Movie_Recommendation_System.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# ***Movie Recommending System***\n"
      ],
      "metadata": {
        "id": "rGNJhhla6kGX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "luBbnLyflx5q",
        "outputId": "b04a16f3-f964-4582-90ab-5551feb561aa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "-Spwiz8o6ssb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies=pd.read_csv('/content/drive/MyDrive/tmdb_5000_movies.csv')\n",
        "movies.head()"
      ],
      "metadata": {
        "id": "joHma_tS7UIa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 773
        },
        "outputId": "8947cd82-4569-4260-cb1a-426758a0df3e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                       homepage      id  \\\n",
              "0                   http://www.avatarmovie.com/   19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/     285   \n",
              "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
              "3            http://www.thedarkknightrises.com/   49026   \n",
              "4          http://movies.disney.com/john-carter   49529   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \n",
              "3                     The Dark Knight Rises   \n",
              "4                               John Carter   \n",
              "\n",
              "                                            overview  popularity  \\\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",
              "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
              "3  Following the death of District Attorney Harve...  112.312950   \n",
              "4  John Carter is a war-weary, former military ca...   43.926995   \n",
              "\n",
              "                                production_companies  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
              "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
              "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
              "4        [{\"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",
              "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
              "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
              "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \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",
              "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
              "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4    132.0           [{\"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",
              "2                           A Plan No One Escapes   \n",
              "3                                 The Legend Ends   \n",
              "4            Lost in our world, found in another.   \n",
              "\n",
              "                                      title  vote_average  vote_count  \n",
              "0                                    Avatar           7.2       11800  \n",
              "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
              "2                                   Spectre           6.3        4466  \n",
              "3                     The Dark Knight Rises           7.6        9106  \n",
              "4                               John Carter           6.1        2124  "
            ],
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          "metadata": {},
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    },
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        "movies.shape"
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              "(4803, 20)"
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          "execution_count": 119
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        "credits=pd.read_csv('/content/drive/MyDrive/tmdb_5000_credits.csv')\n",
        "credits.head()"
      ],
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        "id": "d_Tz8p0y7ofB",
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          "data": {
            "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",
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              "      <th>cast</th>\n",
              "      <th>crew</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>19995</td>\n",
              "      <td>Avatar</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</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>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>206647</td>\n",
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              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
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              "      <td>The Dark Knight Rises</td>\n",
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              "      <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",
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          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "credits.shape"
      ],
      "metadata": {
        "id": "czg3Ab27H-2r",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7c3e19ea-3cda-468b-bf2f-2c9ba0966b2b"
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      "execution_count": null,
      "outputs": [
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          "data": {
            "text/plain": [
              "(4803, 4)"
            ]
          },
          "metadata": {},
          "execution_count": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies=movies.merge(credits,on='title')\n",
        "movies.head()"
      ],
      "metadata": {
        "id": "2kmcF4gb889I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 802
        },
        "outputId": "a0a017f9-06fd-45bf-abcd-a4c6d5b1455a"
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      "execution_count": null,
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          "data": {
            "text/plain": [
              "      budget                                             genres  \\\n",
              "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
              "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
              "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
              "\n",
              "                                       homepage      id  \\\n",
              "0                   http://www.avatarmovie.com/   19995   \n",
              "1  http://disney.go.com/disneypictures/pirates/     285   \n",
              "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
              "3            http://www.thedarkknightrises.com/   49026   \n",
              "4          http://movies.disney.com/john-carter   49529   \n",
              "\n",
              "                                            keywords original_language  \\\n",
              "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
              "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
              "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
              "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
              "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
              "\n",
              "                             original_title  \\\n",
              "0                                    Avatar   \n",
              "1  Pirates of the Caribbean: At World's End   \n",
              "2                                   Spectre   \n",
              "3                     The Dark Knight Rises   \n",
              "4                               John Carter   \n",
              "\n",
              "                                            overview  popularity  \\\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",
              "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
              "3  Following the death of District Attorney Harve...  112.312950   \n",
              "4  John Carter is a war-weary, former military ca...   43.926995   \n",
              "\n",
              "                                production_companies  ... runtime  \\\n",
              "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...  ...   162.0   \n",
              "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...  ...   169.0   \n",
              "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...  ...   148.0   \n",
              "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...  ...   165.0   \n",
              "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]  ...   132.0   \n",
              "\n",
              "                                    spoken_languages    status  \\\n",
              "0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
              "1           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "2  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
              "3           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "4           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
              "\n",
              "                                          tagline  \\\n",
              "0                     Enter the World of Pandora.   \n",
              "1  At the end of the world, the adventure begins.   \n",
              "2                           A Plan No One Escapes   \n",
              "3                                 The Legend Ends   \n",
              "4            Lost in our world, found in another.   \n",
              "\n",
              "                                      title vote_average vote_count movie_id  \\\n",
              "0                                    Avatar          7.2      11800    19995   \n",
              "1  Pirates of the Caribbean: At World's End          6.9       4500      285   \n",
              "2                                   Spectre          6.3       4466   206647   \n",
              "3                     The Dark Knight Rises          7.6       9106    49026   \n",
              "4                               John Carter          6.1       2124    49529   \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",
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              "[5 rows x 23 columns]"
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              "      <td>en</td>\n",
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              "      <td>...</td>\n",
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              "      <td>206647</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>49026</td>\n",
              "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
              "      <td>en</td>\n",
              "      <td>The Dark Knight Rises</td>\n",
              "      <td>Following the death of District Attorney Harve...</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
              "      <td>...</td>\n",
              "      <td>165.0</td>\n",
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              "      <td>Released</td>\n",
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              "      <td>The Dark Knight Rises</td>\n",
              "      <td>7.6</td>\n",
              "      <td>9106</td>\n",
              "      <td>49026</td>\n",
              "      <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
              "      <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
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              "      <td>en</td>\n",
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              "      <td>43.926995</td>\n",
              "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
              "      <td>...</td>\n",
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              "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
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              "      <td>Lost in our world, found in another.</td>\n",
              "      <td>John Carter</td>\n",
              "      <td>6.1</td>\n",
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              "<p>5 rows × 23 columns</p>\n",
              "</div>\n",
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              "                                                     [key], {});\n",
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              "\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  "
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          },
          "metadata": {},
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.shape"
      ],
      "metadata": {
        "id": "xpfqzuCNHxcK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fcdbbfe9-3782-4079-ebc4-d22e0139d322"
      },
      "execution_count": null,
      "outputs": [
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4809, 23)"
            ]
          },
          "metadata": {},
          "execution_count": 123
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#genres\n",
        "#id\n",
        "#title\n",
        "#keywords\n",
        "#original_language\n",
        "#overview\n",
        "#popularity\n",
        "#cast\n",
        "#crew\n",
        "movies=movies[[\"id\",\"title\",\"overview\",\"genres\",\"keywords\",\"original_language\",\"popularity\",\"cast\",\"crew\"]]\n",
        "movies.head()"
      ],
      "metadata": {
        "id": "t8_mm11v89Aw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "outputId": "f27aab61-deed-4869-991b-68a127e71a5f"
      },
      "execution_count": null,
      "outputs": [
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              "       id                                     title  \\\n",
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              "                                              genres  \\\n",
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              "   popularity                                               cast  \\\n",
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              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies[\"genres\"][0]"
      ],
      "metadata": {
        "id": "DLgFiQnX89Kc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "ee086cfc-7714-49ef-8e5b-85c0d1bd4fba"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 125
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import ast\n",
        "def convert(obj):\n",
        "  l=[]\n",
        "  for i in ast.literal_eval(obj):\n",
        "    l.append(i['name'])\n",
        "  return l\n"
      ],
      "metadata": {
        "id": "rPbj-5T5-KB1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres']=movies['genres'].apply(convert)"
      ],
      "metadata": {
        "id": "utwyWtUE-KEm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies[\"keywords\"]=movies['keywords'].apply(convert)"
      ],
      "metadata": {
        "id": "-2Zv8J9qAAmd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "id": "iEeQa8zqAAor",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "outputId": "641c3141-44fc-4ebd-cfc5-61d50e220778"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       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",
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              "\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 original_language  \\\n",
              "0  [culture clash, future, space war, space colon...                en   \n",
              "1  [ocean, drug abuse, exotic island, east india ...                en   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...                en   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...                en   \n",
              "4  [based on novel, mars, medallion, space travel...                en   \n",
              "\n",
              "   popularity                                               cast  \\\n",
              "0  150.437577  [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...   \n",
              "1  139.082615  [{\"cast_id\": 4, \"character\": \"Captain Jack Spa...   \n",
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              "                                                crew  \n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>popularity</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>en</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</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, drug abuse, exotic island, east india ...</td>\n",
              "      <td>en</td>\n",
              "      <td>139.082615</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>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>en</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</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>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>en</td>\n",
              "      <td>112.312950</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>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[Action, Adventure, Science Fiction]</td>\n",
              "      <td>[based on novel, mars, medallion, space travel...</td>\n",
              "      <td>en</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0b0783f2-543a-4b23-8610-134e966fe8bc')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      gap: 12px;\n",
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              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "    .colab-df-convert:hover {\n",
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              "          const element = document.querySelector('#df-0b0783f2-543a-4b23-8610-134e966fe8bc');\n",
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              "                                                     [key], {});\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.isnull().sum()"
      ],
      "metadata": {
        "id": "3wacmZ7SA0nU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "96d1ca92-b40c-4c51-f6d7-86f277afad26"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "id                   0\n",
              "title                0\n",
              "overview             3\n",
              "genres               0\n",
              "keywords             0\n",
              "original_language    0\n",
              "popularity           0\n",
              "cast                 0\n",
              "crew                 0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 130
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies.dropna(inplace=True)"
      ],
      "metadata": {
        "id": "33iWqOAhA0sU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'][0]"
      ],
      "metadata": {
        "id": "m2NVv_t4BTCU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 157
        },
        "outputId": "c369b8b4-c46b-46a7-f70d-bd3d5e611668"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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Threatt\", \"order\": 59}, {\"cast_id\": 81, \"character\": \"Mining Chief (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1b\", \"gender\": 0, \"id\": 1207276, \"name\": \"Colin Bleasdale\", \"order\": 60}, {\"cast_id\": 82, \"character\": \"Veteran Miner (uncredited)\", \"credit_id\": \"52fe48019251416c750acb1f\", \"gender\": 0, \"id\": 107969, \"name\": \"Mike Bodnar\", \"order\": 61}, {\"cast_id\": 83, \"character\": \"Richard (uncredited)\", \"credit_id\": \"52fe48019251416c750acb23\", \"gender\": 0, \"id\": 1207278, \"name\": \"Matt Clayton\", \"order\": 62}, {\"cast_id\": 84, \"character\": \"Nav\\'i (uncredited)\", \"credit_id\": \"52fe48019251416c750acb27\", \"gender\": 1, \"id\": 147898, \"name\": \"Nicole Dionne\", \"order\": 63}, {\"cast_id\": 85, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2b\", \"gender\": 0, \"id\": 1207280, \"name\": \"Jamie Harrison\", \"order\": 64}, {\"cast_id\": 86, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb2f\", \"gender\": 0, \"id\": 1207281, \"name\": \"Allan Henry\", \"order\": 65}, {\"cast_id\": 87, \"character\": \"Ground Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb33\", \"gender\": 2, \"id\": 1207282, \"name\": \"Anthony Ingruber\", \"order\": 66}, {\"cast_id\": 88, \"character\": \"Flight Crew Mechanic (uncredited)\", \"credit_id\": \"52fe48019251416c750acb37\", \"gender\": 0, \"id\": 1207283, \"name\": \"Ashley Jeffery\", \"order\": 67}, {\"cast_id\": 14, \"character\": \"Samson Pilot\", \"credit_id\": \"52fe48009251416c750ac9f9\", \"gender\": 0, \"id\": 98216, \"name\": \"Dean Knowsley\", \"order\": 68}, {\"cast_id\": 89, \"character\": \"Trooper (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3b\", \"gender\": 0, \"id\": 1201399, \"name\": \"Joseph Mika-Hunt\", \"order\": 69}, {\"cast_id\": 90, \"character\": \"Banshee (uncredited)\", \"credit_id\": \"52fe48019251416c750acb3f\", \"gender\": 0, \"id\": 236696, \"name\": \"Terry Notary\", \"order\": 70}, {\"cast_id\": 91, \"character\": \"Soldier (uncredited)\", \"credit_id\": \"52fe48019251416c750acb43\", \"gender\": 0, \"id\": 1207287, \"name\": \"Kai Pantano\", \"order\": 71}, {\"cast_id\": 92, \"character\": \"Blast Technician (uncredited)\", \"credit_id\": \"52fe48019251416c750acb47\", \"gender\": 0, \"id\": 1207288, \"name\": \"Logan Pithyou\", \"order\": 72}, {\"cast_id\": 93, \"character\": \"Vindum Raah (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4b\", \"gender\": 0, \"id\": 1207289, \"name\": \"Stuart Pollock\", \"order\": 73}, {\"cast_id\": 94, \"character\": \"Hero (uncredited)\", \"credit_id\": \"52fe48019251416c750acb4f\", \"gender\": 0, \"id\": 584868, \"name\": \"Raja\", \"order\": 74}, {\"cast_id\": 95, \"character\": \"Ops Centreworker (uncredited)\", \"credit_id\": \"52fe48019251416c750acb53\", \"gender\": 0, \"id\": 1207290, \"name\": \"Gareth Ruck\", \"order\": 75}, {\"cast_id\": 96, \"character\": \"Engineer (uncredited)\", \"credit_id\": \"52fe48019251416c750acb57\", \"gender\": 0, \"id\": 1062463, \"name\": \"Rhian Sheehan\", \"order\": 76}, {\"cast_id\": 97, \"character\": \"Col. Quaritch\\'s Mech Suit (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5b\", \"gender\": 0, \"id\": 60656, \"name\": \"T. J. Storm\", \"order\": 77}, {\"cast_id\": 98, \"character\": \"Female Marine (uncredited)\", \"credit_id\": \"52fe48019251416c750acb5f\", \"gender\": 0, \"id\": 1207291, \"name\": \"Jodie Taylor\", \"order\": 78}, {\"cast_id\": 99, \"character\": \"Ikran Clan Leader (uncredited)\", \"credit_id\": \"52fe48019251416c750acb63\", \"gender\": 1, \"id\": 1186027, \"name\": \"Alicia Vela-Bailey\", \"order\": 79}, {\"cast_id\": 100, \"character\": \"Geologist (uncredited)\", \"credit_id\": \"52fe48019251416c750acb67\", \"gender\": 0, \"id\": 1207292, \"name\": \"Richard Whiteside\", \"order\": 80}, {\"cast_id\": 101, \"character\": \"Na\\'vi (uncredited)\", \"credit_id\": \"52fe48019251416c750acb6b\", \"gender\": 0, \"id\": 103259, \"name\": \"Nikie Zambo\", \"order\": 81}, {\"cast_id\": 102, \"character\": \"Ambient Room Tech / Troupe\", \"credit_id\": \"52fe48019251416c750acb6f\", \"gender\": 1, \"id\": 42286, \"name\": \"Julene Renee\", \"order\": 82}]'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 132
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def convert_cast(obj):\n",
        "  l=[]\n",
        "  count=0\n",
        "  for i in ast.literal_eval(obj):\n",
        "    if count!=3:\n",
        "      l.append(i['name'])\n",
        "    else:\n",
        "      break\n",
        "    count+=1\n",
        "  return l"
      ],
      "metadata": {
        "id": "PcVLk4HwBTEn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast'].apply(convert_cast)"
      ],
      "metadata": {
        "id": "8FEbNM1EB6Xe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1a231d31-c179-421b-de52-067dc53ba6cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        [Sam Worthington, Zoe Saldana, Sigourney Weaver]\n",
              "1           [Johnny Depp, Orlando Bloom, Keira Knightley]\n",
              "2            [Daniel Craig, Christoph Waltz, Léa Seydoux]\n",
              "3            [Christian Bale, Michael Caine, Gary Oldman]\n",
              "4          [Taylor Kitsch, Lynn Collins, Samantha Morton]\n",
              "                              ...                        \n",
              "4804    [Carlos Gallardo, Jaime de Hoyos, Peter Marqua...\n",
              "4805         [Edward Burns, Kerry Bishé, Marsha Dietlein]\n",
              "4806           [Eric Mabius, Kristin Booth, Crystal Lowe]\n",
              "4807            [Daniel Henney, Eliza Coupe, Bill Paxton]\n",
              "4808    [Drew Barrymore, Brian Herzlinger, Corey Feldman]\n",
              "Name: cast, Length: 4806, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 134
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['cast']=movies['cast'].apply(convert_cast)"
      ],
      "metadata": {
        "id": "eGs4dKb0B6bD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "id": "x8xshdaEB6eF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 528
        },
        "outputId": "b9eda2c9-f4ae-4c80-bf42-e7e1cd05766f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       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 original_language  \\\n",
              "0  [culture clash, future, space war, space colon...                en   \n",
              "1  [ocean, drug abuse, exotic island, east india ...                en   \n",
              "2  [spy, based on novel, secret agent, sequel, mi...                en   \n",
              "3  [dc comics, crime fighter, terrorist, secret i...                en   \n",
              "4  [based on novel, mars, medallion, space travel...                en   \n",
              "\n",
              "   popularity                                              cast  \\\n",
              "0  150.437577  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
              "1  139.082615     [Johnny Depp, Orlando Bloom, Keira Knightley]   \n",
              "2  107.376788      [Daniel Craig, Christoph Waltz, Léa Seydoux]   \n",
              "3  112.312950      [Christian Bale, Michael Caine, Gary Oldman]   \n",
              "4   43.926995    [Taylor Kitsch, Lynn Collins, Samantha Morton]   \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...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9adec4fa-7737-4f56-a928-73d2d04fa1d5\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>id</th>\n",
              "      <th>title</th>\n",
              "      <th>overview</th>\n",
              "      <th>genres</th>\n",
              "      <th>keywords</th>\n",
              "      <th>original_language</th>\n",
              "      <th>popularity</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>en</td>\n",
              "      <td>150.437577</td>\n",
              "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weaver]</td>\n",
              "      <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</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, drug abuse, exotic island, east india ...</td>\n",
              "      <td>en</td>\n",
              "      <td>139.082615</td>\n",
              "      <td>[Johnny Depp, Orlando Bloom, Keira Knightley]</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>A cryptic message from Bond’s past sends him o...</td>\n",
              "      <td>[Action, Adventure, Crime]</td>\n",
              "      <td>[spy, based on novel, secret agent, sequel, mi...</td>\n",
              "      <td>en</td>\n",
              "      <td>107.376788</td>\n",
              "      <td>[Daniel Craig, Christoph Waltz, Léa Seydoux]</td>\n",
              "      <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</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>[dc comics, crime fighter, terrorist, secret i...</td>\n",
              "      <td>en</td>\n",
              "      <td>112.312950</td>\n",
              "      <td>[Christian Bale, Michael Caine, Gary Oldman]</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>John Carter is a war-weary, former military ca...</td>\n",
              "      <td>[Action, Adventure, Science Fiction]</td>\n",
              "      <td>[based on novel, mars, medallion, space travel...</td>\n",
              "      <td>en</td>\n",
              "      <td>43.926995</td>\n",
              "      <td>[Taylor Kitsch, Lynn Collins, Samantha Morton]</td>\n",
              "      <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9adec4fa-7737-4f56-a928-73d2d04fa1d5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-9adec4fa-7737-4f56-a928-73d2d04fa1d5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-9adec4fa-7737-4f56-a928-73d2d04fa1d5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def convert_crew(obj):\n",
        "  l=[]\n",
        "  count=0\n",
        "  for i in ast.literal_eval(obj):\n",
        "    if count!=1:\n",
        "      l.append(i['name'])\n",
        "    else:\n",
        "      break\n",
        "    count+=1\n",
        "  return l"
      ],
      "metadata": {
        "id": "hXkcwkyUB6gn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['crew']=movies['crew'].apply(convert_crew)"
      ],
      "metadata": {
        "id": "G_NA6n55CkTs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "id": "MT7qjQODCkVx",
        "colab": {
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          "height": 423
        },
        "outputId": "be8ce085-a095-4206-deaa-4a659e95bdcc"
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      "execution_count": null,
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              "       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",
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              "\n",
              "                                          genres  \\\n",
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              "4  [based on novel, mars, medallion, space travel...                en   \n",
              "\n",
              "   popularity                                              cast  \\\n",
              "0  150.437577  [Sam Worthington, Zoe Saldana, Sigourney Weaver]   \n",
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              "2  107.376788      [Daniel Craig, Christoph Waltz, Léa Seydoux]   \n",
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              "4   43.926995    [Taylor Kitsch, Lynn Collins, Samantha Morton]   \n",
              "\n",
              "                  crew  \n",
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              "          const element = document.querySelector('#df-4e05daa2-0d45-4ebb-928e-20901a5cf995');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
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          },
          "metadata": {},
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        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['genres']=movies['genres'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['keywords']=movies['keywords'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['cast']=movies['cast'].apply(lambda x:[i.replace(\" \",\"\") for i in x])\n",
        "movies['crew']=movies['crew'].apply(lambda x:[i.replace(\" \",\"\") for i in x])"
      ],
      "metadata": {
        "id": "kdNRVxlkCkaO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies.head()"
      ],
      "metadata": {
        "id": "mmeY2kNYCkfb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "outputId": "725f9b42-03f1-4923-a9c5-e7bde5f5d9ed"
      },
      "execution_count": null,
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "       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",
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              "                                            keywords original_language  \\\n",
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              "1  [ocean, drugabuse, exoticisland, eastindiatrad...                en   \n",
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              "4  [basedonnovel, mars, medallion, spacetravel, p...                en   \n",
              "\n",
              "   popularity                                           cast  \\\n",
              "0  150.437577  [SamWorthington, ZoeSaldana, SigourneyWeaver]   \n",
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              "          const element = document.querySelector('#df-4a538fad-bdfb-4724-a056-ce377acf7462');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 141
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['original_language'].value_counts"
      ],
      "metadata": {
        "id": "wjeUZeKUCkht",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9e465031-7c4e-4801-ac7c-4856f5a3fff0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method IndexOpsMixin.value_counts of 0       en\n",
              "1       en\n",
              "2       en\n",
              "3       en\n",
              "4       en\n",
              "        ..\n",
              "4804    es\n",
              "4805    en\n",
              "4806    en\n",
              "4807    en\n",
              "4808    en\n",
              "Name: original_language, Length: 4806, dtype: object>"
            ]
          },
          "metadata": {},
          "execution_count": 142
        }
      ]
    },
    {
      "cell_type": "code",
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        "movies.head()"
      ],
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        "id": "UIsxkNRSfKe0",
        "colab": {
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          "height": 510
        },
        "outputId": "1b412198-10f4-4017-dab8-3a338104335a"
      },
      "execution_count": null,
      "outputs": [
        {
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              "       id                                     title  \\\n",
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              "2  206647                                   Spectre   \n",
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              "4   49529                               John Carter   \n",
              "\n",
              "                                            overview  \\\n",
              "0  In the 22nd century, a paraplegic Marine is di...   \n",
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              "   popularity                                           cast  \\\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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        "movies['genres']=movies['genres'].apply(lambda x:' '.join(x))"
      ],
      "metadata": {
        "id": "ugcFMUQVfXCn"
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      "execution_count": null,
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    {
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        "movies.head()"
      ],
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        "id": "zm0gpUrbfbAR",
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              "       id                                     title  \\\n",
              "0   19995                                    Avatar   \n",
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              "2  206647                                   Spectre   \n",
              "3   49026                     The Dark Knight Rises   \n",
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              "                                            overview  \\\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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        "\n",
        "movies['keywords']=movies['keywords'].apply(lambda x:' '.join(x))"
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        "movies.head()"
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              "       id                                     title  \\\n",
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              "                                                     [key], {});\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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    {
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      ],
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        "movies.head()"
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              "       id                                     title  \\\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-8603ed84-263e-4753-8df3-48c2b3565b77');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 153
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df=movies[['id','title','tags']]"
      ],
      "metadata": {
        "id": "Pgbzhiabfr1t"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "movies['tags'][0]"
      ],
      "metadata": {
        "id": "UhZxmF4Lfry3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 88
        },
        "outputId": "332976a2-d605-4595-bbbb-cb4ccb2cdcdd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'In the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.Action Adventure Fantasy ScienceFictioncultureclash future spacewar spacecolony society spacetravel futuristic romance space alien tribe alienplanet cgi marine soldier battle loveaffair antiwar powerrelations mindandsoul 3dSamWorthington ZoeSaldana SigourneyWeaverStephenE.Rivkin'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 155
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "movies['tags'][1]"
      ],
      "metadata": {
        "id": "fL-rzs-CgQYN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 88
        },
        "outputId": "eb878aea-6982-41a8-d262-5b5d58744f17"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "\"Captain Barbossa, long believed to be dead, has come back to life and is headed to the edge of the Earth with Will Turner and Elizabeth Swann. But nothing is quite as it seems.Adventure Fantasy Actionocean drugabuse exoticisland eastindiatradingcompany loveofone'slife traitor shipwreck strongwoman ship alliance calypso afterlife fighter pirate swashbuckler aftercreditsstingerJohnnyDepp OrlandoBloom KeiraKnightleyDariuszWolski\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 156
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags']=movies['tags'].apply(lambda x:x.lower())"
      ],
      "metadata": {
        "id": "9V4Yn3NdgQa6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "402f5f3f-d596-44d2-da84-489bbeaff5a7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-157-ef1be6e2b3f8>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=movies['tags'].apply(lambda x:x.lower())\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df.head()"
      ],
      "metadata": {
        "id": "sWjqMSb0gQdX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "b8d55ce3-fc39-43e3-f607-3c26bc0c196a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       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...  "
            ],
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              "    <div class=\"colab-df-container\">\n",
              "      <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",
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              "    .dataframe thead th {\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>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",
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              "      <th>1</th>\n",
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              "      <td>captain barbossa, long believed to be dead, ha...</td>\n",
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              "    <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",
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              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
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              "  <style>\n",
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              "      display:flex;\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
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              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-add1a38d-2a90-4e30-b745-cea156eb187f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-add1a38d-2a90-4e30-b745-cea156eb187f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "cv=CountVectorizer(max_features=5000,stop_words=\"english\")"
      ],
      "metadata": {
        "id": "7claM5N1gQgN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vectors=cv.fit_transform(new_df['tags']).toarray()"
      ],
      "metadata": {
        "id": "sub_fKVWgQjA"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "vectors"
      ],
      "metadata": {
        "id": "lcdWnfCVgQld",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5d3998b-53c7-4aa0-e64a-a4254b290e1a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       ...,\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0],\n",
              "       [0, 0, 0, ..., 0, 0, 0]])"
            ]
          },
          "metadata": {},
          "execution_count": 161
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def iterate(obj):\n",
        "  for i in obj:\n",
        "    print(i,end='\\n')"
      ],
      "metadata": {
        "id": "nxfvxX2mgQob"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "iterate(cv.get_feature_names_out())"
      ],
      "metadata": {
        "id": "PDR7yRk4gQqy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ffb70875-7384-44d5-b137-9cad779f3889"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "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",
            "19\n",
            "1930s\n",
            "1940s\n",
            "1944\n",
            "1950\n",
            "1950s\n",
            "1960s\n",
            "1970s\n",
            "1971\n",
            "1974\n",
            "1976\n",
            "1980\n",
            "1980s\n",
            "1985\n",
            "1995\n",
            "1997\n",
            "1999\n",
            "19th\n",
            "19thcentury\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",
            "60s\n",
            "70\n",
            "70s\n",
            "aaron\n",
            "aaroneckhart\n",
            "abandoned\n",
            "abandons\n",
            "abducted\n",
            "abilities\n",
            "ability\n",
            "able\n",
            "aboard\n",
            "abuse\n",
            "abused\n",
            "abusive\n",
            "academic\n",
            "academy\n",
            "accept\n",
            "accepted\n",
            "accepts\n",
            "access\n",
            "accident\n",
            "accidental\n",
            "accidentally\n",
            "accompanied\n",
            "accomplish\n",
            "account\n",
            "accountant\n",
            "accused\n",
            "ace\n",
            "achieve\n",
            "act\n",
            "acting\n",
            "action\n",
            "actions\n",
            "activist\n",
            "activities\n",
            "activity\n",
            "actor\n",
            "actors\n",
            "actress\n",
            "acts\n",
            "actual\n",
            "actually\n",
            "adam\n",
            "adams\n",
            "adaptation\n",
            "adapted\n",
            "add\n",
            "addict\n",
            "addicted\n",
            "addiction\n",
            "adds\n",
            "adolescent\n",
            "adopt\n",
            "adopted\n",
            "adoption\n",
            "adopts\n",
            "adult\n",
            "adultery\n",
            "adulthood\n",
            "adults\n",
            "advantage\n",
            "adventure\n",
            "adventures\n",
            "advertising\n",
            "advice\n",
            "affair\n",
            "affairs\n",
            "affect\n",
            "affection\n",
            "affections\n",
            "affluent\n",
            "afghanistan\n",
            "afraid\n",
            "africa\n",
            "african\n",
            "africanamerican\n",
            "aftercreditsstinger\n",
            "afterlife\n",
            "aftermath\n",
            "age\n",
            "aged\n",
            "agedifference\n",
            "agency\n",
            "agenda\n",
            "agent\n",
            "agents\n",
            "aggressive\n",
            "aging\n",
            "ago\n",
            "agree\n",
            "agrees\n",
            "ahead\n",
            "aid\n",
            "aided\n",
            "aids\n",
            "ailing\n",
            "air\n",
            "aircraft\n",
            "airplane\n",
            "airplanecrash\n",
            "airport\n",
            "aka\n",
            "al\n",
            "alabama\n",
            "alan\n",
            "alaska\n",
            "albert\n",
            "alcohol\n",
            "alcoholic\n",
            "alcoholism\n",
            "alecbaldwin\n",
            "alex\n",
            "algeria\n",
            "ali\n",
            "alice\n",
            "alien\n",
            "alieninvasion\n",
            "alienlife\n",
            "alienplanet\n",
            "aliens\n",
            "alike\n",
            "alive\n",
            "allen\n",
            "alliance\n",
            "allied\n",
            "allies\n",
            "allow\n",
            "allowing\n",
            "allows\n",
            "ally\n",
            "alongside\n",
            "alpha\n",
            "alter\n",
            "alternate\n",
            "alternative\n",
            "alyssa\n",
            "alzheimer\n",
            "amanda\n",
            "amateur\n",
            "amazing\n",
            "amazon\n",
            "ambassador\n",
            "ambition\n",
            "ambitious\n",
            "ambulance\n",
            "ambush\n",
            "america\n",
            "american\n",
            "americanabroad\n",
            "americans\n",
            "amid\n",
            "amidst\n",
            "amnesia\n",
            "amp\n",
            "amsterdam\n",
            "amusement\n",
            "amusementpark\n",
            "amy\n",
            "ana\n",
            "anakin\n",
            "analyst\n",
            "ancient\n",
            "ancientworld\n",
            "anderson\n",
            "andrew\n",
            "android\n",
            "andy\n",
            "angel\n",
            "angela\n",
            "angeles\n",
            "angelinajolie\n",
            "angels\n",
            "anger\n",
            "angry\n",
            "animal\n",
            "animalattack\n",
            "animals\n",
            "animated\n",
            "animation\n",
            "ann\n",
            "anna\n",
            "anne\n",
            "annehathaway\n",
            "annemoss\n",
            "annettebening\n",
            "annie\n",
            "anniversary\n",
            "announces\n",
            "annual\n",
            "answer\n",
            "answers\n",
            "ant\n",
            "anthology\n",
            "anthony\n",
            "anthonyhopkins\n",
            "anthropomorphism\n",
            "anti\n",
            "antics\n",
            "antihero\n",
            "apart\n",
            "apartheid\n",
            "apartment\n",
            "ape\n",
            "apes\n",
            "apocalypse\n",
            "apocalyptic\n",
            "apparent\n",
            "apparently\n",
            "appear\n",
            "appears\n",
            "apple\n",
            "appointed\n",
            "apprentice\n",
            "approach\n",
            "approaches\n",
            "approaching\n",
            "april\n",
            "aquarium\n",
            "arab\n",
            "arch\n",
            "archaeologist\n",
            "archeology\n",
            "archer\n",
            "archery\n",
            "architect\n",
            "arctic\n",
            "area\n",
            "aren\n",
            "arena\n",
            "argument\n",
            "arise\n",
            "aristocrat\n",
            "arizona\n",
            "armed\n",
            "armored\n",
            "arms\n",
            "army\n",
            "arnold\n",
            "arrangedmarriage\n",
            "arrangement\n",
            "arranges\n",
            "arrest\n",
            "arrested\n",
            "arrival\n",
            "arrive\n",
            "arrived\n",
            "arrives\n",
            "arriving\n",
            "arrogant\n",
            "art\n",
            "arthur\n",
            "article\n",
            "artificialintelligence\n",
            "artist\n",
            "artistic\n",
            "artists\n",
            "arts\n",
            "ashes\n",
            "ashley\n",
            "ashleyjudd\n",
            "asia\n",
            "asian\n",
            "aside\n",
            "ask\n",
            "asked\n",
            "asking\n",
            "asks\n",
            "aspirations\n",
            "aspiring\n",
            "assassin\n",
            "assassinate\n",
            "assassination\n",
            "assassins\n",
            "assault\n",
            "assigned\n",
            "assignment\n",
            "assist\n",
            "assistant\n",
            "assumes\n",
            "asteroid\n",
            "astronaut\n",
            "astronauts\n",
            "asylum\n",
            "athlete\n",
            "atlantic\n",
            "atomicbomb\n",
            "attack\n",
            "attacked\n",
            "attacks\n",
            "attempt\n",
            "attempting\n",
            "attempts\n",
            "attempttoescape\n",
            "attending\n",
            "attends\n",
            "attention\n",
            "attic\n",
            "attitude\n",
            "attorney\n",
            "attracted\n",
            "attraction\n",
            "attractive\n",
            "audience\n",
            "audiences\n",
            "audition\n",
            "august\n",
            "aunt\n",
            "austin\n",
            "australia\n",
            "australian\n",
            "author\n",
            "authorities\n",
            "authority\n",
            "autism\n",
            "auto\n",
            "avenge\n",
            "average\n",
            "avoid\n",
            "awaits\n",
            "awakens\n",
            "award\n",
            "away\n",
            "awry\n",
            "babe\n",
            "baby\n",
            "bachelor\n",
            "backdrop\n",
            "backed\n",
            "background\n",
            "backgrounds\n",
            "bad\n",
            "badly\n",
            "bag\n",
            "bahamas\n",
            "bail\n",
            "baker\n",
            "balance\n",
            "ball\n",
            "ballet\n",
            "baltimore\n",
            "band\n",
            "bandits\n",
            "bangkok\n",
            "banished\n",
            "bank\n",
            "banker\n",
            "banking\n",
            "bankrobber\n",
            "bankrobbery\n",
            "bar\n",
            "barbara\n",
            "barely\n",
            "bargained\n",
            "barn\n",
            "barney\n",
            "baron\n",
            "barry\n",
            "bars\n",
            "base\n",
            "baseball\n",
            "based\n",
            "basedoncomicbook\n",
            "basedongraphicnovel\n",
            "basedonnovel\n",
            "basedonplay\n",
            "basedonstagemusical\n",
            "basedontrueevents\n",
            "basedontruestory\n",
            "basedontvseries\n",
            "basedonvideogame\n",
            "basedonyoungadultnovel\n",
            "basement\n",
            "basketball\n",
            "bathtub\n",
            "batman\n",
            "battalion\n",
            "battle\n",
            "battlefield\n",
            "battles\n",
            "battling\n",
            "bay\n",
            "beach\n",
            "bear\n",
            "bears\n",
            "beast\n",
            "beasts\n",
            "beat\n",
            "beating\n",
            "beautiful\n",
            "beautifulwoman\n",
            "beauty\n",
            "becky\n",
            "becominganadult\n",
            "bed\n",
            "bedroom\n",
            "bee\n",
            "beer\n",
            "befriends\n",
            "began\n",
            "begin\n",
            "beginning\n",
            "begins\n",
            "behavior\n",
            "beings\n",
            "belief\n",
            "beliefs\n",
            "believe\n",
            "believed\n",
            "believes\n",
            "believing\n",
            "bell\n",
            "belong\n",
            "belongs\n",
            "beloved\n",
            "ben\n",
            "beneath\n",
            "benjamin\n",
            "benkingsley\n",
            "bennett\n",
            "bent\n",
            "berlin\n",
            "best\n",
            "bestfriend\n",
            "bet\n",
            "beth\n",
            "betrayal\n",
            "betrayed\n",
            "better\n",
            "betty\n",
            "beverly\n",
            "bible\n",
            "bid\n",
            "big\n",
            "bigger\n",
            "biggest\n",
            "biker\n",
            "bikers\n",
            "bikini\n",
            "billionaire\n",
            "billy\n",
            "billybobthornton\n",
            "biography\n",
            "bird\n",
            "birth\n",
            "birthday\n",
            "bisexual\n",
            "bishop\n",
            "bit\n",
            "bite\n",
            "bitter\n",
            "bizarre\n",
            "black\n",
            "blackmagic\n",
            "blackmail\n",
            "blackpeople\n",
            "blade\n",
            "blame\n",
            "blind\n",
            "bliss\n",
            "blizzard\n",
            "block\n",
            "blonde\n",
            "blood\n",
            "bloodsplatter\n",
            "bloodthirsty\n",
            "bloody\n",
            "blow\n",
            "blu\n",
            "blue\n",
            "blues\n",
            "blunt\n",
            "bly\n",
            "board\n",
            "boarding\n",
            "boardingschool\n",
            "boat\n",
            "bob\n",
            "bobby\n",
            "bodies\n",
            "body\n",
            "bodyguard\n",
            "bold\n",
            "bollywood\n",
            "bomb\n",
            "bombing\n",
            "bond\n",
            "bonds\n",
            "bone\n",
            "book\n",
            "books\n",
            "border\n",
            "bored\n",
            "boredom\n",
            "boring\n",
            "born\n",
            "boss\n",
            "boston\n",
            "botched\n",
            "bound\n",
            "boundaries\n",
            "bounty\n",
            "bountyhunter\n",
            "bourne\n",
            "bout\n",
            "box\n",
            "boxer\n",
            "boxing\n",
            "boy\n",
            "boyfriend\n",
            "boys\n",
            "bradpitt\n",
            "brain\n",
            "brand\n",
            "brandon\n",
            "brave\n",
            "bravery\n",
            "brazil\n",
            "brazilian\n",
            "break\n",
            "breakdown\n",
            "breaking\n",
            "breaks\n",
            "breast\n",
            "brent\n",
            "brian\n",
            "bride\n",
            "bridge\n",
            "brief\n",
            "bright\n",
            "brilliant\n",
            "bring\n",
            "bringing\n",
            "brings\n",
            "brink\n",
            "britain\n",
            "british\n",
            "britishsecretservice\n",
            "broadway\n",
            "broke\n",
            "broken\n",
            "broker\n",
            "brooklyn\n",
            "brooks\n",
            "broom\n",
            "brothel\n",
            "brother\n",
            "brotherbrotherrelationship\n",
            "brothers\n",
            "brothersisterrelationship\n",
            "brought\n",
            "brown\n",
            "bruce\n",
            "brutal\n",
            "brutality\n",
            "brutally\n",
            "buck\n",
            "buddies\n",
            "buddy\n",
            "buddycomedy\n",
            "budget\n",
            "build\n",
            "building\n",
            "builds\n",
            "built\n",
            "bully\n",
            "bullying\n",
            "bumbling\n",
            "bunch\n",
            "bunker\n",
            "bunny\n",
            "burglar\n",
            "buried\n",
            "burned\n",
            "burns\n",
            "bus\n",
            "bush\n",
            "business\n",
            "businessman\n",
            "bust\n",
            "busy\n",
            "butch\n",
            "butcher\n",
            "butler\n",
            "butt\n",
            "button\n",
            "buy\n",
            "buzz\n",
            "cabin\n",
            "cable\n",
            "caesar\n",
            "cage\n",
            "cairo\n",
            "cal\n",
            "caleb\n",
            "california\n",
            "called\n",
            "calling\n",
            "calls\n",
            "calm\n",
            "calvin\n",
            "camcorder\n",
            "came\n",
            "camera\n",
            "cameraman\n",
            "cameras\n",
            "camerondiaz\n",
            "camp\n",
            "campaign\n",
            "campbell\n",
            "camping\n",
            "campus\n",
            "canada\n",
            "canadian\n",
            "cancer\n",
            "candidate\n",
            "candy\n",
            "canine\n",
            "cannabis\n",
            "cannibal\n",
            "capable\n",
            "capital\n",
            "capitalism\n",
            "capt\n",
            "captain\n",
            "captive\n",
            "capture\n",
            "captured\n",
            "captures\n",
            "car\n",
            "caraccident\n",
            "carchase\n",
            "carcrash\n",
            "card\n",
            "care\n",
            "career\n",
            "carefree\n",
            "cares\n",
            "caretaker\n",
            "caribbean\n",
            "carjourney\n",
            "carl\n",
            "carmen\n",
            "carol\n",
            "carolina\n",
            "carrace\n",
            "carrie\n",
            "carry\n",
            "carrying\n",
            "cars\n",
            "cartel\n",
            "carter\n",
            "cartoon\n",
            "case\n",
            "cases\n",
            "cash\n",
            "casino\n",
            "cast\n",
            "castle\n",
            "cat\n",
            "cataclysm\n",
            "catastrophe\n",
            "catch\n",
            "catches\n",
            "cateblanchett\n",
            "catherinekeener\n",
            "catherinezeta\n",
            "catholic\n",
            "catholicism\n",
            "cattle\n",
            "caught\n",
            "cause\n",
            "caused\n",
            "causes\n",
            "causing\n",
            "cavalry\n",
            "cave\n",
            "celebrate\n",
            "celebrated\n",
            "celebration\n",
            "celebrity\n",
            "cell\n",
            "cellphone\n",
            "cemetery\n",
            "center\n",
            "centered\n",
            "centers\n",
            "central\n",
            "centuries\n",
            "century\n",
            "ceo\n",
            "ceremony\n",
            "certain\n",
            "chad\n",
            "chain\n",
            "chainsaw\n",
            "challenge\n",
            "challenged\n",
            "challenges\n",
            "champion\n",
            "championship\n",
            "chance\n",
            "change\n",
            "changed\n",
            "changes\n",
            "changing\n",
            "channingtatum\n",
            "chaos\n",
            "chaotic\n",
            "chapter\n",
            "character\n",
            "characters\n",
            "charge\n",
            "charged\n",
            "charismatic\n",
            "charles\n",
            "charlie\n",
            "charlizetheron\n",
            "charlotte\n",
            "charm\n",
            "charming\n",
            "chase\n",
            "chased\n",
            "chases\n",
            "chauffeur\n",
            "cheating\n",
            "cheerleader\n",
            "chef\n",
            "chemical\n",
            "chicago\n",
            "chicken\n",
            "chief\n",
            "child\n",
            "childabuse\n",
            "childhero\n",
            "childhood\n",
            "children\n",
            "chilling\n",
            "china\n",
            "chinese\n",
            "chip\n",
            "chloe\n",
            "chocolate\n",
            "choice\n",
            "choices\n",
            "choose\n",
            "chosen\n",
            "chris\n",
            "christ\n",
            "christian\n",
            "christine\n",
            "christmas\n",
            "christmasparty\n",
            "christopher\n",
            "christopherplummer\n",
            "chronicle\n",
            "chronicles\n",
            "chuck\n",
            "church\n",
            "cia\n",
            "cigarettesmoking\n",
            "cindy\n",
            "cinema\n",
            "circle\n",
            "circuit\n",
            "circumstances\n",
            "circus\n",
            "cities\n",
            "citizens\n",
            "city\n",
            "civil\n",
            "civilian\n",
            "civilians\n",
            "civilization\n",
            "claim\n",
            "claiming\n",
            "claims\n",
            "claire\n",
            "clan\n",
            "clark\n",
            "clash\n",
            "class\n",
            "classdifferences\n",
            "classes\n",
            "classic\n",
            "classmate\n",
            "classmates\n",
            "classroom\n",
            "claudevandamme\n",
            "clay\n",
            "clean\n",
            "clear\n",
            "clerk\n",
            "client\n",
            "clients\n",
            "climate\n",
            "climbing\n",
            "clique\n",
            "clock\n",
            "clone\n",
            "cloning\n",
            "close\n",
            "closed\n",
            "closer\n",
            "club\n",
            "clubs\n",
            "clueless\n",
            "clues\n",
            "clutches\n",
            "coach\n",
            "coast\n",
            "cocaine\n",
            "cocky\n",
            "code\n",
            "cody\n",
            "coffin\n",
            "cohen\n",
            "col\n",
            "cold\n",
            "coldwar\n",
            "cole\n",
            "coleridge\n",
            "colin\n",
            "colinfirth\n",
            "collapse\n",
            "collapses\n",
            "colleague\n",
            "colleagues\n",
            "collect\n",
            "collection\n",
            "collector\n",
            "college\n",
            "collide\n",
            "collins\n",
            "collision\n",
            "colombia\n",
            "colonel\n",
            "colony\n",
            "color\n",
            "colorado\n",
            "colorful\n",
            "coma\n",
            "combat\n",
            "combination\n",
            "combined\n",
            "come\n",
            "comeback\n",
            "comedian\n",
            "comedic\n",
            "comedy\n",
            "comedygay\n",
            "comedyholiday\n",
            "comedynewyork\n",
            "comedysex\n",
            "comedywifehusbandrelationship\n",
            "comes\n",
            "comet\n",
            "comfort\n",
            "comic\n",
            "comics\n",
            "coming\n",
            "comingofage\n",
            "comingout\n",
            "command\n",
            "commander\n",
            "commando\n",
            "commercial\n",
            "commit\n",
            "commitment\n",
            "commits\n",
            "committed\n",
            "common\n",
            "communication\n",
            "communist\n",
            "community\n",
            "companion\n",
            "company\n",
            "compete\n",
            "competing\n",
            "competition\n",
            "competitive\n",
            "complete\n",
            "completely\n",
            "complex\n",
            "complicated\n",
            "complications\n",
            "computer\n",
            "computervirus\n",
            "conan\n",
            "concert\n",
            "conclusion\n",
            "condition\n",
            "conditions\n",
            "confidence\n",
            "confident\n",
            "conflict\n",
            "confront\n",
            "confronted\n",
            "confronts\n",
            "confused\n",
            "congress\n",
            "conman\n",
            "connected\n",
            "connection\n",
            "connections\n",
            "connects\n",
            "connell\n",
            "connie\n",
            "connor\n",
            "conquer\n",
            "conscience\n",
            "consequences\n",
            "conservative\n",
            "considered\n",
            "conspiracy\n",
            "conspire\n",
            "constant\n",
            "constantly\n",
            "construction\n",
            "consumed\n",
            "contact\n",
            "contain\n",
            "containing\n",
            "contains\n",
            "contemporary\n",
            "contend\n",
            "contest\n",
            "continue\n",
            "continues\n",
            "continuing\n",
            "contract\n",
            "control\n",
            "controlled\n",
            "controlling\n",
            "controversial\n",
            "convention\n",
            "converge\n",
            "convict\n",
            "convicted\n",
            "convince\n",
            "convinced\n",
            "convinces\n",
            "cook\n",
            "cooking\n",
            "cool\n",
            "cooper\n",
            "cop\n",
            "cope\n",
            "cops\n",
            "core\n",
            "corner\n",
            "corners\n",
            "corporate\n",
            "corporation\n",
            "corpse\n",
            "corrupt\n",
            "corruption\n",
            "cost\n",
            "costume\n",
            "couldn\n",
            "count\n",
            "countless\n",
            "countries\n",
            "country\n",
            "countryhouse\n",
            "countrymusic\n",
            "countryside\n",
            "county\n",
            "coup\n",
            "couple\n",
            "couples\n",
            "courage\n",
            "courageous\n",
            "course\n",
            "court\n",
            "courtcase\n",
            "courts\n",
            "cousin\n",
            "cover\n",
            "covert\n",
            "cow\n",
            "cowardliness\n",
            "cowboy\n",
            "crab\n",
            "crack\n",
            "craft\n",
            "craig\n",
            "crane\n",
            "crash\n",
            "crashes\n",
            "crashing\n",
            "crazy\n",
            "create\n",
            "created\n",
            "creates\n",
            "creation\n",
            "creator\n",
            "creature\n",
            "creatures\n",
            "credit\n",
            "creepy\n",
            "crew\n",
            "crime\n",
            "crimefighter\n",
            "crimeprison\n",
            "crimes\n",
            "criminal\n",
            "criminals\n",
            "crisis\n",
            "critical\n",
            "crocodile\n",
            "crook\n",
            "crooked\n",
            "cross\n",
            "crossdressing\n",
            "crossed\n",
            "crosses\n",
            "crossroads\n",
            "crowd\n",
            "crown\n",
            "cruel\n",
            "cruelty\n",
            "cruise\n",
            "crush\n",
            "crystal\n",
            "cuba\n",
            "cubagoodingjr\n",
            "cult\n",
            "cultfilm\n",
            "cultural\n",
            "culture\n",
            "cultureclash\n",
            "cunning\n",
            "cup\n",
            "cure\n",
            "curious\n",
            "current\n",
            "curse\n",
            "cursed\n",
            "custody\n",
            "customers\n",
            "cut\n",
            "cuts\n",
            "cutthroat\n",
            "cuttingthecord\n",
            "cyberpunk\n",
            "cyborg\n",
            "cynical\n",
            "dad\n",
            "daily\n",
            "dale\n",
            "damage\n",
            "damon\n",
            "dan\n",
            "dance\n",
            "dancer\n",
            "dancing\n",
            "danger\n",
            "dangerous\n",
            "dangers\n",
            "daniel\n",
            "danish\n",
            "danny\n",
            "dannydevito\n",
            "dannyglover\n",
            "darcy\n",
            "dare\n",
            "daring\n",
            "dark\n",
            "darkcomedy\n",
            "darkest\n",
            "darkness\n",
            "dashing\n",
            "date\n",
            "dates\n",
            "dating\n",
            "daughter\n",
            "daughters\n",
            "dave\n",
            "david\n",
            "davis\n",
            "day\n",
            "days\n",
            "dc\n",
            "dccomics\n",
            "dea\n",
            "dead\n",
            "deadliest\n",
            "deadly\n",
            "deaf\n",
            "deal\n",
            "dealer\n",
            "dealers\n",
            "dealing\n",
            "deals\n",
            "dean\n",
            "death\n",
            "deathofafriend\n",
            "deathpenalty\n",
            "deaths\n",
            "debt\n",
            "debut\n",
            "decade\n",
            "decades\n",
            "decapitation\n",
            "deceased\n",
            "deceit\n",
            "deception\n",
            "decide\n",
            "decided\n",
            "decides\n",
            "decision\n",
            "decisions\n",
            "dedicated\n",
            "deeds\n",
            "deep\n",
            "deeper\n",
            "deeply\n",
            "defeat\n",
            "defeating\n",
            "defend\n",
            "defense\n",
            "deliver\n",
            "delivers\n",
            "delivery\n",
            "delusion\n",
            "demand\n",
            "demanding\n",
            "demands\n",
            "demon\n",
            "demonic\n",
            "demonicpossession\n",
            "demons\n",
            "denmark\n",
            "dennis\n",
            "dennisquaid\n",
            "dent\n",
            "dentist\n",
            "department\n",
            "depicts\n",
            "depressed\n",
            "depression\n",
            "depths\n",
            "deputy\n",
            "deranged\n",
            "derek\n",
            "descend\n",
            "descends\n",
            "desert\n",
            "deserted\n",
            "designed\n",
            "desire\n",
            "desires\n",
            "desolate\n",
            "despair\n",
            "desperate\n",
            "desperately\n",
            "desperation\n",
            "despite\n",
            "destination\n",
            "destined\n",
            "destiny\n",
            "destroy\n",
            "destroyed\n",
            "destroying\n",
            "destruction\n",
            "destructive\n",
            "details\n",
            "detective\n",
            "detectives\n",
            "detention\n",
            "determination\n",
            "determine\n",
            "determined\n",
            "detroit\n",
            "devastating\n",
            "develop\n",
            "developed\n",
            "developer\n",
            "developing\n",
            "develops\n",
            "device\n",
            "devil\n",
            "devious\n",
            "devoted\n",
            "diabolical\n",
            "diagnosed\n",
            "dialogue\n",
            "diamond\n",
            "diane\n",
            "dianekeaton\n",
            "diary\n",
            "dick\n",
            "dictator\n",
            "did\n",
            "didn\n",
            "die\n",
            "died\n",
            "diego\n",
            "dies\n",
            "differences\n",
            "different\n",
            "difficult\n",
            "digging\n",
            "dignity\n",
            "dil\n",
            "dilemma\n",
            "diner\n",
            "dinner\n",
            "dinosaur\n",
            "dinosaurs\n",
            "diplomat\n",
            "dire\n",
            "directed\n",
            "direction\n",
            "director\n",
            "directors\n",
            "dirt\n",
            "dirty\n",
            "dirtycop\n",
            "disabled\n",
            "disappear\n",
            "disappearance\n",
            "disappeared\n",
            "disappears\n",
            "disaster\n",
            "disastrous\n",
            "discover\n",
            "discovered\n",
            "discovering\n",
            "discovers\n",
            "discovery\n",
            "disease\n",
            "disfigured\n",
            "disfigurement\n",
            "disgraced\n",
            "disguise\n",
            "disillusioned\n",
            "disney\n",
            "disorder\n",
            "dispatched\n",
            "distant\n",
            "district\n",
            "disturbed\n",
            "disturbing\n",
            "diva\n",
            "divided\n",
            "division\n",
            "divorce\n",
            "divorced\n",
            "dna\n",
            "doc\n",
            "doctor\n",
            "document\n",
            "documentary\n",
            "documents\n",
            "does\n",
            "doesn\n",
            "dog\n",
            "dogs\n",
            "doing\n",
            "doll\n",
            "dollar\n",
            "dollars\n",
            "dolphin\n",
            "domination\n",
            "don\n",
            "donnell\n",
            "doomed\n",
            "door\n",
            "doorstep\n",
            "dorothy\n",
            "double\n",
            "doubt\n",
            "doubts\n",
            "doug\n",
            "douglas\n",
            "dr\n",
            "dracula\n",
            "drag\n",
            "dragon\n",
            "drama\n",
            "dramaamericanfootball\n",
            "dramabasedonnovel\n",
            "dramabiography\n",
            "dramablackpeople\n",
            "dramabrotherbrotherrelationship\n",
            "dramafathersonrelationship\n",
            "dramagay\n",
            "dramaindependentfilm\n",
            "dramanewyork\n",
            "dramaprison\n",
            "dramarape\n",
            "dramasex\n",
            "dramasport\n",
            "dramasuicide\n",
            "dramatic\n",
            "draw\n",
            "drawing\n",
            "drawn\n",
            "draws\n",
            "dre\n",
            "dream\n",
            "dreams\n",
            "drew\n",
            "drewbarrymore\n",
            "drifter\n",
            "drink\n",
            "drinking\n",
            "drive\n",
            "driven\n",
            "driver\n",
            "drives\n",
            "driving\n",
            "drop\n",
            "drug\n",
            "drugabuse\n",
            "drugaddiction\n",
            "drugdealer\n",
            "druglord\n",
            "drugs\n",
            "drugsmuggle\n",
            "drugtraffic\n",
            "druguse\n",
            "drunk\n",
            "drunken\n",
            "du\n",
            "dualidentity\n",
            "dubbed\n",
            "dublin\n",
            "duck\n",
            "dude\n",
            "duel\n",
            "duke\n",
            "dumped\n",
            "dumps\n",
            "duo\n",
            "duringcreditsstinger\n",
            "dustinhoffman\n",
            "dutch\n",
            "duty\n",
            "dwarves\n",
            "dwyer\n",
            "dying\n",
            "dyinganddeath\n",
            "dylan\n",
            "dynamic\n",
            "dynasty\n",
            "dysfunctionalfamily\n",
            "dystopia\n",
            "dystopicfuture\n",
            "eager\n",
            "earlier\n",
            "early\n",
            "earn\n",
            "earth\n",
            "earthquake\n",
            "easily\n",
            "east\n",
            "easy\n",
            "eating\n",
            "eccentric\n",
            "economic\n",
            "economics\n",
            "economy\n",
            "eddie\n",
            "edgar\n",
            "edge\n",
            "editor\n",
            "education\n",
            "edward\n",
            "effort\n",
            "efforts\n",
            "egg\n",
            "ego\n",
            "egypt\n",
            "egyptian\n",
            "el\n",
            "elaborate\n",
            "elderly\n",
            "election\n",
            "elements\n",
            "elena\n",
            "elephant\n",
            "eliminate\n",
            "elite\n",
            "elizabeth\n",
            "elizabethbanks\n",
            "ella\n",
            "ellie\n",
            "elliot\n",
            "elliott\n",
            "ellis\n",
            "elusive\n",
            "elves\n",
            "elvis\n",
            "embark\n",
            "embarking\n",
            "embarks\n",
            "embassy\n",
            "embroiled\n",
            "emerge\n",
            "emergency\n",
            "emerges\n",
            "emily\n",
            "emilyblunt\n",
            "emma\n",
            "emmastone\n",
            "emotional\n",
            "emotionally\n",
            "emotions\n",
            "emperor\n",
            "empire\n",
            "employee\n",
            "employees\n",
            "employer\n",
            "employs\n",
            "encounter\n",
            "encounters\n",
            "end\n",
            "ended\n",
            "ending\n",
            "endless\n",
            "endoftheworld\n",
            "ends\n",
            "enemies\n",
            "enemy\n",
            "energy\n",
            "enforcement\n",
            "engaged\n",
            "engagement\n",
            "engineer\n",
            "england\n",
            "english\n",
            "enigmatic\n",
            "enjoy\n",
            "enlist\n",
            "enlists\n",
            "enormous\n",
            "ensemblecast\n",
            "ensues\n",
            "ensure\n",
            "entangled\n",
            "enter\n",
            "enterprise\n",
            "enters\n",
            "entertainer\n",
            "entertaining\n",
            "entire\n",
            "entirely\n",
            "entity\n",
            "environment\n",
            "environmental\n",
            "epic\n",
            "epidemic\n",
            "episode\n",
            "era\n",
            "eric\n",
            "erin\n",
            "ernest\n",
            "eroticism\n",
            "erupts\n",
            "escapade\n",
            "escape\n",
            "escaped\n",
            "escapefromprison\n",
            "escapes\n",
            "escaping\n",
            "escort\n",
            "especially\n",
            "espionage\n",
            "establish\n",
            "established\n",
            "establishment\n",
            "estate\n",
            "esteem\n",
            "estranged\n",
            "eternal\n",
            "ethan\n",
            "europe\n",
            "european\n",
            "eva\n",
            "evacuation\n",
            "evade\n",
            "eve\n",
            "evening\n",
            "event\n",
            "events\n",
            "eventually\n",
            "everybody\n",
            "everyday\n",
            "evidence\n",
            "evil\n",
            "evolution\n",
            "ewanmcgregor\n",
            "ex\n",
            "exact\n",
            "exactly\n",
            "examines\n",
            "exchange\n",
            "excitement\n",
            "exciting\n",
            "exclusive\n",
            "execution\n",
            "executive\n",
            "exercise\n",
            "exist\n",
            "existed\n",
            "existence\n",
            "exists\n",
            "exorcism\n",
            "exorcisms\n",
            "exotic\n",
            "exoticisland\n",
            "expectations\n",
            "expected\n",
            "expects\n",
            "expedition\n",
            "experience\n",
            "experienced\n",
            "experiences\n",
            "experiencing\n",
            "experiment\n",
            "expert\n",
            "explain\n",
            "explodes\n",
            "exploits\n",
            "explorers\n",
            "explores\n",
            "exploring\n",
            "explosion\n",
            "explosive\n",
            "expose\n",
            "exposed\n",
            "exposes\n",
            "extra\n",
            "extramaritalaffair\n",
            "extraordinary\n",
            "extraterrestrial\n",
            "extraterrestrialtechnology\n",
            "extreme\n",
            "extremely\n",
            "extremeviolence\n",
            "eye\n",
            "eyes\n",
            "face\n",
            "faced\n",
            "faces\n",
            "facility\n",
            "facing\n",
            "fact\n",
            "factions\n",
            "factory\n",
            "fail\n",
            "failed\n",
            "failing\n",
            "fails\n",
            "fairy\n",
            "fairytale\n",
            "faith\n",
            "fake\n",
            "fall\n",
            "fallen\n",
            "falling\n",
            "fallinginlove\n",
            "falls\n",
            "falseidentity\n",
            "falselyaccused\n",
            "fame\n",
            "famed\n",
            "families\n",
            "family\n",
            "familyfathersonrelationship\n",
            "familyholiday\n",
            "familyrelationships\n",
            "famous\n",
            "fan\n",
            "fans\n",
            "fantasies\n",
            "fantastic\n",
            "fantasy\n",
            "fantasyworld\n",
            "far\n",
            "farm\n",
            "farmer\n",
            "farmhouse\n",
            "fascinated\n",
            "fashion\n",
            "fast\n",
            "faster\n",
            "fastest\n",
            "fat\n",
            "fatal\n",
            "fate\n",
            "fateful\n",
            "father\n",
            "fatherdaughterrelationship\n",
            "fathersonrelationship\n",
            "favorite\n",
            "fbi\n",
            "fbiagent\n",
            "fear\n",
            "fearless\n",
            "fears\n",
            "fearsome\n",
            "feature\n",
            "features\n",
            "featuring\n",
            "federal\n",
            "federation\n",
            "feel\n",
            "feeling\n",
            "feelings\n",
            "feels\n",
            "feet\n",
            "fellow\n",
            "female\n",
            "femalefriendship\n",
            "femalenudity\n",
            "femaleprotagonist\n",
            "festival\n",
            "feud\n",
            "fi\n",
            "fiancee\n",
            "fiancé\n",
            "fiancée\n",
            "fiction\n",
            "fictional\n",
            "field\n",
            "fields\n",
            "fierce\n",
            "fifth\n",
            "fight\n",
            "fighter\n",
            "fighters\n",
            "fighting\n",
            "fights\n",
            "figure\n",
            "figures\n",
            "files\n",
            "filled\n",
            "film\n",
            "filmdirector\n",
            "filmed\n",
            "filming\n",
            "filmmaker\n",
            "filmmakers\n",
            "filmmaking\n",
            "filmproducer\n",
            "films\n",
            "final\n",
            "finale\n",
            "finally\n",
            "financial\n",
            "finding\n",
            "finds\n",
            "fine\n",
            "finish\n",
            "finished\n",
            "finn\n",
            "fired\n",
            "firemen\n",
            "fireworks\n",
            "firm\n",
            "fish\n",
            "fisherman\n",
            "fishing\n",
            "fistfight\n",
            "fit\n",
            "fix\n",
            "flame\n",
            "flashback\n",
            "fledgling\n",
            "flee\n",
            "fleeing\n",
            "flees\n",
            "flesh\n",
            "flies\n",
            "flight\n",
            "fling\n",
            "flint\n",
            "flirt\n",
            "flood\n",
            "floor\n",
            "florida\n",
            "florist\n",
            "flower\n",
            "fly\n",
            "flying\n",
            "flyingsaucer\n",
            "flynn\n",
            "focus\n",
            "focused\n",
            "focuses\n",
            "foil\n",
            "foley\n",
            "folk\n",
            "follow\n",
            "followed\n",
            "following\n",
            "follows\n",
            "food\n",
            "foot\n",
            "footage\n",
            "football\n",
            "footchase\n",
            "forbidden\n",
            "forbiddenlove\n",
            "force\n",
            "forced\n",
            "forces\n",
            "forcing\n",
            "ford\n",
            "foreign\n",
            "forest\n",
            "forever\n",
            "forget\n",
            "forgiveness\n",
            "form\n",
            "formed\n",
            "formidable\n",
            "forms\n",
            "formula\n",
            "fort\n",
            "fortune\n",
            "forward\n",
            "foster\n",
            "fought\n",
            "foundfootage\n",
            "fourth\n",
            "fox\n",
            "framed\n",
            "france\n",
            "franchise\n",
            "francis\n",
            "francisco\n",
            "franco\n",
            "frank\n",
            "frankenstein\n",
            "frankie\n",
            "fraternity\n",
            "fraud\n",
            "freak\n",
            "fred\n",
            "freddy\n",
            "free\n",
            "freed\n",
            "freedom\n",
            "french\n",
            "fresh\n",
            "freshman\n",
            "friend\n",
            "friendly\n",
            "friends\n",
            "friendship\n",
            "frightening\n",
            "frog\n",
            "frontier\n",
            "frozen\n",
            "frustrated\n",
            "fu\n",
            "fueled\n",
            "fugitive\n",
            "fulfill\n",
            "fully\n",
            "fun\n",
            "fund\n",
            "funeral\n",
            "funny\n",
            "furious\n",
            "future\n",
            "futuristic\n",
            "fword\n",
            "gabrielbyrne\n",
            "gadgets\n",
            "gain\n",
            "galactic\n",
            "galaxy\n",
            "gale\n",
            "gambler\n",
            "gambling\n",
            "game\n",
            "games\n",
            "gandhi\n",
            "gang\n",
            "gangs\n",
            "gangster\n",
            "gangsterboss\n",
            "gangsters\n",
            "gangwar\n",
            "garage\n",
            "garbage\n",
            "garden\n",
            "gary\n",
            "garyoldman\n",
            "gas\n",
            "gasstation\n",
            "gather\n",
            "gathering\n",
            "gave\n",
            "gay\n",
            "gene\n",
            "genehackman\n",
            "general\n",
            "generals\n",
            "generation\n",
            "generations\n",
            "genetic\n",
            "genetically\n",
            "genetics\n",
            "genius\n",
            "genocide\n",
            "genre\n",
            "gentle\n",
            "george\n",
            "georgia\n",
            "german\n",
            "germans\n",
            "germany\n",
            "getaway\n",
            "gets\n",
            "getting\n",
            "ghetto\n",
            "ghost\n",
            "ghosts\n",
            "giant\n",
            "giantrobot\n",
            "giants\n",
            "gift\n",
            "gifted\n",
            "gig\n",
            "girl\n",
            "girlfriend\n",
            "girlfriends\n",
            "girls\n",
            "given\n",
            "gives\n",
            "giving\n",
            "glamorous\n",
            "glass\n",
            "global\n",
            "globe\n",
            "glory\n",
            "goal\n",
            "god\n",
            "gods\n",
            "goes\n",
            "going\n",
            "gold\n",
            "golden\n",
            "golf\n",
            "gone\n",
            "good\n",
            "goodvsevil\n",
            "goons\n",
            "gordon\n",
            "gore\n",
            "gorgeous\n",
            "gossip\n",
            "got\n",
            "gotham\n",
            "gothamcity\n",
            "gotten\n",
            "government\n",
            "governor\n",
            "grace\n",
            "grade\n",
            "gradually\n",
            "graduate\n",
            "graduation\n",
            "graham\n",
            "grand\n",
            "grandfather\n",
            "grandmother\n",
            "granny\n",
            "grant\n",
            "graphic\n",
            "grave\n",
            "great\n",
            "greater\n",
            "greatest\n",
            "greece\n",
            "greed\n",
            "greedy\n",
            "greek\n",
            "green\n",
            "greenberg\n",
            "greg\n",
            "gregkinnear\n",
            "grew\n",
            "grief\n",
            "grieving\n",
            "griffin\n",
            "grim\n",
            "grip\n",
            "grisly\n",
            "gritty\n",
            "ground\n",
            "group\n",
            "groupoffriends\n",
            "grow\n",
            "growing\n",
            "grown\n",
            "grows\n",
            "gruesome\n",
            "guard\n",
            "guardian\n",
            "guerrilla\n",
            "guest\n",
            "guests\n",
            "guidance\n",
            "guide\n",
            "guilt\n",
            "guilty\n",
            "guitar\n",
            "gulf\n",
            "gun\n",
            "gunfight\n",
            "gunman\n",
            "guns\n",
            "guru\n",
            "gus\n",
            "guy\n",
            "guys\n",
            "gwynethpaltrow\n",
            "gym\n",
            "hacker\n",
            "hacking\n",
            "hair\n",
            "half\n",
            "hall\n",
            "halloween\n",
            "hallucination\n",
            "han\n",
            "hand\n",
            "handed\n",
            "handle\n",
            "hands\n",
            "handsome\n",
            "hang\n",
            "hanging\n",
            "hangover\n",
            "hangs\n",
            "hannah\n",
            "hansel\n",
            "hapless\n",
            "happen\n",
            "happened\n",
            "happening\n",
            "happens\n",
            "happily\n",
            "happiness\n",
            "happy\n",
            "hara\n",
            "harbor\n",
            "harbors\n",
            "hard\n",
            "harder\n",
            "harlem\n",
            "harmony\n",
            "harold\n",
            "harriet\n",
            "harris\n",
            "harrison\n",
            "harrisonford\n",
            "harrowing\n",
            "harry\n",
            "harsh\n",
            "hart\n",
            "harvard\n",
            "harvey\n",
            "hasn\n",
            "hatches\n",
            "hate\n",
            "hatred\n",
            "haunt\n",
            "haunted\n",
            "hauntedhouse\n",
            "haunting\n",
            "haven\n",
            "having\n",
            "havoc\n",
            "hawaii\n",
            "hawkins\n",
            "head\n",
            "headed\n",
            "heading\n",
            "headquarters\n",
            "heads\n",
            "healing\n",
            "health\n",
            "hear\n",
            "heard\n",
            "hearing\n",
            "hears\n",
            "heart\n",
            "heartbreak\n",
            "hearted\n",
            "hearts\n",
            "heather\n",
            "heaven\n",
            "heavily\n",
            "heavy\n",
            "heavymetal\n",
            "heir\n",
            "heiress\n",
            "heist\n",
            "held\n",
            "helen\n",
            "helicopter\n",
            "hell\n",
            "help\n",
            "helped\n",
            "helping\n",
            "helps\n",
            "henry\n",
            "hero\n",
            "heroes\n",
            "heroic\n",
            "heroin\n",
            "heroism\n",
            "hidden\n",
            "hide\n",
            "hides\n",
            "hiding\n",
            "high\n",
            "higher\n",
            "highest\n",
            "highlands\n",
            "highly\n",
            "highschool\n",
            "highschoolsports\n",
            "highschoolstudent\n",
            "highway\n",
            "hijack\n",
            "hijacking\n",
            "hilarious\n",
            "hill\n",
            "hills\n",
            "hindu\n",
            "hip\n",
            "hippie\n",
            "hire\n",
            "hired\n",
            "hires\n",
            "historic\n",
            "historical\n",
            "historicalfigure\n",
            "history\n",
            "hit\n",
            "hitchhiker\n",
            "hitler\n",
            "hitman\n",
            "hits\n",
            "ho\n",
            "hobbit\n",
            "hockey\n",
            "hoffman\n",
            "hogwarts\n",
            "hold\n",
            "holden\n",
            "holding\n",
            "holds\n",
            "hole\n",
            "holiday\n",
            "holly\n",
            "hollywood\n",
            "holmes\n",
            "holy\n",
            "home\n",
            "homeinvasion\n",
            "homeland\n",
            "homeless\n",
            "homelessperson\n",
            "homes\n",
            "hometown\n",
            "homicidal\n",
            "homicide\n",
            "homophobia\n",
            "homosexuality\n",
            "honey\n",
            "honeymoon\n",
            "hong\n",
            "honor\n",
            "hood\n",
            "hoodlum\n",
            "hook\n",
            "hop\n",
            "hope\n",
            "hopelessly\n",
            "hopes\n",
            "hoping\n",
            "hopper\n",
            "horrible\n",
            "horrific\n",
            "horrifying\n",
            "horror\n",
            "horrors\n",
            "horse\n",
            "horsebackriding\n",
            "hospital\n",
            "host\n",
            "hostage\n",
            "hostile\n",
            "hostility\n",
            "hot\n",
            "hotel\n",
            "hotelroom\n",
            "hotshot\n",
            "hour\n",
            "hours\n",
            "house\n",
            "household\n",
            "housekeeper\n",
            "housewife\n",
            "housing\n",
            "howard\n",
            "hud\n",
            "huge\n",
            "hughes\n",
            "hughjackman\n",
            "human\n",
            "humanity\n",
            "humankind\n",
            "humans\n",
            "humiliation\n",
            "humor\n",
            "hundreds\n",
            "hunger\n",
            "hungry\n",
            "hunt\n",
            "hunted\n",
            "hunter\n",
            "hunters\n",
            "hunting\n",
            "hunts\n",
            "hurricane\n",
            "husband\n",
            "hustler\n",
            "hypnosis\n",
            "hyun\n",
            "ice\n",
            "iconic\n",
            "idea\n",
            "idealistic\n",
            "ideas\n",
            "identities\n",
            "identity\n",
            "idol\n",
            "idyllic\n",
            "ignoring\n",
            "ii\n",
            "iii\n",
            "il\n",
            "ill\n",
            "illegal\n",
            "illegaldrugs\n",
            "illegalimmigration\n",
            "illegalprostitution\n",
            "illness\n",
            "image\n",
            "imaginary\n",
            "imagination\n",
            "imagined\n",
            "imax\n",
            "immediately\n",
            "immense\n",
            "immigrant\n",
            "immigrants\n",
            "immigration\n",
            "immortal\n",
            "immortality\n",
            "impact\n",
            "imperial\n",
            "important\n",
            "impossible\n",
            "imprisoned\n",
            "imprisonment\n",
            "inadvertently\n",
            "incest\n",
            "incident\n",
            "include\n",
            "includes\n",
            "including\n",
            "increasingly\n",
            "incredible\n",
            "independence\n",
            "independent\n",
            "independentfilm\n",
            "india\n",
            "indian\n",
            "indiana\n",
            "indianlead\n",
            "indians\n",
            "indie\n",
            "individual\n",
            "industry\n",
            "inexplicably\n",
            "infamous\n",
            "infant\n",
            "infected\n",
            "infection\n",
            "infidelity\n",
            "infiltrate\n",
            "influence\n",
            "informant\n",
            "information\n",
            "inhabitants\n",
            "inheritance\n",
            "inherited\n",
            "inherits\n",
            "initially\n",
            "injured\n",
            "injury\n",
            "inmates\n",
            "inner\n",
            "innocence\n",
            "innocent\n",
            "insane\n",
            "insanity\n",
            "inside\n",
            "insists\n",
            "insomnia\n",
            "inspector\n",
            "inspiration\n",
            "inspire\n",
            "inspired\n",
            "inspires\n",
            "inspiring\n",
            "installment\n",
            "instant\n",
            "instantly\n",
            "instead\n",
            "institution\n",
            "instructor\n",
            "insurance\n",
            "intelligence\n",
            "intelligent\n",
            "intended\n",
            "intends\n",
            "intense\n",
            "intent\n",
            "intentions\n",
            "interested\n",
            "intergalactic\n",
            "international\n",
            "internet\n",
            "interrogation\n",
            "intertwine\n",
            "interview\n",
            "interviews\n",
            "intimate\n",
            "intolerance\n",
            "intrigue\n",
            "introduces\n",
            "invade\n",
            "invaders\n",
            "invading\n",
            "invasion\n",
            "invention\n",
            "inventor\n",
            "investigate\n",
            "investigates\n",
            "investigating\n",
            "investigation\n",
            "investigator\n",
            "investment\n",
            "invisibility\n",
            "invisible\n",
            "invitation\n",
            "invited\n",
            "invites\n",
            "involved\n",
            "involves\n",
            "involving\n",
            "iowa\n",
            "ira\n",
            "iran\n",
            "iranian\n",
            "iraq\n",
            "ireland\n",
            "irene\n",
            "irish\n",
            "iron\n",
            "island\n",
            "isn\n",
            "isolated\n",
            "isolation\n",
            "israel\n",
            "israeli\n",
            "issues\n",
            "italian\n",
            "italy\n",
            "jack\n",
            "jackass\n",
            "jackie\n",
            "jackson\n",
            "jacques\n",
            "jail\n",
            "jake\n",
            "jakegyllenhaal\n",
            "jamaica\n",
            "james\n",
            "jamie\n",
            "jane\n",
            "janitor\n",
            "japan\n",
            "japanese\n",
            "jason\n",
            "jay\n",
            "jazz\n",
            "jealous\n",
            "jealousy\n",
            "jean\n",
            "jedi\n",
            "jeff\n",
            "jennifer\n",
            "jenniferaniston\n",
            "jenny\n",
            "jerry\n",
            "jersey\n",
            "jerusalem\n",
            "jess\n",
            "jesse\n",
            "jessica\n",
            "jessicabiel\n",
            "jesus\n",
            "jew\n",
            "jewel\n",
            "jewish\n",
            "jigsaw\n",
            "jill\n",
            "jim\n",
            "jimmy\n",
            "jin\n",
            "joan\n",
            "job\n",
            "jobinterview\n",
            "jobs\n",
            "jock\n",
            "joe\n",
            "joel\n",
            "joey\n",
            "john\n",
            "johnc\n",
            "johncusack\n",
            "johngoodman\n",
            "johnmalkovich\n",
            "johnny\n",
            "johnson\n",
            "johntravolta\n",
            "join\n",
            "joined\n",
            "joining\n",
            "joins\n",
            "joint\n",
            "joker\n",
            "jon\n",
            "jonahhill\n",
            "jonathan\n",
            "jones\n",
            "jordan\n",
            "joseph\n",
            "josh\n",
            "joshhutcherson\n",
            "journalism\n",
            "journalist\n",
            "journey\n",
            "journeys\n",
            "joy\n",
            "jr\n",
            "juan\n",
            "judelaw\n",
            "judge\n",
            "jules\n",
            "julia\n",
            "julian\n",
            "juliannemoore\n",
            "juliaroberts\n",
            "julie\n",
            "julius\n",
            "july\n",
            "jump\n",
            "jumps\n",
            "jungle\n",
            "junior\n",
            "junkie\n",
            "jury\n",
            "just\n",
            "justice\n",
            "justinlong\n",
            "kansas\n",
            "karate\n",
            "karen\n",
            "kat\n",
            "kate\n",
            "katehudson\n",
            "katewinslet\n",
            "katherine\n",
            "kathy\n",
            "katie\n",
            "katniss\n",
            "katy\n",
            "keeping\n",
            "keeps\n",
            "kelly\n",
            "ken\n",
            "kennedy\n",
            "kermit\n",
            "kevin\n",
            "key\n",
            "kgb\n",
            "khan\n",
            "kick\n",
            "kid\n",
            "kidnap\n",
            "kidnapped\n",
            "kidnappers\n",
            "kidnapping\n",
            "kidnaps\n",
            "kids\n",
            "kidsandfamily\n",
            "kill\n",
            "killed\n",
            "killer\n",
            "killerrobot\n",
            "killers\n",
            "killing\n",
            "kills\n",
            "kim\n",
            "kimball\n",
            "kind\n",
            "kindly\n",
            "king\n",
            "kingdom\n",
            "kingpin\n",
            "kirk\n",
            "kiss\n",
            "kit\n",
            "kitchen\n",
            "knew\n",
            "knife\n",
            "knight\n",
            "know\n",
            "knowing\n",
            "knowledge\n",
            "known\n",
            "knows\n",
            "kong\n",
            "korean\n",
            "krueger\n",
            "kung\n",
            "kungfu\n",
            "kurt\n",
            "kyle\n",
            "la\n",
            "lab\n",
            "labor\n",
            "laboratory\n",
            "laced\n",
            "ladies\n",
            "lady\n",
            "ladykiller\n",
            "laid\n",
            "lake\n",
            "land\n",
            "landing\n",
            "lands\n",
            "landscape\n",
            "lane\n",
            "language\n",
            "lapd\n",
            "large\n",
            "larger\n",
            "largest\n",
            "larry\n",
            "las\n",
            "lasergun\n",
            "lasvegas\n",
            "late\n",
            "later\n",
            "latest\n",
            "launch\n",
            "launched\n",
            "launches\n",
            "laura\n",
            "laurencefishburne\n",
            "lavish\n",
            "law\n",
            "lawman\n",
            "lawrence\n",
            "laws\n",
            "lawyer\n",
            "lazy\n",
            "le\n",
            "lead\n",
            "leader\n",
            "leaders\n",
            "leadership\n",
            "leading\n",
            "leads\n",
            "league\n",
            "learn\n",
            "learning\n",
            "learns\n",
            "leave\n",
            "leaves\n",
            "leaving\n",
            "led\n",
            "lee\n",
            "left\n",
            "legacy\n",
            "legal\n",
            "legend\n",
            "legendary\n",
            "legends\n",
            "leo\n",
            "leon\n",
            "lesbian\n",
            "lesson\n",
            "lessons\n",
            "let\n",
            "lethal\n",
            "letter\n",
            "letters\n",
            "level\n",
            "levitt\n",
            "lewis\n",
            "lgbt\n",
            "li\n",
            "liamneeson\n",
            "liar\n",
            "liberation\n",
            "lie\n",
            "lies\n",
            "lieutenant\n",
            "life\n",
            "lifelong\n",
            "lifestyle\n",
            "lifetime\n",
            "light\n",
            "lightning\n",
            "lights\n",
            "like\n",
            "likes\n",
            "lily\n",
            "limits\n",
            "lincoln\n",
            "linda\n",
            "line\n",
            "lines\n",
            "link\n",
            "lion\n",
            "lisa\n",
            "list\n",
            "literally\n",
            "literary\n",
            "literature\n",
            "little\n",
            "littleboy\n",
            "live\n",
            "lived\n",
            "lives\n",
            "living\n",
            "ll\n",
            "loan\n",
            "local\n",
            "locals\n",
            "locate\n",
            "location\n",
            "locked\n",
            "logan\n",
            "lola\n",
            "london\n",
            "londonengland\n",
            "lone\n",
            "loneliness\n",
            "lonely\n",
            "loner\n",
            "lonewolf\n",
            "long\n",
            "longer\n",
            "longtime\n",
            "look\n",
            "looking\n",
            "looks\n",
            "loose\n",
            "loosely\n",
            "lord\n",
            "los\n",
            "losangeles\n",
            "lose\n",
            "loser\n",
            "loses\n",
            "losing\n",
            "loss\n",
            "lossofbrother\n",
            "lossofchild\n",
            "lossoffamily\n",
            "lossoffather\n",
            "lossofhusband\n",
            "lossoflover\n",
            "lossofmother\n",
            "lost\n",
            "lot\n",
            "lottery\n",
            "lou\n",
            "louis\n",
            "louisiana\n",
            "lounge\n",
            "lovable\n",
            "love\n",
            "loveatfirstsight\n",
            "loved\n",
            "loveless\n",
            "loveletter\n",
            "loveofone\n",
            "lover\n",
            "lovers\n",
            "loves\n",
            "lovesickness\n",
            "loving\n",
            "low\n",
            "loyal\n",
            "loyalty\n",
            "lt\n",
            "lucas\n",
            "luck\n",
            "lucky\n",
            "lucy\n",
            "luke\n",
            "lure\n",
            "lured\n",
            "lust\n",
            "luxury\n",
            "lying\n",
            "ma\n",
            "machine\n",
            "machinegun\n",
            "macy\n",
            "mad\n",
            "madame\n",
            "madea\n",
            "madison\n",
            "madness\n",
            "mafia\n",
            "magazine\n",
            "maggie\n",
            "magic\n",
            "magical\n",
            "magician\n",
            "magnate\n",
            "maid\n",
            "mail\n",
            "main\n",
            "maine\n",
            "maintain\n",
            "major\n",
            "make\n",
            "makeover\n",
            "maker\n",
            "makes\n",
            "making\n",
            "malcolm\n",
            "male\n",
            "malefemalerelationship\n",
            "malefriendship\n",
            "malibu\n",
            "mall\n",
            "man\n",
            "manage\n",
            "managed\n",
            "manager\n",
            "manages\n",
            "mandela\n",
            "mangini\n",
            "manhattan\n",
            "manhood\n",
            "manhunt\n",
            "maniac\n",
            "manipulation\n",
            "mankind\n",
            "manner\n",
            "mannered\n",
            "mansion\n",
            "manvsmachine\n",
            "map\n",
            "march\n",
            "marcus\n",
            "maria\n",
            "mariabello\n",
            "marie\n",
            "marijuana\n",
            "marine\n",
            "marines\n",
            "mark\n",
            "marked\n",
            "market\n",
            "markruffalo\n",
            "markwahlberg\n",
            "marriage\n",
            "marriagecrisis\n",
            "marriageproposal\n",
            "married\n",
            "marriedcouple\n",
            "marries\n",
            "marry\n",
            "marrying\n",
            "mars\n",
            "marshal\n",
            "marshall\n",
            "martha\n",
            "martial\n",
            "martialarts\n",
            "martian\n",
            "martin\n",
            "marty\n",
            "marvelcinematicuniverse\n",
            "marvelcomic\n",
            "mary\n",
            "mask\n",
            "masked\n",
            "maskedkiller\n",
            "masks\n",
            "mass\n",
            "massachusetts\n",
            "massacre\n",
            "massive\n",
            "massmurder\n",
            "master\n",
            "mastermind\n",
            "masters\n",
            "match\n",
            "mate\n",
            "mates\n",
            "mathematics\n",
            "matrix\n",
            "matt\n",
            "mattdamon\n",
            "matter\n",
            "matteroflifeanddeath\n",
            "matters\n",
            "matthew\n",
            "matthewmcconaughey\n",
            "maurice\n",
            "maverick\n",
            "max\n",
            "maya\n",
            "maybe\n",
            "mayhem\n",
            "mayor\n",
            "maze\n",
            "mccall\n",
            "mcclane\n",
            "mcphee\n",
            "mean\n",
            "meaning\n",
            "means\n",
            "meant\n",
            "meat\n",
            "mechanic\n",
            "medallion\n",
            "media\n",
            "medical\n",
            "medication\n",
            "medicine\n",
            "medieval\n",
            "meet\n",
            "meeting\n",
            "meets\n",
            "mega\n",
            "megan\n",
            "melissa\n",
            "melvin\n",
            "member\n",
            "members\n",
            "memories\n",
            "memory\n",
            "men\n",
            "menace\n",
            "mental\n",
            "mentally\n",
            "mentor\n",
            "mercenaries\n",
            "mercenary\n",
            "merciless\n",
            "mere\n",
            "mermaid\n",
            "merylstreep\n",
            "message\n",
            "messages\n",
            "met\n",
            "metal\n",
            "meteor\n",
            "methods\n",
            "metro\n",
            "mexican\n",
            "mexicanstandoff\n",
            "mexico\n",
            "mia\n",
            "miami\n",
            "michael\n",
            "michelle\n",
            "michellepfeiffer\n",
            "michigan\n",
            "mickey\n",
            "mid\n",
            "middle\n",
            "middleeast\n",
            "midlifecrisis\n",
            "midnight\n",
            "midst\n",
            "midwest\n",
            "mighty\n",
            "mike\n",
            "mild\n",
            "miles\n",
            "military\n",
            "miller\n",
            "million\n",
            "millionaire\n",
            "millions\n",
            "mills\n",
            "milo\n",
            "mind\n",
            "mindcontrol\n",
            "minds\n",
            "miner\n",
            "mining\n",
            "minister\n",
            "minor\n",
            "minute\n",
            "minutes\n",
            "miracle\n",
            "miranda\n",
            "mirror\n",
            "misadventures\n",
            "mischievous\n",
            "miserable\n",
            "misfit\n",
            "misfits\n",
            "misguided\n",
            "mismatched\n",
            "miss\n",
            "missile\n",
            "missing\n",
            "missingperson\n",
            "mission\n",
            "missionary\n",
            "missionofmurder\n",
            "mississippi\n",
            "mistaken\n",
            "mistakenidentity\n",
            "mistakenly\n",
            "mistakes\n",
            "mistress\n",
            "mitch\n",
            "mitchell\n",
            "mix\n",
            "mixed\n",
            "mob\n",
            "mobilephone\n",
            "mobster\n",
            "mobsters\n",
            "mockumentary\n",
            "model\n",
            "modern\n",
            "mole\n",
            "molly\n",
            "mom\n",
            "moment\n",
            "moments\n",
            "money\n",
            "monica\n",
            "monk\n",
            "monkey\n",
            "monroe\n",
            "monster\n",
            "monsters\n",
            "monstrous\n",
            "montana\n",
            "monte\n",
            "month\n",
            "months\n",
            "montreal\n",
            "moon\n",
            "moonlights\n",
            "moore\n",
            "moral\n",
            "morality\n",
            "morganfreeman\n",
            "morgue\n",
            "mormon\n",
            "morning\n",
            "morris\n",
            "mortal\n",
            "moscow\n",
            "moses\n",
            "mossad\n",
            "motel\n",
            "mother\n",
            "motherdaughterrelationship\n",
            "motherrole\n",
            "mothersonrelationship\n",
            "motion\n",
            "motives\n",
            "motley\n",
            "motor\n",
            "motorcycle\n",
            "mount\n",
            "mountain\n",
            "mountains\n",
            "mounting\n",
            "mounts\n",
            "mouse\n",
            "mouthed\n",
            "moved\n",
            "movement\n",
            "moves\n",
            "movie\n",
            "movieinmovie\n",
            "movies\n",
            "moviestar\n",
            "moving\n",
            "mr\n",
            "mrs\n",
            "multi\n",
            "multiple\n",
            "multiplestorylines\n",
            "mummy\n",
            "murder\n",
            "murdered\n",
            "murderer\n",
            "murdering\n",
            "murderous\n",
            "murders\n",
            "murphy\n",
            "murray\n",
            "museum\n",
            "music\n",
            "musical\n",
            "musician\n",
            "musicians\n",
            "musicmusical\n",
            "muslim\n",
            "mutant\n",
            "mutants\n",
            "mutation\n",
            "mute\n",
            "mutiny\n",
            "mutual\n",
            "myers\n",
            "mysteries\n",
            "mysterious\n",
            "mysteriously\n",
            "mystery\n",
            "mystical\n",
            "mythical\n",
            "mythology\n",
            "naive\n",
            "naivety\n",
            "naked\n",
            "nam\n",
            "named\n",
            "names\n",
            "nancy\n",
            "nanny\n",
            "narcotics\n",
            "narnia\n",
            "narration\n",
            "nasa\n",
            "nasty\n",
            "natalie\n",
            "natalieportman\n",
            "nathan\n",
            "nation\n",
            "national\n",
            "nations\n",
            "native\n",
            "nativeamerican\n",
            "natural\n",
            "naturaldisaster\n",
            "naturally\n",
            "nature\n",
            "naval\n",
            "navigate\n",
            "navy\n",
            "navyseal\n",
            "nazi\n",
            "nazigermany\n",
            "nazis\n",
            "nba\n",
            "neal\n",
            "near\n",
            "nearby\n",
            "nearly\n",
            "necessary\n",
            "need\n",
            "needed\n",
            "needs\n",
            "nefarious\n",
            "neighbor\n",
            "neighborhood\n",
            "neighbors\n",
            "nelson\n",
            "nemesis\n",
            "neo\n",
            "nephew\n",
            "nerd\n",
            "nerdy\n",
            "network\n",
            "neurotic\n",
            "nevada\n",
            "new\n",
            "newborn\n",
            "newcomer\n",
            "newfound\n",
            "newidentity\n",
            "newlove\n",
            "newly\n",
            "news\n",
            "newspaper\n",
            "newyork\n",
            "newyorkcity\n",
            "nice\n",
            "nicholas\n",
            "nick\n",
            "nicole\n",
            "nicolekidman\n",
            "niece\n",
            "night\n",
            "nightclub\n",
            "nightmare\n",
            "nightmares\n",
            "nightstand\n",
            "ninja\n",
            "noah\n",
            "noble\n",
            "noir\n",
            "non\n",
            "normal\n",
            "norman\n",
            "north\n",
            "northern\n",
            "notorious\n",
            "novel\n",
            "novelist\n",
            "nuclear\n",
            "nuclearmissile\n",
            "nudity\n",
            "number\n",
            "numbers\n",
            "numerous\n",
            "nun\n",
            "nurse\n",
            "nypd\n",
            "object\n",
            "obsessed\n",
            "obsession\n",
            "obsessive\n",
            "obstacles\n",
            "obtain\n",
            "occult\n",
            "occupied\n",
            "occurrences\n",
            "occurs\n",
            "ocean\n",
            "odd\n",
            "oddball\n",
            "odds\n",
            "odyssey\n",
            "offer\n",
            "offered\n",
            "offers\n",
            "office\n",
            "officer\n",
            "officers\n",
            "official\n",
            "ohio\n",
            "oil\n",
            "old\n",
            "older\n",
            "oliver\n",
            "olivia\n",
            "olympic\n",
            "olympicgames\n",
            "omar\n",
            "ones\n",
            "online\n",
            "ontherun\n",
            "open\n",
            "opening\n",
            "opens\n",
            "opera\n",
            "operation\n",
            "operative\n",
            "opportunity\n",
            "opposing\n",
            "opposite\n",
            "orcs\n",
            "order\n",
            "ordered\n",
            "orders\n",
            "ordinary\n",
            "oregon\n",
            "organization\n",
            "organized\n",
            "organizedcrime\n",
            "original\n",
            "origins\n",
            "orleans\n",
            "orphan\n",
            "orphanage\n",
            "orphaned\n",
            "osborne\n",
            "oscar\n",
            "oscaraward\n",
            "otherworldly\n",
            "outback\n",
            "outbreak\n",
            "outcast\n",
            "outerspace\n",
            "outlaw\n",
            "outrageous\n",
            "outside\n",
            "overcome\n",
            "overcomes\n",
            "overrun\n",
            "overthrow\n",
            "owenwilson\n",
            "owned\n",
            "owner\n",
            "owners\n",
            "oxford\n",
            "oz\n",
            "paced\n",
            "pacific\n",
            "pack\n",
            "package\n",
            "packed\n",
            "pact\n",
            "pageant\n",
            "paid\n",
            "pain\n",
            "painful\n",
            "painter\n",
            "painting\n",
            "pair\n",
            "pal\n",
            "palace\n",
            "pals\n",
            "pam\n",
            "pan\n",
            "pandora\n",
            "panic\n",
            "paradise\n",
            "parallel\n",
            "paranoia\n",
            "paranoid\n",
            "paranormal\n",
            "parent\n",
            "parents\n",
            "parentskidsrelationship\n",
            "paris\n",
            "park\n",
            "parker\n",
            "parody\n",
            "parole\n",
            "parrish\n",
            "particularly\n",
            "parties\n",
            "partner\n",
            "partners\n",
            "partnership\n",
            "parts\n",
            "party\n",
            "partying\n",
            "pass\n",
            "passed\n",
            "passenger\n",
            "passengers\n",
            "passes\n",
            "passing\n",
            "passion\n",
            "passionate\n",
            "passions\n",
            "past\n",
            "pastor\n",
            "path\n",
            "paths\n",
            "patient\n",
            "patients\n",
            "patriarch\n",
            "patriciaarquette\n",
            "patrick\n",
            "patriotism\n",
            "patrol\n",
            "paul\n",
            "paula\n",
            "pay\n",
            "pays\n",
            "peace\n",
            "peaceful\n",
            "pearl\n",
            "peasant\n",
            "pedophile\n",
            "pedophilia\n",
            "penguin\n",
            "penguins\n",
            "penn\n",
            "pennsylvania\n",
            "penny\n",
            "penélopecruz\n",
            "people\n",
            "perfect\n",
            "perform\n",
            "performance\n",
            "performances\n",
            "performer\n",
            "performing\n",
            "perilous\n",
            "period\n",
            "perioddrama\n",
            "perry\n",
            "perseus\n",
            "persian\n",
            "person\n",
            "personal\n",
            "personality\n",
            "pet\n",
            "pete\n",
            "peter\n",
            "petty\n",
            "phantom\n",
            "phil\n",
            "philadelphia\n",
            "philippe\n",
            "philipseymourhoffman\n",
            "philosophy\n",
            "phone\n",
            "photo\n",
            "photographer\n",
            "photography\n",
            "physical\n",
            "pianist\n",
            "piano\n",
            "picard\n",
            "pick\n",
            "picks\n",
            "picture\n",
            "pictures\n",
            "piece\n",
            "pieces\n",
            "pierre\n",
            "pig\n",
            "pilot\n",
            "pilots\n",
            "pimp\n",
            "pinocchio\n",
            "pirate\n",
            "pirates\n",
            "pistol\n",
            "pits\n",
            "place\n",
            "placed\n",
            "places\n",
            "plague\n",
            "plagued\n",
            "plan\n",
            "plane\n",
            "planet\n",
            "planned\n",
            "plannedmurder\n",
            "planning\n",
            "plans\n",
            "plant\n",
            "plantation\n",
            "play\n",
            "playboy\n",
            "played\n",
            "player\n",
            "players\n",
            "playground\n",
            "playing\n",
            "plays\n",
            "playwright\n",
            "pleasure\n",
            "plenty\n",
            "plot\n",
            "plots\n",
            "plunged\n",
            "plunges\n",
            "plus\n",
            "po\n",
            "poet\n",
            "poetry\n",
            "point\n",
            "poker\n",
            "polar\n",
            "police\n",
            "policebrutality\n",
            "policechase\n",
            "policecorruption\n",
            "policeman\n",
            "policeofficer\n",
            "policeoperation\n",
            "political\n",
            "politician\n",
            "politicians\n",
            "politics\n",
            "pollution\n",
            "polly\n",
            "pool\n",
            "poor\n",
            "pop\n",
            "popular\n",
            "popularity\n",
            "population\n",
            "porn\n",
            "port\n",
            "portal\n",
            "porter\n",
            "portrait\n",
            "pose\n",
            "posing\n",
            "position\n",
            "possess\n",
            "possessed\n",
            "possesses\n",
            "possession\n",
            "possibility\n",
            "possible\n",
            "possibly\n",
            "post\n",
            "pot\n",
            "potential\n",
            "potter\n",
            "poverty\n",
            "power\n",
            "powered\n",
            "powerful\n",
            "poweroutage\n",
            "powers\n",
            "prank\n",
            "prayer\n",
            "pre\n",
            "preacher\n",
            "precious\n",
            "predator\n",
            "pregnancy\n",
            "pregnancyandbirth\n",
            "pregnant\n",
            "prehistoric\n",
            "prejudice\n",
            "prejudices\n",
            "premonition\n",
            "prepare\n",
            "prepared\n",
            "prepares\n",
            "preparing\n",
            "prequel\n",
            "presence\n",
            "present\n",
            "presents\n",
            "president\n",
            "presidential\n",
            "presidentialelection\n",
            "press\n",
            "pressure\n",
            "prestigious\n",
            "presumed\n",
            "pretty\n",
            "prevent\n",
            "previous\n",
            "prey\n",
            "price\n",
            "priceless\n",
            "pride\n",
            "priest\n",
            "prime\n",
            "prince\n",
            "princess\n",
            "principal\n",
            "prison\n",
            "prisoner\n",
            "prisoners\n",
            "prisonersofwar\n",
            "private\n",
            "privileged\n",
            "prize\n",
            "pro\n",
            "problem\n",
            "problems\n",
            "process\n",
            "prodigy\n",
            "produced\n",
            "producer\n",
            "product\n",
            "production\n",
            "professional\n",
            "professor\n",
            "profit\n",
            "program\n",
            "project\n",
            "prom\n",
            "prominent\n",
            "promise\n",
            "promised\n",
            "promises\n",
            "promising\n",
            "promoter\n",
            "promotion\n",
            "prompting\n",
            "promptly\n",
            "proof\n",
            "property\n",
            "prophecy\n",
            "proportions\n",
            "prosecution\n",
            "prostitute\n",
            "prostitution\n",
            "protect\n",
            "protecting\n",
            "protection\n",
            "protest\n",
            "prove\n",
            "proves\n",
            "provide\n",
            "psychiatric\n",
            "psychiatrist\n",
            "psychic\n",
            "psychological\n",
            "psychologist\n",
            "psychology\n",
            "psychopath\n",
            "psychotic\n",
            "pub\n",
            "puberty\n",
            "public\n",
            "publisher\n",
            "pull\n",
            "pulled\n",
            "pulls\n",
            "punishment\n",
            "punk\n",
            "puppet\n",
            "puppy\n",
            "pure\n",
            "purpose\n",
            "pursue\n",
            "pursued\n",
            "pursues\n",
            "pursuing\n",
            "pursuit\n",
            "push\n",
            "pushed\n",
            "pushes\n",
            "puts\n",
            "putting\n",
            "quarantine\n",
            "quarterback\n",
            "queen\n",
            "queens\n",
            "quest\n",
            "question\n",
            "questions\n",
            "quick\n",
            "quickly\n",
            "quiet\n",
            "quirky\n",
            "quite\n",
            "rabbit\n",
            "race\n",
            "raceagainsttime\n",
            "racer\n",
            "races\n",
            "rachel\n",
            "rachelmcadams\n",
            "rachelweisz\n",
            "racial\n",
            "racing\n",
            "racism\n",
            "radio\n",
            "rag\n",
            "rage\n",
            "rageandhate\n",
            "rages\n",
            "raging\n",
            "ragtag\n",
            "raid\n",
            "railroad\n",
            "rain\n",
            "raise\n",
            "raised\n",
            "raising\n",
            "ralph\n",
            "rampage\n",
            "ran\n",
            "ranch\n",
            "ranger\n",
            "rangers\n",
            "ranking\n",
            "ransom\n",
            "rape\n",
            "rapidly\n",
            "rapper\n",
            "rare\n",
            "rat\n",
            "ravaged\n",
            "raw\n",
            "ray\n",
            "raymond\n",
            "reach\n",
            "reaches\n",
            "reading\n",
            "ready\n",
            "real\n",
            "reality\n",
            "realize\n",
            "realizes\n",
            "realizing\n",
            "really\n",
            "realm\n",
            "reaper\n",
            "reason\n",
            "reasons\n",
            "rebecca\n",
            "rebel\n",
            "rebellion\n",
            "rebellious\n",
            "rebels\n",
            "reboot\n",
            "rebuild\n",
            "receive\n",
            "receives\n",
            "receiving\n",
            "recent\n",
            "recently\n",
            "reckless\n",
            "reclaim\n",
            "reclusive\n",
            "reconcile\n",
            "reconnect\n",
            "record\n",
            "recording\n",
            "records\n",
            "recover\n",
            "recovering\n",
            "recruit\n",
            "recruited\n",
            "recruits\n",
            "red\n",
            "redemption\n",
            "redneck\n",
            "reeling\n",
            "reesewitherspoon\n",
            "refuge\n",
            "refuses\n",
            "regain\n",
            "regime\n",
            "regular\n",
            "reign\n",
            "reilly\n",
            "relationship\n",
            "relationshipproblems\n",
            "relationships\n",
            "relatives\n",
            "release\n",
            "released\n",
            "relentless\n",
            "religion\n",
            "religionandsupernatural\n",
            "religious\n",
            "relocated\n",
            "reluctant\n",
            "reluctantly\n",
            "rely\n",
            "remain\n",
            "remaining\n",
            "remains\n",
            "remake\n",
            "remember\n",
            "remote\n",
            "renegade\n",
            "renowned\n",
            "rent\n",
            "renéezellweger\n",
            "repair\n",
            "repayment\n",
            "replace\n",
            "report\n",
            "reporter\n",
            "repressed\n",
            "republic\n",
            "reputation\n",
            "rescue\n",
            "rescued\n",
            "rescues\n",
            "rescuing\n",
            "research\n",
            "researcher\n",
            "resident\n",
            "residents\n",
            "resist\n",
            "resistance\n",
            "resolve\n",
            "resort\n",
            "resourceful\n",
            "resources\n",
            "respect\n",
            "respected\n",
            "respective\n",
            "response\n",
            "responsibility\n",
            "responsible\n",
            "rest\n",
            "restaurant\n",
            "restore\n",
            "result\n",
            "resulting\n",
            "results\n",
            "resurfaces\n",
            "resurrected\n",
            "resurrection\n",
            "retelling\n",
            "retired\n",
            "retirement\n",
            "retreat\n",
            "retribution\n",
            "retrieve\n",
            "return\n",
            "returned\n",
            "returning\n",
            "returns\n",
            "reunion\n",
            "reunite\n",
            "reunited\n",
            "reunites\n",
            "reveal\n",
            "revealed\n",
            "revealing\n",
            "reveals\n",
            "revelation\n",
            "revenge\n",
            "reverend\n",
            "revolt\n",
            "revolution\n",
            "revolutionary\n",
            "revolves\n",
            "reward\n",
            "rich\n",
            "richard\n",
            "rick\n",
            "rid\n",
            "riddick\n",
            "ride\n",
            "rider\n",
            "riding\n",
            "rifle\n",
            "right\n",
            "rightandjustice\n",
            "rights\n",
            "riley\n",
            "ring\n",
            "riot\n",
            "ripley\n",
            "rise\n",
            "rises\n",
            "rising\n",
            "risk\n",
            "risks\n",
            "rival\n",
            "rivalry\n",
            "rivals\n",
            "river\n",
            "rivkin\n",
            "road\n",
            "roadmovie\n",
            "roads\n",
            "roadtrip\n",
            "rob\n",
            "robber\n",
            "robbers\n",
            "robbery\n",
            "robbing\n",
            "robert\n",
            "robertdeniro\n",
            "robertdowneyjr\n",
            "robertduvall\n",
            "roberts\n",
            "robin\n",
            "robinson\n",
            "robinwilliams\n",
            "robot\n",
            "robots\n",
            "rock\n",
            "rocket\n",
            "rockstar\n",
            "rocky\n",
            "roger\n",
            "rogue\n",
            "role\n",
            "roles\n",
            "roll\n",
            "roller\n",
            "roman\n",
            "romance\n",
            "romancebasedonnovel\n",
            "romancedancing\n",
            "romanceengland\n",
            "romancegay\n",
            "romanceindependentfilm\n",
            "romanceinfidelity\n",
            "romancelondonengland\n",
            "romancelovesickness\n",
            "romancelovetriangle\n",
            "romancemusical\n",
            "romancenewyork\n",
            "romanceparis\n",
            "romances\n",
            "romancesex\n",
            "romancesuicide\n",
            "romantic\n",
            "romantically\n",
            "romanticcomedy\n",
            "rome\n",
            "romeo\n",
            "romero\n",
            "ron\n",
            "ronnie\n",
            "roof\n",
            "rooftop\n",
            "rookie\n",
            "room\n",
            "roommate\n",
            "roommates\n",
            "roots\n",
            "rose\n",
            "rosebyrne\n",
            "ross\n",
            "rough\n",
            "round\n",
            "route\n",
            "routine\n",
            "row\n",
            "roy\n",
            "royal\n",
            "royalty\n",
            "ruby\n",
            "rugrats\n",
            "ruin\n",
            "ruined\n",
            "rule\n",
            "ruled\n",
            "rules\n",
            "rumored\n",
            "rumors\n",
            "run\n",
            "runaway\n",
            "runner\n",
            "running\n",
            "runs\n",
            "rupertgrint\n",
            "rural\n",
            "ruralsetting\n",
            "rush\n",
            "russell\n",
            "russellcrowe\n",
            "russia\n",
            "russian\n",
            "russians\n",
            "ruth\n",
            "ruthless\n",
            "ryan\n",
            "sabotage\n",
            "sacred\n",
            "sacrifice\n",
            "sadism\n",
            "sadistic\n",
            "sadness\n",
            "safe\n",
            "safety\n",
            "saga\n",
            "said\n",
            "sailing\n",
            "sailor\n",
            "sale\n",
            "salesman\n",
            "sally\n",
            "salmahayek\n",
            "sam\n",
            "samantha\n",
            "samuel\n",
            "samuell\n",
            "samurai\n",
            "san\n",
            "sandy\n",
            "sanfrancisco\n",
            "sanity\n",
            "santa\n",
            "santaclaus\n",
            "sara\n",
            "sarah\n",
            "satan\n",
            "satellite\n",
            "satire\n",
            "savage\n",
            "save\n",
            "saved\n",
            "saves\n",
            "saving\n",
            "saw\n",
            "say\n",
            "says\n",
            "sbook\n",
            "scale\n",
            "scam\n",
            "scandal\n",
            "scared\n",
            "scarlettjohansson\n",
            "scary\n",
            "scene\n",
            "scenes\n",
            "scheme\n",
            "schemes\n",
            "scheming\n",
            "scholarship\n",
            "school\n",
            "schoolteacher\n",
            "sci\n",
            "science\n",
            "sciencefiction\n",
            "sciencefictionandroid\n",
            "sciencefictionbasedonnovel\n",
            "sciencefictionmonster\n",
            "sciencefictionsavingtheworld\n",
            "scientific\n",
            "scientist\n",
            "scientists\n",
            "score\n",
            "scotland\n",
            "scott\n",
            "scottish\n",
            "scout\n",
            "screaming\n",
            "screen\n",
            "screenwriter\n",
            "scubadiving\n",
            "sdailylife\n",
            "sea\n",
            "seal\n",
            "sean\n",
            "seanpenn\n",
            "search\n",
            "searches\n",
            "searching\n",
            "seas\n",
            "seaside\n",
            "season\n",
            "seasoned\n",
            "seattle\n",
            "sebastian\n",
            "secluded\n",
            "second\n",
            "secret\n",
            "secretagent\n",
            "secretary\n",
            "secretidentity\n",
            "secretintelligenceservice\n",
            "secretlove\n",
            "secretly\n",
            "secretmission\n",
            "secretorganization\n",
            "secrets\n",
            "secretservice\n",
            "secretsociety\n",
            "section\n",
            "secure\n",
            "security\n",
            "securityguard\n",
            "seduction\n",
            "seductive\n",
            "seeing\n",
            "seek\n",
            "seeking\n",
            "seeks\n",
            "seemingly\n",
            "seen\n",
            "sees\n",
            "seize\n",
            "self\n",
            "selfsacrifice\n",
            "sell\n",
            "selling\n",
            "sells\n",
            "semi\n",
            "senator\n",
            "send\n",
            "sending\n",
            "sends\n",
            "senior\n",
            "seniors\n",
            "sense\n",
            "sensitive\n",
            "sent\n",
            "sentence\n",
            "sentenced\n",
            "seo\n",
            "separate\n",
            "separated\n",
            "separation\n",
            "sequel\n",
            "sergeant\n",
            "serial\n",
            "serialkiller\n",
            "series\n",
            "seriously\n",
            "serve\n",
            "serves\n",
            "service\n",
            "serving\n",
            "set\n",
            "seth\n",
            "sets\n",
            "setting\n",
            "settle\n",
            "seve\n",
            "seven\n",
            "severe\n",
            "severely\n",
            "sewer\n",
            "sex\n",
            "sexual\n",
            "sexualabuse\n",
            "sexuality\n",
            "sexually\n",
            "sexy\n",
            "shadow\n",
            "shadowy\n",
            "shady\n",
            "shake\n",
            "shaken\n",
            "shakespeare\n",
            "shane\n",
            "shanghai\n",
            "shape\n",
            "share\n",
            "shared\n",
            "shares\n",
            "sharing\n",
            "shark\n",
            "sharks\n",
            "sharp\n",
            "shattered\n",
            "shaw\n",
            "shelter\n",
            "sheltered\n",
            "sheriff\n",
            "shift\n",
            "ship\n",
            "ships\n",
            "shipwreck\n",
            "shocked\n",
            "shocking\n",
            "shoes\n",
            "shoot\n",
            "shooting\n",
            "shootout\n",
            "shoots\n",
            "shop\n",
            "shopping\n",
            "short\n",
            "shot\n",
            "shotgun\n",
            "shottodeath\n",
            "showdown\n",
            "shower\n",
            "showing\n",
            "shows\n",
            "shredder\n",
            "shrek\n",
            "shut\n",
            "shuttle\n",
            "shy\n",
            "siblings\n",
            "sick\n",
            "sid\n",
            "sidekick\n",
            "sides\n",
            "sidney\n",
            "sight\n",
            "sights\n",
            "sign\n",
            "signal\n",
            "signed\n",
            "signing\n",
            "signs\n",
            "silence\n",
            "silent\n",
            "silver\n",
            "similar\n",
            "simon\n",
            "simple\n",
            "simply\n",
            "simpson\n",
            "simultaneously\n",
            "sin\n",
            "sing\n",
            "singer\n",
            "singers\n",
            "singing\n",
            "single\n",
            "singlemother\n",
            "singleparent\n",
            "sinister\n",
            "sir\n",
            "sister\n",
            "sisters\n",
            "sistersisterrelationship\n",
            "sit\n",
            "site\n",
            "sittingonatoilet\n",
            "situation\n",
            "situations\n",
            "size\n",
            "sized\n",
            "skeleton\n",
            "skeptical\n",
            "skill\n",
            "skilled\n",
            "skills\n",
            "skull\n",
            "sky\n",
            "skyscraper\n",
            "skywalker\n",
            "slacker\n",
            "slasher\n",
            "slaughter\n",
            "slave\n",
            "slavery\n",
            "slaves\n",
            "sleazy\n",
            "sleep\n",
            "sleeping\n",
            "sleepy\n",
            "slife\n",
            "slowly\n",
            "small\n",
            "smalltown\n",
            "smart\n",
            "smith\n",
            "smitten\n",
            "smoking\n",
            "smuggling\n",
            "snake\n",
            "sniper\n",
            "snow\n",
            "snowstorm\n",
            "soccer\n",
            "social\n",
            "socially\n",
            "society\n",
            "sociopath\n",
            "sofia\n",
            "solar\n",
            "sold\n",
            "soldier\n",
            "soldiers\n",
            "sole\n",
            "solitary\n",
            "solomon\n",
            "solve\n",
            "somebody\n",
            "somewhat\n",
            "son\n",
            "song\n",
            "songs\n",
            "songwriter\n",
            "sons\n",
            "soon\n",
            "sophie\n",
            "sorcerer\n",
            "sorcery\n",
            "sorority\n",
            "sort\n",
            "soul\n",
            "souls\n",
            "sound\n",
            "soundtrack\n",
            "sour\n",
            "source\n",
            "south\n",
            "southafrica\n",
            "southern\n",
            "southernusa\n",
            "soviet\n",
            "sovietunion\n",
            "space\n",
            "spacecraft\n",
            "spacemarine\n",
            "spacemission\n",
            "spaceopera\n",
            "spaceship\n",
            "spacetravel\n",
            "spain\n",
            "spanish\n",
            "spanning\n",
            "sparks\n",
            "speak\n",
            "speaking\n",
            "special\n",
            "specialist\n",
            "species\n",
            "spectacular\n",
            "speech\n",
            "speed\n",
            "spell\n",
            "spencer\n",
            "spend\n",
            "spending\n",
            "spends\n",
            "spent\n",
            "spider\n",
            "spike\n",
            "spin\n",
            "spiral\n",
            "spirit\n",
            "spirited\n",
            "spirits\n",
            "spiritual\n",
            "spirituality\n",
            "spoiled\n",
            "spoof\n",
            "sport\n",
            "sports\n",
            "spot\n",
            "spotlight\n",
            "spread\n",
            "spring\n",
            "spy\n",
            "spying\n",
            "squad\n",
            "square\n",
            "st\n",
            "staff\n",
            "stage\n",
            "stages\n",
            "stake\n",
            "stakes\n",
            "stalked\n",
            "stalker\n",
            "stalking\n",
            "stan\n",
            "stand\n",
            "standing\n",
            "stands\n",
            "stanley\n",
            "star\n",
            "stardom\n",
            "starfleet\n",
            "stark\n",
            "starring\n",
            "stars\n",
            "start\n",
            "started\n",
            "starting\n",
            "starts\n",
            "state\n",
            "states\n",
            "station\n",
            "status\n",
            "stay\n",
            "staying\n",
            "steal\n",
            "stealing\n",
            "steals\n",
            "steampunk\n",
            "steel\n",
            "stella\n",
            "step\n",
            "stepfather\n",
            "stephen\n",
            "stepmother\n",
            "steps\n",
            "steve\n",
            "steven\n",
            "stevens\n",
            "stewart\n",
            "stock\n",
            "stockbroker\n",
            "stolen\n",
            "stone\n",
            "stoner\n",
            "stones\n",
            "stop\n",
            "stopmotion\n",
            "stopped\n",
            "stopping\n",
            "store\n",
            "stories\n",
            "storm\n",
            "story\n",
            "straight\n",
            "stranded\n",
            "strange\n",
            "stranger\n",
            "strangers\n",
            "strategy\n",
            "street\n",
            "streetgang\n",
            "streets\n",
            "strength\n",
            "stress\n",
            "stretch\n",
            "strict\n",
            "strike\n",
            "strikes\n",
            "strip\n",
            "stripclub\n",
            "stripes\n",
            "stripper\n",
            "strong\n",
            "struggle\n",
            "struggles\n",
            "struggling\n",
            "stu\n",
            "stuart\n",
            "stuck\n",
            "student\n",
            "students\n",
            "studies\n",
            "studio\n",
            "study\n",
            "stumble\n",
            "stumbles\n",
            "stunning\n",
            "stunt\n",
            "stunts\n",
            "style\n",
            "sub\n",
            "subjected\n",
            "submachinegun\n",
            "submarine\n",
            "suburban\n",
            "subway\n",
            "succeed\n",
            "succeeds\n",
            "success\n",
            "successful\n",
            "successfully\n",
            "successor\n",
            "sudden\n",
            "suddenly\n",
            "sue\n",
            "suffer\n",
            "suffering\n",
            "suffers\n",
            "suggests\n",
            "suicidal\n",
            "suicide\n",
            "suicideattempt\n",
            "suit\n",
            "suitcase\n",
            "suitor\n",
            "sullivan\n",
            "summer\n",
            "sun\n",
            "sunglasses\n",
            "super\n",
            "supercomputer\n",
            "superhero\n",
            "superheroes\n",
            "superhuman\n",
            "superhumanstrength\n",
            "superman\n",
            "supermarket\n",
            "supernatural\n",
            "supernaturalpowers\n",
            "superpower\n",
            "superpowers\n",
            "superstar\n",
            "supervillain\n",
            "supervisor\n",
            "supply\n",
            "support\n",
            "supposed\n",
            "suppressedpast\n",
            "sure\n",
            "surf\n",
            "surface\n",
            "surfer\n",
            "surfing\n",
            "surgeon\n",
            "surgery\n",
            "surly\n",
            "surprise\n",
            "surprises\n",
            "surprising\n",
            "surprisingly\n",
            "surreal\n",
            "surrealism\n",
            "surrounding\n",
            "surveillance\n",
            "survival\n",
            "survive\n",
            "survived\n",
            "survives\n",
            "surviving\n",
            "survivor\n",
            "survivors\n",
            "susan\n",
            "susansarandon\n",
            "suspect\n",
            "suspected\n",
            "suspecting\n",
            "suspects\n",
            "suspense\n",
            "suspicion\n",
            "suspicions\n",
            "suspicious\n",
            "swat\n",
            "sweden\n",
            "sweeping\n",
            "sweet\n",
            "sweetheart\n",
            "swept\n",
            "swimmingpool\n",
            "swing\n",
            "sword\n",
            "swordfight\n",
            "swordplay\n",
            "symbol\n",
            "table\n",
            "tabloid\n",
            "tae\n",
            "tag\n",
            "tail\n",
            "taken\n",
            "takes\n",
            "taking\n",
            "tale\n",
            "talent\n",
            "talented\n",
            "tales\n",
            "talk\n",
            "talking\n",
            "talkinganimal\n",
            "talks\n",
            "tall\n",
            "tank\n",
            "tape\n",
            "target\n",
            "targeted\n",
            "targets\n",
            "task\n",
            "tasked\n",
            "taste\n",
            "taxi\n",
            "taxidriver\n",
            "taylor\n",
            "teach\n",
            "teacher\n",
            "teachers\n",
            "teaches\n",
            "teaching\n",
            "team\n",
            "teams\n",
            "tear\n",
            "tears\n",
            "tech\n",
            "technology\n",
            "ted\n",
            "teen\n",
            "teenage\n",
            "teenagecrush\n",
            "teenagegirl\n",
            "teenager\n",
            "teenagers\n",
            "teenagesexuality\n",
            "teencomedy\n",
            "teenmovie\n",
            "teens\n",
            "telekinesis\n",
            "telepathy\n",
            "television\n",
            "tell\n",
            "telling\n",
            "tells\n",
            "temple\n",
            "tennessee\n",
            "tennis\n",
            "tense\n",
            "tension\n",
            "tensions\n",
            "term\n",
            "terminal\n",
            "terminalillness\n",
            "terms\n",
            "terrible\n",
            "terrier\n",
            "terrified\n",
            "terrifying\n",
            "territory\n",
            "terror\n",
            "terrorism\n",
            "terrorist\n",
            "terrorists\n",
            "terrorize\n",
            "terrorizing\n",
            "terry\n",
            "tess\n",
            "test\n",
            "tested\n",
            "tests\n",
            "texas\n",
            "thailand\n",
            "thanks\n",
            "thanksgiving\n",
            "theater\n",
            "theatremilieu\n",
            "theft\n",
            "theory\n",
            "therapist\n",
            "therapy\n",
            "thief\n",
            "thieves\n",
            "thing\n",
            "things\n",
            "think\n",
            "thinking\n",
            "thinks\n",
            "thirty\n",
            "thomas\n",
            "thompson\n",
            "thought\n",
            "thoughts\n",
            "thousand\n",
            "thousands\n",
            "threat\n",
            "threaten\n",
            "threatened\n",
            "threatening\n",
            "threatens\n",
            "threats\n",
            "thrill\n",
            "thriller\n",
            "thrillerbasedonnovel\n",
            "thrillerbrotherbrotherrelationship\n",
            "thrillercalifornia\n",
            "thrillercia\n",
            "thrillercorruption\n",
            "thrillerdetective\n",
            "thrillerdystopia\n",
            "thrillerfemalenudity\n",
            "thrillerkidnapping\n",
            "thrillerlondonengland\n",
            "thrillernewyork\n",
            "thrillerparis\n",
            "thrillerprison\n",
            "thrillersheriff\n",
            "thrillersuicide\n",
            "thrillerterror\n",
            "thrillerundercover\n",
            "thrilling\n",
            "throne\n",
            "throw\n",
            "thrown\n",
            "thrust\n",
            "thug\n",
            "thugs\n",
            "thwart\n",
            "tibet\n",
            "ticket\n",
            "tickets\n",
            "ties\n",
            "tiger\n",
            "tim\n",
            "time\n",
            "timeless\n",
            "times\n",
            "timetravel\n",
            "tiny\n",
            "titanic\n",
            "title\n",
            "today\n",
            "todd\n",
            "tokyo\n",
            "told\n",
            "tom\n",
            "tommy\n",
            "tommyleejones\n",
            "tony\n",
            "took\n",
            "tormented\n",
            "torn\n",
            "tornado\n",
            "toronto\n",
            "torture\n",
            "tortured\n",
            "total\n",
            "totally\n",
            "touch\n",
            "touches\n",
            "touching\n",
            "tough\n",
            "toughest\n",
            "tour\n",
            "tourist\n",
            "tournament\n",
            "tower\n",
            "town\n",
            "townspeople\n",
            "toxic\n",
            "toy\n",
            "toycomestolife\n",
            "toys\n",
            "track\n",
            "tracking\n",
            "tracks\n",
            "tracy\n",
            "trade\n",
            "tradition\n",
            "traditional\n",
            "traffic\n",
            "trafficking\n",
            "tragedy\n",
            "tragic\n",
            "trail\n",
            "train\n",
            "trained\n",
            "trainer\n",
            "training\n",
            "trains\n",
            "traitor\n",
            "transfer\n",
            "transform\n",
            "transformation\n",
            "transformed\n",
            "transformers\n",
            "transforming\n",
            "transforms\n",
            "transported\n",
            "trap\n",
            "trapped\n",
            "traps\n",
            "trauma\n",
            "traumatic\n",
            "travel\n",
            "traveling\n",
            "travels\n",
            "travis\n",
            "treacherous\n",
            "treasure\n",
            "treasurehunt\n",
            "treat\n",
            "treatment\n",
            "tree\n",
            "trek\n",
            "trial\n",
            "trials\n",
            "triangle\n",
            "tribe\n",
            "trick\n",
            "tried\n",
            "tries\n",
            "trio\n",
            "trip\n",
            "triumphs\n",
            "troops\n",
            "tropical\n",
            "trouble\n",
            "troubled\n",
            "troy\n",
            "truck\n",
            "trucker\n",
            "true\n",
            "truly\n",
            "trust\n",
            "truth\n",
            "truths\n",
            "try\n",
            "trying\n",
            "tsunami\n",
            "tunnel\n",
            "turbulent\n",
            "turmoil\n",
            "turn\n",
            "turned\n",
            "turner\n",
            "turning\n",
            "turns\n",
            "turtle\n",
            "turtles\n",
            "tv\n",
            "tvshow\n",
            "tvstation\n",
            "twin\n",
            "twinbrother\n",
            "twins\n",
            "twist\n",
            "twisted\n",
            "twists\n",
            "tycoon\n",
            "tyler\n",
            "type\n",
            "typical\n",
            "tyrannical\n",
            "ufo\n",
            "ugly\n",
            "ultimate\n",
            "ultimately\n",
            "ultra\n",
            "unable\n",
            "unaware\n",
            "unbeknownst\n",
            "uncle\n",
            "unconventional\n",
            "uncover\n",
            "uncovered\n",
            "uncovering\n",
            "uncovers\n",
            "undead\n",
            "undercover\n",
            "undercoveragent\n",
            "undercovercop\n",
            "underdog\n",
            "underground\n",
            "understand\n",
            "underwater\n",
            "underworld\n",
            "unemployed\n",
            "unemployment\n",
            "unexpected\n",
            "unexpectedly\n",
            "unfold\n",
            "unfolds\n",
            "unforeseen\n",
            "unforgettable\n",
            "unfortunate\n",
            "unfortunately\n",
            "unimaginable\n",
            "union\n",
            "unique\n",
            "unit\n",
            "unite\n",
            "united\n",
            "universe\n",
            "university\n",
            "unknown\n",
            "unleash\n",
            "unleashed\n",
            "unleashing\n",
            "unless\n",
            "unlike\n",
            "unlikely\n",
            "unlikelyfriendship\n",
            "unlock\n",
            "unorthodox\n",
            "unprecedented\n",
            "unpredictable\n",
            "unravel\n",
            "unrequitedlove\n",
            "unscrupulous\n",
            "unsimulatedsex\n",
            "unsociability\n",
            "unstable\n",
            "unstoppable\n",
            "unsuspecting\n",
            "unthinkable\n",
            "unusual\n",
            "unwilling\n",
            "unwitting\n",
            "unwittingly\n",
            "upcoming\n",
            "upper\n",
            "uprising\n",
            "ups\n",
            "upset\n",
            "upside\n",
            "uptight\n",
            "urban\n",
            "usa\n",
            "usapresident\n",
            "use\n",
            "used\n",
            "uses\n",
            "using\n",
            "utah\n",
            "vacation\n",
            "val\n",
            "valentine\n",
            "valley\n",
            "valuable\n",
            "value\n",
            "values\n",
            "vampire\n",
            "vampires\n",
            "van\n",
            "vandalism\n",
            "vanessa\n",
            "variety\n",
            "various\n",
            "vast\n",
            "vatican\n",
            "vault\n",
            "ve\n",
            "vegas\n",
            "vegetarian\n",
            "vengeance\n",
            "vengeful\n",
            "venice\n",
            "verge\n",
            "version\n",
            "veteran\n",
            "vice\n",
            "vicious\n",
            "victim\n",
            "victims\n",
            "victor\n",
            "victoria\n",
            "victorian\n",
            "victory\n",
            "video\n",
            "vietnam\n",
            "vietnamwar\n",
            "view\n",
            "viewers\n",
            "views\n",
            "vigilante\n",
            "village\n",
            "villagers\n",
            "villain\n",
            "villainous\n",
            "villains\n",
            "vincent\n",
            "vineyard\n",
            "violence\n",
            "violent\n",
            "violently\n",
            "virgin\n",
            "virginia\n",
            "virginity\n",
            "virtual\n",
            "virtualreality\n",
            "virus\n",
            "vision\n",
            "visions\n",
            "visit\n",
            "visited\n",
            "visitor\n",
            "visits\n",
            "vlad\n",
            "voice\n",
            "voices\n",
            "volatile\n",
            "volcano\n",
            "volunteer\n",
            "volunteers\n",
            "vomit\n",
            "von\n",
            "voodoo\n",
            "vow\n",
            "vows\n",
            "voyage\n",
            "wacky\n",
            "wade\n",
            "wait\n",
            "waiter\n",
            "waiting\n",
            "waitress\n",
            "wake\n",
            "wakes\n",
            "walk\n",
            "walker\n",
            "walking\n",
            "walks\n",
            "wall\n",
            "wallet\n",
            "walls\n",
            "wallstreet\n",
            "walt\n",
            "walter\n",
            "wang\n",
            "want\n",
            "wanted\n",
            "wanting\n",
            "wants\n",
            "war\n",
            "warbasedonnovel\n",
            "warcrimes\n",
            "ward\n",
            "warden\n",
            "warehouse\n",
            "warfare\n",
            "warlock\n",
            "warlord\n",
            "warming\n",
            "warondrugs\n",
            "warren\n",
            "warrior\n",
            "warriors\n",
            "wars\n",
            "warship\n",
            "warveteran\n",
            "washed\n",
            "washington\n",
            "washingtond\n",
            "wasn\n",
            "waste\n",
            "wasteland\n",
            "watch\n",
            "watches\n",
            "watching\n",
            "water\n",
            "waters\n",
            "wave\n",
            "way\n",
            "ways\n",
            "wealth\n",
            "wealthy\n",
            "weapon\n",
            "weapons\n",
            "wearing\n",
            "weather\n",
            "web\n",
            "website\n",
            "wedding\n",
            "week\n",
            "weekend\n",
            "weeks\n",
            "welcome\n",
            "went\n",
            "werewolf\n",
            "wesley\n",
            "west\n",
            "western\n",
            "westerngunslinger\n",
            "whale\n",
            "wheelchair\n",
            "whip\n",
            "whisked\n",
            "white\n",
            "whitehouse\n",
            "wicked\n",
            "wide\n",
            "widow\n",
            "widowed\n",
            "widower\n",
            "wielding\n",
            "wife\n",
            "wifehusbandrelationship\n",
            "wild\n",
            "wilderness\n",
            "wildly\n",
            "willemdafoe\n",
            "william\n",
            "williams\n",
            "willing\n",
            "wilson\n",
            "win\n",
            "wind\n",
            "window\n",
            "winds\n",
            "wine\n",
            "wing\n",
            "winner\n",
            "winning\n",
            "winonaryder\n",
            "wins\n",
            "winter\n",
            "wise\n",
            "wish\n",
            "wishes\n",
            "witch\n",
            "witches\n",
            "witness\n",
            "witnesses\n",
            "wits\n",
            "witted\n",
            "wizard\n",
            "wizardry\n",
            "wolf\n",
            "woman\n",
            "womandirector\n",
            "womanizer\n",
            "womanrelation\n",
            "women\n",
            "won\n",
            "wonder\n",
            "wonders\n",
            "wood\n",
            "woods\n",
            "woody\n",
            "woodyharrelson\n",
            "word\n",
            "words\n",
            "work\n",
            "workaholic\n",
            "worked\n",
            "worker\n",
            "workers\n",
            "working\n",
            "works\n",
            "world\n",
            "worlds\n",
            "worldwari\n",
            "worldwarii\n",
            "worldwide\n",
            "worse\n",
            "worst\n",
            "worth\n",
            "wounded\n",
            "wreak\n",
            "wrestling\n",
            "wretch\n",
            "wright\n",
            "write\n",
            "writer\n",
            "writes\n",
            "writing\n",
            "written\n",
            "wrong\n",
            "wrote\n",
            "wwii\n",
            "wyoming\n",
            "yacht\n",
            "yakuza\n",
            "yard\n",
            "year\n",
            "years\n",
            "yellow\n",
            "yoga\n",
            "york\n",
            "young\n",
            "youngadult\n",
            "youngboy\n",
            "younger\n",
            "youngest\n",
            "youth\n",
            "yuppie\n",
            "zealand\n",
            "zebra\n",
            "zeus\n",
            "zion\n",
            "zoe\n",
            "zoesaldana\n",
            "zombie\n",
            "zombies\n",
            "zone\n",
            "zoo\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install nltk"
      ],
      "metadata": {
        "id": "t3r5qQ3Hkb9_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e57516b4-95ec-4e41-ac03-bce45105029b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.3)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk) (1.2.0)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2022.10.31)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk) (4.65.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df.shape\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KJTANM5NndmU",
        "outputId": "144e5654-7f30-49c6-9c60-00f5cd45b494"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 165
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectors.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ynRqZ6imndo1",
        "outputId": "269c1244-722e-4bbc-a372-1dc7151e1b90"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4806, 5000)"
            ]
          },
          "metadata": {},
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.stem.porter import PorterStemmer\n",
        "ps=PorterStemmer()\n",
        "def stemm(obj):\n",
        "  y=[]\n",
        "  for i in obj.split():\n",
        "    y.append(ps.stem(i))\n",
        "  return \" \".join(y)"
      ],
      "metadata": {
        "id": "ykDCjGeXndrT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "['loving']\n",
        "ps.stem('loving')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "o3EQ0GS-ndt6",
        "outputId": "9a0e0e0b-720a-4375-c1bf-1f6cfafe37c1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'love'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 168
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_df['tags']=new_df['tags'].apply(stemm)\n",
        "new_df['tags'][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 174
        },
        "id": "lskB6A-FndwV",
        "outputId": "9c785276-886c-49ea-8ed7-974cf2fc72f6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-169-9a0944489d63>:1: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  new_df['tags']=new_df['tags'].apply(stemm)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'in the 22nd century, a parapleg marin is dispatch to the moon pandora on a uniqu mission, but becom torn between follow order and protect an alien civilization.act adventur fantasi sciencefictioncultureclash futur spacewar spacecoloni societi spacetravel futurist romanc space alien tribe alienplanet cgi marin soldier battl loveaffair antiwar powerrel mindandsoul 3dsamworthington zoesaldana sigourneyweaverstephene.rivkin'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 169
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vectors=cv.fit_transform(new_df['tags']).toarray()"
      ],
      "metadata": {
        "id": "kY0UfYPPu-1P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "similarity=cosine_similarity(vectors)"
      ],
      "metadata": {
        "id": "X4nzSsB6ndyz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "similarity[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4SRPFqqPnd1N",
        "outputId": "8cee28e2-aa8b-4c2e-d751-61d93e0c0011"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1.        , 0.06506   , 0.09583148, ..., 0.04780914, 0.        ,\n",
              "       0.        ])"
            ]
          },
          "metadata": {},
          "execution_count": 172
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sorted(list(enumerate(similarity[0])),reverse=True,key=lambda x:x[1])[1:6]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TAx8AL6CxRFy",
        "outputId": "efeb0eb5-7e8d-4162-d3e5-208fc88609b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(3730, 0.27105237087157535),\n",
              " (1216, 0.2554426848648543),\n",
              " (1204, 0.24359938288234498),\n",
              " (507, 0.23904572186687872),\n",
              " (582, 0.2366905341655754)]"
            ]
          },
          "metadata": {},
          "execution_count": 173
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def recommend(movie):\n",
        "  movie_index=new_df[new_df['title']==movie].index[0]\n",
        "  distances=similarity[movie_index]\n",
        "  movies_list=sorted(list(enumerate(distances)),reverse=True,key=lambda x:x[1])[1:6]\n",
        "  for i in movies_list:\n",
        "    print(new_df.iloc[i[0]].title)"
      ],
      "metadata": {
        "id": "P3p-Z-vLvDfc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "recommend('The Dark Knight Rises')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FUvFbjq_vD7d",
        "outputId": "dd2413fc-601d-4a9d-cb33-ff346b044a08"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Dark Knight\n",
            "Batman Forever\n",
            "Batman\n",
            "Batman\n",
            "Batman & Robin\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle"
      ],
      "metadata": {
        "id": "UfOzMTsjvD-P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pickle.dump(new_df.to_dict(),open('movies.pkl','wb'))"
      ],
      "metadata": {
        "id": "4vGtfjtivEA3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pickle.dump(similarity,open('similarity.pkl','wb'))"
      ],
      "metadata": {
        "id": "CztQs0a7vEDi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "QmMM4Lr4vEGI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "okb9uD83vELc"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}