notebook86c26b4f17.ipynb

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    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "# import os\n",
    "# for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "#     for filename in filenames:\n",
    "#         print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
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   "source": [
    "movies=pd.read_csv('tmdb_5000_movies.csv')\n",
    "credits=pd.read_csv('tmdb_5000_credits.csv')"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "movies = pd.read_csv('/kaggle/input/tmdb-movie-metadata/tmdb_5000_movies.csv')\n",
    "\n",
    "credits = pd.read_csv('/kaggle/input/tmdb-movie-metadata/tmdb_5000_credits.csv') "
   ]
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
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       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "\n",
       "                                       homepage     id  \\\n",
       "0                   http://www.avatarmovie.com/  19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/    285   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \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  "
      ]
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   ],
   "source": [
    "movies.head(2)"
   ]
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      "text/plain": [
       "(4803, 20)"
      ]
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     "execution_count": 4,
     "metadata": {},
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   ],
   "source": [
    "movies.shape"
   ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
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       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
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       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "credits.head()"
   ]
  },
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   "execution_count": 6,
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   "source": [
    "movies = movies.merge(credits,on='title')"
   ]
  },
  {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>...</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>movie_id</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>...</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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       "<p>1 rows × 23 columns</p>\n",
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       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                      homepage     id  \\\n",
       "0  http://www.avatarmovie.com/  19995   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "\n",
       "  original_title                                           overview  \\\n",
       "0         Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "   popularity                               production_companies  ... runtime  \\\n",
       "0  150.437577  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
       "\n",
       "                                    spoken_languages    status  \\\n",
       "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "\n",
       "                       tagline   title vote_average vote_count movie_id  \\\n",
       "0  Enter the World of Pandora.  Avatar          7.2      11800    19995   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "\n",
       "[1 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head(1)\n",
    "# budget\n",
    "# homepage\n",
    "# id\n",
    "# original_language\n",
    "# original_title\n",
    "# popularity\n",
    "# production_comapny\n",
    "# production_countries\n",
    "# release-date(not sure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['budget', 'genres', 'homepage', 'id', 'keywords', 'original_language',\n",
       "       'original_title', 'overview', 'popularity', 'production_companies',\n",
       "       'production_countries', 'release_date', 'revenue', 'runtime',\n",
       "       'spoken_languages', 'status', 'tagline', 'title', 'vote_average',\n",
       "       'vote_count', 'movie_id', 'cast', 'crew'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:41.393733Z",
     "iopub.status.busy": "2021-06-21T12:36:41.393326Z",
     "iopub.status.idle": "2021-06-21T12:36:41.406883Z",
     "shell.execute_reply": "2021-06-21T12:36:41.405822Z",
     "shell.execute_reply.started": "2021-06-21T12:36:41.393699Z"
    }
   },
   "outputs": [],
   "source": [
    "movies = movies[['movie_id','title','overview','genres','keywords','cast','crew']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:33:39.517061Z",
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     "shell.execute_reply.started": "2021-06-21T12:33:39.517012Z"
    }
   },
   "outputs": [
    {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
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       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
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       "      <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
       "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
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       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
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       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
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       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                            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",
       "                                              genres  \\\n",
       "0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.genres[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:34:19.382856Z",
     "iopub.status.busy": "2021-06-21T12:34:19.382331Z",
     "iopub.status.idle": "2021-06-21T12:34:19.387416Z",
     "shell.execute_reply": "2021-06-21T12:34:19.386451Z",
     "shell.execute_reply.started": "2021-06-21T12:34:19.382822Z"
    }
   },
   "outputs": [],
   "source": [
    "import ast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:47.540453Z",
     "iopub.status.busy": "2021-06-21T12:36:47.539904Z",
     "iopub.status.idle": "2021-06-21T12:36:47.545014Z",
     "shell.execute_reply": "2021-06-21T12:36:47.544243Z",
     "shell.execute_reply.started": "2021-06-21T12:36:47.540418Z"
    }
   },
   "outputs": [],
   "source": [
    "def convert(text):\n",
    "    L = []\n",
    "    for i in ast.literal_eval(text):\n",
    "        L.append(i['name']) \n",
    "    return L "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:50.059538Z",
     "iopub.status.busy": "2021-06-21T12:36:50.059006Z",
     "iopub.status.idle": "2021-06-21T12:36:50.073095Z",
     "shell.execute_reply": "2021-06-21T12:36:50.071577Z",
     "shell.execute_reply.started": "2021-06-21T12:36:50.059504Z"
    }
   },
   "outputs": [],
   "source": [
    "movies.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:52.344121Z",
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     "shell.execute_reply.started": "2021-06-21T12:36:52.344082Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
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       "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
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       "      <td>[Adventure, Fantasy, Action]</td>\n",
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       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
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       "    <tr>\n",
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       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Action, Adventure, Science Fiction]</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                            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",
       "                                          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",
       "                                            keywords  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['genres'] = movies['genres'].apply(convert)\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:55.304439Z",
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     "shell.execute_reply.started": "2021-06-21T12:36:55.304408Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
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       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
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       "      <th>4</th>\n",
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       "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
       "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                            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",
       "                                          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",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "1  [ocean, drug abuse, exotic island, east india ...   \n",
       "2  [spy, based on novel, secret agent, sequel, mi...   \n",
       "3  [dc comics, crime fighter, terrorist, secret i...   \n",
       "4  [based on novel, mars, medallion, space travel...   \n",
       "\n",
       "                                                cast  \\\n",
       "0  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
       "1  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
       "2  [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...   \n",
       "3  [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...   \n",
       "4  [{\"cast_id\": 5, \"character\": \"John Carter\", \"c...   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  \n",
       "1  [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...  \n",
       "2  [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...  \n",
       "3  [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...  \n",
       "4  [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['keywords'] = movies['keywords'].apply(convert)\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-19T13:07:21.572473Z",
     "iopub.status.busy": "2021-06-19T13:07:21.572154Z",
     "iopub.status.idle": "2021-06-19T13:07:21.578686Z",
     "shell.execute_reply": "2021-06-19T13:07:21.577661Z",
     "shell.execute_reply.started": "2021-06-19T13:07:21.572446Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': 28, 'name': 'Action'},\n",
       " {'id': 12, 'name': 'Adventure'},\n",
       " {'id': 14, 'name': 'Fantasy'},\n",
       " {'id': 878, 'name': 'Science Fiction'}]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ast\n",
    "ast.literal_eval('[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:36:59.511226Z",
     "iopub.status.busy": "2021-06-21T12:36:59.510859Z",
     "iopub.status.idle": "2021-06-21T12:36:59.517043Z",
     "shell.execute_reply": "2021-06-21T12:36:59.515878Z",
     "shell.execute_reply.started": "2021-06-21T12:36:59.511192Z"
    }
   },
   "outputs": [],
   "source": [
    "def convert3(text):\n",
    "    L = []\n",
    "    counter = 0\n",
    "    for i in ast.literal_eval(text):\n",
    "        if counter < 3:\n",
    "            L.append(i['name'])\n",
    "        counter+=1\n",
    "    return L"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:00.829409Z",
     "iopub.status.busy": "2021-06-21T12:37:00.828661Z",
     "iopub.status.idle": "2021-06-21T12:37:04.117090Z",
     "shell.execute_reply": "2021-06-21T12:37:04.115822Z",
     "shell.execute_reply.started": "2021-06-21T12:37:00.829355Z"
    }
   },
   "outputs": [],
   "source": [
    "movies['cast'] = movies['cast'].apply(convert3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, Science Fiction]</td>\n",
       "      <td>[culture clash, future, space war, space colon...</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
       "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id   title                                           overview  \\\n",
       "0     19995  Avatar  In the 22nd century, a paraplegic Marine is di...   \n",
       "\n",
       "                                          genres  \\\n",
       "0  [Action, Adventure, Fantasy, Science Fiction]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [culture clash, future, space war, space colon...   \n",
       "\n",
       "                                               cast  \\\n",
       "0  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
       "\n",
       "                                                crew  \n",
       "0  [{\"credit_id\": \"52fe48009251416c750aca23\", \"de...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies['cast'] = movies['cast'].apply(lambda x:x[0:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:09.763317Z",
     "iopub.status.busy": "2021-06-21T12:37:09.762909Z",
     "iopub.status.idle": "2021-06-21T12:37:09.770917Z",
     "shell.execute_reply": "2021-06-21T12:37:09.770002Z",
     "shell.execute_reply.started": "2021-06-21T12:37:09.763278Z"
    }
   },
   "outputs": [],
   "source": [
    "def fetch_director(text):\n",
    "    L = []\n",
    "    for i in ast.literal_eval(text):\n",
    "        if i['job'] == 'Director':\n",
    "            L.append(i['name'])\n",
    "    return L "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:12.190468Z",
     "iopub.status.busy": "2021-06-21T12:37:12.189921Z",
     "iopub.status.idle": "2021-06-21T12:37:15.825662Z",
     "shell.execute_reply": "2021-06-21T12:37:15.824562Z",
     "shell.execute_reply.started": "2021-06-21T12:37:12.190407Z"
    }
   },
   "outputs": [],
   "source": [
    "movies['crew'] = movies['crew'].apply(fetch_director)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:34:54.994779Z",
     "iopub.status.busy": "2021-06-21T12:34:54.994397Z",
     "iopub.status.idle": "2021-06-21T12:34:55.019276Z",
     "shell.execute_reply": "2021-06-21T12:34:55.017718Z",
     "shell.execute_reply.started": "2021-06-21T12:34:54.994738Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>118957</td>\n",
       "      <td>Bait</td>\n",
       "      <td>A freak tsunami traps shoppers at a coastal Au...</td>\n",
       "      <td>[Action, Horror, Thriller]</td>\n",
       "      <td>[drowning, supermarket, shark attack, australi...</td>\n",
       "      <td>[Sharni Vinson, Phoebe Tonkin, Julian McMahon]</td>\n",
       "      <td>[Kimble Rendall]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3424</th>\n",
       "      <td>38415</td>\n",
       "      <td>Bran Nue Dae</td>\n",
       "      <td>In the Summer of 1965 a young man is filled wi...</td>\n",
       "      <td>[Comedy, Drama, Foreign, Romance]</td>\n",
       "      <td>[musical, woman director]</td>\n",
       "      <td>[Rocky McKenzie, Geoffrey Rush, Jessica Mauboy]</td>\n",
       "      <td>[Rachel Perkins]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>11212</td>\n",
       "      <td>Baby's Day Out</td>\n",
       "      <td>Baby Bink couldn't ask for more; he has adorin...</td>\n",
       "      <td>[Action, Adventure, Comedy, Family]</td>\n",
       "      <td>[baby, hoodlum, lost child]</td>\n",
       "      <td>[Joe Mantegna, Lara Flynn Boyle, Joe Pantoliano]</td>\n",
       "      <td>[Patrick Read Johnson]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>262500</td>\n",
       "      <td>Insurgent</td>\n",
       "      <td>Beatrice Prior must confront her inner demons ...</td>\n",
       "      <td>[Adventure, Science Fiction, Thriller]</td>\n",
       "      <td>[based on novel, revolution, dystopia, sequel,...</td>\n",
       "      <td>[Shailene Woodley, Theo James, Kate Winslet]</td>\n",
       "      <td>[Robert Schwentke]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>8960</td>\n",
       "      <td>Hancock</td>\n",
       "      <td>Hancock is a down-and-out superhero who's forc...</td>\n",
       "      <td>[Fantasy, Action]</td>\n",
       "      <td>[flying, alcohol, love of one's life, forbidde...</td>\n",
       "      <td>[Will Smith, Charlize Theron, Jason Bateman]</td>\n",
       "      <td>[Peter Berg]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      movie_id           title  \\\n",
       "1443    118957            Bait   \n",
       "3424     38415    Bran Nue Dae   \n",
       "992      11212  Baby's Day Out   \n",
       "249     262500       Insurgent   \n",
       "115       8960         Hancock   \n",
       "\n",
       "                                               overview  \\\n",
       "1443  A freak tsunami traps shoppers at a coastal Au...   \n",
       "3424  In the Summer of 1965 a young man is filled wi...   \n",
       "992   Baby Bink couldn't ask for more; he has adorin...   \n",
       "249   Beatrice Prior must confront her inner demons ...   \n",
       "115   Hancock is a down-and-out superhero who's forc...   \n",
       "\n",
       "                                      genres  \\\n",
       "1443              [Action, Horror, Thriller]   \n",
       "3424       [Comedy, Drama, Foreign, Romance]   \n",
       "992      [Action, Adventure, Comedy, Family]   \n",
       "249   [Adventure, Science Fiction, Thriller]   \n",
       "115                        [Fantasy, Action]   \n",
       "\n",
       "                                               keywords  \\\n",
       "1443  [drowning, supermarket, shark attack, australi...   \n",
       "3424                          [musical, woman director]   \n",
       "992                         [baby, hoodlum, lost child]   \n",
       "249   [based on novel, revolution, dystopia, sequel,...   \n",
       "115   [flying, alcohol, love of one's life, forbidde...   \n",
       "\n",
       "                                                  cast                    crew  \n",
       "1443    [Sharni Vinson, Phoebe Tonkin, Julian McMahon]        [Kimble Rendall]  \n",
       "3424   [Rocky McKenzie, Geoffrey Rush, Jessica Mauboy]        [Rachel Perkins]  \n",
       "992   [Joe Mantegna, Lara Flynn Boyle, Joe Pantoliano]  [Patrick Read Johnson]  \n",
       "249       [Shailene Woodley, Theo James, Kate Winslet]      [Robert Schwentke]  \n",
       "115       [Will Smith, Charlize Theron, Jason Bateman]            [Peter Berg]  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#movies['overview'] = movies['overview'].apply(lambda x:x.split())\n",
    "movies.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:20.073320Z",
     "iopub.status.busy": "2021-06-21T12:37:20.072749Z",
     "iopub.status.idle": "2021-06-21T12:37:20.079118Z",
     "shell.execute_reply": "2021-06-21T12:37:20.077997Z",
     "shell.execute_reply.started": "2021-06-21T12:37:20.073270Z"
    }
   },
   "outputs": [],
   "source": [
    "def collapse(L):\n",
    "    L1 = []\n",
    "    for i in L:\n",
    "        L1.append(i.replace(\" \",\"\"))\n",
    "    return L1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:21.283329Z",
     "iopub.status.busy": "2021-06-21T12:37:21.282768Z",
     "iopub.status.idle": "2021-06-21T12:37:21.486755Z",
     "shell.execute_reply": "2021-06-21T12:37:21.485878Z",
     "shell.execute_reply.started": "2021-06-21T12:37:21.283292Z"
    }
   },
   "outputs": [],
   "source": [
    "movies['cast'] = movies['cast'].apply(collapse)\n",
    "movies['crew'] = movies['crew'].apply(collapse)\n",
    "movies['genres'] = movies['genres'].apply(collapse)\n",
    "movies['keywords'] = movies['keywords'].apply(collapse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:35:23.278589Z",
     "iopub.status.busy": "2021-06-21T12:35:23.278025Z",
     "iopub.status.idle": "2021-06-21T12:35:23.311346Z",
     "shell.execute_reply": "2021-06-21T12:35:23.309971Z",
     "shell.execute_reply.started": "2021-06-21T12:35:23.278539Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>overview</th>\n",
       "      <th>genres</th>\n",
       "      <th>keywords</th>\n",
       "      <th>cast</th>\n",
       "      <th>crew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>[Action, Adventure, Fantasy, ScienceFiction]</td>\n",
       "      <td>[cultureclash, future, spacewar, spacecolony, ...</td>\n",
       "      <td>[SamWorthington, ZoeSaldana, SigourneyWeaver]</td>\n",
       "      <td>[JamesCameron]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>[Adventure, Fantasy, Action]</td>\n",
       "      <td>[ocean, drugabuse, exoticisland, eastindiatrad...</td>\n",
       "      <td>[JohnnyDepp, OrlandoBloom, KeiraKnightley]</td>\n",
       "      <td>[GoreVerbinski]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>[Action, Adventure, Crime]</td>\n",
       "      <td>[spy, basedonnovel, secretagent, sequel, mi6, ...</td>\n",
       "      <td>[DanielCraig, ChristophWaltz, LéaSeydoux]</td>\n",
       "      <td>[SamMendes]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "      <td>[dccomics, crimefighter, terrorist, secretiden...</td>\n",
       "      <td>[ChristianBale, MichaelCaine, GaryOldman]</td>\n",
       "      <td>[ChristopherNolan]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>[Action, Adventure, ScienceFiction]</td>\n",
       "      <td>[basedonnovel, mars, medallion, spacetravel, p...</td>\n",
       "      <td>[TaylorKitsch, LynnCollins, SamanthaMorton]</td>\n",
       "      <td>[AndrewStanton]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                            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",
       "                                         genres  \\\n",
       "0  [Action, Adventure, Fantasy, ScienceFiction]   \n",
       "1                  [Adventure, Fantasy, Action]   \n",
       "2                    [Action, Adventure, Crime]   \n",
       "3              [Action, Crime, Drama, Thriller]   \n",
       "4           [Action, Adventure, ScienceFiction]   \n",
       "\n",
       "                                            keywords  \\\n",
       "0  [cultureclash, future, spacewar, spacecolony, ...   \n",
       "1  [ocean, drugabuse, exoticisland, eastindiatrad...   \n",
       "2  [spy, basedonnovel, secretagent, sequel, mi6, ...   \n",
       "3  [dccomics, crimefighter, terrorist, secretiden...   \n",
       "4  [basedonnovel, mars, medallion, spacetravel, p...   \n",
       "\n",
       "                                            cast                crew  \n",
       "0  [SamWorthington, ZoeSaldana, SigourneyWeaver]      [JamesCameron]  \n",
       "1     [JohnnyDepp, OrlandoBloom, KeiraKnightley]     [GoreVerbinski]  \n",
       "2      [DanielCraig, ChristophWaltz, LéaSeydoux]         [SamMendes]  \n",
       "3      [ChristianBale, MichaelCaine, GaryOldman]  [ChristopherNolan]  \n",
       "4    [TaylorKitsch, LynnCollins, SamanthaMorton]     [AndrewStanton]  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:31.936583Z",
     "iopub.status.busy": "2021-06-21T12:37:31.936003Z",
     "iopub.status.idle": "2021-06-21T12:37:31.975155Z",
     "shell.execute_reply": "2021-06-21T12:37:31.973928Z",
     "shell.execute_reply.started": "2021-06-21T12:37:31.936546Z"
    }
   },
   "outputs": [],
   "source": [
    "movies['overview'] = movies['overview'].apply(lambda x:x.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:34.466349Z",
     "iopub.status.busy": "2021-06-21T12:37:34.465925Z",
     "iopub.status.idle": "2021-06-21T12:37:34.572742Z",
     "shell.execute_reply": "2021-06-21T12:37:34.571676Z",
     "shell.execute_reply.started": "2021-06-21T12:37:34.466313Z"
    }
   },
   "outputs": [],
   "source": [
    "movies['tags'] = movies['overview'] + movies['genres'] + movies['keywords'] + movies['cast'] + movies['crew']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:37:40.975174Z",
     "iopub.status.busy": "2021-06-21T12:37:40.974644Z",
     "iopub.status.idle": "2021-06-21T12:37:40.981843Z",
     "shell.execute_reply": "2021-06-21T12:37:40.981059Z",
     "shell.execute_reply.started": "2021-06-21T12:37:40.975140Z"
    }
   },
   "outputs": [],
   "source": [
    "new = movies.drop(columns=['overview','genres','keywords','cast','crew'])\n",
    "#new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:00.131473Z",
     "iopub.status.busy": "2021-06-21T12:38:00.130879Z",
     "iopub.status.idle": "2021-06-21T12:38:00.160438Z",
     "shell.execute_reply": "2021-06-21T12:38:00.159476Z",
     "shell.execute_reply.started": "2021-06-21T12:38:00.131439Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_id</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>206647</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49026</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49529</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   movie_id                                     title  \\\n",
       "0     19995                                    Avatar   \n",
       "1       285  Pirates of the Caribbean: At World's End   \n",
       "2    206647                                   Spectre   \n",
       "3     49026                     The Dark Knight Rises   \n",
       "4     49529                               John Carter   \n",
       "\n",
       "                                                tags  \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...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new['tags'] = new['tags'].apply(lambda x: \" \".join(x))\n",
    "new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:06.545110Z",
     "iopub.status.busy": "2021-06-21T12:38:06.544599Z",
     "iopub.status.idle": "2021-06-21T12:38:07.488307Z",
     "shell.execute_reply": "2021-06-21T12:38:07.487238Z",
     "shell.execute_reply.started": "2021-06-21T12:38:06.545079Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "cv = CountVectorizer(max_features=5000,stop_words='english')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:10.164314Z",
     "iopub.status.busy": "2021-06-21T12:38:10.163889Z",
     "iopub.status.idle": "2021-06-21T12:38:10.821200Z",
     "shell.execute_reply": "2021-06-21T12:38:10.820175Z",
     "shell.execute_reply.started": "2021-06-21T12:38:10.164279Z"
    }
   },
   "outputs": [],
   "source": [
    "vector = cv.fit_transform(new['tags']).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-19T14:00:41.894747Z",
     "iopub.status.busy": "2021-06-19T14:00:41.894223Z",
     "iopub.status.idle": "2021-06-19T14:00:41.900786Z",
     "shell.execute_reply": "2021-06-19T14:00:41.899989Z",
     "shell.execute_reply.started": "2021-06-19T14:00:41.894699Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4806, 5000)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vector.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['000',\n",
       " '007',\n",
       " '10',\n",
       " '100',\n",
       " '11',\n",
       " '12',\n",
       " '13',\n",
       " '14',\n",
       " '15',\n",
       " '16',\n",
       " '17',\n",
       " '17th',\n",
       " '18',\n",
       " '18th',\n",
       " '18thcenturi',\n",
       " '19',\n",
       " '1910',\n",
       " '1920',\n",
       " '1930',\n",
       " '1940',\n",
       " '1944',\n",
       " '1950',\n",
       " '1950s',\n",
       " '1960',\n",
       " '1960s',\n",
       " '1970',\n",
       " '1970s',\n",
       " '1971',\n",
       " '1974',\n",
       " '1976',\n",
       " '1980',\n",
       " '1985',\n",
       " '1990',\n",
       " '1999',\n",
       " '19th',\n",
       " '19thcenturi',\n",
       " '20',\n",
       " '200',\n",
       " '2003',\n",
       " '2009',\n",
       " '20th',\n",
       " '21st',\n",
       " '23',\n",
       " '24',\n",
       " '25',\n",
       " '30',\n",
       " '300',\n",
       " '3d',\n",
       " '40',\n",
       " '50',\n",
       " '500',\n",
       " '60',\n",
       " '70',\n",
       " '80',\n",
       " 'aaron',\n",
       " 'aaroneckhart',\n",
       " 'abandon',\n",
       " 'abduct',\n",
       " 'abigailbreslin',\n",
       " 'abil',\n",
       " 'abl',\n",
       " 'aboard',\n",
       " 'abov',\n",
       " 'abus',\n",
       " 'academ',\n",
       " 'academi',\n",
       " 'accept',\n",
       " 'access',\n",
       " 'accid',\n",
       " 'accident',\n",
       " 'acclaim',\n",
       " 'accompani',\n",
       " 'accomplish',\n",
       " 'account',\n",
       " 'accus',\n",
       " 'ace',\n",
       " 'achiev',\n",
       " 'acquaint',\n",
       " 'act',\n",
       " 'action',\n",
       " 'actionhero',\n",
       " 'activ',\n",
       " 'activist',\n",
       " 'activities',\n",
       " 'actor',\n",
       " 'actress',\n",
       " 'actual',\n",
       " 'ad',\n",
       " 'adam',\n",
       " 'adamsandl',\n",
       " 'adamshankman',\n",
       " 'adapt',\n",
       " 'add',\n",
       " 'addict',\n",
       " 'adjust',\n",
       " 'admir',\n",
       " 'admit',\n",
       " 'adolesc',\n",
       " 'adopt',\n",
       " 'ador',\n",
       " 'adrienbrodi',\n",
       " 'adult',\n",
       " 'adultanim',\n",
       " 'adulteri',\n",
       " 'adulthood',\n",
       " 'advanc',\n",
       " 'adventur',\n",
       " 'adventure',\n",
       " 'adventures',\n",
       " 'advertis',\n",
       " 'advic',\n",
       " 'advis',\n",
       " 'affair',\n",
       " 'affect',\n",
       " 'afghanistan',\n",
       " 'africa',\n",
       " 'african',\n",
       " 'africanamerican',\n",
       " 'aftercreditssting',\n",
       " 'afterlif',\n",
       " 'aftermath',\n",
       " 'ag',\n",
       " 'age',\n",
       " 'agediffer',\n",
       " 'agenc',\n",
       " 'agency',\n",
       " 'agenda',\n",
       " 'agent',\n",
       " 'agents',\n",
       " 'aggress',\n",
       " 'ago',\n",
       " 'agre',\n",
       " 'ahead',\n",
       " 'aid',\n",
       " 'aidanquinn',\n",
       " 'ail',\n",
       " 'aim',\n",
       " 'air',\n",
       " 'airplan',\n",
       " 'airplanecrash',\n",
       " 'airport',\n",
       " 'aka',\n",
       " 'al',\n",
       " 'alabama',\n",
       " 'alan',\n",
       " 'alaska',\n",
       " 'albert',\n",
       " 'alcatraz',\n",
       " 'alcohol',\n",
       " 'alecbaldwin',\n",
       " 'alex',\n",
       " 'alexkendrick',\n",
       " 'alfredhitchcock',\n",
       " 'alfredmolina',\n",
       " 'ali',\n",
       " 'alic',\n",
       " 'alice',\n",
       " 'alien',\n",
       " 'alieninvas',\n",
       " 'alienlife',\n",
       " 'alienplanet',\n",
       " 'aliens',\n",
       " 'alik',\n",
       " 'aliv',\n",
       " 'alive',\n",
       " 'allen',\n",
       " 'alli',\n",
       " 'allianc',\n",
       " 'allow',\n",
       " 'alon',\n",
       " 'alongsid',\n",
       " 'alpacino',\n",
       " 'alpha',\n",
       " 'alreadi',\n",
       " 'alter',\n",
       " 'altern',\n",
       " 'alway',\n",
       " 'alyssa',\n",
       " 'alzheimer',\n",
       " 'amanda',\n",
       " 'amandapeet',\n",
       " 'amandaseyfri',\n",
       " 'amateur',\n",
       " 'amaz',\n",
       " 'amazon',\n",
       " 'ambassador',\n",
       " 'ambit',\n",
       " 'ambiti',\n",
       " 'ambul',\n",
       " 'ambush',\n",
       " 'america',\n",
       " 'american',\n",
       " 'americanabroad',\n",
       " 'americancivilwar',\n",
       " 'americanfootbal',\n",
       " 'americanfootballplay',\n",
       " 'amid',\n",
       " 'amidst',\n",
       " 'amnesia',\n",
       " 'amp',\n",
       " 'amsterdam',\n",
       " 'amus',\n",
       " 'amusementpark',\n",
       " 'amy',\n",
       " 'amyadam',\n",
       " 'amysmart',\n",
       " 'ana',\n",
       " 'anakin',\n",
       " 'analyst',\n",
       " 'anarchiccomedi',\n",
       " 'ancient',\n",
       " 'ancientrom',\n",
       " 'ancientworld',\n",
       " 'anderson',\n",
       " 'andi',\n",
       " 'andiemacdowel',\n",
       " 'andrew',\n",
       " 'android',\n",
       " 'andy',\n",
       " 'andygarcía',\n",
       " 'angel',\n",
       " 'angela',\n",
       " 'angelabassett',\n",
       " 'angeles',\n",
       " 'angelinajoli',\n",
       " 'anger',\n",
       " 'angle',\n",
       " 'angri',\n",
       " 'ani',\n",
       " 'anim',\n",
       " 'animalattack',\n",
       " 'animalhorror',\n",
       " 'animals',\n",
       " 'anjelicahuston',\n",
       " 'ann',\n",
       " 'anna',\n",
       " 'annafari',\n",
       " 'annakendrick',\n",
       " 'anne',\n",
       " 'annehathaway',\n",
       " 'annemoss',\n",
       " 'annetteben',\n",
       " 'anni',\n",
       " 'annie',\n",
       " 'anniversari',\n",
       " 'announc',\n",
       " 'annual',\n",
       " 'anonym',\n",
       " 'anoth',\n",
       " 'answer',\n",
       " 'ant',\n",
       " 'antholog',\n",
       " 'anthoni',\n",
       " 'anthonyanderson',\n",
       " 'anthonyhopkin',\n",
       " 'anthonymacki',\n",
       " 'anthropomorph',\n",
       " 'anti',\n",
       " 'antic',\n",
       " 'antihero',\n",
       " 'antiqu',\n",
       " 'antoinefuqua',\n",
       " 'antoniobandera',\n",
       " 'antonyelchin',\n",
       " 'anyon',\n",
       " 'anyth',\n",
       " 'apart',\n",
       " 'apartheid',\n",
       " 'apartment',\n",
       " 'ape',\n",
       " 'apocalyps',\n",
       " 'apocalypse',\n",
       " 'apocalypt',\n",
       " 'appar',\n",
       " 'appear',\n",
       " 'appl',\n",
       " 'apple',\n",
       " 'appoint',\n",
       " 'appreci',\n",
       " 'apprentic',\n",
       " 'approach',\n",
       " 'april',\n",
       " 'aquarium',\n",
       " 'arab',\n",
       " 'arch',\n",
       " 'archaeologist',\n",
       " 'archeolog',\n",
       " 'archer',\n",
       " 'architect',\n",
       " 'arctic',\n",
       " 'area',\n",
       " 'aren',\n",
       " 'arena',\n",
       " 'argument',\n",
       " 'aris',\n",
       " 'aristocrat',\n",
       " 'arm',\n",
       " 'armi',\n",
       " 'armor',\n",
       " 'armsdeal',\n",
       " 'army',\n",
       " 'arnold',\n",
       " 'arnoldschwarzenegg',\n",
       " 'arrang',\n",
       " 'arrangedmarriag',\n",
       " 'arrest',\n",
       " 'arriv',\n",
       " 'arrog',\n",
       " 'art',\n",
       " 'arthur',\n",
       " 'artifact',\n",
       " 'artifici',\n",
       " 'artificialintellig',\n",
       " 'artist',\n",
       " 'ash',\n",
       " 'ashley',\n",
       " 'ashleyjudd',\n",
       " 'ashtonkutch',\n",
       " 'asia',\n",
       " 'asian',\n",
       " 'asid',\n",
       " 'ask',\n",
       " 'aspect',\n",
       " 'aspir',\n",
       " 'assassin',\n",
       " 'assault',\n",
       " 'assembl',\n",
       " 'assign',\n",
       " 'assist',\n",
       " 'assistant',\n",
       " 'associ',\n",
       " 'assum',\n",
       " 'asteroid',\n",
       " 'astronaut',\n",
       " 'asylum',\n",
       " 'atheist',\n",
       " 'athlet',\n",
       " 'atom',\n",
       " 'atomicbomb',\n",
       " 'attack',\n",
       " 'attacks',\n",
       " 'attempt',\n",
       " 'attempttoescap',\n",
       " 'attend',\n",
       " 'attent',\n",
       " 'attic',\n",
       " 'attitud',\n",
       " 'attorney',\n",
       " 'attract',\n",
       " 'auction',\n",
       " 'audienc',\n",
       " 'audit',\n",
       " 'august',\n",
       " 'aunt',\n",
       " 'austin',\n",
       " 'australia',\n",
       " 'australian',\n",
       " 'author',\n",
       " 'autism',\n",
       " 'auto',\n",
       " 'automobilerac',\n",
       " 'aveng',\n",
       " 'averag',\n",
       " 'avoid',\n",
       " 'await',\n",
       " 'awak',\n",
       " 'awaken',\n",
       " 'award',\n",
       " 'away',\n",
       " 'awkward',\n",
       " 'awri',\n",
       " 'awry',\n",
       " 'ax',\n",
       " 'babe',\n",
       " 'babi',\n",
       " 'baby',\n",
       " 'bachelor',\n",
       " 'backdrop',\n",
       " 'background',\n",
       " 'backpack',\n",
       " 'bad',\n",
       " 'bag',\n",
       " 'bahama',\n",
       " 'bail',\n",
       " 'balanc',\n",
       " 'ball',\n",
       " 'ballet',\n",
       " 'balloon',\n",
       " 'ban',\n",
       " 'band',\n",
       " 'bandit',\n",
       " 'bangkok',\n",
       " 'banish',\n",
       " 'bank',\n",
       " 'banker',\n",
       " 'bankrobb',\n",
       " 'bankrobberi',\n",
       " 'bar',\n",
       " 'barbrastreisand',\n",
       " 'bare',\n",
       " 'bargain',\n",
       " 'barn',\n",
       " 'barney',\n",
       " 'baron',\n",
       " 'barri',\n",
       " 'barrylevinson',\n",
       " 'barrysonnenfeld',\n",
       " 'bas',\n",
       " 'base',\n",
       " 'basebal',\n",
       " 'basedoncomicbook',\n",
       " 'basedongraphicnovel',\n",
       " 'basedonnovel',\n",
       " 'basedonplay',\n",
       " 'basedonstagemus',\n",
       " 'basedontrueev',\n",
       " 'basedontruestori',\n",
       " 'basedontvseri',\n",
       " 'basedonvideogam',\n",
       " 'basedonyoungadultnovel',\n",
       " 'basement',\n",
       " 'basketbal',\n",
       " 'bat',\n",
       " 'batman',\n",
       " 'battl',\n",
       " 'battle',\n",
       " 'battlefield',\n",
       " 'bay',\n",
       " 'beach',\n",
       " 'beam',\n",
       " 'bear',\n",
       " 'beard',\n",
       " 'beast',\n",
       " 'beat',\n",
       " 'beauti',\n",
       " 'beautiful',\n",
       " 'beautifulwoman',\n",
       " 'beauty',\n",
       " 'becam',\n",
       " 'becaus',\n",
       " 'becki',\n",
       " 'becom',\n",
       " 'becominganadult',\n",
       " 'bed',\n",
       " 'bedroom',\n",
       " 'beer',\n",
       " 'befor',\n",
       " 'befriend',\n",
       " 'began',\n",
       " 'begin',\n",
       " 'begins',\n",
       " 'behavior',\n",
       " 'belief',\n",
       " 'believ',\n",
       " 'bell',\n",
       " 'bella',\n",
       " 'belong',\n",
       " 'belov',\n",
       " 'ben',\n",
       " 'benaffleck',\n",
       " 'bend',\n",
       " 'beneath',\n",
       " 'benefit',\n",
       " 'benfost',\n",
       " 'beniciodeltoro',\n",
       " 'benjamin',\n",
       " 'benjaminbratt',\n",
       " 'benkingsley',\n",
       " 'bennett',\n",
       " 'benstil',\n",
       " 'bent',\n",
       " 'berlin',\n",
       " 'best',\n",
       " 'bestfriend',\n",
       " 'bestfriendsinlov',\n",
       " 'bet',\n",
       " 'beth',\n",
       " 'betray',\n",
       " 'bettemidl',\n",
       " 'better',\n",
       " 'betti',\n",
       " 'beverli',\n",
       " 'bibl',\n",
       " 'bid',\n",
       " 'big',\n",
       " 'bigger',\n",
       " 'biggest',\n",
       " 'bike',\n",
       " 'biker',\n",
       " 'bikini',\n",
       " 'billhad',\n",
       " 'billi',\n",
       " 'billionair',\n",
       " 'billmurray',\n",
       " 'billnighi',\n",
       " 'billpaxton',\n",
       " 'billpullman',\n",
       " 'billybobthornton',\n",
       " 'billycrudup',\n",
       " 'billycryst',\n",
       " 'biographi',\n",
       " 'biolog',\n",
       " 'bird',\n",
       " 'birth',\n",
       " 'birthday',\n",
       " 'bisexu',\n",
       " 'bishop',\n",
       " 'bit',\n",
       " 'bite',\n",
       " 'bitter',\n",
       " 'bizarr',\n",
       " 'black',\n",
       " 'blackmag',\n",
       " 'blackmail',\n",
       " 'blackpeopl',\n",
       " 'blacksmith',\n",
       " 'blade',\n",
       " 'blame',\n",
       " 'blend',\n",
       " 'blind',\n",
       " 'bliss',\n",
       " 'blizzard',\n",
       " 'block',\n",
       " 'blond',\n",
       " 'blood',\n",
       " 'bloodi',\n",
       " 'bloodsplatt',\n",
       " 'bloodthirsti',\n",
       " 'blow',\n",
       " 'blue',\n",
       " 'board',\n",
       " 'boardingschool',\n",
       " 'boat',\n",
       " 'bob',\n",
       " 'bobbi',\n",
       " 'bobbyfarrelli',\n",
       " 'bobhoskin',\n",
       " 'bodi',\n",
       " 'body',\n",
       " 'bodyguard',\n",
       " 'bold',\n",
       " 'bollywood',\n",
       " 'bomb',\n",
       " 'bond',\n",
       " 'bone',\n",
       " 'book',\n",
       " 'border',\n",
       " 'bore',\n",
       " 'boredom',\n",
       " 'born',\n",
       " 'boss',\n",
       " 'boston',\n",
       " 'botch',\n",
       " 'bound',\n",
       " 'boundari',\n",
       " 'bounti',\n",
       " 'bountyhunt',\n",
       " 'box',\n",
       " 'boxer',\n",
       " 'boy',\n",
       " 'boyfriend',\n",
       " 'boys',\n",
       " 'bradleycoop',\n",
       " 'bradpitt',\n",
       " 'brain',\n",
       " 'brand',\n",
       " 'brandon',\n",
       " 'brave',\n",
       " 'braveri',\n",
       " 'brazil',\n",
       " 'brazilian',\n",
       " 'break',\n",
       " 'breakdown',\n",
       " 'breakup',\n",
       " 'breast',\n",
       " 'breath',\n",
       " 'breed',\n",
       " 'brendanfras',\n",
       " 'brendangleeson',\n",
       " 'brent',\n",
       " 'brettratn',\n",
       " 'brian',\n",
       " 'briandepalma',\n",
       " 'bride',\n",
       " 'bridesmaid',\n",
       " 'bridg',\n",
       " 'brief',\n",
       " 'brien',\n",
       " 'bright',\n",
       " 'brilliant',\n",
       " 'bring',\n",
       " 'brink',\n",
       " 'britain',\n",
       " 'british',\n",
       " 'britishsecretservic',\n",
       " 'brittanymurphi',\n",
       " 'broadcast',\n",
       " 'broadway',\n",
       " 'broke',\n",
       " 'broken',\n",
       " 'broker',\n",
       " 'bronx',\n",
       " 'brook',\n",
       " 'brooklyn',\n",
       " 'broom',\n",
       " 'brothel',\n",
       " 'brother',\n",
       " 'brotherbrotherrelationship',\n",
       " 'brothers',\n",
       " 'brothersisterrelationship',\n",
       " 'brought',\n",
       " 'brown',\n",
       " 'bruce',\n",
       " 'brucegreenwood',\n",
       " 'brucewilli',\n",
       " 'brutal',\n",
       " 'bryansing',\n",
       " 'bu',\n",
       " 'buck',\n",
       " 'bud',\n",
       " 'buddi',\n",
       " 'buddy',\n",
       " 'buddycomedi',\n",
       " 'buddycop',\n",
       " 'budget',\n",
       " 'build',\n",
       " 'building',\n",
       " 'built',\n",
       " 'bullet',\n",
       " 'bulli',\n",
       " 'bumbl',\n",
       " 'bunch',\n",
       " 'bunker',\n",
       " 'bunni',\n",
       " 'burglar',\n",
       " 'buri',\n",
       " 'burn',\n",
       " 'bush',\n",
       " 'busi',\n",
       " 'business',\n",
       " 'businessman',\n",
       " 'bust',\n",
       " 'butcher',\n",
       " 'butler',\n",
       " 'butt',\n",
       " 'button',\n",
       " 'buy',\n",
       " 'buzz',\n",
       " 'cabin',\n",
       " 'caesar',\n",
       " 'cage',\n",
       " 'cairo',\n",
       " 'cal',\n",
       " 'california',\n",
       " 'calvin',\n",
       " 'camcord',\n",
       " 'came',\n",
       " 'camera',\n",
       " 'cameraman',\n",
       " 'camerondiaz',\n",
       " 'camp',\n",
       " 'campaign',\n",
       " 'campbell',\n",
       " 'campu',\n",
       " 'canada',\n",
       " 'canadian',\n",
       " 'cancer',\n",
       " 'candi',\n",
       " 'candid',\n",
       " 'canin',\n",
       " 'cannib',\n",
       " 'canuxploit',\n",
       " 'capabl',\n",
       " 'caper',\n",
       " 'capit',\n",
       " 'capt',\n",
       " 'captain',\n",
       " 'captiv',\n",
       " 'captur',\n",
       " 'capture',\n",
       " 'car',\n",
       " 'caraccid',\n",
       " 'carchas',\n",
       " 'carcrash',\n",
       " 'card',\n",
       " 'care',\n",
       " 'career',\n",
       " 'carefre',\n",
       " 'caretak',\n",
       " 'careymulligan',\n",
       " 'caribbean',\n",
       " 'carjourney',\n",
       " 'carl',\n",
       " 'carlagugino',\n",
       " 'carmen',\n",
       " 'carol',\n",
       " 'carolina',\n",
       " 'carrac',\n",
       " 'carri',\n",
       " 'carrie',\n",
       " 'cartel',\n",
       " 'carter',\n",
       " 'cartoon',\n",
       " 'caryelw',\n",
       " 'case',\n",
       " 'caseyaffleck',\n",
       " 'cash',\n",
       " 'casino',\n",
       " 'cast',\n",
       " 'castl',\n",
       " 'cat',\n",
       " 'cataclysm',\n",
       " 'catastroph',\n",
       " 'catch',\n",
       " 'cateblanchett',\n",
       " 'catherinedeneuv',\n",
       " 'catherinekeen',\n",
       " 'catherinezeta',\n",
       " 'cathol',\n",
       " 'catholic',\n",
       " 'cattl',\n",
       " 'caught',\n",
       " 'caus',\n",
       " 'cavalri',\n",
       " 'cave',\n",
       " 'cavemen',\n",
       " 'celebr',\n",
       " 'celebration',\n",
       " 'cell',\n",
       " 'cellphon',\n",
       " 'cemeteri',\n",
       " 'center',\n",
       " 'centr',\n",
       " 'central',\n",
       " 'centuri',\n",
       " 'centuries',\n",
       " 'century',\n",
       " 'ceo',\n",
       " 'certain',\n",
       " 'chad',\n",
       " 'chain',\n",
       " 'chainsaw',\n",
       " 'challeng',\n",
       " 'chamber',\n",
       " 'champion',\n",
       " 'championship',\n",
       " 'chanc',\n",
       " 'chance',\n",
       " 'chang',\n",
       " 'change',\n",
       " 'changed',\n",
       " 'changes',\n",
       " 'channingtatum',\n",
       " 'chao',\n",
       " 'chaos',\n",
       " 'chaotic',\n",
       " 'chapter',\n",
       " 'charact',\n",
       " 'character',\n",
       " 'characters',\n",
       " 'charg',\n",
       " 'charismat',\n",
       " 'charl',\n",
       " 'charli',\n",
       " 'charlie',\n",
       " 'charliesheen',\n",
       " 'charlizetheron',\n",
       " 'charm',\n",
       " 'chart',\n",
       " 'chase',\n",
       " 'chauffeur',\n",
       " 'chazzpalminteri',\n",
       " 'cheat',\n",
       " 'check',\n",
       " 'cheerlead',\n",
       " 'chef',\n",
       " 'chemic',\n",
       " 'cher',\n",
       " 'chevychas',\n",
       " 'chicago',\n",
       " 'chicken',\n",
       " 'chief',\n",
       " 'child',\n",
       " 'childabus',\n",
       " 'childhero',\n",
       " 'childhood',\n",
       " 'childprodigi',\n",
       " 'children',\n",
       " 'chill',\n",
       " 'chimp',\n",
       " 'china',\n",
       " 'chines',\n",
       " 'chip',\n",
       " 'chipmunk',\n",
       " 'chiwetelejiofor',\n",
       " 'chloe',\n",
       " 'chloëgracemoretz',\n",
       " 'chloësevigni',\n",
       " 'chocol',\n",
       " 'choic',\n",
       " 'choice',\n",
       " 'choos',\n",
       " 'chosen',\n",
       " 'chowyun',\n",
       " 'chri',\n",
       " 'chriscolumbu',\n",
       " 'chriscoop',\n",
       " 'chrisevan',\n",
       " 'chrishemsworth',\n",
       " 'chrisklein',\n",
       " 'chrispin',\n",
       " 'chrisrock',\n",
       " 'christ',\n",
       " 'christian',\n",
       " 'christianbal',\n",
       " 'christianslat',\n",
       " 'christin',\n",
       " 'christinaappleg',\n",
       " 'christinaricci',\n",
       " 'christma',\n",
       " 'christmas',\n",
       " 'christmasparti',\n",
       " 'christmastre',\n",
       " 'christoph',\n",
       " 'christopherlambert',\n",
       " 'christopherlloyd',\n",
       " 'christophernolan',\n",
       " 'christopherplumm',\n",
       " 'christopherwalken',\n",
       " 'christophwaltz',\n",
       " 'chrisweitz',\n",
       " 'chronicl',\n",
       " 'chuck',\n",
       " 'church',\n",
       " 'cia',\n",
       " 'ciaránhind',\n",
       " 'cigarettesmok',\n",
       " 'cillianmurphi',\n",
       " 'cinema',\n",
       " 'circl',\n",
       " 'circu',\n",
       " 'circuit',\n",
       " 'circumst',\n",
       " 'citi',\n",
       " 'citizen',\n",
       " 'city',\n",
       " 'civil',\n",
       " 'civilian',\n",
       " 'civilwar',\n",
       " 'claim',\n",
       " 'clair',\n",
       " 'clairedan',\n",
       " 'claireforlani',\n",
       " 'clan',\n",
       " 'clark',\n",
       " 'clash',\n",
       " 'class',\n",
       " 'classdiffer',\n",
       " 'classic',\n",
       " 'classmat',\n",
       " 'classroom',\n",
       " 'claudevandamm',\n",
       " 'clay',\n",
       " 'clean',\n",
       " 'clear',\n",
       " 'clerk',\n",
       " 'clever',\n",
       " 'client',\n",
       " 'clients',\n",
       " 'cliff',\n",
       " 'climat',\n",
       " 'climb',\n",
       " 'clinteastwood',\n",
       " 'cliveowen',\n",
       " 'clock',\n",
       " 'clone',\n",
       " 'close',\n",
       " 'closer',\n",
       " 'cloud',\n",
       " 'clown',\n",
       " 'club',\n",
       " 'clue',\n",
       " 'clueless',\n",
       " 'clutch',\n",
       " 'coach',\n",
       " 'coast',\n",
       " 'cocain',\n",
       " 'code',\n",
       " 'coffin',\n",
       " 'cohen',\n",
       " 'col',\n",
       " 'cold',\n",
       " 'coldwar',\n",
       " 'cole',\n",
       " 'colin',\n",
       " 'colinfarrel',\n",
       " 'colinfirth',\n",
       " 'collaps',\n",
       " 'colleagu',\n",
       " 'collect',\n",
       " 'collector',\n",
       " 'colleg',\n",
       " 'college',\n",
       " 'collid',\n",
       " 'collis',\n",
       " 'colombia',\n",
       " 'colonel',\n",
       " 'coloni',\n",
       " 'color',\n",
       " 'colorado',\n",
       " 'coma',\n",
       " 'combat',\n",
       " 'combin',\n",
       " 'come',\n",
       " 'comeback',\n",
       " 'comed',\n",
       " 'comedi',\n",
       " 'comedian',\n",
       " 'comedy',\n",
       " 'comet',\n",
       " 'comfort',\n",
       " 'comic',\n",
       " 'coming',\n",
       " 'comingofag',\n",
       " 'comingout',\n",
       " 'command',\n",
       " 'commando',\n",
       " 'commerci',\n",
       " 'commiss',\n",
       " 'commit',\n",
       " 'common',\n",
       " 'commun',\n",
       " 'communist',\n",
       " 'community',\n",
       " 'compani',\n",
       " 'companion',\n",
       " 'company',\n",
       " 'compet',\n",
       " 'competit',\n",
       " 'competition',\n",
       " 'complet',\n",
       " 'complex',\n",
       " 'complic',\n",
       " 'compos',\n",
       " 'compuls',\n",
       " 'comput',\n",
       " 'computerviru',\n",
       " 'conan',\n",
       " 'concern',\n",
       " 'concert',\n",
       " 'concoct',\n",
       " 'condit',\n",
       " 'condition',\n",
       " 'conduct',\n",
       " 'confeder',\n",
       " 'confess',\n",
       " 'confid',\n",
       " 'confin',\n",
       " 'conflict',\n",
       " 'confront',\n",
       " 'confus',\n",
       " 'congress',\n",
       " 'conman',\n",
       " 'connect',\n",
       " 'connecticut',\n",
       " 'connel',\n",
       " 'connor',\n",
       " 'conquer',\n",
       " 'consequ',\n",
       " 'consequences',\n",
       " 'conserv',\n",
       " 'consid',\n",
       " 'conspir',\n",
       " 'conspiraci',\n",
       " 'conspiracy',\n",
       " 'constant',\n",
       " 'constantli',\n",
       " 'construct',\n",
       " 'consum',\n",
       " 'contact',\n",
       " 'contain',\n",
       " 'contemporari',\n",
       " 'contend',\n",
       " 'content',\n",
       " 'contest',\n",
       " 'continu',\n",
       " 'contract',\n",
       " 'contractor',\n",
       " 'control',\n",
       " 'controversi',\n",
       " 'convent',\n",
       " 'converg',\n",
       " 'convers',\n",
       " 'convict',\n",
       " 'convinc',\n",
       " 'cook',\n",
       " 'cool',\n",
       " 'cooper',\n",
       " 'cop',\n",
       " 'cope',\n",
       " ...]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem.porter import PorterStemmer\n",
    "ps=PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stem(text):\n",
    "    l=[]\n",
    "    for i in text.split():\n",
    "        l.append(ps.stem(i))\n",
    "        \n",
    "    return \" \".join(l)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "new['tags']=new.tags.apply(stem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:13.339451Z",
     "iopub.status.busy": "2021-06-21T12:38:13.339041Z",
     "iopub.status.idle": "2021-06-21T12:38:13.390575Z",
     "shell.execute_reply": "2021-06-21T12:38:13.389373Z",
     "shell.execute_reply.started": "2021-06-21T12:38:13.339412Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics.pairwise import cosine_similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:15.770001Z",
     "iopub.status.busy": "2021-06-21T12:38:15.769495Z",
     "iopub.status.idle": "2021-06-21T12:38:18.170463Z",
     "shell.execute_reply": "2021-06-21T12:38:18.169319Z",
     "shell.execute_reply.started": "2021-06-21T12:38:15.769960Z"
    }
   },
   "outputs": [],
   "source": [
    "similarity = cosine_similarity(vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-19T14:06:45.473087Z",
     "iopub.status.busy": "2021-06-19T14:06:45.472777Z",
     "iopub.status.idle": "2021-06-19T14:06:45.479647Z",
     "shell.execute_reply": "2021-06-19T14:06:45.478831Z",
     "shell.execute_reply.started": "2021-06-19T14:06:45.473061Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.08346223, 0.0860309 , ..., 0.04499213, 0.        ,\n",
       "        0.        ],\n",
       "       [0.08346223, 1.        , 0.06063391, ..., 0.02378257, 0.        ,\n",
       "        0.02615329],\n",
       "       [0.0860309 , 0.06063391, 1.        , ..., 0.02451452, 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.04499213, 0.02378257, 0.02451452, ..., 1.        , 0.03962144,\n",
       "        0.04229549],\n",
       "       [0.        , 0.        , 0.        , ..., 0.03962144, 1.        ,\n",
       "        0.08714204],\n",
       "       [0.        , 0.02615329, 0.        , ..., 0.04229549, 0.08714204,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-19T14:08:46.716222Z",
     "iopub.status.busy": "2021-06-19T14:08:46.7159Z",
     "iopub.status.idle": "2021-06-19T14:08:46.7239Z",
     "shell.execute_reply": "2021-06-19T14:08:46.722946Z",
     "shell.execute_reply.started": "2021-06-19T14:08:46.716196Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "744"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new[new['title'] == 'The Lego Movie'].index[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:22.542900Z",
     "iopub.status.busy": "2021-06-21T12:38:22.542487Z",
     "iopub.status.idle": "2021-06-21T12:38:22.549786Z",
     "shell.execute_reply": "2021-06-21T12:38:22.548271Z",
     "shell.execute_reply.started": "2021-06-21T12:38:22.542867Z"
    }
   },
   "outputs": [],
   "source": [
    "def recommend(movie):\n",
    "    index = new[new['title'] == movie].index[0]\n",
    "    distances = sorted(list(enumerate(similarity[index])),reverse=True,key = lambda x: x[1])\n",
    "    for i in distances[1:6]:\n",
    "        print(new.iloc[i[0]].title)\n",
    "        \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:38:24.914650Z",
     "iopub.status.busy": "2021-06-21T12:38:24.914258Z",
     "iopub.status.idle": "2021-06-21T12:38:24.930018Z",
     "shell.execute_reply": "2021-06-21T12:38:24.928876Z",
     "shell.execute_reply.started": "2021-06-21T12:38:24.914616Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gandhi, My Father\n",
      "Guiana 1838\n",
      "The Wind That Shakes the Barley\n",
      "Mr. Turner\n",
      "A Passage to India\n"
     ]
    }
   ],
   "source": [
    "recommend('Gandhi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gandhi, My Father\n",
      "The Wind That Shakes the Barley\n",
      "A Passage to India\n",
      "Guiana 1838\n",
      "Ramanujan\n"
     ]
    }
   ],
   "source": [
    "recommend('Gandhi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:39:59.606924Z",
     "iopub.status.busy": "2021-06-21T12:39:59.606475Z",
     "iopub.status.idle": "2021-06-21T12:39:59.612177Z",
     "shell.execute_reply": "2021-06-21T12:39:59.610858Z",
     "shell.execute_reply.started": "2021-06-21T12:39:59.606890Z"
    }
   },
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-21T12:40:53.373581Z",
     "iopub.status.busy": "2021-06-21T12:40:53.373186Z",
     "iopub.status.idle": "2021-06-21T12:40:53.784869Z",
     "shell.execute_reply": "2021-06-21T12:40:53.783635Z",
     "shell.execute_reply.started": "2021-06-21T12:40:53.373547Z"
    }
   },
   "outputs": [],
   "source": [
    "pickle.dump(new,open('movie_list.pkl','wb'))\n",
    "pickle.dump(similarity,open('similarity.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 0)\t-0.5773502691896258\n",
      "  (0, 8)\t-0.5773502691896258\n",
      "  (0, 13)\t0.5773502691896258\n",
      "  (0, 14)\t0.0\n",
      "  (1, 0)\t-0.8164965809277261\n",
      "  (1, 11)\t0.4082482904638631\n",
      "  (1, 13)\t0.4082482904638631\n",
      "  (1, 14)\t0.0\n",
      "  (2, 4)\t-0.7071067811865475\n",
      "  (2, 5)\t0.7071067811865475\n",
      "  (2, 13)\t0.0\n",
      "  (2, 14)\t0.0\n",
      "  (3, 0)\t-0.5773502691896258\n",
      "  (3, 8)\t-0.5773502691896258\n",
      "  (3, 13)\t0.5773502691896258\n",
      "  (3, 14)\t0.0\n"
     ]
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import HashingVectorizer\n",
    "corpus = ['This is the first document.','This document is the second document.','And this is the third one.','Is this the first document?',]\n",
    "vectorizer = HashingVectorizer(n_features=2**4)\n",
    "X = vectorizer.fit_transform(corpus)\n",
    "print(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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