1-get_movie_list.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['/home/jujubinha/opensubtitle']\n"
     ]
    }
   ],
   "source": [
    "file_path = !pwd  #%cd%\n",
    "print(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 500)\n",
    "\n",
    "import numpy as np\n",
    "import requests\n",
    "import base64\n",
    "import gzip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "for dataset in ['basics','ratings']: #,'akas']:\n",
    "    raw_data = requests.get('https://datasets.imdbws.com/title.'+dataset+'.tsv.gz')\n",
    "    with open(dataset+'.gz', 'wb+') as file:\n",
    "        file.write(raw_data.content)\n",
    "    df = pd.read_csv(dataset+'.gz', compression='gzip', sep=r'\\t', engine='python')\n",
    "    df.to_pickle(dataset+'.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "basics = pd.read_pickle('basics.pickle')\n",
    "ratings = pd.read_pickle('ratings.pickle')\n",
    "#akas = pd.read_pickle('akas.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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",
       "    </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>\\N</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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      tconst titleType            primaryTitle           originalTitle  \\\n",
       "0  tt0000001     short              Carmencita              Carmencita   \n",
       "1  tt0000002     short  Le clown et ses chiens  Le clown et ses chiens   \n",
       "2  tt0000003     short          Pauvre Pierrot          Pauvre Pierrot   \n",
       "3  tt0000004     short             Un bon bock             Un bon bock   \n",
       "4  tt0000005     short        Blacksmith Scene        Blacksmith Scene   \n",
       "\n",
       "   isAdult startYear endYear runtimeMinutes                    genres  \n",
       "0        0      1894      \\N              1         Documentary,Short  \n",
       "1        0      1892      \\N              5           Animation,Short  \n",
       "2        0      1892      \\N              4  Animation,Comedy,Romance  \n",
       "3        0      1892      \\N             \\N           Animation,Short  \n",
       "4        0      1893      \\N              1              Comedy,Short  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basics.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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",
       "        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>averageRating</th>\n",
       "      <th>numVotes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0000001</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0000002</td>\n",
       "      <td>6.4</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0000003</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0000004</td>\n",
       "      <td>6.4</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0000005</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1822</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      tconst  averageRating  numVotes\n",
       "0  tt0000001            5.8      1486\n",
       "1  tt0000002            6.4       179\n",
       "2  tt0000003            6.6      1119\n",
       "3  tt0000004            6.4       109\n",
       "4  tt0000005            6.2      1822"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "final = pd.merge(basics,ratings, on='tconst')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41f8829710>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final.plot.scatter('averageRating','numVotes',alpha=0.1, figsize=(15,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tconst             object\n",
       "titleType          object\n",
       "primaryTitle       object\n",
       "originalTitle      object\n",
       "isAdult             int64\n",
       "startYear          object\n",
       "endYear            object\n",
       "runtimeMinutes     object\n",
       "genres             object\n",
       "averageRating     float64\n",
       "numVotes            int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#final['genres'] = final['genres'].str.split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['short', 'movie', 'tvMovie', 'tvSeries', 'tvEpisode', 'tvShort',\n",
       "       'tvMiniSeries', 'tvSpecial', 'video', 'videoGame'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final.titleType.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def arruma(series):\n",
    "    return pd.to_numeric(series, errors='coerse', downcast ='integer') #.fillna(0).astype(int).replace(0,'')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "final['isAdult'] = final['isAdult'].astype(bool)\n",
    "final['runtimeMinutes'] = arruma(final['runtimeMinutes'])\n",
    "final['startYear'] = arruma(final['startYear'])\n",
    "final['endYear'] = arruma(final['endYear'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tconst             object\n",
       "titleType          object\n",
       "primaryTitle       object\n",
       "originalTitle      object\n",
       "isAdult              bool\n",
       "startYear         float64\n",
       "endYear           float64\n",
       "runtimeMinutes    float64\n",
       "genres             object\n",
       "averageRating     float64\n",
       "numVotes            int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final.to_pickle('final.pickle')\n",
    "final.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "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",
       "    </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>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1486</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>False</td>\n",
       "      <td>1892.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Animation,Short</td>\n",
       "      <td>6.4</td>\n",
       "      <td>179</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>False</td>\n",
       "      <td>1892.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Animation,Comedy,Romance</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1119</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>False</td>\n",
       "      <td>1892.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Animation,Short</td>\n",
       "      <td>6.4</td>\n",
       "      <td>109</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>False</td>\n",
       "      <td>1893.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Comedy,Short</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>tt0000006</td>\n",
       "      <td>short</td>\n",
       "      <td>Chinese Opium Den</td>\n",
       "      <td>Chinese Opium Den</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Short</td>\n",
       "      <td>5.6</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>tt0000007</td>\n",
       "      <td>short</td>\n",
       "      <td>Corbett and Courtney Before the Kinetograph</td>\n",
       "      <td>Corbett and Courtney Before the Kinetograph</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Short,Sport</td>\n",
       "      <td>5.5</td>\n",
       "      <td>596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>tt0000008</td>\n",
       "      <td>short</td>\n",
       "      <td>Edison Kinetoscopic Record of a Sneeze</td>\n",
       "      <td>Edison Kinetoscopic Record of a Sneeze</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tt0000009</td>\n",
       "      <td>movie</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>5.5</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>tt0000010</td>\n",
       "      <td>short</td>\n",
       "      <td>Exiting the Factory</td>\n",
       "      <td>La sortie de l'usine Lumière à Lyon</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>6.9</td>\n",
       "      <td>5287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>tt0000011</td>\n",
       "      <td>short</td>\n",
       "      <td>Akrobatisches Potpourri</td>\n",
       "      <td>Akrobatisches Potpourri</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.4</td>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>tt0000012</td>\n",
       "      <td>short</td>\n",
       "      <td>The Arrival of a Train</td>\n",
       "      <td>L'arrivée d'un train à La Ciotat</td>\n",
       "      <td>False</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>7.4</td>\n",
       "      <td>8961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt0000013</td>\n",
       "      <td>short</td>\n",
       "      <td>The Photographical Congress Arrives in Lyon</td>\n",
       "      <td>Neuville-sur-Saône: Débarquement du congrès de...</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>tt0000014</td>\n",
       "      <td>short</td>\n",
       "      <td>The Sprinkler Sprinkled</td>\n",
       "      <td>L'arroseur arrosé</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Comedy,Short</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>tt0000015</td>\n",
       "      <td>short</td>\n",
       "      <td>Autour d'une cabine</td>\n",
       "      <td>Autour d'une cabine</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Animation,Short</td>\n",
       "      <td>6.2</td>\n",
       "      <td>694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>tt0000016</td>\n",
       "      <td>short</td>\n",
       "      <td>Barque sortant du port</td>\n",
       "      <td>Barque sortant du port</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt0000017</td>\n",
       "      <td>short</td>\n",
       "      <td>Italienischer Bauerntanz</td>\n",
       "      <td>Italienischer Bauerntanz</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>4.8</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>tt0000018</td>\n",
       "      <td>short</td>\n",
       "      <td>Das boxende Känguruh</td>\n",
       "      <td>Das boxende Känguruh</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Short</td>\n",
       "      <td>5.5</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>tt0000019</td>\n",
       "      <td>short</td>\n",
       "      <td>The Clown Barber</td>\n",
       "      <td>The Clown Barber</td>\n",
       "      <td>False</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy,Short</td>\n",
       "      <td>6.6</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>tt0000020</td>\n",
       "      <td>short</td>\n",
       "      <td>The Derby 1895</td>\n",
       "      <td>The Derby 1895</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short,Sport</td>\n",
       "      <td>5.1</td>\n",
       "      <td>233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt0000022</td>\n",
       "      <td>short</td>\n",
       "      <td>Blacksmith Scene</td>\n",
       "      <td>Les forgerons</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.2</td>\n",
       "      <td>766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>tt0000023</td>\n",
       "      <td>short</td>\n",
       "      <td>The Sea</td>\n",
       "      <td>Baignade en mer</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.7</td>\n",
       "      <td>971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>tt0000024</td>\n",
       "      <td>short</td>\n",
       "      <td>Opening of the Kiel Canal</td>\n",
       "      <td>Opening of the Kiel Canal</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>News,Short</td>\n",
       "      <td>5.8</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>tt0000025</td>\n",
       "      <td>short</td>\n",
       "      <td>The Oxford and Cambridge University Boat Race</td>\n",
       "      <td>The Oxford and Cambridge University Boat Race</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>News,Short,Sport</td>\n",
       "      <td>4.8</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>tt0000026</td>\n",
       "      <td>short</td>\n",
       "      <td>The Messers. Lumière at Cards</td>\n",
       "      <td>Partie d'écarté</td>\n",
       "      <td>False</td>\n",
       "      <td>1896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.7</td>\n",
       "      <td>1173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>tt0000027</td>\n",
       "      <td>short</td>\n",
       "      <td>Cordeliers' Square in Lyon</td>\n",
       "      <td>Place des Cordeliers à Lyon</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.6</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>tt0000028</td>\n",
       "      <td>short</td>\n",
       "      <td>Fishing for Goldfish</td>\n",
       "      <td>La pêche aux poissons rouges</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.2</td>\n",
       "      <td>729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>tt0000029</td>\n",
       "      <td>short</td>\n",
       "      <td>Baby's Dinner</td>\n",
       "      <td>Repas de bébé</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>tt0000030</td>\n",
       "      <td>short</td>\n",
       "      <td>Rough Sea at Dover</td>\n",
       "      <td>Rough Sea at Dover</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.3</td>\n",
       "      <td>618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>tt0000031</td>\n",
       "      <td>short</td>\n",
       "      <td>Jumping the Blanket</td>\n",
       "      <td>Le saut à la couverture</td>\n",
       "      <td>False</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Documentary,Short</td>\n",
       "      <td>5.6</td>\n",
       "      <td>710</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>922739</th>\n",
       "      <td>tt9910056</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>205 (Auditions)</td>\n",
       "      <td>205 (Auditions)</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Game-Show,Music,Reality-TV</td>\n",
       "      <td>6.9</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922740</th>\n",
       "      <td>tt9910118</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #7.4</td>\n",
       "      <td>Episode #7.4</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>7.4</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922741</th>\n",
       "      <td>tt9910120</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #7.5</td>\n",
       "      <td>Episode #7.5</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>7.4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922742</th>\n",
       "      <td>tt9910122</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #7.6</td>\n",
       "      <td>Episode #7.6</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>6.9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922743</th>\n",
       "      <td>tt9910124</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #7.7</td>\n",
       "      <td>Episode #7.7</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>7.1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922744</th>\n",
       "      <td>tt9910506</td>\n",
       "      <td>short</td>\n",
       "      <td>Bulanti</td>\n",
       "      <td>Bulanti</td>\n",
       "      <td>False</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Short</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922745</th>\n",
       "      <td>tt9910572</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Jûgo to juin</td>\n",
       "      <td>Jûgo to juin</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "      <td>8.3</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922746</th>\n",
       "      <td>tt9910728</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Zalim Istanbul</td>\n",
       "      <td>Zalim Istanbul</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.9</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922747</th>\n",
       "      <td>tt9911774</td>\n",
       "      <td>movie</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922748</th>\n",
       "      <td>tt9913056</td>\n",
       "      <td>movie</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922749</th>\n",
       "      <td>tt9913084</td>\n",
       "      <td>movie</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922750</th>\n",
       "      <td>tt9913544</td>\n",
       "      <td>tvMovie</td>\n",
       "      <td>Un Américain nommé Kazan</td>\n",
       "      <td>Un Américain nommé Kazan</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Biography,Documentary</td>\n",
       "      <td>6.6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922751</th>\n",
       "      <td>tt9914120</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #1.2</td>\n",
       "      <td>Episode #1.2</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922752</th>\n",
       "      <td>tt9914156</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Triple Frontier</td>\n",
       "      <td>Triple Frontier</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Talk-Show</td>\n",
       "      <td>6.4</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922753</th>\n",
       "      <td>tt9914286</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Drama,Family</td>\n",
       "      <td>9.7</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922754</th>\n",
       "      <td>tt9914458</td>\n",
       "      <td>video</td>\n",
       "      <td>Alien Messiah</td>\n",
       "      <td>Alien Messiah</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Sci-Fi</td>\n",
       "      <td>2.5</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922755</th>\n",
       "      <td>tt9914546</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Moja Generacija Z</td>\n",
       "      <td>Moja Generacija Z</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>3.7</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922756</th>\n",
       "      <td>tt9915144</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Never Ever</td>\n",
       "      <td>Never Ever</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary,Talk-Show</td>\n",
       "      <td>10.0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922757</th>\n",
       "      <td>tt9915686</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Khatra Khatra Khatra</td>\n",
       "      <td>Khatra Khatra Khatra</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>8.4</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922758</th>\n",
       "      <td>tt9915898</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Time for Farewell! Pudding's One Last Request!</td>\n",
       "      <td>Time for Farewell! Pudding's One Last Request!</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "      <td>9.1</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922759</th>\n",
       "      <td>tt9915906</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>The World in Shock! The Fifth Emperor of the S...</td>\n",
       "      <td>The World in Shock! The Fifth Emperor of the S...</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "      <td>7.5</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922760</th>\n",
       "      <td>tt9915910</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #1.34</td>\n",
       "      <td>Episode #1.34</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>8.6</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922761</th>\n",
       "      <td>tt9916114</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Nothing But Truffle</td>\n",
       "      <td>Nothing But Truffle</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922762</th>\n",
       "      <td>tt9916192</td>\n",
       "      <td>tvMovie</td>\n",
       "      <td>Danielle Darrieux: Il est poli d'être gai!</td>\n",
       "      <td>Danielle Darrieux: Il est poli d'être gai!</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Biography</td>\n",
       "      <td>7.8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922763</th>\n",
       "      <td>tt9916316</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Tim Mälzer vs. Max Strohe</td>\n",
       "      <td>Tim Mälzer vs. Max Strohe</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reality-TV</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922764</th>\n",
       "      <td>tt9916380</td>\n",
       "      <td>tvSeries</td>\n",
       "      <td>Meie aasta Aafrikas</td>\n",
       "      <td>Meie aasta Aafrikas</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Adventure,Comedy,Family</td>\n",
       "      <td>9.7</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922765</th>\n",
       "      <td>tt9916420</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #21.1</td>\n",
       "      <td>Episode #21.1</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy,Game-Show</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922766</th>\n",
       "      <td>tt9916460</td>\n",
       "      <td>tvMovie</td>\n",
       "      <td>Pink Taxi</td>\n",
       "      <td>Pink Taxi</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>9.2</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922767</th>\n",
       "      <td>tt9916720</td>\n",
       "      <td>short</td>\n",
       "      <td>The Nun 2</td>\n",
       "      <td>The Nun 2</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Horror,Short</td>\n",
       "      <td>5.2</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922768</th>\n",
       "      <td>tt9916766</td>\n",
       "      <td>tvEpisode</td>\n",
       "      <td>Episode #10.15</td>\n",
       "      <td>Episode #10.15</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Family,Reality-TV</td>\n",
       "      <td>7.2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>922769 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst  titleType  \\\n",
       "0       tt0000001      short   \n",
       "1       tt0000002      short   \n",
       "2       tt0000003      short   \n",
       "3       tt0000004      short   \n",
       "4       tt0000005      short   \n",
       "5       tt0000006      short   \n",
       "6       tt0000007      short   \n",
       "7       tt0000008      short   \n",
       "8       tt0000009      movie   \n",
       "9       tt0000010      short   \n",
       "10      tt0000011      short   \n",
       "11      tt0000012      short   \n",
       "12      tt0000013      short   \n",
       "13      tt0000014      short   \n",
       "14      tt0000015      short   \n",
       "15      tt0000016      short   \n",
       "16      tt0000017      short   \n",
       "17      tt0000018      short   \n",
       "18      tt0000019      short   \n",
       "19      tt0000020      short   \n",
       "20      tt0000022      short   \n",
       "21      tt0000023      short   \n",
       "22      tt0000024      short   \n",
       "23      tt0000025      short   \n",
       "24      tt0000026      short   \n",
       "25      tt0000027      short   \n",
       "26      tt0000028      short   \n",
       "27      tt0000029      short   \n",
       "28      tt0000030      short   \n",
       "29      tt0000031      short   \n",
       "...           ...        ...   \n",
       "922739  tt9910056  tvEpisode   \n",
       "922740  tt9910118  tvEpisode   \n",
       "922741  tt9910120  tvEpisode   \n",
       "922742  tt9910122  tvEpisode   \n",
       "922743  tt9910124  tvEpisode   \n",
       "922744  tt9910506      short   \n",
       "922745  tt9910572  tvEpisode   \n",
       "922746  tt9910728   tvSeries   \n",
       "922747  tt9911774      movie   \n",
       "922748  tt9913056      movie   \n",
       "922749  tt9913084      movie   \n",
       "922750  tt9913544    tvMovie   \n",
       "922751  tt9914120  tvEpisode   \n",
       "922752  tt9914156  tvEpisode   \n",
       "922753  tt9914286      movie   \n",
       "922754  tt9914458      video   \n",
       "922755  tt9914546   tvSeries   \n",
       "922756  tt9915144   tvSeries   \n",
       "922757  tt9915686   tvSeries   \n",
       "922758  tt9915898  tvEpisode   \n",
       "922759  tt9915906  tvEpisode   \n",
       "922760  tt9915910  tvEpisode   \n",
       "922761  tt9916114  tvEpisode   \n",
       "922762  tt9916192    tvMovie   \n",
       "922763  tt9916316  tvEpisode   \n",
       "922764  tt9916380   tvSeries   \n",
       "922765  tt9916420  tvEpisode   \n",
       "922766  tt9916460    tvMovie   \n",
       "922767  tt9916720      short   \n",
       "922768  tt9916766  tvEpisode   \n",
       "\n",
       "                                             primaryTitle  \\\n",
       "0                                              Carmencita   \n",
       "1                                  Le clown et ses chiens   \n",
       "2                                          Pauvre Pierrot   \n",
       "3                                             Un bon bock   \n",
       "4                                        Blacksmith Scene   \n",
       "5                                       Chinese Opium Den   \n",
       "6             Corbett and Courtney Before the Kinetograph   \n",
       "7                  Edison Kinetoscopic Record of a Sneeze   \n",
       "8                                              Miss Jerry   \n",
       "9                                     Exiting the Factory   \n",
       "10                                Akrobatisches Potpourri   \n",
       "11                                 The Arrival of a Train   \n",
       "12            The Photographical Congress Arrives in Lyon   \n",
       "13                                The Sprinkler Sprinkled   \n",
       "14                                    Autour d'une cabine   \n",
       "15                                 Barque sortant du port   \n",
       "16                               Italienischer Bauerntanz   \n",
       "17                                   Das boxende Känguruh   \n",
       "18                                       The Clown Barber   \n",
       "19                                         The Derby 1895   \n",
       "20                                       Blacksmith Scene   \n",
       "21                                                The Sea   \n",
       "22                              Opening of the Kiel Canal   \n",
       "23          The Oxford and Cambridge University Boat Race   \n",
       "24                          The Messers. Lumière at Cards   \n",
       "25                             Cordeliers' Square in Lyon   \n",
       "26                                   Fishing for Goldfish   \n",
       "27                                          Baby's Dinner   \n",
       "28                                     Rough Sea at Dover   \n",
       "29                                    Jumping the Blanket   \n",
       "...                                                   ...   \n",
       "922739                                    205 (Auditions)   \n",
       "922740                                       Episode #7.4   \n",
       "922741                                       Episode #7.5   \n",
       "922742                                       Episode #7.6   \n",
       "922743                                       Episode #7.7   \n",
       "922744                                            Bulanti   \n",
       "922745                                       Jûgo to juin   \n",
       "922746                                     Zalim Istanbul   \n",
       "922747                          Padmavyuhathile Abhimanyu   \n",
       "922748                                       Swarm Season   \n",
       "922749                                   Diabolik sono io   \n",
       "922750                           Un Américain nommé Kazan   \n",
       "922751                                       Episode #1.2   \n",
       "922752                                    Triple Frontier   \n",
       "922753                                  Sokagin Çocuklari   \n",
       "922754                                      Alien Messiah   \n",
       "922755                                  Moja Generacija Z   \n",
       "922756                                         Never Ever   \n",
       "922757                               Khatra Khatra Khatra   \n",
       "922758     Time for Farewell! Pudding's One Last Request!   \n",
       "922759  The World in Shock! The Fifth Emperor of the S...   \n",
       "922760                                      Episode #1.34   \n",
       "922761                                Nothing But Truffle   \n",
       "922762         Danielle Darrieux: Il est poli d'être gai!   \n",
       "922763                          Tim Mälzer vs. Max Strohe   \n",
       "922764                                Meie aasta Aafrikas   \n",
       "922765                                      Episode #21.1   \n",
       "922766                                          Pink Taxi   \n",
       "922767                                          The Nun 2   \n",
       "922768                                     Episode #10.15   \n",
       "\n",
       "                                            originalTitle  isAdult  startYear  \\\n",
       "0                                              Carmencita    False     1894.0   \n",
       "1                                  Le clown et ses chiens    False     1892.0   \n",
       "2                                          Pauvre Pierrot    False     1892.0   \n",
       "3                                             Un bon bock    False     1892.0   \n",
       "4                                        Blacksmith Scene    False     1893.0   \n",
       "5                                       Chinese Opium Den    False     1894.0   \n",
       "6             Corbett and Courtney Before the Kinetograph    False     1894.0   \n",
       "7                  Edison Kinetoscopic Record of a Sneeze    False     1894.0   \n",
       "8                                              Miss Jerry    False     1894.0   \n",
       "9                     La sortie de l'usine Lumière à Lyon    False     1895.0   \n",
       "10                                Akrobatisches Potpourri    False     1895.0   \n",
       "11                       L'arrivée d'un train à La Ciotat    False     1896.0   \n",
       "12      Neuville-sur-Saône: Débarquement du congrès de...    False     1895.0   \n",
       "13                                      L'arroseur arrosé    False     1895.0   \n",
       "14                                    Autour d'une cabine    False     1894.0   \n",
       "15                                 Barque sortant du port    False     1895.0   \n",
       "16                               Italienischer Bauerntanz    False     1895.0   \n",
       "17                                   Das boxende Känguruh    False     1895.0   \n",
       "18                                       The Clown Barber    False     1898.0   \n",
       "19                                         The Derby 1895    False     1895.0   \n",
       "20                                          Les forgerons    False     1895.0   \n",
       "21                                        Baignade en mer    False     1895.0   \n",
       "22                              Opening of the Kiel Canal    False     1895.0   \n",
       "23          The Oxford and Cambridge University Boat Race    False     1895.0   \n",
       "24                                        Partie d'écarté    False     1896.0   \n",
       "25                            Place des Cordeliers à Lyon    False     1895.0   \n",
       "26                           La pêche aux poissons rouges    False     1895.0   \n",
       "27                                          Repas de bébé    False     1895.0   \n",
       "28                                     Rough Sea at Dover    False     1895.0   \n",
       "29                                Le saut à la couverture    False     1895.0   \n",
       "...                                                   ...      ...        ...   \n",
       "922739                                    205 (Auditions)    False     2019.0   \n",
       "922740                                       Episode #7.4    False     2019.0   \n",
       "922741                                       Episode #7.5    False     2019.0   \n",
       "922742                                       Episode #7.6    False     2019.0   \n",
       "922743                                       Episode #7.7    False     2019.0   \n",
       "922744                                            Bulanti    False     2017.0   \n",
       "922745                                       Jûgo to juin    False     2019.0   \n",
       "922746                                     Zalim Istanbul    False     2019.0   \n",
       "922747                          Padmavyuhathile Abhimanyu    False     2019.0   \n",
       "922748                                       Swarm Season    False     2019.0   \n",
       "922749                                   Diabolik sono io    False     2019.0   \n",
       "922750                           Un Américain nommé Kazan    False     2018.0   \n",
       "922751                                       Episode #1.2    False     2019.0   \n",
       "922752                                    Triple Frontier    False     2019.0   \n",
       "922753                                  Sokagin Çocuklari    False     2019.0   \n",
       "922754                                      Alien Messiah    False     2019.0   \n",
       "922755                                  Moja Generacija Z    False     2019.0   \n",
       "922756                                         Never Ever    False     2018.0   \n",
       "922757                               Khatra Khatra Khatra    False     2019.0   \n",
       "922758     Time for Farewell! Pudding's One Last Request!    False     2019.0   \n",
       "922759  The World in Shock! The Fifth Emperor of the S...    False     2019.0   \n",
       "922760                                      Episode #1.34    False     2019.0   \n",
       "922761                                Nothing But Truffle    False     2019.0   \n",
       "922762         Danielle Darrieux: Il est poli d'être gai!    False     2019.0   \n",
       "922763                          Tim Mälzer vs. Max Strohe    False     2019.0   \n",
       "922764                                Meie aasta Aafrikas    False     2019.0   \n",
       "922765                                      Episode #21.1    False     2019.0   \n",
       "922766                                          Pink Taxi    False     2019.0   \n",
       "922767                                          The Nun 2    False     2019.0   \n",
       "922768                                     Episode #10.15    False     2019.0   \n",
       "\n",
       "        endYear  runtimeMinutes                      genres  averageRating  \\\n",
       "0           NaN             1.0           Documentary,Short            5.8   \n",
       "1           NaN             5.0             Animation,Short            6.4   \n",
       "2           NaN             4.0    Animation,Comedy,Romance            6.6   \n",
       "3           NaN             NaN             Animation,Short            6.4   \n",
       "4           NaN             1.0                Comedy,Short            6.2   \n",
       "5           NaN             1.0                       Short            5.6   \n",
       "6           NaN             1.0                 Short,Sport            5.5   \n",
       "7           NaN             1.0           Documentary,Short            5.6   \n",
       "8           NaN            45.0                     Romance            5.5   \n",
       "9           NaN             1.0           Documentary,Short            6.9   \n",
       "10          NaN             1.0           Documentary,Short            5.4   \n",
       "11          NaN             1.0           Documentary,Short            7.4   \n",
       "12          NaN             1.0           Documentary,Short            5.8   \n",
       "13          NaN             1.0                Comedy,Short            7.2   \n",
       "14          NaN             2.0             Animation,Short            6.2   \n",
       "15          NaN             1.0           Documentary,Short            5.9   \n",
       "16          NaN             1.0           Documentary,Short            4.8   \n",
       "17          NaN             1.0                       Short            5.5   \n",
       "18          NaN             NaN                Comedy,Short            6.6   \n",
       "19          NaN             1.0     Documentary,Short,Sport            5.1   \n",
       "20          NaN             1.0           Documentary,Short            5.2   \n",
       "21          NaN             1.0           Documentary,Short            5.7   \n",
       "22          NaN             NaN                  News,Short            5.8   \n",
       "23          NaN             NaN            News,Short,Sport            4.8   \n",
       "24          NaN             1.0           Documentary,Short            5.7   \n",
       "25          NaN             1.0           Documentary,Short            5.6   \n",
       "26          NaN             1.0           Documentary,Short            5.2   \n",
       "27          NaN             1.0           Documentary,Short            5.9   \n",
       "28          NaN             1.0           Documentary,Short            5.3   \n",
       "29          NaN             1.0           Documentary,Short            5.6   \n",
       "...         ...             ...                         ...            ...   \n",
       "922739      NaN            84.0  Game-Show,Music,Reality-TV            6.9   \n",
       "922740      NaN             NaN                  Reality-TV            7.4   \n",
       "922741      NaN             NaN                  Reality-TV            7.4   \n",
       "922742      NaN             NaN                  Reality-TV            6.9   \n",
       "922743      NaN             NaN                  Reality-TV            7.1   \n",
       "922744      NaN             7.0                       Short            8.7   \n",
       "922745      NaN             NaN  Action,Adventure,Animation            8.3   \n",
       "922746      NaN           120.0                       Drama            8.9   \n",
       "922747      NaN           130.0                       Drama            8.5   \n",
       "922748      NaN            86.0                 Documentary            6.2   \n",
       "922749      NaN            75.0                 Documentary            6.2   \n",
       "922750      NaN            53.0       Biography,Documentary            6.6   \n",
       "922751      NaN             NaN     Biography,Drama,History            7.0   \n",
       "922752      NaN             NaN                   Talk-Show            6.4   \n",
       "922753      NaN            98.0                Drama,Family            9.7   \n",
       "922754      NaN            75.0                      Sci-Fi            2.5   \n",
       "922755      NaN            30.0                      Comedy            3.7   \n",
       "922756      NaN             NaN       Documentary,Talk-Show           10.0   \n",
       "922757      NaN             NaN                  Reality-TV            8.4   \n",
       "922758      NaN             NaN  Action,Adventure,Animation            9.1   \n",
       "922759      NaN             NaN  Action,Adventure,Animation            7.5   \n",
       "922760      NaN             NaN              Comedy,Romance            8.6   \n",
       "922761      NaN             NaN  Action,Adventure,Animation            6.0   \n",
       "922762      NaN            53.0                   Biography            7.8   \n",
       "922763      NaN             NaN                  Reality-TV            8.4   \n",
       "922764      NaN            43.0     Adventure,Comedy,Family            9.7   \n",
       "922765      NaN             NaN            Comedy,Game-Show            7.0   \n",
       "922766      NaN             NaN                      Comedy            9.2   \n",
       "922767      NaN            10.0                Horror,Short            5.2   \n",
       "922768      NaN            43.0           Family,Reality-TV            7.2   \n",
       "\n",
       "        numVotes  \n",
       "0           1486  \n",
       "1            179  \n",
       "2           1119  \n",
       "3            109  \n",
       "4           1822  \n",
       "5             96  \n",
       "6            596  \n",
       "7           1587  \n",
       "8             77  \n",
       "9           5287  \n",
       "10           220  \n",
       "11          8961  \n",
       "12          1374  \n",
       "13          3901  \n",
       "14           694  \n",
       "15          1019  \n",
       "16           202  \n",
       "17           424  \n",
       "18            13  \n",
       "19           233  \n",
       "20           766  \n",
       "21           971  \n",
       "22            21  \n",
       "23            19  \n",
       "24          1173  \n",
       "25           801  \n",
       "26           729  \n",
       "27          2531  \n",
       "28           618  \n",
       "29           710  \n",
       "...          ...  \n",
       "922739        14  \n",
       "922740        10  \n",
       "922741         8  \n",
       "922742         8  \n",
       "922743         8  \n",
       "922744         7  \n",
       "922745        19  \n",
       "922746         7  \n",
       "922747       363  \n",
       "922748         5  \n",
       "922749         6  \n",
       "922750         5  \n",
       "922751         9  \n",
       "922752       132  \n",
       "922753        59  \n",
       "922754        13  \n",
       "922755        25  \n",
       "922756         6  \n",
       "922757        14  \n",
       "922758        36  \n",
       "922759        23  \n",
       "922760        28  \n",
       "922761         5  \n",
       "922762         5  \n",
       "922763         5  \n",
       "922764        58  \n",
       "922765         5  \n",
       "922766        12  \n",
       "922767        11  \n",
       "922768         5  \n",
       "\n",
       "[922769 rows x 11 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tt0000009</td>\n",
       "      <td>movie</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>5.5</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>tt0000147</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Corbett-Fitzsimmons Fight</td>\n",
       "      <td>The Corbett-Fitzsimmons Fight</td>\n",
       "      <td>False</td>\n",
       "      <td>1897.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Documentary,News,Sport</td>\n",
       "      <td>5.2</td>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>tt0000335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Soldiers of the Cross</td>\n",
       "      <td>Soldiers of the Cross</td>\n",
       "      <td>False</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama</td>\n",
       "      <td>6.3</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>tt0000574</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Story of the Kelly Gang</td>\n",
       "      <td>The Story of the Kelly Gang</td>\n",
       "      <td>False</td>\n",
       "      <td>1906.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Biography,Crime,Drama</td>\n",
       "      <td>6.2</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>tt0000615</td>\n",
       "      <td>movie</td>\n",
       "      <td>Robbery Under Arms</td>\n",
       "      <td>Robbery Under Arms</td>\n",
       "      <td>False</td>\n",
       "      <td>1907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.8</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>tt0000630</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2.9</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>tt0000675</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Quijote</td>\n",
       "      <td>Don Quijote</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.3</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>tt0000676</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>tt0000679</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Adventure,Fantasy</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>tt0000739</td>\n",
       "      <td>movie</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>tt0000793</td>\n",
       "      <td>movie</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>tt0000862</td>\n",
       "      <td>movie</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>tt0000886</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet, Prince of Denmark</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.1</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>tt0000891</td>\n",
       "      <td>movie</td>\n",
       "      <td>Cycle Rider and the Witch</td>\n",
       "      <td>Heksen og cyklisten</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.1</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>tt0000941</td>\n",
       "      <td>movie</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>tt0000992</td>\n",
       "      <td>movie</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>tt0001028</td>\n",
       "      <td>movie</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.1</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>tt0001038</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.1</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>tt0001049</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,War</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>tt0001101</td>\n",
       "      <td>movie</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>tt0001112</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.4</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>tt0001113</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>tt0001115</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>tt0001116</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.9</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>tt0001122</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Red Inn</td>\n",
       "      <td>L'auberge rouge</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>tt0001159</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>tt0001175</td>\n",
       "      <td>movie</td>\n",
       "      <td>Camille</td>\n",
       "      <td>La dame aux camélias</td>\n",
       "      <td>False</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>5.6</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>tt0001184</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>3.1</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>tt0001186</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>tt0001230</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</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>922443</th>\n",
       "      <td>tt9863566</td>\n",
       "      <td>movie</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Animation,Comedy</td>\n",
       "      <td>5.1</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922463</th>\n",
       "      <td>tt9866284</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922465</th>\n",
       "      <td>tt9866344</td>\n",
       "      <td>movie</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.9</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922467</th>\n",
       "      <td>tt9866700</td>\n",
       "      <td>movie</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>3.6</td>\n",
       "      <td>244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922469</th>\n",
       "      <td>tt9866736</td>\n",
       "      <td>movie</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922519</th>\n",
       "      <td>tt9870612</td>\n",
       "      <td>movie</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>9.2</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922521</th>\n",
       "      <td>tt9870726</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama,Sport</td>\n",
       "      <td>7.1</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922531</th>\n",
       "      <td>tt9872556</td>\n",
       "      <td>movie</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>6.6</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922532</th>\n",
       "      <td>tt9872616</td>\n",
       "      <td>movie</td>\n",
       "      <td>Marid</td>\n",
       "      <td>Marid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>4.2</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922556</th>\n",
       "      <td>tt9878504</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922573</th>\n",
       "      <td>tt9880724</td>\n",
       "      <td>movie</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Documentary,Drama</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922579</th>\n",
       "      <td>tt9881616</td>\n",
       "      <td>movie</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922617</th>\n",
       "      <td>tt9886806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922623</th>\n",
       "      <td>tt9887568</td>\n",
       "      <td>movie</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922626</th>\n",
       "      <td>tt9888844</td>\n",
       "      <td>movie</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>4.2</td>\n",
       "      <td>179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922648</th>\n",
       "      <td>tt9894098</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922649</th>\n",
       "      <td>tt9894394</td>\n",
       "      <td>movie</td>\n",
       "      <td>Upin &amp; Ipin: The Lone Gibbon Kris</td>\n",
       "      <td>Upin &amp; Ipin: Keris Siamang Tunggal</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Animation</td>\n",
       "      <td>8.6</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922668</th>\n",
       "      <td>tt9899290</td>\n",
       "      <td>movie</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922670</th>\n",
       "      <td>tt9899850</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Agitation</td>\n",
       "      <td>Ashoftegi</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922672</th>\n",
       "      <td>tt9900180</td>\n",
       "      <td>movie</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>False</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922677</th>\n",
       "      <td>tt9900552</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>6.7</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922698</th>\n",
       "      <td>tt9903716</td>\n",
       "      <td>movie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>9.2</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922709</th>\n",
       "      <td>tt9905412</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.2</td>\n",
       "      <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922710</th>\n",
       "      <td>tt9905462</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922711</th>\n",
       "      <td>tt9905476</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922731</th>\n",
       "      <td>tt9908960</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922747</th>\n",
       "      <td>tt9911774</td>\n",
       "      <td>movie</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922748</th>\n",
       "      <td>tt9913056</td>\n",
       "      <td>movie</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922749</th>\n",
       "      <td>tt9913084</td>\n",
       "      <td>movie</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922753</th>\n",
       "      <td>tt9914286</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Drama,Family</td>\n",
       "      <td>9.7</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>232382 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "8       tt0000009     movie                         Miss Jerry   \n",
       "143     tt0000147     movie      The Corbett-Fitzsimmons Fight   \n",
       "237     tt0000335     movie              Soldiers of the Cross   \n",
       "343     tt0000574     movie        The Story of the Kelly Gang   \n",
       "361     tt0000615     movie                 Robbery Under Arms   \n",
       "367     tt0000630     movie                             Hamlet   \n",
       "394     tt0000675     movie                        Don Quijote   \n",
       "395     tt0000676     movie    Don Álvaro o la fuerza del sino   \n",
       "396     tt0000679     movie     The Fairylogue and Radio-Plays   \n",
       "428     tt0000739     movie          El pastorcito de Torrente   \n",
       "457     tt0000793     movie                      Andreas Hofer   \n",
       "497     tt0000862     movie                         Faldgruben   \n",
       "510     tt0000886     movie          Hamlet, Prince of Denmark   \n",
       "513     tt0000891     movie          Cycle Rider and the Witch   \n",
       "538     tt0000941     movie                     Locura de amor   \n",
       "562     tt0000992     movie                       De onde Veje   \n",
       "575     tt0001028     movie                         Salome Mad   \n",
       "582     tt0001038     movie                 Sherlock Holmes VI   \n",
       "585     tt0001049     movie                     Gøngehøvdingen   \n",
       "604     tt0001101     movie         Abraham Lincoln's Clemency   \n",
       "611     tt0001112     movie                             Amleto   \n",
       "612     tt0001113     movie                        Amor gitano   \n",
       "613     tt0001115     movie                      Ansigttyven I   \n",
       "614     tt0001116     movie                     Ansigttyven II   \n",
       "619     tt0001122     movie                        The Red Inn   \n",
       "630     tt0001159     movie             The Connecticut Yankee   \n",
       "633     tt0001175     movie                            Camille   \n",
       "635     tt0001184     movie            Don Juan de Serrallonga   \n",
       "637     tt0001186     movie    Dorothy and the Scarecrow in Oz   \n",
       "651     tt0001230     movie                      Gentleman Joe   \n",
       "...           ...       ...                                ...   \n",
       "922443  tt9863566     movie            Urbanus: De Vuilnisheld   \n",
       "922463  tt9866284     movie              The Far Green Country   \n",
       "922465  tt9866344     movie                      Mon Ami Walid   \n",
       "922467  tt9866700     movie           Paranormal Investigation   \n",
       "922469  tt9866736     movie                  Rise: Ini Kalilah   \n",
       "922519  tt9870612     movie               Randy Writes a Novel   \n",
       "922521  tt9870726     movie                  Gholamreza Takhti   \n",
       "922531  tt9872556     movie   Momenti di trascurabile felicità   \n",
       "922532  tt9872616     movie                              Marid   \n",
       "922556  tt9878504     movie           Hollywood aan de schelde   \n",
       "922573  tt9880724     movie                         Verdict 19   \n",
       "922579  tt9881616     movie                    La filla d'algú   \n",
       "922617  tt9886806     movie           Conversazione su Tiresia   \n",
       "922623  tt9887568     movie                         Turned Out   \n",
       "922626  tt9888844     movie          Vosotros sois mi película   \n",
       "922648  tt9894098     movie                             Sathru   \n",
       "922649  tt9894394     movie  Upin & Ipin: The Lone Gibbon Kris   \n",
       "922668  tt9899290     movie           Band Together with Logic   \n",
       "922670  tt9899850     movie                      The Agitation   \n",
       "922672  tt9900180     movie                         Aavahayami   \n",
       "922677  tt9900552     movie        The Sacred Riana: Beginning   \n",
       "922698  tt9903716     movie                             Jessie   \n",
       "922709  tt9905412     movie                              Ottam   \n",
       "922710  tt9905462     movie                          Pengalila   \n",
       "922711  tt9905476     movie                        Hand Rolled   \n",
       "922731  tt9908960     movie                            Pliusas   \n",
       "922747  tt9911774     movie          Padmavyuhathile Abhimanyu   \n",
       "922748  tt9913056     movie                       Swarm Season   \n",
       "922749  tt9913084     movie                   Diabolik sono io   \n",
       "922753  tt9914286     movie                  Sokagin Çocuklari   \n",
       "\n",
       "                             originalTitle  isAdult  startYear  endYear  \\\n",
       "8                               Miss Jerry    False     1894.0      NaN   \n",
       "143          The Corbett-Fitzsimmons Fight    False     1897.0      NaN   \n",
       "237                  Soldiers of the Cross    False     1900.0      NaN   \n",
       "343            The Story of the Kelly Gang    False     1906.0      NaN   \n",
       "361                     Robbery Under Arms    False     1907.0      NaN   \n",
       "367                                 Amleto    False     1908.0      NaN   \n",
       "394                            Don Quijote    False     1908.0      NaN   \n",
       "395        Don Álvaro o la fuerza del sino    False     1908.0      NaN   \n",
       "396         The Fairylogue and Radio-Plays    False     1908.0      NaN   \n",
       "428              El pastorcito de Torrente    False     1908.0      NaN   \n",
       "457                          Andreas Hofer    False     1909.0      NaN   \n",
       "497                             Faldgruben    False     1909.0      NaN   \n",
       "510                                 Hamlet    False     1910.0      NaN   \n",
       "513                    Heksen og cyklisten    False     1909.0      NaN   \n",
       "538                         Locura de amor    False     1909.0      NaN   \n",
       "562                           De onde Veje    False     1909.0      NaN   \n",
       "575                             Salome Mad    False     1909.0      NaN   \n",
       "582                     Sherlock Holmes VI    False     1910.0      NaN   \n",
       "585                         Gøngehøvdingen    False     1909.0      NaN   \n",
       "604             Abraham Lincoln's Clemency    False     1910.0      NaN   \n",
       "611                                 Amleto    False     1910.0      NaN   \n",
       "612                            Amor gitano    False     1910.0      NaN   \n",
       "613                          Ansigttyven I    False     1910.0      NaN   \n",
       "614                         Ansigttyven II    False     1910.0      NaN   \n",
       "619                        L'auberge rouge    False     1910.0      NaN   \n",
       "630                 The Connecticut Yankee    False     1910.0      NaN   \n",
       "633                   La dame aux camélias    False     1912.0      NaN   \n",
       "635                Don Juan de Serrallonga    False     1910.0      NaN   \n",
       "637        Dorothy and the Scarecrow in Oz    False     1910.0      NaN   \n",
       "651                          Gentleman Joe    False     1910.0      NaN   \n",
       "...                                    ...      ...        ...      ...   \n",
       "922443             Urbanus: De Vuilnisheld    False     2019.0      NaN   \n",
       "922463               The Far Green Country    False     2018.0      NaN   \n",
       "922465                       Mon Ami Walid    False     2019.0      NaN   \n",
       "922467            Paranormal Investigation    False     2018.0      NaN   \n",
       "922469                   Rise: Ini Kalilah    False     2018.0      NaN   \n",
       "922519                Randy Writes a Novel    False     2018.0      NaN   \n",
       "922521                   Gholamreza Takhti    False     2019.0      NaN   \n",
       "922531    Momenti di trascurabile felicità    False     2019.0      NaN   \n",
       "922532                               Marid    False     2019.0      NaN   \n",
       "922556            Hollywood aan de schelde    False     2018.0      NaN   \n",
       "922573                          Verdict 19    False     2019.0      NaN   \n",
       "922579                     La filla d'algú    False     2019.0      NaN   \n",
       "922617            Conversazione su Tiresia    False     2018.0      NaN   \n",
       "922623                          Turned Out    False     2019.0      NaN   \n",
       "922626           Vosotros sois mi película    False     2019.0      NaN   \n",
       "922648                              Sathru    False     2019.0      NaN   \n",
       "922649  Upin & Ipin: Keris Siamang Tunggal    False     2019.0      NaN   \n",
       "922668            Band Together with Logic    False     2019.0      NaN   \n",
       "922670                           Ashoftegi    False     2019.0      NaN   \n",
       "922672                          Aavahayami    False     2017.0      NaN   \n",
       "922677         The Sacred Riana: Beginning    False     2019.0      NaN   \n",
       "922698                              Jessie    False     2019.0      NaN   \n",
       "922709                               Ottam    False     2019.0      NaN   \n",
       "922710                           Pengalila    False     2019.0      NaN   \n",
       "922711                         Hand Rolled    False     2019.0      NaN   \n",
       "922731                             Pliusas    False     2018.0      NaN   \n",
       "922747           Padmavyuhathile Abhimanyu    False     2019.0      NaN   \n",
       "922748                        Swarm Season    False     2019.0      NaN   \n",
       "922749                    Diabolik sono io    False     2019.0      NaN   \n",
       "922753                   Sokagin Çocuklari    False     2019.0      NaN   \n",
       "\n",
       "        runtimeMinutes                       genres  averageRating  numVotes  \n",
       "8                 45.0                      Romance            5.5        77  \n",
       "143               20.0       Documentary,News,Sport            5.2       290  \n",
       "237                NaN              Biography,Drama            6.3        39  \n",
       "343               70.0        Biography,Crime,Drama            6.2       505  \n",
       "361                NaN                        Drama            4.8        14  \n",
       "367                NaN                        Drama            2.9        11  \n",
       "394                NaN                        Drama            4.3        10  \n",
       "395                NaN                        Drama            3.8         8  \n",
       "396              120.0            Adventure,Fantasy            4.8        33  \n",
       "428                NaN                        Drama            6.1         8  \n",
       "457                NaN                        Drama            4.4         8  \n",
       "497                NaN                           \\N            4.6         9  \n",
       "510                NaN                        Drama            5.1        19  \n",
       "513                NaN                           \\N            5.1        17  \n",
       "538                NaN                        Drama            4.4         9  \n",
       "562                NaN                           \\N            4.6         8  \n",
       "575                NaN                       Comedy            4.1         9  \n",
       "582                NaN                           \\N            4.1        12  \n",
       "585                NaN                    Drama,War            3.8         8  \n",
       "604                NaN                           \\N            4.5        15  \n",
       "611                NaN                        Drama            3.4        15  \n",
       "612                NaN                           \\N            5.5         8  \n",
       "613                NaN                        Crime            4.7        11  \n",
       "614                NaN                           \\N            4.9        10  \n",
       "619                NaN                           \\N            5.2         8  \n",
       "630                NaN                           \\N            5.5         8  \n",
       "633                NaN                Drama,Romance            5.6        22  \n",
       "635               58.0              Adventure,Drama            3.1        10  \n",
       "637                NaN                           \\N            5.2        43  \n",
       "651                NaN                           \\N            5.0         8  \n",
       "...                ...                          ...            ...       ...  \n",
       "922443            72.0             Animation,Comedy            5.1        24  \n",
       "922463            69.0                  Documentary            7.5        16  \n",
       "922465            72.0                 Comedy,Drama            6.9        15  \n",
       "922467            92.0              Horror,Thriller            3.6       244  \n",
       "922469             NaN                           \\N            5.7         6  \n",
       "922519            70.0                       Comedy            9.2        18  \n",
       "922521             NaN        Biography,Drama,Sport            7.1        47  \n",
       "922531            93.0                       Comedy            6.6       121  \n",
       "922532             NaN                       Horror            4.2        10  \n",
       "922556           119.0                  Documentary            7.6         5  \n",
       "922573             NaN  Biography,Documentary,Drama           10.0        13  \n",
       "922579             NaN                        Drama            8.0         5  \n",
       "922617             NaN                  Documentary            8.4         5  \n",
       "922623           131.0                        Drama            8.7         7  \n",
       "922626            98.0                  Documentary            4.2       179  \n",
       "922648           129.0                     Thriller            7.5        20  \n",
       "922649           100.0                    Animation            8.6       180  \n",
       "922668             NaN                  Documentary            8.8         9  \n",
       "922670             NaN               Drama,Thriller            4.6         8  \n",
       "922672            97.0                      Mystery           10.0         8  \n",
       "922677           111.0                       Horror            6.7        13  \n",
       "922698           106.0              Horror,Thriller            9.2        89  \n",
       "922709           120.0                        Drama            8.2       504  \n",
       "922710           111.0                        Drama            8.5       597  \n",
       "922711            90.0                  Documentary           10.0        12  \n",
       "922731            90.0                       Comedy            4.2         6  \n",
       "922747           130.0                        Drama            8.5       363  \n",
       "922748            86.0                  Documentary            6.2         5  \n",
       "922749            75.0                  Documentary            6.2         6  \n",
       "922753            98.0                 Drama,Family            9.7        59  \n",
       "\n",
       "[232382 rows x 11 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie = final[final.titleType == 'movie']\n",
    "movie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f41ee91b3c8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie.plot.scatter('averageRating','startYear',alpha=0.1, figsize=(15,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def onehot(df):\n",
    "    categories = []\n",
    "    lista = list(df['genres'].unique())\n",
    "    for cat in lista:\n",
    "        for c in cat.split(','):\n",
    "            if c not in categories:\n",
    "                if c != '\\\\N':\n",
    "                    categories.append(c)\n",
    "    for c in categories:\n",
    "        df['genre_'+c] = df['genres'].apply(lambda x: 1 if c in x else 0)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jujubinha/.local/lib/python3.6/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\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",
       "        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>genre_Romance</th>\n",
       "      <th>genre_Documentary</th>\n",
       "      <th>genre_News</th>\n",
       "      <th>genre_Sport</th>\n",
       "      <th>genre_Biography</th>\n",
       "      <th>genre_Drama</th>\n",
       "      <th>genre_Crime</th>\n",
       "      <th>genre_Adventure</th>\n",
       "      <th>genre_Fantasy</th>\n",
       "      <th>genre_Comedy</th>\n",
       "      <th>genre_War</th>\n",
       "      <th>genre_Family</th>\n",
       "      <th>genre_History</th>\n",
       "      <th>genre_Sci-Fi</th>\n",
       "      <th>genre_Thriller</th>\n",
       "      <th>genre_Mystery</th>\n",
       "      <th>genre_Horror</th>\n",
       "      <th>genre_Action</th>\n",
       "      <th>genre_Western</th>\n",
       "      <th>genre_Music</th>\n",
       "      <th>genre_Animation</th>\n",
       "      <th>genre_Musical</th>\n",
       "      <th>genre_Short</th>\n",
       "      <th>genre_Film-Noir</th>\n",
       "      <th>genre_Talk-Show</th>\n",
       "      <th>genre_Adult</th>\n",
       "      <th>genre_Reality-TV</th>\n",
       "      <th>genre_Game-Show</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tt0000009</td>\n",
       "      <td>movie</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>Miss Jerry</td>\n",
       "      <td>False</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>5.5</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>tt0000147</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Corbett-Fitzsimmons Fight</td>\n",
       "      <td>The Corbett-Fitzsimmons Fight</td>\n",
       "      <td>False</td>\n",
       "      <td>1897.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Documentary,News,Sport</td>\n",
       "      <td>5.2</td>\n",
       "      <td>290</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>tt0000335</td>\n",
       "      <td>movie</td>\n",
       "      <td>Soldiers of the Cross</td>\n",
       "      <td>Soldiers of the Cross</td>\n",
       "      <td>False</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama</td>\n",
       "      <td>6.3</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>tt0000574</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Story of the Kelly Gang</td>\n",
       "      <td>The Story of the Kelly Gang</td>\n",
       "      <td>False</td>\n",
       "      <td>1906.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Biography,Crime,Drama</td>\n",
       "      <td>6.2</td>\n",
       "      <td>505</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>tt0000615</td>\n",
       "      <td>movie</td>\n",
       "      <td>Robbery Under Arms</td>\n",
       "      <td>Robbery Under Arms</td>\n",
       "      <td>False</td>\n",
       "      <td>1907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.8</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>tt0000630</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2.9</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>tt0000675</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Quijote</td>\n",
       "      <td>Don Quijote</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>tt0000676</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>tt0000679</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Adventure,Fantasy</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>tt0000739</td>\n",
       "      <td>movie</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>tt0000793</td>\n",
       "      <td>movie</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>tt0000862</td>\n",
       "      <td>movie</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>tt0000886</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet, Prince of Denmark</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>tt0000891</td>\n",
       "      <td>movie</td>\n",
       "      <td>Cycle Rider and the Witch</td>\n",
       "      <td>Heksen og cyklisten</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>tt0000941</td>\n",
       "      <td>movie</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>tt0000992</td>\n",
       "      <td>movie</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>tt0001028</td>\n",
       "      <td>movie</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>tt0001038</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>tt0001049</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,War</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>tt0001101</td>\n",
       "      <td>movie</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>tt0001112</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.4</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>tt0001113</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>tt0001115</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>tt0001116</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>tt0001122</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Red Inn</td>\n",
       "      <td>L'auberge rouge</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>tt0001159</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>tt0001175</td>\n",
       "      <td>movie</td>\n",
       "      <td>Camille</td>\n",
       "      <td>La dame aux camélias</td>\n",
       "      <td>False</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>5.6</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>tt0001184</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>3.1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>tt0001186</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>tt0001230</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922443</th>\n",
       "      <td>tt9863566</td>\n",
       "      <td>movie</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Animation,Comedy</td>\n",
       "      <td>5.1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922463</th>\n",
       "      <td>tt9866284</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922465</th>\n",
       "      <td>tt9866344</td>\n",
       "      <td>movie</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922467</th>\n",
       "      <td>tt9866700</td>\n",
       "      <td>movie</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>3.6</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922469</th>\n",
       "      <td>tt9866736</td>\n",
       "      <td>movie</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922519</th>\n",
       "      <td>tt9870612</td>\n",
       "      <td>movie</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>9.2</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922521</th>\n",
       "      <td>tt9870726</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama,Sport</td>\n",
       "      <td>7.1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922531</th>\n",
       "      <td>tt9872556</td>\n",
       "      <td>movie</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>6.6</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922532</th>\n",
       "      <td>tt9872616</td>\n",
       "      <td>movie</td>\n",
       "      <td>Marid</td>\n",
       "      <td>Marid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>4.2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922556</th>\n",
       "      <td>tt9878504</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922573</th>\n",
       "      <td>tt9880724</td>\n",
       "      <td>movie</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Documentary,Drama</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922579</th>\n",
       "      <td>tt9881616</td>\n",
       "      <td>movie</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922617</th>\n",
       "      <td>tt9886806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922623</th>\n",
       "      <td>tt9887568</td>\n",
       "      <td>movie</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922626</th>\n",
       "      <td>tt9888844</td>\n",
       "      <td>movie</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>4.2</td>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922648</th>\n",
       "      <td>tt9894098</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922649</th>\n",
       "      <td>tt9894394</td>\n",
       "      <td>movie</td>\n",
       "      <td>Upin &amp; Ipin: The Lone Gibbon Kris</td>\n",
       "      <td>Upin &amp; Ipin: Keris Siamang Tunggal</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Animation</td>\n",
       "      <td>8.6</td>\n",
       "      <td>180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922668</th>\n",
       "      <td>tt9899290</td>\n",
       "      <td>movie</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922670</th>\n",
       "      <td>tt9899850</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Agitation</td>\n",
       "      <td>Ashoftegi</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922672</th>\n",
       "      <td>tt9900180</td>\n",
       "      <td>movie</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>False</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922677</th>\n",
       "      <td>tt9900552</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>6.7</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922698</th>\n",
       "      <td>tt9903716</td>\n",
       "      <td>movie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>9.2</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922709</th>\n",
       "      <td>tt9905412</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.2</td>\n",
       "      <td>504</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922710</th>\n",
       "      <td>tt9905462</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>597</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922711</th>\n",
       "      <td>tt9905476</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922731</th>\n",
       "      <td>tt9908960</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922747</th>\n",
       "      <td>tt9911774</td>\n",
       "      <td>movie</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>363</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>922748</th>\n",
       "      <td>tt9913056</td>\n",
       "      <td>movie</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922749</th>\n",
       "      <td>tt9913084</td>\n",
       "      <td>movie</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922753</th>\n",
       "      <td>tt9914286</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Drama,Family</td>\n",
       "      <td>9.7</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>232382 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "8       tt0000009     movie                         Miss Jerry   \n",
       "143     tt0000147     movie      The Corbett-Fitzsimmons Fight   \n",
       "237     tt0000335     movie              Soldiers of the Cross   \n",
       "343     tt0000574     movie        The Story of the Kelly Gang   \n",
       "361     tt0000615     movie                 Robbery Under Arms   \n",
       "367     tt0000630     movie                             Hamlet   \n",
       "394     tt0000675     movie                        Don Quijote   \n",
       "395     tt0000676     movie    Don Álvaro o la fuerza del sino   \n",
       "396     tt0000679     movie     The Fairylogue and Radio-Plays   \n",
       "428     tt0000739     movie          El pastorcito de Torrente   \n",
       "457     tt0000793     movie                      Andreas Hofer   \n",
       "497     tt0000862     movie                         Faldgruben   \n",
       "510     tt0000886     movie          Hamlet, Prince of Denmark   \n",
       "513     tt0000891     movie          Cycle Rider and the Witch   \n",
       "538     tt0000941     movie                     Locura de amor   \n",
       "562     tt0000992     movie                       De onde Veje   \n",
       "575     tt0001028     movie                         Salome Mad   \n",
       "582     tt0001038     movie                 Sherlock Holmes VI   \n",
       "585     tt0001049     movie                     Gøngehøvdingen   \n",
       "604     tt0001101     movie         Abraham Lincoln's Clemency   \n",
       "611     tt0001112     movie                             Amleto   \n",
       "612     tt0001113     movie                        Amor gitano   \n",
       "613     tt0001115     movie                      Ansigttyven I   \n",
       "614     tt0001116     movie                     Ansigttyven II   \n",
       "619     tt0001122     movie                        The Red Inn   \n",
       "630     tt0001159     movie             The Connecticut Yankee   \n",
       "633     tt0001175     movie                            Camille   \n",
       "635     tt0001184     movie            Don Juan de Serrallonga   \n",
       "637     tt0001186     movie    Dorothy and the Scarecrow in Oz   \n",
       "651     tt0001230     movie                      Gentleman Joe   \n",
       "...           ...       ...                                ...   \n",
       "922443  tt9863566     movie            Urbanus: De Vuilnisheld   \n",
       "922463  tt9866284     movie              The Far Green Country   \n",
       "922465  tt9866344     movie                      Mon Ami Walid   \n",
       "922467  tt9866700     movie           Paranormal Investigation   \n",
       "922469  tt9866736     movie                  Rise: Ini Kalilah   \n",
       "922519  tt9870612     movie               Randy Writes a Novel   \n",
       "922521  tt9870726     movie                  Gholamreza Takhti   \n",
       "922531  tt9872556     movie   Momenti di trascurabile felicità   \n",
       "922532  tt9872616     movie                              Marid   \n",
       "922556  tt9878504     movie           Hollywood aan de schelde   \n",
       "922573  tt9880724     movie                         Verdict 19   \n",
       "922579  tt9881616     movie                    La filla d'algú   \n",
       "922617  tt9886806     movie           Conversazione su Tiresia   \n",
       "922623  tt9887568     movie                         Turned Out   \n",
       "922626  tt9888844     movie          Vosotros sois mi película   \n",
       "922648  tt9894098     movie                             Sathru   \n",
       "922649  tt9894394     movie  Upin & Ipin: The Lone Gibbon Kris   \n",
       "922668  tt9899290     movie           Band Together with Logic   \n",
       "922670  tt9899850     movie                      The Agitation   \n",
       "922672  tt9900180     movie                         Aavahayami   \n",
       "922677  tt9900552     movie        The Sacred Riana: Beginning   \n",
       "922698  tt9903716     movie                             Jessie   \n",
       "922709  tt9905412     movie                              Ottam   \n",
       "922710  tt9905462     movie                          Pengalila   \n",
       "922711  tt9905476     movie                        Hand Rolled   \n",
       "922731  tt9908960     movie                            Pliusas   \n",
       "922747  tt9911774     movie          Padmavyuhathile Abhimanyu   \n",
       "922748  tt9913056     movie                       Swarm Season   \n",
       "922749  tt9913084     movie                   Diabolik sono io   \n",
       "922753  tt9914286     movie                  Sokagin Çocuklari   \n",
       "\n",
       "                             originalTitle  isAdult  startYear  endYear  \\\n",
       "8                               Miss Jerry    False     1894.0      NaN   \n",
       "143          The Corbett-Fitzsimmons Fight    False     1897.0      NaN   \n",
       "237                  Soldiers of the Cross    False     1900.0      NaN   \n",
       "343            The Story of the Kelly Gang    False     1906.0      NaN   \n",
       "361                     Robbery Under Arms    False     1907.0      NaN   \n",
       "367                                 Amleto    False     1908.0      NaN   \n",
       "394                            Don Quijote    False     1908.0      NaN   \n",
       "395        Don Álvaro o la fuerza del sino    False     1908.0      NaN   \n",
       "396         The Fairylogue and Radio-Plays    False     1908.0      NaN   \n",
       "428              El pastorcito de Torrente    False     1908.0      NaN   \n",
       "457                          Andreas Hofer    False     1909.0      NaN   \n",
       "497                             Faldgruben    False     1909.0      NaN   \n",
       "510                                 Hamlet    False     1910.0      NaN   \n",
       "513                    Heksen og cyklisten    False     1909.0      NaN   \n",
       "538                         Locura de amor    False     1909.0      NaN   \n",
       "562                           De onde Veje    False     1909.0      NaN   \n",
       "575                             Salome Mad    False     1909.0      NaN   \n",
       "582                     Sherlock Holmes VI    False     1910.0      NaN   \n",
       "585                         Gøngehøvdingen    False     1909.0      NaN   \n",
       "604             Abraham Lincoln's Clemency    False     1910.0      NaN   \n",
       "611                                 Amleto    False     1910.0      NaN   \n",
       "612                            Amor gitano    False     1910.0      NaN   \n",
       "613                          Ansigttyven I    False     1910.0      NaN   \n",
       "614                         Ansigttyven II    False     1910.0      NaN   \n",
       "619                        L'auberge rouge    False     1910.0      NaN   \n",
       "630                 The Connecticut Yankee    False     1910.0      NaN   \n",
       "633                   La dame aux camélias    False     1912.0      NaN   \n",
       "635                Don Juan de Serrallonga    False     1910.0      NaN   \n",
       "637        Dorothy and the Scarecrow in Oz    False     1910.0      NaN   \n",
       "651                          Gentleman Joe    False     1910.0      NaN   \n",
       "...                                    ...      ...        ...      ...   \n",
       "922443             Urbanus: De Vuilnisheld    False     2019.0      NaN   \n",
       "922463               The Far Green Country    False     2018.0      NaN   \n",
       "922465                       Mon Ami Walid    False     2019.0      NaN   \n",
       "922467            Paranormal Investigation    False     2018.0      NaN   \n",
       "922469                   Rise: Ini Kalilah    False     2018.0      NaN   \n",
       "922519                Randy Writes a Novel    False     2018.0      NaN   \n",
       "922521                   Gholamreza Takhti    False     2019.0      NaN   \n",
       "922531    Momenti di trascurabile felicità    False     2019.0      NaN   \n",
       "922532                               Marid    False     2019.0      NaN   \n",
       "922556            Hollywood aan de schelde    False     2018.0      NaN   \n",
       "922573                          Verdict 19    False     2019.0      NaN   \n",
       "922579                     La filla d'algú    False     2019.0      NaN   \n",
       "922617            Conversazione su Tiresia    False     2018.0      NaN   \n",
       "922623                          Turned Out    False     2019.0      NaN   \n",
       "922626           Vosotros sois mi película    False     2019.0      NaN   \n",
       "922648                              Sathru    False     2019.0      NaN   \n",
       "922649  Upin & Ipin: Keris Siamang Tunggal    False     2019.0      NaN   \n",
       "922668            Band Together with Logic    False     2019.0      NaN   \n",
       "922670                           Ashoftegi    False     2019.0      NaN   \n",
       "922672                          Aavahayami    False     2017.0      NaN   \n",
       "922677         The Sacred Riana: Beginning    False     2019.0      NaN   \n",
       "922698                              Jessie    False     2019.0      NaN   \n",
       "922709                               Ottam    False     2019.0      NaN   \n",
       "922710                           Pengalila    False     2019.0      NaN   \n",
       "922711                         Hand Rolled    False     2019.0      NaN   \n",
       "922731                             Pliusas    False     2018.0      NaN   \n",
       "922747           Padmavyuhathile Abhimanyu    False     2019.0      NaN   \n",
       "922748                        Swarm Season    False     2019.0      NaN   \n",
       "922749                    Diabolik sono io    False     2019.0      NaN   \n",
       "922753                   Sokagin Çocuklari    False     2019.0      NaN   \n",
       "\n",
       "        runtimeMinutes                       genres  averageRating  numVotes  \\\n",
       "8                 45.0                      Romance            5.5        77   \n",
       "143               20.0       Documentary,News,Sport            5.2       290   \n",
       "237                NaN              Biography,Drama            6.3        39   \n",
       "343               70.0        Biography,Crime,Drama            6.2       505   \n",
       "361                NaN                        Drama            4.8        14   \n",
       "367                NaN                        Drama            2.9        11   \n",
       "394                NaN                        Drama            4.3        10   \n",
       "395                NaN                        Drama            3.8         8   \n",
       "396              120.0            Adventure,Fantasy            4.8        33   \n",
       "428                NaN                        Drama            6.1         8   \n",
       "457                NaN                        Drama            4.4         8   \n",
       "497                NaN                           \\N            4.6         9   \n",
       "510                NaN                        Drama            5.1        19   \n",
       "513                NaN                           \\N            5.1        17   \n",
       "538                NaN                        Drama            4.4         9   \n",
       "562                NaN                           \\N            4.6         8   \n",
       "575                NaN                       Comedy            4.1         9   \n",
       "582                NaN                           \\N            4.1        12   \n",
       "585                NaN                    Drama,War            3.8         8   \n",
       "604                NaN                           \\N            4.5        15   \n",
       "611                NaN                        Drama            3.4        15   \n",
       "612                NaN                           \\N            5.5         8   \n",
       "613                NaN                        Crime            4.7        11   \n",
       "614                NaN                           \\N            4.9        10   \n",
       "619                NaN                           \\N            5.2         8   \n",
       "630                NaN                           \\N            5.5         8   \n",
       "633                NaN                Drama,Romance            5.6        22   \n",
       "635               58.0              Adventure,Drama            3.1        10   \n",
       "637                NaN                           \\N            5.2        43   \n",
       "651                NaN                           \\N            5.0         8   \n",
       "...                ...                          ...            ...       ...   \n",
       "922443            72.0             Animation,Comedy            5.1        24   \n",
       "922463            69.0                  Documentary            7.5        16   \n",
       "922465            72.0                 Comedy,Drama            6.9        15   \n",
       "922467            92.0              Horror,Thriller            3.6       244   \n",
       "922469             NaN                           \\N            5.7         6   \n",
       "922519            70.0                       Comedy            9.2        18   \n",
       "922521             NaN        Biography,Drama,Sport            7.1        47   \n",
       "922531            93.0                       Comedy            6.6       121   \n",
       "922532             NaN                       Horror            4.2        10   \n",
       "922556           119.0                  Documentary            7.6         5   \n",
       "922573             NaN  Biography,Documentary,Drama           10.0        13   \n",
       "922579             NaN                        Drama            8.0         5   \n",
       "922617             NaN                  Documentary            8.4         5   \n",
       "922623           131.0                        Drama            8.7         7   \n",
       "922626            98.0                  Documentary            4.2       179   \n",
       "922648           129.0                     Thriller            7.5        20   \n",
       "922649           100.0                    Animation            8.6       180   \n",
       "922668             NaN                  Documentary            8.8         9   \n",
       "922670             NaN               Drama,Thriller            4.6         8   \n",
       "922672            97.0                      Mystery           10.0         8   \n",
       "922677           111.0                       Horror            6.7        13   \n",
       "922698           106.0              Horror,Thriller            9.2        89   \n",
       "922709           120.0                        Drama            8.2       504   \n",
       "922710           111.0                        Drama            8.5       597   \n",
       "922711            90.0                  Documentary           10.0        12   \n",
       "922731            90.0                       Comedy            4.2         6   \n",
       "922747           130.0                        Drama            8.5       363   \n",
       "922748            86.0                  Documentary            6.2         5   \n",
       "922749            75.0                  Documentary            6.2         6   \n",
       "922753            98.0                 Drama,Family            9.7        59   \n",
       "\n",
       "        genre_Romance  genre_Documentary  genre_News  genre_Sport  \\\n",
       "8                   1                  0           0            0   \n",
       "143                 0                  1           1            1   \n",
       "237                 0                  0           0            0   \n",
       "343                 0                  0           0            0   \n",
       "361                 0                  0           0            0   \n",
       "367                 0                  0           0            0   \n",
       "394                 0                  0           0            0   \n",
       "395                 0                  0           0            0   \n",
       "396                 0                  0           0            0   \n",
       "428                 0                  0           0            0   \n",
       "457                 0                  0           0            0   \n",
       "497                 0                  0           0            0   \n",
       "510                 0                  0           0            0   \n",
       "513                 0                  0           0            0   \n",
       "538                 0                  0           0            0   \n",
       "562                 0                  0           0            0   \n",
       "575                 0                  0           0            0   \n",
       "582                 0                  0           0            0   \n",
       "585                 0                  0           0            0   \n",
       "604                 0                  0           0            0   \n",
       "611                 0                  0           0            0   \n",
       "612                 0                  0           0            0   \n",
       "613                 0                  0           0            0   \n",
       "614                 0                  0           0            0   \n",
       "619                 0                  0           0            0   \n",
       "630                 0                  0           0            0   \n",
       "633                 1                  0           0            0   \n",
       "635                 0                  0           0            0   \n",
       "637                 0                  0           0            0   \n",
       "651                 0                  0           0            0   \n",
       "...               ...                ...         ...          ...   \n",
       "922443              0                  0           0            0   \n",
       "922463              0                  1           0            0   \n",
       "922465              0                  0           0            0   \n",
       "922467              0                  0           0            0   \n",
       "922469              0                  0           0            0   \n",
       "922519              0                  0           0            0   \n",
       "922521              0                  0           0            1   \n",
       "922531              0                  0           0            0   \n",
       "922532              0                  0           0            0   \n",
       "922556              0                  1           0            0   \n",
       "922573              0                  1           0            0   \n",
       "922579              0                  0           0            0   \n",
       "922617              0                  1           0            0   \n",
       "922623              0                  0           0            0   \n",
       "922626              0                  1           0            0   \n",
       "922648              0                  0           0            0   \n",
       "922649              0                  0           0            0   \n",
       "922668              0                  1           0            0   \n",
       "922670              0                  0           0            0   \n",
       "922672              0                  0           0            0   \n",
       "922677              0                  0           0            0   \n",
       "922698              0                  0           0            0   \n",
       "922709              0                  0           0            0   \n",
       "922710              0                  0           0            0   \n",
       "922711              0                  1           0            0   \n",
       "922731              0                  0           0            0   \n",
       "922747              0                  0           0            0   \n",
       "922748              0                  1           0            0   \n",
       "922749              0                  1           0            0   \n",
       "922753              0                  0           0            0   \n",
       "\n",
       "        genre_Biography  genre_Drama  genre_Crime  genre_Adventure  \\\n",
       "8                     0            0            0                0   \n",
       "143                   0            0            0                0   \n",
       "237                   1            1            0                0   \n",
       "343                   1            1            1                0   \n",
       "361                   0            1            0                0   \n",
       "367                   0            1            0                0   \n",
       "394                   0            1            0                0   \n",
       "395                   0            1            0                0   \n",
       "396                   0            0            0                1   \n",
       "428                   0            1            0                0   \n",
       "457                   0            1            0                0   \n",
       "497                   0            0            0                0   \n",
       "510                   0            1            0                0   \n",
       "513                   0            0            0                0   \n",
       "538                   0            1            0                0   \n",
       "562                   0            0            0                0   \n",
       "575                   0            0            0                0   \n",
       "582                   0            0            0                0   \n",
       "585                   0            1            0                0   \n",
       "604                   0            0            0                0   \n",
       "611                   0            1            0                0   \n",
       "612                   0            0            0                0   \n",
       "613                   0            0            1                0   \n",
       "614                   0            0            0                0   \n",
       "619                   0            0            0                0   \n",
       "630                   0            0            0                0   \n",
       "633                   0            1            0                0   \n",
       "635                   0            1            0                1   \n",
       "637                   0            0            0                0   \n",
       "651                   0            0            0                0   \n",
       "...                 ...          ...          ...              ...   \n",
       "922443                0            0            0                0   \n",
       "922463                0            0            0                0   \n",
       "922465                0            1            0                0   \n",
       "922467                0            0            0                0   \n",
       "922469                0            0            0                0   \n",
       "922519                0            0            0                0   \n",
       "922521                1            1            0                0   \n",
       "922531                0            0            0                0   \n",
       "922532                0            0            0                0   \n",
       "922556                0            0            0                0   \n",
       "922573                1            1            0                0   \n",
       "922579                0            1            0                0   \n",
       "922617                0            0            0                0   \n",
       "922623                0            1            0                0   \n",
       "922626                0            0            0                0   \n",
       "922648                0            0            0                0   \n",
       "922649                0            0            0                0   \n",
       "922668                0            0            0                0   \n",
       "922670                0            1            0                0   \n",
       "922672                0            0            0                0   \n",
       "922677                0            0            0                0   \n",
       "922698                0            0            0                0   \n",
       "922709                0            1            0                0   \n",
       "922710                0            1            0                0   \n",
       "922711                0            0            0                0   \n",
       "922731                0            0            0                0   \n",
       "922747                0            1            0                0   \n",
       "922748                0            0            0                0   \n",
       "922749                0            0            0                0   \n",
       "922753                0            1            0                0   \n",
       "\n",
       "        genre_Fantasy  genre_Comedy  genre_War  genre_Family  genre_History  \\\n",
       "8                   0             0          0             0              0   \n",
       "143                 0             0          0             0              0   \n",
       "237                 0             0          0             0              0   \n",
       "343                 0             0          0             0              0   \n",
       "361                 0             0          0             0              0   \n",
       "367                 0             0          0             0              0   \n",
       "394                 0             0          0             0              0   \n",
       "395                 0             0          0             0              0   \n",
       "396                 1             0          0             0              0   \n",
       "428                 0             0          0             0              0   \n",
       "457                 0             0          0             0              0   \n",
       "497                 0             0          0             0              0   \n",
       "510                 0             0          0             0              0   \n",
       "513                 0             0          0             0              0   \n",
       "538                 0             0          0             0              0   \n",
       "562                 0             0          0             0              0   \n",
       "575                 0             1          0             0              0   \n",
       "582                 0             0          0             0              0   \n",
       "585                 0             0          1             0              0   \n",
       "604                 0             0          0             0              0   \n",
       "611                 0             0          0             0              0   \n",
       "612                 0             0          0             0              0   \n",
       "613                 0             0          0             0              0   \n",
       "614                 0             0          0             0              0   \n",
       "619                 0             0          0             0              0   \n",
       "630                 0             0          0             0              0   \n",
       "633                 0             0          0             0              0   \n",
       "635                 0             0          0             0              0   \n",
       "637                 0             0          0             0              0   \n",
       "651                 0             0          0             0              0   \n",
       "...               ...           ...        ...           ...            ...   \n",
       "922443              0             1          0             0              0   \n",
       "922463              0             0          0             0              0   \n",
       "922465              0             1          0             0              0   \n",
       "922467              0             0          0             0              0   \n",
       "922469              0             0          0             0              0   \n",
       "922519              0             1          0             0              0   \n",
       "922521              0             0          0             0              0   \n",
       "922531              0             1          0             0              0   \n",
       "922532              0             0          0             0              0   \n",
       "922556              0             0          0             0              0   \n",
       "922573              0             0          0             0              0   \n",
       "922579              0             0          0             0              0   \n",
       "922617              0             0          0             0              0   \n",
       "922623              0             0          0             0              0   \n",
       "922626              0             0          0             0              0   \n",
       "922648              0             0          0             0              0   \n",
       "922649              0             0          0             0              0   \n",
       "922668              0             0          0             0              0   \n",
       "922670              0             0          0             0              0   \n",
       "922672              0             0          0             0              0   \n",
       "922677              0             0          0             0              0   \n",
       "922698              0             0          0             0              0   \n",
       "922709              0             0          0             0              0   \n",
       "922710              0             0          0             0              0   \n",
       "922711              0             0          0             0              0   \n",
       "922731              0             1          0             0              0   \n",
       "922747              0             0          0             0              0   \n",
       "922748              0             0          0             0              0   \n",
       "922749              0             0          0             0              0   \n",
       "922753              0             0          0             1              0   \n",
       "\n",
       "        genre_Sci-Fi  genre_Thriller  genre_Mystery  genre_Horror  \\\n",
       "8                  0               0              0             0   \n",
       "143                0               0              0             0   \n",
       "237                0               0              0             0   \n",
       "343                0               0              0             0   \n",
       "361                0               0              0             0   \n",
       "367                0               0              0             0   \n",
       "394                0               0              0             0   \n",
       "395                0               0              0             0   \n",
       "396                0               0              0             0   \n",
       "428                0               0              0             0   \n",
       "457                0               0              0             0   \n",
       "497                0               0              0             0   \n",
       "510                0               0              0             0   \n",
       "513                0               0              0             0   \n",
       "538                0               0              0             0   \n",
       "562                0               0              0             0   \n",
       "575                0               0              0             0   \n",
       "582                0               0              0             0   \n",
       "585                0               0              0             0   \n",
       "604                0               0              0             0   \n",
       "611                0               0              0             0   \n",
       "612                0               0              0             0   \n",
       "613                0               0              0             0   \n",
       "614                0               0              0             0   \n",
       "619                0               0              0             0   \n",
       "630                0               0              0             0   \n",
       "633                0               0              0             0   \n",
       "635                0               0              0             0   \n",
       "637                0               0              0             0   \n",
       "651                0               0              0             0   \n",
       "...              ...             ...            ...           ...   \n",
       "922443             0               0              0             0   \n",
       "922463             0               0              0             0   \n",
       "922465             0               0              0             0   \n",
       "922467             0               1              0             1   \n",
       "922469             0               0              0             0   \n",
       "922519             0               0              0             0   \n",
       "922521             0               0              0             0   \n",
       "922531             0               0              0             0   \n",
       "922532             0               0              0             1   \n",
       "922556             0               0              0             0   \n",
       "922573             0               0              0             0   \n",
       "922579             0               0              0             0   \n",
       "922617             0               0              0             0   \n",
       "922623             0               0              0             0   \n",
       "922626             0               0              0             0   \n",
       "922648             0               1              0             0   \n",
       "922649             0               0              0             0   \n",
       "922668             0               0              0             0   \n",
       "922670             0               1              0             0   \n",
       "922672             0               0              1             0   \n",
       "922677             0               0              0             1   \n",
       "922698             0               1              0             1   \n",
       "922709             0               0              0             0   \n",
       "922710             0               0              0             0   \n",
       "922711             0               0              0             0   \n",
       "922731             0               0              0             0   \n",
       "922747             0               0              0             0   \n",
       "922748             0               0              0             0   \n",
       "922749             0               0              0             0   \n",
       "922753             0               0              0             0   \n",
       "\n",
       "        genre_Action  genre_Western  genre_Music  genre_Animation  \\\n",
       "8                  0              0            0                0   \n",
       "143                0              0            0                0   \n",
       "237                0              0            0                0   \n",
       "343                0              0            0                0   \n",
       "361                0              0            0                0   \n",
       "367                0              0            0                0   \n",
       "394                0              0            0                0   \n",
       "395                0              0            0                0   \n",
       "396                0              0            0                0   \n",
       "428                0              0            0                0   \n",
       "457                0              0            0                0   \n",
       "497                0              0            0                0   \n",
       "510                0              0            0                0   \n",
       "513                0              0            0                0   \n",
       "538                0              0            0                0   \n",
       "562                0              0            0                0   \n",
       "575                0              0            0                0   \n",
       "582                0              0            0                0   \n",
       "585                0              0            0                0   \n",
       "604                0              0            0                0   \n",
       "611                0              0            0                0   \n",
       "612                0              0            0                0   \n",
       "613                0              0            0                0   \n",
       "614                0              0            0                0   \n",
       "619                0              0            0                0   \n",
       "630                0              0            0                0   \n",
       "633                0              0            0                0   \n",
       "635                0              0            0                0   \n",
       "637                0              0            0                0   \n",
       "651                0              0            0                0   \n",
       "...              ...            ...          ...              ...   \n",
       "922443             0              0            0                1   \n",
       "922463             0              0            0                0   \n",
       "922465             0              0            0                0   \n",
       "922467             0              0            0                0   \n",
       "922469             0              0            0                0   \n",
       "922519             0              0            0                0   \n",
       "922521             0              0            0                0   \n",
       "922531             0              0            0                0   \n",
       "922532             0              0            0                0   \n",
       "922556             0              0            0                0   \n",
       "922573             0              0            0                0   \n",
       "922579             0              0            0                0   \n",
       "922617             0              0            0                0   \n",
       "922623             0              0            0                0   \n",
       "922626             0              0            0                0   \n",
       "922648             0              0            0                0   \n",
       "922649             0              0            0                1   \n",
       "922668             0              0            0                0   \n",
       "922670             0              0            0                0   \n",
       "922672             0              0            0                0   \n",
       "922677             0              0            0                0   \n",
       "922698             0              0            0                0   \n",
       "922709             0              0            0                0   \n",
       "922710             0              0            0                0   \n",
       "922711             0              0            0                0   \n",
       "922731             0              0            0                0   \n",
       "922747             0              0            0                0   \n",
       "922748             0              0            0                0   \n",
       "922749             0              0            0                0   \n",
       "922753             0              0            0                0   \n",
       "\n",
       "        genre_Musical  genre_Short  genre_Film-Noir  genre_Talk-Show  \\\n",
       "8                   0            0                0                0   \n",
       "143                 0            0                0                0   \n",
       "237                 0            0                0                0   \n",
       "343                 0            0                0                0   \n",
       "361                 0            0                0                0   \n",
       "367                 0            0                0                0   \n",
       "394                 0            0                0                0   \n",
       "395                 0            0                0                0   \n",
       "396                 0            0                0                0   \n",
       "428                 0            0                0                0   \n",
       "457                 0            0                0                0   \n",
       "497                 0            0                0                0   \n",
       "510                 0            0                0                0   \n",
       "513                 0            0                0                0   \n",
       "538                 0            0                0                0   \n",
       "562                 0            0                0                0   \n",
       "575                 0            0                0                0   \n",
       "582                 0            0                0                0   \n",
       "585                 0            0                0                0   \n",
       "604                 0            0                0                0   \n",
       "611                 0            0                0                0   \n",
       "612                 0            0                0                0   \n",
       "613                 0            0                0                0   \n",
       "614                 0            0                0                0   \n",
       "619                 0            0                0                0   \n",
       "630                 0            0                0                0   \n",
       "633                 0            0                0                0   \n",
       "635                 0            0                0                0   \n",
       "637                 0            0                0                0   \n",
       "651                 0            0                0                0   \n",
       "...               ...          ...              ...              ...   \n",
       "922443              0            0                0                0   \n",
       "922463              0            0                0                0   \n",
       "922465              0            0                0                0   \n",
       "922467              0            0                0                0   \n",
       "922469              0            0                0                0   \n",
       "922519              0            0                0                0   \n",
       "922521              0            0                0                0   \n",
       "922531              0            0                0                0   \n",
       "922532              0            0                0                0   \n",
       "922556              0            0                0                0   \n",
       "922573              0            0                0                0   \n",
       "922579              0            0                0                0   \n",
       "922617              0            0                0                0   \n",
       "922623              0            0                0                0   \n",
       "922626              0            0                0                0   \n",
       "922648              0            0                0                0   \n",
       "922649              0            0                0                0   \n",
       "922668              0            0                0                0   \n",
       "922670              0            0                0                0   \n",
       "922672              0            0                0                0   \n",
       "922677              0            0                0                0   \n",
       "922698              0            0                0                0   \n",
       "922709              0            0                0                0   \n",
       "922710              0            0                0                0   \n",
       "922711              0            0                0                0   \n",
       "922731              0            0                0                0   \n",
       "922747              0            0                0                0   \n",
       "922748              0            0                0                0   \n",
       "922749              0            0                0                0   \n",
       "922753              0            0                0                0   \n",
       "\n",
       "        genre_Adult  genre_Reality-TV  genre_Game-Show  \n",
       "8                 0                 0                0  \n",
       "143               0                 0                0  \n",
       "237               0                 0                0  \n",
       "343               0                 0                0  \n",
       "361               0                 0                0  \n",
       "367               0                 0                0  \n",
       "394               0                 0                0  \n",
       "395               0                 0                0  \n",
       "396               0                 0                0  \n",
       "428               0                 0                0  \n",
       "457               0                 0                0  \n",
       "497               0                 0                0  \n",
       "510               0                 0                0  \n",
       "513               0                 0                0  \n",
       "538               0                 0                0  \n",
       "562               0                 0                0  \n",
       "575               0                 0                0  \n",
       "582               0                 0                0  \n",
       "585               0                 0                0  \n",
       "604               0                 0                0  \n",
       "611               0                 0                0  \n",
       "612               0                 0                0  \n",
       "613               0                 0                0  \n",
       "614               0                 0                0  \n",
       "619               0                 0                0  \n",
       "630               0                 0                0  \n",
       "633               0                 0                0  \n",
       "635               0                 0                0  \n",
       "637               0                 0                0  \n",
       "651               0                 0                0  \n",
       "...             ...               ...              ...  \n",
       "922443            0                 0                0  \n",
       "922463            0                 0                0  \n",
       "922465            0                 0                0  \n",
       "922467            0                 0                0  \n",
       "922469            0                 0                0  \n",
       "922519            0                 0                0  \n",
       "922521            0                 0                0  \n",
       "922531            0                 0                0  \n",
       "922532            0                 0                0  \n",
       "922556            0                 0                0  \n",
       "922573            0                 0                0  \n",
       "922579            0                 0                0  \n",
       "922617            0                 0                0  \n",
       "922623            0                 0                0  \n",
       "922626            0                 0                0  \n",
       "922648            0                 0                0  \n",
       "922649            0                 0                0  \n",
       "922668            0                 0                0  \n",
       "922670            0                 0                0  \n",
       "922672            0                 0                0  \n",
       "922677            0                 0                0  \n",
       "922698            0                 0                0  \n",
       "922709            0                 0                0  \n",
       "922710            0                 0                0  \n",
       "922711            0                 0                0  \n",
       "922731            0                 0                0  \n",
       "922747            0                 0                0  \n",
       "922748            0                 0                0  \n",
       "922749            0                 0                0  \n",
       "922753            0                 0                0  \n",
       "\n",
       "[232382 rows x 39 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = onehot(movie)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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>genre_Romance</th>\n",
       "      <th>genre_Documentary</th>\n",
       "      <th>genre_News</th>\n",
       "      <th>genre_Sport</th>\n",
       "      <th>genre_Biography</th>\n",
       "      <th>genre_Drama</th>\n",
       "      <th>genre_Crime</th>\n",
       "      <th>genre_Adventure</th>\n",
       "      <th>genre_Fantasy</th>\n",
       "      <th>genre_Comedy</th>\n",
       "      <th>genre_War</th>\n",
       "      <th>genre_Family</th>\n",
       "      <th>genre_History</th>\n",
       "      <th>genre_Sci-Fi</th>\n",
       "      <th>genre_Thriller</th>\n",
       "      <th>genre_Mystery</th>\n",
       "      <th>genre_Horror</th>\n",
       "      <th>genre_Action</th>\n",
       "      <th>genre_Western</th>\n",
       "      <th>genre_Music</th>\n",
       "      <th>genre_Animation</th>\n",
       "      <th>genre_Musical</th>\n",
       "      <th>genre_Short</th>\n",
       "      <th>genre_Film-Noir</th>\n",
       "      <th>genre_Talk-Show</th>\n",
       "      <th>genre_Adult</th>\n",
       "      <th>genre_Reality-TV</th>\n",
       "      <th>genre_Game-Show</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>232382</td>\n",
       "      <td>232382</td>\n",
       "      <td>232382</td>\n",
       "      <td>232382</td>\n",
       "      <td>232382</td>\n",
       "      <td>232369.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>203722.000000</td>\n",
       "      <td>232382</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>2.323820e+05</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.00000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "      <td>232382.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>232382</td>\n",
       "      <td>1</td>\n",
       "      <td>209088</td>\n",
       "      <td>214717</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1240</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>tt0879224</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>1</td>\n",
       "      <td>232382</td>\n",
       "      <td>24</td>\n",
       "      <td>22</td>\n",
       "      <td>228436</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39453</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1990.587256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94.028181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.229305</td>\n",
       "      <td>3.192833e+03</td>\n",
       "      <td>0.111343</td>\n",
       "      <td>0.135097</td>\n",
       "      <td>0.002707</td>\n",
       "      <td>0.011124</td>\n",
       "      <td>0.029047</td>\n",
       "      <td>0.438278</td>\n",
       "      <td>0.084585</td>\n",
       "      <td>0.066408</td>\n",
       "      <td>0.028483</td>\n",
       "      <td>0.253488</td>\n",
       "      <td>0.022218</td>\n",
       "      <td>0.038088</td>\n",
       "      <td>0.026228</td>\n",
       "      <td>0.024223</td>\n",
       "      <td>0.079085</td>\n",
       "      <td>0.03564</td>\n",
       "      <td>0.067652</td>\n",
       "      <td>0.105929</td>\n",
       "      <td>0.017850</td>\n",
       "      <td>0.046406</td>\n",
       "      <td>0.016034</td>\n",
       "      <td>0.023573</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.003275</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.015935</td>\n",
       "      <td>0.000116</td>\n",
       "      <td>0.000009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.398874</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123.160258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.342428</td>\n",
       "      <td>2.993927e+04</td>\n",
       "      <td>0.314557</td>\n",
       "      <td>0.341827</td>\n",
       "      <td>0.051956</td>\n",
       "      <td>0.104882</td>\n",
       "      <td>0.167939</td>\n",
       "      <td>0.496177</td>\n",
       "      <td>0.278264</td>\n",
       "      <td>0.248994</td>\n",
       "      <td>0.166349</td>\n",
       "      <td>0.435009</td>\n",
       "      <td>0.147391</td>\n",
       "      <td>0.191410</td>\n",
       "      <td>0.159814</td>\n",
       "      <td>0.153741</td>\n",
       "      <td>0.269872</td>\n",
       "      <td>0.18539</td>\n",
       "      <td>0.251148</td>\n",
       "      <td>0.307747</td>\n",
       "      <td>0.132406</td>\n",
       "      <td>0.210364</td>\n",
       "      <td>0.125606</td>\n",
       "      <td>0.151716</td>\n",
       "      <td>0.005081</td>\n",
       "      <td>0.057132</td>\n",
       "      <td>0.002934</td>\n",
       "      <td>0.125224</td>\n",
       "      <td>0.010778</td>\n",
       "      <td>0.002934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1894.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.400000</td>\n",
       "      <td>1.400000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>4.500000e+01</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.100000</td>\n",
       "      <td>2.450000e+02</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51420.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>2.070726e+06</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType primaryTitle originalTitle isAdult      startYear  \\\n",
       "count      232382    232382       232382        232382  232382  232369.000000   \n",
       "unique     232382         1       209088        214717       2            NaN   \n",
       "top     tt0879224     movie       Hamlet        Hamlet   False            NaN   \n",
       "freq            1    232382           24            22  228436            NaN   \n",
       "mean          NaN       NaN          NaN           NaN     NaN    1990.587256   \n",
       "std           NaN       NaN          NaN           NaN     NaN      25.398874   \n",
       "min           NaN       NaN          NaN           NaN     NaN    1894.000000   \n",
       "25%           NaN       NaN          NaN           NaN     NaN    1974.000000   \n",
       "50%           NaN       NaN          NaN           NaN     NaN    2000.000000   \n",
       "75%           NaN       NaN          NaN           NaN     NaN    2011.000000   \n",
       "max           NaN       NaN          NaN           NaN     NaN    2019.000000   \n",
       "\n",
       "        endYear  runtimeMinutes  genres  averageRating      numVotes  \\\n",
       "count       0.0   203722.000000  232382  232382.000000  2.323820e+05   \n",
       "unique      NaN             NaN    1240            NaN           NaN   \n",
       "top         NaN             NaN   Drama            NaN           NaN   \n",
       "freq        NaN             NaN   39453            NaN           NaN   \n",
       "mean        NaN       94.028181     NaN       6.229305  3.192833e+03   \n",
       "std         NaN      123.160258     NaN       1.342428  2.993927e+04   \n",
       "min         NaN        1.000000     NaN       1.000000  5.000000e+00   \n",
       "25%         NaN       81.000000     NaN       5.400000  1.400000e+01   \n",
       "50%         NaN       91.000000     NaN       6.400000  4.500000e+01   \n",
       "75%         NaN      102.000000     NaN       7.100000  2.450000e+02   \n",
       "max         NaN    51420.000000     NaN      10.000000  2.070726e+06   \n",
       "\n",
       "        genre_Romance  genre_Documentary     genre_News    genre_Sport  \\\n",
       "count   232382.000000      232382.000000  232382.000000  232382.000000   \n",
       "unique            NaN                NaN            NaN            NaN   \n",
       "top               NaN                NaN            NaN            NaN   \n",
       "freq              NaN                NaN            NaN            NaN   \n",
       "mean         0.111343           0.135097       0.002707       0.011124   \n",
       "std          0.314557           0.341827       0.051956       0.104882   \n",
       "min          0.000000           0.000000       0.000000       0.000000   \n",
       "25%          0.000000           0.000000       0.000000       0.000000   \n",
       "50%          0.000000           0.000000       0.000000       0.000000   \n",
       "75%          0.000000           0.000000       0.000000       0.000000   \n",
       "max          1.000000           1.000000       1.000000       1.000000   \n",
       "\n",
       "        genre_Biography    genre_Drama    genre_Crime  genre_Adventure  \\\n",
       "count     232382.000000  232382.000000  232382.000000    232382.000000   \n",
       "unique              NaN            NaN            NaN              NaN   \n",
       "top                 NaN            NaN            NaN              NaN   \n",
       "freq                NaN            NaN            NaN              NaN   \n",
       "mean           0.029047       0.438278       0.084585         0.066408   \n",
       "std            0.167939       0.496177       0.278264         0.248994   \n",
       "min            0.000000       0.000000       0.000000         0.000000   \n",
       "25%            0.000000       0.000000       0.000000         0.000000   \n",
       "50%            0.000000       0.000000       0.000000         0.000000   \n",
       "75%            0.000000       1.000000       0.000000         0.000000   \n",
       "max            1.000000       1.000000       1.000000         1.000000   \n",
       "\n",
       "        genre_Fantasy   genre_Comedy      genre_War   genre_Family  \\\n",
       "count   232382.000000  232382.000000  232382.000000  232382.000000   \n",
       "unique            NaN            NaN            NaN            NaN   \n",
       "top               NaN            NaN            NaN            NaN   \n",
       "freq              NaN            NaN            NaN            NaN   \n",
       "mean         0.028483       0.253488       0.022218       0.038088   \n",
       "std          0.166349       0.435009       0.147391       0.191410   \n",
       "min          0.000000       0.000000       0.000000       0.000000   \n",
       "25%          0.000000       0.000000       0.000000       0.000000   \n",
       "50%          0.000000       0.000000       0.000000       0.000000   \n",
       "75%          0.000000       1.000000       0.000000       0.000000   \n",
       "max          1.000000       1.000000       1.000000       1.000000   \n",
       "\n",
       "        genre_History   genre_Sci-Fi  genre_Thriller  genre_Mystery  \\\n",
       "count   232382.000000  232382.000000   232382.000000   232382.00000   \n",
       "unique            NaN            NaN             NaN            NaN   \n",
       "top               NaN            NaN             NaN            NaN   \n",
       "freq              NaN            NaN             NaN            NaN   \n",
       "mean         0.026228       0.024223        0.079085        0.03564   \n",
       "std          0.159814       0.153741        0.269872        0.18539   \n",
       "min          0.000000       0.000000        0.000000        0.00000   \n",
       "25%          0.000000       0.000000        0.000000        0.00000   \n",
       "50%          0.000000       0.000000        0.000000        0.00000   \n",
       "75%          0.000000       0.000000        0.000000        0.00000   \n",
       "max          1.000000       1.000000        1.000000        1.00000   \n",
       "\n",
       "         genre_Horror   genre_Action  genre_Western    genre_Music  \\\n",
       "count   232382.000000  232382.000000  232382.000000  232382.000000   \n",
       "unique            NaN            NaN            NaN            NaN   \n",
       "top               NaN            NaN            NaN            NaN   \n",
       "freq              NaN            NaN            NaN            NaN   \n",
       "mean         0.067652       0.105929       0.017850       0.046406   \n",
       "std          0.251148       0.307747       0.132406       0.210364   \n",
       "min          0.000000       0.000000       0.000000       0.000000   \n",
       "25%          0.000000       0.000000       0.000000       0.000000   \n",
       "50%          0.000000       0.000000       0.000000       0.000000   \n",
       "75%          0.000000       0.000000       0.000000       0.000000   \n",
       "max          1.000000       1.000000       1.000000       1.000000   \n",
       "\n",
       "        genre_Animation  genre_Musical    genre_Short  genre_Film-Noir  \\\n",
       "count     232382.000000  232382.000000  232382.000000    232382.000000   \n",
       "unique              NaN            NaN            NaN              NaN   \n",
       "top                 NaN            NaN            NaN              NaN   \n",
       "freq                NaN            NaN            NaN              NaN   \n",
       "mean           0.016034       0.023573       0.000026         0.003275   \n",
       "std            0.125606       0.151716       0.005081         0.057132   \n",
       "min            0.000000       0.000000       0.000000         0.000000   \n",
       "25%            0.000000       0.000000       0.000000         0.000000   \n",
       "50%            0.000000       0.000000       0.000000         0.000000   \n",
       "75%            0.000000       0.000000       0.000000         0.000000   \n",
       "max            1.000000       1.000000       1.000000         1.000000   \n",
       "\n",
       "        genre_Talk-Show    genre_Adult  genre_Reality-TV  genre_Game-Show  \n",
       "count     232382.000000  232382.000000     232382.000000    232382.000000  \n",
       "unique              NaN            NaN               NaN              NaN  \n",
       "top                 NaN            NaN               NaN              NaN  \n",
       "freq                NaN            NaN               NaN              NaN  \n",
       "mean           0.000009       0.015935          0.000116         0.000009  \n",
       "std            0.002934       0.125224          0.010778         0.002934  \n",
       "min            0.000000       0.000000          0.000000         0.000000  \n",
       "25%            0.000000       0.000000          0.000000         0.000000  \n",
       "50%            0.000000       0.000000          0.000000         0.000000  \n",
       "75%            0.000000       0.000000          0.000000         0.000000  \n",
       "max            1.000000       1.000000          1.000000         1.000000  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.describe(include='all')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jujubinha/.local/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n",
      "/home/jujubinha/.local/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "m['output'] = pd.Series(0)\n",
    "for c in list(m.columns[m.columns.str.startswith('genre_')]):\n",
    "    m['output'] = m[c].astype(str) + m['output'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>tt0000676</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>Don Álvaro o la fuerza del sino</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>tt0000679</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>The Fairylogue and Radio-Plays</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Adventure,Fantasy</td>\n",
       "      <td>4.8</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000110000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>tt0000739</td>\n",
       "      <td>movie</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>El pastorcito de Torrente</td>\n",
       "      <td>False</td>\n",
       "      <td>1908.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>tt0000793</td>\n",
       "      <td>movie</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>Andreas Hofer</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>tt0000862</td>\n",
       "      <td>movie</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>Faldgruben</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>tt0000886</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hamlet, Prince of Denmark</td>\n",
       "      <td>Hamlet</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>5.1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>tt0000891</td>\n",
       "      <td>movie</td>\n",
       "      <td>Cycle Rider and the Witch</td>\n",
       "      <td>Heksen og cyklisten</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>tt0000941</td>\n",
       "      <td>movie</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>Locura de amor</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>tt0000992</td>\n",
       "      <td>movie</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>De onde Veje</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>tt0001028</td>\n",
       "      <td>movie</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>Salome Mad</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000001000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>tt0001038</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>Sherlock Holmes VI</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>tt0001049</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>Gøngehøvdingen</td>\n",
       "      <td>False</td>\n",
       "      <td>1909.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,War</td>\n",
       "      <td>3.8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000010000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>tt0001101</td>\n",
       "      <td>movie</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>Abraham Lincoln's Clemency</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.5</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>tt0001112</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>Amleto</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>3.4</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>tt0001113</td>\n",
       "      <td>movie</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>Amor gitano</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>tt0001115</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>Ansigttyven I</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime</td>\n",
       "      <td>4.7</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000001000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>tt0001116</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>Ansigttyven II</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>4.9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>tt0001122</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Red Inn</td>\n",
       "      <td>L'auberge rouge</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>tt0001159</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>The Connecticut Yankee</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>tt0001175</td>\n",
       "      <td>movie</td>\n",
       "      <td>Camille</td>\n",
       "      <td>La dame aux camélias</td>\n",
       "      <td>False</td>\n",
       "      <td>1912.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>5.6</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100001nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>tt0001184</td>\n",
       "      <td>movie</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>Don Juan de Serrallonga</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>58.0</td>\n",
       "      <td>Adventure,Drama</td>\n",
       "      <td>3.1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000010100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>tt0001186</td>\n",
       "      <td>movie</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>Dorothy and the Scarecrow in Oz</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.2</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>tt0001230</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>Gentleman Joe</td>\n",
       "      <td>False</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922443</th>\n",
       "      <td>tt9863566</td>\n",
       "      <td>movie</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>Urbanus: De Vuilnisheld</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Animation,Comedy</td>\n",
       "      <td>5.1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000100000000001000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922463</th>\n",
       "      <td>tt9866284</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>The Far Green Country</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>69.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922465</th>\n",
       "      <td>tt9866344</td>\n",
       "      <td>movie</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>Mon Ami Walid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.9</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000001000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922467</th>\n",
       "      <td>tt9866700</td>\n",
       "      <td>movie</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>Paranormal Investigation</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>3.6</td>\n",
       "      <td>244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000010100000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922469</th>\n",
       "      <td>tt9866736</td>\n",
       "      <td>movie</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>Rise: Ini Kalilah</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>\\N</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922519</th>\n",
       "      <td>tt9870612</td>\n",
       "      <td>movie</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>Randy Writes a Novel</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>9.2</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000001000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922521</th>\n",
       "      <td>tt9870726</td>\n",
       "      <td>movie</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>Gholamreza Takhti</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Drama,Sport</td>\n",
       "      <td>7.1</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000111000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922531</th>\n",
       "      <td>tt9872556</td>\n",
       "      <td>movie</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>Momenti di trascurabile felicità</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>6.6</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000001000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922532</th>\n",
       "      <td>tt9872616</td>\n",
       "      <td>movie</td>\n",
       "      <td>Marid</td>\n",
       "      <td>Marid</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>4.2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000010000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922556</th>\n",
       "      <td>tt9878504</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>Hollywood aan de schelde</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>119.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922573</th>\n",
       "      <td>tt9880724</td>\n",
       "      <td>movie</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>Verdict 19</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Biography,Documentary,Drama</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000110010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922579</th>\n",
       "      <td>tt9881616</td>\n",
       "      <td>movie</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>La filla d'algú</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922617</th>\n",
       "      <td>tt9886806</td>\n",
       "      <td>movie</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>Conversazione su Tiresia</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922623</th>\n",
       "      <td>tt9887568</td>\n",
       "      <td>movie</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>Turned Out</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922626</th>\n",
       "      <td>tt9888844</td>\n",
       "      <td>movie</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>Vosotros sois mi película</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>4.2</td>\n",
       "      <td>179</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922648</th>\n",
       "      <td>tt9894098</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>Sathru</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>7.5</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000100000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922649</th>\n",
       "      <td>tt9894394</td>\n",
       "      <td>movie</td>\n",
       "      <td>Upin &amp; Ipin: The Lone Gibbon Kris</td>\n",
       "      <td>Upin &amp; Ipin: Keris Siamang Tunggal</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>Animation</td>\n",
       "      <td>8.6</td>\n",
       "      <td>180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000100000000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922668</th>\n",
       "      <td>tt9899290</td>\n",
       "      <td>movie</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>Band Together with Logic</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.8</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922670</th>\n",
       "      <td>tt9899850</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Agitation</td>\n",
       "      <td>Ashoftegi</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>4.6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000100000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922672</th>\n",
       "      <td>tt9900180</td>\n",
       "      <td>movie</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>Aavahayami</td>\n",
       "      <td>False</td>\n",
       "      <td>2017.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.0</td>\n",
       "      <td>Mystery</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000001000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922677</th>\n",
       "      <td>tt9900552</td>\n",
       "      <td>movie</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>The Sacred Riana: Beginning</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>6.7</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000010000000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922698</th>\n",
       "      <td>tt9903716</td>\n",
       "      <td>movie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>Jessie</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>9.2</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000010100000000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922709</th>\n",
       "      <td>tt9905412</td>\n",
       "      <td>movie</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>Ottam</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.2</td>\n",
       "      <td>504</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922710</th>\n",
       "      <td>tt9905462</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>Pengalila</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>597</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922711</th>\n",
       "      <td>tt9905476</td>\n",
       "      <td>movie</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>Hand Rolled</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922731</th>\n",
       "      <td>tt9908960</td>\n",
       "      <td>movie</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>Pliusas</td>\n",
       "      <td>False</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000001000000000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922747</th>\n",
       "      <td>tt9911774</td>\n",
       "      <td>movie</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>Padmavyuhathile Abhimanyu</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.5</td>\n",
       "      <td>363</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000100000nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922748</th>\n",
       "      <td>tt9913056</td>\n",
       "      <td>movie</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>Swarm Season</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922749</th>\n",
       "      <td>tt9913084</td>\n",
       "      <td>movie</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>Diabolik sono io</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000000000000010nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922753</th>\n",
       "      <td>tt9914286</td>\n",
       "      <td>movie</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>Sokagin Çocuklari</td>\n",
       "      <td>False</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98.0</td>\n",
       "      <td>Drama,Family</td>\n",
       "      <td>9.7</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0000000000000000100000100000nan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>232382 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst titleType                       primaryTitle  \\\n",
       "8       tt0000009     movie                         Miss Jerry   \n",
       "143     tt0000147     movie      The Corbett-Fitzsimmons Fight   \n",
       "237     tt0000335     movie              Soldiers of the Cross   \n",
       "343     tt0000574     movie        The Story of the Kelly Gang   \n",
       "361     tt0000615     movie                 Robbery Under Arms   \n",
       "367     tt0000630     movie                             Hamlet   \n",
       "394     tt0000675     movie                        Don Quijote   \n",
       "395     tt0000676     movie    Don Álvaro o la fuerza del sino   \n",
       "396     tt0000679     movie     The Fairylogue and Radio-Plays   \n",
       "428     tt0000739     movie          El pastorcito de Torrente   \n",
       "457     tt0000793     movie                      Andreas Hofer   \n",
       "497     tt0000862     movie                         Faldgruben   \n",
       "510     tt0000886     movie          Hamlet, Prince of Denmark   \n",
       "513     tt0000891     movie          Cycle Rider and the Witch   \n",
       "538     tt0000941     movie                     Locura de amor   \n",
       "562     tt0000992     movie                       De onde Veje   \n",
       "575     tt0001028     movie                         Salome Mad   \n",
       "582     tt0001038     movie                 Sherlock Holmes VI   \n",
       "585     tt0001049     movie                     Gøngehøvdingen   \n",
       "604     tt0001101     movie         Abraham Lincoln's Clemency   \n",
       "611     tt0001112     movie                             Amleto   \n",
       "612     tt0001113     movie                        Amor gitano   \n",
       "613     tt0001115     movie                      Ansigttyven I   \n",
       "614     tt0001116     movie                     Ansigttyven II   \n",
       "619     tt0001122     movie                        The Red Inn   \n",
       "630     tt0001159     movie             The Connecticut Yankee   \n",
       "633     tt0001175     movie                            Camille   \n",
       "635     tt0001184     movie            Don Juan de Serrallonga   \n",
       "637     tt0001186     movie    Dorothy and the Scarecrow in Oz   \n",
       "651     tt0001230     movie                      Gentleman Joe   \n",
       "...           ...       ...                                ...   \n",
       "922443  tt9863566     movie            Urbanus: De Vuilnisheld   \n",
       "922463  tt9866284     movie              The Far Green Country   \n",
       "922465  tt9866344     movie                      Mon Ami Walid   \n",
       "922467  tt9866700     movie           Paranormal Investigation   \n",
       "922469  tt9866736     movie                  Rise: Ini Kalilah   \n",
       "922519  tt9870612     movie               Randy Writes a Novel   \n",
       "922521  tt9870726     movie                  Gholamreza Takhti   \n",
       "922531  tt9872556     movie   Momenti di trascurabile felicità   \n",
       "922532  tt9872616     movie                              Marid   \n",
       "922556  tt9878504     movie           Hollywood aan de schelde   \n",
       "922573  tt9880724     movie                         Verdict 19   \n",
       "922579  tt9881616     movie                    La filla d'algú   \n",
       "922617  tt9886806     movie           Conversazione su Tiresia   \n",
       "922623  tt9887568     movie                         Turned Out   \n",
       "922626  tt9888844     movie          Vosotros sois mi película   \n",
       "922648  tt9894098     movie                             Sathru   \n",
       "922649  tt9894394     movie  Upin & Ipin: The Lone Gibbon Kris   \n",
       "922668  tt9899290     movie           Band Together with Logic   \n",
       "922670  tt9899850     movie                      The Agitation   \n",
       "922672  tt9900180     movie                         Aavahayami   \n",
       "922677  tt9900552     movie        The Sacred Riana: Beginning   \n",
       "922698  tt9903716     movie                             Jessie   \n",
       "922709  tt9905412     movie                              Ottam   \n",
       "922710  tt9905462     movie                          Pengalila   \n",
       "922711  tt9905476     movie                        Hand Rolled   \n",
       "922731  tt9908960     movie                            Pliusas   \n",
       "922747  tt9911774     movie          Padmavyuhathile Abhimanyu   \n",
       "922748  tt9913056     movie                       Swarm Season   \n",
       "922749  tt9913084     movie                   Diabolik sono io   \n",
       "922753  tt9914286     movie                  Sokagin Çocuklari   \n",
       "\n",
       "                             originalTitle  isAdult  startYear  endYear  \\\n",
       "8                               Miss Jerry    False     1894.0      NaN   \n",
       "143          The Corbett-Fitzsimmons Fight    False     1897.0      NaN   \n",
       "237                  Soldiers of the Cross    False     1900.0      NaN   \n",
       "343            The Story of the Kelly Gang    False     1906.0      NaN   \n",
       "361                     Robbery Under Arms    False     1907.0      NaN   \n",
       "367                                 Amleto    False     1908.0      NaN   \n",
       "394                            Don Quijote    False     1908.0      NaN   \n",
       "395        Don Álvaro o la fuerza del sino    False     1908.0      NaN   \n",
       "396         The Fairylogue and Radio-Plays    False     1908.0      NaN   \n",
       "428              El pastorcito de Torrente    False     1908.0      NaN   \n",
       "457                          Andreas Hofer    False     1909.0      NaN   \n",
       "497                             Faldgruben    False     1909.0      NaN   \n",
       "510                                 Hamlet    False     1910.0      NaN   \n",
       "513                    Heksen og cyklisten    False     1909.0      NaN   \n",
       "538                         Locura de amor    False     1909.0      NaN   \n",
       "562                           De onde Veje    False     1909.0      NaN   \n",
       "575                             Salome Mad    False     1909.0      NaN   \n",
       "582                     Sherlock Holmes VI    False     1910.0      NaN   \n",
       "585                         Gøngehøvdingen    False     1909.0      NaN   \n",
       "604             Abraham Lincoln's Clemency    False     1910.0      NaN   \n",
       "611                                 Amleto    False     1910.0      NaN   \n",
       "612                            Amor gitano    False     1910.0      NaN   \n",
       "613                          Ansigttyven I    False     1910.0      NaN   \n",
       "614                         Ansigttyven II    False     1910.0      NaN   \n",
       "619                        L'auberge rouge    False     1910.0      NaN   \n",
       "630                 The Connecticut Yankee    False     1910.0      NaN   \n",
       "633                   La dame aux camélias    False     1912.0      NaN   \n",
       "635                Don Juan de Serrallonga    False     1910.0      NaN   \n",
       "637        Dorothy and the Scarecrow in Oz    False     1910.0      NaN   \n",
       "651                          Gentleman Joe    False     1910.0      NaN   \n",
       "...                                    ...      ...        ...      ...   \n",
       "922443             Urbanus: De Vuilnisheld    False     2019.0      NaN   \n",
       "922463               The Far Green Country    False     2018.0      NaN   \n",
       "922465                       Mon Ami Walid    False     2019.0      NaN   \n",
       "922467            Paranormal Investigation    False     2018.0      NaN   \n",
       "922469                   Rise: Ini Kalilah    False     2018.0      NaN   \n",
       "922519                Randy Writes a Novel    False     2018.0      NaN   \n",
       "922521                   Gholamreza Takhti    False     2019.0      NaN   \n",
       "922531    Momenti di trascurabile felicità    False     2019.0      NaN   \n",
       "922532                               Marid    False     2019.0      NaN   \n",
       "922556            Hollywood aan de schelde    False     2018.0      NaN   \n",
       "922573                          Verdict 19    False     2019.0      NaN   \n",
       "922579                     La filla d'algú    False     2019.0      NaN   \n",
       "922617            Conversazione su Tiresia    False     2018.0      NaN   \n",
       "922623                          Turned Out    False     2019.0      NaN   \n",
       "922626           Vosotros sois mi película    False     2019.0      NaN   \n",
       "922648                              Sathru    False     2019.0      NaN   \n",
       "922649  Upin & Ipin: Keris Siamang Tunggal    False     2019.0      NaN   \n",
       "922668            Band Together with Logic    False     2019.0      NaN   \n",
       "922670                           Ashoftegi    False     2019.0      NaN   \n",
       "922672                          Aavahayami    False     2017.0      NaN   \n",
       "922677         The Sacred Riana: Beginning    False     2019.0      NaN   \n",
       "922698                              Jessie    False     2019.0      NaN   \n",
       "922709                               Ottam    False     2019.0      NaN   \n",
       "922710                           Pengalila    False     2019.0      NaN   \n",
       "922711                         Hand Rolled    False     2019.0      NaN   \n",
       "922731                             Pliusas    False     2018.0      NaN   \n",
       "922747           Padmavyuhathile Abhimanyu    False     2019.0      NaN   \n",
       "922748                        Swarm Season    False     2019.0      NaN   \n",
       "922749                    Diabolik sono io    False     2019.0      NaN   \n",
       "922753                   Sokagin Çocuklari    False     2019.0      NaN   \n",
       "\n",
       "        runtimeMinutes                       genres  averageRating  numVotes  \\\n",
       "8                 45.0                      Romance            5.5        77   \n",
       "143               20.0       Documentary,News,Sport            5.2       290   \n",
       "237                NaN              Biography,Drama            6.3        39   \n",
       "343               70.0        Biography,Crime,Drama            6.2       505   \n",
       "361                NaN                        Drama            4.8        14   \n",
       "367                NaN                        Drama            2.9        11   \n",
       "394                NaN                        Drama            4.3        10   \n",
       "395                NaN                        Drama            3.8         8   \n",
       "396              120.0            Adventure,Fantasy            4.8        33   \n",
       "428                NaN                        Drama            6.1         8   \n",
       "457                NaN                        Drama            4.4         8   \n",
       "497                NaN                           \\N            4.6         9   \n",
       "510                NaN                        Drama            5.1        19   \n",
       "513                NaN                           \\N            5.1        17   \n",
       "538                NaN                        Drama            4.4         9   \n",
       "562                NaN                           \\N            4.6         8   \n",
       "575                NaN                       Comedy            4.1         9   \n",
       "582                NaN                           \\N            4.1        12   \n",
       "585                NaN                    Drama,War            3.8         8   \n",
       "604                NaN                           \\N            4.5        15   \n",
       "611                NaN                        Drama            3.4        15   \n",
       "612                NaN                           \\N            5.5         8   \n",
       "613                NaN                        Crime            4.7        11   \n",
       "614                NaN                           \\N            4.9        10   \n",
       "619                NaN                           \\N            5.2         8   \n",
       "630                NaN                           \\N            5.5         8   \n",
       "633                NaN                Drama,Romance            5.6        22   \n",
       "635               58.0              Adventure,Drama            3.1        10   \n",
       "637                NaN                           \\N            5.2        43   \n",
       "651                NaN                           \\N            5.0         8   \n",
       "...                ...                          ...            ...       ...   \n",
       "922443            72.0             Animation,Comedy            5.1        24   \n",
       "922463            69.0                  Documentary            7.5        16   \n",
       "922465            72.0                 Comedy,Drama            6.9        15   \n",
       "922467            92.0              Horror,Thriller            3.6       244   \n",
       "922469             NaN                           \\N            5.7         6   \n",
       "922519            70.0                       Comedy            9.2        18   \n",
       "922521             NaN        Biography,Drama,Sport            7.1        47   \n",
       "922531            93.0                       Comedy            6.6       121   \n",
       "922532             NaN                       Horror            4.2        10   \n",
       "922556           119.0                  Documentary            7.6         5   \n",
       "922573             NaN  Biography,Documentary,Drama           10.0        13   \n",
       "922579             NaN                        Drama            8.0         5   \n",
       "922617             NaN                  Documentary            8.4         5   \n",
       "922623           131.0                        Drama            8.7         7   \n",
       "922626            98.0                  Documentary            4.2       179   \n",
       "922648           129.0                     Thriller            7.5        20   \n",
       "922649           100.0                    Animation            8.6       180   \n",
       "922668             NaN                  Documentary            8.8         9   \n",
       "922670             NaN               Drama,Thriller            4.6         8   \n",
       "922672            97.0                      Mystery           10.0         8   \n",
       "922677           111.0                       Horror            6.7        13   \n",
       "922698           106.0              Horror,Thriller            9.2        89   \n",
       "922709           120.0                        Drama            8.2       504   \n",
       "922710           111.0                        Drama            8.5       597   \n",
       "922711            90.0                  Documentary           10.0        12   \n",
       "922731            90.0                       Comedy            4.2         6   \n",
       "922747           130.0                        Drama            8.5       363   \n",
       "922748            86.0                  Documentary            6.2         5   \n",
       "922749            75.0                  Documentary            6.2         6   \n",
       "922753            98.0                 Drama,Family            9.7        59   \n",
       "\n",
       "        genre_Romance  genre_Documentary  genre_News  genre_Sport  \\\n",
       "8                   1                  0           0            0   \n",
       "143                 0                  1           1            1   \n",
       "237                 0                  0           0            0   \n",
       "343                 0                  0           0            0   \n",
       "361                 0                  0           0            0   \n",
       "367                 0                  0           0            0   \n",
       "394                 0                  0           0            0   \n",
       "395                 0                  0           0            0   \n",
       "396                 0                  0           0            0   \n",
       "428                 0                  0           0            0   \n",
       "457                 0                  0           0            0   \n",
       "497                 0                  0           0            0   \n",
       "510                 0                  0           0            0   \n",
       "513                 0                  0           0            0   \n",
       "538                 0                  0           0            0   \n",
       "562                 0                  0           0            0   \n",
       "575                 0                  0           0            0   \n",
       "582                 0                  0           0            0   \n",
       "585                 0                  0           0            0   \n",
       "604                 0                  0           0            0   \n",
       "611                 0                  0           0            0   \n",
       "612                 0                  0           0            0   \n",
       "613                 0                  0           0            0   \n",
       "614                 0                  0           0            0   \n",
       "619                 0                  0           0            0   \n",
       "630                 0                  0           0            0   \n",
       "633                 1                  0           0            0   \n",
       "635                 0                  0           0            0   \n",
       "637                 0                  0           0            0   \n",
       "651                 0                  0           0            0   \n",
       "...               ...                ...         ...          ...   \n",
       "922443              0                  0           0            0   \n",
       "922463              0                  1           0            0   \n",
       "922465              0                  0           0            0   \n",
       "922467              0                  0           0            0   \n",
       "922469              0                  0           0            0   \n",
       "922519              0                  0           0            0   \n",
       "922521              0                  0           0            1   \n",
       "922531              0                  0           0            0   \n",
       "922532              0                  0           0            0   \n",
       "922556              0                  1           0            0   \n",
       "922573              0                  1           0            0   \n",
       "922579              0                  0           0            0   \n",
       "922617              0                  1           0            0   \n",
       "922623              0                  0           0            0   \n",
       "922626              0                  1           0            0   \n",
       "922648              0                  0           0            0   \n",
       "922649              0                  0           0            0   \n",
       "922668              0                  1           0            0   \n",
       "922670              0                  0           0            0   \n",
       "922672              0                  0           0            0   \n",
       "922677              0                  0           0            0   \n",
       "922698              0                  0           0            0   \n",
       "922709              0                  0           0            0   \n",
       "922710              0                  0           0            0   \n",
       "922711              0                  1           0            0   \n",
       "922731              0                  0           0            0   \n",
       "922747              0                  0           0            0   \n",
       "922748              0                  1           0            0   \n",
       "922749              0                  1           0            0   \n",
       "922753              0                  0           0            0   \n",
       "\n",
       "        genre_Biography  genre_Drama  genre_Crime  genre_Adventure  \\\n",
       "8                     0            0            0                0   \n",
       "143                   0            0            0                0   \n",
       "237                   1            1            0                0   \n",
       "343                   1            1            1                0   \n",
       "361                   0            1            0                0   \n",
       "367                   0            1            0                0   \n",
       "394                   0            1            0                0   \n",
       "395                   0            1            0                0   \n",
       "396                   0            0            0                1   \n",
       "428                   0            1            0                0   \n",
       "457                   0            1            0                0   \n",
       "497                   0            0            0                0   \n",
       "510                   0            1            0                0   \n",
       "513                   0            0            0                0   \n",
       "538                   0            1            0                0   \n",
       "562                   0            0            0                0   \n",
       "575                   0            0            0                0   \n",
       "582                   0            0            0                0   \n",
       "585                   0            1            0                0   \n",
       "604                   0            0            0                0   \n",
       "611                   0            1            0                0   \n",
       "612                   0            0            0                0   \n",
       "613                   0            0            1                0   \n",
       "614                   0            0            0                0   \n",
       "619                   0            0            0                0   \n",
       "630                   0            0            0                0   \n",
       "633                   0            1            0                0   \n",
       "635                   0            1            0                1   \n",
       "637                   0            0            0                0   \n",
       "651                   0            0            0                0   \n",
       "...                 ...          ...          ...              ...   \n",
       "922443                0            0            0                0   \n",
       "922463                0            0            0                0   \n",
       "922465                0            1            0                0   \n",
       "922467                0            0            0                0   \n",
       "922469                0            0            0                0   \n",
       "922519                0            0            0                0   \n",
       "922521                1            1            0                0   \n",
       "922531                0            0            0                0   \n",
       "922532                0            0            0                0   \n",
       "922556                0            0            0                0   \n",
       "922573                1            1            0                0   \n",
       "922579                0            1            0                0   \n",
       "922617                0            0            0                0   \n",
       "922623                0            1            0                0   \n",
       "922626                0            0            0                0   \n",
       "922648                0            0            0                0   \n",
       "922649                0            0            0                0   \n",
       "922668                0            0            0                0   \n",
       "922670                0            1            0                0   \n",
       "922672                0            0            0                0   \n",
       "922677                0            0            0                0   \n",
       "922698                0            0            0                0   \n",
       "922709                0            1            0                0   \n",
       "922710                0            1            0                0   \n",
       "922711                0            0            0                0   \n",
       "922731                0            0            0                0   \n",
       "922747                0            1            0                0   \n",
       "922748                0            0            0                0   \n",
       "922749                0            0            0                0   \n",
       "922753                0            1            0                0   \n",
       "\n",
       "        genre_Fantasy  genre_Comedy  genre_War  genre_Family  genre_History  \\\n",
       "8                   0             0          0             0              0   \n",
       "143                 0             0          0             0              0   \n",
       "237                 0             0          0             0              0   \n",
       "343                 0             0          0             0              0   \n",
       "361                 0             0          0             0              0   \n",
       "367                 0             0          0             0              0   \n",
       "394                 0             0          0             0              0   \n",
       "395                 0             0          0             0              0   \n",
       "396                 1             0          0             0              0   \n",
       "428                 0             0          0             0              0   \n",
       "457                 0             0          0             0              0   \n",
       "497                 0             0          0             0              0   \n",
       "510                 0             0          0             0              0   \n",
       "513                 0             0          0             0              0   \n",
       "538                 0             0          0             0              0   \n",
       "562                 0             0          0             0              0   \n",
       "575                 0             1          0             0              0   \n",
       "582                 0             0          0             0              0   \n",
       "585                 0             0          1             0              0   \n",
       "604                 0             0          0             0              0   \n",
       "611                 0             0          0             0              0   \n",
       "612                 0             0          0             0              0   \n",
       "613                 0             0          0             0              0   \n",
       "614                 0             0          0             0              0   \n",
       "619                 0             0          0             0              0   \n",
       "630                 0             0          0             0              0   \n",
       "633                 0             0          0             0              0   \n",
       "635                 0             0          0             0              0   \n",
       "637                 0             0          0             0              0   \n",
       "651                 0             0          0             0              0   \n",
       "...               ...           ...        ...           ...            ...   \n",
       "922443              0             1          0             0              0   \n",
       "922463              0             0          0             0              0   \n",
       "922465              0             1          0             0              0   \n",
       "922467              0             0          0             0              0   \n",
       "922469              0             0          0             0              0   \n",
       "922519              0             1          0             0              0   \n",
       "922521              0             0          0             0              0   \n",
       "922531              0             1          0             0              0   \n",
       "922532              0             0          0             0              0   \n",
       "922556              0             0          0             0              0   \n",
       "922573              0             0          0             0              0   \n",
       "922579              0             0          0             0              0   \n",
       "922617              0             0          0             0              0   \n",
       "922623              0             0          0             0              0   \n",
       "922626              0             0          0             0              0   \n",
       "922648              0             0          0             0              0   \n",
       "922649              0             0          0             0              0   \n",
       "922668              0             0          0             0              0   \n",
       "922670              0             0          0             0              0   \n",
       "922672              0             0          0             0              0   \n",
       "922677              0             0          0             0              0   \n",
       "922698              0             0          0             0              0   \n",
       "922709              0             0          0             0              0   \n",
       "922710              0             0          0             0              0   \n",
       "922711              0             0          0             0              0   \n",
       "922731              0             1          0             0              0   \n",
       "922747              0             0          0             0              0   \n",
       "922748              0             0          0             0              0   \n",
       "922749              0             0          0             0              0   \n",
       "922753              0             0          0             1              0   \n",
       "\n",
       "        genre_Sci-Fi  genre_Thriller  genre_Mystery  genre_Horror  \\\n",
       "8                  0               0              0             0   \n",
       "143                0               0              0             0   \n",
       "237                0               0              0             0   \n",
       "343                0               0              0             0   \n",
       "361                0               0              0             0   \n",
       "367                0               0              0             0   \n",
       "394                0               0              0             0   \n",
       "395                0               0              0             0   \n",
       "396                0               0              0             0   \n",
       "428                0               0              0             0   \n",
       "457                0               0              0             0   \n",
       "497                0               0              0             0   \n",
       "510                0               0              0             0   \n",
       "513                0               0              0             0   \n",
       "538                0               0              0             0   \n",
       "562                0               0              0             0   \n",
       "575                0               0              0             0   \n",
       "582                0               0              0             0   \n",
       "585                0               0              0             0   \n",
       "604                0               0              0             0   \n",
       "611                0               0              0             0   \n",
       "612                0               0              0             0   \n",
       "613                0               0              0             0   \n",
       "614                0               0              0             0   \n",
       "619                0               0              0             0   \n",
       "630                0               0              0             0   \n",
       "633                0               0              0             0   \n",
       "635                0               0              0             0   \n",
       "637                0               0              0             0   \n",
       "651                0               0              0             0   \n",
       "...              ...             ...            ...           ...   \n",
       "922443             0               0              0             0   \n",
       "922463             0               0              0             0   \n",
       "922465             0               0              0             0   \n",
       "922467             0               1              0             1   \n",
       "922469             0               0              0             0   \n",
       "922519             0               0              0             0   \n",
       "922521             0               0              0             0   \n",
       "922531             0               0              0             0   \n",
       "922532             0               0              0             1   \n",
       "922556             0               0              0             0   \n",
       "922573             0               0              0             0   \n",
       "922579             0               0              0             0   \n",
       "922617             0               0              0             0   \n",
       "922623             0               0              0             0   \n",
       "922626             0               0              0             0   \n",
       "922648             0               1              0             0   \n",
       "922649             0               0              0             0   \n",
       "922668             0               0              0             0   \n",
       "922670             0               1              0             0   \n",
       "922672             0               0              1             0   \n",
       "922677             0               0              0             1   \n",
       "922698             0               1              0             1   \n",
       "922709             0               0              0             0   \n",
       "922710             0               0              0             0   \n",
       "922711             0               0              0             0   \n",
       "922731             0               0              0             0   \n",
       "922747             0               0              0             0   \n",
       "922748             0               0              0             0   \n",
       "922749             0               0              0             0   \n",
       "922753             0               0              0             0   \n",
       "\n",
       "        genre_Action  genre_Western  genre_Music  genre_Animation  \\\n",
       "8                  0              0            0                0   \n",
       "143                0              0            0                0   \n",
       "237                0              0            0                0   \n",
       "343                0              0            0                0   \n",
       "361                0              0            0                0   \n",
       "367                0              0            0                0   \n",
       "394                0              0            0                0   \n",
       "395                0              0            0                0   \n",
       "396                0              0            0                0   \n",
       "428                0              0            0                0   \n",
       "457                0              0            0                0   \n",
       "497                0              0            0                0   \n",
       "510                0              0            0                0   \n",
       "513                0              0            0                0   \n",
       "538                0              0            0                0   \n",
       "562                0              0            0                0   \n",
       "575                0              0            0                0   \n",
       "582                0              0            0                0   \n",
       "585                0              0            0                0   \n",
       "604                0              0            0                0   \n",
       "611                0              0            0                0   \n",
       "612                0              0            0                0   \n",
       "613                0              0            0                0   \n",
       "614                0              0            0                0   \n",
       "619                0              0            0                0   \n",
       "630                0              0            0                0   \n",
       "633                0              0            0                0   \n",
       "635                0              0            0                0   \n",
       "637                0              0            0                0   \n",
       "651                0              0            0                0   \n",
       "...              ...            ...          ...              ...   \n",
       "922443             0              0            0                1   \n",
       "922463             0              0            0                0   \n",
       "922465             0              0            0                0   \n",
       "922467             0              0            0                0   \n",
       "922469             0              0            0                0   \n",
       "922519             0              0            0                0   \n",
       "922521             0              0            0                0   \n",
       "922531             0              0            0                0   \n",
       "922532             0              0            0                0   \n",
       "922556             0              0            0                0   \n",
       "922573             0              0            0                0   \n",
       "922579             0              0            0                0   \n",
       "922617             0              0            0                0   \n",
       "922623             0              0            0                0   \n",
       "922626             0              0            0                0   \n",
       "922648             0              0            0                0   \n",
       "922649             0              0            0                1   \n",
       "922668             0              0            0                0   \n",
       "922670             0              0            0                0   \n",
       "922672             0              0            0                0   \n",
       "922677             0              0            0                0   \n",
       "922698             0              0            0                0   \n",
       "922709             0              0            0                0   \n",
       "922710             0              0            0                0   \n",
       "922711             0              0            0                0   \n",
       "922731             0              0            0                0   \n",
       "922747             0              0            0                0   \n",
       "922748             0              0            0                0   \n",
       "922749             0              0            0                0   \n",
       "922753             0              0            0                0   \n",
       "\n",
       "        genre_Musical  genre_Short  genre_Film-Noir  genre_Talk-Show  \\\n",
       "8                   0            0                0                0   \n",
       "143                 0            0                0                0   \n",
       "237                 0            0                0                0   \n",
       "343                 0            0                0                0   \n",
       "361                 0            0                0                0   \n",
       "367                 0            0                0                0   \n",
       "394                 0            0                0                0   \n",
       "395                 0            0                0                0   \n",
       "396                 0            0                0                0   \n",
       "428                 0            0                0                0   \n",
       "457                 0            0                0                0   \n",
       "497                 0            0                0                0   \n",
       "510                 0            0                0                0   \n",
       "513                 0            0                0                0   \n",
       "538                 0            0                0                0   \n",
       "562                 0            0                0                0   \n",
       "575                 0            0                0                0   \n",
       "582                 0            0                0                0   \n",
       "585                 0            0                0                0   \n",
       "604                 0            0                0                0   \n",
       "611                 0            0                0                0   \n",
       "612                 0            0                0                0   \n",
       "613                 0            0                0                0   \n",
       "614                 0            0                0                0   \n",
       "619                 0            0                0                0   \n",
       "630                 0            0                0                0   \n",
       "633                 0            0                0                0   \n",
       "635                 0            0                0                0   \n",
       "637                 0            0                0                0   \n",
       "651                 0            0                0                0   \n",
       "...               ...          ...              ...              ...   \n",
       "922443              0            0                0                0   \n",
       "922463              0            0                0                0   \n",
       "922465              0            0                0                0   \n",
       "922467              0            0                0                0   \n",
       "922469              0            0                0                0   \n",
       "922519              0            0                0                0   \n",
       "922521              0            0                0                0   \n",
       "922531              0            0                0                0   \n",
       "922532              0            0                0                0   \n",
       "922556              0            0                0                0   \n",
       "922573              0            0                0                0   \n",
       "922579              0            0                0                0   \n",
       "922617              0            0                0                0   \n",
       "922623              0            0                0                0   \n",
       "922626              0            0                0                0   \n",
       "922648              0            0                0                0   \n",
       "922649              0            0                0                0   \n",
       "922668              0            0                0                0   \n",
       "922670              0            0                0                0   \n",
       "922672              0            0                0                0   \n",
       "922677              0            0                0                0   \n",
       "922698              0            0                0                0   \n",
       "922709              0            0                0                0   \n",
       "922710              0            0                0                0   \n",
       "922711              0            0                0                0   \n",
       "922731              0            0                0                0   \n",
       "922747              0            0                0                0   \n",
       "922748              0            0                0                0   \n",
       "922749              0            0                0                0   \n",
       "922753              0            0                0                0   \n",
       "\n",
       "        genre_Adult  genre_Reality-TV  genre_Game-Show  \\\n",
       "8                 0                 0                0   \n",
       "143               0                 0                0   \n",
       "237               0                 0                0   \n",
       "343               0                 0                0   \n",
       "361               0                 0                0   \n",
       "367               0                 0                0   \n",
       "394               0                 0                0   \n",
       "395               0                 0                0   \n",
       "396               0                 0                0   \n",
       "428               0                 0                0   \n",
       "457               0                 0                0   \n",
       "497               0                 0                0   \n",
       "510               0                 0                0   \n",
       "513               0                 0                0   \n",
       "538               0                 0                0   \n",
       "562               0                 0                0   \n",
       "575               0                 0                0   \n",
       "582               0                 0                0   \n",
       "585               0                 0                0   \n",
       "604               0                 0                0   \n",
       "611               0                 0                0   \n",
       "612               0                 0                0   \n",
       "613               0                 0                0   \n",
       "614               0                 0                0   \n",
       "619               0                 0                0   \n",
       "630               0                 0                0   \n",
       "633               0                 0                0   \n",
       "635               0                 0                0   \n",
       "637               0                 0                0   \n",
       "651               0                 0                0   \n",
       "...             ...               ...              ...   \n",
       "922443            0                 0                0   \n",
       "922463            0                 0                0   \n",
       "922465            0                 0                0   \n",
       "922467            0                 0                0   \n",
       "922469            0                 0                0   \n",
       "922519            0                 0                0   \n",
       "922521            0                 0                0   \n",
       "922531            0                 0                0   \n",
       "922532            0                 0                0   \n",
       "922556            0                 0                0   \n",
       "922573            0                 0                0   \n",
       "922579            0                 0                0   \n",
       "922617            0                 0                0   \n",
       "922623            0                 0                0   \n",
       "922626            0                 0                0   \n",
       "922648            0                 0                0   \n",
       "922649            0                 0                0   \n",
       "922668            0                 0                0   \n",
       "922670            0                 0                0   \n",
       "922672            0                 0                0   \n",
       "922677            0                 0                0   \n",
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       "922710            0                 0                0   \n",
       "922711            0                 0                0   \n",
       "922731            0                 0                0   \n",
       "922747            0                 0                0   \n",
       "922748            0                 0                0   \n",
       "922749            0                 0                0   \n",
       "922753            0                 0                0   \n",
       "\n",
       "                                 output  \n",
       "8       0000000000000000000000000001nan  \n",
       "143     0000000000000000000000001110nan  \n",
       "237     0000000000000000000000110000nan  \n",
       "343     0000000000000000000001110000nan  \n",
       "361     0000000000000000000000100000nan  \n",
       "367     0000000000000000000000100000nan  \n",
       "394     0000000000000000000000100000nan  \n",
       "395     0000000000000000000000100000nan  \n",
       "396     0000000000000000000110000000nan  \n",
       "428     0000000000000000000000100000nan  \n",
       "457     0000000000000000000000100000nan  \n",
       "497     0000000000000000000000000000nan  \n",
       "510     0000000000000000000000100000nan  \n",
       "513     0000000000000000000000000000nan  \n",
       "538     0000000000000000000000100000nan  \n",
       "562     0000000000000000000000000000nan  \n",
       "575     0000000000000000001000000000nan  \n",
       "582     0000000000000000000000000000nan  \n",
       "585     0000000000000000010000100000nan  \n",
       "604     0000000000000000000000000000nan  \n",
       "611     0000000000000000000000100000nan  \n",
       "612     0000000000000000000000000000nan  \n",
       "613     0000000000000000000001000000nan  \n",
       "614     0000000000000000000000000000nan  \n",
       "619     0000000000000000000000000000nan  \n",
       "630     0000000000000000000000000000nan  \n",
       "633     0000000000000000000000100001nan  \n",
       "635     0000000000000000000010100000nan  \n",
       "637     0000000000000000000000000000nan  \n",
       "651     0000000000000000000000000000nan  \n",
       "...                                 ...  \n",
       "922443  0000000100000000001000000000nan  \n",
       "922463  0000000000000000000000000010nan  \n",
       "922465  0000000000000000001000100000nan  \n",
       "922467  0000000000010100000000000000nan  \n",
       "922469  0000000000000000000000000000nan  \n",
       "922519  0000000000000000001000000000nan  \n",
       "922521  0000000000000000000000111000nan  \n",
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       "922532  0000000000010000000000000000nan  \n",
       "922556  0000000000000000000000000010nan  \n",
       "922573  0000000000000000000000110010nan  \n",
       "922579  0000000000000000000000100000nan  \n",
       "922617  0000000000000000000000000010nan  \n",
       "922623  0000000000000000000000100000nan  \n",
       "922626  0000000000000000000000000010nan  \n",
       "922648  0000000000000100000000000000nan  \n",
       "922649  0000000100000000000000000000nan  \n",
       "922668  0000000000000000000000000010nan  \n",
       "922670  0000000000000100000000100000nan  \n",
       "922672  0000000000001000000000000000nan  \n",
       "922677  0000000000010000000000000000nan  \n",
       "922698  0000000000010100000000000000nan  \n",
       "922709  0000000000000000000000100000nan  \n",
       "922710  0000000000000000000000100000nan  \n",
       "922711  0000000000000000000000000010nan  \n",
       "922731  0000000000000000001000000000nan  \n",
       "922747  0000000000000000000000100000nan  \n",
       "922748  0000000000000000000000000010nan  \n",
       "922749  0000000000000000000000000010nan  \n",
       "922753  0000000000000000100000100000nan  \n",
       "\n",
       "[232382 rows x 40 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['genre_Romance', 'genre_Documentary', 'genre_News', 'genre_Sport',\n",
       "       'genre_Biography', 'genre_Drama', 'genre_Crime', 'genre_Adventure',\n",
       "       'genre_Fantasy', 'genre_Comedy', 'genre_War', 'genre_Family',\n",
       "       'genre_History', 'genre_Sci-Fi', 'genre_Thriller', 'genre_Mystery',\n",
       "       'genre_Horror', 'genre_Action', 'genre_Western', 'genre_Music',\n",
       "       'genre_Animation', 'genre_Musical', 'genre_Short', 'genre_Film-Noir',\n",
       "       'genre_Talk-Show', 'genre_Adult', 'genre_Reality-TV',\n",
       "       'genre_Game-Show'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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