvThH/qjRsB7KR5WFt6sOR5ctwLyVG3Auw4DQ0AAY+HONg/iQ08CcfArz5szF+k37kK0vicAAL+g0Vpw9sBFz5/6MHccuonx0JbBQpn65M83JZ3djztyfsGn3MRhKlEOAt+L+UyncioSzh3Hg7DUcXb8Ya3adhF9oBDwdNTh+6DBu5Brg4+mMjMTzOBwbj5KlPbF321bEn9uNFSs2I0PnDP31I5j78yqcTjIhIjwQVw7Pwq5rbnDMuYD1G3bBUNIfAd5uAr9zB9Zg3oIVOHohE8ERIXDSWHD8yH7EnT+OHVu2wVqqAvxc9IApCQtmzcDqHbl47sUeKGVNwon4eGzdsAmnnUIR4Z6EXxfMxvLV23HD7I4K5XxByeewZfd+7N2+ERt3HoODuzdO7l+DZau3IEtbFuUDXMVgskAHLbIw4aUhWEdtEbttMWrQEYx+5zu0eHYAfHUWlmlxOW4TPv98Ek4n5qJ126bQ3TiB2T/8iPW7j8O9VHmU8rLhKMDWIP38Rox78U2Mn78CYW27oFuDGOisGRg//Fls0LZD7NZFqG45jLfHzESLIf3hqzfDZAb4ELv9Pz6HHzMqYvxz/ZBzfhe27j6ETetW4+gVwMM1D8vmzcaOk2kIDCoHV0ctNDnXsW7BPKzYsAvJLgEIL8We8DQwXTuGxT8twNpNB5AGI0IC/ZB7+Sh2nEvGhV3LsGTdfuh8SqGMjx9KIRFzvp+K6t36obTeAottxYLHTFF/ynhhyZJrysGUt55ESpuv8ULdIOyY9xUSwgZjzy9T0WdAfwx5+QUcWv4xNpsi0bdpBM4fWIe5C5di56HTcPOvDF/jdfwy7SPM3HIFYfUaoV6dBgipUQF+5rPYfPI6Lu9dgUWr9gBeJVHWxxMajQWH/1yMRSu24GLqDVy5aEJgTG047pmFhSev48mmDeCgsYLueiy60opi9X9xYn/8ZcEhLi5OSItLly4VXxsZGRkifu3atSL+p5+UL0j1CzY/8wYlXkugxMRE8XctIYGuJyVSHueyfdqlnN9AVUPdqUXvITS0Z2sq17gXHd63mqq7hNLIJVdEspWf9yWPqGfp6oGN1MajPDXrO5C614ihcs3fpGO5RLHf9iGU96HKtQfR4u9mUOdyblS302Aa+kwtqlCzMW29aKW8a1upee2yVL9Lf+rQqSU5AjQnNo2ObvuBgqMj6OmBg6hZrVBqPnIyJVuIzBaz+DY7vOVbCgsoScGV2tLBq5dpSs825FGpDQ0Z0ou8HSvQm2vjKXv/LKrjDnKKrEcD5u+3fSVb6LfPR5OfqzPVe2YUnTp3grpHgVyDqtCgQd0pLCicJv96mfJTdtPTNSpSk64DqWerClSt9ot08rpJfGWa800C3wX9AgnOEdS1Xy/yj6xAZao1pZ7PPEOVQ/2pybi5RJY0GvFUJQqu35GGDOlGpUMr0bzd5+jXiV3IK3ow5fC3W2YsNfX2ofGLFtLTLRvThDVJFDf9DSrrUpEGDhpEMV5h1HnSesoXXWNRuifzNHWo40eV2/SiIUN7kn94bVp1JpnSz2+ktlUrULcXnqOudf2pcrv+lMT5bF/pN86soSohbtT6mSE0tEcrCq7VmY6nKW1RRpKFFr7dhOAXRIMHDaTWlb2pdpepZKYcGtCyOfV/b4Vo96GF46huZEu6mnuWynmCEB1D/Xo+QZFh/lS7UTN6ptcTFBzgQF/uyqC47zqRAaDo1n2pf6caFBTRkHZeSqNz276hOiGR1GvQIGocWoqeHLyAiPLp1Z4xBBioQZc+tP58hjIec07TK/2akZNTSRo9aw0dnPM8BRhBZRr0oc92HqLZwypR+Yh2NGRIDwr3DqAPlh6jvCOzyBWgwPodqFPNGhRaKopqPdmdej/RkMp5d6aNCfnEoiLjSvmHqG/DFvTBD5dEfeYTW+iZSlXpS5uwYrZaaP+GrynE34/Cq3Wj3Qc3UZdm5alul8E0uGsD8q/eljadTRPYqJJRxtXTtHfHTnq9eyPq9frnSj25++iZBi1o/I+XlXqOb6Y+lavRV6c4q5WyFGJocJdmNPTT5aK8bwaE8CIpde7fl6JRmipGNqQ2fQdSPa8g6vLmCjLlptJXbZpRcEw7GjSwC/l61KSJO1OJsg5Rv8gSVKl+L3p2WHuKiCxD8w/mUOKKlwk+XtT5qZ7Up01FCq3ciw4nWYly9lPPrk3onSU8YojybVJMTnoaJV69Qtdsc0ViYgIlJNywSVoWEsJ2zn4qV74KrT2dKfJ+378Fles0kZRZiCg/+RT1qViBRszZTaf3zKbAAA/qMWQI9WxTnSp2eI0yMuNobL0A8ixdjT5b/Se92bM2Pf1FPNGu90nj407tujxF/TpUo+CIznQoMZsOL+xF5T396ZnB/amc+H56gi5wzccnU3jTQbTtsjKm1b4QRD0m/7Euo9gElWEwYylfvjylpKQU0Hbw4EGKjIykjz76SMQxM1KXY+JWfkIRYaEUFhZG4eHhFBYaSnUaj6YrnNIm8qZfPkQz5ixSmE7ibipTyotWnL1G01/pSE0HTxE/iDHREfTe4nP07aDaFNLpA6XutK1Ur2QkjVl2mc4ve4MCSw+hszx7JW6j775ZRlmc6vL3VC0mkn7cY6bDMweQb7m3lLyZB6lZhTBaejiWRrWvQy1fYJGZKHP3PIp2K08L47kgM2Ur44fe6dOdXp+5hyhxFQV6xNA6UTjRnkmDybfeB3Ru/0/UuloNWhJ7XZQjRH0hXufQ0OgQmsOrIGl/UMOa9eirP1NFmi+GPUVPvrqEdk59mtwbvGFb2jhPNYJK0+sL9inlmBQCFr1Yjbq/tlDEzXquFdXt8J64P7pgFLVoNZDijswj/5An6JiNrrkv1KP6r86gpLObqHrlUJpxhci85QMqEfQS5WYcpN7tu9M3izZSpxAfGvqTskSQ8PMocvHqSodS+KdsWw7JvkDfzvxB6S9KogaR3jRm5X66sGkG+blUoN+4uZYEWvzzPBLTnu2XlnpxP82Y+wsJ6q/uoEB/D/rxULKgmVdmOCx6sztVa/Cx8nByLpXy7UoplE2jej1NL09eK+Jjl0+i9o170rXcs1S7QiV69w9lWaJ/45rU54stIs3U17pS789PUtxXHcmr5QDB6IjyaFidSHrj60X0bscqVHv0GpE2K3Y2ObqG06GUbHpvUE1q3HOiMk64xbbxaDn1C4VW6Cn6I+7bgVSz6VN0MZcoc8vnVLVsDK0Vg5foz6mDqWb94RR3ZD5VjulAR7hdFxZQVIVSNIdXgOgCDalRnj7clS3wFB9VaQeoR+cWNPaXC2K5JvvkOhrQvjrNOs7pLZQlALPQa093pXELjtCp30aRb80RBUtTo1r4U7fp20RbLAJra8Eq3cKR3WjQK58qv6OUPfR05xY0bomtnri11L99dfpB1GOmXB7eljjq26gnjf/uFFnJRFNfaEEtX1Q+EFcPD6VSDUaJek7+pxc1HTKRDm6bRwHuIbT0moim+QMbUanG08mUd57mfj2XLuRwmTupSyNfGrkglTK3jqdAn550XiSPpdpBjWjG1iSyUi690bkXDX1/tXhjylEW9eJ+eZcahodQWHgUVagQQRXCQim07ZsUl8rjUVm6zTk5hyoFv0gHryhruz8/34Xg5EuV6tajmrXqUpVwP4J7O9qfZKGEE5voh2UbRB3XdswhT9+StJeI4j/sTa1e+Ep8ZHwwoBU9N/0yWQ9/QUEenemo6KTz1CK6JX2x+Dd6tqYfvfVzvCgjfu77FFquG502E1nz9lPD0E700+4E8U6dH8XDY/JfsVLys+jKCu+lS5fCwcEBixcvRkJCgjg2mZfIeHksJiZGKGKF4s+msSxT52nMnFXPttyiLLvoDaXhI2RFRZnmbLTg4q/jETV2FAIiyyCH9EijEujapAo+nn4Qa2M3Y0W+Fkva+2DqbwbkHv4BVaMWwGzUwuReAn7OZiSnpMGrRlOU01qRa/bG8d/HIOaTkdCYc5Ggqwwv1xQcPXQQrUctBOVlwepSBe3dvJCZmgEvHwfErfwQlTeOF0pJl0oV4S32j6rK7DRkmgiajAwkJ6XAKbweGjlbkJVlQkTHZii7eBvOn/dGzbpVUS3KBxZLPjR84A2x94AU5PI5M2lZsHhkAi6h8HPjow/MsLiWgJdTAnZuSYHm8gFUi1oG0rsgz+ANb1ebe2mWC/mczmSg/rAasJjMyMnToXqNIJDZhByTE0qUcMW+xatRuW0XhDjmIysLaFQ3HGN/PQenwKfROqgc9v28B377/0CbZ96HgxOQT0BeSgIulXTC6fc7I3ysGY7uDvANqwMLCU2nWO6CXgfroVloHPI+SpYLwLl0Mxpk5KJs2/6Y9NpmvFA5ABoXT/R4axraCxlWrOnBxWjBuaXvI2LMa6JPc7WuID6LpyBYkGuwwKdSHcCSj3Ryhau3I9i9j8XKxhmA2WyB3sEAXs+xEB9cUBrNQ51gMt+AxTUYkd7OMJmsMDjHwDmFYCppQdXGHeFhyUW21RHVI4Jx6nosDu1JQfyZ1xC1KAdw8oBvUDgsyEZGRjBqNG8AZ67TpPpyIySlZwlDg2yzBemXMtGyYzuUcSDsPZ6EStXqoVppM7KyLPCPqotAlz+RkZUKrXs03M1WWMgBtTr1QkBJtqVIgqOvCzwMvBmWwdEABsDBbISjRQ+ryQS91gGaPC3ybLhwu62WVGTlAYb0S9i1cTua950KTX4WsuCClnUDMfLMWQD1Coq0mi1g5+Rpefkw81IpBwNgNBnhYKtHp3OAluuxvRank6cnIsMlB26BvtDAjDyNAzxLhMKSb4Jn1bqoXeFJWE35SNET/LyMSM9MQ5IxFeNbRuONHDMc3HSoUEkDi74kru1ZipaT3wVM+UjK8UNNP0Ju9g04VGwIf5hhsmrh4ucGI/KhIQO0niaYNDmCVDYI4BDYqC8m/9gK+dz/NsMeuJRCWRcdyGoSCvacq2eQX84THi7KBuPs3GxUqdcVUz4ZDBeWv1LiMPDZN7Bu/xm8HJaHTZ+/ivdfyUbZCB84uPogz2JBposJOm0m8sw5wqCDl+is5iToouqhjNECk9UKl1KesKZfRRqiMbhjILKzchHQqhb0E4+KOQJGR8AzG2aLSdD+OP5XLLedr1u3Du3atUO/fv0watQozJgxAxs3bhSHkTEDYgsghRkpVjVX9v+G8eMnYcrUqZg6ZSomT/sEn05ZhGQxcSqz5/rvJ2DOqR44ffYsNnw/FlEuRvAxjX7te6JhVho+fHYYnHuMRzkHJ2gTbiC086s4cCwWR7Ysx4hnn0adSoFw4B37mixYSYPDk1/F95YYbD51Bie2fI0q3m7Qa30QFOKLbb+ugMbBBbqcXViZegNOzlokXDShca8pOBwbi/0bF6J395bwdxezpRjobGmmN+iExZeDiyNyL55DPHRwcXFE3K9rcM0xDD7ORuUANVLc0QjLGeHhgJBrMcLdywU6gx56MsFiNsNo1ENjMYGMvoj00iG42nDEHjuBY4eX4oMX+qNBeBllzNomBK1WD21erijDquPzYfIBvQHQWpGXr0NYg8o4tncjUrVGuLgYcXD7WXh7+cBZ5452T1bH1Xn98dzBQPQawFZ+ZnHGjN7ZFe6puej13UacjIvD5ukfYXCvtghx56HHPzvg3KpPMXZRONafPoNtK2ajoa8vvEs44fKpndDXG4FzVy5j+5xRmDrqKay+JDahCLpXfzsBC+P7iD5d/91ohDno4Op169k5ej0BumyQzggNW4JpNNDzKntuFnJZx6LX4cbxOCQ5OsLISQ1aZOVZhO5ABxPyTBYYDBpo+WyfXEDn5IC4g9uQr3OEsyEHsWfOw+gRjghPFzR7fh6OnTyFI+v+gxF9uqKypyOIvU/k5Is9IGz5pwKu1elhMOig0etg0RlgoHyx/u9VQo+TR08gPkcPFxcHnDm6CTvySqKkqwEw58LM1lNwhE7vCI2WYBAWcTrbxxVbxwFw8oZjZiYOHz0LncGA1MvHcSw2FxF+wkyJDemg1WlAGiucPQMRUa88dq1fAxhdwD+L3VsvI6xCeZVUcRUeHXQ6GAxG6PXCJSvg7APHjAwcPnpOqefSMcQey0MFdjjOlk8cHNxhuGFGckIKiHTQ86RuzoXWaACRC4x8NpHByLZisGoNMEALb2d/TN8Xi7iTcfj+leF4un9HZP08ER8fyME3cadx4sTvaBNVCpTnDBdXxjAL+aRXzjniPmRMNBYgxxlGXqQW1ojKPBC/fz0+mfQ+Jk2ZhqlTpmPaZ+/h42mLkJhls3JkvunqDevZJCTnKm2waAge/lFoVLUaqlerhqrNe6JVeT945F/Gt598jpM+Y3Hm3GksGtMbpUBwF32ei2wHFzjonYTrKG43W4fpjdnIt2hh4KFgIbi4ucGQdhJ/bM6Cs4sjjm/Yi+xMC9gzE1uyanPcYNAWKzlA4Hmv/xU7ym/cuIGMjAzUqFFDnHLJDSlbtizc3NyEN+VOnTrZTExvmmv6RjXGqNGRcNCz0pq/zvKhNXrBfqrxDwgDYpfjvYkWpB9dgpPnL2PZtA3o/Vkr9GtGaDX+LGZNbcTTNZ4b9Dxav/ANhnimwH3nGnx3wh8r+wyHNj0VVzLzxSTlHR2F/JV/YtLECTDu344d+3fh67UbMbPVSyg763n0GpEOz9gJ+OOsGc97VUKXwc3wzPuvYIzrUzi7eQH2OTXDE0N1sFr5i1uZbFOupyEnJRsugfXRqdw7aN/mWfRt4IYvP9mBTr+OR6nU+WB8LOLTkM1f1QnLFT660/hy/IdoMLoSknNTkWkbAVmZaYhPyUWdd4fBuW5/9H0zHYGJ87FgkwtmdRgqTKYVM1UgN+kK0vMUCSDvxnWkOmQLHbw1JxM3zp9BYN2RaKKbjI7dXsITlQjfrr+KN79uJWqq0+lJZLz2EZIb90LD8k7QZOTgetJ1ZPnUwFudW6Fb336gAQ2xfvpMpLd5B8N1XLVy8JlH6QrwSZyGyeMnwj1hK/bHncL12YfQfFAmXus7BruGvwbPa/vhWqEhwj158lIkmICAUFiPLMUHE/OQfHgxTp29gGUz9qDrxEbKudhsuJGZjmumfNEOsubgyqUkpMEZTes446WvX4Z3cmuseP9LXKjTHXprHi5dSkGeRfz6kXQtFW5iktEgIz8N1ykPeocMXF78CdoNcEEDh6X47Yo/fu7UDVRyE55+tRfGpvTEmeXjcNxzJIa+qUfy9RQgw2T7ILJ1Co9RUxYuXUkHC7Hm1OtIQyZyNBqEtOqEep/PxJBWz6NzawN++WQphn51GKXNc3E2ixmlBhpLFm4k30Au06kxIS31MjLyeALVgP3GkbEser7YCm1efQ4j9U/h2C+fInjweNTz4smdmSzTYYCn5iq+++RdtPuqD0r/Zxh6jjChQv5ufJtWDj+1qSSIVU21FVN6DfKSE5FqzFLM3TXB6DW8Fdq+9hxe1XdH7KJPUX7wBFs9trY6hCE4SIPsxKPQaIKQlZWC684m0R+mrERcy8pVxlhuEi4mJiGi5jA8Veob9HvqZfStBkwdtwJdf24F99AwGDMWkAoyhgAAIABJREFUYea4idh68SjW7tqO2D9XoFmVbKSYs5UjvcmEhCspyIEjtLiASzeuIqBstCCENIo0UjKqCV5+MRwsHbBJPB8KmK/zhGIbohVM3rViY5TULUBqeibI1x15Sddx3ZSEDCK4mqxCcqPERCzeHo/nSwfg6q+zMXFCHM5v+wpnzl7GkoWX8GL9KtjcZxrealwFmuwcJOVZQblZuJStBXEHaMy4eikRea6V8NzIZhg86ElkDojG6s+mIsOhE7Q6gvbMTiRoXBHg620D8/G7FBsrMmVfArBgwQLs3bsXn3zyCRwdeRBokJycjLFjx6Jt27Zo2LChiFPsx5UJ1sG9JIKDggUjYmYUGBiMsgF+EJK8bRnNLzwGFbzScOxqKip3HYkXn2oKV60fqtcqg4CoCMRU7obWTaPgrAdKRNVCuwhXxB07DX1YA0ycNh71SusA5wDE1I5BVFAJlKhYAxGu+bh4Pgnh7frihf6N4KDzQPUq1VGtcg1oMq8jvNWTSN+7G0Gtn0W3Nu0QU0qPYyfOwz+mA6Z89DaCnHmu1ECvZXFdC1//YNSsHoUyvqXQ5MmmMCacwNlEoP0bH+CDVuGAkzvKRlRBYGAQHPhnabMq0WgcEFUlEFY4ILpaE8RUqYiqUcEo4aRFCb8yiKlSAVGV66J545I4deQMTCUa493PpqBeeTcxYpX9Bxp4+pdD+YpV4OvuBO/SgahUowYCA3zg5FESkZVjEB5dBU+0bIGU+GO4lmbAoNcnoH9TZSLSOgcgtHpl9HqyOSr4lgA0TigTEoXK0RGo26kNKudfwqGryYjp9RKmvdvddkKmYtHjHBCNGkFWxJ27ipJ1e+C1F7rAJbcEnnjmaTSL9MXxI6eR7RiEUWM+QO0yyrk9LPaVDq+KMM8UxCakoepTr+GFbk3grCmFajUDxKTFY8fdNxhValZGeCk3aI1uCI+qhIjoYFSr3gABDiZcTrPiyVeGo3urpogOD0dISARqVA2Bu4MO/mVDUKtmFPxLOMGzdElUqh6MCiEhCK/YBv7aS0jWV8VbH32IWqFuKF2xCWLKmXA49ir8a72AT6eMRAkd4FsmGDWqR6OMryt/EYmxy4xA5+COChWroEp0ENx8AhBcsRr8fX2gdSiFpk82A9JO42IS0O7FSRjZIwpk9URYzeqoWr40jAZX8AdTZGAA3Bwd4V8+GhWjouHrrIVOqzDt4MiGaBLsgOOxJxHZehgmjBoEPlOPD94T85vGiJCQILg5axHTui96tayF84f3ItVYDu9MmIRGIV5iyY0xZHr5wvc8nqJr1EK5MiXF3pPgqIZoHGTE8aMnEdlmGMa/bqtH7BkxQat1QED6b/hq7zW0a9NGWIrF1KiEkJLOcPEsjfCwSIT4usK5pD/CImMQER6O1h0awHgxFvFpRjz1/scY80QFaP0roGoZV1w/dREe1drj1Ve6wF1rQEzNxqhXPwaRZX2g0xhRJqgCateMQtL+XzBt3Ta8OXYk/B14eU8v2u3k7o2ywTxXlFHmi8AgBJf1g1H1IcgfPXofmA+8j5/zmuCpmmXh4ReIeo3qIDzIT3xc8u+lbGAwXMtFoVvH5iilv4rTN7LR+rkJeKZRDTjqy6FW2+YIZ+nKLxLtG9ZFlSqhCCodgJCqMagS7As9DCgbFIaqMWEoG1EbFSu7IjXVEU/1LocNm3zx2og2WPzZuzheKgzDn2oJJw1v9rHtHXqc+Exx0xV16dJF7H9huvLzhRmK2AfDo/27774T5F65YtOA2ohnxSnb99/yp+7HUNPYrvdyuX3PCpGqNL5b/rPrP6TQmm1o7dlrtOrNIRTq0oti0/MKlKQ3899u72//7ua9cme5IwFFGNIXKkC1vLKPVhS49jF3uS/CjEU1tCjQEAtV863l3LaNo9A+mCKKvbUAu6e/k9Yu2223ipXZbdH/KIJxvH2bwj+sQd0nY0eJ1W4fh130HW9vx9xmSXLHXDdf3uvYuGM9VjOZTFai/Av0VOMYmrJKWCXcrKSouyI6+M5jv6hCkmj889H05JTd4mW+SVHW80ORc4XZbl+WDf+00wuoepVGdDjz7r+toigoohuLSkZEJprWtwy17DeKLlw5Tk+3rklN3txElLiemnSoRV/uYIMTtjb9h+PpL2r9X0U/cglGWSbRiF36cXFxeO+99+Dj4yNOruRlMZZUeBf/lClTUK1aNQQFBWHVqlWoWrWq7WtQ+bLidLf82SQXldnzLlvepS12bbM/Kduufq1WA97BbmGX9Lx7XAgGGqHDUPU9vJuYz6wX6XjHN38CEsGslmdl+3lWvgJegTGIdL6B2V9OxtaMMpi0aDKql3ISX3vKrm7bTnfbjnKVPr4K+ng1mo0drFZYLLxrn/2TEXR63snPymkbnfYZWW0tvB8ruimx45u/djS8XKjszufd/FaLSdAodr/zYmChYwW4DLJ9ZfO9OADN1m4r70BmDweMlYXPo1H+NDYvASwysN6H8zBWrB1m+vmrS6dRsee2s5ZU+YpWm8BLFbzTX+AtylV2sjN5Sp9xXYoXAqVsW07GQ+2DQn2qls2Ys0GB8ABAVpgtCn68C53zMhbKH3tc0MDM48CGnaDJ1h9cDuveuA/YMICbwQoPXq1jHG9pAytCRBmaW/pUpUlcbbTwmBVeI4RqSYgJAmOrre8ZL61ep9Sr9r3NZ50YrwJnPj77Vp9vWoG5Mn6UXfvsw+8WCsTYEONJHW827LlphceGmrNgPIk+Zp9sSj8r44Gxs6uHaWLDA70nWtaIQKbVHeUDvCB254s6FUyV8W4Rim2BR8HY5/FuG/u28STGiMBd3bOi7OQXv0mQ6D9zTiYs1nAM6t8czqx3U8coy2I2jwq3zBW8gqA20AaSQ4mKaFjBC6maAJTx1MFkIeHhQ01mNZth5qGsjm2VJnFlLwOKAYnQ4ggPGoqHBjP3p+33weMIGj2iazdCWtwOTJ02D0HNnsMP49ojLSEFYZEt8WTDEOjZ64LNs4Va/+NyfeS+yPhHzm74t2/fLo5F5mf+69ChA/r27Wtbp9dg1qxZOHHihGAwrPx3cXEpePe4gC3plAj8KxGw6cz+921X9FL/+3ofZI2PdxseOYN5kF1RXMpSv+6ZHvVruLjQJumQCDwSBFg6uuXk2IdLBf8GFf3RP6+Hy2Cxr0C6+edF3SUnr6gwPmLCUKRt+1Nw75K7OL8uNgyGlyn4WGQ1sFRjf8AYv1MHDcff7+BR65FXiYBEQCIgEXg4CBQbBvNwmidLlQhIBCQCEoFHhUCx3Gj5qMC4U71CySw0u3dKdX/vWIHKSs1HGRTjAnaIeB9Bddl/H0U8kKwPiQ5xrMH/op+EUcd99cQDgVEWIhH4pwhICeafIveg8/E8cp+LvYqFnHLGyYMm717K42XO/3+d0z/rKGZK7A1XWLPdC5h2af5ZjXYFyFuJwCNC4P9XgrF9vRaYobLCTmwCV8xrbQ+K2aywOFXNVW+adoq8FuEwDKmXTuLQ8Ysw28xahQLQ1ml8r9ajxisSj1KmUrMtsaBBOZCM83B68V5jxcmta7B65zEomiiFTjZTVfOLetR2FJhFqu9ZqakcIqbSoNJkf9yrKIPLtOW/SZWyQT49/hCWr1iPRDM/s0TFh3GpB6gJ4sVhagrtN3MzWWz6yVaeWUnnse/wSeSpJsA2mjm1Ur8Na7t4taRb3he00YbjTSAE3vZS5a3tUcyhzekJOHggDtmi8Jt9JGhXK/w7V5uiOunIZmyNTVT6/BaalAcVrwKMWOEsTLNV5z5s4Ww33mw0iPbYxhLjkH7xINZtixffHawElkEi8LghUKwYjMlkEnteVBDZXDk3N1d9vHm1m9DVHyr/IG8Jhe3dhSNNxQ6+wEBApFHEBnu7eH6vTNZaYUPPmx0OjRmNvjM3QW/bb8NpuE7+43s1vxKvWI8VxNkRxpOPKNuWhydkpjzj+Dr079YX64/lQMcxfLKdjT5VsBHPtj0Lyp4dRVrhvRks/uxdPgfPvPyryGfOtxTQpO4BYTIKyhTM4OaEp7zLxHsNO2HSD7HQai3QaHTKHg9xSh/7uVKsarg8lZmI/UC87UOTg7HPj8e8LdeRcW4tnh8xHQ7q3iR1A4Zo+02suJzC86ZC3809TfbPSjE2GgT9CkNVtp0wc1OQUs9+N139E6+PfgkpYo+RcurnzT6x+cpS+4b70m7SV8aVyryZM1rFCacaSxw6DXkBqQ4uCr7sbkQBT9nfYNurchMj3uugwcZPOmLSH5cEs8g3K2etF9Aizqu3jZkCbDXQa3Kw5MWBWH+N3/F+KJVYeZUIPB4IPHJfZPxD5h/a1atX8euvv2LZsmXo2LEjhg0bhg0bNqBHjx7igLHSpUsXTOb8gxWT5h0wzkq9jjOXL8OSlYCT8XkIqd0MNQLdcCX+PKyOJVDGzx256ddx6VomgkPL4FzcKVgtNxB7PAnBlasj2CEVf+46BZcyEWhZLxoa/1R4Jl/GH5s2IDEhE9UaN0Z4KXaMBeSlXsIfG7ciU+uNRs2aw89Ni0v/Ze87wKMquv5/u5tN7xASQgghpDcSSCD03nvvEHpvoiAWmgpSBFFABAQRFBQFsYDSu0gXkBB6Se91++75P2fubkgolvd7Fb7/l/s8yb07d+7MmTPlTDnn/O7dRrFBhfT7qagW0xyB7jZCkLBgKEg5g32HEgE3PzRr3QxVbLU4sH0r8j1C0LmZl/C+KpdZoST5LhKLCGGh/sKLa17WXTwsMCAqMBDpF47gwJWHcPGPROsm0bAtTsPefV/j+EkrJD1shODqLjhz6AfcztQipE4jxAR5CVoL02/i8KFfUGhTBe07tYcHA9aY4XMzTu/Gz2othg1vAge5Aqbi2/j559PINTgjtmlzBFd1QnHmPaSarFFyORE2/vUQFuAkBt/0exdw9MQXuONUBUGtTcjMycep80dw//c01GreAfV8XUFyOUyZ93Dw+BkUKSsjtkVz1HBir34kGXjCiJT7D5CvykbKzYcgNz/UD/XCldMnkSmvhtat4+CsVEJmyMbJQ4dxJ4sQXK8F6gVVwpVrl+HlEwQPZ3vIZMW4eTUFDq4N8c7bYWCIF9Y8vP3bSZxLfIgqflFoGh8GBZmdBbNcMhuYWoR5+abFqx8W2MD+FWNQ1HwC2lbV4dKle/CpHY7KMkBdlInr99MQEVEb6lvn8fPpa4B7DTRv2xQeJTew6+tTuJC+D73rDoOfiwKJZ4/gt9sZqBZYB43rBgrBk3fvHA4cTQRVqonW7RvD3aceWnWshRUT16P516Mh0xtA7MC0PHEVvyo48OJy4N9yGfCsfBjTpLi4mD7++GO6ffs2jRw5UsAlc3yGSQ4JCaHERAEwQRY8BIOmmEqKi6mkpET88fcl6iKBC2KJc/m7+Ty1pBqtm1GnZuGE2gMoubiQpnbvRIPf3CXIubb7XWoU2opStA8osioIQf7UqV1jCg+vRc1bNBHPPt4OtOFiMd38tC85cHr1OlGX5mEUENOWzqWpSFOQRD3bR1NEs47Upn4gBfeeTqklKpo7siGbMFN06460+0aBwKVhZw9FtzZTOz8natK1O7WOqUoNe7xJaUX59G67muTs5klzvthHarOfieSv3iIn55a0666BTKSjt0c2p7r9l9LN/ZvIx6kGde7enWpXqUkdXv+BctOOUYNIX7J386PNe8/R1tWTycU/ijp1akXVomJp05kHZFDdowltoyi+S2/qFF+Dglv0oQcqA5nMENGHFwwiFzsbajP+LcouvkgzW1ah0HqdqXuH2hQY0o5O3C2m3zaPIFmUH0UEdaLPv0sWjmGYtiPfLKSqldwoILIn/bhrCcEKZN2wMXVrVZcQ3Y1OMpDL3Ss0LiiSwpt1pPYxEVSj6cv0W4FJ5K8W3jyKaPaQOIKVDTXv1p5iAhjwqwF1bteZYnxAfd5i/JY0Wj0qigICm1L37s2pepUY+vbCFRod7U1N5u0QwFeqk2soxrMdfbRxFQWE9CaGkzn3w3KqFhxMnTp1ouBQf5q04SfRXozmsuu1OiouKqRilcrcroqpsLCE9OymxWQirfDUkUGNosPpo19TyHT3AAXZBNPcg3kCNO37D4ZT5dqj6N6VQxTrUYMad+9OLQJqUsTA9XT94hZqbmtP7tHdaMcNAx3f9RZVqhUiaPEPCaDXdpwldeFl6hPpQ2379KQWYS4UUW82pRUR5f+6hRKatKJzAs5E/5ddFj2rv1WEV3Dg3+QArwqe22URBtnZ2XTx4kVBBwuU77+XkAY54JVXXqGsLAlgyxL/0o4FFB4WRuERERQZGUFhoWHUptsiyuEPzAPG5e/eJu+AjnRSBN6mltW96ce7D2neyEE0buGPIq+kvSupY8NelK69Tw1Cgmnc19KAObJ5NHVZIMVZNb099Vl2nW5v7ENO8d3othhoimhk3QB65ZP9tG/9FKoSPkakx4NfO7fKtORQEr0/tTFFt51BGQyQRCYyCH9IWlretRo1S/hMiq9PpDZe3rT6l3S68fNq6tpqMAmINaPGPKClUrfYaJq97TJRwTUaUrMBbTyYSOPrBtPgDZKfJe2vG8izUgs6lGqgS1/Oo7heHxIZTpOXXQjtuC75n9o8pAnVH7yUHt49RP5yD/pUYBupaNNHy+hu8SM/TaS5Tj1qBhKnfGFZNwqOHiYh65GWXm8fSYNe/5LOfjWXfL0G0qV8s28kxl0X7prUNKZzV1ry3XXKu/wJVanenI4K3mdSB18P+vxmPu15oxd5xo4iCQrtHvUJCKOByyXQM5UYQEvo9WGtqfHwdYI/h1aMJK+4EcRQWuk/TqSQPpvp7pFlFOUTQ/tSJBZum9mZGveaR2c3zyHP0KlCaHw5oyu1GzafUu4doNCIEVSieUgdwkJo7KpfxUe3Pp9Dtfxa0FkGTjMJ9CfKOL2FetcNprCIaIqKiqLo8DAKaTKKDt2SfEGJMhYdpSaBg+nrX1ha6un1gS2py7RPBWjcnOja9ManV+j9AU2owaSNEnFZx6le1Rh698AD+r5fNA3bdo/IdI3q+ATTG19KAGznVoyl4NgEOnpgDbm7BtMFbi/6q/Txwi30kLNO3Us92kfQyjMSYJb+D33SSdlW/K/gwIvCgee6RWbZM3d1dUWlSpWwZcsW5OfnC6/JlrMNd3f30r11yzrQr1F/rFgRL/DopTMMGewc/IWHXgtudbFaDs8akWjoboJea4CnQyU4WrHPLk5F8o2lsLKCzMA+rhhoyhd961aG3pAPuAQjtroHDHoT7Cs1gUM+Qe+gR0zbgfCBDmq9IxpE1cKtwmzo7UxA5gnE1omC1iCDXuGMylYa3CuohkZdOqCKLcGo14NkDCWgRvLdykh4oykMKhVM9iFoFlUVuoJMaLQ6ATNQZDTClfdixHZIVQxvVhmvnfsVXbxMuOTshI+aOWGDwQ/zGvpBrVLBrl4LxNfagdS7D0EaExQmA0oysuDppsaCPrF4x0oBZGehWncHuPk0wOIFXTGrkRcWufqgx+RF6CdAlXixJ4NJo4KR5NAb9bh52YAu/dvCy6SGSm+H+PqxyC1ORp6uBFXrd0dtFzn0OpOAixFHRqYCqfxFhcgtIXhUi0AjdxN0RjWqOHvCVZuHW1YyGDIPokNsHWhgRLFejnaKIlGtCrHvY0CByhX1mwUIoLNCZRWE+LrBzqhDnns8quhscf9aDmIatUactx4qFRDZqA08L56F76AFqDKvG369+TtOJ5cgtGNfeFtdg9ooQ4muBJ6VFTj04TjU3SQDFRXBrWZDWPHxnr2VUFpwC26KV5Z+iHw9n78R2Hcd2Xkgoqo9yGSAFWNypN2BqqodKrnbAGSFfi3CsPW7szh1JxB78rXYMdAbc7a7onevaFG/VDkCLZvVQNbv11DoYwulphj6omJ4e8rw9bz+2LNYBioogHtoV/jE9seisT+hhU81VK1WAwmz34A37z5aVYWLnTcybmUAcb5iO/F/rG5o6UgV9woO/MMceK4CxlI2PszncxgGFWMcGD6X4T3zEydOIDIyEixkyl4plw7go/WnUKmSjXA2qIEWjo5NENmwlthv5w7I38tNJoFcx6BGauESn6DR6WGydhTvVakpyLOxhpI3s5QKFKkNAmhKzkJEp4eVUgaZQQd5iQQ0de/WFRjkfWEvJ9xLTYM8zhHa/EJU8huM/YdnwEabga+2f4s4f2fcZRRBlV4cYvOhvkAKgwzW1rk492s2EuJqAEjHD3ez0MfJEQqjDCYGC2OwIiIGeRQHBN3GjcOidp/i3VvpqD5sDRwUWhgLCnEv34g2ofbAg8u48cCEKpXdIb+hh9LeBQ72euTkBWDT/q/QNMAO5/fvwHVjAEpSbsCuwRgkzV6PzAtfI7pjH/jG3MT4OA9xPsSwNEYGPSMlXJw1uHwhGSS3g70NcOrGdTyo0RQutqkw2pQIex126Ge52BGmSSaDg5sbHGyswc4kVSYZ+IhFzQfhdvawzstD1Xrd8e1n78Kl+CF2frUPro1DRRIk1E1ksFZaQa8xCKAzORlhMGpBcmvI5XpQvj2cXIHbSfeRCyX87YGbty/hgk4JF0VNzOxsg+mTXkFIoSum9w2B9uavUNrawkamRWqyPQbNXofZQ8Pw8Oox7L2QCU+BRUWQy+TIeXgdn3++FpnkIWiGMRe5ihC8Vj0IHn72ArdFYe8IWWoxClQaQGaNyF6DELNuGRZNmAJZvwXwUyohVxXjfmYJrOztAf1tXL6UgYa9agDXGW20MpTWWUhJdsXENZsxprMfbp/7GUfvymFMTkJo35VIfccXGWdXo3m7+fCLaot+PoXIt85HqD+jhTFGXsUJjKXNVdxffA68EALGslrJyMhASEiIABpjjbILFy6gc+fOYgVjicMsrVyrDgYOrQoHa2sxMBoNWlg7VoMENyZ1QK2qCGmZJZBQBAna1AfI1TkjLhKY8tkcRDr2wY7xC3E5piusTDqkpuZCJ4CmTMjNKoBCzUsdnv0WIsughcJWhQdfvI0BVb3R3vlbbLuiwIaVbRGkLYDpk3lYsskXNXIP4PXtd7Czc18U5uQgt0gCJ2PlHznjOcAB/ae0Rvdxw1DN7iXg5AfINtRH1zo1odqZheKMHEjgqKzzayW0thQBXdDNeype2y3D0XVxIOgxvkNlvDFmLGh6N5z9eCWKmycgNsgZSceLcXzvx/jl4Sq0bZuHBQuXYmwHX6x4dwlip25CO90dTBo8HP1eW4Uo6ySY3GuhRiUJNllwjUzQpacgLQdoP6oPFjSbi/GvV0JD1yPYuScLb+/pAXnSXiTnhwiPyUZ2J1t6KWCnv48tq1chbHhVZOdqzLwH9KkPkKqxQ48OQ/HesBVY8OkO1HlwEDM/uYfle/qb1aBZwhgFXLSp2CAOsjXFRUjPNnvnNRTjRg4Q3b4jqr/ZA+MHLEbf1iVY9/a3GLjwEGwI6DhoOIbET0SV6TsRYwtkFKuR+iAFcIxElx5e+HDLOwiw6469W5fghncf9B3J+gnsqVYBGw9/dOo0CFprB1gxpopRjxKTE7xcWYqyV2RAUa0BPB1XoygvA0QukLnFY1hDFXqsvIANC1sD5IQRPSIxZNEr8LQZDf3erTjqHIUFnUOQ/Suw6f0FGNFoMfr0csCatQvhpm6Nrz6eD1WjOWjqexVDm67D8A1vIUBzE47VguDvYgV9SjYU6YQQf64n1kCsEDClTa7i4YXnwHN312/hEK9guPPs3LlTBF26dEmsXmrXrv1Ie8wc2aGSD8JCQhAYGCj+goNDEVCzGkOEm7WReAJsi6p+oYiN9hMuxCs5VYJfvSZo3qg+7Aoe4OzvKWg0ejg6N2+KuNrhcHHyRL34CFSyl8PW3g3RsbXh7+UEaycb+EXVQpR/Jbh4xEGZfxmJWVUwfeFKtK9TGU6eUWgWWgmH9/yAe0UumLN0FdoEe0Jh44SI6EgEVmfgJplwt83ke9Xuijr+6di35yxyHRtgwZpFiPa0gRw2qFYzBCG1QyEm1sL9OqsqW8G/di34Rw5E1xZ+sIIC0R3boFLm79j/yyXY1euNDxdOhq8N4FjJAwpTAex9G2H2hP64cXIvzl55iFaDZ+KtEW3gUikAjWu54Oi+/bh6X4vhM9/FgDhfyaU60wgrVHKviuDoOHj5xaJVUzecPXIQiZnOGDF/JQa08IHRYAfv8CjEBnkImxeuMxm7sZfZwMfDEQV5eQhv1BxRYbVRN9oPCijAvPePjEZAnXpoG2CNU/t/xk29B6a8vxyD63oILTSFQrKhsbVzRURMbQRWd4GVtR1qBEUgJsIHcqUtXGpWQr26DdCyQxTuXjqCi4n5aDV2KV4fXV/QYudeHWGuNdF+dG/4uigBpQ0qe9VEVFwwmjZvDevsRBw4cQ5edXpg1Tsvw1PJi0X2awfYOLqjVmgYgoMCRJsKCApGWHBNONnyHEyA2EMud4X178uxvTAYA5owUiLBJ8QX3t5d0KNzDBjVuEZ8SwTbZuPwwVMo8KyHRcvno1FlJTxqhUOWlQar8DaYOLAd1LfP49ivvyGw2VCseC0BvjXrIcI+D0eOn0BipjXGzpmEtpFVcWrnduw/VxMvT20FawOv9CV6Lf2m4l7BgReZAy+cJf+ZM2egUqng5eWF4ODgUt6VnblZDOwsYZbVDQupP7vEauLPIv3F95wvXxY6LJ+xbYcZLsMSVHoX+B6PvZROQEqjPPvBHPHJ9Nleo7zX1yfSZFsLSIN4uQyeiGh+y4dVZffAhDGqBcuiXAp/+Ye0WihfRwLv4zF+/GGCbPMjIKMfxSLGeLEgEj4KLvfE69EyO3piNSD4YYllMXAs9Z7LNk5l7X2MMEEOyvsJcc3exIq9x9DMgq5pSUPwiA1OywRw2GPtgQ1py28dsDGr/PFiQZtzDdNbDkHYqmOY1MQe7AvWisHdK64KDvwv4cALJWAsNjH/Dd6xaw7G81EqpcMMg94AuZX1u7YbAAAgAElEQVQScjDolJGXOkJJgKevSisF9Hoj+NCfxzr23MzbJgxuJQCWwKBZRugN0uDGcfhchWfdfBkFOBcP8PxeASuFXAIsk8nFc/nyMLgWA3vJJWNK9hpdCmbG4EpP2jlIYGIycU5k2cpiWhi4SAhXTsNsgMllY4AlqRy8pSLm37AS6ZqBvYQwInFmouQzn9KLUMonAVbGZ0iWAU0GKyuFOPA2mORQWj02ilr4wABRXP4yvDfqDZAx782gZCzTxOGZXOJVafacBo+ibOCpkHjPIG5cPzypEPVpxaBnhkdGhySDQqmQbEMYBE7kZSXxVICDsSKClQDs0rMgEusOplGip2zef/Zsmchc/2krblVuic6x3hLQm5FXzBagLQa9kowrS8torl8Dg7ZZ8RrUhCdpkWgX0oktR+VyqFPO4dtD+Ric0E64c5eAqv6Myor3FRx4cTjwQgkYZgsf+FtWBH9lRfLisLKCkv8LHLAImX+1rLxSrjh7+VdZXpHZf4cDL5yA+e8UqyKVCg78cxz4V4VMhXD55yqyIuV/nAMVAuYfZ3FFBhUcqOBABQf+b3LgyY30/5t8KFdqnqGKc4JyoZYfZbwxW4Iq7n/Cgf8Jz6Rvn10ff5K1OO7hNP483tNiWNqCuP+HaTyZbhmI3DIvLXmVCfpLj//Zd09z7lnGa/Zfyvkpkbjv/A1m/yntQvniv8b4pxD814P+lNbHknp6/Gfx5xnh5fgpeQR/MbjxWGGf8bNiBfMMxvxvDbYoELCiwf/PF3tHgEI6zH/+5SyvHPHP08P5GSEzK4j88/n9tRxYS5CVMqzkMhiMrCgj1Q8rwVjgBthQVM71JiNJsUYhlwQSK82wFshjFw+mT4Y+Fukf/Gk0MI6P7CnKOn+QqQCKk+yryCjhAHF/FIpHJpQqoMjlkmJI2XDWqmRlGi6zpS/LZSxYWMnG0qefN1f+oOyPvXphBAxLe9Yi4ztb4fMzX5bfYjZgluasBMBx/ptX6Va3kaAy6mBjrYSCTdvF9UgNmMgAtdYAa2tblNb3f4mQUhr+RnrMF4tSxLM+e1q6/B0fHP/lzvu0RJ6V4WPhZNBBrZXDxoE1qJ52Pa3DmMN0WuRqNXBydIbyDw+6eQbI9jiPp29CSUk+TFYOcLJhzw9P4dczy2ZAcaEKSntHkNEAubUc1jJJwfip6ZTN+mlFEhpsgMykRUG+CraurrApHVRNUGu1kCtsYfM3VJFNBh0KVRrY2jvDVmHxSl2WkKc/s2YfmwOAtd8MepAQBiYYjXI42NtJRrJ/p32INf8TzH965swHVrR7rDE8UQ1iJ0GLe7fzUTPAS2geMlv/Vrt9FgXPqB+O/gQdIg0jSlQqyK0dYfcn9fO0pJ8Wxoaz5VTlS2nltszFLM9Pk7EA9zOMqFbFnavtr/fd0nT//QfLCPrv5/xYjhahIdRpzQKEhYjlN2uUWX7/N4WLaLCizbJwA1C4D9O698TOw8WCQhNPycxqvRxQePEElg2bgqvirUHM2CxFsaQl/S7/yxLnqXeR8d9VFJLStzRCCWpZj307fsT2n+6IbEysLiv1R3E3Z2MOk4SLEDQi5Fn/zNuF5sZuiW+5P+srEW7OMOP8Z+g1aLDAZQHPZks/sjxJHak0zbLbAnlHMGvYApy6qhNfGYT3AMLBD5biRGJamWzMwkUMShxM5rpR4dt1m7D6kyQpV1ZPtzDCcn+sbIz9Ijinu4WZU17HxYdJ+GxWJ8xZdl2ka9CXEVLs8l+Thq8XLcbNEml0Ehg3lrHBkgeXmoUbU1H8O6aNn4nfsiSsI4kLWmzp0x+77qoFnaLZSRSLPM3Em8tUhK1rd+Hw7/lAUTK2jnkZl7RlKtr8nYW74qeZDl5l8KV+eARTu8UhLq4BWnXojDYtmiI+LhZx/d/ApRxJk5NpLeWVOc3SW2m5pAGZ+0hO8hmM6NMZzVq0QJ8hr+NCKpelGDvXzsWgvr0xoFdv9Bk+Fet/10KmUOPT+TPQsU0rdE2YjYMPNMIHnMAcktgoOsSxpWOx/OBtwQPGw+H2bm4tpaT8rQdL+3iifh6lws1B1CEMOLRrDz7/8ZbIf9fISTiUIrXDsiB+li8Fb1kwFN/BilcGonWLFug2aBx2X84QNOtSLuHlMf3QulVbTF38KQpMDFUB5N8/j+lDeqJlq7ZIWPEd8nm8kclw/vuN6N+tHVp37INFP9+EXGHErpemYMfh3yUelKkDCw0v2v25CxjLSuXu3btYtGgRXnrpJeTm5mL9+vV4//33kZCQgPT0dOGnbOnSpZg8eTK2bt36P+ajKj8PhSq9qCh1YQ4y8/XS7NchDMOnTUNcsL0YCOUKGYrzMpErXMcA9r4h6DZuOGqItsFLfaA4NweFGsm9SUl+DvILuWNZWvCTpFo6PmlKkJtXJEkWQzHSswrZkqb8ZYksQsv+4PR1SHv4EHkqg7S9QDrs+3oNtnx/VAwMcnZoplchIy1bDJilEyIyIDMlGRmFuidmSaUDilGP/IKiUgPOvIwMFGrNrkrMHd2gKkB2jiSIJWub8qRblhMugc0xY9oYOHGHULCdjx4F+TwacxlMyMvKQEGJWT2d4/AgQmrkFLN/Fg1+v/MQmUUSzidvFZBJha9Xv4e9Z+6KOuJyFWenIyUjV/q2HBlG3E8vwP0C/q4E6dkFUpnN+TDd2emZKNGYyyY6reUMToWTxy8jvdAObRNmoXdbH0GzlUyFlNRk5Kt0ogim/DtYu+Q9XE7Xi/x5UZKXmYmCYn7Phkhcb2w8pUNWngZQmHD6zG0UqqQJgESuDZpPnop4L8l1D7crVUEuckv5JA32PPCRqRDbNizDnjO3IJfpkJlyFmQNqDMeoFDyNSTxhYHscrKQm6+W6GAqzI3AzisSE+auwPIl7yLGdA12DYdh8ZIVeO+N0QhxNyE9OQXZxdpHvDLztKQgCzmF5nKJMBa2DIqUjNdaD8Qeq1i8NHUynO9+hBGv7gKKbuGz4ydgiumCQb06oWlcbURVUeDKxpcxcdUpdJs4GTHFv2LSxHl4YHY0ytg7nKYp7TheXZOBXj3jBP8UChOy0lOQmfcX+5dBg4ISC2AhoaCgEAazgMrNyERhiVRf3AZEFYG7Sz7SswqkpkksYD7Gpl2HQWSFtJuHkaOV2qFUaEtDMwp+sy8+ruNP3h6F1UfSMGnqNNS2ScKYSdNQAANenpSAL5M9MWnyKFz+YjZeW/M9ZDITlg/vgx1ZoZgyeSiuLpmGN3cmwXT7Z4wb/Sbk9UdiYltffDhiGHbdc8fQhGAsfeVTPBAsePYYY6Hsud+ft1tng8FAOp2Otm/fTqdOnRKu0tu3b083btwQbvoHDBggwrZt20aZmZm0d+9eqlWrVik2zF+j30QM60FUQu/N6k8ewV5UOy6MwiLr0KQJQ6lNdDj5+7jS/J3XiUou0ahxk+jbK7m0+5X65BrfkiIiw6maWwR9fDyNNHdO0vuThtBtIjo8uwW5N2lBoeGh5N2gAw2dMooax4STr18kTd59g0h7lurH9qfTKZJL+A+Gd6a3NvxI105tJi8fd4puFU7B/tVp8PgxNKRlJIXWqkrdp71Luexl36gl9oJffHkd1Q3tS6cfqAXuyPHZw6jd6JWUmn2WxjfxotDwcAqoHkgLPz9Jvx1aQ1UrO5ObRyB9dzmVco5sp2ZVqlNwUBB5Rfan7+5ryViQSFP7NqGwiFCqWd2TZq7dWw4XRZt6kd7sGUk1YuIoZOoGSi94QPP6xVOt4GDyq1aL3toguby/9sM8iq/lRxGREeRh50jtBm4gomRq36AX7TqfIarly9eH0bR56+nu9Z+pXa/FVJxykgZN7UMNGkRTl46bSKtOpuE9G1OtoCCqFRhIb2w7LsqsuX2Y2oYGU0hkFAV4eZCyen86eped9jPwAdF3y2eSu5M9eUU1opPJOfTppP7kGxRO4UEBVGfwCkrRcUQj6USda2j94hlUzcOXWjWJpFp+tWjIkj3Er0xpl2lKeAT5BwWRn08cvbLtkpkXOuIkSHeJGsb0oEOXk2jjkgn0yra7ZCg+TV0b1KVIrnPvWJr/4wl6d3BncrSzo/hB0ym9sICWNK1Pflwmnwgasnw/saN9U9YxGt/Ck4Ijosjfy4WUypZ0LlOCShBoB6SiLWO70Mm0DHr/ld5UOagK1WsQQTWrh9LAtUeIY+p0JoEL9N2GV8jdxYE8/VrT6ctnaUbHquTeoD3Vjggmnyo96OA9I5G6kD7u1Zlq1QqiIN8gajdrOxULthhF2QUzzf+2jKhNU7++Jf0qvEbD6kZTcHg4BfrF0PiPTwuebBoXStXcY6lpVAQF+njQ7LV7BE3MZ7602WcoLCqO9qRLyeTtnUFe/hPo2pXdNHFER/ryYgqlpT6kIvG6iPo2CaThH+2XImf/SE1j29CnpyQgB51GVCB9O6E5dZ79uYhjKrlLr3dqRv6h4eTvW5M6rDhCupubqWGbWXRFoHnk0Ywhg+jtz85RwZ1vqVaADwVHh9GEeTMovmVjCo2sTk2HTqeUgnx6t1GcuX4iadjKQ8S988ymCRTUthP1bhpOQTWq0qQl39Bvh9eTdxUXcvUIoK+Pnaf149vTps/XUfvmXWjrDSMZTUQ/rJ1CcV0nCggKE1ek7iG9OnEILdj5QNCdfX4DNY7uSpdufkd1PNrS99ekOv994Xhq0nYyXby+n/xrBtEhqeh0+ZOhFNfrfdqyciwFdRgr2g6PWwsHx1PXN07zwEAzgkNp3amHIn2m4UW+nusKhmfLvN3FTi6tra0RFxcHdnI5YsQI4Q+qcuXK0Gq1wvklI1t6eHjA2dm5/LLdsuQ15GPnqpnoN2AwEoYNxbCEIejfdyjWfnWGXQSKPV9AjuLsZJBzL+w4fAHzOntjw08pWLzvCr58oy7WrT8Kdp18//Jt5OWboEp9AF/nxjh++SqWd6mEDz4/gNwCFTLv3wXvSGgKk+FSEoFjl85jVM1c/PCzBpuPXMTyMWE4uWYxSkwOKMrKgtbsFFKTl41ilQ4mbQ5yc70w/r3j+GXzy9i56RtEzTuAi9+/hGtHj+HcHQMgtwZbfjuEt4eb7CA+OXdXIDV+eOwKgsNr4IfXB+JXh1m4cPUq9m1KwEfjJ0ATOQATurdB8yFz0CUMGN5xAgJXHcP1pCSsjc3FjFkbceqnr/D1SWDnlWtI2rcGaWe2i60ruZiDAda2cty4lISIpn1xYtlIHJmfgK0lvXHr+nVc+XYq1s+bi2OXjmPBzE9Rd/oOXLm8H/2ru+Jheo5YjWRn5kCtl9ZhusI8FBWWQKfKw43rt2FydkHmjkNQNpiKrbv746NZE3FS1xy3kpJwdsssbJ0+Eb8UFmL16Km4W3ccTl6+gI+mNoe1IRkGpTSzZ0P/LtNfR8+Aapj4zodwP7EBs75JBfPl6qntqHZkDcYsPyncyUjOOK0hK7wHjU9TfLznMvZvmIbdKyfguyI1Phs6CD9HjsXtpCT8vqY3trz8Bg7c43MQK94lE9siBrb+l+mRfuM6snJscG/TdOyRt8Clq9dw9MNByP4lEf0WvoUGlbwwd81ynJ3eFx8aG+NSUhJu/fg6fl00B19cycHu+YNxQDcFJ6/8hs3z+sHFWgVdueWqCZm3b6DQQCjOTgEcemLbwStYN7spznyyDMkAlAod9KREl5HT0Dq6Hoa9sQD1I6ui8G4hWjV/GZeunEFC9WtYdfgqrnz0KuZcsMUPt5KQdGET1J8twtydD4RPPCN7pOAtRINBGDbzGU5BXgGMRhXe6TEMJ4L649erV3FgWW98OWsWvr+ZD1X2fRT5eePTC1dwcONkbJs1Gfsf8gpAajnW7tE4e/oEOngChdfOYtY7qxHQqSmcCnJxeOMezB7eBx2bxsK75Ru4lZ8Lo6kWoqtVE54yyLY6KhsLcOfePWnCTXw4I8O5K7mIjfATi+Pv33oNa5J8sPvCVXy/ZhJS9m3H+dRiqAoLoDWv2vJyClCk0kNhKsSde5loOfYjvD+5O1KvnYV15Ex8s3k5Do7rjY+tW+Eq18/umTj59pv48poaTkYNUs7mYcb233B86wzsePsT2NYfgGl92qNRn5no1aQOCu6lo3p8E1TRZuHUz2fAXtdPbz4Jv7CBcOFDeT27dPDGolWf4c1uVvjknclo2HIUdP5DUdupELqA6vCwMwqeO/k7w6maAjlpuXByaYhQF4YQMcHFNwqy24dxMdUaIdXqwIaMMJpk8PTwQnbiCRDJUbexGt+d4W27P9jClDj53P+Xd4n0L5NjWa57enqiR48ewtFlQUEB+vTpI4QIv79//74QOJatmy+//BIODg6PKLWsEuU2qFw9BBGhvLXFcpPFii18PCqzBykYxTreiAKVJwYM7IZABxvcqxWD2Eg7xHjIkB83DK5fM84HwdrWFjIjbztVxaT3ZsCVgDZjW2HBsnTkqT0gt7UVOehUdhi+cCIqW9mhppMH+vVpAX9nJbTB0ah24DryDQQ7GyuRJtPPrmr4ALdQZY3I+HYYU9sN9KAmatRsg26NqsBG1h41PNRAMW8fuUDO/sCU1TG7dzwSdiaiJDQR+SnVMbp1bfywQYGXdoyCLRFqtpqKrn5bkZqeAwd7Jzg5uwGqa9hvbUCrnfMx7qA18jLSkXH9AmzmjkYTn63o16IbmtSNwdjZH8CDGyo71+Sdjtx8+EbFoc1bL6OSVSr2f3cZBd4umDjuBjTqPOTqr2P3d4egc66NqRNjxdbCkCVTcPh9ptkK1tasASOpXMoUEvyA8FZs5wCFKQtat454bWgCnK0KkZ+ZCXnyb5g6dTKKkm/BWKhHzv17OK71whtju8OdFGg9rDfqHtiGwiw9UM0GJNSU7OBqZw9vR+BcYgpqd+iNrp48DtXFxNc6Y+73h4FZjcz+vkqQSyHo278HajkS0KgHRjX/Cge2HUaRgxFWaT9j/IQbgOYW1BmpePAgB/DzLt3glBwKyWBtawdo1fDoOBpNFq9A/TZ30LB+UwwdMwx+7tdgb+sIL1MeNqmyINdexOyJUyE3PERxYS5Srp7ByV8rYcaqkahEhMaDh8P3/begVfP2TZm2bGMHGysjClVeGDyyH/ztAH2NcERZp5m3TmUQRygKK9jYOMHF1RnQlKBKcAT6vtpK1EXLcY3xy8mzOOibDqPNQ7w/aSqUxkxk6vOQduUG0NMXCuGXzkpynCmXif4hs7aDQpGHw8VOmPVqD7gQwaXXCHRZexyJv/4GZ49QdOu+BDUZZ7rNOLStvgUpGflAdQ/J67dMCXu7Inz74ctYsHQv3JuOwSfv9oBj8gVMXPEJuk0bgWr5iejZoCfeXO4MOzd34X6J2wZsbaCwrwVXK+HmFSQUH3Lx0KiCv9JWbFcde6BGvzFjEGHL+Y/HqcaAOvEjmOxsIZdze5PD1tZGHH6XqICAiM5YOq4plLlH4ewSjQ9WTkJlKsABbTZkqnN4hetH/wAlBRlIvpmGYGsbhMZOQ3xVBeDQEB7VToAMRtjZOsFB7iTGG6O2GFQlBH3aVMbMxKNISbfGiQfZmPVqAzHeQKlgD1RS25FbwcbKHW26dMXppGPYdyUIDg4EvZhU84jEWmai48GKNejYV55CBhuGdFDUgKuStc04gly4WFI614CDorLYmfOJisCNYzeBqc0ht2y/PhoRX6in5ypgynKCB+CjR4+iRo0aQsLzyubWrVvIzMxEx44dS/eOL168iKFDh4rfrAVjz7gbfJERZFIAVu6o4qYAKQi5+azrz9MbixSSfFCp1HoxX9dr9dDrZOJAzygzABk20h46f8ECyQpQGtQgmbMYDBQ6Z+HzSy6EFUBaGRwhHVqXmIzQMrAYASqtBnqFAtYMZUaOcHCylfaUFXz6wA1HAZNBBgNrzul4RqOBqogAFwMo2wSxPGIaBAoXod7QsQjttgyvLQuDfYN4NA53x7YCFfQ6xpnhshXhvEaL1ko5eHJqpVSCRyI7hQIxzVqgpo0JhvAg1OkZDF8PP8z7+DNcv3YTJ376HL0H9MNPB/aitrN0vqM3yOCssIKzjVGUxS7PGqGt6yG2HuORaFE3rjs8nNLxm8koOgVnb1QzaBh3EZ5tOcDB0UHiH5eX97xl7FqLIxqh8NCi0MQ800GrUqBq9TjUiakOQ0Q4ApsoUM9DgY90WpiEU0sABi1MJj0Yb0ZcorxGqPjA3Noa1rCCQc/NWDr8zU/OhEIZKDUJUSQlrKBCiTpLagcmPQyFBlSv7IIrJWoE1K6L+Bg/yHTB8AmxRuMQV3M+5pvw8s0TdSVkhnzY1uqKD/eE4erlGzi9dQV6Ts/A3g/6Qa6UQ6a0Bqk18A0ORXy9GJA+BNV8W6Njg2pY+k4xtHw+zPRLqHelbVrKiV9JZZQrrGHU6EQb1eq0KJbLS/UZLS2ZIfKU1lzPclgbAGu5dIakV+lgTTYgtRqe1f3QKC5GANnV8I1FWHsJewfsuZq7jDljGZfR3EcURmtojeZ2ZcpDYbYe9rZOII0BGpE5/zNCYyjTrzhIpsbXL3XDnN2VMe/L79C3gZTXfYMSLfr0QzXOyzUUvbrUxp5bMmjsU3A3N0dqvgV3kMHAa1W8BUUSXUrh6doysVSQATqJgYA6F2dPJsHLBVCk6mDHuE0yNTTZuZALIcXailWhM5rgwBM7mS8MKh2oMon6qRESjvh60VL9+LVEx/reKPmhGCYPnYTfpOE2JxPnq7z5YGXFftp5BQlkFQIDBvfFawP3Y+Gym8ipPwqtXWRghRqhRpx8ETMXrEf8m2sweNZ8DM6/hr6BCThbFAa3VD30BqmtFmVqoc1RwtXdAdmq35Guk8HDGshMPA6dWyQ8nRJx98Zts3d4A1JuX4Sdd19Raxq9FsrqUjtlFWpRLYLCF++fudc+X8K4EfGA/uDBAyFMLFpiBw4cEIQx2iVfBw8eRFJSkljRMDjZuXPnRLjQ+DAZUZSfhqy8DGRlZSMrIwu5Gcko0pSUdiTuUqoSFTQ6yemhUa9FoVovZggw6lHEncZkRLFKLRqnoaQIWpNZ88eoR6GuGEaDHpqSEjGjNGiKoGbnitzl1CpotHwoyoOiDuqiIsiVDoD2GHYdPIPEbz/A6i+PQe3iAlKXoKhECxZUMjKgqEgDgxAmJhQbtGaRxUXjmY4Mjv7t0DnwGD74bD8ihg+BLTmgdn1g8fC3cC8tDfuWDkdSTjjq+VcD6bJx7cp5qGxC0cLWEdesQ5CQ0BfFhw7hRJIal35eiv6zPkbDvoMwYXhXlGTehYp7NIOC8WUyoKikGDoju4X3RothQchJKkLXhATEO5/Gjq9/RnDD+nBNP4T5c/YjJeVXLBm9BFY2PMuzg63iHHYdOIo7J77G++9/g1wnZyg0ahQUacQkoLhQK9lwwBXegR7I1Oag89BhqOtZiG279yPPLRDNPUsw8d31uJeaimWLNuLErzlwdLd0I0EsFLpCXLqQhICA6niwbxM2X0hG2ulteOvjMwgd1kEUxSBmwjZwpCR8tvodHE5Kxf5NK7H9hgHdezRAK3tPXEy3RZehQxGlT8W2b36DVsETFrNGIUwoLlKDt8nURcUwOTvg4psT0GHpEbQfMAgT+tVDcfFD5GhtIMt9iPN3C9DGLwI3HhDqDxmK1h4GfLntKLKVoejRTIFlIxbiemoqdi5ZhCvXU2BlI237SYwHtCVFMJAJ6pKS0jbK7VJXJLU3br9SLRFk2gz8dvEyNCVa6DTF0LFGErtb1RUhXWGLFv61kXFPixo9hqJ3pDt2bz2AB2o7qYrNVW3JV6cqhlqtAuCJtn5qrF2xFolpaTjwzlLsLXJHbKsoOOTfwJ45w3HqbioOfjQTh/OCEOXHUBQkJl2a+0cxcOUR1B+XgDBlFr7+6kscO30FF858hegWXfBTYipu/7wOcz8+D+/JEzA7zg0bxizHmdupWLZgNe5U90HzeF7NGQWaKOCEYDtb6Lj/EqFNhBe+3PQJ9txOwVcrZ2DEe1uhc6wG44NjOHnxOg599h42HjsCRycH6HUqFBbm8ExO1GVRUTZIzwo9LujsG4ykh0CjIUPRwl2L7V+cQp7JFkq9CoXFGjEWyGRGFBepIHa8THm4nvgbVIw4a9BCW6CBKbAHejjdwsb3N2Pw+DGwYsULGbvRBeDhBe2dbVgwYzruPbiPL1atxM+uDujYvBtc3M/jlQ83IS35AuZt/BTedSMQHdkcLUquYVL/bUhLPY2EhXtRZ0Qz9GnXCKrdn2HJ54k4t3cdlvySh/4jIsS+TPKV2/ALLSuMLTX54t2f+wqGnVvy+QtrkR05cgRvvPFGKZeOHTuGunXrlq5SUlJS4ObmhlOnTuHOnTuYNGlS6WoHShd0Hv4qOpd+XfaBwNpgPGAHRdSB2k9CB6zkE4T6MdIWhdLZGw26c4d3R3TD+qjqYQPH0PpwcpIGAWu3UMS3cIGjWyUERcaAu2rV8HhoKzuKjPxD60Dt4iueXb1qoWEdOZQ2NbHh7REY8c5YnKnuA5/mzRBaxQGONn6oX1f6TmbngYaN6sFFoKU5ok6nmnCvIlWLEFZiPLVGyxHvoY19Eka1rCaW4RPXf4/UUcPQrd2PkMm9sebb1fBWWqNR0wb4asU3OHJvJDb+tAFD+w9HxHIZFDXaYsOsnohVhOPAd6PRIipCCMDxCzehgSuP/XJhl2Bl74rgqFi4mltGj4XrcH18LzSN+BZymQsmLlmHqMAILFm3GBNmvoxu++1RVNkDVRQ8o62EtYumYcicORi+xxMOzZojxq8SbJyt0aBeJOQKD9RtEgcvN+6KNpg0/32kTZuAZlERUNi6YPw76xBkY40Z69bh6JBJ6NbxJ1grrBDbuT3cGFFMrP6kb/uPaoZXtryH3jt/xnvTb+HN4R3xHikR8uoH+Linn1jBSR6fjfAIjkf7oO+wbEwnJBc5YPG6rxAskyN4yxe42zsBjSO3QmHrh9FLVqK2O88x2FO1HL5ozr4AACAASURBVLByQb0G9eFm7wS/6HgYPJwQN+AlBHSciPjwzVDaeePN6SvR1D8AiZ388fniZdi2aQvmDe2BHlFRUCg80OX1ZWjmrYTVWztwPnkI+nU4iuD4SDTtUgcucrGeFeXitlkruj7cra0REFEX2hpVRLibR000ic2RwPR4K0WwwQ2d29TB0l0bcLH7IoTFNYSbub4q+8chRO6B6FHv4P3LwzGpYRRI5oj6497GyHg3MLSBxQu4ZerrF9EQxQJ6wArT169G8pDJ6NeuHWT2/nh302o0dlPgsrIyXOW2eGlAJ5SoCHM++wJxlSUv1zw5NOoVqNewAZJ2zcOw7ZI3aVfPrti+41W8eX4CZg/oCBMpUGfuCixq4ACr+I/x1i8JGNmjA+AZgbVr3kMNGzmMJhOsrFi7To6uAwLR9tA5LBjaFK1fW4yFaZPwWu/OsHLywDuL30NUbXe80v8rLHt5APxqOaNblwR4O1vD3t0XDeNjpS1Sm0po0KgxKjlK5zp916xHyoDh6BYVBZmiCrrPeQ9NqgIXKkejQYuaUl1YuyG+QSyUCns0adYQnx7/Avsu90Nwo9ZQ2uohhxMSxtXG6lsu6Na4itgg4RW2UFO2qYp31m7ApLHz0a3zIchsnfHu2nWIcfPC+k8+QK/Rs9G2oxohzaZi8ewEIQOX7/oc40e+jrbtAN/uC/Buv2i4yqOxceE1vLy4P7YqbDFx8WcYEOkMIBPHjlVCr1HSWCN2Wswt6EW8PXdDS4uL/nv37gn147Fjx4rDfGbWxo0bERUVJWCU+bdGo8HmzZvFvW/fvqhatWrpWc2LyNx/hSbelH8cgOQvZSwk11+K+USkxz797bul6PvuPSSeWl26lfPEN/94gNjV/tfy5wPZ0oH6Hy/b38/gsSr6+wmUa1fFWNA6HLmzL+D9VpXEKsqynvz7CfMXT6eOt5fFpEqc4ckgU99Cj/rd0OaL45gQWR42/T/L97/xlQ45yYlYPLktLsZ/jP2zupcvz6NCiLNXc4HKxTHyOYxUULENbX404/1IND4rmcsfjMLYb0Px8/4ZcBazjf9ZTfw3OPJHaTz3FYyYKQLw8/Mrt3pholmbrOxla2sLFkBlr78rwXnFxKdrEgaL2bUFL6UZO4TPLxQMjyu5eZDxWYFcwoixvLd8x246hNGgnLFXJOwS3g/lgzmeybAhFm/1sRsIbizcpXipLyESksAzEe5cGMOEByvhHoI1STjOk8BgnA4bmknxmAMkZtq8f87uKFjIMB2cN88COW8+oOZvxPGHmR4O4xk6x5eRBKJVzkWH2aMCl09quhxfAh9jGmQyhYRDI/IRmzJQKB3RLD4EbCGg1OtgZNRFc3mZPvPxiwDLYt4+QmWUNGfE2QObdpt5yQwzmHjvnKtFotHiPsNS9yKcgbzkEo+5TtmmQKrD8ju/bFchTWR4FsujmMQrfpbo4cNzEhpWzMNHF2O7SIKE+crbINxURH3J5ZIGlLktMWaP9F4K54FFnB+Y31vyYghvdpvCbeJRXUo5chrMd15lSGlxGiawsS/bNJWljOuE05Bmzuw2RsIREu2EGIdIapNigGNNy1I6HpXO8iTRLuESSXRKwHKclvhOZgP/ui2h1OTDYHATNHH7KodPI/B6JJos6XK9cr1JfU46K+DtbMmNEbcr5vkjPokdTfGxaD0g+wAsf28YNpxJBCIbQc+YTua+ysoBln4nlZH7nNQe2LUKa2By3lweqQ4tSKDm9v9Y/ZTlW+k3/H1pf5KLerey0uHQ1lXYl9MKX49qK6gtKwwstLAQkbOGnXm8EbxiA14GseNjOO5LFnRS4VrGPPYwnpK5/0vtgM+XTNDpZbC2KsDph1Ww4L2eknB5upy2sP+FuD/3FYyFC9wZGejLYrnP4QL4q4xbGEscFipiAC03GFhS+r91Z578mZB9WhwOEwfjZUetP2Dd09KwRDfpNGCbQwdHW0mwiJQtb//8/qy0nxX+1BSFurqkUPDU9xwoBtonD0X/Vj7mxPkbHkyexb5npfms8GfS/D988Z/m93j5tOpiGOW2sLexEoLtb3e9Z9SPyEdYrj+loELRQw5dkQrWTpIyzyOnTY/i/yfj7H/CFykfE/LSMyB38oSLQ/mJzCOKpKen5yFNLp7ss88IF3zjpsazLS1KDEo4KCXV8Ge1vcfpeJ6/XxgB8zyZUJF3BQcqOPBicuDpg/SLQSvvUpRf8f5LdJVbMv1Lef6H2fyxCP4PE6347P8aB3j2xfO7iuv/Vw5w/T6PGuaZ+4vWtAQvnpNwEf3sby8fn1+rfKFXMGUHrSeXlM+PaRU5V3CgggMVHKjgwJ9z4IVcwYhDQd7HF0Z6vK8u7TZawv+8WH8Qg2diL9qU6A/I/b/06p+ql7+TLsd9HjP1/6Se/065/pP0/+o3f5tnog/+cerlu2hFn/1jbr24b1+oFQw3VNb24QN8PuBPTk6WNLHYbYWLi/hj6322m2FlgL9+ERj/QqZU/mtqrH+dtv9WTMm3FBRKYYH830r1n07HYGBtmqeDTf3Teb/o6bMGGcMTKNmE/LHLfP79WOi/99Nk1INkfx/wjcHH2OBKBtb6ehLIS2hzmUG5GIKirKad0BL733Cy/e9Vwwuf0wslYHiFwsKFDSy3b9+OwsJCYVjJDjCrVKmC9u3bY926dZg7dy5q1qwpViKW1c1f5bTeoIXOKIe9jVJoFT3xPU+d/myPs1ycp+u1PBX8imduz9A8KpfkXyrMM7ROyn37NNrKRXgmD1nYP8Gbcp8+PX8xq36sjCLsWZpC5jTJZBBeEZRWtlCyb6nH0vjPVJe4io1Q6fSwUdrCSvZkuo/TpjNoQWCfcZbFPZfzT7TTyvFFNKunNqGn1fGf8/mxxIXiLft3kCE7Iw8Obi6ws2Y1e2nl9cd19mRaTwt5Gp0c7+nhJujZhYuVNZTCcv5pKUphrJ7Nasllr/JpSnpaZd+zeQB7ztBpZXCuZM8m83/eP8slUPHjeXLA0oueJw0ib+5oLFwY82XYsGGIj48Xhpcffvgh1q5dK8IGDBiA1NRUYWD5dwgmUwEOrluHO3oTUndswcbVO5AvvORKKyZLWpKtg9n2QPifsbyR7hYbEx78mF5ebfHgwz3PEl3YLYgBqWza5rg8aLJdgzmySE/YM/CAwWmU35wRaVkSZqcXwr5G6uk8++PBRNDM5BmKcX7/Jzj3UCO2eNi+Q8QRdJZP11wayfZDlOURTWwDwGmWpi1wshjpkG0cpHRE2c35Cx6IBKUy8ndcRktcfi/CGPa1tHwSv4iK8eOOQzidVABTcSq+mPwazhebYOK4bAsiESqVsZTnllDLSzNv+Sex3Y/0ncQ7EzR3f8fWl+bjqvbJdMvSxhDEfB199TV8/5sEZCZoKK3Lx/IV2T3OF6ncMplEh0SSFIerkcMtdS/aDA+45nJZWMN0c91xHeQ9uIaNn52Bjj+2tBm2tyEZin7dgDeXb0KOgfM0CRcinJYEPCfxxNJ0HrUjc7glLbbxKFuvZkTZsvTzAG8UNlhMq/Q905509BMcTMwFUQ6WvvEGfrz0QPDeUr5HeQq2in8sXK7sX4vhA3qi95Dx2HH6oVkQS5MVVpvPS76AmZOGo0+fgZi56gcUyOTQZp/HgmULcSqHhyvJtutRqhVPLzIHXggBw42cO8fChQvx5ptvYs+ePcKhJa9ceKuMLfhr1aqFli1bonXr1mCDS8vg8MfMNc/q5AVY9fJL+E0lh+HheaSl3YWDQg6jRiO5BDEPZcLpn14njMskI7Lyg4q0lSOHzGAQ9AqDSOG4UTKe4kGCjcvkMgM0ejb6srBXJp5NerXwGWUxUBPpsUEjb4WA0yg/uxNplZnxcXriJ+Oay4woUmnE9pL4ypSHL+bNxNe3dMI2g63M5WSAng27yqTxiF9SuE6jeVReMcrJRJqqoiIpbTFhlNBEuY70bBxnyb9YLRmFikSlMmrYj5kwepTKwjTrtCXQGMuUjwWB4JUeG5e/jV1nHkBhpceDS/th5SKHnL3WlnHIKOrFoBcC84myMC1smMY0mA1dpWe5xPOiDDy4egzWdnLINUWQmdPl6Pydnn3IGWWwMm9DPTz3Ax4yCBy/57hkgIFpfwoPuX4keyyAEQr4N1ehTisZy0kkSXG4vvSWdKSGItIsLioR/BRVb24/XHdc5oLbB/HKmx9Cy3mzEGG+ifaVj4XzvoWNTxi87BnXnduFFgUlZuA5bkuWtiLYwrxgrpjD5TJhNFja/tgYkfMWBn4kHMBKnnz5E96+ZCNMglbY80qOMPcvnYlVp7Ihkxnw008ncTutRBgIWpp82bZrmWxkXd2OQWNeQqV6ndDSJwOj+zbDuVz2KG1xQZyJhYMS8P1DJ7RqUQ8n5k3D7E9OwaVGNGxzzmPDxzsEPWwgXHH9L+HA8war0esZXYvohx9+4NGcTpw4IX5rtRJIF//gZ6PRSPPnz6fdu3eL9wxU9seXiaSkdbR6XD9ycbCn+oOn0Y+b36VmbcIpuEkrCg8MoD4jN5pBkAroszcHUFBQMAUFBtOcNYel5E1GkTf/2P16Jwro0ZMiI8IooNNQenneFGoUFU6B0W1o6QkJYOjM9ysFeFZwcBB1mPg2pRmI9AVJ9NLAhhQcGkxhoaE0dukeIlLTwhmDKLxxEDWIj6CgoAY045vLAlBLq5NQhDYtSKBuryyXQIdMqbR4SG969YOrlH39c6oTEUJhYWEU32kYXcoy0N1dk6iyjQN5thxNJ3JMdOGzVyg0KIiCg2rR8BmfUDEnKcoi8a341mHqVbc2BQeHUFhIE5r30TmRty7lMI1vW4tCQ8Mo0L8V7b6QQke+WkgxDWKoXsNoWrr/d0ras5HqB4ZQaFgoBbSfQRfyiCjvd5o+sBWFh4VQUEgofbDnOhmNmfTWiO4UHhlKAYHRNGz1EeKi6fQMnKWnHzfNJg83R/Lya0W//HaOXu1Rg3zb9aToiBAKCk6gUw+NREYdfTNhKEUEBVNIQG3qt2iPBAqmk9pN3pFt1L/ZYDpRSKS9up1imrSjA8mM1HacOnaeRCd+OUKTu/iSX9seVDs8mCJqT6DfconIkE7v9OtEIWFhFBpcl4avOCSAuLYMjKYPj94kRnfbO3McRQUGU0hgBHV582tScyMwGsxAZlra8O5Eim1ch2Ibx9MXiTl0e+sKahDAPA+i6P5LKYeIzq55nSL9oymsbj0KCwqlQZN2CvqLf99HPcLCRR0GxfSgT88xE/Np44eTqOWw3tQtrhuFBkWQg5MLjZ3ziagbo0Yj7mn7P6TWrfrSKQG0RXTqkwUUHRRCoSHBFDzyfSoovkVvjhtLK7+X0L9OfrWEeoz/lHT3f6ReM8dQh4aNaMbE7bR2+XiqEx9NsU2b0Q8PS+jqqrlU10x/w1GrqICI7mx7nRr2bEmhDRpQSEAAjZ63l1IvfETRDg7kGtqFvvv9Co3o0JcWr/qQ2nTrSgdStAIYL2nHfGrZcpkA4iKjBEq2cXgUhb72jSiDSZ1PvxzcR6nFErgYs1Z1eyfVqtmUkswgWmnbR5Ffo1nEnFEfnUexg/rR2WyOaRJgX/xUcb3YHOCtjOd2mQQEnCRA2rRpQ/Xq1RPoliw8LO+YOMvzzZs3KS0tTdBrMkoDZcnt47Tgtek0ddpL9NJLL9H0l6bRtOnvUVK+wCQUjVmVeoZa+VSlVWdzKPPgWxTkWp1WHblPDw+tp7recfTZfSMlfzGWPMMT6J6BSJv4KQV71qMdl0RrJqNZmG0c6E3VoqfQ/dwHNKxVMDlHjKBrqRm0dHwzajR4NhXmnqcaVQNp7a/csXOpX2xNGr/+EF0++im1HjBBdJSsXzaTa7VAuqNW0YxeEWQfnkBXMnNp85yeVKv5IBJDgk4MZfRg02vkUa0zHSsxke7aDmpUOZK+u3yJ2kXXoHGr9lNRUQ693C2S4scvJ1XuHRrn5UmT92WS9pcV5FezNf18m5ENT1PLgEiau/Wi4JteLQnuo1PGUKvJnwr+XJo/kkJjRlCSQUer+jpSZJs5lFVURBtGNKT6Iz6iXetGE5TVaOlXpyjn9iFq6OJLw7afp6Kih/Ry3XCqPWU7Hd7wMvmGdCLOMnH3W9RnyixK+mkuuYc0oSP5RLmntlL/XuPobCGPHnrSGol02tvUs0kTGr9sL+mNqTQ21IZajd5OeUUPaFpQTeq95Xe6te5VqubVno4yoOXNPRTvFUOzf2AJQqQ1MVLkCWoT24je+ymfUncNFJOUhN0lpN37Mvl1XUDJaZdpaIAtdZ/5A+XnJ9HwGjVp9Lc36Zf5CeQcMYBO5RdR8p4PyMc+ilaeL6TvE2Jp3eVUuvv5IvKr1IR+YCmRepxae0fShO0S6mOJYKGelk1rQlaOdWjr8URKO7uT6jn408LTPCyn0fiQMOr84Un6dVkC2diG0jdXcyjl4FrysY+klUcv0twGERQ5dSMVFRXRNxO6km3YJHqo0dDqoTFkF9adfrycTL98+Q5VD+5B1/O1EkKnBNFJh9+bSn36TBITI/WVHRRkW4Om7bpORSknKCwylj7dv4fGdmtPMzdJk549a2ZQWOuFpEs/QAH2jtRhzheUn5dFryXUJhuXZvTtxbt0b99GinQKo48S9US6mzSwRiD13nSXMneMpipONemLS6l05bO5FBDQiQ6k5dGq6BrUYclh0hkeUudGXWj97gM0q20ItXrvvBAAc2NrUM/534r2ZTRwnRvpo/7VyVXuRa3DwqmGhw9NX/YNlQj0Vqkvq2/tIl+3yrTzPgskHf28ZgBV7TiX8jgV9S/UIqIvbToqCU3Tiw7lKFpoxT/LHs5zWW/xNhdfiYmJ2L9/P6ZMmSLQK3lJzdswlsvyHBAQAC8vLynY/F6mtIXBaIBep4ZGo4VGpYNeZwtroS8m7e3aVfVGNTs7+Aa4Q52ci9ZjRmJAM1/4tGiOuKYeuHPxDg7/cBpFDgX4ZOHbWLb9KtKLf8OZWykWEsRdJq+MyStega9bdcRV8UbC4E4IrVoFzevGw1ujQ1LiRci1trjy9WosWrIKmod5SLySgshGnTGlRVW8++preOfT/9feuYBHVV17/DfvmcxkJi8wkBAgEAKSAPIUUF4WEQF5CSggKIogVUGMLQ8J6rUKqK0Klnstiq31olUpVERthfpERBGoIAqooLwUSEKSycyZ5/3WPjMQES6KtZDvO+f7kkzO7LP32v+9zl77sdb+L0czmagIVqNFGnPr9EkU1UunfdsutDOFFV+MuIEJ22GjcdfSNvMQH7/7JZ989j6HLh5Ol4p/8q1vICXjfoHHk8GvJ15BYP9mPg/5aNI5lfyGXjatWsvXlgAv/2keCx5ezf7wl3zw2TZVB6tNx/XC0hKGNd3PrNJZzFnxJvGsDKwVe1i/vgElC+eQ5fEwbuFLrPzNlVQejtFz1ERKRnSlZvdmDjTpwaJR7fF4cpn1h9sIv/0aFPameXwrk8fdwspdWcwtnUeT5m3pTRkzRlzHwvcqmFh6Nx1TZblHl8FmTyMtNZMGeblYY0GyCoqYft8o0jyNGPqrPhx56z1eObgTLcvPmt89wLz/fRUtfpgd725VdYlrMUxZHeman0P5zjVseO9r2pzfGu87a/jbyu0M715EmilGw7admFY6AJ+vBUOmXcTBN95i5VeVjJtwLV19HnL6T2DC0CZ8/Pq7BDzppAbLeWvvNsqzQqxf/ADzlvwVv72CnW9u1jFUexhxKqtSGVlyO2Muasn+PR/wkTvONy8t4v57F3IwPcj+Nz/kk4CJ0RNvZEDrDBr2GcfEMZ3Y+pcneMXWkt9PH4nH42HYw7NpE/2CT3ftpsbenNFD7uXy4hyy62XidtcnR47aTh4qBxwJlhOw2BB6rh2fboULBvHgkEI8Dbvx3usvM6BVJjGHHYdDcBYCPTcup6Quw1l/PL+99Wp8aalUVKZxw29mMrhdE3bu+ZAdvjifP/sQ8+Y/QZmvhq/e+YjdhyyMmzmT4W0bUDRiAG1bWdm5I0peDy/162Vjs1gIR8LY0psycuxADi1fSTT+KS985WXM0IsTR+mIHBoVByO4e/Zk8YdbeWfFZFbdOZwXt5WrJdpINIqzWV/uGdyNqYN7MrXkZsbe+gKVfvEWNRF3NsTjraayqky1gdTLuM59BH6Mr+/PVhtxPZY147S0BNnTKUqSPRmbkGnVukx2N4WtupBvBpusMzuiVFem40iYTtWVxTWq9eVkQkETPnsiOjgcIBYwYRP6q30mGqenY5f9EHsaU2+5i0va6EdiqzVi2WQPQJo6Vh+qhG42rpONVQUDRCwubFHhg6lPZrqNUMBM+8lTaNWrmLVL7mHmgk8YOf5iCgouIP/1L1R9EUoyTSc/qwkG8ctautRNDsmTTWd7AaN6p/DyK7/nwJZ3uPKO10kpn0s4xaaY+1RSLUY8YkF2cUIRM6luCO6NkeNOJ80hxFA2rr7mdoovFdY9iMQtWNGYP/c2nt1qZVTvTnTqeD7+QIRwWA4IFPZGlZRIzWF27Q4QMWVip77aoA7H5JDD1GPu3mF/JeHyGHkX/ILHli7i1Tc28faqx3lq7Uae//P/sGhlNitW/ZMtbyxj/PK3eWLZ01yaa1H9JeaoOpxSbQ8IaZby7pOOw4SQwdlCViKRMJlpbtyxAJopg4E3TOSCKwqVgBYhicPB0H71uePhmbxcPpwlyy5m6c1TmVXVmPnLu+MIf4ktasZlU5MbwsEItogcfJiCxZxoTIKEqkLYLW7FjigHFYquZfhceAigxX30HTuBVn2LdWCsolVy1H42jphX7Y0EtAipbjtp7iihsIM2l4xi2GW9if9tHVa7NYGXRjgcxOJM0zFUygnUVBLVrNhlDyRVQ/PqxHWaDMBqDbT0wlEU3EL+Jboi7iFyWKnuyGyibM8XBDNCmCpiWKulABPxsoNgbgCRIDSMUq24mgNgysUecymHjGAogs/jIM2uEYq46DxoLAVDuhJZ+zfcTmFiBJsWIBY0YY3GCYqu2PXuQ9pPi9lp3bM3BX++h3v/62vyOw+jSzM5AVltLKl2MntSaHzNfJoL10W32Qxst4zyw0I6lo5VDo+NxBk077fkrl3OuvI85l33CXful8NOE5d4ASY/G3/rBAJndQaTREg2+WU2I+yUyQ3B5HfJWY64LsuPXJJePFnkCpXt5YMP3+b99zewYcMGNqxbx4b1GymTHUl5ueQdi5mIVFexf/dRwtEowhKoD6LNhKOVVIcy6XV1CwLfpnJzaSmlY+vz8bv/IGxKdkCqKKKhAJqULTKEpLMQEiPJP6pcKX25BcQt39Jp5Azmzr2d8s83s/XbMnZt2YmjcAKlpaUUVW9i7zcH8PvleY2weLOpDCNENHGR1S+rRfdImjBpMtuWLeLR9ZnccKkHT/crMH/+PEteWI+mHWXekyuo3+ICWtX3UhE8yGsfHqbd8LbYK2IMmjKH0tl9OPDBq3yr71sTjUuTB1mzbjMXjpxK6dzZNPIE2LzrIDZvLq0KDvHILU9Ro5Wz8KrR3PT8h1gtYQKBSrVRnJ3XlLQvX+OBlz9F0/Zx3/Q/4L7ycrY8U8KtT/6LaTPn8MCMsRw+tI2P/vsBhs54nsumz2LxQ1PxBLawoUzfJNY7jTjx8BF279lLLBQhEg4QiSk0iIdqKLe76HpeU45U+Bh0Zylzru/L1jUfcSCkc+lIVSSftv2Hc2TfDjad35gO3TqCeSc7LU1oX1wfU00VWihIRDW4iVjYT4XZQ7c8E6ue+TPbgxr7XnmaJW99S9HATtgPHeCo00fn7Ob4y930nl1K6a2D2bVmI3sCOneQTCaUEQwfJaj5lXNGQV5rso5ayBkzh7ml0wi9s5mN++D8Bqm8sPQZXt9VzaF//oVnln9G8VWj6Vr9Pvc/vhpN03hxxm/5V3ZrivProVX6CWsygwdzNEh52V72VUZ08qyE91cjXz2yNA2hCCvIb07l5tXc+fbXBHauYuDo8Ww6bMFR+SXbd32C/8hGfn3PUuKIY0yEQLUYRtEBcb6oIBQMqNWC1rktcZbbaDm5lNLSiZSt3cj2Mge+eBC/FlLySMto4RpFimayBnl723Z16nUkpFFVFcCR05Me56dwz11/occNg2iQIh6JUhfRajMde3Xki/tnsq1MY9drD7Biu4XWRXkc3LSaRx57joqaA4y/bDTbW93KnCm9+PtnXzDsqotJEzOqfUPgaD2y3Pqx/WJYjevcR+CszmCSS18ZGbrSBAK6skvHLZcYG5mxCBmZGJeSkhJ1T2Y7yWe9rfryu4V9T4m00m1LLoMuy+CP82dSr0cz8rMTdjXmIqd1Gzy+MPkjFjFpfXfaF6zGGtW4fPJDdGviUt47ycyzcptRk6LPoHJy84llCaMf+DIaUNAwwHlN+/L0gv5cfUlLbneYyO48jD8N6IY75xpWjJtDYeHddOzXk37FzVjx0Dpyi4uwpuqdpc+XTevGFYmRrnhyWXTa1lYDubZtF7b0+CVNJT4ksyd/XDCda2dP4MV5kNqyG4tnTsZmstF/6BAmPjiDd1Y/yeKbLuPKC1rgsAQpvuQWhvTKU4ySavCNlwdn3MikO2+k8LHzaNfvYi60LGfp6k+Ys/QlPh0+ns4dHiaQeSHLZo+hYsVj5OU2UHV1tRjAwoVbmDh1MM85zATyh/LSfSNovjeTZU/fRIsWT2G2OBhz51JGD0nlr0OuoVeLFrgsDjpcMpfb2ug0B3aTqJ6P3p2bcN/jv2HdJb+jcfOWpCSaxnteARlHfXSZNJ+73ruKQQWFWGIWCkaVMrZjhjrSXoJtxd5bG3RicL++9O7bErO5HsX9R3BlvA2NxfPJ5CInrykula+J9IbN8TobMHDafazdMIYhHdpjjqYw4P5HmFjo5BVfI5zBGMXX3cX8jeMZo8o1kTPoVyzska2OX1ejbcxk5xYSycpSuNS/6BqWlO5kSs/mPCghVi1GtUAOfQAABmlJREFUs6Z/C3Y9asWqfcb0UT0wHw3RveR+JnXrQNnvSxk1dg7tX7wLzV3Ekqdmku4AT8NCchvrhqxBsyJyTI/x4II/8od7r8cSExd0Jx0vasX2f6zkja9gYPurWbJgG7fc0I8V5gidrpnDiM7dKBg7mJseuZnubznI69oJd+N6WOxxmhXn41TjJgs5jVtiy9JXDZoOupnFv9zN9E4FzDLHcXW4nr939/LN9vrkpGYluvNU8tq0wpvlo8/w8QRvXsQTVy2kU1ERHlEsi5sBHbszKz1M287tlS4LtbPi+gP6TH2EOz4fz/CLOkDYwrWPLqbPeXY2vfYBL68+wvApI5g2+SKuG9aaR63Q4tLpPD6yj8rnyLp/8E12GfmFQhYosyIFu/HrHEfgrAZaigGRH5mRjBs3TsW4vPrqq7hcOrWrYLdjxw7kXq9evRT5mMxoxMCc0SUDqdMoZtBfhdmVisSunfEVraE6ZMfjqm2/Q/gDJtwu3UBJvMDJXF9PLPOUIkc1KqvDeH2J0fxJqhYJ+gmbUnCptfgTc4ZYOEgwbiUlsdQhbZE03IGAhsv1XUpfyeGYPNEayirjZKTrnWEy95qqSnB4Sak1+fNXHiVqd+N11sYj+cQP+xsK+Inb3Ti+H9T+wzI4RapA5VFiTh9ukTfhPixJk/UMB/1ErSk4dct8ilyOpycawB+yHmvnxydfznpvf55ccAuhYAS7YHCsnAjl5TWkpXuVWh67/f+UIm7iNoufu0cMZU/XKSyePgzVSvEQwYgdZ+0V5FgIzWTnFM3/nVKS9Y2FawjGHKScAdCVB7exqGQq70f78cyyO3BL1H6Cp6Z2YcHqKmLOVFKUOiRLrpUiUkNVyEZqik2HKvwNUyZewZHWM3juV0MR/hqz5cx1qVZJxsefGYGz2krSmUmnJiNRCaicNm0aY8aMoV27dni9XhwOh4p5SRoXSXumxkUC13QGKx3RZEcqAWEyfZclCfnsdAu3vO4ckEyTbAOVRyLWQf+cCHZUhlLiKvT6YEnBI5OfZIetoqztuNU9CQTU4yrke7lUOSpY8/v1E3soZUlwZzJORj1nceD1OVRnlYx61/PTo86lLlanW9HGnjyCOo7Z5kQx0IucSTkSdRfjIs/pmOlr31K+kkfktqSQka7XUcCTQFG5nZIqtK56IKWkl9gNt9en6nkqOXQMpJ6KMepYGYKO5CH37S4xZMfzVRnW+lUbI6m7wljtX+jLNIpgTXJQbaHnK7K5ErLJZ70s2fdI6EMsjs3pRvrs5Pe1ilR56bIfx8VkceF2SSxJDJvdTG6zIurFMgjGYjgdOrGZGlhIe2MlPd2rt2HipIPa+qjqm1BbpaCYsCIBr6nMuPtaSp7fx+FAhIZO4QcR43Jcb5UumO04jgXais4p/qxjAxuFt4pzOi6/2Zai60RyAJTAUn8X9EBRFS+TwFEgVltF5girFs7h2U8d3LdoEh4JiIxbEntDx1ETuZyeE94xpfu13h9rCqlWWXmOYrZY8O/7mPRGXRgzYah6R+WIGuOqGwic1RlMEiJRumRnLt5kfr8ft9utgti6d++uDM1PmrkkC/oBf2vL8gOSnyKJvOjfP17k9CPUU2R3itunlVU6gYRROHkWYjj0zuXE708v6/HOrPazIpNucI7fVfdOc1TM8dQn/3Taup78sdPePa1sp8XwxCISuIiZNEHgaDmBuIP0tBRMJwH1TOqVbLWa8mqsnhTsNpluJ++eKM+P/f9M84myb+fnxDIa0ihTZtUnmZkkRFGYn04va70/WiBAJGzF7bUYR8X82OY8y+nPCQMjGIgBESOTNDS1cflPGZfaZRqfDQTOZQRONhs8V+T9ocu/P1be5IT6xz5npD97CJwzBkYgkJGNGJPklTQ4JzM6yTTGXwOBcxkBfYaUWAb9Nwt6JrOff7MI38lOLVMmln+/88VP/ufks+WfnK2Rwc+OwDllYH722hoFGAgYCBgIGAj8xxD4Kb5S/zEhjYIMBAwEDAQMBOoeAoaBqXttZkhsIGAgYCBQJxAwDEydaCZDSAMBAwEDgbqHgGFg6l6bGRIbCBgIGAjUCQQMA1MnmskQ0kDAQMBAoO4hYBiYutdmhsQGAgYCBgJ1AgHDwNSJZjKENBAwEDAQqHsIGAam7rWZIbGBgIGAgUCdQMAwMHWimQwhDQQMBAwE6h4C/wcNf1616KmhqgAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "                  Source: http://trailerpark.weebly.com/imdb-rating.html?source=post_page---------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate all the components based on the above formula\n",
    "v=movies_cleaned_df['vote_count']\n",
    "R=movies_cleaned_df['vote_average']\n",
    "C=movies_cleaned_df['vote_average'].mean()\n",
    "m=movies_cleaned_df['vote_count'].quantile(0.70)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_cleaned_df['weighted_average']=((R*v)+ (C*m))/(v+m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>tagline</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>weighted_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "      <td>7.148013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "      <td>6.807627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "      <td>6.276075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "      <td>7.509565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "      <td>6.098319</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres      id  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies release_date     revenue  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   2009-12-10  2787965087   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   2007-05-19   961000000   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   2015-10-26   880674609   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   2012-07-16  1084939099   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                          tagline  vote_average  vote_count  \\\n",
       "0                     Enter the World of Pandora.           7.2       11800   \n",
       "1  At the end of the world, the adventure begins.           6.9        4500   \n",
       "2                           A Plan No One Escapes           6.3        4466   \n",
       "3                                 The Legend Ends           7.6        9106   \n",
       "4            Lost in our world, found in another.           6.1        2124   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  weighted_average  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...          7.148013  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...          6.807627  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...          6.276075  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...          7.509565  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...          6.098319  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_cleaned_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>original_title</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>8205</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8.340775</td>\n",
       "      <td>136.747729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>5893</td>\n",
       "      <td>8.4</td>\n",
       "      <td>8.192887</td>\n",
       "      <td>143.659698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>9413</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8.171648</td>\n",
       "      <td>146.757391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>8428</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8.157615</td>\n",
       "      <td>121.463076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>12002</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.102674</td>\n",
       "      <td>187.322927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>7927</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.056059</td>\n",
       "      <td>138.133331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>4329</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8.038748</td>\n",
       "      <td>104.469351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>Whiplash</td>\n",
       "      <td>4254</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8.034695</td>\n",
       "      <td>192.528841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Inception</td>\n",
       "      <td>13752</td>\n",
       "      <td>8.1</td>\n",
       "      <td>8.018611</td>\n",
       "      <td>167.583710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>The Empire Strikes Back</td>\n",
       "      <td>5879</td>\n",
       "      <td>8.2</td>\n",
       "      <td>8.010426</td>\n",
       "      <td>78.517830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>千と千尋の神隠し</td>\n",
       "      <td>3840</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8.009851</td>\n",
       "      <td>118.968562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>10867</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.998100</td>\n",
       "      <td>724.247784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2731</th>\n",
       "      <td>The Godfather: Part II</td>\n",
       "      <td>3338</td>\n",
       "      <td>8.3</td>\n",
       "      <td>7.972685</td>\n",
       "      <td>105.792936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>8064</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.965061</td>\n",
       "      <td>123.630332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>6624</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.938092</td>\n",
       "      <td>126.393695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>The Green Mile</td>\n",
       "      <td>4048</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.935440</td>\n",
       "      <td>103.698022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1553</th>\n",
       "      <td>Se7en</td>\n",
       "      <td>5765</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.916176</td>\n",
       "      <td>79.579532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>8705</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.880632</td>\n",
       "      <td>138.049577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1847</th>\n",
       "      <td>GoodFellas</td>\n",
       "      <td>3128</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7.869817</td>\n",
       "      <td>63.654244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2091</th>\n",
       "      <td>The Silence of the Lambs</td>\n",
       "      <td>4443</td>\n",
       "      <td>8.1</td>\n",
       "      <td>7.867805</td>\n",
       "      <td>18.174804</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         original_title  vote_count  \\\n",
       "1881                           The Shawshank Redemption        8205   \n",
       "3337                                      The Godfather        5893   \n",
       "662                                          Fight Club        9413   \n",
       "3232                                       Pulp Fiction        8428   \n",
       "65                                      The Dark Knight       12002   \n",
       "809                                        Forrest Gump        7927   \n",
       "1818                                   Schindler's List        4329   \n",
       "3865                                           Whiplash        4254   \n",
       "96                                            Inception       13752   \n",
       "1990                            The Empire Strikes Back        5879   \n",
       "2294                                           千と千尋の神隠し        3840   \n",
       "95                                         Interstellar       10867   \n",
       "2731                             The Godfather: Part II        3338   \n",
       "329       The Lord of the Rings: The Return of the King        8064   \n",
       "2912                                          Star Wars        6624   \n",
       "690                                      The Green Mile        4048   \n",
       "1553                                              Se7en        5765   \n",
       "262   The Lord of the Rings: The Fellowship of the Ring        8705   \n",
       "1847                                         GoodFellas        3128   \n",
       "2091                           The Silence of the Lambs        4443   \n",
       "\n",
       "      vote_average  weighted_average  popularity  \n",
       "1881           8.5          8.340775  136.747729  \n",
       "3337           8.4          8.192887  143.659698  \n",
       "662            8.3          8.171648  146.757391  \n",
       "3232           8.3          8.157615  121.463076  \n",
       "65             8.2          8.102674  187.322927  \n",
       "809            8.2          8.056059  138.133331  \n",
       "1818           8.3          8.038748  104.469351  \n",
       "3865           8.3          8.034695  192.528841  \n",
       "96             8.1          8.018611  167.583710  \n",
       "1990           8.2          8.010426   78.517830  \n",
       "2294           8.3          8.009851  118.968562  \n",
       "95             8.1          7.998100  724.247784  \n",
       "2731           8.3          7.972685  105.792936  \n",
       "329            8.1          7.965061  123.630332  \n",
       "2912           8.1          7.938092  126.393695  \n",
       "690            8.2          7.935440  103.698022  \n",
       "1553           8.1          7.916176   79.579532  \n",
       "262            8.0          7.880632  138.049577  \n",
       "1847           8.2          7.869817   63.654244  \n",
       "2091           8.1          7.867805   18.174804  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_sorted_ranking=movies_cleaned_df.sort_values('weighted_average',ascending=False)\n",
    "movie_sorted_ranking[['original_title', 'vote_count', 'vote_average', 'weighted_average', 'popularity']].head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "weight_average=movie_sorted_ranking.sort_values('weighted_average',ascending=False)\n",
    "plt.figure(figsize=(12,6))\n",
    "axis1=sns.barplot(x=weight_average['weighted_average'].head(10), y=weight_average['original_title'].head(10), data=weight_average)\n",
    "plt.xlim(4, 10)\n",
    "plt.title('Best Movies by average votes', weight='bold')\n",
    "plt.xlabel('Weighted Average Score', weight='bold')\n",
    "plt.ylabel('Movie Title', weight='bold')\n",
    "plt.savefig('best_movies.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>tagline</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>weighted_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>74000000</td>\n",
       "      <td>[{\"id\": 10751, \"name\": \"Family\"}, {\"id\": 16, \"...</td>\n",
       "      <td>211672</td>\n",
       "      <td>[{\"id\": 3487, \"name\": \"assistant\"}, {\"id\": 179...</td>\n",
       "      <td>en</td>\n",
       "      <td>Minions</td>\n",
       "      <td>Minions Stuart, Kevin and Bob are recruited by...</td>\n",
       "      <td>875.581305</td>\n",
       "      <td>[{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...</td>\n",
       "      <td>2015-06-17</td>\n",
       "      <td>1156730962</td>\n",
       "      <td>91.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Before Gru, they had a history of bad bosses</td>\n",
       "      <td>6.4</td>\n",
       "      <td>4571</td>\n",
       "      <td>[{\"cast_id\": 22, \"character\": \"Scarlet Overkil...</td>\n",
       "      <td>[{\"credit_id\": \"5431b2b10e0a2656e20026c7\", \"de...</td>\n",
       "      <td>6.365286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>165000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
       "      <td>157336</td>\n",
       "      <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
       "      <td>en</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Interstellar chronicles the adventures of a gr...</td>\n",
       "      <td>724.247784</td>\n",
       "      <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
       "      <td>2014-11-05</td>\n",
       "      <td>675120017</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Mankind was born on Earth. It was never meant ...</td>\n",
       "      <td>8.1</td>\n",
       "      <td>10867</td>\n",
       "      <td>[{\"cast_id\": 9, \"character\": \"Joseph Cooper\", ...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4bbf9251416c910e4801\", \"de...</td>\n",
       "      <td>7.998100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>58000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>293660</td>\n",
       "      <td>[{\"id\": 2095, \"name\": \"anti hero\"}, {\"id\": 307...</td>\n",
       "      <td>en</td>\n",
       "      <td>Deadpool</td>\n",
       "      <td>Deadpool tells the origin story of former Spec...</td>\n",
       "      <td>514.569956</td>\n",
       "      <td>[{\"name\": \"Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>2016-02-09</td>\n",
       "      <td>783112979</td>\n",
       "      <td>108.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Witness the beginning of a happy ending</td>\n",
       "      <td>7.4</td>\n",
       "      <td>10995</td>\n",
       "      <td>[{\"cast_id\": 99, \"character\": \"Wade Wilson / D...</td>\n",
       "      <td>[{\"credit_id\": \"56c986b2925141172f0068b6\", \"de...</td>\n",
       "      <td>7.334360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>170000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 878, \"na...</td>\n",
       "      <td>118340</td>\n",
       "      <td>[{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...</td>\n",
       "      <td>en</td>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>Light years from Earth, 26 years after being a...</td>\n",
       "      <td>481.098624</td>\n",
       "      <td>[{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...</td>\n",
       "      <td>2014-07-30</td>\n",
       "      <td>773328629</td>\n",
       "      <td>121.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>All heroes start somewhere.</td>\n",
       "      <td>7.9</td>\n",
       "      <td>9742</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"Peter Quill / St...</td>\n",
       "      <td>[{\"credit_id\": \"538ce329c3a3687155003358\", \"de...</td>\n",
       "      <td>7.798252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>150000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>76341</td>\n",
       "      <td>[{\"id\": 2964, \"name\": \"future\"}, {\"id\": 3713, ...</td>\n",
       "      <td>en</td>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>An apocalyptic story set in the furthest reach...</td>\n",
       "      <td>434.278564</td>\n",
       "      <td>[{\"name\": \"Village Roadshow Pictures\", \"id\": 7...</td>\n",
       "      <td>2015-05-13</td>\n",
       "      <td>378858340</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>What a Lovely Day.</td>\n",
       "      <td>7.2</td>\n",
       "      <td>9427</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Max Rockatansky\"...</td>\n",
       "      <td>[{\"credit_id\": \"577da370c3a36817f8003838\", \"de...</td>\n",
       "      <td>7.135687</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        budget                                             genres      id  \\\n",
       "546   74000000  [{\"id\": 10751, \"name\": \"Family\"}, {\"id\": 16, \"...  211672   \n",
       "95   165000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...  157336   \n",
       "788   58000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  293660   \n",
       "94   170000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 878, \"na...  118340   \n",
       "127  150000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   76341   \n",
       "\n",
       "                                              keywords original_language  \\\n",
       "546  [{\"id\": 3487, \"name\": \"assistant\"}, {\"id\": 179...                en   \n",
       "95   [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...                en   \n",
       "788  [{\"id\": 2095, \"name\": \"anti hero\"}, {\"id\": 307...                en   \n",
       "94   [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...                en   \n",
       "127  [{\"id\": 2964, \"name\": \"future\"}, {\"id\": 3713, ...                en   \n",
       "\n",
       "              original_title  \\\n",
       "546                  Minions   \n",
       "95              Interstellar   \n",
       "788                 Deadpool   \n",
       "94   Guardians of the Galaxy   \n",
       "127       Mad Max: Fury Road   \n",
       "\n",
       "                                              overview  popularity  \\\n",
       "546  Minions Stuart, Kevin and Bob are recruited by...  875.581305   \n",
       "95   Interstellar chronicles the adventures of a gr...  724.247784   \n",
       "788  Deadpool tells the origin story of former Spec...  514.569956   \n",
       "94   Light years from Earth, 26 years after being a...  481.098624   \n",
       "127  An apocalyptic story set in the furthest reach...  434.278564   \n",
       "\n",
       "                                  production_companies release_date  \\\n",
       "546  [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...   2015-06-17   \n",
       "95   [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   2014-11-05   \n",
       "788  [{\"name\": \"Twentieth Century Fox Film Corporat...   2016-02-09   \n",
       "94   [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...   2014-07-30   \n",
       "127  [{\"name\": \"Village Roadshow Pictures\", \"id\": 7...   2015-05-13   \n",
       "\n",
       "        revenue  runtime                          spoken_languages  \\\n",
       "546  1156730962     91.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "95    675120017    169.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "788   783112979    108.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "94    773328629    121.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "127   378858340    120.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                               tagline  vote_average  \\\n",
       "546       Before Gru, they had a history of bad bosses           6.4   \n",
       "95   Mankind was born on Earth. It was never meant ...           8.1   \n",
       "788            Witness the beginning of a happy ending           7.4   \n",
       "94                         All heroes start somewhere.           7.9   \n",
       "127                                 What a Lovely Day.           7.2   \n",
       "\n",
       "     vote_count                                               cast  \\\n",
       "546        4571  [{\"cast_id\": 22, \"character\": \"Scarlet Overkil...   \n",
       "95        10867  [{\"cast_id\": 9, \"character\": \"Joseph Cooper\", ...   \n",
       "788       10995  [{\"cast_id\": 99, \"character\": \"Wade Wilson / D...   \n",
       "94         9742  [{\"cast_id\": 1, \"character\": \"Peter Quill / St...   \n",
       "127        9427  [{\"cast_id\": 2, \"character\": \"Max Rockatansky\"...   \n",
       "\n",
       "                                                  crew  weighted_average  \n",
       "546  [{\"credit_id\": \"5431b2b10e0a2656e20026c7\", \"de...          6.365286  \n",
       "95   [{\"credit_id\": \"52fe4bbf9251416c910e4801\", \"de...          7.998100  \n",
       "788  [{\"credit_id\": \"56c986b2925141172f0068b6\", \"de...          7.334360  \n",
       "94   [{\"credit_id\": \"538ce329c3a3687155003358\", \"de...          7.798252  \n",
       "127  [{\"credit_id\": \"577da370c3a36817f8003838\", \"de...          7.135687  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popularity.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "popularity=movie_sorted_ranking.sort_values('popularity',ascending=False)\n",
    "plt.figure(figsize=(12,6))\n",
    "ax=sns.barplot(x=popularity['popularity'].head(10), y=popularity['original_title'].head(10), data=popularity)\n",
    "\n",
    "plt.title('Most Popular by Votes', weight='bold')\n",
    "plt.xlabel('Score of Popularity', weight='bold')\n",
    "plt.ylabel('Movie Title', weight='bold')\n",
    "plt.savefig('best_popular_movies.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recommendation based on scaled weighted average and popularity score(Priority is given 50% to both)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>weighted_average</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.674339</td>\n",
       "      <td>0.171815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.581403</td>\n",
       "      <td>0.158846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.436273</td>\n",
       "      <td>0.122635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.773054</td>\n",
       "      <td>0.128272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.387739</td>\n",
       "      <td>0.050169</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   weighted_average  popularity\n",
       "0          0.674339    0.171815\n",
       "1          0.581403    0.158846\n",
       "2          0.436273    0.122635\n",
       "3          0.773054    0.128272\n",
       "4          0.387739    0.050169"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "scaling=MinMaxScaler()\n",
    "movie_scaled_df=scaling.fit_transform(movies_cleaned_df[['weighted_average','popularity']])\n",
    "movie_normalized_df=pd.DataFrame(movie_scaled_df,columns=['weighted_average','popularity'])\n",
    "movie_normalized_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_cleaned_df[['normalized_weight_average','normalized_popularity']]= movie_normalized_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>release_date</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>tagline</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>normalized_weight_average</th>\n",
       "      <th>normalized_popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "      <td>7.148013</td>\n",
       "      <td>0.674339</td>\n",
       "      <td>0.171815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "      <td>6.807627</td>\n",
       "      <td>0.581403</td>\n",
       "      <td>0.158846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>...</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
       "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
       "      <td>6.276075</td>\n",
       "      <td>0.436273</td>\n",
       "      <td>0.122635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "      <td>7.509565</td>\n",
       "      <td>0.773054</td>\n",
       "      <td>0.128272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "      <td>6.098319</td>\n",
       "      <td>0.387739</td>\n",
       "      <td>0.050169</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres      id  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   19995   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...     285   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  206647   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   49026   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies release_date  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   2009-12-10   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   2007-05-19   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   2015-10-26   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   2012-07-16   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   2012-03-07   \n",
       "\n",
       "           ...            runtime  \\\n",
       "0          ...              162.0   \n",
       "1          ...              169.0   \n",
       "2          ...              148.0   \n",
       "3          ...              165.0   \n",
       "4          ...              132.0   \n",
       "\n",
       "                                    spoken_languages  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...   \n",
       "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                          tagline vote_average  vote_count  \\\n",
       "0                     Enter the World of Pandora.          7.2       11800   \n",
       "1  At the end of the world, the adventure begins.          6.9        4500   \n",
       "2                           A Plan No One Escapes          6.3        4466   \n",
       "3                                 The Legend Ends          7.6        9106   \n",
       "4            Lost in our world, found in another.          6.1        2124   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew weighted_average  \\\n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...         7.148013   \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...         6.807627   \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...         6.276075   \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...         7.509565   \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...         6.098319   \n",
       "\n",
       "   normalized_weight_average  normalized_popularity  \n",
       "0                   0.674339               0.171815  \n",
       "1                   0.581403               0.158846  \n",
       "2                   0.436273               0.122635  \n",
       "3                   0.773054               0.128272  \n",
       "4                   0.387739               0.050169  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_cleaned_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>original_title</th>\n",
       "      <th>normalized_weight_average</th>\n",
       "      <th>normalized_popularity</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>0.906439</td>\n",
       "      <td>0.827162</td>\n",
       "      <td>0.866801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Minions</td>\n",
       "      <td>0.460630</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.730315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>0.851874</td>\n",
       "      <td>0.549462</td>\n",
       "      <td>0.700668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Deadpool</td>\n",
       "      <td>0.725217</td>\n",
       "      <td>0.587690</td>\n",
       "      <td>0.656453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>0.670973</td>\n",
       "      <td>0.495989</td>\n",
       "      <td>0.583481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.156179</td>\n",
       "      <td>0.578090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>0.934991</td>\n",
       "      <td>0.213941</td>\n",
       "      <td>0.574466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>Whiplash</td>\n",
       "      <td>0.916431</td>\n",
       "      <td>0.219887</td>\n",
       "      <td>0.568159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>0.959622</td>\n",
       "      <td>0.164074</td>\n",
       "      <td>0.561848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>0.953823</td>\n",
       "      <td>0.167611</td>\n",
       "      <td>0.560717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Inception</td>\n",
       "      <td>0.912039</td>\n",
       "      <td>0.191397</td>\n",
       "      <td>0.551718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>0.949991</td>\n",
       "      <td>0.138723</td>\n",
       "      <td>0.544357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>0.922264</td>\n",
       "      <td>0.157762</td>\n",
       "      <td>0.540013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n",
       "      <td>0.740925</td>\n",
       "      <td>0.310620</td>\n",
       "      <td>0.525772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>千と千尋の神隠し</td>\n",
       "      <td>0.909647</td>\n",
       "      <td>0.135874</td>\n",
       "      <td>0.522761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Big Hero 6</td>\n",
       "      <td>0.812013</td>\n",
       "      <td>0.232685</td>\n",
       "      <td>0.522349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>The Lord of the Rings: The Return of the King</td>\n",
       "      <td>0.897418</td>\n",
       "      <td>0.141198</td>\n",
       "      <td>0.519308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>0.917537</td>\n",
       "      <td>0.119314</td>\n",
       "      <td>0.518426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>0.890055</td>\n",
       "      <td>0.144354</td>\n",
       "      <td>0.517204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>The Lord of the Rings: The Fellowship of the Ring</td>\n",
       "      <td>0.874367</td>\n",
       "      <td>0.157666</td>\n",
       "      <td>0.516016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                         original_title  \\\n",
       "95                                         Interstellar   \n",
       "546                                             Minions   \n",
       "94                              Guardians of the Galaxy   \n",
       "788                                            Deadpool   \n",
       "127                                  Mad Max: Fury Road   \n",
       "1881                           The Shawshank Redemption   \n",
       "65                                      The Dark Knight   \n",
       "3865                                           Whiplash   \n",
       "3337                                      The Godfather   \n",
       "662                                          Fight Club   \n",
       "96                                            Inception   \n",
       "3232                                       Pulp Fiction   \n",
       "809                                        Forrest Gump   \n",
       "199   Pirates of the Caribbean: The Curse of the Bla...   \n",
       "2294                                           千と千尋の神隠し   \n",
       "88                                           Big Hero 6   \n",
       "329       The Lord of the Rings: The Return of the King   \n",
       "1818                                   Schindler's List   \n",
       "2912                                          Star Wars   \n",
       "262   The Lord of the Rings: The Fellowship of the Ring   \n",
       "\n",
       "      normalized_weight_average  normalized_popularity     score  \n",
       "95                     0.906439               0.827162  0.866801  \n",
       "546                    0.460630               1.000000  0.730315  \n",
       "94                     0.851874               0.549462  0.700668  \n",
       "788                    0.725217               0.587690  0.656453  \n",
       "127                    0.670973               0.495989  0.583481  \n",
       "1881                   1.000000               0.156179  0.578090  \n",
       "65                     0.934991               0.213941  0.574466  \n",
       "3865                   0.916431               0.219887  0.568159  \n",
       "3337                   0.959622               0.164074  0.561848  \n",
       "662                    0.953823               0.167611  0.560717  \n",
       "96                     0.912039               0.191397  0.551718  \n",
       "3232                   0.949991               0.138723  0.544357  \n",
       "809                    0.922264               0.157762  0.540013  \n",
       "199                    0.740925               0.310620  0.525772  \n",
       "2294                   0.909647               0.135874  0.522761  \n",
       "88                     0.812013               0.232685  0.522349  \n",
       "329                    0.897418               0.141198  0.519308  \n",
       "1818                   0.917537               0.119314  0.518426  \n",
       "2912                   0.890055               0.144354  0.517204  \n",
       "262                    0.874367               0.157666  0.516016  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_cleaned_df['score'] = movies_cleaned_df['normalized_weight_average'] * 0.5 + movies_cleaned_df['normalized_popularity'] * 0.5\n",
    "movies_scored_df = movies_cleaned_df.sort_values(['score'], ascending=False)\n",
    "movies_scored_df[['original_title', 'normalized_weight_average', 'normalized_popularity', 'score']].head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "scored_df = movies_cleaned_df.sort_values('score', ascending=False)\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "\n",
    "ax = sns.barplot(x=scored_df['score'].head(10), y=scored_df['original_title'].head(10), data=scored_df, palette='deep')\n",
    "\n",
    "#plt.xlim(3.55, 5.25)\n",
    "plt.title('Best Rated & Most Popular Blend', weight='bold')\n",
    "plt.xlabel('Score', weight='bold')\n",
    "plt.ylabel('Movie Title', weight='bold')\n",
    "\n",
    "plt.savefig('scored_movies.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Content Based Recommendation System\n",
    "\n",
    "Now lets make a recommendations based on the movie’s plot summaries given in the overview column. So if our user gives us a movie title, our goal is to recommend movies that share similar plot summaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    In the 22nd century, a paraplegic Marine is di...\n",
       "Name: overview, dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_cleaned_df.head(1)['overview']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "# Using Abhishek Thakur's arguments for TF-IDF\n",
    "tfv = TfidfVectorizer(min_df=3,  max_features=None, \n",
    "            strip_accents='unicode', analyzer='word',token_pattern=r'\\w{1,}',\n",
    "            ngram_range=(1, 3),\n",
    "            stop_words = 'english')\n",
    "\n",
    "# Filling NaNs with empty string\n",
    "movies_cleaned_df['overview'] = movies_cleaned_df['overview'].fillna('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fitting the TF-IDF on the 'overview' text\n",
    "tfv_matrix = tfv.fit_transform(movies_cleaned_df['overview'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4803, 10417)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tfv_matrix.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import sigmoid_kernel\n",
    "\n",
    "# Compute the sigmoid kernel\n",
    "sig = sigmoid_kernel(tfv_matrix, tfv_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reverse mapping of indices and movie titles\n",
    "indices = pd.Series(movies_cleaned_df.index, index=movies_cleaned_df['original_title']).drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "original_title\n",
       "Avatar                                            0\n",
       "Pirates of the Caribbean: At World's End          1\n",
       "Spectre                                           2\n",
       "The Dark Knight Rises                             3\n",
       "John Carter                                       4\n",
       "Spider-Man 3                                      5\n",
       "Tangled                                           6\n",
       "Avengers: Age of Ultron                           7\n",
       "Harry Potter and the Half-Blood Prince            8\n",
       "Batman v Superman: Dawn of Justice                9\n",
       "Superman Returns                                 10\n",
       "Quantum of Solace                                11\n",
       "Pirates of the Caribbean: Dead Man's Chest       12\n",
       "The Lone Ranger                                  13\n",
       "Man of Steel                                     14\n",
       "The Chronicles of Narnia: Prince Caspian         15\n",
       "The Avengers                                     16\n",
       "Pirates of the Caribbean: On Stranger Tides      17\n",
       "Men in Black 3                                   18\n",
       "The Hobbit: The Battle of the Five Armies        19\n",
       "The Amazing Spider-Man                           20\n",
       "Robin Hood                                       21\n",
       "The Hobbit: The Desolation of Smaug              22\n",
       "The Golden Compass                               23\n",
       "King Kong                                        24\n",
       "Titanic                                          25\n",
       "Captain America: Civil War                       26\n",
       "Battleship                                       27\n",
       "Jurassic World                                   28\n",
       "Skyfall                                          29\n",
       "                                               ... \n",
       "Clerks                                         4773\n",
       "Pink Narcissus                                 4774\n",
       "Funny Ha Ha                                    4775\n",
       "In the Company of Men                          4776\n",
       "Manito                                         4777\n",
       "Rampage                                        4778\n",
       "Slacker                                        4779\n",
       "Dutch Kills                                    4780\n",
       "Dry Spell                                      4781\n",
       "Flywheel                                       4782\n",
       "Backmask                                       4783\n",
       "The Puffy Chair                                4784\n",
       "Stories of Our Lives                           4785\n",
       "Breaking Upwards                               4786\n",
       "All Superheroes Must Die                       4787\n",
       "Pink Flamingos                                 4788\n",
       "Clean                                          4789\n",
       "دایره                                          4790\n",
       "Tin Can Man                                    4791\n",
       "キュア                                            4792\n",
       "On The Downlow                                 4793\n",
       "Sanctuary: Quite a Conundrum                   4794\n",
       "Bang                                           4795\n",
       "Primer                                         4796\n",
       "Cavite                                         4797\n",
       "El Mariachi                                    4798\n",
       "Newlyweds                                      4799\n",
       "Signed, Sealed, Delivered                      4800\n",
       "Shanghai Calling                               4801\n",
       "My Date with Drew                              4802\n",
       "Length: 4803, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def give_rec(title, sig=sig):\n",
    "    # Get the index corresponding to original_title\n",
    "    idx = indices[title]\n",
    "\n",
    "    # Get the pairwsie similarity scores \n",
    "    sig_scores = list(enumerate(sig[idx]))\n",
    "\n",
    "    # Sort the movies \n",
    "    sig_scores = sorted(sig_scores, key=lambda x: x[1], reverse=True)\n",
    "\n",
    "    # Scores of the 10 most similar movies\n",
    "    sig_scores = sig_scores[1:11]\n",
    "\n",
    "    # Movie indices\n",
    "    movie_indices = [i[0] for i in sig_scores]\n",
    "\n",
    "    # Top 10 most similar movies\n",
    "    return movies_cleaned_df['original_title'].iloc[movie_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1302    Spy Kids 2: The Island of Lost Dreams\n",
       "1155                  Spy Kids 3-D: Game Over\n",
       "1769      Spy Kids: All the Time in the World\n",
       "4044                               Go for It!\n",
       "3359                              In Too Deep\n",
       "1631                                 Mr. 3000\n",
       "1825                Jimmy Neutron: Boy Genius\n",
       "339                           The Incredibles\n",
       "3793                     The Velocity of Gary\n",
       "1081                       Revolutionary Road\n",
       "Name: original_title, dtype: object"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Testing our content-based recommendation system with the seminal film Spy Kids\n",
    "give_rec('Spy Kids')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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