analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# kaggle dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_79590/1274801203.py:5: DtypeWarning: Columns (10) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  movies_metadata = pd.read_csv('./archive/movies_metadata.csv')\n"
     ]
    }
   ],
   "source": [
    "credits = pd.read_csv('./archive/credits.csv')\n",
    "keywords = pd.read_csv('./archive/keywords.csv')\n",
    "links = pd.read_csv('./archive/links.csv')\n",
    "links_small = pd.read_csv('./archive/links_small.csv')\n",
    "movies_metadata = pd.read_csv('./archive/movies_metadata.csv')\n",
    "ratings = pd.read_csv('./archive/ratings.csv')\n",
    "ratings_small = pd.read_csv('./archive/ratings_small.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>video</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>6.9</td>\n",
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       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>15602</td>\n",
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       "      <td>en</td>\n",
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       "      <td>...</td>\n",
       "      <td>1995-12-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Still Yelling. Still Fighting. Still Ready for...</td>\n",
       "      <td>Grumpier Old Men</td>\n",
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       "      <td>92.0</td>\n",
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       "      <td>Friends are the people who let you be yourself...</td>\n",
       "      <td>Waiting to Exhale</td>\n",
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       "      <th>4</th>\n",
       "      <td>False</td>\n",
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      ],
      "text/plain": [
       "       adult                              belongs_to_collection    budget  \\\n",
       "0      False  {'id': 10194, 'name': 'Toy Story Collection', ...  30000000   \n",
       "1      False                                                NaN  65000000   \n",
       "2      False  {'id': 119050, 'name': 'Grumpy Old Men Collect...         0   \n",
       "3      False                                                NaN  16000000   \n",
       "4      False  {'id': 96871, 'name': 'Father of the Bride Col...         0   \n",
       "...      ...                                                ...       ...   \n",
       "45461  False                                                NaN         0   \n",
       "45462  False                                                NaN         0   \n",
       "45463  False                                                NaN         0   \n",
       "45464  False                                                NaN         0   \n",
       "45465  False                                                NaN         0   \n",
       "\n",
       "                                                  genres  \\\n",
       "0      [{'id': 16, 'name': 'Animation'}, {'id': 35, '...   \n",
       "1      [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "2      [{'id': 10749, 'name': 'Romance'}, {'id': 35, ...   \n",
       "3      [{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...   \n",
       "4                         [{'id': 35, 'name': 'Comedy'}]   \n",
       "...                                                  ...   \n",
       "45461  [{'id': 18, 'name': 'Drama'}, {'id': 10751, 'n...   \n",
       "45462                      [{'id': 18, 'name': 'Drama'}]   \n",
       "45463  [{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...   \n",
       "45464                                                 []   \n",
       "45465                                                 []   \n",
       "\n",
       "                                   homepage      id    imdb_id  \\\n",
       "0      http://toystory.disney.com/toy-story     862  tt0114709   \n",
       "1                                       NaN    8844  tt0113497   \n",
       "2                                       NaN   15602  tt0113228   \n",
       "3                                       NaN   31357  tt0114885   \n",
       "4                                       NaN   11862  tt0113041   \n",
       "...                                     ...     ...        ...   \n",
       "45461  http://www.imdb.com/title/tt6209470/  439050  tt6209470   \n",
       "45462                                   NaN  111109  tt2028550   \n",
       "45463                                   NaN   67758  tt0303758   \n",
       "45464                                   NaN  227506  tt0008536   \n",
       "45465                                   NaN  461257  tt6980792   \n",
       "\n",
       "      original_language               original_title  \\\n",
       "0                    en                    Toy Story   \n",
       "1                    en                      Jumanji   \n",
       "2                    en             Grumpier Old Men   \n",
       "3                    en            Waiting to Exhale   \n",
       "4                    en  Father of the Bride Part II   \n",
       "...                 ...                          ...   \n",
       "45461                fa                      رگ خواب   \n",
       "45462                tl          Siglo ng Pagluluwal   \n",
       "45463                en                     Betrayal   \n",
       "45464                en          Satana likuyushchiy   \n",
       "45465                en                     Queerama   \n",
       "\n",
       "                                                overview  ... release_date  \\\n",
       "0      Led by Woody, Andy's toys live happily in his ...  ...   1995-10-30   \n",
       "1      When siblings Judy and Peter discover an encha...  ...   1995-12-15   \n",
       "2      A family wedding reignites the ancient feud be...  ...   1995-12-22   \n",
       "3      Cheated on, mistreated and stepped on, the wom...  ...   1995-12-22   \n",
       "4      Just when George Banks has recovered from his ...  ...   1995-02-10   \n",
       "...                                                  ...  ...          ...   \n",
       "45461        Rising and falling between a man and woman.  ...          NaN   \n",
       "45462  An artist struggles to finish his work while a...  ...   2011-11-17   \n",
       "45463  When one of her hits goes wrong, a professiona...  ...   2003-08-01   \n",
       "45464  In a small town live two brothers, one a minis...  ...   1917-10-21   \n",
       "45465  50 years after decriminalisation of homosexual...  ...   2017-06-09   \n",
       "\n",
       "           revenue runtime                                   spoken_languages  \\\n",
       "0      373554033.0    81.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "1      262797249.0   104.0  [{'iso_639_1': 'en', 'name': 'English'}, {'iso...   \n",
       "2              0.0   101.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "3       81452156.0   127.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "4       76578911.0   106.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "...            ...     ...                                                ...   \n",
       "45461          0.0    90.0             [{'iso_639_1': 'fa', 'name': 'فارسی'}]   \n",
       "45462          0.0   360.0                  [{'iso_639_1': 'tl', 'name': ''}]   \n",
       "45463          0.0    90.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "45464          0.0    87.0                                                 []   \n",
       "45465          0.0    75.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "\n",
       "         status                                            tagline  \\\n",
       "0      Released                                                NaN   \n",
       "1      Released          Roll the dice and unleash the excitement!   \n",
       "2      Released  Still Yelling. Still Fighting. Still Ready for...   \n",
       "3      Released  Friends are the people who let you be yourself...   \n",
       "4      Released  Just When His World Is Back To Normal... He's ...   \n",
       "...         ...                                                ...   \n",
       "45461  Released         Rising and falling between a man and woman   \n",
       "45462  Released                                                NaN   \n",
       "45463  Released                             A deadly game of wits.   \n",
       "45464  Released                                                NaN   \n",
       "45465  Released                                                NaN   \n",
       "\n",
       "                             title  video vote_average vote_count  \n",
       "0                        Toy Story  False          7.7     5415.0  \n",
       "1                          Jumanji  False          6.9     2413.0  \n",
       "2                 Grumpier Old Men  False          6.5       92.0  \n",
       "3                Waiting to Exhale  False          6.1       34.0  \n",
       "4      Father of the Bride Part II  False          5.7      173.0  \n",
       "...                            ...    ...          ...        ...  \n",
       "45461                       Subdue  False          4.0        1.0  \n",
       "45462          Century of Birthing  False          9.0        3.0  \n",
       "45463                     Betrayal  False          3.8        6.0  \n",
       "45464             Satan Triumphant  False          0.0        0.0  \n",
       "45465                     Queerama  False          0.0        0.0  \n",
       "\n",
       "[45466 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adult</th>\n",
       "      <th>belongs_to_collection</th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>...</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>video</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>105045</td>\n",
       "      <td>tt0111613</td>\n",
       "      <td>de</td>\n",
       "      <td>Das Versprechen</td>\n",
       "      <td>East-Berlin, 1961, shortly after the erection ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1995-02-16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>[{'iso_639_1': 'de', 'name': 'Deutsch'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>A love, a hope, a wall.</td>\n",
       "      <td>The Promise</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9165</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5511</td>\n",
       "      <td>tt0062229</td>\n",
       "      <td>fr</td>\n",
       "      <td>Le Samouraï</td>\n",
       "      <td>Hitman Jef Costello is a perfectionist who alw...</td>\n",
       "      <td>...</td>\n",
       "      <td>1967-10-25</td>\n",
       "      <td>39481.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>[{'iso_639_1': 'fr', 'name': 'Français'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>There is no solitude greater than that of the ...</td>\n",
       "      <td>Le Samouraï</td>\n",
       "      <td>False</td>\n",
       "      <td>7.9</td>\n",
       "      <td>187.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9327</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 16, '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23305</td>\n",
       "      <td>tt0295682</td>\n",
       "      <td>en</td>\n",
       "      <td>The Warrior</td>\n",
       "      <td>In feudal India, a warrior (Khan) who renounce...</td>\n",
       "      <td>...</td>\n",
       "      <td>2001-09-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>[{'iso_639_1': 'hi', 'name': 'हिन्दी'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Warrior</td>\n",
       "      <td>False</td>\n",
       "      <td>6.3</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12066</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1600000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 80, 'name...</td>\n",
       "      <td>http://www.bubblethefilm.com/</td>\n",
       "      <td>14788</td>\n",
       "      <td>tt0454792</td>\n",
       "      <td>en</td>\n",
       "      <td>Bubble</td>\n",
       "      <td>Set against the backdrop of a decaying Midwest...</td>\n",
       "      <td>...</td>\n",
       "      <td>2005-09-03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bubble</td>\n",
       "      <td>False</td>\n",
       "      <td>6.4</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13375</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 9648, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141971</td>\n",
       "      <td>tt1180333</td>\n",
       "      <td>fi</td>\n",
       "      <td>Blackout</td>\n",
       "      <td>Recovering from a nail gun shot to the head an...</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-12-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>[{'iso_639_1': 'fi', 'name': 'suomi'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Which one is the first to return - memory or t...</td>\n",
       "      <td>Blackout</td>\n",
       "      <td>False</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15074</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22649</td>\n",
       "      <td>tt0022879</td>\n",
       "      <td>en</td>\n",
       "      <td>A Farewell to Arms</td>\n",
       "      <td>British nurse Catherine Barkley (Helen Hayes) ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1932-12-08</td>\n",
       "      <td>25.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Every woman who has loved will understand</td>\n",
       "      <td>A Farewell to Arms</td>\n",
       "      <td>False</td>\n",
       "      <td>6.2</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15765</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2500</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 35, 'name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13209</td>\n",
       "      <td>tt0499537</td>\n",
       "      <td>fa</td>\n",
       "      <td>Offside</td>\n",
       "      <td>Since women are banned from soccer matches, Ir...</td>\n",
       "      <td>...</td>\n",
       "      <td>2006-05-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>[{'iso_639_1': 'fa', 'name': 'فارسی'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Offside</td>\n",
       "      <td>False</td>\n",
       "      <td>6.7</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16764</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 53, 'name': 'Thriller'}, {'id': 9648, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>141971</td>\n",
       "      <td>tt1180333</td>\n",
       "      <td>fi</td>\n",
       "      <td>Blackout</td>\n",
       "      <td>Recovering from a nail gun shot to the head an...</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-12-26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>[{'iso_639_1': 'fi', 'name': 'suomi'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Which one is the first to return - memory or t...</td>\n",
       "      <td>Blackout</td>\n",
       "      <td>False</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20843</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 18, '...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77221</td>\n",
       "      <td>tt1701210</td>\n",
       "      <td>en</td>\n",
       "      <td>Black Gold</td>\n",
       "      <td>On the Arabian Peninsula in the 1930s, two war...</td>\n",
       "      <td>...</td>\n",
       "      <td>2011-12-21</td>\n",
       "      <td>5446000.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Black Gold</td>\n",
       "      <td>False</td>\n",
       "      <td>5.9</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20899</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109962</td>\n",
       "      <td>tt0082992</td>\n",
       "      <td>en</td>\n",
       "      <td>Rich and Famous</td>\n",
       "      <td>Two literary women compete for 20 years: one w...</td>\n",
       "      <td>...</td>\n",
       "      <td>1981-09-23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>From the very beginning, they knew they'd be f...</td>\n",
       "      <td>Rich and Famous</td>\n",
       "      <td>False</td>\n",
       "      <td>4.9</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21116</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 99, 'name': 'Documentary'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84198</td>\n",
       "      <td>tt1736049</td>\n",
       "      <td>en</td>\n",
       "      <td>A Place at the Table</td>\n",
       "      <td>Using personal stories, this powerful document...</td>\n",
       "      <td>...</td>\n",
       "      <td>2012-03-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>One Nation. Underfed.</td>\n",
       "      <td>A Place at the Table</td>\n",
       "      <td>False</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21165</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 14, 'name': 'Fantasy'}, {'id': 18, 'na...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119916</td>\n",
       "      <td>tt0080000</td>\n",
       "      <td>en</td>\n",
       "      <td>The Tempest</td>\n",
       "      <td>Prospero, the true Duke of Milan is now living...</td>\n",
       "      <td>...</td>\n",
       "      <td>1980-02-27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Tempest</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21854</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 878, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152795</td>\n",
       "      <td>tt1821641</td>\n",
       "      <td>en</td>\n",
       "      <td>The Congress</td>\n",
       "      <td>More than two decades after catapulting to sta...</td>\n",
       "      <td>...</td>\n",
       "      <td>2013-05-16</td>\n",
       "      <td>455815.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Congress</td>\n",
       "      <td>False</td>\n",
       "      <td>6.4</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22151</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 27, 'nam...</td>\n",
       "      <td>http://www.daysofdarknessthemovie.com/</td>\n",
       "      <td>18440</td>\n",
       "      <td>tt0499456</td>\n",
       "      <td>en</td>\n",
       "      <td>Days of Darkness</td>\n",
       "      <td>When a comet strikes Earth and kicks up a clou...</td>\n",
       "      <td>...</td>\n",
       "      <td>2007-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Days of Darkness</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23044</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25541</td>\n",
       "      <td>tt1327820</td>\n",
       "      <td>da</td>\n",
       "      <td>Broderskab</td>\n",
       "      <td>Former Danish servicemen Lars and Jimmy are th...</td>\n",
       "      <td>...</td>\n",
       "      <td>2009-10-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>[{'iso_639_1': 'da', 'name': 'Dansk'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brotherhood</td>\n",
       "      <td>False</td>\n",
       "      <td>7.1</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23534</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3512454</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110428</td>\n",
       "      <td>tt2018086</td>\n",
       "      <td>fr</td>\n",
       "      <td>Camille Claudel 1915</td>\n",
       "      <td>Winter, 1915. Confined by her family to an asy...</td>\n",
       "      <td>...</td>\n",
       "      <td>2013-03-13</td>\n",
       "      <td>115860.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>[{'iso_639_1': 'fr', 'name': 'Français'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Camille Claudel 1915</td>\n",
       "      <td>False</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24844</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...</td>\n",
       "      <td>http://www.dealthemovie.com/</td>\n",
       "      <td>11115</td>\n",
       "      <td>tt0446676</td>\n",
       "      <td>en</td>\n",
       "      <td>Deal</td>\n",
       "      <td>As an ex-gambler teaches a hot-shot college ki...</td>\n",
       "      <td>...</td>\n",
       "      <td>2008-01-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Deal</td>\n",
       "      <td>False</td>\n",
       "      <td>5.2</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26625</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 27, 'name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69234</td>\n",
       "      <td>tt0100361</td>\n",
       "      <td>en</td>\n",
       "      <td>The Phantom of the Opera</td>\n",
       "      <td>Count de Chagnie has discovered Christine's si...</td>\n",
       "      <td>...</td>\n",
       "      <td>1990-03-18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}, {'iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Phantom of the Opera</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28860</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 35, 'name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>168538</td>\n",
       "      <td>tt0084387</td>\n",
       "      <td>en</td>\n",
       "      <td>Nana</td>\n",
       "      <td>In Zola's Paris, an ingenue arrives at a tony ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1983-06-13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nana, the True Key of Pleasure</td>\n",
       "      <td>False</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29374</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 10769, 'n...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42495</td>\n",
       "      <td>tt0067306</td>\n",
       "      <td>en</td>\n",
       "      <td>King Lear</td>\n",
       "      <td>King Lear, old and tired, divides his kingdom ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1971-02-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Rumored</td>\n",
       "      <td>NaN</td>\n",
       "      <td>King Lear</td>\n",
       "      <td>False</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30001</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132641</td>\n",
       "      <td>tt0046468</td>\n",
       "      <td>ja</td>\n",
       "      <td>Tsuma</td>\n",
       "      <td>Ten years into a marriage, the wife is disappo...</td>\n",
       "      <td>...</td>\n",
       "      <td>1953-04-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>[{'iso_639_1': 'ja', 'name': '日本語'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wife</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33743</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 10751...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15028</td>\n",
       "      <td>tt0157472</td>\n",
       "      <td>en</td>\n",
       "      <td>Clockstoppers</td>\n",
       "      <td>Until now, Zak Gibbs' greatest challenge has b...</td>\n",
       "      <td>...</td>\n",
       "      <td>2002-03-17</td>\n",
       "      <td>38793283.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>[{'iso_639_1': 'cs', 'name': 'Český'}, {'iso_6...</td>\n",
       "      <td>Released</td>\n",
       "      <td>The adventure of a lifetime, in a few mere sec...</td>\n",
       "      <td>Clockstoppers</td>\n",
       "      <td>False</td>\n",
       "      <td>4.9</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33826</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30000000</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 80, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4912</td>\n",
       "      <td>tt0270288</td>\n",
       "      <td>en</td>\n",
       "      <td>Confessions of a Dangerous Mind</td>\n",
       "      <td>Television made him famous, but his biggest hi...</td>\n",
       "      <td>...</td>\n",
       "      <td>2002-12-30</td>\n",
       "      <td>33013805.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Some things are better left top secret.</td>\n",
       "      <td>Confessions of a Dangerous Mind</td>\n",
       "      <td>False</td>\n",
       "      <td>6.6</td>\n",
       "      <td>281.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35798</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 158365, 'name': 'Why We Fight', 'poster...</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 99, 'name': 'Documentary'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>159849</td>\n",
       "      <td>tt0173769</td>\n",
       "      <td>en</td>\n",
       "      <td>Why We Fight: Divide and Conquer</td>\n",
       "      <td>The third film of Frank Capra's 'Why We Fight\"...</td>\n",
       "      <td>...</td>\n",
       "      <td>1943-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Why We Fight: Divide and Conquer</td>\n",
       "      <td>False</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38871</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>99080</td>\n",
       "      <td>tt0022537</td>\n",
       "      <td>en</td>\n",
       "      <td>The Viking</td>\n",
       "      <td>Originally called White Thunder, American prod...</td>\n",
       "      <td>...</td>\n",
       "      <td>1931-06-21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Actually produced during the Great Newfoundlan...</td>\n",
       "      <td>The Viking</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40040</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>980000</td>\n",
       "      <td>[{'id': 18, 'name': 'Drama'}, {'id': 14, 'name...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298721</td>\n",
       "      <td>tt2818654</td>\n",
       "      <td>th</td>\n",
       "      <td>รักที่ขอนแก่น</td>\n",
       "      <td>In a hospital, ten soldiers are being treated ...</td>\n",
       "      <td>...</td>\n",
       "      <td>2015-09-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}, {'iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cemetery of Splendour</td>\n",
       "      <td>False</td>\n",
       "      <td>4.4</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40276</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97995</td>\n",
       "      <td>tt0127834</td>\n",
       "      <td>en</td>\n",
       "      <td>Seven Years Bad Luck</td>\n",
       "      <td>After breaking a mirror in his home, superstit...</td>\n",
       "      <td>...</td>\n",
       "      <td>1921-02-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Seven Years Bad Luck</td>\n",
       "      <td>False</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44821</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 34055, 'name': 'Pokémon Collection', 'p...</td>\n",
       "      <td>16000000</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>http://movies.warnerbros.com/pk3/</td>\n",
       "      <td>10991</td>\n",
       "      <td>tt0235679</td>\n",
       "      <td>ja</td>\n",
       "      <td>Pokémon 3: The Movie</td>\n",
       "      <td>When Molly Hale's sadness of her father's disa...</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-07-08</td>\n",
       "      <td>68411275.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>[{'iso_639_1': 'en', 'name': 'English'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Pokémon: Spell of the Unknown</td>\n",
       "      <td>Pokémon: Spell of the Unknown</td>\n",
       "      <td>False</td>\n",
       "      <td>6.0</td>\n",
       "      <td>144.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44826</th>\n",
       "      <td>False</td>\n",
       "      <td>{'id': 34055, 'name': 'Pokémon Collection', 'p...</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 12, 'name': 'Adventure'}, {'id': 14, '...</td>\n",
       "      <td>http://www.pokemon.com/us/movies/movie-pokemon...</td>\n",
       "      <td>12600</td>\n",
       "      <td>tt0287635</td>\n",
       "      <td>ja</td>\n",
       "      <td>劇場版ポケットモンスター セレビィ 時を越えた遭遇（であい）</td>\n",
       "      <td>All your favorite Pokémon characters are back,...</td>\n",
       "      <td>...</td>\n",
       "      <td>2001-07-06</td>\n",
       "      <td>28023563.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>[{'iso_639_1': 'ja', 'name': '日本語'}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pokémon 4Ever: Celebi - Voice of the Forest</td>\n",
       "      <td>False</td>\n",
       "      <td>5.7</td>\n",
       "      <td>82.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45265</th>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>[{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>265189</td>\n",
       "      <td>tt2121382</td>\n",
       "      <td>sv</td>\n",
       "      <td>Turist</td>\n",
       "      <td>While holidaying in the French Alps, a Swedish...</td>\n",
       "      <td>...</td>\n",
       "      <td>2014-08-15</td>\n",
       "      <td>1359497.0</td>\n",
       "      <td>118.0</td>\n",
       "      <td>[{'iso_639_1': 'fr', 'name': 'Français'}, {'is...</td>\n",
       "      <td>Released</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Force Majeure</td>\n",
       "      <td>False</td>\n",
       "      <td>6.8</td>\n",
       "      <td>255.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       adult                              belongs_to_collection    budget  \\\n",
       "1465   False                                                NaN         0   \n",
       "9165   False                                                NaN         0   \n",
       "9327   False                                                NaN         0   \n",
       "12066  False                                                NaN   1600000   \n",
       "13375  False                                                NaN         0   \n",
       "15074  False                                                NaN         4   \n",
       "15765  False                                                NaN      2500   \n",
       "16764  False                                                NaN         0   \n",
       "20843  False                                                NaN  40000000   \n",
       "20899  False                                                NaN         0   \n",
       "21116  False                                                NaN         0   \n",
       "21165  False                                                NaN         0   \n",
       "21854  False                                                NaN         0   \n",
       "22151  False                                                NaN         0   \n",
       "23044  False                                                NaN         0   \n",
       "23534  False                                                NaN   3512454   \n",
       "24844  False                                                NaN         0   \n",
       "26625  False                                                NaN  10000000   \n",
       "28860  False                                                NaN         0   \n",
       "29374  False                                                NaN         0   \n",
       "30001  False                                                NaN         0   \n",
       "33743  False                                                NaN  26000000   \n",
       "33826  False                                                NaN  30000000   \n",
       "35798  False  {'id': 158365, 'name': 'Why We Fight', 'poster...         0   \n",
       "38871  False                                                NaN         0   \n",
       "40040  False                                                NaN    980000   \n",
       "40276  False                                                NaN         0   \n",
       "44821  False  {'id': 34055, 'name': 'Pokémon Collection', 'p...  16000000   \n",
       "44826  False  {'id': 34055, 'name': 'Pokémon Collection', 'p...         0   \n",
       "45265  False                                                NaN         0   \n",
       "\n",
       "                                                  genres  \\\n",
       "1465   [{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...   \n",
       "9165   [{'id': 80, 'name': 'Crime'}, {'id': 18, 'name...   \n",
       "9327   [{'id': 12, 'name': 'Adventure'}, {'id': 16, '...   \n",
       "12066  [{'id': 18, 'name': 'Drama'}, {'id': 80, 'name...   \n",
       "13375  [{'id': 53, 'name': 'Thriller'}, {'id': 9648, ...   \n",
       "15074  [{'id': 18, 'name': 'Drama'}, {'id': 10749, 'n...   \n",
       "15765  [{'id': 18, 'name': 'Drama'}, {'id': 35, 'name...   \n",
       "16764  [{'id': 53, 'name': 'Thriller'}, {'id': 9648, ...   \n",
       "20843  [{'id': 12, 'name': 'Adventure'}, {'id': 18, '...   \n",
       "20899                      [{'id': 18, 'name': 'Drama'}]   \n",
       "21116                [{'id': 99, 'name': 'Documentary'}]   \n",
       "21165  [{'id': 14, 'name': 'Fantasy'}, {'id': 18, 'na...   \n",
       "21854  [{'id': 18, 'name': 'Drama'}, {'id': 878, 'nam...   \n",
       "22151  [{'id': 28, 'name': 'Action'}, {'id': 27, 'nam...   \n",
       "23044                      [{'id': 18, 'name': 'Drama'}]   \n",
       "23534                      [{'id': 18, 'name': 'Drama'}]   \n",
       "24844  [{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...   \n",
       "26625  [{'id': 18, 'name': 'Drama'}, {'id': 27, 'name...   \n",
       "28860  [{'id': 18, 'name': 'Drama'}, {'id': 35, 'name...   \n",
       "29374  [{'id': 18, 'name': 'Drama'}, {'id': 10769, 'n...   \n",
       "30001                      [{'id': 18, 'name': 'Drama'}]   \n",
       "33743  [{'id': 12, 'name': 'Adventure'}, {'id': 10751...   \n",
       "33826  [{'id': 35, 'name': 'Comedy'}, {'id': 80, 'nam...   \n",
       "35798                [{'id': 99, 'name': 'Documentary'}]   \n",
       "38871  [{'id': 28, 'name': 'Action'}, {'id': 18, 'nam...   \n",
       "40040  [{'id': 18, 'name': 'Drama'}, {'id': 14, 'name...   \n",
       "40276                     [{'id': 35, 'name': 'Comedy'}]   \n",
       "44821  [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "44826  [{'id': 12, 'name': 'Adventure'}, {'id': 14, '...   \n",
       "45265  [{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam...   \n",
       "\n",
       "                                                homepage      id    imdb_id  \\\n",
       "1465                                                 NaN  105045  tt0111613   \n",
       "9165                                                 NaN    5511  tt0062229   \n",
       "9327                                                 NaN   23305  tt0295682   \n",
       "12066                      http://www.bubblethefilm.com/   14788  tt0454792   \n",
       "13375                                                NaN  141971  tt1180333   \n",
       "15074                                                NaN   22649  tt0022879   \n",
       "15765                                                NaN   13209  tt0499537   \n",
       "16764                                                NaN  141971  tt1180333   \n",
       "20843                                                NaN   77221  tt1701210   \n",
       "20899                                                NaN  109962  tt0082992   \n",
       "21116                                                NaN   84198  tt1736049   \n",
       "21165                                                NaN  119916  tt0080000   \n",
       "21854                                                NaN  152795  tt1821641   \n",
       "22151             http://www.daysofdarknessthemovie.com/   18440  tt0499456   \n",
       "23044                                                NaN   25541  tt1327820   \n",
       "23534                                                NaN  110428  tt2018086   \n",
       "24844                       http://www.dealthemovie.com/   11115  tt0446676   \n",
       "26625                                                NaN   69234  tt0100361   \n",
       "28860                                                NaN  168538  tt0084387   \n",
       "29374                                                NaN   42495  tt0067306   \n",
       "30001                                                NaN  132641  tt0046468   \n",
       "33743                                                NaN   15028  tt0157472   \n",
       "33826                                                NaN    4912  tt0270288   \n",
       "35798                                                NaN  159849  tt0173769   \n",
       "38871                                                NaN   99080  tt0022537   \n",
       "40040                                                NaN  298721  tt2818654   \n",
       "40276                                                NaN   97995  tt0127834   \n",
       "44821                  http://movies.warnerbros.com/pk3/   10991  tt0235679   \n",
       "44826  http://www.pokemon.com/us/movies/movie-pokemon...   12600  tt0287635   \n",
       "45265                                                NaN  265189  tt2121382   \n",
       "\n",
       "      original_language                    original_title  \\\n",
       "1465                 de                   Das Versprechen   \n",
       "9165                 fr                       Le Samouraï   \n",
       "9327                 en                       The Warrior   \n",
       "12066                en                            Bubble   \n",
       "13375                fi                          Blackout   \n",
       "15074                en                A Farewell to Arms   \n",
       "15765                fa                           Offside   \n",
       "16764                fi                          Blackout   \n",
       "20843                en                        Black Gold   \n",
       "20899                en                   Rich and Famous   \n",
       "21116                en              A Place at the Table   \n",
       "21165                en                       The Tempest   \n",
       "21854                en                      The Congress   \n",
       "22151                en                  Days of Darkness   \n",
       "23044                da                        Broderskab   \n",
       "23534                fr              Camille Claudel 1915   \n",
       "24844                en                              Deal   \n",
       "26625                en          The Phantom of the Opera   \n",
       "28860                en                              Nana   \n",
       "29374                en                         King Lear   \n",
       "30001                ja                             Tsuma   \n",
       "33743                en                     Clockstoppers   \n",
       "33826                en   Confessions of a Dangerous Mind   \n",
       "35798                en  Why We Fight: Divide and Conquer   \n",
       "38871                en                        The Viking   \n",
       "40040                th                     รักที่ขอนแก่น   \n",
       "40276                en              Seven Years Bad Luck   \n",
       "44821                ja              Pokémon 3: The Movie   \n",
       "44826                ja    劇場版ポケットモンスター セレビィ 時を越えた遭遇（であい）   \n",
       "45265                sv                            Turist   \n",
       "\n",
       "                                                overview  ... release_date  \\\n",
       "1465   East-Berlin, 1961, shortly after the erection ...  ...   1995-02-16   \n",
       "9165   Hitman Jef Costello is a perfectionist who alw...  ...   1967-10-25   \n",
       "9327   In feudal India, a warrior (Khan) who renounce...  ...   2001-09-23   \n",
       "12066  Set against the backdrop of a decaying Midwest...  ...   2005-09-03   \n",
       "13375  Recovering from a nail gun shot to the head an...  ...   2008-12-26   \n",
       "15074  British nurse Catherine Barkley (Helen Hayes) ...  ...   1932-12-08   \n",
       "15765  Since women are banned from soccer matches, Ir...  ...   2006-05-26   \n",
       "16764  Recovering from a nail gun shot to the head an...  ...   2008-12-26   \n",
       "20843  On the Arabian Peninsula in the 1930s, two war...  ...   2011-12-21   \n",
       "20899  Two literary women compete for 20 years: one w...  ...   1981-09-23   \n",
       "21116  Using personal stories, this powerful document...  ...   2012-03-22   \n",
       "21165  Prospero, the true Duke of Milan is now living...  ...   1980-02-27   \n",
       "21854  More than two decades after catapulting to sta...  ...   2013-05-16   \n",
       "22151  When a comet strikes Earth and kicks up a clou...  ...   2007-01-01   \n",
       "23044  Former Danish servicemen Lars and Jimmy are th...  ...   2009-10-21   \n",
       "23534  Winter, 1915. Confined by her family to an asy...  ...   2013-03-13   \n",
       "24844  As an ex-gambler teaches a hot-shot college ki...  ...   2008-01-29   \n",
       "26625  Count de Chagnie has discovered Christine's si...  ...   1990-03-18   \n",
       "28860  In Zola's Paris, an ingenue arrives at a tony ...  ...   1983-06-13   \n",
       "29374  King Lear, old and tired, divides his kingdom ...  ...   1971-02-04   \n",
       "30001  Ten years into a marriage, the wife is disappo...  ...   1953-04-29   \n",
       "33743  Until now, Zak Gibbs' greatest challenge has b...  ...   2002-03-17   \n",
       "33826  Television made him famous, but his biggest hi...  ...   2002-12-30   \n",
       "35798  The third film of Frank Capra's 'Why We Fight\"...  ...   1943-01-01   \n",
       "38871  Originally called White Thunder, American prod...  ...   1931-06-21   \n",
       "40040  In a hospital, ten soldiers are being treated ...  ...   2015-09-02   \n",
       "40276  After breaking a mirror in his home, superstit...  ...   1921-02-06   \n",
       "44821  When Molly Hale's sadness of her father's disa...  ...   2000-07-08   \n",
       "44826  All your favorite Pokémon characters are back,...  ...   2001-07-06   \n",
       "45265  While holidaying in the French Alps, a Swedish...  ...   2014-08-15   \n",
       "\n",
       "          revenue runtime                                   spoken_languages  \\\n",
       "1465          0.0   115.0           [{'iso_639_1': 'de', 'name': 'Deutsch'}]   \n",
       "9165      39481.0   105.0          [{'iso_639_1': 'fr', 'name': 'Français'}]   \n",
       "9327          0.0    86.0            [{'iso_639_1': 'hi', 'name': 'हिन्दी'}]   \n",
       "12066         0.0    73.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "13375         0.0   108.0             [{'iso_639_1': 'fi', 'name': 'suomi'}]   \n",
       "15074        25.0    89.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "15765         0.0    93.0             [{'iso_639_1': 'fa', 'name': 'فارسی'}]   \n",
       "16764         0.0   108.0             [{'iso_639_1': 'fi', 'name': 'suomi'}]   \n",
       "20843   5446000.0   130.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "20899         0.0   115.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "21116         0.0    84.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "21165         0.0   123.0                                                 []   \n",
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       "22151         0.0    89.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "23044         0.0    90.0             [{'iso_639_1': 'da', 'name': 'Dansk'}]   \n",
       "23534    115860.0    95.0          [{'iso_639_1': 'fr', 'name': 'Français'}]   \n",
       "24844         0.0    85.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "26625         0.0   168.0  [{'iso_639_1': 'en', 'name': 'English'}, {'iso...   \n",
       "28860         0.0    92.0                                                 []   \n",
       "29374         0.0   137.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "30001         0.0    89.0               [{'iso_639_1': 'ja', 'name': '日本語'}]   \n",
       "33743  38793283.0    94.0  [{'iso_639_1': 'cs', 'name': 'Český'}, {'iso_6...   \n",
       "33826  33013805.0   113.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "35798         0.0    57.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "38871         0.0    70.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "40040         0.0   122.0  [{'iso_639_1': 'en', 'name': 'English'}, {'iso...   \n",
       "40276         0.0    62.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "44821  68411275.0    93.0           [{'iso_639_1': 'en', 'name': 'English'}]   \n",
       "44826  28023563.0    75.0               [{'iso_639_1': 'ja', 'name': '日本語'}]   \n",
       "45265   1359497.0   118.0  [{'iso_639_1': 'fr', 'name': 'Français'}, {'is...   \n",
       "\n",
       "         status                                            tagline  \\\n",
       "1465   Released                            A love, a hope, a wall.   \n",
       "9165   Released  There is no solitude greater than that of the ...   \n",
       "9327   Released                                                NaN   \n",
       "12066  Released                                                NaN   \n",
       "13375  Released  Which one is the first to return - memory or t...   \n",
       "15074  Released          Every woman who has loved will understand   \n",
       "15765  Released                                                NaN   \n",
       "16764  Released  Which one is the first to return - memory or t...   \n",
       "20843  Released                                                NaN   \n",
       "20899  Released  From the very beginning, they knew they'd be f...   \n",
       "21116  Released                              One Nation. Underfed.   \n",
       "21165  Released                                                NaN   \n",
       "21854  Released                                                NaN   \n",
       "22151  Released                                                NaN   \n",
       "23044  Released                                                NaN   \n",
       "23534  Released                                                NaN   \n",
       "24844  Released                                                NaN   \n",
       "26625  Released                                                NaN   \n",
       "28860  Released                                                NaN   \n",
       "29374   Rumored                                                NaN   \n",
       "30001  Released                                                NaN   \n",
       "33743  Released  The adventure of a lifetime, in a few mere sec...   \n",
       "33826  Released            Some things are better left top secret.   \n",
       "35798  Released                                                NaN   \n",
       "38871  Released  Actually produced during the Great Newfoundlan...   \n",
       "40040  Released                                                NaN   \n",
       "40276  Released                                                NaN   \n",
       "44821  Released                      Pokémon: Spell of the Unknown   \n",
       "44826  Released                                                NaN   \n",
       "45265  Released                                                NaN   \n",
       "\n",
       "                                             title  video vote_average  \\\n",
       "1465                                   The Promise  False          5.0   \n",
       "9165                                   Le Samouraï  False          7.9   \n",
       "9327                                   The Warrior  False          6.3   \n",
       "12066                                       Bubble  False          6.4   \n",
       "13375                                     Blackout  False          6.7   \n",
       "15074                           A Farewell to Arms  False          6.2   \n",
       "15765                                      Offside  False          6.7   \n",
       "16764                                     Blackout  False          6.7   \n",
       "20843                                   Black Gold  False          5.9   \n",
       "20899                              Rich and Famous  False          4.9   \n",
       "21116                         A Place at the Table  False          6.9   \n",
       "21165                                  The Tempest  False          0.0   \n",
       "21854                                 The Congress  False          6.4   \n",
       "22151                             Days of Darkness  False          5.0   \n",
       "23044                                  Brotherhood  False          7.1   \n",
       "23534                         Camille Claudel 1915  False          7.0   \n",
       "24844                                         Deal  False          5.2   \n",
       "26625                     The Phantom of the Opera  False          5.0   \n",
       "28860               Nana, the True Key of Pleasure  False          4.7   \n",
       "29374                                    King Lear  False          8.0   \n",
       "30001                                         Wife  False          0.0   \n",
       "33743                                Clockstoppers  False          4.9   \n",
       "33826              Confessions of a Dangerous Mind  False          6.6   \n",
       "35798             Why We Fight: Divide and Conquer  False          5.0   \n",
       "38871                                   The Viking  False          0.0   \n",
       "40040                        Cemetery of Splendour  False          4.4   \n",
       "40276                         Seven Years Bad Luck  False          5.6   \n",
       "44821                Pokémon: Spell of the Unknown  False          6.0   \n",
       "44826  Pokémon 4Ever: Celebi - Voice of the Forest  False          5.7   \n",
       "45265                                Force Majeure  False          6.8   \n",
       "\n",
       "      vote_count  \n",
       "1465         1.0  \n",
       "9165       187.0  \n",
       "9327        15.0  \n",
       "12066       36.0  \n",
       "13375        3.0  \n",
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       "20843       77.0  \n",
       "20899        7.0  \n",
       "21116        7.0  \n",
       "21165        0.0  \n",
       "21854      165.0  \n",
       "22151        5.0  \n",
       "23044       21.0  \n",
       "23534       20.0  \n",
       "24844       22.0  \n",
       "26625        3.0  \n",
       "28860        3.0  \n",
       "29374        3.0  \n",
       "30001        0.0  \n",
       "33743       90.0  \n",
       "33826      281.0  \n",
       "35798        1.0  \n",
       "38871        0.0  \n",
       "40040       50.0  \n",
       "40276        4.0  \n",
       "44821      144.0  \n",
       "44826       82.0  \n",
       "45265      255.0  \n",
       "\n",
       "[30 rows x 24 columns]"
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     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_metadata[movies_metadata.duplicated([\"id\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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       "                     adult belongs_to_collection  \\\n",
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       "19730  [{'iso_3166_1': 'CA', 'name': 'Canada'}, {'iso...  1997-08-20       0   \n",
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   ]
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  {
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   "execution_count": 38,
   "metadata": {},
   "outputs": [
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 45466 entries, 0 to 45465\n",
      "Data columns (total 24 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
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      " 7   original_language      45455 non-null  object \n",
      " 8   original_title         45466 non-null  object \n",
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      " 10  popularity             45461 non-null  object \n",
      " 11  poster_path            45080 non-null  object \n",
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      " 17  spoken_languages       45460 non-null  object \n",
      " 18  status                 45379 non-null  object \n",
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      " 20  title                  45460 non-null  object \n",
      " 21  video                  45460 non-null  object \n",
      " 22  vote_average           45460 non-null  float64\n",
      " 23  vote_count             45460 non-null  float64\n",
      "dtypes: float64(4), object(20)\n",
      "memory usage: 8.3+ MB\n"
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   "source": [
    "movies_metadata.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "   adult                              belongs_to_collection    budget  \\\n",
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     "execution_count": 7,
     "metadata": {},
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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       "    <tr>\n",
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       "      <td>1257031858</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>26024289 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          userId  movieId  rating   timestamp\n",
       "0              1      110     1.0  1425941529\n",
       "1              1      147     4.5  1425942435\n",
       "2              1      858     5.0  1425941523\n",
       "3              1     1221     5.0  1425941546\n",
       "4              1     1246     5.0  1425941556\n",
       "...          ...      ...     ...         ...\n",
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       "26024287  270896    64957     4.5  1257033990\n",
       "26024288  270896    71878     2.0  1257031858\n",
       "\n",
       "[26024289 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "          userId  movieId  rating  timestamp\n",
       "184624      1923      862     3.0  858335006\n",
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       "25980015  270422      862     4.0  941664133\n",
       "26001292  270654      862     4.0  976204090\n",
       "\n",
       "[374 rows x 4 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings[ratings['movieId'] == 862]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "</div>"
      ],
      "text/plain": [
       "       movieId   imdbId    tmdbId\n",
       "0            1   114709     862.0\n",
       "1            2   113497    8844.0\n",
       "2            3   113228   15602.0\n",
       "3            4   114885   31357.0\n",
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       "45841   176275     8536  227506.0\n",
       "45842   176279  6980792  461257.0\n",
       "\n",
       "[45843 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</table>\n",
       "<p>45843 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       movieId   imdbId    tmdbId\n",
       "0            1   114709     862.0\n",
       "1            2   113497    8844.0\n",
       "2            3   113228   15602.0\n",
       "3            4   114885   31357.0\n",
       "4            5   113041   11862.0\n",
       "...        ...      ...       ...\n",
       "45838   176269  6209470  439050.0\n",
       "45839   176271  2028550  111109.0\n",
       "45840   176273   303758   67758.0\n",
       "45841   176275     8536  227506.0\n",
       "45842   176279  6980792  461257.0\n",
       "\n",
       "[45843 rows x 3 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "links.duplicated(['movieId'], keep='first')\n",
    "links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</table>\n",
       "<p>46419 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id                                           keywords\n",
       "0         862  [{'id': 931, 'name': 'jealousy'}, {'id': 4290,...\n",
       "1        8844  [{'id': 10090, 'name': 'board game'}, {'id': 1...\n",
       "2       15602  [{'id': 1495, 'name': 'fishing'}, {'id': 12392...\n",
       "3       31357  [{'id': 818, 'name': 'based on novel'}, {'id':...\n",
       "4       11862  [{'id': 1009, 'name': 'baby'}, {'id': 1599, 'n...\n",
       "...       ...                                                ...\n",
       "46414  439050             [{'id': 10703, 'name': 'tragic love'}]\n",
       "46415  111109  [{'id': 2679, 'name': 'artist'}, {'id': 14531,...\n",
       "46416   67758                                                 []\n",
       "46417  227506                                                 []\n",
       "46418  461257                                                 []\n",
       "\n",
       "[46419 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'id': 931, 'name': 'jealousy'}, {'id': 4290, 'name': 'toy'}, {'id': 5202, 'name': 'boy'}, {'id': 6054, 'name': 'friendship'}, {'id': 9713, 'name': 'friends'}, {'id': 9823, 'name': 'rivalry'}, {'id': 165503, 'name': 'boy next door'}, {'id': 170722, 'name': 'new toy'}, {'id': 187065, 'name': 'toy comes to life'}]\n"
     ]
    }
   ],
   "source": [
    "print(keywords[keywords['id'] == 862][\"keywords\"][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>12066</th>\n",
       "      <td>14788</td>\n",
       "      <td>[{'id': 9826, 'name': 'murder'}, {'id': 10183,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13375</th>\n",
       "      <td>141971</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40994</th>\n",
       "      <td>298721</td>\n",
       "      <td>[{'id': 1227, 'name': 'cemetery'}, {'id': 1261...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41230</th>\n",
       "      <td>97995</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45774</th>\n",
       "      <td>10991</td>\n",
       "      <td>[{'id': 1262, 'name': 'mountain'}, {'id': 2802...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45779</th>\n",
       "      <td>12600</td>\n",
       "      <td>[{'id': 9663, 'name': 'sequel'}, {'id': 11451,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46218</th>\n",
       "      <td>265189</td>\n",
       "      <td>[{'id': 293, 'name': 'female nudity'}, {'id': ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>987 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id                                           keywords\n",
       "1465   105045  [{'id': 7059, 'name': 'anti-communism'}, {'id'...\n",
       "9165     5511  [{'id': 90, 'name': 'paris'}, {'id': 1010, 'na...\n",
       "9327    23305                                                 []\n",
       "12066   14788  [{'id': 9826, 'name': 'murder'}, {'id': 10183,...\n",
       "13375  141971                                                 []\n",
       "...       ...                                                ...\n",
       "40994  298721  [{'id': 1227, 'name': 'cemetery'}, {'id': 1261...\n",
       "41230   97995                                                 []\n",
       "45774   10991  [{'id': 1262, 'name': 'mountain'}, {'id': 2802...\n",
       "45779   12600  [{'id': 9663, 'name': 'sequel'}, {'id': 11451,...\n",
       "46218  265189  [{'id': 293, 'name': 'female nudity'}, {'id': ...\n",
       "\n",
       "[987 rows x 2 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# keywords data 내에 id 중복이 있는지 확인\n",
    "keywords[keywords.duplicated(['id'])] # 중복이 있다면 True 반환"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 중복된 id 제거\n",
    "keywords = keywords.drop_duplicates(['id'], keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'keywords' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mkeywords\u001b[49m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'keywords' is not defined"
     ]
    }
   ],
   "source": [
    "keywords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>862</td>\n",
       "      <td>[{'id': 931, 'name': 'jealousy'}, {'id': 4290,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8844</td>\n",
       "      <td>[{'id': 10090, 'name': 'board game'}, {'id': 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15602</td>\n",
       "      <td>[{'id': 1495, 'name': 'fishing'}, {'id': 12392...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31357</td>\n",
       "      <td>[{'id': 818, 'name': 'based on novel'}, {'id':...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11862</td>\n",
       "      <td>[{'id': 1009, 'name': 'baby'}, {'id': 1599, 'n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45427</th>\n",
       "      <td>439050</td>\n",
       "      <td>[{'id': 10703, 'name': 'tragic love'}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45428</th>\n",
       "      <td>111109</td>\n",
       "      <td>[{'id': 2679, 'name': 'artist'}, {'id': 14531,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45429</th>\n",
       "      <td>67758</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45430</th>\n",
       "      <td>227506</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45431</th>\n",
       "      <td>461257</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>45432 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           id                                           keywords\n",
       "0         862  [{'id': 931, 'name': 'jealousy'}, {'id': 4290,...\n",
       "1        8844  [{'id': 10090, 'name': 'board game'}, {'id': 1...\n",
       "2       15602  [{'id': 1495, 'name': 'fishing'}, {'id': 12392...\n",
       "3       31357  [{'id': 818, 'name': 'based on novel'}, {'id':...\n",
       "4       11862  [{'id': 1009, 'name': 'baby'}, {'id': 1599, 'n...\n",
       "...       ...                                                ...\n",
       "45427  439050             [{'id': 10703, 'name': 'tragic love'}]\n",
       "45428  111109  [{'id': 2679, 'name': 'artist'}, {'id': 14531,...\n",
       "45429   67758                                                 []\n",
       "45430  227506                                                 []\n",
       "45431  461257                                                 []\n",
       "\n",
       "[45432 rows x 2 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keywords.reset_index(drop=True, inplace=True) # index 재정렬\n",
    "keywords"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Imdb dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_26010/2210400724.py:2: DtypeWarning: Columns (7) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  title_akas = pd.read_csv(\"./imdb/title.akas.tsv\", delimiter='\\t')\n",
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_26010/2210400724.py:3: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  title_basic = pd.read_csv(\"./imdb/title.basics.tsv\", delimiter='\\t')\n"
     ]
    }
   ],
   "source": [
    "name_basics = pd.read_csv(\"./imdb/name.basics.tsv\", delimiter='\\t')\n",
    "title_akas = pd.read_csv(\"./imdb/title.akas.tsv\", delimiter='\\t')\n",
    "title_basic = pd.read_csv(\"./imdb/title.basics.tsv\", delimiter='\\t')\n",
    "title_crew = pd.read_csv(\"./imdb/title.crew.tsv\", delimiter='\\t')\n",
    "title_episode = pd.read_csv(\"./imdb/title.episode.tsv\", delimiter='\\t')\n",
    "title_principals = pd.read_csv(\"./imdb/title.principals.tsv\", delimiter='\\t')\n",
    "title_ratings = pd.read_csv(\"./imdb/title.ratings.tsv\", delimiter='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['self', 'director', 'cinematographer', 'composer', 'producer',\n",
       "       'editor', 'actor', 'actress', 'writer', 'production_designer',\n",
       "       'archive_footage', 'archive_sound'], dtype=object)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals.category.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
       "      <th>job</th>\n",
       "      <th>characters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>1</td>\n",
       "      <td>nm1588970</td>\n",
       "      <td>self</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Self\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0005690</td>\n",
       "      <td>director</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0374658</td>\n",
       "      <td>cinematographer</td>\n",
       "      <td>director of photography</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0721526</td>\n",
       "      <td>director</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1335271</td>\n",
       "      <td>composer</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812672</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>5</td>\n",
       "      <td>nm0584014</td>\n",
       "      <td>director</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812673</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>6</td>\n",
       "      <td>nm0996406</td>\n",
       "      <td>director</td>\n",
       "      <td>principal director</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812674</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>7</td>\n",
       "      <td>nm1482639</td>\n",
       "      <td>writer</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812675</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>8</td>\n",
       "      <td>nm2586970</td>\n",
       "      <td>writer</td>\n",
       "      <td>books</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812676</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>9</td>\n",
       "      <td>nm1594058</td>\n",
       "      <td>producer</td>\n",
       "      <td>producer</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60812677 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst  ordering     nconst         category  \\\n",
       "0         tt0000001         1  nm1588970             self   \n",
       "1         tt0000001         2  nm0005690         director   \n",
       "2         tt0000001         3  nm0374658  cinematographer   \n",
       "3         tt0000002         1  nm0721526         director   \n",
       "4         tt0000002         2  nm1335271         composer   \n",
       "...             ...       ...        ...              ...   \n",
       "60812672  tt9916880         5  nm0584014         director   \n",
       "60812673  tt9916880         6  nm0996406         director   \n",
       "60812674  tt9916880         7  nm1482639           writer   \n",
       "60812675  tt9916880         8  nm2586970           writer   \n",
       "60812676  tt9916880         9  nm1594058         producer   \n",
       "\n",
       "                              job characters  \n",
       "0                              \\N   [\"Self\"]  \n",
       "1                              \\N         \\N  \n",
       "2         director of photography         \\N  \n",
       "3                              \\N         \\N  \n",
       "4                              \\N         \\N  \n",
       "...                           ...        ...  \n",
       "60812672                       \\N         \\N  \n",
       "60812673       principal director         \\N  \n",
       "60812674                       \\N         \\N  \n",
       "60812675                    books         \\N  \n",
       "60812676                 producer         \\N  \n",
       "\n",
       "[60812677 rows x 6 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nconst</th>\n",
       "      <th>primaryName</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>deathYear</th>\n",
       "      <th>primaryProfession</th>\n",
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       "      <th>0</th>\n",
       "      <td>nm0000001</td>\n",
       "      <td>Fred Astaire</td>\n",
       "      <td>1899</td>\n",
       "      <td>1987</td>\n",
       "      <td>soundtrack,actor,miscellaneous</td>\n",
       "      <td>tt0053137,tt0072308,tt0027125,tt0050419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nm0000002</td>\n",
       "      <td>Lauren Bacall</td>\n",
       "      <td>1924</td>\n",
       "      <td>2014</td>\n",
       "      <td>actress,soundtrack</td>\n",
       "      <td>tt0038355,tt0037382,tt0075213,tt0117057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nm0000003</td>\n",
       "      <td>Brigitte Bardot</td>\n",
       "      <td>1934</td>\n",
       "      <td>\\N</td>\n",
       "      <td>actress,soundtrack,music_department</td>\n",
       "      <td>tt0056404,tt0057345,tt0049189,tt0054452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nm0000004</td>\n",
       "      <td>John Belushi</td>\n",
       "      <td>1949</td>\n",
       "      <td>1982</td>\n",
       "      <td>actor,soundtrack,writer</td>\n",
       "      <td>tt0077975,tt0080455,tt0072562,tt0078723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nm0000005</td>\n",
       "      <td>Ingmar Bergman</td>\n",
       "      <td>1918</td>\n",
       "      <td>2007</td>\n",
       "      <td>writer,director,actor</td>\n",
       "      <td>tt0083922,tt0050976,tt0050986,tt0069467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>13324540</th>\n",
       "      <td>nm9993714</td>\n",
       "      <td>Romeo del Rosario</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>animation_department,art_department</td>\n",
       "      <td>tt11657662,tt14069590,tt2455546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13324541</th>\n",
       "      <td>nm9993716</td>\n",
       "      <td>Essias Loberg</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13324542</th>\n",
       "      <td>nm9993717</td>\n",
       "      <td>Harikrishnan Rajan</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>cinematographer</td>\n",
       "      <td>tt8736744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13324543</th>\n",
       "      <td>nm9993718</td>\n",
       "      <td>Aayush Nair</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>cinematographer</td>\n",
       "      <td>tt8736744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13324544</th>\n",
       "      <td>nm9993719</td>\n",
       "      <td>Andre Hill</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13324545 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             nconst         primaryName birthYear deathYear  \\\n",
       "0         nm0000001        Fred Astaire      1899      1987   \n",
       "1         nm0000002       Lauren Bacall      1924      2014   \n",
       "2         nm0000003     Brigitte Bardot      1934        \\N   \n",
       "3         nm0000004        John Belushi      1949      1982   \n",
       "4         nm0000005      Ingmar Bergman      1918      2007   \n",
       "...             ...                 ...       ...       ...   \n",
       "13324540  nm9993714   Romeo del Rosario        \\N        \\N   \n",
       "13324541  nm9993716       Essias Loberg        \\N        \\N   \n",
       "13324542  nm9993717  Harikrishnan Rajan        \\N        \\N   \n",
       "13324543  nm9993718         Aayush Nair        \\N        \\N   \n",
       "13324544  nm9993719          Andre Hill        \\N        \\N   \n",
       "\n",
       "                            primaryProfession  \\\n",
       "0              soundtrack,actor,miscellaneous   \n",
       "1                          actress,soundtrack   \n",
       "2         actress,soundtrack,music_department   \n",
       "3                     actor,soundtrack,writer   \n",
       "4                       writer,director,actor   \n",
       "...                                       ...   \n",
       "13324540  animation_department,art_department   \n",
       "13324541                                  NaN   \n",
       "13324542                      cinematographer   \n",
       "13324543                      cinematographer   \n",
       "13324544                                  NaN   \n",
       "\n",
       "                                   knownForTitles  \n",
       "0         tt0053137,tt0072308,tt0027125,tt0050419  \n",
       "1         tt0038355,tt0037382,tt0075213,tt0117057  \n",
       "2         tt0056404,tt0057345,tt0049189,tt0054452  \n",
       "3         tt0077975,tt0080455,tt0072562,tt0078723  \n",
       "4         tt0083922,tt0050976,tt0050986,tt0069467  \n",
       "...                                           ...  \n",
       "13324540          tt11657662,tt14069590,tt2455546  \n",
       "13324541                                       \\N  \n",
       "13324542                                tt8736744  \n",
       "13324543                                tt8736744  \n",
       "13324544                                       \\N  \n",
       "\n",
       "[13324545 rows x 6 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name_basics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>short</td>\n",
       "      <td>Carmencita</td>\n",
       "      <td>Carmencita</td>\n",
       "      <td>0</td>\n",
       "      <td>1894</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>Documentary,Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>short</td>\n",
       "      <td>Le clown et ses chiens</td>\n",
       "      <td>Le clown et ses chiens</td>\n",
       "      <td>0</td>\n",
       "      <td>1892</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5</td>\n",
       "      <td>Animation,Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000003</td>\n",
       "      <td>short</td>\n",
       "      <td>Pauvre Pierrot</td>\n",
       "      <td>Pauvre Pierrot</td>\n",
       "      <td>0</td>\n",
       "      <td>1892</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4</td>\n",
       "      <td>Animation,Comedy,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0000004</td>\n",
       "      <td>short</td>\n",
       "      <td>Un bon bock</td>\n",
       "      <td>Un bon bock</td>\n",
       "      <td>0</td>\n",
       "      <td>1892</td>\n",
       "      <td>\\N</td>\n",
       "      <td>12</td>\n",
       "      <td>Animation,Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>short</td>\n",
       "      <td>Blacksmith Scene</td>\n",
       "      <td>Blacksmith Scene</td>\n",
       "      <td>0</td>\n",
       "      <td>1893</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>Comedy,Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611242</th>\n",
       "      <td>tt9916848</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #3.17</td>\n",
       "      <td>Episode #3.17</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Action,Drama,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611243</th>\n",
       "      <td>tt9916850</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #3.19</td>\n",
       "      <td>Episode #3.19</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Action,Drama,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611244</th>\n",
       "      <td>tt9916852</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #3.20</td>\n",
       "      <td>Episode #3.20</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Action,Drama,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611245</th>\n",
       "      <td>tt9916856</td>\n",
       "      <td>short</td>\n",
       "      <td>The Wind</td>\n",
       "      <td>The Wind</td>\n",
       "      <td>0</td>\n",
       "      <td>2015</td>\n",
       "      <td>\\N</td>\n",
       "      <td>27</td>\n",
       "      <td>Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611246</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Horrid Henry Knows It All</td>\n",
       "      <td>Horrid Henry Knows It All</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>\\N</td>\n",
       "      <td>10</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10611247 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst  titleType               primaryTitle  \\\n",
       "0         tt0000001      short                 Carmencita   \n",
       "1         tt0000002      short     Le clown et ses chiens   \n",
       "2         tt0000003      short             Pauvre Pierrot   \n",
       "3         tt0000004      short                Un bon bock   \n",
       "4         tt0000005      short           Blacksmith Scene   \n",
       "...             ...        ...                        ...   \n",
       "10611242  tt9916848  tvEpisode              Episode #3.17   \n",
       "10611243  tt9916850  tvEpisode              Episode #3.19   \n",
       "10611244  tt9916852  tvEpisode              Episode #3.20   \n",
       "10611245  tt9916856      short                   The Wind   \n",
       "10611246  tt9916880  tvEpisode  Horrid Henry Knows It All   \n",
       "\n",
       "                      originalTitle isAdult startYear endYear runtimeMinutes  \\\n",
       "0                        Carmencita       0      1894      \\N              1   \n",
       "1            Le clown et ses chiens       0      1892      \\N              5   \n",
       "2                    Pauvre Pierrot       0      1892      \\N              4   \n",
       "3                       Un bon bock       0      1892      \\N             12   \n",
       "4                  Blacksmith Scene       0      1893      \\N              1   \n",
       "...                             ...     ...       ...     ...            ...   \n",
       "10611242              Episode #3.17       0      2009      \\N             \\N   \n",
       "10611243              Episode #3.19       0      2010      \\N             \\N   \n",
       "10611244              Episode #3.20       0      2010      \\N             \\N   \n",
       "10611245                   The Wind       0      2015      \\N             27   \n",
       "10611246  Horrid Henry Knows It All       0      2014      \\N             10   \n",
       "\n",
       "                              genres  \n",
       "0                  Documentary,Short  \n",
       "1                    Animation,Short  \n",
       "2           Animation,Comedy,Romance  \n",
       "3                    Animation,Short  \n",
       "4                       Comedy,Short  \n",
       "...                              ...  \n",
       "10611242         Action,Drama,Family  \n",
       "10611243         Action,Drama,Family  \n",
       "10611244         Action,Drama,Family  \n",
       "10611245                       Short  \n",
       "10611246  Adventure,Animation,Comedy  \n",
       "\n",
       "[10611247 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_basic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>nm0005690</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>nm0721526</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000003</td>\n",
       "      <td>nm0721526</td>\n",
       "      <td>\\N</td>\n",
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       "      <th>3</th>\n",
       "      <td>tt0000004</td>\n",
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       "      <td>tt0000005</td>\n",
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       "      <th>10611242</th>\n",
       "      <td>tt9916848</td>\n",
       "      <td>nm1485677</td>\n",
       "      <td>nm9187127,nm1485677,nm9826385,nm9299459,nm1628284</td>\n",
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       "    <tr>\n",
       "      <th>10611243</th>\n",
       "      <td>tt9916850</td>\n",
       "      <td>nm1485677</td>\n",
       "      <td>nm9187127,nm1485677,nm9826385,nm1628284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611244</th>\n",
       "      <td>tt9916852</td>\n",
       "      <td>nm1485677</td>\n",
       "      <td>nm9187127,nm1485677,nm9826385,nm9299459,nm1628284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611245</th>\n",
       "      <td>tt9916856</td>\n",
       "      <td>nm10538645</td>\n",
       "      <td>nm6951431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10611246</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>nm0584014,nm0996406</td>\n",
       "      <td>nm1482639,nm2586970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10611247 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst            directors  \\\n",
       "0         tt0000001            nm0005690   \n",
       "1         tt0000002            nm0721526   \n",
       "2         tt0000003            nm0721526   \n",
       "3         tt0000004            nm0721526   \n",
       "4         tt0000005            nm0005690   \n",
       "...             ...                  ...   \n",
       "10611242  tt9916848            nm1485677   \n",
       "10611243  tt9916850            nm1485677   \n",
       "10611244  tt9916852            nm1485677   \n",
       "10611245  tt9916856           nm10538645   \n",
       "10611246  tt9916880  nm0584014,nm0996406   \n",
       "\n",
       "                                                    writers  \n",
       "0                                                        \\N  \n",
       "1                                                        \\N  \n",
       "2                                                        \\N  \n",
       "3                                                        \\N  \n",
       "4                                                        \\N  \n",
       "...                                                     ...  \n",
       "10611242  nm9187127,nm1485677,nm9826385,nm9299459,nm1628284  \n",
       "10611243            nm9187127,nm1485677,nm9826385,nm1628284  \n",
       "10611244  nm9187127,nm1485677,nm9826385,nm9299459,nm1628284  \n",
       "10611245                                          nm6951431  \n",
       "10611246                                nm1482639,nm2586970  \n",
       "\n",
       "[10611247 rows x 3 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_crew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2033</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>5.7</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000003</td>\n",
       "      <td>6.5</td>\n",
       "      <td>1976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0000004</td>\n",
       "      <td>5.4</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2733</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1411465</th>\n",
       "      <td>tt9916730</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411466</th>\n",
       "      <td>tt9916766</td>\n",
       "      <td>7.1</td>\n",
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       "    <tr>\n",
       "      <th>1411467</th>\n",
       "      <td>tt9916778</td>\n",
       "      <td>7.2</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411468</th>\n",
       "      <td>tt9916840</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411469</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>8.2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1411470 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tconst  averageRating  numVotes\n",
       "0        tt0000001            5.7      2033\n",
       "1        tt0000002            5.7       272\n",
       "2        tt0000003            6.5      1976\n",
       "3        tt0000004            5.4       178\n",
       "4        tt0000005            6.2      2733\n",
       "...            ...            ...       ...\n",
       "1411465  tt9916730            7.0        12\n",
       "1411466  tt9916766            7.1        23\n",
       "1411467  tt9916778            7.2        36\n",
       "1411468  tt9916840            7.5         7\n",
       "1411469  tt9916880            8.2         6\n",
       "\n",
       "[1411470 rows x 3 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>parentTconst</th>\n",
       "      <th>seasonNumber</th>\n",
       "      <th>episodeNumber</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0041951</td>\n",
       "      <td>tt0041038</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0042816</td>\n",
       "      <td>tt0989125</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0042889</td>\n",
       "      <td>tt0989125</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0043426</td>\n",
       "      <td>tt0040051</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0043631</td>\n",
       "      <td>tt0989125</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114973</th>\n",
       "      <td>tt9916846</td>\n",
       "      <td>tt1289683</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114974</th>\n",
       "      <td>tt9916848</td>\n",
       "      <td>tt1289683</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114975</th>\n",
       "      <td>tt9916850</td>\n",
       "      <td>tt1289683</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114976</th>\n",
       "      <td>tt9916852</td>\n",
       "      <td>tt1289683</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8114977</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>tt0985991</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8114978 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tconst parentTconst seasonNumber episodeNumber\n",
       "0        tt0041951    tt0041038            1             9\n",
       "1        tt0042816    tt0989125            1            17\n",
       "2        tt0042889    tt0989125           \\N            \\N\n",
       "3        tt0043426    tt0040051            3            42\n",
       "4        tt0043631    tt0989125            2            16\n",
       "...            ...          ...          ...           ...\n",
       "8114973  tt9916846    tt1289683            3            18\n",
       "8114974  tt9916848    tt1289683            3            17\n",
       "8114975  tt9916850    tt1289683            3            19\n",
       "8114976  tt9916852    tt1289683            3            20\n",
       "8114977  tt9916880    tt0985991            4             2\n",
       "\n",
       "[8114978 rows x 4 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_episode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2033</td>\n",
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       "      <th>1</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>5.7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000003</td>\n",
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       "      <td>1976</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0000004</td>\n",
       "      <td>5.4</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2733</td>\n",
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       "    <tr>\n",
       "      <th>1411465</th>\n",
       "      <td>tt9916730</td>\n",
       "      <td>7.0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411466</th>\n",
       "      <td>tt9916766</td>\n",
       "      <td>7.1</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411467</th>\n",
       "      <td>tt9916778</td>\n",
       "      <td>7.2</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411468</th>\n",
       "      <td>tt9916840</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411469</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>8.2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1411470 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tconst  averageRating  numVotes\n",
       "0        tt0000001            5.7      2033\n",
       "1        tt0000002            5.7       272\n",
       "2        tt0000003            6.5      1976\n",
       "3        tt0000004            5.4       178\n",
       "4        tt0000005            6.2      2733\n",
       "...            ...            ...       ...\n",
       "1411465  tt9916730            7.0        12\n",
       "1411466  tt9916766            7.1        23\n",
       "1411467  tt9916778            7.2        36\n",
       "1411468  tt9916840            7.5         7\n",
       "1411469  tt9916880            8.2         6\n",
       "\n",
       "[1411470 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>tconst</th>\n",
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       "      <th>isAdult</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>194442</th>\n",
       "      <td>tt0202523</td>\n",
       "      <td>movie</td>\n",
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       "      <td>The Perfect Shadow</td>\n",
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       "      <td>tt0347066</td>\n",
       "      <td>movie</td>\n",
       "      <td>I giganti del cielo</td>\n",
       "      <td>I giganti del cielo</td>\n",
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       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755729</th>\n",
       "      <td>tt0780471</td>\n",
       "      <td>movie</td>\n",
       "      <td>American Surfrider</td>\n",
       "      <td>American Surfrider</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
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       "      <td>\\N</td>\n",
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       "    <tr>\n",
       "      <th>803139</th>\n",
       "      <td>tt0829422</td>\n",
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       "      <td>0</td>\n",
       "      <td>2024</td>\n",
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       "      <td>83</td>\n",
       "      <td>Comedy,Drama</td>\n",
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       "      <th>870399</th>\n",
       "      <td>tt0899043</td>\n",
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       "      <td>The Amateur</td>\n",
       "      <td>Amateur</td>\n",
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       "      <td>2024</td>\n",
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       "      <td>tt9875258</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Vice Squad: Atlanta</td>\n",
       "      <td>Vice Squad: Atlanta</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10592349</th>\n",
       "      <td>tt9875890</td>\n",
       "      <td>short</td>\n",
       "      <td>Together As None</td>\n",
       "      <td>Together As None</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>20</td>\n",
       "      <td>Action,Short</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10595086</th>\n",
       "      <td>tt9881850</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dalia and the Red Book</td>\n",
       "      <td>Dalia y el Libro Rojo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
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       "    <tr>\n",
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       "      <td>tt9893350</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>The Hill Sunday with Chris Stirewalt</td>\n",
       "      <td>The Hill Sunday with Chris Stirewalt</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10603132</th>\n",
       "      <td>tt9899344</td>\n",
       "      <td>movie</td>\n",
       "      <td>GodHead</td>\n",
       "      <td>GodHead</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62084 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst titleType                          primaryTitle  \\\n",
       "194442    tt0202523     movie                    The Perfect Shadow   \n",
       "332232    tt0347066     movie                   I giganti del cielo   \n",
       "755729    tt0780471     movie                    American Surfrider   \n",
       "803139    tt0829422     movie                       Family Business   \n",
       "870399    tt0899043     movie                           The Amateur   \n",
       "...             ...       ...                                   ...   \n",
       "10592061  tt9875258  tvSeries                   Vice Squad: Atlanta   \n",
       "10592349  tt9875890     short                      Together As None   \n",
       "10595086  tt9881850     movie                Dalia and the Red Book   \n",
       "10600347  tt9893350  tvSeries  The Hill Sunday with Chris Stirewalt   \n",
       "10603132  tt9899344     movie                               GodHead   \n",
       "\n",
       "                                 originalTitle isAdult startYear endYear  \\\n",
       "194442                      The Perfect Shadow       0      2024      \\N   \n",
       "332232                     I giganti del cielo       0      2024      \\N   \n",
       "755729                      American Surfrider       0      2024      \\N   \n",
       "803139                         Family Business       0      2024      \\N   \n",
       "870399                                 Amateur       0      2024      \\N   \n",
       "...                                        ...     ...       ...     ...   \n",
       "10592061                   Vice Squad: Atlanta       0      2024      \\N   \n",
       "10592349                      Together As None       0      2024      \\N   \n",
       "10595086                 Dalia y el Libro Rojo       0      2024      \\N   \n",
       "10600347  The Hill Sunday with Chris Stirewalt       0      2024      \\N   \n",
       "10603132                               GodHead       0      2024      \\N   \n",
       "\n",
       "         runtimeMinutes           genres  \n",
       "194442               82               \\N  \n",
       "332232               \\N      Documentary  \n",
       "755729              115               \\N  \n",
       "803139               83     Comedy,Drama  \n",
       "870399               \\N  Action,Thriller  \n",
       "...                 ...              ...  \n",
       "10592061             \\N            Drama  \n",
       "10592349             20     Action,Short  \n",
       "10595086             \\N        Animation  \n",
       "10600347             \\N            Drama  \n",
       "10603132             \\N            Drama  \n",
       "\n",
       "[62084 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_basic[title_basic.startYear == \"2024\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "           tconst titleType primaryTitle originalTitle isAdult startYear  \\\n",
       "112089  tt0114709     movie    Toy Story     Toy Story       0      1995   \n",
       "\n",
       "       endYear runtimeMinutes                      genres  \n",
       "112089      \\N             81  Adventure,Animation,Comedy  "
      ]
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     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_basic[title_basic.tconst == \"tt0114709\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008282</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>17</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>AE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008283</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>18</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>UY</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>dubbed version</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008284</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>19</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>DK</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008288</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>22</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>original</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008289</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>23</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>EG</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008293</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>27</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>AR</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008296</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>2</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>ta</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008298</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>31</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>SE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008300</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>33</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>TH</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008302</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>35</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>PH</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008303</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>36</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>ur</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008304</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>37</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>NL</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008306</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>39</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>ml</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008308</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>40</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>gu</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008310</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>42</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>KR</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008311</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>43</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008312</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>44</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>mr</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008315</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>47</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>GR</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>reissue title</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008317</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>49</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>JP</td>\n",
       "      <td>en</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008318</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>4</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>ZA</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008319</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>50</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>ES</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008326</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>57</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>PL</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008328</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>59</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>GB</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008330</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>60</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>DE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008331</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>61</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008332</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>62</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>EC</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008333</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>63</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>FI</td>\n",
       "      <td>\\N</td>\n",
       "      <td>dvd</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008335</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>65</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>CA</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008336</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>66</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>HK</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008337</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>67</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>bn</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008338</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>68</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>BR</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008340</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>6</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>AU</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008341</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>70</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>PE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008348</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>77</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>ID</td>\n",
       "      <td>en</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008350</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>79</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>IN</td>\n",
       "      <td>kn</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008352</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>80</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>FR</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008353</th>\n",
       "      <td>tt0114709</td>\n",
       "      <td>81</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>MX</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282501</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>10</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282508</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>17</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>original</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282510</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>ES</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282511</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>2</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>AU</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282516</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>7</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>GB</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282517</th>\n",
       "      <td>tt0178952</td>\n",
       "      <td>8</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>DE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2484951</th>\n",
       "      <td>tt0617998</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2530216</th>\n",
       "      <td>tt0635208</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2683204</th>\n",
       "      <td>tt0707112</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030846</th>\n",
       "      <td>tt0847116</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030847</th>\n",
       "      <td>tt0847116</td>\n",
       "      <td>2</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>ES</td>\n",
       "      <td>\\N</td>\n",
       "      <td>imdbDisplay</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030848</th>\n",
       "      <td>tt0847116</td>\n",
       "      <td>3</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>BE</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3030849</th>\n",
       "      <td>tt0847116</td>\n",
       "      <td>4</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>original</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17817478</th>\n",
       "      <td>tt1776691</td>\n",
       "      <td>1</td>\n",
       "      <td>Toy Story</td>\n",
       "      <td>US</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            titleId  ordering      title region language        types  \\\n",
       "1008276   tt0114709        11  Toy Story     IN       te  imdbDisplay   \n",
       "1008277   tt0114709        12  Toy Story     SG       en  imdbDisplay   \n",
       "1008280   tt0114709        15  Toy Story     NO       \\N  imdbDisplay   \n",
       "1008282   tt0114709        17  Toy Story     AE       \\N  imdbDisplay   \n",
       "1008283   tt0114709        18  Toy Story     UY       \\N           \\N   \n",
       "1008284   tt0114709        19  Toy Story     DK       \\N  imdbDisplay   \n",
       "1008288   tt0114709        22  Toy Story     \\N       \\N     original   \n",
       "1008289   tt0114709        23  Toy Story     EG       en  imdbDisplay   \n",
       "1008293   tt0114709        27  Toy Story     AR       \\N           \\N   \n",
       "1008296   tt0114709         2  Toy Story     IN       ta  imdbDisplay   \n",
       "1008298   tt0114709        31  Toy Story     SE       \\N  imdbDisplay   \n",
       "1008300   tt0114709        33  Toy Story     TH       en  imdbDisplay   \n",
       "1008302   tt0114709        35  Toy Story     PH       en  imdbDisplay   \n",
       "1008303   tt0114709        36  Toy Story     IN       ur  imdbDisplay   \n",
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       "1008306   tt0114709        39  Toy Story     IN       ml  imdbDisplay   \n",
       "1008308   tt0114709        40  Toy Story     IN       gu  imdbDisplay   \n",
       "1008310   tt0114709        42  Toy Story     KR       \\N  imdbDisplay   \n",
       "1008311   tt0114709        43  Toy Story     IN       en  imdbDisplay   \n",
       "1008312   tt0114709        44  Toy Story     IN       mr  imdbDisplay   \n",
       "1008315   tt0114709        47  Toy Story     GR       \\N           \\N   \n",
       "1008317   tt0114709        49  Toy Story     JP       en           \\N   \n",
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       "1008319   tt0114709        50  Toy Story     ES       \\N  imdbDisplay   \n",
       "1008326   tt0114709        57  Toy Story     PL       \\N           \\N   \n",
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       "1008330   tt0114709        60  Toy Story     DE       \\N           \\N   \n",
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       "1008332   tt0114709        62  Toy Story     EC       \\N  imdbDisplay   \n",
       "1008333   tt0114709        63  Toy Story     FI       \\N          dvd   \n",
       "1008335   tt0114709        65  Toy Story     CA       en  imdbDisplay   \n",
       "1008336   tt0114709        66  Toy Story     HK       en  imdbDisplay   \n",
       "1008337   tt0114709        67  Toy Story     IN       bn  imdbDisplay   \n",
       "1008338   tt0114709        68  Toy Story     BR       \\N  imdbDisplay   \n",
       "1008340   tt0114709         6  Toy Story     AU       \\N  imdbDisplay   \n",
       "1008341   tt0114709        70  Toy Story     PE       \\N           \\N   \n",
       "1008348   tt0114709        77  Toy Story     ID       en  imdbDisplay   \n",
       "1008350   tt0114709        79  Toy Story     IN       kn  imdbDisplay   \n",
       "1008352   tt0114709        80  Toy Story     FR       \\N           \\N   \n",
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       "1282501   tt0178952        10  Toy Story     US       \\N  imdbDisplay   \n",
       "1282508   tt0178952        17  Toy Story     \\N       \\N     original   \n",
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       "3030848   tt0847116         3  Toy Story     BE       \\N           \\N   \n",
       "3030849   tt0847116         4  Toy Story     \\N       \\N     original   \n",
       "17817478  tt1776691         1  Toy Story     US       \\N           \\N   \n",
       "\n",
       "              attributes isOriginalTitle  \n",
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       "1008315    reissue title               0  \n",
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     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "title_akas[title_akas.title == \"Toy Story\"]"
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  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
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       "            titleId  ordering             title region language        types  \\\n",
       "39823     tt0011841        19           동쪽 저 멀리     KR       \\N  imdbDisplay   \n",
       "44326     tt0012806         1  Vier um die Frau     KR       \\N  imdbDisplay   \n",
       "53051     tt0014624         7            파리의 여인     KR       \\N  imdbDisplay   \n",
       "55352     tt0015064        33            마지막 웃음     KR       \\N  imdbDisplay   \n",
       "66953     tt0017136         8        Metropolis     KR       \\N  imdbDisplay   \n",
       "...             ...       ...               ...    ...      ...          ...   \n",
       "38850833  tt9907044        17       Miss Marple     KR       \\N  imdbDisplay   \n",
       "38852773  tt9907782        16          에이트 포 실버     KR       \\N  imdbDisplay   \n",
       "38855832  tt9908860        32   블로잉: 유리 아트 서바이벌     KR       \\N  imdbDisplay   \n",
       "38857837  tt9910728         6    Zalim Istanbul     KR       \\N  imdbDisplay   \n",
       "38867297  tt9914972        10          블라인드 앰비션     KR       \\N  imdbDisplay   \n",
       "\n",
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       "\n",
       "[34327 rows x 8 columns]"
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     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "title_akas[title_akas.region == \"KR\"]"
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  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
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       " 'tt0081846',\n",
       " 'tt0081854',\n",
       " 'tt0081856',\n",
       " ...]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_akas[title_akas.region == \"KR\"].titleId # .to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_86479/2250228873.py:2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  title_akas[title_akas.title == \"페이크 러브\"][title_akas.region == \"KR\"]\n"
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   "execution_count": 12,
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       "            titleId  ordering                    title region language  \\\n",
       "402058    tt0054607         3                Akui ggot     KR       \\N   \n",
       "561715    tt0069022         6       Katherine's Escape     KR       \\N   \n",
       "580817    tt0070800        23              Cheol namja     KR       \\N   \n",
       "604044    tt0073114        24          Adele H yiyaghi     KR       \\N   \n",
       "613994    tt0074148        19  King Kongui daeyeokseub     KR       \\N   \n",
       "...             ...       ...                      ...    ...      ...   \n",
       "38577519  tt9759978         9           The Dude in Me     KR       \\N   \n",
       "38686465  tt9815476         5                Bulgasari     KR       \\N   \n",
       "38738527  tt9843984         9    2036 Apocalypse Earth     KR       \\N   \n",
       "38749695  tt9849830         3    Bakugan: Battle Force     KR       \\N   \n",
       "38769818  tt9861132         5                    Eitin     KR       \\N   \n",
       "\n",
       "                types            attributes isOriginalTitle  \n",
       "402058    imdbDisplay                    \\N               0  \n",
       "561715             \\N             new title               0  \n",
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       "604044            dvd                    \\N               0  \n",
       "613994             \\N                    \\N               0  \n",
       "...               ...                   ...             ...  \n",
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       "38769818           \\N  transliterated title               0  \n",
       "\n",
       "[1891 rows x 8 columns]"
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     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# title_akas[title_akas.region == \"KR\"] 내에 중복된 titleId가 있는지 확인\n",
    "# 있다면 해당 titleId만을 unique하게 반환\n",
    "title_akas[title_akas.region == \"KR\"][title_akas[title_akas.region == \"KR\"].duplicated(['titleId'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_86479/1513969561.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  title_akas[title_akas.region == \"KR\"][title_akas['titleId'] == \"tt0054607\"]\n"
     ]
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     "metadata": {},
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    "title_akas[title_akas.region == \"KR\"][title_akas['titleId'] == \"tt0054607\"]"
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  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
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       "      <td>2020</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10610401</th>\n",
       "      <td>tt9914972</td>\n",
       "      <td>movie</td>\n",
       "      <td>Blind Ambition</td>\n",
       "      <td>Blind Ambition</td>\n",
       "      <td>0</td>\n",
       "      <td>2021</td>\n",
       "      <td>\\N</td>\n",
       "      <td>96</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32431 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst titleType                       primaryTitle  \\\n",
       "11673     tt0011841     movie                      Way Down East   \n",
       "12619     tt0012806     movie              Four Around the Woman   \n",
       "14390     tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "14828     tt0015064     movie                     The Last Laugh   \n",
       "16881     tt0017136     movie                         Metropolis   \n",
       "...             ...       ...                                ...   \n",
       "10606709  tt9907044  tvSeries                        Miss Marple   \n",
       "10607069  tt9907782     movie                         The Cursed   \n",
       "10607574  tt9908860  tvSeries                         Blown Away   \n",
       "10608389  tt9910728  tvSeries                     Cruel Istanbul   \n",
       "10610401  tt9914972     movie                     Blind Ambition   \n",
       "\n",
       "                              originalTitle isAdult startYear endYear  \\\n",
       "11673                         Way Down East       0      1920      \\N   \n",
       "12619                      Vier um die Frau       0      1921      \\N   \n",
       "14390     A Woman of Paris: A Drama of Fate       0      1923      \\N   \n",
       "14828                       Der letzte Mann       0      1924      \\N   \n",
       "16881                            Metropolis       0      1927      \\N   \n",
       "...                                     ...     ...       ...     ...   \n",
       "10606709                        Miss Marple       0        \\N      \\N   \n",
       "10607069                   Eight for Silver       0      2021      \\N   \n",
       "10607574                         Blown Away       0      2019      \\N   \n",
       "10608389                     Zalim Istanbul       0      2019    2020   \n",
       "10610401                     Blind Ambition       0      2021      \\N   \n",
       "\n",
       "         runtimeMinutes                  genres  \n",
       "11673               145           Drama,Romance  \n",
       "12619                52                   Drama  \n",
       "14390                82           Drama,Romance  \n",
       "14828                88                   Drama  \n",
       "16881               153            Drama,Sci-Fi  \n",
       "...                 ...                     ...  \n",
       "10606709             \\N           Crime,Mystery  \n",
       "10607069            111  Fantasy,Horror,Mystery  \n",
       "10607574             23              Reality-TV  \n",
       "10608389            120                   Drama  \n",
       "10610401             96             Documentary  \n",
       "\n",
       "[32431 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_basic[title_basic.tconst.isin(title_akas[title_akas.region == \"KR\"].titleId)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 모든 데이터에서 title_akas[title_akas.region == \"KR\"].titleId와 같은 titleId를 가진 데이터를 찾아서 출력\n",
    "# startYear로 내림차순 정렬\n",
    "custom_metadata = title_basic[title_basic.tconst.isin(title_akas[title_akas.region == \"KR\"].titleId)].sort_values(by='startYear', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_26010/446400467.py:2: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  custom_metadata = custom_metadata[custom_metadata.startYear != \"\\\\N\"][custom_metadata.titleType == \"movie\"]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7268134</th>\n",
       "      <td>tt30254719</td>\n",
       "      <td>movie</td>\n",
       "      <td>Omniscient Reader</td>\n",
       "      <td>Jeonjijeok Dokja Sijeom</td>\n",
       "      <td>0</td>\n",
       "      <td>2025</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Action,Adventure,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5323653</th>\n",
       "      <td>tt20969586</td>\n",
       "      <td>movie</td>\n",
       "      <td>Thunderbolts</td>\n",
       "      <td>Thunderbolts</td>\n",
       "      <td>0</td>\n",
       "      <td>2025</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Action,Adventure,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7444959</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7424520</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7088575</th>\n",
       "      <td>tt29432702</td>\n",
       "      <td>movie</td>\n",
       "      <td>Secret: Untold Melody</td>\n",
       "      <td>Secret: Untold Melody</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17150</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14828</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14390</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12619</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11673</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14571 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst titleType                       primaryTitle  \\\n",
       "7268134  tt30254719     movie                  Omniscient Reader   \n",
       "5323653  tt20969586     movie                       Thunderbolts   \n",
       "7444959  tt31015344     movie                 A Traveler's Needs   \n",
       "7424520  tt30911335     movie                           Dog Days   \n",
       "7088575  tt29432702     movie              Secret: Untold Melody   \n",
       "...             ...       ...                                ...   \n",
       "17150     tt0017409     movie                   So This Is Paris   \n",
       "14828     tt0015064     movie                     The Last Laugh   \n",
       "14390     tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "12619     tt0012806     movie              Four Around the Woman   \n",
       "11673     tt0011841     movie                      Way Down East   \n",
       "\n",
       "                             originalTitle isAdult startYear endYear  \\\n",
       "7268134            Jeonjijeok Dokja Sijeom       0      2025      \\N   \n",
       "5323653                       Thunderbolts       0      2025      \\N   \n",
       "7444959                 Yeohaengjaui Pilyo       0      2024      \\N   \n",
       "7424520                        Dogeudeijeu       0      2024      \\N   \n",
       "7088575              Secret: Untold Melody       0      2024      \\N   \n",
       "...                                    ...     ...       ...     ...   \n",
       "17150                     So This Is Paris       0      1926      \\N   \n",
       "14828                      Der letzte Mann       0      1924      \\N   \n",
       "14390    A Woman of Paris: A Drama of Fate       0      1923      \\N   \n",
       "12619                     Vier um die Frau       0      1921      \\N   \n",
       "11673                        Way Down East       0      1920      \\N   \n",
       "\n",
       "        runtimeMinutes                  genres  \n",
       "7268134             \\N  Action,Adventure,Drama  \n",
       "5323653             \\N  Action,Adventure,Crime  \n",
       "7444959             90                   Drama  \n",
       "7424520            120                   Drama  \n",
       "7088575             \\N                 Romance  \n",
       "...                ...                     ...  \n",
       "17150               60                  Comedy  \n",
       "14828               88                   Drama  \n",
       "14390               82           Drama,Romance  \n",
       "12619               52                   Drama  \n",
       "11673              145           Drama,Romance  \n",
       "\n",
       "[14571 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# custom_metadata에서 startYear가 \\\\N인 것을 drop\n",
    "custom_metadata = custom_metadata[custom_metadata.startYear != \"\\\\N\"][custom_metadata.titleType == \"movie\"]\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Animation',\n",
       " 'Action',\n",
       " 'Family',\n",
       " 'Fantasy',\n",
       " 'Documentary',\n",
       " 'Sport',\n",
       " 'Thriller',\n",
       " 'History',\n",
       " 'Crime',\n",
       " 'News',\n",
       " 'Western',\n",
       " 'Horror',\n",
       " '\\\\N',\n",
       " 'Drama',\n",
       " 'Comedy',\n",
       " 'Adult',\n",
       " 'Adventure',\n",
       " 'Sci-Fi',\n",
       " 'Biography',\n",
       " 'Film-Noir',\n",
       " 'Reality-TV',\n",
       " 'Mystery',\n",
       " 'Romance',\n",
       " 'Musical',\n",
       " 'War',\n",
       " 'Music']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# unique genres 선별\n",
    "genres_string = custom_metadata.genres.values.tolist()\n",
    "genres_string = ','.join(genres_string).split(',')\n",
    "genres = list(set(genres_string))\n",
    "genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(genres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1044324</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst  averageRating  numVotes\n",
       "1044324  tt31015344            6.5        75"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_ratings[title_ratings.tconst == \"tt31015344\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>runtimeMinutes</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt30911335</td>\n",
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       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>movie</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>movie</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10781</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10782</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10783</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10784</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10785</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10786 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "0      tt31015344     movie                 A Traveler's Needs   \n",
       "1      tt30911335     movie                           Dog Days   \n",
       "2       tt9682428     movie                         Night Swim   \n",
       "3      tt12432558     movie                        A Wall Away   \n",
       "4      tt27802490     movie                             Exhuma   \n",
       "...           ...       ...                                ...   \n",
       "10781   tt0017409     movie                   So This Is Paris   \n",
       "10782   tt0015064     movie                     The Last Laugh   \n",
       "10783   tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "10784   tt0012806     movie              Four Around the Woman   \n",
       "10785   tt0011841     movie                      Way Down East   \n",
       "\n",
       "                           originalTitle isAdult startYear endYear  \\\n",
       "0                     Yeohaengjaui Pilyo       0      2024      \\N   \n",
       "1                            Dogeudeijeu       0      2024      \\N   \n",
       "2                             Night Swim       0      2024      \\N   \n",
       "3                              My Corona       0      2024      \\N   \n",
       "4                                  Pamyo       0      2024      \\N   \n",
       "...                                  ...     ...       ...     ...   \n",
       "10781                   So This Is Paris       0      1926      \\N   \n",
       "10782                    Der letzte Mann       0      1924      \\N   \n",
       "10783  A Woman of Paris: A Drama of Fate       0      1923      \\N   \n",
       "10784                   Vier um die Frau       0      1921      \\N   \n",
       "10785                      Way Down East       0      1920      \\N   \n",
       "\n",
       "      runtimeMinutes                   genres  averageRating  numVotes  \n",
       "0                 90                    Drama            6.5        75  \n",
       "1                120                    Drama            7.8        31  \n",
       "2                 98          Horror,Thriller            4.7     12654  \n",
       "3                 90           Comedy,Romance            5.1        64  \n",
       "4                134  Horror,Mystery,Thriller            7.4       495  \n",
       "...              ...                      ...            ...       ...  \n",
       "10781             60                   Comedy            7.1       746  \n",
       "10782             88                    Drama            8.0     15105  \n",
       "10783             82            Drama,Romance            6.9      6104  \n",
       "10784             52                    Drama            5.9       581  \n",
       "10785            145            Drama,Romance            7.3      5863  \n",
       "\n",
       "[10786 rows x 11 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# title_ratings.tconst의 averageRating과 numVotes를 custom_metadata.tconst가 같은 데이터의 averageRating과 numVotes로 추가\n",
    "custom_metadata = custom_metadata.merge(title_ratings, left_on='tconst', right_on='tconst')\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>movie</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>nm3241399,nm2060444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>nm1486721,nm0952060,nm10523165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>movie</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>nm6940206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10781</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>nm0576830,nm0021283,nm0473134,nm0906080,nm0394267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10782</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>nm0562346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10783</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>nm0000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10784</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>nm0000485,nm0889172,nm0902376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10785</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10786 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "0      tt31015344     movie                 A Traveler's Needs   \n",
       "1      tt30911335     movie                           Dog Days   \n",
       "2       tt9682428     movie                         Night Swim   \n",
       "3      tt12432558     movie                        A Wall Away   \n",
       "4      tt27802490     movie                             Exhuma   \n",
       "...           ...       ...                                ...   \n",
       "10781   tt0017409     movie                   So This Is Paris   \n",
       "10782   tt0015064     movie                     The Last Laugh   \n",
       "10783   tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "10784   tt0012806     movie              Four Around the Woman   \n",
       "10785   tt0011841     movie                      Way Down East   \n",
       "\n",
       "                           originalTitle isAdult startYear endYear  \\\n",
       "0                     Yeohaengjaui Pilyo       0      2024      \\N   \n",
       "1                            Dogeudeijeu       0      2024      \\N   \n",
       "2                             Night Swim       0      2024      \\N   \n",
       "3                              My Corona       0      2024      \\N   \n",
       "4                                  Pamyo       0      2024      \\N   \n",
       "...                                  ...     ...       ...     ...   \n",
       "10781                   So This Is Paris       0      1926      \\N   \n",
       "10782                    Der letzte Mann       0      1924      \\N   \n",
       "10783  A Woman of Paris: A Drama of Fate       0      1923      \\N   \n",
       "10784                   Vier um die Frau       0      1921      \\N   \n",
       "10785                      Way Down East       0      1920      \\N   \n",
       "\n",
       "      runtimeMinutes                   genres  averageRating  numVotes  \\\n",
       "0                 90                    Drama            6.5        75   \n",
       "1                120                    Drama            7.8        31   \n",
       "2                 98          Horror,Thriller            4.7     12654   \n",
       "3                 90           Comedy,Romance            5.1        64   \n",
       "4                134  Horror,Mystery,Thriller            7.4       495   \n",
       "...              ...                      ...            ...       ...   \n",
       "10781             60                   Comedy            7.1       746   \n",
       "10782             88                    Drama            8.0     15105   \n",
       "10783             82            Drama,Romance            6.9      6104   \n",
       "10784             52                    Drama            5.9       581   \n",
       "10785            145            Drama,Romance            7.3      5863   \n",
       "\n",
       "        directors                                            writers  \n",
       "0       nm0393254                                          nm0393254  \n",
       "1      nm15730187                                                 \\N  \n",
       "2       nm3241399                                nm3241399,nm2060444  \n",
       "3       nm1486721                     nm1486721,nm0952060,nm10523165  \n",
       "4       nm6940206                                          nm6940206  \n",
       "...           ...                                                ...  \n",
       "10781   nm0523932  nm0576830,nm0021283,nm0473134,nm0906080,nm0394267  \n",
       "10782   nm0003638                                          nm0562346  \n",
       "10783   nm0000122                                          nm0000122  \n",
       "10784   nm0000485                      nm0000485,nm0889172,nm0902376  \n",
       "10785   nm0000428  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428  \n",
       "\n",
       "[10786 rows x 13 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata = custom_metadata.merge(title_crew, left_on='tconst', right_on='tconst')\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_columns = ['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
    "       'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
    "       'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
    "       'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
    "       'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
    "       'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
    "       'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
    "       'imdb_score', 'aspect_ratio', 'movie_facebook_likes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, '0', 1], dtype=object),\n",
       " array(['2024', '2023', '2022', '2021', '2020', '2019', '2018', '2017',\n",
       "        '2016', '2015', '2014', '2013', '2012', '2011', '2010', '2009',\n",
       "        '2008', '2007', '2006', '2005', '2004', '2003', '2002', '2001',\n",
       "        '2000', '1999', '1998', '1997', '1996', '1995', '1994', '1993',\n",
       "        '1992', '1991', '1990', '1989', '1988', '1987', '1986', '1985',\n",
       "        '1984', '1983', '1982', '1981', '1980', '1979', '1978', '1977',\n",
       "        '1976', '1975', '1974', '1973', '1972', '1971', '1970', '1969',\n",
       "        '1968', '1967', '1966', '1965', '1964', '1963', '1962', '1961',\n",
       "        '1960', '1959', '1958', '1957', '1956', '1955', '1954', '1953',\n",
       "        '1952', '1951', '1950', '1949', '1948', '1947', '1946', '1945',\n",
       "        '1944', '1943', '1942', '1941', '1940', '1939', '1938', '1937',\n",
       "        '1936', '1935', '1934', '1933', '1932', '1931', '1930', '1929',\n",
       "        '1928', '1927', '1926', '1924', '1923', '1921', '1920'],\n",
       "       dtype=object),\n",
       " array(['90', '120', '98', '134', '109', '114', '122', '131', '107', '102',\n",
       "        '103', '115', '104', '125', '121', '85', '128', '119', '171',\n",
       "        '118', '113', '110', '105', '78', '191', '100', '87', '152', '69',\n",
       "        '97', '61', '108', '89', '117', '137', '88', '112', '99', '116',\n",
       "        '91', '127', '111', '84', '79', '124', '101', '81', '92', '133',\n",
       "        '66', '82', '129', '50', '94', '83', '86', '106', '80', '71',\n",
       "        '141', '52', '180', '132', '135', '210', '130', '95', '123', '93',\n",
       "        '55', '58', '76', '156', '70', '146', '143', '96', '140', '126',\n",
       "        '\\\\N', '63', '75', '139', '165', '60', '170', '150', '142', '195',\n",
       "        '59', '176', '147', '136', '173', '138', '73', '65', '192', '167',\n",
       "        '185', '149', '148', '145', '144', '77', '163', '155', '409', '74',\n",
       "        '160', '157', '187', '166', '178', '159', '161', '67', '305',\n",
       "        '158', '151', '72', '64', '154', '177', '54', '62', '168', '48',\n",
       "        '175', '153', '164', '262', '184', '183', '53', '179', '242',\n",
       "        '162', '169', '264', '49', '57', '56', '209', '181', '212', '189',\n",
       "        '227', '68', '208', '220', '200', '193', '235', '45', '172', '321',\n",
       "        '47', '205', '197', '245', '247', '201', '188', '194', '202',\n",
       "        '237', '174', '229', '198', '442', '317', '230', '240', '217',\n",
       "        '182', '238', '186', '218', '207'], dtype=object))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata['isAdult'].unique(), custom_metadata['startYear'].unique(), custom_metadata['runtimeMinutes'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "custom_metadata.loc[custom_metadata['runtimeMinutes'] == \"\\\\N\", \"runtimeMinutes\"] = 0\n",
    "custom_metadata.loc[custom_metadata.isAdult == \"0\", \"isAdult\"] = 0 # [] 내 첫번째 인자는 조건, 두번째 인자는 column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dtype을 int로 변경\n",
    "custom_metadata['isAdult'] = custom_metadata['isAdult'].astype(int)\n",
    "custom_metadata['startYear'] = custom_metadata['startYear'].astype(int)\n",
    "custom_metadata['runtimeMinutes'] = custom_metadata['runtimeMinutes'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10786 entries, 0 to 10785\n",
      "Data columns (total 13 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   tconst          10786 non-null  object \n",
      " 1   titleType       10786 non-null  object \n",
      " 2   primaryTitle    10786 non-null  object \n",
      " 3   originalTitle   10786 non-null  object \n",
      " 4   isAdult         10786 non-null  int64  \n",
      " 5   startYear       10786 non-null  int64  \n",
      " 6   endYear         10786 non-null  object \n",
      " 7   runtimeMinutes  10786 non-null  int64  \n",
      " 8   genres          10786 non-null  object \n",
      " 9   averageRating   10786 non-null  float64\n",
      " 10  numVotes        10786 non-null  int64  \n",
      " 11  directors       10786 non-null  object \n",
      " 12  writers         10786 non-null  object \n",
      "dtypes: float64(1), int64(4), object(8)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "custom_metadata.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>movie</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>nm3241399,nm2060444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>nm1486721,nm0952060,nm10523165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>movie</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>nm6940206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10781</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>nm0576830,nm0021283,nm0473134,nm0906080,nm0394267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10782</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>nm0562346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10783</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>nm0000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10784</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>nm0000485,nm0889172,nm0902376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10785</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10786 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "0      tt31015344     movie                 A Traveler's Needs   \n",
       "1      tt30911335     movie                           Dog Days   \n",
       "2       tt9682428     movie                         Night Swim   \n",
       "3      tt12432558     movie                        A Wall Away   \n",
       "4      tt27802490     movie                             Exhuma   \n",
       "...           ...       ...                                ...   \n",
       "10781   tt0017409     movie                   So This Is Paris   \n",
       "10782   tt0015064     movie                     The Last Laugh   \n",
       "10783   tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "10784   tt0012806     movie              Four Around the Woman   \n",
       "10785   tt0011841     movie                      Way Down East   \n",
       "\n",
       "                           originalTitle  isAdult  startYear endYear  \\\n",
       "0                     Yeohaengjaui Pilyo        0       2024      \\N   \n",
       "1                            Dogeudeijeu        0       2024      \\N   \n",
       "2                             Night Swim        0       2024      \\N   \n",
       "3                              My Corona        0       2024      \\N   \n",
       "4                                  Pamyo        0       2024      \\N   \n",
       "...                                  ...      ...        ...     ...   \n",
       "10781                   So This Is Paris        0       1926      \\N   \n",
       "10782                    Der letzte Mann        0       1924      \\N   \n",
       "10783  A Woman of Paris: A Drama of Fate        0       1923      \\N   \n",
       "10784                   Vier um die Frau        0       1921      \\N   \n",
       "10785                      Way Down East        0       1920      \\N   \n",
       "\n",
       "       runtimeMinutes                   genres  averageRating  numVotes  \\\n",
       "0                  90                    Drama            6.5        75   \n",
       "1                 120                    Drama            7.8        31   \n",
       "2                  98          Horror,Thriller            4.7     12654   \n",
       "3                  90           Comedy,Romance            5.1        64   \n",
       "4                 134  Horror,Mystery,Thriller            7.4       495   \n",
       "...               ...                      ...            ...       ...   \n",
       "10781              60                   Comedy            7.1       746   \n",
       "10782              88                    Drama            8.0     15105   \n",
       "10783              82            Drama,Romance            6.9      6104   \n",
       "10784              52                    Drama            5.9       581   \n",
       "10785             145            Drama,Romance            7.3      5863   \n",
       "\n",
       "        directors                                            writers  \n",
       "0       nm0393254                                          nm0393254  \n",
       "1      nm15730187                                                 \\N  \n",
       "2       nm3241399                                nm3241399,nm2060444  \n",
       "3       nm1486721                     nm1486721,nm0952060,nm10523165  \n",
       "4       nm6940206                                          nm6940206  \n",
       "...           ...                                                ...  \n",
       "10781   nm0523932  nm0576830,nm0021283,nm0473134,nm0906080,nm0394267  \n",
       "10782   nm0003638                                          nm0562346  \n",
       "10783   nm0000122                                          nm0000122  \n",
       "10784   nm0000485                      nm0000485,nm0889172,nm0902376  \n",
       "10785   nm0000428  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428  \n",
       "\n",
       "[10786 rows x 13 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nconst</th>\n",
       "      <th>primaryName</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>deathYear</th>\n",
       "      <th>primaryProfession</th>\n",
       "      <th>knownForTitles</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10895312</th>\n",
       "      <td>nm6940206</td>\n",
       "      <td>Jae-hyun Jang</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "      <td>writer,director</td>\n",
       "      <td>tt7299298,tt5049302,tt27802490,tt4230842</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             nconst    primaryName birthYear deathYear primaryProfession  \\\n",
       "10895312  nm6940206  Jae-hyun Jang        \\N        \\N   writer,director   \n",
       "\n",
       "                                    knownForTitles  \n",
       "10895312  tt7299298,tt5049302,tt27802490,tt4230842  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name_basics[name_basics.nconst == \"nm6940206\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 성인영화, 리얼리티 제거하기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# custom_metadata.genres 값 내에 Reality-TV가 있는 row 출력\n",
    "# custom_metadata[custom_metadata.genres.str.contains(\"Reality-TV\")]\n",
    "# 이제 저 항목을 drop\n",
    "custom_metadata = custom_metadata[~custom_metadata.genres.str.contains(\"Reality-TV\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
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       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>movie</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>nm3241399,nm2060444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>nm1486721,nm0952060,nm10523165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>movie</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>nm6940206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10781</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>nm0576830,nm0021283,nm0473134,nm0906080,nm0394267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10782</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>nm0562346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10783</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>nm0000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10784</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>nm0000485,nm0889172,nm0902376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10785</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10772 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "0      tt31015344     movie                 A Traveler's Needs   \n",
       "1      tt30911335     movie                           Dog Days   \n",
       "2       tt9682428     movie                         Night Swim   \n",
       "3      tt12432558     movie                        A Wall Away   \n",
       "4      tt27802490     movie                             Exhuma   \n",
       "...           ...       ...                                ...   \n",
       "10781   tt0017409     movie                   So This Is Paris   \n",
       "10782   tt0015064     movie                     The Last Laugh   \n",
       "10783   tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "10784   tt0012806     movie              Four Around the Woman   \n",
       "10785   tt0011841     movie                      Way Down East   \n",
       "\n",
       "                           originalTitle  isAdult  startYear endYear  \\\n",
       "0                     Yeohaengjaui Pilyo        0       2024      \\N   \n",
       "1                            Dogeudeijeu        0       2024      \\N   \n",
       "2                             Night Swim        0       2024      \\N   \n",
       "3                              My Corona        0       2024      \\N   \n",
       "4                                  Pamyo        0       2024      \\N   \n",
       "...                                  ...      ...        ...     ...   \n",
       "10781                   So This Is Paris        0       1926      \\N   \n",
       "10782                    Der letzte Mann        0       1924      \\N   \n",
       "10783  A Woman of Paris: A Drama of Fate        0       1923      \\N   \n",
       "10784                   Vier um die Frau        0       1921      \\N   \n",
       "10785                      Way Down East        0       1920      \\N   \n",
       "\n",
       "       runtimeMinutes                   genres  averageRating  numVotes  \\\n",
       "0                  90                    Drama            6.5        75   \n",
       "1                 120                    Drama            7.8        31   \n",
       "2                  98          Horror,Thriller            4.7     12654   \n",
       "3                  90           Comedy,Romance            5.1        64   \n",
       "4                 134  Horror,Mystery,Thriller            7.4       495   \n",
       "...               ...                      ...            ...       ...   \n",
       "10781              60                   Comedy            7.1       746   \n",
       "10782              88                    Drama            8.0     15105   \n",
       "10783              82            Drama,Romance            6.9      6104   \n",
       "10784              52                    Drama            5.9       581   \n",
       "10785             145            Drama,Romance            7.3      5863   \n",
       "\n",
       "        directors                                            writers  \n",
       "0       nm0393254                                          nm0393254  \n",
       "1      nm15730187                                                 \\N  \n",
       "2       nm3241399                                nm3241399,nm2060444  \n",
       "3       nm1486721                     nm1486721,nm0952060,nm10523165  \n",
       "4       nm6940206                                          nm6940206  \n",
       "...           ...                                                ...  \n",
       "10781   nm0523932  nm0576830,nm0021283,nm0473134,nm0906080,nm0394267  \n",
       "10782   nm0003638                                          nm0562346  \n",
       "10783   nm0000122                                          nm0000122  \n",
       "10784   nm0000485                      nm0000485,nm0889172,nm0902376  \n",
       "10785   nm0000428  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428  \n",
       "\n",
       "[10772 rows x 13 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata[~(custom_metadata.isAdult == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
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       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
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       "      <td>tt30911335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
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       "      <td>\\N</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>movie</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>nm3241399,nm2060444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>nm1486721,nm0952060,nm10523165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>movie</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>nm6940206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>10781</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>movie</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>\\N</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>nm0576830,nm0021283,nm0473134,nm0906080,nm0394267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10782</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>0</td>\n",
       "      <td>1924</td>\n",
       "      <td>\\N</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>nm0562346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10783</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>0</td>\n",
       "      <td>1923</td>\n",
       "      <td>\\N</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>nm0000122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10784</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>nm0000485,nm0889172,nm0902376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10785</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10772 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "0      tt31015344     movie                 A Traveler's Needs   \n",
       "1      tt30911335     movie                           Dog Days   \n",
       "2       tt9682428     movie                         Night Swim   \n",
       "3      tt12432558     movie                        A Wall Away   \n",
       "4      tt27802490     movie                             Exhuma   \n",
       "...           ...       ...                                ...   \n",
       "10781   tt0017409     movie                   So This Is Paris   \n",
       "10782   tt0015064     movie                     The Last Laugh   \n",
       "10783   tt0014624     movie  A Woman of Paris: A Drama of Fate   \n",
       "10784   tt0012806     movie              Four Around the Woman   \n",
       "10785   tt0011841     movie                      Way Down East   \n",
       "\n",
       "                           originalTitle  isAdult  startYear endYear  \\\n",
       "0                     Yeohaengjaui Pilyo        0       2024      \\N   \n",
       "1                            Dogeudeijeu        0       2024      \\N   \n",
       "2                             Night Swim        0       2024      \\N   \n",
       "3                              My Corona        0       2024      \\N   \n",
       "4                                  Pamyo        0       2024      \\N   \n",
       "...                                  ...      ...        ...     ...   \n",
       "10781                   So This Is Paris        0       1926      \\N   \n",
       "10782                    Der letzte Mann        0       1924      \\N   \n",
       "10783  A Woman of Paris: A Drama of Fate        0       1923      \\N   \n",
       "10784                   Vier um die Frau        0       1921      \\N   \n",
       "10785                      Way Down East        0       1920      \\N   \n",
       "\n",
       "       runtimeMinutes                   genres  averageRating  numVotes  \\\n",
       "0                  90                    Drama            6.5        75   \n",
       "1                 120                    Drama            7.8        31   \n",
       "2                  98          Horror,Thriller            4.7     12654   \n",
       "3                  90           Comedy,Romance            5.1        64   \n",
       "4                 134  Horror,Mystery,Thriller            7.4       495   \n",
       "...               ...                      ...            ...       ...   \n",
       "10781              60                   Comedy            7.1       746   \n",
       "10782              88                    Drama            8.0     15105   \n",
       "10783              82            Drama,Romance            6.9      6104   \n",
       "10784              52                    Drama            5.9       581   \n",
       "10785             145            Drama,Romance            7.3      5863   \n",
       "\n",
       "        directors                                            writers  \n",
       "0       nm0393254                                          nm0393254  \n",
       "1      nm15730187                                                 \\N  \n",
       "2       nm3241399                                nm3241399,nm2060444  \n",
       "3       nm1486721                     nm1486721,nm0952060,nm10523165  \n",
       "4       nm6940206                                          nm6940206  \n",
       "...           ...                                                ...  \n",
       "10781   nm0523932  nm0576830,nm0021283,nm0473134,nm0906080,nm0394267  \n",
       "10782   nm0003638                                          nm0562346  \n",
       "10783   nm0000122                                          nm0000122  \n",
       "10784   nm0000485                      nm0000485,nm0889172,nm0902376  \n",
       "10785   nm0000428  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428  \n",
       "\n",
       "[10772 rows x 13 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata = custom_metadata[~(custom_metadata.isAdult == 1)]\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Actor 추가"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
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       "      <td>cinematographer</td>\n",
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       "      <td>composer</td>\n",
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       "      <th>60812672</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>5</td>\n",
       "      <td>nm0584014</td>\n",
       "      <td>director</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
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       "    <tr>\n",
       "      <th>60812673</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>6</td>\n",
       "      <td>nm0996406</td>\n",
       "      <td>director</td>\n",
       "      <td>principal director</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812674</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>7</td>\n",
       "      <td>nm1482639</td>\n",
       "      <td>writer</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812675</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>8</td>\n",
       "      <td>nm2586970</td>\n",
       "      <td>writer</td>\n",
       "      <td>books</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812676</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>9</td>\n",
       "      <td>nm1594058</td>\n",
       "      <td>producer</td>\n",
       "      <td>producer</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60812677 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst  ordering     nconst         category  \\\n",
       "0         tt0000001         1  nm1588970             self   \n",
       "1         tt0000001         2  nm0005690         director   \n",
       "2         tt0000001         3  nm0374658  cinematographer   \n",
       "3         tt0000002         1  nm0721526         director   \n",
       "4         tt0000002         2  nm1335271         composer   \n",
       "...             ...       ...        ...              ...   \n",
       "60812672  tt9916880         5  nm0584014         director   \n",
       "60812673  tt9916880         6  nm0996406         director   \n",
       "60812674  tt9916880         7  nm1482639           writer   \n",
       "60812675  tt9916880         8  nm2586970           writer   \n",
       "60812676  tt9916880         9  nm1594058         producer   \n",
       "\n",
       "                              job characters  \n",
       "0                              \\N   [\"Self\"]  \n",
       "1                              \\N         \\N  \n",
       "2         director of photography         \\N  \n",
       "3                              \\N         \\N  \n",
       "4                              \\N         \\N  \n",
       "...                           ...        ...  \n",
       "60812672                       \\N         \\N  \n",
       "60812673       principal director         \\N  \n",
       "60812674                       \\N         \\N  \n",
       "60812675                    books         \\N  \n",
       "60812676                 producer         \\N  \n",
       "\n",
       "[60812677 rows x 6 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['self', 'director', 'cinematographer', 'composer', 'producer',\n",
       "       'editor', 'actor', 'actress', 'writer', 'production_designer',\n",
       "       'archive_footage', 'archive_sound'], dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals.category.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
       "      <th>job</th>\n",
       "      <th>characters</th>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [tconst, ordering, nconst, category, job, characters]\n",
       "Index: []"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals[title_principals.nconst == \"nm14603157\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
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       "      <th>characters</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0443482</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Blacksmith\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0653042</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Assistant\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt0000007</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0179163</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>tt0000007</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0183947</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>tt0000008</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0653028</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Sneezing Man\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812663</th>\n",
       "      <td>tt9916856</td>\n",
       "      <td>4</td>\n",
       "      <td>nm10538647</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Kathi\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812668</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>1</td>\n",
       "      <td>nm2784764</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Henry\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812669</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1483166</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Rude Ralph\",\"Mischievous Mike\",\"Jolly Josh\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812670</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0254176</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Moody Margaret\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60812671</th>\n",
       "      <td>tt9916880</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0286175</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Dad\",\"Aerobic Al\",\"Nasty Nicola\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23927171 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             tconst  ordering      nconst category job  \\\n",
       "11        tt0000005         1   nm0443482    actor  \\N   \n",
       "12        tt0000005         2   nm0653042    actor  \\N   \n",
       "16        tt0000007         1   nm0179163    actor  \\N   \n",
       "17        tt0000007         2   nm0183947    actor  \\N   \n",
       "21        tt0000008         1   nm0653028    actor  \\N   \n",
       "...             ...       ...         ...      ...  ..   \n",
       "60812663  tt9916856         4  nm10538647  actress  \\N   \n",
       "60812668  tt9916880         1   nm2784764  actress  \\N   \n",
       "60812669  tt9916880         2   nm1483166    actor  \\N   \n",
       "60812670  tt9916880         3   nm0254176  actress  \\N   \n",
       "60812671  tt9916880         4   nm0286175    actor  \\N   \n",
       "\n",
       "                                              characters  \n",
       "11                                        [\"Blacksmith\"]  \n",
       "12                                         [\"Assistant\"]  \n",
       "16                                                    \\N  \n",
       "17                                                    \\N  \n",
       "21                                      [\"Sneezing Man\"]  \n",
       "...                                                  ...  \n",
       "60812663                                       [\"Kathi\"]  \n",
       "60812668                                       [\"Henry\"]  \n",
       "60812669  [\"Rude Ralph\",\"Mischievous Mike\",\"Jolly Josh\"]  \n",
       "60812670                              [\"Moody Margaret\"]  \n",
       "60812671             [\"Dad\",\"Aerobic Al\",\"Nasty Nicola\"]  \n",
       "\n",
       "[23927171 rows x 6 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# title_principals.category가 actor 또는 actress인 데이터만 출력\n",
    "title_principals[title_principals.category.isin([\"actor\", \"actress\"])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_26010/2757460439.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  title_principals[title_principals.category.isin([\"actor\", \"actress\"])][title_principals.tconst == \"tt27802490\"]\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
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       "    <tr>\n",
       "      <th>38653408</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>2</td>\n",
       "      <td>nm9946376</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Bong Gil\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38653409</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>3</td>\n",
       "      <td>nm5036289</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Hwarim\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38653410</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>4</td>\n",
       "      <td>nm1041999</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Ko Young Geun\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38653412</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>6</td>\n",
       "      <td>nm7035254</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38653413</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>7</td>\n",
       "      <td>nm3787951</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Jeon Jin Gi\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              tconst  ordering     nconst category job         characters\n",
       "38653407  tt27802490         1  nm0158856    actor  \\N  [\"Kim Sang Deok\"]\n",
       "38653408  tt27802490         2  nm9946376    actor  \\N       [\"Bong Gil\"]\n",
       "38653409  tt27802490         3  nm5036289  actress  \\N         [\"Hwarim\"]\n",
       "38653410  tt27802490         4  nm1041999    actor  \\N  [\"Ko Young Geun\"]\n",
       "38653412  tt27802490         6  nm7035254    actor  \\N                 \\N\n",
       "38653413  tt27802490         7  nm3787951    actor  \\N    [\"Jeon Jin Gi\"]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals[title_principals.category.isin([\"actor\", \"actress\"])][title_principals.tconst == \"tt27802490\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vw/3wnj_h7s68l_wbf3ytj2csd80000gn/T/ipykernel_26010/1670820148.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  title_principals[title_principals.category.isin([\"actor\", \"actress\"])][title_principals.nconst == \"nm0158856\"]\n"
     ]
    },
    {
     "data": {
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       "      <th>1177536</th>\n",
       "      <td>tt0141816</td>\n",
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       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
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       "      <td>[\"Park Choon Sup\"]</td>\n",
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       "    <tr>\n",
       "      <th>1491512</th>\n",
       "      <td>tt0188503</td>\n",
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       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
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       "      <td>[\"Chang-ku Kang (Uncle)\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521330</th>\n",
       "      <td>tt0192657</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Mu-young Park\"]</td>\n",
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       "    <tr>\n",
       "      <th>1704363</th>\n",
       "      <td>tt0220507</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Min Ki\",\"Husband\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>41794151</th>\n",
       "      <td>tt30024232</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Park Choon Sup\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41794315</th>\n",
       "      <td>tt30024356</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Park Choon Sup\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44421995</th>\n",
       "      <td>tt3541262</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Admiral Yi Sun-Shin\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50560619</th>\n",
       "      <td>tt6150238</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Byeon Jong-goo\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54170050</th>\n",
       "      <td>tt7609180</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Yim Tae-san\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>113 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              tconst  ordering     nconst category job  \\\n",
       "902497     tt0105075         1  nm0158856    actor  \\N   \n",
       "1177536    tt0141816         3  nm0158856    actor  \\N   \n",
       "1491512    tt0188503         4  nm0158856    actor  \\N   \n",
       "1521330    tt0192657         2  nm0158856    actor  \\N   \n",
       "1704363    tt0220507         1  nm0158856    actor  \\N   \n",
       "...              ...       ...        ...      ...  ..   \n",
       "41794151  tt30024232         3  nm0158856    actor  \\N   \n",
       "41794315  tt30024356         3  nm0158856    actor  \\N   \n",
       "44421995   tt3541262         1  nm0158856    actor  \\N   \n",
       "50560619   tt6150238         1  nm0158856    actor  \\N   \n",
       "54170050   tt7609180         1  nm0158856    actor  \\N   \n",
       "\n",
       "                         characters  \n",
       "902497                  [\"Mr. Kim\"]  \n",
       "1177536          [\"Park Choon Sup\"]  \n",
       "1491512   [\"Chang-ku Kang (Uncle)\"]  \n",
       "1521330           [\"Mu-young Park\"]  \n",
       "1704363        [\"Min Ki\",\"Husband\"]  \n",
       "...                             ...  \n",
       "41794151         [\"Park Choon Sup\"]  \n",
       "41794315         [\"Park Choon Sup\"]  \n",
       "44421995    [\"Admiral Yi Sun-Shin\"]  \n",
       "50560619         [\"Byeon Jong-goo\"]  \n",
       "54170050            [\"Yim Tae-san\"]  \n",
       "\n",
       "[113 rows x 6 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "title_principals[title_principals.category.isin([\"actor\", \"actress\"])][title_principals.nconst == \"nm0158856\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8789</th>\n",
       "      <td>tt0105075</td>\n",
       "      <td>movie</td>\n",
       "      <td>Our Twisted Hero</td>\n",
       "      <td>Urideului ilgeuleojin yeongung</td>\n",
       "      <td>0</td>\n",
       "      <td>1992</td>\n",
       "      <td>\\N</td>\n",
       "      <td>119</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.4</td>\n",
       "      <td>254</td>\n",
       "      <td>nm0661796</td>\n",
       "      <td>nm14303249,nm1038848,nm8958096,nm0661796</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         tconst titleType      primaryTitle                   originalTitle  \\\n",
       "8789  tt0105075     movie  Our Twisted Hero  Urideului ilgeuleojin yeongung   \n",
       "\n",
       "      isAdult  startYear endYear  runtimeMinutes genres  averageRating  \\\n",
       "8789        0       1992      \\N             119  Drama            7.4   \n",
       "\n",
       "      numVotes  directors                                   writers  \n",
       "8789       254  nm0661796  nm14303249,nm1038848,nm8958096,nm0661796  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "custom_metadata[custom_metadata.tconst == \"tt0105075\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# custom_metadata의 tconst와 title_principals의 tconst가 같은 데이터를 찾아서 title_principals의 nconst를 custom_metadata에 추가. 단, \",\"로 하나의 string으로 합쳐서 추가\n",
    "# title_principals[title_principals.category.isin([\"actor\", \"actress\"])] 내에서 tconst가 custom_metadata.tconst와 같은 데이터만 처리하되, \n",
    "# 같은 tconst 내에서 nconst를 \",\"로 합쳐서 custom_metadata에 추가\n",
    "# custom_metadata['actors'] = custom_metadata.tconst.apply(lambda x: ','.join(title_principals[title_principals.category.isin([\"actor\", \"actress\"])][title_principals.tconst == x].nconst))\n",
    "# custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>titleType</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>isAdult</th>\n",
       "      <th>startYear</th>\n",
       "      <th>endYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>writers</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
       "      <th>job</th>\n",
       "      <th>characters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1040587</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0001376</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>4</td>\n",
       "      <td>nm3030759</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>movie</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>0</td>\n",
       "      <td>2024</td>\n",
       "      <td>\\N</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>6</td>\n",
       "      <td>nm11317917</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43025</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>0</td>\n",
       "      <td>1921</td>\n",
       "      <td>\\N</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>nm0000485,nm0889172,nm0902376</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0366603</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Makler Harry Yquem\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Anna Moore\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43027</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0001932</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"David Bartlett\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43028</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0484472</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Anna Moore's Mother\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43029</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>movie</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>0</td>\n",
       "      <td>1920</td>\n",
       "      <td>\\N</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>nm0662461,nm0103755,nm0342604,nm0446189,nm0000428</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0792514</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>[\"Lennox Sanderson\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43030 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType           primaryTitle       originalTitle  \\\n",
       "0      tt31015344     movie     A Traveler's Needs  Yeohaengjaui Pilyo   \n",
       "1      tt31015344     movie     A Traveler's Needs  Yeohaengjaui Pilyo   \n",
       "2      tt31015344     movie     A Traveler's Needs  Yeohaengjaui Pilyo   \n",
       "3      tt31015344     movie     A Traveler's Needs  Yeohaengjaui Pilyo   \n",
       "4      tt31015344     movie     A Traveler's Needs  Yeohaengjaui Pilyo   \n",
       "...           ...       ...                    ...                 ...   \n",
       "43025   tt0012806     movie  Four Around the Woman    Vier um die Frau   \n",
       "43026   tt0011841     movie          Way Down East       Way Down East   \n",
       "43027   tt0011841     movie          Way Down East       Way Down East   \n",
       "43028   tt0011841     movie          Way Down East       Way Down East   \n",
       "43029   tt0011841     movie          Way Down East       Way Down East   \n",
       "\n",
       "       isAdult  startYear endYear  runtimeMinutes         genres  \\\n",
       "0            0       2024      \\N              90          Drama   \n",
       "1            0       2024      \\N              90          Drama   \n",
       "2            0       2024      \\N              90          Drama   \n",
       "3            0       2024      \\N              90          Drama   \n",
       "4            0       2024      \\N              90          Drama   \n",
       "...        ...        ...     ...             ...            ...   \n",
       "43025        0       1921      \\N              52          Drama   \n",
       "43026        0       1920      \\N             145  Drama,Romance   \n",
       "43027        0       1920      \\N             145  Drama,Romance   \n",
       "43028        0       1920      \\N             145  Drama,Romance   \n",
       "43029        0       1920      \\N             145  Drama,Romance   \n",
       "\n",
       "       averageRating  numVotes  directors  \\\n",
       "0                6.5        75  nm0393254   \n",
       "1                6.5        75  nm0393254   \n",
       "2                6.5        75  nm0393254   \n",
       "3                6.5        75  nm0393254   \n",
       "4                6.5        75  nm0393254   \n",
       "...              ...       ...        ...   \n",
       "43025            5.9       581  nm0000485   \n",
       "43026            7.3      5863  nm0000428   \n",
       "43027            7.3      5863  nm0000428   \n",
       "43028            7.3      5863  nm0000428   \n",
       "43029            7.3      5863  nm0000428   \n",
       "\n",
       "                                                 writers  ordering  \\\n",
       "0                                              nm0393254         1   \n",
       "1                                              nm0393254         2   \n",
       "2                                              nm0393254         3   \n",
       "3                                              nm0393254         4   \n",
       "4                                              nm0393254         6   \n",
       "...                                                  ...       ...   \n",
       "43025                      nm0000485,nm0889172,nm0902376         4   \n",
       "43026  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428         1   \n",
       "43027  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428         2   \n",
       "43028  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428         3   \n",
       "43029  nm0662461,nm0103755,nm0342604,nm0446189,nm0000428         4   \n",
       "\n",
       "           nconst category job               characters  \n",
       "0       nm9066896  actress  \\N                       \\N  \n",
       "1       nm1040587    actor  \\N                       \\N  \n",
       "2       nm0001376  actress  \\N                       \\N  \n",
       "3       nm3030759  actress  \\N                       \\N  \n",
       "4      nm11317917    actor  \\N                       \\N  \n",
       "...           ...      ...  ..                      ...  \n",
       "43025   nm0366603    actor  \\N   [\"Makler Harry Yquem\"]  \n",
       "43026   nm0001273  actress  \\N           [\"Anna Moore\"]  \n",
       "43027   nm0001932    actor  \\N       [\"David Bartlett\"]  \n",
       "43028   nm0484472  actress  \\N  [\"Anna Moore's Mother\"]  \n",
       "43029   nm0792514    actor  \\N     [\"Lennox Sanderson\"]  \n",
       "\n",
       "[43030 rows x 18 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# custom_metadata의 tconst와 title_principals의 tconst가 같은 데이터를 찾아서 title_principals의 nconst를 custom_metadata에 추가\n",
    "custom_metadata = custom_metadata.merge(title_principals[title_principals.category.isin([\"actor\", \"actress\"])], left_on='tconst', right_on='tconst')\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 불필요한 컬럼 제거"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
       "      <th>characters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1040587</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0001376</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>4</td>\n",
       "      <td>nm3030759</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>6</td>\n",
       "      <td>nm11317917</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43025</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0366603</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Makler Harry Yquem\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43027</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0001932</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"David Bartlett\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43028</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0484472</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore's Mother\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43029</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0792514</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Lennox Sanderson\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43030 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst           primaryTitle       originalTitle  startYear  \\\n",
       "0      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "1      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "2      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "3      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "4      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "...           ...                    ...                 ...        ...   \n",
       "43025   tt0012806  Four Around the Woman    Vier um die Frau       1921   \n",
       "43026   tt0011841          Way Down East       Way Down East       1920   \n",
       "43027   tt0011841          Way Down East       Way Down East       1920   \n",
       "43028   tt0011841          Way Down East       Way Down East       1920   \n",
       "43029   tt0011841          Way Down East       Way Down East       1920   \n",
       "\n",
       "       runtimeMinutes         genres  averageRating  numVotes  directors  \\\n",
       "0                  90          Drama            6.5        75  nm0393254   \n",
       "1                  90          Drama            6.5        75  nm0393254   \n",
       "2                  90          Drama            6.5        75  nm0393254   \n",
       "3                  90          Drama            6.5        75  nm0393254   \n",
       "4                  90          Drama            6.5        75  nm0393254   \n",
       "...               ...            ...            ...       ...        ...   \n",
       "43025              52          Drama            5.9       581  nm0000485   \n",
       "43026             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43027             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43028             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43029             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "\n",
       "       ordering      nconst category               characters  \n",
       "0             1   nm9066896  actress                       \\N  \n",
       "1             2   nm1040587    actor                       \\N  \n",
       "2             3   nm0001376  actress                       \\N  \n",
       "3             4   nm3030759  actress                       \\N  \n",
       "4             6  nm11317917    actor                       \\N  \n",
       "...         ...         ...      ...                      ...  \n",
       "43025         4   nm0366603    actor   [\"Makler Harry Yquem\"]  \n",
       "43026         1   nm0001273  actress           [\"Anna Moore\"]  \n",
       "43027         2   nm0001932    actor       [\"David Bartlett\"]  \n",
       "43028         3   nm0484472  actress  [\"Anna Moore's Mother\"]  \n",
       "43029         4   nm0792514    actor     [\"Lennox Sanderson\"]  \n",
       "\n",
       "[43030 rows x 13 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# titleType, isAdult, endYear, writers, job\n",
    "custom_metadata = custom_metadata.drop(columns=['titleType', 'isAdult', 'endYear', 'writers', 'job'])\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 파일 저장"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# custom_metadata를 custom_metadata_ver1.csv로 저장\n",
    "custom_metadata.to_csv(\"custom_metadata_ver1.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "감독 기준 혹은 배우 기준으로 그래프에 넣을 때 각각의 feature는 어떻게 처리할 것인가"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst</th>\n",
       "      <th>category</th>\n",
       "      <th>characters</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1040587</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0001376</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>4</td>\n",
       "      <td>nm3030759</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>6</td>\n",
       "      <td>nm11317917</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43025</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0366603</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Makler Harry Yquem\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43027</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0001932</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"David Bartlett\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43028</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0484472</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore's Mother\"]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43029</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0792514</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Lennox Sanderson\"]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43030 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst           primaryTitle       originalTitle  startYear  \\\n",
       "0      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "1      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "2      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "3      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "4      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "...           ...                    ...                 ...        ...   \n",
       "43025   tt0012806  Four Around the Woman    Vier um die Frau       1921   \n",
       "43026   tt0011841          Way Down East       Way Down East       1920   \n",
       "43027   tt0011841          Way Down East       Way Down East       1920   \n",
       "43028   tt0011841          Way Down East       Way Down East       1920   \n",
       "43029   tt0011841          Way Down East       Way Down East       1920   \n",
       "\n",
       "       runtimeMinutes         genres  averageRating  numVotes  directors  \\\n",
       "0                  90          Drama            6.5        75  nm0393254   \n",
       "1                  90          Drama            6.5        75  nm0393254   \n",
       "2                  90          Drama            6.5        75  nm0393254   \n",
       "3                  90          Drama            6.5        75  nm0393254   \n",
       "4                  90          Drama            6.5        75  nm0393254   \n",
       "...               ...            ...            ...       ...        ...   \n",
       "43025              52          Drama            5.9       581  nm0000485   \n",
       "43026             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43027             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43028             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43029             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "\n",
       "       ordering      nconst category               characters  \n",
       "0             1   nm9066896  actress                       \\N  \n",
       "1             2   nm1040587    actor                       \\N  \n",
       "2             3   nm0001376  actress                       \\N  \n",
       "3             4   nm3030759  actress                       \\N  \n",
       "4             6  nm11317917    actor                       \\N  \n",
       "...         ...         ...      ...                      ...  \n",
       "43025         4   nm0366603    actor   [\"Makler Harry Yquem\"]  \n",
       "43026         1   nm0001273  actress           [\"Anna Moore\"]  \n",
       "43027         2   nm0001932    actor       [\"David Bartlett\"]  \n",
       "43028         3   nm0484472  actress  [\"Anna Moore's Mother\"]  \n",
       "43029         4   nm0792514    actor     [\"Lennox Sanderson\"]  \n",
       "\n",
       "[43030 rows x 13 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "custom_metadata = pd.read_csv(\"custom_metadata_ver1.csv\")\n",
    "custom_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>nconst</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>nm0091415,nm0865438,nm0517929,nm0366603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>nm0048798,nm0701012,nm0312238,nm0588033,nm0461...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>nm0417837,nm0217848,nm0384897,nm0476130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0017136</td>\n",
       "      <td>nm0375609,nm0002154,nm0297054,nm0459030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10204</th>\n",
       "      <td>tt9898844</td>\n",
       "      <td>nm7527949,nm11367475,nm11661727,nm0878252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10205</th>\n",
       "      <td>tt9900782</td>\n",
       "      <td>nm1912683,nm1230844,nm10183124,nm6998719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10206</th>\n",
       "      <td>tt9900940</td>\n",
       "      <td>nm0196185,nm8168644,nm0474779,nm1589782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10207</th>\n",
       "      <td>tt9904648</td>\n",
       "      <td>nm2576262,nm5249687,nm1047838,nm2840457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10208</th>\n",
       "      <td>tt9907782</td>\n",
       "      <td>nm2933542,nm0717709,nm0677944,nm3646923</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10209 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          tconst                                             nconst\n",
       "0      tt0011841            nm0001273,nm0001932,nm0484472,nm0792514\n",
       "1      tt0012806            nm0091415,nm0865438,nm0517929,nm0366603\n",
       "2      tt0014624  nm0048798,nm0701012,nm0312238,nm0588033,nm0461...\n",
       "3      tt0015064            nm0417837,nm0217848,nm0384897,nm0476130\n",
       "4      tt0017136            nm0375609,nm0002154,nm0297054,nm0459030\n",
       "...          ...                                                ...\n",
       "10204  tt9898844          nm7527949,nm11367475,nm11661727,nm0878252\n",
       "10205  tt9900782           nm1912683,nm1230844,nm10183124,nm6998719\n",
       "10206  tt9900940            nm0196185,nm8168644,nm0474779,nm1589782\n",
       "10207  tt9904648            nm2576262,nm5249687,nm1047838,nm2840457\n",
       "10208  tt9907782            nm2933542,nm0717709,nm0677944,nm3646923\n",
       "\n",
       "[10209 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_string_for_each_movie = custom_metadata.groupby('tconst')['nconst'].apply(lambda x: ','.join(x)).reset_index()\n",
    "actor_string_for_each_movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst_x</th>\n",
       "      <th>category</th>\n",
       "      <th>characters</th>\n",
       "      <th>nconst_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>2</td>\n",
       "      <td>nm1040587</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0001376</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>4</td>\n",
       "      <td>nm3030759</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>6</td>\n",
       "      <td>nm11317917</td>\n",
       "      <td>actor</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43025</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0366603</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Makler Harry Yquem\"]</td>\n",
       "      <td>nm0091415,nm0865438,nm0517929,nm0366603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore\"]</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43027</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>2</td>\n",
       "      <td>nm0001932</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"David Bartlett\"]</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43028</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>3</td>\n",
       "      <td>nm0484472</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore's Mother\"]</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43029</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>4</td>\n",
       "      <td>nm0792514</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Lennox Sanderson\"]</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43030 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst           primaryTitle       originalTitle  startYear  \\\n",
       "0      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "1      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "2      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "3      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "4      tt31015344     A Traveler's Needs  Yeohaengjaui Pilyo       2024   \n",
       "...           ...                    ...                 ...        ...   \n",
       "43025   tt0012806  Four Around the Woman    Vier um die Frau       1921   \n",
       "43026   tt0011841          Way Down East       Way Down East       1920   \n",
       "43027   tt0011841          Way Down East       Way Down East       1920   \n",
       "43028   tt0011841          Way Down East       Way Down East       1920   \n",
       "43029   tt0011841          Way Down East       Way Down East       1920   \n",
       "\n",
       "       runtimeMinutes         genres  averageRating  numVotes  directors  \\\n",
       "0                  90          Drama            6.5        75  nm0393254   \n",
       "1                  90          Drama            6.5        75  nm0393254   \n",
       "2                  90          Drama            6.5        75  nm0393254   \n",
       "3                  90          Drama            6.5        75  nm0393254   \n",
       "4                  90          Drama            6.5        75  nm0393254   \n",
       "...               ...            ...            ...       ...        ...   \n",
       "43025              52          Drama            5.9       581  nm0000485   \n",
       "43026             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43027             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43028             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "43029             145  Drama,Romance            7.3      5863  nm0000428   \n",
       "\n",
       "       ordering    nconst_x category               characters  \\\n",
       "0             1   nm9066896  actress                       \\N   \n",
       "1             2   nm1040587    actor                       \\N   \n",
       "2             3   nm0001376  actress                       \\N   \n",
       "3             4   nm3030759  actress                       \\N   \n",
       "4             6  nm11317917    actor                       \\N   \n",
       "...         ...         ...      ...                      ...   \n",
       "43025         4   nm0366603    actor   [\"Makler Harry Yquem\"]   \n",
       "43026         1   nm0001273  actress           [\"Anna Moore\"]   \n",
       "43027         2   nm0001932    actor       [\"David Bartlett\"]   \n",
       "43028         3   nm0484472  actress  [\"Anna Moore's Mother\"]   \n",
       "43029         4   nm0792514    actor     [\"Lennox Sanderson\"]   \n",
       "\n",
       "                                                nconst_y  \n",
       "0      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "1      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "2      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "3      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "4      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "...                                                  ...  \n",
       "43025            nm0091415,nm0865438,nm0517929,nm0366603  \n",
       "43026            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "43027            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "43028            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "43029            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "\n",
       "[43030 rows x 14 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final_metadata에 actor_string_for_each_movie를 merge\n",
    "final_metadata = custom_metadata.merge(actor_string_for_each_movie, left_on='tconst', right_on='tconst')\n",
    "final_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst_x</th>\n",
       "      <th>category</th>\n",
       "      <th>characters</th>\n",
       "      <th>nconst_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896</td>\n",
       "      <td>actress</td>\n",
       "      <td>\\N</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>2024</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>1</td>\n",
       "      <td>nm1041999</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Min-sang\"]</td>\n",
       "      <td>nm1041999,nm8830500,nm9657240,nm3934118,nm0453...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>2024</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0751518</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Ray Waller\"]</td>\n",
       "      <td>nm0751518,nm0174403,nm10550834,nm8583232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>1</td>\n",
       "      <td>nm11634084</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Zoe\"]</td>\n",
       "      <td>nm11634084,nm7831367,nm0141212,nm1209806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Kim Sang Deok\"]</td>\n",
       "      <td>nm0158856,nm9946376,nm5036289,nm1041999,nm7035...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43005</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>1926</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0089524</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Dr. Paul Giraud\"]</td>\n",
       "      <td>nm0089524,nm0589105,nm0850896,nm0073239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43009</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>1924</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0417837</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Hotelportier\"]</td>\n",
       "      <td>nm0417837,nm0217848,nm0384897,nm0476130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43013</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>1923</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>10</td>\n",
       "      <td>nm0048798</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Masseuse\"]</td>\n",
       "      <td>nm0048798,nm0701012,nm0312238,nm0588033,nm0461...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43022</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0091415</td>\n",
       "      <td>actor</td>\n",
       "      <td>[\"Florences Vater\"]</td>\n",
       "      <td>nm0091415,nm0865438,nm0517929,nm0366603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273</td>\n",
       "      <td>actress</td>\n",
       "      <td>[\"Anna Moore\"]</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10209 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst                       primaryTitle  \\\n",
       "0      tt31015344                 A Traveler's Needs   \n",
       "5      tt30911335                           Dog Days   \n",
       "12      tt9682428                         Night Swim   \n",
       "16     tt12432558                        A Wall Away   \n",
       "20     tt27802490                             Exhuma   \n",
       "...           ...                                ...   \n",
       "43005   tt0017409                   So This Is Paris   \n",
       "43009   tt0015064                     The Last Laugh   \n",
       "43013   tt0014624  A Woman of Paris: A Drama of Fate   \n",
       "43022   tt0012806              Four Around the Woman   \n",
       "43026   tt0011841                      Way Down East   \n",
       "\n",
       "                           originalTitle  startYear  runtimeMinutes  \\\n",
       "0                     Yeohaengjaui Pilyo       2024              90   \n",
       "5                            Dogeudeijeu       2024             120   \n",
       "12                            Night Swim       2024              98   \n",
       "16                             My Corona       2024              90   \n",
       "20                                 Pamyo       2024             134   \n",
       "...                                  ...        ...             ...   \n",
       "43005                   So This Is Paris       1926              60   \n",
       "43009                    Der letzte Mann       1924              88   \n",
       "43013  A Woman of Paris: A Drama of Fate       1923              82   \n",
       "43022                   Vier um die Frau       1921              52   \n",
       "43026                      Way Down East       1920             145   \n",
       "\n",
       "                        genres  averageRating  numVotes   directors  ordering  \\\n",
       "0                        Drama            6.5        75   nm0393254         1   \n",
       "5                        Drama            7.8        31  nm15730187         1   \n",
       "12             Horror,Thriller            4.7     12654   nm3241399         1   \n",
       "16              Comedy,Romance            5.1        64   nm1486721         1   \n",
       "20     Horror,Mystery,Thriller            7.4       495   nm6940206         1   \n",
       "...                        ...            ...       ...         ...       ...   \n",
       "43005                   Comedy            7.1       746   nm0523932         1   \n",
       "43009                    Drama            8.0     15105   nm0003638         1   \n",
       "43013            Drama,Romance            6.9      6104   nm0000122        10   \n",
       "43022                    Drama            5.9       581   nm0000485         1   \n",
       "43026            Drama,Romance            7.3      5863   nm0000428         1   \n",
       "\n",
       "         nconst_x category           characters  \\\n",
       "0       nm9066896  actress                   \\N   \n",
       "5       nm1041999    actor         [\"Min-sang\"]   \n",
       "12      nm0751518    actor       [\"Ray Waller\"]   \n",
       "16     nm11634084  actress              [\"Zoe\"]   \n",
       "20      nm0158856    actor    [\"Kim Sang Deok\"]   \n",
       "...           ...      ...                  ...   \n",
       "43005   nm0089524    actor  [\"Dr. Paul Giraud\"]   \n",
       "43009   nm0417837    actor     [\"Hotelportier\"]   \n",
       "43013   nm0048798  actress         [\"Masseuse\"]   \n",
       "43022   nm0091415    actor  [\"Florences Vater\"]   \n",
       "43026   nm0001273  actress       [\"Anna Moore\"]   \n",
       "\n",
       "                                                nconst_y  \n",
       "0      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "5      nm1041999,nm8830500,nm9657240,nm3934118,nm0453...  \n",
       "12              nm0751518,nm0174403,nm10550834,nm8583232  \n",
       "16              nm11634084,nm7831367,nm0141212,nm1209806  \n",
       "20     nm0158856,nm9946376,nm5036289,nm1041999,nm7035...  \n",
       "...                                                  ...  \n",
       "43005            nm0089524,nm0589105,nm0850896,nm0073239  \n",
       "43009            nm0417837,nm0217848,nm0384897,nm0476130  \n",
       "43013  nm0048798,nm0701012,nm0312238,nm0588033,nm0461...  \n",
       "43022            nm0091415,nm0865438,nm0517929,nm0366603  \n",
       "43026            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "\n",
       "[10209 rows x 14 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final_metadata에서 tconst가 겹치는 데이터 중 첫번째 데이터만 남기고 나머지는 drop\n",
    "final_metadata = final_metadata.drop_duplicates(['tconst'], keep='first')\n",
    "final_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>nconst_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>2024</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>1</td>\n",
       "      <td>nm1041999,nm8830500,nm9657240,nm3934118,nm0453...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>2024</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0751518,nm0174403,nm10550834,nm8583232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>1</td>\n",
       "      <td>nm11634084,nm7831367,nm0141212,nm1209806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm9946376,nm5036289,nm1041999,nm7035...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43005</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>1926</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0089524,nm0589105,nm0850896,nm0073239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43009</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>1924</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0417837,nm0217848,nm0384897,nm0476130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43013</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>1923</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>10</td>\n",
       "      <td>nm0048798,nm0701012,nm0312238,nm0588033,nm0461...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43022</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0091415,nm0865438,nm0517929,nm0366603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10209 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst                       primaryTitle  \\\n",
       "0      tt31015344                 A Traveler's Needs   \n",
       "5      tt30911335                           Dog Days   \n",
       "12      tt9682428                         Night Swim   \n",
       "16     tt12432558                        A Wall Away   \n",
       "20     tt27802490                             Exhuma   \n",
       "...           ...                                ...   \n",
       "43005   tt0017409                   So This Is Paris   \n",
       "43009   tt0015064                     The Last Laugh   \n",
       "43013   tt0014624  A Woman of Paris: A Drama of Fate   \n",
       "43022   tt0012806              Four Around the Woman   \n",
       "43026   tt0011841                      Way Down East   \n",
       "\n",
       "                           originalTitle  startYear  runtimeMinutes  \\\n",
       "0                     Yeohaengjaui Pilyo       2024              90   \n",
       "5                            Dogeudeijeu       2024             120   \n",
       "12                            Night Swim       2024              98   \n",
       "16                             My Corona       2024              90   \n",
       "20                                 Pamyo       2024             134   \n",
       "...                                  ...        ...             ...   \n",
       "43005                   So This Is Paris       1926              60   \n",
       "43009                    Der letzte Mann       1924              88   \n",
       "43013  A Woman of Paris: A Drama of Fate       1923              82   \n",
       "43022                   Vier um die Frau       1921              52   \n",
       "43026                      Way Down East       1920             145   \n",
       "\n",
       "                        genres  averageRating  numVotes   directors  ordering  \\\n",
       "0                        Drama            6.5        75   nm0393254         1   \n",
       "5                        Drama            7.8        31  nm15730187         1   \n",
       "12             Horror,Thriller            4.7     12654   nm3241399         1   \n",
       "16              Comedy,Romance            5.1        64   nm1486721         1   \n",
       "20     Horror,Mystery,Thriller            7.4       495   nm6940206         1   \n",
       "...                        ...            ...       ...         ...       ...   \n",
       "43005                   Comedy            7.1       746   nm0523932         1   \n",
       "43009                    Drama            8.0     15105   nm0003638         1   \n",
       "43013            Drama,Romance            6.9      6104   nm0000122        10   \n",
       "43022                    Drama            5.9       581   nm0000485         1   \n",
       "43026            Drama,Romance            7.3      5863   nm0000428         1   \n",
       "\n",
       "                                                nconst_y  \n",
       "0      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "5      nm1041999,nm8830500,nm9657240,nm3934118,nm0453...  \n",
       "12              nm0751518,nm0174403,nm10550834,nm8583232  \n",
       "16              nm11634084,nm7831367,nm0141212,nm1209806  \n",
       "20     nm0158856,nm9946376,nm5036289,nm1041999,nm7035...  \n",
       "...                                                  ...  \n",
       "43005            nm0089524,nm0589105,nm0850896,nm0073239  \n",
       "43009            nm0417837,nm0217848,nm0384897,nm0476130  \n",
       "43013  nm0048798,nm0701012,nm0312238,nm0588033,nm0461...  \n",
       "43022            nm0091415,nm0865438,nm0517929,nm0366603  \n",
       "43026            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "\n",
       "[10209 rows x 11 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# nconst_x column drop\n",
    "final_metadata = final_metadata.drop(columns=['nconst_x', 'category', 'characters'])\n",
    "final_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>actors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt31015344</td>\n",
       "      <td>A Traveler's Needs</td>\n",
       "      <td>Yeohaengjaui Pilyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.5</td>\n",
       "      <td>75</td>\n",
       "      <td>nm0393254</td>\n",
       "      <td>1</td>\n",
       "      <td>nm9066896,nm1040587,nm0001376,nm3030759,nm1131...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>tt30911335</td>\n",
       "      <td>Dog Days</td>\n",
       "      <td>Dogeudeijeu</td>\n",
       "      <td>2024</td>\n",
       "      <td>120</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.8</td>\n",
       "      <td>31</td>\n",
       "      <td>nm15730187</td>\n",
       "      <td>1</td>\n",
       "      <td>nm1041999,nm8830500,nm9657240,nm3934118,nm0453...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt9682428</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>Night Swim</td>\n",
       "      <td>2024</td>\n",
       "      <td>98</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.7</td>\n",
       "      <td>12654</td>\n",
       "      <td>nm3241399</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0751518,nm0174403,nm10550834,nm8583232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt12432558</td>\n",
       "      <td>A Wall Away</td>\n",
       "      <td>My Corona</td>\n",
       "      <td>2024</td>\n",
       "      <td>90</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.1</td>\n",
       "      <td>64</td>\n",
       "      <td>nm1486721</td>\n",
       "      <td>1</td>\n",
       "      <td>nm11634084,nm7831367,nm0141212,nm1209806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm9946376,nm5036289,nm1041999,nm7035...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43005</th>\n",
       "      <td>tt0017409</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>So This Is Paris</td>\n",
       "      <td>1926</td>\n",
       "      <td>60</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>7.1</td>\n",
       "      <td>746</td>\n",
       "      <td>nm0523932</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0089524,nm0589105,nm0850896,nm0073239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43009</th>\n",
       "      <td>tt0015064</td>\n",
       "      <td>The Last Laugh</td>\n",
       "      <td>Der letzte Mann</td>\n",
       "      <td>1924</td>\n",
       "      <td>88</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>15105</td>\n",
       "      <td>nm0003638</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0417837,nm0217848,nm0384897,nm0476130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43013</th>\n",
       "      <td>tt0014624</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>A Woman of Paris: A Drama of Fate</td>\n",
       "      <td>1923</td>\n",
       "      <td>82</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>6.9</td>\n",
       "      <td>6104</td>\n",
       "      <td>nm0000122</td>\n",
       "      <td>10</td>\n",
       "      <td>nm0048798,nm0701012,nm0312238,nm0588033,nm0461...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43022</th>\n",
       "      <td>tt0012806</td>\n",
       "      <td>Four Around the Woman</td>\n",
       "      <td>Vier um die Frau</td>\n",
       "      <td>1921</td>\n",
       "      <td>52</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.9</td>\n",
       "      <td>581</td>\n",
       "      <td>nm0000485</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0091415,nm0865438,nm0517929,nm0366603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43026</th>\n",
       "      <td>tt0011841</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>Way Down East</td>\n",
       "      <td>1920</td>\n",
       "      <td>145</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.3</td>\n",
       "      <td>5863</td>\n",
       "      <td>nm0000428</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0001273,nm0001932,nm0484472,nm0792514</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10209 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst                       primaryTitle  \\\n",
       "0      tt31015344                 A Traveler's Needs   \n",
       "5      tt30911335                           Dog Days   \n",
       "12      tt9682428                         Night Swim   \n",
       "16     tt12432558                        A Wall Away   \n",
       "20     tt27802490                             Exhuma   \n",
       "...           ...                                ...   \n",
       "43005   tt0017409                   So This Is Paris   \n",
       "43009   tt0015064                     The Last Laugh   \n",
       "43013   tt0014624  A Woman of Paris: A Drama of Fate   \n",
       "43022   tt0012806              Four Around the Woman   \n",
       "43026   tt0011841                      Way Down East   \n",
       "\n",
       "                           originalTitle  startYear  runtimeMinutes  \\\n",
       "0                     Yeohaengjaui Pilyo       2024              90   \n",
       "5                            Dogeudeijeu       2024             120   \n",
       "12                            Night Swim       2024              98   \n",
       "16                             My Corona       2024              90   \n",
       "20                                 Pamyo       2024             134   \n",
       "...                                  ...        ...             ...   \n",
       "43005                   So This Is Paris       1926              60   \n",
       "43009                    Der letzte Mann       1924              88   \n",
       "43013  A Woman of Paris: A Drama of Fate       1923              82   \n",
       "43022                   Vier um die Frau       1921              52   \n",
       "43026                      Way Down East       1920             145   \n",
       "\n",
       "                        genres  averageRating  numVotes   directors  ordering  \\\n",
       "0                        Drama            6.5        75   nm0393254         1   \n",
       "5                        Drama            7.8        31  nm15730187         1   \n",
       "12             Horror,Thriller            4.7     12654   nm3241399         1   \n",
       "16              Comedy,Romance            5.1        64   nm1486721         1   \n",
       "20     Horror,Mystery,Thriller            7.4       495   nm6940206         1   \n",
       "...                        ...            ...       ...         ...       ...   \n",
       "43005                   Comedy            7.1       746   nm0523932         1   \n",
       "43009                    Drama            8.0     15105   nm0003638         1   \n",
       "43013            Drama,Romance            6.9      6104   nm0000122        10   \n",
       "43022                    Drama            5.9       581   nm0000485         1   \n",
       "43026            Drama,Romance            7.3      5863   nm0000428         1   \n",
       "\n",
       "                                                  actors  \n",
       "0      nm9066896,nm1040587,nm0001376,nm3030759,nm1131...  \n",
       "5      nm1041999,nm8830500,nm9657240,nm3934118,nm0453...  \n",
       "12              nm0751518,nm0174403,nm10550834,nm8583232  \n",
       "16              nm11634084,nm7831367,nm0141212,nm1209806  \n",
       "20     nm0158856,nm9946376,nm5036289,nm1041999,nm7035...  \n",
       "...                                                  ...  \n",
       "43005            nm0089524,nm0589105,nm0850896,nm0073239  \n",
       "43009            nm0417837,nm0217848,nm0384897,nm0476130  \n",
       "43013  nm0048798,nm0701012,nm0312238,nm0588033,nm0461...  \n",
       "43022            nm0091415,nm0865438,nm0517929,nm0366603  \n",
       "43026            nm0001273,nm0001932,nm0484472,nm0792514  \n",
       "\n",
       "[10209 rows x 11 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final_metadata의 nconst_y column 이름을 actors로 변경\n",
    "final_metadata.rename(columns={'nconst_y': 'actors'}, inplace=True)\n",
    "final_metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_metadata.to_csv(\"final_metadata_ver1.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 10209 entries, 0 to 43026\n",
      "Data columns (total 11 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   tconst          10209 non-null  object \n",
      " 1   primaryTitle    10209 non-null  object \n",
      " 2   originalTitle   10209 non-null  object \n",
      " 3   startYear       10209 non-null  int64  \n",
      " 4   runtimeMinutes  10209 non-null  int64  \n",
      " 5   genres          10209 non-null  object \n",
      " 6   averageRating   10209 non-null  float64\n",
      " 7   numVotes        10209 non-null  int64  \n",
      " 8   directors       10209 non-null  object \n",
      " 9   ordering        10209 non-null  int64  \n",
      " 10  actors          10209 non-null  object \n",
      "dtypes: float64(1), int64(4), object(6)\n",
      "memory usage: 957.1+ KB\n"
     ]
    }
   ],
   "source": [
    "final_metadata.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tconst</th>\n",
       "      <th>primaryTitle</th>\n",
       "      <th>originalTitle</th>\n",
       "      <th>startYear</th>\n",
       "      <th>runtimeMinutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "      <th>directors</th>\n",
       "      <th>ordering</th>\n",
       "      <th>actors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt27802490</td>\n",
       "      <td>Exhuma</td>\n",
       "      <td>Pamyo</td>\n",
       "      <td>2024</td>\n",
       "      <td>134</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.4</td>\n",
       "      <td>495</td>\n",
       "      <td>nm6940206</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm9946376,nm5036289,nm1041999,nm7035...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2217</th>\n",
       "      <td>tt12663772</td>\n",
       "      <td>In Our Prime</td>\n",
       "      <td>I-sang-han na-ra-eui su-hak-ja</td>\n",
       "      <td>2022</td>\n",
       "      <td>117</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.7</td>\n",
       "      <td>961</td>\n",
       "      <td>nm2563050</td>\n",
       "      <td>10</td>\n",
       "      <td>nm14361998,nm3649689,nm11719527,nm6262665,nm01...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8619</th>\n",
       "      <td>tt12443662</td>\n",
       "      <td>Heaven: To the Land of Happiness</td>\n",
       "      <td>Heaven: To the Land of Happiness</td>\n",
       "      <td>2021</td>\n",
       "      <td>100</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.5</td>\n",
       "      <td>83</td>\n",
       "      <td>nm0407992</td>\n",
       "      <td>1</td>\n",
       "      <td>nm5077687,nm1310960,nm3498542,nm2175143,nm0158...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13077</th>\n",
       "      <td>tt11498038</td>\n",
       "      <td>Forbidden Dream</td>\n",
       "      <td>Forbidden Dream</td>\n",
       "      <td>2019</td>\n",
       "      <td>132</td>\n",
       "      <td>Drama,History</td>\n",
       "      <td>6.6</td>\n",
       "      <td>417</td>\n",
       "      <td>nm0403297</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0359197,nm8685855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16449</th>\n",
       "      <td>tt6150238</td>\n",
       "      <td>The Mayor</td>\n",
       "      <td>Teukbyulshimin</td>\n",
       "      <td>2017</td>\n",
       "      <td>130</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.3</td>\n",
       "      <td>469</td>\n",
       "      <td>nm4538096</td>\n",
       "      <td>10</td>\n",
       "      <td>nm5946075,nm0158856,nm3483072,nm2987726,nm0600...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16544</th>\n",
       "      <td>tt7609180</td>\n",
       "      <td>Heart Blackened</td>\n",
       "      <td>Chim-muk</td>\n",
       "      <td>2017</td>\n",
       "      <td>125</td>\n",
       "      <td>Crime,Drama</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1049</td>\n",
       "      <td>nm0161242</td>\n",
       "      <td>10</td>\n",
       "      <td>nm3015396,nm0158856,nm2339975,nm6916719,nm2671586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20878</th>\n",
       "      <td>tt3541262</td>\n",
       "      <td>The Admiral: Roaring Currents</td>\n",
       "      <td>Myeong-ryang</td>\n",
       "      <td>2014</td>\n",
       "      <td>128</td>\n",
       "      <td>Action,Drama,History</td>\n",
       "      <td>7.1</td>\n",
       "      <td>12965</td>\n",
       "      <td>nm3482943</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm2440627,nm2437361,nm0453623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21327</th>\n",
       "      <td>tt2872732</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>2014</td>\n",
       "      <td>89</td>\n",
       "      <td>Action,Sci-Fi,Thriller</td>\n",
       "      <td>6.4</td>\n",
       "      <td>531379</td>\n",
       "      <td>nm0000108</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0424060,nm0000151,nm0158856,nm0906756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21601</th>\n",
       "      <td>tt2625030</td>\n",
       "      <td>New World</td>\n",
       "      <td>Sinsegye</td>\n",
       "      <td>2013</td>\n",
       "      <td>135</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>7.5</td>\n",
       "      <td>26172</td>\n",
       "      <td>nm4219902</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0497631,nm0158856,nm1058565,nm3663864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23385</th>\n",
       "      <td>tt2082221</td>\n",
       "      <td>Nameless Gangster: Rules of the Time</td>\n",
       "      <td>Bumchoiwaui junjaeng: Nabbeunnomdeul jeonsungs...</td>\n",
       "      <td>2012</td>\n",
       "      <td>134</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7247</td>\n",
       "      <td>nm2151556</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm1978402,nm2437361,nm3011350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23967</th>\n",
       "      <td>tt1971466</td>\n",
       "      <td>Daisy, a Hen Into the Wild</td>\n",
       "      <td>Madangeul naon amtak</td>\n",
       "      <td>2011</td>\n",
       "      <td>93</td>\n",
       "      <td>Adventure,Animation,Drama</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1042</td>\n",
       "      <td>nm2520393</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0600668,nm1235558,nm0158856,nm1059148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24576</th>\n",
       "      <td>tt1588170</td>\n",
       "      <td>I Saw the Devil</td>\n",
       "      <td>Ang-ma-reul bo-at-da</td>\n",
       "      <td>2010</td>\n",
       "      <td>144</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "      <td>7.8</td>\n",
       "      <td>145031</td>\n",
       "      <td>nm0453518</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0496932,nm0158856,nm1926499,nm1141657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26684</th>\n",
       "      <td>tt1179079</td>\n",
       "      <td>With a Girl of Himalaya</td>\n",
       "      <td>Himalayaeui sonyowa</td>\n",
       "      <td>2008</td>\n",
       "      <td>95</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.3</td>\n",
       "      <td>283</td>\n",
       "      <td>nm0421817</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm3637142,nm3636427,nm3636510,nm3637182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29131</th>\n",
       "      <td>tt0457007</td>\n",
       "      <td>Crying Fist</td>\n",
       "      <td>Jumeogi unda</td>\n",
       "      <td>2005</td>\n",
       "      <td>134</td>\n",
       "      <td>Action,Drama,Sport</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3121</td>\n",
       "      <td>nm0753423</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0753486,nm3744420,nm1366028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30268</th>\n",
       "      <td>tt0420646</td>\n",
       "      <td>Springtime</td>\n",
       "      <td>Ggotpineun bomi omyeon</td>\n",
       "      <td>2004</td>\n",
       "      <td>128</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.1</td>\n",
       "      <td>346</td>\n",
       "      <td>nm1626978</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0453467,nm1679797,nm1279937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30369</th>\n",
       "      <td>tt0364569</td>\n",
       "      <td>Oldboy</td>\n",
       "      <td>Oldeuboi</td>\n",
       "      <td>2003</td>\n",
       "      <td>120</td>\n",
       "      <td>Action,Drama,Mystery</td>\n",
       "      <td>8.3</td>\n",
       "      <td>630438</td>\n",
       "      <td>nm0661791</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0949167,nm1367246,nm1366028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31494</th>\n",
       "      <td>tt0317234</td>\n",
       "      <td>Painted Fire</td>\n",
       "      <td>Chihwaseon</td>\n",
       "      <td>2002</td>\n",
       "      <td>120</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2816</td>\n",
       "      <td>nm0407990</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0014227,nm1162053,nm0453735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31814</th>\n",
       "      <td>tt0289181</td>\n",
       "      <td>Failan</td>\n",
       "      <td>Failan</td>\n",
       "      <td>2001</td>\n",
       "      <td>115</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.5</td>\n",
       "      <td>6196</td>\n",
       "      <td>nm1012219</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0156444,nm0814171,nm1045837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32626</th>\n",
       "      <td>tt0192657</td>\n",
       "      <td>Shiri</td>\n",
       "      <td>Swiri</td>\n",
       "      <td>1999</td>\n",
       "      <td>125</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>6.5</td>\n",
       "      <td>8538</td>\n",
       "      <td>nm0437625</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0359197,nm0158856,nm0453746,nm0814280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32753</th>\n",
       "      <td>tt0220507</td>\n",
       "      <td>Happy End</td>\n",
       "      <td>Haepi-endeu</td>\n",
       "      <td>1999</td>\n",
       "      <td>100</td>\n",
       "      <td>Crime,Drama,Romance</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2089</td>\n",
       "      <td>nm0161242</td>\n",
       "      <td>10</td>\n",
       "      <td>nm3751338,nm0158856,nm0161133,nm0431701,nm1382...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32917</th>\n",
       "      <td>tt0188503</td>\n",
       "      <td>The Quiet Family</td>\n",
       "      <td>Choyonghan kajok</td>\n",
       "      <td>1998</td>\n",
       "      <td>101</td>\n",
       "      <td>Comedy,Crime,Horror</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5930</td>\n",
       "      <td>nm0453518</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0661845,nm0618520,nm0814280,nm0158856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34694</th>\n",
       "      <td>tt0318043</td>\n",
       "      <td>Sara Is Guilty</td>\n",
       "      <td>Saraneun yujoi</td>\n",
       "      <td>1993</td>\n",
       "      <td>100</td>\n",
       "      <td>Drama,Romance,Thriller</td>\n",
       "      <td>5.6</td>\n",
       "      <td>14</td>\n",
       "      <td>\\N</td>\n",
       "      <td>1</td>\n",
       "      <td>nm1169844,nm1165384,nm0158856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35088</th>\n",
       "      <td>tt0105075</td>\n",
       "      <td>Our Twisted Hero</td>\n",
       "      <td>Urideului ilgeuleojin yeongung</td>\n",
       "      <td>1992</td>\n",
       "      <td>119</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.4</td>\n",
       "      <td>254</td>\n",
       "      <td>nm0661796</td>\n",
       "      <td>1</td>\n",
       "      <td>nm0158856,nm0393239,nm0793782,nm14303264</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst                          primaryTitle  \\\n",
       "20     tt27802490                                Exhuma   \n",
       "2217   tt12663772                          In Our Prime   \n",
       "8619   tt12443662      Heaven: To the Land of Happiness   \n",
       "13077  tt11498038                       Forbidden Dream   \n",
       "16449   tt6150238                             The Mayor   \n",
       "16544   tt7609180                       Heart Blackened   \n",
       "20878   tt3541262         The Admiral: Roaring Currents   \n",
       "21327   tt2872732                                  Lucy   \n",
       "21601   tt2625030                             New World   \n",
       "23385   tt2082221  Nameless Gangster: Rules of the Time   \n",
       "23967   tt1971466            Daisy, a Hen Into the Wild   \n",
       "24576   tt1588170                       I Saw the Devil   \n",
       "26684   tt1179079               With a Girl of Himalaya   \n",
       "29131   tt0457007                           Crying Fist   \n",
       "30268   tt0420646                            Springtime   \n",
       "30369   tt0364569                                Oldboy   \n",
       "31494   tt0317234                          Painted Fire   \n",
       "31814   tt0289181                                Failan   \n",
       "32626   tt0192657                                 Shiri   \n",
       "32753   tt0220507                             Happy End   \n",
       "32917   tt0188503                      The Quiet Family   \n",
       "34694   tt0318043                        Sara Is Guilty   \n",
       "35088   tt0105075                      Our Twisted Hero   \n",
       "\n",
       "                                           originalTitle  startYear  \\\n",
       "20                                                 Pamyo       2024   \n",
       "2217                      I-sang-han na-ra-eui su-hak-ja       2022   \n",
       "8619                    Heaven: To the Land of Happiness       2021   \n",
       "13077                                    Forbidden Dream       2019   \n",
       "16449                                     Teukbyulshimin       2017   \n",
       "16544                                           Chim-muk       2017   \n",
       "20878                                       Myeong-ryang       2014   \n",
       "21327                                               Lucy       2014   \n",
       "21601                                           Sinsegye       2013   \n",
       "23385  Bumchoiwaui junjaeng: Nabbeunnomdeul jeonsungs...       2012   \n",
       "23967                               Madangeul naon amtak       2011   \n",
       "24576                               Ang-ma-reul bo-at-da       2010   \n",
       "26684                                Himalayaeui sonyowa       2008   \n",
       "29131                                       Jumeogi unda       2005   \n",
       "30268                             Ggotpineun bomi omyeon       2004   \n",
       "30369                                           Oldeuboi       2003   \n",
       "31494                                         Chihwaseon       2002   \n",
       "31814                                             Failan       2001   \n",
       "32626                                              Swiri       1999   \n",
       "32753                                        Haepi-endeu       1999   \n",
       "32917                                   Choyonghan kajok       1998   \n",
       "34694                                     Saraneun yujoi       1993   \n",
       "35088                     Urideului ilgeuleojin yeongung       1992   \n",
       "\n",
       "       runtimeMinutes                     genres  averageRating  numVotes  \\\n",
       "20                134    Horror,Mystery,Thriller            7.4       495   \n",
       "2217              117                      Drama            6.7       961   \n",
       "8619              100                      Drama            7.5        83   \n",
       "13077             132              Drama,History            6.6       417   \n",
       "16449             130                      Drama            6.3       469   \n",
       "16544             125                Crime,Drama            6.6      1049   \n",
       "20878             128       Action,Drama,History            7.1     12965   \n",
       "21327              89     Action,Sci-Fi,Thriller            6.4    531379   \n",
       "21601             135         Action,Crime,Drama            7.5     26172   \n",
       "23385             134         Action,Crime,Drama            7.0      7247   \n",
       "23967              93  Adventure,Animation,Drama            7.0      1042   \n",
       "24576             144      Action,Crime,Thriller            7.8    145031   \n",
       "26684              95                      Drama            6.3       283   \n",
       "29131             134         Action,Drama,Sport            7.2      3121   \n",
       "30268             128                      Drama            7.1       346   \n",
       "30369             120       Action,Drama,Mystery            8.3    630438   \n",
       "31494             120    Biography,Drama,History            7.1      2816   \n",
       "31814             115              Drama,Romance            7.5      6196   \n",
       "32626             125            Action,Thriller            6.5      8538   \n",
       "32753             100        Crime,Drama,Romance            6.7      2089   \n",
       "32917             101        Comedy,Crime,Horror            7.0      5930   \n",
       "34694             100     Drama,Romance,Thriller            5.6        14   \n",
       "35088             119                      Drama            7.4       254   \n",
       "\n",
       "       directors  ordering                                             actors  \n",
       "20     nm6940206         1  nm0158856,nm9946376,nm5036289,nm1041999,nm7035...  \n",
       "2217   nm2563050        10  nm14361998,nm3649689,nm11719527,nm6262665,nm01...  \n",
       "8619   nm0407992         1  nm5077687,nm1310960,nm3498542,nm2175143,nm0158...  \n",
       "13077  nm0403297         1                      nm0158856,nm0359197,nm8685855  \n",
       "16449  nm4538096        10  nm5946075,nm0158856,nm3483072,nm2987726,nm0600...  \n",
       "16544  nm0161242        10  nm3015396,nm0158856,nm2339975,nm6916719,nm2671586  \n",
       "20878  nm3482943         1            nm0158856,nm2440627,nm2437361,nm0453623  \n",
       "21327  nm0000108         1            nm0424060,nm0000151,nm0158856,nm0906756  \n",
       "21601  nm4219902         1            nm0497631,nm0158856,nm1058565,nm3663864  \n",
       "23385  nm2151556         1            nm0158856,nm1978402,nm2437361,nm3011350  \n",
       "23967  nm2520393         1            nm0600668,nm1235558,nm0158856,nm1059148  \n",
       "24576  nm0453518         1            nm0496932,nm0158856,nm1926499,nm1141657  \n",
       "26684  nm0421817         1  nm0158856,nm3637142,nm3636427,nm3636510,nm3637182  \n",
       "29131  nm0753423         1            nm0158856,nm0753486,nm3744420,nm1366028  \n",
       "30268  nm1626978         1            nm0158856,nm0453467,nm1679797,nm1279937  \n",
       "30369  nm0661791         1            nm0158856,nm0949167,nm1367246,nm1366028  \n",
       "31494  nm0407990         1            nm0158856,nm0014227,nm1162053,nm0453735  \n",
       "31814  nm1012219         1            nm0158856,nm0156444,nm0814171,nm1045837  \n",
       "32626  nm0437625         1            nm0359197,nm0158856,nm0453746,nm0814280  \n",
       "32753  nm0161242        10  nm3751338,nm0158856,nm0161133,nm0431701,nm1382...  \n",
       "32917  nm0453518         1            nm0661845,nm0618520,nm0814280,nm0158856  \n",
       "34694         \\N         1                      nm1169844,nm1165384,nm0158856  \n",
       "35088  nm0661796         1           nm0158856,nm0393239,nm0793782,nm14303264  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_metadata[final_metadata.actors.str.contains(\"nm0158856\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 줄거리? 개요? 크롤링해서 모을까....."
   ]
  }
 ],
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