preprocessing 3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fc54f1ab-e14d-4a01-bad9-3e43aa4ee91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "50909dd3-12da-4315-a261-3c2925a8a98f",
   "metadata": {},
   "outputs": [],
   "source": [
    "link = \"https://en.wikipedia.org/wiki/List_of_American_films_of_2018\"\n",
    "df1 = pd.read_html(link, header=0)[2]\n",
    "df2 = pd.read_html(link, header=0)[3]\n",
    "df3 = pd.read_html(link, header=0)[4]\n",
    "df4 = pd.read_html(link, header=0)[5]\n",
    "# df = df1.append(df2.append(df3.append(df4,ignore_index=True),ignore_index=True),ignore_index=True)\n",
    "# Concatenate DataFrames\n",
    "df = pd.concat([df1, df2, df3, df4], ignore_index=True)\n",
    "\n",
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "e806a3c1-8d71-45ec-954a-e0b64c2955e2",
   "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>Opening</th>\n",
       "      <th>Opening.1</th>\n",
       "      <th>Title</th>\n",
       "      <th>Production company</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>Ref.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>Universal Pictures / Blumhouse Productions / S...</td>\n",
       "      <td>Adam Robitel (director); Leigh Whannell (scree...</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>The Strange Ones</td>\n",
       "      <td>Vertical Entertainment</td>\n",
       "      <td>Lauren Wolkstein (director); Christopher Radcl...</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>Stratton</td>\n",
       "      <td>Momentum Pictures / GFM Films</td>\n",
       "      <td>Simon West (director); Duncan Falconer, Warren...</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>10</td>\n",
       "      <td>Sweet Country</td>\n",
       "      <td>Samuel Goldwyn Films</td>\n",
       "      <td>Warwick Thornton (director); David Tranter, St...</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>12</td>\n",
       "      <td>The Commuter</td>\n",
       "      <td>Lionsgate / StudioCanal / The Picture Company</td>\n",
       "      <td>Jaume Collet-Serra (director); Byron Willinger...</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Holmes &amp; Watson</td>\n",
       "      <td>Columbia Pictures / Gary Sanchez Productions /...</td>\n",
       "      <td>Etan Cohen (director/screenplay); Will Ferrell...</td>\n",
       "      <td>[167]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Vice</td>\n",
       "      <td>Annapurna Pictures / Plan B Entertainment</td>\n",
       "      <td>Adam McKay (director/screenplay); Christian Ba...</td>\n",
       "      <td>[140]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>On the Basis of Sex</td>\n",
       "      <td>Focus Features</td>\n",
       "      <td>Mimi Leder (director); Daniel Stiepleman (scre...</td>\n",
       "      <td>[233]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Destroyer</td>\n",
       "      <td>Annapurna Pictures</td>\n",
       "      <td>Karyn Kusama (director); Phil Hay, Matt Manfre...</td>\n",
       "      <td>[266]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>28</td>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "      <td>Netflix</td>\n",
       "      <td>David Slade (director); Charlie Brooker (scree...</td>\n",
       "      <td>[267]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Opening  Opening.1                       Title  \\\n",
       "0      J A N U A R Y          5     Insidious: The Last Key   \n",
       "1      J A N U A R Y          5            The Strange Ones   \n",
       "2      J A N U A R Y          5                    Stratton   \n",
       "3      J A N U A R Y         10               Sweet Country   \n",
       "4      J A N U A R Y         12                The Commuter   \n",
       "..               ...        ...                         ...   \n",
       "274  D E C E M B E R         25             Holmes & Watson   \n",
       "275  D E C E M B E R         25                        Vice   \n",
       "276  D E C E M B E R         25         On the Basis of Sex   \n",
       "277  D E C E M B E R         25                   Destroyer   \n",
       "278  D E C E M B E R         28  Black Mirror: Bandersnatch   \n",
       "\n",
       "                                    Production company  \\\n",
       "0    Universal Pictures / Blumhouse Productions / S...   \n",
       "1                               Vertical Entertainment   \n",
       "2                        Momentum Pictures / GFM Films   \n",
       "3                                 Samuel Goldwyn Films   \n",
       "4        Lionsgate / StudioCanal / The Picture Company   \n",
       "..                                                 ...   \n",
       "274  Columbia Pictures / Gary Sanchez Productions /...   \n",
       "275          Annapurna Pictures / Plan B Entertainment   \n",
       "276                                     Focus Features   \n",
       "277                                 Annapurna Pictures   \n",
       "278                                            Netflix   \n",
       "\n",
       "                                         Cast and crew   Ref.  \n",
       "0    Adam Robitel (director); Leigh Whannell (scree...    [2]  \n",
       "1    Lauren Wolkstein (director); Christopher Radcl...    [3]  \n",
       "2    Simon West (director); Duncan Falconer, Warren...    [4]  \n",
       "3    Warwick Thornton (director); David Tranter, St...    [5]  \n",
       "4    Jaume Collet-Serra (director); Byron Willinger...    [6]  \n",
       "..                                                 ...    ...  \n",
       "274  Etan Cohen (director/screenplay); Will Ferrell...  [167]  \n",
       "275  Adam McKay (director/screenplay); Christian Ba...  [140]  \n",
       "276  Mimi Leder (director); Daniel Stiepleman (scre...  [233]  \n",
       "277  Karyn Kusama (director); Phil Hay, Matt Manfre...  [266]  \n",
       "278  David Slade (director); Charlie Brooker (scree...  [267]  \n",
       "\n",
       "[279 rows x 6 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "e4c75538-e99e-482c-9958-ee4af203edeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tmdbv3api import TMDb\n",
    "import json\n",
    "import requests\n",
    "tmdb = TMDb()\n",
    "tmdb.api_key = '8b7736d78484291a03d708ddfc5893b5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "d48d08e0-9718-4f09-b3d2-de7df094292a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "['Thriller', 'Drama']\n",
      "The Strange Ones: Thriller Drama\n",
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      "['Action', 'Thriller']\n",
      "Stratton: Action Thriller\n",
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      "The Commuter: Action Thriller Mystery\n",
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      "['Action', 'Crime', 'Thriller']\n",
      "Acts of Violence: Action Crime Thriller\n",
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      "['Comedy', 'Drama']\n",
      "Freak Show: Comedy Drama\n",
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      "['Comedy']\n",
      "Humor Me: Comedy\n",
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      "['Drama']\n",
      "Vazante: Drama\n",
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      "['Fantasy', 'Adventure', 'Animation', 'Family']\n",
      "Mary and the Witch's Flower: Fantasy Adventure Animation Family\n",
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      "['War', 'Drama', 'Action', 'History']\n",
      "12 Strong: War Drama Action History\n",
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      "['Action', 'Thriller', 'Crime']\n",
      "Den of Thieves: Action Thriller Crime\n",
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      "['Romance', 'Drama', 'Music']\n",
      "Forever My Girl: Romance Drama Music\n",
      "{'adult': False, 'backdrop_path': None, 'genre_ids': [18, 53], 'id': 435663, 'original_language': 'en', 'original_title': 'Thane of East County', 'overview': \"A backstage romance leads a pair of actors down a dark path, as they discover their lives beginning to mirror the story of Shakespeare's bloodiest play.\", 'popularity': 0.88, 'poster_path': '/ar8GvPvOz33ZBq4Oi27k4u2o7Eg.jpg', 'release_date': '2017-01-28', 'title': 'Thane of East County', 'video': False, 'vote_average': 2.0, 'vote_count': 1}\n",
      "['Drama', 'Thriller']\n",
      "Thane of East County: Drama Thriller\n",
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      "['Science Fiction', 'Action', 'Adventure', 'Thriller']\n",
      "Maze Runner: The Death Cure: Science Fiction Action Adventure Thriller\n",
      "{'adult': False, 'backdrop_path': '/yhjsQL3K1HFvys3EIV8jaGmdpAl.jpg', 'genre_ids': [35, 80], 'id': 36593, 'original_language': 'en', 'original_title': 'Naked Gun 33⅓: The Final Insult', 'overview': \"Frank Drebin is persuaded out of retirement to go undercover in a state prison. There he has to find out what top terrorist, Rocco, has planned for when he escapes. Adding to his problems, Frank's wife, Jane, is desperate for a baby.\", 'popularity': 30.321, 'poster_path': '/p0AYsdgkudR9P5fNV5AjzbwQt8W.jpg', 'release_date': '1994-03-18', 'title': 'Naked Gun 33⅓: The Final Insult', 'video': False, 'vote_average': 6.48, 'vote_count': 1870}\n",
      "['Comedy', 'Crime']\n",
      "The Insult: Comedy Crime\n",
      "{'adult': False, 'backdrop_path': '/oSS43fHkamqQzgqXVOUD9q6Hq4V.jpg', 'genre_ids': [35, 18], 'id': 338768, 'original_language': 'en', 'original_title': 'Please Stand By', 'overview': 'A young autistic woman runs away from her caregiver in order to boldly go and deliver her 500-page Star Trek script to a writing competition in Hollywood. On an adventure full of laughter and tears, Wendy follows the guiding spirit of Mr. Spock on her journey into the unknown.', 'popularity': 15.309, 'poster_path': '/yKhrjxmbdCjdxROc7lJhmfZ9trx.jpg', 'release_date': '2018-01-26', 'title': 'Please Stand By', 'video': False, 'vote_average': 6.84, 'vote_count': 429}\n",
      "['Comedy', 'Drama']\n",
      "Please Stand By: Comedy Drama\n",
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      "['Drama', 'History']\n",
      "On the Basis of Sex: Drama History\n",
      "{'adult': False, 'backdrop_path': '/o2dRMwUUUg601AaFiPXBNwurAhM.jpg', 'genre_ids': [53, 80, 18, 28], 'id': 471507, 'original_language': 'en', 'original_title': 'Destroyer', 'overview': 'When Erin Bell was a young cop, she was given an undercover assignment that ended badly and destroyed her life. Years later, she must face her demons in order to make peace with her past.', 'popularity': 14.523, 'poster_path': '/sHw9gTdo43nJL82py0oaROkXXNr.jpg', 'release_date': '2018-12-25', 'title': 'Destroyer', 'video': False, 'vote_average': 5.897, 'vote_count': 652}\n",
      "['Thriller', 'Crime', 'Drama', 'Action']\n",
      "Destroyer: Thriller Crime Drama Action\n",
      "{'adult': False, 'backdrop_path': '/1qSo3zT9XAQYcbZaLBn46mTeTHZ.jpg', 'genre_ids': [878, 9648, 18, 53, 10770], 'id': 569547, 'original_language': 'en', 'original_title': 'Black Mirror: Bandersnatch', 'overview': 'In 1984, a young programmer begins to question reality as he adapts a dark fantasy novel into a video game. A mind-bending tale with multiple endings.', 'popularity': 22.07, 'poster_path': '/fR0VZ0VE598zl1lrYf7IfBqEwQ2.jpg', 'release_date': '2018-12-28', 'title': 'Black Mirror: Bandersnatch', 'video': False, 'vote_average': 6.768, 'vote_count': 3699}\n",
      "['Science Fiction', 'Mystery', 'Drama', 'Thriller', 'TV Movie']\n",
      "Black Mirror: Bandersnatch: Science Fiction Mystery Drama Thriller TV Movie\n"
     ]
    }
   ],
   "source": [
    "from tmdbv3api import Movie\n",
    "import requests\n",
    "import numpy as np\n",
    "\n",
    "tmdb_movie = Movie()\n",
    "\n",
    "def get_genre(title):\n",
    "    genres = []\n",
    "    try:\n",
    "        results = tmdb_movie.search(title)\n",
    "       \n",
    "        # Print the search results for debugging\n",
    "       \n",
    "\n",
    "        # Find the first result that is an instance of the Movie class\n",
    "        movie_result = results[0]\n",
    "\n",
    "        # Print the selected movie result for debugging\n",
    "\n",
    "        if movie_result:\n",
    "            movie_id = movie_result.id\n",
    "            response = requests.get(f'https://api.themoviedb.org/3/movie/{movie_id}?api_key={tmdb_movie.api_key}')\n",
    "            data_json = response.json()\n",
    "\n",
    "            if data_json.get('genres'):\n",
    "                genres = [genre['name'] for genre in data_json['genres']]\n",
    "                # print(genres)\n",
    "                genre_str = \" \".join(genres)\n",
    "                # print(f\"{title}: {genre_str}\")  # Print the title and genre\n",
    "                return genre_str\n",
    "        else:\n",
    "            print(f\"Skipping '{title}' - Not a movie or no results found\")\n",
    "    except Exception as e:\n",
    "        print(f\"Error processing '{title}': {e}\")\n",
    "    return np.NaN\n",
    "\n",
    "# Assuming df is your DataFrame\n",
    "df['genres'] = df['Title'].apply(get_genre)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "80f5ccb1-a08b-441b-8865-72b85ab332a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Opening</th>\n",
       "      <th>Opening.1</th>\n",
       "      <th>Title</th>\n",
       "      <th>Production company</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>Ref.</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>Universal Pictures / Blumhouse Productions / S...</td>\n",
       "      <td>Adam Robitel (director); Leigh Whannell (scree...</td>\n",
       "      <td>[2]</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>The Strange Ones</td>\n",
       "      <td>Vertical Entertainment</td>\n",
       "      <td>Lauren Wolkstein (director); Christopher Radcl...</td>\n",
       "      <td>[3]</td>\n",
       "      <td>Thriller Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>5</td>\n",
       "      <td>Stratton</td>\n",
       "      <td>Momentum Pictures / GFM Films</td>\n",
       "      <td>Simon West (director); Duncan Falconer, Warren...</td>\n",
       "      <td>[4]</td>\n",
       "      <td>Action Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>10</td>\n",
       "      <td>Sweet Country</td>\n",
       "      <td>Samuel Goldwyn Films</td>\n",
       "      <td>Warwick Thornton (director); David Tranter, St...</td>\n",
       "      <td>[5]</td>\n",
       "      <td>Western Crime Thriller Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>12</td>\n",
       "      <td>The Commuter</td>\n",
       "      <td>Lionsgate / StudioCanal / The Picture Company</td>\n",
       "      <td>Jaume Collet-Serra (director); Byron Willinger...</td>\n",
       "      <td>[6]</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <th>274</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Holmes &amp; Watson</td>\n",
       "      <td>Columbia Pictures / Gary Sanchez Productions /...</td>\n",
       "      <td>Etan Cohen (director/screenplay); Will Ferrell...</td>\n",
       "      <td>[167]</td>\n",
       "      <td>Mystery Adventure Comedy Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Vice</td>\n",
       "      <td>Annapurna Pictures / Plan B Entertainment</td>\n",
       "      <td>Adam McKay (director/screenplay); Christian Ba...</td>\n",
       "      <td>[140]</td>\n",
       "      <td>Comedy Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>On the Basis of Sex</td>\n",
       "      <td>Focus Features</td>\n",
       "      <td>Mimi Leder (director); Daniel Stiepleman (scre...</td>\n",
       "      <td>[233]</td>\n",
       "      <td>Drama History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Destroyer</td>\n",
       "      <td>Annapurna Pictures</td>\n",
       "      <td>Karyn Kusama (director); Phil Hay, Matt Manfre...</td>\n",
       "      <td>[266]</td>\n",
       "      <td>Thriller Crime Drama Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>28</td>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "      <td>Netflix</td>\n",
       "      <td>David Slade (director); Charlie Brooker (scree...</td>\n",
       "      <td>[267]</td>\n",
       "      <td>Science Fiction Mystery Drama Thriller TV Movie</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Opening  Opening.1                       Title  \\\n",
       "0      J A N U A R Y          5     Insidious: The Last Key   \n",
       "1      J A N U A R Y          5            The Strange Ones   \n",
       "2      J A N U A R Y          5                    Stratton   \n",
       "3      J A N U A R Y         10               Sweet Country   \n",
       "4      J A N U A R Y         12                The Commuter   \n",
       "..               ...        ...                         ...   \n",
       "274  D E C E M B E R         25             Holmes & Watson   \n",
       "275  D E C E M B E R         25                        Vice   \n",
       "276  D E C E M B E R         25         On the Basis of Sex   \n",
       "277  D E C E M B E R         25                   Destroyer   \n",
       "278  D E C E M B E R         28  Black Mirror: Bandersnatch   \n",
       "\n",
       "                                    Production company  \\\n",
       "0    Universal Pictures / Blumhouse Productions / S...   \n",
       "1                               Vertical Entertainment   \n",
       "2                        Momentum Pictures / GFM Films   \n",
       "3                                 Samuel Goldwyn Films   \n",
       "4        Lionsgate / StudioCanal / The Picture Company   \n",
       "..                                                 ...   \n",
       "274  Columbia Pictures / Gary Sanchez Productions /...   \n",
       "275          Annapurna Pictures / Plan B Entertainment   \n",
       "276                                     Focus Features   \n",
       "277                                 Annapurna Pictures   \n",
       "278                                            Netflix   \n",
       "\n",
       "                                         Cast and crew   Ref.  \\\n",
       "0    Adam Robitel (director); Leigh Whannell (scree...    [2]   \n",
       "1    Lauren Wolkstein (director); Christopher Radcl...    [3]   \n",
       "2    Simon West (director); Duncan Falconer, Warren...    [4]   \n",
       "3    Warwick Thornton (director); David Tranter, St...    [5]   \n",
       "4    Jaume Collet-Serra (director); Byron Willinger...    [6]   \n",
       "..                                                 ...    ...   \n",
       "274  Etan Cohen (director/screenplay); Will Ferrell...  [167]   \n",
       "275  Adam McKay (director/screenplay); Christian Ba...  [140]   \n",
       "276  Mimi Leder (director); Daniel Stiepleman (scre...  [233]   \n",
       "277  Karyn Kusama (director); Phil Hay, Matt Manfre...  [266]   \n",
       "278  David Slade (director); Charlie Brooker (scree...  [267]   \n",
       "\n",
       "                                              genres  \n",
       "0                            Horror Mystery Thriller  \n",
       "1                                     Thriller Drama  \n",
       "2                                    Action Thriller  \n",
       "3                       Western Crime Thriller Drama  \n",
       "4                            Action Thriller Mystery  \n",
       "..                                               ...  \n",
       "274                   Mystery Adventure Comedy Crime  \n",
       "275                                     Comedy Drama  \n",
       "276                                    Drama History  \n",
       "277                      Thriller Crime Drama Action  \n",
       "278  Science Fiction Mystery Drama Thriller TV Movie  \n",
       "\n",
       "[279 rows x 7 columns]"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "832a95fe-8bd7-4699-be83-140d7474d581",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2018 = df[['Title','Cast and crew','genres']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "ba52e468-2cbd-4058-8a6e-724955b456f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>Adam Robitel (director); Leigh Whannell (scree...</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Strange Ones</td>\n",
       "      <td>Lauren Wolkstein (director); Christopher Radcl...</td>\n",
       "      <td>Thriller Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stratton</td>\n",
       "      <td>Simon West (director); Duncan Falconer, Warren...</td>\n",
       "      <td>Action Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sweet Country</td>\n",
       "      <td>Warwick Thornton (director); David Tranter, St...</td>\n",
       "      <td>Western Crime Thriller Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Commuter</td>\n",
       "      <td>Jaume Collet-Serra (director); Byron Willinger...</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Holmes &amp; Watson</td>\n",
       "      <td>Etan Cohen (director/screenplay); Will Ferrell...</td>\n",
       "      <td>Mystery Adventure Comedy Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Vice</td>\n",
       "      <td>Adam McKay (director/screenplay); Christian Ba...</td>\n",
       "      <td>Comedy Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>On the Basis of Sex</td>\n",
       "      <td>Mimi Leder (director); Daniel Stiepleman (scre...</td>\n",
       "      <td>Drama History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Destroyer</td>\n",
       "      <td>Karyn Kusama (director); Phil Hay, Matt Manfre...</td>\n",
       "      <td>Thriller Crime Drama Action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "      <td>David Slade (director); Charlie Brooker (scree...</td>\n",
       "      <td>Science Fiction Mystery Drama Thriller TV Movie</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Title  \\\n",
       "0       Insidious: The Last Key   \n",
       "1              The Strange Ones   \n",
       "2                      Stratton   \n",
       "3                 Sweet Country   \n",
       "4                  The Commuter   \n",
       "..                          ...   \n",
       "274             Holmes & Watson   \n",
       "275                        Vice   \n",
       "276         On the Basis of Sex   \n",
       "277                   Destroyer   \n",
       "278  Black Mirror: Bandersnatch   \n",
       "\n",
       "                                         Cast and crew  \\\n",
       "0    Adam Robitel (director); Leigh Whannell (scree...   \n",
       "1    Lauren Wolkstein (director); Christopher Radcl...   \n",
       "2    Simon West (director); Duncan Falconer, Warren...   \n",
       "3    Warwick Thornton (director); David Tranter, St...   \n",
       "4    Jaume Collet-Serra (director); Byron Willinger...   \n",
       "..                                                 ...   \n",
       "274  Etan Cohen (director/screenplay); Will Ferrell...   \n",
       "275  Adam McKay (director/screenplay); Christian Ba...   \n",
       "276  Mimi Leder (director); Daniel Stiepleman (scre...   \n",
       "277  Karyn Kusama (director); Phil Hay, Matt Manfre...   \n",
       "278  David Slade (director); Charlie Brooker (scree...   \n",
       "\n",
       "                                              genres  \n",
       "0                            Horror Mystery Thriller  \n",
       "1                                     Thriller Drama  \n",
       "2                                    Action Thriller  \n",
       "3                       Western Crime Thriller Drama  \n",
       "4                            Action Thriller Mystery  \n",
       "..                                               ...  \n",
       "274                   Mystery Adventure Comedy Crime  \n",
       "275                                     Comedy Drama  \n",
       "276                                    Drama History  \n",
       "277                      Thriller Crime Drama Action  \n",
       "278  Science Fiction Mystery Drama Thriller TV Movie  \n",
       "\n",
       "[279 rows x 3 columns]"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "ea05109f-eba8-4f82-87fd-615f2a5368cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_director(x):\n",
    "    if \" (director)\" in x:\n",
    "        return x.split(\" (director)\")[0]\n",
    "    elif \" (directors)\" in x:\n",
    "        return x.split(\" (directors)\")[0]\n",
    "    else:\n",
    "        return x.split(\" (director/screenplay)\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "bde774f0-06e3-431c-b37b-3fdff6fff813",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\930721595.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2018['director_name'] = df_2018['Cast and crew'].map(lambda x: get_director(x))\n"
     ]
    }
   ],
   "source": [
    "df_2018['director_name'] = df_2018['Cast and crew'].map(lambda x: get_director(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "46b74e39-25f5-4ddc-9e27-6749fdd5d209",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor1(x):\n",
    "    return ((x.split(\"screenplay); \")[-1]).split(\", \")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "6e95cb11-bc4a-43d8-8c4a-5701994cdb5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\2274966287.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2018['actor_1_name'] = df_2018['Cast and crew'].map(lambda x: get_actor1(x))\n"
     ]
    }
   ],
   "source": [
    "df_2018['actor_1_name'] = df_2018['Cast and crew'].map(lambda x: get_actor1(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "ff925c63-45bf-4984-a0c1-2fe6d835238a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor2(x):\n",
    "    if len((x.split(\"screenplay); \")[-1]).split(\", \")) < 2:\n",
    "        return np.NaN\n",
    "    else:\n",
    "        return ((x.split(\"screenplay); \")[-1]).split(\", \")[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "3cb63fce-ad2c-4ad8-94af-904b7098111b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\3672495884.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2018['actor_2_name'] = df_2018['Cast and crew'].map(lambda x: get_actor2(x))\n"
     ]
    }
   ],
   "source": [
    "df_2018['actor_2_name'] = df_2018['Cast and crew'].map(lambda x: get_actor2(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "27248115-e33c-4d11-99a6-b9f0cf9edcb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor3(x):\n",
    "    if len((x.split(\"screenplay); \")[-1]).split(\", \")) < 3:\n",
    "        return np.NaN\n",
    "    else:\n",
    "        return ((x.split(\"screenplay); \")[-1]).split(\", \")[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "a08d0191-25c9-4395-a974-60cfd81c3b3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2018['actor_3_name'] = df_2018['Cast and crew'].map(lambda x: get_actor3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "65d032c8-5f15-480b-ab8c-bf85726c358a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>0</th>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>Adam Robitel (director); Leigh Whannell (scree...</td>\n",
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       "      <td>Simon West</td>\n",
       "      <td>Dominic Cooper</td>\n",
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       "      <td>Gemma Chan</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sweet Country</td>\n",
       "      <td>Warwick Thornton (director); David Tranter, St...</td>\n",
       "      <td>Western Crime Thriller Drama</td>\n",
       "      <td>Warwick Thornton</td>\n",
       "      <td>Bryan Brown</td>\n",
       "      <td>Sam Neill</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Commuter</td>\n",
       "      <td>Jaume Collet-Serra (director); Byron Willinger...</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
       "      <td>Jaume Collet-Serra</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>Vera Farmiga</td>\n",
       "      <td>Patrick Wilson</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Holmes &amp; Watson</td>\n",
       "      <td>Etan Cohen (director/screenplay); Will Ferrell...</td>\n",
       "      <td>Mystery Adventure Comedy Crime</td>\n",
       "      <td>Etan Cohen</td>\n",
       "      <td>Will Ferrell</td>\n",
       "      <td>John C. Reilly</td>\n",
       "      <td>Rebecca Hall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Vice</td>\n",
       "      <td>Adam McKay (director/screenplay); Christian Ba...</td>\n",
       "      <td>Comedy Drama</td>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Amy Adams</td>\n",
       "      <td>Steve Carell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>On the Basis of Sex</td>\n",
       "      <td>Mimi Leder (director); Daniel Stiepleman (scre...</td>\n",
       "      <td>Drama History</td>\n",
       "      <td>Mimi Leder</td>\n",
       "      <td>Felicity Jones</td>\n",
       "      <td>Armie Hammer</td>\n",
       "      <td>Justin Theroux</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Destroyer</td>\n",
       "      <td>Karyn Kusama (director); Phil Hay, Matt Manfre...</td>\n",
       "      <td>Thriller Crime Drama Action</td>\n",
       "      <td>Karyn Kusama</td>\n",
       "      <td>Nicole Kidman</td>\n",
       "      <td>Sebastian Stan</td>\n",
       "      <td>Toby Kebbell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "      <td>David Slade (director); Charlie Brooker (scree...</td>\n",
       "      <td>Science Fiction Mystery Drama Thriller TV Movie</td>\n",
       "      <td>David Slade</td>\n",
       "      <td>Fionn Whitehead</td>\n",
       "      <td>Will Poulter</td>\n",
       "      <td>Asim Chaudhry</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Title  \\\n",
       "0       Insidious: The Last Key   \n",
       "1              The Strange Ones   \n",
       "2                      Stratton   \n",
       "3                 Sweet Country   \n",
       "4                  The Commuter   \n",
       "..                          ...   \n",
       "274             Holmes & Watson   \n",
       "275                        Vice   \n",
       "276         On the Basis of Sex   \n",
       "277                   Destroyer   \n",
       "278  Black Mirror: Bandersnatch   \n",
       "\n",
       "                                         Cast and crew  \\\n",
       "0    Adam Robitel (director); Leigh Whannell (scree...   \n",
       "1    Lauren Wolkstein (director); Christopher Radcl...   \n",
       "2    Simon West (director); Duncan Falconer, Warren...   \n",
       "3    Warwick Thornton (director); David Tranter, St...   \n",
       "4    Jaume Collet-Serra (director); Byron Willinger...   \n",
       "..                                                 ...   \n",
       "274  Etan Cohen (director/screenplay); Will Ferrell...   \n",
       "275  Adam McKay (director/screenplay); Christian Ba...   \n",
       "276  Mimi Leder (director); Daniel Stiepleman (scre...   \n",
       "277  Karyn Kusama (director); Phil Hay, Matt Manfre...   \n",
       "278  David Slade (director); Charlie Brooker (scree...   \n",
       "\n",
       "                                              genres       director_name  \\\n",
       "0                            Horror Mystery Thriller        Adam Robitel   \n",
       "1                                     Thriller Drama    Lauren Wolkstein   \n",
       "2                                    Action Thriller          Simon West   \n",
       "3                       Western Crime Thriller Drama    Warwick Thornton   \n",
       "4                            Action Thriller Mystery  Jaume Collet-Serra   \n",
       "..                                               ...                 ...   \n",
       "274                   Mystery Adventure Comedy Crime          Etan Cohen   \n",
       "275                                     Comedy Drama          Adam McKay   \n",
       "276                                    Drama History          Mimi Leder   \n",
       "277                      Thriller Crime Drama Action        Karyn Kusama   \n",
       "278  Science Fiction Mystery Drama Thriller TV Movie         David Slade   \n",
       "\n",
       "        actor_1_name            actor_2_name    actor_3_name  \n",
       "0          Lin Shaye           Angus Sampson  Leigh Whannell  \n",
       "1      Alex Pettyfer  James Freedson-Jackson   Emily Althaus  \n",
       "2     Dominic Cooper          Austin Stowell      Gemma Chan  \n",
       "3        Bryan Brown               Sam Neill             NaN  \n",
       "4        Liam Neeson            Vera Farmiga  Patrick Wilson  \n",
       "..               ...                     ...             ...  \n",
       "274     Will Ferrell          John C. Reilly    Rebecca Hall  \n",
       "275   Christian Bale               Amy Adams    Steve Carell  \n",
       "276   Felicity Jones            Armie Hammer  Justin Theroux  \n",
       "277    Nicole Kidman          Sebastian Stan    Toby Kebbell  \n",
       "278  Fionn Whitehead            Will Poulter   Asim Chaudhry  \n",
       "\n",
       "[279 rows x 7 columns]"
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "28420b89-d89f-460a-9e70-def3caa1d01f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2018 = df_2018.rename(columns={'Title':'movie_title'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "eb30e942-e5bc-46e8-aa78-c0966aee1eb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df18 = df_2018.loc[:,['director_name','actor_1_name','actor_2_name','actor_3_name','genres','movie_title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "0e011673-aedd-4cdc-9c4e-ff239581921a",
   "metadata": {},
   "outputs": [
    {
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       "      <td>Leigh Whannell</td>\n",
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       "      <td>Lauren Wolkstein</td>\n",
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       "      <td>Bryan Brown</td>\n",
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       "      <td>Jaume Collet-Serra</td>\n",
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       "      <td>Patrick Wilson</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
       "      <td>The Commuter</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Etan Cohen</td>\n",
       "      <td>Will Ferrell</td>\n",
       "      <td>John C. Reilly</td>\n",
       "      <td>Rebecca Hall</td>\n",
       "      <td>Mystery Adventure Comedy Crime</td>\n",
       "      <td>Holmes &amp; Watson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Amy Adams</td>\n",
       "      <td>Steve Carell</td>\n",
       "      <td>Comedy Drama</td>\n",
       "      <td>Vice</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Mimi Leder</td>\n",
       "      <td>Felicity Jones</td>\n",
       "      <td>Armie Hammer</td>\n",
       "      <td>Justin Theroux</td>\n",
       "      <td>Drama History</td>\n",
       "      <td>On the Basis of Sex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Karyn Kusama</td>\n",
       "      <td>Nicole Kidman</td>\n",
       "      <td>Sebastian Stan</td>\n",
       "      <td>Toby Kebbell</td>\n",
       "      <td>Thriller Crime Drama Action</td>\n",
       "      <td>Destroyer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>David Slade</td>\n",
       "      <td>Fionn Whitehead</td>\n",
       "      <td>Will Poulter</td>\n",
       "      <td>Asim Chaudhry</td>\n",
       "      <td>Science Fiction Mystery Drama Thriller TV Movie</td>\n",
       "      <td>Black Mirror: Bandersnatch</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          director_name     actor_1_name            actor_2_name  \\\n",
       "0          Adam Robitel        Lin Shaye           Angus Sampson   \n",
       "1      Lauren Wolkstein    Alex Pettyfer  James Freedson-Jackson   \n",
       "2            Simon West   Dominic Cooper          Austin Stowell   \n",
       "3      Warwick Thornton      Bryan Brown               Sam Neill   \n",
       "4    Jaume Collet-Serra      Liam Neeson            Vera Farmiga   \n",
       "..                  ...              ...                     ...   \n",
       "274          Etan Cohen     Will Ferrell          John C. Reilly   \n",
       "275          Adam McKay   Christian Bale               Amy Adams   \n",
       "276          Mimi Leder   Felicity Jones            Armie Hammer   \n",
       "277        Karyn Kusama    Nicole Kidman          Sebastian Stan   \n",
       "278         David Slade  Fionn Whitehead            Will Poulter   \n",
       "\n",
       "       actor_3_name                                           genres  \\\n",
       "0    Leigh Whannell                          Horror Mystery Thriller   \n",
       "1     Emily Althaus                                   Thriller Drama   \n",
       "2        Gemma Chan                                  Action Thriller   \n",
       "3               NaN                     Western Crime Thriller Drama   \n",
       "4    Patrick Wilson                          Action Thriller Mystery   \n",
       "..              ...                                              ...   \n",
       "274    Rebecca Hall                   Mystery Adventure Comedy Crime   \n",
       "275    Steve Carell                                     Comedy Drama   \n",
       "276  Justin Theroux                                    Drama History   \n",
       "277    Toby Kebbell                      Thriller Crime Drama Action   \n",
       "278   Asim Chaudhry  Science Fiction Mystery Drama Thriller TV Movie   \n",
       "\n",
       "                    movie_title  \n",
       "0       Insidious: The Last Key  \n",
       "1              The Strange Ones  \n",
       "2                      Stratton  \n",
       "3                 Sweet Country  \n",
       "4                  The Commuter  \n",
       "..                          ...  \n",
       "274             Holmes & Watson  \n",
       "275                        Vice  \n",
       "276         On the Basis of Sex  \n",
       "277                   Destroyer  \n",
       "278  Black Mirror: Bandersnatch  \n",
       "\n",
       "[279 rows x 6 columns]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "d3be59ca-e272-4845-978e-ffd1621debbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df18['actor_2_name'] = new_df18['actor_2_name'].replace(np.nan, 'unknown')\n",
    "new_df18['actor_3_name'] = new_df18['actor_3_name'].replace(np.nan, 'unknown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "34d899b2-b329-4085-9aac-9c555c416255",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df18['movie_title'] = new_df18['movie_title'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "1f512eec-fc23-4060-9675-2bacaa1699b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df18['comb'] = new_df18['actor_1_name'] + ' ' + new_df18['actor_2_name'] + ' '+ new_df18['actor_3_name'] + ' '+ new_df18['director_name'] +' ' + new_df18['genres']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "7df2a339-11ac-409e-8782-2bb599dd09df",
   "metadata": {},
   "outputs": [
    {
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       "      <td>Sam Neill</td>\n",
       "      <td>unknown</td>\n",
       "      <td>Western Crime Thriller Drama</td>\n",
       "      <td>sweet country</td>\n",
       "      <td>Bryan Brown Sam Neill unknown Warwick Thornton...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jaume Collet-Serra</td>\n",
       "      <td>Liam Neeson</td>\n",
       "      <td>Vera Farmiga</td>\n",
       "      <td>Patrick Wilson</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
       "      <td>the commuter</td>\n",
       "      <td>Liam Neeson Vera Farmiga Patrick Wilson Jaume ...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Etan Cohen</td>\n",
       "      <td>Will Ferrell</td>\n",
       "      <td>John C. Reilly</td>\n",
       "      <td>Rebecca Hall</td>\n",
       "      <td>Mystery Adventure Comedy Crime</td>\n",
       "      <td>holmes &amp; watson</td>\n",
       "      <td>Will Ferrell John C. Reilly Rebecca Hall Etan ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Amy Adams</td>\n",
       "      <td>Steve Carell</td>\n",
       "      <td>Comedy Drama</td>\n",
       "      <td>vice</td>\n",
       "      <td>Christian Bale Amy Adams Steve Carell Adam McK...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Mimi Leder</td>\n",
       "      <td>Felicity Jones</td>\n",
       "      <td>Armie Hammer</td>\n",
       "      <td>Justin Theroux</td>\n",
       "      <td>Drama History</td>\n",
       "      <td>on the basis of sex</td>\n",
       "      <td>Felicity Jones Armie Hammer Justin Theroux Mim...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Karyn Kusama</td>\n",
       "      <td>Nicole Kidman</td>\n",
       "      <td>Sebastian Stan</td>\n",
       "      <td>Toby Kebbell</td>\n",
       "      <td>Thriller Crime Drama Action</td>\n",
       "      <td>destroyer</td>\n",
       "      <td>Nicole Kidman Sebastian Stan Toby Kebbell Kary...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>David Slade</td>\n",
       "      <td>Fionn Whitehead</td>\n",
       "      <td>Will Poulter</td>\n",
       "      <td>Asim Chaudhry</td>\n",
       "      <td>Science Fiction Mystery Drama Thriller TV Movie</td>\n",
       "      <td>black mirror: bandersnatch</td>\n",
       "      <td>Fionn Whitehead Will Poulter Asim Chaudhry Dav...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>279 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          director_name     actor_1_name            actor_2_name  \\\n",
       "0          Adam Robitel        Lin Shaye           Angus Sampson   \n",
       "1      Lauren Wolkstein    Alex Pettyfer  James Freedson-Jackson   \n",
       "2            Simon West   Dominic Cooper          Austin Stowell   \n",
       "3      Warwick Thornton      Bryan Brown               Sam Neill   \n",
       "4    Jaume Collet-Serra      Liam Neeson            Vera Farmiga   \n",
       "..                  ...              ...                     ...   \n",
       "274          Etan Cohen     Will Ferrell          John C. Reilly   \n",
       "275          Adam McKay   Christian Bale               Amy Adams   \n",
       "276          Mimi Leder   Felicity Jones            Armie Hammer   \n",
       "277        Karyn Kusama    Nicole Kidman          Sebastian Stan   \n",
       "278         David Slade  Fionn Whitehead            Will Poulter   \n",
       "\n",
       "       actor_3_name                                           genres  \\\n",
       "0    Leigh Whannell                          Horror Mystery Thriller   \n",
       "1     Emily Althaus                                   Thriller Drama   \n",
       "2        Gemma Chan                                  Action Thriller   \n",
       "3           unknown                     Western Crime Thriller Drama   \n",
       "4    Patrick Wilson                          Action Thriller Mystery   \n",
       "..              ...                                              ...   \n",
       "274    Rebecca Hall                   Mystery Adventure Comedy Crime   \n",
       "275    Steve Carell                                     Comedy Drama   \n",
       "276  Justin Theroux                                    Drama History   \n",
       "277    Toby Kebbell                      Thriller Crime Drama Action   \n",
       "278   Asim Chaudhry  Science Fiction Mystery Drama Thriller TV Movie   \n",
       "\n",
       "                    movie_title  \\\n",
       "0       insidious: the last key   \n",
       "1              the strange ones   \n",
       "2                      stratton   \n",
       "3                 sweet country   \n",
       "4                  the commuter   \n",
       "..                          ...   \n",
       "274             holmes & watson   \n",
       "275                        vice   \n",
       "276         on the basis of sex   \n",
       "277                   destroyer   \n",
       "278  black mirror: bandersnatch   \n",
       "\n",
       "                                                  comb  \n",
       "0    Lin Shaye Angus Sampson Leigh Whannell Adam Ro...  \n",
       "1    Alex Pettyfer James Freedson-Jackson Emily Alt...  \n",
       "2    Dominic Cooper Austin Stowell Gemma Chan Simon...  \n",
       "3    Bryan Brown Sam Neill unknown Warwick Thornton...  \n",
       "4    Liam Neeson Vera Farmiga Patrick Wilson Jaume ...  \n",
       "..                                                 ...  \n",
       "274  Will Ferrell John C. Reilly Rebecca Hall Etan ...  \n",
       "275  Christian Bale Amy Adams Steve Carell Adam McK...  \n",
       "276  Felicity Jones Armie Hammer Justin Theroux Mim...  \n",
       "277  Nicole Kidman Sebastian Stan Toby Kebbell Kary...  \n",
       "278  Fionn Whitehead Will Poulter Asim Chaudhry Dav...  \n",
       "\n",
       "[279 rows x 7 columns]"
      ]
     },
     "execution_count": 278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df18"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "03f2bbb1-c578-47f5-b2a9-ff9e95c5b961",
   "metadata": {},
   "outputs": [],
   "source": [
    "link = \"https://en.wikipedia.org/wiki/List_of_American_films_of_2019\"\n",
    "df1 = pd.read_html(link, header=0)[2]\n",
    "df2 = pd.read_html(link, header=0)[3]\n",
    "df3 = pd.read_html(link, header=0)[4]\n",
    "df4 = pd.read_html(link, header=0)[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "c98aae60-8829-45f1-b02d-bf4ed4e858c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([df1, df2, df3, df4], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "59355697-25fc-4160-b939-8313e7188a32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Opening</th>\n",
       "      <th>Opening.1</th>\n",
       "      <th>Title</th>\n",
       "      <th>Production company</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>Ref.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>4</td>\n",
       "      <td>Escape Room</td>\n",
       "      <td>Columbia Pictures / Original Film</td>\n",
       "      <td>Adam Robitel (director); Bragi F. Schut, Maria...</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>4</td>\n",
       "      <td>Rust Creek</td>\n",
       "      <td>IFC Films / Lunacy Productions</td>\n",
       "      <td>Jen McGowan (director); Julie Lipson (screenpl...</td>\n",
       "      <td>[3]</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>4</td>\n",
       "      <td>American Hangman</td>\n",
       "      <td>Hangman Justice Productions</td>\n",
       "      <td>Wilson Coneybeare (director/screenplay); Donal...</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>11</td>\n",
       "      <td>A Dog's Way Home</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>Charles Martin Smith (director); W. Bruce Came...</td>\n",
       "      <td>[5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>J A N U A R Y</td>\n",
       "      <td>11</td>\n",
       "      <td>The Upside</td>\n",
       "      <td>STX Entertainment</td>\n",
       "      <td>Neil Burger (director); Jon Hartmere (screenpl...</td>\n",
       "      <td>[6]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Spies in Disguise</td>\n",
       "      <td>20th Century Fox / Blue Sky Studios / Chernin ...</td>\n",
       "      <td>Nick Bruno, Troy Quane (directors); Brad Copel...</td>\n",
       "      <td>[132]</td>\n",
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       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Little Women</td>\n",
       "      <td>Columbia Pictures / Regency Enterprises</td>\n",
       "      <td>Greta Gerwig (director/screenplay); Saoirse Ro...</td>\n",
       "      <td>[225]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>1917</td>\n",
       "      <td>Universal Pictures / DreamWorks Pictures</td>\n",
       "      <td>Sam Mendes (director/screenplay); Krysty Wilso...</td>\n",
       "      <td>[226]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>D E C E M B E R</td>\n",
       "      <td>25</td>\n",
       "      <td>Just Mercy</td>\n",
       "      <td>Warner Bros. Pictures / Participant Media</td>\n",
       "      <td>Destin Daniel Cretton (director/screenplay), A...</td>\n",
       "      <td>[227]</td>\n",
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       "    <tr>\n",
       "      <th>245</th>\n",
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       "      <td>Clemency</td>\n",
       "      <td>Neon</td>\n",
       "      <td>Chinonye Chukwu (director/screenplay); Alfre W...</td>\n",
       "      <td>[228]</td>\n",
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      "text/plain": [
       "             Opening  Opening.1              Title  \\\n",
       "0      J A N U A R Y          4        Escape Room   \n",
       "1      J A N U A R Y          4         Rust Creek   \n",
       "2      J A N U A R Y          4   American Hangman   \n",
       "3      J A N U A R Y         11   A Dog's Way Home   \n",
       "4      J A N U A R Y         11         The Upside   \n",
       "..               ...        ...                ...   \n",
       "241  D E C E M B E R         25  Spies in Disguise   \n",
       "242  D E C E M B E R         25       Little Women   \n",
       "243  D E C E M B E R         25               1917   \n",
       "244  D E C E M B E R         25         Just Mercy   \n",
       "245  D E C E M B E R         27           Clemency   \n",
       "\n",
       "                                    Production company  \\\n",
       "0                    Columbia Pictures / Original Film   \n",
       "1                       IFC Films / Lunacy Productions   \n",
       "2                          Hangman Justice Productions   \n",
       "3                                    Columbia Pictures   \n",
       "4                                    STX Entertainment   \n",
       "..                                                 ...   \n",
       "241  20th Century Fox / Blue Sky Studios / Chernin ...   \n",
       "242            Columbia Pictures / Regency Enterprises   \n",
       "243           Universal Pictures / DreamWorks Pictures   \n",
       "244          Warner Bros. Pictures / Participant Media   \n",
       "245                                               Neon   \n",
       "\n",
       "                                         Cast and crew   Ref.  \n",
       "0    Adam Robitel (director); Bragi F. Schut, Maria...    [2]  \n",
       "1    Jen McGowan (director); Julie Lipson (screenpl...    [3]  \n",
       "2    Wilson Coneybeare (director/screenplay); Donal...    [4]  \n",
       "3    Charles Martin Smith (director); W. Bruce Came...    [5]  \n",
       "4    Neil Burger (director); Jon Hartmere (screenpl...    [6]  \n",
       "..                                                 ...    ...  \n",
       "241  Nick Bruno, Troy Quane (directors); Brad Copel...  [132]  \n",
       "242  Greta Gerwig (director/screenplay); Saoirse Ro...  [225]  \n",
       "243  Sam Mendes (director/screenplay); Krysty Wilso...  [226]  \n",
       "244  Destin Daniel Cretton (director/screenplay), A...  [227]  \n",
       "245  Chinonye Chukwu (director/screenplay); Alfre W...  [228]  \n",
       "\n",
       "[246 rows x 6 columns]"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "id": "795fdce8-d61d-4e9c-ac9f-6b6e0fbcdd39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'adult': False, 'backdrop_path': '/mWLljCmpqlcYQh7uh51BBMwCZwN.jpg', 'genre_ids': [27, 53, 9648], 'id': 522681, 'original_language': 'en', 'original_title': 'Escape Room', 'overview': 'Six strangers find themselves in circumstances beyond their control, and must use their wits to survive.', 'popularity': 28.076, 'poster_path': '/8Ls1tZ6qjGzfGHjBB7ihOnf7f0b.jpg', 'release_date': '2019-01-03', 'title': 'Escape Room', 'video': False, 'vote_average': 6.5, 'vote_count': 4373}\n",
      "['Horror', 'Thriller', 'Mystery']\n",
      "Escape Room: Horror Thriller Mystery\n",
      "{'adult': False, 'backdrop_path': '/xmLLkEhqIw0Me0wgO9ZhtP0MW7U.jpg', 'genre_ids': [53, 18, 28, 80], 'id': 561362, 'original_language': 'en', 'original_title': 'Rust Creek', 'overview': 'When an overachieving college senior makes a wrong turn, her road trip becomes a life-changing fight for survival in rural Kentucky.', 'popularity': 14.611, 'poster_path': '/lrsPIRkKZWTKbd3C0sSj7a3lMES.jpg', 'release_date': '2019-01-04', 'title': 'Rust Creek', 'video': False, 'vote_average': 6.367, 'vote_count': 278}\n",
      "['Thriller', 'Drama', 'Action', 'Crime']\n",
      "Rust Creek: Thriller Drama Action Crime\n",
      "{'adult': False, 'backdrop_path': '/1iUuWGnywpwgcoHQ1LS6TzXtqLt.jpg', 'genre_ids': [53], 'id': 567738, 'original_language': 'en', 'original_title': 'American Hangman', 'overview': \"An unidentified man posts a live feed on social media showing that he has kidnapped two strangers and intends to kill one before the day is out. His intention is to hold a capital 'trial' online. As the authorities recognize what's happening, it becomes apparent that the online public is going to act as judge and jury.\", 'popularity': 8.364, 'poster_path': '/xKoXpgqEk8RSezV05oRDCZP9fhT.jpg', 'release_date': '2019-01-04', 'title': 'American Hangman', 'video': False, 'vote_average': 6.011, 'vote_count': 135}\n",
      "['Thriller']\n",
      "American Hangman: Thriller\n",
      "{'adult': False, 'backdrop_path': '/w7MsyOpP003FYhsiTgVHa3rNsrz.jpg', 'genre_ids': [18, 12, 10751], 'id': 508763, 'original_language': 'en', 'original_title': \"A Dog's Way Home\", 'overview': 'The adventure of Bella, a dog who embarks on an epic 400-mile journey home after she is separated from her beloved human.', 'popularity': 22.214, 'poster_path': '/pZn87R7gtmMCGGO8KeaAfZDhXLg.jpg', 'release_date': '2019-01-10', 'title': \"A Dog's Way Home\", 'video': False, 'vote_average': 7.344, 'vote_count': 1020}\n",
      "['Drama', 'Adventure', 'Family']\n",
      "A Dog's Way Home: Drama Adventure Family\n",
      "{'adult': False, 'backdrop_path': '/4YrguU26cw69ZGnyDmd6lbitajG.jpg', 'genre_ids': [35, 18], 'id': 440472, 'original_language': 'en', 'original_title': 'The Upside', 'overview': \"Phillip is a wealthy quadriplegic who needs a caretaker to help him with his day-to-day routine in his New York penthouse. He decides to hire Dell, a struggling parolee who's trying to reconnect with his ex and his young son. Despite coming from two different worlds, an unlikely friendship starts to blossom.\", 'popularity': 27.666, 'poster_path': '/hPZ2caow1PCND6qnerfgn6RTXdm.jpg', 'release_date': '2019-01-10', 'title': 'The Upside', 'video': False, 'vote_average': 7.15, 'vote_count': 1170}\n",
      "['Comedy', 'Drama']\n",
      "The Upside: Comedy Drama\n",
      "{'adult': False, 'backdrop_path': '/daNHz1e67CWyNeXd5AHWVpCJSNm.jpg', 'genre_ids': [878, 53, 18], 'id': 300681, 'original_language': 'en', 'original_title': 'Replicas', 'overview': 'A scientist becomes obsessed with returning his family to normalcy after a terrible accident.', 'popularity': 26.775, 'poster_path': '/hhPBTAn9b4TYOxc1JYNsX4BFAlW.jpg', 'release_date': '2018-10-25', 'title': 'Replicas', 'video': False, 'vote_average': 6.036, 'vote_count': 1229}\n",
      "['Science Fiction', 'Thriller', 'Drama']\n",
      "Replicas: Science Fiction Thriller Drama\n",
      "{'adult': False, 'backdrop_path': '/AneA0sMIzPufIowXnmLTSkvxeJa.jpg', 'genre_ids': [18, 10751, 53, 878], 'id': 414777, 'original_language': 'en', 'original_title': 'After Darkness', 'overview': 'As the Sun burns out, an American family gathers at the end of the world, their hopes for rescue slowly crumbling as they also confront long lasting divides amongst each other.', 'popularity': 4.413, 'poster_path': '/yyiHuU6dHKIazMKZhcYabAfUyfo.jpg', 'release_date': '2019-01-15', 'title': 'After Darkness', 'video': False, 'vote_average': 3.908, 'vote_count': 38}\n",
      "['Drama', 'Family', 'Thriller', 'Science Fiction']\n",
      "After Darkness: Drama Family Thriller Science Fiction\n",
      "{'adult': False, 'backdrop_path': '/ngBFDOsx13sFXiMweDoL54XYknR.jpg', 'genre_ids': [53, 18, 878], 'id': 450465, 'original_language': 'en', 'original_title': 'Glass', 'overview': 'In a series of escalating encounters, former security guard David Dunn uses his supernatural abilities to track Kevin Wendell Crumb, a disturbed man who has twenty-four personalities. Meanwhile, the shadowy presence of Elijah Price emerges as an orchestrator who holds secrets critical to both men.', 'popularity': 44.608, 'poster_path': '/svIDTNUoajS8dLEo7EosxvyAsgJ.jpg', 'release_date': '2019-01-16', 'title': 'Glass', 'video': False, 'vote_average': 6.7, 'vote_count': 7877}\n",
      "['Thriller', 'Drama', 'Science Fiction']\n",
      "Glass: Thriller Drama Science Fiction\n",
      "{'adult': False, 'backdrop_path': '/rCZNtFhCId7zAMo68xyCEwnRvB.jpg', 'genre_ids': [18], 'id': 901563, 'original_language': 'fr', 'original_title': 'Close', 'overview': 'Two thirteen year-olds have always been incredibly close but they drift apart after the intimacy of their relationship is questioned by schoolmates.  An emotionally transformative and unforgettable portrait of the intersection of friendship and love, identity and independence, and heartbreak and healing.', 'popularity': 27.233, 'poster_path': '/54FGmbm9kJselaFPLRomXDuuCGK.jpg', 'release_date': '2022-11-01', 'title': 'Close', 'video': False, 'vote_average': 7.815, 'vote_count': 537}\n",
      "['Drama']\n",
      "Close: Drama\n",
      "{'adult': False, 'backdrop_path': '/svlMtjtTjzrJscBddEvZ7sFACum.jpg', 'genre_ids': [18, 53, 9648], 'id': 516630, 'original_language': 'en', 'original_title': 'The Standoff at Sparrow Creek', 'overview': 'After a mass shooting at a police funeral, reclusive ex-cop Gannon finds himself unwittingly forced out of retirement when he realizes that the killer belongs to the same militia he joined after quitting the force. Understanding that the shooting could set off a chain reaction of copycat violence across the country, Gannon quarantines his fellow militiamen in the remote lumber mill they call their headquarters. There, he sets about a series of grueling interrogations, intent on ferreting out the killer and turning him over to the authorities to prevent further bloodshed.', 'popularity': 7.067, 'poster_path': '/uCyDJGQ54vcCclNqa6nLcSqH3DQ.jpg', 'release_date': '2019-01-18', 'title': 'The Standoff at Sparrow Creek', 'video': False, 'vote_average': 6.11, 'vote_count': 100}\n",
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      "{'adult': False, 'backdrop_path': '/cdMfn0Jr9RGqKkaX9HyR5l1kiYy.jpg', 'genre_ids': [53, 18], 'id': 510298, 'original_language': 'en', 'original_title': 'Seberg', 'overview': 'An ambitious young FBI agent is assigned to investigate iconic actress Jean Seberg when she becomes embroiled in the tumultuous civil rights movement in late 1960s Los Angeles.', 'popularity': 17.577, 'poster_path': '/kv78WJ2YvWyk3c32sbOGFh64xcs.jpg', 'release_date': '2019-12-13', 'title': 'Seberg', 'video': False, 'vote_average': 6.0, 'vote_count': 219}\n",
      "['Thriller', 'Drama']\n",
      "Seberg: Thriller Drama\n",
      "{'adult': False, 'backdrop_path': '/zxY1yP9FjJpV7T3hxqBBI5WNydx.jpg', 'genre_ids': [18, 10752, 36], 'id': 403300, 'original_language': 'en', 'original_title': 'A Hidden Life', 'overview': 'Austrian farmer Franz Jägerstätter faces the threat of execution for refusing to fight for the Nazis during World War II.', 'popularity': 18.016, 'poster_path': '/rdG4jfH0rxkB2FgkYmjj9V4Q31M.jpg', 'release_date': '2019-12-11', 'title': 'A Hidden Life', 'video': False, 'vote_average': 7.138, 'vote_count': 588}\n",
      "['Drama', 'War', 'History']\n",
      "A Hidden Life: Drama War History\n",
      "{'adult': False, 'backdrop_path': '/jOzrELAzFxtMx2I4uDGHOotdfsS.jpg', 'genre_ids': [12, 28, 878], 'id': 181812, 'original_language': 'en', 'original_title': 'Star Wars: The Rise of Skywalker', 'overview': 'The surviving Resistance faces the First Order once again as the journey of Rey, Finn and Poe Dameron continues. With the power and knowledge of generations behind them, the final battle begins.', 'popularity': 61.587, 'poster_path': '/db32LaOibwEliAmSL2jjDF6oDdj.jpg', 'release_date': '2019-12-18', 'title': 'Star Wars: The Rise of Skywalker', 'video': False, 'vote_average': 6.355, 'vote_count': 9154}\n",
      "['Adventure', 'Action', 'Science Fiction']\n",
      "Star Wars: The Rise of Skywalker: Adventure Action Science Fiction\n",
      "{'adult': False, 'backdrop_path': '/3YDxwacSY2RT1JS62yeIZ7Jc9xi.jpg', 'genre_ids': [14, 35, 18], 'id': 536869, 'original_language': 'en', 'original_title': 'Cats', 'overview': 'A tribe of cats called the Jellicles must decide yearly which one will ascend to the Heaviside Layer and come back to a new Jellicle life.', 'popularity': 18.155, 'poster_path': '/aCNch5FmzT2WaUcY44925owIZXY.jpg', 'release_date': '2019-12-19', 'title': 'Cats', 'video': False, 'vote_average': 4.1, 'vote_count': 898}\n",
      "['Fantasy', 'Comedy', 'Drama']\n",
      "Cats: Fantasy Comedy Drama\n",
      "{'adult': False, 'backdrop_path': '/3G8xATwPSnkvkxFGquKnG2xobp7.jpg', 'genre_ids': [80, 18], 'id': 884363, 'original_language': 'es', 'original_title': 'Togo', 'overview': \"Togo just wants to watch his neighbors' homes, wash their cars and clean up their sidewalks. But the drug traffickers want more from him.\", 'popularity': 17.019, 'poster_path': '/vBvHFU97cmep48zbl5X85gvXCn.jpg', 'release_date': '2022-10-05', 'title': 'Togo', 'video': False, 'vote_average': 6.556, 'vote_count': 63}\n",
      "['Crime', 'Drama']\n",
      "Togo: Crime Drama\n",
      "{'adult': False, 'backdrop_path': '/uG1v9Hk1XKICd6IJChRR20mBh8i.jpg', 'genre_ids': [16, 28, 12, 35, 10751], 'id': 431693, 'original_language': 'en', 'original_title': 'Spies in Disguise', 'overview': 'Super spy Lance Sterling and scientist Walter Beckett are almost exact opposites. Lance is smooth, suave and debonair. Walter is… not. But what Walter lacks in social skills he makes up for in smarts and invention, creating the awesome gadgets Lance uses on his epic missions. But when events take an unexpected turn, Walter and Lance suddenly have to rely on each other in a whole new way.', 'popularity': 25.837, 'poster_path': '/30YacPAcxpNemhhwX0PVUl9pVA3.jpg', 'release_date': '2019-12-04', 'title': 'Spies in Disguise', 'video': False, 'vote_average': 7.629, 'vote_count': 2609}\n",
      "['Animation', 'Action', 'Adventure', 'Comedy', 'Family']\n",
      "Spies in Disguise: Animation Action Adventure Comedy Family\n",
      "{'adult': False, 'backdrop_path': '/lqxxwTRk0l7CubY6JkJdhnwJEkn.jpg', 'genre_ids': [18, 10749], 'id': 331482, 'original_language': 'en', 'original_title': 'Little Women', 'overview': 'Four sisters come of age in America in the aftermath of the Civil War.', 'popularity': 31.981, 'poster_path': '/yn5ihODtZ7ofn8pDYfxCmxh8AXI.jpg', 'release_date': '2019-12-25', 'title': 'Little Women', 'video': False, 'vote_average': 7.9, 'vote_count': 5796}\n",
      "['Drama', 'Romance']\n",
      "Little Women: Drama Romance\n",
      "{'adult': False, 'backdrop_path': '/2WgieNR1tGHlpJUsolbVzbUbE1O.jpg', 'genre_ids': [10752, 28, 18], 'id': 530915, 'original_language': 'en', 'original_title': '1917', 'overview': 'At the height of the First World War, two young British soldiers must cross enemy territory and deliver a message that will stop a deadly attack on hundreds of soldiers.', 'popularity': 48.469, 'poster_path': '/iZf0KyrE25z1sage4SYFLCCrMi9.jpg', 'release_date': '2019-12-25', 'title': '1917', 'video': False, 'vote_average': 7.991, 'vote_count': 11525}\n",
      "['War', 'Action', 'Drama']\n",
      "1917: War Action Drama\n",
      "{'adult': False, 'backdrop_path': '/3gVo3f5We49VKk5BKEIRkxcibwz.jpg', 'genre_ids': [18, 80, 36], 'id': 522212, 'original_language': 'en', 'original_title': 'Just Mercy', 'overview': 'The powerful true story of Harvard-educated lawyer Bryan Stevenson, who goes to Alabama to defend the disenfranchised and wrongly condemned — including Walter McMillian, a man sentenced to death despite evidence proving his innocence. Bryan fights tirelessly for Walter with the system stacked against them.', 'popularity': 17.041, 'poster_path': '/4YJNp1cquIkX8JxFwkKNEFQ9tgr.jpg', 'release_date': '2019-12-25', 'title': 'Just Mercy', 'video': False, 'vote_average': 7.9, 'vote_count': 2067}\n",
      "['Drama', 'Crime', 'History']\n",
      "Just Mercy: Drama Crime History\n",
      "{'adult': False, 'backdrop_path': '/4LFJwYtjvlWFqri9IwAZxLR0xyx.jpg', 'genre_ids': [18], 'id': 565307, 'original_language': 'en', 'original_title': 'Clemency', 'overview': 'Years of carrying out death row executions have taken a toll on prison warden Bernadine Williams. As she prepares to execute another inmate, Bernadine must confront the psychological and emotional demons her job creates, ultimately connecting her to the man she is sanctioned to kill.', 'popularity': 10.036, 'poster_path': '/c03mA6GYRqcRLgxXQpKcYWEKxRn.jpg', 'release_date': '2019-12-27', 'title': 'Clemency', 'video': False, 'vote_average': 6.317, 'vote_count': 101}\n",
      "['Drama']\n",
      "Clemency: Drama\n"
     ]
    }
   ],
   "source": [
    "df['genres'] = df['Title'].map(lambda x: get_genre(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "5aafd1f0-4c80-4cbf-9667-60f6fe489007",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2019 = df[['Title','Cast and crew','genres']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "fd5c452a-6f15-4fee-81cb-064283a6848c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Escape Room</td>\n",
       "      <td>Adam Robitel (director); Bragi F. Schut, Maria...</td>\n",
       "      <td>Horror Thriller Mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Rust Creek</td>\n",
       "      <td>Jen McGowan (director); Julie Lipson (screenpl...</td>\n",
       "      <td>Thriller Drama Action Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>American Hangman</td>\n",
       "      <td>Wilson Coneybeare (director/screenplay); Donal...</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A Dog's Way Home</td>\n",
       "      <td>Charles Martin Smith (director); W. Bruce Came...</td>\n",
       "      <td>Drama Adventure Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Upside</td>\n",
       "      <td>Neil Burger (director); Jon Hartmere (screenpl...</td>\n",
       "      <td>Comedy Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Spies in Disguise</td>\n",
       "      <td>Nick Bruno, Troy Quane (directors); Brad Copel...</td>\n",
       "      <td>Animation Action Adventure Comedy Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Little Women</td>\n",
       "      <td>Greta Gerwig (director/screenplay); Saoirse Ro...</td>\n",
       "      <td>Drama Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1917</td>\n",
       "      <td>Sam Mendes (director/screenplay); Krysty Wilso...</td>\n",
       "      <td>War Action Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Just Mercy</td>\n",
       "      <td>Destin Daniel Cretton (director/screenplay), A...</td>\n",
       "      <td>Drama Crime History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Clemency</td>\n",
       "      <td>Chinonye Chukwu (director/screenplay); Alfre W...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Title                                      Cast and crew  \\\n",
       "0          Escape Room  Adam Robitel (director); Bragi F. Schut, Maria...   \n",
       "1           Rust Creek  Jen McGowan (director); Julie Lipson (screenpl...   \n",
       "2     American Hangman  Wilson Coneybeare (director/screenplay); Donal...   \n",
       "3     A Dog's Way Home  Charles Martin Smith (director); W. Bruce Came...   \n",
       "4           The Upside  Neil Burger (director); Jon Hartmere (screenpl...   \n",
       "..                 ...                                                ...   \n",
       "241  Spies in Disguise  Nick Bruno, Troy Quane (directors); Brad Copel...   \n",
       "242       Little Women  Greta Gerwig (director/screenplay); Saoirse Ro...   \n",
       "243               1917  Sam Mendes (director/screenplay); Krysty Wilso...   \n",
       "244         Just Mercy  Destin Daniel Cretton (director/screenplay), A...   \n",
       "245           Clemency  Chinonye Chukwu (director/screenplay); Alfre W...   \n",
       "\n",
       "                                       genres  \n",
       "0                     Horror Thriller Mystery  \n",
       "1                 Thriller Drama Action Crime  \n",
       "2                                    Thriller  \n",
       "3                      Drama Adventure Family  \n",
       "4                                Comedy Drama  \n",
       "..                                        ...  \n",
       "241  Animation Action Adventure Comedy Family  \n",
       "242                             Drama Romance  \n",
       "243                          War Action Drama  \n",
       "244                       Drama Crime History  \n",
       "245                                     Drama  \n",
       "\n",
       "[246 rows x 3 columns]"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "86570043-e52f-46f2-baa8-8e34bc291c9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_director(x):\n",
    "    if \" (director)\" in x:\n",
    "        return x.split(\" (director)\")[0]\n",
    "    elif \" (directors)\" in x:\n",
    "        return x.split(\" (directors)\")[0]\n",
    "    else:\n",
    "        return x.split(\" (director/screenplay)\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "7eb89dbe-0a75-4cfd-93b3-b89a5dcae6af",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\203239715.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2019['director_name'] = df_2019['Cast and crew'].map(lambda x: get_director(str(x)))\n"
     ]
    }
   ],
   "source": [
    "df_2019['director_name'] = df_2019['Cast and crew'].map(lambda x: get_director(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "id": "b2e85f97-53b2-4567-84da-36de41b3d414",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor1(x):\n",
    "    return ((x.split(\"screenplay); \")[-1]).split(\", \")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "3f811eaf-e52a-4eaf-859a-82142bafa39d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\1562076556.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2019['actor_1_name'] = df_2019['Cast and crew'].map(lambda x: get_actor1(x))\n"
     ]
    }
   ],
   "source": [
    "df_2019['actor_1_name'] = df_2019['Cast and crew'].map(lambda x: get_actor1(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "995f712b-ff61-4aa3-9d62-03fac6afb2b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor2(x):\n",
    "    if len((x.split(\"screenplay); \")[-1]).split(\", \")) < 2:\n",
    "        return np.NaN\n",
    "    else:\n",
    "        return ((x.split(\"screenplay); \")[-1]).split(\", \")[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "8d4259c5-b2bb-483b-acdc-0af1dda8416e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\AppData\\Local\\Temp\\ipykernel_27504\\3736213850.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_2019['actor_2_name'] = df_2019['Cast and crew'].map(lambda x: get_actor2(x))\n"
     ]
    }
   ],
   "source": [
    "df_2019['actor_2_name'] = df_2019['Cast and crew'].map(lambda x: get_actor2(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "5fc3c347-e6bc-4cfc-a9c9-3b5b507226cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_actor3(x):\n",
    "    if len((x.split(\"screenplay); \")[-1]).split(\", \")) < 3:\n",
    "        return np.NaN\n",
    "    else:\n",
    "        return ((x.split(\"screenplay); \")[-1]).split(\", \")[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "52ead452-94d9-462a-9d50-bd32766c3814",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2019['actor_3_name'] = df_2019['Cast and crew'].map(lambda x: get_actor3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "a6e64149-5aa8-4df2-b541-4eabf4c3c143",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2019 = df_2019.rename(columns={'Title':'movie_title'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "b24847d1-3c09-4695-b3cb-a43ce26c60ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df19 = df_2019.loc[:,['director_name','actor_1_name','actor_2_name','actor_3_name','genres','movie_title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "3ec64d60-d2f0-42b2-ac8e-473e50cc56e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df19['actor_2_name'] = new_df19['actor_2_name'].replace(np.nan, 'unknown')\n",
    "new_df19['actor_3_name'] = new_df19['actor_3_name'].replace(np.nan, 'unknown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "deeef979-d77f-42de-aae0-11d2f452d48b",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df19['movie_title'] = new_df19['movie_title'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "01673a1e-99fd-4ab3-9429-f9332d0c5582",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df19['comb'] = new_df19['actor_1_name'] + ' ' + new_df19['actor_2_name'] + ' '+ new_df19['actor_3_name'] + ' '+ new_df19['director_name'] +' ' + new_df19['genres']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "14f2ca48-f845-4b05-9bfd-87a6995d419d",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
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       "      <td>Wilson Coneybeare</td>\n",
       "      <td>Donald Sutherland</td>\n",
       "      <td>Vincent Kartheiser</td>\n",
       "      <td>Oliver Dennis</td>\n",
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       "      <td>Bryce Dallas Howard</td>\n",
       "      <td>Edward James Olmos</td>\n",
       "      <td>Alexandra Shipp</td>\n",
       "      <td>Drama Adventure Family</td>\n",
       "      <td>a dog's way home</td>\n",
       "      <td>Bryce Dallas Howard Edward James Olmos Alexand...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Neil Burger</td>\n",
       "      <td>Bryan Cranston</td>\n",
       "      <td>Kevin Hart</td>\n",
       "      <td>Nicole Kidman</td>\n",
       "      <td>Comedy Drama</td>\n",
       "      <td>the upside</td>\n",
       "      <td>Bryan Cranston Kevin Hart Nicole Kidman Neil B...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Nick Bruno, Troy Quane</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>Tom Holland</td>\n",
       "      <td>Rashida Jones</td>\n",
       "      <td>Animation Action Adventure Comedy Family</td>\n",
       "      <td>spies in disguise</td>\n",
       "      <td>Will Smith Tom Holland Rashida Jones Nick Brun...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Greta Gerwig</td>\n",
       "      <td>Saoirse Ronan</td>\n",
       "      <td>Emma Watson</td>\n",
       "      <td>Florence Pugh</td>\n",
       "      <td>Drama Romance</td>\n",
       "      <td>little women</td>\n",
       "      <td>Saoirse Ronan Emma Watson Florence Pugh Greta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>George MacKay</td>\n",
       "      <td>Dean-Charles Chapman</td>\n",
       "      <td>Mark Strong</td>\n",
       "      <td>War Action Drama</td>\n",
       "      <td>1917</td>\n",
       "      <td>George MacKay Dean-Charles Chapman Mark Strong...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Destin Daniel Cretton</td>\n",
       "      <td>Michael B. Jordan</td>\n",
       "      <td>Jamie Foxx</td>\n",
       "      <td>Brie Larson</td>\n",
       "      <td>Drama Crime History</td>\n",
       "      <td>just mercy</td>\n",
       "      <td>Michael B. Jordan Jamie Foxx Brie Larson Desti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Chinonye Chukwu</td>\n",
       "      <td>Alfre Woodard</td>\n",
       "      <td>Wendell Pierce</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
       "      <td>clemency</td>\n",
       "      <td>Alfre Woodard Wendell Pierce Aldis Hodge Chino...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              director_name         actor_1_name          actor_2_name  \\\n",
       "0              Adam Robitel       Taylor Russell          Logan Miller   \n",
       "1               Jen McGowan    Hermione Corfield           Jay Paulson   \n",
       "2         Wilson Coneybeare    Donald Sutherland    Vincent Kartheiser   \n",
       "3      Charles Martin Smith  Bryce Dallas Howard    Edward James Olmos   \n",
       "4               Neil Burger       Bryan Cranston            Kevin Hart   \n",
       "..                      ...                  ...                   ...   \n",
       "241  Nick Bruno, Troy Quane           Will Smith           Tom Holland   \n",
       "242            Greta Gerwig        Saoirse Ronan           Emma Watson   \n",
       "243              Sam Mendes        George MacKay  Dean-Charles Chapman   \n",
       "244   Destin Daniel Cretton    Michael B. Jordan            Jamie Foxx   \n",
       "245         Chinonye Chukwu        Alfre Woodard        Wendell Pierce   \n",
       "\n",
       "         actor_3_name                                    genres  \\\n",
       "0    Deborah Ann Woll                   Horror Thriller Mystery   \n",
       "1        Sean O'Bryan               Thriller Drama Action Crime   \n",
       "2       Oliver Dennis                                  Thriller   \n",
       "3     Alexandra Shipp                    Drama Adventure Family   \n",
       "4       Nicole Kidman                              Comedy Drama   \n",
       "..                ...                                       ...   \n",
       "241     Rashida Jones  Animation Action Adventure Comedy Family   \n",
       "242     Florence Pugh                             Drama Romance   \n",
       "243       Mark Strong                          War Action Drama   \n",
       "244       Brie Larson                       Drama Crime History   \n",
       "245       Aldis Hodge                                     Drama   \n",
       "\n",
       "           movie_title                                               comb  \n",
       "0          escape room  Taylor Russell Logan Miller Deborah Ann Woll A...  \n",
       "1           rust creek  Hermione Corfield Jay Paulson Sean O'Bryan Jen...  \n",
       "2     american hangman  Donald Sutherland Vincent Kartheiser Oliver De...  \n",
       "3     a dog's way home  Bryce Dallas Howard Edward James Olmos Alexand...  \n",
       "4           the upside  Bryan Cranston Kevin Hart Nicole Kidman Neil B...  \n",
       "..                 ...                                                ...  \n",
       "241  spies in disguise  Will Smith Tom Holland Rashida Jones Nick Brun...  \n",
       "242       little women  Saoirse Ronan Emma Watson Florence Pugh Greta ...  \n",
       "243               1917  George MacKay Dean-Charles Chapman Mark Strong...  \n",
       "244         just mercy  Michael B. Jordan Jamie Foxx Brie Larson Desti...  \n",
       "245           clemency  Alfre Woodard Wendell Pierce Aldis Hodge Chino...  \n",
       "\n",
       "[246 rows x 7 columns]"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "e6c5506e-1a80-429e-aca6-c0f07180eb2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_df = pd.concat([new_df18, new_df19], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "id": "6363f755-9894-428c-86ee-76349fe24c39",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Bryan Brown Sam Neill unknown Warwick Thornton...</td>\n",
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       "      <td>Jaume Collet-Serra</td>\n",
       "      <td>Liam Neeson</td>\n",
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       "      <td>Patrick Wilson</td>\n",
       "      <td>Action Thriller Mystery</td>\n",
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       "      <td>Liam Neeson Vera Farmiga Patrick Wilson Jaume ...</td>\n",
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       "      <th>520</th>\n",
       "      <td>Nick Bruno, Troy Quane</td>\n",
       "      <td>Will Smith</td>\n",
       "      <td>Tom Holland</td>\n",
       "      <td>Rashida Jones</td>\n",
       "      <td>Animation Action Adventure Comedy Family</td>\n",
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       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>Greta Gerwig</td>\n",
       "      <td>Saoirse Ronan</td>\n",
       "      <td>Emma Watson</td>\n",
       "      <td>Florence Pugh</td>\n",
       "      <td>Drama Romance</td>\n",
       "      <td>little women</td>\n",
       "      <td>Saoirse Ronan Emma Watson Florence Pugh Greta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>George MacKay</td>\n",
       "      <td>Dean-Charles Chapman</td>\n",
       "      <td>Mark Strong</td>\n",
       "      <td>War Action Drama</td>\n",
       "      <td>1917</td>\n",
       "      <td>George MacKay Dean-Charles Chapman Mark Strong...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>Destin Daniel Cretton</td>\n",
       "      <td>Michael B. Jordan</td>\n",
       "      <td>Jamie Foxx</td>\n",
       "      <td>Brie Larson</td>\n",
       "      <td>Drama Crime History</td>\n",
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       "      <td>Michael B. Jordan Jamie Foxx Brie Larson Desti...</td>\n",
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       "      <td>Alfre Woodard</td>\n",
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       "      <td>Aldis Hodge</td>\n",
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       "      <td>clemency</td>\n",
       "      <td>Alfre Woodard Wendell Pierce Aldis Hodge Chino...</td>\n",
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       "<p>525 rows × 7 columns</p>\n",
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       "              director_name       actor_1_name            actor_2_name  \\\n",
       "0              Adam Robitel          Lin Shaye           Angus Sampson   \n",
       "1          Lauren Wolkstein      Alex Pettyfer  James Freedson-Jackson   \n",
       "2                Simon West     Dominic Cooper          Austin Stowell   \n",
       "3          Warwick Thornton        Bryan Brown               Sam Neill   \n",
       "4        Jaume Collet-Serra        Liam Neeson            Vera Farmiga   \n",
       "..                      ...                ...                     ...   \n",
       "520  Nick Bruno, Troy Quane         Will Smith             Tom Holland   \n",
       "521            Greta Gerwig      Saoirse Ronan             Emma Watson   \n",
       "522              Sam Mendes      George MacKay    Dean-Charles Chapman   \n",
       "523   Destin Daniel Cretton  Michael B. Jordan              Jamie Foxx   \n",
       "524         Chinonye Chukwu      Alfre Woodard          Wendell Pierce   \n",
       "\n",
       "       actor_3_name                                    genres  \\\n",
       "0    Leigh Whannell                   Horror Mystery Thriller   \n",
       "1     Emily Althaus                            Thriller Drama   \n",
       "2        Gemma Chan                           Action Thriller   \n",
       "3           unknown              Western Crime Thriller Drama   \n",
       "4    Patrick Wilson                   Action Thriller Mystery   \n",
       "..              ...                                       ...   \n",
       "520   Rashida Jones  Animation Action Adventure Comedy Family   \n",
       "521   Florence Pugh                             Drama Romance   \n",
       "522     Mark Strong                          War Action Drama   \n",
       "523     Brie Larson                       Drama Crime History   \n",
       "524     Aldis Hodge                                     Drama   \n",
       "\n",
       "                 movie_title  \\\n",
       "0    insidious: the last key   \n",
       "1           the strange ones   \n",
       "2                   stratton   \n",
       "3              sweet country   \n",
       "4               the commuter   \n",
       "..                       ...   \n",
       "520        spies in disguise   \n",
       "521             little women   \n",
       "522                     1917   \n",
       "523               just mercy   \n",
       "524                 clemency   \n",
       "\n",
       "                                                  comb  \n",
       "0    Lin Shaye Angus Sampson Leigh Whannell Adam Ro...  \n",
       "1    Alex Pettyfer James Freedson-Jackson Emily Alt...  \n",
       "2    Dominic Cooper Austin Stowell Gemma Chan Simon...  \n",
       "3    Bryan Brown Sam Neill unknown Warwick Thornton...  \n",
       "4    Liam Neeson Vera Farmiga Patrick Wilson Jaume ...  \n",
       "..                                                 ...  \n",
       "520  Will Smith Tom Holland Rashida Jones Nick Brun...  \n",
       "521  Saoirse Ronan Emma Watson Florence Pugh Greta ...  \n",
       "522  George MacKay Dean-Charles Chapman Mark Strong...  \n",
       "523  Michael B. Jordan Jamie Foxx Brie Larson Desti...  \n",
       "524  Alfre Woodard Wendell Pierce Aldis Hodge Chino...  \n",
       "\n",
       "[525 rows x 7 columns]"
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     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "id": "7b0a8b0c-99a2-48f0-bb5c-b85577cb5bdc",
   "metadata": {},
   "outputs": [],
   "source": [
    "old_df = pd.read_csv('new_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "7f30ceab-414c-43ce-84de-b22332c84182",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Jean Louisa Kelly</td>\n",
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       "      <td>Adelaide Kane Benjamin Hollingsworth Jean Loui...</td>\n",
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       "      <th>5361</th>\n",
       "      <td>Hannaleena Hauru</td>\n",
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       "      <td>Tiitus Rantala</td>\n",
       "      <td>Romance Comedy</td>\n",
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       "      <th>5362</th>\n",
       "      <td>Jonathan A. Rosenbaum</td>\n",
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       "      <td>Gina Holden</td>\n",
       "      <td>Crime Comedy Action Family</td>\n",
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      ],
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       "              director_name          actor_1_name            actor_2_name  \\\n",
       "0             James Cameron           CCH Pounder        Joel David Moore   \n",
       "1            Gore Verbinski           Johnny Depp           Orlando Bloom   \n",
       "2                Sam Mendes       Christoph Waltz            Rory Kinnear   \n",
       "3         Christopher Nolan             Tom Hardy          Christian Bale   \n",
       "4               Doug Walker           Doug Walker              Rob Walker   \n",
       "...                     ...                   ...                     ...   \n",
       "5359            Jim Strouse      Jessica Williams            Chris O'Dowd   \n",
       "5360            Farhad Mann         Adelaide Kane  Benjamin Hollingsworth   \n",
       "5361       Hannaleena Hauru        Inka Haapamäki           Rosa Honkonen   \n",
       "5362  Jonathan A. Rosenbaum  Lou Diamond Phillips           Wallace Shawn   \n",
       "5363           Ravi Udyawar        Sridevi Kapoor               Sajal Ali   \n",
       "\n",
       "              actor_3_name                           genres  \\\n",
       "0                Wes Studi  Action Adventure Fantasy Sci-Fi   \n",
       "1           Jack Davenport         Action Adventure Fantasy   \n",
       "2         Stephanie Sigman        Action Adventure Thriller   \n",
       "3     Joseph Gordon-Levitt                  Action Thriller   \n",
       "4                  unknown                      Documentary   \n",
       "...                    ...                              ...   \n",
       "5359       Keith Stanfield                   Romance Comedy   \n",
       "5360     Jean Louisa Kelly                          Romance   \n",
       "5361        Tiitus Rantala                   Romance Comedy   \n",
       "5362           Gina Holden       Crime Comedy Action Family   \n",
       "5363        Akshaye Khanna             Crime Drama Thriller   \n",
       "\n",
       "                                            movie_title  \\\n",
       "0                                                avatar   \n",
       "1              pirates of the caribbean: at world's end   \n",
       "2                                               spectre   \n",
       "3                                 the dark knight rises   \n",
       "4     star wars: episode vii - the force awakens    ...   \n",
       "...                                                 ...   \n",
       "5359                       the incredible jessica james   \n",
       "5360                                  can't buy my love   \n",
       "5361                   thick lashes of lauri mäntyvaara   \n",
       "5362                        cop and a half: new recruit   \n",
       "5363                                                mom   \n",
       "\n",
       "                                                   comb  \n",
       "0     CCH Pounder Joel David Moore Wes Studi James C...  \n",
       "1     Johnny Depp Orlando Bloom Jack Davenport Gore ...  \n",
       "2     Christoph Waltz Rory Kinnear Stephanie Sigman ...  \n",
       "3     Tom Hardy Christian Bale Joseph Gordon-Levitt ...  \n",
       "4     Doug Walker Rob Walker unknown Doug Walker Doc...  \n",
       "...                                                 ...  \n",
       "5359  Jessica Williams Chris O'Dowd Keith Stanfield ...  \n",
       "5360  Adelaide Kane Benjamin Hollingsworth Jean Loui...  \n",
       "5361  Inka Haapamäki Rosa Honkonen Tiitus Rantala Ha...  \n",
       "5362  Lou Diamond Phillips Wallace Shawn Gina Holden...  \n",
       "5363  Sridevi Kapoor Sajal Ali Akshaye Khanna Ravi U...  \n",
       "\n",
       "[5364 rows x 7 columns]"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "31653267-2019-4053-b644-23c6474af2aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.concat([old_df, my_df], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "5f4de28f-7101-4cfb-9d7a-4debce07fc11",
   "metadata": {},
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    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director_name</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
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       "      <th>genres</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "      <td>Action Adventure Fantasy Sci-Fi</td>\n",
       "      <td>avatar</td>\n",
       "      <td>CCH Pounder Joel David Moore Wes Studi James C...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "      <td>Action Adventure Fantasy</td>\n",
       "      <td>pirates of the caribbean: at world's end</td>\n",
       "      <td>Johnny Depp Orlando Bloom Jack Davenport Gore ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "      <td>Action Adventure Thriller</td>\n",
       "      <td>spectre</td>\n",
       "      <td>Christoph Waltz Rory Kinnear Stephanie Sigman ...</td>\n",
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       "      <td>Christopher Nolan</td>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "      <td>Action Thriller</td>\n",
       "      <td>the dark knight rises</td>\n",
       "      <td>Tom Hardy Christian Bale Joseph Gordon-Levitt ...</td>\n",
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       "      <td>Doug Walker</td>\n",
       "      <td>Doug Walker</td>\n",
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       "      <td>Documentary</td>\n",
       "      <td>star wars: episode vii - the force awakens    ...</td>\n",
       "      <td>Doug Walker Rob Walker unknown Doug Walker Doc...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>5884</th>\n",
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       "      <td>Tom Holland</td>\n",
       "      <td>Rashida Jones</td>\n",
       "      <td>Animation Action Adventure Comedy Family</td>\n",
       "      <td>spies in disguise</td>\n",
       "      <td>Will Smith Tom Holland Rashida Jones Nick Brun...</td>\n",
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       "    <tr>\n",
       "      <th>5885</th>\n",
       "      <td>Greta Gerwig</td>\n",
       "      <td>Saoirse Ronan</td>\n",
       "      <td>Emma Watson</td>\n",
       "      <td>Florence Pugh</td>\n",
       "      <td>Drama Romance</td>\n",
       "      <td>little women</td>\n",
       "      <td>Saoirse Ronan Emma Watson Florence Pugh Greta ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5886</th>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>George MacKay</td>\n",
       "      <td>Dean-Charles Chapman</td>\n",
       "      <td>Mark Strong</td>\n",
       "      <td>War Action Drama</td>\n",
       "      <td>1917</td>\n",
       "      <td>George MacKay Dean-Charles Chapman Mark Strong...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5887</th>\n",
       "      <td>Destin Daniel Cretton</td>\n",
       "      <td>Michael B. Jordan</td>\n",
       "      <td>Jamie Foxx</td>\n",
       "      <td>Brie Larson</td>\n",
       "      <td>Drama Crime History</td>\n",
       "      <td>just mercy</td>\n",
       "      <td>Michael B. Jordan Jamie Foxx Brie Larson Desti...</td>\n",
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       "    <tr>\n",
       "      <th>5888</th>\n",
       "      <td>Chinonye Chukwu</td>\n",
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       "      <td>Wendell Pierce</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
       "      <td>clemency</td>\n",
       "      <td>Alfre Woodard Wendell Pierce Aldis Hodge Chino...</td>\n",
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       "<p>5889 rows × 7 columns</p>\n",
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      ],
      "text/plain": [
       "               director_name       actor_1_name          actor_2_name  \\\n",
       "0              James Cameron        CCH Pounder      Joel David Moore   \n",
       "1             Gore Verbinski        Johnny Depp         Orlando Bloom   \n",
       "2                 Sam Mendes    Christoph Waltz          Rory Kinnear   \n",
       "3          Christopher Nolan          Tom Hardy        Christian Bale   \n",
       "4                Doug Walker        Doug Walker            Rob Walker   \n",
       "...                      ...                ...                   ...   \n",
       "5884  Nick Bruno, Troy Quane         Will Smith           Tom Holland   \n",
       "5885            Greta Gerwig      Saoirse Ronan           Emma Watson   \n",
       "5886              Sam Mendes      George MacKay  Dean-Charles Chapman   \n",
       "5887   Destin Daniel Cretton  Michael B. Jordan            Jamie Foxx   \n",
       "5888         Chinonye Chukwu      Alfre Woodard        Wendell Pierce   \n",
       "\n",
       "              actor_3_name                                    genres  \\\n",
       "0                Wes Studi           Action Adventure Fantasy Sci-Fi   \n",
       "1           Jack Davenport                  Action Adventure Fantasy   \n",
       "2         Stephanie Sigman                 Action Adventure Thriller   \n",
       "3     Joseph Gordon-Levitt                           Action Thriller   \n",
       "4                  unknown                               Documentary   \n",
       "...                    ...                                       ...   \n",
       "5884         Rashida Jones  Animation Action Adventure Comedy Family   \n",
       "5885         Florence Pugh                             Drama Romance   \n",
       "5886           Mark Strong                          War Action Drama   \n",
       "5887           Brie Larson                       Drama Crime History   \n",
       "5888           Aldis Hodge                                     Drama   \n",
       "\n",
       "                                            movie_title  \\\n",
       "0                                                avatar   \n",
       "1              pirates of the caribbean: at world's end   \n",
       "2                                               spectre   \n",
       "3                                 the dark knight rises   \n",
       "4     star wars: episode vii - the force awakens    ...   \n",
       "...                                                 ...   \n",
       "5884                                  spies in disguise   \n",
       "5885                                       little women   \n",
       "5886                                               1917   \n",
       "5887                                         just mercy   \n",
       "5888                                           clemency   \n",
       "\n",
       "                                                   comb  \n",
       "0     CCH Pounder Joel David Moore Wes Studi James C...  \n",
       "1     Johnny Depp Orlando Bloom Jack Davenport Gore ...  \n",
       "2     Christoph Waltz Rory Kinnear Stephanie Sigman ...  \n",
       "3     Tom Hardy Christian Bale Joseph Gordon-Levitt ...  \n",
       "4     Doug Walker Rob Walker unknown Doug Walker Doc...  \n",
       "...                                                 ...  \n",
       "5884  Will Smith Tom Holland Rashida Jones Nick Brun...  \n",
       "5885  Saoirse Ronan Emma Watson Florence Pugh Greta ...  \n",
       "5886  George MacKay Dean-Charles Chapman Mark Strong...  \n",
       "5887  Michael B. Jordan Jamie Foxx Brie Larson Desti...  \n",
       "5888  Alfre Woodard Wendell Pierce Aldis Hodge Chino...  \n",
       "\n",
       "[5889 rows x 7 columns]"
      ]
     },
     "execution_count": 313,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "id": "938aedf7-5a86-4035-b659-42432ea3d425",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name    0\n",
       "actor_1_name     0\n",
       "actor_2_name     0\n",
       "actor_3_name     0\n",
       "genres           1\n",
       "movie_title      0\n",
       "comb             1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 314,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "id": "0f99e9cd-18b3-4fe7-a18a-59c5b41dc9c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = final_df.dropna(how='any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "ee1ecf26-07f9-4d34-89de-da533546d40b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name    0\n",
       "actor_1_name     0\n",
       "actor_2_name     0\n",
       "actor_3_name     0\n",
       "genres           0\n",
       "movie_title      0\n",
       "comb             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "id": "ac49abf8-a233-4050-8f8e-0e5971526fca",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df.to_csv('final_data.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f75e30de-625e-4428-b004-ea2ba7b1e3a2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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