Crew_Info_Tagging.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "crew_df = pd.read_csv(\"../../../Downloads/credits.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(45476, 3)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 45476 entries, 0 to 45475\n",
      "Data columns (total 3 columns):\n",
      "cast    45476 non-null object\n",
      "crew    45476 non-null object\n",
      "id      45476 non-null int64\n",
      "dtypes: int64(1), object(2)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "print(crew_df.shape)\n",
    "crew_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[{'cast_id': 14, 'character': 'Woody (voice)',...</td>\n",
       "      <td>[{'credit_id': '52fe4284c3a36847f8024f49', 'de...</td>\n",
       "      <td>862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[{'cast_id': 1, 'character': 'Alan Parrish', '...</td>\n",
       "      <td>[{'credit_id': '52fe44bfc3a36847f80a7cd1', 'de...</td>\n",
       "      <td>8844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[{'cast_id': 2, 'character': 'Max Goldman', 'c...</td>\n",
       "      <td>[{'credit_id': '52fe466a9251416c75077a89', 'de...</td>\n",
       "      <td>15602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[{'cast_id': 1, 'character': \"Savannah 'Vannah...</td>\n",
       "      <td>[{'credit_id': '52fe44779251416c91011acb', 'de...</td>\n",
       "      <td>31357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[{'cast_id': 1, 'character': 'George Banks', '...</td>\n",
       "      <td>[{'credit_id': '52fe44959251416c75039ed7', 'de...</td>\n",
       "      <td>11862</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                cast  \\\n",
       "0  [{'cast_id': 14, 'character': 'Woody (voice)',...   \n",
       "1  [{'cast_id': 1, 'character': 'Alan Parrish', '...   \n",
       "2  [{'cast_id': 2, 'character': 'Max Goldman', 'c...   \n",
       "3  [{'cast_id': 1, 'character': \"Savannah 'Vannah...   \n",
       "4  [{'cast_id': 1, 'character': 'George Banks', '...   \n",
       "\n",
       "                                                crew     id  \n",
       "0  [{'credit_id': '52fe4284c3a36847f8024f49', 'de...    862  \n",
       "1  [{'credit_id': '52fe44bfc3a36847f80a7cd1', 'de...   8844  \n",
       "2  [{'credit_id': '52fe466a9251416c75077a89', 'de...  15602  \n",
       "3  [{'credit_id': '52fe44779251416c91011acb', 'de...  31357  \n",
       "4  [{'credit_id': '52fe44959251416c75039ed7', 'de...  11862  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crew_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3020: DtypeWarning: Columns (10) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "movies_df = pd.read_csv(\"../../../Downloads/movies_metadata.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(45466, 24)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count      45466\n",
       "unique     45436\n",
       "top       141971\n",
       "freq           3\n",
       "Name: id, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(movies_df.shape)\n",
    "movies_df.id.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>...</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>video</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>False</td>\n",
       "      <td>{'id': 10194, 'name': 'Toy Story Collection', ...</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 16, 'name': 'Animation'}, {'id': 35, '...</td>\n",
       "      <td>http://toystory.disney.com/toy-story</td>\n",
       "      <td>862</td>\n",
       "      <td>tt0114709</td>\n",
       "      <td>en</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>Led by Woody, Andy's toys live happily in his ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-10-30</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>False</td>\n",
       "      <td>7.7</td>\n",
       "      <td>5415.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8844</td>\n",
       "      <td>tt0113497</td>\n",
       "      <td>en</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>When siblings Judy and Peter discover an encha...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-12-15</td>\n",
       "      <td>262797249.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}, {'iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Roll the dice and unleash the excitement!</td>\n",
       "      <td>Jumanji</td>\n",
       "      <td>False</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2413.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   adult                              belongs_to_collection    budget  \\\n",
       "0  False  {'id': 10194, 'name': 'Toy Story Collection', ...  30000000   \n",
       "1  False                                                NaN  65000000   \n",
       "\n",
       "                                              genres  \\\n",
       "0  [{'id': 16, 'name': 'Animation'}, {'id': 35, '...   \n",
       "1  [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "\n",
       "                               homepage    id    imdb_id original_language  \\\n",
       "0  http://toystory.disney.com/toy-story   862  tt0114709                en   \n",
       "1                                   NaN  8844  tt0113497                en   \n",
       "\n",
       "  original_title                                           overview  \\\n",
       "0      Toy Story  Led by Woody, Andy's toys live happily in his ...   \n",
       "1        Jumanji  When siblings Judy and Peter discover an encha...   \n",
       "\n",
       "     ...     release_date      revenue runtime  \\\n",
       "0    ...       1995-10-30  373554033.0    81.0   \n",
       "1    ...       1995-12-15  262797249.0   104.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0           [{'iso_639_1': 'en', 'name': 'English'}]  Released   \n",
       "1  [{'iso_639_1': 'en', 'name': 'English'}, {'iso...  Released   \n",
       "\n",
       "                                     tagline      title  video vote_average  \\\n",
       "0                                        NaN  Toy Story  False          7.7   \n",
       "1  Roll the dice and unleash the excitement!    Jumanji  False          6.9   \n",
       "\n",
       "  vote_count  \n",
       "0     5415.0  \n",
       "1     2413.0  \n",
       "\n",
       "[2 rows x 24 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(45463, 24)\n"
     ]
    }
   ],
   "source": [
    "# Data contains some random stuff REMOVE them\n",
    "movies_df = movies_df[~movies_df.id.str.contains(\"-\")]\n",
    "print(movies_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_df[\"id\"] = movies_df[\"id\"].astype(np.int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_crew_df = pd.merge(crew_df, movies_df, on = \"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>id</th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_language</th>\n",
       "      <th>...</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>video</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>[{'cast_id': 14, 'character': 'Woody (voice)',...</td>\n",
       "      <td>[{'credit_id': '52fe4284c3a36847f8024f49', 'de...</td>\n",
       "      <td>862</td>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 10194, 'name': 'Toy Story Collection', ...</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 16, 'name': 'Animation'}, {'id': 35, '...</td>\n",
       "      <td>http://toystory.disney.com/toy-story</td>\n",
       "      <td>tt0114709</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-10-30</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>False</td>\n",
       "      <td>7.7</td>\n",
       "      <td>5415.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                cast  \\\n",
       "0  [{'cast_id': 14, 'character': 'Woody (voice)',...   \n",
       "\n",
       "                                                crew   id  adult  \\\n",
       "0  [{'credit_id': '52fe4284c3a36847f8024f49', 'de...  862  False   \n",
       "\n",
       "                               belongs_to_collection    budget  \\\n",
       "0  {'id': 10194, 'name': 'Toy Story Collection', ...  30000000   \n",
       "\n",
       "                                              genres  \\\n",
       "0  [{'id': 16, 'name': 'Animation'}, {'id': 35, '...   \n",
       "\n",
       "                               homepage    imdb_id original_language  \\\n",
       "0  http://toystory.disney.com/toy-story  tt0114709                en   \n",
       "\n",
       "     ...     release_date      revenue runtime  \\\n",
       "0    ...       1995-10-30  373554033.0    81.0   \n",
       "\n",
       "                           spoken_languages    status tagline      title  \\\n",
       "0  [{'iso_639_1': 'en', 'name': 'English'}]  Released     NaN  Toy Story   \n",
       "\n",
       "   video  vote_average vote_count  \n",
       "0  False           7.7     5415.0  \n",
       "\n",
       "[1 rows x 26 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_crew_df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_crew_df = movie_crew_df.drop([\"adult\", \"belongs_to_collection\", \"homepage\", \"imdb_id\", \n",
    "                    \"original_language\", \"release_date\", \"runtime\", \"spoken_languages\", \"status\",\n",
    "                   \"tagline\", \"video\", \"vote_average\", \"poster_path\",\n",
    "                   \"production_countries\", \"overview\"], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(45538, 11)\n"
     ]
    }
   ],
   "source": [
    "movie_crew_df.original_title = movie_crew_df.original_title.str.lower()\n",
    "movie_crew_df = movie_crew_df.rename(columns = {'original_title':'Movie_Name'})\n",
    "print(movie_crew_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>id</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>revenue</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[{'cast_id': 14, 'character': 'Woody (voice)',...</td>\n",
       "      <td>[{'credit_id': '52fe4284c3a36847f8024f49', 'de...</td>\n",
       "      <td>862</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 16, 'name': 'Animation'}, {'id': 35, '...</td>\n",
       "      <td>toy story</td>\n",
       "      <td>21.9469</td>\n",
       "      <td>[{'name': 'Pixar Animation Studios', 'id': 3}]</td>\n",
       "      <td>373554033.0</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>5415.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                cast  \\\n",
       "0  [{'cast_id': 14, 'character': 'Woody (voice)',...   \n",
       "\n",
       "                                                crew   id    budget  \\\n",
       "0  [{'credit_id': '52fe4284c3a36847f8024f49', 'de...  862  30000000   \n",
       "\n",
       "                                              genres Movie_Name popularity  \\\n",
       "0  [{'id': 16, 'name': 'Animation'}, {'id': 35, '...  toy story    21.9469   \n",
       "\n",
       "                             production_companies      revenue      title  \\\n",
       "0  [{'name': 'Pixar Animation Studios', 'id': 3}]  373554033.0  Toy Story   \n",
       "\n",
       "   vote_count  \n",
       "0      5415.0  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_crew_df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba_mtm_df = pd.read_csv(\"ba_mtm_csv.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie_Number</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "      <th>Number_of_Votes</th>\n",
       "      <th>Genres</th>\n",
       "      <th>rating</th>\n",
       "      <th>year</th>\n",
       "      <th>id</th>\n",
       "      <th>imdbid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>m0</td>\n",
       "      <td>10 things i hate about you</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.9</td>\n",
       "      <td>62847</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>374</td>\n",
       "      <td>147800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>m3</td>\n",
       "      <td>2001: a space odyssey</td>\n",
       "      <td>1968</td>\n",
       "      <td>8.4</td>\n",
       "      <td>163227</td>\n",
       "      <td>['adventure', 'mystery', 'sci-fi']</td>\n",
       "      <td>0</td>\n",
       "      <td>1968</td>\n",
       "      <td>919</td>\n",
       "      <td>62622.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Movie_Number                  Movie_Name Year_of_Release  IMDB_Rating  \\\n",
       "0           m0  10 things i hate about you            1999          6.9   \n",
       "1           m3       2001: a space odyssey            1968          8.4   \n",
       "\n",
       "   Number_of_Votes                              Genres  rating  year   id  \\\n",
       "0            62847               ['comedy', 'romance']       3  1999  374   \n",
       "1           163227  ['adventure', 'mystery', 'sci-fi']       0  1968  919   \n",
       "\n",
       "     imdbid  \n",
       "0  147800.0  \n",
       "1   62622.0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ba_mtm_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.merge(ba_mtm_df, movie_crew_df, on='Movie_Name', left_index = False, right_index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Movie_Number</th>\n",
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       "      <th>genres</th>\n",
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       "      <th>title</th>\n",
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       "      <th>1</th>\n",
       "      <td>m3</td>\n",
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       "      <td>[{'cast_id': 6, 'character': 'Dr. Dave Bowman'...</td>\n",
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       "      <td>[{'name': 'Stanley Kubrick Productions', 'id':...</td>\n",
       "      <td>68700000.0</td>\n",
       "      <td>2001: A Space Odyssey</td>\n",
       "      <td>3075.0</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "  Movie_Number                  Movie_Name Year_of_Release  IMDB_Rating  \\\n",
       "0           m0  10 things i hate about you            1999          6.9   \n",
       "1           m3       2001: a space odyssey            1968          8.4   \n",
       "\n",
       "   Number_of_Votes                              Genres  rating  year  id_x  \\\n",
       "0            62847               ['comedy', 'romance']       3  1999   374   \n",
       "1           163227  ['adventure', 'mystery', 'sci-fi']       0  1968   919   \n",
       "\n",
       "     imdbid                                               cast  \\\n",
       "0  147800.0  [{'cast_id': 2, 'character': 'Patrick Verona',...   \n",
       "1   62622.0  [{'cast_id': 6, 'character': 'Dr. Dave Bowman'...   \n",
       "\n",
       "                                                crew  id_y    budget  \\\n",
       "0  [{'credit_id': '52fe43e6c3a36847f807731d', 'de...  4951  16000000   \n",
       "1  [{'credit_id': '52fe4212c3a36847f8001a0b', 'de...    62  10500000   \n",
       "\n",
       "                                              genres popularity  \\\n",
       "0  [{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...      12.07   \n",
       "1  [{'id': 878, 'name': 'Science Fiction'}, {'id'...    22.4946   \n",
       "\n",
       "                                production_companies     revenue  \\\n",
       "0  [{'name': 'Mad Chance', 'id': 1757}, {'name': ...  53478166.0   \n",
       "1  [{'name': 'Stanley Kubrick Productions', 'id':...  68700000.0   \n",
       "\n",
       "                        title  vote_count  \n",
       "0  10 Things I Hate About You      1768.0  \n",
       "1       2001: A Space Odyssey      3075.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for index, rows in final_df.iterrows():\n",
    "    bud = float(final_df.loc[index, \"budget\"])\n",
    "    rev = float(final_df.loc[index, \"revenue\"])\n",
    "    if rev != 0 and bud != 0:\n",
    "        final_df.loc[index, \"ROI\"] = rev/bud\n",
    "    else:\n",
    "        final_df.loc[index, \"ROI\"] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(415, 21)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = final_df.drop_duplicates(subset = [\"Movie_Name\"], keep = \"first\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(324, 21)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
       "      <td>m3</td>\n",
       "      <td>2001: a space odyssey</td>\n",
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       "      <td>3075.0</td>\n",
       "      <td>6.542857</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>m4</td>\n",
       "      <td>48 hrs.</td>\n",
       "      <td>1982</td>\n",
       "      <td>6.9</td>\n",
       "      <td>22289</td>\n",
       "      <td>['action', 'comedy', 'crime', 'drama', 'thrill...</td>\n",
       "      <td>2</td>\n",
       "      <td>1982</td>\n",
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       "      <td>83511.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe421fc3a36847f8005927', 'de...</td>\n",
       "      <td>150</td>\n",
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       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 28, 'n...</td>\n",
       "      <td>15.2971</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}]</td>\n",
       "      <td>7.886851e+07</td>\n",
       "      <td>48 Hrs.</td>\n",
       "      <td>364.0</td>\n",
       "      <td>6.572376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>m6</td>\n",
       "      <td>8mm</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>48212</td>\n",
       "      <td>['crime', 'mystery', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1999</td>\n",
       "      <td>146</td>\n",
       "      <td>134273.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4498c3a36847f809f18b', 'de...</td>\n",
       "      <td>8224</td>\n",
       "      <td>40000000</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 80, 'n...</td>\n",
       "      <td>7.47372</td>\n",
       "      <td>[{'name': 'Columbia Pictures Corporation', 'id...</td>\n",
       "      <td>9.661870e+07</td>\n",
       "      <td>8MM</td>\n",
       "      <td>479.0</td>\n",
       "      <td>2.415467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>m7</td>\n",
       "      <td>a nightmare on elm street 4: the dream master</td>\n",
       "      <td>1988</td>\n",
       "      <td>5.2</td>\n",
       "      <td>13590</td>\n",
       "      <td>['fantasy', 'horror', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1988</td>\n",
       "      <td>6020</td>\n",
       "      <td>95742.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe43309251416c75006d1d', 'de...</td>\n",
       "      <td>10131</td>\n",
       "      <td>7000000</td>\n",
       "      <td>[{'id': 27, 'name': 'Horror'}, {'id': 53, 'nam...</td>\n",
       "      <td>8.12032</td>\n",
       "      <td>[{'name': 'New Line Cinema', 'id': 12}]</td>\n",
       "      <td>7.250000e+07</td>\n",
       "      <td>A Nightmare on Elm Street 4: The Dream Master</td>\n",
       "      <td>287.0</td>\n",
       "      <td>10.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>m11</td>\n",
       "      <td>air force one</td>\n",
       "      <td>1997</td>\n",
       "      <td>6.3</td>\n",
       "      <td>61978</td>\n",
       "      <td>['action', 'drama', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1997</td>\n",
       "      <td>1068</td>\n",
       "      <td>118571.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '557db4ca92514138f800041e', 'de...</td>\n",
       "      <td>9772</td>\n",
       "      <td>85000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...</td>\n",
       "      <td>12.1733</td>\n",
       "      <td>[{'name': 'Columbia Pictures Corporation', 'id...</td>\n",
       "      <td>3.151564e+08</td>\n",
       "      <td>Air Force One</td>\n",
       "      <td>859.0</td>\n",
       "      <td>3.707722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>m13</td>\n",
       "      <td>airplane!</td>\n",
       "      <td>1980</td>\n",
       "      <td>7.8</td>\n",
       "      <td>57692</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1980</td>\n",
       "      <td>873</td>\n",
       "      <td>80339.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe427ac3a36847f8021be1', 'de...</td>\n",
       "      <td>813</td>\n",
       "      <td>3500000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>13.0632</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}]</td>\n",
       "      <td>8.345354e+07</td>\n",
       "      <td>Airplane!</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>23.843868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>m14</td>\n",
       "      <td>alien nation</td>\n",
       "      <td>1988</td>\n",
       "      <td>6.1</td>\n",
       "      <td>5590</td>\n",
       "      <td>['crime', 'drama', 'sci-fi', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1988</td>\n",
       "      <td>2784</td>\n",
       "      <td>94631.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '548d5c39c3a36820b800401e', 'de...</td>\n",
       "      <td>10128</td>\n",
       "      <td>16000000</td>\n",
       "      <td>[{'id': 80, 'name': 'Crime'}, {'id': 878, 'nam...</td>\n",
       "      <td>15.1333</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>3.215505e+07</td>\n",
       "      <td>Alien Nation</td>\n",
       "      <td>81.0</td>\n",
       "      <td>2.009690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>m15</td>\n",
       "      <td>aliens</td>\n",
       "      <td>1986</td>\n",
       "      <td>8.5</td>\n",
       "      <td>173518</td>\n",
       "      <td>['action', 'sci-fi', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1986</td>\n",
       "      <td>283</td>\n",
       "      <td>90605.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4269c3a36847f801c94f', 'de...</td>\n",
       "      <td>679</td>\n",
       "      <td>18500000</td>\n",
       "      <td>[{'id': 27, 'name': 'Horror'}, {'id': 28, 'nam...</td>\n",
       "      <td>21.7612</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>1.833165e+08</td>\n",
       "      <td>Aliens</td>\n",
       "      <td>3282.0</td>\n",
       "      <td>9.908998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>m16</td>\n",
       "      <td>amadeus</td>\n",
       "      <td>1984</td>\n",
       "      <td>8.4</td>\n",
       "      <td>99138</td>\n",
       "      <td>['biography', 'drama', 'music']</td>\n",
       "      <td>3</td>\n",
       "      <td>1984</td>\n",
       "      <td>613</td>\n",
       "      <td>86879.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '57d19657c3a3684b9d008667', 'de...</td>\n",
       "      <td>279</td>\n",
       "      <td>18000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 36, 'name...</td>\n",
       "      <td>12.6776</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}]</td>\n",
       "      <td>5.197303e+07</td>\n",
       "      <td>Amadeus</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>2.887390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>m17</td>\n",
       "      <td>an american werewolf in london</td>\n",
       "      <td>1981</td>\n",
       "      <td>7.5</td>\n",
       "      <td>24443</td>\n",
       "      <td>['horror', 'romance']</td>\n",
       "      <td>2</td>\n",
       "      <td>1981</td>\n",
       "      <td>2873</td>\n",
       "      <td>82010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe427ac3a36847f8021cf1', 'de...</td>\n",
       "      <td>814</td>\n",
       "      <td>10000000</td>\n",
       "      <td>[{'id': 27, 'name': 'Horror'}, {'id': 35, 'nam...</td>\n",
       "      <td>13.3908</td>\n",
       "      <td>[{'name': 'Universal Pictures', 'id': 33}, {'n...</td>\n",
       "      <td>3.197325e+07</td>\n",
       "      <td>An American Werewolf in London</td>\n",
       "      <td>571.0</td>\n",
       "      <td>3.197325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>m19</td>\n",
       "      <td>american outlaws</td>\n",
       "      <td>2001</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7425</td>\n",
       "      <td>['action', 'western']</td>\n",
       "      <td>1</td>\n",
       "      <td>2001</td>\n",
       "      <td>1112</td>\n",
       "      <td>244000.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '58f7e15f9251413743000b80', 'de...</td>\n",
       "      <td>13496</td>\n",
       "      <td>35000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 37, 'nam...</td>\n",
       "      <td>10.8554</td>\n",
       "      <td>[{'name': 'Morgan Creek Productions', 'id': 10...</td>\n",
       "      <td>1.367891e+07</td>\n",
       "      <td>American Outlaws</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.390826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>m20</td>\n",
       "      <td>american psycho</td>\n",
       "      <td>2000</td>\n",
       "      <td>7.4</td>\n",
       "      <td>101357</td>\n",
       "      <td>['drama', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>64</td>\n",
       "      <td>144084.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '548a4178c3a368071d0003fd', 'de...</td>\n",
       "      <td>1359</td>\n",
       "      <td>7000000</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 18, 'n...</td>\n",
       "      <td>13.6867</td>\n",
       "      <td>[{'name': 'Lions Gate Films', 'id': 35}, {'nam...</td>\n",
       "      <td>3.426656e+07</td>\n",
       "      <td>American Psycho</td>\n",
       "      <td>2128.0</td>\n",
       "      <td>4.895223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>m21</td>\n",
       "      <td>antitrust</td>\n",
       "      <td>2001</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16453</td>\n",
       "      <td>['drama', 'thriller']</td>\n",
       "      <td>2</td>\n",
       "      <td>2001</td>\n",
       "      <td>154</td>\n",
       "      <td>218817.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4558c3a36847f80c9079', 'de...</td>\n",
       "      <td>9989</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 80, 'nam...</td>\n",
       "      <td>8.14217</td>\n",
       "      <td>[{'name': 'Industry Entertainment', 'id': 376}...</td>\n",
       "      <td>1.819561e+07</td>\n",
       "      <td>Antitrust</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.606520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>m22</td>\n",
       "      <td>austin powers: international man of mystery</td>\n",
       "      <td>1997</td>\n",
       "      <td>7.1</td>\n",
       "      <td>75240</td>\n",
       "      <td>['action', 'adventure', 'comedy', 'crime']</td>\n",
       "      <td>2</td>\n",
       "      <td>1997</td>\n",
       "      <td>5</td>\n",
       "      <td>118655.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe427ac3a36847f8021eb3', 'de...</td>\n",
       "      <td>816</td>\n",
       "      <td>16500000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>11.7492</td>\n",
       "      <td>[{'name': 'New Line Cinema', 'id': 12}, {'name...</td>\n",
       "      <td>6.768399e+07</td>\n",
       "      <td>Austin Powers: International Man of Mystery</td>\n",
       "      <td>1033.0</td>\n",
       "      <td>4.102060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>m24</td>\n",
       "      <td>bachelor party</td>\n",
       "      <td>1984</td>\n",
       "      <td>5.9</td>\n",
       "      <td>14050</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1984</td>\n",
       "      <td>6309</td>\n",
       "      <td>86927.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44da9251416c75043381', 'de...</td>\n",
       "      <td>12309</td>\n",
       "      <td>6000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>5.51176</td>\n",
       "      <td>[{'name': 'Bachelor Party Productions', 'id': ...</td>\n",
       "      <td>3.843595e+07</td>\n",
       "      <td>Bachelor Party</td>\n",
       "      <td>156.0</td>\n",
       "      <td>6.405991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>m28</td>\n",
       "      <td>barry lyndon</td>\n",
       "      <td>1975</td>\n",
       "      <td>8.1</td>\n",
       "      <td>40622</td>\n",
       "      <td>['drama', 'romance', 'war']</td>\n",
       "      <td>1</td>\n",
       "      <td>1975</td>\n",
       "      <td>2317</td>\n",
       "      <td>72684.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe438dc3a36847f805cca9', 'de...</td>\n",
       "      <td>3175</td>\n",
       "      <td>11000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...</td>\n",
       "      <td>14.0035</td>\n",
       "      <td>[{'name': 'Hawk Films', 'id': 88}, {'name': 'W...</td>\n",
       "      <td>2.000000e+07</td>\n",
       "      <td>Barry Lyndon</td>\n",
       "      <td>521.0</td>\n",
       "      <td>1.818182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>m29</td>\n",
       "      <td>basic</td>\n",
       "      <td>2003</td>\n",
       "      <td>6.3</td>\n",
       "      <td>26295</td>\n",
       "      <td>['crime', 'drama', 'mystery', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>2003</td>\n",
       "      <td>5567</td>\n",
       "      <td>264395.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe43b69251416c7501b2f1', 'de...</td>\n",
       "      <td>10782</td>\n",
       "      <td>50000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...</td>\n",
       "      <td>14.3277</td>\n",
       "      <td>[{'name': 'Intermedia Films', 'id': 763}, {'na...</td>\n",
       "      <td>4.279256e+07</td>\n",
       "      <td>Basic</td>\n",
       "      <td>290.0</td>\n",
       "      <td>0.855851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>m30</td>\n",
       "      <td>big fish</td>\n",
       "      <td>2003</td>\n",
       "      <td>8.1</td>\n",
       "      <td>144264</td>\n",
       "      <td>['adventure', 'drama', 'fantasy']</td>\n",
       "      <td>1</td>\n",
       "      <td>2003</td>\n",
       "      <td>2402</td>\n",
       "      <td>319061.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4258c3a36847f8017005', 'de...</td>\n",
       "      <td>587</td>\n",
       "      <td>70000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>14.74</td>\n",
       "      <td>[{'name': 'Columbia Pictures', 'id': 5}, {'nam...</td>\n",
       "      <td>1.229191e+08</td>\n",
       "      <td>Big Fish</td>\n",
       "      <td>2064.0</td>\n",
       "      <td>1.755986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>m34</td>\n",
       "      <td>blade runner</td>\n",
       "      <td>1982</td>\n",
       "      <td>8.3</td>\n",
       "      <td>188735</td>\n",
       "      <td>['drama', 'sci-fi', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1982</td>\n",
       "      <td>234</td>\n",
       "      <td>83658.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '549e9edcc3a3682f2300824b', 'de...</td>\n",
       "      <td>78</td>\n",
       "      <td>28000000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>96.2724</td>\n",
       "      <td>[{'name': 'Shaw Brothers', 'id': 5798}, {'name...</td>\n",
       "      <td>3.313962e+07</td>\n",
       "      <td>Blade Runner</td>\n",
       "      <td>3833.0</td>\n",
       "      <td>1.183558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>m35</td>\n",
       "      <td>blast from the past</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.4</td>\n",
       "      <td>23489</td>\n",
       "      <td>['comedy', 'drama', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>5342</td>\n",
       "      <td>124298.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe446a9251416c75033e79', 'de...</td>\n",
       "      <td>11622</td>\n",
       "      <td>35000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...</td>\n",
       "      <td>8.35598</td>\n",
       "      <td>[{'name': 'New Line Cinema', 'id': 12}, {'name...</td>\n",
       "      <td>4.026302e+07</td>\n",
       "      <td>Blast from the Past</td>\n",
       "      <td>247.0</td>\n",
       "      <td>1.150372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>m36</td>\n",
       "      <td>blue velvet</td>\n",
       "      <td>1986</td>\n",
       "      <td>7.8</td>\n",
       "      <td>54576</td>\n",
       "      <td>['crime', 'mystery', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1986</td>\n",
       "      <td>2662</td>\n",
       "      <td>90756.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4277c3a36847f8020d87', 'de...</td>\n",
       "      <td>793</td>\n",
       "      <td>6000000</td>\n",
       "      <td>[{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...</td>\n",
       "      <td>7.88225</td>\n",
       "      <td>[{'name': 'De Laurentiis Entertainment Group (...</td>\n",
       "      <td>8.551228e+06</td>\n",
       "      <td>Blue Velvet</td>\n",
       "      <td>758.0</td>\n",
       "      <td>1.425205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>m40</td>\n",
       "      <td>braveheart</td>\n",
       "      <td>1995</td>\n",
       "      <td>8.4</td>\n",
       "      <td>245652</td>\n",
       "      <td>['action', 'biography', 'drama', 'history', 'w...</td>\n",
       "      <td>2</td>\n",
       "      <td>1995</td>\n",
       "      <td>205</td>\n",
       "      <td>112573.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4225c3a36847f80079c1', 'de...</td>\n",
       "      <td>197</td>\n",
       "      <td>72000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...</td>\n",
       "      <td>20.7551</td>\n",
       "      <td>[{'name': 'Icon Entertainment International', ...</td>\n",
       "      <td>2.100000e+08</td>\n",
       "      <td>Braveheart</td>\n",
       "      <td>3404.0</td>\n",
       "      <td>2.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>m42</td>\n",
       "      <td>casablanca</td>\n",
       "      <td>1942</td>\n",
       "      <td>8.8</td>\n",
       "      <td>170874</td>\n",
       "      <td>['drama', 'romance', 'war']</td>\n",
       "      <td>1</td>\n",
       "      <td>1942</td>\n",
       "      <td>1076</td>\n",
       "      <td>34583.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4233c3a36847f800b83b', 'de...</td>\n",
       "      <td>289</td>\n",
       "      <td>878000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...</td>\n",
       "      <td>13.9161</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}]</td>\n",
       "      <td>1.046250e+07</td>\n",
       "      <td>Casablanca</td>\n",
       "      <td>1462.0</td>\n",
       "      <td>11.916287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>m43</td>\n",
       "      <td>cast away</td>\n",
       "      <td>2000</td>\n",
       "      <td>7.5</td>\n",
       "      <td>104477</td>\n",
       "      <td>['adventure', 'drama']</td>\n",
       "      <td>2</td>\n",
       "      <td>2000</td>\n",
       "      <td>3795</td>\n",
       "      <td>162222.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44a2c3a36847f80a1505', 'de...</td>\n",
       "      <td>8358</td>\n",
       "      <td>90000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 18, '...</td>\n",
       "      <td>21.2963</td>\n",
       "      <td>[{'name': 'DreamWorks SKG', 'id': 27}, {'name'...</td>\n",
       "      <td>4.296321e+08</td>\n",
       "      <td>Cast Away</td>\n",
       "      <td>3304.0</td>\n",
       "      <td>4.773690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>m47</td>\n",
       "      <td>dark star</td>\n",
       "      <td>1974</td>\n",
       "      <td>6.5</td>\n",
       "      <td>8303</td>\n",
       "      <td>['comedy', 'sci-fi', 'thriller']</td>\n",
       "      <td>0</td>\n",
       "      <td>1974</td>\n",
       "      <td>1814</td>\n",
       "      <td>69945.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '54c39d9fc3a3681421011d88', 'de...</td>\n",
       "      <td>1410</td>\n",
       "      <td>60000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 878, 'na...</td>\n",
       "      <td>4.93392</td>\n",
       "      <td>[{'name': 'University of Southern California',...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>Dark Star</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>m50</td>\n",
       "      <td>donnie darko</td>\n",
       "      <td>2001</td>\n",
       "      <td>8.3</td>\n",
       "      <td>215194</td>\n",
       "      <td>['drama', 'mystery', 'sci-fi']</td>\n",
       "      <td>3</td>\n",
       "      <td>2001</td>\n",
       "      <td>887</td>\n",
       "      <td>246578.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe421dc3a36847f80051f1', 'de...</td>\n",
       "      <td>141</td>\n",
       "      <td>6000000</td>\n",
       "      <td>[{'id': 14, 'name': 'Fantasy'}, {'id': 18, 'na...</td>\n",
       "      <td>18.3031</td>\n",
       "      <td>[{'name': 'Pandora Cinema', 'id': 185}, {'name...</td>\n",
       "      <td>1.270522e+06</td>\n",
       "      <td>Donnie Darko</td>\n",
       "      <td>3574.0</td>\n",
       "      <td>0.211754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>m51</td>\n",
       "      <td>drop dead gorgeous</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16417</td>\n",
       "      <td>['comedy', 'adult']</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>1844</td>\n",
       "      <td>157503.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe437a9251416c75011e11', 'de...</td>\n",
       "      <td>10490</td>\n",
       "      <td>10000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>6.39677</td>\n",
       "      <td>[{'name': 'New Line Cinema', 'id': 12}, {'name...</td>\n",
       "      <td>1.057141e+07</td>\n",
       "      <td>Drop Dead Gorgeous</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1.057141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>m52</td>\n",
       "      <td>duck soup</td>\n",
       "      <td>1933</td>\n",
       "      <td>8.1</td>\n",
       "      <td>27112</td>\n",
       "      <td>['comedy', 'musical']</td>\n",
       "      <td>1</td>\n",
       "      <td>1933</td>\n",
       "      <td>5185</td>\n",
       "      <td>23969.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4381c3a36847f8059403', 'de...</td>\n",
       "      <td>3063</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>6.81996</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}]</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>Duck Soup</td>\n",
       "      <td>170.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>m55</td>\n",
       "      <td>eternal sunshine of the spotless mind</td>\n",
       "      <td>2004</td>\n",
       "      <td>8.5</td>\n",
       "      <td>224838</td>\n",
       "      <td>['drama', 'romance', 'sci-fi']</td>\n",
       "      <td>2</td>\n",
       "      <td>2004</td>\n",
       "      <td>133</td>\n",
       "      <td>338013.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4211c3a36847f800166f', 'de...</td>\n",
       "      <td>38</td>\n",
       "      <td>20000000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>12.9063</td>\n",
       "      <td>[{'name': 'Anonymous Content', 'id': 10039}, {...</td>\n",
       "      <td>7.225813e+07</td>\n",
       "      <td>Eternal Sunshine of the Spotless Mind</td>\n",
       "      <td>3758.0</td>\n",
       "      <td>3.612906</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>382</th>\n",
       "      <td>m540</td>\n",
       "      <td>supergirl</td>\n",
       "      <td>1984</td>\n",
       "      <td>4.1</td>\n",
       "      <td>6576</td>\n",
       "      <td>['action', 'adventure', 'sci-fi']</td>\n",
       "      <td>3</td>\n",
       "      <td>1984</td>\n",
       "      <td>2000</td>\n",
       "      <td>88206.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4516c3a36847f80bbbe3', 'de...</td>\n",
       "      <td>9651</td>\n",
       "      <td>35000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>11.9327</td>\n",
       "      <td>[{'name': 'St. Michael Finance Limited', 'id':...</td>\n",
       "      <td>1.429644e+07</td>\n",
       "      <td>Supergirl</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.408470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>m541</td>\n",
       "      <td>superman iii</td>\n",
       "      <td>1983</td>\n",
       "      <td>4.7</td>\n",
       "      <td>18340</td>\n",
       "      <td>['action', 'adventure', 'comedy', 'fantasy', '...</td>\n",
       "      <td>3</td>\n",
       "      <td>1983</td>\n",
       "      <td>4283</td>\n",
       "      <td>86393.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '5539a98fc3a368784500791d', 'de...</td>\n",
       "      <td>9531</td>\n",
       "      <td>39000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 28, 'nam...</td>\n",
       "      <td>9.61464</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}, {'name'...</td>\n",
       "      <td>7.585062e+07</td>\n",
       "      <td>Superman III</td>\n",
       "      <td>500.0</td>\n",
       "      <td>1.944888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>m542</td>\n",
       "      <td>superman ii</td>\n",
       "      <td>1980</td>\n",
       "      <td>6.7</td>\n",
       "      <td>29941</td>\n",
       "      <td>['action', 'adventure', 'fantasy', 'romance', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1980</td>\n",
       "      <td>4282</td>\n",
       "      <td>81573.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44aec3a36847f80a3f8d', 'de...</td>\n",
       "      <td>8536</td>\n",
       "      <td>54000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>10.3016</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}, {'name'...</td>\n",
       "      <td>1.904587e+08</td>\n",
       "      <td>Superman II</td>\n",
       "      <td>642.0</td>\n",
       "      <td>3.527013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>m543</td>\n",
       "      <td>superman iv: the quest for peace</td>\n",
       "      <td>1987</td>\n",
       "      <td>3.4</td>\n",
       "      <td>15332</td>\n",
       "      <td>['action', 'adventure', 'family', 'fantasy', '...</td>\n",
       "      <td>3</td>\n",
       "      <td>1987</td>\n",
       "      <td>4297</td>\n",
       "      <td>94074.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe443a9251416c7502d511', 'de...</td>\n",
       "      <td>11411</td>\n",
       "      <td>17000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>7.99068</td>\n",
       "      <td>[{'name': 'Cannon Films', 'id': 4110}, {'name'...</td>\n",
       "      <td>1.930000e+07</td>\n",
       "      <td>Superman IV: The Quest for Peace</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1.135294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>m544</td>\n",
       "      <td>superman</td>\n",
       "      <td>1978</td>\n",
       "      <td>7.3</td>\n",
       "      <td>51172</td>\n",
       "      <td>['action', 'family', 'sci-fi']</td>\n",
       "      <td>1</td>\n",
       "      <td>1978</td>\n",
       "      <td>1999</td>\n",
       "      <td>78346.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '553929789251414081002335', 'de...</td>\n",
       "      <td>1924</td>\n",
       "      <td>55000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>15.4601</td>\n",
       "      <td>[{'name': 'Warner Bros.', 'id': 6194}, {'name'...</td>\n",
       "      <td>3.002180e+08</td>\n",
       "      <td>Superman</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>5.458509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>m546</td>\n",
       "      <td>sweet smell of success</td>\n",
       "      <td>1957</td>\n",
       "      <td>8.2</td>\n",
       "      <td>9014</td>\n",
       "      <td>['drama', 'film-noir']</td>\n",
       "      <td>1</td>\n",
       "      <td>1957</td>\n",
       "      <td>2301</td>\n",
       "      <td>51036.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4295c3a36847f8029fef', 'de...</td>\n",
       "      <td>976</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>5.19622</td>\n",
       "      <td>[{'name': 'Hecht-Hill-Lancaster Productions', ...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>Sweet Smell of Success</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>m571</td>\n",
       "      <td>thx 1138</td>\n",
       "      <td>1971</td>\n",
       "      <td>6.8</td>\n",
       "      <td>15741</td>\n",
       "      <td>['drama', 'mystery', 'sci-fi', 'thriller']</td>\n",
       "      <td>0</td>\n",
       "      <td>1971</td>\n",
       "      <td>626</td>\n",
       "      <td>66434.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4261c3a36847f801a07d', 'de...</td>\n",
       "      <td>636</td>\n",
       "      <td>777000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 9648, 'na...</td>\n",
       "      <td>8.15209</td>\n",
       "      <td>[{'name': 'American Zoetrope', 'id': 70}, {'na...</td>\n",
       "      <td>2.437000e+06</td>\n",
       "      <td>THX 1138</td>\n",
       "      <td>265.0</td>\n",
       "      <td>3.136422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>m574</td>\n",
       "      <td>titanic</td>\n",
       "      <td>1997</td>\n",
       "      <td>7.4</td>\n",
       "      <td>244771</td>\n",
       "      <td>['drama', 'history', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1997</td>\n",
       "      <td>345</td>\n",
       "      <td>120338.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe425ac3a36847f8017985', 'de...</td>\n",
       "      <td>597</td>\n",
       "      <td>200000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...</td>\n",
       "      <td>26.8891</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}, {'na...</td>\n",
       "      <td>1.845034e+09</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>7770.0</td>\n",
       "      <td>9.225171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>m576</td>\n",
       "      <td>tombstone</td>\n",
       "      <td>1993</td>\n",
       "      <td>7.7</td>\n",
       "      <td>44204</td>\n",
       "      <td>['action', 'drama', 'history', 'romance', 'wes...</td>\n",
       "      <td>3</td>\n",
       "      <td>1993</td>\n",
       "      <td>3180</td>\n",
       "      <td>108358.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44ac9251416c7503cf7d', 'de...</td>\n",
       "      <td>11969</td>\n",
       "      <td>25000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>11.3382</td>\n",
       "      <td>[{'name': 'Hollywood Pictures', 'id': 915}, {'...</td>\n",
       "      <td>5.650506e+07</td>\n",
       "      <td>Tombstone</td>\n",
       "      <td>632.0</td>\n",
       "      <td>2.260203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>m579</td>\n",
       "      <td>toy story</td>\n",
       "      <td>1995</td>\n",
       "      <td>8.2</td>\n",
       "      <td>156231</td>\n",
       "      <td>['animation', 'adventure', 'comedy', 'family',...</td>\n",
       "      <td>1</td>\n",
       "      <td>1995</td>\n",
       "      <td>87</td>\n",
       "      <td>114709.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4284c3a36847f8024f49', 'de...</td>\n",
       "      <td>862</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 16, 'name': 'Animation'}, {'id': 35, '...</td>\n",
       "      <td>21.9469</td>\n",
       "      <td>[{'name': 'Pixar Animation Studios', 'id': 3}]</td>\n",
       "      <td>3.735540e+08</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>5415.0</td>\n",
       "      <td>12.451801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>m581</td>\n",
       "      <td>traffic</td>\n",
       "      <td>2000</td>\n",
       "      <td>7.8</td>\n",
       "      <td>86662</td>\n",
       "      <td>['crime', 'drama', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>2000</td>\n",
       "      <td>7929</td>\n",
       "      <td>181865.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe431fc3a36847f803c107', 'de...</td>\n",
       "      <td>1900</td>\n",
       "      <td>48000000</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 18, 'n...</td>\n",
       "      <td>8.33822</td>\n",
       "      <td>[{'name': 'USA Films', 'id': 987}, {'name': 'I...</td>\n",
       "      <td>2.075157e+08</td>\n",
       "      <td>Traffic</td>\n",
       "      <td>573.0</td>\n",
       "      <td>4.323244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>m582</td>\n",
       "      <td>trainspotting</td>\n",
       "      <td>1996</td>\n",
       "      <td>8.2</td>\n",
       "      <td>153782</td>\n",
       "      <td>['crime', 'drama']</td>\n",
       "      <td>2</td>\n",
       "      <td>1996</td>\n",
       "      <td>137</td>\n",
       "      <td>117951.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4260c3a36847f80198c1', 'de...</td>\n",
       "      <td>627</td>\n",
       "      <td>4000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 80, 'name...</td>\n",
       "      <td>19.3485</td>\n",
       "      <td>[{'name': 'Miramax Films', 'id': 14}, {'name':...</td>\n",
       "      <td>1.649108e+07</td>\n",
       "      <td>Trainspotting</td>\n",
       "      <td>2737.0</td>\n",
       "      <td>4.122770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>m583</td>\n",
       "      <td>star trek v: the final frontier</td>\n",
       "      <td>1989</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20749</td>\n",
       "      <td>['action', 'adventure', 'sci-fi', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1989</td>\n",
       "      <td>1201</td>\n",
       "      <td>98382.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4222c3a36847f8006965', 'de...</td>\n",
       "      <td>172</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>12.308</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}]</td>\n",
       "      <td>7.020000e+07</td>\n",
       "      <td>Star Trek V: The Final Frontier</td>\n",
       "      <td>384.0</td>\n",
       "      <td>2.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>m584</td>\n",
       "      <td>tron</td>\n",
       "      <td>1982</td>\n",
       "      <td>6.7</td>\n",
       "      <td>25903</td>\n",
       "      <td>['action', 'adventure', 'sci-fi', 'thriller', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1982</td>\n",
       "      <td>1002</td>\n",
       "      <td>84827.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4217c3a36847f8003345', 'de...</td>\n",
       "      <td>97</td>\n",
       "      <td>17000000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>16.574</td>\n",
       "      <td>[{'name': 'Walt Disney Pictures', 'id': 2}, {'...</td>\n",
       "      <td>3.300000e+07</td>\n",
       "      <td>Tron</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1.941176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>m585</td>\n",
       "      <td>true lies</td>\n",
       "      <td>1994</td>\n",
       "      <td>7.2</td>\n",
       "      <td>81801</td>\n",
       "      <td>['action', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1994</td>\n",
       "      <td>1098</td>\n",
       "      <td>111503.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe461d9251416c91049963', 'de...</td>\n",
       "      <td>36955</td>\n",
       "      <td>115000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...</td>\n",
       "      <td>11.3961</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>3.788824e+08</td>\n",
       "      <td>True Lies</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>3.294630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>m586</td>\n",
       "      <td>true romance</td>\n",
       "      <td>1993</td>\n",
       "      <td>7.9</td>\n",
       "      <td>74762</td>\n",
       "      <td>['crime', 'romance', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1993</td>\n",
       "      <td>6349</td>\n",
       "      <td>108399.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4237c3a36847f800cda7', 'de...</td>\n",
       "      <td>319</td>\n",
       "      <td>12500000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...</td>\n",
       "      <td>17.1893</td>\n",
       "      <td>[{'name': 'Davis-Films', 'id': 342}, {'name': ...</td>\n",
       "      <td>1.228155e+07</td>\n",
       "      <td>True Romance</td>\n",
       "      <td>762.0</td>\n",
       "      <td>0.982524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>m587</td>\n",
       "      <td>twelve monkeys</td>\n",
       "      <td>1995</td>\n",
       "      <td>8.1</td>\n",
       "      <td>173320</td>\n",
       "      <td>['mystery', 'sci-fi', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1995</td>\n",
       "      <td>2864</td>\n",
       "      <td>114746.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4212c3a36847f8001ac7', 'de...</td>\n",
       "      <td>63</td>\n",
       "      <td>29500000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>12.2973</td>\n",
       "      <td>[{'name': 'Universal Pictures', 'id': 33}, {'n...</td>\n",
       "      <td>1.688400e+08</td>\n",
       "      <td>Twelve Monkeys</td>\n",
       "      <td>2470.0</td>\n",
       "      <td>5.723390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>m590</td>\n",
       "      <td>unbreakable</td>\n",
       "      <td>2000</td>\n",
       "      <td>7.3</td>\n",
       "      <td>98767</td>\n",
       "      <td>['drama', 'fantasy', 'mystery', 'thriller']</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>1114</td>\n",
       "      <td>217869.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4525c3a36847f80bf021', 'de...</td>\n",
       "      <td>9741</td>\n",
       "      <td>75000000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>14.6785</td>\n",
       "      <td>[{'name': 'Limited Edition Productions Inc.', ...</td>\n",
       "      <td>2.481181e+08</td>\n",
       "      <td>Unbreakable</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>3.308242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>m591</td>\n",
       "      <td>unforgiven</td>\n",
       "      <td>1992</td>\n",
       "      <td>8.3</td>\n",
       "      <td>101270</td>\n",
       "      <td>['drama', 'western']</td>\n",
       "      <td>3</td>\n",
       "      <td>1992</td>\n",
       "      <td>7006</td>\n",
       "      <td>105695.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4211c3a36847f8001437', 'de...</td>\n",
       "      <td>33</td>\n",
       "      <td>14000000</td>\n",
       "      <td>[{'id': 37, 'name': 'Western'}]</td>\n",
       "      <td>10.9421</td>\n",
       "      <td>[{'name': 'Malpaso Productions', 'id': 171}, {...</td>\n",
       "      <td>1.591574e+08</td>\n",
       "      <td>Unforgiven</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>11.368389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>m594</td>\n",
       "      <td>vertigo</td>\n",
       "      <td>1958</td>\n",
       "      <td>8.6</td>\n",
       "      <td>93524</td>\n",
       "      <td>['crime', 'mystery', 'romance', 'thriller']</td>\n",
       "      <td>1</td>\n",
       "      <td>1958</td>\n",
       "      <td>609</td>\n",
       "      <td>52357.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4242c3a36847f80103cf', 'de...</td>\n",
       "      <td>426</td>\n",
       "      <td>2479000</td>\n",
       "      <td>[{'id': 9648, 'name': 'Mystery'}, {'id': 10749...</td>\n",
       "      <td>18.2082</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}, {'na...</td>\n",
       "      <td>2.800000e+07</td>\n",
       "      <td>Vertigo</td>\n",
       "      <td>1162.0</td>\n",
       "      <td>11.294877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>m601</td>\n",
       "      <td>what lies beneath</td>\n",
       "      <td>2000</td>\n",
       "      <td>6.5</td>\n",
       "      <td>46195</td>\n",
       "      <td>['drama', 'horror', 'mystery', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>2000</td>\n",
       "      <td>1071</td>\n",
       "      <td>161081.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4363c3a36847f8050863', 'de...</td>\n",
       "      <td>2655</td>\n",
       "      <td>100000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 27, 'name...</td>\n",
       "      <td>9.5005</td>\n",
       "      <td>[{'name': 'DreamWorks SKG', 'id': 27}, {'name'...</td>\n",
       "      <td>1.554644e+08</td>\n",
       "      <td>What Lies Beneath</td>\n",
       "      <td>504.0</td>\n",
       "      <td>1.554644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>m602</td>\n",
       "      <td>what women want</td>\n",
       "      <td>2000</td>\n",
       "      <td>6.3</td>\n",
       "      <td>55269</td>\n",
       "      <td>['comedy', 'fantasy', 'romance']</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>1083</td>\n",
       "      <td>207201.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe43aac3a36847f806610f', 'de...</td>\n",
       "      <td>3981</td>\n",
       "      <td>70000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...</td>\n",
       "      <td>9.96308</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}, {'na...</td>\n",
       "      <td>3.741117e+08</td>\n",
       "      <td>What Women Want</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>5.344453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>m606</td>\n",
       "      <td>wild things</td>\n",
       "      <td>1998</td>\n",
       "      <td>6.6</td>\n",
       "      <td>40523</td>\n",
       "      <td>['crime', 'mystery', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1998</td>\n",
       "      <td>4752</td>\n",
       "      <td>120890.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe425ec3a36847f8018f27', 'de...</td>\n",
       "      <td>617</td>\n",
       "      <td>20000000</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}]</td>\n",
       "      <td>13.9246</td>\n",
       "      <td>[{'name': 'Mandalay Entertainment', 'id': 1236}]</td>\n",
       "      <td>6.720000e+07</td>\n",
       "      <td>Wild Things</td>\n",
       "      <td>454.0</td>\n",
       "      <td>3.360000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>m607</td>\n",
       "      <td>wild wild west</td>\n",
       "      <td>1999</td>\n",
       "      <td>4.3</td>\n",
       "      <td>54943</td>\n",
       "      <td>['action', 'western', 'comedy', 'sci-fi']</td>\n",
       "      <td>2</td>\n",
       "      <td>1999</td>\n",
       "      <td>1134</td>\n",
       "      <td>120891.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44adc3a36847f80a3bc7', 'de...</td>\n",
       "      <td>8487</td>\n",
       "      <td>170000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>9.8876</td>\n",
       "      <td>[{'name': 'Todman, Simon, LeMasters Production...</td>\n",
       "      <td>2.221047e+08</td>\n",
       "      <td>Wild Wild West</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>1.306498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>m608</td>\n",
       "      <td>willow</td>\n",
       "      <td>1988</td>\n",
       "      <td>7.1</td>\n",
       "      <td>33506</td>\n",
       "      <td>['action', 'adventure', 'drama', 'fantasy', 'r...</td>\n",
       "      <td>3</td>\n",
       "      <td>1988</td>\n",
       "      <td>739</td>\n",
       "      <td>96446.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4281c3a36847f80241ed', 'de...</td>\n",
       "      <td>847</td>\n",
       "      <td>35000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 18, '...</td>\n",
       "      <td>9.91831</td>\n",
       "      <td>[{'name': 'Lucasfilm', 'id': 1}, {'name': 'Met...</td>\n",
       "      <td>5.726986e+07</td>\n",
       "      <td>Willow</td>\n",
       "      <td>484.0</td>\n",
       "      <td>1.636282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>m609</td>\n",
       "      <td>witness</td>\n",
       "      <td>1985</td>\n",
       "      <td>7.6</td>\n",
       "      <td>30705</td>\n",
       "      <td>['drama', 'romance', 'thriller']</td>\n",
       "      <td>3</td>\n",
       "      <td>1985</td>\n",
       "      <td>5632</td>\n",
       "      <td>90329.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe44e1c3a36847f80af7d5', 'de...</td>\n",
       "      <td>9281</td>\n",
       "      <td>12000000</td>\n",
       "      <td>[{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...</td>\n",
       "      <td>10.312</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}]</td>\n",
       "      <td>6.870699e+07</td>\n",
       "      <td>Witness</td>\n",
       "      <td>390.0</td>\n",
       "      <td>5.725583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>m612</td>\n",
       "      <td>watchmen</td>\n",
       "      <td>2009</td>\n",
       "      <td>7.8</td>\n",
       "      <td>135229</td>\n",
       "      <td>['action', 'crime', 'fantasy', 'mystery', 'sci...</td>\n",
       "      <td>3</td>\n",
       "      <td>2009</td>\n",
       "      <td>358</td>\n",
       "      <td>409459.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe454a9251416c75051859', 'de...</td>\n",
       "      <td>13183</td>\n",
       "      <td>130000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 9648, 'n...</td>\n",
       "      <td>16.5515</td>\n",
       "      <td>[{'name': 'Paramount Pictures', 'id': 4}, {'na...</td>\n",
       "      <td>1.852590e+08</td>\n",
       "      <td>Watchmen</td>\n",
       "      <td>2892.0</td>\n",
       "      <td>1.425069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>m613</td>\n",
       "      <td>xxx</td>\n",
       "      <td>2002</td>\n",
       "      <td>5.6</td>\n",
       "      <td>53505</td>\n",
       "      <td>['action', 'adventure', 'crime']</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "      <td>2268</td>\n",
       "      <td>295701.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '538d8c59c3a368714b004879', 'de...</td>\n",
       "      <td>7451</td>\n",
       "      <td>70000000</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...</td>\n",
       "      <td>12.7224</td>\n",
       "      <td>[{'name': 'Columbia Pictures', 'id': 5}, {'nam...</td>\n",
       "      <td>2.774484e+08</td>\n",
       "      <td>xXx</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>3.963548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>m614</td>\n",
       "      <td>x-men</td>\n",
       "      <td>2000</td>\n",
       "      <td>7.4</td>\n",
       "      <td>122149</td>\n",
       "      <td>['action', 'sci-fi']</td>\n",
       "      <td>1</td>\n",
       "      <td>2000</td>\n",
       "      <td>101</td>\n",
       "      <td>120903.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe45fe9251416c910457f7', 'de...</td>\n",
       "      <td>36657</td>\n",
       "      <td>75000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 28, '...</td>\n",
       "      <td>0.954467</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>2.963395e+08</td>\n",
       "      <td>X-Men</td>\n",
       "      <td>4172.0</td>\n",
       "      <td>3.951194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>m615</td>\n",
       "      <td>young frankenstein</td>\n",
       "      <td>1974</td>\n",
       "      <td>8.0</td>\n",
       "      <td>57618</td>\n",
       "      <td>['comedy', 'sci-fi']</td>\n",
       "      <td>2</td>\n",
       "      <td>1974</td>\n",
       "      <td>1077</td>\n",
       "      <td>72431.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe437ec3a36847f8058739', 'de...</td>\n",
       "      <td>3034</td>\n",
       "      <td>2800000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 878, 'na...</td>\n",
       "      <td>9.33932</td>\n",
       "      <td>[{'name': 'Twentieth Century Fox Film Corporat...</td>\n",
       "      <td>8.627333e+07</td>\n",
       "      <td>Young Frankenstein</td>\n",
       "      <td>880.0</td>\n",
       "      <td>30.811905</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>324 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Movie_Number                                     Movie_Name  \\\n",
       "0             m0                     10 things i hate about you   \n",
       "1             m3                          2001: a space odyssey   \n",
       "2             m4                                        48 hrs.   \n",
       "3             m6                                            8mm   \n",
       "4             m7  a nightmare on elm street 4: the dream master   \n",
       "5            m11                                  air force one   \n",
       "6            m13                                      airplane!   \n",
       "7            m14                                   alien nation   \n",
       "8            m15                                         aliens   \n",
       "9            m16                                        amadeus   \n",
       "10           m17                 an american werewolf in london   \n",
       "11           m19                               american outlaws   \n",
       "12           m20                                american psycho   \n",
       "13           m21                                      antitrust   \n",
       "14           m22    austin powers: international man of mystery   \n",
       "15           m24                                 bachelor party   \n",
       "16           m28                                   barry lyndon   \n",
       "17           m29                                          basic   \n",
       "18           m30                                       big fish   \n",
       "19           m34                                   blade runner   \n",
       "20           m35                            blast from the past   \n",
       "21           m36                                    blue velvet   \n",
       "22           m40                                     braveheart   \n",
       "23           m42                                     casablanca   \n",
       "24           m43                                      cast away   \n",
       "25           m47                                      dark star   \n",
       "26           m50                                   donnie darko   \n",
       "27           m51                             drop dead gorgeous   \n",
       "28           m52                                      duck soup   \n",
       "29           m55          eternal sunshine of the spotless mind   \n",
       "..           ...                                            ...   \n",
       "382         m540                                      supergirl   \n",
       "383         m541                                   superman iii   \n",
       "384         m542                                    superman ii   \n",
       "385         m543               superman iv: the quest for peace   \n",
       "386         m544                                       superman   \n",
       "388         m546                         sweet smell of success   \n",
       "389         m571                                       thx 1138   \n",
       "390         m574                                        titanic   \n",
       "393         m576                                      tombstone   \n",
       "394         m579                                      toy story   \n",
       "395         m581                                        traffic   \n",
       "396         m582                                  trainspotting   \n",
       "397         m583                star trek v: the final frontier   \n",
       "398         m584                                           tron   \n",
       "399         m585                                      true lies   \n",
       "400         m586                                   true romance   \n",
       "401         m587                                 twelve monkeys   \n",
       "402         m590                                    unbreakable   \n",
       "403         m591                                     unforgiven   \n",
       "404         m594                                        vertigo   \n",
       "405         m601                              what lies beneath   \n",
       "406         m602                                what women want   \n",
       "407         m606                                    wild things   \n",
       "408         m607                                 wild wild west   \n",
       "409         m608                                         willow   \n",
       "410         m609                                        witness   \n",
       "411         m612                                       watchmen   \n",
       "412         m613                                            xxx   \n",
       "413         m614                                          x-men   \n",
       "414         m615                             young frankenstein   \n",
       "\n",
       "    Year_of_Release  IMDB_Rating  Number_of_Votes  \\\n",
       "0              1999          6.9            62847   \n",
       "1              1968          8.4           163227   \n",
       "2              1982          6.9            22289   \n",
       "3              1999          6.3            48212   \n",
       "4              1988          5.2            13590   \n",
       "5              1997          6.3            61978   \n",
       "6              1980          7.8            57692   \n",
       "7              1988          6.1             5590   \n",
       "8              1986          8.5           173518   \n",
       "9              1984          8.4            99138   \n",
       "10             1981          7.5            24443   \n",
       "11             2001          5.7             7425   \n",
       "12             2000          7.4           101357   \n",
       "13             2001          6.0            16453   \n",
       "14             1997          7.1            75240   \n",
       "15             1984          5.9            14050   \n",
       "16             1975          8.1            40622   \n",
       "17             2003          6.3            26295   \n",
       "18             2003          8.1           144264   \n",
       "19             1982          8.3           188735   \n",
       "20             1999          6.4            23489   \n",
       "21             1986          7.8            54576   \n",
       "22             1995          8.4           245652   \n",
       "23             1942          8.8           170874   \n",
       "24             2000          7.5           104477   \n",
       "25             1974          6.5             8303   \n",
       "26             2001          8.3           215194   \n",
       "27             1999          6.3            16417   \n",
       "28             1933          8.1            27112   \n",
       "29             2004          8.5           224838   \n",
       "..              ...          ...              ...   \n",
       "382            1984          4.1             6576   \n",
       "383            1983          4.7            18340   \n",
       "384            1980          6.7            29941   \n",
       "385            1987          3.4            15332   \n",
       "386            1978          7.3            51172   \n",
       "388            1957          8.2             9014   \n",
       "389            1971          6.8            15741   \n",
       "390            1997          7.4           244771   \n",
       "393            1993          7.7            44204   \n",
       "394            1995          8.2           156231   \n",
       "395            2000          7.8            86662   \n",
       "396            1996          8.2           153782   \n",
       "397            1989          5.0            20749   \n",
       "398            1982          6.7            25903   \n",
       "399            1994          7.2            81801   \n",
       "400            1993          7.9            74762   \n",
       "401            1995          8.1           173320   \n",
       "402            2000          7.3            98767   \n",
       "403            1992          8.3           101270   \n",
       "404            1958          8.6            93524   \n",
       "405            2000          6.5            46195   \n",
       "406            2000          6.3            55269   \n",
       "407            1998          6.6            40523   \n",
       "408            1999          4.3            54943   \n",
       "409            1988          7.1            33506   \n",
       "410            1985          7.6            30705   \n",
       "411            2009          7.8           135229   \n",
       "412            2002          5.6            53505   \n",
       "413            2000          7.4           122149   \n",
       "414            1974          8.0            57618   \n",
       "\n",
       "                                                Genres  rating  year  id_x  \\\n",
       "0                                ['comedy', 'romance']       3  1999   374   \n",
       "1                   ['adventure', 'mystery', 'sci-fi']       0  1968   919   \n",
       "2    ['action', 'comedy', 'crime', 'drama', 'thrill...       2  1982  5355   \n",
       "3                     ['crime', 'mystery', 'thriller']       1  1999   146   \n",
       "4                    ['fantasy', 'horror', 'thriller']       3  1988  6020   \n",
       "5                      ['action', 'drama', 'thriller']       1  1997  1068   \n",
       "6                                ['comedy', 'romance']       3  1980   873   \n",
       "7             ['crime', 'drama', 'sci-fi', 'thriller']       1  1988  2784   \n",
       "8                     ['action', 'sci-fi', 'thriller']       3  1986   283   \n",
       "9                      ['biography', 'drama', 'music']       3  1984   613   \n",
       "10                               ['horror', 'romance']       2  1981  2873   \n",
       "11                               ['action', 'western']       1  2001  1112   \n",
       "12                               ['drama', 'thriller']       1  2000    64   \n",
       "13                               ['drama', 'thriller']       2  2001   154   \n",
       "14          ['action', 'adventure', 'comedy', 'crime']       2  1997     5   \n",
       "15                               ['comedy', 'romance']       3  1984  6309   \n",
       "16                         ['drama', 'romance', 'war']       1  1975  2317   \n",
       "17           ['crime', 'drama', 'mystery', 'thriller']       3  2003  5567   \n",
       "18                   ['adventure', 'drama', 'fantasy']       1  2003  2402   \n",
       "19                     ['drama', 'sci-fi', 'thriller']       1  1982   234   \n",
       "20                      ['comedy', 'drama', 'romance']       3  1999  5342   \n",
       "21                    ['crime', 'mystery', 'thriller']       1  1986  2662   \n",
       "22   ['action', 'biography', 'drama', 'history', 'w...       2  1995   205   \n",
       "23                         ['drama', 'romance', 'war']       1  1942  1076   \n",
       "24                              ['adventure', 'drama']       2  2000  3795   \n",
       "25                    ['comedy', 'sci-fi', 'thriller']       0  1974  1814   \n",
       "26                      ['drama', 'mystery', 'sci-fi']       3  2001   887   \n",
       "27                                 ['comedy', 'adult']       3  1999  1844   \n",
       "28                               ['comedy', 'musical']       1  1933  5185   \n",
       "29                      ['drama', 'romance', 'sci-fi']       2  2004   133   \n",
       "..                                                 ...     ...   ...   ...   \n",
       "382                  ['action', 'adventure', 'sci-fi']       3  1984  2000   \n",
       "383  ['action', 'adventure', 'comedy', 'fantasy', '...       3  1983  4283   \n",
       "384  ['action', 'adventure', 'fantasy', 'romance', ...       3  1980  4282   \n",
       "385  ['action', 'adventure', 'family', 'fantasy', '...       3  1987  4297   \n",
       "386                     ['action', 'family', 'sci-fi']       1  1978  1999   \n",
       "388                             ['drama', 'film-noir']       1  1957  2301   \n",
       "389         ['drama', 'mystery', 'sci-fi', 'thriller']       0  1971   626   \n",
       "390                    ['drama', 'history', 'romance']       3  1997   345   \n",
       "393  ['action', 'drama', 'history', 'romance', 'wes...       3  1993  3180   \n",
       "394  ['animation', 'adventure', 'comedy', 'family',...       1  1995    87   \n",
       "395                     ['crime', 'drama', 'thriller']       3  2000  7929   \n",
       "396                                 ['crime', 'drama']       2  1996   137   \n",
       "397      ['action', 'adventure', 'sci-fi', 'thriller']       1  1989  1201   \n",
       "398  ['action', 'adventure', 'sci-fi', 'thriller', ...       0  1982  1002   \n",
       "399                             ['action', 'thriller']       3  1994  1098   \n",
       "400                   ['crime', 'romance', 'thriller']       1  1993  6349   \n",
       "401                  ['mystery', 'sci-fi', 'thriller']       1  1995  2864   \n",
       "402        ['drama', 'fantasy', 'mystery', 'thriller']       0  2000  1114   \n",
       "403                               ['drama', 'western']       3  1992  7006   \n",
       "404        ['crime', 'mystery', 'romance', 'thriller']       1  1958   609   \n",
       "405         ['drama', 'horror', 'mystery', 'thriller']       3  2000  1071   \n",
       "406                   ['comedy', 'fantasy', 'romance']       1  2000  1083   \n",
       "407                   ['crime', 'mystery', 'thriller']       3  1998  4752   \n",
       "408          ['action', 'western', 'comedy', 'sci-fi']       2  1999  1134   \n",
       "409  ['action', 'adventure', 'drama', 'fantasy', 'r...       3  1988   739   \n",
       "410                   ['drama', 'romance', 'thriller']       3  1985  5632   \n",
       "411  ['action', 'crime', 'fantasy', 'mystery', 'sci...       3  2009   358   \n",
       "412                   ['action', 'adventure', 'crime']       1  2002  2268   \n",
       "413                               ['action', 'sci-fi']       1  2000   101   \n",
       "414                               ['comedy', 'sci-fi']       2  1974  1077   \n",
       "\n",
       "       imdbid    ...                                                   crew  \\\n",
       "0    147800.0    ...      [{'credit_id': '52fe43e6c3a36847f807731d', 'de...   \n",
       "1     62622.0    ...      [{'credit_id': '52fe4212c3a36847f8001a0b', 'de...   \n",
       "2     83511.0    ...      [{'credit_id': '52fe421fc3a36847f8005927', 'de...   \n",
       "3    134273.0    ...      [{'credit_id': '52fe4498c3a36847f809f18b', 'de...   \n",
       "4     95742.0    ...      [{'credit_id': '52fe43309251416c75006d1d', 'de...   \n",
       "5    118571.0    ...      [{'credit_id': '557db4ca92514138f800041e', 'de...   \n",
       "6     80339.0    ...      [{'credit_id': '52fe427ac3a36847f8021be1', 'de...   \n",
       "7     94631.0    ...      [{'credit_id': '548d5c39c3a36820b800401e', 'de...   \n",
       "8     90605.0    ...      [{'credit_id': '52fe4269c3a36847f801c94f', 'de...   \n",
       "9     86879.0    ...      [{'credit_id': '57d19657c3a3684b9d008667', 'de...   \n",
       "10    82010.0    ...      [{'credit_id': '52fe427ac3a36847f8021cf1', 'de...   \n",
       "11   244000.0    ...      [{'credit_id': '58f7e15f9251413743000b80', 'de...   \n",
       "12   144084.0    ...      [{'credit_id': '548a4178c3a368071d0003fd', 'de...   \n",
       "13   218817.0    ...      [{'credit_id': '52fe4558c3a36847f80c9079', 'de...   \n",
       "14   118655.0    ...      [{'credit_id': '52fe427ac3a36847f8021eb3', 'de...   \n",
       "15    86927.0    ...      [{'credit_id': '52fe44da9251416c75043381', 'de...   \n",
       "16    72684.0    ...      [{'credit_id': '52fe438dc3a36847f805cca9', 'de...   \n",
       "17   264395.0    ...      [{'credit_id': '52fe43b69251416c7501b2f1', 'de...   \n",
       "18   319061.0    ...      [{'credit_id': '52fe4258c3a36847f8017005', 'de...   \n",
       "19    83658.0    ...      [{'credit_id': '549e9edcc3a3682f2300824b', 'de...   \n",
       "20   124298.0    ...      [{'credit_id': '52fe446a9251416c75033e79', 'de...   \n",
       "21    90756.0    ...      [{'credit_id': '52fe4277c3a36847f8020d87', 'de...   \n",
       "22   112573.0    ...      [{'credit_id': '52fe4225c3a36847f80079c1', 'de...   \n",
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       "25    69945.0    ...      [{'credit_id': '54c39d9fc3a3681421011d88', 'de...   \n",
       "26   246578.0    ...      [{'credit_id': '52fe421dc3a36847f80051f1', 'de...   \n",
       "27   157503.0    ...      [{'credit_id': '52fe437a9251416c75011e11', 'de...   \n",
       "28    23969.0    ...      [{'credit_id': '52fe4381c3a36847f8059403', 'de...   \n",
       "29   338013.0    ...      [{'credit_id': '52fe4211c3a36847f800166f', 'de...   \n",
       "..        ...    ...                                                    ...   \n",
       "382   88206.0    ...      [{'credit_id': '52fe4516c3a36847f80bbbe3', 'de...   \n",
       "383   86393.0    ...      [{'credit_id': '5539a98fc3a368784500791d', 'de...   \n",
       "384   81573.0    ...      [{'credit_id': '52fe44aec3a36847f80a3f8d', 'de...   \n",
       "385   94074.0    ...      [{'credit_id': '52fe443a9251416c7502d511', 'de...   \n",
       "386   78346.0    ...      [{'credit_id': '553929789251414081002335', 'de...   \n",
       "388   51036.0    ...      [{'credit_id': '52fe4295c3a36847f8029fef', 'de...   \n",
       "389   66434.0    ...      [{'credit_id': '52fe4261c3a36847f801a07d', 'de...   \n",
       "390  120338.0    ...      [{'credit_id': '52fe425ac3a36847f8017985', 'de...   \n",
       "393  108358.0    ...      [{'credit_id': '52fe44ac9251416c7503cf7d', 'de...   \n",
       "394  114709.0    ...      [{'credit_id': '52fe4284c3a36847f8024f49', 'de...   \n",
       "395  181865.0    ...      [{'credit_id': '52fe431fc3a36847f803c107', 'de...   \n",
       "396  117951.0    ...      [{'credit_id': '52fe4260c3a36847f80198c1', 'de...   \n",
       "397   98382.0    ...      [{'credit_id': '52fe4222c3a36847f8006965', 'de...   \n",
       "398   84827.0    ...      [{'credit_id': '52fe4217c3a36847f8003345', 'de...   \n",
       "399  111503.0    ...      [{'credit_id': '52fe461d9251416c91049963', 'de...   \n",
       "400  108399.0    ...      [{'credit_id': '52fe4237c3a36847f800cda7', 'de...   \n",
       "401  114746.0    ...      [{'credit_id': '52fe4212c3a36847f8001ac7', 'de...   \n",
       "402  217869.0    ...      [{'credit_id': '52fe4525c3a36847f80bf021', 'de...   \n",
       "403  105695.0    ...      [{'credit_id': '52fe4211c3a36847f8001437', 'de...   \n",
       "404   52357.0    ...      [{'credit_id': '52fe4242c3a36847f80103cf', 'de...   \n",
       "405  161081.0    ...      [{'credit_id': '52fe4363c3a36847f8050863', 'de...   \n",
       "406  207201.0    ...      [{'credit_id': '52fe43aac3a36847f806610f', 'de...   \n",
       "407  120890.0    ...      [{'credit_id': '52fe425ec3a36847f8018f27', 'de...   \n",
       "408  120891.0    ...      [{'credit_id': '52fe44adc3a36847f80a3bc7', 'de...   \n",
       "409   96446.0    ...      [{'credit_id': '52fe4281c3a36847f80241ed', 'de...   \n",
       "410   90329.0    ...      [{'credit_id': '52fe44e1c3a36847f80af7d5', 'de...   \n",
       "411  409459.0    ...      [{'credit_id': '52fe454a9251416c75051859', 'de...   \n",
       "412  295701.0    ...      [{'credit_id': '538d8c59c3a368714b004879', 'de...   \n",
       "413  120903.0    ...      [{'credit_id': '52fe45fe9251416c910457f7', 'de...   \n",
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       "\n",
       "      id_y     budget                                             genres  \\\n",
       "0     4951   16000000  [{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...   \n",
       "1       62   10500000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "2      150   12000000  [{'id': 53, 'name': 'Thriller'}, {'id': 28, 'n...   \n",
       "3     8224   40000000  [{'id': 53, 'name': 'Thriller'}, {'id': 80, 'n...   \n",
       "4    10131    7000000  [{'id': 27, 'name': 'Horror'}, {'id': 53, 'nam...   \n",
       "5     9772   85000000  [{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...   \n",
       "6      813    3500000                     [{'id': 35, 'name': 'Comedy'}]   \n",
       "7    10128   16000000  [{'id': 80, 'name': 'Crime'}, {'id': 878, 'nam...   \n",
       "8      679   18500000  [{'id': 27, 'name': 'Horror'}, {'id': 28, 'nam...   \n",
       "9      279   18000000  [{'id': 18, 'name': 'Drama'}, {'id': 36, 'name...   \n",
       "10     814   10000000  [{'id': 27, 'name': 'Horror'}, {'id': 35, 'nam...   \n",
       "11   13496   35000000  [{'id': 28, 'name': 'Action'}, {'id': 37, 'nam...   \n",
       "12    1359    7000000  [{'id': 53, 'name': 'Thriller'}, {'id': 18, 'n...   \n",
       "13    9989   30000000  [{'id': 28, 'name': 'Action'}, {'id': 80, 'nam...   \n",
       "14     816   16500000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "15   12309    6000000                     [{'id': 35, 'name': 'Comedy'}]   \n",
       "16    3175   11000000  [{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...   \n",
       "17   10782   50000000  [{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...   \n",
       "18     587   70000000  [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "19      78   28000000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "20   11622   35000000  [{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...   \n",
       "21     793    6000000  [{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...   \n",
       "22     197   72000000  [{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...   \n",
       "23     289     878000  [{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...   \n",
       "24    8358   90000000  [{'id': 12, 'name': 'Adventure'}, {'id': 18, '...   \n",
       "25    1410      60000  [{'id': 35, 'name': 'Comedy'}, {'id': 878, 'na...   \n",
       "26     141    6000000  [{'id': 14, 'name': 'Fantasy'}, {'id': 18, 'na...   \n",
       "27   10490   10000000                     [{'id': 35, 'name': 'Comedy'}]   \n",
       "28    3063          0                     [{'id': 35, 'name': 'Comedy'}]   \n",
       "29      38   20000000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "..     ...        ...                                                ...   \n",
       "382   9651   35000000  [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "383   9531   39000000  [{'id': 35, 'name': 'Comedy'}, {'id': 28, 'nam...   \n",
       "384   8536   54000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "385  11411   17000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "386   1924   55000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "388    976          0                      [{'id': 18, 'name': 'Drama'}]   \n",
       "389    636     777000  [{'id': 18, 'name': 'Drama'}, {'id': 9648, 'na...   \n",
       "390    597  200000000  [{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...   \n",
       "393  11969   25000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "394    862   30000000  [{'id': 16, 'name': 'Animation'}, {'id': 35, '...   \n",
       "395   1900   48000000  [{'id': 53, 'name': 'Thriller'}, {'id': 18, 'n...   \n",
       "396    627    4000000  [{'id': 18, 'name': 'Drama'}, {'id': 80, 'name...   \n",
       "397    172   30000000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "398     97   17000000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "399  36955  115000000  [{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...   \n",
       "400    319   12500000  [{'id': 28, 'name': 'Action'}, {'id': 53, 'nam...   \n",
       "401     63   29500000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "402   9741   75000000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "403     33   14000000                    [{'id': 37, 'name': 'Western'}]   \n",
       "404    426    2479000  [{'id': 9648, 'name': 'Mystery'}, {'id': 10749...   \n",
       "405   2655  100000000  [{'id': 18, 'name': 'Drama'}, {'id': 27, 'name...   \n",
       "406   3981   70000000  [{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...   \n",
       "407    617   20000000                   [{'id': 53, 'name': 'Thriller'}]   \n",
       "408   8487  170000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "409    847   35000000  [{'id': 12, 'name': 'Adventure'}, {'id': 18, '...   \n",
       "410   9281   12000000  [{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...   \n",
       "411  13183  130000000  [{'id': 28, 'name': 'Action'}, {'id': 9648, 'n...   \n",
       "412   7451   70000000  [{'id': 28, 'name': 'Action'}, {'id': 12, 'nam...   \n",
       "413  36657   75000000  [{'id': 12, 'name': 'Adventure'}, {'id': 28, '...   \n",
       "414   3034    2800000  [{'id': 35, 'name': 'Comedy'}, {'id': 878, 'na...   \n",
       "\n",
       "    popularity                               production_companies  \\\n",
       "0        12.07  [{'name': 'Mad Chance', 'id': 1757}, {'name': ...   \n",
       "1      22.4946  [{'name': 'Stanley Kubrick Productions', 'id':...   \n",
       "2      15.2971          [{'name': 'Paramount Pictures', 'id': 4}]   \n",
       "3      7.47372  [{'name': 'Columbia Pictures Corporation', 'id...   \n",
       "4      8.12032            [{'name': 'New Line Cinema', 'id': 12}]   \n",
       "5      12.1733  [{'name': 'Columbia Pictures Corporation', 'id...   \n",
       "6      13.0632          [{'name': 'Paramount Pictures', 'id': 4}]   \n",
       "7      15.1333  [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "8      21.7612  [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "9      12.6776             [{'name': 'Warner Bros.', 'id': 6194}]   \n",
       "10     13.3908  [{'name': 'Universal Pictures', 'id': 33}, {'n...   \n",
       "11     10.8554  [{'name': 'Morgan Creek Productions', 'id': 10...   \n",
       "12     13.6867  [{'name': 'Lions Gate Films', 'id': 35}, {'nam...   \n",
       "13     8.14217  [{'name': 'Industry Entertainment', 'id': 376}...   \n",
       "14     11.7492  [{'name': 'New Line Cinema', 'id': 12}, {'name...   \n",
       "15     5.51176  [{'name': 'Bachelor Party Productions', 'id': ...   \n",
       "16     14.0035  [{'name': 'Hawk Films', 'id': 88}, {'name': 'W...   \n",
       "17     14.3277  [{'name': 'Intermedia Films', 'id': 763}, {'na...   \n",
       "18       14.74  [{'name': 'Columbia Pictures', 'id': 5}, {'nam...   \n",
       "19     96.2724  [{'name': 'Shaw Brothers', 'id': 5798}, {'name...   \n",
       "20     8.35598  [{'name': 'New Line Cinema', 'id': 12}, {'name...   \n",
       "21     7.88225  [{'name': 'De Laurentiis Entertainment Group (...   \n",
       "22     20.7551  [{'name': 'Icon Entertainment International', ...   \n",
       "23     13.9161             [{'name': 'Warner Bros.', 'id': 6194}]   \n",
       "24     21.2963  [{'name': 'DreamWorks SKG', 'id': 27}, {'name'...   \n",
       "25     4.93392  [{'name': 'University of Southern California',...   \n",
       "26     18.3031  [{'name': 'Pandora Cinema', 'id': 185}, {'name...   \n",
       "27     6.39677  [{'name': 'New Line Cinema', 'id': 12}, {'name...   \n",
       "28     6.81996          [{'name': 'Paramount Pictures', 'id': 4}]   \n",
       "29     12.9063  [{'name': 'Anonymous Content', 'id': 10039}, {...   \n",
       "..         ...                                                ...   \n",
       "382    11.9327  [{'name': 'St. Michael Finance Limited', 'id':...   \n",
       "383    9.61464  [{'name': 'Warner Bros.', 'id': 6194}, {'name'...   \n",
       "384    10.3016  [{'name': 'Warner Bros.', 'id': 6194}, {'name'...   \n",
       "385    7.99068  [{'name': 'Cannon Films', 'id': 4110}, {'name'...   \n",
       "386    15.4601  [{'name': 'Warner Bros.', 'id': 6194}, {'name'...   \n",
       "388    5.19622  [{'name': 'Hecht-Hill-Lancaster Productions', ...   \n",
       "389    8.15209  [{'name': 'American Zoetrope', 'id': 70}, {'na...   \n",
       "390    26.8891  [{'name': 'Paramount Pictures', 'id': 4}, {'na...   \n",
       "393    11.3382  [{'name': 'Hollywood Pictures', 'id': 915}, {'...   \n",
       "394    21.9469     [{'name': 'Pixar Animation Studios', 'id': 3}]   \n",
       "395    8.33822  [{'name': 'USA Films', 'id': 987}, {'name': 'I...   \n",
       "396    19.3485  [{'name': 'Miramax Films', 'id': 14}, {'name':...   \n",
       "397     12.308          [{'name': 'Paramount Pictures', 'id': 4}]   \n",
       "398     16.574  [{'name': 'Walt Disney Pictures', 'id': 2}, {'...   \n",
       "399    11.3961  [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "400    17.1893  [{'name': 'Davis-Films', 'id': 342}, {'name': ...   \n",
       "401    12.2973  [{'name': 'Universal Pictures', 'id': 33}, {'n...   \n",
       "402    14.6785  [{'name': 'Limited Edition Productions Inc.', ...   \n",
       "403    10.9421  [{'name': 'Malpaso Productions', 'id': 171}, {...   \n",
       "404    18.2082  [{'name': 'Paramount Pictures', 'id': 4}, {'na...   \n",
       "405     9.5005  [{'name': 'DreamWorks SKG', 'id': 27}, {'name'...   \n",
       "406    9.96308  [{'name': 'Paramount Pictures', 'id': 4}, {'na...   \n",
       "407    13.9246   [{'name': 'Mandalay Entertainment', 'id': 1236}]   \n",
       "408     9.8876  [{'name': 'Todman, Simon, LeMasters Production...   \n",
       "409    9.91831  [{'name': 'Lucasfilm', 'id': 1}, {'name': 'Met...   \n",
       "410     10.312          [{'name': 'Paramount Pictures', 'id': 4}]   \n",
       "411    16.5515  [{'name': 'Paramount Pictures', 'id': 4}, {'na...   \n",
       "412    12.7224  [{'name': 'Columbia Pictures', 'id': 5}, {'nam...   \n",
       "413   0.954467  [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "414    9.33932  [{'name': 'Twentieth Century Fox Film Corporat...   \n",
       "\n",
       "          revenue                                          title vote_count  \\\n",
       "0    5.347817e+07                     10 Things I Hate About You     1768.0   \n",
       "1    6.870000e+07                          2001: A Space Odyssey     3075.0   \n",
       "2    7.886851e+07                                        48 Hrs.      364.0   \n",
       "3    9.661870e+07                                            8MM      479.0   \n",
       "4    7.250000e+07  A Nightmare on Elm Street 4: The Dream Master      287.0   \n",
       "5    3.151564e+08                                  Air Force One      859.0   \n",
       "6    8.345354e+07                                      Airplane!     1104.0   \n",
       "7    3.215505e+07                                   Alien Nation       81.0   \n",
       "8    1.833165e+08                                         Aliens     3282.0   \n",
       "9    5.197303e+07                                        Amadeus     1107.0   \n",
       "10   3.197325e+07                 An American Werewolf in London      571.0   \n",
       "11   1.367891e+07                               American Outlaws       56.0   \n",
       "12   3.426656e+07                                American Psycho     2128.0   \n",
       "13   1.819561e+07                                      Antitrust      156.0   \n",
       "14   6.768399e+07    Austin Powers: International Man of Mystery     1033.0   \n",
       "15   3.843595e+07                                 Bachelor Party      156.0   \n",
       "16   2.000000e+07                                   Barry Lyndon      521.0   \n",
       "17   4.279256e+07                                          Basic      290.0   \n",
       "18   1.229191e+08                                       Big Fish     2064.0   \n",
       "19   3.313962e+07                                   Blade Runner     3833.0   \n",
       "20   4.026302e+07                            Blast from the Past      247.0   \n",
       "21   8.551228e+06                                    Blue Velvet      758.0   \n",
       "22   2.100000e+08                                     Braveheart     3404.0   \n",
       "23   1.046250e+07                                     Casablanca     1462.0   \n",
       "24   4.296321e+08                                      Cast Away     3304.0   \n",
       "25   0.000000e+00                                      Dark Star      120.0   \n",
       "26   1.270522e+06                                   Donnie Darko     3574.0   \n",
       "27   1.057141e+07                             Drop Dead Gorgeous       88.0   \n",
       "28   0.000000e+00                                      Duck Soup      170.0   \n",
       "29   7.225813e+07          Eternal Sunshine of the Spotless Mind     3758.0   \n",
       "..            ...                                            ...        ...   \n",
       "382  1.429644e+07                                      Supergirl      108.0   \n",
       "383  7.585062e+07                                   Superman III      500.0   \n",
       "384  1.904587e+08                                    Superman II      642.0   \n",
       "385  1.930000e+07               Superman IV: The Quest for Peace      327.0   \n",
       "386  3.002180e+08                                       Superman     1042.0   \n",
       "388  0.000000e+00                         Sweet Smell of Success      108.0   \n",
       "389  2.437000e+06                                       THX 1138      265.0   \n",
       "390  1.845034e+09                                        Titanic     7770.0   \n",
       "393  5.650506e+07                                      Tombstone      632.0   \n",
       "394  3.735540e+08                                      Toy Story     5415.0   \n",
       "395  2.075157e+08                                        Traffic      573.0   \n",
       "396  1.649108e+07                                  Trainspotting     2737.0   \n",
       "397  7.020000e+07                Star Trek V: The Final Frontier      384.0   \n",
       "398  3.300000e+07                                           Tron      717.0   \n",
       "399  3.788824e+08                                      True Lies     1138.0   \n",
       "400  1.228155e+07                                   True Romance      762.0   \n",
       "401  1.688400e+08                                 Twelve Monkeys     2470.0   \n",
       "402  2.481181e+08                                    Unbreakable     1994.0   \n",
       "403  1.591574e+08                                     Unforgiven     1133.0   \n",
       "404  2.800000e+07                                        Vertigo     1162.0   \n",
       "405  1.554644e+08                              What Lies Beneath      504.0   \n",
       "406  3.741117e+08                                What Women Want     1021.0   \n",
       "407  6.720000e+07                                    Wild Things      454.0   \n",
       "408  2.221047e+08                                 Wild Wild West     1042.0   \n",
       "409  5.726986e+07                                         Willow      484.0   \n",
       "410  6.870699e+07                                        Witness      390.0   \n",
       "411  1.852590e+08                                       Watchmen     2892.0   \n",
       "412  2.774484e+08                                            xXx     1454.0   \n",
       "413  2.963395e+08                                          X-Men     4172.0   \n",
       "414  8.627333e+07                             Young Frankenstein      880.0   \n",
       "\n",
       "           ROI  \n",
       "0     3.342385  \n",
       "1     6.542857  \n",
       "2     6.572376  \n",
       "3     2.415467  \n",
       "4    10.357143  \n",
       "5     3.707722  \n",
       "6    23.843868  \n",
       "7     2.009690  \n",
       "8     9.908998  \n",
       "9     2.887390  \n",
       "10    3.197325  \n",
       "11    0.390826  \n",
       "12    4.895223  \n",
       "13    0.606520  \n",
       "14    4.102060  \n",
       "15    6.405991  \n",
       "16    1.818182  \n",
       "17    0.855851  \n",
       "18    1.755986  \n",
       "19    1.183558  \n",
       "20    1.150372  \n",
       "21    1.425205  \n",
       "22    2.916667  \n",
       "23   11.916287  \n",
       "24    4.773690  \n",
       "25    0.000000  \n",
       "26    0.211754  \n",
       "27    1.057141  \n",
       "28    0.000000  \n",
       "29    3.612906  \n",
       "..         ...  \n",
       "382   0.408470  \n",
       "383   1.944888  \n",
       "384   3.527013  \n",
       "385   1.135294  \n",
       "386   5.458509  \n",
       "388   0.000000  \n",
       "389   3.136422  \n",
       "390   9.225171  \n",
       "393   2.260203  \n",
       "394  12.451801  \n",
       "395   4.323244  \n",
       "396   4.122770  \n",
       "397   2.340000  \n",
       "398   1.941176  \n",
       "399   3.294630  \n",
       "400   0.982524  \n",
       "401   5.723390  \n",
       "402   3.308242  \n",
       "403  11.368389  \n",
       "404  11.294877  \n",
       "405   1.554644  \n",
       "406   5.344453  \n",
       "407   3.360000  \n",
       "408   1.306498  \n",
       "409   1.636282  \n",
       "410   5.725583  \n",
       "411   1.425069  \n",
       "412   3.963548  \n",
       "413   3.951194  \n",
       "414  30.811905  \n",
       "\n",
       "[324 rows x 21 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    324.000000\n",
       "mean       1.984568\n",
       "std        1.074504\n",
       "min        0.000000\n",
       "25%        1.000000\n",
       "50%        2.000000\n",
       "75%        3.000000\n",
       "max        3.000000\n",
       "Name: rating, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.rating.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ba_3 = final_df[final_df.rating == 3]\n",
    "ba_2 = final_df[final_df.rating == 2]\n",
    "ba_1 = final_df[final_df.rating == 1]\n",
    "ba_0 = final_df[final_df.rating == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(31, 21) (96, 21) (44, 21) (153, 21)\n"
     ]
    }
   ],
   "source": [
    "print(ba_0.shape, ba_1.shape, ba_2.shape, ba_3.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df.to_csv(\"FINAL_DATASET.csv\", index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parsing the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"FINAL_DATASET.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(324, 21)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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>Movie_Number</th>\n",
       "      <th>Movie_Name</th>\n",
       "      <th>Year_of_Release</th>\n",
       "      <th>IMDB_Rating</th>\n",
       "      <th>Number_of_Votes</th>\n",
       "      <th>Genres</th>\n",
       "      <th>rating</th>\n",
       "      <th>year</th>\n",
       "      <th>id_x</th>\n",
       "      <th>imdbid</th>\n",
       "      <th>...</th>\n",
       "      <th>crew</th>\n",
       "      <th>id_y</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>revenue</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>m0</td>\n",
       "      <td>10 things i hate about you</td>\n",
       "      <td>1999</td>\n",
       "      <td>6.9</td>\n",
       "      <td>62847</td>\n",
       "      <td>['comedy', 'romance']</td>\n",
       "      <td>3</td>\n",
       "      <td>1999</td>\n",
       "      <td>374</td>\n",
       "      <td>147800.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe43e6c3a36847f807731d', 'de...</td>\n",
       "      <td>4951</td>\n",
       "      <td>16000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...</td>\n",
       "      <td>12.069966</td>\n",
       "      <td>[{'name': 'Mad Chance', 'id': 1757}, {'name': ...</td>\n",
       "      <td>53478166.0</td>\n",
       "      <td>10 Things I Hate About You</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>3.342385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>m3</td>\n",
       "      <td>2001: a space odyssey</td>\n",
       "      <td>1968</td>\n",
       "      <td>8.4</td>\n",
       "      <td>163227</td>\n",
       "      <td>['adventure', 'mystery', 'sci-fi']</td>\n",
       "      <td>0</td>\n",
       "      <td>1968</td>\n",
       "      <td>919</td>\n",
       "      <td>62622.0</td>\n",
       "      <td>...</td>\n",
       "      <td>[{'credit_id': '52fe4212c3a36847f8001a0b', 'de...</td>\n",
       "      <td>62</td>\n",
       "      <td>10500000</td>\n",
       "      <td>[{'id': 878, 'name': 'Science Fiction'}, {'id'...</td>\n",
       "      <td>22.494622</td>\n",
       "      <td>[{'name': 'Stanley Kubrick Productions', 'id':...</td>\n",
       "      <td>68700000.0</td>\n",
       "      <td>2001: A Space Odyssey</td>\n",
       "      <td>3075.0</td>\n",
       "      <td>6.542857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Movie_Number                  Movie_Name Year_of_Release  IMDB_Rating  \\\n",
       "0           m0  10 things i hate about you            1999          6.9   \n",
       "1           m3       2001: a space odyssey            1968          8.4   \n",
       "\n",
       "   Number_of_Votes                              Genres  rating  year  id_x  \\\n",
       "0            62847               ['comedy', 'romance']       3  1999   374   \n",
       "1           163227  ['adventure', 'mystery', 'sci-fi']       0  1968   919   \n",
       "\n",
       "     imdbid    ...                                                  crew  \\\n",
       "0  147800.0    ...     [{'credit_id': '52fe43e6c3a36847f807731d', 'de...   \n",
       "1   62622.0    ...     [{'credit_id': '52fe4212c3a36847f8001a0b', 'de...   \n",
       "\n",
       "   id_y    budget                                             genres  \\\n",
       "0  4951  16000000  [{'id': 35, 'name': 'Comedy'}, {'id': 10749, '...   \n",
       "1    62  10500000  [{'id': 878, 'name': 'Science Fiction'}, {'id'...   \n",
       "\n",
       "  popularity                               production_companies     revenue  \\\n",
       "0  12.069966  [{'name': 'Mad Chance', 'id': 1757}, {'name': ...  53478166.0   \n",
       "1  22.494622  [{'name': 'Stanley Kubrick Productions', 'id':...  68700000.0   \n",
       "\n",
       "                        title vote_count       ROI  \n",
       "0  10 Things I Hate About You     1768.0  3.342385  \n",
       "1       2001: A Space Odyssey     3075.0  6.542857  \n",
       "\n",
       "[2 rows x 21 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "crew_df = pd.DataFrame(columns = ['Movie_Number', 'Movie_Name', 'Crew_Name', 'Job', 'Gender'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "37 10 things i hate about you\n",
      "0 Charles Graffeo Set Decoration 2\n",
      "1 William Shakespeare Theatre Play 2\n",
      "2 Mark Irwin Director of Photography 2\n",
      "3 O. Nicholas Brown Editor 2\n",
      "4 Kimberly A. Tillman Costume Design 1\n",
      "5 Richard Gibbs Original Music Composer 2\n",
      "6 Andrew Lazar Producer 2\n",
      "7 Carol Winstead Wood Production Design 1\n",
      "8 Gil Junger Director 2\n",
      "9 Karen McCullah Lutz Writer 1\n",
      "10 Kirsten Smith Writer 1\n",
      "11 Seth Jaret Executive Producer 2\n",
      "12 Jeffrey Chernov Executive Producer 2\n",
      "13 Greg Silverman Associate Producer 2\n",
      "14 Gilbert Wong Art Direction 0\n",
      "15 Marcia Ross Casting 1\n",
      "16 Gail Goldberg Casting 1\n",
      "17 Ralph Sall Executive Music Producer 2\n",
      "18 Mel Metcalfe Sound Re-Recording Mixer 0\n",
      "19 Terry Porter Sound Re-Recording Mixer 0\n",
      "20 Albert Gasser Dialogue Editor 0\n",
      "21 Dean A. Zupancic Sound Re-Recording Mixer 2\n",
      "22 Ross Fanger Unit Production Manager 2\n",
      "23 Donna Morong Casting 1\n",
      "24 K.C. Colwell Assistant Director 0\n",
      "25 Robin Buerki Camera Operator 0\n",
      "26 Robin Buerki Steadycam 0\n",
      "27 Donald J. Malouf Supervising Sound Effects Editor 2\n",
      "28 Nancy Karlin Script Supervisor 1\n",
      "29 Jody Hedien Co-Producer 0\n",
      "30 \"Martin Vinnie Hagood\" Makeup Artist 0\n",
      "31 Pauletta O. Lewis Key Hair Stylist 1\n",
      "32 Alexandria Forster Costume Supervisor 0\n",
      "33 Gary Katsuya Ushino First Assistant Camera 2\n",
      "34 Marguerite Pomerhn Derricks Choreographer 0\n",
      "35 Ben Scott Stunt Coordinator 1\n",
      "36 David Schneider Boom Operator 0\n",
      "19 2001: a space odyssey\n",
      "37 Stanley Kubrick Screenplay 2\n",
      "38 Stanley Kubrick Director 2\n",
      "39 Stanley Kubrick Producer 2\n",
      "40 Geoffrey Unsworth Director of Photography 2\n",
      "41 Ray Lovejoy Editor 2\n",
      "42 H.L. Bird Sound mixer 0\n",
      "43 Winston Ryder Sound Editor 0\n",
      "44 Arthur C. Clarke Screenplay 2\n",
      "45 Arthur C. Clarke Novel 2\n",
      "46 Victor Lyndon Producer 0\n",
      "47 James Liggat Casting 2\n",
      "48 Brian Johnson Special Effects 0\n",
      "49 Anthony Masters Production Design 2\n",
      "50 Les Bowie Special Effects 0\n",
      "51 Robert Cartwright Set Decoration 0\n",
      "52 John Hoesli Art Direction 2\n",
      "53 Ernest Archer Production Design 2\n",
      "54 Harry Lange Production Design 0\n",
      "55 Dick Frift Construction Coordinator 0\n",
      "15 48 hrs.\n",
      "56 Billy Weber Editor 2\n",
      "57 Joel Silver Producer 2\n",
      "58 Lawrence Gordon Producer 2\n",
      "59 John Vallone Production Design 2\n",
      "60 Walter Hill Director 2\n",
      "61 Walter Hill Author 2\n",
      "62 Roger Spottiswoode Author 2\n",
      "63 Larry Gross Author 2\n",
      "64 Steven E. de Souza Author 2\n",
      "65 Ric Waite Director of Photography 2\n",
      "66 James Horner Original Music Composer 2\n",
      "67 Judith Holstra Casting 1\n",
      "68 Freeman A. Davies Editor 2\n",
      "69 Mark Warner Editor 2\n",
      "70 Jeb Stuart Screenplay 2\n",
      "77 8mm\n",
      "71 Joel Schumacher Director 2\n",
      "72 Andrew Kevin Walker Screenplay 2\n",
      "73 Joel Schumacher Producer 2\n",
      "74 Judy Hofflund Producer 1\n",
      "75 Gavin Polone Producer 2\n",
      "76 Mychael Danna Original Music Composer 2\n",
      "77 Robert Elswit Director of Photography 2\n",
      "78 Mark Stevens Editor 2\n",
      "79 Mali Finn Casting 1\n",
      "80 Gary Wissner Production Design 2\n",
      "81 Gershon Ginsburg Art Direction 0\n",
      "82 Joseph M. Caracciolo Executive Producer 2\n",
      "83 Jeff Levine Co-Producer 2\n",
      "84 Gary Fettis Set Decoration 2\n",
      "85 Mona May Costume Design 1\n",
      "86 Sarah Bullion Art Department Assistant 0\n",
      "87 Tambre Hemstreet Art Department Coordinator 0\n",
      "88 Jason Weil Assistant Art Director 0\n",
      "89 Ron Petagna Construction Coordinator 2\n",
      "90 Philip Canfield Leadman 0\n",
      "91 Felipe Sanchez Costume Illustrator 0\n",
      "92 Colin De Rouin Set Designer 0\n",
      "93 Angelo Di Giacomo First Assistant Camera 0\n",
      "94 Ben Beaird Key Grip 0\n",
      "95 Nick Beaird Grip 0\n",
      "96 Rick Raphael Steadicam Operator 0\n",
      "97 Michael Ginsburg Still Photographer 0\n",
      "98 Ira M. Hammons-Glass Costume Supervisor 0\n",
      "99 Joseph Coscia Hairstylist 0\n",
      "100 Linda Grimes Makeup Artist 0\n",
      "101 Alan Martin Key Set Costumer 0\n",
      "102 Kevin Ritter Set Costumer 0\n",
      "103 Mychael Bates Set Dressing Artist 2\n",
      "104 Younes Megri Additional Music 0\n",
      "105 Nancy Mott Craft Service 0\n",
      "106 Gina August Driver 1\n",
      "107 Michael Boonstra Production Office Coordinator 0\n",
      "108 Walter Zieska Propmaker 0\n",
      "109 Thomas Saccio Property Master 2\n",
      "110 Eli Richbourg Second Unit Cinematographer 0\n",
      "111 Kim Maitland Sound Recordist 0\n",
      "112 Al Griswold Special Effects Coordinator 0\n",
      "113 Marco Kyris Stand In 0\n",
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      "87 hellbound: hellraiser ii\n",
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      "111 hellboy\n",
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      "2102 Joseph Carson Visual Effects Editor 2\n",
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      "71 hellraiser\n",
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      "2131 Christopher Figg Producer 2\n",
      "2132 David Saunders Executive Producer 2\n",
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      "2134 Richard Marden Editor 2\n",
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      "2139 Michael Buchanan Production Design 2\n",
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      "14 high fidelity\n",
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      "19 his girl friday\n",
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      "88 house of 1000 corpses\n",
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      "63 independence day\n",
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      "46 indiana jones and the last crusade\n",
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      "46 intolerable cruelty\n",
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      "10 kids\n",
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      "156 minority report\n",
      "3040 Steven Spielberg Director 2\n",
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      "3080 Nancy A. King Art Department Coordinator 0\n",
      "3081 Jeffrey Mossa Assistant Art Director 0\n",
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      "3174 Danny Andres Grip 0\n",
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      "3176 Beth Koenigsberg Costume Coordinator 0\n",
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      "17 malcolm x\n",
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      "3201 Barry Alexander Brown Editor 2\n",
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      "3207 Wynn Thomas Production Design 0\n",
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      "22 marty\n",
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      "15 meet john doe\n",
      "3235 Frank Capra Director 0\n",
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      "34 metropolis\n",
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      "3253 Fritz Lang Editor 2\n",
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      "31 monkeybone\n",
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      "30 mr. smith goes to washington\n",
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      "13 mystery men\n",
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      "3372 Stephen H. Burum Director of Photography 2\n",
      "3373 Stephen Warbeck Original Music Composer 2\n",
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      "8 next friday\n",
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      "10 nick of time\n",
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      "3407 Anne H. Ahrens Set Decoration 1\n",
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      "41 no country for old men\n",
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      "33 o brother, where art thou?\n",
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      "16 an officer and a gentleman\n",
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      "67 panic room\n",
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      "4043 Jack Sher Producer 2\n",
      "4044 Howard Zieff Director 2\n",
      "4045 Monty Westmore Makeup Artist 2\n",
      "4046 Tom McIntosh Music 0\n",
      "4047 Dorothy Byrne Hairstylist 1\n",
      "4048 Les Sheldon Assistant Director 0\n",
      "4049 Harry Gordon Set Decoration 0\n",
      "55 solaris\n",
      "4050 Debra Zane Casting 1\n",
      "4051 Cliff Martinez Original Music Composer 0\n",
      "4052 Terri Taylor Casting Associate 1\n",
      "4053 Steven Soderbergh Screenplay 2\n",
      "4054 Steven Soderbergh Director 2\n",
      "4055 Steven Soderbergh Director of Photography 2\n",
      "4056 Steven Soderbergh Editor 2\n",
      "4057 Philip Messina Production Design 2\n",
      "4058 James Cameron Producer 2\n",
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      "4061 Jon Landau Producer 2\n",
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      "126 spider-man\n",
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      "16 stalag 17\n",
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      "12 star trek iii: the search for spock\n",
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      "4258 Stuart Jensen Casting 0\n",
      "20 star trek: insurrection\n",
      "4259 John M. Dwyer Set Decoration 2\n",
      "4260 Jerry Goldsmith Original Music Composer 2\n",
      "4261 Peter E. Berger Editor 2\n",
      "4262 Herman F. Zimmerman Production Design 2\n",
      "4263 Rick Berman Producer 2\n",
      "4264 Peter Lauritson Producer 2\n",
      "4265 Patrick Stewart Producer 2\n",
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      "18 star trek: first contact\n",
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      "4282 Peter Lauritson Producer 2\n",
      "4283 Matthew F. Leonetti Director of Photography 2\n",
      "4284 Jerry Goldsmith Original Music Composer 2\n",
      "4285 Herman F. Zimmerman Production Design 2\n",
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      "14 star trek vi: the undiscovered country\n",
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      "19 star trek: nemesis\n",
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      "4319 John M. Dwyer Set Decoration 2\n",
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      "4321 Bob Ringwood Costume Design 2\n",
      "4322 Jerry Goldsmith Original Music Composer 2\n",
      "4323 Herman F. Zimmerman Production Design 2\n",
      "4324 Junie Lowry-Johnson Casting 1\n",
      "4325 Amanda Mackey Casting 1\n",
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      "4328 Robert Blackman Costume Design 0\n",
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      "34 starman\n",
      "4330 John Carpenter Director 2\n",
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      "4355 Steve Maslow Sound Re-Recording Mixer 2\n",
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      "14 swingers\n",
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      "46 taxi driver\n",
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      "4465 Ralph Osborn Dialogue Editor 0\n",
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      "4476 Barbara Issak Dialogue Editor 0\n",
      "38 top gun\n",
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      "24 total recall\n",
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      "127 twin peaks: fire walk with me\n",
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      "5008 James Pilcher Sound mixer 0\n",
      "5009 Dan Sable Sound Editor 0\n",
      "5010 William S. Scharf Sound Editor 2\n",
      "5011 Brian Hamill Still Photographer 2\n",
      "5012 Fred Schuler Camera Operator 2\n",
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      "5014 Robert Ward Grip 2\n",
      "5015 Steve Johnson Color Timer 0\n",
      "5016 Artie Butler Music 0\n",
      "5017 Marcel Ophüls Thanks 0\n",
      "5018 Kay Chapin Script Supervisor 1\n",
      "5019 Martin Danzig Location Manager 2\n",
      "5020 Daisy Gerber Location Manager 0\n",
      "5021 Lois Kramer Hartwick Production Office Coordinator 0\n",
      "5022 Chris Newman Production Sound Mixer 2\n",
      "5023 George Newman Costume Supervisor 0\n",
      "5024 Marilyn Putnam Costume Supervisor 0\n",
      "5025 James Sabat Sound Mixer 2\n",
      "66 antz\n",
      "5026 Ted Elliott Creative Consultant 2\n",
      "5027 Hans Zimmer Executive Music Producer 2\n",
      "5028 Michael Kahn Thanks 2\n",
      "5029 Richard L. Anderson Supervising Sound Editor 0\n",
      "5030 Chris Weitz Screenplay 0\n",
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      "5033 Harry Gregson-Williams Original Music Composer 2\n",
      "5034 John Powell Original Music Composer 2\n",
      "5035 Aron Warner Producer 0\n",
      "5036 Penney Finkelman Cox Executive Producer 1\n",
      "5037 Sandra Rabins Executive Producer 1\n",
      "5038 Jane Hartwell Production Manager 0\n",
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      "5043 Brad Lewis Producer 2\n",
      "5044 Tim Johnson Director 2\n",
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      "5084 Jennifer Dahlman Production Coordinator 0\n",
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      "5087 Marcy Dicterow-Vaj Orchestrator 0\n",
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      "5089 Nick Foster Visual Effects 0\n",
      "5090 Jennifer Freeman Visual Effects Coordinator 0\n",
      "5091 George Bruder Supervising Technical Director 0\n",
      "49 apocalypse now\n",
      "5092 Francis Ford Coppola Director 2\n",
      "5093 John Milius Screenplay 2\n",
      "5094 Francis Ford Coppola Screenplay 2\n",
      "5095 Francis Ford Coppola Producer 2\n",
      "5096 Gray Frederickson Producer 2\n",
      "5097 Fred Roos Producer 2\n",
      "5098 Tom Sternberg Producer 2\n",
      "5099 John Ashley Producer 2\n",
      "5100 Eddie Romero Producer 2\n",
      "5101 Mona Skager Producer 0\n",
      "5102 Carmine Coppola Original Music Composer 2\n",
      "5103 Vittorio Storaro Director of Photography 2\n",
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      "5106 Walter Murch Editor 2\n",
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      "5108 Vic Ramos Casting 2\n",
      "5109 Dean Tavoularis Production Design 2\n",
      "5110 Angelo P. Graham Art Direction 2\n",
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      "5113 Jack H. Young Makeup Artist 0\n",
      "5114 Leon Chooluck Production Manager 2\n",
      "5115 Barrie M. Osborne Production Manager 2\n",
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      "5123 Larry J. Franco Assistant Director 2\n",
      "5124 Terry Leonard Stunt Coordinator 0\n",
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      "5126 Efren Lapid First Assistant Camera 0\n",
      "5127 Tony Brandt Assistant Director 0\n",
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      "5138 Mark Berger Sound Re-Recording Mixer 0\n",
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      "5140 Leslie Hodgson Sound Editor 0\n",
      "35 as good as it gets\n",
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      "5149 Ken Fritz Stunts Coordinator 0\n",
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      "5169 Gena Bleier Assistant Editor 1\n",
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      "5173 Mark Andrus Story 2\n",
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      "71 assassins\n",
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      "5182 Richard Marks Editor 2\n",
      "5183 Richard Donner Producer 2\n",
      "5184 Bruce A. Evans Producer 2\n",
      "5185 Raynold Gideon Producer 2\n",
      "5186 Andrew Lazar Producer 2\n",
      "5187 Lauren Shuler Donner Executive Producer 1\n",
      "5188 Joel Silver Producer 2\n",
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      "5190 Dino De Laurentiis Executive Producer 2\n",
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      "5194 Nathan Crowley Art Direction 2\n",
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      "5197 Lisa Dean Set Decoration 0\n",
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      "5199 Cha Blevins Costume Supervisor 0\n",
      "5200 Daniel T. Dorrance Supervising Art Director 2\n",
      "5201 Scott Eddo Makeup Artist 2\n",
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      "5224 Jeffrey J. Haboush Sound Re-Recording Mixer 0\n",
      "5225 John T. Reitz Sound Re-Recording Mixer 0\n",
      "5226 Gregg Rudloff Sound Re-Recording Mixer 2\n",
      "5227 Greg P. Russell Sound Re-Recording Mixer 0\n",
      "5228 Dick Hancock Stunt Coordinator 2\n",
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      "14 a walk to remember\n",
      "5247 Denise Di Novi Producer 1\n",
      "5248 Edward McDonnell Executive Producer 2\n",
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     ]
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      "5256 Casey La Scala Executive Producer 0\n",
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      "40 back to the future\n",
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      "5263 Neil Canton Producer 2\n",
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      "13 badlands\n",
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      "20 basic instinct\n",
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      "27 basquiat\n",
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      "16 batman returns\n",
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      "99 batman forever\n",
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      "12 batman\n",
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      "147 blade\n",
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      "5806 William Plant Visual Effects Supervisor 0\n",
      "5807 \"Kevin ONeill\" Visual Effects Supervisor 2\n",
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      "39 blow\n",
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      "30 la battaglia di algeri\n",
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      "30 body of evidence\n",
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      "72 final destination\n",
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      "8374 Per Hallberg Supervising Sound Editor 0\n",
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      "8377 Thomas Harris Novel 2\n",
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      "8379 Norris Spencer Production Design 2\n",
      "8380 Alexander Witt Second Unit Cinematographer 2\n",
      "8381 Martha De Laurentiis Producer 1\n",
      "8382 Paul Massey Sound Re-Recording Mixer 0\n",
      "8383 Marc Streitenfeld Music Editor 2\n",
      "8384 Halina Gebarowicz Assistant Art Director 1\n",
      "8385 David Crank Art Direction 2\n",
      "8386 Doug Huszti Assistant Art Director 2\n",
      "8387 Luca Kouimelis Script Supervisor 1\n",
      "8388 Dan Bronson Costume Supervisor 0\n",
      "8389 Klemens Becker Steadicam Operator 2\n",
      "8390 \"Dan OConnell\" Foley 0\n",
      "8391 Jon Title Sound Effects Editor 0\n",
      "8392 John T. Cucci Foley 0\n",
      "8393 Doug Hemphill Sound Re-Recording Mixer 2\n",
      "8394 Phil Neilson Stunt Coordinator 0\n",
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      "8396 Chisako Yokoyama First Assistant Editor 0\n",
      "8397 Lauren Stephens Dialogue Editor 0\n",
      "8398 Marci R. Johnson Set Costumer 0\n",
      "8399 Michelle Pazer ADR & Dubbing 0\n",
      "8400 \"Bill OLeary\" Gaffer 0\n",
      "8401 Fabrizio Sforza Makeup Department Head 0\n",
      "8402 Karen Baker Landers Supervising Sound Editor 0\n",
      "8403 Tim Burke Visual Effects Supervisor 0\n",
      "8404 Rob Harris Unit Publicist 0\n",
      "8405 Chris Hogan Dialogue Editor 2\n",
      "8406 Jessica Gallavan ADR & Dubbing 0\n",
      "8407 Dan Hegeman Sound Effects Editor 0\n",
      "8408 David A. Cohen Dialogue Editor 0\n",
      "8409 Scott Sanders Sound Effects Editor 2\n",
      "8410 Laurent Hugueniot CG Supervisor 0\n",
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      "8413 Barbara De Leonardis Hairstylist 0\n",
      "8414 Susan Maye Art Department Coordinator 0\n",
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      "8421 Linda M. Boyland Set Costumer 0\n",
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      "11 heathers\n",
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      "8428 Francis Kenny Director of Photography 2\n",
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      "8431 Sally Dennison Casting 0\n",
      "8432 Julie Selzer Casting 0\n",
      "8433 Jon Hutman Production Design 2\n",
      "8434 Kara Lindstrom Art Direction 1\n",
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      "10 heavenly creatures\n",
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      "8439 Peter Dasent Original Music Composer 2\n",
      "8440 Alun Bollinger Director of Photography 0\n",
      "8441 Jamie Selkirk Editor 2\n",
      "8442 Peter Jackson Director 2\n",
      "8443 Bridget Bourke Line Producer 0\n",
      "8444 Hanno Huth Executive Producer 2\n",
      "8445 Peter Jackson Co-Producer 2\n",
      "7 hero\n",
      "8446 Laura Ziskin Producer 1\n",
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      "8448 Stephen Frears Director 0\n",
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      "8450 David Webb Peoples Screenplay 2\n",
      "8451 Mick Audsley Editor 2\n",
      "8452 Oliver Stapleton Director of Photography 2\n",
      "2 house on haunted hill\n",
      "8453 William Castle Director 2\n",
      "8454 Robb White Screenplay 0\n",
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      "8455 Anthony Hickox Director 2\n",
      "8456 Peter Atkins Screenplay 2\n",
      "8457 Clive Barker Executive Producer 2\n",
      "8458 Lawrence Mortorff Producer 2\n",
      "8459 Randy Miller Original Music Composer 2\n",
      "8460 Gerry Lively Director of Photography 2\n",
      "8461 James D.R. Hickox Editor 2\n",
      "8462 Clive Barker Characters 2\n",
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      "8464 Tony Randel Story 2\n",
      "8465 Steve Hardie Production Design 2\n",
      "8466 Tim Eckel Art Direction 2\n",
      "8467 Geno Havens Casting 2\n",
      "8468 Leonard Finger Casting 2\n",
      "8469 Leonard Pollack Costume Design 0\n",
      "8470 Bob Keen Special Effects Coordinator 2\n",
      "8471 Olive McQueen Associate Producer 0\n",
      "8472 Christopher Cibelli Supervising Film Editor 2\n",
      "8473 Christopher Figg Co-Producer 2\n",
      "12 hudson hawk\n",
      "8474 Chris Lebenzon Editor 2\n",
      "8475 Suzanne Todd Producer 1\n",
      "8476 Michael Tronick Editor 2\n",
      "8477 Joel Silver Producer 2\n",
      "8478 Steven E. de Souza Screenplay 2\n",
      "8479 Daniel Waters Screenplay 2\n",
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      "8481 Michael Kamen Original Music Composer 2\n",
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      "16 i walked with a zombie\n",
      "8486 Roy Webb Original Music Composer 2\n",
      "8487 \"Albert S. DAgostino\" Art Direction 2\n",
      "8488 Curt Siodmak Screenplay 2\n",
      "8489 Darrell Silvera Set Decoration 2\n",
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      "8495 Ardel Wray Screenplay 1\n",
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      "8498 C. Bakaleinikoff Music Director 2\n",
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      "20 insomnia\n",
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      "8507 Erik Skjoldbjærg Director 2\n",
      "8508 Nikolaj Frobenius Screenplay 0\n",
      "8509 Tom Remlov Producer 0\n",
      "8510 Geir Jenssen Original Music Composer 0\n",
      "8511 Erling Thurmann-Andersen Director of Photography 0\n",
      "8512 Eli Bø Production Design 0\n",
      "8513 Runa Fønne Costume Design 0\n",
      "8514 Pål Morten Hverven Special Effects 0\n",
      "8515 Dag Eliassen Stunts 0\n",
      "8516 Hugo Ekornes ADR & Dubbing 0\n",
      "8517 Randall Meyers Sound Designer 0\n",
      "8518 Erik S. Watland Foley 0\n",
      "8519 Petter Fladeby Sound Re-Recording Mixer 0\n",
      "8520 Svenn Jakobsen Dialogue Editor 0\n",
      "8521 Anders Lunde Property Master 0\n",
      "78 i still know what you did last summer\n",
      "8522 Danny Cannon Director 2\n",
      "8523 Trey Callaway Screenplay 2\n",
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      "8525 Stokely Chaffin Producer 1\n",
      "8526 Erik Feig Producer 2\n",
      "8527 Neal H. Moritz Producer 2\n",
      "8528 John Frizzell Original Music Composer 2\n",
      "8529 Vernon Layton Director of Photography 2\n",
      "8530 Peck Prior Editor 2\n",
      "8531 Jackie Burch Casting 1\n",
      "8532 Doug Kraner Production Design 2\n",
      "8533 Jan K. Bergstrom Set Decoration 1\n",
      "8534 Daniel J. Lester Costume Design 2\n",
      "8535 Lois Duncan Characters 1\n",
      "8536 Jose Ludlow Line Producer 0\n",
      "8537 Sharon Boyle Music Supervisor 1\n",
      "8538 John Houlihan Music Supervisor 2\n",
      "8539 Lisa Jaime Music Editor 0\n",
      "8540 Pamela Alch Script Supervisor 1\n",
      "8541 Winnie D. Brown Costume Supervisor 0\n",
      "8542 Tom Cummins Set Costumer 0\n",
      "8543 Sidney Ray Baldwin Still Photographer 0\n",
      "8544 George Richmond Camera Operator 2\n",
      "8545 Donald E. Thorin Jr. Steadicam Operator 2\n",
      "8546 Alison Savitch Visual Effects Supervisor 1\n",
      "8547 Freddie Hice Stunt Coordinator 0\n",
      "8548 Jeffrey Willerth Visual Effects Coordinator 2\n",
      "8549 Lisa Marie Rosenberg Key Hair Stylist 0\n",
      "8550 Chas. Butcher Art Direction 0\n",
      "8551 Scott Ritenour Art Direction 0\n",
      "8552 Lisa Penaranda Art Department Assistant 0\n",
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      "8559 \"Jonathan Chunky Richmond\" First Assistant Camera 0\n",
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     ]
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      "9 jerry maguire\n",
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      "117 jurassic park iii\n",
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      "118 jurassic park\n",
      "8791 Steven Spielberg Director 2\n",
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      "154 freddy vs. jason\n",
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      "30 leviathan\n",
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      "47 lost in translation\n",
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      "44 magnolia\n",
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      "11763 Elena Moscatt Craft Service 0\n",
      "11764 Elizabeth J. Nevin Production Coordinator 0\n",
      "11765 Matilde Valera Production Accountant 0\n",
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      "11768 Matt Codd Production Illustrator 0\n",
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      "11792 Andrew Bernstein Second Assistant Director 2\n",
      "56 unbreakable\n",
      "11793 Sam Mercer Producer 2\n",
      "11794 Joanna Johnston Costume Design 1\n",
      "11795 James Newton Howard Original Music Composer 2\n",
      "11796 James Newton Howard Orchestrator 2\n",
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      "11799 Roger Birnbaum Executive Producer 2\n",
      "11800 Gary Barber Executive Producer 2\n",
      "11801 Barry Mendel Producer 2\n",
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      "11807 Larry Fulton Production Design 2\n",
      "11808 Steve Arnold Art Direction 2\n",
      "11809 Eduardo Serra Director of Photography 0\n",
      "11810 Francesca Paris Key Hair Stylist 0\n",
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      "43 unforgiven\n",
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      "28 vertigo\n",
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      "95 what women want\n",
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      "56 willow\n",
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      "12248 Jonathan Lee Supervising Art Director 2\n",
      "12249 Derek Dauchy Co-Producer 2\n",
      "12250 Todd Garner Executive Producer 2\n",
      "12251 Neal H. Moritz Producer 2\n",
      "12252 Danny Cangemi Special Effects Coordinator 0\n",
      "12253 Randy Edelman Original Music Composer 0\n",
      "12254 Randy Edelman Conductor 0\n",
      "12255 Vin Diesel Executive Producer 2\n",
      "12256 Joel Negron Editor 2\n",
      "12257 Milan Chadima Camera Operator 0\n",
      "12258 Rob Cohen Director 2\n",
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      "12261 Peter M. Tobyansen Production Manager 2\n",
      "12262 Nancy Bishop Casting 1\n",
      "12263 Chris L. Spellman Set Decoration 2\n",
      "12264 Rich Wilkes Screenplay 0\n",
      "12265 Kate Dowd Casting 1\n",
      "12266 Joel Hynek Visual Effects Supervisor 0\n",
      "12267 William B. Kaplan Production Sound Mixer 0\n",
      "12268 George Zakk Executive Producer 2\n",
      "12269 Michelle Purple Associate Producer 0\n",
      "12270 Jonathan Chibnall First Assistant Editor 0\n",
      "12271 Syd Dutton Visual Effects Supervisor 0\n",
      "12272 Fumi Mashimo Animation Supervisor 0\n",
      "12273 Luke Freeborn Set Designer 0\n",
      "12274 Allan A. Apone Makeup Artist 0\n",
      "12275 Gregory Alpert Production Supervisor 0\n",
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      "12277 Jeff Atmajian Orchestrator 0\n",
      "12278 Ken Blackwell Visual Effects Editor 2\n",
      "12279 Kristen Anacker Assistant Costume Designer 1\n",
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      "12282 Bruce Stambler Supervising Sound Editor 0\n",
      "12283 Elton Ahi Scoring Mixer 0\n",
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      "12285 Stephen Christensen Art Department Assistant 0\n",
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      "12287 Steve Watson 24 Frame Playback 0\n",
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      "12289 Garet Reilly Costume Supervisor 0\n",
      "12290 \"Hallie DAmore\" Makeup Department Head 0\n",
      "12291 Milena Koubkova Assistant Art Director 0\n",
      "12292 Josh Lusby Set Designer 0\n",
      "12293 Mike Chock Sound Effects Editor 0\n",
      "12294 Colleen Gibbons Location Manager 0\n",
      "12295 John Finklea Music Editor 2\n",
      "12296 A. Todd Holland Set Designer 0\n",
      "12297 Tim Walston Sound Designer 0\n",
      "12298 Hilda Saffari Digital Intermediate 0\n",
      "12299 Anthony Caron-Delion Assistant Art Director 2\n",
      "12300 Anthony Caron-Delion Scenic Artist 2\n",
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      "12303 Sebastian Milito Construction Coordinator 0\n",
      "12304 C.J. Maguire Property Master 0\n",
      "12305 Paul Curtis Dialogue Editor 2\n",
      "12306 Donald L. Warner Jr. Dialogue Editor 0\n",
      "12307 Bernard Weiser Dialogue Editor 0\n",
      "12308 Murray Close Still Photographer 0\n",
      "12309 Clive Jackson Camera Operator 0\n",
      "12310 Bob Marshak Still Photographer 0\n",
      "12311 Lawrence Quon Set Costumer 0\n",
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      "12318 Michael Singer Unit Publicist 2\n",
      "12319 Victoria Wood Wigmaker 0\n",
      "12320 Jiri Fleischer Picture Car Coordinator 0\n",
      "12321 Allen E. Taylor Production Controller 0\n",
      "12322 Kerry Mendenhall Hairstylist 0\n",
      "12323 Václav Cermak Rigging Gaffer 0\n",
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      "12325 Rachel Wyn Dunn Compositors 0\n",
      "12326 Jakub Dvorak Assistant Director 0\n",
      "12327 Beth Miller Hair Department Head 0\n",
      "12328 Daniel R. Chavez Executive In Charge Of Post Production 0\n",
      "12329 Paul Aulicino First Assistant Sound Editor 0\n",
      "12330 Creighton Bellinger Co-Producer 0\n",
      "12331 Kathy Nelson Music Supervisor 1\n",
      "12332 Bob Skemp Greensman 0\n",
      "12333 Eva Dvorakova Set Medic 0\n",
      "12334 Mike Stanwick Color Timer 0\n",
      "12335 James Diggs Standby Painter 0\n",
      "12336 Michael Cassidy First Assistant Camera 2\n",
      "12337 Michael Guthrie Best Boy Electric 0\n",
      "12338 Carl D. Ware Sound Engineer 0\n",
      "12339 Jiri Gazda Grip 0\n",
      "12340 Scott Edelstein 3D Supervisor 0\n",
      "12341 Ivo Gresak Rigging Grip 0\n",
      "12342 Larisa Sramkova Seamstress 0\n",
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      "12349 Isabel Henderson Post Production Supervisor 1\n",
      "12350 Jana Hrbková Unit Manager 0\n",
      "12351 Temple Clark Storyboard 0\n",
      "12352 Frawley Becker Location Scout 0\n",
      "12353 Bud Kremp Additional Camera 0\n",
      "12354 Ethan Jensen Helicopter Camera 0\n",
      "12355 Martin Kubricht Set Dressing Artist 0\n",
      "12356 Robert Sica Armorer 0\n",
      "12357 Peter Roderick Carpenter 0\n",
      "12358 Brian Nailing Chef 0\n",
      "12359 Michael G. Kehoe Craft Service 0\n",
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      "12362 Stephen P. Del Prete Set Production Assistant 0\n",
      "12363 Doug Roble Software Engineer 0\n",
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      "12365 Keith Splinter Davis Utility Stunts 0\n",
      "12366 Thomas P. Powell Lighting Technician 0\n",
      "12367 Thomas Giordano Boom Operator 0\n",
      "12368 Krista Benson Digital Compositors 0\n",
      "12369 Chris Logan Visual Effects 0\n",
      "12370 Brady Doyle Visual Effects Coordinator 0\n",
      "12371 Claudia Vaseková Translator 1\n",
      "12372 Albert Mason Digital Producer 0\n",
      "23 x-men\n",
      "12373 Ralph Winter Producer 0\n",
      "12374 Steven Rosenblum Editor 2\n",
      "12375 Roger Mussenden Casting 2\n",
      "12376 Lauren Shuler Donner Producer 1\n",
      "12377 Kevin Feige Associate Producer 2\n",
      "12378 Michael Kamen Music 2\n",
      "12379 John Wright Editor 2\n",
      "12380 Bryan Singer Director 2\n",
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      "12395 Alyssa Fong Visual Effects 0\n",
      "44 young frankenstein\n",
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      "12424 Ken Strickfaden Thanks 0\n"
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    {
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     "text": [
      "12425 Roger Creed Stunt Coordinator 0\n",
      "12426 James Plannette Gaffer 0\n",
      "12427 Ray Quiroz Script Supervisor 0\n",
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   ],
   "source": [
    "# Crew info we need to gather\n",
    "# 1. 'gender': , 'job':, 'name':\n",
    "i = 0\n",
    "for rows in df.itertuples():\n",
    "    crew_str = str(rows[12]).replace(\"'\", '')\n",
    "    gender_info = re.findall(\"gender: (.+?),\", crew_str) # Finding the gender\n",
    "#     print(gender_info, \"\\n\\n\") \n",
    "    job_info = re.findall(\"job: (.+?),\", crew_str) # Finding the Job\n",
    "#     print(job_info, \"\\n\\n\") \n",
    "    name_info = re.findall(\"name: (.+?),\", crew_str) # Finding the Name\n",
    "#     print(name_info, \"\\n\\n\")\n",
    "    movie_no = str(rows[1])\n",
    "    movie_name = str(rows[2])\n",
    "    print(len(name_info), movie_name)\n",
    "    \n",
    "    for i1, i2, i3 in zip(name_info, job_info, gender_info):\n",
    "        print(i, i1, i2, i3)\n",
    "        crew_df.at[rows[0]+i, \"Movie_Number\"] = movie_no\n",
    "        crew_df.at[rows[0]+i, \"Movie_Name\"] = movie_name\n",
    "        crew_df.at[rows[0]+i, \"Crew_Name\"] = i1\n",
    "        crew_df.at[rows[0]+i, \"Job\"] = i2\n",
    "        crew_df.at[rows[0]+i, \"Gender\"] = i3\n",
    "        i += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Need to convert the Gender info in dataset\n",
    "crew_df['Gender'] = crew_df['Gender'].map({'2' : 'm', '1' : 'f', '0' : '?'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   index       name sex\n",
      "0      0       Mary   F\n",
      "1      1       Anna   F\n",
      "2      2       Emma   F\n",
      "3      3  Elizabeth   F\n",
      "4      4     Minnie   F\n",
      "5      5   Margaret   F\n",
      "6      6        Ida   F\n",
      "7      7      Alice   F\n",
      "8      8     Bertha   F\n",
      "9      9      Sarah   F\n",
      "95025 names in dataset\n",
      "34425 names in dataset\n",
      "60600 names in dataset\n",
      "[['Mary' 'F']\n",
      " ['Anna' 'F']\n",
      " ['Emma' 'F']\n",
      " ...\n",
      " ['Ziyu' 'M']\n",
      " ['Zykir' 'M']\n",
      " ['Zyus' 'M']]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 12)\t1.0\n",
      "  (0, 245)\t1.0\n",
      "  (0, 2757)\t1.0\n",
      "  (0, 4606)\t1.0\n",
      "  (0, 4917)\t1.0\n",
      "  (0, 5250)\t1.0\n",
      "  (1, 9)\t1.0\n",
      "  (1, 200)\t1.0\n",
      "  (1, 2295)\t1.0\n",
      "  (1, 4595)\t1.0\n",
      "  (1, 4730)\t1.0\n",
      "  (1, 7365)\t1.0\n",
      "0.9867753326629405\n",
      "0.8738293170577712\n"
     ]
    }
   ],
   "source": [
    "from sklearn.feature_extraction import DictVectorizer\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "names = pd.read_csv('gender_recognition/names_dataset.csv')\n",
    "print(names.head(10))\n",
    "male_n = names.loc[names[\"sex\"] == 'M']\n",
    "female_n = names.loc[names[\"sex\"] == 'F']\n",
    "\n",
    "print(\"%d names in dataset\" % len(names))\n",
    "print(\"%d names in dataset\" % len(male_n))\n",
    "print(\"%d names in dataset\" % len(female_n))\n",
    "\n",
    "# Get the data out of the dataframe into a numpy matrix and keep only the name and gender columns\n",
    "names = names.as_matrix()[:, 1:]\n",
    "print(names)\n",
    " \n",
    "# We're using 90% of the data for training\n",
    "TRAIN_SPLIT = 0.90\n",
    "\n",
    "def features(name):\n",
    "    name = name.lower()\n",
    "    return {\n",
    "        'first-letter': name[0], # First letter\n",
    "        'first2-letters': name[0:2], # First 2 letters\n",
    "        'first3-letters': name[0:3], # First 3 letters\n",
    "        'last-letter': name[-1], # Last letter\n",
    "        'last2-letters': name[-2:], # Last 2 letters\n",
    "        'last3-letters': name[-3:], # Last 3 letters\n",
    "    }\n",
    "\n",
    "# Vectorize the features function\n",
    "features = np.vectorize(features)\n",
    "\n",
    "# Extract the features for the whole dataset\n",
    "X = features(names[:, 0]) # X contains the features\n",
    " \n",
    "# Get the gender column\n",
    "y = names[:, 1]           # y contains the targets\n",
    " \n",
    "X, y = shuffle(X, y)\n",
    "X_train, X_test = X[:int(TRAIN_SPLIT * len(X))], X[int(TRAIN_SPLIT * len(X)):]\n",
    "y_train, y_test = y[:int(TRAIN_SPLIT * len(y))], y[int(TRAIN_SPLIT * len(y)):]\n",
    "\n",
    "# Transforms lists of feature-value mappings to vectors.\n",
    "vectorizer = DictVectorizer()\n",
    "vectorizer.fit(X_train)\n",
    "transformed = vectorizer.transform(features([\"Mary\", \"John\"]))\n",
    "print(transformed)\n",
    "\n",
    "clf = DecisionTreeClassifier(criterion = 'gini')\n",
    "clf.fit(vectorizer.transform(X_train), y_train)\n",
    "\n",
    "# Accuracy on training set\n",
    "print (clf.score(vectorizer.transform(X_train), y_train) )\n",
    " \n",
    "# Accuracy on test set\n",
    "print (clf.score(vectorizer.transform(X_test), y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pydot in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (1.3.0)\r\n",
      "Requirement already satisfied: pyparsing>=2.1.4 in /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages (from pydot) (2.3.0)\r\n"
     ]
    }
   ],
   "source": [
    "from sklearn import tree\n",
    "from sklearn.externals.six import StringIO  \n",
    "!pip3 install pydot\n",
    "import pydot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dot_data = StringIO() \n",
    "tree.export_graphviz(clf, out_file=dot_data, filled = True, rounded = True,\n",
    "                     feature_names = vectorizer.get_feature_names(),\n",
    "                     impurity = False, class_names = [\"M\", \"F\"]) \n",
    "graph = pydot.graph_from_dot_data(dot_data.getvalue()) \n",
    "\n",
    "graph[0].write_pdf(\"iris2.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's convert all the ? with their appropriate genders by using the above trained model\n",
    "for items in crew_df.itertuples():\n",
    "    if items[5] == '?':\n",
    "        pred_val = clf.predict(vectorizer.transform(features([items[3]])))\n",
    "        prediction = \"\"\n",
    "        prediction = \"\".join(pred_val)\n",
    "        crew_df.loc[items.Index, 'Gender'] = prediction.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "crew_df.Gender.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "crew_df.to_csv(\"Crew_Dataset.csv\", index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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