{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3264b721-c300-4f4b-88c2-6b3a1ec25d65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "894d9bd6-2f25-4c35-a96d-d1a847dc8cb7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"movie_dataset.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8c5f9dc4-ff93-459d-8d21-fdd4c9fd2b34",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
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       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "      <th>director</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>[{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...</td>\n",
       "      <td>James Cameron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>300000000</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>...</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>[{'name': 'Dariusz Wolski', 'gender': 2, 'depa...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>245000000</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>...</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>[{'name': 'Thomas Newman', 'gender': 2, 'depar...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>250000000</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>...</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>[{'name': 'Hans Zimmer', 'gender': 2, 'departm...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>260000000</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>...</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>[{'name': 'Andrew Stanton', 'gender': 2, 'depa...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   index     budget                                    genres  \\\n",
       "0      0  237000000  Action Adventure Fantasy Science Fiction   \n",
       "1      1  300000000                  Adventure Fantasy Action   \n",
       "2      2  245000000                    Action Adventure Crime   \n",
       "3      3  250000000               Action Crime Drama Thriller   \n",
       "4      4  260000000          Action Adventure Science Fiction   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  culture clash future space war space colony so...                en   \n",
       "1  ocean drug abuse exotic island east india trad...                en   \n",
       "2         spy based on novel secret agent sequel mi6                en   \n",
       "3  dc comics crime fighter terrorist secret ident...                en   \n",
       "4  based on novel mars medallion space travel pri...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  ... runtime  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577  ...   162.0   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615  ...   169.0   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788  ...   148.0   \n",
       "3  Following the death of District Attorney Harve...  112.312950  ...   165.0   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995  ...   132.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title vote_average vote_count  \\\n",
       "0                                    Avatar          7.2      11800   \n",
       "1  Pirates of the Caribbean: At World's End          6.9       4500   \n",
       "2                                   Spectre          6.3       4466   \n",
       "3                     The Dark Knight Rises          7.6       9106   \n",
       "4                               John Carter          6.1       2124   \n",
       "\n",
       "                                                cast  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...   \n",
       "\n",
       "                                                crew           director  \n",
       "0  [{'name': 'Stephen E. Rivkin', 'gender': 0, 'd...      James Cameron  \n",
       "1  [{'name': 'Dariusz Wolski', 'gender': 2, 'depa...     Gore Verbinski  \n",
       "2  [{'name': 'Thomas Newman', 'gender': 2, 'depar...         Sam Mendes  \n",
       "3  [{'name': 'Hans Zimmer', 'gender': 2, 'departm...  Christopher Nolan  \n",
       "4  [{'name': 'Andrew Stanton', 'gender': 2, 'depa...     Andrew Stanton  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9becc8a4-e684-4dc0-8365-d57b6b681371",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4803 entries, 0 to 4802\n",
      "Data columns (total 24 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   index                 4803 non-null   int64  \n",
      " 1   budget                4803 non-null   int64  \n",
      " 2   genres                4775 non-null   object \n",
      " 3   homepage              1712 non-null   object \n",
      " 4   id                    4803 non-null   int64  \n",
      " 5   keywords              4391 non-null   object \n",
      " 6   original_language     4803 non-null   object \n",
      " 7   original_title        4803 non-null   object \n",
      " 8   overview              4800 non-null   object \n",
      " 9   popularity            4803 non-null   float64\n",
      " 10  production_companies  4803 non-null   object \n",
      " 11  production_countries  4803 non-null   object \n",
      " 12  release_date          4802 non-null   object \n",
      " 13  revenue               4803 non-null   int64  \n",
      " 14  runtime               4801 non-null   float64\n",
      " 15  spoken_languages      4803 non-null   object \n",
      " 16  status                4803 non-null   object \n",
      " 17  tagline               3959 non-null   object \n",
      " 18  title                 4803 non-null   object \n",
      " 19  vote_average          4803 non-null   float64\n",
      " 20  vote_count            4803 non-null   int64  \n",
      " 21  cast                  4760 non-null   object \n",
      " 22  crew                  4803 non-null   object \n",
      " 23  director              4773 non-null   object \n",
      "dtypes: float64(3), int64(5), object(16)\n",
      "memory usage: 900.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6e97f6b6-5e36-4f10-b30d-6b5bf514f387",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df=df[['overview','cast','director','tagline','keywords','genres','title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62699f26-3759-47ec-8516-c84841040598",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  \n",
       "0                                    Avatar  \n",
       "1  Pirates of the Caribbean: At World's End  \n",
       "2                                   Spectre  \n",
       "3                     The Dark Knight Rises  \n",
       "4                               John Carter  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e5128f7a-3e53-4b1f-ad28-69fa40bfed2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df = mov_df.reset_index(drop=True)\n",
    "mov_df['movie_id'] = mov_df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "22967b15-fa3d-4922-af46-f236737e6556",
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  movie_id  \n",
       "0                                    Avatar         0  \n",
       "1  Pirates of the Caribbean: At World's End         1  \n",
       "2                                   Spectre         2  \n",
       "3                     The Dark Knight Rises         3  \n",
       "4                               John Carter         4  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "921d8a80-77be-4a9a-aedc-48858cc886cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4803, 8)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a90fdf52-f774-4104-b990-a81a7a78e626",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4803 entries, 0 to 4802\n",
      "Data columns (total 8 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   overview  4800 non-null   object\n",
      " 1   cast      4760 non-null   object\n",
      " 2   director  4773 non-null   object\n",
      " 3   tagline   3959 non-null   object\n",
      " 4   keywords  4391 non-null   object\n",
      " 5   genres    4775 non-null   object\n",
      " 6   title     4803 non-null   object\n",
      " 7   movie_id  4803 non-null   int64 \n",
      "dtypes: int64(1), object(7)\n",
      "memory usage: 300.3+ KB\n"
     ]
    }
   ],
   "source": [
    "mov_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "408fbedf-9837-4ead-823c-c21aae189012",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "overview      3\n",
       "cast         43\n",
       "director     30\n",
       "tagline     844\n",
       "keywords    412\n",
       "genres       28\n",
       "title         0\n",
       "movie_id      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9b9296b2-2b65-4705-a5cf-a533539866a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df = mov_df.fillna('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "eea1e167-081b-4631-912d-e1f5f9d8ee59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mov_df['genres'].str.split().explode().value_counts().plot(kind='bar')\n",
    "plt.title(\"Top Genres\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0aabb0db-779f-4a58-a018-da0273f94544",
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_features(row):\n",
    "    return row['keywords']+\" \"+row['cast']+\" \"+row['genres']+\" \"+row['director']+\" \"+row['overview']+\" \"+row['tagline']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e6217c54-4f1f-4e03-acfa-a1a352cc2752",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df[\"combined_features\"] = mov_df.apply(combine_features,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a69d72cf-54e1-42c0-852c-7cb9cb02b78b",
   "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>overview</th>\n",
       "      <th>cast</th>\n",
       "      <th>director</th>\n",
       "      <th>tagline</th>\n",
       "      <th>keywords</th>\n",
       "      <th>genres</th>\n",
       "      <th>title</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>combined_features</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>0</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>1</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>2</td>\n",
       "      <td>spy based on novel secret agent sequel mi6 Dan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>3</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>4</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  movie_id  \\\n",
       "0                                    Avatar         0   \n",
       "1  Pirates of the Caribbean: At World's End         1   \n",
       "2                                   Spectre         2   \n",
       "3                     The Dark Knight Rises         3   \n",
       "4                               John Carter         4   \n",
       "\n",
       "                                   combined_features  \n",
       "0  culture clash future space war space colony so...  \n",
       "1  ocean drug abuse exotic island east india trad...  \n",
       "2  spy based on novel secret agent sequel mi6 Dan...  \n",
       "3  dc comics crime fighter terrorist secret ident...  \n",
       "4  based on novel mars medallion space travel pri...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "dec0ba5c-2c1c-4f19-b0ba-06e6786818b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df['combined_features'] = mov_df['combined_features'].str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4edb025c-80c2-4b99-9127-53f1f8dcd6f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df['combined_features'] = mov_df['combined_features'].apply(lambda x: re.sub(r'[^a-zA-Z0-9 ]', '', x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a904e182-187d-44b3-8b3d-2c9e69914abc",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df['combined_features'] = mov_df['combined_features'].apply(lambda x: \" \".join(x.split()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "206222ca-c8a3-4f07-aacf-32e230bf3e46",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import ENGLISH_STOP_WORDS\n",
    "\n",
    "mov_df['combined_features'] = mov_df['combined_features'].apply(\n",
    "    lambda x: \" \".join([word for word in x.split() if word not in ENGLISH_STOP_WORDS])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "d11b69ed-a5ff-42e4-b0d8-e6b76d7df699",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overview</th>\n",
       "      <th>cast</th>\n",
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       "      <th>genres</th>\n",
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       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>Sam Worthington Zoe Saldana Sigourney Weaver S...</td>\n",
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       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "      <td>Action Adventure Fantasy Science Fiction</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>0</td>\n",
       "      <td>culture clash future space war space colony so...</td>\n",
       "      <td>[culture, clash, future, space, war, space, co...</td>\n",
       "    </tr>\n",
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       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>Johnny Depp Orlando Bloom Keira Knightley Stel...</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "      <td>Adventure Fantasy Action</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>1</td>\n",
       "      <td>ocean drug abuse exotic island east india trad...</td>\n",
       "      <td>[ocean, drug, abuse, exotic, island, east, ind...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>spy based on novel secret agent sequel mi6</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>2</td>\n",
       "      <td>spy based novel secret agent sequel mi6 daniel...</td>\n",
       "      <td>[spy, based, novel, secret, agent, sequel, mi6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>3</td>\n",
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       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>Taylor Kitsch Lynn Collins Samantha Morton Wil...</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>4</td>\n",
       "      <td>based novel mars medallion space travel prince...</td>\n",
       "      <td>[based, novel, mars, medallion, space, travel,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  movie_id  \\\n",
       "0                                    Avatar         0   \n",
       "1  Pirates of the Caribbean: At World's End         1   \n",
       "2                                   Spectre         2   \n",
       "3                     The Dark Knight Rises         3   \n",
       "4                               John Carter         4   \n",
       "\n",
       "                                   combined_features  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2  spy based novel secret agent sequel mi6 daniel...   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based novel mars medallion space travel prince...   \n",
       "\n",
       "                                              tokens  \n",
       "0  [culture, clash, future, space, war, space, co...  \n",
       "1  [ocean, drug, abuse, exotic, island, east, ind...  \n",
       "2  [spy, based, novel, secret, agent, sequel, mi6...  \n",
       "3  [dc, comics, crime, fighter, terrorist, secret...  \n",
       "4  [based, novel, mars, medallion, space, travel,...  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "93adb40c-d68d-45fc-b2b4-c058fda6da6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem import PorterStemmer\n",
    "\n",
    "ps = PorterStemmer()\n",
    "\n",
    "mov_df['combined_features'] = mov_df['combined_features'].apply(\n",
    "    lambda x: \" \".join([ps.stem(word) for word in x.split()])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "db8af931-27d7-4743-a189-049e182688c6",
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "      <td>spy based on novel secret agent sequel mi6</td>\n",
       "      <td>Action Adventure Crime</td>\n",
       "      <td>Spectre</td>\n",
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       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>Christian Bale Michael Caine Gary Oldman Anne ...</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>dc comics crime fighter terrorist secret ident...</td>\n",
       "      <td>Action Crime Drama Thriller</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
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       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>based on novel mars medallion space travel pri...</td>\n",
       "      <td>Action Adventure Science Fiction</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>4</td>\n",
       "      <td>base novel mar medallion space travel princess...</td>\n",
       "      <td>[based, novel, mars, medallion, space, travel,...</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  movie_id  \\\n",
       "0                                    Avatar         0   \n",
       "1  Pirates of the Caribbean: At World's End         1   \n",
       "2                                   Spectre         2   \n",
       "3                     The Dark Knight Rises         3   \n",
       "4                               John Carter         4   \n",
       "\n",
       "                                   combined_features  \\\n",
       "0  cultur clash futur space war space coloni soci...   \n",
       "1  ocean drug abus exot island east india trade c...   \n",
       "2  spi base novel secret agent sequel mi6 daniel ...   \n",
       "3  dc comic crime fighter terrorist secret ident ...   \n",
       "4  base novel mar medallion space travel princess...   \n",
       "\n",
       "                                              tokens  \n",
       "0  [culture, clash, future, space, war, space, co...  \n",
       "1  [ocean, drug, abuse, exotic, island, east, ind...  \n",
       "2  [spy, based, novel, secret, agent, sequel, mi6...  \n",
       "3  [dc, comics, crime, fighter, terrorist, secret...  \n",
       "4  [based, novel, mars, medallion, space, travel,...  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "3e054822-8c3e-40b3-bee1-20825312cbac",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df['tokens'] = mov_df['combined_features'].apply(lambda x: x.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "76afaf64-2b4e-4c53-bd46-00704a90562e",
   "metadata": {},
   "outputs": [
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       "      <td>Andrew Stanton</td>\n",
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       "      <td>based on novel mars medallion space travel pri...</td>\n",
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      ],
      "text/plain": [
       "                                            overview  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...   \n",
       "1  Captain Barbossa, long believed to be dead, ha...   \n",
       "2  A cryptic message from Bond’s past sends him o...   \n",
       "3  Following the death of District Attorney Harve...   \n",
       "4  John Carter is a war-weary, former military ca...   \n",
       "\n",
       "                                                cast           director  \\\n",
       "0  Sam Worthington Zoe Saldana Sigourney Weaver S...      James Cameron   \n",
       "1  Johnny Depp Orlando Bloom Keira Knightley Stel...     Gore Verbinski   \n",
       "2  Daniel Craig Christoph Waltz L\\u00e9a Seydoux ...         Sam Mendes   \n",
       "3  Christian Bale Michael Caine Gary Oldman Anne ...  Christopher Nolan   \n",
       "4  Taylor Kitsch Lynn Collins Samantha Morton Wil...     Andrew Stanton   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  culture clash future space war space colony so...   \n",
       "1  ocean drug abuse exotic island east india trad...   \n",
       "2         spy based on novel secret agent sequel mi6   \n",
       "3  dc comics crime fighter terrorist secret ident...   \n",
       "4  based on novel mars medallion space travel pri...   \n",
       "\n",
       "                                     genres  \\\n",
       "0  Action Adventure Fantasy Science Fiction   \n",
       "1                  Adventure Fantasy Action   \n",
       "2                    Action Adventure Crime   \n",
       "3               Action Crime Drama Thriller   \n",
       "4          Action Adventure Science Fiction   \n",
       "\n",
       "                                      title  movie_id  \\\n",
       "0                                    Avatar         0   \n",
       "1  Pirates of the Caribbean: At World's End         1   \n",
       "2                                   Spectre         2   \n",
       "3                     The Dark Knight Rises         3   \n",
       "4                               John Carter         4   \n",
       "\n",
       "                                   combined_features  \\\n",
       "0  cultur clash futur space war space coloni soci...   \n",
       "1  ocean drug abus exot island east india trade c...   \n",
       "2  spi base novel secret agent sequel mi6 daniel ...   \n",
       "3  dc comic crime fighter terrorist secret ident ...   \n",
       "4  base novel mar medallion space travel princess...   \n",
       "\n",
       "                                              tokens  \n",
       "0  [cultur, clash, futur, space, war, space, colo...  \n",
       "1  [ocean, drug, abus, exot, island, east, india,...  \n",
       "2  [spi, base, novel, secret, agent, sequel, mi6,...  \n",
       "3  [dc, comic, crime, fighter, terrorist, secret,...  \n",
       "4  [base, novel, mar, medallion, space, travel, p...  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mov_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "afa41566-d1ed-41ad-8385-a91ab9a156c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "\n",
    "text = \" \".join(mov_df['combined_features'])\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=400, background_color='black').generate(text)\n",
    "\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title(\"WordCloud of Movie Features\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c7e2a583-6abf-4d5b-8979-2745a5c785b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "mov_df.to_csv(\"mov_dataset.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23e725a3-4824-4240-910c-04424759e40f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}