preparing_15+.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sys\n",
    "import csv\n",
    "from time import strptime\n",
    "import json\n",
    "from datetime import datetime as dt\n",
    "from datetime import date\n",
    "from statistics import mean\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.feature_selection import VarianceThreshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stas/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:5: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "csv.field_size_limit(sys.maxsize)\n",
    "np.set_printoptions(threshold=sys.maxsize)\n",
    "pd.options.display.max_columns = None\n",
    "pd.options.display.max_rows = 10000\n",
    "pd.set_option('display.max_colwidth', -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('15 topics.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['budget',\n",
       " 'META__id',\n",
       " 'PROCESS__original_language',\n",
       " 'revenue',\n",
       " 'runtime',\n",
       " 'spoken_languages',\n",
       " 'META__year',\n",
       " 'META__month',\n",
       " 'META__day',\n",
       " 'weekend',\n",
       " 'META__collection_name',\n",
       " 'META__cast_1_name',\n",
       " 'META__cast_2_name',\n",
       " 'META__cast_3_name',\n",
       " 'META__cast_4_name',\n",
       " 'META__cast_5_name',\n",
       " 'META__cast_6_name',\n",
       " 'META__cast_7_name',\n",
       " 'META__cast_8_name',\n",
       " 'META__crew__sound__music_editor',\n",
       " 'META__crew__sound__original_music_composer',\n",
       " 'META__crew__sound__sound_designer',\n",
       " 'META__crew__sound__sound_effects_editor',\n",
       " 'META__crew__sound__sound_re_recording_mixer',\n",
       " 'META__crew__sound__supervising_sound_editor',\n",
       " 'META__crew__directing__director__1',\n",
       " 'META__crew__directing__script_supervisor',\n",
       " 'META__crew__production__casting',\n",
       " 'META__crew__production__executive_producer__1',\n",
       " 'META__crew__production__producer__1',\n",
       " 'META__crew__production__producer__2',\n",
       " 'META__crew__editing__editor__1',\n",
       " 'META__crew__costume__costume_designer',\n",
       " 'META__crew__costume__costume_supervisor',\n",
       " 'META__crew__costume__makeup_artist',\n",
       " 'META__crew__crew__stunt_coordinator',\n",
       " 'META__crew__writing__screenplay__1',\n",
       " 'META__crew__art__art_direction',\n",
       " 'META__crew__art__production_design',\n",
       " 'META__crew__art__property_master',\n",
       " 'META__crew__art__set_decoration',\n",
       " 'META__crew__visualeffects__visual_effects_supervisor',\n",
       " 'META__crew__camera__director_of_photography',\n",
       " 'META__crew__camera__steadicam_operator',\n",
       " 'META__crew__camera__still_photographer',\n",
       " 'genre__war',\n",
       " 'genre__western',\n",
       " 'genre__mystery',\n",
       " 'genre__music',\n",
       " 'genre__crime',\n",
       " 'genre__romance',\n",
       " 'genre__action',\n",
       " 'genre__adventure',\n",
       " 'genre__thriller',\n",
       " 'genre__animation',\n",
       " 'genre__family',\n",
       " 'genre__drama',\n",
       " 'genre__comedy',\n",
       " 'genre__documentary',\n",
       " 'genre__history',\n",
       " 'genre__fantasy',\n",
       " 'genre__horror',\n",
       " 'META__production_company_1',\n",
       " 'META__production_company_2',\n",
       " 'META__production_company_3',\n",
       " 'country__rs',\n",
       " 'country__su',\n",
       " 'country__do',\n",
       " 'country__bo',\n",
       " 'country__ph',\n",
       " 'country__pe',\n",
       " 'country__id',\n",
       " 'country__gr',\n",
       " 'country__hn',\n",
       " 'country__nl',\n",
       " 'country__ee',\n",
       " 'country__ug',\n",
       " 'country__uy',\n",
       " 'country__ir',\n",
       " 'country__lb',\n",
       " 'country__pk',\n",
       " 'country__ua',\n",
       " 'country__eg',\n",
       " 'country__is',\n",
       " 'country__co',\n",
       " 'country__sk',\n",
       " 'country__bw',\n",
       " 'country__es',\n",
       " 'country__se',\n",
       " 'country__jp',\n",
       " 'country__np',\n",
       " 'country__tw',\n",
       " 'country__ie',\n",
       " 'country__lu',\n",
       " 'country__us',\n",
       " 'country__vn',\n",
       " 'country__ro',\n",
       " 'country__mn',\n",
       " 'country__cl',\n",
       " 'country__hu',\n",
       " 'country__br',\n",
       " 'country__ae',\n",
       " 'country__kr',\n",
       " 'country__be',\n",
       " 'country__ca',\n",
       " 'country__sg',\n",
       " 'country__bg',\n",
       " 'country__de',\n",
       " 'country__pl',\n",
       " 'country__mv',\n",
       " 'country__cn',\n",
       " 'country__in',\n",
       " 'country__th',\n",
       " 'country__fr',\n",
       " 'country__ru',\n",
       " 'country__dk',\n",
       " 'country__af',\n",
       " 'country__xg',\n",
       " 'country__it',\n",
       " 'country__ge',\n",
       " 'country__tr',\n",
       " 'country__za',\n",
       " 'country__ve',\n",
       " 'country__lk',\n",
       " 'country__hr',\n",
       " 'country__ng',\n",
       " 'country__ar',\n",
       " 'country__ba',\n",
       " 'country__il',\n",
       " 'country__mx',\n",
       " 'country__bd',\n",
       " 'country__my',\n",
       " 'country__nz',\n",
       " 'country__no',\n",
       " 'country__cz',\n",
       " 'country__hk',\n",
       " 'country__au',\n",
       " 'country__gb',\n",
       " 'country__lv',\n",
       " 'country__fi',\n",
       " 'profitability',\n",
       " 'day_sin',\n",
       " 'day_cos',\n",
       " 'month_sin',\n",
       " 'month_cos',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_1_avg_budget',\n",
       " 'cast_1_experience',\n",
       " 'cast_1_avg_profitability',\n",
       " 'cast_1_movies_before',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_2_avg_budget',\n",
       " 'cast_2_experience',\n",
       " 'cast_2_avg_profitability',\n",
       " 'cast_2_movies_before',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_3_avg_budget',\n",
       " 'cast_3_experience',\n",
       " 'cast_3_avg_profitability',\n",
       " 'cast_3_movies_before',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_4_avg_budget',\n",
       " 'cast_4_experience',\n",
       " 'cast_4_avg_profitability',\n",
       " 'cast_4_movies_before',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_5_avg_budget',\n",
       " 'cast_5_experience',\n",
       " 'cast_5_avg_profitability',\n",
       " 'cast_5_movies_before',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_6_avg_budget',\n",
       " 'cast_6_experience',\n",
       " 'cast_6_avg_profitability',\n",
       " 'cast_6_movies_before',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_7_avg_budget',\n",
       " 'cast_7_experience',\n",
       " 'cast_7_avg_profitability',\n",
       " 'cast_7_movies_before',\n",
       " 'cast_8_avg_profit',\n",
       " 'cast_8_avg_budget',\n",
       " 'cast_8_experience',\n",
       " 'cast_8_avg_profitability',\n",
       " 'cast_8_movies_before',\n",
       " 'cast_1_male',\n",
       " 'cast_1_female',\n",
       " 'cast_2_male',\n",
       " 'cast_2_female',\n",
       " 'cast_3_male',\n",
       " 'cast_3_female',\n",
       " 'cast_4_male',\n",
       " 'cast_4_female',\n",
       " 'cast_5_male',\n",
       " 'cast_5_female',\n",
       " 'cast_6_male',\n",
       " 'cast_6_female',\n",
       " 'cast_7_male',\n",
       " 'cast_7_female',\n",
       " 'cast_8_male',\n",
       " 'cast_8_female',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__music_editor_avg_budget',\n",
       " 'crew__sound__music_editor_movies_before',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_budget',\n",
       " 'crew__sound__original_music_composer_movies_before',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_budget',\n",
       " 'crew__sound__sound_designer_movies_before',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_budget',\n",
       " 'crew__sound__sound_effects_editor_movies_before',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_budget',\n",
       " 'crew__sound__sound_re_recording_mixer_movies_before',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_budget',\n",
       " 'crew__sound__supervising_sound_editor_movies_before',\n",
       " 'crew__directing__director__1_avg_profit',\n",
       " 'crew__directing__director__1_avg_budget',\n",
       " 'crew__directing__director__1_movies_before',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_budget',\n",
       " 'crew__directing__script_supervisor_movies_before',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__casting_avg_budget',\n",
       " 'crew__production__casting_movies_before',\n",
       " 'crew__production__executive_producer__1_avg_profit',\n",
       " 'crew__production__executive_producer__1_avg_budget',\n",
       " 'crew__production__executive_producer__1_movies_before',\n",
       " 'crew__production__producer__1_avg_profit',\n",
       " 'crew__production__producer__1_avg_budget',\n",
       " 'crew__production__producer__1_movies_before',\n",
       " 'crew__production__producer__2_avg_profit',\n",
       " 'crew__production__producer__2_avg_budget',\n",
       " 'crew__production__producer__2_movies_before',\n",
       " 'crew__editing__editor__1_avg_profit',\n",
       " 'crew__editing__editor__1_avg_budget',\n",
       " 'crew__editing__editor__1_movies_before',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_budget',\n",
       " 'crew__costume__costume_designer_movies_before',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_budget',\n",
       " 'crew__costume__costume_supervisor_movies_before',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_budget',\n",
       " 'crew__costume__makeup_artist_movies_before',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_budget',\n",
       " 'crew__crew__stunt_coordinator_movies_before',\n",
       " 'crew__writing__screenplay__1_avg_profit',\n",
       " 'crew__writing__screenplay__1_avg_budget',\n",
       " 'crew__writing__screenplay__1_movies_before',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__art_direction_avg_budget',\n",
       " 'crew__art__art_direction_movies_before',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__production_design_avg_budget',\n",
       " 'crew__art__production_design_movies_before',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__property_master_avg_budget',\n",
       " 'crew__art__property_master_movies_before',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__art__set_decoration_avg_budget',\n",
       " 'crew__art__set_decoration_movies_before',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_budget',\n",
       " 'crew__visualeffects__visual_effects_supervisor_movies_before',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_budget',\n",
       " 'crew__camera__director_of_photography_movies_before',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_budget',\n",
       " 'crew__camera__steadicam_operator_movies_before',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_budget',\n",
       " 'crew__camera__still_photographer_movies_before',\n",
       " 'cast_avg_budget',\n",
       " 'cast_avg_profit',\n",
       " 'cast_avg_experience',\n",
       " 'cast_avg_movies_before',\n",
       " 'year_avg_profitability',\n",
       " 'year_avg_revenue',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_1_avg_profitability',\n",
       " 'production_company_1_avg_revenue',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_2_avg_profitability',\n",
       " 'production_company_2_avg_revenue',\n",
       " 'production_company_3_avg_profit',\n",
       " 'production_company_3_avg_profitability',\n",
       " 'production_company_3_avg_revenue',\n",
       " 'collection_name_avg_profit',\n",
       " 'collection_name_avg_revenue',\n",
       " 'competition',\n",
       " 'rating__g',\n",
       " 'rating__pg',\n",
       " 'rating__pg-13',\n",
       " 'rating__r',\n",
       " 'rating__nc-17',\n",
       " 'topic_0',\n",
       " 'topic_1',\n",
       " 'topic_2',\n",
       " 'topic_3',\n",
       " 'topic_4',\n",
       " 'topic_5',\n",
       " 'topic_6',\n",
       " 'topic_7',\n",
       " 'topic_8',\n",
       " 'topic_9',\n",
       " 'topic_10',\n",
       " 'topic_11',\n",
       " 'topic_12',\n",
       " 'topic_13',\n",
       " 'topic_14',\n",
       " 'META__original_title',\n",
       " 'META__title',\n",
       " 'META__keywords',\n",
       " 'META__plot',\n",
       " 'META__topic_dominant',\n",
       " 'META__topic_words']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_work_cols(df):\n",
    "    return df[[col for col in df.columns if not 'META' in col and not 'PROCESS' in col]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stas/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py:6287: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._update_inplace(new_data)\n"
     ]
    }
   ],
   "source": [
    "work_df = get_work_cols(df)\n",
    "work_df.fillna(work_df.median(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "VarianceThreshold(threshold=0.01)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qzf = VarianceThreshold(threshold=0.01)\n",
    "qzf.fit(work_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries_to_other = [c for c in list(work_df.columns[[not t for t in qzf.get_support()]]) if 'country' in c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(countries_to_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_other_column_bool(df, columns_to_check):\n",
    "    def is_other_column(row):\n",
    "        for c in columns_to_check:\n",
    "            if row[c]:\n",
    "                return 1\n",
    "        return 0\n",
    "    \n",
    "    column_other = []\n",
    "    for i, row in df.iterrows():\n",
    "        column_other.append(is_other_column(row))\n",
    "    return column_other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['country__other'] = get_other_column_bool(df, countries_to_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_no_other_countries = df.drop(countries_to_other, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['budget',\n",
       " 'META__id',\n",
       " 'PROCESS__original_language',\n",
       " 'revenue',\n",
       " 'runtime',\n",
       " 'spoken_languages',\n",
       " 'META__year',\n",
       " 'META__month',\n",
       " 'META__day',\n",
       " 'weekend',\n",
       " 'META__collection_name',\n",
       " 'META__cast_1_name',\n",
       " 'META__cast_2_name',\n",
       " 'META__cast_3_name',\n",
       " 'META__cast_4_name',\n",
       " 'META__cast_5_name',\n",
       " 'META__cast_6_name',\n",
       " 'META__cast_7_name',\n",
       " 'META__cast_8_name',\n",
       " 'META__crew__sound__music_editor',\n",
       " 'META__crew__sound__original_music_composer',\n",
       " 'META__crew__sound__sound_designer',\n",
       " 'META__crew__sound__sound_effects_editor',\n",
       " 'META__crew__sound__sound_re_recording_mixer',\n",
       " 'META__crew__sound__supervising_sound_editor',\n",
       " 'META__crew__directing__director__1',\n",
       " 'META__crew__directing__script_supervisor',\n",
       " 'META__crew__production__casting',\n",
       " 'META__crew__production__executive_producer__1',\n",
       " 'META__crew__production__producer__1',\n",
       " 'META__crew__production__producer__2',\n",
       " 'META__crew__editing__editor__1',\n",
       " 'META__crew__costume__costume_designer',\n",
       " 'META__crew__costume__costume_supervisor',\n",
       " 'META__crew__costume__makeup_artist',\n",
       " 'META__crew__crew__stunt_coordinator',\n",
       " 'META__crew__writing__screenplay__1',\n",
       " 'META__crew__art__art_direction',\n",
       " 'META__crew__art__production_design',\n",
       " 'META__crew__art__property_master',\n",
       " 'META__crew__art__set_decoration',\n",
       " 'META__crew__visualeffects__visual_effects_supervisor',\n",
       " 'META__crew__camera__director_of_photography',\n",
       " 'META__crew__camera__steadicam_operator',\n",
       " 'META__crew__camera__still_photographer',\n",
       " 'genre__war',\n",
       " 'genre__western',\n",
       " 'genre__mystery',\n",
       " 'genre__music',\n",
       " 'genre__crime',\n",
       " 'genre__romance',\n",
       " 'genre__action',\n",
       " 'genre__adventure',\n",
       " 'genre__thriller',\n",
       " 'genre__animation',\n",
       " 'genre__family',\n",
       " 'genre__drama',\n",
       " 'genre__comedy',\n",
       " 'genre__documentary',\n",
       " 'genre__history',\n",
       " 'genre__fantasy',\n",
       " 'genre__horror',\n",
       " 'META__production_company_1',\n",
       " 'META__production_company_2',\n",
       " 'META__production_company_3',\n",
       " 'country__es',\n",
       " 'country__jp',\n",
       " 'country__us',\n",
       " 'country__ca',\n",
       " 'country__de',\n",
       " 'country__cn',\n",
       " 'country__in',\n",
       " 'country__fr',\n",
       " 'country__ru',\n",
       " 'country__it',\n",
       " 'country__au',\n",
       " 'country__gb',\n",
       " 'profitability',\n",
       " 'day_sin',\n",
       " 'day_cos',\n",
       " 'month_sin',\n",
       " 'month_cos',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_1_avg_budget',\n",
       " 'cast_1_experience',\n",
       " 'cast_1_avg_profitability',\n",
       " 'cast_1_movies_before',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_2_avg_budget',\n",
       " 'cast_2_experience',\n",
       " 'cast_2_avg_profitability',\n",
       " 'cast_2_movies_before',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_3_avg_budget',\n",
       " 'cast_3_experience',\n",
       " 'cast_3_avg_profitability',\n",
       " 'cast_3_movies_before',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_4_avg_budget',\n",
       " 'cast_4_experience',\n",
       " 'cast_4_avg_profitability',\n",
       " 'cast_4_movies_before',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_5_avg_budget',\n",
       " 'cast_5_experience',\n",
       " 'cast_5_avg_profitability',\n",
       " 'cast_5_movies_before',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_6_avg_budget',\n",
       " 'cast_6_experience',\n",
       " 'cast_6_avg_profitability',\n",
       " 'cast_6_movies_before',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_7_avg_budget',\n",
       " 'cast_7_experience',\n",
       " 'cast_7_avg_profitability',\n",
       " 'cast_7_movies_before',\n",
       " 'cast_8_avg_profit',\n",
       " 'cast_8_avg_budget',\n",
       " 'cast_8_experience',\n",
       " 'cast_8_avg_profitability',\n",
       " 'cast_8_movies_before',\n",
       " 'cast_1_male',\n",
       " 'cast_1_female',\n",
       " 'cast_2_male',\n",
       " 'cast_2_female',\n",
       " 'cast_3_male',\n",
       " 'cast_3_female',\n",
       " 'cast_4_male',\n",
       " 'cast_4_female',\n",
       " 'cast_5_male',\n",
       " 'cast_5_female',\n",
       " 'cast_6_male',\n",
       " 'cast_6_female',\n",
       " 'cast_7_male',\n",
       " 'cast_7_female',\n",
       " 'cast_8_male',\n",
       " 'cast_8_female',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__music_editor_avg_budget',\n",
       " 'crew__sound__music_editor_movies_before',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_budget',\n",
       " 'crew__sound__original_music_composer_movies_before',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_budget',\n",
       " 'crew__sound__sound_designer_movies_before',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_budget',\n",
       " 'crew__sound__sound_effects_editor_movies_before',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_budget',\n",
       " 'crew__sound__sound_re_recording_mixer_movies_before',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_budget',\n",
       " 'crew__sound__supervising_sound_editor_movies_before',\n",
       " 'crew__directing__director__1_avg_profit',\n",
       " 'crew__directing__director__1_avg_budget',\n",
       " 'crew__directing__director__1_movies_before',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_budget',\n",
       " 'crew__directing__script_supervisor_movies_before',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__casting_avg_budget',\n",
       " 'crew__production__casting_movies_before',\n",
       " 'crew__production__executive_producer__1_avg_profit',\n",
       " 'crew__production__executive_producer__1_avg_budget',\n",
       " 'crew__production__executive_producer__1_movies_before',\n",
       " 'crew__production__producer__1_avg_profit',\n",
       " 'crew__production__producer__1_avg_budget',\n",
       " 'crew__production__producer__1_movies_before',\n",
       " 'crew__production__producer__2_avg_profit',\n",
       " 'crew__production__producer__2_avg_budget',\n",
       " 'crew__production__producer__2_movies_before',\n",
       " 'crew__editing__editor__1_avg_profit',\n",
       " 'crew__editing__editor__1_avg_budget',\n",
       " 'crew__editing__editor__1_movies_before',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_budget',\n",
       " 'crew__costume__costume_designer_movies_before',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_budget',\n",
       " 'crew__costume__costume_supervisor_movies_before',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_budget',\n",
       " 'crew__costume__makeup_artist_movies_before',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_budget',\n",
       " 'crew__crew__stunt_coordinator_movies_before',\n",
       " 'crew__writing__screenplay__1_avg_profit',\n",
       " 'crew__writing__screenplay__1_avg_budget',\n",
       " 'crew__writing__screenplay__1_movies_before',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__art_direction_avg_budget',\n",
       " 'crew__art__art_direction_movies_before',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__production_design_avg_budget',\n",
       " 'crew__art__production_design_movies_before',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__property_master_avg_budget',\n",
       " 'crew__art__property_master_movies_before',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__art__set_decoration_avg_budget',\n",
       " 'crew__art__set_decoration_movies_before',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_budget',\n",
       " 'crew__visualeffects__visual_effects_supervisor_movies_before',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_budget',\n",
       " 'crew__camera__director_of_photography_movies_before',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_budget',\n",
       " 'crew__camera__steadicam_operator_movies_before',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_budget',\n",
       " 'crew__camera__still_photographer_movies_before',\n",
       " 'cast_avg_budget',\n",
       " 'cast_avg_profit',\n",
       " 'cast_avg_experience',\n",
       " 'cast_avg_movies_before',\n",
       " 'year_avg_profitability',\n",
       " 'year_avg_revenue',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_1_avg_profitability',\n",
       " 'production_company_1_avg_revenue',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_2_avg_profitability',\n",
       " 'production_company_2_avg_revenue',\n",
       " 'production_company_3_avg_profit',\n",
       " 'production_company_3_avg_profitability',\n",
       " 'production_company_3_avg_revenue',\n",
       " 'collection_name_avg_profit',\n",
       " 'collection_name_avg_revenue',\n",
       " 'competition',\n",
       " 'rating__g',\n",
       " 'rating__pg',\n",
       " 'rating__pg-13',\n",
       " 'rating__r',\n",
       " 'rating__nc-17',\n",
       " 'topic_0',\n",
       " 'topic_1',\n",
       " 'topic_2',\n",
       " 'topic_3',\n",
       " 'topic_4',\n",
       " 'topic_5',\n",
       " 'topic_6',\n",
       " 'topic_7',\n",
       " 'topic_8',\n",
       " 'topic_9',\n",
       " 'topic_10',\n",
       " 'topic_11',\n",
       " 'topic_12',\n",
       " 'topic_13',\n",
       " 'topic_14',\n",
       " 'META__original_title',\n",
       " 'META__title',\n",
       " 'META__keywords',\n",
       " 'META__plot',\n",
       " 'META__topic_dominant',\n",
       " 'META__topic_words',\n",
       " 'country__other']"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_no_other_countries.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_no_topics = df_no_other_countries.drop([c for c in list(df_no_other_countries.columns) if 'topic_' in c] , axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get tmdb imdb ids\n",
    "full_tmdb = pd.read_csv('data/tmdb/fulltmdb.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmdb_imdb_ids = full_tmdb[['id', 'imdb_id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "ids = tmdb_imdb_ids[tmdb_imdb_ids.id.isin(df_no_topics.META__id)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_imdb_id(row):\n",
    "    for imdb_i, imdb_row in ids.iterrows():\n",
    "        if row['META__id'] == imdb_row['id']:\n",
    "            return imdb_row['imdb_id']\n",
    "    print(\"no_tmdb\")\n",
    "    return None\n",
    "\n",
    "column_imdb = []\n",
    "for i, row in df_no_topics.iterrows():\n",
    "    if not i%100:\n",
    "        print(i)\n",
    "    column_imdb.append(get_imdb_id(row))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7494"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(column_imdb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len([c for c in column_imdb if pd.isna(c)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_no_topics['META__imdb_id'] = column_imdb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('MPST/tag_assignment_data/movie_to_label_name.json') as json_file:\n",
    "    movie_labels = json.load(json_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'tt0055318': ['violence'],\n",
       " 'tt0127919': ['paranormal'],\n",
       " 'tt0272880': ['violence'],\n",
       " 'tt0030442': ['comedy'],\n",
       " 'tt0499168': ['romantic'],\n",
       " 'tt0058648': ['anti war'],\n",
       " 'tt0092534': ['romantic'],\n",
       " 'tt1606610': ['violence', 'flashback'],\n",
       " 'tt0077252': ['psychedelic', 'violence'],\n",
       " 'tt0388125': ['dramatic', 'romantic', 'flashback'],\n",
       " 'tt0364725': ['comedy', 'humor', 'entertaining', 'flashback'],\n",
       " 'tt1369706': ['flashback'],\n",
       " 'tt0057261': ['good versus evil', 'allegory', 'cult', 'satire', 'murder'],\n",
       " 'tt0206275': ['violence', 'romantic', 'flashback'],\n",
       " 'tt0299556': ['good versus evil'],\n",
       " 'tt0112634': ['violence'],\n",
       " 'tt0039428': ['flashback'],\n",
       " 'tt0493402': ['murder'],\n",
       " 'tt0203009': ['dramatic',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'tragedy',\n",
       "  'sentimental'],\n",
       " 'tt0028231': ['suspenseful', 'murder'],\n",
       " 'tt3110958': ['revenge', 'suspenseful', 'comedy', 'flashback'],\n",
       " 'tt1483324': ['romantic'],\n",
       " 'tt0384832': ['absurd', 'psychedelic', 'murder', 'violence', 'flashback'],\n",
       " 'tt0085995': ['comedy'],\n",
       " 'tt0105435': ['comedy',\n",
       "  'suspenseful',\n",
       "  'murder',\n",
       "  'stupid',\n",
       "  'cult',\n",
       "  'intrigue',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt0103466': ['humor', 'satire'],\n",
       " 'tt3148266': ['murder'],\n",
       " 'tt0161860': ['cult'],\n",
       " 'tt0492456': ['violence'],\n",
       " 'tt3882082': ['murder', 'flashback'],\n",
       " 'tt0220514': ['psychedelic'],\n",
       " 'tt0075793': ['romantic', 'flashback'],\n",
       " 'tt0120184': ['psychological',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'horror',\n",
       "  'flashback',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'claustrophobic',\n",
       "  'suspenseful'],\n",
       " 'tt2012011': ['flashback'],\n",
       " 'tt0076574': ['flashback'],\n",
       " 'tt0082314': ['tragedy', 'romantic'],\n",
       " 'tt0330452': ['brainwashing', 'murder'],\n",
       " 'tt0061735': ['melodrama'],\n",
       " 'tt0182958': ['murder'],\n",
       " 'tt0418763': ['dark',\n",
       "  'comedy',\n",
       "  'murder',\n",
       "  'anti war',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'historical',\n",
       "  'prank'],\n",
       " 'tt0031086': ['psychedelic'],\n",
       " 'tt0095953': ['entertaining', 'dramatic', 'cute', 'psychological', 'comedy'],\n",
       " 'tt0458072': ['murder'],\n",
       " 'tt0456630': ['revenge', 'haunting', 'flashback'],\n",
       " 'tt1266029': ['tragedy', 'adult comedy', 'flashback'],\n",
       " 'tt1216492': ['boring', 'storytelling'],\n",
       " 'tt1240982': ['comedy',\n",
       "  'boring',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'humor',\n",
       "  'revenge'],\n",
       " 'tt0029322': ['comedy'],\n",
       " 'tt1228987': ['tragedy', 'dark', 'horror', 'atmospheric'],\n",
       " 'tt0085276': ['cult', 'neo noir', 'murder'],\n",
       " 'tt0084749': ['cult'],\n",
       " 'tt0112744': ['revenge', 'murder', 'violence', 'romantic'],\n",
       " 'tt1937506': ['murder'],\n",
       " 'tt0164052': ['comedy',\n",
       "  'suspenseful',\n",
       "  'boring',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'horror',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0042546': ['insanity', 'comedy', 'cute', 'entertaining'],\n",
       " 'tt0080678': ['avant garde',\n",
       "  'cruelty',\n",
       "  'gothic',\n",
       "  'depressing',\n",
       "  'dramatic',\n",
       "  'violence',\n",
       "  'cult',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'historical'],\n",
       " 'tt0810895': ['violence'],\n",
       " 'tt0482629': ['inspiring'],\n",
       " 'tt0093940': ['romantic', 'boring', 'murder', 'melodrama'],\n",
       " 'tt0036376': ['gothic', 'murder'],\n",
       " 'tt4375662': ['murder', 'flashback'],\n",
       " 'tt0013496': ['insanity', 'romantic', 'murder', 'flashback'],\n",
       " 'tt1998395': ['flashback'],\n",
       " 'tt0278343': ['fantasy'],\n",
       " 'tt0119905': ['violence'],\n",
       " 'tt0119485': ['avant garde', 'murder'],\n",
       " 'tt3316960': ['thought-provoking'],\n",
       " 'tt1988591': ['violence', 'murder'],\n",
       " 'tt0062155': ['violence', 'romantic', 'satire', 'sadist', 'flashback'],\n",
       " 'tt0429573': ['plot twist', 'haunting', 'storytelling', 'flashback'],\n",
       " 'tt3919322': ['revenge', 'horror'],\n",
       " 'tt0116361': ['comedy',\n",
       "  'fantasy',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0061209': ['cult', 'romantic'],\n",
       " 'tt0063240': ['murder', 'flashback'],\n",
       " 'tt1609479': ['entertaining', 'clever'],\n",
       " 'tt0306359': ['melodrama', 'romantic', 'flashback'],\n",
       " 'tt1340138': ['good versus evil', 'humor', 'murder', 'sci-fi', 'flashback'],\n",
       " 'tt0864835': ['historical'],\n",
       " 'tt0347436': ['fantasy', 'flashback'],\n",
       " 'tt0061791': ['comedy', 'satire'],\n",
       " 'tt0018455': ['murder', 'atmospheric', 'sentimental'],\n",
       " 'tt1379222': ['romantic', 'horror', 'neo noir'],\n",
       " 'tt0077889': ['comedy', 'murder', 'flashback'],\n",
       " 'tt0325448': ['psychedelic', 'neo noir', 'murder'],\n",
       " 'tt0041954': ['revenge', 'suspenseful', 'murder'],\n",
       " 'tt1074638': ['dark',\n",
       "  'suspenseful',\n",
       "  'boring',\n",
       "  'murder',\n",
       "  'psychological',\n",
       "  'stupid',\n",
       "  'mystery',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'action',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt1119191': ['psychological', 'murder', 'flashback'],\n",
       " 'tt3721936': ['storytelling'],\n",
       " 'tt0080736': ['cult', 'alternate reality', 'violence'],\n",
       " 'tt0051745': ['romantic'],\n",
       " 'tt0115561': ['romantic', 'intrigue', 'flashback'],\n",
       " 'tt0248126': ['melodrama', 'romantic', 'flashback'],\n",
       " 'tt0094357': ['cult', 'violence', 'flashback'],\n",
       " 'tt1780762': ['revenge', 'suspenseful', 'murder', 'violence'],\n",
       " 'tt0119237': ['comedy',\n",
       "  'mystery',\n",
       "  'avant garde',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'psychedelic'],\n",
       " 'tt0120768': ['comedy',\n",
       "  'suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'psychological',\n",
       "  'mystery',\n",
       "  'violence',\n",
       "  'plot twist',\n",
       "  'tragedy',\n",
       "  'revenge'],\n",
       " 'tt0282687': ['paranormal', 'romantic', 'boring', 'prank'],\n",
       " 'tt0016676': ['violence', 'romantic'],\n",
       " 'tt0104409': ['good versus evil', 'cult', 'horror', 'violence', 'flashback'],\n",
       " 'tt2141773': ['flashback'],\n",
       " 'tt1153546': ['violence', 'murder'],\n",
       " 'tt0090163': ['violence', 'murder', 'flashback'],\n",
       " 'tt0069186': ['murder',\n",
       "  'cult',\n",
       "  'horror',\n",
       "  'flashback',\n",
       "  'insanity',\n",
       "  'suspenseful'],\n",
       " 'tt0038462': ['plot twist', 'cult', 'murder', 'sadist', 'flashback'],\n",
       " 'tt0250258': ['psychological',\n",
       "  'murder',\n",
       "  'thought-provoking',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'sadist'],\n",
       " 'tt0062365': ['flashback'],\n",
       " 'tt0042646': ['violence', 'murder'],\n",
       " 'tt0040422': ['psychedelic'],\n",
       " 'tt0166322': ['murder'],\n",
       " 'tt2074458': ['violence'],\n",
       " 'tt0200095': ['violence'],\n",
       " 'tt0216487': ['humor'],\n",
       " 'tt0972374': ['cult'],\n",
       " 'tt0091203': ['comedy',\n",
       "  'fantasy',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'historical fiction',\n",
       "  'good versus evil',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'historical'],\n",
       " 'tt1465487': ['romantic'],\n",
       " 'tt0976051': ['philosophical',\n",
       "  'romantic',\n",
       "  'sentimental',\n",
       "  'murder',\n",
       "  'flashback'],\n",
       " 'tt0102070': ['comedy', 'murder', 'cult', 'absurd', 'humor', 'psychedelic'],\n",
       " 'tt0095016': ['comedy',\n",
       "  'mystery',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'action',\n",
       "  'claustrophobic',\n",
       "  'suspenseful'],\n",
       " 'tt0241025': ['revenge', 'murder', 'romantic', 'melodrama'],\n",
       " 'tt0061101': ['psychedelic', 'cult', 'atmospheric'],\n",
       " 'tt1262945': ['revenge'],\n",
       " 'tt0053779': ['murder', 'cult', 'psychedelic', 'philosophical', 'satire'],\n",
       " 'tt2652118': ['romantic'],\n",
       " 'tt0133412': ['neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'humor',\n",
       "  'suspenseful'],\n",
       " 'tt0399934': ['tragedy', 'romantic'],\n",
       " 'tt0408985': ['suicidal'],\n",
       " 'tt0279077': ['cult',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'satire',\n",
       "  'romantic',\n",
       "  'entertaining'],\n",
       " 'tt0033152': ['fantasy', 'murder'],\n",
       " 'tt0037481': ['action'],\n",
       " 'tt0381429': ['romantic', 'murder'],\n",
       " 'tt0095647': ['dramatic', 'cult', 'suspenseful', 'murder'],\n",
       " 'tt0072867': ['paranormal', 'revenge'],\n",
       " 'tt1111918': ['flashback'],\n",
       " 'tt0070511': ['violence', 'cult', 'boring', 'romantic'],\n",
       " 'tt0105466': ['horror', 'satire'],\n",
       " 'tt0913425': ['revenge', 'neo noir', 'realism', 'romantic', 'melodrama'],\n",
       " 'tt0259442': ['murder'],\n",
       " 'tt0102592': ['neo noir',\n",
       "  'realism',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'suspenseful'],\n",
       " 'tt1934231': ['comedy'],\n",
       " 'tt0120483': ['comedy', 'murder'],\n",
       " 'tt0165773': ['cruelty',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'insanity',\n",
       "  'romantic',\n",
       "  'sadist'],\n",
       " 'tt0047904': ['murder'],\n",
       " 'tt0094606': ['psychedelic'],\n",
       " 'tt0130236': ['comedy',\n",
       "  'murder',\n",
       "  'adult comedy',\n",
       "  'violence',\n",
       "  'absurd',\n",
       "  'revenge',\n",
       "  'sadist'],\n",
       " 'tt0074811': ['dark',\n",
       "  'comedy',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'claustrophobic',\n",
       "  'revenge'],\n",
       " 'tt0066578': ['cult', 'psychedelic', 'violence'],\n",
       " 'tt0123209': ['flashback'],\n",
       " 'tt0049515': ['revenge', 'murder'],\n",
       " 'tt0119832': ['romantic'],\n",
       " 'tt2333804': ['absurd', 'psychedelic', 'philosophical'],\n",
       " 'tt0118475': ['good versus evil', 'violence', 'neo noir'],\n",
       " 'tt0155306': ['violence', 'cruelty', 'murder'],\n",
       " 'tt0108500': ['cult', 'comedy', 'satire', 'murder'],\n",
       " 'tt0490076': ['horror', 'murder'],\n",
       " 'tt0374536': ['romantic', 'comedy', 'cute'],\n",
       " 'tt0439289': ['romantic', 'comedy', 'psychedelic'],\n",
       " 'tt0120484': ['humor', 'cult', 'comedy', 'entertaining', 'stupid'],\n",
       " 'tt0045053': ['action'],\n",
       " 'tt0130487': ['humor', 'murder'],\n",
       " 'tt0076028': ['violence'],\n",
       " 'tt0063385': ['romantic', 'murder', 'melodrama'],\n",
       " 'tt0079574': ['good versus evil', 'cult', 'suspenseful', 'murder'],\n",
       " 'tt0361596': ['dark',\n",
       "  'comedy',\n",
       "  'realism',\n",
       "  'anti war',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'satire',\n",
       "  'brainwashing',\n",
       "  'historical',\n",
       "  'entertaining'],\n",
       " 'tt0367439': ['psychedelic'],\n",
       " 'tt0066894': ['historical fiction'],\n",
       " 'tt0053085': ['revenge'],\n",
       " 'tt0317740': ['murder', 'flashback', 'action', 'revenge', 'entertaining'],\n",
       " 'tt1194612': ['psychedelic'],\n",
       " 'tt0061452': ['murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'comic',\n",
       "  'revenge'],\n",
       " 'tt0078389': ['violence', 'murder'],\n",
       " 'tt3198008': ['revenge'],\n",
       " 'tt0071216': ['neo noir', 'romantic', 'satire', 'depressing', 'violence'],\n",
       " 'tt0929864': ['christian film'],\n",
       " 'tt0088879': ['murder'],\n",
       " 'tt1084950': ['violence', 'psychological', 'realism', 'storytelling'],\n",
       " 'tt0369610': ['violence', 'satire'],\n",
       " 'tt0118849': ['romantic', 'intrigue', 'realism'],\n",
       " 'tt0304141': ['good versus evil', 'cult', 'fantasy', 'gothic', 'dark'],\n",
       " 'tt0271259': ['comedy'],\n",
       " 'tt0092530': ['violence'],\n",
       " 'tt0240515': ['comedy',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'absurd',\n",
       "  'satire',\n",
       "  'comic',\n",
       "  'entertaining'],\n",
       " 'tt0082431': ['tragedy', 'cult', 'horror', 'violence', 'plot twist'],\n",
       " 'tt0063809': ['cult'],\n",
       " 'tt1951265': ['murder',\n",
       "  'realism',\n",
       "  'violence',\n",
       "  'alternate reality',\n",
       "  'good versus evil',\n",
       "  'romantic',\n",
       "  'brainwashing',\n",
       "  'suspenseful',\n",
       "  'sci-fi'],\n",
       " 'tt0081777': ['cult', 'flashback'],\n",
       " 'tt0073012': ['humor', 'action', 'murder', 'historical fiction'],\n",
       " 'tt0116313': ['revenge', 'cult', 'satire'],\n",
       " 'tt0054743': ['tragedy', 'romantic', 'queer'],\n",
       " 'tt0082138': ['blaxploitation'],\n",
       " 'tt0041162': ['good versus evil', 'suspenseful', 'violence'],\n",
       " 'tt0780653': ['boring',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'stupid',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'insanity'],\n",
       " 'tt0120627': ['psychedelic'],\n",
       " 'tt0828462': ['insanity'],\n",
       " 'tt0094608': ['revenge', 'violence', 'flashback'],\n",
       " 'tt0280970': ['romantic'],\n",
       " 'tt0803057': ['prank', 'satire', 'boring', 'flashback'],\n",
       " 'tt0112800': ['cult'],\n",
       " 'tt0083619': ['revenge', 'comedy', 'murder'],\n",
       " 'tt1422653': ['suspenseful'],\n",
       " 'tt0115536': ['comedy', 'romantic', 'flashback'],\n",
       " 'tt0253658': ['psychedelic', 'horror'],\n",
       " 'tt0032643': ['murder'],\n",
       " 'tt0065858': ['flashback'],\n",
       " 'tt0185183': ['comedy',\n",
       "  'murder',\n",
       "  'stupid',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'satire',\n",
       "  'suspenseful',\n",
       "  'sadist'],\n",
       " 'tt0039331': ['suicidal'],\n",
       " 'tt0375920': ['murder'],\n",
       " 'tt0195234': ['cult', 'comedy'],\n",
       " 'tt1790886': ['humor', 'satire', 'entertaining'],\n",
       " 'tt0088272': ['suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'cult',\n",
       "  'revenge'],\n",
       " 'tt0072750': ['insanity'],\n",
       " 'tt0107042': ['melodrama', 'intrigue', 'murder', 'flashback'],\n",
       " 'tt0116692': ['romantic', 'flashback'],\n",
       " 'tt0077234': ['revenge', 'neo noir', 'murder', 'romantic'],\n",
       " 'tt0464141': ['paranormal', 'horror', 'gothic', 'depressing', 'fantasy'],\n",
       " 'tt0038873': ['romantic', 'murder'],\n",
       " 'tt0088066': ['murder'],\n",
       " 'tt0077497': ['pornographic'],\n",
       " 'tt1028550': ['romantic'],\n",
       " 'tt0047424': ['murder'],\n",
       " 'tt0093640': ['mystery',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'intrigue',\n",
       "  'plot twist',\n",
       "  'suspenseful'],\n",
       " 'tt0091875': ['violence', 'neo noir'],\n",
       " 'tt0151582': ['violence', 'murder', 'home movie'],\n",
       " 'tt0118636': ['violence', 'psychological', 'cruelty', 'murder'],\n",
       " 'tt0060230': ['psychedelic'],\n",
       " 'tt0097021': ['paranormal', 'insanity', 'violence', 'comedy', 'murder'],\n",
       " 'tt0455906': ['satire'],\n",
       " 'tt0070300': ['gothic', 'murder'],\n",
       " 'tt0048937': ['cult', 'historical', 'violence'],\n",
       " 'tt4940456': ['romantic'],\n",
       " 'tt1528071': ['cruelty',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0094291': ['revenge', 'cult', 'comedy', 'violence'],\n",
       " 'tt0430634': ['satire', 'melodrama'],\n",
       " 'tt0077318': ['tragedy', 'violence', 'murder'],\n",
       " 'tt1598621': ['violence', 'comedy'],\n",
       " 'tt1232829': ['entertaining', 'violence', 'humor', 'comedy', 'flashback'],\n",
       " 'tt0096310': ['violence', 'cult', 'psychedelic', 'satire'],\n",
       " 'tt0075669': ['revenge', 'murder', 'romantic'],\n",
       " 'tt0418325': ['fantasy'],\n",
       " 'tt1145446': ['pornographic', 'cult'],\n",
       " 'tt0087597': ['good versus evil', 'cult'],\n",
       " 'tt0096142': ['cult', 'murder'],\n",
       " 'tt1097268': ['home movie'],\n",
       " 'tt0100240': ['good versus evil', 'psychedelic', 'fantasy', 'romantic'],\n",
       " 'tt0039040': ['romantic'],\n",
       " 'tt1091909': ['sci-fi'],\n",
       " 'tt0077031': ['violence'],\n",
       " 'tt0120681': ['dark',\n",
       "  'psychological',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'mystery',\n",
       "  'paranormal',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'horror',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'insanity',\n",
       "  'revenge',\n",
       "  'historical'],\n",
       " 'tt0074777': ['cruelty', 'melodrama'],\n",
       " 'tt0087277': ['cult'],\n",
       " 'tt0071276': ['good versus evil', 'action', 'gothic'],\n",
       " 'tt0069427': ['cult', 'gothic'],\n",
       " 'tt0926762': ['intrigue', 'revenge', 'mystery', 'murder', 'plot twist'],\n",
       " 'tt0040067': ['flashback'],\n",
       " 'tt0114745': ['historical'],\n",
       " 'tt0053441': ['romantic'],\n",
       " 'tt0112655': ['violence'],\n",
       " 'tt0757933': ['paranormal', 'psychedelic', 'haunting'],\n",
       " 'tt0421239': ['comedy',\n",
       "  'suspenseful',\n",
       "  'cruelty',\n",
       "  'murder',\n",
       "  'mystery',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'claustrophobic',\n",
       "  'revenge'],\n",
       " 'tt0119506': ['fantasy'],\n",
       " 'tt2268419': ['western', 'cult', 'revenge', 'murder'],\n",
       " 'tt1632547': ['violence', 'psychological', 'murder'],\n",
       " 'tt4698684': ['comedy'],\n",
       " 'tt0068817': ['good versus evil', 'violence'],\n",
       " 'tt0100403': ['comedy',\n",
       "  'neo noir',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'action',\n",
       "  'suspenseful'],\n",
       " 'tt0242508': ['plot twist', 'philosophical'],\n",
       " 'tt0425326': ['romantic', 'comedy', 'psychedelic', 'entertaining'],\n",
       " 'tt1784670': ['dark'],\n",
       " 'tt0821810': ['tragedy'],\n",
       " 'tt0117561': ['comedy',\n",
       "  'mystery',\n",
       "  'cult',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'absurd',\n",
       "  'satire',\n",
       "  'philosophical'],\n",
       " 'tt0489015': ['revenge'],\n",
       " 'tt0022111': ['romantic'],\n",
       " 'tt0435716': ['neo noir', 'murder', 'flashback'],\n",
       " 'tt0303785': ['satire'],\n",
       " 'tt0069754': ['cult', 'murder'],\n",
       " 'tt0457229': ['violence'],\n",
       " 'tt0332379': ['cult', 'entertaining'],\n",
       " 'tt0410332': ['violence', 'murder', 'sadist'],\n",
       " 'tt0073092': ['violence', 'depressing'],\n",
       " 'tt0084316': ['good versus evil'],\n",
       " 'tt0072348': ['blaxploitation', 'revenge', 'murder', 'violence'],\n",
       " 'tt0038519': ['murder'],\n",
       " 'tt1181541': ['paranormal'],\n",
       " 'tt0448694': ['clever', 'romantic', 'action', 'fantasy', 'flashback'],\n",
       " 'tt0072409': ['violence', 'blaxploitation'],\n",
       " 'tt0114608': ['good versus evil', 'violence', 'murder', 'flashback'],\n",
       " 'tt1568346': ['dark',\n",
       "  'suspenseful',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'mystery',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'revenge'],\n",
       " 'tt1502407': ['dark', 'murder'],\n",
       " 'tt0044537': ['violence'],\n",
       " 'tt0076594': ['violence'],\n",
       " 'tt0070653': ['violence', 'murder'],\n",
       " 'tt1455811': ['satire'],\n",
       " 'tt0070022': ['cult', 'murder', 'violence'],\n",
       " 'tt0057295': ['atmospheric'],\n",
       " 'tt5142214': ['revenge'],\n",
       " 'tt0083869': ['cult', 'comedy', 'satire', 'murder'],\n",
       " 'tt4047140': ['romantic'],\n",
       " 'tt0080354': ['tragedy', 'cult', 'violence'],\n",
       " 'tt1211837': ['murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'humor'],\n",
       " 'tt1001491': ['revenge'],\n",
       " 'tt0107822': ['romantic', 'atmospheric'],\n",
       " 'tt0036546': ['psychedelic'],\n",
       " 'tt0122685': ['pornographic', 'gothic'],\n",
       " 'tt0092796': ['comedy', 'revenge', 'cult', 'murder', 'violence'],\n",
       " 'tt0368479': ['romantic', 'revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt0066518': ['gothic',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'cult',\n",
       "  'flashback',\n",
       "  'revenge'],\n",
       " 'tt0791071': ['fantasy'],\n",
       " 'tt0814207': ['good versus evil', 'psychedelic'],\n",
       " 'tt0129111': ['romantic', 'autobiographical', 'flashback'],\n",
       " 'tt0089038': ['cruelty', 'murder', 'violence', 'cult', 'flashback', 'sadist'],\n",
       " 'tt0119099': ['comedy',\n",
       "  'suspenseful',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'neo noir',\n",
       "  'boring',\n",
       "  'paranormal',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'plot twist',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'philosophical',\n",
       "  'revenge'],\n",
       " 'tt0064276': ['comedy',\n",
       "  'avant garde',\n",
       "  'dark',\n",
       "  'murder',\n",
       "  'realism',\n",
       "  'cult',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'satire'],\n",
       " 'tt3346410': ['fantasy'],\n",
       " 'tt0049629': ['revenge', 'murder'],\n",
       " 'tt0113617': ['comedy', 'flashback'],\n",
       " 'tt0119948': ['romantic'],\n",
       " 'tt1077368': ['dark',\n",
       "  'comedy',\n",
       "  'gothic',\n",
       "  'intrigue',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'absurd',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt4018316': ['romantic'],\n",
       " 'tt0047136': ['murder',\n",
       "  'allegory',\n",
       "  'cult',\n",
       "  'psychedelic',\n",
       "  'suspenseful',\n",
       "  'sadist'],\n",
       " 'tt1494772': ['psychedelic', 'violence'],\n",
       " 'tt0079596': ['romantic', 'historical'],\n",
       " 'tt0113161': ['comedy',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'satire',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt0020815': ['revenge'],\n",
       " 'tt2113148': ['revenge', 'murder'],\n",
       " 'tt0117876': ['violence',\n",
       "  'psychedelic',\n",
       "  'comedy',\n",
       "  'adult comedy',\n",
       "  'flashback'],\n",
       " 'tt0099864': ['dark',\n",
       "  'comedy',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'horror',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'revenge',\n",
       "  'sadist'],\n",
       " 'tt0249380': ['gothic', 'cruelty', 'violence', 'cult', 'revenge', 'sadist'],\n",
       " 'tt0329334': ['murder', 'flashback'],\n",
       " 'tt0355742': ['flashback'],\n",
       " 'tt0094137': ['comedy'],\n",
       " 'tt1139282': ['flashback'],\n",
       " 'tt0064782': ['cult', 'comedy'],\n",
       " 'tt0067409': ['neo noir', 'murder'],\n",
       " 'tt0349467': ['violence'],\n",
       " 'tt0064816': ['dramatic', 'murder'],\n",
       " 'tt0111973': ['romantic', 'alternate reality', 'murder'],\n",
       " 'tt0068394': ['cult', 'horror', 'murder'],\n",
       " 'tt0112255': ['cult', 'violence'],\n",
       " 'tt0454921': ['inspiring', 'depressing', 'feel-good'],\n",
       " 'tt0023374': ['murder'],\n",
       " 'tt0337592': ['blaxploitation'],\n",
       " 'tt0031322': ['romantic'],\n",
       " 'tt0324264': ['romantic', 'queer', 'flashback'],\n",
       " 'tt0000417': ['psychedelic', 'satire'],\n",
       " 'tt0243152': ['revenge', 'murder'],\n",
       " 'tt0047795': ['cult', 'murder'],\n",
       " 'tt0119547': ['murder',\n",
       "  'violence',\n",
       "  'sadist',\n",
       "  'flashback',\n",
       "  'revenge',\n",
       "  'storytelling'],\n",
       " 'tt0051674': ['psychedelic'],\n",
       " 'tt0075922': ['sadist', 'revenge', 'cult', 'murder', 'violence'],\n",
       " 'tt0839995': ['revenge'],\n",
       " 'tt1091207': ['suicidal', 'flashback'],\n",
       " 'tt0338751': ['dramatic', 'romantic', 'flashback'],\n",
       " 'tt0096874': ['entertaining',\n",
       "  'comedy',\n",
       "  'mystery',\n",
       "  'fantasy',\n",
       "  'cult',\n",
       "  'alternate reality',\n",
       "  'humor',\n",
       "  'alternate history'],\n",
       " 'tt0106233': ['comedy'],\n",
       " 'tt0093894': ['comedy',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'absurd',\n",
       "  'humor',\n",
       "  'satire',\n",
       "  'revenge',\n",
       "  'sadist',\n",
       "  'sci-fi'],\n",
       " 'tt0137922': ['christian film'],\n",
       " 'tt1454029': ['historical', 'feel-good'],\n",
       " 'tt0041809': ['murder'],\n",
       " 'tt0052560': ['romantic'],\n",
       " 'tt0106375': ['romantic', 'comedy'],\n",
       " 'tt1225292': ['violence', 'murder'],\n",
       " 'tt1949720': ['romantic'],\n",
       " 'tt1587707': ['entertaining', 'satire', 'alternate history', 'prank'],\n",
       " 'tt0311110': ['prank'],\n",
       " 'tt0108525': ['cult', 'humor'],\n",
       " 'tt0037515': ['entertaining',\n",
       "  'suspenseful',\n",
       "  'mystery',\n",
       "  'murder',\n",
       "  'flashback'],\n",
       " 'tt0103522': ['pornographic'],\n",
       " 'tt0800095': ['murder'],\n",
       " 'tt0061184': ['comedy', 'fantasy', 'cruelty', 'psychological', 'prank'],\n",
       " 'tt0113321': ['boring', 'home movie'],\n",
       " 'tt0064590': ['pornographic', 'revenge'],\n",
       " 'tt1270835': ['violence'],\n",
       " 'tt0887892': ['gothic'],\n",
       " 'tt5038448': ['violence'],\n",
       " 'tt0337881': ['flashback'],\n",
       " 'tt0433744': ['comedy'],\n",
       " 'tt1323594': ['cute',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'entertaining',\n",
       "  'storytelling'],\n",
       " 'tt0053985': ['murder'],\n",
       " 'tt0045470': ['psychedelic', 'fantasy'],\n",
       " 'tt1684226': ['sentimental', 'flashback'],\n",
       " 'tt0044765': ['melodrama'],\n",
       " 'tt0095705': ['comedy',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'absurd',\n",
       "  'humor',\n",
       "  'satire',\n",
       "  'comic',\n",
       "  'brainwashing',\n",
       "  'entertaining'],\n",
       " 'tt0106489': ['violence', 'murder'],\n",
       " 'tt2102446': ['good versus evil'],\n",
       " 'tt0078975': ['violence', 'philosophical'],\n",
       " 'tt0118859': ['revenge', 'neo noir', 'murder', 'violence'],\n",
       " 'tt2852376': ['violence', 'murder'],\n",
       " 'tt0056993': ['murder'],\n",
       " 'tt0081150': ['cult'],\n",
       " 'tt0084739': ['paranormal', 'cult', 'murder', 'violence'],\n",
       " 'tt1601913': ['philosophical',\n",
       "  'psychedelic',\n",
       "  'depressing',\n",
       "  'realism',\n",
       "  'flashback'],\n",
       " 'tt1494639': ['psychedelic', 'avant garde', 'magical realism'],\n",
       " 'tt0103843': ['violence', 'murder', 'romantic'],\n",
       " 'tt5511512': ['murder'],\n",
       " 'tt0283754': ['psychedelic'],\n",
       " 'tt0071241': ['violence', 'revenge', 'murder', 'sadist'],\n",
       " 'tt0492389': ['bleak'],\n",
       " 'tt2112287': ['flashback'],\n",
       " 'tt0920464': ['plot twist', 'neo noir', 'murder', 'violence'],\n",
       " 'tt0105569': ['psychedelic', 'cult', 'violence', 'sci-fi'],\n",
       " 'tt2962984': ['murder'],\n",
       " 'tt1648179': ['bleak', 'inspiring'],\n",
       " 'tt5523174': ['romantic', 'sentimental'],\n",
       " 'tt2267968': ['flashback'],\n",
       " 'tt4045450': ['murder'],\n",
       " 'tt0160429': ['romantic'],\n",
       " 'tt0067778': ['anti war', 'romantic', 'prank'],\n",
       " 'tt0497329': ['cult', 'suspenseful', 'murder', 'violence', 'flashback'],\n",
       " 'tt0103223': ['psychedelic'],\n",
       " 'tt0808510': ['fantasy', 'entertaining'],\n",
       " 'tt4520364': ['revenge', 'suspenseful', 'murder', 'violence', 'flashback'],\n",
       " 'tt1699114': ['tragedy', 'whimsical', 'romantic', 'action'],\n",
       " 'tt0844286': ['revenge',\n",
       "  'clever',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'entertaining',\n",
       "  'storytelling'],\n",
       " 'tt0252444': ['melodrama', 'boring', 'historical', 'depressing', 'flashback'],\n",
       " 'tt0072053': ['romantic', 'intrigue', 'cruelty', 'murder', 'satire'],\n",
       " 'tt0094792': ['cult', 'murder'],\n",
       " 'tt0055139': ['cult', 'murder'],\n",
       " 'tt1865368': ['comedy'],\n",
       " 'tt0160394': ['violence'],\n",
       " 'tt0060794': ['revenge', 'gothic'],\n",
       " 'tt0034370': ['romantic'],\n",
       " 'tt0402850': ['paranormal', 'cult', 'comedy', 'murder', 'home movie'],\n",
       " 'tt1998355': ['insanity', 'comedy'],\n",
       " 'tt1984279': ['revenge', 'fantasy', 'romantic'],\n",
       " 'tt2739708': ['action'],\n",
       " 'tt0095889': ['paranormal',\n",
       "  'haunting',\n",
       "  'good versus evil',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'revenge'],\n",
       " 'tt0118785': ['romantic'],\n",
       " 'tt0049103': ['murder'],\n",
       " 'tt3727982': ['murder'],\n",
       " 'tt0057263': ['melodrama'],\n",
       " 'tt0432021': ['stupid',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'brainwashing',\n",
       "  'revenge',\n",
       "  'sadist'],\n",
       " 'tt0245574': ['comedy',\n",
       "  'dramatic',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'entertaining',\n",
       "  'storytelling'],\n",
       " 'tt3489184': ['paranormal'],\n",
       " 'tt0061477': ['violence'],\n",
       " 'tt0163818': ['revenge', 'violence'],\n",
       " 'tt0083190': ['comedy',\n",
       "  'suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'revenge'],\n",
       " 'tt0080179': ['good versus evil',\n",
       "  'revenge',\n",
       "  'cult',\n",
       "  'philosophical',\n",
       "  'violence'],\n",
       " 'tt1441951': ['comedy'],\n",
       " 'tt0109779': ['alternate history'],\n",
       " 'tt3956562': ['murder'],\n",
       " 'tt0243220': ['romantic'],\n",
       " 'tt3390964': ['revenge', 'murder', 'violence'],\n",
       " 'tt0039887': ['murder'],\n",
       " 'tt1041753': ['revenge', 'humor'],\n",
       " 'tt0027439': ['mystery', 'murder'],\n",
       " 'tt0063729': ['violence'],\n",
       " 'tt0039947': ['revenge', 'murder'],\n",
       " 'tt0060310': ['revenge', 'cruelty', 'romantic'],\n",
       " 'tt0082533': ['gothic', 'murder', 'violence', 'cult', 'suicidal', 'romantic'],\n",
       " 'tt1703199': ['paranormal', 'insanity', 'cult', 'horror'],\n",
       " 'tt3322940': ['horror', 'murder', 'flashback'],\n",
       " 'tt1303901': ['revenge', 'gothic', 'violence'],\n",
       " 'tt0090274': ['brainwashing'],\n",
       " 'tt1409004': ['romantic'],\n",
       " 'tt1616195': ['avant garde', 'neo noir', 'historical', 'flashback'],\n",
       " 'tt0364751': ['violence', 'romantic', 'humor', 'storytelling', 'home movie'],\n",
       " 'tt1068646': ['realism'],\n",
       " 'tt0054345': ['melodrama'],\n",
       " 'tt1723121': ['humor'],\n",
       " 'tt0830515': ['revenge', 'action', 'murder'],\n",
       " 'tt1486193': ['violence', 'murder'],\n",
       " 'tt0298856': ['romantic'],\n",
       " 'tt0085224': ['cult', 'revenge'],\n",
       " 'tt0450385': ['boring',\n",
       "  'fantasy',\n",
       "  'murder',\n",
       "  'psychological',\n",
       "  'paranormal',\n",
       "  'horror',\n",
       "  'atmospheric',\n",
       "  'haunting',\n",
       "  'flashback',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'claustrophobic'],\n",
       " 'tt0109297': ['mystery', 'neo noir', 'murder'],\n",
       " 'tt0013030': ['romantic'],\n",
       " 'tt0103110': ['romantic'],\n",
       " 'tt0242733': ['paranormal'],\n",
       " 'tt0070066': ['pornographic', 'cruelty', 'sadist'],\n",
       " 'tt0293662': ['comedy', 'cult', 'revenge', 'action', 'murder'],\n",
       " 'tt0053853': ['insanity', 'murder'],\n",
       " 'tt0100332': ['queer'],\n",
       " 'tt0057993': ['gothic'],\n",
       " 'tt0226771': ['murder'],\n",
       " 'tt1180583': ['romantic', 'flashback'],\n",
       " 'tt0103905': ['dark',\n",
       "  'avant garde',\n",
       "  'comedy',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'satire',\n",
       "  'romantic',\n",
       "  'sadist'],\n",
       " 'tt0041823': ['psychedelic', 'fantasy'],\n",
       " 'tt0024537': ['melodrama'],\n",
       " 'tt0049792': ['psychedelic'],\n",
       " 'tt0119215': ['cult'],\n",
       " 'tt1252483': ['satire'],\n",
       " 'tt0110950': ['cult', 'romantic'],\n",
       " 'tt0110622': ['comedy',\n",
       "  'boring',\n",
       "  'cult',\n",
       "  'flashback',\n",
       "  'absurd',\n",
       "  'humor',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt0054428': ['revenge'],\n",
       " 'tt0098350': ['satire', 'murder'],\n",
       " 'tt0049125': ['violence'],\n",
       " 'tt0049261': ['romantic', 'depressing', 'realism', 'melodrama'],\n",
       " 'tt0076749': ['cult', 'cruelty', 'murder'],\n",
       " 'tt0045737': ['violence'],\n",
       " 'tt0086960': ['comedy',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'cult',\n",
       "  'humor',\n",
       "  'action',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt1198138': ['insanity', 'romantic'],\n",
       " 'tt0329575': ['inspiring',\n",
       "  'dramatic',\n",
       "  'depressing',\n",
       "  'realism',\n",
       "  'storytelling'],\n",
       " 'tt0304415': ['romantic', 'storytelling', 'sentimental'],\n",
       " 'tt0069525': ['psychedelic'],\n",
       " 'tt0033804': ['revenge',\n",
       "  'comedy',\n",
       "  'entertaining',\n",
       "  'storytelling',\n",
       "  'romantic'],\n",
       " 'tt0319495': ['violence'],\n",
       " 'tt0328880': ['revenge', 'satire'],\n",
       " 'tt0120899': ['flashback', 'autobiographical', 'home movie'],\n",
       " 'tt0988849': ['murder'],\n",
       " 'tt0087759': ['cult', 'horror', 'murder', 'violence', 'revenge'],\n",
       " 'tt0056943': ['comedy', 'murder'],\n",
       " 'tt0042569': ['comic'],\n",
       " 'tt0062403': ['western'],\n",
       " 'tt0143127': ['cult', 'comedy', 'violence'],\n",
       " 'tt1650062': ['murder', 'home movie'],\n",
       " 'tt0115433': ['psychedelic', 'comedy', 'cute', 'entertaining'],\n",
       " 'tt0073195': ['horror', 'cult', 'suspenseful', 'violence', 'prank'],\n",
       " 'tt0480249': ['suspenseful',\n",
       "  'neo noir',\n",
       "  'depressing',\n",
       "  'horror',\n",
       "  'flashback',\n",
       "  'action',\n",
       "  'revenge',\n",
       "  'sentimental'],\n",
       " 'tt0111503': ['comedy',\n",
       "  'mystery',\n",
       "  'neo noir',\n",
       "  'violence',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'entertaining'],\n",
       " 'tt0030341': ['suspenseful', 'murder'],\n",
       " 'tt0038377': ['murder'],\n",
       " 'tt0174226': ['psychedelic'],\n",
       " 'tt0073458': ['violence'],\n",
       " 'tt0421994': ['romantic', 'cute', 'queer', 'feel-good'],\n",
       " 'tt0178130': ['violence', 'murder'],\n",
       " 'tt0365847': ['action', 'flashback'],\n",
       " 'tt1376706': ['good versus evil', 'violence'],\n",
       " 'tt1308729': ['revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt0041509': ['comedy'],\n",
       " 'tt0019745': ['murder'],\n",
       " 'tt0450392': ['flashback'],\n",
       " 'tt0377713': ['psychedelic',\n",
       "  'alternate reality',\n",
       "  'psychological',\n",
       "  'violence',\n",
       "  'flashback'],\n",
       " 'tt0071665': ['pornographic'],\n",
       " 'tt0072235': ['avant garde',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'philosophical',\n",
       "  'romantic'],\n",
       " 'tt0031503': ['anti war'],\n",
       " 'tt1056026': ['suspenseful'],\n",
       " 'tt0044060': ['flashback'],\n",
       " 'tt0089767': ['revenge', 'psychedelic', 'murder', 'violence'],\n",
       " 'tt0765120': ['romantic', 'boring', 'sentimental', 'flashback'],\n",
       " 'tt0115710': ['romantic', 'neo noir', 'murder'],\n",
       " 'tt0419984': ['flashback'],\n",
       " 'tt0039195': ['murder'],\n",
       " 'tt0048811': ['insanity', 'cruelty'],\n",
       " 'tt0031506': ['psychedelic'],\n",
       " 'tt1499201': ['romantic'],\n",
       " 'tt0072085': ['murder'],\n",
       " 'tt0104740': ['cult'],\n",
       " 'tt0052646': ['cult', 'violence'],\n",
       " 'tt0087003': ['paranormal', 'flashback'],\n",
       " 'tt0243517': ['cult'],\n",
       " 'tt0150992': ['romantic', 'prank'],\n",
       " 'tt2145829': ['good versus evil', 'revenge', 'romantic'],\n",
       " 'tt2017038': ['flashback'],\n",
       " 'tt0067361': ['murder',\n",
       "  'cult',\n",
       "  'horror',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'insanity'],\n",
       " 'tt5724316': ['sci-fi'],\n",
       " 'tt0180793': ['romantic', 'murder'],\n",
       " 'tt0108330': ['violence'],\n",
       " 'tt0155388': ['boring'],\n",
       " 'tt0065478': ['cult', 'murder'],\n",
       " 'tt0071721': ['violence', 'blaxploitation', 'melodrama'],\n",
       " 'tt0032412': ['murder'],\n",
       " 'tt0042490': ['revenge'],\n",
       " 'tt1691237': ['revenge', 'romantic'],\n",
       " 'tt0422720': ['alternate reality',\n",
       "  'intrigue',\n",
       "  'atmospheric',\n",
       "  'historical',\n",
       "  'alternate history',\n",
       "  'storytelling'],\n",
       " 'tt0258967': ['revenge', 'murder', 'flashback'],\n",
       " 'tt1323932': ['violence'],\n",
       " 'tt0064256': ['allegory', 'revenge', 'psychedelic', 'magical realism'],\n",
       " 'tt0357413': ['comedy', 'stupid', 'cult', 'humor', 'satire', 'entertaining'],\n",
       " 'tt2094018': ['flashback'],\n",
       " 'tt0025586': ['romantic', 'cruelty'],\n",
       " 'tt0113845': ['comedy', 'humor', 'murder', 'violence', 'romantic'],\n",
       " 'tt0275847': ['cute', 'entertaining', 'storytelling', 'sentimental'],\n",
       " 'tt0388182': ['flashback'],\n",
       " 'tt0110139': ['murder'],\n",
       " 'tt0050201': ['murder'],\n",
       " 'tt0436339': ['entertaining'],\n",
       " 'tt0433383': ['thought-provoking',\n",
       "  'inspiring',\n",
       "  'suspenseful',\n",
       "  'historical',\n",
       "  'flashback'],\n",
       " 'tt0091642': ['romantic', 'flashback'],\n",
       " 'tt0065446': ['murder',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'revenge'],\n",
       " 'tt0433722': ['comedy',\n",
       "  'psychological',\n",
       "  'horror',\n",
       "  'plot twist',\n",
       "  'psychedelic',\n",
       "  'satire',\n",
       "  'suspenseful'],\n",
       " 'tt0023238': ['violence', 'murder'],\n",
       " 'tt0234652': ['murder'],\n",
       " 'tt2070571': ['flashback'],\n",
       " 'tt0944947': ['intrigue', 'murder'],\n",
       " 'tt0825225': ['romantic', 'home movie'],\n",
       " 'tt0041625': ['cult', 'suspenseful', 'murder', 'romantic', 'melodrama'],\n",
       " 'tt0107247': ['flashback'],\n",
       " 'tt0080601': ['murder'],\n",
       " 'tt0910554': ['comedy', 'alternate reality', 'psychedelic', 'entertaining'],\n",
       " 'tt0047366': ['intrigue'],\n",
       " 'tt0113271': ['paranormal', 'haunting'],\n",
       " 'tt0093629': ['fantasy', 'murder', 'cult', 'violence', 'horror', 'insanity'],\n",
       " 'tt0466854': ['romantic'],\n",
       " 'tt0443274': ['romantic', 'mystery', 'murder', 'flashback'],\n",
       " 'tt0055031': ['dramatic', 'historical'],\n",
       " 'tt0100168': ['violence', 'melodrama'],\n",
       " 'tt1792799': ['violence', 'murder'],\n",
       " 'tt1536044': ['cult', 'boring', 'murder'],\n",
       " 'tt0115639': ['violence', 'cult', 'humor', 'atmospheric', 'romantic'],\n",
       " 'tt0059221': ['murder'],\n",
       " 'tt0113870': ['insanity', 'murder', 'flashback'],\n",
       " 'tt0064728': ['romantic', 'neo noir', 'murder', 'sadist', 'flashback'],\n",
       " 'tt0093509': ['historical', 'murder', 'atmospheric'],\n",
       " 'tt0082427': ['comedy',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'suspenseful',\n",
       "  'sadist'],\n",
       " 'tt0087075': ['comedy',\n",
       "  'fantasy',\n",
       "  'cruelty',\n",
       "  'gothic',\n",
       "  'cult',\n",
       "  'alternate reality',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'suspenseful',\n",
       "  'storytelling'],\n",
       " 'tt0111945': ['good versus evil'],\n",
       " 'tt0098253': ['avant garde',\n",
       "  'mystery',\n",
       "  'murder',\n",
       "  'suspenseful',\n",
       "  'thought-provoking',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'revenge',\n",
       "  'entertaining'],\n",
       " 'tt0108565': ['insanity', 'revenge', 'flashback'],\n",
       " 'tt1103275': ['dramatic', 'romantic'],\n",
       " 'tt0478073': ['murder'],\n",
       " 'tt0386588': ['comedy',\n",
       "  'boring',\n",
       "  'cute',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'entertaining'],\n",
       " 'tt0204700': ['violence', 'suspenseful', 'murder', 'romantic'],\n",
       " 'tt0077539': ['flashback'],\n",
       " 'tt0377471': ['murder', 'flashback'],\n",
       " 'tt0074878': ['melodrama', 'flashback'],\n",
       " 'tt0090728': ['paranormal',\n",
       "  'cult',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'suspenseful'],\n",
       " 'tt0038975': ['insanity', 'suspenseful', 'murder'],\n",
       " 'tt0984204': ['murder'],\n",
       " 'tt0080527': ['murder'],\n",
       " 'tt0082933': ['avant garde',\n",
       "  'murder',\n",
       "  'allegory',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'philosophical',\n",
       "  'romantic'],\n",
       " 'tt0114134': ['dark',\n",
       "  'murder',\n",
       "  'psychedelic',\n",
       "  'autobiographical',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0233979': ['haunting'],\n",
       " 'tt0043411': ['cult', 'satire'],\n",
       " 'tt0287986': ['romantic', 'flashback'],\n",
       " 'tt0092625': ['violence'],\n",
       " 'tt1628841': ['suspenseful',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'humor',\n",
       "  'revenge',\n",
       "  'alternate history',\n",
       "  'sci-fi'],\n",
       " 'tt0213117': ['psychedelic'],\n",
       " 'tt0106559': ['allegory', 'cult', 'psychedelic'],\n",
       " 'tt0473367': ['flashback'],\n",
       " 'tt0312004': ['comedy', 'psychedelic', 'humor', 'cute', 'entertaining'],\n",
       " 'tt0049117': ['romantic'],\n",
       " 'tt1454468': ['suspenseful', 'realism', 'atmospheric', 'flashback'],\n",
       " 'tt1626038': ['violence'],\n",
       " 'tt2390361': ['depressing'],\n",
       " 'tt0414078': ['horror'],\n",
       " 'tt0036397': ['murder'],\n",
       " 'tt0120148': ['alternate reality', 'entertaining'],\n",
       " 'tt0019884': ['melodrama'],\n",
       " 'tt0040779': ['murder'],\n",
       " 'tt0929237': ['revenge', 'murder'],\n",
       " 'tt1094162': ['violence'],\n",
       " 'tt0074486': ['comedy',\n",
       "  'avant garde',\n",
       "  'mystery',\n",
       "  'dark',\n",
       "  'boring',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'horror',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'sci-fi'],\n",
       " 'tt0096149': ['cult', 'murder'],\n",
       " 'tt0190335': ['cruelty',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'revenge',\n",
       "  'sadist'],\n",
       " 'tt0089543': ['comic'],\n",
       " 'tt0023101': ['revenge', 'murder'],\n",
       " 'tt0068505': ['good versus evil', 'revenge', 'violence'],\n",
       " 'tt0110999': ['revenge', 'cult', 'murder', 'sadist'],\n",
       " 'tt0165798': ['violence',\n",
       "  'psychedelic',\n",
       "  'philosophical',\n",
       "  'murder',\n",
       "  'flashback'],\n",
       " 'tt0345312': ['good versus evil'],\n",
       " 'tt1270286': ['christian film'],\n",
       " 'tt0279730': ['murder'],\n",
       " 'tt0927170': ['comedy'],\n",
       " 'tt0112851': ['comedy',\n",
       "  'mystery',\n",
       "  'neo noir',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'humor',\n",
       "  'action',\n",
       "  'romantic'],\n",
       " 'tt0427089': ['romantic', 'comedy'],\n",
       " 'tt0058202': ['western', 'violence'],\n",
       " 'tt1245666': ['romantic'],\n",
       " 'tt0092580': ['psychedelic', 'murder', 'violence', 'romantic'],\n",
       " 'tt0083564': ['cult', 'cruelty', 'depressing'],\n",
       " 'tt1567432': ['revenge', 'murder'],\n",
       " 'tt0473705': ['suspenseful', 'neo noir', 'murder', 'violence'],\n",
       " 'tt0147773': ['good versus evil', 'murder'],\n",
       " 'tt1086431': ['satire'],\n",
       " 'tt1424361': ['murder'],\n",
       " 'tt0160910': ['revenge', 'sci-fi'],\n",
       " 'tt0772181': ['dark', 'fantasy', 'boring', 'flashback'],\n",
       " 'tt0494864': ['murder'],\n",
       " 'tt0402910': ['suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'action',\n",
       "  'revenge'],\n",
       " 'tt1217209': ['good versus evil', 'revenge', 'prank', 'fantasy', 'flashback'],\n",
       " 'tt0069628': ['suspenseful', 'intrigue'],\n",
       " 'tt0065011': ['pornographic', 'adult comedy'],\n",
       " 'tt0287467': ['psychological',\n",
       "  'dramatic',\n",
       "  'flashback',\n",
       "  'melodrama',\n",
       "  'tragedy',\n",
       "  'romantic'],\n",
       " 'tt1295021': ['psychedelic', 'horror', 'fantasy'],\n",
       " 'tt0119116': ['murder',\n",
       "  'cult',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'satire',\n",
       "  'action',\n",
       "  'romantic',\n",
       "  'sci-fi'],\n",
       " 'tt0058092': ['comedy'],\n",
       " 'tt1789074': ['romantic'],\n",
       " 'tt0281686': ['comedy',\n",
       "  'cult',\n",
       "  'horror',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'humor'],\n",
       " 'tt0289719': ['pornographic', 'flashback'],\n",
       " 'tt0790724': ['comedy',\n",
       "  'mystery',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'plot twist',\n",
       "  'flashback',\n",
       "  'action',\n",
       "  'suspenseful'],\n",
       " 'tt0454824': ['revenge', 'romantic'],\n",
       " 'tt0398378': ['cult', 'violence'],\n",
       " 'tt0093051': ['satire', 'murder'],\n",
       " 'tt0068524': ['western'],\n",
       " 'tt0164184': ['cult', 'humor', 'murder', 'suspenseful'],\n",
       " 'tt0180073': ['violence', 'cruelty', 'murder', 'sadist', 'sci-fi'],\n",
       " 'tt0390384': ['boring',\n",
       "  'thought-provoking',\n",
       "  'cult',\n",
       "  'clever',\n",
       "  'flashback',\n",
       "  'psychedelic'],\n",
       " 'tt1226774': ['boring', 'satire', 'realism'],\n",
       " 'tt1073241': ['murder', 'storytelling', 'flashback'],\n",
       " 'tt0335438': ['comedy',\n",
       "  'murder',\n",
       "  'bleak',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'entertaining'],\n",
       " 'tt0120595': ['comedy', 'dark', 'allegory', 'cult', 'cute', 'humor'],\n",
       " 'tt1631707': ['alternate reality', 'alternate history'],\n",
       " 'tt0132451': ['violence', 'murder'],\n",
       " 'tt0094734': ['adult comedy'],\n",
       " 'tt0399708': ['non fiction'],\n",
       " 'tt0070917': ['comedy',\n",
       "  'mystery',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'atmospheric',\n",
       "  'flashback'],\n",
       " 'tt0343660': ['comedy', 'prank', 'entertaining', 'romantic', 'flashback'],\n",
       " 'tt0267913': ['psychedelic', 'horror', 'cult', 'romantic'],\n",
       " 'tt1181849': ['violence', 'action'],\n",
       " 'tt0004099': ['romantic'],\n",
       " 'tt2679042': ['absurd', 'revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt0414387': ['comedy',\n",
       "  'boring',\n",
       "  'dramatic',\n",
       "  'cute',\n",
       "  'melodrama',\n",
       "  'romantic'],\n",
       " 'tt0080904': ['cult', 'murder', 'violence'],\n",
       " 'tt0033722': ['romantic'],\n",
       " 'tt0443489': ['romantic'],\n",
       " 'tt0084972': ['psychedelic'],\n",
       " 'tt0038333': ['psychedelic'],\n",
       " 'tt1017451': ['cult'],\n",
       " 'tt0030273': ['murder'],\n",
       " 'tt0025465': ['insanity', 'violence', 'murder', 'melodrama'],\n",
       " 'tt0042482': ['revenge', 'murder', 'violence'],\n",
       " 'tt0089015': ['queer'],\n",
       " 'tt0069341': ['revenge', 'cult', 'cruelty', 'murder', 'flashback'],\n",
       " 'tt0446029': ['comedy',\n",
       "  'boring',\n",
       "  'fantasy',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'whimsical',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'cute',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'entertaining'],\n",
       " 'tt0117318': ['comedy',\n",
       "  'murder',\n",
       "  'dramatic',\n",
       "  'violence',\n",
       "  'romantic',\n",
       "  'historical'],\n",
       " 'tt0899128': ['revenge', 'murder'],\n",
       " 'tt2334649': ['violence', 'murder', 'flashback'],\n",
       " 'tt0049964': ['murder'],\n",
       " 'tt0040733': ['flashback'],\n",
       " 'tt0758730': ['violence', 'cult', 'murder', 'sadist'],\n",
       " 'tt0078111': ['cult'],\n",
       " 'tt0258068': ['anti war', 'revenge', 'murder', 'flashback'],\n",
       " 'tt0084667': ['murder', 'flashback'],\n",
       " 'tt0097095': ['queer'],\n",
       " 'tt0117968': ['psychedelic', 'avant garde', 'storytelling'],\n",
       " 'tt0096251': ['realism',\n",
       "  'paranormal',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'psychedelic',\n",
       "  'sci-fi'],\n",
       " 'tt0089370': ['cult', 'action', 'comedy'],\n",
       " 'tt0780486': ['romantic'],\n",
       " 'tt0034746': ['romantic'],\n",
       " 'tt0077775': ['murder'],\n",
       " 'tt0037415': ['insanity', 'gothic', 'atmospheric', 'haunting'],\n",
       " 'tt0275468': ['psychedelic'],\n",
       " 'tt0804497': ['psychedelic', 'entertaining', 'sentimental'],\n",
       " 'tt0051393': ['sadist'],\n",
       " 'tt0166813': ['romantic'],\n",
       " 'tt0118661': ['psychedelic', 'violence'],\n",
       " 'tt0200669': ['flashback'],\n",
       " 'tt1731141': ['stupid',\n",
       "  'anti war',\n",
       "  'violence',\n",
       "  'action',\n",
       "  'satire',\n",
       "  'revenge'],\n",
       " 'tt0012752': ['good versus evil', 'action', 'historical fiction'],\n",
       " 'tt0045555': ['violence', 'cult', 'revenge', 'murder', 'sadist'],\n",
       " 'tt0470055': ['flashback'],\n",
       " 'tt0821795': ['psychedelic', 'historical fiction'],\n",
       " 'tt2025690': ['tragedy', 'romantic'],\n",
       " 'tt0117534': ['romantic'],\n",
       " 'tt0098904': ['humor'],\n",
       " 'tt0118736': ['cult'],\n",
       " 'tt0061014': ['good versus evil', 'murder'],\n",
       " 'tt1418712': ['violence'],\n",
       " 'tt0035753': ['revenge', 'suspenseful', 'murder', 'romantic'],\n",
       " 'tt1134854': ['violence', 'murder'],\n",
       " 'tt0021079': ['violence'],\n",
       " 'tt0043560': ['suicidal'],\n",
       " 'tt0353794': ['absurd', 'psychedelic', 'plot twist', 'prank'],\n",
       " 'tt0268579': ['murder'],\n",
       " 'tt0068131': ['intrigue'],\n",
       " 'tt0369226': ['gothic',\n",
       "  'murder',\n",
       "  'stupid',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'romantic'],\n",
       " 'tt1019454': ['flashback', 'home movie'],\n",
       " 'tt5700672': ['violence'],\n",
       " 'tt0045013': ['revenge', 'historical fiction'],\n",
       " 'tt0054387': ['cult',\n",
       "  'sci-fi',\n",
       "  'psychedelic',\n",
       "  'alternate history',\n",
       "  'flashback'],\n",
       " 'tt0384766': ['romantic', 'intrigue', 'murder', 'historical fiction'],\n",
       " 'tt0973842': ['romantic'],\n",
       " 'tt0120004': ['violence'],\n",
       " 'tt0086066': ['tragedy', 'cult', 'murder', 'violence', 'flashback'],\n",
       " 'tt1131734': ['comedy', 'cult', 'gothic', 'entertaining', 'flashback'],\n",
       " 'tt0023327': ['mystery', 'murder', 'humor'],\n",
       " 'tt1716747': ['revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt0433362': ['cult', 'murder', 'violence', 'flashback'],\n",
       " 'tt0043665': ['murder'],\n",
       " 'tt0305973': ['violence'],\n",
       " 'tt1052040': ['dark'],\n",
       " 'tt0438550': ['neo noir'],\n",
       " 'tt0070013': ['paranormal', 'violence', 'revenge', 'murder', 'sadist'],\n",
       " 'tt0084756': ['murder', 'prank'],\n",
       " 'tt0110222': ['romantic'],\n",
       " 'tt0264410': ['violence'],\n",
       " 'tt0046822': ['murder'],\n",
       " 'tt1830786': ['romantic'],\n",
       " 'tt0146882': ['comedy',\n",
       "  'dramatic',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'entertaining'],\n",
       " 'tt0091605': ['romantic', 'mystery', 'murder', 'flashback'],\n",
       " 'tt0218619': ['alternate reality'],\n",
       " 'tt0995739': ['violence'],\n",
       " 'tt0323463': ['murder'],\n",
       " 'tt0156408': ['fantasy',\n",
       "  'murder',\n",
       "  'sadist',\n",
       "  'violence',\n",
       "  'haunting',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'storytelling'],\n",
       " 'tt0960835': ['sci-fi'],\n",
       " 'tt0066612': ['western', 'violence', 'sadist', 'flashback'],\n",
       " 'tt0087622': ['cult', 'comedy', 'murder'],\n",
       " 'tt0923985': ['cult'],\n",
       " 'tt0053337': ['murder'],\n",
       " 'tt0079844': ['good versus evil',\n",
       "  'cult',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'historical fiction'],\n",
       " 'tt0037075': ['murder'],\n",
       " 'tt0052077': ['horror', 'cult', 'humor', 'murder'],\n",
       " 'tt0102202': ['revenge', 'murder', 'violence'],\n",
       " 'tt1421378': ['violence'],\n",
       " 'tt3235888': ['paranormal', 'violence', 'murder'],\n",
       " 'tt0083959': ['grindhouse film',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'tragedy',\n",
       "  'suspenseful',\n",
       "  'sci-fi'],\n",
       " 'tt0103874': ['avant garde',\n",
       "  'gothic',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'horror',\n",
       "  'good versus evil',\n",
       "  'insanity',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0386504': ['murder', 'flashback'],\n",
       " 'tt0078788': ['dark',\n",
       "  'boring',\n",
       "  'psychological',\n",
       "  'allegory',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'anti war',\n",
       "  'dramatic',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'suspenseful'],\n",
       " 'tt0094898': ['cult', 'fantasy', 'satire', 'comedy'],\n",
       " 'tt1890513': ['paranormal'],\n",
       " 'tt0124879': ['dramatic', 'philosophical', 'sentimental'],\n",
       " 'tt0102914': ['murder'],\n",
       " 'tt0060325': ['western'],\n",
       " 'tt0014646': ['good versus evil', 'psychedelic', 'murder'],\n",
       " 'tt0059550': ['revenge'],\n",
       " 'tt0418819': ['comedy', 'murder', 'violence', 'cult', 'horror', 'sadist'],\n",
       " 'tt1363127': ['romantic'],\n",
       " 'tt0084100': ['tragedy', 'romantic', 'murder', 'melodrama'],\n",
       " 'tt0196158': ['comedy',\n",
       "  'boring',\n",
       "  'neo noir',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'revenge'],\n",
       " 'tt0049004': ['flashback'],\n",
       " 'tt0053802': ['psychedelic', 'haunting'],\n",
       " 'tt0059297': ['suspenseful', 'murder'],\n",
       " 'tt0219139': ['murder'],\n",
       " 'tt2364841': ['violence', 'mystery'],\n",
       " 'tt0048605': ['pornographic', 'humor', 'satire', 'adult comedy'],\n",
       " 'tt0114231': ['tragedy', 'romantic', 'murder'],\n",
       " 'tt0073326': ['revenge'],\n",
       " 'tt0166120': ['murder'],\n",
       " 'tt1600195': ['suspenseful', 'action', 'murder', 'violence'],\n",
       " 'tt0063663': ['psychedelic'],\n",
       " 'tt1092082': ['tragedy', 'violence', 'flashback'],\n",
       " 'tt3647498': ['comedy',\n",
       "  'suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'revenge'],\n",
       " 'tt0020366': ['melodrama'],\n",
       " 'tt0119535': ['comedy',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'cult',\n",
       "  'psychedelic',\n",
       "  'romantic'],\n",
       " 'tt0390022': ['thought-provoking',\n",
       "  'dramatic',\n",
       "  'inspiring',\n",
       "  'realism',\n",
       "  'historical'],\n",
       " 'tt0486728': ['historical fiction'],\n",
       " 'tt0243664': ['thought-provoking',\n",
       "  'dramatic',\n",
       "  'depressing',\n",
       "  'philosophical',\n",
       "  'flashback'],\n",
       " 'tt0265730': ['tragedy', 'violence', 'romantic'],\n",
       " 'tt0023992': ['murder'],\n",
       " 'tt1327935': ['revenge', 'murder', 'violence'],\n",
       " 'tt0340477': ['revenge', 'murder'],\n",
       " 'tt0064962': ['comedy', 'satire'],\n",
       " 'tt0030418': ['tragedy'],\n",
       " 'tt1228953': ['revenge', 'psychedelic'],\n",
       " 'tt0068612': ['pornographic',\n",
       "  'avant garde',\n",
       "  'adult comedy',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'satire',\n",
       "  'philosophical'],\n",
       " 'tt0077912': ['cruelty', 'murder', 'violence', 'cult', 'romantic', 'sadist'],\n",
       " 'tt0085693': ['murder'],\n",
       " 'tt0067976': ['comedy', 'revenge', 'intrigue', 'murder', 'violence'],\n",
       " 'tt0111003': ['revenge', 'suspenseful', 'psychedelic', 'murder', 'violence'],\n",
       " 'tt0323944': ['flashback'],\n",
       " 'tt0060218': ['cult', 'historical', 'murder', 'violence', 'flashback'],\n",
       " 'tt0052719': ['murder'],\n",
       " 'tt0093489': ['murder'],\n",
       " 'tt0087843': ['cruelty',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'sadist'],\n",
       " 'tt0030798': ['intrigue'],\n",
       " 'tt0289992': ['thought-provoking',\n",
       "  'suspenseful',\n",
       "  'philosophical',\n",
       "  'murder',\n",
       "  'flashback'],\n",
       " 'tt0281322': ['cult', 'humor', 'murder', 'violence', 'flashback'],\n",
       " 'tt1546036': ['absurd', 'revenge', 'humor', 'satire', 'entertaining'],\n",
       " 'tt0120660': ['comedy',\n",
       "  'mystery',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'suspenseful'],\n",
       " 'tt0384222': ['good versus evil'],\n",
       " 'tt1071804': ['good versus evil',\n",
       "  'psychedelic',\n",
       "  'alternate reality',\n",
       "  'flashback'],\n",
       " 'tt0082005': ['revenge', 'intrigue', 'murder'],\n",
       " 'tt0053219': ['romantic'],\n",
       " 'tt0109445': ['comedy',\n",
       "  'depressing',\n",
       "  'adult comedy',\n",
       "  'cult',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'satire',\n",
       "  'philosophical',\n",
       "  'entertaining',\n",
       "  'home movie'],\n",
       " 'tt0047976': ['avant garde',\n",
       "  'fantasy',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'sadist'],\n",
       " 'tt0090199': ['absurd', 'psychedelic', 'storytelling'],\n",
       " 'tt0076752': ['cult', 'murder', 'violence'],\n",
       " 'tt0093886': ['romantic', 'psychedelic', 'entertaining'],\n",
       " 'tt3155242': ['murder'],\n",
       " 'tt0086993': ['violence', 'action', 'cruelty', 'flashback'],\n",
       " 'tt0344864': ['sci-fi'],\n",
       " 'tt2820528': ['murder'],\n",
       " 'tt0376080': ['murder'],\n",
       " 'tt0046771': ['psychedelic'],\n",
       " 'tt1645155': ['violence', 'murder'],\n",
       " 'tt0079138': ['cult', 'revenge'],\n",
       " 'tt1280558': ['flashback'],\n",
       " 'tt0083722': ['fantasy',\n",
       "  'mystery',\n",
       "  'murder',\n",
       "  'dramatic',\n",
       "  'violence',\n",
       "  'insanity',\n",
       "  'romantic',\n",
       "  'queer'],\n",
       " 'tt0353969': ['realism', 'dark', 'murder', 'atmospheric', 'haunting'],\n",
       " 'tt0063356': ['comedy', 'murder'],\n",
       " 'tt2784512': ['absurd', 'entertaining'],\n",
       " 'tt0068762': ['bleak', 'realism', 'revenge', 'murder', 'atmospheric'],\n",
       " 'tt0093773': ['comedy',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'action',\n",
       "  'suspenseful'],\n",
       " 'tt0095178': ['depressing'],\n",
       " 'tt0463854': ['violence', 'action', 'sadist'],\n",
       " 'tt0050210': ['brainwashing'],\n",
       " 'tt0086879': ['murder',\n",
       "  'dramatic',\n",
       "  'flashback',\n",
       "  'humor',\n",
       "  'tragedy',\n",
       "  'historical',\n",
       "  'sentimental'],\n",
       " 'tt0086197': ['dramatic', 'historical'],\n",
       " 'tt0038011': ['comic'],\n",
       " 'tt1706620': ['allegory', 'violence', 'boring', 'psychedelic', 'plot twist'],\n",
       " 'tt0037865': ['melodrama', 'murder', 'flashback'],\n",
       " 'tt0467197': ['revenge', 'neo noir', 'murder', 'violence', 'flashback'],\n",
       " 'tt0101757': ['cult'],\n",
       " 'tt0174330': ['romantic'],\n",
       " 'tt0070497': ['revenge'],\n",
       " 'tt0143296': ['revenge', 'murder'],\n",
       " 'tt0097531': ['comedy',\n",
       "  'dark',\n",
       "  'insanity',\n",
       "  'absurd',\n",
       "  'psychedelic',\n",
       "  'satire'],\n",
       " 'tt0080917': ['satire'],\n",
       " 'tt0107554': ['comedy',\n",
       "  'suspenseful',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'bleak',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'romantic',\n",
       "  'blaxploitation'],\n",
       " 'tt1208716': ['revenge', 'neo noir', 'dark', 'flashback'],\n",
       " 'tt1235522': ['violence', 'comedy', 'neo noir', 'murder', 'flashback'],\n",
       " 'tt1790885': ['dramatic', 'suspenseful'],\n",
       " 'tt0092026': ['sadist'],\n",
       " 'tt0107091': ['romantic'],\n",
       " 'tt0060668': ['avant garde',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'insanity',\n",
       "  'philosophical',\n",
       "  'claustrophobic'],\n",
       " 'tt0050549': ['violence', 'murder'],\n",
       " 'tt0116477': ['murder',\n",
       "  'dramatic',\n",
       "  'insanity',\n",
       "  'romantic',\n",
       "  'tragedy',\n",
       "  'revenge'],\n",
       " 'tt0048216': ['romantic', 'satire'],\n",
       " 'tt0031499': ['murder'],\n",
       " 'tt0401997': ['suspenseful',\n",
       "  'intrigue',\n",
       "  'psychedelic',\n",
       "  'murder',\n",
       "  'flashback'],\n",
       " 'tt0022231': ['psychedelic'],\n",
       " 'tt0110137': ['prank'],\n",
       " 'tt0810900': ['humor'],\n",
       " 'tt0074569': ['violence', 'cruelty', 'murder', 'sadist', 'flashback'],\n",
       " 'tt1753693': ['suspenseful'],\n",
       " 'tt0059127': ['good versus evil', 'gothic'],\n",
       " 'tt4019560': ['violence', 'murder'],\n",
       " 'tt1703938': ['murder'],\n",
       " 'tt0264739': ['revenge'],\n",
       " 'tt0035429': ['tragedy', 'suspenseful', 'murder'],\n",
       " 'tt0067810': ['violence', 'cult', 'avant garde', 'murder', 'blaxploitation'],\n",
       " 'tt1954399': ['revenge', 'cult'],\n",
       " 'tt0106309': ['revenge', 'murder', 'violence'],\n",
       " 'tt0054709': ['satire'],\n",
       " 'tt0046521': ['romantic'],\n",
       " 'tt0102585': ['paranormal', 'good versus evil'],\n",
       " 'tt1396557': ['depressing'],\n",
       " 'tt0163579': ['revenge', 'murder'],\n",
       " 'tt0118957': ['romantic'],\n",
       " 'tt0041503': ['suspenseful'],\n",
       " 'tt0095583': ['neo noir',\n",
       "  'grindhouse film',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'revenge'],\n",
       " 'tt0080849': ['cruelty'],\n",
       " 'tt5340882': ['violence'],\n",
       " 'tt0219453': ['non fiction'],\n",
       " 'tt0043914': ['romantic'],\n",
       " 'tt0278475': ['haunting'],\n",
       " 'tt0048055': ['murder'],\n",
       " 'tt1045673': ['revenge', 'murder'],\n",
       " 'tt0116607': ['violence', 'murder', 'flashback'],\n",
       " 'tt0064487': ['psychedelic'],\n",
       " 'tt0078718': ['dramatic', 'mystery', 'satire'],\n",
       " 'tt0102729': ['entertaining'],\n",
       " 'tt0116571': ['romantic', 'home movie'],\n",
       " 'tt1060249': ['good versus evil'],\n",
       " 'tt0455782': ['revenge', 'comedy', 'murder', 'violence', 'flashback'],\n",
       " 'tt0101793': ['romantic'],\n",
       " 'tt0094602': ['comedy',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'suspenseful',\n",
       "  'sadist'],\n",
       " 'tt0294662': ['tragedy', 'dark', 'comedy', 'violence'],\n",
       " 'tt0457572': ['comedy',\n",
       "  'cruelty',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'clever',\n",
       "  'satire'],\n",
       " 'tt0109555': ['insanity', 'romantic', 'murder'],\n",
       " 'tt0161981': ['good versus evil', 'psychedelic', 'fantasy'],\n",
       " 'tt0323033': ['comedy', 'romantic'],\n",
       " 'tt0901686': ['revenge', 'horror', 'psychedelic', 'storytelling'],\n",
       " 'tt0103157': ['cult'],\n",
       " 'tt0135465': ['murder'],\n",
       " 'tt1245492': ['comedy',\n",
       "  'boring',\n",
       "  'stupid',\n",
       "  'paranormal',\n",
       "  'bleak',\n",
       "  'violence',\n",
       "  'humor',\n",
       "  'satire'],\n",
       " 'tt0086383': ['neo noir',\n",
       "  'murder',\n",
       "  'cult',\n",
       "  'revenge',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'humor',\n",
       "  'romantic'],\n",
       " 'tt0111419': ['fantasy'],\n",
       " 'tt0075765': ['suspenseful',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'cult',\n",
       "  'insanity',\n",
       "  'revenge'],\n",
       " 'tt0283084': ['philosophical', 'murder', 'flashback'],\n",
       " 'tt2663812': ['historical'],\n",
       " 'tt1931533': ['comedy',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'clever',\n",
       "  'psychedelic',\n",
       "  'entertaining',\n",
       "  'storytelling'],\n",
       " 'tt1437212': ['psychedelic', 'suspenseful'],\n",
       " 'tt0035460': ['allegory'],\n",
       " 'tt0411477': ['fantasy',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'psychedelic',\n",
       "  'action',\n",
       "  'sci-fi'],\n",
       " 'tt1075747': ['boring',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'historical fiction',\n",
       "  'flashback',\n",
       "  'psychedelic',\n",
       "  'revenge',\n",
       "  'sci-fi'],\n",
       " 'tt0346723': ['romantic'],\n",
       " 'tt2959536': ['murder'],\n",
       " 'tt0100112': ['romantic', 'flashback'],\n",
       " 'tt0115781': ['cult', 'violence'],\n",
       " 'tt0090660': ['murder'],\n",
       " 'tt0099739': ['neo noir', 'murder', 'violence', 'cult', 'revenge', 'sadist'],\n",
       " 'tt0075648': ['suspenseful', 'murder'],\n",
       " 'tt0184894': ['entertaining', 'violence', 'fantasy', 'murder', 'bleak'],\n",
       " 'tt0063612': ['absurd', 'psychedelic', 'cult'],\n",
       " 'tt1241329': ['philosophical'],\n",
       " 'tt0025948': ['revenge', 'murder', 'historical fiction'],\n",
       " 'tt0283145': ['flashback'],\n",
       " 'tt0057128': ['revenge', 'gothic', 'murder', 'haunting'],\n",
       " 'tt0081595': ['romantic'],\n",
       " 'tt0770214': ['satire'],\n",
       " 'tt0475247': ['murder'],\n",
       " 'tt0808446': ['suspenseful', 'violence'],\n",
       " 'tt0108624': ['revenge', 'cult', 'psychedelic', 'violence'],\n",
       " 'tt0089927': ['comedy',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'action',\n",
       "  'tragedy',\n",
       "  'revenge'],\n",
       " 'tt0084090': ['violence', 'murder'],\n",
       " 'tt0105483': ['violence', 'neo noir', 'murder'],\n",
       " 'tt0282171': ['violence'],\n",
       " 'tt0072328': ['good versus evil', 'insanity', 'haunting'],\n",
       " 'tt0109021': ['tragedy', 'romantic'],\n",
       " 'tt0025529': ['mystery', 'murder'],\n",
       " 'tt0100260': ['comedy',\n",
       "  'suspenseful',\n",
       "  'gothic',\n",
       "  'murder',\n",
       "  'paranormal',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'insanity',\n",
       "  'psychedelic',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0042418': ['psychedelic'],\n",
       " 'tt0048545': ['cult', 'violence', 'romantic'],\n",
       " 'tt0119683': ['suspenseful',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'melodrama',\n",
       "  'revenge',\n",
       "  'sadist'],\n",
       " 'tt0086190': ['fantasy',\n",
       "  'dramatic',\n",
       "  'cult',\n",
       "  'violence',\n",
       "  'good versus evil',\n",
       "  'action',\n",
       "  'tragedy'],\n",
       " 'tt3498820': ['suspenseful',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'intrigue',\n",
       "  'flashback',\n",
       "  'humor',\n",
       "  'brainwashing',\n",
       "  'revenge'],\n",
       " 'tt0067204': ['revenge', 'murder'],\n",
       " 'tt0174269': ['melodrama'],\n",
       " 'tt3136146': ['cult', 'comedy', 'satire', 'philosophical', 'romantic'],\n",
       " 'tt0089941': ['allegory', 'suspenseful', 'violence'],\n",
       " 'tt1397280': ['revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt0344854': ['alternate reality', 'fantasy', 'storytelling'],\n",
       " 'tt0105813': ['comedy',\n",
       "  'neo noir',\n",
       "  'murder',\n",
       "  'violence',\n",
       "  'intrigue',\n",
       "  'romantic',\n",
       "  'suspenseful'],\n",
       " 'tt0078856': ['violence', 'murder'],\n",
       " 'tt0375878': ['murder',\n",
       "  'violence',\n",
       "  'flashback',\n",
       "  'good versus evil',\n",
       "  'romantic',\n",
       "  'revenge'],\n",
       " 'tt0109906': ['murder'],\n",
       " 'tt2344508': ['suspenseful', 'violence'],\n",
       " 'tt0066740': ['comedy', 'murder', 'cult', 'horror', 'atmospheric', 'revenge'],\n",
       " 'tt0041767': ['revenge', 'intrigue', 'action', 'historical fiction'],\n",
       " 'tt0034583': ['murder',\n",
       "  'dramatic',\n",
       "  'atmospheric',\n",
       "  'flashback',\n",
       "  'humor',\n",
       "  'romantic',\n",
       "  'suspenseful',\n",
       "  'sentimental'],\n",
       " 'tt0056264': ['action'],\n",
       " 'tt1035730': ['violence'],\n",
       " 'tt5312232': ['romantic'],\n",
       " 'tt0067549': ['romantic'],\n",
       " 'tt2640962': ['brainwashing'],\n",
       " 'tt0110081': ['realism', 'suspenseful', 'murder'],\n",
       " 'tt0347332': ['revenge', 'murder', 'violence'],\n",
       " 'tt0073662': ['murder'],\n",
       " 'tt0445935': ['revenge', 'murder', 'violence', 'flashback'],\n",
       " 'tt1231583': ['revenge', 'comedy'],\n",
       " ...}"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('MPST/tag_assignment_data/tag_list.txt') as f:\n",
    "    content = f.readlines()\n",
    "tag_list = [x.strip() for x in content]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag_columns = {}\n",
    "for tag in tag_list:\n",
    "    tag_columns[tag] = []\n",
    "    \n",
    "for i, row in df_no_topics.iterrows():\n",
    "    if not i%100:\n",
    "        print(i)\n",
    "    movie_tags = movie_labels.get(row['META__imdb_id'], [])\n",
    "    for tag in tag_list:\n",
    "        tag_columns[tag].append(int(tag in movie_tags))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tags = df_no_topics.copy()\n",
    "for tag in tag_columns:\n",
    "    df_tags[f'tag__{tag}'.replace(' ', '_').replace('-', '_')] = tag_columns[tag]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_only_tags = df_tags[[c for c in df_tags.columns if 'tag__' in c]]\n",
    "\n",
    "qzf = VarianceThreshold(threshold=0.01)\n",
    "qzf.fit(df_only_tags)\n",
    "\n",
    "tags_to_other = [c for c in list(df_only_tags.columns[[not t for t in qzf.get_support()]])] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['tag__sentimental',\n",
       " 'tag__prank',\n",
       " 'tag__realism',\n",
       " 'tag__entertaining',\n",
       " 'tag__mystery',\n",
       " 'tag__cruelty',\n",
       " 'tag__plot_twist',\n",
       " 'tag__historical',\n",
       " 'tag__good_versus_evil',\n",
       " 'tag__revenge',\n",
       " 'tag__murder',\n",
       " 'tag__inspiring',\n",
       " 'tag__dramatic',\n",
       " 'tag__flashback',\n",
       " 'tag__alternate_reality',\n",
       " 'tag__philosophical',\n",
       " 'tag__absurd',\n",
       " 'tag__paranormal',\n",
       " 'tag__thought_provoking',\n",
       " 'tag__humor',\n",
       " 'tag__suspenseful',\n",
       " 'tag__satire',\n",
       " 'tag__neo_noir',\n",
       " 'tag__horror',\n",
       " 'tag__dark',\n",
       " 'tag__sadist',\n",
       " 'tag__gothic',\n",
       " 'tag__tragedy',\n",
       " 'tag__fantasy',\n",
       " 'tag__action',\n",
       " 'tag__melodrama',\n",
       " 'tag__cute',\n",
       " 'tag__bleak',\n",
       " 'tag__comedy',\n",
       " 'tag__psychological',\n",
       " 'tag__romantic',\n",
       " 'tag__psychedelic',\n",
       " 'tag__depressing',\n",
       " 'tag__stupid',\n",
       " 'tag__storytelling',\n",
       " 'tag__insanity',\n",
       " 'tag__sci_fi',\n",
       " 'tag__home_movie',\n",
       " 'tag__atmospheric',\n",
       " 'tag__cult',\n",
       " 'tag__violence',\n",
       " 'tag__boring']"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(set(list(df_only_tags.columns)) - set(tags_to_other))\n",
    "# len(list(df_only_tags.columns)) - len(tags_to_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tags_other = df_tags.copy()\n",
    "df_tags_other['tag__other'] = get_other_column_bool(df_tags_other, tags_to_other)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tags_other.drop(tags_to_other, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tags_other['META__imdb_id'] = df_tags['imdb_id']\n",
    "df_tags_other.drop('imdb_id', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['budget',\n",
       " 'META__id',\n",
       " 'PROCESS__original_language',\n",
       " 'revenue',\n",
       " 'runtime',\n",
       " 'spoken_languages',\n",
       " 'META__year',\n",
       " 'META__month',\n",
       " 'META__day',\n",
       " 'weekend',\n",
       " 'META__collection_name',\n",
       " 'META__cast_1_name',\n",
       " 'META__cast_2_name',\n",
       " 'META__cast_3_name',\n",
       " 'META__cast_4_name',\n",
       " 'META__cast_5_name',\n",
       " 'META__cast_6_name',\n",
       " 'META__cast_7_name',\n",
       " 'META__cast_8_name',\n",
       " 'META__crew__sound__music_editor',\n",
       " 'META__crew__sound__original_music_composer',\n",
       " 'META__crew__sound__sound_designer',\n",
       " 'META__crew__sound__sound_effects_editor',\n",
       " 'META__crew__sound__sound_re_recording_mixer',\n",
       " 'META__crew__sound__supervising_sound_editor',\n",
       " 'META__crew__directing__director__1',\n",
       " 'META__crew__directing__script_supervisor',\n",
       " 'META__crew__production__casting',\n",
       " 'META__crew__production__executive_producer__1',\n",
       " 'META__crew__production__producer__1',\n",
       " 'META__crew__production__producer__2',\n",
       " 'META__crew__editing__editor__1',\n",
       " 'META__crew__costume__costume_designer',\n",
       " 'META__crew__costume__costume_supervisor',\n",
       " 'META__crew__costume__makeup_artist',\n",
       " 'META__crew__crew__stunt_coordinator',\n",
       " 'META__crew__writing__screenplay__1',\n",
       " 'META__crew__art__art_direction',\n",
       " 'META__crew__art__production_design',\n",
       " 'META__crew__art__property_master',\n",
       " 'META__crew__art__set_decoration',\n",
       " 'META__crew__visualeffects__visual_effects_supervisor',\n",
       " 'META__crew__camera__director_of_photography',\n",
       " 'META__crew__camera__steadicam_operator',\n",
       " 'META__crew__camera__still_photographer',\n",
       " 'genre__war',\n",
       " 'genre__western',\n",
       " 'genre__mystery',\n",
       " 'genre__music',\n",
       " 'genre__crime',\n",
       " 'genre__romance',\n",
       " 'genre__action',\n",
       " 'genre__adventure',\n",
       " 'genre__thriller',\n",
       " 'genre__animation',\n",
       " 'genre__family',\n",
       " 'genre__drama',\n",
       " 'genre__comedy',\n",
       " 'genre__documentary',\n",
       " 'genre__history',\n",
       " 'genre__fantasy',\n",
       " 'genre__horror',\n",
       " 'META__production_company_1',\n",
       " 'META__production_company_2',\n",
       " 'META__production_company_3',\n",
       " 'country__es',\n",
       " 'country__jp',\n",
       " 'country__us',\n",
       " 'country__ca',\n",
       " 'country__de',\n",
       " 'country__cn',\n",
       " 'country__in',\n",
       " 'country__fr',\n",
       " 'country__ru',\n",
       " 'country__it',\n",
       " 'country__au',\n",
       " 'country__gb',\n",
       " 'profitability',\n",
       " 'day_sin',\n",
       " 'day_cos',\n",
       " 'month_sin',\n",
       " 'month_cos',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_1_avg_budget',\n",
       " 'cast_1_experience',\n",
       " 'cast_1_avg_profitability',\n",
       " 'cast_1_movies_before',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_2_avg_budget',\n",
       " 'cast_2_experience',\n",
       " 'cast_2_avg_profitability',\n",
       " 'cast_2_movies_before',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_3_avg_budget',\n",
       " 'cast_3_experience',\n",
       " 'cast_3_avg_profitability',\n",
       " 'cast_3_movies_before',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_4_avg_budget',\n",
       " 'cast_4_experience',\n",
       " 'cast_4_avg_profitability',\n",
       " 'cast_4_movies_before',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_5_avg_budget',\n",
       " 'cast_5_experience',\n",
       " 'cast_5_avg_profitability',\n",
       " 'cast_5_movies_before',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_6_avg_budget',\n",
       " 'cast_6_experience',\n",
       " 'cast_6_avg_profitability',\n",
       " 'cast_6_movies_before',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_7_avg_budget',\n",
       " 'cast_7_experience',\n",
       " 'cast_7_avg_profitability',\n",
       " 'cast_7_movies_before',\n",
       " 'cast_8_avg_profit',\n",
       " 'cast_8_avg_budget',\n",
       " 'cast_8_experience',\n",
       " 'cast_8_avg_profitability',\n",
       " 'cast_8_movies_before',\n",
       " 'cast_1_male',\n",
       " 'cast_1_female',\n",
       " 'cast_2_male',\n",
       " 'cast_2_female',\n",
       " 'cast_3_male',\n",
       " 'cast_3_female',\n",
       " 'cast_4_male',\n",
       " 'cast_4_female',\n",
       " 'cast_5_male',\n",
       " 'cast_5_female',\n",
       " 'cast_6_male',\n",
       " 'cast_6_female',\n",
       " 'cast_7_male',\n",
       " 'cast_7_female',\n",
       " 'cast_8_male',\n",
       " 'cast_8_female',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__music_editor_avg_budget',\n",
       " 'crew__sound__music_editor_movies_before',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_budget',\n",
       " 'crew__sound__original_music_composer_movies_before',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_budget',\n",
       " 'crew__sound__sound_designer_movies_before',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_budget',\n",
       " 'crew__sound__sound_effects_editor_movies_before',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_budget',\n",
       " 'crew__sound__sound_re_recording_mixer_movies_before',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_budget',\n",
       " 'crew__sound__supervising_sound_editor_movies_before',\n",
       " 'crew__directing__director__1_avg_profit',\n",
       " 'crew__directing__director__1_avg_budget',\n",
       " 'crew__directing__director__1_movies_before',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_budget',\n",
       " 'crew__directing__script_supervisor_movies_before',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__casting_avg_budget',\n",
       " 'crew__production__casting_movies_before',\n",
       " 'crew__production__executive_producer__1_avg_profit',\n",
       " 'crew__production__executive_producer__1_avg_budget',\n",
       " 'crew__production__executive_producer__1_movies_before',\n",
       " 'crew__production__producer__1_avg_profit',\n",
       " 'crew__production__producer__1_avg_budget',\n",
       " 'crew__production__producer__1_movies_before',\n",
       " 'crew__production__producer__2_avg_profit',\n",
       " 'crew__production__producer__2_avg_budget',\n",
       " 'crew__production__producer__2_movies_before',\n",
       " 'crew__editing__editor__1_avg_profit',\n",
       " 'crew__editing__editor__1_avg_budget',\n",
       " 'crew__editing__editor__1_movies_before',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_budget',\n",
       " 'crew__costume__costume_designer_movies_before',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_budget',\n",
       " 'crew__costume__costume_supervisor_movies_before',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_budget',\n",
       " 'crew__costume__makeup_artist_movies_before',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_budget',\n",
       " 'crew__crew__stunt_coordinator_movies_before',\n",
       " 'crew__writing__screenplay__1_avg_profit',\n",
       " 'crew__writing__screenplay__1_avg_budget',\n",
       " 'crew__writing__screenplay__1_movies_before',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__art_direction_avg_budget',\n",
       " 'crew__art__art_direction_movies_before',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__production_design_avg_budget',\n",
       " 'crew__art__production_design_movies_before',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__property_master_avg_budget',\n",
       " 'crew__art__property_master_movies_before',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__art__set_decoration_avg_budget',\n",
       " 'crew__art__set_decoration_movies_before',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_budget',\n",
       " 'crew__visualeffects__visual_effects_supervisor_movies_before',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_budget',\n",
       " 'crew__camera__director_of_photography_movies_before',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_budget',\n",
       " 'crew__camera__steadicam_operator_movies_before',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_budget',\n",
       " 'crew__camera__still_photographer_movies_before',\n",
       " 'cast_avg_budget',\n",
       " 'cast_avg_profit',\n",
       " 'cast_avg_experience',\n",
       " 'cast_avg_movies_before',\n",
       " 'year_avg_profitability',\n",
       " 'year_avg_revenue',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_1_avg_profitability',\n",
       " 'production_company_1_avg_revenue',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_2_avg_profitability',\n",
       " 'production_company_2_avg_revenue',\n",
       " 'production_company_3_avg_profit',\n",
       " 'production_company_3_avg_profitability',\n",
       " 'production_company_3_avg_revenue',\n",
       " 'collection_name_avg_profit',\n",
       " 'collection_name_avg_revenue',\n",
       " 'competition',\n",
       " 'rating__g',\n",
       " 'rating__pg',\n",
       " 'rating__pg-13',\n",
       " 'rating__r',\n",
       " 'rating__nc-17',\n",
       " 'META__original_title',\n",
       " 'META__title',\n",
       " 'META__keywords',\n",
       " 'META__plot',\n",
       " 'country__other',\n",
       " 'META__imdb_id',\n",
       " 'tag__murder',\n",
       " 'tag__violence',\n",
       " 'tag__flashback',\n",
       " 'tag__romantic',\n",
       " 'tag__cult',\n",
       " 'tag__revenge',\n",
       " 'tag__psychedelic',\n",
       " 'tag__comedy',\n",
       " 'tag__suspenseful',\n",
       " 'tag__good_versus_evil',\n",
       " 'tag__humor',\n",
       " 'tag__satire',\n",
       " 'tag__entertaining',\n",
       " 'tag__neo_noir',\n",
       " 'tag__action',\n",
       " 'tag__sadist',\n",
       " 'tag__insanity',\n",
       " 'tag__tragedy',\n",
       " 'tag__fantasy',\n",
       " 'tag__paranormal',\n",
       " 'tag__boring',\n",
       " 'tag__mystery',\n",
       " 'tag__horror',\n",
       " 'tag__melodrama',\n",
       " 'tag__cruelty',\n",
       " 'tag__gothic',\n",
       " 'tag__dramatic',\n",
       " 'tag__dark',\n",
       " 'tag__atmospheric',\n",
       " 'tag__storytelling',\n",
       " 'tag__sci_fi',\n",
       " 'tag__psychological',\n",
       " 'tag__historical',\n",
       " 'tag__absurd',\n",
       " 'tag__prank',\n",
       " 'tag__sentimental',\n",
       " 'tag__philosophical',\n",
       " 'tag__bleak',\n",
       " 'tag__alternate_reality',\n",
       " 'tag__depressing',\n",
       " 'tag__plot_twist',\n",
       " 'tag__realism',\n",
       " 'tag__cute',\n",
       " 'tag__stupid',\n",
       " 'tag__home_movie',\n",
       " 'tag__thought_provoking',\n",
       " 'tag__inspiring',\n",
       " 'tag__other']"
      ]
     },
     "execution_count": 286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_tags_other.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7494, 245)"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_work_cols(df_tags_other).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     tim roth         \n",
       "1     emilio estevez   \n",
       "2     mark hamill      \n",
       "3     albert brooks    \n",
       "4     tom hanks        \n",
       "5     kevin spacey     \n",
       "6     orson welles     \n",
       "7     bjrk             \n",
       "8     bruce willis     \n",
       "9     gustav frhlich   \n",
       "10    sarah polley     \n",
       "11    johnny depp      \n",
       "12    uma thurman      \n",
       "13    jamie foxx       \n",
       "14    kieran o'brien   \n",
       "15    marlon brando    \n",
       "16    clint eastwood   \n",
       "17    dan castellaneta \n",
       "18    jim carrey       \n",
       "19    gael garca bernal\n",
       "Name: META__cast_1_name, dtype: object"
      ]
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tags_other[:20].META__cast_1_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [],
   "source": [
    "gender_cols = [c for c in list(df_tags_other.columns) if 'male' in c or 'female' in c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "from nltk.corpus import names\n",
    "import nltk\n",
    "from nltk import NaiveBayesClassifier\n",
    "from nltk.classify import apply_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "male_names = [(name, 'male') for name in names.words('male.txt')]\n",
    "female_names = [(name, 'female') for name in names.words('female.txt')]\n",
    "labeled_names = male_names + female_names\n",
    "random.shuffle(labeled_names)\n",
    "\n",
    "def gender_features(word):\n",
    "    return {'last_letter': word[-1], \n",
    "            'last_two_letters': word[-2:]}\n",
    "\n",
    "featuresets = [(gender_features(n), gender) for (n, gender) in labeled_names]\n",
    "train_set = apply_features(gender_features, labeled_names)\n",
    "# test_set = apply_features(gender_features, labeled_names[:500])\n",
    "classifier = NaiveBayesClassifier.train(train_set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1 - everlast\n",
      "0 - vladica kostic\n",
      "0 - maria de medeiros\n",
      "1 - lucas black\n",
      "1 - courtney taylor-taylor\n",
      "1 - alex kapranos\n",
      "1 - guy garvey\n",
      "1 - peter hayes\n",
      "1 - gruff rhys\n",
      "1 - alvaro guerrero\n",
      "1 - rodrigo murray\n",
      "0 - heidi hayes\n",
      "1 - daniel richter\n",
      "1 - haymon maria buttinger\n",
      "1 - tex rubinowitz\n",
      "1 - liu zhong yuan\n",
      "1 - zheng tia yong\n",
      "1 - diabolo\n",
      "1 - denis evrard\n",
      "0 - yji matsuda\n",
      "1 - yoshiko sakakibara\n",
      "0 - iemasa kayumi\n",
      "1 - mahito tsujimura\n",
      "0 - christina zenato\n",
      "1 - john charles\n",
      "0 - cindy morgan\n",
      "0 - antonia san juan\n",
      "0 - toni cant\n",
      "1 - michael badalucco\n",
      "1 - brad sullivan\n",
      "1 - michael scholes\n",
      "0 - yji matsuda\n",
      "0 - rumi hiiragi\n",
      "0 - yumi tamai\n",
      "1 - yasuko sawaguchi\n",
      "1 - del pentecost\n",
      "1 - francisco boira\n",
      "1 - ral garca forneiro\n",
      "1 - scott kolk\n",
      "1 - solveig dommartin\n",
      "1 - elmar wilms\n",
      "1 - sihung lung\n",
      "0 - fa zeng li\n",
      "1 - su ying huang\n",
      "1 - akiko takeshita\n",
      "0 - kazuyoshi minamimagoe\n",
      "1 - kazuko shibata\n",
      "1 - paul lombardi\n",
      "100\n",
      "1 - james marcus\n",
      "1 - carl duering\n",
      "1 - james robinson\n",
      "0 - amy robinson\n",
      "0 - george memmoli\n",
      "0 - fana mokoena\n",
      "0 - ofentse modiselle\n",
      "0 - nora marlowe\n",
      "1 - mpho koaho\n",
      "1 - franky g\n",
      "1 - corey allen\n",
      "0 - alicia goranson\n",
      "1 - rob campbell\n",
      "0 - belinda jarrett\n",
      "1 - richard s. castellano\n",
      "0 - joe e. brown\n",
      "1 - victor wong\n",
      "1 - rick kleber\n",
      "1 - jack albertson\n",
      "0 - julie dawn cole\n",
      "1 - chris overton\n",
      "0 - linda veras\n",
      "0 - robbie gee\n",
      "0 - barbara bryne\n",
      "1 - lil' cease\n",
      "0 - cody chestnutt\n",
      "1 - james 'kamal' gray\n",
      "0 - vann gravage\n",
      "0 - katie la bourdette\n",
      "0 - emma de caunes\n",
      "0 - pierre vaneck\n",
      "0 - jean-marie lamour\n",
      "0 - mireille moss\n",
      "1 - michel fau\n",
      "0 - therese glahn\n",
      "0 - julie stewart\n",
      "1 - susumu terajima\n",
      "1 - alan randolph scott\n",
      "0 - anthony portillo\n",
      "1 - boris leskin\n",
      "1 - jonathan safran foer\n",
      "1 - stephen samudovsky\n",
      "1 - oleksandr choroshko\n",
      "200\n",
      "0 - georgette anys\n",
      "1 - aurelien parent koenig\n",
      "0 - agathe de la boulaye\n",
      "1 - agnes flanagan\n",
      "1 - frank flanagan\n",
      "0 - joann havrilla\n",
      "1 - william hall jr.\n",
      "0 - clarice f. geigerman\n",
      "1 - joseph a. carpenter\n",
      "1 - donald wiegert\n",
      "1 - tracey maloney\n",
      "1 - dan flannery\n",
      "1 - ed grennan\n",
      "0 - hlose rauth\n",
      "1 - benot magimel\n",
      "0 - scotty mattraw\n",
      "0 - julia rayner\n",
      "0 - jessica kate meyer\n",
      "1 - john leguizamo\n",
      "1 - goran visnjic\n",
      "1 - cedric the entertainer\n",
      "1 - los bolton\n",
      "1 - guilied lopez\n",
      "0 - yenny paola vega\n",
      "1 - john lex toro\n",
      "0 - virgina ariza\n",
      "1 - rodrigo snchez borhorquez\n",
      "1 - charles albert patio\n",
      "1 - wilson guerrero\n",
      "1 - bobby pyle\n",
      "0 - tommy vallikari\n",
      "1 - lester makedonsky\n",
      "0 - anne louise hassing\n",
      "1 - luis mesonero\n",
      "1 - vivian nathan\n",
      "1 - robert milli\n",
      "0 - betty murray\n",
      "0 - jessie thomas\n",
      "0 - pamela hart\n",
      "0 - joanne gordon\n",
      "1 - stephen pearlman\n",
      "1 - eric hull\n",
      "1 - john kelly\n",
      "1 - john mighton\n",
      "1 - drew bundini brown\n",
      "1 - rosalind miles\n",
      "0 - debebe eshetu\n",
      "1 - spiros focs\n",
      "1 - bob barr\n",
      "1 - alan keyes\n",
      "0 - carole de saram\n",
      "1 - mitchell falk\n",
      "0 - george leigh\n",
      "0 - pasquale cajano\n",
      "1 - donald duck dunn\n",
      "1 - ron karabatsos\n",
      "0 - maurice orozco\n",
      "1 - jack albertson\n",
      "300\n",
      "1 - floyd red crow westerman\n",
      "1 - matthias brenner\n",
      "0 - terence bayler\n",
      "0 - tanya allen\n",
      "0 - george loftus\n",
      "1 - charley ramm\n",
      "0 - sophie wyburd\n",
      "1 - jefechander suplino\n",
      "0 - kevyn major howard\n",
      "1 - sean frye\n",
      "1 - don battee\n",
      "1 - roy jones jr.\n",
      "1 - thomas kretschmann\n",
      "1 - shichinosuke nakamura\n",
      "0 - kelly ward\n",
      "0 - cynthia cleese\n",
      "1 - john pearce\n",
      "1 - amerigo fontani\n",
      "0 - lidia alfonsi\n",
      "0 - jenna maetlind\n",
      "1 - lester prendergast\n",
      "0 - lexie bigham\n",
      "1 - roger bowen\n",
      "1 - david arkin\n",
      "1 - frank thring\n",
      "0 - ilse steppat\n",
      "0 - george baker\n",
      "1 - richard harris\n",
      "0 - sarah kathryn schmitt\n",
      "1 - christopher kroon\n",
      "1 - david lochary\n",
      "0 - danny mills\n",
      "0 - edith massey\n",
      "1 - channing wilroy\n",
      "0 - joe turkel\n",
      "1 - peg hillias\n",
      "400\n",
      "1 - patrick bauchau\n",
      "0 - tungia baker\n",
      "0 - maggie han\n",
      "1 - ernest liu\n",
      "1 - deems taylor\n",
      "1 - leopold stokowski\n",
      "1 - stephen papps\n",
      "1 - richard demanincor\n",
      "1 - philip a. gillis\n",
      "1 - dorothy tapert\n",
      "0 - sarah berry\n",
      "1 - dan hicks\n",
      "0 - kassie depaiva\n",
      "0 - denise bixler\n",
      "1 - john peakes\n",
      "1 - timothy patrick quill\n",
      "0 - emma watson\n",
      "0 - jude law\n",
      "0 - polly holliday\n",
      "1 - james canning\n",
      "1 - harvey stephens\n",
      "1 - tung thanh tran\n",
      "1 - jerry stovin\n",
      "1 - paolo carlini\n",
      "1 - carlo sabatini\n",
      "1 - r. lee ermey\n",
      "1 - garry mcdonald\n",
      "1 - jack creley\n",
      "0 - julie khaner\n",
      "1 - cary guffey\n",
      "1 - jos ferrer\n",
      "1 - nick searcy\n",
      "1 - r.d. robb\n",
      "1 - kent williams\n",
      "1 - erland van lidth\n",
      "0 - nambitha mpumlwana\n",
      "1 - robert gunner\n",
      "1 - douglas fowley\n",
      "0 - cheryl swarts\n",
      "0 - yolande julian\n",
      "500\n",
      "1 - pascal benezech\n",
      "0 - edith ker\n",
      "0 - judith vittet\n",
      "0 - mireille moss\n",
      "1 - robert drivas\n",
      "1 - michael wallis\n",
      "0 - eugene byrd\n",
      "1 - david emge\n",
      "1 - david crawford\n",
      "1 - howard smith\n",
      "1 - john louie\n",
      "1 - mary ellen trainor\n",
      "1 - jos ferrer\n",
      "1 - will arnett\n",
      "1 - cedric the entertainer\n",
      "1 - harry arras\n",
      "1 - jamyang jamtsho wangchuk\n",
      "0 - lhakpa tsamchoe\n",
      "1 - laurel near\n",
      "1 - donald webster\n",
      "0 - katharine towne\n",
      "1 - jed brophy\n",
      "0 - ann rebbot\n",
      "1 - robert dunn\n",
      "0 - keisha castle-hughes\n",
      "1 - grant roa\n",
      "0 - mana taumaunu\n",
      "0 - taungaroa emile\n",
      "0 - bojesse christopher\n",
      "0 - orla fitzgerald\n",
      "1 - gerard kearney\n",
      "0 - laurence barry\n",
      "0 - mncedisi shabangu\n",
      "1 - sithembiso khumalo\n",
      "1 - grant code\n",
      "1 - aaran thomas\n",
      "1 - eijiro ozaki\n",
      "0 - lee dong-ho\n",
      "1 - ricky adams\n",
      "0 - emma fenton\n",
      "0 - emma de caunes\n",
      "0 - coronji calhoun\n",
      "1 - taylor simpson\n",
      "0 - gabrielle witcher\n",
      "1 - michael talbott\n",
      "0 - andy wood\n",
      "1 - william ghent\n",
      "600\n",
      "1 - spiros focs\n",
      "1 - kagiso kuypers\n",
      "0 - antony coleman\n",
      "1 - benu mabhena\n",
      "1 - ray rivas\n",
      "1 - miles thompson\n",
      "0 - natasha slayton\n",
      "0 - zana briski\n",
      "1 - avijit\n",
      "0 - geeta masi\n",
      "0 - kochi\n",
      "0 - mamuni\n",
      "1 - patrick bauchau\n",
      "1 - manolo solo\n",
      "1 - alvaro roque\n",
      "1 - jacobo arbenz\n",
      "1 - mike bradley\n",
      "1 - arthur a. busch\n",
      "1 - jos manuel lorenzo\n",
      "0 - anthony warren\n",
      "1 - joseph calleia\n",
      "1 - ladislav beran\n",
      "1 - tom fisher\n",
      "1 - allison dean\n",
      "1 - michael turney\n",
      "1 - abby mukiibi nkaaga\n",
      "0 - kelli garner\n",
      "1 - charles c. stevenson jr.\n",
      "1 - lillias white\n",
      "1 - ryan mccluskey\n",
      "1 - oscar pearce\n",
      "0 - anna bolt\n",
      "0 - dalia hernndez\n",
      "1 - dick hogan\n",
      "1 - joan chandler\n",
      "1 - kevin alexander clark\n",
      "1 - joan heney\n",
      "0 - viktoria dihen\n",
      "1 - clem caserta\n",
      "0 - sady rebbot\n",
      "0 - guylaine schlumberger\n",
      "1 - grard hoffman\n",
      "0 - brice parain\n",
      "0 - mary-louise parker\n",
      "1 - daniel schorr\n",
      "0 - marie-hlne breillat\n",
      "1 - april lee hernandez\n",
      "0 - tony steedman\n",
      "700\n",
      "0 - martine ferrire\n",
      "1 - yves drouhet\n",
      "1 - roland thnot\n",
      "0 - trini lpez\n",
      "0 - alexa benedetti\n",
      "1 - jules sitruk\n",
      "1 - sharon warren\n",
      "1 - c.j. sanders\n",
      "1 - alex wiesendanger\n",
      "1 - raju lal\n",
      "0 - greishma makar sing\n",
      "1 - sogyal rinpoche\n",
      "1 - ubomr bukov\n",
      "1 - david gale\n",
      "1 - traugott buhre\n",
      "0 - anthony hopkins\n",
      "1 - gerasimos skiadaressis\n",
      "0 - aspasia kralli\n",
      "1 - stuart wilson\n",
      "1 - thomas kretschmann\n",
      "1 - roger b. smith\n",
      "0 - rhonda britton\n",
      "1 - fred ross\n",
      "0 - george w. bush\n",
      "0 - anna sigalevitch\n",
      "1 - thomas weinhappel\n",
      "1 - arian waring ash\n",
      "1 - ralph ting\n",
      "1 - malcolm stumpf\n",
      "1 - vern stierman\n",
      "1 - william stumpp\n",
      "1 - lloyd bowen\n",
      "1 - jeff crabtree\n",
      "1 - madhav sharma\n",
      "1 - david arkin\n",
      "1 - jack knight\n",
      "1 - greyson erik pendry\n",
      "1 - shiloh henderson\n",
      "1 - roy glenn\n",
      "0 - jorge de juan\n",
      "1 - staffan kihlbom\n",
      "1 - dennis storhi\n",
      "1 - vladimir kulich\n",
      "0 - rene asherson\n",
      "1 - john derek\n",
      "1 - robin mullins\n",
      "800\n",
      "1 - carlos sanz\n",
      "1 - michal abiteboul\n",
      "0 - grace thorsen\n",
      "1 - mike estes\n",
      "1 - adam boyd\n",
      "0 - dani kelly\n",
      "0 - jessie kamm\n",
      "0 - audra blaser\n",
      "1 - harvesp viraf chiniwala\n",
      "1 - azfar ali\n",
      "0 - norah jones\n",
      "1 - michael delano\n",
      "0 - noah taylor\n",
      "1 - oanh nguyen\n",
      "1 - jaran 'see tao' petcharoen\n",
      "0 - jean-claude dreyfus\n",
      "0 - gabrielle lopes benites\n",
      "1 - franois jerosme\n",
      "0 - sophie arthuys\n",
      "1 - olatz lpez garmendia\n",
      "0 - baki davrak\n",
      "0 - patrycia ziolkowska\n",
      "1 - charles kimbrough\n",
      "1 - kim coates\n",
      "1 - jon kit lee\n",
      "1 - peter strauss\n",
      "1 - robert littman\n",
      "1 - michael chow\n",
      "1 - jean simmons\n",
      "1 - fred dalton thompson\n",
      "1 - john c. reilly\n",
      "1 - daniel hugh kelly\n",
      "1 - jordan mott\n",
      "0 - jenna stern\n",
      "1 - axel kiener\n",
      "0 - zhanna friske\n",
      "900\n",
      "1 - miss prissy\n",
      "1 - dragon\n",
      "0 - ceasare willis\n",
      "0 - la nia\n",
      "1 - larry berry\n",
      "0 - steve benham\n",
      "0 - elizabeth bower\n",
      "1 - istvn blint\n",
      "0 - lisa spoonhauer\n",
      "0 - marilyn ghigliotti\n",
      "0 - nancy casemore\n",
      "0 - julie lott\n",
      "0 - mourade zeguendi\n",
      "1 - tchky karyo\n",
      "1 - jack wallace\n",
      "1 - jos ferrer\n",
      "0 - keisha castle-hughes\n",
      "0 - bridgette wilson\n",
      "0 - fiona lewis\n",
      "1 - harold sylvester\n",
      "1 - sergio dor jr.\n",
      "0 - chase randolph\n",
      "1 - bob tracey\n",
      "1 - g.j. echternkamp\n",
      "0 - sandra snchez\n",
      "0 - patricia decou\n",
      "1 - adam trese\n",
      "0 - kaitlyn hooper\n",
      "0 - jimmy karoubi\n",
      "0 - rhiana griffith\n",
      "1 - richard jenkins\n",
      "0 - dominique bettenfeld\n",
      "1000\n",
      "1 - jerry marshall\n",
      "1 - kyalo mativo\n",
      "1 - rick glassey\n",
      "0 - steve miller\n",
      "1 - bill garaway\n",
      "1 - mark kiely\n",
      "1 - lillian langdon\n",
      "1 - eric blore\n",
      "1 - arturo soto rangel\n",
      "1 - peter behn\n",
      "1 - stan alexander\n",
      "0 - eri ishikawa\n",
      "1 - richard linklater\n",
      "0 - dianne reeves\n",
      "0 - natasha valdez\n",
      "0 - angela rawna\n",
      "1 - denis mercier\n",
      "0 - lynn collins\n",
      "1 - corey stoll\n",
      "0 - bridgette wilson\n",
      "0 - sarah dubrovsky\n",
      "0 - micah berry\n",
      "0 - julianne moore\n",
      "0 - masasa moyo\n",
      "1 - jun kunimura\n",
      "1 - didier saint melin\n",
      "1 - chirag vohra\n",
      "1 - anupam sharma\n",
      "0 - alicja bachleda-curu\n",
      "1 - jas arora\n",
      "0 - jayshree t.\n",
      "0 - blaze foster\n",
      "1 - sooraj balaji\n",
      "1 - gerson da cunha\n",
      "1100\n",
      "0 - savely kramarov\n",
      "0 - kelly singer\n",
      "1 - ashley carin\n",
      "1 - mark nelson\n",
      "1 - patrick bauchau\n",
      "1 - craig stevenson\n",
      "1 - rex trailer\n",
      "0 - betsy townsend\n",
      "0 - bryce cass\n",
      "1 - duilio del prete\n",
      "0 - reilly murphy\n",
      "1 - g. elvis phillips\n",
      "0 - dominique minot\n",
      "0 - stephanie mcvay\n",
      "1 - john eby\n",
      "1 - antonio carriero\n",
      "1 - jason lockhart\n",
      "1 - chieko baish\n",
      "1 - j. michael moncrief\n",
      "0 - sadie goldstein\n",
      "1 - kathleen mackey\n",
      "1 - pat musick\n",
      "0 - steve kanaly\n",
      "1 - harrison zanuck\n",
      "0 - lianella carell\n",
      "1 - gino saltamerenda\n",
      "1 - vittorio antonucci\n",
      "1 - giulio chiari\n",
      "0 - elena altieri\n",
      "1 - carlo jachino\n",
      "1 - jasper polish\n",
      "1 - logan polish\n",
      "0 - mirella d'angelo\n",
      "1 - james telfer\n",
      "1 - fabrizio bentivoglio\n",
      "0 - andy dick\n",
      "1 - michael mcshane\n",
      "1 - rob paulsen\n",
      "1 - brent jefferson lowe\n",
      "1 - sylvain landry\n",
      "1 - tom wood\n",
      "0 - nancy allen\n",
      "0 - bruce locke\n",
      "1 - irving hellman\n",
      "1 - peter looney\n",
      "1 - jeffrey kleiser\n",
      "1 - gus mercurio\n",
      "1 - c.w. mundy\n",
      "1 - robert swan\n",
      "0 - anne l. nathan\n",
      "1 - ian hopps\n",
      "1200\n",
      "1 - jon evans\n",
      "0 - vincene wallace\n",
      "1 - robert aiken\n",
      "0 - cynthia myers\n",
      "0 - marcia mcbroom\n",
      "1 - john lazar\n",
      "1 - david gurian\n",
      "1 - glen hansard\n",
      "1 - hugh walsh\n",
      "1 - gerard hendrick\n",
      "1 - alaistair foley\n",
      "1 - geoff minogue\n",
      "1 - bill hodnett\n",
      "0 - danuse ktrestova\n",
      "1 - jett garner\n",
      "1 - darrell bryant\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 - gisela fischer\n",
      "1 - simon chuckster\n",
      "1 - melvin van peebles\n",
      "1 - hubert scales\n",
      "0 - lavelle roby\n",
      "0 - rhetta hughes\n",
      "1 - greg bensen\n",
      "1 - ian cochrane\n",
      "1 - brian h. dierker\n",
      "1 - beau daniels\n",
      "1 - jake milkovich\n",
      "1 - ingrid rogers\n",
      "1 - john savage\n",
      "1 - scott moutter\n",
      "0 - aida turturro\n",
      "0 - camilla seberg\n",
      "1 - paul roebling\n",
      "1 - david sheiner\n",
      "0 - kelly rowland\n",
      "0 - veronica alicino\n",
      "1 - jason narvy\n",
      "1 - colin mccormack\n",
      "1 - roger prncep\n",
      "1 - montserrat carulla\n",
      "1 - andrs gertrdix\n",
      "1 - scar casas\n",
      "0 - jessica alba\n",
      "0 - megumi odaka\n",
      "0 - kichi ueda\n",
      "1 - leo meneghetti\n",
      "1 - r. d. reid\n",
      "1 - benjamin bratt\n",
      "0 - seth allen\n",
      "1 - john derek\n",
      "1 - holland taylor\n",
      "1 - antonio prester\n",
      "1 - helen namaso lenamarken\n",
      "1 - nicolas sironka\n",
      "1 - damaris itenyo agweyu\n",
      "1 - david gulpilil\n",
      "0 - shea adams\n",
      "1 - stephen jasso\n",
      "1 - james bullard\n",
      "1 - mike apaletegui\n",
      "1 - adam chubbuck\n",
      "1 - robert lujan\n",
      "1 - boris leskin\n",
      "1300\n",
      "1 - irwin corey\n",
      "1 - anjul nigam\n",
      "1 - margot farley\n",
      "1 - oren williams\n",
      "1 - james remar\n",
      "0 - emily siewert\n",
      "0 - marissa matrone\n",
      "1 - jason bateman\n",
      "0 - hope elizabeth reeves\n",
      "1 - annton berry jr.\n",
      "1 - bruno bichir\n",
      "1 - saul rubinek\n",
      "1 - william h. macy\n",
      "0 - tony abatemarco\n",
      "0 - lynn ferguson\n",
      "0 - paulie litt\n",
      "1 - dennenesch zoud\n",
      "1 - lambert hamel\n",
      "0 - danny glover\n",
      "1 - nicholas pasco\n",
      "1 - vipin sharma\n",
      "1 - tanay chheda\n",
      "1 - sachet engineer\n",
      "0 - girija oak\n",
      "1 - bugs bhargava\n",
      "0 - anthony 'citric' campos\n",
      "1 - jrgen vogel\n",
      "1 - nathanael baring\n",
      "1 - jeff lima\n",
      "0 - tyra kwao-vovo\n",
      "0 - noah taylor\n",
      "0 - sonia todd\n",
      "1 - chris haywood\n",
      "1 - lucian mcafee\n",
      "1 - david durbin\n",
      "1 - dorian demichele\n",
      "0 - temeceka harris\n",
      "0 - beth hebert\n",
      "0 - sandy adell\n",
      "1 - michael monks\n",
      "0 - alice patten\n",
      "1 - matthew fenton\n",
      "1 - dorothy howell rodham\n",
      "0 - sarah livingston\n",
      "0 - elizabeth croft\n",
      "0 - zekeria ebrahimi\n",
      "0 - ali danish bakhty ari\n",
      "1 - elham ehsas\n",
      "0 - carolyn dando\n",
      "1 - richard lewis\n",
      "1 - phillip brock\n",
      "1 - ed trucco\n",
      "1 - michael jayston\n",
      "1 - gad elmaleh\n",
      "0 - danile girard\n",
      "0 - louisa colpeyn\n",
      "1 - chantal darget\n",
      "1 - georges staquet\n",
      "1 - nitish pandey\n",
      "1 - julian reyes\n",
      "1 - ellen blake\n",
      "1 - jos luis gmez\n",
      "1 - christopher cousins\n",
      "1 - quang hai\n",
      "1400\n",
      "1 - lorenzo ausilia-foret\n",
      "0 - tonye patano\n",
      "1 - jake siegel\n",
      "1 - jake siegel\n",
      "0 - danielle polanco\n",
      "0 - telisha shaw\n",
      "1 - ferran terraza\n",
      "1 - carlos lasarte\n",
      "0 - vicente gil\n",
      "1 - carlos vicente\n",
      "0 - sacha kremer\n",
      "1 - alain eloy\n",
      "1 - katrin cartlidge\n",
      "1 - john leguizamo\n",
      "1 - queen latifah\n",
      "1 - paul sanchez\n",
      "1 - semion sudarikov\n",
      "1 - michael thys\n",
      "1 - louw verwey\n",
      "1 - nic de jager\n",
      "0 - fanyana h. sidumo\n",
      "0 - joe seakatsie\n",
      "1 - jeffrey hutchinson\n",
      "0 - lori cardille\n",
      "1 - terry alexander\n",
      "0 - anthony dileo jr.\n",
      "1 - enzo tarascio\n",
      "1 - fosco giachetti\n",
      "1 - crystal lowe\n",
      "1 - taylor anne reid\n",
      "1 - neil brown jr.\n",
      "1 - robert lupone\n",
      "0 - larissa laskin\n",
      "1 - nathan lee graham\n",
      "1 - gregory salata\n",
      "0 - patrizia leonet\n",
      "1 - edward woodall\n",
      "0 - sung-hee park\n",
      "0 - gemma ward\n",
      "0 - lisa kowalski\n",
      "1 - nathin butler\n",
      "0 - rebecca massey\n",
      "1 - max phipps\n",
      "1 - kjell nilsson\n",
      "1 - emil minty\n",
      "1 - ben daniels\n",
      "1 - julian littman\n",
      "0 - laura pallas\n",
      "1 - nicolas mari\n",
      "0 - dominique bettenfeld\n",
      "1 - giulio bosetti\n",
      "1 - giorgio colangeli\n",
      "1 - alberto cracco\n",
      "1 - terry alexander\n",
      "1 - javal davis\n",
      "1 - ken davis\n",
      "0 - tony diaz\n",
      "1 - tim dugan\n",
      "0 - lynndie england\n",
      "1 - jefferey frost\n",
      "1 - megan ambuhl graner\n",
      "0 - sabrina harman\n",
      "1500\n",
      "1 - harvey silver\n",
      "1 - ray j\n",
      "1 - hal sparks\n",
      "1 - kim miyori\n",
      "1 - james carpenter\n",
      "0 - jeni chua\n",
      "0 - jessica morton\n",
      "0 - caroline bossi\n",
      "1 - josh randall\n",
      "1 - t.w. leshner\n",
      "1 - ryan wiik\n",
      "1 - branden r. morgan\n",
      "1 - carl bressler\n",
      "1 - ron ben-yishai\n",
      "1 - dror harazi\n",
      "0 - ronny dayag\n",
      "0 - aida turturro\n",
      "1 - evan arnold\n",
      "0 - vanessa christelle\n",
      "1 - daamen j. krall\n",
      "1 - jeffrey william evans\n",
      "1 - finnegan williams\n",
      "1 - michael koeth\n",
      "0 - laramie eppler\n",
      "0 - tye sheridan\n",
      "1 - andrew glover\n",
      "1 - xing jing\n",
      "1 - lateef crowder\n",
      "0 - sandra bee\n",
      "0 - anthony allen\n",
      "1 - leon davis\n",
      "0 - dina spybey-waters\n",
      "1 - austin majors\n",
      "0 - sandra reaves-phillips\n",
      "1 - mike moyer\n",
      "1 - alison price\n",
      "0 - mae laborde\n",
      "0 - steve rankin\n",
      "1 - biff mcguire\n",
      "1 - melvin van peebles\n",
      "0 - cathryn de prume\n",
      "1 - terry finn\n",
      "0 - barbie wilde\n",
      "1 - jason narvy\n",
      "0 - rica martens\n",
      "1 - thom hoffman\n",
      "1 - mohamed bouich\n",
      "1 - campbell brown\n",
      "1 - francisco tsiren tsere rereme\n",
      "1 - elias monteiro da silva\n",
      "0 - edinei maria serrio dos santos\n",
      "0 - bec-kana-re dos santos kaiapo\n",
      "1 - eric edwards\n",
      "1 - michael caloz\n",
      "1 - jason cavalier\n",
      "1 - may chin\n",
      "1 - sihung lung\n",
      "1 - dion birney\n",
      "1 - ruben tejada\n",
      "1600\n",
      "0 - woody schultz\n",
      "0 - susie bright\n",
      "0 - bridgette wilson\n",
      "1 - suchao pongwilai\n",
      "0 - cheathavuth watcharakhun\n",
      "1 - phil harris\n",
      "1 - mary ellen trainor\n",
      "1 - robert small\n",
      "1 - joseph castanon\n",
      "0 - kerri green\n",
      "1 - diego sieres\n",
      "1 - jos mara de tavira\n",
      "1 - emiliano guerra\n",
      "0 - sarah henderson\n",
      "1 - johnathan staci kim\n",
      "0 - adriane brown\n",
      "0 - billy valdes\n",
      "0 - shera danese\n",
      "1 - darius rose\n",
      "1 - carlos maycotte\n",
      "1 - adam cockburn\n",
      "1 - frank thring\n",
      "1 - dylan smith\n",
      "1 - keegan connor tracy\n",
      "1 - james howson\n",
      "1 - paul hilton\n",
      "0 - jaime de hoyos\n",
      "1 - peter marquardt\n",
      "1 - ramiro gomez\n",
      "1 - juan garca\n",
      "1 - consuelo gmez\n",
      "0 - daryl isaacs\n",
      "0 - lisa ganjhu\n",
      "1 - stephen siegel\n",
      "1 - bridget bennett\n",
      "1 - eric rowley\n",
      "1 - mark fenton\n",
      "0 - alexandra jamieson\n",
      "1 - mary randle\n",
      "1 - fred dalton thompson\n",
      "1 - robert dauney\n",
      "1 - crystal shepherd-cross\n",
      "1 - jonas jgermeyr\n",
      "1 - leon a. kersten\n",
      "0 - vince viverito\n",
      "1 - ashley johnson\n",
      "1 - edgar givry\n",
      "1 - christian pereira\n",
      "1 - derek hamilton\n",
      "1 - mark de alessandro\n",
      "0 - jeremy piven\n",
      "0 - emie hudson\n",
      "1 - jason maves\n",
      "1700\n",
      "1 - delaney driscoll\n",
      "1 - giancarlo badessi\n",
      "1 - jon kit lee\n",
      "0 - sha-na-na\n",
      "1 - hwang in-shik\n",
      "0 - malisa longo\n",
      "1 - famke janssen\n",
      "1 - dung chi-wa\n",
      "0 - jesse brant howell\n",
      "0 - anthony cross-thomas\n",
      "0 - franchesca clifford\n",
      "0 - bruce howell\n",
      "1 - edward ivory\n",
      "1 - jacob haines\n",
      "1 - jaryd waterhouse\n",
      "1 - israel tellez\n",
      "1 - arlin miller\n",
      "0 - azucena medina\n",
      "1 - jojo\n",
      "0 - lee broker\n",
      "1 - mavor moore\n",
      "1 - nick nichols\n",
      "1 - henry darrow\n",
      "1 - zhao hongfei\n",
      "1 - guo jun\n",
      "1 - zhang shu\n",
      "1 - wang jiu-sheng\n",
      "1 - william o'malley\n",
      "1 - david gulpilil\n",
      "1 - myarn lawford\n",
      "1 - dan hicks\n",
      "1 - charles ingram\n",
      "1 - mason lucero\n",
      "0 - franklyn ajaye\n",
      "0 - alonna shaw\n",
      "0 - andy armstrong\n",
      "1 - carl wright\n",
      "0 - yuka imoto\n",
      "0 - kei kobayashi\n",
      "0 - kouki okada\n",
      "1 - norio wakamoto\n",
      "1 - mojo nixon\n",
      "1 - shad moss\n",
      "0 - paola emilia villa\n",
      "1800\n",
      "0 - arabella field\n",
      "1 - a. michael baldwin\n",
      "1 - boris lee krutonog\n",
      "1 - tim burns\n",
      "0 - lisa aldenhoven\n",
      "1 - david bracks\n",
      "0 - batrice bonifassi\n",
      "0 - lina boudreau\n",
      "1 - charles linton\n",
      "0 - suzy falk\n",
      "1 - karen ford\n",
      "0 - rikiya taka\n",
      "1 - david gulpilil\n",
      "0 - ritchie singer\n",
      "1 - t.j. cross\n",
      "0 - anatoli davydov\n",
      "1 - richard bradford\n",
      "1 - nestor carbonell\n",
      "0 - michelle byrne\n",
      "1 - paul antony-barber\n",
      "0 - lynette edwards\n",
      "0 - lenny von dohlen\n",
      "0 - tracie savage\n",
      "1 - jeffrey rogers\n",
      "1 - rachel howard\n",
      "1 - david katims\n",
      "1 - carol locatell\n",
      "1 - vernon washington\n",
      "1 - nigel hawthorne\n",
      "1 - davis duffield\n",
      "1 - tenzin thuthob tsarong\n",
      "1 - tencho gyalpo\n",
      "1 - tsewang migyur khangsar\n",
      "0 - gyurme tethong\n",
      "1 - katt williams\n",
      "1 - de'shawn washington\n",
      "0 - keith reddin\n",
      "1 - erin dean\n",
      "1 - joan glover\n",
      "1 - tobiasz daszkiewicz\n",
      "1 - leigh zimmerman\n",
      "0 - lilli lavine\n",
      "1 - michael guarino jr.\n",
      "1 - abdul alshawish\n",
      "1 - rodrigo lopresti\n",
      "1 - elio germano\n",
      "0 - angela finocchiaro\n",
      "1 - tyrell kemlo\n",
      "1 - miguel lunardi\n",
      "1 - bobby boriello\n",
      "1 - hans peter hallwachs\n",
      "1 - spencer fox\n",
      "1900\n",
      "0 - maria cash\n",
      "1 - garland whitt\n",
      "0 - polly adams\n",
      "0 - nancy mcdoniel\n",
      "1 - opal alladin\n",
      "1 - gary commock\n",
      "0 - june buthelezi\n",
      "0 - sha k. ophir\n",
      "1 - jonathan higgins\n",
      "1 - bobby fite\n",
      "1 - georg olden\n",
      "1 - mark valley\n",
      "1 - darren humphreys\n",
      "0 - rene kirby\n",
      "1 - iain rea\n",
      "0 - kate sullivan\n",
      "0 - damaine radcliff\n",
      "0 - ida martin\n",
      "1 - kieran o'rorke\n",
      "1 - riz abbasi\n",
      "1 - jason williams\n",
      "1 - richard dedomenico\n",
      "1 - toby huss\n",
      "0 - lydia lawson-baird\n",
      "1 - peter friedman\n",
      "1 - evan turner\n",
      "0 - theodore turner\n",
      "1 - dylan blue\n",
      "0 - timyra-joi beatty\n",
      "1 - sean elmore\n",
      "0 - penny mcnamee\n",
      "2000\n",
      "1 - romeo miller\n",
      "1 - zachary isaiah williams\n",
      "0 - mackenzie mowat\n",
      "1 - simon scardifield\n",
      "0 - tony d'amario\n",
      "1 - nicolas woirion\n",
      "1 - franois chattot\n",
      "1 - patrick olivier\n",
      "0 - stphane algoud\n",
      "1 - michael denkha\n",
      "1 - thomas adamson\n",
      "1 - malin kerman\n",
      "0 - niecy nash\n",
      "1 - darrian mcclanahan\n",
      "0 - beulah bains\n",
      "0 - nellie bly baker\n",
      "1 - phil harris\n",
      "0 - nikki soohoo\n",
      "1 - robert small\n",
      "0 - roxanne kernohan\n",
      "0 - kevyn major howard\n",
      "1 - terry norris\n",
      "1 - thuy thu le\n",
      "1 - christopher kovaleski\n",
      "0 - marga gmez\n",
      "1 - alison whelan\n",
      "1 - declan croghan\n",
      "0 - eanna macliam\n",
      "0 - marie conmee\n",
      "1 - kirsten sheridan\n",
      "1 - paul vaughan\n",
      "1 - adrian robinson\n",
      "1 - jos ferrer\n",
      "0 - misty upham\n",
      "1 - jay klaitz\n",
      "1 - james reilly\n",
      "1 - ben cooke\n",
      "1 - david arquette\n",
      "1 - liam falconer\n",
      "1 - caerthan banks\n",
      "2100\n",
      "1 - haskell v. anderson iii\n",
      "0 - ka ting lee\n",
      "1 - c.j. graham\n",
      "0 - mayumi iizuka\n",
      "1 - paz de la huerta\n",
      "1 - dan monahan\n",
      "0 - katie stuart\n",
      "0 - melissa marie elias\n",
      "1 - ian sears\n",
      "1 - roger bowen\n",
      "1 - al palagonia\n",
      "1 - susan jennifer sullivan\n",
      "1 - todd caldecott\n",
      "0 - tiffany paulsen\n",
      "0 - kane hodder\n",
      "1 - mark casella\n",
      "1 - spiros focs\n",
      "1 - paul david magid\n",
      "1 - howard jay patterson\n",
      "1 - richard fire\n",
      "1 - waleed zuaiter\n",
      "1 - eric chase anderson\n",
      "1 - scoot mcnairy\n",
      "1 - mary ellen trainor\n",
      "0 - dina spybey-waters\n",
      "1 - rando\n",
      "0 - joshua fardon\n",
      "1 - bob ari\n",
      "1 - baird wallace\n",
      "1 - philip baker hall\n",
      "0 - eddy rice jr.\n",
      "0 - ann bortolotti\n",
      "0 - chutcha rujinanon\n",
      "1 - yut lai so\n",
      "1 - edmund chen\n",
      "1 - yin ping ko\n",
      "0 - florence wu\n",
      "1 - wisarup annuar\n",
      "0 - ace yonamine\n",
      "1 - kevin crowley\n",
      "1 - edward blatchford\n",
      "1 - richard bairos\n",
      "1 - jarrod bunch\n",
      "1 - craig reay\n",
      "0 - linda faye farkas\n",
      "1 - michael rees davis\n",
      "1 - don austen\n",
      "1 - david rudman\n",
      "0 - meredith braun\n",
      "0 - melanie norris\n",
      "1 - emilio tuki hito\n",
      "0 - frenxa reuben\n",
      "0 - hori ahipene\n",
      "1 - rolando molina\n",
      "2200\n",
      "0 - joshua tilden\n",
      "1 - david mcconnell\n",
      "0 - marcia dangerfield\n",
      "0 - larissa laskin\n",
      "1 - eric michael cole\n",
      "1 - nicholas barnes\n",
      "1 - paul kandel\n",
      "1 - ian aspinall\n",
      "1 - jordan routledge\n",
      "1 - isabel algaze\n",
      "0 - steve kroft\n",
      "1 - gay thomas-wilson\n",
      "1 - jennifer esposito\n",
      "0 - danny masterson\n",
      "1 - carlo giuffr\n",
      "1 - luis molteni\n",
      "1 - mino bellei\n",
      "1 - harry newell\n",
      "1 - lau siu-ming\n",
      "0 - miki lee\n",
      "1 - karen mclymont\n",
      "0 - vince poletto\n",
      "1 - peter houghton\n",
      "1 - don wycherley\n",
      "1 - quentin dean\n",
      "1 - mayu suzuki\n",
      "1 - shir namiki\n",
      "0 - sakae kimura\n",
      "0 - samantha doane\n",
      "1 - don dacus\n",
      "1 - daoud heidami\n",
      "1 - ferran terraza\n",
      "0 - claudia silva\n",
      "0 - gemma ward\n",
      "1 - ed ramey\n",
      "1 - seamon glass\n",
      "1 - randall deal\n",
      "0 - eddie murphy\n",
      "1 - jadeen barbor\n",
      "1 - brad schacter\n",
      "0 - elissa knight\n",
      "1 - john ratzenberger\n",
      "1 - evan silverberg\n",
      "1 - rufus read\n",
      "1 - justin elvin\n",
      "1 - herman osorio\n",
      "0 - tommy de la cruz\n",
      "1 - rolando molina\n",
      "1 - heather angel\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - max beesley\n",
      "1 - simon shepherd\n",
      "1 - david benger\n",
      "2300\n",
      "1 - robert picardo\n",
      "1 - daniel tay\n",
      "1 - larry mccoy\n",
      "1 - nigel hawthorne\n",
      "1 - dehl berti\n",
      "0 - steve mouzakis\n",
      "1 - peter curtin\n",
      "1 - phil hartman\n",
      "0 - christina cole\n",
      "0 - anthony arkin\n",
      "0 - dina spybey-waters\n",
      "1 - marc john jefferies\n",
      "1 - andrew hampton\n",
      "1 - jarred rumbold\n",
      "1 - matthew price\n",
      "1 - carl snell\n",
      "0 - kopi sotiropulos\n",
      "0 - elizabeth shepherd\n",
      "0 - jamie wild\n",
      "0 - steve rankin\n",
      "1 - didier sauvegrain\n",
      "0 - jeremy prevost\n",
      "1 - jean-marc lentretien\n",
      "1 - john dimaggio\n",
      "0 - steve bickford\n",
      "1 - patrick brady\n",
      "1 - john dimaggio\n",
      "0 - andy richter\n",
      "0 - anne marie mcevoy\n",
      "1 - robby kiger\n",
      "0 - deborah rush\n",
      "1 - stefanos miltsakakis\n",
      "1 - mary wickliffe\n",
      "0 - claudia stedelin\n",
      "1 - ian nelson\n",
      "1 - walton goggins\n",
      "1 - aden gillett\n",
      "1 - nicholas elliott\n",
      "0 - magorzata foremniak\n",
      "1 - wadysaw kowalski\n",
      "0 - alicja sapryk\n",
      "1 - michal breitenwald\n",
      "1 - john voldstad\n",
      "1 - chandler riley hecht\n",
      "1 - david gane\n",
      "1 - kent harper\n",
      "1 - jason mcguire\n",
      "1 - darrell hammond\n",
      "1 - brian peck\n",
      "1 - michael nuccio\n",
      "1 - allison nega\n",
      "1 - anggun\n",
      "1 - jack albertson\n",
      "1 - nigel hawthorne\n",
      "1 - carol arthur\n",
      "1 - andrew lowery\n",
      "0 - elana shilling\n",
      "0 - rica matsumoto\n",
      "0 - megumi hayashibara\n",
      "2400\n",
      "1 - michael cavadias\n",
      "0 - linda mcclure\n",
      "1 - patrick bauchau\n",
      "0 - chi muoi lo\n",
      "0 - bridgette wilson\n",
      "1 - ulysses estrada\n",
      "0 - sarah blakley-cartwright\n",
      "1 - andrew french\n",
      "0 - antonie kamerling\n",
      "1 - ken baker\n",
      "0 - susanna clemm\n",
      "0 - aime eccles\n",
      "0 - pierre curzi\n",
      "0 - ana cristina oliveira\n",
      "1 - dan green\n",
      "1 - eric stuart\n",
      "0 - wayne grayson\n",
      "1 - gregory abbey\n",
      "0 - amy birnbaum\n",
      "1 - michael st. gerard\n",
      "1 - stephan enquist\n",
      "1 - ferm reixach\n",
      "1 - jake simons\n",
      "1 - paul dano\n",
      "1 - colleen haskell\n",
      "1 - dean davies\n",
      "0 - eli marienthal\n",
      "1 - julian beck\n",
      "0 - annika pergament\n",
      "1 - nick bacon\n",
      "1 - andrew wyatt\n",
      "1 - dan mcmillan\n",
      "1 - michael strong\n",
      "0 - julie herrod\n",
      "0 - linda cristal\n",
      "0 - anna levine\n",
      "0 - kristina kennedy\n",
      "1 - jordan ladd\n",
      "1 - parker fennelly\n",
      "0 - helene stanley\n",
      "1 - laurent jumeaucourt\n",
      "1 - michael cavalieri\n",
      "0 - steve west\n",
      "0 - rebecca santos\n",
      "1 - james dodd\n",
      "2500\n",
      "1 - eileen pollock\n",
      "1 - raphal coleman\n",
      "0 - tobe sexton\n",
      "1 - p.j. johnson\n",
      "0 - george buck\n",
      "1 - carlos montalbn\n",
      "0 - nati abascal\n",
      "1 - john toles-bey\n",
      "1 - paul mckenzie\n",
      "1 - paolo bonacelli\n",
      "1 - stacey pickren\n",
      "1 - dan aykroyd\n",
      "1 - kevin o'brien\n",
      "1 - chris pitt\n",
      "1 - josh hammond\n",
      "1 - thom gossom jr.\n",
      "1 - herb edelman\n",
      "1 - larry haines\n",
      "0 - rishi bhat\n",
      "1 - sterling holloway\n",
      "0 - billy bletcher\n",
      "1 - cliff edwards\n",
      "0 - tamara glynn\n",
      "1 - matthew walker\n",
      "0 - deborah neumann\n",
      "1 - raquel gavia\n",
      "1 - van brooks\n",
      "1 - martin drainville\n",
      "0 - bridgette wilson\n",
      "1 - song jae-ho \n",
      "1 - brian krause\n",
      "0 - siri howard\n",
      "0 - daria kalinina\n",
      "1 - alex burns\n",
      "0 - dee jay daniels\n",
      "1 - terry press\n",
      "1 - heather angel\n",
      "1 - auriol lee\n",
      "1 - dov tiefenbach\n",
      "1 - michael beck\n",
      "1 - brian tyler\n",
      "1 - roger ashton-griffiths\n",
      "0 - candy devine\n",
      "0 - rebecca stanley\n",
      "1 - jos luis gmez\n",
      "0 - philippe labro\n",
      "2600\n",
      "1 - nicholas clay\n",
      "1 - oleg taktarov\n",
      "1 - miguel godreau\n",
      "1 - peter brandon\n",
      "1 - matthew helms\n",
      "0 - wendy anderson\n",
      "0 - sally crooks\n",
      "1 - juan carlos hernndez\n",
      "1 - perry king\n",
      "0 - merrie lynn ross\n",
      "0 - jeanene fox\n",
      "1 - junior wells\n",
      "0 - willie hall\n",
      "1 - philip hyland\n",
      "1 - hal buckley\n",
      "1 - evan c. kim\n",
      "1 - bong soo han\n",
      "1 - saul kahan\n",
      "0 - dulcie jordan\n",
      "1 - anas wellman\n",
      "1 - zachary david cope\n",
      "1 - taurean blacque\n",
      "0 - shane richie\n",
      "0 - ai kobayashi\n",
      "1 - akimoto tsubasa\n",
      "1 - brian muehl\n",
      "1 - stephen garlick\n",
      "1 - charles lathalu yunipingu\n",
      "1 - alex haw\n",
      "1 - dick bradsell\n",
      "1 - gillian el-kadi\n",
      "1 - jennifer angel\n",
      "1 - nicolas carlotti\n",
      "0 - sonja bennett\n",
      "1 - sol frieder\n",
      "1 - john goodman\n",
      "1 - patrick warburton\n",
      "0 - kellyann kelso\n",
      "1 - ken siu\n",
      "1 - nicolas cage\n",
      "1 - val kilmer\n",
      "0 - jodi hicks\n",
      "1 - mok mei-lam\n",
      "0 - kara hoffman\n",
      "1 - keegan connor tracy\n",
      "1 - pavan malhotra\n",
      "0 - divya shah\n",
      "1 - tom wood\n",
      "1 - robert hy gorman\n",
      "0 - julianne white\n",
      "1 - lvaro monje\n",
      "0 - caroline semple\n",
      "1 - nigel hawthorne\n",
      "1 - stuart lafferty\n",
      "1 - tomas havrlik\n",
      "2700\n",
      "1 - r.j. knoll\n",
      "1 - michael bryan french\n",
      "1 - alvin anastasia\n",
      "1 - phil harris\n",
      "0 - hui lou chen\n",
      "1 - tad horino\n",
      "1 - jennifer tung\n",
      "1 - stacey pickren\n",
      "0 - silvia prez\n",
      "0 - jane seymour\n",
      "0 - gilda texter\n",
      "1 - megan ward\n",
      "0 - willi one blood\n",
      "1 - drake cook\n",
      "1 - matthew dunn\n",
      "1 - kevin o'donnell\n",
      "0 - cindy morgan\n",
      "1 - lyubov agapova\n",
      "0 - liliya shinkaryova\n",
      "0 - elina benenson\n",
      "1 - bill moor\n",
      "0 - lurie poston\n",
      "1 - kellen hathaway\n",
      "1 - robin burrows\n",
      "0 - victoria bastel\n",
      "0 - levi kreis\n",
      "1 - derk cheetwood\n",
      "0 - simbi khali\n",
      "0 - evangeline lilly\n",
      "1 - ernest miller\n",
      "1 - meiling melanon\n",
      "1 - hoh wing-fong\n",
      "1 - clint youngreen\n",
      "0 - cate bauer\n",
      "2800\n",
      "1 - taurean blacque\n",
      "1 - dan monahan\n",
      "0 - beverly skinner\n",
      "1 - rob wilds\n",
      "0 - vivienne sendaydiego\n",
      "1 - khulan chuluun\n",
      "0 - aliya\n",
      "0 - ba sen\n",
      "0 - he qi\n",
      "1 - ben hon sun\n",
      "0 - glenda pannell\n",
      "0 - lynnsee provence\n",
      "1 - douglas ligon\n",
      "1 - barlow jacobs\n",
      "1 - tucker prentiss\n",
      "1 - vivian morrison norman\n",
      "0 - quincy wong\n",
      "1 - martin speer\n",
      "0 - lance gordon\n",
      "1 - byron kane\n",
      "1 - ranvir shorey\n",
      "1 - sudhanshu pandey\n",
      "1 - gary anthony williams\n",
      "1 - scott mechlowicz\n",
      "0 - cindy o'callaghan\n",
      "1 - roy snart\n",
      "1 - dev patel\n",
      "0 - yuria nara\n",
      "0 - hiroki doi\n",
      "0 - george tokoro\n",
      "0 - kazushige nagashima\n",
      "1 - nicholas art\n",
      "1 - david aston\n",
      "0 - geraldine brophy\n",
      "1 - richard brooks\n",
      "1 - will patton\n",
      "0 - nenji kobayashi\n",
      "1 - kanako fukaura\n",
      "0 - hiroshi kanbe\n",
      "0 - erina hashiguchi\n",
      "0 - haylie johnson\n",
      "1 - neil bergeron\n",
      "1 - skip hinnant\n",
      "1 - phil seuling\n",
      "1 - charles spidar\n",
      "0 - rica matsumoto\n",
      "0 - satomi kourogi\n",
      "0 - natalie trott\n",
      "1 - peter hackes\n",
      "1 - bob jennings\n",
      "0 - shera danese\n",
      "1 - maru valdivielso\n",
      "1 - godfrey\n",
      "1 - ruben nthodi\n",
      "0 - billy crawford\n",
      "1 - andrew french\n",
      "0 - antonie kamerling\n",
      "1 - scott walker\n",
      "1 - bernard dhran\n",
      "0 - joe michael terry\n",
      "1 - michael beattie\n",
      "1 - jordan carlos\n",
      "0 - dequina moore\n",
      "1 - joseph badalucco jr.\n",
      "1 - oliver 'power' grant\n",
      "0 - louie rankin\n",
      "1 - stanley drayton\n",
      "0 - jane mowder\n",
      "0 - roberta eaton\n",
      "0 - jose luis de jesus miranda\n",
      "1 - andrew newberg\n",
      "1 - tal bachman\n",
      "1 - jonathan boulden\n",
      "1 - francis collins\n",
      "0 - george coyne\n",
      "1 - andrew ginsburg\n",
      "0 - christine kan\n",
      "0 - stephanie janusauskas\n",
      "1 - lindsey garrett\n",
      "1 - chad mcknight\n",
      "2900\n",
      "0 - michelle hurst\n",
      "0 - sandra rodrguez\n",
      "0 - anna simpson\n",
      "0 - lenny von dohlen\n",
      "1 - philip tan\n",
      "1 - cricket leigh\n",
      "1 - kat turner\n",
      "1 - john mcgarr\n",
      "0 - natalie taylor\n",
      "0 - dominique purdy\n",
      "1 - benjamin claramello\n",
      "1 - shahkrit yamnarm\n",
      "1 - shaughan seymour\n",
      "1 - david barras\n",
      "0 - sylvia ivalu\n",
      "0 - lucy tulugarjuk\n",
      "0 - madeline ivalu\n",
      "0 - pauloosie qulitalik\n",
      "0 - eugene ipkarnak\n",
      "1 - kevin j. o'connor\n",
      "0 - emilie chesnais\n",
      "1 - jaishon fisher\n",
      "1 - alyy khan\n",
      "1 - raad rawi\n",
      "1 - hassam ghancy\n",
      "1 - mozhan marn\n",
      "0 - kre hedebrant\n",
      "0 - annie ryan\n",
      "1 - aman johal\n",
      "0 - kerri green\n",
      "1 - william dembski\n",
      "1 - paul zachary myers\n",
      "1 - moazzam begg\n",
      "1 - christopher beiring\n",
      "1 - miriam shor\n",
      "1 - stephen trask\n",
      "0 - theodore liscinski\n",
      "1 - rob campbell\n",
      "0 - anastasia kolpakova\n",
      "0 - bruce bruce\n",
      "1 - jay hernandez\n",
      "1 - gotaro tsunashima\n",
      "1 - yumiko tanaka\n",
      "1 - cory hodges\n",
      "0 - bathsheba garnett \n",
      "0 - charlie hewson\n",
      "1 - gq\n",
      "0 - sonia doubell\n",
      "1 - steffan boje\n",
      "1 - konstantin khabenskiy\n",
      "1 - richard bohringer\n",
      "1 - ryan lambert\n",
      "1 - james burrows\n",
      "0 - lorraine bruce\n",
      "1 - karen fields\n",
      "1 - paul deangelo\n",
      "1 - thomas e. van dell\n",
      "0 - natalie finland\n",
      "0 - shari weiser\n",
      "1 - artur mijewski\n",
      "0 - danuta stenka\n",
      "0 - pawe maaszyski\n",
      "1 - jurgen delnaet\n",
      "0 - sofia ferri\n",
      "1 - bob de moor\n",
      "1 - jits van belle\n",
      "1 - sam jaeger\n",
      "1 - christopher redman\n",
      "1 - karim belkhadra\n",
      "1 - john flanders\n",
      "0 - janine horsburgh\n",
      "0 - shea fowler\n",
      "1 - haley miller\n",
      "1 - robert musgrave\n",
      "1 - brian tenenbaum\n",
      "3000\n",
      "1 - david strathairn\n",
      "1 - nicolas mari\n",
      "0 - billy sparks\n",
      "0 - beatrice savoretti\n",
      "1 - philip fox\n",
      "1 - lewis arquette\n",
      "1 - bob balaban\n",
      "0 - crista flanagan\n",
      "1 - ike barinholtz\n",
      "1 - d.g. maloney\n",
      "1 - cat meacher\n",
      "0 - danny nussbaum\n",
      "1 - logan wong\n",
      "1 - jonathan chan-pensley\n",
      "1 - martin doyle\n",
      "1 - josh peck\n",
      "1 - paul blackthorne\n",
      "0 - milla jovovich\n",
      "1 - brian krause\n",
      "1 - austin wolff\n",
      "1 - malcolm shields\n",
      "0 - leni harper\n",
      "0 - olivia darnley\n",
      "0 - teri austin\n",
      "1 - leo o'brien\n",
      "1 - robert tessier\n",
      "1 - nicholas eadie\n",
      "1 - mark hembrow\n",
      "0 - rhys mcconnochie\n",
      "0 - amerie\n",
      "1 - linzey cocker\n",
      "0 - sophie wu\n",
      "0 - karisma kapoor\n",
      "0 - aruna irani\n",
      "0 - ameesha patel\n",
      "0 - andree moss\n",
      "0 - carolyn moss\n",
      "0 - wendy talley\n",
      "0 - nathalie walker\n",
      "1 - hal b. klein\n",
      "1 - jean-michel richaud\n",
      "0 - danny lockin\n",
      "0 - joyce ames\n",
      "0 - tommy tune\n",
      "0 - li naiwen\n",
      "0 - philippe petit\n",
      "1 - jean franois heckel\n",
      "1 - jean-louis blondeau\n",
      "0 - annie allix\n",
      "1 - alan welner\n",
      "1 - barry greenhouse\n",
      "1 - jim moore\n",
      "1 - richard birrinbirrin\n",
      "1 - david gulpilil\n",
      "1 - peter minygululu \n",
      "1 - frances djulibing\n",
      "0 - sonia djarrabalminym\n",
      "0 - cassandra malangarri baker\n",
      "1 - pradeep ram singh rawat\n",
      "1 - khalid siddiqui\n",
      "1 - tinnu anand\n",
      "1 - sunil grover\n",
      "1 - rajesh vivek\n",
      "1 - konstantin kryukov\n",
      "1 - j-boog\n",
      "1 - raz b\n",
      "0 - chrysta olson\n",
      "1 - trent broin\n",
      "0 - candela fernndez\n",
      "1 - libby brien\n",
      "1 - philip hersh\n",
      "0 - joshua david mclerran\n",
      "0 - tanya abrol\n",
      "0 - shilpa shukla\n",
      "0 - arya menon\n",
      "0 - shubhi mehta\n",
      "0 - chitrashi rawat\n",
      "0 - kimi laldawla\n",
      "0 - shruti seth\n",
      "1 - bharat dabholkar\n",
      "0 - dolly bindra\n",
      "1 - william severs\n",
      "1 - jojo\n",
      "1 - taylor dooley\n",
      "1 - juliet howland\n",
      "1 - ian renwick\n",
      "0 - li jia-min\n",
      "1 - jiang wen\n",
      "1 - lin qiu\n",
      "3100\n",
      "0 - janni brenn\n",
      "1 - robin walsh\n",
      "1 - jake roberts\n",
      "0 - anita laurenzi\n",
      "1 - tommaso puntelli\n",
      "0 - samuele amighetti\n",
      "1 - aldo brugnini\n",
      "1 - christoph koncz\n",
      "1 - edgar mitchell\n",
      "1 - harrison schmitt\n",
      "0 - danielle harris\n",
      "1 - hayden christensen\n",
      "1 - marcello thedford\n",
      "0 - sunshine logroo\n",
      "1 - sal richards\n",
      "1 - ben frank\n",
      "0 - teryl rothery\n",
      "1 - raman hui\n",
      "1 - megan ward\n",
      "0 - gale mayron\n",
      "1 - eric young\n",
      "1 - phyllis malcom\n",
      "1 - vegar hoel\n",
      "1 - evy kasseth rsten\n",
      "0 - manjari phadnis\n",
      "1 - nirav mehta\n",
      "0 - alishka varde\n",
      "1 - ayaz khan\n",
      "0 - tara slone\n",
      "1 - william house\n",
      "0 - greta lind\n",
      "1 - mary ann thebus\n",
      "1 - ferron guerreiro\n",
      "0 - barbara james smith\n",
      "1 - shad moss\n",
      "1 - amber beattie\n",
      "1 - james kot\n",
      "0 - jesse frechette\n",
      "1 - michael martin\n",
      "1 - mark rector\n",
      "1 - alex barringer\n",
      "0 - genie francis\n",
      "1 - floyd abrams\n",
      "0 - mena suvari\n",
      "1 - ted nobriga\n",
      "1 - jess willard\n",
      "1 - xing yu\n",
      "0 - amanda barnett\n",
      "0 - amberlee colson\n",
      "1 - kim uylenbroek\n",
      "1 - aiden lithgow\n",
      "1 - andrew roussouw\n",
      "0 - eugene levy\n",
      "0 - neva small\n",
      "0 - patricia parris\n",
      "1 - franklin e. levinson\n",
      "1 - wynter kullman\n",
      "0 - steve taschler\n",
      "0 - roslyn ruff\n",
      "3200\n",
      "0 - randy norton\n",
      "0 - cynthia leake\n",
      "1 - sean hannon\n",
      "0 - elizabeth lloyd shaw\n",
      "1 - michel beaudry\n",
      "1 - jordan christopher\n",
      "1 - stefano dionisi\n",
      "0 - bridgette wilson\n",
      "0 - jean-pierre castaldi\n",
      "0 - julanne chidi hill\n",
      "1 - charmian carr\n",
      "0 - duane chase\n",
      "1 - guy mansker\n",
      "1 - carlin glynn\n",
      "0 - ruth c. engel\n",
      "1 - mark anthony major\n",
      "1 - tim hodge\n",
      "1 - daniel anderson\n",
      "1 - shelby vischer\n",
      "1 - jim poole\n",
      "0 - coralina cataldi-tassoni\n",
      "0 - ritchie allen\n",
      "0 - jesse bronstein\n",
      "1 - ralph coppola\n",
      "1 - michael chambers\n",
      "1 - ben lokey\n",
      "1 - phineas newborn iii\n",
      "0 - lisa freeman\n",
      "1 - james deano\n",
      "1 - kurt naebig\n",
      "1 - pierrino mascarino\n",
      "1 - jaroslav duek\n",
      "1 - edward clements\n",
      "1 - dylan hundley\n",
      "1 - allison parisi\n",
      "1 - bryan leder\n",
      "1 - james mceachin\n",
      "1 - vishal malhotra\n",
      "1 - amit varma\n",
      "1 - cosimo fusco\n",
      "1 - adalberto maria merli\n",
      "0 - mia benedetta\n",
      "1 - elias koteas\n",
      "1 - ryan pinkston\n",
      "1 - vasilios mantagas\n",
      "0 - donny gray\n",
      "1 - mick partridge\n",
      "0 - tony hale\n",
      "1 - esther wurmfeld\n",
      "1 - hillel friedman\n",
      "1 - michael beck\n",
      "1 - james sloyan\n",
      "0 - katie hanley\n",
      "1 - fred mccarren\n",
      "0 - renn woods\n",
      "0 - anna linarello\n",
      "0 - george jonson\n",
      "1 - patrick bauchau\n",
      "0 - kyle santler\n",
      "1 - roger minami\n",
      "1 - vincent pastore\n",
      "1 - stephen d. newman\n",
      "0 - greta turken\n",
      "1 - marcell rosenblatt\n",
      "0 - arya babbar\n",
      "0 - mallika sherawat\n",
      "1 - rajesh vivek\n",
      "0 - daya shankar pandey\n",
      "1 - lekh tandon\n",
      "1 - roy sampson\n",
      "0 - sonnie sands\n",
      "0 - eddie shaeffer\n",
      "0 - herkie styles\n",
      "1 - david landfield\n",
      "1 - paco christian prieto\n",
      "1 - frank dux\n",
      "1 - hiten paintal\n",
      "0 - avantika hundal\n",
      "0 - cherylene lee\n",
      "0 - olivia grant\n",
      "1 - john nettleton\n",
      "1 - john quayle\n",
      "1 - alex michaeletos\n",
      "1 - nthabiseng kenoshi\n",
      "1 - javad ramezani\n",
      "0 - augusta ciolli\n",
      "1 - james bell\n",
      "1 - manu rishi\n",
      "1 - rajeev khandelwal\n",
      "1 - vishal malhotra\n",
      "1 - parakh madan\n",
      "1 - kuldeep singh\n",
      "1 - gurkirtan\n",
      "1 - sanjay kumar\n",
      "1 - aseem sharma\n",
      "0 - amruta khanvilkar\n",
      "1 - ganesh yadav\n",
      "0 - jyoti subhash\n",
      "1 - bharat kaul\n",
      "1 - adhyayan suman\n",
      "1 - anupam shyam\n",
      "0 - melissa prophet\n",
      "1 - alexander zale\n",
      "1 - james o'sullivan\n",
      "0 - asaka seto\n",
      "0 - shigeki hosokawa\n",
      "0 - shunji fujimura\n",
      "0 - takeshi kaga\n",
      "1 - frank hvam\n",
      "0 - ali kazim\n",
      "1 - lars hjortshj\n",
      "0 - jackie guerra\n",
      "1 - brian mallon\n",
      "3300\n",
      "0 - eddie glenn\n",
      "1 - britt allcroft\n",
      "0 - mandy patinkin\n",
      "0 - vanessa williams\n",
      "0 - kelly ward\n",
      "1 - shirley gruar\n",
      "0 - jermaine 'huggy' hopkins\n",
      "0 - takeshi kaga\n",
      "0 - shunji fujimura\n",
      "1 - shin shimizu\n",
      "0 - sarah devincentis\n",
      "1 - matt o'toole\n",
      "1 - michael showalter\n",
      "1 - kareem j. grimes\n",
      "1 - christopher durang\n",
      "1 - c.j. graham\n",
      "1 - jim connell\n",
      "0 - barbara sloane\n",
      "1 - aaron paul\n",
      "1 - rory mallinson\n",
      "1 - david holbrook\n",
      "1 - michael s. siegel\n",
      "1 - peter licassi\n",
      "1 - ken evert \n",
      "1 - harlan jordan\n",
      "1 - pratik dalvi\n",
      "0 - primorata dejudom\n",
      "1 - ewan hooper\n",
      "0 - catharine bolz\n",
      "1 - peter johansen\n",
      "1 - naveen ramakrishna\n",
      "1 - max curtis\n",
      "0 - daniella faircloth\n",
      "1 - marcus starr\n",
      "0 - tony manders\n",
      "1 - matthew mordak\n",
      "1 - ashleigh robson\n",
      "1 - alex pitcher\n",
      "0 - priscila espinoza\n",
      "1 - javier saavedra\n",
      "1 - alex caan\n",
      "1 - taylor phillips\n",
      "0 - lynn he\n",
      "0 - chloe bertles\n",
      "1 - louis bartolini\n",
      "0 - chelsea bassler\n",
      "1 - matthew reis\n",
      "0 - miki matteson\n",
      "0 - nada moussa\n",
      "1 - mohamed mamdouh\n",
      "0 - shaheizy sam\n",
      "1 - pablo amirul\n",
      "0 - ayie husairi\n",
      "1 - amerul affendi\n",
      "0 - elmira bahrami\n",
      "0 - lucie aron\n",
      "1 - nassim avat\n",
      "0 - ravi teja\n",
      "0 - sayaji shinde\n",
      "1 - robert fontaine\n",
      "1 - michael brainard\n",
      "1 - grant boyd\n",
      "1 - michael derek\n",
      "0 - sarah wayne callies\n",
      "1 - logan creran\n",
      "0 - elena lyadova\n",
      "1 - pavel tabakov\n",
      "1 - raf vallone\n",
      "1 - nino castelnuovo\n",
      "1 - mario casas\n",
      "0 - nya de la rubia\n",
      "1 - manuel salas\n",
      "1 - jos manuel poga\n",
      "0 - sabina akhmedova\n",
      "1 - aleksandr palchikov\n",
      "1 - aleksey demidov\n",
      "1 - harald rosenstrm\n",
      "0 - ekaterina kuznetsova\n",
      "1 - trey tucker\n",
      "0 - liza sips\n",
      "1 - robin martens\n",
      "0 - melody raymann\n",
      "1 - kaj van der voort\n",
      "1 - jason de ridder\n",
      "1 - stephen dorff\n",
      "1 - jonathan billions\n",
      "0 - nani\n",
      "0 - vennela kishore\n",
      "1 - naresh\n",
      "0 - suriya\n",
      "1 - mohan v. raman\n",
      "1 - girish karnad\n",
      "0 - alycia debnam-carey\n",
      "0 - ilka bessin\n",
      "0 - kaya yanar\n",
      "1 - ron allen\n",
      "0 - nelly hirst-gee\n",
      "0 - mimosa willamo\n",
      "1 - mikael gabriel\n",
      "0 - ilkka heiskanen\n",
      "1 - griffin gluck\n",
      "1 - brett granstaff\n",
      "0 - lara jean chorostecki\n",
      "0 - johnny depp\n",
      "1 - mary j. blige\n",
      "0 - mariya poezzhaeva\n",
      "0 - ieva andrejevaite\n",
      "1 - pyotr romanov\n",
      "1 - aleksandr luchinin\n",
      "0 - viktoriya runtsova\n",
      "0 - jayasudha\n",
      "0 - tanikella bharani\n",
      "1 - manish paul\n",
      "0 - ravi kishan\n",
      "0 - rudra kaushik\n",
      "1 - vicky kadian\n",
      "0 - tioreore ngatai-melbourne\n",
      "1 - troy kingi\n",
      "1 - jean-luc vincent\n",
      "1 - brandon lavieville\n",
      "1 - didier desprs\n",
      "1 - cyril rigaux\n",
      "1 - behrouz vossoughi\n",
      "0 - hamideh kheirabadi\n",
      "1 - aadukalam murugadoss\n",
      "1 - e. ramadoss\n",
      "0 - camila rodrigues\n",
      "0 - denise del vecchio\n",
      "1 - z carlos machado\n",
      "1 - andrey merzlikin\n",
      "3400\n",
      "1 - sudhanshu pandey\n",
      "1 - kaizaad kotwal\n",
      "0 - ezri walker\n",
      "0 - alice lemond\n",
      "0 - anne woodley\n",
      "1 - bill schaefer\n",
      "1 - chad hillis\n",
      "1 - charles chaney\n",
      "1 - david hillis\n",
      "1 - ernen haby\n",
      "1 - jack mcclain\n",
      "0 - eleonora giovanardi\n",
      "0 - sonia bergamasco\n",
      "1 - paolo pierobon\n",
      "0 - mlina manovici\n",
      "1 - gelu colceag\n",
      "1 - rares andrici\n",
      "0 - petre ciubotaru\n",
      "0 - natalie coughlin\n",
      "1 - roman kolinka\n",
      "0 - sarah le picard\n",
      "1 - solal forte\n",
      "0 - lise lhomeau\n",
      "1 - ahu tuba\n",
      "1 - kunaal roy kapur\n",
      "1 - conrad kemp\n",
      "0 - inge beckmann\n",
      "1 - randall majiet\n",
      "1 - iman isaacs\n",
      "1 - javier pereira\n",
      "1 - jess caba\n",
      "0 - lorena mateo\n",
      "1 - yoshiko tanaka\n",
      "1 - masato yamada\n",
      "1 - hisako hara\n",
      "1 - pavan malhotra\n",
      "1 - armando espitia\n",
      "0 - andrea vergara\n",
      "1 - juan eduardo palacios\n",
      "0 - kenny johnston\n",
      "0 - reina julieta torres\n",
      "1 - gabriel reyes\n",
      "1 - ramn lvarez escudero\n",
      "0 - keith lucas\n",
      "1 - carlos alcantara\n",
      "0 - ana cecilia natteri\n",
      "0 - tatiana astengo\n",
      "1 - carlos cabrera\n",
      "1 - franco cabrera\n",
      "1 - vic chao\n",
      "1 - christopher hagen\n",
      "1 - kevin kolack\n",
      "0 - stacy rock\n",
      "1 - david w. thompson\n",
      "1 - brent werzner\n",
      "1 - liam garrigan\n",
      "0 - rade erbedija\n",
      "0 - irene ziegler\n",
      "1 - m. s. bhaskar\n",
      "1 - rj ramesh thilak\n",
      "0 - natalia milln\n",
      "1 - juan calot\n",
      "1 - alfonso delgado\n",
      "1 - piolo pascual\n",
      "1 - joey marquez\n",
      "0 - yusra warsama\n",
      "0 - kyle gallner\n",
      "0 - cole konis\n",
      "1 - luke sunshine\n",
      "1 - troy vincent\n",
      "1 - naman jain\n",
      "1 - ranvir shorey\n",
      "1 - mohammed zeeshan ayyub\n",
      "0 - shilpi marwaha\n",
      "1 - suraj singh\n",
      "1 - kumud mishra\n",
      "1 - nakul vaid\n",
      "0 - yashvi punneet nagar\n",
      "1 - rahul bhat\n",
      "0 - siddhanth kapoor\n",
      "0 - tejaswini kolhapure\n",
      "1 - abir goswami\n",
      "1 - bruno ricci\n",
      "0 - deborah rosan\n",
      "1 - riaad moosa\n",
      "0 - fana mokoena\n",
      "0 - lindiwe matshikiza\n",
      "1 - nophand boonyai\n",
      "1 - shaad randhawa\n",
      "1 - mahesh thakur\n",
      "1 - mahesh bhatt\n",
      "1 - faten hamamah\n",
      "1 - abdel alim khattab\n",
      "1 - rory fleck-byrne\n",
      "0 - laurie calvert\n",
      "1 - richard cunningham\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - toby hargrave\n",
      "1 - yousuf azami\n",
      "0 - kanaka\n",
      "0 - kenny chin\n",
      "1 - sanjay lafont\n",
      "0 - amanda troya\n",
      "0 - madelyn deutch\n",
      "1 - calvin borel\n",
      "0 - bruce wayne eckelman\n",
      "1 - myriam charleins\n",
      "1 - jonathan demurger\n",
      "0 - ama quiambo\n",
      "0 - gigi dueas\n",
      "0 - laura centeno\n",
      "1 - pen medina\n",
      "0 - aya cash\n",
      "0 - sonia deepti\n",
      "0 - kamalinee mukherjee\n",
      "1 - ryan corr\n",
      "0 - philippe klaus\n",
      "1 - srinivas\n",
      "1 - saikumar pampana\n",
      "0 - bhargavi\n",
      "0 - ambati srinivas\n",
      "1 - shankar rao\n",
      "0 - madhumani\n",
      "1 - eric allan kramer\n",
      "1 - vhong navarro\n",
      "0 - eugene domingo\n",
      "1 - zaijan jaranilla\n",
      "1 - aaron junatas\n",
      "0 - basty alcances\n",
      "1 - burn gorman\n",
      "0 - sofia wells\n",
      "1 - chad carlberg\n",
      "1 - grant george\n",
      "0 - shanelle workman\n",
      "0 - cinda adams\n",
      "0 - elisa gabrielli\n",
      "1 - robin atkin downes\n",
      "0 - sanaa alaoui\n",
      "1 - yutian wang\n",
      "0 - line pillet\n",
      "0 - anushka sharma\n",
      "1 - mithu chakrabarty\n",
      "1 - dibyendu bhattacharya\n",
      "0 - siddhanth kapoor\n",
      "1 - ankur bhatia\n",
      "1 - rajesh tailang\n",
      "0 - daya shankar pandey\n",
      "1 - samar jai singh\n",
      "1 - sunil upadhyay\n",
      "1 - nawazuddin siddiqui\n",
      "0 - shraddha das\n",
      "0 - divya dutta\n",
      "1 - boris navia\n",
      "1 - juan coronel\n",
      "1 - roberto cuevas ramirez\n",
      "1 - eduardo carrasco\n",
      "1 - claudio negrete\n",
      "1 - atilio boron\n",
      "1 - ruben dri\n",
      "1 - ignacio achurra\n",
      "1 - sergio galliani\n",
      "0 - wendy ramos\n",
      "0 - francisca aronsson\n",
      "0 - sana javed\n",
      "0 - qavi khan\n",
      "1 - magnar kleiva\n",
      "1 - himanshu kohli\n",
      "1 - ajay jadhav\n",
      "0 - trupti khamkar\n",
      "1 - kendrick cross\n",
      "0 - ptosha storey\n",
      "1 - druvan\n",
      "1 - eldho mathew\n",
      "1 - ashwin jose\n",
      "1 - arun h das\n",
      "1 - jenson alappat\n",
      "1 - ethan barrett\n",
      "0 - milanni mines\n",
      "0 - asha sarath\n",
      "0 - ayushmann khurrana\n",
      "1 - rohit choudhary\n",
      "1 - semwal swati\n",
      "1 - javed akhtar\n",
      "0 - sai chand\n",
      "1 - satyam rajesh\n",
      "0 - gayathri gupta\n",
      "0 - raja chembolu\n",
      "0 - manisha eerabathin\n",
      "3500\n",
      "1 - jay pharoah\n",
      "1 - nick scarpino\n",
      "1 - tim gettys\n",
      "1 - kevin coella\n",
      "1 - greg gettys\n",
      "1 - mercedes kaestner-varnado\n",
      "1 - kevin janssens\n",
      "1 - vincent colombe\n",
      "0 - guillaume bouchde\n",
      "1 - jean-louis tribes\n",
      "0 - bessie barriscale\n",
      "0 - jane darwell\n",
      "0 - monroe salisbury\n",
      "1 - james neill\n",
      "1 - william elmer\n",
      "0 - ruhi sar\n",
      "0 - ali ekirdeki\n",
      "1 - seluk uluergven\n",
      "1 - erif atar\n",
      "1 - zlem sungur\n",
      "1 - nanc ayar\n",
      "0 - rita hayek\n",
      "0 - christine choueiri\n",
      "1 - diamand bou abboud\n",
      "0 - camille salameh\n",
      "1 - talal jurdi\n",
      "0 - julia kassar\n",
      "1 - mikhail porechenkov\n",
      "1 - pavel chernyavskiy\n",
      "0 - evgeniy kataev\n",
      "1 - siyamak ansari\n",
      "1 - amir jafari\n",
      "0 - azadeh samadi\n",
      "1 - mehran modiri\n",
      "0 - emelyn fischer\n",
      "0 - jlia lemmertz\n",
      "0 - quincy dunn-baker\n",
      "1 - alex reznik\n",
      "1 - namthip jongrachatawiboon\n",
      "0 - linly thongkam\n",
      "1 - thunyaphat pattarateerachaicharoen\n",
      "1 - deuntem salitul\n",
      "1 - benjamin joseph varney\n",
      "0 - suchada poonpattanasuk\n",
      "0 - surachai ningsanond\n",
      "1 - dennis quaid\n",
      "0 - madeline carroll\n",
      "1 - kevin downes\n",
      "1 - john dimaggio\n",
      "1 - james jordan\n",
      "0 - qavi khan\n",
      "1 - rasheed naz\n",
      "0 - azekah daniel\n",
      "1 - junaid akhtar\n",
      "1 - faiq asim\n",
      "1 - sal lopez\n",
      "1 - gajraj rao\n",
      "0 - surekha sikri\n",
      "0 - sheeba chaddha\n",
      "0 - alka kaushal\n",
      "0 - alka amin\n",
      "0 - emilia clarke\n",
      "0 - li chiang\n",
      "1 - lo dik\n",
      "1 - goo chang\n",
      "1 - scott whitecross\n",
      "0 - gwenda bright\n",
      "1 - mark jeffery\n",
      "0 - kai pantano\n",
      "1 - chris turner\n",
      "0 - lily donoghue\n",
      "0 - lucy currey\n",
      "0 - madeleine adams\n",
      "1 - ben black\n",
      "1 - john cena\n",
      "1 - abdel halim hafez\n",
      "1 - mary ezz el din\n",
      "1 - ellen deatto\n",
      "1 - josh knectly\n",
      "1 - landon conley\n",
      "1 - rylan hayes\n",
      "0 - shane warfe\n",
      "1 - kristen wallingford\n",
      "1 - kris brown\n",
      "1 - caleb rhoads\n",
      "1 - jamal trulove\n",
      "1 - cornelius geaney jr.\n",
      "1 - milo ventimiglia\n",
      "0 - genie kim\n",
      "1 - ego mikitas\n",
      "0 - paulina laurant\n",
      "0 - aimee stolte\n",
      "0 - caroline harris\n",
      "0 - tone bell\n",
      "1 - mikey day\n",
      "1 - ahmad mehranfar\n",
      "1 - shabnam moghadami\n",
      "0 - linda kiani\n",
      "1 - elnaz habibi\n",
      "0 - elizabeth becka\n",
      "0 - holly morris\n",
      "0 - shari rigby\n",
      "1 - cameron arnett\n",
      "0 - niki karimi\n",
      "0 - hasti mahdavifar\n",
      "0 - leila zare\n",
      "0 - alireza shojanuri\n",
      "1 - amir jadidi\n",
      "0 - pegah ahangarani\n",
      "0 - laya zanganeh\n",
      "0 - hamidreza azarang\n",
      "0 - claire duburcq\n",
      "0 - beatrice kitsos\n",
      "1 - mitchell tansell\n",
      "1 - andrew brauer\n",
      "1 - megan marav\n",
      "1 - nicholas lozano\n",
      "0 - joe quijano\n",
      "1 - lain webmint\n",
      "1 - jason hoxtell\n",
      "0 - inma cuesta\n",
      "0 - mafalda carbonell\n",
      "1 - nacho lpez\n",
      "1 - isabel requena\n",
      "1 - venkatesh\n",
      "0 - kishore\n",
      "0 - jenny wen chen-ling\n",
      "1 - qiu ze\n",
      "0 - faith butterfield\n",
      "1 - cooper berella\n",
      "1 - adrian jurics\n",
      "0 - gergely kiss\n",
      "1 - tamas gog\n",
      "1 - hongbo shi\n",
      "0 - nai yuan zhang\n",
      "1 - ling wei chen\n",
      "1 - andrew dasz\n",
      "0 - shaohua yang\n",
      "0 - yue zilong\n",
      "1 - paulo gustavo\n",
      "0 - ola ghanem\n",
      "0 - bayoumi fouad\n",
      "1 - ahmed seyam\n",
      "0 - aaidah riyadh\n",
      "1 - hassan abdel-fattah\n",
      "0 - sasha spilberg\n",
      "0 - yuliya pushman\n",
      "0 - karina kasparyants\n",
      "1 - ivan rudskoi\n",
      "1 - nicolas le riche\n",
      "0 - anna isaeva\n",
      "1 - mark henderson\n",
      "0 - sibylle gnter\n",
      "1 - eric lerner\n",
      "1 - michel lebarge\n",
      "0 - laia artigas\n",
      "0 - paula robles\n",
      "1 - isabel rocatti\n",
      "0 - montse sanz\n",
      "0 - berta pip\n",
      "0 - etna campillo\n",
      "1 - vladimir vdovichenkov\n",
      "1 - dominic applewhite\n",
      "0 - richie merritt\n",
      "1 - alex fitzalan\n",
      "1 - miguel nascimento\n",
      "0 - catherine frot\n",
      "0 - karidja tour\n",
      "0 - karthika muraleedharan\n",
      "0 - chandini sreedharan\n",
      "1 - jinu joseph\n",
      "1 - balu varghese\n",
      "1 - charles aitken\n",
      "1 - jason bayle\n",
      "0 - rebecca root\n",
      "1 - adam woronowicz\n",
      "0 - genevieve angelson\n",
      "1 - mitchell slaggert\n",
      "1 - farhad aslani\n",
      "1 - behnoosh tabatabaei\n",
      "0 - merila zarei\n",
      "1 - shahram haghighatdoost\n",
      "1 - hesam navab safavi\n",
      "1 - hooshang tavakoli\n",
      "1 - maryam boubani\n",
      "0 - azita hajian\n",
      "0 - sareh bayat\n",
      "1 - amir hossein seddigh\n",
      "0 - mahdi ghorbani\n",
      "0 - sina razani\n",
      "1 - hossein sharifi\n",
      "0 - alireza ostadi\n",
      "1 - jalal fatemi\n",
      "1 - jang gwang\n",
      "1 - rajesh sharma\n",
      "0 - shubha khote\n",
      "1 - shaan mukherjee\n",
      "1 - salman khan\n",
      "1 - paresh rawal\n",
      "0 - antony varghese\n",
      "0 - sarath kumar\n",
      "1 - tito wilson\n",
      "1 - bitto davis\n",
      "1 - kichu tellus\n",
      "1 - ullas jose chemban\n",
      "0 - bryce cass\n",
      "1 - y'lan noel\n",
      "0 - mugga\n",
      "0 - johnny pemberton\n",
      "0 - rajisha vijayan\n",
      "1 - thiru aftab\n",
      "3600\n",
      "0 - florence hartigan\n",
      "0 - jeanine jackson\n",
      "1 - cyd strittmatter\n",
      "0 - ana dela cruz\n",
      "1 - james burrows\n",
      "0 - santi alver\n",
      "0 - pepe ocio\n",
      "0 - macarena sanz\n",
      "1 - javier caramiana\n",
      "0 - charlie shotwell\n",
      "0 - evangelina cavoli\n",
      "1 - gal costa\n",
      "0 - guilherme monteiro\n",
      "1 - fbio s\n",
      "1 - maurcio fleury\n",
      "0 - ali mosaffa\n",
      "0 - mina sadati\n",
      "0 - yasna mirtahmasb\n",
      "1 - kristen ledlow\n",
      "1 - josh brener\n",
      "1 - mathias alvarez\n",
      "0 - elsie fisher\n",
      "0 - imani lewis\n",
      "1 - luke prael\n",
      "0 - jane mcneill\n",
      "1 - mike hatton\n",
      "1 - von lewis\n",
      "1 - amit lahav\n",
      "1 - philip herbert\n",
      "0 - valerie farr\n",
      "0 - naomi allisstone\n",
      "0 - elizabeth chadwick\n",
      "1 - min bok-gi\n",
      "0 - lee soo-jeong\n",
      "0 - amruta subhash\n",
      "0 - sheeba chaddha\n",
      "1 - tom berenger\n",
      "1 - scott j. brown\n",
      "0 - steve reaser\n",
      "1 - ted v. mikels\n",
      "1 - mohammad reza golzar\n",
      "0 - ali sarabi\n",
      "0 - aida keykhani\n",
      "1 - nick kroll\n",
      "1 - ohad knoller\n",
      "1 - manoj bajpayee\n",
      "1 - kumud mishra\n",
      "0 - pooja chopra\n",
      "0 - j.lee\n",
      "0 - awra briguela\n",
      "1 - jake cuenca\n",
      "1 - ejay falcon\n",
      "1 - mohammad reza sharifinia\n",
      "0 - leila otadi\n",
      "1 - firdous jamal\n",
      "1 - moammar rana\n",
      "1 - sohail sameer\n",
      "1 - aamir qureshi\n",
      "1 - shafqat cheema\n",
      "1 - asad malik\n",
      "0 - claude larive\n",
      "1 - shahriar el kosht\n",
      "1 - martin desgagn\n",
      "0 - marianne mtivier\n",
      "1 - tristan decker\n",
      "1 - samir soni\n",
      "0 - rajendra chawla\n",
      "0 - jackie shroff\n",
      "1 - dino morea\n",
      "0 - suhasini mulay\n",
      "1 - rajesh sabharwal\n",
      "1 - aman sagar\n",
      "1 - shabnam\n",
      "1 - rajiv raj\n",
      "0 - dimple\n",
      "1 - rohit raj\n",
      "1 - brij gopal\n",
      "1 - poonam dasgupta\n",
      "0 - shakti kapoor\n",
      "0 - sapna\n",
      "1 - rakesh pandey\n",
      "0 - shiva rindani\n",
      "1 - anil nagrath\n",
      "0 - jhony nirmal\n",
      "0 - jyothi rana\n",
      "1 - david james\n",
      "0 - laboni sarkar\n",
      "1 - tamal ray chowdhury\n",
      "0 - svetlana gulakova\n",
      "1 - eduardo munniz\n",
      "0 - gabrielle union\n",
      "1 - jason george\n",
      "1 - supreet\n",
      "1 - jayant gadekar\n",
      "1 - fernando alves pinto\n",
      "1 - djair guilherme\n",
      "1 - roberto marchese\n",
      "0 - aldine muller\n",
      "1 - big john\n",
      "0 - elise lhomeau\n",
      "0 - lasse fogelstrm\n",
      "0 - susse wold\n",
      "0 - anne louise hassing\n",
      "1 - peter kazungu\n",
      "0 - dunja sowinetz\n",
      "1 - helen brugat\n",
      "1 - carlos mkutano\n",
      "1 - gabriel mwarua\n",
      "1 - josphat hamisi\n",
      "1 - narain\n",
      "0 - roma asrani\n",
      "1 - jack bright\n",
      "0 - maleah nipay-padilla\n",
      "1 - ryan teeple\n",
      "0 - natasha rinis\n",
      "1 - philip willingham\n",
      "0 - arya babbar\n",
      "0 - aparna sharma\n",
      "0 - aishveryaa nidhi\n",
      "0 - samantha futerman\n",
      "1 - rupert degas\n",
      "1 - jess rowland\n",
      "0 - carly hatter\n",
      "1 - bradley cooper\n",
      "1 - chris zeischegg\n",
      "1 - saurabh dubey\n",
      "0 - bhairavi goswami\n",
      "1 - mohan kapoor\n",
      "1 - joy sengupta\n",
      "0 - miranda tapsell\n",
      "1 - don battee\n",
      "0 - sophie faucher\n",
      "1 - leonid yarmolnik\n",
      "0 - evgeniy gerchakov\n",
      "1 - juris laucinsh\n",
      "1 - jean-luc vincent\n",
      "1 - robert leroy\n",
      "0 - armelle leroy-rolland\n",
      "1 - emmanuel kauffman\n",
      "1 - marion keller\n",
      "0 - sandra rivera\n",
      "1 - eric jacoulet\n",
      "3700\n",
      "1 - phil harris\n",
      "0 - dmitri bykovsky\n",
      "1 - gerasim arkhipov\n",
      "1 - aleksandr vakhov\n",
      "0 - vitaliy dordzhiev\n",
      "1 - abhimanyu singh\n",
      "0 - tanikella bharani\n",
      "1 - brahmanandam\n",
      "1 - rao ramesh\n",
      "0 - yvonne owen\n",
      "1 - mark pirro\n",
      "0 - bobbi dorsch\n",
      "1 - hugh o. fields\n",
      "0 - marya gant\n",
      "1 - brad waisbren\n",
      "0 - gabriele ferzetti\n",
      "1 - nils althaus\n",
      "1 - urs bihler\n",
      "1 - samuel weiss\n",
      "0 - nina hesse bernhard\n",
      "0 - mia hesse\n",
      "0 - virginia petrucci\n",
      "1 - rachel alig\n",
      "0 - jamie noel\n",
      "0 - kyle gallner\n",
      "0 - shane murray-corcoran\n",
      "1 - thommas kane-byne\n",
      "1 - eoghan mcquinn\n",
      "1 - roisin barron\n",
      "0 - madeleine harris\n",
      "1 - josh brener\n",
      "0 - terence bernie hines\n",
      "1 - nassar\n",
      "1 - shekhar kapur\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 - stephanie anderson\n",
      "1 - chubby checker\n",
      "1 - ohad knoller\n",
      "0 - orly silbersatz banai\n",
      "0 - ola schur selektar\n",
      "1 - meir golan\n",
      "0 - shlomi ben attar\n",
      "1 - amir jerassi\n",
      "1 - manoj bajpayee\n",
      "1 - tigmanshu dhulia\n",
      "1 - piyush mishra\n",
      "1 - jameel khan\n",
      "1 - ashwin mathew\n",
      "1 - rajeev pahuja\n",
      "1 - rambo rajkumar\n",
      "1 - krishnakumar ramakumar\n",
      "0 - masaya onosaka\n",
      "0 - yuki kaida\n",
      "1 - yasuhiro takato\n",
      "1 - derek ting\n",
      "1 - michael park\n",
      "1 - darren e. scott\n",
      "1 - jake boswell\n",
      "0 - joshua milrad\n",
      "1 - rod loomis\n",
      "1 - chris phillips\n",
      "1 - terry saunders\n",
      "0 - pepita emmerichs\n",
      "0 - steve peck\n",
      "1 - russell buchanan\n",
      "1 - j. kyle manzay\n",
      "1 - raymond thiry\n",
      "0 - jesse van driel\n",
      "0 - joe pantoliano\n",
      "1 - brian setzer\n",
      "1 - harriet lenabe\n",
      "0 - warona seane\n",
      "0 - fiona ramsay\n",
      "1 - alvin fitisemanu\n",
      "1 - peter sa'ena brown\n",
      "1 - cameron hopkin\n",
      "1 - ineke den hollander\n",
      "0 - jaime anderson\n",
      "1 - andrew mcdonough\n",
      "1 - roger imhof\n",
      "1 - erin mcmurtry\n",
      "0 - zie souwand\n",
      "0 - sabyasachi chakraborty\n",
      "1 - phyllis boyens\n",
      "1 - foister dickerson\n",
      "0 - lisa arrindell\n",
      "1 - michael harding\n",
      "0 - kichi miura\n",
      "1 - hiroko seki\n",
      "1 - alan marriott\n",
      "1 - fyodor bondarchuk\n",
      "0 - anna mikhalkova\n",
      "1 - sergey barkovsky\n",
      "1 - ricky schroder\n",
      "1 - daniel russo\n",
      "1 - grard depardieu\n",
      "1 - jacques andr\n",
      "1 - franck belloeil\n",
      "1 - marian waldman\n",
      "1 - james edmond\n",
      "1 - david wilmot\n",
      "0 - george dicenzo\n",
      "3800\n",
      "1 - matthew perry\n",
      "0 - steve irwin\n",
      "0 - terri irwin\n",
      "1 - thorley walters\n",
      "0 - charlene choi\n",
      "1 - nigel hawthorne\n",
      "1 - robert carradine\n",
      "1 - david bornstein\n",
      "1 - el abuelo\n",
      "1 - christopher plummer\n",
      "1 - ugo paletti\n",
      "0 - fusia el kader\n",
      "0 - samia kerbash\n",
      "1 - mohamed ben kassen\n",
      "0 - gene wesson\n",
      "1 - michael chen\n",
      "0 - bonnie perlman\n",
      "1 - matthew humphreys\n",
      "1 - michael rivera\n",
      "0 - karina smulders\n",
      "0 - pleuni touw\n",
      "0 - petra laseur\n",
      "1 - bobby moore\n",
      "1 - osvaldo ardiles\n",
      "1 - michel estime\n",
      "0 - rosie shaw\n",
      "0 - adrienne shaw\n",
      "1 - philip haldiman\n",
      "0 - carolyn minnott\n",
      "0 - robyn paris\n",
      "1 - dan janjigian\n",
      "1 - diwakar pundir\n",
      "1 - rajesh khattar\n",
      "0 - tony curran\n",
      "1 - abigail canton\n",
      "1 - storm acheche sahlstrm\n",
      "0 - kyla pratt\n",
      "1 - shirley douglas\n",
      "1 - philip eytan\n",
      "1 - peter zizzo\n",
      "1 - ron stein\n",
      "1 - marshall gilman\n",
      "1 - michael roberts\n",
      "1 - jim kempner\n",
      "1 - dan blasko\n",
      "1 - michael stoyanov\n",
      "1 - megan ward\n",
      "1 - alex zuckerman\n",
      "1 - paul wilson\n",
      "0 - joe e. brown\n",
      "1 - gary busey\n",
      "1 - leon russom\n",
      "1 - chaon cross\n",
      "1 - vladimir vdovichenkov\n",
      "1 - mikhail boyarskiy\n",
      "1 - amber gainey meade\n",
      "0 - judy tatum\n",
      "1 - james lancaster\n",
      "1 - tams tth\n",
      "0 - gyrgy szathmri\n",
      "1 - yasmin deliz\n",
      "1 - jason earles\n",
      "1 - shannon lemke\n",
      "0 - emily brownell\n",
      "1 - alex boling\n",
      "0 - rusty de wees\n",
      "0 - willie\n",
      "0 - johnny ray mcghee\n",
      "1 - jacob reynolds\n",
      "1 - nick sutton\n",
      "1 - darby dougherty\n",
      "1 - jacob sewell\n",
      "1 - clifford baagale\n",
      "1 - robert huerta\n",
      "1 - alex kaluzhsky\n",
      "3900\n",
      "1 - peter risch\n",
      "0 - tamara de treaux\n",
      "1 - oliver adams\n",
      "1 - rachel erickson\n",
      "0 - katy barker\n",
      "1 - andrew forbes\n",
      "1 - jon house\n",
      "1 - akiko mon\n",
      "1 - paul popplewell\n",
      "1 - ruby milton\n",
      "0 - linda mcguire\n",
      "0 - emmy clarke\n",
      "0 - genevieve mccarthy\n",
      "0 - pina pellicer\n",
      "0 - ozzy osbourne\n",
      "1 - william hudson\n",
      "0 - george douglas\n",
      "1 - otto waldis\n",
      "1 - eileen stevens\n",
      "1 - michael ross\n",
      "0 - tony michael donnelly\n",
      "1 - walter masterson\n",
      "1 - alex borstein\n",
      "0 - yani gellman\n",
      "0 - kyle gallner\n",
      "1 - d.w. brown\n",
      "0 - madeleine daly\n",
      "0 - caroline junko king\n",
      "0 - alice trmolire\n",
      "0 - julie scheibling\n",
      "1 - erik smith\n",
      "1 - andrew chalmers\n",
      "1 - chris willis\n",
      "0 - victoria racimo\n",
      "1 - frank iwanaga\n",
      "1 - sachio sakai\n",
      "1 - david seaman\n",
      "1 - cory crow\n",
      "0 - george dicenzo\n",
      "0 - heidi holicker\n",
      "1 - thomas ballatore\n",
      "1 - skip lackey\n",
      "1 - shad moss\n",
      "1 - jerry lewkowitz\n",
      "0 - debra karr\n",
      "1 - robert alan beuth\n",
      "0 - mckee anderson\n",
      "0 - samantha pryor\n",
      "0 - gustine fudickar\n",
      "0 - ilene graff\n",
      "1 - april winchell\n",
      "0 - andy davoli\n",
      "0 - george eldredge\n",
      "0 - kathryn walker\n",
      "1 - tim kazurinsky\n",
      "1 - tino insana\n",
      "1 - henry judd baker\n",
      "1 - edwin louis\n",
      "1 - jared lavette\n",
      "1 - oliver clark\n",
      "0 - venetta fields\n",
      "0 - clydie king\n",
      "0 - giselli monteiro\n",
      "1 - neetu singh\n",
      "1 - rajesh vivek\n",
      "0 - rajendranath zutshi\n",
      "1 - dan monahan\n",
      "1 - deepal shaw\n",
      "1 - aamir bashir\n",
      "1 - vijay bhatia\n",
      "0 - kali prasad mukherjee\n",
      "0 - nancy dussault\n",
      "0 - adele givens\n",
      "0 - emma stone\n",
      "1 - cyrus broacha\n",
      "1 - amit mistry\n",
      "0 - kyle gallner\n",
      "1 - ranvir shorey\n",
      "0 - tiffany lau yuk-ting\n",
      "1 - sam bould\n",
      "1 - akashdeep saigal\n",
      "1 - karunas\n",
      "0 - renuka\n",
      "1 - colm coogan\n",
      "0 - maeve mcgrath\n",
      "1 - byrd holland\n",
      "4000\n",
      "0 - tony v.\n",
      "0 - chitrashi rawat\n",
      "1 - eric blore\n",
      "1 - georges metaxa\n",
      "1 - landers stevens\n",
      "1 - toby scott ganger\n",
      "0 - kathryn holcomb\n",
      "1 - phil harris\n",
      "0 - omi vaidya\n",
      "0 - mona singh\n",
      "1 - doug erholtz\n",
      "0 - catherine chevalier\n",
      "1 - rob campbell\n",
      "0 - peewee love\n",
      "1 - swaroop sampat\n",
      "0 - amole gupte\n",
      "1 - deb mukherjee\n",
      "1 - chandan roy sanyal\n",
      "0 - rajatava dutta\n",
      "1 - choy chang wing\n",
      "1 - aleksey petrenko\n",
      "1 - sergey gazarov\n",
      "1 - rohit roy\n",
      "1 - shabir ahluwalia\n",
      "1 - brandt wille\n",
      "1 - aytekin akkaya\n",
      "1 - fsun uar\n",
      "1 - hseyin peyda\n",
      "0 - polly noonan\n",
      "0 - jobe cerny\n",
      "1 - julian griffith\n",
      "0 - dewayne warren\n",
      "0 - lisa sloan\n",
      "0 - vance valencia\n",
      "1 - evan adams\n",
      "1 - rukhsar\n",
      "1 - aleksandr fatyushin\n",
      "1 - boris smorchkov\n",
      "1 - hend ayoub\n",
      "1 - michael reilly burke\n",
      "0 - seena ghaznavi\n",
      "1 - robert mangiardi\n",
      "0 - rajendranath zutshi\n",
      "1 - boman irani\n",
      "0 - googy gress\n",
      "0 - arundhati rao\n",
      "1 - janagaraj\n",
      "1 - ross harris\n",
      "1 - namit das\n",
      "0 - shikha talsania\n",
      "0 - kashmira shah\n",
      "1 - mohammad amir naji\n",
      "1 - amir farrokh hashemian\n",
      "0 - bahare seddiqi\n",
      "0 - nafise jafar-mohammadi\n",
      "0 - fereshte sarabandi\n",
      "1 - kamal mirkarimi\n",
      "1 - behzad rafi\n",
      "1 - dariush mokhtari\n",
      "0 - arabella holzbog\n",
      "0 - beverly peckous\n",
      "0 - jaclyn smith\n",
      "1 - dilip prabhavalkar\n",
      "0 - jeremy gender\n",
      "1 - cory w. grant\n",
      "1 - kamlesh gill\n",
      "1 - rajesh joshi\n",
      "1 - hilary thompson\n",
      "1 - piyush mishra\n",
      "1 - abhimanyu singh\n",
      "0 - jesse randhawa\n",
      "1 - pascal vincent\n",
      "0 - jrmy kapone\n",
      "0 - mile bertherat\n",
      "1 - shad moss\n",
      "1 - manuel viescas\n",
      "0 - suzzanne douglas\n",
      "0 - lisa nicole carson\n",
      "0 - marcy kaptur\n",
      "1 - edward walsh\n",
      "4100\n",
      "1 - hubert tellegen\n",
      "1 - tom wilkinson\n",
      "1 - frank clarke\n",
      "1 - roy wilson\n",
      "1 - douglas gilmore\n",
      "1 - martin watier\n",
      "0 - faith evans\n",
      "1 - dan monahan\n",
      "1 - jrgen vogel\n",
      "1 - jack soo\n",
      "1 - phyllis povah\n",
      "1 - john heldabrand\n",
      "1 - grover coulson\n",
      "1 - matt mcgrath\n",
      "1 - chris payne gilbert\n",
      "0 - nora burns\n",
      "1 - frank bongiorno\n",
      "0 - lexie sperduto\n",
      "1 - alex corrado\n",
      "0 - polly draper\n",
      "1 - alexander p. de seversky\n",
      "1 - art baker\n",
      "1 - joel s. keller\n",
      "1 - ashley judd\n",
      "1 - landon pigg\n",
      "1 - david schallipp\n",
      "1 - matthew schallipp\n",
      "1 - eric loren\n",
      "0 - yuki iwamoto\n",
      "1 - gavin mcculley\n",
      "0 - jose lucena jr.\n",
      "1 - ulrich thomsen\n",
      "1 - alexis georgoulis\n",
      "1 - alistair mcgowan\n",
      "1 - allen fiuzat\n",
      "1 - ruby jerins\n",
      "0 - alina foley\n",
      "1 - raphal coleman\n",
      "0 - kyle gallner\n",
      "1 - harry ellerbe\n",
      "1 - david andar\n",
      "1 - bill borzage\n",
      "1 - silvio berlusconi\n",
      "1 - flavio briatore\n",
      "1 - fabrizio corona\n",
      "0 - lele mora\n",
      "0 - marella giovannelli\n",
      "1 - rick canelli\n",
      "1 - ben piazza\n",
      "0 - joyce van patten\n",
      "1 - jonathan abrahams\n",
      "0 - zorie barber\n",
      "0 - judah domke\n",
      "1 - jennifer bishop\n",
      "0 - laure mattos\n",
      "1 - justin hall\n",
      "1 - juan carlos hernndez\n",
      "1 - daniel eric gold\n",
      "1 - dan monahan\n",
      "1 - fred buch\n",
      "1 - david tom\n",
      "1 - hollis mclaren\n",
      "1 - beatriz yuste\n",
      "0 - amina annabi\n",
      "1 - solomon pappaiah\n",
      "0 - eve ferret\n",
      "1 - chris frantz\n",
      "1 - jerry harrison\n",
      "1 - steven scales\n",
      "1 - alex weir\n",
      "0 - lynn mabry\n",
      "4200\n",
      "0 - rene geyer\n",
      "1 - ian 'molly' meldrum\n",
      "0 - julie forsyth\n",
      "0 - terence donovan\n",
      "0 - bruce kerr\n",
      "1 - david bradshaw\n",
      "1 - jack albertson\n",
      "0 - nisrine rihan\n",
      "1 - elias saba\n",
      "1 - youssef sahwani\n",
      "1 - abu george shibli\n",
      "1 - ibrahim frege\n",
      "1 - scandar copti\n",
      "1 - shahir kabaha\n",
      "1 - cem ylmaz\n",
      "1 - nil karaibrahimgil\n",
      "1 - daniel tay\n",
      "0 - natalia klimas\n",
      "0 - jesse liebman\n",
      "0 - pratcha sananwatananont\n",
      "0 - suchada chekly\n",
      "0 - pratcha sunanvatananont\n",
      "0 - jean-baptiste malartre\n",
      "1 - edwin gerard\n",
      "1 - thomas m. pollard\n",
      "0 - anastasiya zadorozhnaya\n",
      "1 - filipp kirkorov\n",
      "1 - richard brestoff\n",
      "1 - justin mcguire\n",
      "1 - kim de angelo\n",
      "1 - clifford hugo\n",
      "1 - oleg bernov\n",
      "1 - igor yuzov\n",
      "0 - zhenya kolykhanov\n",
      "1 - crahan denton\n",
      "1 - irwin keyes\n",
      "0 - joshua desroches\n",
      "1 - adam chambers\n",
      "1 - ken ward\n",
      "0 - alynia phillips\n",
      "1 - jordon dorrance\n",
      "1 - john broadwater\n",
      "1 - mike cameron\n",
      "1 - ken marschall\n",
      "0 - adriana valdez\n",
      "1 - piper gunnarson\n",
      "0 - jolie vanier\n",
      "0 - lawrence p. beron\n",
      "1 - matt mcgrath\n",
      "1 - william fichtner\n",
      "1 - young jeezy\n",
      "0 - flaminia cinque\n",
      "1 - sean astin\n",
      "1 - sihung lung\n",
      "1 - bo z. wang\n",
      "1 - deb snyder\n",
      "0 - fanny de luz\n",
      "1 - haan lee\n",
      "1 - wang hung-chang \n",
      "0 - jeanne kuo chang\n",
      "1 - javier godino\n",
      "0 - brbara palladino\n",
      "1 - alejandro abelenda\n",
      "0 - marianella jimenez\n",
      "0 - altagracia guzman\n",
      "0 - silvestre rasuk\n",
      "1 - krystal rodriguez\n",
      "0 - wilfree vasquez\n",
      "0 - frdrique feder\n",
      "1 - juan viadas\n",
      "1 - saturnino garca\n",
      "1 - jordan rhodes\n",
      "1 - jeff celentano\n",
      "0 - michelle botes\n",
      "1 - mike stone\n",
      "1 - len sparrowhawk\n",
      "1 - scott charles\n",
      "1 - myles anderson\n",
      "1 - matthew hunter\n",
      "1 - seamon glass\n",
      "0 - mariya andreeva\n",
      "1 - maksim loktionov\n",
      "1 - ibrahim el hadish\n",
      "1 - artel great\n",
      "0 - christina payano\n",
      "0 - tom'ya bowden\n",
      "0 - stephanie hodge\n",
      "1 - heather robb\n",
      "0 - darryl nau\n",
      "0 - zarina wahab\n",
      "1 - tanay chheda\n",
      "1 - sheetal menon\n",
      "1 - michael strong\n",
      "0 - rosanna arquette\n",
      "0 - melanie papalia\n",
      "0 - charlie korsmo\n",
      "0 - minna haapkyl\n",
      "0 - lotta lehtikari\n",
      "0 - miia nuutila\n",
      "1 - henry dinhofer\n",
      "4300\n",
      "1 - lou dobbs\n",
      "1 - michael badnarik\n",
      "0 - katherine moennig\n",
      "1 - david argue\n",
      "0 - lawanda page\n",
      "0 - arundathi nag\n",
      "0 - swini khera\n",
      "1 - bill byrge\n",
      "1 - oliver clark\n",
      "0 - ivana mio\n",
      "1 - warner loughlin\n",
      "1 - bing yin\n",
      "1 - eric godon\n",
      "1 - franois bredon\n",
      "0 - sami samir\n",
      "1 - jack taylor\n",
      "0 - chance michael corbitt\n",
      "0 - tanya smith\n",
      "0 - keri moran\n",
      "1 - autumn campbell\n",
      "0 - steve doughton\n",
      "1 - matt mccormick\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - horst ebersberg\n",
      "0 - lee bergere\n",
      "1 - donald f. muhich\n",
      "0 - noble lee holderread jr.\n",
      "0 - kara kemp\n",
      "1 - paul matthews\n",
      "0 - andra st. ivanyi\n",
      "1 - scott bankston\n",
      "1 - andr chimne\n",
      "1 - damon merrill\n",
      "1 - barry coffing\n",
      "1 - stephen j. lang\n",
      "1 - matthew a. brown\n",
      "0 - carrie morgan\n",
      "0 - jongiorgi enos\n",
      "1 - jeff johnson\n",
      "0 - wendy hoop\n",
      "1 - sumeet darshan dobhal\n",
      "1 - gauhar khan\n",
      "1 - prem chopra\n",
      "1 - mukesh bhatt\n",
      "0 - meredith handerhan\n",
      "1 - paul sanchez\n",
      "1 - masato aizawa\n",
      "0 - hiroshi mikami\n",
      "0 - junya fukuda\n",
      "1 - shigeto tachihara\n",
      "0 - junkichi orimoto\n",
      "1 - robert carson\n",
      "0 - patty mullen\n",
      "0 - joanne ritchie\n",
      "1 - j.j. clark\n",
      "1 - helmar augustus cooper\n",
      "0 - charlotte j. helmkamp\n",
      "1 - bill bellamy\n",
      "1 - john voldstad\n",
      "0 - glenn bang\n",
      "1 - michael beck\n",
      "1 - henry silva\n",
      "1 - edward mulhare\n",
      "1 - ralph wilcox\n",
      "0 - toni nero\n",
      "1 - h.e.d. redford\n",
      "0 - danny wagner\n",
      "1 - ted levine\n",
      "1 - e. danny murphy\n",
      "1 - pachornpol jantieng\n",
      "1 - thanyanan mahapirun\n",
      "0 - supatsiri patomnupong\n",
      "1 - phongsak rattanapong\n",
      "1 - pier paolo capponi\n",
      "0 - amie petersen\n",
      "1 - william humphrey\n",
      "1 - mary nolan\n",
      "0 - tiny ward\n",
      "1 - curtis nero\n",
      "1 - patrick bauchau\n",
      "1 - gio perez\n",
      "1 - daniel pearce\n",
      "1 - stephen knight\n",
      "0 - clara perryman\n",
      "1 - peter hock\n",
      "1 - nicolas mari\n",
      "0 - mete horozolu\n",
      "0 - riza sonmez\n",
      "1 - baris bagci\n",
      "1 - ibrahim akoz\n",
      "1 - serkan altintas\n",
      "1 - okan avci\n",
      "1 - john canada terrell\n",
      "1 - bill lee\n",
      "1 - khalid tyabji\n",
      "0 - arundhati rao\n",
      "0 - surabhi bhansali\n",
      "1 - jess platt\n",
      "1 - bobby boriello\n",
      "0 - joe lynch\n",
      "0 - louise stratten\n",
      "1 - raymond burr\n",
      "1 - heather beers\n",
      "0 - wayne brennan\n",
      "1 - jan broberg\n",
      "1 - mal arnold\n",
      "0 - lyn bolton\n",
      "1 - scott h. hall\n",
      "0 - christy foushee\n",
      "0 - ashlyn martin\n",
      "0 - robbie sublett\n",
      "4400\n",
      "1 - mishu vellani\n",
      "1 - jos pagn\n",
      "1 - isidro luengo\n",
      "0 - antony carbone\n",
      "1 - mary menzies\n",
      "1 - asher book\n",
      "0 - lindy davies\n",
      "1 - beverley phillips\n",
      "0 - judith stratford\n",
      "1 - heather mitchell\n",
      "1 - pavan malhotra\n",
      "1 - gajraj rao\n",
      "1 - douglas fairbanks\n",
      "1 - sjin\n",
      "0 - tote du crow\n",
      "0 - olive sturgess\n",
      "0 - connie wallace\n",
      "0 - anne kimbell\n",
      "1 - dick pinner\n",
      "1 - wyott ordung\n",
      "1 - gavin rossdale\n",
      "0 - billy connolly\n",
      "1 - leon janney\n",
      "1 - edward mcnally\n",
      "1 - gino cafarelli\n",
      "1 - david robles\n",
      "0 - cecilia santiago\n",
      "1 - abraham aguilar\n",
      "1 - roberto cuenca\n",
      "1 - stephen hughes\n",
      "1 - carlos del pino\n",
      "0 - pepa castro\n",
      "1 - beatriz berciano\n",
      "0 - kate stafford\n",
      "1 - toby poser\n",
      "1 - nelson edwin rodrguez\n",
      "1 - andrew wright\n",
      "1 - philip tonge\n",
      "1 - joseph simmons\n",
      "1 - kurtis blow\n",
      "0 - lee scott\n",
      "1 - don hunter\n",
      "1 - jon hunter\n",
      "0 - jeremy hunter\n",
      "1 - matt hunter\n",
      "0 - johnny faenza\n",
      "1 - frank mormino\n",
      "1 - john bruening\n",
      "0 - ishita sharma\n",
      "1 - howard rosemeyer\n",
      "1 - andrew henderson\n",
      "0 - elizabeth morton\n",
      "1 - luis ciges\n",
      "1 - janusz ziemniak\n",
      "1 - bermdez\n",
      "1 - andrs calamardo\n",
      "1 - toms sez\n",
      "1 - lois alexander\n",
      "0 - wallace clarke\n",
      "1 - howard crampton\n",
      "1 - dan hanlon\n",
      "1 - allen holubar\n",
      "1 - lourdes perez nido\n",
      "1 - frank de kova\n",
      "1 - mary dean lauria\n",
      "0 - jacqueline mills\n",
      "1 - lillian adams\n",
      "1 - cem ylmaz\n",
      "1 - stephen russell\n",
      "0 - diana berriman\n",
      "0 - aleksia landeau\n",
      "1 - richard messing\n",
      "1 - lev friedman\n",
      "1 - alexandru potocean\n",
      "1 - robert crosson\n",
      "1 - erik-michael estrada\n",
      "1 - ivan zhidkov\n",
      "1 - ivan zhidkov\n",
      "1 - elias koteas\n",
      "1 - carmen xtravaganza\n",
      "1 - brooke xtravaganza\n",
      "0 - andre christian\n",
      "1 - dorian corey\n",
      "1 - paris dupree\n",
      "1 - pepper labeija\n",
      "1 - junior labeija\n",
      "0 - willi ninja\n",
      "1 - brandon henschel\n",
      "1 - brian dietzen\n",
      "1 - jason yribar\n",
      "1 - justin gorence\n",
      "1 - christopher bryan\n",
      "1 - arch hall sr.\n",
      "1 - javier beltrn\n",
      "0 - adria allue\n",
      "1 - bruno oro\n",
      "1 - esther nubiola\n",
      "1 - marc pujol\n",
      "1 - enrico macias\n",
      "1 - bruno solo\n",
      "1 - paresh rawal\n",
      "0 - betty garrett\n",
      "0 - henri attal\n",
      "1 - dinesh kaushik\n",
      "1 - pradeep ram singh rawat\n",
      "4500\n",
      "1 - scott 'carrot top' thompson\n",
      "1 - david tristan birkin\n",
      "0 - armida siguion-reyna\n",
      "1 - joey paras\n",
      "0 - soxy topacio\n",
      "0 - bibeth orteza\n",
      "0 - beverly salviejo\n",
      "0 - candy wang\n",
      "1 - xiao shu-li\n",
      "1 - wu fang\n",
      "1 - pietro castellitto\n",
      "1 - jovan divjak\n",
      "1 - riz ahmed\n",
      "1 - scar barbern\n",
      "1 - jos mota\n",
      "1 - miguel ngel jenner\n",
      "1 - luis posada \n",
      "1 - meritxell an\n",
      "1 - james sobol kelly\n",
      "0 - gucci mane\n",
      "1 - ash lendzion\n",
      "1 - nicolas martinez\n",
      "1 - anwar congo\n",
      "1 - herman koto\n",
      "1 - syamsul arifin\n",
      "1 - ibrahim sinik\n",
      "1 - yapto soerjosoemarno\n",
      "1 - safit pardede\n",
      "1 - jusuf kalla\n",
      "0 - adi zulkadry\n",
      "1 - henry darrow\n",
      "1 - arunoday singh\n",
      "1 - imran zahid\n",
      "0 - billy falbo\n",
      "0 - lawrence j. aberwood\n",
      "1 - kay montie\n",
      "0 - linda cotton\n",
      "1 - pat o'farrell\n",
      "1 - dorothy holbrook\n",
      "0 - toni carroll\n",
      "1 - carson bolde\n",
      "0 - molly blixt egelind\n",
      "1 - sebastian jessen\n",
      "0 - line kruse\n",
      "0 - anne-marie loop\n",
      "0 - pauline brunner\n",
      "0 - brigitte virtudes\n",
      "1 - tigmanshu dhulia\n",
      "1 - manoj bajpayee\n",
      "0 - joanna vanderham\n",
      "0 - onata aprile\n",
      "0 - sadie rae\n",
      "0 - jesse stone spadaccini\n",
      "1 - mark valley\n",
      "1 - emraan hashmi\n",
      "0 - esha gupta\n",
      "1 - manish chaudhary\n",
      "0 - sumona chakravarti\n",
      "1 - michael mackenzie\n",
      "1 - jeffrey daunton\n",
      "1 - tom stokes\n",
      "1 - shaun diviney\n",
      "0 - andy clemmensen\n",
      "0 - bradie webb\n",
      "1 - trevor steel\n",
      "1 - tigmanshu dhulia\n",
      "1 - mohammed zeeshan ayyub\n",
      "1 - vipin sharma\n",
      "1 - prabhleen sandhu\n",
      "1 - baljinder kaur\n",
      "1 - prabal panjabi\n",
      "0 - rima kallingal\n",
      "0 - riya saira\n",
      "0 - rashmi sathish\n",
      "1 - jinu joseph\n",
      "1 - kevin kunkel\n",
      "1 - wu gang\n",
      "1 - joan antoni estads\n",
      "1 - nacho sierra\n",
      "1 - carlos pumares\n",
      "1 - saturnino garca\n",
      "1 - chandrachur singh\n",
      "1 - sharad s. kapoor\n",
      "1 - morgan mcgarry\n",
      "1 - bindal parikh\n",
      "1 - prerak patel\n",
      "0 - sharib hashmi\n",
      "0 - jasmine jardot\n",
      "1 - gireesh sahedev\n",
      "1 - jennifer prior\n",
      "0 - charlotte prior\n",
      "0 - xenia kalogeropoulou\n",
      "0 - lajessie smith\n",
      "0 - ami ameen\n",
      "1 - raj zutshi\n",
      "0 - sahila chadda\n",
      "0 - mariya andreeva\n",
      "1 - igor voynarovskiy\n",
      "1 - alan dukes\n",
      "1 - james mackay\n",
      "1 - tom savini\n",
      "1 - alex russell\n",
      "0 - meera nandan\n",
      "1 - john lloyd cruz\n",
      "0 - anita linda\n",
      "0 - clarence delgado\n",
      "1 - n.n. pillai\n",
      "0 - kanaka\n",
      "0 - niesha butler\n",
      "0 - bennie slay\n",
      "1 - zoran radanovich\n",
      "1 - spoken reasons\n",
      "1 - iris dohrn\n",
      "1 - liam henry\n",
      "0 - mirage moonschein\n",
      "0 - kenny alfonso\n",
      "1 - dan caudill\n",
      "0 - lenn kudrjawizki\n",
      "1 - nonso anozie\n",
      "1 - jonas armstrong\n",
      "0 - nirmiti sawant\n",
      "1 - satish alekar\n",
      "0 - anita date\n",
      "1 - amey wagh\n",
      "4600\n",
      "0 - stephanie cayo\n",
      "1 - carlos alcantara\n",
      "0 - katia condos\n",
      "0 - enrique victoria\n",
      "0 - mara pili barreda\n",
      "1 - salvador del solar\n",
      "0 - laura chiatti\n",
      "1 - massimo corvo\n",
      "1 - sahil anand\n",
      "1 - vipin sharma\n",
      "1 - rajesh sharma\n",
      "1 - rahul bagga\n",
      "0 - sophie karl\n",
      "1 - john duggan\n",
      "0 - jeremy luke\n",
      "0 - kyla deaver\n",
      "0 - jamie noel\n",
      "1 - joey marquez\n",
      "1 - ramon bautista\n",
      "0 - roi vinzon\n",
      "1 - mike gayoso\n",
      "0 - veera santhanam\n",
      "0 - arya babbar\n",
      "1 - navneet nishan\n",
      "1 - ranvir shorey\n",
      "1 - donald austin\n",
      "1 - brendan doogie milewski\n",
      "0 - dave parnell\n",
      "1 - lyman williams\n",
      "0 - maria annette tanderd berglyd\n",
      "0 - terje strmdahl\n",
      "0 - annie rose buckley\n",
      "1 - ral jimnez\n",
      "1 - manolo solo\n",
      "1 - font garca\n",
      "1 - pilar gmez\n",
      "0 - alicia rubio\n",
      "1 - mel gibson\n",
      "1 - akshay kumar\n",
      "1 - saurabh shukla\n",
      "0 - sayani gupta\n",
      "1 - sundeep kishan\n",
      "1 - sheraz ghufoor\n",
      "1 - kashaf ali\n",
      "1 - nadeem beyg\n",
      "1 - irfan khoosat\n",
      "1 - shafqat cheema\n",
      "1 - nayyar ejaz\n",
      "1 - ejaz hussain bugti\n",
      "1 - mitch silpa\n",
      "0 - ira dubey\n",
      "0 - cinda adams\n",
      "1 - jim broadbent\n",
      "1 - greg kriek\n",
      "0 - reza ahmadi\n",
      "1 - behrang alavi\n",
      "1 - nazanin bayati\n",
      "1 - shams langroudi\n",
      "1 - ken lo\n",
      "1 - amitabh bachchan\n",
      "1 - vijay varma\n",
      "0 - tilda cobham-hervey\n",
      "1 - amandeep singh\n",
      "1 - suhail nayyar\n",
      "1 - steven seagal\n",
      "1 - philip fornah\n",
      "1 - james franco\n",
      "1 - james franco\n",
      "1 - clifton collins jr.\n",
      "0 - flix kysyl\n",
      "1 - marc fraize\n",
      "0 - finn scicluna-o'prey\n",
      "1 - emm wiseman\n",
      "0 - ali rehman khan\n",
      "1 - bilal ashraf\n",
      "1 - sameer ajab gul\n",
      "0 - mishi khan\n",
      "1 - alyy khan\n",
      "1 - saife hassan\n",
      "1 - talat hussain\n",
      "1 - alex roe\n",
      "1 - peter cambor\n",
      "1 - gillian vigman\n",
      "1 - michael garza\n",
      "1 - austin zajur\n",
      "0 - natalie ganzhorn\n",
      "0 - danube r. hermosillo\n",
      "1 - david pendleton\n",
      "1 - mikey\n",
      "0 - ekkachai srivichai\n",
      "1 - suthep sisi\n",
      "1 - wiradit srimalai\n",
      "1 - jaturong mokjok\n",
      "1 - marcus henderson\n",
      "1 - yu koyanagi\n",
      "1 - elnaz shakerdust\n",
      "1 - farhad ghaemian\n",
      "0 - lida abbasi\n",
      "0 - behroze sabzwari\n",
      "0 - atiqa odho\n",
      "1 - aashir wajahat\n",
      "0 - rubina ashraf\n",
      "1 - mubashir malik\n",
      "0 - feroze khan\n",
      "1 - alyy khan\n",
      "1 - rashid farooqi\n",
      "1 - shafqat cheema\n",
      "0 - jibrayl ahmed rajput\n",
      "1 - mel gibson\n",
      "0 - ivica todori\n",
      "1 - dario jurian\n",
      "0 - nicole astra\n",
      "0 - emily eruraviel\n",
      "1 - manouchehr alipour\n",
      "0 - alireza ostadi\n",
      "0 - soudabeh bayzai\n",
      "1 - atabak naderi\n",
      "0 - faghihe soltani\n",
      "0 - anahita ne'mati\n",
      "1 - misagh zare\n",
      "1 - maral farjad\n",
      "0 - siddhi mahajankatti\n",
      "1 - vishak nair\n",
      "1 - arun kurian\n",
      "1 - roshan mathew\n",
      "1 - annu antony\n",
      "0 - anarkali marikar\n",
      "0 - vinitha koshy\n",
      "0 - aima sebastian\n",
      "1 - ryan o'quinn\n",
      "0 - joshua burge\n",
      "0 - maggie smith\n",
      "0 - elie wajeman\n",
      "0 - nomie lvovsky\n",
      "1 - jay bhanushali\n",
      "0 - siddharth kher\n",
      "0 - neha kaul\n",
      "1 - shashank shende\n",
      "1 - amir k\n",
      "1 - faycal attougui\n",
      "1 - philip shelley\n",
      "1 - ait hamou amine\n",
      "0 - joe stapleton\n",
      "0 - nancy carroll\n",
      "1 - allison gallerani\n",
      "0 - florence clery\n",
      "1 - richard pepple\n",
      "0 - ama k. abebrese\n",
      "1 - darshan kumaar\n",
      "1 - shishir sharma\n",
      "1 - sunil thapa\n",
      "1 - robin das\n",
      "0 - shiva dagar\n",
      "4700\n",
      "0 - da'vone mcdonald\n",
      "1 - griffin cleveland\n",
      "1 - mohamed rageb\n",
      "1 - hassan abdel fa...\n",
      "0 - heba magdy\n",
      "0 - horeya farghaly\n",
      "1 - csar domboy\n",
      "1 - kurt russell\n",
      "0 - anthony dexter\n",
      "1 - eleanor parker\n",
      "0 - dona drake\n",
      "1 - lloyd gough\n",
      "1 - akkaphan namart\n",
      "0 - wannika phudchang\n",
      "0 - akamsiri suwannasuk\n",
      "1 - wasupon kiangprapakit\n",
      "0 - chonticha nuamsukon\n",
      "1 - kemal palevi\n",
      "1 - fico fachriza\n",
      "1 - bintang timur\n",
      "0 - mudy taylor\n",
      "1 - caleb cox\n",
      "1 - korey jackson\n",
      "1 - analeigh tipton\n",
      "1 - michael showalter\n",
      "1 - josh brener\n",
      "1 - justin chon\n",
      "1 - leonard wu\n",
      "0 - kalki koechlin\n",
      "1 - tenzing dalha\n",
      "0 - samiya mumtaz\n",
      "0 - mohib mirza\n",
      "0 - saleha aref\n",
      "1 - asif khan\n",
      "1 - ajab gul\n",
      "0 - abdullah jan\n",
      "1 - david koechner\n",
      "0 - conchata ferrell\n",
      "0 - tatjana pajkovi\n",
      "0 - wenxia yu\n",
      "0 - leanne best\n",
      "1 - bernhard forcher\n",
      "1 - j.foray\n",
      "1 - p.ronan\n",
      "1 - boris karloff\n",
      "1 - timothy radford\n",
      "0 - shira haas\n",
      "0 - julie west\n",
      "1 - nigel lambert\n",
      "1 - devin j. brower\n",
      "1 - brett venable\n",
      "1 - skyler jesse payne\n",
      "0 - chani natasha davis\n",
      "0 - mariona farnsworth\n",
      "1 - ryan farnsworth\n",
      "1 - lorenzo music\n",
      "1 - thom huge\n",
      "0 - howie morris\n",
      "1 - gregg berger\n",
      "0 - fiorella rodrguez\n",
      "0 - valeria bringas\n",
      "0 - mariya vinogradova\n",
      "1 - mario gromov\n",
      "1 - tintswalo khumbuza\n",
      "0 - dania nassar\n",
      "0 - marie avgeropoulos\n",
      "1 - ching hoh-wai\n",
      "1 - yu kang\n",
      "1 - fan siu-wong\n",
      "1 - jordan rhodes\n",
      "1 - robert davi\n",
      "0 - zoe myers\n",
      "1 - adam carolla\n",
      "1 - kt gorique\n",
      "1 - jalil naciri\n",
      "0 - liliane rovre\n",
      "1 - gal faye\n",
      "1 - edgar sekloka\n",
      "0 - jermaine sullivan\n",
      "1 - ken niumatalolo\n",
      "0 - carolina muoz marin\n",
      "1 - bishnu adhikari\n",
      "1 - gail halvorsen\n",
      "1 - dawn armstrong\n",
      "0 - paula rib\n",
      "0 - nria trifol\n",
      "1 - ivan labanda\n",
      "0 - elisabeth bergall\n",
      "1 - luis posada \n",
      "1 - luis posada \n",
      "0 - hazama azmi\n",
      "1 - along cham\n",
      "1 - juan saavedra\n",
      "0 - stella rocha\n",
      "0 - shane dawson\n",
      "0 - lisa schwartz\n",
      "1 - robert walker\n",
      "0 - kitty\n",
      "0 - siddhartha shankar\n",
      "1 - aadukalam murugadoss\n",
      "0 - kodi smit-mcphee\n",
      "1 - mercedes de la zerda\n",
      "1 - tom fisher\n",
      "0 - sandra rosinsky\n",
      "1 - hugo diego garcia\n",
      "0 - ayesha raza\n",
      "1 - jisshu sengupta\n",
      "0 - ushasie chakraborty\n",
      "1 - joonas saartamo\n",
      "0 - jussi vatanen\n",
      "0 - rusty joiner\n",
      "1 - james russo\n",
      "1 - paul rodrguez\n",
      "1 - christopher mann\n",
      "0 - jeremiah demoss\n",
      "1 - magnus millang\n",
      "0 - saswata chatterjee\n",
      "1 - ivan rodrigues\n",
      "1 - gregory korostishevsky\n",
      "0 - grethe eltervg\n",
      "0 - marte magnusdotter solem\n",
      "1 - mabel van buren\n",
      "0 - theodore roberts\n",
      "0 - house peters\n",
      "0 - anita king\n",
      "1 - sydney deane\n",
      "1 - william elmer\n",
      "1 - dominic l. santana\n",
      "1 - hrithik roshan\n",
      "1 - manish choudhary\n",
      "0 - narendra jha\n",
      "1 - maribel verd\n",
      "1 - quim gutirrez\n",
      "1 - axel mansella\n",
      "0 - mayra jurez\n",
      "1 - harshvardhan kapoor\n",
      "1 - anuj chowdhry\n",
      "1 - konstantin adaev\n",
      "1 - aleksandr aysman\n",
      "1 - hugo bariller\n",
      "0 - ekaterina bestuzheva\n",
      "1 - timofey blagochevskiy\n",
      "1 - maksim brylin\n",
      "0 - vitaliy buslaev\n",
      "1 - bob the cat\n",
      "1 - frdric anscombre\n",
      "1 - aaron taylor-johnson\n",
      "1 - john cena\n",
      "0 - steve kelly\n",
      "1 - dan skinner\n",
      "1 - j. gregory dollarhide\n",
      "0 - marcia carol miller dollarhide\n",
      "1 - frank alexander\n",
      "4800\n",
      "0 - pasha brandt\n",
      "0 - milca volny\n",
      "0 - nikkimix\n",
      "0 - marie felix lemite\n",
      "1 - dadou pasquet\n",
      "0 - nirva lafond\n",
      "1 - aubry blague\n",
      "1 - carl fombrun\n",
      "1 - philip ng\n",
      "1 - king lau\n",
      "0 - yee jee tso\n",
      "1 - moammar rana\n",
      "0 - saima noor\n",
      "1 - bahar begum\n",
      "1 - bahar begum\n",
      "1 - sardar kamal\n",
      "1 - pablo arbes\n",
      "1 - hugo arbes\n",
      "1 - luis callejo\n",
      "1 - julio torres\n",
      "1 - eduardo roldn\n",
      "1 - cameron mckendry\n",
      "1 - sudhhy kopa\n",
      "1 - sowcar janaki\n",
      "0 - billy yeager\n",
      "1 - rod stewart\n",
      "1 - ton haak\n",
      "0 - teddy steven\n",
      "1 - anais yeager\n",
      "0 - bunny yeager\n",
      "1 - malcolm x\n",
      "1 - medgar evers\n",
      "1 - ray charles\n",
      "1 - mario casas\n",
      "1 - paco tous\n",
      "1 - lateef crowder\n",
      "0 - masashi odate\n",
      "0 - millie ruperto\n",
      "1 - tiger shroff\n",
      "0 - sandeepa dhar\n",
      "0 - sugandha mishra\n",
      "1 - raashul tandon\n",
      "1 - tim roth\n",
      "1 - frank grillo\n",
      "0 - ji guanlin\n",
      "1 - pan shulan\n",
      "1 - su shangqing\n",
      "1 - xu weizhou\n",
      "1 - jiu'er\n",
      "1 - xang yuanyuan\n",
      "1 - emmanuil vitorgan\n",
      "0 - olga rodionova\n",
      "0 - oksana sidorenko\n",
      "0 - shane johnson\n",
      "1 - kong lian-shun\n",
      "0 - mia xitlali\n",
      "0 - isabelle adjani\n",
      "1 - joey morgan\n",
      "0 - jonny beauchamp\n",
      "0 - anna wilding\n",
      "0 - vanta kaur\n",
      "1 - len west\n",
      "1 - chalerm chanapahn\n",
      "1 - tenzin gyatso\n",
      "0 - phra sathuwanda\n",
      "1 - chaip saissard\n",
      "1 - brontis jodorowsky\n",
      "0 - aliocha sotnikoff\n",
      "0 - camila robertson glennie\n",
      "0 - meraqui pradis\n",
      "1 - amitabh bachchan\n",
      "1 - john dimaggio\n",
      "0 - danny jacobs\n",
      "0 - alice della valle\n",
      "0 - samuele della valle\n",
      "0 - vania gatto\n",
      "0 - simona cor\n",
      "1 - marco airoldi\n",
      "1 - mario chiodetti\n",
      "1 - carlo cavalli\n",
      "1 - tomaso bortoluzzi\n",
      "1 - rob schneider\n",
      "1 - neil brown jr.\n",
      "1 - marlon yates jr.\n",
      "1 - r. marcos taylor\n",
      "1 - moses storm\n",
      "1 - heather sossaman\n",
      "1 - mickey river\n",
      "0 - louise bush\n",
      "1 - lon chaney\n",
      "1 - j.m. dumont\n",
      "1 - thomas meighan\n",
      "1 - chris adler\n",
      "0 - leslie maine\n",
      "1 - bjorn jiskoot jr.\n",
      "1 - charles swensen\n",
      "0 - rebekah swann\n",
      "1 - ryan clinkenbeard\n",
      "1 - michael richard\n",
      "1 - joseph lolli\n",
      "0 - elena an\n",
      "1 - yury pimkin\n",
      "0 - bonnie zellerbach\n",
      "1 - akbar abdi\n",
      "1 - jamel debbouze\n",
      "0 - patrice thibaud\n",
      "1 - christian hecq\n",
      "0 - dioucounda koma\n",
      "1 - adrien antoine\n",
      "0 - georgette kala-lob\n",
      "1 - shahid kapoor\n",
      "1 - kulbhushan kharbanda\n",
      "0 - tabatha shaun\n",
      "1 - jeffrey grover\n",
      "1 - patrick davidson\n",
      "0 - randy arrington\n",
      "0 - noah wiseman\n",
      "1 - benjamin winspear\n",
      "1 - cathy adamek\n",
      "1 - craig behenna\n",
      "0 - sierra huermann\n",
      "0 - vasili lanovoy\n",
      "1 - samvel muzhikyan\n",
      "1 - andrey polishchuk\n",
      "1 - stephen boss\n",
      "0 - misha gabriel\n",
      "0 - asha sarath\n",
      "0 - ansiba hassan\n",
      "1 - roshan basheer\n",
      "1 - fabrizio gifuni\n",
      "1 - guglielmo pinelli\n",
      "0 - jude swanberg\n",
      "1 - eldar kim\n",
      "1 - gideon glick\n",
      "0 - jessamine kelley\n",
      "0 - nate lang\n",
      "4900\n",
      "1 - raquel marques\n",
      "1 - francisco relvas\n",
      "1 - ricardo aibo\n",
      "0 - paula s\n",
      "1 - isabel de castro\n",
      "1 - pedro alpiara\n",
      "1 - carlos melo\n",
      "0 - nicole kidman\n",
      "1 - megan alston\n",
      "1 - maddison brown\n",
      "0 - meyne wyatt\n",
      "1 - sean keenan\n",
      "1 - pradeep ram singh rawat\n",
      "1 - martin cito otto\n",
      "1 - nabeel khan\n",
      "1 - paul ditchfield\n",
      "1 - david james\n",
      "0 - bala\n",
      "1 - n. s. ramesh khanna\n",
      "1 - jeffrey ho\n",
      "0 - alka badola kaushal\n",
      "1 - marco canadea\n",
      "0 - gabe liedman\n",
      "0 - nicole chacn\n",
      "0 - sandra ochoa\n",
      "1 - oscar izacas\n",
      "0 - maritza perdomo\n",
      "1 - alex aristidis\n",
      "1 - austin lyon\n",
      "0 - madeleine waters\n",
      "0 - quinn nagle\n",
      "0 - valrie crouzet\n",
      "1 - zen mcgrath\n",
      "1 - peter mcrobbie\n",
      "0 - nancy drake\n",
      "1 - karthik nagarajan\n",
      "0 - badava gopi\n",
      "1 - m. j. sriram\n",
      "1 - simran\n",
      "0 - rome shadanloo\n",
      "1 - milad eghbali\n",
      "1 - corey holcomb\n",
      "0 - kristi mckay\n",
      "1 - matt goose goosehurst\n",
      "0 - kedryn carpenter\n",
      "1 - daniel g. cramer\n",
      "0 - anita nicole brown\n",
      "1 - brian johnson jr.\n",
      "0 - cody strack\n",
      "1 - leonid barats\n",
      "1 - rostislav khait\n",
      "1 - vadim samoylov\n",
      "1 - gleb samoylov\n",
      "0 - frankie valli\n",
      "0 - andy karl\n",
      "1 - glen-paul waru\n",
      "1 - cameron rhodes\n",
      "1 - millen baird\n",
      "0 - bruce hopkins\n",
      "1 - jillian estell\n",
      "1 - ethan juan\n",
      "0 - tetsuya komuro\n",
      "1 - hugo johnstone-burt\n",
      "1 - ben huber\n",
      "0 - hanna brown\n",
      "1 - jon-paul gates\n",
      "1 - vivien creegor\n",
      "1 - steven m. smith\n",
      "0 - jeremy hill\n",
      "0 - laura penneycard\n",
      "0 - freddie fuller\n",
      "0 - amila terzimehic\n",
      "0 - mediha musliovi\n",
      "1 - skylar gasper\n",
      "1 - louis moncivias\n",
      "0 - june griffin garcia\n",
      "0 - stphane rousseau\n",
      "0 - perdita weeks\n",
      "0 - ali marhyar\n",
      "0 - cosme castro\n",
      "1 - hamid djavadan\n",
      "1 - will smith\n",
      "0 - jean-claude van damme\n",
      "0 - lana turner\n",
      "1 - bonar colleano\n",
      "1 - kunchacko boban\n",
      "0 - sreelatha namboothiri\n",
      "1 - cem ylmaz\n",
      "1 - ben o'toole\n",
      "1 - jakob salvati\n",
      "0 - bojesse christopher\n",
      "0 - ariana neal\n",
      "0 - shobha mohan\n",
      "1 - parker mack\n",
      "1 - ashok selvan\n",
      "1 - pradeep nair\n",
      "1 - rajan\n",
      "0 - sai prashanth\n",
      "1 - ed westwick\n",
      "0 - emily sansiri\n",
      "0 - johann helf\n",
      "1 - peter facinelli\n",
      "1 - gustavo angarita\n",
      "1 - juan pablo gamboa\n",
      "1 - fahad mustafa\n",
      "1 - salman shahid\n",
      "1 - irfan motiwala\n",
      "0 - alena mihulov\n",
      "1 - zhang lei\n",
      "1 - lin zijie\n",
      "1 - tong zirong\n",
      "1 - wu wenlun\n",
      "1 - liu jiurong\n",
      "1 - wu di\n",
      "1 - liu beichen\n",
      "1 - rajesh sharma\n",
      "1 - zachary coffin\n",
      "1 - kumud mishra\n",
      "0 - marta muda-trzebiatowska\n",
      "1 - guillermo francella\n",
      "1 - gastn cocchiarale\n",
      "0 - giselle motta\n",
      "1 - franco masini\n",
      "0 - stefana koessl\n",
      "1 - morgan freeman\n",
      "1 - matt dillon\n",
      "0 - bala\n",
      "1 - vyacheslav razbegaev\n",
      "1 - nikolay shestak\n",
      "1 - vladimir butenko\n",
      "0 - samyuktha varma\n",
      "0 - manya\n",
      "1 - antonio sol\n",
      "1 - ray comfort\n",
      "5000\n",
      "0 - mahiya mahi\n",
      "1 - alan tudyk\n",
      "1 - nicky stoter\n",
      "1 - derek jacobi\n",
      "0 - kate lock\n",
      "1 - mumtaz sorcar\n",
      "1 - baljinder kaur\n",
      "0 - royalty hightower\n",
      "0 - makyla burnam\n",
      "1 - da'sean minor\n",
      "0 - inayah rodgers\n",
      "1 - antonio a.b. grant jr.\n",
      "1 - lauren gibson\n",
      "0 - anthony hopkins\n",
      "0 - bala\n",
      "0 - suhani bhatnagar\n",
      "0 - ramone hamilton\n",
      "1 - sam lavagnino\n",
      "0 - daisy shah\n",
      "1 - karan singh grover\n",
      "0 - prithvi zutshi\n",
      "0 - elena fokina\n",
      "0 - rene soutendijk\n",
      "0 - patrice juiff\n",
      "0 - guillaume tobo\n",
      "0 - danile catala\n",
      "1 - zhang hanyu\n",
      "1 - xiao jian\n",
      "1 - humayun saeed\n",
      "1 - mehwish hayat\n",
      "1 - craig stevenson\n",
      "1 - carlos santos\n",
      "1 - ranveer singh\n",
      "1 - salman khan\n",
      "1 - sonam kapoor\n",
      "1 - ashwin kumar\n",
      "0 - aima sebastian\n",
      "1 - stacen varghese\n",
      "1 - themo melikidze\n",
      "1 - larry sullivan\n",
      "1 - milo timotijevi\n",
      "0 - milena moravevi\n",
      "1 - slobodan pavelki\n",
      "0 - nataa markovi\n",
      "0 - vladislava orevi\n",
      "0 - marija opsenica\n",
      "1 - swaroop sampat\n",
      "1 - sajid hasan\n",
      "1 - rashid farooqi\n",
      "1 - tatmain ul qalb\n",
      "1 - dinesh d'souza\n",
      "1 - joel david taylor\n",
      "0 - kenny gardner\n",
      "0 - andrea cohen\n",
      "1 - gidget taylor\n",
      "1 - oscar avila\n",
      "0 - grgoire ludig\n",
      "1 - bernard farcy\n",
      "0 - alice vial\n",
      "1 - christopher lambert\n",
      "0 - hussina raja\n",
      "1 - zack eisaku niizato\n",
      "0 - taaha shah\n",
      "1 - rohan joshi\n",
      "0 - garance marillier\n",
      "1 - gaspard schlatter\n",
      "0 - sixtine murat\n",
      "1 - paulin jaccoud\n",
      "1 - michel vuillermoz\n",
      "0 - estelle hennard\n",
      "1 - elliot sanchez\n",
      "1 - lou wick\n",
      "0 - amruta subhash\n",
      "0 - anuschka sawhney\n",
      "0 - deepali suryakant badekar\n",
      "1 - ashok lokhande\n",
      "1 - nandoo\n",
      "1 - gururaj manepalli\n",
      "1 - kedar shankara\n",
      "0 - mela murder\n",
      "1 - aiden malik\n",
      "1 - antonio de la torre\n",
      "1 - luis zahera\n",
      "1 - ral prieto\n",
      "0 - teresa lozano\n",
      "1 - raphal personnaz\n",
      "1 - richard berry\n",
      "1 - damien jouillerot\n",
      "0 - alexandre nguyen\n",
      "1 - hiu woong-sin\n",
      "1 - carlos sanz\n",
      "1 - karen scalia\n",
      "1 - paul w. downs\n",
      "1 - marcus mossberg\n",
      "1 - jackson gann\n",
      "1 - scott arthur\n",
      "1 - lauren laperriere\n",
      "1 - kristofer gummerus\n",
      "0 - johnny vivash\n",
      "0 - rami rusinen\n",
      "1 - jack mckenzie\n",
      "0 - leanne best\n",
      "1 - manav vij\n",
      "1 - vansh bhardwaj\n",
      "1 - suhail nayyar\n",
      "1 - adnan sarwar\n",
      "1 - gulab chandio\n",
      "1 - kiran chaudhry\n",
      "1 - adeel raees\n",
      "1 - faiz chohan\n",
      "1 - miraal sara\n",
      "1 - sardar baloch\n",
      "1 - khalid\n",
      "1 - antonio rimoldi\n",
      "0 - sophia miller\n",
      "1 - stephen schneider\n",
      "0 - balachandra menon\n",
      "0 - lakshmi\n",
      "1 - venu nagavalli\n",
      "0 - sabitha anand\n",
      "0 - lissy\n",
      "1 - david valencia\n",
      "1 - mark basnight\n",
      "0 - joavany alvarez\n",
      "1 - ricardo darn\n",
      "1 - andrs herrera\n",
      "1 - mikel iglesias\n",
      "1 - mamoudou athie\n",
      "1 - mccaul lombardi\n",
      "1 - patrick brana\n",
      "1 - diego cortina autrey\n",
      "1 - carlos peralta\n",
      "1 - marco graf\n",
      "0 - daniela demesa\n",
      "0 - nancy garca garca\n",
      "0 - vernica garca\n",
      "0 - narendra jha\n",
      "0 - franca abategiovanni\n",
      "1 - alister cameron\n",
      "1 - daniel strer\n",
      "1 - vyacheslav lavernov\n",
      "1 - fedot lvov\n",
      "1 - carlos bermudez\n",
      "0 - yasmina gutierrez\n",
      "0 - mari malek\n",
      "0 - hania amar\n",
      "1 - mohamed yousry\n",
      "0 - priyanka agrawal\n",
      "5100\n",
      "1 - mike ahmadi\n",
      "0 - christine david hallquist\n",
      "1 - derek hallquist\n",
      "1 - jillian hallquist\n",
      "1 - john thomas hallquist\n",
      "0 - grace palmer\n",
      "0 - bae gang-yoo\n",
      "0 - amy forsyth\n",
      "1 - christian james\n",
      "1 - matt mercurio\n",
      "1 - courtney dietz\n",
      "0 - ali safina\n",
      "0 - ushna shah\n",
      "1 - tahir shah\n",
      "1 - nayyar ejaz\n",
      "1 - pat shortt\n",
      "1 - jon kenny\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - christian contreras\n",
      "1 - mark basnight\n",
      "1 - john kaippallil\n",
      "1 - efim petrunin\n",
      "1 - sergey abroskin\n",
      "0 - svetlana stepankovskaya\n",
      "0 - chloe bennet\n",
      "1 - albert tsai\n",
      "0 - sarah paulson\n",
      "0 - eye hadara\n",
      "0 - lexie roth\n",
      "0 - andria blackman\n",
      "1 - david de beck\n",
      "1 - aayam mehta\n",
      "1 - ujjwal chopra\n",
      "1 - al gore\n",
      "1 - rakshit shetty\n",
      "1 - pramod shetty\n",
      "1 - dinesh mangalore\n",
      "1 - jim pharr\n",
      "1 - jordan beck\n",
      "1 - jason ezzell\n",
      "1 - rafe spall\n",
      "0 - kerri mclean\n",
      "1 - dash you\n",
      "1 - poojan trivedi\n",
      "0 - alisha prajapati\n",
      "0 - netri trivedi\n",
      "1 - prashant barot\n",
      "1 - milind gunaji\n",
      "1 - david manucharov\n",
      "0 - ravi prakash\n",
      "0 - lexie roth\n",
      "1 - amrinder gill\n",
      "1 - sardar sohi\n",
      "0 - jayasudha\n",
      "1 - yang yiwei\n",
      "1 - mengke bateer\n",
      "0 - anna chipovskaya\n",
      "1 - aleksandr lykov\n",
      "1 - yunus emre elik\n",
      "1 - sezgin cengiz\n",
      "1 - halit demir\n",
      "1 - ilan dzbalan\n",
      "1 - gastn pauls\n",
      "1 - daniel roebuck\n",
      "1 - james staub\n",
      "1 - peyton lucas\n",
      "1 - thomas staub\n",
      "0 - valerie flores\n",
      "1 - adrian flores\n",
      "0 - svetlana alekseevna barandich\n",
      "1 - eric r.gilliat\n",
      "0 - anastasia vyazovskaya\n",
      "0 - alina chornogub\n",
      "0 - liana khobelia\n",
      "1 - istan rozumny\n",
      "1 - pavel levitsky\n",
      "0 - eva arnaz\n",
      "0 - ratna debby ardi\n",
      "0 - ali coffey\n",
      "0 - ally ni chiarain\n",
      "1 - john wright\n",
      "1 - frank mcgovern\n",
      "0 - louise marie kerr\n",
      "0 - jose naghmar\n",
      "1 - cathal o'donnell\n",
      "1 - brad calcaterra\n",
      "0 - lenore wolf\n",
      "0 - dhoni middleton\n",
      "1 - amir jafari\n",
      "1 - shaghayegh farahani\n",
      "0 - leila otadi\n",
      "1 - amir reza delavari\n",
      "1 - sepand amirsoleimani\n",
      "1 - yazdan fotouhi\n",
      "1 - sahar ghoreishi\n",
      "1 - anson boon\n",
      "1 - beo raana zafar\n",
      "1 - gianbruno spena\n",
      "0 - sarah yarkin\n",
      "1 - amin joseph\n",
      "1 - shuntar yamazaki\n",
      "1 - kurt tocci\n",
      "1 - garrett marchbank\n",
      "1 - daniel rhyder\n",
      "0 - olga kurylenko\n",
      "0 - dandy barrett\n",
      "1 - craig conway\n",
      "1 - justin bruening\n",
      "0 - eddie redmayne\n",
      "1 - rahul subramanian\n",
      "1 - pejman jamshidi\n",
      "1 - mohsen kiayee\n",
      "0 - bahareh kian afshar\n",
      "0 - ra'na azadivar\n",
      "1 - houman barghnavard\n",
      "1 - aleksandar srekovi kubura\n",
      "1 - francisco reyes\n",
      "1 - ram pothineni\n",
      "1 - jayaprakash\n",
      "1 - kawthar al haddad\n",
      "0 - fadi kamel youssef\n",
      "0 - cedra izam\n",
      "1 - nour el husseini\n",
      "1 - csar vicente\n",
      "1 - asier flores\n",
      "1 - glodier biedma\n",
      "1 - martn malharro\n",
      "0 - elisabeth cardiello\n",
      "1 - james sheridan\n",
      "1 - noel tearle\n",
      "1 - william welsh\n",
      "1 - stephen carr\n",
      "1 - mary carr\n",
      "1 - gil perez-abraham\n",
      "1 - ines laimins\n",
      "1 - abdul karim baloch\n",
      "0 - tani beghum\n",
      "1 - ejaz durrani\n",
      "0 - husna\n",
      "1 - shabnam\n",
      "1 - rahman\n",
      "0 - samara weaving\n",
      "1 - park in-hwan\n",
      "1 - kim byeong-soon\n",
      "0 - danila kozlovsky\n",
      "1 - pavel vorozhtsov\n",
      "1 - gwen taylor\n",
      "0 - leela samson\n",
      "1 - prabhu lakshman\n",
      "0 - rina takasaki\n",
      "1 - yho yamashita\n",
      "0 - stephanie vogt\n",
      "1 - rod paradot\n",
      "0 - anne suarez\n",
      "0 - christophe meynet\n",
      "1 - akshay kumar\n",
      "0 - jacqueline fernandez\n",
      "1 - vishnu vishal\n",
      "1 - t.m. karthik\n",
      "0 - bagavathi perumal\n",
      "1 - neil bhoopalam\n",
      "1 - darshan kumaar\n",
      "0 - ravi jhankal\n",
      "0 - jesse c. boyd\n",
      "1 - brad james\n",
      "1 - mikhail tarabukin\n",
      "1 - mert yavuzcan\n",
      "1 - aslihan gner\n",
      "1 - miktibek apazov\n",
      "5200\n",
      "0 - archana\n",
      "0 - chokkalinga bhagavathar\n",
      "1 - bhanuchander\n",
      "1 - anton starkman\n",
      "1 - marlon williams\n",
      "1 - angelo josue lozano corzo\n",
      "1 - jos manuel trujillo salas\n",
      "1 - pablo calva\n",
      "1 - diego espejel\n",
      "0 - cynthia kaye mcwilliams\n",
      "1 - mick wingert\n",
      "0 - sreelakshmi\n",
      "1 - amitabh bachchan\n",
      "0 - moushumi chatterjee\n",
      "0 - sumalee montano\n",
      "1 - raphael sbarge\n",
      "1 - c. thomas howell\n",
      "1 - anatol yusef\n",
      "1 - dan stevens\n",
      "0 - charlie shotwell\n",
      "1 - trin miller\n",
      "0 - kyle shapiro\n",
      "1 - mark killeen\n",
      "0 - selva rasalingam\n",
      "1 - j.k. simmons\n",
      "1 - parker mack\n",
      "1 - matthew mcconaughey\n",
      "0 - minti gorne\n",
      "0 - bobbi salvr menuez\n",
      "0 - natalie portman\n",
      "0 - neta riskin\n",
      "1 - yonaton shiray\n",
      "0 - moni moshonov\n",
      "0 - jerzy walczak\n",
      "1 - balzs farkas\n",
      "1 - gerg farkas\n",
      "0 - doa zeynep doulu\n",
      "0 - tuba sungurolu\n",
      "1 - nihal kolda\n",
      "1 - ayberk pekcan\n",
      "1 - bahar kerimolu\n",
      "1 - nilbio torres\n",
      "1 - antonio bolivar\n",
      "0 - brionne davis\n",
      "0 - luigi sciamanna\n",
      "1 - nicols cancino\n",
      "1 - yauenk miguee\n",
      "0 - edith haagenrud-sande\n",
      "1 - herman bernhoft\n",
      "1 - ivan shakhnazarov\n",
      "1 - sunil grover\n",
      "0 - ishita vyas\n",
      "0 - shruti bapna\n",
      "1 - anil kapoor\n",
      "0 - chokkalinga bhagavathar\n",
      "0 - archana\n",
      "1 - oviyar veera sandhanam\n",
      "1 - ben moor\n",
      "1 - james melville\n",
      "1 - oliver steer\n",
      "0 - tolga evik\n",
      "1 - murat baolu\n",
      "1 - jason lee\n",
      "1 - justin long\n",
      "1 - matthew gray gubler\n",
      "1 - kaley cuoco\n",
      "1 - joan blondell\n",
      "1 - paul muni\n",
      "1 - colin clive\n",
      "1 - ed harris\n",
      "1 - lauren esposito\n",
      "1 - patrick mcauley\n",
      "1 - shaun diviney\n",
      "0 - andy clemmensen\n",
      "0 - bradie webb\n",
      "1 - luke lukess\n",
      "0 - eli fucile\n",
      "1 - huck milner\n",
      "0 - yuriy kuznetsov\n",
      "1 - silambarasan\n",
      "1 - brahmanandam\n",
      "0 - adithya menon\n",
      "1 - adukalam naren\n",
      "1 - krister henriksson\n",
      "1 - master shams\n",
      "1 - master salmaan\n",
      "1 - sanjay mishra\n",
      "1 - alok nath\n",
      "1 - jennifer gibney\n",
      "1 - eilish o'carroll\n",
      "0 - paddy houlihan\n",
      "0 - jimmy gibney\n",
      "1 - dermot o'neill\n",
      "0 - danila kozlovsky\n",
      "1 - aleksandr mezentsev\n",
      "0 - surabhi\n",
      "1 - vivek\n",
      "1 - karthik muthuraman\n",
      "1 - ashish vidhyarthi\n",
      "0 - lena\n",
      "1 - justin fletcher\n",
      "1 - richard webber\n",
      "1 - tim hands\n",
      "1 - simon greenall\n",
      "0 - danny aiello\n",
      "1 - antonio quercia\n",
      "1 - dan baily\n",
      "0 - enrique murciano\n",
      "0 - tanya r. barnes\n",
      "1 - kunchacko boban\n",
      "0 - ambika\n",
      "1 - hilary swank\n",
      "0 - claire selby\n",
      "0 - symara a. templeman\n",
      "0 - gana bayarsaikhan\n",
      "1 - vladimir vdovichenkov\n",
      "1 - aleksey rozin\n",
      "1 - dileep\n",
      "1 - kalabhavan shajon\n",
      "5300\n",
      "0 - wasabi mizuta\n",
      "0 - yumi kakazu\n",
      "1 - tomokazu seki\n",
      "0 - satoshi tsumabuki\n",
      "1 - mathieu amalric\n",
      "0 - freida pinto\n",
      "1 - akin gazi\n",
      "1 - simon kassianides\n",
      "1 - yaar alptekin\n",
      "1 - yasemin evcim\n",
      "1 - merih akalin\n",
      "1 - akn tun\n",
      "1 - douglas henshall\n",
      "0 - billy billingham\n",
      "1 - hayley kiyoko\n",
      "0 - ieva andrejevaite\n",
      "1 - emmanuil vitorgan\n",
      "1 - neenasam ashwath\n",
      "0 - marilyn norry\n",
      "0 - zsfia psotta\n",
      "1 - luke\n",
      "0 - body\n",
      "0 - lili monori\n",
      "1 - lszl glffi\n",
      "0 - lili horvth\n",
      "1 - shirley maclaine\n",
      "1 - nick kroll\n",
      "1 - burn gorman\n",
      "0 - adria arjona\n",
      "1 - marek majesk\n",
      "1 - michal kubovk\n",
      "1 - pavel slab\n",
      "1 - jn jackuliak\n",
      "1 - roman luknr\n",
      "0 - isaka sawadogo\n",
      "1 - youngar fall\n",
      "1 - tracey fairaway\n",
      "1 - alexander black\n",
      "1 - reid warner\n",
      "1 - darrin bragg\n",
      "1 - ben rovner\n",
      "0 - jelena nik\n",
      "0 - glenn campbell\n",
      "1 - concepcion west\n",
      "0 - nina ruslanova\n",
      "1 - kay tong lim\n",
      "0 - sonserai lee\n",
      "1 - eijaz khan\n",
      "0 - rajendra gupta\n",
      "0 - caterina guzzanti\n",
      "1 - alessandro tiberi\n",
      "1 - darrel heath\n",
      "1 - gor inagaki\n",
      "0 - ikki sawamura\n",
      "1 - fang zhoubo\n",
      "1 - shawn lee\n",
      "1 - ashley leong\n",
      "0 - joshua ang\n",
      "1 - huang yiliang\n",
      "1 - jack neo\n",
      "1 - roger l. jackson\n",
      "0 - maurice sonnenberg\n",
      "1 - michael harding\n",
      "0 - stacy earl\n",
      "1 - jillian batherson\n",
      "1 - chuck mccann\n",
      "0 - pierre boulanger\n",
      "1 - kasey ryne mazak\n",
      "1 - mark elderkin\n",
      "1 - thoko ntshinga\n",
      "0 - sizwe msutu\n",
      "1 - henrik vos\n",
      "0 - kenneth spencer\n",
      "1 - john william sublett\n",
      "1 - nicolas vaporidis\n",
      "1 - niccol senni\n",
      "0 - paola carleo\n",
      "0 - paola roberti\n",
      "1 - parris mosteller\n",
      "1 - philip ahlm\n",
      "0 - lilla labancz\n",
      "0 - kinga czifra\n",
      "1 - dm csernczki\n",
      "0 - attila jankczky\n",
      "1 - istvn szni\n",
      "1 - jnos szcs\n",
      "1 - arnold tarsoly\n",
      "0 - dorottya farsang\n",
      "1 - helen ericson\n",
      "1 - soheil parsa\n",
      "1 - nasrin pakkho\n",
      "0 - sina amedson\n",
      "1 - keon mohajeri\n",
      "0 - george kennedy\n",
      "1 - siobhan fallon hogan\n",
      "1 - trond espen seim\n",
      "0 - dina pearlman\n",
      "1 - dmaso conde\n",
      "0 - vanessa oliveira\n",
      "0 - peigi barker\n",
      "1 - naseer el-kadi\n",
      "1 - franck-olivier bonnet\n",
      "1 - jean-michel kindt\n",
      "5400\n",
      "1 - sergey gorobchenko\n",
      "1 - vladimir vdovichenkov\n",
      "0 - lyudmila polyakova\n",
      "0 - anastasiya sapozhnikova\n",
      "0 - jule bwe\n",
      "1 - jang shin-young\n",
      "1 - hyeon-suk kim\n",
      "0 - lee dae-yeon\n",
      "1 - jack neo\n",
      "1 - chung yiu-nam\n",
      "1 - raad rawi\n",
      "1 - nasser memarzia\n",
      "0 - assa maga\n",
      "0 - maimouna hlne diarra\n",
      "0 - balla habib dembl\n",
      "0 - djnba kon\n",
      "1 - hamadoun kassogu\n",
      "1 - william bourdon\n",
      "1 - mamadou kanout\n",
      "1 - kris kristofferson\n",
      "1 - gregory russell cook\n",
      "1 - e. katherine kerr\n",
      "1 - marat basharov\n",
      "1 - evklid kyurdzidis\n",
      "0 - natalia dufraisse\n",
      "0 - pawe maaszyski\n",
      "0 - micha lewandowski\n",
      "1 - olaf lubaszenko\n",
      "1 - michal wojcik\n",
      "1 - izn corchero\n",
      "0 - evgeniy stychkin\n",
      "1 - konstantin kryukov\n",
      "1 - vadim utenkov\n",
      "0 - tatyana lyutaeva\n",
      "1 - jos gmez\n",
      "1 - sapan saran\n",
      "1 - sanjay swaroop\n",
      "1 - mike pniewski\n",
      "1 - brian lally\n",
      "0 - nori jill phillips\n",
      "0 - danny molina\n",
      "1 - david markey\n",
      "1 - shaam\n",
      "0 - vijayalakshmi\n",
      "0 - santhana bharathi\n",
      "1 - krishnakumar ramakumar\n",
      "0 - dmitriy maryanov\n",
      "0 - olga nikolich\n",
      "0 - evgeniya khirivskaya\n",
      "1 - sergey gorobchenko\n",
      "0 - aqib khan\n",
      "0 - jimi mistry\n",
      "1 - lesley nicol\n",
      "1 - susan visser\n",
      "1 - lies visschedijk\n",
      "1 - leopold witte\n",
      "1 - mikhail boyarskiy\n",
      "1 - igor starygin\n",
      "0 - nina usatova\n",
      "0 - tatyana vasileva\n",
      "0 - marina golub\n",
      "0 - natalya gudkova\n",
      "0 - sasha spielberg\n",
      "1 - kaden leos\n",
      "0 - natasha randall\n",
      "1 - ron kennard\n",
      "1 - gleb mikhailov\n",
      "0 - nina yelisova\n",
      "1 - mikhail balinsky\n",
      "1 - oleg novikov\n",
      "0 - larisa pyatnitskaya\n",
      "1 - charles king\n",
      "0 - the angeles twins\n",
      "0 - betty arthur\n",
      "1 - j. emmett beck\n",
      "1 - nacio herb brown\n",
      "1 - james burrows\n",
      "1 - fizo omar\n",
      "0 - putri mardiana\n",
      "0 - zulkifli alias\n",
      "0 - rafidah ibrahim\n",
      "0 - piee\n",
      "0 - mariya kuznetsova\n",
      "0 - yelena galibina\n",
      "1 - mahesh manjrekar\n",
      "0 - keisha castle-hughes\n",
      "0 - moica\n",
      "0 - caryn waechter\n",
      "1 - drake shannon\n",
      "0 - laila\n",
      "0 - subhashri\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - kunaal roy kapur\n",
      "1 - raju kher\n",
      "1 - vijay raaz\n",
      "1 - stephen dorff\n",
      "1 - david wilmot\n",
      "1 - meenal\n",
      "1 - adukalam naren\n",
      "0 - kofi ghanaba\n",
      "1 - oyafunmike ogunlano\n",
      "0 - alexandra duah\n",
      "1 - nick medley\n",
      "0 - mutabaruka\n",
      "0 - mzuri\n",
      "0 - elijah wood\n",
      "1 - sharlto copley\n",
      "1 - matt cross\n",
      "0 - danny sapani\n",
      "0 - issei ogata\n",
      "1 - christopher denham\n",
      "5500\n",
      "0 - kenny wormald\n",
      "1 - daniel aguirre\n",
      "1 - luis bredow\n",
      "0 - remy ishak\n",
      "1 - tiz zaqyah\n",
      "0 - mia sara nasuha\n",
      "0 - liza othman\n",
      "0 - syafie naswip\n",
      "0 - suhasini maniratnam\n",
      "0 - laila\n",
      "1 - shyam ganesh\n",
      "1 - sriman\n",
      "1 - vijayan\n",
      "1 - n. s. ramesh khanna\n",
      "0 - laila\n",
      "1 - vinod alva\n",
      "1 - inigo prabhakaran\n",
      "0 - srividhya\n",
      "1 - karunas\n",
      "1 - n. s. ramesh khanna\n",
      "0 - vaiyapuri\n",
      "0 - vindhya\n",
      "1 - nizhalgal ravi\n",
      "0 - raja\n",
      "1 - karan\n",
      "1 - manivannan\n",
      "1 - rajeev\n",
      "0 - chinni jayanth\n",
      "1 - n. s. ramesh khanna\n",
      "0 - radha bai\n",
      "0 - laila\n",
      "1 - ilavarasu\n",
      "0 - paravai muniyamma\n",
      "0 - ramya\n",
      "1 - karunas\n",
      "1 - rajeev khandelwal\n",
      "1 - shiv pandit\n",
      "1 - neil bhoopalam\n",
      "1 - rajit kapoor\n",
      "1 - tom berenger\n",
      "1 - wolf muser\n",
      "1 - serjo loroza\n",
      "0 - yutaka abe\n",
      "0 - dana ong\n",
      "1 - hazel childers\n",
      "1 - brahmanandam\n",
      "0 - sithara\n",
      "1 - gordan kii\n",
      "0 - fea stojanovi\n",
      "1 - vlastimir velisavljevi\n",
      "1 - dragan petrovi\n",
      "1 - slobodan ninkovi\n",
      "1 - goran danii\n",
      "0 - zorana beci\n",
      "1 - nico tortorella\n",
      "1 - sudhanshu pandey\n",
      "0 - jeremy dozier\n",
      "1 - harrold cheevers\n",
      "0 - victoria racimo\n",
      "1 - burke byrnes\n",
      "1 - alexander asefa\n",
      "1 - hal reed\n",
      "0 - simmy bow\n",
      "0 - julie parrish\n",
      "1 - douglas sebern\n",
      "1 - ion stoica\n",
      "0 - cerasela trandafir\n",
      "0 - kate del castillo\n",
      "0 - maya zapata\n",
      "1 - tak kubota\n",
      "1 - rubn blades\n",
      "0 - li jiuzhe\n",
      "1 - liu yuxin\n",
      "1 - mark o'neal\n",
      "1 - oleg kulikovich\n",
      "0 - liya medvedeva\n",
      "0 - anatoli petrov\n",
      "0 - natalya danilova\n",
      "1 - ivan krasko\n",
      "1 - mikhail chernyak\n",
      "0 - aditi gowitrikar\n",
      "1 - dilip prabhavalkar\n",
      "1 - palak jain\n",
      "1 - ronald knight\n",
      "0 - philippe forquet\n",
      "1 - park joong-hoon\n",
      "1 - bo-geun cheon\n",
      "1 - richard bradford\n",
      "0 - vicente romero\n",
      "0 - elisabeth fraser\n",
      "0 - kelly flynn\n",
      "1 - amber benson\n",
      "1 - beverley elliott\n",
      "0 - yekaterina gorokhovskaya\n",
      "0 - valeri solovyev\n",
      "0 - benji gregory\n",
      "1 - morgan lam\n",
      "1 - kris lord\n",
      "1 - juan carlos hernndez\n",
      "1 - jennifer ikeda\n",
      "1 - henry darrow\n",
      "1 - john valby\n",
      "1 - afdlin shauki\n",
      "0 - rashidi ishak\n",
      "1 - azwan ali\n",
      "1 - harun salim bachik\n",
      "0 - diana danielle\n",
      "1 - naeim ghalili\n",
      "1 - andrey krasko\n",
      "0 - alena bondarchuk\n",
      "1 - bert palmer\n",
      "1 - chengwu guo\n",
      "1 - wen bin huang\n",
      "0 - bruce greenwood\n",
      "0 - mai suzuki\n",
      "1 - yuu suzuki\n",
      "1 - mitsuru akaboshi\n",
      "0 - pauline lau\n",
      "1 - james bulliard\n",
      "1 - mukesh tiwari\n",
      "5600\n",
      "1 - tse-mach washington\n",
      "0 - tai the elephant\n",
      "1 - brad logan\n",
      "1 - robert kotecki\n",
      "0 - kenn whitaker\n",
      "1 - michael prokopuk\n",
      "0 - saira mohan\n",
      "1 - kent taylor\n",
      "0 - zena grey\n",
      "1 - larry miller\n",
      "0 - darryl cooksey\n",
      "1 - nicholas gilbert\n",
      "1 - bohdan beniuk\n",
      "1 - alexandr golubev\n",
      "1 - aleksandr baluev\n",
      "0 - andrei panin\n",
      "1 - martin umbach\n",
      "1 - masato tanno\n",
      "0 - jesse kuhn\n",
      "1 - vivan bhatena\n",
      "1 - vipin sharma\n",
      "1 - yatin karyekar\n",
      "1 - suresh tope\n",
      "0 - shefali shah\n",
      "0 - marina tom\n",
      "1 - margot abascal\n",
      "1 - dominic gould\n",
      "1 - lester allen\n",
      "0 - lola deem\n",
      "0 - dale reeves\n",
      "1 - jason reason\n",
      "1 - michael wetter\n",
      "0 - kane barton\n",
      "1 - trent roberts\n",
      "1 - ricky garcia\n",
      "1 - miss dupont\n",
      "0 - maude george\n",
      "0 - malvina polo\n",
      "1 - leonid barats\n",
      "1 - rostislav khait\n",
      "0 - zhanna friske\n",
      "0 - nina ruslanova\n",
      "1 - nicolas mari\n",
      "1 - xavier robic\n",
      "1 - jacky nercessian\n",
      "1 - al pugliese\n",
      "0 - lisa robins\n",
      "0 - tawny sunshine glover\n",
      "1 - hallock beals\n",
      "1 - michael bolten\n",
      "0 - dikembe mutombo\n",
      "1 - corin rogers\n",
      "0 - maurice leon havis\n",
      "1 - joseph carter wilson\n",
      "1 - sherman smith\n",
      "0 - faye marlowe\n",
      "1 - fyodor bondarchuk\n",
      "0 - ekaterina vilkova\n",
      "1 - konstantin balakirev\n",
      "0 - tsuyoshi ujiki\n",
      "1 - yukijiro hotaru\n",
      "0 - sasha von scherler\n",
      "1 - robert deacon\n",
      "1 - chris phillips\n",
      "1 - maureen o'connell\n",
      "1 - peter newman\n",
      "1 - susan montanaro\n",
      "1 - don oriolo\n",
      "1 - christian schneider\n",
      "1 - david kolin\n",
      "1 - michael fremer\n",
      "1 - casey stevens\n",
      "1 - michael tough\n",
      "0 - pita oliver\n",
      "1 - takako tokiwa\n",
      "0 - takashi ukaji\n",
      "0 - hiroyuki miyasako\n",
      "1 - nell campbell\n",
      "0 - anna bolshova\n",
      "1 - aleksandr bashirov\n",
      "1 - lyubov tolkalina\n",
      "1 - vladimir vdovichenkov\n",
      "0 - anna khodush\n",
      "0 - valeri guryev\n",
      "1 - david rappaport\n",
      "1 - malcolm dixon\n",
      "0 - tiny ross\n",
      "1 - kirby heyborne\n",
      "1 - bono\n",
      "1 -  larry mullen jr.\n",
      "1 - giordano formenti\n",
      "1 - nigel hawthorne\n",
      "1 - susan beaubian\n",
      "5700\n",
      "0 - govinda\n",
      "1 - jerry springer\n",
      "1 - ashley holbrook\n",
      "0 - jamie alexis\n",
      "1 - mpho koaho\n",
      "1 - luis castro\n",
      "1 - eduardo gmez\n",
      "0 - alexandra fong\n",
      "1 - meiyang chang\n",
      "1 - pavan malhotra\n",
      "1 - jameel khan\n",
      "0 - aoi teshima\n",
      "0 - kitty\n",
      "0 - uma padmanabhan\n",
      "1 - vtv ganesh\n",
      "0 - yui satonaka\n",
      "0 - mitsuki koga\n",
      "0 - musashi\n",
      "1 - sean wiig\n",
      "0 - lisa thoreson\n",
      "0 - jessica schulte\n",
      "1 - i. gusti ayu puspawati\n",
      "0 - hadi subiyanto\n",
      "1 - brahmanandam\n",
      "0 - brahmaji\n",
      "1 - dov tiefenbach\n",
      "0 - evgeniya khirivskaya\n",
      "1 - igor voynarovskiy\n",
      "1 - allen boudreaux\n",
      "1 - marion o'dwyer\n",
      "1 - mary o'shea\n",
      "0 - gemma reeves\n",
      "0 - shane bailey\n",
      "1 - becky jo lynch\n",
      "1 - tess liu\n",
      "1 - xu ming\n",
      "1 - wenwen han\n",
      "0 - ramya\n",
      "0 - deepa narendra\n",
      "1 - marc mcdermott\n",
      "1 - delaney rose stein\n",
      "1 - christos stergioglou\n",
      "1 - perry king\n",
      "0 - maria smith\n",
      "1 - howard finkel\n",
      "1 - shelley waggener\n",
      "0 - isaiah stone\n",
      "1 - kathy wittes\n",
      "1 - ron rifkin\n",
      "0 - steve schirripa\n",
      "1 - ken tanaka\n",
      "1 - yasuko sawaguchi\n",
      "1 - shin takuma\n",
      "0 - junkichi orimoto\n",
      "1 - sam gordon\n",
      "0 - lie kakou\n",
      "1 - bruno solo\n",
      "1 - brandon stouffer\n",
      "1 - fred dalton thompson\n",
      "0 - pandi\n",
      "1 - a. venkatesh\n",
      "5800\n",
      "1 - kunal sharma\n",
      "1 - arthur roberts\n",
      "1 - becky lebeau\n",
      "1 - daniel jordano\n",
      "1 - mary b. ward\n",
      "1 - kim hauser\n",
      "0 - jodi draigie\n",
      "1 - ellen dorsher\n",
      "1 - lois kelso hunt\n",
      "1 - jun hee lee\n",
      "0 - cecile bagdadi\n",
      "0 - deanna robbins\n",
      "1 - sherry willis-burch\n",
      "1 - terry w. farren\n",
      "1 - timothy l. raynor\n",
      "1 - oscar brown jr.\n",
      "1 - samir soni\n",
      "1 - kavin dave\n",
      "1 - simon tyrrell\n",
      "0 - lunetta savino\n",
      "0 - bianca nappi\n",
      "1 - alex briley\n",
      "1 - david hodo\n",
      "0 - glenn hughes\n",
      "0 - randy jones\n",
      "0 - felipe rose\n",
      "1 - ray simpson\n",
      "1 - erland van lidth\n",
      "1 - derek mckinnon\n",
      "0 - sandee currie\n",
      "1 - roger herren\n",
      "1 - eilidh rankin\n",
      "1 - scott elrod\n",
      "1 - jean-yves lafesse\n",
      "0 - joe slaughter\n",
      "1 - stephen boss\n",
      "0 - meridith baer\n",
      "0 - tracy griffith\n",
      "1 - clayton landey\n",
      "1 - david gale\n",
      "1 - shad moss\n",
      "0 - teairra mari\n",
      "1 - hugo leverdez\n",
      "1 - mathieu di concetto\n",
      "1 - barry pepper\n",
      "1 - william juan prieto\n",
      "1 - jackson xenia prieto\n",
      "0 - nate corddry\n",
      "1 - brian anthony wilson\n",
      "0 - joyce feurring\n",
      "1 - tim gunn\n",
      "0 - paula pizzi\n",
      "1 - t. j. miller\n",
      "1 - andrew daly\n",
      "0 - lili gentle\n",
      "1 - richard winsor\n",
      "1 - j. d. daniels\n",
      "0 - anthonia kitchen\n",
      "1 - sergey shakurov\n",
      "1 - aleksandr baluev\n",
      "1 - kevin king\n",
      "1 - john walsch\n",
      "0 - donna king\n",
      "1 - lateef crowder\n",
      "1 - becky bowen\n",
      "1 - simpson hemphill\n",
      "1 - megan faccio\n",
      "0 - melody c. roscher\n",
      "0 - angela wesselman-pierce\n",
      "1 - nev schulman\n",
      "0 - michele di mauro\n",
      "1 - lorenzo gioielli\n",
      "0 - lance percival\n",
      "1 - waylon payne\n",
      "1 - rob kolar\n",
      "0 - jena karam\n",
      "1 - casey mcauliffe\n",
      "1 - matt bennett\n",
      "0 - savannah welch\n",
      "1 - naved aslam\n",
      "1 - asif basra\n",
      "1 - mitsos ligizos\n",
      "1 - eyal kitzis\n",
      "1 - dov navon\n",
      "0 - eli finish\n",
      "1 - tal friedman\n",
      "0 - alma zack\n",
      "1 - maor cohen\n",
      "0 - moti kirschenbaum\n",
      "1 - mariano idelman\n",
      "1 - marion edward\n",
      "1 - grant page\n",
      "0 - steve millichamp\n",
      "1 - john murphy\n",
      "1 - callum keith rennie\n",
      "1 - ingrid goude\n",
      "1 - baruch lumet\n",
      "0 - judge henry dupree\n",
      "1 - alfredo de soto\n",
      "0 - yvonne fedderson\n",
      "1 - charles willcox\n",
      "1 - barney phillips\n",
      "1 - michael rougas\n",
      "0 - pamela paulson\n",
      "5900\n",
      "0 - fadi abi samra\n",
      "0 - veronica pataky\n",
      "1 - margaret irving\n",
      "1 - heather angel\n",
      "1 - r.a. mihailoff\n",
      "1 - andrew ryan\n",
      "0 - jeremy chu\n",
      "1 - kevon kane\n",
      "1 - kurt angle\n",
      "0 - zoe sloane\n",
      "0 - jade viggiano\n",
      "0 - amancaya aguilar\n",
      "1 - kahiry bess\n",
      "0 - alisha naragsheth\n",
      "0 - alyssa wheeldon\n",
      "1 - samuel soifer\n",
      "0 - kellie geradi\n",
      "1 - terrell phillips\n",
      "0 - tamika scott\n",
      "1 - euclid gray\n",
      "0 - joyce williams\n",
      "1 - matt craven\n",
      "1 - enver gjokaj\n",
      "1 - greg trzaskoma\n",
      "1 - sean bott\n",
      "0 - billy banks\n",
      "0 - bruce green\n",
      "1 - ed lee corbin\n",
      "1 - omkar das manikpuri\n",
      "0 - malaika shenoy\n",
      "1 - nawazuddin siddiqui\n",
      "1 - farookh zafar\n",
      "1 - vishal o. sharma\n",
      "1 - naseeruddin shah\n",
      "1 - zhang jia-jun\n",
      "1 - kevin james\n",
      "0 - talulah riley\n",
      "1 - paresh brahmabhatt\n",
      "1 - vishal malhotra\n",
      "1 - joy sengupta\n",
      "0 - cyndi mayo davis\n",
      "0 - lisa griffiths\n",
      "0 - jessica griffiths\n",
      "1 - ferguson reid\n",
      "1 - derek sakakura\n",
      "1 - piyush mishra\n",
      "1 - namit das\n",
      "1 - manish choudhary\n",
      "1 - tom conti\n",
      "1 - jonathan alpert\n",
      "1 - daniel alpert\n",
      "0 - elizabeth james\n",
      "1 - paul bruce\n",
      "1 - william jhnk nielsen\n",
      "1 - markus rygaard\n",
      "1 - martin buch\n",
      "0 - anette stvelbk\n",
      "1 - cyrus hernstadt\n",
      "1 - pierre-franois legendre\n",
      "0 - jean-philippe pearson\n",
      "0 - genevive alarie\n",
      "1 - benshan zhao\n",
      "0 - menashe noy\n",
      "1 - ayman espanioli\n",
      "1 - zuhair abu hanna\n",
      "1 - doraid liddawi\n",
      "0 - aislinn debutch\n",
      "1 - idwig stephane\n",
      "0 - elizabeth reiners\n",
      "0 - mattia airoldi\n",
      "0 - jessica andreoni\n",
      "1 - alessandro angioletti\n",
      "1 - ruben arena\n",
      "0 - silvia ascari\n",
      "0 - andrea balconi\n",
      "0 - vera battaglia\n",
      "1 - oleg volku\n",
      "0 - ana de la reguera\n",
      "1 - brahmanandam\n",
      "0 - shafi\n",
      "1 - yal abecassis\n",
      "0 - zvika hadar\n",
      "1 - gil blank\n",
      "1 - barun chanda\n",
      "1 - shirin guha\n",
      "1 - nikitin dheer\n",
      "0 - manorama\n",
      "1 - mukesh tiwari\n",
      "1 - sean mahon\n",
      "0 - jamie grace\n",
      "1 - pavan malhotra\n",
      "0 - elise jansen\n",
      "1 - imran hasnee\n",
      "1 - aakash dahiya\n",
      "1 - abel flores\n",
      "1 - esther flores\n",
      "1 - julin pablo\n",
      "0 - mara flores\n",
      "1 - salvador ramrez\n",
      "1 - silvino ramrez\n",
      "6000\n",
      "0 - elizabeth russo\n",
      "1 - girish taurani\n",
      "1 - poonam dhillon\n",
      "1 - kamber hejlik\n",
      "1 - jack polick\n",
      "1 - aleksey chadov\n",
      "1 - mark critch\n",
      "1 - kevin cannon\n",
      "1 - adam szyszkowski\n",
      "1 - artur janusiak\n",
      "0 - dorota kuduk\n",
      "0 - steve witting\n",
      "1 - john lloyd young\n",
      "1 - michael lomenda\n",
      "1 - joseph russo\n",
      "1 - heather roop\n",
      "1 - ben daniels\n",
      "0 - baya rehaz\n",
      "1 - derek lee\n",
      "1 - clif prowse\n",
      "1 - edo van breemen\n",
      "1 - zachary gray\n",
      "1 - michael gill\n",
      "1 - jason lee\n",
      "1 - benjamin zeitoun\n",
      "1 - edward yong\n",
      "1 - sheikh haikel\n",
      "1 - kevin mark verghese\n",
      "1 - ahamed asad\n",
      "1 - lim kay tong\n",
      "1 - margaret chan\n",
      "1 - kentucker audley\n",
      "0 - gene jones\n",
      "0 - kate forbes\n",
      "0 - conphidance\n",
      "1 - derek roberts\n",
      "1 - jeff keith\n",
      "1 - frank hannon\n",
      "1 - brian wheat\n",
      "0 - tommy skeoch\n",
      "1 - troy luccketta\n",
      "1 - jon hamm\n",
      "0 - hernn melgarejo\n",
      "1 - alejandro hirschfeld\n",
      "0 - fera szmuc\n",
      "0 - natalia herrero\n",
      "1 - sergio noguer\n",
      "1 - jeffrey vincent parise\n",
      "0 - siddhartha basu\n",
      "1 - piyush pandey\n",
      "1 - avijit dutt\n",
      "1 - brandon ruiter\n",
      "1 - arthur igual\n",
      "0 - rebecca convenant\n",
      "0 - olga milshtein\n",
      "1 - john jarratt\n",
      "0 - jessica napier\n",
      "1 - chris haywood\n",
      "0 - george newbern\n",
      "1 - quinton aaron\n",
      "1 - donatello brida\n",
      "0 - jaime pereira\n",
      "0 - jean-pierre rehm\n",
      "1 - ener en\n",
      "1 - tuncay aka\n",
      "1 - ahmet zhan\n",
      "1 - ener en\n",
      "0 - nicole lichtenheldt\n",
      "1 - ricardo roth\n",
      "1 - karin dwel\n",
      "0 - barbara dittus\n",
      "1 - honey rose\n",
      "1 - shankar\n",
      "0 - sruthi lakshmi\n",
      "1 - suresh menon\n",
      "0 - manjari phadnis\n",
      "1 - maryam zakaria\n",
      "0 - marcia clingan\n",
      "1 - vincent conte\n",
      "1 - alain blondeau\n",
      "1 - alan sylvain\n",
      "0 - jacqueline ody\n",
      "1 - axel linder\n",
      "1 - michael falkenhagen\n",
      "0 - nina staritz\n",
      "1 - tom jahn\n",
      "1 - christoph engel\n",
      "0 - lotte loebinger\n",
      "0 - jaime ordez\n",
      "1 - alberto murroni\n",
      "1 - amparo climent\n",
      "1 - carmen bernardos\n",
      "1 - damien trapletti\n",
      "0 - batiste sornin\n",
      "1 - simon caudry\n",
      "0 - lara persain\n",
      "1 - nasser faris\n",
      "1 - andrew gower\n",
      "0 - jovanny venegas\n",
      "1 - amir abdykalov\n",
      "1 - maksim demchenko\n",
      "0 - mariya karpova\n",
      "1 - andrey deryugin\n",
      "1 - artem lebedev\n",
      "1 - aleksandr novik\n",
      "1 - konstantin kryukov\n",
      "0 - asha sarath\n",
      "1 - vijayakumar\n",
      "1 - callum shoniker\n",
      "1 - nick kroll\n",
      "1 - joey wells\n",
      "1 - courtney fansler\n",
      "1 - nick p. ross\n",
      "1 - j.r. ramirez\n",
      "0 - victoria gold\n",
      "0 - anne gregory\n",
      "0 - genevieve jones\n",
      "1 - mccaul lombardi\n",
      "1 - crystal ice\n",
      "1 - chad cox\n",
      "1 - sigrid bouaziz\n",
      "0 - ty olwin\n",
      "1 - hammou graa\n",
      "1 - benjamin biolay\n",
      "0 - patrice cols\n",
      "1 - josh brener\n",
      "1 - zuhab khan\n",
      "0 - muneeba yaseen\n",
      "0 - hanzala shahid\n",
      "0 - behroze sabzwari\n",
      "1 - alyy khan\n",
      "1 - abu rashid khan\n",
      "1 - kulsoom aftab ahmed\n",
      "1 - farhan qureshi\n",
      "0 - evgeniy smorigin\n",
      "1 - willson joseph\n",
      "1 - mel brooks\n",
      "6100\n",
      "1 - jamar malachi neighbors\n",
      "1 - tosh rock zhang\n",
      "0 - joshua tan\n",
      "0 - samaire armstrong\n",
      "1 - jeff bennett\n",
      "0 - candi milo\n",
      "0 - kate bosworth\n",
      "0 - elizabeth hunter\n",
      "1 - david clyde carr\n",
      "0 - catherine carlen\n",
      "0 - monica comegna\n",
      "1 - emiliano coltorti\n",
      "0 - valentina mari\n",
      "1 - angelo maggi\n",
      "1 - nick kroll\n",
      "0 - ahna o'reilly\n",
      "1 - miquel fernndez\n",
      "0 - xavi snchez\n",
      "1 - kim shi-hoo\n",
      "0 - madeleine harris\n",
      "0 - clementine nicholson\n",
      "0 - lee-anne summers\n",
      "1 - marian frizelle\n",
      "1 - dylan edy\n",
      "1 - timothy eulich\n",
      "1 - carlo albn\n",
      "0 - natasha goubskaya\n",
      "0 - beulah koale\n",
      "0 - keisha castle-hughes\n",
      "0 - dmitriy endaltsev\n",
      "0 - upendra\n",
      "1 - parul yadav\n",
      "0 - amanda collin\n",
      "0 - signe anastassia mannov\n",
      "1 - salman khan\n",
      "1 - sharat saxena\n",
      "1 - rudranil ghosh\n",
      "0 - raima sen\n",
      "0 - wasabi mizuta\n",
      "1 - subaru kimura\n",
      "1 - kim miyori\n",
      "1 - colin firth\n",
      "1 - timothy spall\n",
      "1 - mickey o'keefe\n",
      "0 - armelle\n",
      "0 - jrme le banner\n",
      "1 - richard goteri\n",
      "1 - peter carey\n",
      "0 - barbara coven\n",
      "0 - ryann campos\n",
      "1 - charles gitonga maina\n",
      "1 - mabutho 'kid' sithole\n",
      "1 - sean mccann\n",
      "1 - nigel miguel\n",
      "1 - simon nehan\n",
      "0 - glenn erland tosterud\n",
      "0 - jane lynch\n",
      "1 - rodrigo santoro\n",
      "1 - loc pichon\n",
      "1 - xavier maly\n",
      "0 - jean-marie frin\n",
      "1 - karan khanna\n",
      "0 - brijendra kala\n",
      "1 - flip van der kuil\n",
      "1 - analin rudd\n",
      "1 - markus hamilton\n",
      "1 - vik muniz\n",
      "1 - patrick mcdermott\n",
      "1 - jen jones\n",
      "0 - dominique briand\n",
      "1 - frdric paquet\n",
      "1 - mark schneider\n",
      "0 - rudy levarity\n",
      "1 - j. t. walsh\n",
      "1 - jan mybrand\n",
      "0 - june gable\n",
      "1 - paul le mat\n",
      "0 - martine bartlett\n",
      "0 - noble willingham\n",
      "1 - mark nassar\n",
      "0 - lena-pia bernhardsson\n",
      "0 - charlie elvegrd\n",
      "0 - edith meeks\n",
      "0 - millie white\n",
      "1 - buck smith\n",
      "0 - anne giotta \n",
      "1 - erin foster\n",
      "1 - nizwar karanj\n",
      "0 - kyle leatherberry\n",
      "1 - daren firestone\n",
      "0 - rebecca nickels\n",
      "6200\n",
      "1 - debatosh ghosh\n",
      "1 - stacey pickren\n",
      "1 - allison dean\n",
      "0 - betsy douds\n",
      "0 - felicia hernndez\n",
      "0 - divya satia\n",
      "1 - jol dupuch\n",
      "1 - marc strange\n",
      "1 - olivier schneider\n",
      "0 - romi aboulafia\n",
      "1 - daniel wyllie\n",
      "1 - cramer cain\n",
      "1 - ranvir shorey\n",
      "0 - anahita oberoi\n",
      "1 - harsh vasisht\n",
      "0 - angela finocchiaro\n",
      "1 - riccardo zinna\n",
      "0 - li bingbing\n",
      "0 - kyle gallner\n",
      "1 - karunas\n",
      "1 - osian cai dulais\n",
      "0 - leia thompson\n",
      "0 - jayasudha\n",
      "1 - karthik kumar\n",
      "1 - orto ignatiussen\n",
      "0 - amy warren\n",
      "1 - basher savage\n",
      "1 - alan boyd\n",
      "1 - mathew reed\n",
      "1 - angus macfadyen\n",
      "1 - j. todd adams\n",
      "1 - douglas henshall\n",
      "1 - christopher place\n",
      "1 - tet wada\n",
      "1 - nacho aldeguer\n",
      "1 - mar bordallo\n",
      "1 - claudio rodrguez\n",
      "1 - juan miguel cuesta\n",
      "1 - javier franquelo\n",
      "1 - rafael azcrraga\n",
      "0 - luca esteban\n",
      "1 - rannvijay singh\n",
      "1 - gavin buhr\n",
      "0 - zoe naylor\n",
      "1 - aaron michael drozin\n",
      "1 - teller\n",
      "1 - shirley norris\n",
      "1 - jean hidey\n",
      "0 - elizabeth zemach\n",
      "1 - gaurav nanda\n",
      "0 - suparna marwah\n",
      "1 - au hin-wai\n",
      "0 - ali liebert\n",
      "0 - valeriya lanskaya\n",
      "1 - daniil strakhov\n",
      "0 - tatyana vasileva\n",
      "1 - yuenyong opakul\n",
      "0 - sara legge\n",
      "0 - lalisa sontirod\n",
      "1 - youngturk kaljareuk\n",
      "0 - kanta kaljareuk\n",
      "1 - dilok thongwattana\n",
      "0 - bernie butler\n",
      "0 - janice byrne\n",
      "0 - donna dent\n",
      "0 - veronika nikonova\n",
      "6300\n",
      "0 - michele cummins\n",
      "1 - jean miller\n",
      "1 - darrel guilbeau\n",
      "1 - brian michael henley\n",
      "0 - corrine gelfan\n",
      "1 - michael combatti\n",
      "0 - jeanie hackett\n",
      "1 - riley thomas stewart\n",
      "1 - shad moss\n",
      "1 - dragan bjelogrli\n",
      "1 - duan peki\n",
      "1 - milan mari\n",
      "0 - andreja jovanovi\n",
      "1 - jack boulter\n",
      "1 - ku sung-hwan\n",
      "1 - shin hyun-tak\n",
      "1 - mun jae-won\n",
      "0 - svetlana pismichenko\n",
      "1 - carmen ejogo\n",
      "0 - tehilla blad\n",
      "0 - minna haapkyl\n",
      "1 - yin chang\n",
      "1 - kavin dave\n",
      "1 - francis chouler\n",
      "1 - elio germano\n",
      "0 - giulia salerno\n",
      "1 - gregory jones\n",
      "1 - james godwin\n",
      "0 - barbara e. robertson\n",
      "1 - aleksey ogurtsov\n",
      "0 - evelina bledans\n",
      "0 - ilya oleynikov\n",
      "1 - michael carlisi\n",
      "0 - sheila kraics\n",
      "1 - geoff libby\n",
      "0 - jessica marie\n",
      "1 - william martin\n",
      "0 - kari wishingrad\n",
      "1 - bruno kanter\n",
      "0 - laura jane coles\n",
      "1 - james e. meyer\n",
      "0 - jessica buchleitner\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - john collin\n",
      "0 - trisha todd\n",
      "1 - karen trumbo\n",
      "0 - faith mcdevitt\n",
      "1 - craig damen\n",
      "0 - leslie hidula\n",
      "1 - caren graham\n",
      "0 - sheila dickenson\n",
      "0 - patricia blem\n",
      "0 - birthe wolter\n",
      "1 - daniel margotta\n",
      "0 - dominique frot\n",
      "0 - natasha mashkevich\n",
      "1 - jan rippe\n",
      "0 - laila westersund\n",
      "0 - charlotte strandberg\n",
      "1 - bert wheeler\n",
      "1 - harry o'toole\n",
      "1 - wheeler oakman\n",
      "0 - minta durfee\n",
      "0 - minnie devereaux\n",
      "0 - priyanka xi\n",
      "1 - jeff truman\n",
      "1 - karthik muthuraman\n",
      "0 - munna simon\n",
      "0 - vaiyapuri\n",
      "0 - ksenia nikolaeva\n",
      "0 - yekaterina vulichenko\n",
      "1 - michael welz\n",
      "0 - nieve de medina\n",
      "1 - jos ngel egido\n",
      "1 - mary passeri\n",
      "1 - michael higgenbottom\n",
      "0 - blaine capatch\n",
      "0 - amy stewart\n",
      "1 - xing yu\n",
      "1 - tom wood\n",
      "1 - cosmo\n",
      "0 - omi vaidya\n",
      "1 - shazahn padamsee\n",
      "0 - shruti haasan\n",
      "1 - dj flava\n",
      "1 - aj diana\n",
      "1 - jos julin\n",
      "1 - carlos linares\n",
      "1 - william morse\n",
      "0 - blessy\n",
      "0 - tulasi\n",
      "1 - denis nikiforov\n",
      "0 - dmitriy shevchenko\n",
      "0 - karisma kapoor\n",
      "1 - bikram saluja\n",
      "0 - asha sachdev\n",
      "0 - bridgette wilson\n",
      "1 - armin shimerman\n",
      "1 - fran perea\n",
      "1 - alejandro tejeras\n",
      "0 - vitali bobrov\n",
      "0 - emilia ikheimo\n",
      "1 - allan bernard\n",
      "0 - heini jaanus\n",
      "0 - lauri-kare laos\n",
      "1 - valmar kass\n",
      "1 - jack neo\n",
      "1 - xiang yun\n",
      "1 - shawn lee\n",
      "0 - joshua ang\n",
      "1 - huang po ju\n",
      "0 - cheryl chan\n",
      "6400\n",
      "1 - viktor savi\n",
      "0 - nataa tapukovi\n",
      "1 - sran mileti\n",
      "1 - predrag ejdus\n",
      "1 - dax flame\n",
      "0 - brady hender\n",
      "1 - nick nervies\n",
      "1 - kevin hernandez\n",
      "0 - marina comas\n",
      "0 - llusa castell\n",
      "1 - merc arnega\n",
      "0 - elisa crehuet\n",
      "0 - daryl hannah\n",
      "1 - konstantin kryukov\n",
      "1 - marat basharov\n",
      "1 - andrey rudensky\n",
      "0 - olivia munn\n",
      "0 - daphne iking\n",
      "1 - chew kin-wah\n",
      "0 - danny x-factor\n",
      "1 - datuk ahmad tamimi siregar\n",
      "1 - azhar sulaiman\n",
      "0 - sabrina mohammed hassan\n",
      "1 - azwan kombos\n",
      "0 - veronika ozerova\n",
      "1 - susan brown\n",
      "0 - alice da cunha\n",
      "1 - stian smestad\n",
      "0 - louisa milwood-haigh\n",
      "1 - trond peter stams munch\n",
      "0 - eva von hanno\n",
      "1 - stanislav bondarenko\n",
      "0 - elvira bolgova\n",
      "1 - alex manette\n",
      "1 - patrick brouder\n",
      "1 - chan creswell\n",
      "1 - william j. harrison\n",
      "0 - akanksha malhotra\n",
      "1 - elvis polanski\n",
      "1 - eliot berger\n",
      "1 - manoj bajpayee\n",
      "0 - daniella kertesz\n",
      "0 - rusty martin\n",
      "1 - eleanor brown\n",
      "1 - david gulpilil\n",
      "1 - frederick parslow\n",
      "0 - nandjiwarra amagula\n",
      "1 - walter amagula\n",
      "1 - athol compton\n",
      "1 - alex lombard\n",
      "1 - emanuel ragsdale\n",
      "1 - melvin van peebles\n",
      "0 - subbaraya sharma\n",
      "1 - brahmanandam\n",
      "0 - vallabhaneni ramji\n",
      "0 - darryl hickman\n",
      "0 - marilyn alex\n",
      "1 - dustin ingram\n",
      "1 - sultan islamov\n",
      "1 - stanislav varkki\n",
      "0 - elena fomina\n",
      "1 - pramod sangsorn\n",
      "1 - surasak wongthai\n",
      "0 - darci kistler\n",
      "1 - damian woetzel\n",
      "1 - bart robinson cook\n",
      "0 - kyra nichols\n",
      "0 - jessica lynn cohen\n",
      "1 - blondin miguel\n",
      "1 - quoc dung nguyen\n",
      "0 - laka\n",
      "0 - georgina verbaan\n",
      "1 - daan schuurmans\n",
      "0 - katja schuurman\n",
      "1 - john wijdenbosch\n",
      "0 - pauline collins\n",
      "0 - sunshine hart\n",
      "0 - evelyn hall\n",
      "0 - avonne taylor\n",
      "0 - karina smulders\n",
      "1 - lineke rijxman\n",
      "1 - teun luijkx\n",
      "0 - nadine van asbeck\n",
      "0 - tara d'souza\n",
      "1 - mohammed zeeshan ayyub\n",
      "0 - amaliya mordvinova\n",
      "0 - galina bazarkina\n",
      "1 - na'im lynn\n",
      "1 - alain alivon\n",
      "0 - morjana alaoui\n",
      "0 - esme folley\n",
      "0 - anna sedokova\n",
      "0 - dina spybey-waters\n",
      "1 - alexander asefa\n",
      "1 - jeffrey barnachea\n",
      "0 - kenny calderon\n",
      "1 - raul canizales ii\n",
      "1 - vladimir sizov\n",
      "1 - mushtaq khan\n",
      "1 - alex manette\n",
      "0 - anna rose hopkins\n",
      "1 - joan chen\n",
      "1 - hu ge\n",
      "6500\n",
      "1 - tiger hu chen\n",
      "1 - yu hai\n",
      "1 - dan yeager\n",
      "1 - shigeo kobayashi\n",
      "1 - nithin sathya\n",
      "0 - prassanna\n",
      "0 - elisabeth fraser\n",
      "1 - manoj bajpayee\n",
      "1 - jin hee-kyung\n",
      "1 - kim min-young\n",
      "1 - cyril mendy\n",
      "1 - christian ameri\n",
      "1 - riley thomas stewart\n",
      "1 - courtney j. clark\n",
      "0 - natasha calis\n",
      "0 - nana gbewonyo \n",
      "1 - jim thorburn \n",
      "1 - matisyahu \n",
      "0 - donna biscoe\n",
      "1 - soloman k. smith\n",
      "0 - gisella sofio\n",
      "1 - clay savage\n",
      "1 - byron gibson\n",
      "0 - clarissa lassig\n",
      "1 - miles feulner\n",
      "1 - chen zhi-ming\n",
      "0 - guillaume denaiffe\n",
      "1 - richard rider\n",
      "1 - tom yang\n",
      "1 - harry key\n",
      "1 - jonathan race\n",
      "0 - laura freeman\n",
      "1 - loreto murray\n",
      "0 - patxi freytez\n",
      "0 - enrique villn\n",
      "1 - sergio pazos\n",
      "1 - kumud mishra\n",
      "1 - piyush mishra\n",
      "1 - moufid aziz\n",
      "1 - lauren tewes\n",
      "1 - peter dupre\n",
      "1 - gwen lewis\n",
      "1 - robert small\n",
      "0 - kitty lunn\n",
      "1 - timothy hawkins\n",
      "1 - narain\n",
      "0 - ravi prakash\n",
      "0 - sathyapriya\n",
      "0 - vasantha narayan\n",
      "0 - gana ulaganathan\n",
      "0 - melissa goldberg\n",
      "1 - milo timotijevi\n",
      "1 - goran jevti\n",
      "0 - dolya gavanski\n",
      "0 - fea tukan\n",
      "0 - kashmira shah\n",
      "0 - luigi barzini\n",
      "1 - georges brehat\n",
      "1 - suraj partha\n",
      "0 - tanikella bharani\n",
      "1 - adhvik mahajan\n",
      "1 - john dimaggio\n",
      "1 - gordon jennison noice\n",
      "1 - manoj bajpayee\n",
      "1 - brahmanandam\n",
      "1 - deepak shirke\n",
      "0 - rama prabha\n",
      "0 - jacqueline heinze\n",
      "1 - rajesh sharma\n",
      "1 - imran hasnee\n",
      "1 - denis nikiforov\n",
      "0 - dmitriy shevchenko\n",
      "0 - olga dibtseva\n",
      "0 - nilda spencer\n",
      "0 - nealla gordon\n",
      "1 - fred dalton thompson\n",
      "0 - clare foley\n",
      "1 - stephen weigand\n",
      "0 - liza coln-zayas\n",
      "6600\n",
      "0 - saswata chatterjee\n",
      "1 - indraneil sengupta\n",
      "1 - aiden lovekamp\n",
      "0 - georgica pettus\n",
      "0 - rumi hiiragi\n",
      "1 - shunsuke kazama\n",
      "0 - maya gilbert\n",
      "0 - andy spencer\n",
      "0 - paula patton\n",
      "1 - vijay devarakonda\n",
      "0 - kanchana\n",
      "1 - sanjay swaroop\n",
      "0 - gopinath bhat\n",
      "0 - priyadarshi pullikonda\n",
      "0 - amy frear\n",
      "1 - brian dunn\n",
      "0 - sonya balmores\n",
      "0 - reggie miller\n",
      "0 - nate robinson\n",
      "0 - lisa leslie\n",
      "1 - eric bauza\n",
      "0 - pegah ahangarani\n",
      "0 - mostafa zamani\n",
      "1 - sogol ghalatian\n",
      "0 - pooja umashankar\n",
      "0 - malani fonseka\n",
      "0 - gayani gisanthika\n",
      "0 - sinethi akila\n",
      "0 - thisuri anjalee\n",
      "0 - kaushalya nirmana\n",
      "0 - milni mehara\n",
      "0 - brittany belt\n",
      "1 - batmend baast\n",
      "1 - oyunzul dash\n",
      "1 - khurelsukh bolortuya\n",
      "1 - nomin davaasuren\n",
      "1 - enkhjavkhlan gerelbayar\n",
      "0 - jaynee-lynne kinchen\n",
      "0 - parambrata chatterjee\n",
      "0 - paoli dam\n",
      "1 - kevin sorbo\n",
      "1 - gary grubbs\n",
      "1 - nick kroll\n",
      "1 - hector castillo\n",
      "1 - sebastian araujo\n",
      "1 - cayayo troconis\n",
      "1 - carlos reyes\n",
      "1 - rafael cadavieco\n",
      "1 - rafael cadavieco\n",
      "1 - rodrigo gonsalves\n",
      "1 - reynaldo goitia\n",
      "0 - kareena kapoor khan\n",
      "1 - sumeet vyas\n",
      "0 - neena gupta\n",
      "1 - ian ho\n",
      "0 - joshua satine\n",
      "1 - paul jurewicz\n",
      "0 - lera abova\n",
      "0 - anna krippa\n",
      "1 - maj-briht bergstrm-walan\n",
      "1 - amir jafari\n",
      "1 - shaghayegh dehghan\n",
      "0 - alireza ostadi\n",
      "1 - varand petrossian\n",
      "1 - ishrat ali\n",
      "1 - razak khan\n",
      "1 - kiran raj\n",
      "0 - rakhi sawant\n",
      "1 - victor banerjee\n",
      "0 - krishna bhatt\n",
      "1 - mahesh bhatt\n",
      "0 - jaya bhattacharya\n",
      "1 - sorosh sadat\n",
      "0 - ada eide\n",
      "1 - ingeborg enes\n",
      "1 - birbal\n",
      "1 - hemant birje\n",
      "1 - amit kapoor\n",
      "1 - satnam kaur\n",
      "0 - ali khan\n",
      "1 - anil nagrath\n",
      "1 - joginder shelly\n",
      "1 - amit pachori\n",
      "1 - satnam kaur\n",
      "0 - prithvi\n",
      "1 - deepak shirke\n",
      "0 - raza murad\n",
      "1 - anil nagrath\n",
      "1 - mohan joshi\n",
      "1 - anil nagrath\n",
      "1 - vinod tripathi\n",
      "1 - poonam dasgupta\n",
      "1 - brij gopal\n",
      "1 - aman sagar\n",
      "0 - sapna\n",
      "1 - kaalan rashad walker\n",
      "1 - sachin joab\n",
      "1 - baran kosari\n",
      "0 - bahareh katoozi\n",
      "1 - vivan bhatena\n",
      "0 - ihana dhillon\n",
      "1 - shaad randhawa\n",
      "1 - majid salehi\n",
      "0 - niousha zeighami\n",
      "1 - maryam amirjalali\n",
      "0 - la drucker\n",
      "0 - uria hayik\n",
      "0 - inga tropa\n",
      "0 - liene linde\n",
      "1 - jurijs djakonovs\n",
      "1 - toms liepjnieks\n",
      "1 - klvs mellis\n",
      "0 - baiba broka\n",
      "1 - jnis vimba\n",
      "1 - behrouz vossoughi\n",
      "1 - tanyell waivers\n",
      "1 - heather marie pate\n",
      "1 - soroush sehat\n",
      "0 - yekta naser\n",
      "1 - naoko watanabe\n",
      "1 - logan hawkes\n",
      "0 - kyla nicolle\n",
      "1 - shaun clarke\n",
      "0 - pierre richard\n",
      "1 - preston hudson\n",
      "1 - amitabh bachchan\n",
      "0 - sara bahrami\n",
      "1 - mahnaz afshar\n",
      "1 - saed soheili\n",
      "0 - alireza ostadi\n",
      "1 - javad ezati\n",
      "0 - mahsa bagheri\n",
      "1 - farzan deljou\n",
      "1 - tom bennett\n",
      "1 - rafael spregelburd\n",
      "0 - cristina pedroche\n",
      "1 - milad keymaram\n",
      "0 - leila zare\n",
      "0 - leila hatami\n",
      "1 - elnaz shakerdust\n",
      "0 - mostafa zamani\n",
      "1 - poolad kimyaei\n",
      "0 - reza yazdani\n",
      "0 - catherine deneuve\n",
      "0 - luna bajrami\n",
      "0 - laetitia colombani\n",
      "1 - tain medina\n",
      "1 - mohammad hossein farahb\n",
      "1 - sahar dolatshahi\n",
      "1 - milad keymaram\n",
      "0 - ali zafar\n",
      "1 - nayyar ejaz\n",
      "0 - sofia khan\n",
      "1 - akbar abdi\n",
      "0 - azita hajian\n",
      "1 - farhang mehrparvar\n",
      "1 - shervin najafian\n",
      "1 - mohsen tanabandeh\n",
      "0 - sareh bayat\n",
      "0 - pouria poursorkh\n",
      "1 - hamid lolayi\n",
      "1 - daniel fanego\n",
      "0 - cecilia roth\n",
      "1 - william prociuk\n",
      "0 - niki karimi\n",
      "1 - amir nasiri yekta\n",
      "0 - pantea bahram\n",
      "0 - habib rezaei\n",
      "1 - baran kosari\n",
      "1 - christopher frayling\n",
      "1 - lionel becker\n",
      "0 - hana sofia lopes\n",
      "1 - yves robert schaaf\n",
      "1 - aaron glenane\n",
      "1 - axel prahl\n",
      "1 - darrell scott\n",
      "1 - khalid ahmed\n",
      "1 - shafqat cheema\n",
      "0 - maira khan\n",
      "0 - saiqa khayam\n",
      "1 - mehreen syed\n",
      "1 - shahzad nawaz\n",
      "0 - dakota ray\n",
      "1 - fred epstein\n",
      "0 - lilith frost\n",
      "1 - gins garca milln\n",
      "0 - zhe zhang\n",
      "1 - tang xiaoxi\n",
      "1 - boheng zhang\n",
      "1 - zhen xiaopu\n",
      "1 - cheng ma\n",
      "1 - luis tosar\n",
      "1 - pablo guisa koestinger\n",
      "1 - daniel currs\n",
      "1 - vctor dupl\n",
      "1 - enric auquer\n",
      "1 - tinatin dalakishvili\n",
      "6700\n",
      "1 - yury bykov\n",
      "1 - oleg zima\n",
      "1 - connor patrick griffin\n",
      "0 - kristina anderson\n",
      "0 - dave hunt\n",
      "1 - erv blythe\n",
      "1 - john cooper\n",
      "0 - gene deisinger\n",
      "1 - john muffler\n",
      "1 - mary reed\n",
      "1 - a.j. khan\n",
      "1 - darian caine\n",
      "0 - sativa verte\n",
      "0 - michelle trasatti\n",
      "1 - shahid kapoor\n",
      "0 - nikita dutta\n",
      "1 - alexandru pop\n",
      "0 - alina mandru\n",
      "1 - romulus stoicescu\n",
      "0 - mourice blad\n",
      "0 - akandinda jenifer\n",
      "0 - ssemwanga joel\n",
      "0 - ssozi faith\n",
      "0 - namuyaba ever\n",
      "0 - love ya mulenzi\n",
      "0 - lule john\n",
      "0 - puneeth rajkumar\n",
      "1 - jack doupe-smith\n",
      "0 - cassidy hicks\n",
      "0 - durae mcfarlane\n",
      "0 - tony del ciancio\n",
      "0 - heath camlis\n",
      "0 - diana ruffolo\n",
      "0 - fabrice luchini\n",
      "1 - thierry godard\n",
      "1 - andr marcon\n",
      "1 - hrithik roshan\n",
      "0 - anupriya goenka\n",
      "0 - soni razdan\n",
      "0 - shilarna vaze\n",
      "1 - anang desai\n",
      "1 - phillip salvador\n",
      "1 - pilar pilapil\n",
      "0 - candy pangilinan\n",
      "1 - geoff eigenmann\n",
      "1 - jake cuenca\n",
      "0 - alexandre nahon\n",
      "1 - dwight henry\n",
      "1 - amber henry\n",
      "1 - jonshel alexander\n",
      "0 - nikiya mathis\n",
      "0 - clelia murphy\n",
      "1 - louis dempsey\n",
      "1 - greg speirs\n",
      "1 - dan majerle\n",
      "1 - arvydas sabonis\n",
      "1 - david stern\n",
      "1 - david remnick\n",
      "1 - david wilmot\n",
      "0 - kyle gallner\n",
      "0 - kate bayley\n",
      "0 - jeanette maus\n",
      "0 - evgeny nikishin\n",
      "0 - zarina wahab\n",
      "1 - inaamulhaq\n",
      "0 - angela finocchiaro\n",
      "1 - ad van kempen\n",
      "0 - sabri saad el-hamus\n",
      "1 - libby villari\n",
      "0 - jamie howard\n",
      "1 - solveig walking\n",
      "1 - megan boone\n",
      "0 - ali marhyar\n",
      "0 - vica kerekes\n",
      "1 - eugenio mastrandrea\n",
      "1 - eradis josende oberto\n",
      "1 - maud jurez\n",
      "1 - ranvir shorey\n",
      "0 - jane seymour\n",
      "0 - lenore lonergan\n",
      "0 - vickie lester\n",
      "0 - dhanya balakrishna\n",
      "1 - bruno solo\n",
      "0 - louise grinberg\n",
      "0 - juliette darche\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 - keri hilson\n",
      "1 - hillary baack\n",
      "1 - denzel washington\n",
      "0 - joe massingill\n",
      "1 - ayaan khan\n",
      "1 - william jhnk nielsen\n",
      "0 - paola borboni\n",
      "0 - valeri zavodovsky\n",
      "0 - sergei volzhin-yastrebov\n",
      "0 - julia govor\n",
      "1 - jean michel par\n",
      "1 - ian helfer\n",
      "1 - frank aragon\n",
      "1 - james carreras\n",
      "0 - frankie avina\n",
      "0 - steve nagribianko\n",
      "1 - glen thompson\n",
      "0 - samantha king\n",
      "0 - barbara brenner\n",
      "0 - barbara ehrenreich\n",
      "0 - nancy brinker\n",
      "1 - susan love\n",
      "1 - david artus\n",
      "1 - kevin furlong\n",
      "1 - suman ranganathan\n",
      "1 - laxmikant berde\n",
      "1 - fallon goodson\n",
      "1 - john wu\n",
      "0 - katarina choi\n",
      "1 - bud abbott\n",
      "0 - beverly arlynne\n",
      "1 - al baker jr.\n",
      "1 - nat bodian\n",
      "1 - eric sheffer stevens\n",
      "1 - adam barnett\n",
      "0 - eli arlis\n",
      "0 - donna biscoe\n",
      "0 - brady coleman\n",
      "0 - tommy g. kendrick\n",
      "0 - dale dudley\n",
      "0 - tuba nsal\n",
      "1 - nejat uygur\n",
      "6800\n",
      "0 - mamta kulkarni\n",
      "1 - max renaudin\n",
      "1 - mohamed fellag\n",
      "1 - ray sahetapy\n",
      "0 - pierre gruno\n",
      "0 - ananda george\n",
      "1 - tegar satrya\n",
      "1 - igor zaripov\n",
      "1 - matt gillanders\n",
      "1 - jason berrent\n",
      "0 - sophia elisabeth\n",
      "1 - lutz halbhubner\n",
      "1 - martin escudero\n",
      "1 - lauren young\n",
      "0 - kerbie zamora\n",
      "1 - roderick paulate\n",
      "0 - eugene domingo\n",
      "1 - mauricio kuri\n",
      "1 - elio germano\n",
      "0 - claire julien\n",
      "0 - georgia rock\n",
      "1 - manoj bajpayee\n",
      "0 - deeksha seth\n",
      "1 - brahmanandam\n",
      "1 - mourad frarema\n",
      "1 - armand verdure\n",
      "1 - michael moreland\n",
      "1 - scott dymond\n",
      "0 - jeremy mcwilliams\n",
      "0 - dougie mcconnell\n",
      "1 - patrick kerton\n",
      "0 - katherine mulville\n",
      "1 - marc zanetta\n",
      "0 - rustica carpio\n",
      "1 - aaron poole\n",
      "1 - karunas\n",
      "1 - navaneet kaur\n",
      "1 - livingston\n",
      "1 - venkat prabhu\n",
      "1 - devan\n",
      "0 - kamala krishnaswamy\n",
      "1 - daniel balaji\n",
      "1 - illavarasu\n",
      "1 - thirumurugan\n",
      "0 - kesia elwin\n",
      "1 - stefano dionisi\n",
      "1 - nicolas vaporidis\n",
      "0 - daniele de angelis\n",
      "1 - paolo sassanelli\n",
      "0 - mariya semkina\n",
      "0 - mia moretti\n",
      "1 - adam marcello\n",
      "1 - sergey gazarov\n",
      "1 - stuart bennett\n",
      "1 - franky g\n",
      "1 - duncan joiner\n",
      "0 - marcia de rousse\n",
      "1 - sebastian orehovacki mnsson\n",
      "0 - ellie stjerna\n",
      "0 - sofie karlsson\n",
      "0 - kenneth berg\n",
      "1 - johannes norlander\n",
      "0 - julia ekberg\n",
      "1 - johan ragnarsson\n",
      "0 - yasmine stergren\n",
      "0 - style dayne\n",
      "0 - sage correa\n",
      "1 - kurtis bedford\n",
      "1 - evan jonigkeit\n",
      "0 - eliza rycembel\n",
      "0 - magdalena popawska\n",
      "1 - dawid ogrodnik\n",
      "1 - bram hoover\n",
      "1 - miles bakshi\n",
      "1 - j. quinton johnson\n",
      "0 - bridgette cameron\n",
      "0 - raphi henly\n",
      "1 - ben kientz\n",
      "1 - david shannon\n",
      "1 - tom bennett\n",
      "1 - biju menon\n",
      "0 - adetomiwa edun\n",
      "1 - robert g. slade\n",
      "1 - gal gadot\n",
      "0 - jeremy higgs\n",
      "1 - stephen saprid\n",
      "0 - carlie smith\n",
      "0 - sara radziuk\n",
      "0 - celia keenan-bolger\n",
      "1 - patch darragh\n",
      "0 - kate winslet\n",
      "0 - jeremy sisto\n",
      "0 - cassidy gifford\n",
      "0 - mackie burt\n",
      "1 - travis cluff\n",
      "0 - melissa bratton\n",
      "1 - jens hagemann\n",
      "1 - thorsten morawietz\n",
      "0 - simone greiss\n",
      "0 - herma rotkirch\n",
      "1 - bernd moehrle\n",
      "1 - mario ciunel\n",
      "1 - armin drogat\n",
      "1 - maziyar jobrani\n",
      "1 - chen kun\n",
      "1 - raiden integra\n",
      "0 - carme calvell\n",
      "1 - javier balas\n",
      "1 - camilo garca\n",
      "0 - toni mora\n",
      "1 - fernando garca cabrera\n",
      "1 - xavier casan\n",
      "6900\n",
      "0 - emma bercovici\n",
      "1 - christian zagia\n",
      "0 - kyle gallner\n",
      "0 - ty parker\n",
      "1 - daniel balaji\n",
      "1 - nick rotteveel\n",
      "1 - jon abrahams\n",
      "1 - shiloh fernandez\n",
      "0 - mena suvari\n",
      "1 - david gere\n",
      "0 - valerie red-horse\n",
      "0 - irene bedard\n",
      "1 - christopher denham\n",
      "1 - michael ealy\n",
      "1 - holt mccallany\n",
      "1 - thomas wesson\n",
      "1 - audrey lorea\n",
      "0 - dasha kittredge\n",
      "1 - zack abramowitz\n",
      "1 - matthew rappaport\n",
      "1 - alan bendich\n",
      "0 - julianne moore\n",
      "0 - bharathi kannan\n",
      "1 - skylan brooks\n",
      "1 - victor ortiz\n",
      "1 - payman maadi\n",
      "0 - pooja gandhi\n",
      "0 - priyanka kothari\n",
      "1 - jayadev mohan\n",
      "0 - sudharani\n",
      "1 - adam scott\n",
      "0 - kyle field\n",
      "0 - sarah devincentis\n",
      "1 - max moritt\n",
      "0 - kitana kiki rodriguez\n",
      "1 - mickey o'hagen\n",
      "0 - alla tumanian\n",
      "1 - arsen grigoryan\n",
      "0 - melissa rauch\n",
      "0 - corrina lyons\n",
      "1 - william feng\n",
      "0 - ba sen zha bu\n",
      "0 - mira sorvino\n",
      "1 - riley osborne\n",
      "0 - sarah stephens\n",
      "0 - hays wellford\n",
      "1 - sean hartley\n",
      "0 - loi nguyen\n",
      "1 - justin randell brooke\n",
      "0 - camila mrdila\n",
      "1 - michel joelsas\n",
      "0 - bete dorgam\n",
      "1 - alex macqueen\n",
      "1 - phillip edward van lear\n",
      "1 - jerod haynes\n",
      "0 - gabrielle lott-rogers\n",
      "1 - taylar fondren\n",
      "0 - naga\n",
      "0 - prayaga martin\n",
      "1 - aashif sheikh\n",
      "1 - ian pead\n",
      "0 - mona ambegaonkar\n",
      "1 - pavan malhotra\n",
      "1 - mohit chadda\n",
      "1 - sindhu tolani\n",
      "0 - shivaji raja\n",
      "1 - shashank\n",
      "0 - tony bellew\n",
      "1 - alex henderson\n",
      "1 - manoj bajpayee\n",
      "1 - subrat dutta\n",
      "1 - gunjan malhotra\n",
      "1 - rajesh sharma\n",
      "1 - lin ching-tai\n",
      "0 - da ching\n",
      "1 - umin boya\n",
      "1 - zeng qiusheng\n",
      "1 - tian jun\n",
      "0 - lee shih-chia\n",
      "0 - lee shih-chia\n",
      "0 - amie conn\n",
      "1 - thom shelton\n",
      "1 - aleksandr golovin\n",
      "0 - evgeniya khirivskaya\n",
      "1 - aleksandr polovtsev\n",
      "1 - bobby smalldridge\n",
      "0 - gene amoroso\n",
      "0 - kalieaswari srinivasan\n",
      "0 - claudine vinasithamby\n",
      "1 - marc zinga\n",
      "1 - bass dhem\n",
      "1 - franck falise\n",
      "1 - kid capri\n",
      "0 - joe torry\n",
      "1 - jumayyil nimal\n",
      "1 - mariyam majudha\n",
      "1 - mohamed manik\n",
      "0 - ali azim\n",
      "0 - sheila najeeb\n",
      "0 - khadheeja ibrahim didi\n",
      "1 - roanu hassan manik\n",
      "1 - allu arjun\n",
      "1 - jayaprakash reddy\n",
      "0 - anjali\n",
      "1 - vyacheslav razbegaev\n",
      "0 - olga tumaykina\n",
      "1 - andrey chadov\n",
      "0 - violetta getmanskaya\n",
      "1 - james smith\n",
      "0 - feryna wazheir\n",
      "1 - purab kohli\n",
      "1 - ninad kamat\n",
      "1 - gunjan malhotra\n",
      "1 - sameer ali khan\n",
      "1 - f. murray abraham\n",
      "0 - marta mazurek\n",
      "1 - jakub giersza\n",
      "1 - cdric monnet\n",
      "0 - linda gegusch\n",
      "0 - davia nelson\n",
      "1 - deep sidhu\n",
      "1 - rahul dev\n",
      "1 - zafar dhilon\n",
      "1 - anil grover\n",
      "0 - alose sauvage\n",
      "1 - ins grunenwald\n",
      "1 - jihwan kim\n",
      "1 - jared raab\n",
      "1 - josh boles\n",
      "1 - andrew appelle\n",
      "1 - joo da-young\n",
      "1 - pyotr fyodorov\n",
      "1 - amit sadh\n",
      "1 - kumud mishra\n",
      "1 - caspar phillipson\n",
      "1 - jaden piner\n",
      "1 - sonam kapoor\n",
      "0 - ali baldiwala\n",
      "0 - kavi shastri\n",
      "0 - padmavati rao\n",
      "0 - sabyasachi chakrabarty\n",
      "0 - zoraide coleto\n",
      "0 - buda lira\n",
      "0 - paula de renor\n",
      "1 - sang ping\n",
      "0 - emily glaister\n",
      "1 - kristin grue\n",
      "0 - rune hagerup\n",
      "1 - mike epps\n",
      "1 - jc chee\n",
      "1 - luqman hafidz\n",
      "1 - saran kumar manokaran\n",
      "1 - bront palarae\n",
      "1 - haris mohd zainuddin\n",
      "1 - eric teng\n",
      "0 - katrina ho\n",
      "0 - shah rukh khan\n",
      "1 - robert christopher riley\n",
      "7000\n",
      "0 - diksha panth\n",
      "1 - rory fleck-byrne\n",
      "1 - sergey gazarov\n",
      "0 - kali hawk\n",
      "1 - yousef erakat\n",
      "0 - patrice lovely\n",
      "0 - lexy panterra\n",
      "0 - sarita bradley\n",
      "1 - patrick jahns\n",
      "1 - aciel martinez pol\n",
      "1 - andreas pape\n",
      "1 - major ravi\n",
      "0 - rony david raj\n",
      "0 - sreeja das\n",
      "1 - lu wei\n",
      "1 - ramsey nouah\n",
      "0 - omoni oboli\n",
      "0 - kunle afolayan\n",
      "1 - tosin sido\n",
      "0 - wale adebayo\n",
      "0 - kate adepegba\n",
      "0 - jide kosoko\n",
      "1 - john dimaggio\n",
      "1 - aileen tan\n",
      "0 - suhaimi yusof\n",
      "1 - ryan lian\n",
      "0 - charmaine sei\n",
      "1 - yan li xuan\n",
      "1 - lewis fletcher\n",
      "1 - tom collins\n",
      "1 - matt aistrup\n",
      "1 - simon bates\n",
      "0 - andre burton-march\n",
      "1 - michael maughan\n",
      "1 - jake francis\n",
      "0 - jade greyul\n",
      "0 - yami gautam\n",
      "1 - pulkit samrat\n",
      "0 - bharti singh\n",
      "0 - sohai ali abro\n",
      "1 - shafqat cheema\n",
      "0 - qavi khan\n",
      "0 - janita asma\n",
      "1 - nadeem jafri\n",
      "1 - akbar abdi\n",
      "1 - arzhang amirfazli\n",
      "1 - sepand amirsoleimani\n",
      "1 - manoochehr azar\n",
      "1 - kambiz dirbaz\n",
      "1 - negar foroozandeh\n",
      "1 - mait malmsten\n",
      "0 - genka\n",
      "1 - ago anderson\n",
      "0 - kadri rmmeld\n",
      "0 - maarja jakobson\n",
      "0 - bruce willis\n",
      "1 - jack neo\n",
      "1 - mark lee\n",
      "0 - belmina duranovi\n",
      "1 - seid mahmutovi\n",
      "1 - dino sjerotanovi\n",
      "0 - aida nuhanovi\n",
      "0 - minela hurem\n",
      "0 - lejla rai\n",
      "1 - almin zahirovi\n",
      "0 - esma avduki\n",
      "1 - pham quynh anh\n",
      "0 - mai th hip\n",
      "1 - hong an nguyen\n",
      "1 - ng kin huy\n",
      "1 - harry lu\n",
      "1 - syamsul yusof\n",
      "0 - nabila huda\n",
      "1 - fizz fairuz\n",
      "1 - a. galak\n",
      "0 - sabrina ali\n",
      "1 - dato rahim razali\n",
      "1 - ruzlan abdullah\n",
      "1 - pekin ibrahim\n",
      "0 - andrei panin\n",
      "1 - aleksandr zhurman\n",
      "1 - igor gordin\n",
      "1 - iraj tahmasb\n",
      "0 - morteza ahmadi\n",
      "1 - akbar doodkar\n",
      "0 - farokhlagha hushmand\n",
      "0 - hamideh kheirabadi\n",
      "0 - marzieh mahboob\n",
      "0 - mehri mehrinia\n",
      "1 - iraj tahmasb\n",
      "0 - fatemah motamed-aria\n",
      "0 - reza fieze norouzi\n",
      "0 - reza attaran\n",
      "1 - larry klein\n",
      "0 - greisy mena\n",
      "1 - beto benitez\n",
      "1 - argl galindo\n",
      "1 - travaris spears\n",
      "1 - thiago martins\n",
      "0 - carolyn king\n",
      "1 - myles mcgee\n",
      "1 - ashton miramontes\n",
      "1 - matt vogel\n",
      "1 - raeden greer\n",
      "1 - dimo alexiev\n",
      "1 - chris j. murray\n",
      "0 - olivia taylor dudley\n",
      "0 - sundara raman\n",
      "0 - uma riyaz khan\n",
      "1 - rajesh khattar\n",
      "0 - laura chiatti\n",
      "0 - andrea mingardi\n",
      "1 - thagubothu ramesh\n",
      "1 - karunas\n",
      "0 - dana prigent\n",
      "0 - samy seghir\n",
      "0 - miori takimoto\n",
      "1 - stephen alpert\n",
      "0 - aki asakura\n",
      "1 - atsuko takahata\n",
      "0 - kaitlyn dias\n",
      "1 - pilar ferrero\n",
      "1 - anselmo herrero\n",
      "0 - nura marn pic\n",
      "1 - alberto escobal garca\n",
      "0 - ravi prakash\n",
      "0 - suza kumar\n",
      "1 - dagoberto gama\n",
      "1 - navneet nishan\n",
      "1 - benjamin siksou\n",
      "0 - mona walravens\n",
      "0 - ali amine\n",
      "1 - kentucker audley\n",
      "1 - elyes aguis\n",
      "0 - luca maciel\n",
      "0 - rima kallingal\n",
      "0 - bhama\n",
      "1 - devon graye\n",
      "7100\n",
      "0 - ahna o'reilly\n",
      "0 - ariana neal\n",
      "0 - obssa ahmed\n",
      "0 - alyssa brooke levine\n",
      "0 - olivia taylor dudley\n",
      "1 - ruby jerins\n",
      "1 - jay abdo\n",
      "0 - tawanda manyimo\n",
      "1 - robert johnson\n",
      "1 - gary poulter\n",
      "0 - adriene mishler\n",
      "0 - elena schuber\n",
      "0 - katelynn rodriguez\n",
      "0 - danielle safady\n",
      "1 - jack dalton\n",
      "0 - lee armstrong\n",
      "0 - judith hill\n",
      "0 - claudia lennear\n",
      "0 - tata vega\n",
      "0 - patti austin\n",
      "0 - dina abdullah\n",
      "0 - dina amer\n",
      "0 - magdy ashour\n",
      "0 - ramy essam\n",
      "0 - aida elkashef\n",
      "0 - shah rukh khan\n",
      "0 - sona tatoyan\n",
      "0 - varduhi varderesyan\n",
      "1 - tigran nersesyan\n",
      "1 - anoush stepanyan\n",
      "1 - shake tukhmanyan\n",
      "0 - navni parihar\n",
      "1 - anang desai\n",
      "1 - konstantin kryukov\n",
      "1 - asher blinkoff\n",
      "1 - tinnu anand\n",
      "1 - tinnu anand\n",
      "0 - rajeshwari\n",
      "1 - saeed jaffrey\n",
      "0 - misty upham\n",
      "0 - linda boston\n",
      "1 - navneet nishan\n",
      "0 - karisma kapoor\n",
      "0 - lunetta savino\n",
      "1 - massimo cagnina\n",
      "1 - noriko ohara \n",
      "0 - kazuya tatekabe\n",
      "0 - kaneta kimotsuki\n",
      "1 - nell williams\n",
      "1 - aaron phagura\n",
      "0 - meera ganatra\n",
      "0 - nikita mehta\n",
      "1 - mariloup wolfe\n",
      "0 - catherine trudeau\n",
      "1 - gildor roy \n",
      "1 - manav vij\n",
      "1 - jamshid hashem pour\n",
      "0 - mina sadati\n",
      "1 - milad keymaram\n",
      "0 - hengameh ghaziani\n",
      "1 - hugh bonneville\n",
      "1 - daniel kaluuya\n",
      "1 - chlo sevigny\n",
      "0 - jahi di'allo winston\n",
      "0 - khadijha red thunder\n",
      "1 - daniel o'shea\n",
      "1 - kevin moccia\n",
      "1 - vincent ticali\n",
      "0 - charlie sausa\n",
      "0 - bahareh rahnama\n",
      "1 - mahesh babu\n",
      "0 - meenakshi dixit\n",
      "1 - kedar ghimire\n",
      "0 - dipika prasai\n",
      "0 - buddhi tamang\n",
      "1 - neer bikram shah\n",
      "0 - shivahari paudel\n",
      "0 - santi prego\n",
      "0 - kubra khan\n",
      "1 - ahad raza mir\n",
      "0 - kubra khan\n",
      "1 - jung jong-joon\n",
      "1 - anant nag\n",
      "1 - ramesh bhat\n",
      "1 - prakash thuminad\n",
      "1 - rishab shetty\n",
      "0 - kanna ravi\n",
      "0 - indhuja ravichandran\n",
      "1 - 'jeeva' ravi\n",
      "1 - brooke williams\n",
      "1 - alex macqueen\n",
      "0 - kalani queypo\n",
      "1 - vinicius garcia\n",
      "1 - lu horta\n",
      "1 - marco aurlio campos\n",
      "0 - felipe zilse\n",
      "1 - al abreu\n",
      "1 - cassius romero\n",
      "1 - nestor chiesse\n",
      "1 - alfredo rollo\n",
      "1 - shaam\n",
      "1 - brahmanandam\n",
      "1 - neelam upadhyaya\n",
      "1 - michael ormsby\n",
      "1 - jr ntr\n",
      "0 - vidyullekha raman\n",
      "0 - pandi\n",
      "0 - maddalena ischiale\n",
      "0 - jorge diaz\n",
      "1 - tristan gemmill\n",
      "1 - daniel wilde\n",
      "0 - samiya mumtaz\n",
      "1 - ayaz samoo\n",
      "1 - hameed sheikh\n",
      "1 - joshinder chaggar\n",
      "0 - abdullah jan ghaznavi\n",
      "1 - allen evangelista\n",
      "1 - austin stowell\n",
      "0 - karra elejalde\n",
      "1 - gabriel chame buenda\n",
      "1 - ramn langa\n",
      "1 - jos alias\n",
      "1 - emilio gavira\n",
      "1 - marleik 'mar mar' walker\n",
      "1 - alexander garfin\n",
      "0 - rebecca bloom\n",
      "0 - anastasia bredikhina\n",
      "1 - venus schultheis\n",
      "1 - thomas aquino\n",
      "1 - demick lopes\n",
      "1 - jittakorn bhunsorn\n",
      "1 - marion affolter\n",
      "1 - janet khiew\n",
      "0 - aphistaa khreuakhongkhaa\n",
      "1 - siwat narouphai\n",
      "0 - russamee thongsiripraisri\n",
      "0 - louise brealey\n",
      "1 - kevin vance\n",
      "1 - april lawrence\n",
      "1 - stephen kearin\n",
      "1 - antonio banderas\n",
      "1 - tim conway\n",
      "1 - dillon mitra\n",
      "1 - ramiro rodriguez\n",
      "1 - rafael martinez\n",
      "1 - hector duran\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 - sergio avelar\n",
      "1 - michael aguero\n",
      "7200\n",
      "1 - scott eastwood\n",
      "1 - aleksandr golovin\n",
      "1 - ivan dorn\n",
      "0 - ekaterina guseva\n",
      "0 - reese alexander\n",
      "0 - keene mcrae\n",
      "0 - suzanne reuter\n",
      "0 - nora mcmenamy\n",
      "0 - vijayendra ghatge\n",
      "0 - joe massingill\n",
      "1 - sam lee\n",
      "0 - maria bello\n",
      "1 - ajmal ameer\n",
      "1 - andrew brooke\n",
      "1 - brandon gonzales\n",
      "1 - cameron mills\n",
      "0 - savika chaiyadej\n",
      "0 - nerea barros\n",
      "1 - jess castro\n",
      "1 - manolo solo\n",
      "0 - cecilia villanueva\n",
      "1 - connor corum\n",
      "0 - lane styles\n",
      "0 - resse hartwig\n",
      "1 - cassius willis\n",
      "1 - matthew goode\n",
      "1 - rachel marie lewis\n",
      "1 - jordan rhodes\n",
      "1 - rob neukirch\n",
      "1 - bo keister\n",
      "1 - blu de golyer\n",
      "1 - jill scott\n",
      "1 - roy hudd\n",
      "0 - breanne hill\n",
      "1 - charles aitken\n",
      "1 - tom morrissey\n",
      "1 - paul reubens\n",
      "1 - harold livingston\n",
      "1 - jake gyllenhaal\n",
      "1 - zac efron\n",
      "1 - matthew mcconaughey\n",
      "0 - jayne middlemiss\n",
      "1 - ryan spielman\n",
      "0 - anushka sharma\n",
      "1 - kay kay menon\n",
      "0 - siddhartha basu\n",
      "1 - remo fernandes\n",
      "0 - madina nalwanga\n",
      "1 - martin kabanza\n",
      "0 - taryn kay kyaze\n",
      "1 - esther tebandeke\n",
      "1 - ethan nazario lubega\n",
      "1 - joey morgan\n",
      "0 - camila sodi\n",
      "1 - armando hernndez\n",
      "0 - jeanne werner\n",
      "1 - adam greaves-neal\n",
      "0 - isabelle adriani\n",
      "0 - franziska wulf\n",
      "1 - lars rudolph\n",
      "1 - teodor corban\n",
      "0 - toma cuzin\n",
      "0 - luminia gheorghiu\n",
      "1 - alexandru bindea\n",
      "1 - sushant singh rajput\n",
      "0 - divya menon\n",
      "1 - neeraj kabi\n",
      "1 - mark bennington\n",
      "1 - olavo cavalheiro\n",
      "0 - renata ferreira\n",
      "0 - fellipe guadanucci\n",
      "1 - karol ka\n",
      "1 - beatriz machado\n",
      "0 - moroni cruz\n",
      "1 - james russell\n",
      "0 - lily pater\n",
      "0 - priscilla c. shirer\n",
      "1 - t.c. stallings\n",
      "1 - michael jr.\n",
      "1 - jadin harris\n",
      "0 - tenae downing\n",
      "0 - alena pitts\n",
      "1 - varun dhawan\n",
      "1 - michael gregorio\n",
      "1 - michel mella\n",
      "0 - melissa mccarthy\n",
      "1 - lvaro recoba\n",
      "1 - antonio pacheco\n",
      "1 - alex dobrenko\n",
      "0 - robyn fairchild\n",
      "1 - chris doubek\n",
      "0 - victoria fairchild\n",
      "1 - bryan casserly\n",
      "0 - chase joliet\n",
      "1 - aliou tour\n",
      "1 - oumar tour\n",
      "0 - garba tour\n",
      "1 - nathanael dembl\n",
      "0 - khaira arby\n",
      "1 - scott shepherd\n",
      "1 - nev scharrel\n",
      "7300\n",
      "1 - jr ntr\n",
      "0 - kota srinivasa rao\n",
      "1 - marat basharov\n",
      "0 - mariya antonova\n",
      "1 - nikolay auzin\n",
      "0 - dmitriy shevchenko\n",
      "1 - dermot magennis\n",
      "1 - callum maloney\n",
      "0 - tara flynn\n",
      "0 - ava connolly\n",
      "1 - paul tylak\n",
      "1 - aileen mythen\n",
      "1 - patrick fitzsymons\n",
      "1 - sean patrick thomas\n",
      "1 - sytske van der ster\n",
      "1 - bright o'richards\n",
      "1 - manoj bajpayee\n",
      "1 - sunil shetty\n",
      "1 - himanshu malik\n",
      "1 - vijay raaz\n",
      "0 - joshua montes\n",
      "1 - aj kane\n",
      "0 - eve macklin\n",
      "1 - eric trung nguyen\n",
      "1 - ethan juan\n",
      "0 - purba rygal\n",
      "1 - wang wei liang\n",
      "0 - noah yap\n",
      "1 - luke lee\n",
      "0 - charlie goh\n",
      "1 - daniel ang\n",
      "0 - srihari\n",
      "1 - gary owen\n",
      "0 - razane jammal\n",
      "0 - toni collette\n",
      "1 - manoj bajpayee\n",
      "0 - sayaji shinde\n",
      "1 - yashpal sharma\n",
      "1 - russell alexander\n",
      "1 - gregory a. belitz\n",
      "1 - zachary bostrom\n",
      "1 - robert clotworthy\n",
      "1 - victor dimattia\n",
      "1 - nicolas martinez\n",
      "1 - asif basra\n",
      "1 - sadh orhan\n",
      "1 - sanjeev jaiswal\n",
      "1 - atul kulkarni\n",
      "0 - jitendra joshi\n",
      "1 - farzad jehani\n",
      "0 - elle dawe\n",
      "0 - jabba\n",
      "1 - kevin taumata\n",
      "0 - vanessa davis\n",
      "0 - carolyn mitchell\n",
      "1 - ralph reed\n",
      "1 - frank v. ross\n",
      "1 - iman crosson\n",
      "1 - alejandro patio\n",
      "0 - tony baker\n",
      "1 - cullen landis\n",
      "1 - wheeler oakman\n",
      "1 - alex manette\n",
      "0 - terrence jenkins\n",
      "1 - matthew fargher\n",
      "1 - scott elrod\n",
      "0 - nicole leigh\n",
      "1 - jos ferrer\n",
      "0 - soja jolly\n",
      "1 - emil hossu\n",
      "1 - franco graziosi\n",
      "0 - swathi reddy\n",
      "1 - frogman\n",
      "1 - sadao abe\n",
      "1 - alex abbad\n",
      "1 - cok simbara\n",
      "1 - adhyayan suman\n",
      "0 - zarina wahab\n",
      "0 - leena jumani\n",
      "1 - david jason perez\n",
      "0 - justine herron\n",
      "1 - harry ratchford\n",
      "1 - joey wells\n",
      "1 - william horton\n",
      "1 - erik allen\n",
      "0 - randy baranczyk\n",
      "1 - chris carlson\n",
      "0 - nancy crocker\n",
      "1 - jim detmar\n",
      "1 - crystal donner\n",
      "1 - pradeep ram singh rawat\n",
      "1 - brahmanandam\n",
      "1 - yam concepcion\n",
      "1 - john james uy\n",
      "1 - max eigenmann\n",
      "1 - mailes kanapi\n",
      "1 - carlo cruz\n",
      "1 - gio respall\n",
      "0 - vicente garcia groyon\n",
      "1 - marife necesito\n",
      "1 - brian button\n",
      "0 - rhia o'reilly\n",
      "7400\n",
      "0 - jamie hayter\n",
      "1 - brian button\n",
      "0 - jamie hayter\n",
      "0 - bea priestley\n",
      "0 - teddy hart\n",
      "1 - ruby raze\n",
      "1 - adrin navarro\n",
      "0 - rebecca quin\n",
      "1 - mohanlal\n",
      "1 - kpac lalitha\n",
      "1 - dharmajan bolgatty\n",
      "0 - sara ciocca\n",
      "0 - barbara alberti\n",
      "1 - edoardo brandi\n",
      "0 - mustafa burmawala\n",
      "1 - rishabh arora\n",
      "1 - shabbir burmawala\n",
      "0 - carla dennis\n",
      "0 - douggie mcmeekin\n",
      "0 - eloise lovell anderson\n",
      "1 - binu pappu\n",
      "1 - althaf salim\n",
      "1 - paris laxmi\n",
      "0 - mridula sathe\n",
      "1 - william turner\n",
      "1 - cem ylmaz\n",
      "0 - cara buono\n",
      "1 - oakley bull\n",
      "1 - ariel borenstein\n",
      "0 - alose sauvage\n",
      "1 - simon bourgade\n",
      "1 - jean-douard bodziak\n",
      "0 - gippy grewal\n",
      "1 - gurpreet ghuggi\n",
      "1 - b.n. sharma\n",
      "1 - swaraj gramika\n",
      "1 - nirmal palazhi\n",
      "1 - hans zhang\n",
      "0 - shi zhaoqi\n",
      "1 - andrian zwicker\n",
      "1 - scar barbern\n",
      "1 - luis posada \n",
      "1 - miguel ngel jenner\n",
      "1 - roser batalla\n",
      "0 - charlotte butler\n",
      "1 - david butler\n",
      "1 - aidan whytock\n",
      "0 - camilla wolfson\n",
      "1 - matthew peterson\n",
      "1 - angus imrie\n",
      "1 - dustin demri-burns\n",
      "1 - kharaj mukherjee\n",
      "1 - abish mathew\n",
      "1 - scott nettleton\n",
      "1 - sean millington\n",
      "0 - upasna singh\n",
      "1 - pavan malhotra\n",
      "1 - irrfan khan\n",
      "0 - swati das\n",
      "1 - jaspal sharma\n",
      "0 - dishita sehgal\n",
      "0 - sanjana sanghi\n",
      "0 - dore kraus\n",
      "0 - jamie marshall\n",
      "0 - cara chan\n",
      "0 - lawrence mah\n",
      "1 - mary tan\n",
      "1 - osman zailani\n",
      "1 - clifton turner\n",
      "1 - sudhhy kopa\n",
      "1 - baiju v k\n",
      "1 - lishoy\n",
      "1 - gokulan\n",
      "1 - adil ibrahim\n",
      "0 - yuri tsurilo\n",
      "1 - viktor soloviev\n",
      "0 - asia kate dillon\n",
      "0 - jeremy chan\n",
      "0 - terence then\n",
      "1 - wang weiliang\n",
      "1 - venus wong\n",
      "1 - chen xiuhuan\n",
      "0 - melody low\n",
      "1 - roz pho\n",
      "0 - vineeth sreenivasan\n",
      "0 - anusree nair\n",
      "1 - lal\n",
      "1 - hareesh perumanna\n",
      "1 - juan pablo raba\n",
      "1 - bill hoag\n",
      "1 - kristin villanueva\n",
      "1 - yousef erakat\n",
      "0 - patrice lovely\n",
      "1 - brock o'hurn\n",
      "1 - kev adams\n",
      "0 - vanessa guide\n",
      "1 - mohan babu\n",
      "0 - jayasurya\n",
      "1 - thalaivasal vijay\n",
      "0 - mammootty\n",
      "0 - marina neyolova\n",
      "1 - johannes holopainen\n",
      "0 - ville tiihonen\n",
      "0 - antti heikkinen\n",
      "1 - chike ohanwe\n",
      "0 - kai lehtinen\n",
      "classified actors: 6748\n"
     ]
    }
   ],
   "source": [
    "gender_columns = {}\n",
    "for i in range (1, 9):\n",
    "    gender_columns[f'cast_{i}_gender'] = []\n",
    "\n",
    "actors_predicted = []\n",
    "for i, row in df_tags_other.iterrows():\n",
    "    if not i%100:\n",
    "        print(i)\n",
    "    for j in range(1,9):\n",
    "        name = row[f'META__cast_{j}_name']\n",
    "        if pd.isna(name):\n",
    "            gender = None\n",
    "        elif not row[f'cast_{j}_male'] and not row[f'cast_{j}_female']:\n",
    "            actors_predicted.append(name)\n",
    "            gender = int(classifier.classify(gender_features(name.strip().split(' ')[0])) == 'male')\n",
    "            print(f'{gender} - {name}')\n",
    "        else:\n",
    "            gender = row[f'cast_{j}_male']\n",
    "        gender_columns[f'cast_{j}_gender'].append(gender)\n",
    "print(f'classified actors: {len(actors_predicted)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6207"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(actors_predicted))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gender = df_tags_other.copy()\n",
    "for col in list(gender_columns.keys()):\n",
    "    df_gender[col] = gender_columns[col]\n",
    "    \n",
    "for i in range(1,9):\n",
    "    df_gender[f'META__cast_{i}_male'] = df_gender[f'cast_{i}_male']\n",
    "    df_gender[f'META__cast_{i}_female'] = df_gender[f'cast_{i}_female']\n",
    "    df_gender.drop([f'cast_{i}_male', f'cast_{i}_female'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['budget',\n",
       " 'META__id',\n",
       " 'PROCESS__original_language',\n",
       " 'revenue',\n",
       " 'runtime',\n",
       " 'spoken_languages',\n",
       " 'META__year',\n",
       " 'META__month',\n",
       " 'META__day',\n",
       " 'weekend',\n",
       " 'META__collection_name',\n",
       " 'META__cast_1_name',\n",
       " 'META__cast_2_name',\n",
       " 'META__cast_3_name',\n",
       " 'META__cast_4_name',\n",
       " 'META__cast_5_name',\n",
       " 'META__cast_6_name',\n",
       " 'META__cast_7_name',\n",
       " 'META__cast_8_name',\n",
       " 'META__crew__sound__music_editor',\n",
       " 'META__crew__sound__original_music_composer',\n",
       " 'META__crew__sound__sound_designer',\n",
       " 'META__crew__sound__sound_effects_editor',\n",
       " 'META__crew__sound__sound_re_recording_mixer',\n",
       " 'META__crew__sound__supervising_sound_editor',\n",
       " 'META__crew__directing__director__1',\n",
       " 'META__crew__directing__script_supervisor',\n",
       " 'META__crew__production__casting',\n",
       " 'META__crew__production__executive_producer__1',\n",
       " 'META__crew__production__producer__1',\n",
       " 'META__crew__production__producer__2',\n",
       " 'META__crew__editing__editor__1',\n",
       " 'META__crew__costume__costume_designer',\n",
       " 'META__crew__costume__costume_supervisor',\n",
       " 'META__crew__costume__makeup_artist',\n",
       " 'META__crew__crew__stunt_coordinator',\n",
       " 'META__crew__writing__screenplay__1',\n",
       " 'META__crew__art__art_direction',\n",
       " 'META__crew__art__production_design',\n",
       " 'META__crew__art__property_master',\n",
       " 'META__crew__art__set_decoration',\n",
       " 'META__crew__visualeffects__visual_effects_supervisor',\n",
       " 'META__crew__camera__director_of_photography',\n",
       " 'META__crew__camera__steadicam_operator',\n",
       " 'META__crew__camera__still_photographer',\n",
       " 'genre__war',\n",
       " 'genre__western',\n",
       " 'genre__mystery',\n",
       " 'genre__music',\n",
       " 'genre__crime',\n",
       " 'genre__romance',\n",
       " 'genre__action',\n",
       " 'genre__adventure',\n",
       " 'genre__thriller',\n",
       " 'genre__animation',\n",
       " 'genre__family',\n",
       " 'genre__drama',\n",
       " 'genre__comedy',\n",
       " 'genre__documentary',\n",
       " 'genre__history',\n",
       " 'genre__fantasy',\n",
       " 'genre__horror',\n",
       " 'META__production_company_1',\n",
       " 'META__production_company_2',\n",
       " 'META__production_company_3',\n",
       " 'country__es',\n",
       " 'country__jp',\n",
       " 'country__us',\n",
       " 'country__ca',\n",
       " 'country__de',\n",
       " 'country__cn',\n",
       " 'country__in',\n",
       " 'country__fr',\n",
       " 'country__ru',\n",
       " 'country__it',\n",
       " 'country__au',\n",
       " 'country__gb',\n",
       " 'profitability',\n",
       " 'day_sin',\n",
       " 'day_cos',\n",
       " 'month_sin',\n",
       " 'month_cos',\n",
       " 'cast_1_avg_profit',\n",
       " 'cast_1_avg_budget',\n",
       " 'cast_1_experience',\n",
       " 'cast_1_avg_profitability',\n",
       " 'cast_1_movies_before',\n",
       " 'cast_2_avg_profit',\n",
       " 'cast_2_avg_budget',\n",
       " 'cast_2_experience',\n",
       " 'cast_2_avg_profitability',\n",
       " 'cast_2_movies_before',\n",
       " 'cast_3_avg_profit',\n",
       " 'cast_3_avg_budget',\n",
       " 'cast_3_experience',\n",
       " 'cast_3_avg_profitability',\n",
       " 'cast_3_movies_before',\n",
       " 'cast_4_avg_profit',\n",
       " 'cast_4_avg_budget',\n",
       " 'cast_4_experience',\n",
       " 'cast_4_avg_profitability',\n",
       " 'cast_4_movies_before',\n",
       " 'cast_5_avg_profit',\n",
       " 'cast_5_avg_budget',\n",
       " 'cast_5_experience',\n",
       " 'cast_5_avg_profitability',\n",
       " 'cast_5_movies_before',\n",
       " 'cast_6_avg_profit',\n",
       " 'cast_6_avg_budget',\n",
       " 'cast_6_experience',\n",
       " 'cast_6_avg_profitability',\n",
       " 'cast_6_movies_before',\n",
       " 'cast_7_avg_profit',\n",
       " 'cast_7_avg_budget',\n",
       " 'cast_7_experience',\n",
       " 'cast_7_avg_profitability',\n",
       " 'cast_7_movies_before',\n",
       " 'cast_8_avg_profit',\n",
       " 'cast_8_avg_budget',\n",
       " 'cast_8_experience',\n",
       " 'cast_8_avg_profitability',\n",
       " 'cast_8_movies_before',\n",
       " 'crew__sound__music_editor_avg_profit',\n",
       " 'crew__sound__music_editor_avg_budget',\n",
       " 'crew__sound__music_editor_movies_before',\n",
       " 'crew__sound__original_music_composer_avg_profit',\n",
       " 'crew__sound__original_music_composer_avg_budget',\n",
       " 'crew__sound__original_music_composer_movies_before',\n",
       " 'crew__sound__sound_designer_avg_profit',\n",
       " 'crew__sound__sound_designer_avg_budget',\n",
       " 'crew__sound__sound_designer_movies_before',\n",
       " 'crew__sound__sound_effects_editor_avg_profit',\n",
       " 'crew__sound__sound_effects_editor_avg_budget',\n",
       " 'crew__sound__sound_effects_editor_movies_before',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_profit',\n",
       " 'crew__sound__sound_re_recording_mixer_avg_budget',\n",
       " 'crew__sound__sound_re_recording_mixer_movies_before',\n",
       " 'crew__sound__supervising_sound_editor_avg_profit',\n",
       " 'crew__sound__supervising_sound_editor_avg_budget',\n",
       " 'crew__sound__supervising_sound_editor_movies_before',\n",
       " 'crew__directing__director__1_avg_profit',\n",
       " 'crew__directing__director__1_avg_budget',\n",
       " 'crew__directing__director__1_movies_before',\n",
       " 'crew__directing__script_supervisor_avg_profit',\n",
       " 'crew__directing__script_supervisor_avg_budget',\n",
       " 'crew__directing__script_supervisor_movies_before',\n",
       " 'crew__production__casting_avg_profit',\n",
       " 'crew__production__casting_avg_budget',\n",
       " 'crew__production__casting_movies_before',\n",
       " 'crew__production__executive_producer__1_avg_profit',\n",
       " 'crew__production__executive_producer__1_avg_budget',\n",
       " 'crew__production__executive_producer__1_movies_before',\n",
       " 'crew__production__producer__1_avg_profit',\n",
       " 'crew__production__producer__1_avg_budget',\n",
       " 'crew__production__producer__1_movies_before',\n",
       " 'crew__production__producer__2_avg_profit',\n",
       " 'crew__production__producer__2_avg_budget',\n",
       " 'crew__production__producer__2_movies_before',\n",
       " 'crew__editing__editor__1_avg_profit',\n",
       " 'crew__editing__editor__1_avg_budget',\n",
       " 'crew__editing__editor__1_movies_before',\n",
       " 'crew__costume__costume_designer_avg_profit',\n",
       " 'crew__costume__costume_designer_avg_budget',\n",
       " 'crew__costume__costume_designer_movies_before',\n",
       " 'crew__costume__costume_supervisor_avg_profit',\n",
       " 'crew__costume__costume_supervisor_avg_budget',\n",
       " 'crew__costume__costume_supervisor_movies_before',\n",
       " 'crew__costume__makeup_artist_avg_profit',\n",
       " 'crew__costume__makeup_artist_avg_budget',\n",
       " 'crew__costume__makeup_artist_movies_before',\n",
       " 'crew__crew__stunt_coordinator_avg_profit',\n",
       " 'crew__crew__stunt_coordinator_avg_budget',\n",
       " 'crew__crew__stunt_coordinator_movies_before',\n",
       " 'crew__writing__screenplay__1_avg_profit',\n",
       " 'crew__writing__screenplay__1_avg_budget',\n",
       " 'crew__writing__screenplay__1_movies_before',\n",
       " 'crew__art__art_direction_avg_profit',\n",
       " 'crew__art__art_direction_avg_budget',\n",
       " 'crew__art__art_direction_movies_before',\n",
       " 'crew__art__production_design_avg_profit',\n",
       " 'crew__art__production_design_avg_budget',\n",
       " 'crew__art__production_design_movies_before',\n",
       " 'crew__art__property_master_avg_profit',\n",
       " 'crew__art__property_master_avg_budget',\n",
       " 'crew__art__property_master_movies_before',\n",
       " 'crew__art__set_decoration_avg_profit',\n",
       " 'crew__art__set_decoration_avg_budget',\n",
       " 'crew__art__set_decoration_movies_before',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_profit',\n",
       " 'crew__visualeffects__visual_effects_supervisor_avg_budget',\n",
       " 'crew__visualeffects__visual_effects_supervisor_movies_before',\n",
       " 'crew__camera__director_of_photography_avg_profit',\n",
       " 'crew__camera__director_of_photography_avg_budget',\n",
       " 'crew__camera__director_of_photography_movies_before',\n",
       " 'crew__camera__steadicam_operator_avg_profit',\n",
       " 'crew__camera__steadicam_operator_avg_budget',\n",
       " 'crew__camera__steadicam_operator_movies_before',\n",
       " 'crew__camera__still_photographer_avg_profit',\n",
       " 'crew__camera__still_photographer_avg_budget',\n",
       " 'crew__camera__still_photographer_movies_before',\n",
       " 'cast_avg_budget',\n",
       " 'cast_avg_profit',\n",
       " 'cast_avg_experience',\n",
       " 'cast_avg_movies_before',\n",
       " 'year_avg_profitability',\n",
       " 'year_avg_revenue',\n",
       " 'production_company_1_avg_profit',\n",
       " 'production_company_1_avg_profitability',\n",
       " 'production_company_1_avg_revenue',\n",
       " 'production_company_2_avg_profit',\n",
       " 'production_company_2_avg_profitability',\n",
       " 'production_company_2_avg_revenue',\n",
       " 'production_company_3_avg_profit',\n",
       " 'production_company_3_avg_profitability',\n",
       " 'production_company_3_avg_revenue',\n",
       " 'collection_name_avg_profit',\n",
       " 'collection_name_avg_revenue',\n",
       " 'competition',\n",
       " 'rating__g',\n",
       " 'rating__pg',\n",
       " 'rating__pg-13',\n",
       " 'rating__r',\n",
       " 'rating__nc-17',\n",
       " 'META__original_title',\n",
       " 'META__title',\n",
       " 'META__keywords',\n",
       " 'META__plot',\n",
       " 'country__other',\n",
       " 'META__imdb_id',\n",
       " 'tag__murder',\n",
       " 'tag__violence',\n",
       " 'tag__flashback',\n",
       " 'tag__romantic',\n",
       " 'tag__cult',\n",
       " 'tag__revenge',\n",
       " 'tag__psychedelic',\n",
       " 'tag__comedy',\n",
       " 'tag__suspenseful',\n",
       " 'tag__good_versus_evil',\n",
       " 'tag__humor',\n",
       " 'tag__satire',\n",
       " 'tag__entertaining',\n",
       " 'tag__neo_noir',\n",
       " 'tag__action',\n",
       " 'tag__sadist',\n",
       " 'tag__insanity',\n",
       " 'tag__tragedy',\n",
       " 'tag__fantasy',\n",
       " 'tag__paranormal',\n",
       " 'tag__boring',\n",
       " 'tag__mystery',\n",
       " 'tag__horror',\n",
       " 'tag__melodrama',\n",
       " 'tag__cruelty',\n",
       " 'tag__gothic',\n",
       " 'tag__dramatic',\n",
       " 'tag__dark',\n",
       " 'tag__atmospheric',\n",
       " 'tag__storytelling',\n",
       " 'tag__sci_fi',\n",
       " 'tag__psychological',\n",
       " 'tag__historical',\n",
       " 'tag__absurd',\n",
       " 'tag__prank',\n",
       " 'tag__sentimental',\n",
       " 'tag__philosophical',\n",
       " 'tag__bleak',\n",
       " 'tag__alternate_reality',\n",
       " 'tag__depressing',\n",
       " 'tag__plot_twist',\n",
       " 'tag__realism',\n",
       " 'tag__cute',\n",
       " 'tag__stupid',\n",
       " 'tag__home_movie',\n",
       " 'tag__thought_provoking',\n",
       " 'tag__inspiring',\n",
       " 'tag__other',\n",
       " 'cast_1_gender',\n",
       " 'cast_2_gender',\n",
       " 'cast_3_gender',\n",
       " 'cast_4_gender',\n",
       " 'cast_5_gender',\n",
       " 'cast_6_gender',\n",
       " 'cast_7_gender',\n",
       " 'cast_8_gender',\n",
       " 'META__cast_1_male',\n",
       " 'META__cast_1_female',\n",
       " 'META__cast_2_male',\n",
       " 'META__cast_2_female',\n",
       " 'META__cast_3_male',\n",
       " 'META__cast_3_female',\n",
       " 'META__cast_4_male',\n",
       " 'META__cast_4_female',\n",
       " 'META__cast_5_male',\n",
       " 'META__cast_5_female',\n",
       " 'META__cast_6_male',\n",
       " 'META__cast_6_female',\n",
       " 'META__cast_7_male',\n",
       " 'META__cast_7_female',\n",
       " 'META__cast_8_male',\n",
       " 'META__cast_8_female']"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_gender.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gender['META__revenue'] = df_gender['revenue']\n",
    "df_gender.drop('revenue', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gender.to_csv('16 df_gender.csv', mode='w+', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}