preprocessing_4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "gZhqxpznOZWS"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import requests\n",
    "import bs4 as bs\n",
    "import urllib.request"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xhXPbpjhOZWT"
   },
   "source": [
    "## Extracting features of 2020 movies from Wikipedia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "1o9WJASWOZWT"
   },
   "outputs": [],
   "source": [
    "link = \"https://en.wikipedia.org/wiki/List_of_American_films_of_2020\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "TIlfZhgwOZWT"
   },
   "outputs": [],
   "source": [
    "source = urllib.request.urlopen(link).read()\n",
    "soup = bs.BeautifulSoup(source,'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "LFytQ2MaOZWT"
   },
   "outputs": [],
   "source": [
    "tables = soup.find_all('table',class_='wikitable sortable')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CdSLuBzGOZWT",
    "outputId": "a59c27fc-00d2-4acd-e5c8-3dd746d78baa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(tables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "VoX7c9O-OZWU",
    "outputId": "78637bfa-e750-4c01-df0a-c791c80097b3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bs4.element.Tag"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(tables[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "1y2cECOMOZWU"
   },
   "outputs": [],
   "source": [
    "df1 = pd.read_html(str(tables[0]))[0]\n",
    "df2 = pd.read_html(str(tables[1]))[0]\n",
    "df3 = pd.read_html(str(tables[2]))[0]\n",
    "df4 = pd.read_html(str(tables[3]).replace(\"'1\\\"\\'\",'\"1\"'))[0] # avoided \"ValueError: invalid literal for int() with base 10: '1\"'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "t4MN1gZbOZWU"
   },
   "outputs": [],
   "source": [
    "df = df1.append(df2.append(df3.append(df4,ignore_index=True),ignore_index=True),ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "4CCunB-rOZWU",
    "outputId": "a4d69bcd-088c-4655-a445-e8ebafdb10e6"
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   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\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>JANUARY</td>\n",
       "      <td>3</td>\n",
       "      <td>The Grudge</td>\n",
       "      <td>Screen Gems / Stage 6 Films / Ghost House Pict...</td>\n",
       "      <td>Nicolas Pesce (director/screenplay); Andrea Ri...</td>\n",
       "      <td>[2]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JANUARY</td>\n",
       "      <td>10</td>\n",
       "      <td>Underwater</td>\n",
       "      <td>20th Century Fox / TSG Entertainment / Chernin...</td>\n",
       "      <td>William Eubank (director); Brian Duffield, Ada...</td>\n",
       "      <td>[3]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>JANUARY</td>\n",
       "      <td>10</td>\n",
       "      <td>Like a Boss</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>Miguel Arteta (director); Sam Pitman, Adam Col...</td>\n",
       "      <td>[4]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>JANUARY</td>\n",
       "      <td>10</td>\n",
       "      <td>Three Christs</td>\n",
       "      <td>IFC Films</td>\n",
       "      <td>Jon Avnet (director/screenplay); Eric Nazarian...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>JANUARY</td>\n",
       "      <td>10</td>\n",
       "      <td>Inherit the Viper</td>\n",
       "      <td>Barry Films / Tycor International Film Company</td>\n",
       "      <td>Anthony Jerjen (director); Andrew Crabtree (sc...</td>\n",
       "      <td>[5]</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>264</th>\n",
       "      <td>DECEMBER</td>\n",
       "      <td>25</td>\n",
       "      <td>We Can Be Heroes</td>\n",
       "      <td>Netflix / Troublemaker Studios</td>\n",
       "      <td>Robert Rodriguez (director/screenplay); Priyan...</td>\n",
       "      <td>[237]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>DECEMBER</td>\n",
       "      <td>25</td>\n",
       "      <td>News of the World</td>\n",
       "      <td>Universal Pictures / Perfect World Pictures</td>\n",
       "      <td>Paul Greengrass (director/screenplay); Luke Da...</td>\n",
       "      <td>[238]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>DECEMBER</td>\n",
       "      <td>25</td>\n",
       "      <td>One Night in Miami...</td>\n",
       "      <td>Amazon Studios</td>\n",
       "      <td>Regina King (director); Kemp Powers (screenpla...</td>\n",
       "      <td>[239]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>DECEMBER</td>\n",
       "      <td>25</td>\n",
       "      <td>Promising Young Woman</td>\n",
       "      <td>Focus Features / FilmNation Entertainment</td>\n",
       "      <td>Emerald Fennell (director/screenplay); Carey M...</td>\n",
       "      <td>[240]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>DECEMBER</td>\n",
       "      <td>30</td>\n",
       "      <td>Pieces of a Woman</td>\n",
       "      <td>Netflix / Bron Studios</td>\n",
       "      <td>Kornél Mundruczó (director); Kata Wéber (scree...</td>\n",
       "      <td>[241]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Opening  Opening.1                  Title  \\\n",
       "0     JANUARY          3             The Grudge   \n",
       "1     JANUARY         10             Underwater   \n",
       "2     JANUARY         10            Like a Boss   \n",
       "3     JANUARY         10          Three Christs   \n",
       "4     JANUARY         10      Inherit the Viper   \n",
       "..        ...        ...                    ...   \n",
       "264  DECEMBER         25       We Can Be Heroes   \n",
       "265  DECEMBER         25      News of the World   \n",
       "266  DECEMBER         25  One Night in Miami...   \n",
       "267  DECEMBER         25  Promising Young Woman   \n",
       "268  DECEMBER         30      Pieces of a Woman   \n",
       "\n",
       "                                    Production company  \\\n",
       "0    Screen Gems / Stage 6 Films / Ghost House Pict...   \n",
       "1    20th Century Fox / TSG Entertainment / Chernin...   \n",
       "2                                   Paramount Pictures   \n",
       "3                                            IFC Films   \n",
       "4       Barry Films / Tycor International Film Company   \n",
       "..                                                 ...   \n",
       "264                     Netflix / Troublemaker Studios   \n",
       "265        Universal Pictures / Perfect World Pictures   \n",
       "266                                     Amazon Studios   \n",
       "267          Focus Features / FilmNation Entertainment   \n",
       "268                             Netflix / Bron Studios   \n",
       "\n",
       "                                         Cast and crew   Ref.  \n",
       "0    Nicolas Pesce (director/screenplay); Andrea Ri...    [2]  \n",
       "1    William Eubank (director); Brian Duffield, Ada...    [3]  \n",
       "2    Miguel Arteta (director); Sam Pitman, Adam Col...    [4]  \n",
       "3    Jon Avnet (director/screenplay); Eric Nazarian...    NaN  \n",
       "4    Anthony Jerjen (director); Andrew Crabtree (sc...    [5]  \n",
       "..                                                 ...    ...  \n",
       "264  Robert Rodriguez (director/screenplay); Priyan...  [237]  \n",
       "265  Paul Greengrass (director/screenplay); Luke Da...  [238]  \n",
       "266  Regina King (director); Kemp Powers (screenpla...  [239]  \n",
       "267  Emerald Fennell (director/screenplay); Carey M...  [240]  \n",
       "268  Kornél Mundruczó (director); Kata Wéber (scree...  [241]  \n",
       "\n",
       "[269 rows x 6 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "9enI6QkuOZWV"
   },
   "outputs": [],
   "source": [
    "df_2020 = df[['Title','Cast and crew']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "RT0jPJQQOZWV",
    "outputId": "2d6ab58f-996f-4099-e7bb-3e29abadf43c"
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Cast and crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Grudge</td>\n",
       "      <td>Nicolas Pesce (director/screenplay); Andrea Ri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Underwater</td>\n",
       "      <td>William Eubank (director); Brian Duffield, Ada...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Like a Boss</td>\n",
       "      <td>Miguel Arteta (director); Sam Pitman, Adam Col...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Three Christs</td>\n",
       "      <td>Jon Avnet (director/screenplay); Eric Nazarian...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inherit the Viper</td>\n",
       "      <td>Anthony Jerjen (director); Andrew Crabtree (sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>We Can Be Heroes</td>\n",
       "      <td>Robert Rodriguez (director/screenplay); Priyan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>News of the World</td>\n",
       "      <td>Paul Greengrass (director/screenplay); Luke Da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>One Night in Miami...</td>\n",
       "      <td>Regina King (director); Kemp Powers (screenpla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Promising Young Woman</td>\n",
       "      <td>Emerald Fennell (director/screenplay); Carey M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Pieces of a Woman</td>\n",
       "      <td>Kornél Mundruczó (director); Kata Wéber (scree...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Title                                      Cast and crew\n",
       "0               The Grudge  Nicolas Pesce (director/screenplay); Andrea Ri...\n",
       "1               Underwater  William Eubank (director); Brian Duffield, Ada...\n",
       "2              Like a Boss  Miguel Arteta (director); Sam Pitman, Adam Col...\n",
       "3            Three Christs  Jon Avnet (director/screenplay); Eric Nazarian...\n",
       "4        Inherit the Viper  Anthony Jerjen (director); Andrew Crabtree (sc...\n",
       "..                     ...                                                ...\n",
       "264       We Can Be Heroes  Robert Rodriguez (director/screenplay); Priyan...\n",
       "265      News of the World  Paul Greengrass (director/screenplay); Luke Da...\n",
       "266  One Night in Miami...  Regina King (director); Kemp Powers (screenpla...\n",
       "267  Promising Young Woman  Emerald Fennell (director/screenplay); Carey M...\n",
       "268      Pieces of a Woman  Kornél Mundruczó (director); Kata Wéber (scree...\n",
       "\n",
       "[269 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "61XvcEzPOZWV"
   },
   "outputs": [],
   "source": [
    "from tmdbv3api import TMDb\n",
    "import json\n",
    "import requests\n",
    "tmdb = TMDb()\n",
    "tmdb.api_key = '15d4971d36d91bfb4d6b2cfd774d753c'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "_4q66M86OfgF"
   },
   "outputs": [],
   "source": [
    "from tmdbv3api import Movie\n",
    "tmdb_movie = Movie() \n",
    "def get_genre(x):\n",
    "    genres = []\n",
    "    result = tmdb_movie.search(x)\n",
    "    if not result:\n",
    "      return np.NaN\n",
    "    else:\n",
    "      movie_id = result[0].id\n",
    "      response = requests.get('https://api.themoviedb.org/3/movie/{}?api_key=15d4971d36d91bfb4d6b2cfd774d753c'.format(movie_id,tmdb.api_key))\n",
    "      data_json = response.json()\n",
    "      if data_json['genres']:\n",
    "          genre_str = \" \" \n",
    "          for i in range(0,len(data_json['genres'])):\n",
    "              genres.append(data_json['genres'][i]['name'])\n",
    "          return genre_str.join(genres)\n",
    "      else:\n",
    "          return np.NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "uSjX4AsmOZWV",
    "outputId": "da21d28b-1f7a-4171-8b87-2eabcc897a8d",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-fdc91464740e>: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_2020['genres'] = df_2020['Title'].map(lambda x: get_genre(str(x)))\n"
     ]
    }
   ],
   "source": [
    "df_2020['genres'] = df_2020['Title'].map(lambda x: get_genre(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "aiwOqJZMOZWV",
    "outputId": "032dfad5-985e-4d24-9fed-ed92c9edfba3"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Grudge</td>\n",
       "      <td>Nicolas Pesce (director/screenplay); Andrea Ri...</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Underwater</td>\n",
       "      <td>William Eubank (director); Brian Duffield, Ada...</td>\n",
       "      <td>Action Horror Science Fiction Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Like a Boss</td>\n",
       "      <td>Miguel Arteta (director); Sam Pitman, Adam Col...</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Three Christs</td>\n",
       "      <td>Jon Avnet (director/screenplay); Eric Nazarian...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inherit the Viper</td>\n",
       "      <td>Anthony Jerjen (director); Andrew Crabtree (sc...</td>\n",
       "      <td>Drama Thriller Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>We Can Be Heroes</td>\n",
       "      <td>Robert Rodriguez (director/screenplay); Priyan...</td>\n",
       "      <td>Action Fantasy Family Drama Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>News of the World</td>\n",
       "      <td>Paul Greengrass (director/screenplay); Luke Da...</td>\n",
       "      <td>Action Adventure Drama Western</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>One Night in Miami...</td>\n",
       "      <td>Regina King (director); Kemp Powers (screenpla...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Promising Young Woman</td>\n",
       "      <td>Emerald Fennell (director/screenplay); Carey M...</td>\n",
       "      <td>Thriller Crime Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Pieces of a Woman</td>\n",
       "      <td>Kornél Mundruczó (director); Kata Wéber (scree...</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Title                                      Cast and crew  \\\n",
       "0               The Grudge  Nicolas Pesce (director/screenplay); Andrea Ri...   \n",
       "1               Underwater  William Eubank (director); Brian Duffield, Ada...   \n",
       "2              Like a Boss  Miguel Arteta (director); Sam Pitman, Adam Col...   \n",
       "3            Three Christs  Jon Avnet (director/screenplay); Eric Nazarian...   \n",
       "4        Inherit the Viper  Anthony Jerjen (director); Andrew Crabtree (sc...   \n",
       "..                     ...                                                ...   \n",
       "264       We Can Be Heroes  Robert Rodriguez (director/screenplay); Priyan...   \n",
       "265      News of the World  Paul Greengrass (director/screenplay); Luke Da...   \n",
       "266  One Night in Miami...  Regina King (director); Kemp Powers (screenpla...   \n",
       "267  Promising Young Woman  Emerald Fennell (director/screenplay); Carey M...   \n",
       "268      Pieces of a Woman  Kornél Mundruczó (director); Kata Wéber (scree...   \n",
       "\n",
       "                                     genres  \n",
       "0                   Horror Mystery Thriller  \n",
       "1    Action Horror Science Fiction Thriller  \n",
       "2                                    Comedy  \n",
       "3                                     Drama  \n",
       "4                      Drama Thriller Crime  \n",
       "..                                      ...  \n",
       "264      Action Fantasy Family Drama Comedy  \n",
       "265          Action Adventure Drama Western  \n",
       "266                                   Drama  \n",
       "267                    Thriller Crime Drama  \n",
       "268                                   Drama  \n",
       "\n",
       "[269 rows x 3 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "GcqUuFyiOZWW"
   },
   "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": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "A7RzXkBQOZWW",
    "outputId": "161deb48-6037-468b-c4b4-44cd51d0efc1"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-17-bc52fe9b0c35>: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_2020['director_name'] = df_2020['Cast and crew'].map(lambda x: get_director(str(x)))\n"
     ]
    }
   ],
   "source": [
    "df_2020['director_name'] = df_2020['Cast and crew'].map(lambda x: get_director(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "wwBWFgBSOZWW"
   },
   "outputs": [],
   "source": [
    "def get_actor1(x):\n",
    "    return ((x.split(\"screenplay); \")[-1]).split(\", \")[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "gxr9Y4IJOZWW",
    "outputId": "68904c09-7d50-424d-e908-804489e84d05"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-19-42c5f763f942>: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_2020['actor_1_name'] = df_2020['Cast and crew'].map(lambda x: get_actor1(str(x)))\n"
     ]
    }
   ],
   "source": [
    "df_2020['actor_1_name'] = df_2020['Cast and crew'].map(lambda x: get_actor1(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "Qc7I49gVOZWX"
   },
   "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": 21,
   "metadata": {
    "id": "ipspWbjaOZWX"
   },
   "outputs": [],
   "source": [
    "df_2020['actor_2_name'] = df_2020['Cast and crew'].map(lambda x: get_actor2(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "pQmab5aiOZWX"
   },
   "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": 23,
   "metadata": {
    "id": "vWSs45LWOZWX"
   },
   "outputs": [],
   "source": [
    "df_2020['actor_3_name'] = df_2020['Cast and crew'].map(lambda x: get_actor3(str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "2xDIRn7DOZWX",
    "outputId": "ad8d83b3-a608-43db-eeff-53a434ab3d4f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Cast and crew</th>\n",
       "      <th>genres</th>\n",
       "      <th>director_name</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Grudge</td>\n",
       "      <td>Nicolas Pesce (director/screenplay); Andrea Ri...</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
       "      <td>Nicolas Pesce</td>\n",
       "      <td>Andrea Riseborough</td>\n",
       "      <td>Demián Bichir</td>\n",
       "      <td>John Cho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Underwater</td>\n",
       "      <td>William Eubank (director); Brian Duffield, Ada...</td>\n",
       "      <td>Action Horror Science Fiction Thriller</td>\n",
       "      <td>William Eubank</td>\n",
       "      <td>Kristen Stewart</td>\n",
       "      <td>Vincent Cassel</td>\n",
       "      <td>Jessica Henwick</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Like a Boss</td>\n",
       "      <td>Miguel Arteta (director); Sam Pitman, Adam Col...</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>Miguel Arteta</td>\n",
       "      <td>Tiffany Haddish</td>\n",
       "      <td>Rose Byrne</td>\n",
       "      <td>Salma Hayek</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Three Christs</td>\n",
       "      <td>Jon Avnet (director/screenplay); Eric Nazarian...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Jon Avnet</td>\n",
       "      <td>Richard Gere</td>\n",
       "      <td>Peter Dinklage</td>\n",
       "      <td>Walton Goggins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Inherit the Viper</td>\n",
       "      <td>Anthony Jerjen (director); Andrew Crabtree (sc...</td>\n",
       "      <td>Drama Thriller Crime</td>\n",
       "      <td>Anthony Jerjen</td>\n",
       "      <td>Josh Hartnett</td>\n",
       "      <td>Margarita Levieva</td>\n",
       "      <td>Chandler Riggs</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>264</th>\n",
       "      <td>We Can Be Heroes</td>\n",
       "      <td>Robert Rodriguez (director/screenplay); Priyan...</td>\n",
       "      <td>Action Fantasy Family Drama Comedy</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>Priyanka Chopra Jonas</td>\n",
       "      <td>Pedro Pascal</td>\n",
       "      <td>YaYa Gosselin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>News of the World</td>\n",
       "      <td>Paul Greengrass (director/screenplay); Luke Da...</td>\n",
       "      <td>Action Adventure Drama Western</td>\n",
       "      <td>Paul Greengrass</td>\n",
       "      <td>Tom Hanks</td>\n",
       "      <td>Helena Zengel</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>One Night in Miami...</td>\n",
       "      <td>Regina King (director); Kemp Powers (screenpla...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Regina King</td>\n",
       "      <td>Kingsley Ben-Adir</td>\n",
       "      <td>Eli Goree</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Promising Young Woman</td>\n",
       "      <td>Emerald Fennell (director/screenplay); Carey M...</td>\n",
       "      <td>Thriller Crime Drama</td>\n",
       "      <td>Emerald Fennell</td>\n",
       "      <td>Carey Mulligan</td>\n",
       "      <td>Bo Burnham</td>\n",
       "      <td>Alison Brie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Pieces of a Woman</td>\n",
       "      <td>Kornél Mundruczó (director); Kata Wéber (scree...</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Kornél Mundruczó</td>\n",
       "      <td>Vanessa Kirby</td>\n",
       "      <td>Shia LaBeouf</td>\n",
       "      <td>Molly Parker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Title                                      Cast and crew  \\\n",
       "0               The Grudge  Nicolas Pesce (director/screenplay); Andrea Ri...   \n",
       "1               Underwater  William Eubank (director); Brian Duffield, Ada...   \n",
       "2              Like a Boss  Miguel Arteta (director); Sam Pitman, Adam Col...   \n",
       "3            Three Christs  Jon Avnet (director/screenplay); Eric Nazarian...   \n",
       "4        Inherit the Viper  Anthony Jerjen (director); Andrew Crabtree (sc...   \n",
       "..                     ...                                                ...   \n",
       "264       We Can Be Heroes  Robert Rodriguez (director/screenplay); Priyan...   \n",
       "265      News of the World  Paul Greengrass (director/screenplay); Luke Da...   \n",
       "266  One Night in Miami...  Regina King (director); Kemp Powers (screenpla...   \n",
       "267  Promising Young Woman  Emerald Fennell (director/screenplay); Carey M...   \n",
       "268      Pieces of a Woman  Kornél Mundruczó (director); Kata Wéber (scree...   \n",
       "\n",
       "                                     genres     director_name  \\\n",
       "0                   Horror Mystery Thriller     Nicolas Pesce   \n",
       "1    Action Horror Science Fiction Thriller    William Eubank   \n",
       "2                                    Comedy     Miguel Arteta   \n",
       "3                                     Drama         Jon Avnet   \n",
       "4                      Drama Thriller Crime    Anthony Jerjen   \n",
       "..                                      ...               ...   \n",
       "264      Action Fantasy Family Drama Comedy  Robert Rodriguez   \n",
       "265          Action Adventure Drama Western   Paul Greengrass   \n",
       "266                                   Drama       Regina King   \n",
       "267                    Thriller Crime Drama   Emerald Fennell   \n",
       "268                                   Drama  Kornél Mundruczó   \n",
       "\n",
       "              actor_1_name       actor_2_name     actor_3_name  \n",
       "0       Andrea Riseborough      Demián Bichir         John Cho  \n",
       "1          Kristen Stewart     Vincent Cassel  Jessica Henwick  \n",
       "2          Tiffany Haddish         Rose Byrne      Salma Hayek  \n",
       "3             Richard Gere     Peter Dinklage   Walton Goggins  \n",
       "4            Josh Hartnett  Margarita Levieva   Chandler Riggs  \n",
       "..                     ...                ...              ...  \n",
       "264  Priyanka Chopra Jonas       Pedro Pascal    YaYa Gosselin  \n",
       "265              Tom Hanks      Helena Zengel              NaN  \n",
       "266      Kingsley Ben-Adir          Eli Goree      Aldis Hodge  \n",
       "267         Carey Mulligan         Bo Burnham      Alison Brie  \n",
       "268          Vanessa Kirby       Shia LaBeouf     Molly Parker  \n",
       "\n",
       "[269 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "rBUUnUtfOZWX"
   },
   "outputs": [],
   "source": [
    "df_2020 = df_2020.rename(columns={'Title':'movie_title'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "_WCWVlAqOZWX"
   },
   "outputs": [],
   "source": [
    "new_df20 = df_2020.loc[:,['director_name','actor_1_name','actor_2_name','actor_3_name','genres','movie_title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "i7KBDmu_OZWX",
    "outputId": "6b4de81e-b1ac-4fb0-d349-52ae7c210346"
   },
   "outputs": [
    {
     "data": {
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       "      <td>Nicolas Pesce</td>\n",
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       "      <td>Demián Bichir</td>\n",
       "      <td>John Cho</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
       "      <td>The Grudge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>William Eubank</td>\n",
       "      <td>Kristen Stewart</td>\n",
       "      <td>Vincent Cassel</td>\n",
       "      <td>Jessica Henwick</td>\n",
       "      <td>Action Horror Science Fiction Thriller</td>\n",
       "      <td>Underwater</td>\n",
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       "      <th>2</th>\n",
       "      <td>Miguel Arteta</td>\n",
       "      <td>Tiffany Haddish</td>\n",
       "      <td>Rose Byrne</td>\n",
       "      <td>Salma Hayek</td>\n",
       "      <td>Comedy</td>\n",
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       "    <tr>\n",
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       "      <td>Jon Avnet</td>\n",
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       "      <td>Peter Dinklage</td>\n",
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       "      <td>Drama</td>\n",
       "      <td>Three Christs</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anthony Jerjen</td>\n",
       "      <td>Josh Hartnett</td>\n",
       "      <td>Margarita Levieva</td>\n",
       "      <td>Chandler Riggs</td>\n",
       "      <td>Drama Thriller Crime</td>\n",
       "      <td>Inherit the Viper</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>Priyanka Chopra Jonas</td>\n",
       "      <td>Pedro Pascal</td>\n",
       "      <td>YaYa Gosselin</td>\n",
       "      <td>Action Fantasy Family Drama Comedy</td>\n",
       "      <td>We Can Be Heroes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Paul Greengrass</td>\n",
       "      <td>Tom Hanks</td>\n",
       "      <td>Helena Zengel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action Adventure Drama Western</td>\n",
       "      <td>News of the World</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Regina King</td>\n",
       "      <td>Kingsley Ben-Adir</td>\n",
       "      <td>Eli Goree</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
       "      <td>One Night in Miami...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Emerald Fennell</td>\n",
       "      <td>Carey Mulligan</td>\n",
       "      <td>Bo Burnham</td>\n",
       "      <td>Alison Brie</td>\n",
       "      <td>Thriller Crime Drama</td>\n",
       "      <td>Promising Young Woman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Kornél Mundruczó</td>\n",
       "      <td>Vanessa Kirby</td>\n",
       "      <td>Shia LaBeouf</td>\n",
       "      <td>Molly Parker</td>\n",
       "      <td>Drama</td>\n",
       "      <td>Pieces of a Woman</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>269 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        director_name           actor_1_name       actor_2_name  \\\n",
       "0       Nicolas Pesce     Andrea Riseborough      Demián Bichir   \n",
       "1      William Eubank        Kristen Stewart     Vincent Cassel   \n",
       "2       Miguel Arteta        Tiffany Haddish         Rose Byrne   \n",
       "3           Jon Avnet           Richard Gere     Peter Dinklage   \n",
       "4      Anthony Jerjen          Josh Hartnett  Margarita Levieva   \n",
       "..                ...                    ...                ...   \n",
       "264  Robert Rodriguez  Priyanka Chopra Jonas       Pedro Pascal   \n",
       "265   Paul Greengrass              Tom Hanks      Helena Zengel   \n",
       "266       Regina King      Kingsley Ben-Adir          Eli Goree   \n",
       "267   Emerald Fennell         Carey Mulligan         Bo Burnham   \n",
       "268  Kornél Mundruczó          Vanessa Kirby       Shia LaBeouf   \n",
       "\n",
       "        actor_3_name                                  genres  \\\n",
       "0           John Cho                 Horror Mystery Thriller   \n",
       "1    Jessica Henwick  Action Horror Science Fiction Thriller   \n",
       "2        Salma Hayek                                  Comedy   \n",
       "3     Walton Goggins                                   Drama   \n",
       "4     Chandler Riggs                    Drama Thriller Crime   \n",
       "..               ...                                     ...   \n",
       "264    YaYa Gosselin      Action Fantasy Family Drama Comedy   \n",
       "265              NaN          Action Adventure Drama Western   \n",
       "266      Aldis Hodge                                   Drama   \n",
       "267      Alison Brie                    Thriller Crime Drama   \n",
       "268     Molly Parker                                   Drama   \n",
       "\n",
       "               movie_title  \n",
       "0               The Grudge  \n",
       "1               Underwater  \n",
       "2              Like a Boss  \n",
       "3            Three Christs  \n",
       "4        Inherit the Viper  \n",
       "..                     ...  \n",
       "264       We Can Be Heroes  \n",
       "265      News of the World  \n",
       "266  One Night in Miami...  \n",
       "267  Promising Young Woman  \n",
       "268      Pieces of a Woman  \n",
       "\n",
       "[269 rows x 6 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "0s7XMhqzOZWY"
   },
   "outputs": [],
   "source": [
    "new_df20['comb'] = new_df20['actor_1_name'] + ' ' + new_df20['actor_2_name'] + ' '+ new_df20['actor_3_name'] + ' '+ new_df20['director_name'] +' ' + new_df20['genres']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ta_KcPQJOZWY",
    "outputId": "ac6aa7b7-c156-49b2-9e95-3a76f971f5b1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "director_name     0\n",
       "actor_1_name      0\n",
       "actor_2_name      3\n",
       "actor_3_name     26\n",
       "genres            0\n",
       "movie_title       0\n",
       "comb             26\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df20.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "id": "DkKroG5GOZWY"
   },
   "outputs": [],
   "source": [
    "new_df20 = new_df20.dropna(how='any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YOIv1wvhOZWY",
    "outputId": "c3ad579e-16e2-4d8c-d4a0-71891d71b986"
   },
   "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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df20.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IB3YmNWROZWY",
    "outputId": "8abccee1-4b9e-436b-de18-eb97298d73a9"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-32-83e83e91073b>: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",
      "  new_df20['movie_title'] = new_df20['movie_title'].str.lower()\n"
     ]
    }
   ],
   "source": [
    "new_df20['movie_title'] = new_df20['movie_title'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 406
    },
    "id": "3e3NnY70OZWZ",
    "outputId": "cf4351f9-93f7-40bc-cc24-ab9e45bd8358"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <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",
       "      <th>actor_3_name</th>\n",
       "      <th>genres</th>\n",
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       "      <td>Andrea Riseborough</td>\n",
       "      <td>Demián Bichir</td>\n",
       "      <td>John Cho</td>\n",
       "      <td>Horror Mystery Thriller</td>\n",
       "      <td>the grudge</td>\n",
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       "      <td>Vincent Cassel</td>\n",
       "      <td>Jessica Henwick</td>\n",
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       "      <td>Kristen Stewart Vincent Cassel Jessica Henwick...</td>\n",
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       "      <td>Salma Hayek</td>\n",
       "      <td>Comedy</td>\n",
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       "      <td>Tiffany Haddish Rose Byrne Salma Hayek Miguel ...</td>\n",
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       "      <td>Jon Avnet</td>\n",
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       "      <td>Peter Dinklage</td>\n",
       "      <td>Walton Goggins</td>\n",
       "      <td>Drama</td>\n",
       "      <td>three christs</td>\n",
       "      <td>Richard Gere Peter Dinklage Walton Goggins Jon...</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Anthony Jerjen</td>\n",
       "      <td>Josh Hartnett</td>\n",
       "      <td>Margarita Levieva</td>\n",
       "      <td>Chandler Riggs</td>\n",
       "      <td>Drama Thriller Crime</td>\n",
       "      <td>inherit the viper</td>\n",
       "      <td>Josh Hartnett Margarita Levieva Chandler Riggs...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Jamie Foxx</td>\n",
       "      <td>Tina Fey</td>\n",
       "      <td>Graham Norton</td>\n",
       "      <td>Family Animation Comedy Drama Music Fantasy</td>\n",
       "      <td>soul</td>\n",
       "      <td>Jamie Foxx Tina Fey Graham Norton Pete Docter ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>Priyanka Chopra Jonas</td>\n",
       "      <td>Pedro Pascal</td>\n",
       "      <td>YaYa Gosselin</td>\n",
       "      <td>Action Fantasy Family Drama Comedy</td>\n",
       "      <td>we can be heroes</td>\n",
       "      <td>Priyanka Chopra Jonas Pedro Pascal YaYa Gossel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Regina King</td>\n",
       "      <td>Kingsley Ben-Adir</td>\n",
       "      <td>Eli Goree</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
       "      <td>one night in miami...</td>\n",
       "      <td>Kingsley Ben-Adir Eli Goree Aldis Hodge Regina...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Emerald Fennell</td>\n",
       "      <td>Carey Mulligan</td>\n",
       "      <td>Bo Burnham</td>\n",
       "      <td>Alison Brie</td>\n",
       "      <td>Thriller Crime Drama</td>\n",
       "      <td>promising young woman</td>\n",
       "      <td>Carey Mulligan Bo Burnham Alison Brie Emerald ...</td>\n",
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       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Kornél Mundruczó</td>\n",
       "      <td>Vanessa Kirby</td>\n",
       "      <td>Shia LaBeouf</td>\n",
       "      <td>Molly Parker</td>\n",
       "      <td>Drama</td>\n",
       "      <td>pieces of a woman</td>\n",
       "      <td>Vanessa Kirby Shia LaBeouf Molly Parker Kornél...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>243 rows × 7 columns</p>\n",
       "</div>"
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      "text/plain": [
       "        director_name           actor_1_name       actor_2_name  \\\n",
       "0       Nicolas Pesce     Andrea Riseborough      Demián Bichir   \n",
       "1      William Eubank        Kristen Stewart     Vincent Cassel   \n",
       "2       Miguel Arteta        Tiffany Haddish         Rose Byrne   \n",
       "3           Jon Avnet           Richard Gere     Peter Dinklage   \n",
       "4      Anthony Jerjen          Josh Hartnett  Margarita Levieva   \n",
       "..                ...                    ...                ...   \n",
       "263       Pete Docter             Jamie Foxx           Tina Fey   \n",
       "264  Robert Rodriguez  Priyanka Chopra Jonas       Pedro Pascal   \n",
       "266       Regina King      Kingsley Ben-Adir          Eli Goree   \n",
       "267   Emerald Fennell         Carey Mulligan         Bo Burnham   \n",
       "268  Kornél Mundruczó          Vanessa Kirby       Shia LaBeouf   \n",
       "\n",
       "        actor_3_name                                       genres  \\\n",
       "0           John Cho                      Horror Mystery Thriller   \n",
       "1    Jessica Henwick       Action Horror Science Fiction Thriller   \n",
       "2        Salma Hayek                                       Comedy   \n",
       "3     Walton Goggins                                        Drama   \n",
       "4     Chandler Riggs                         Drama Thriller Crime   \n",
       "..               ...                                          ...   \n",
       "263    Graham Norton  Family Animation Comedy Drama Music Fantasy   \n",
       "264    YaYa Gosselin           Action Fantasy Family Drama Comedy   \n",
       "266      Aldis Hodge                                        Drama   \n",
       "267      Alison Brie                         Thriller Crime Drama   \n",
       "268     Molly Parker                                        Drama   \n",
       "\n",
       "               movie_title                                               comb  \n",
       "0               the grudge  Andrea Riseborough Demián Bichir John Cho Nico...  \n",
       "1               underwater  Kristen Stewart Vincent Cassel Jessica Henwick...  \n",
       "2              like a boss  Tiffany Haddish Rose Byrne Salma Hayek Miguel ...  \n",
       "3            three christs  Richard Gere Peter Dinklage Walton Goggins Jon...  \n",
       "4        inherit the viper  Josh Hartnett Margarita Levieva Chandler Riggs...  \n",
       "..                     ...                                                ...  \n",
       "263                   soul  Jamie Foxx Tina Fey Graham Norton Pete Docter ...  \n",
       "264       we can be heroes  Priyanka Chopra Jonas Pedro Pascal YaYa Gossel...  \n",
       "266  one night in miami...  Kingsley Ben-Adir Eli Goree Aldis Hodge Regina...  \n",
       "267  promising young woman  Carey Mulligan Bo Burnham Alison Brie Emerald ...  \n",
       "268      pieces of a woman  Vanessa Kirby Shia LaBeouf Molly Parker Kornél...  \n",
       "\n",
       "[243 rows x 7 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "id": "BCf9fH_4OZWZ"
   },
   "outputs": [],
   "source": [
    "old_df = pd.read_csv('final_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "id": "ce2e426yOZWZ",
    "outputId": "7d2c0bd7-6907-4398-c385-829b04ad921e"
   },
   "outputs": [
    {
     "data": {
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       "      <td>Jack Davenport</td>\n",
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       "      <td>Johnny Depp Orlando Bloom Jack Davenport Gore ...</td>\n",
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       "      <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>Action Thriller</td>\n",
       "      <td>the dark knight rises</td>\n",
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       "      <td>Doug Walker</td>\n",
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       "      <td>unknown</td>\n",
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       "      <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",
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       "      <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",
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       "    <tr>\n",
       "      <th>5868</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>5869</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 Drama Action Thriller</td>\n",
       "      <td>1917</td>\n",
       "      <td>George MacKay Dean-Charles Chapman Mark Strong...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5870</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",
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       "      <td>Alfre Woodard</td>\n",
       "      <td>Wendell Pierce</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
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       "      <td>Alfre Woodard Wendell Pierce Aldis Hodge Chino...</td>\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",
       "5867  Nick Bruno, Troy Quane         Will Smith           Tom Holland   \n",
       "5868            Greta Gerwig      Saoirse Ronan           Emma Watson   \n",
       "5869              Sam Mendes      George MacKay  Dean-Charles Chapman   \n",
       "5870   Destin Daniel Cretton  Michael B. Jordan            Jamie Foxx   \n",
       "5871         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",
       "5867         Rashida Jones  Animation Action Adventure Comedy Family   \n",
       "5868         Florence Pugh                             Drama Romance   \n",
       "5869           Mark Strong                 War Drama Action Thriller   \n",
       "5870           Brie Larson                       Drama Crime History   \n",
       "5871           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",
       "5867                                  spies in disguise   \n",
       "5868                                       little women   \n",
       "5869                                               1917   \n",
       "5870                                         just mercy   \n",
       "5871                                           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",
       "5867  Will Smith Tom Holland Rashida Jones Nick Brun...  \n",
       "5868  Saoirse Ronan Emma Watson Florence Pugh Greta ...  \n",
       "5869  George MacKay Dean-Charles Chapman Mark Strong...  \n",
       "5870  Michael B. Jordan Jamie Foxx Brie Larson Desti...  \n",
       "5871  Alfre Woodard Wendell Pierce Aldis Hodge Chino...  \n",
       "\n",
       "[5872 rows x 7 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "id": "P14B9e3GOZWZ"
   },
   "outputs": [],
   "source": [
    "final_df = old_df.append(new_df20,ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "id": "0RAVcY-jOZWZ",
    "outputId": "0e87fe5f-5a7a-4792-edf3-a5027e667af0"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>director_name</th>\n",
       "      <th>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "      <th>genres</th>\n",
       "      <th>movie_title</th>\n",
       "      <th>comb</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <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",
       "    </tr>\n",
       "    <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",
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       "    <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>unknown</td>\n",
       "      <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",
       "    </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>6110</th>\n",
       "      <td>Pete Docter</td>\n",
       "      <td>Jamie Foxx</td>\n",
       "      <td>Tina Fey</td>\n",
       "      <td>Graham Norton</td>\n",
       "      <td>Family Animation Comedy Drama Music Fantasy</td>\n",
       "      <td>soul</td>\n",
       "      <td>Jamie Foxx Tina Fey Graham Norton Pete Docter ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>Priyanka Chopra Jonas</td>\n",
       "      <td>Pedro Pascal</td>\n",
       "      <td>YaYa Gosselin</td>\n",
       "      <td>Action Fantasy Family Drama Comedy</td>\n",
       "      <td>we can be heroes</td>\n",
       "      <td>Priyanka Chopra Jonas Pedro Pascal YaYa Gossel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>Regina King</td>\n",
       "      <td>Kingsley Ben-Adir</td>\n",
       "      <td>Eli Goree</td>\n",
       "      <td>Aldis Hodge</td>\n",
       "      <td>Drama</td>\n",
       "      <td>one night in miami...</td>\n",
       "      <td>Kingsley Ben-Adir Eli Goree Aldis Hodge Regina...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>Emerald Fennell</td>\n",
       "      <td>Carey Mulligan</td>\n",
       "      <td>Bo Burnham</td>\n",
       "      <td>Alison Brie</td>\n",
       "      <td>Thriller Crime Drama</td>\n",
       "      <td>promising young woman</td>\n",
       "      <td>Carey Mulligan Bo Burnham Alison Brie Emerald ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6114</th>\n",
       "      <td>Kornél Mundruczó</td>\n",
       "      <td>Vanessa Kirby</td>\n",
       "      <td>Shia LaBeouf</td>\n",
       "      <td>Molly Parker</td>\n",
       "      <td>Drama</td>\n",
       "      <td>pieces of a woman</td>\n",
       "      <td>Vanessa Kirby Shia LaBeouf Molly Parker Kornél...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6115 rows × 7 columns</p>\n",
       "</div>"
      ],
      "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",
       "6110        Pete Docter             Jamie Foxx          Tina Fey   \n",
       "6111   Robert Rodriguez  Priyanka Chopra Jonas      Pedro Pascal   \n",
       "6112        Regina King      Kingsley Ben-Adir         Eli Goree   \n",
       "6113    Emerald Fennell         Carey Mulligan        Bo Burnham   \n",
       "6114   Kornél Mundruczó          Vanessa Kirby      Shia LaBeouf   \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",
       "6110         Graham Norton  Family Animation Comedy Drama Music Fantasy   \n",
       "6111         YaYa Gosselin           Action Fantasy Family Drama Comedy   \n",
       "6112           Aldis Hodge                                        Drama   \n",
       "6113           Alison Brie                         Thriller Crime Drama   \n",
       "6114          Molly Parker                                        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",
       "6110                                               soul   \n",
       "6111                                   we can be heroes   \n",
       "6112                              one night in miami...   \n",
       "6113                              promising young woman   \n",
       "6114                                  pieces of a woman   \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",
       "6110  Jamie Foxx Tina Fey Graham Norton Pete Docter ...  \n",
       "6111  Priyanka Chopra Jonas Pedro Pascal YaYa Gossel...  \n",
       "6112  Kingsley Ben-Adir Eli Goree Aldis Hodge Regina...  \n",
       "6113  Carey Mulligan Bo Burnham Alison Brie Emerald ...  \n",
       "6114  Vanessa Kirby Shia LaBeouf Molly Parker Kornél...  \n",
       "\n",
       "[6115 rows x 7 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "id": "gCTWwaOiOZWZ"
   },
   "outputs": [],
   "source": [
    "final_df.to_csv('main_data.csv',index=False)"
   ]
  }
 ],
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