Average Weighted & Popularity Recommendation Engines using Python.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_df = pd.read_csv('/cxldata/skin_disease_1/sudeep/recommended_system/archive/tmdb_5000_movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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",
       "      <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": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "credit_df = pd.read_csv('/cxldata/skin_disease_1/sudeep/recommended_system/archive/tmdb_5000_credits.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
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       "  <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",
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       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
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       "    <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",
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      ],
      "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": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "credit_df_rename = credit_df.rename(columns={'movie_id':'id'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
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       "    <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",
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      "text/plain": [
       "       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": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credit_df_rename.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged = movies_df.merge(credit_df_rename, on ='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
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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>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title_x</th>\n",
       "      <th>vote_average</th>\n",
       "      <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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>220000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9367</td>\n",
       "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
       "      <td>es</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "      <td>14.269792</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>He didn't come looking for trouble, but troubl...</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>9000</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72766</td>\n",
       "      <td>[]</td>\n",
       "      <td>en</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>0.642552</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
       "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
       "      <td>231617</td>\n",
       "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
       "      <td>en</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "      <td>1.444476</td>\n",
       "      <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>http://shanghaicalling.com/</td>\n",
       "      <td>126186</td>\n",
       "      <td>[]</td>\n",
       "      <td>en</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "      <td>0.857008</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A New Yorker in Shanghai</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4802</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25975</td>\n",
       "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
       "      <td>en</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>1.929883</td>\n",
       "      <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
       "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 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",
       "4798     220000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4799       9000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "4800          0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
       "4801          0                                                 []   \n",
       "4802          0                [{\"id\": 99, \"name\": \"Documentary\"}]   \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",
       "4798                                                NaN    9367   \n",
       "4799                                                NaN   72766   \n",
       "4800  http://www.hallmarkchannel.com/signedsealeddel...  231617   \n",
       "4801                        http://shanghaicalling.com/  126186   \n",
       "4802                                                NaN   25975   \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",
       "4798  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...                es   \n",
       "4799                                                 []                en   \n",
       "4800  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...                en   \n",
       "4801                                                 []                en   \n",
       "4802  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...                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",
       "4798                               El Mariachi   \n",
       "4799                                 Newlyweds   \n",
       "4800                 Signed, Sealed, Delivered   \n",
       "4801                          Shanghai Calling   \n",
       "4802                         My Date with Drew   \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",
       "4798  El Mariachi just wants to play his guitar and ...   14.269792   \n",
       "4799  A newlywed couple's honeymoon is upended by th...    0.642552   \n",
       "4800  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
       "4801  When ambitious New York attorney Sam is sent t...    0.857008   \n",
       "4802  Ever since the second grade when he first saw ...    1.929883   \n",
       "\n",
       "                                   production_companies  ... runtime  \\\n",
       "0     [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
       "1     [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
       "2     [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
       "3     [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
       "4           [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
       "...                                                 ...  ...     ...   \n",
       "4798           [{\"name\": \"Columbia Pictures\", \"id\": 5}]  ...    81.0   \n",
       "4799                                                 []  ...    85.0   \n",
       "4800  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...  ...   120.0   \n",
       "4801                                                 []  ...    98.0   \n",
       "4802  [{\"name\": \"rusty bear entertainment\", \"id\": 87...  ...    90.0   \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",
       "4798      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
       "4799                                                 []  Released   \n",
       "4800           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4801           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4802           [{\"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",
       "4798  He didn't come looking for trouble, but troubl...   \n",
       "4799  A newlywed couple's honeymoon is upended by th...   \n",
       "4800                                                NaN   \n",
       "4801                           A New Yorker in Shanghai   \n",
       "4802                                                NaN   \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",
       "4798                               El Mariachi          6.6        238   \n",
       "4799                                 Newlyweds          5.9          5   \n",
       "4800                 Signed, Sealed, Delivered          7.0          6   \n",
       "4801                          Shanghai Calling          5.7          7   \n",
       "4802                         My Date with Drew          6.3         16   \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",
       "4798                               El Mariachi   \n",
       "4799                                 Newlyweds   \n",
       "4800                 Signed, Sealed, Delivered   \n",
       "4801                          Shanghai Calling   \n",
       "4802                         My Date with Drew   \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",
       "4798  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
       "4799  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
       "4800  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
       "4801  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
       "4802  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \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",
       "4798  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...  \n",
       "4799  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...  \n",
       "4800  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...  \n",
       "4801  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...  \n",
       "4802  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...  \n",
       "\n",
       "[4803 rows x 23 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged = movies_merged.drop(columns = ['title_x','title_y','homepage','status'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
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       "      <td>237000000</td>\n",
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       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
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       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
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       "      <td>At the end of the world, the adventure begins.</td>\n",
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       "      <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>[{\"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>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",
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       "      <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
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       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>The Legend Ends</td>\n",
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       "      <td>9106</td>\n",
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       "      <td>260000000</td>\n",
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       "      <td>John Carter</td>\n",
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      "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  \\\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  \\\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": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "####### weighted average = (R*v + C*m)/m + v\n",
    "\n",
    "# v = number of votes count(i.e. people have voted)\n",
    "# R = average number of votes\n",
    "# m = minimum number of votes count participate\n",
    "# C = should be above average of average rating "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "v = movies_merged['vote_count']\n",
    "R = movies_merged['vote_average']\n",
    "m = movies_merged['vote_count'].quantile(0.70)\n",
    "C = movies_merged['vote_average'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged['weighted_average'] =  ((R*v) + (C*m))/(m +v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
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       "      <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>[{\"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>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>[{\"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>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>[{\"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>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  \\\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  \\\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": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged_sort = movies_merged.sort_values('weighted_average', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>production_countries</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>1881</th>\n",
       "      <td>25000000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 80, \"name...</td>\n",
       "      <td>278</td>\n",
       "      <td>[{\"id\": 378, \"name\": \"prison\"}, {\"id\": 417, \"n...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>Framed in the 1940s for the double murder of h...</td>\n",
       "      <td>136.747729</td>\n",
       "      <td>[{\"name\": \"Castle Rock Entertainment\", \"id\": 97}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>1994-09-23</td>\n",
       "      <td>28341469</td>\n",
       "      <td>142.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Fear can hold you prisoner. Hope can set you f...</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8205</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Andy Dufresne\", ...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4231c3a36847f800b153\", \"de...</td>\n",
       "      <td>8.340775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>6000000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 80, \"name...</td>\n",
       "      <td>238</td>\n",
       "      <td>[{\"id\": 131, \"name\": \"italy\"}, {\"id\": 699, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Godfather</td>\n",
       "      <td>Spanning the years 1945 to 1955, a chronicle o...</td>\n",
       "      <td>143.659698</td>\n",
       "      <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>1972-03-14</td>\n",
       "      <td>245066411</td>\n",
       "      <td>175.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>An offer you can't refuse.</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5893</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"Don Vito Corleon...</td>\n",
       "      <td>[{\"credit_id\": \"52fe422bc3a36847f80093c9\", \"de...</td>\n",
       "      <td>8.192887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>63000000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>550</td>\n",
       "      <td>[{\"id\": 825, \"name\": \"support group\"}, {\"id\": ...</td>\n",
       "      <td>en</td>\n",
       "      <td>Fight Club</td>\n",
       "      <td>A ticking-time-bomb insomniac and a slippery s...</td>\n",
       "      <td>146.757391</td>\n",
       "      <td>[{\"name\": \"Regency Enterprises\", \"id\": 508}, {...</td>\n",
       "      <td>[{\"iso_3166_1\": \"DE\", \"name\": \"Germany\"}, {\"is...</td>\n",
       "      <td>1999-10-15</td>\n",
       "      <td>100853753</td>\n",
       "      <td>139.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Mischief. Mayhem. Soap.</td>\n",
       "      <td>8.3</td>\n",
       "      <td>9413</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"The Narrator\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"55731b8192514111610027d7\", \"de...</td>\n",
       "      <td>8.171648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>8000000</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...</td>\n",
       "      <td>680</td>\n",
       "      <td>[{\"id\": 396, \"name\": \"transporter\"}, {\"id\": 14...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>A burger-loving hit man, his philosophical par...</td>\n",
       "      <td>121.463076</td>\n",
       "      <td>[{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>1994-10-08</td>\n",
       "      <td>213928762</td>\n",
       "      <td>154.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Just because you are a character doesn't mean ...</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8428</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Vincent Vega\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4269c3a36847f801caa3\", \"de...</td>\n",
       "      <td>8.157615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>185000000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...</td>\n",
       "      <td>155</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>Batman raises the stakes in his war on crime. ...</td>\n",
       "      <td>187.322927</td>\n",
       "      <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2008-07-16</td>\n",
       "      <td>1004558444</td>\n",
       "      <td>152.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Why So Serious?</td>\n",
       "      <td>8.2</td>\n",
       "      <td>12002</td>\n",
       "      <td>[{\"cast_id\": 35, \"character\": \"Bruce Wayne\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"55a0eb4a925141296b0010f8\", \"de...</td>\n",
       "      <td>8.102674</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         budget                                             genres   id  \\\n",
       "1881   25000000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 80, \"name...  278   \n",
       "3337    6000000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 80, \"name...  238   \n",
       "662    63000000                      [{\"id\": 18, \"name\": \"Drama\"}]  550   \n",
       "3232    8000000  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...  680   \n",
       "65    185000000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...  155   \n",
       "\n",
       "                                               keywords original_language  \\\n",
       "1881  [{\"id\": 378, \"name\": \"prison\"}, {\"id\": 417, \"n...                en   \n",
       "3337  [{\"id\": 131, \"name\": \"italy\"}, {\"id\": 699, \"na...                en   \n",
       "662   [{\"id\": 825, \"name\": \"support group\"}, {\"id\": ...                en   \n",
       "3232  [{\"id\": 396, \"name\": \"transporter\"}, {\"id\": 14...                en   \n",
       "65    [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "\n",
       "                original_title  \\\n",
       "1881  The Shawshank Redemption   \n",
       "3337             The Godfather   \n",
       "662                 Fight Club   \n",
       "3232              Pulp Fiction   \n",
       "65             The Dark Knight   \n",
       "\n",
       "                                               overview  popularity  \\\n",
       "1881  Framed in the 1940s for the double murder of h...  136.747729   \n",
       "3337  Spanning the years 1945 to 1955, a chronicle o...  143.659698   \n",
       "662   A ticking-time-bomb insomniac and a slippery s...  146.757391   \n",
       "3232  A burger-loving hit man, his philosophical par...  121.463076   \n",
       "65    Batman raises the stakes in his war on crime. ...  187.322927   \n",
       "\n",
       "                                   production_companies  \\\n",
       "1881  [{\"name\": \"Castle Rock Entertainment\", \"id\": 97}]   \n",
       "3337  [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "662   [{\"name\": \"Regency Enterprises\", \"id\": 508}, {...   \n",
       "3232  [{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...   \n",
       "65    [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...   \n",
       "\n",
       "                                   production_countries release_date  \\\n",
       "1881  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1994-09-23   \n",
       "3337  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1972-03-14   \n",
       "662   [{\"iso_3166_1\": \"DE\", \"name\": \"Germany\"}, {\"is...   1999-10-15   \n",
       "3232  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1994-10-08   \n",
       "65    [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2008-07-16   \n",
       "\n",
       "         revenue  runtime                                   spoken_languages  \\\n",
       "1881    28341469    142.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "3337   245066411    175.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "662    100853753    139.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "3232   213928762    154.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "65    1004558444    152.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...   \n",
       "\n",
       "                                                tagline  vote_average  \\\n",
       "1881  Fear can hold you prisoner. Hope can set you f...           8.5   \n",
       "3337                         An offer you can't refuse.           8.4   \n",
       "662                             Mischief. Mayhem. Soap.           8.3   \n",
       "3232  Just because you are a character doesn't mean ...           8.3   \n",
       "65                                      Why So Serious?           8.2   \n",
       "\n",
       "      vote_count                                               cast  \\\n",
       "1881        8205  [{\"cast_id\": 3, \"character\": \"Andy Dufresne\", ...   \n",
       "3337        5893  [{\"cast_id\": 5, \"character\": \"Don Vito Corleon...   \n",
       "662         9413  [{\"cast_id\": 4, \"character\": \"The Narrator\", \"...   \n",
       "3232        8428  [{\"cast_id\": 2, \"character\": \"Vincent Vega\", \"...   \n",
       "65         12002  [{\"cast_id\": 35, \"character\": \"Bruce Wayne\", \"...   \n",
       "\n",
       "                                                   crew  weighted_average  \n",
       "1881  [{\"credit_id\": \"52fe4231c3a36847f800b153\", \"de...          8.340775  \n",
       "3337  [{\"credit_id\": \"52fe422bc3a36847f80093c9\", \"de...          8.192887  \n",
       "662   [{\"credit_id\": \"55731b8192514111610027d7\", \"de...          8.171648  \n",
       "3232  [{\"credit_id\": \"52fe4269c3a36847f801caa3\", \"de...          8.157615  \n",
       "65    [{\"credit_id\": \"55a0eb4a925141296b0010f8\", \"de...          8.102674  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged_sort.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged_final = movies_merged_sort[['original_title','vote_average','vote_count','weighted_average']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "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_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>weighted_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>8.5</td>\n",
       "      <td>8205</td>\n",
       "      <td>8.340775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5893</td>\n",
       "      <td>8.192887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>8.3</td>\n",
       "      <td>9413</td>\n",
       "      <td>8.171648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>8.3</td>\n",
       "      <td>8428</td>\n",
       "      <td>8.157615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>8.2</td>\n",
       "      <td>12002</td>\n",
       "      <td>8.102674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Catwoman</td>\n",
       "      <td>4.2</td>\n",
       "      <td>808</td>\n",
       "      <td>4.991470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3746</th>\n",
       "      <td>The Boy Next Door</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1022</td>\n",
       "      <td>4.822053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Batman &amp; Robin</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1418</td>\n",
       "      <td>4.749951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Fantastic Four</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2278</td>\n",
       "      <td>4.743880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>Dragonball Evolution</td>\n",
       "      <td>2.9</td>\n",
       "      <td>462</td>\n",
       "      <td>4.678190</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                original_title  vote_average  vote_count  weighted_average\n",
       "1881  The Shawshank Redemption           8.5        8205          8.340775\n",
       "3337             The Godfather           8.4        5893          8.192887\n",
       "662                 Fight Club           8.3        9413          8.171648\n",
       "3232              Pulp Fiction           8.3        8428          8.157615\n",
       "65             The Dark Knight           8.2       12002          8.102674\n",
       "...                        ...           ...         ...               ...\n",
       "303                   Catwoman           4.2         808          4.991470\n",
       "3746         The Boy Next Door           4.1        1022          4.822053\n",
       "210             Batman & Robin           4.2        1418          4.749951\n",
       "242             Fantastic Four           4.4        2278          4.743880\n",
       "1652      Dragonball Evolution           2.9         462          4.678190\n",
       "\n",
       "[4803 rows x 4 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "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=movies_merged_final.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": 59,
   "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>production_countries</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>[{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</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>[{\"iso_3166_1\": \"AU\", \"name\": \"Australia\"}, {\"...</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  \\\n",
       "546  [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...   \n",
       "95   [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "788  [{\"name\": \"Twentieth Century Fox Film Corporat...   \n",
       "94   [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...   \n",
       "127  [{\"name\": \"Village Roadshow Pictures\", \"id\": 7...   \n",
       "\n",
       "                                  production_countries release_date  \\\n",
       "546  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-06-17   \n",
       "95   [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...   2014-11-05   \n",
       "788  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2016-02-09   \n",
       "94   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2014-07-30   \n",
       "127  [{\"iso_3166_1\": \"AU\", \"name\": \"Australia\"}, {\"...   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": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "popularity.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "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=movies_merged.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": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "### Recommendation system on the basis of popularity and weighted average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()\n",
    "movie_merged_scale = scaler.fit_transform(movies_merged[['popularity','weighted_average']])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_normalized_df=pd.DataFrame(movie_merged_scale,columns=['weighted_average','popularity'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.171815</td>\n",
       "      <td>0.674339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.158846</td>\n",
       "      <td>0.581403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.122635</td>\n",
       "      <td>0.436273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.128272</td>\n",
       "      <td>0.773054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.050169</td>\n",
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      "text/plain": [
       "   weighted_average  popularity\n",
       "0          0.171815    0.674339\n",
       "1          0.158846    0.581403\n",
       "2          0.122635    0.436273\n",
       "3          0.128272    0.773054\n",
       "4          0.050169    0.387739"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_normalized_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged[['normalized_weighted_average','normalized_popularity']] = movie_normalized_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "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>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>...</th>\n",
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       "      <th>spoken_languages</th>\n",
       "      <th>tagline</th>\n",
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       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>weighted_average</th>\n",
       "      <th>normalized_weighted_average</th>\n",
       "      <th>normalized_popularity</th>\n",
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       "  <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>0.171815</td>\n",
       "      <td>0.674339</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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>0.158846</td>\n",
       "      <td>0.581403</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>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</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>0.122635</td>\n",
       "      <td>0.436273</td>\n",
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       "    <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>0.128272</td>\n",
       "      <td>0.773054</td>\n",
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       "    <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</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>0.050169</td>\n",
       "      <td>0.387739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4798</th>\n",
       "      <td>220000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>9367</td>\n",
       "      <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
       "      <td>es</td>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>El Mariachi just wants to play his guitar and ...</td>\n",
       "      <td>14.269792</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
       "      <td>He didn't come looking for trouble, but troubl...</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
       "      <td>6.239746</td>\n",
       "      <td>0.016298</td>\n",
       "      <td>0.426353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4799</th>\n",
       "      <td>9000</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>72766</td>\n",
       "      <td>[]</td>\n",
       "      <td>en</td>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>0.642552</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>A newlywed couple's honeymoon is upended by th...</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
       "      <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
       "      <td>6.090532</td>\n",
       "      <td>0.000734</td>\n",
       "      <td>0.385613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>231617</td>\n",
       "      <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
       "      <td>en</td>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
       "      <td>1.444476</td>\n",
       "      <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>...</td>\n",
       "      <td>120.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
       "      <td>6.101451</td>\n",
       "      <td>0.001650</td>\n",
       "      <td>0.388595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4801</th>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>126186</td>\n",
       "      <td>[]</td>\n",
       "      <td>en</td>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>When ambitious New York attorney Sam is sent t...</td>\n",
       "      <td>0.857008</td>\n",
       "      <td>[]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>...</td>\n",
       "      <td>98.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>A New Yorker in Shanghai</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
       "      <td>6.087503</td>\n",
       "      <td>0.000979</td>\n",
       "      <td>0.384786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4802</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
       "      <td>25975</td>\n",
       "      <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
       "      <td>en</td>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>Ever since the second grade when he first saw ...</td>\n",
       "      <td>1.929883</td>\n",
       "      <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>...</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
       "      <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
       "      <td>6.097742</td>\n",
       "      <td>0.002204</td>\n",
       "      <td>0.387582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 rows × 22 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",
       "4798     220000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...    9367   \n",
       "4799       9000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   72766   \n",
       "4800          0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...  231617   \n",
       "4801          0                                                 []  126186   \n",
       "4802          0                [{\"id\": 99, \"name\": \"Documentary\"}]   25975   \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",
       "4798  [{\"id\": 5616, \"name\": \"united states\\u2013mexi...                es   \n",
       "4799                                                 []                en   \n",
       "4800  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...                en   \n",
       "4801                                                 []                en   \n",
       "4802  [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...                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",
       "4798                               El Mariachi   \n",
       "4799                                 Newlyweds   \n",
       "4800                 Signed, Sealed, Delivered   \n",
       "4801                          Shanghai Calling   \n",
       "4802                         My Date with Drew   \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",
       "4798  El Mariachi just wants to play his guitar and ...   14.269792   \n",
       "4799  A newlywed couple's honeymoon is upended by th...    0.642552   \n",
       "4800  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
       "4801  When ambitious New York attorney Sam is sent t...    0.857008   \n",
       "4802  Ever since the second grade when he first saw ...    1.929883   \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",
       "4798           [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
       "4799                                                 []   \n",
       "4800  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...   \n",
       "4801                                                 []   \n",
       "4802  [{\"name\": \"rusty bear entertainment\", \"id\": 87...   \n",
       "\n",
       "                                   production_countries  ... runtime  \\\n",
       "0     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   162.0   \n",
       "1     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   169.0   \n",
       "2     [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...  ...   148.0   \n",
       "3     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   165.0   \n",
       "4     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   132.0   \n",
       "...                                                 ...  ...     ...   \n",
       "4798  [{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...  ...    81.0   \n",
       "4799                                                 []  ...    85.0   \n",
       "4800  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   120.0   \n",
       "4801  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...    98.0   \n",
       "4802  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...    90.0   \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",
       "4798      [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]   \n",
       "4799                                                 []   \n",
       "4800           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "4801           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "4802           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                                tagline vote_average  \\\n",
       "0                           Enter the World of Pandora.          7.2   \n",
       "1        At the end of the world, the adventure begins.          6.9   \n",
       "2                                 A Plan No One Escapes          6.3   \n",
       "3                                       The Legend Ends          7.6   \n",
       "4                  Lost in our world, found in another.          6.1   \n",
       "...                                                 ...          ...   \n",
       "4798  He didn't come looking for trouble, but troubl...          6.6   \n",
       "4799  A newlywed couple's honeymoon is upended by th...          5.9   \n",
       "4800                                                NaN          7.0   \n",
       "4801                           A New Yorker in Shanghai          5.7   \n",
       "4802                                                NaN          6.3   \n",
       "\n",
       "     vote_count                                               cast  \\\n",
       "0         11800  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1          4500  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2          4466  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3          9106  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4          2124  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "...         ...                                                ...   \n",
       "4798        238  [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...   \n",
       "4799          5  [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...   \n",
       "4800          6  [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...   \n",
       "4801          7  [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...   \n",
       "4802         16  [{\"cast_id\": 3, \"character\": \"Herself\", \"credi...   \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",
       "4798  [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...         6.239746   \n",
       "4799  [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...         6.090532   \n",
       "4800  [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...         6.101451   \n",
       "4801  [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...         6.087503   \n",
       "4802  [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...         6.097742   \n",
       "\n",
       "     normalized_weighted_average  normalized_popularity  \n",
       "0                       0.171815               0.674339  \n",
       "1                       0.158846               0.581403  \n",
       "2                       0.122635               0.436273  \n",
       "3                       0.128272               0.773054  \n",
       "4                       0.050169               0.387739  \n",
       "...                          ...                    ...  \n",
       "4798                    0.016298               0.426353  \n",
       "4799                    0.000734               0.385613  \n",
       "4800                    0.001650               0.388595  \n",
       "4801                    0.000979               0.384786  \n",
       "4802                    0.002204               0.387582  \n",
       "\n",
       "[4803 rows x 22 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged['score'] = movies_merged['normalized_weighted_average'] * 0.5 + movies_merged['normalized_popularity']*0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_merged_final = movies_merged.sort_values('score',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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",
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       "      <th>...</th>\n",
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       "      <th>score</th>\n",
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       "    <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>[{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...</td>\n",
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       "      <td>Mankind was born on Earth. It was never meant ...</td>\n",
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       "      <td>[{\"cast_id\": 9, \"character\": \"Joseph Cooper\", ...</td>\n",
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       "      <td>7.998100</td>\n",
       "      <td>0.827162</td>\n",
       "      <td>0.906439</td>\n",
       "      <td>0.866801</td>\n",
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       "    <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>...</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",
       "      <td>1.000000</td>\n",
       "      <td>0.460630</td>\n",
       "      <td>0.730315</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>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>...</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",
       "      <td>0.549462</td>\n",
       "      <td>0.851874</td>\n",
       "      <td>0.700668</td>\n",
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       "    <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>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>...</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",
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       "      <td>7.334360</td>\n",
       "      <td>0.587690</td>\n",
       "      <td>0.725217</td>\n",
       "      <td>0.656453</td>\n",
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       "      <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>[{\"iso_3166_1\": \"AU\", \"name\": \"Australia\"}, {\"...</td>\n",
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       "      <td>What a Lovely Day.</td>\n",
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       "      <td>9427</td>\n",
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       "      <td>7.135687</td>\n",
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       "      <td>0.670973</td>\n",
       "      <td>0.583481</td>\n",
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      "text/plain": [
       "        budget                                             genres      id  \\\n",
       "95   165000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...  157336   \n",
       "546   74000000  [{\"id\": 10751, \"name\": \"Family\"}, {\"id\": 16, \"...  211672   \n",
       "94   170000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 878, \"na...  118340   \n",
       "788   58000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  293660   \n",
       "127  150000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   76341   \n",
       "\n",
       "                                              keywords original_language  \\\n",
       "95   [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...                en   \n",
       "546  [{\"id\": 3487, \"name\": \"assistant\"}, {\"id\": 179...                en   \n",
       "94   [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...                en   \n",
       "788  [{\"id\": 2095, \"name\": \"anti hero\"}, {\"id\": 307...                en   \n",
       "127  [{\"id\": 2964, \"name\": \"future\"}, {\"id\": 3713, ...                en   \n",
       "\n",
       "              original_title  \\\n",
       "95              Interstellar   \n",
       "546                  Minions   \n",
       "94   Guardians of the Galaxy   \n",
       "788                 Deadpool   \n",
       "127       Mad Max: Fury Road   \n",
       "\n",
       "                                              overview  popularity  \\\n",
       "95   Interstellar chronicles the adventures of a gr...  724.247784   \n",
       "546  Minions Stuart, Kevin and Bob are recruited by...  875.581305   \n",
       "94   Light years from Earth, 26 years after being a...  481.098624   \n",
       "788  Deadpool tells the origin story of former Spec...  514.569956   \n",
       "127  An apocalyptic story set in the furthest reach...  434.278564   \n",
       "\n",
       "                                  production_companies  \\\n",
       "95   [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "546  [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...   \n",
       "94   [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...   \n",
       "788  [{\"name\": \"Twentieth Century Fox Film Corporat...   \n",
       "127  [{\"name\": \"Village Roadshow Pictures\", \"id\": 7...   \n",
       "\n",
       "                                  production_countries  ...  \\\n",
       "95   [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...  ...   \n",
       "546  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   \n",
       "94   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...  ...   \n",
       "788  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...  ...   \n",
       "127  [{\"iso_3166_1\": \"AU\", \"name\": \"Australia\"}, {\"...  ...   \n",
       "\n",
       "                             spoken_languages  \\\n",
       "95   [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "546  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "94   [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "788  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "127  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]   \n",
       "\n",
       "                                               tagline  vote_average  \\\n",
       "95   Mankind was born on Earth. It was never meant ...           8.1   \n",
       "546       Before Gru, they had a history of bad bosses           6.4   \n",
       "94                         All heroes start somewhere.           7.9   \n",
       "788            Witness the beginning of a happy ending           7.4   \n",
       "127                                 What a Lovely Day.           7.2   \n",
       "\n",
       "    vote_count                                               cast  \\\n",
       "95       10867  [{\"cast_id\": 9, \"character\": \"Joseph Cooper\", ...   \n",
       "546       4571  [{\"cast_id\": 22, \"character\": \"Scarlet Overkil...   \n",
       "94        9742  [{\"cast_id\": 1, \"character\": \"Peter Quill / St...   \n",
       "788      10995  [{\"cast_id\": 99, \"character\": \"Wade Wilson / D...   \n",
       "127       9427  [{\"cast_id\": 2, \"character\": \"Max Rockatansky\"...   \n",
       "\n",
       "                                                  crew  weighted_average  \\\n",
       "95   [{\"credit_id\": \"52fe4bbf9251416c910e4801\", \"de...          7.998100   \n",
       "546  [{\"credit_id\": \"5431b2b10e0a2656e20026c7\", \"de...          6.365286   \n",
       "94   [{\"credit_id\": \"538ce329c3a3687155003358\", \"de...          7.798252   \n",
       "788  [{\"credit_id\": \"56c986b2925141172f0068b6\", \"de...          7.334360   \n",
       "127  [{\"credit_id\": \"577da370c3a36817f8003838\", \"de...          7.135687   \n",
       "\n",
       "    normalized_weighted_average normalized_popularity     score  \n",
       "95                     0.827162              0.906439  0.866801  \n",
       "546                    1.000000              0.460630  0.730315  \n",
       "94                     0.549462              0.851874  0.700668  \n",
       "788                    0.587690              0.725217  0.656453  \n",
       "127                    0.495989              0.670973  0.583481  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged_final.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
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       "      <th>95</th>\n",
       "      <td>Interstellar</td>\n",
       "      <td>0.827162</td>\n",
       "      <td>0.906439</td>\n",
       "      <td>0.866801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Minions</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.460630</td>\n",
       "      <td>0.730315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Guardians of the Galaxy</td>\n",
       "      <td>0.549462</td>\n",
       "      <td>0.851874</td>\n",
       "      <td>0.700668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>Deadpool</td>\n",
       "      <td>0.587690</td>\n",
       "      <td>0.725217</td>\n",
       "      <td>0.656453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Mad Max: Fury Road</td>\n",
       "      <td>0.495989</td>\n",
       "      <td>0.670973</td>\n",
       "      <td>0.583481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881</th>\n",
       "      <td>The Shawshank Redemption</td>\n",
       "      <td>0.156179</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.578090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>The Dark Knight</td>\n",
       "      <td>0.213941</td>\n",
       "      <td>0.934991</td>\n",
       "      <td>0.574466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>Whiplash</td>\n",
       "      <td>0.219887</td>\n",
       "      <td>0.916431</td>\n",
       "      <td>0.568159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>The Godfather</td>\n",
       "      <td>0.164074</td>\n",
       "      <td>0.959622</td>\n",
       "      <td>0.561848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Fight Club</td>\n",
       "      <td>0.167611</td>\n",
       "      <td>0.953823</td>\n",
       "      <td>0.560717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Inception</td>\n",
       "      <td>0.191397</td>\n",
       "      <td>0.912039</td>\n",
       "      <td>0.551718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3232</th>\n",
       "      <td>Pulp Fiction</td>\n",
       "      <td>0.138723</td>\n",
       "      <td>0.949991</td>\n",
       "      <td>0.544357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>Forrest Gump</td>\n",
       "      <td>0.157762</td>\n",
       "      <td>0.922264</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>0.310620</td>\n",
       "      <td>0.740925</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>0.135874</td>\n",
       "      <td>0.909647</td>\n",
       "      <td>0.522761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Big Hero 6</td>\n",
       "      <td>0.232685</td>\n",
       "      <td>0.812013</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>0.141198</td>\n",
       "      <td>0.897418</td>\n",
       "      <td>0.519308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1818</th>\n",
       "      <td>Schindler's List</td>\n",
       "      <td>0.119314</td>\n",
       "      <td>0.917537</td>\n",
       "      <td>0.518426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>Star Wars</td>\n",
       "      <td>0.144354</td>\n",
       "      <td>0.890055</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>0.157666</td>\n",
       "      <td>0.874367</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_weighted_average  normalized_popularity     score  \n",
       "95                       0.827162               0.906439  0.866801  \n",
       "546                      1.000000               0.460630  0.730315  \n",
       "94                       0.549462               0.851874  0.700668  \n",
       "788                      0.587690               0.725217  0.656453  \n",
       "127                      0.495989               0.670973  0.583481  \n",
       "1881                     0.156179               1.000000  0.578090  \n",
       "65                       0.213941               0.934991  0.574466  \n",
       "3865                     0.219887               0.916431  0.568159  \n",
       "3337                     0.164074               0.959622  0.561848  \n",
       "662                      0.167611               0.953823  0.560717  \n",
       "96                       0.191397               0.912039  0.551718  \n",
       "3232                     0.138723               0.949991  0.544357  \n",
       "809                      0.157762               0.922264  0.540013  \n",
       "199                      0.310620               0.740925  0.525772  \n",
       "2294                     0.135874               0.909647  0.522761  \n",
       "88                       0.232685               0.812013  0.522349  \n",
       "329                      0.141198               0.897418  0.519308  \n",
       "1818                     0.119314               0.917537  0.518426  \n",
       "2912                     0.144354               0.890055  0.517204  \n",
       "262                      0.157666               0.874367  0.516016  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_merged_final[['original_title', 'normalized_weighted_average', 'normalized_popularity', 'score']].head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "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": [
    "scored_df = movies_merged_final.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": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tensorflow2",
   "language": "python",
   "name": "tensorflow2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}