MatchingData.ipynb

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  "metadata": {
    "colab": {
      "name": "MatchingData.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "v9ywOSSSemTx",
        "VNYOmYSNSkIr",
        "mCU003ONP6-4",
        "KFtADDa6TNru",
        "8Nw8JQUPTN2o",
        "hHlcAbEcTN_E",
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        "2QIGDOaCTOjw"
      ]
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v9ywOSSSemTx"
      },
      "source": [
        "# Import and connect"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jb4N2LFd95Oy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "129e25b4-2240-4aee-dd11-a5b4d183866b"
      },
      "source": [
        "import pymongo\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import re\n",
        "from pymongo import MongoClient\n",
        "!pip install recordlinkage\n",
        "import recordlinkage\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: recordlinkage in /usr/local/lib/python3.7/dist-packages (0.14)\n",
            "Requirement already satisfied: numpy>=1.13.0 in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (1.19.5)\n",
            "Requirement already satisfied: pandas>=0.23 in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (1.1.5)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (1.0.1)\n",
            "Requirement already satisfied: scipy>=1 in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (1.4.1)\n",
            "Requirement already satisfied: jellyfish>=0.5.4 in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (0.8.2)\n",
            "Requirement already satisfied: scikit-learn>=0.19.0 in /usr/local/lib/python3.7/dist-packages (from recordlinkage) (0.22.2.post1)\n",
            "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->recordlinkage) (2018.9)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->recordlinkage) (2.8.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.23->recordlinkage) (1.15.0)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PISBZFLV9-10"
      },
      "source": [
        "client = pymongo.MongoClient(\"mongodb://hoangcongtue99:hoangcongtue99@cluster0-shard-00-00.etpgx.mongodb.net:27017,cluster0-shard-00-01.etpgx.mongodb.net:27017,cluster0-shard-00-02.etpgx.mongodb.net:27017/myFirstDatabase?ssl=true&replicaSet=atlas-ueoa64-shard-0&authSource=admin&retryWrites=true&w=majority\")\n",
        "db = client.film"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bP8TN9aWUn_W"
      },
      "source": [
        "# Load data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a6XMuKEf-cs0"
      },
      "source": [
        "imdb = pd.DataFrame(list(db.imdb_clean.find({},{'_id':0})))\n",
        "plex = pd.DataFrame(list(db.plex_clean.find({},{'_id':0})))\n",
        "amazon = pd.DataFrame(list(db.amazon_clean.find({},{'_id':0})))\n",
        "appleitunes = pd.DataFrame(list(db.appleitunes_clean.find({},{'_id':0})))\n",
        "googleplay = pd.DataFrame(list(db.googleplay_clean.find({},{'_id':0})))\n",
        "netflix = pd.DataFrame(list(db.netflix_clean.find({},{'_id':0})))\n",
        "popcornflix = pd.DataFrame(list(db.popcornflix_clean.find({},{'_id':0})))\n",
        "iflix = pd.DataFrame(list(db.iflix_clean.find({},{'_id':0})))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "li-Ng01hlsqI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 331
        },
        "outputId": "e6b4af37-bbfe-48fc-f72d-307b9a45d4d1"
      },
      "source": [
        "imdb.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>year</th>\n",
              "      <th>genres</th>\n",
              "      <th>actors</th>\n",
              "      <th>directors</th>\n",
              "      <th>description</th>\n",
              "      <th>duration</th>\n",
              "      <th>rating</th>\n",
              "      <th>image</th>\n",
              "      <th>urls</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Godzilla vs. Kong</td>\n",
              "      <td>2021.0</td>\n",
              "      <td>[Action, Sci-Fi, Thriller]</td>\n",
              "      <td>[Alexander Skarsgård, Millie Bobby Brown, Rebe...</td>\n",
              "      <td>[Adam Wingard]</td>\n",
              "      <td>The epic next chapter in the cinematic Monster...</td>\n",
              "      <td>1h 53min</td>\n",
              "      <td>6.5</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZmYzMz...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5034838/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Love and Monsters</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Action, Adventure, Comedy]</td>\n",
              "      <td>[Dylan O'Brien, Jessica Henwick, Michael Rooker]</td>\n",
              "      <td>[Michael Matthews]</td>\n",
              "      <td>Seven years after he survived the monster apoc...</td>\n",
              "      <td>1h 49min</td>\n",
              "      <td>7.0</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BYWVkMW...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2222042/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Sound of Metal</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Drama, Music]</td>\n",
              "      <td>[Riz Ahmed, Olivia Cooke, Paul Raci]</td>\n",
              "      <td>[Darius Marder]</td>\n",
              "      <td>A heavy-metal drummer's life is thrown into fr...</td>\n",
              "      <td>2h</td>\n",
              "      <td>7.8</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNjcyYj...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5363618/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Shadow and Bone</td>\n",
              "      <td>2021.0</td>\n",
              "      <td>[Action, Adventure, Drama]</td>\n",
              "      <td>[Jessie Mei Li, Ben Barnes, Archie Renaux]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dark forces conspire against orphan mapmaker A...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7.9</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNTNhY2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2403776/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Big Sky</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Crime, Drama, Mystery]</td>\n",
              "      <td>[Katheryn Winnick, Kylie Bunbury, Brian Geraghty]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>A private detective teams up with an ex-cop to...</td>\n",
              "      <td>1h</td>\n",
              "      <td>6.7</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZWY1N2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt11794642/?ref_=a...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "               title  ...                                               urls\n",
              "0  Godzilla vs. Kong  ...  [https://www.imdb.com/title/tt5034838/?ref_=ad...\n",
              "1  Love and Monsters  ...  [https://www.imdb.com/title/tt2222042/?ref_=ad...\n",
              "2     Sound of Metal  ...  [https://www.imdb.com/title/tt5363618/?ref_=ad...\n",
              "3    Shadow and Bone  ...  [https://www.imdb.com/title/tt2403776/?ref_=ad...\n",
              "4            Big Sky  ...  [https://www.imdb.com/title/tt11794642/?ref_=a...\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hocZtQvLmA3I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 397
        },
        "outputId": "88e67932-e921-4ce8-adc7-793f765c2466"
      },
      "source": [
        "plex.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>year</th>\n",
              "      <th>genres</th>\n",
              "      <th>actors</th>\n",
              "      <th>directors</th>\n",
              "      <th>description</th>\n",
              "      <th>duration</th>\n",
              "      <th>urls</th>\n",
              "      <th>image</th>\n",
              "      <th>rating</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Attack of the Killer Tomatoes!</td>\n",
              "      <td>1978.0</td>\n",
              "      <td>[Comedy, Horror, Musical, Sci-Fi]</td>\n",
              "      <td>[David Miller, George Wilson, Sharon Taylor, J...</td>\n",
              "      <td>[John De Bello]</td>\n",
              "      <td>Attack of the Killer Tomatoes is a 1978 comedy...</td>\n",
              "      <td>4994346</td>\n",
              "      <td>[https://watch.plex.tv/movie/attack-of-the-kil...</td>\n",
              "      <td>https://image.tmdb.org/t/p/original/cpQFOXpi5O...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Sound City</td>\n",
              "      <td>2013.0</td>\n",
              "      <td>[Documentary, Musical]</td>\n",
              "      <td>[Trent Reznor, Tom Petty, Mick Fleetwood, Bria...</td>\n",
              "      <td>[Dave Grohl]</td>\n",
              "      <td>The history of Sound City and their huge recor...</td>\n",
              "      <td>6463104</td>\n",
              "      <td>[https://watch.plex.tv/movie/sound-city]</td>\n",
              "      <td>https://image.tmdb.org/t/p/original/zvAnlF6COZ...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Love Songs</td>\n",
              "      <td>2007.0</td>\n",
              "      <td>[Drama, Musical, Romance]</td>\n",
              "      <td>[Louis Garrel, Ludivine Sagnier, Chiara Mastro...</td>\n",
              "      <td>[Christophe Honoré]</td>\n",
              "      <td>Ismael and Julie, who in the hope of sparking ...</td>\n",
              "      <td>5503168</td>\n",
              "      <td>[https://watch.plex.tv/movie/love-songs]</td>\n",
              "      <td>https://image.tmdb.org/t/p/original/2dThA0hUYQ...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Defenders of the Earth</td>\n",
              "      <td>1986.0</td>\n",
              "      <td>[Action, Adventure, Animation, Fantasy, Sci-Fi]</td>\n",
              "      <td>[Buster Jones, Peter Mark Richman, Loren Leste...</td>\n",
              "      <td>[John Gibbs, Ray Lee, Will Meugniot]</td>\n",
              "      <td>Four of the greatest comic strip heroes join f...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[https://watch.plex.tv/show/defenders-of-the-e...</td>\n",
              "      <td>https://image.tmdb.org/t/p/original/cuRklKSdUy...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Like Sunday, Like Rain</td>\n",
              "      <td>2014.0</td>\n",
              "      <td>[Drama, Musical]</td>\n",
              "      <td>[Leighton Meester, Debra Messing, Billie Joe A...</td>\n",
              "      <td>[Frank Whaley]</td>\n",
              "      <td>Surrounded by wealth and living with abundant ...</td>\n",
              "      <td>6243819</td>\n",
              "      <td>[https://watch.plex.tv/movie/like-sunday-like-...</td>\n",
              "      <td>https://image.tmdb.org/t/p/original/1bDW0ltKr2...</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            title  ...  rating\n",
              "0  Attack of the Killer Tomatoes!  ...     NaN\n",
              "1                      Sound City  ...     NaN\n",
              "2                      Love Songs  ...     NaN\n",
              "3          Defenders of the Earth  ...     NaN\n",
              "4          Like Sunday, Like Rain  ...     NaN\n",
              "\n",
              "[5 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VNYOmYSNSkIr"
      },
      "source": [
        "# Denfine functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3ZkraZ2UI7Sm"
      },
      "source": [
        "def is_not_nan_none(x):\n",
        "  return (x==x) and x!=None\n",
        "\n",
        "def check_duplicate(df1,df2,row):\n",
        "  record1=df1.loc[row['level_0']]\n",
        "  record2=df2.loc[row['level_1']]\n",
        "  if record1['description']==record2['description']:\n",
        "    return 1\n",
        "  if is_not_nan_none(record1['directors']) and is_not_nan_none(record2['directors']):\n",
        "    for director in record1['directors']:\n",
        "      if director in record2['directors']:\n",
        "        return 1\n",
        "  if is_not_nan_none(record1['actors']) and is_not_nan_none(record2['actors']):\n",
        "    for actor in record1['actors']:\n",
        "      if actor in record2['actors']:\n",
        "        return 1\n",
        "  # if is_not_nan_none(record1['duration']) and is_not_nan_none(record2['duration']):\n",
        "  #   if abs(record1['duration']-record2['duration'])<=2:\n",
        "  #     return 1\n",
        "  return 0\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6Dgr1HovJVu8"
      },
      "source": [
        "def merger(df1,df2, indexs1, indexs2):\n",
        "  general = df1.copy()\n",
        "  df2_new = df2.copy()\n",
        "  for i in range(len(indexs1)):\n",
        "    for col in df1.columns:\n",
        "      if col=='urls':\n",
        "        general['urls'].loc[indexs1[i]]=df1['urls'].loc[indexs1[i]] + df2['urls'].loc[indexs2[i]]\n",
        "      else:\n",
        "        temp=df1[col].loc[indexs1[i]]\n",
        "        if temp==temp:\n",
        "          general[col].loc[indexs1[i]]=df1[col].loc[indexs1[i]]\n",
        "        else:\n",
        "          general[col].loc[indexs1[i]]=df2[col].loc[indexs2[i]]\n",
        "  df2_new=df2_new.drop(indexs2)\n",
        "  general=general.append(df2_new)\n",
        "  general.reset_index(inplace=True, drop=True)\n",
        "  return general"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NgZYx4khJiiv"
      },
      "source": [
        "def show_results(df, df1,df2):\n",
        "  df['title_0']=df['level_0'].map(lambda x: df1.loc[x]['title'])\n",
        "  df['title_1']=df['level_1'].map(lambda x: df2.loc[x]['title'])\n",
        "  df['directors_0']=df['level_0'].map(lambda x: df1.loc[x]['directors'])\n",
        "  df['directors_1']=df['level_1'].map(lambda x: df2.loc[x]['directors'])\n",
        "  df['actors_0']=df['level_0'].map(lambda x: df1.loc[x]['actors'])\n",
        "  df['actors_1']=df['level_1'].map(lambda x: df2.loc[x]['actors'])\n",
        "  df['desc_0']=df['level_0'].map(lambda x: df1.loc[x]['description'])\n",
        "  df['desc_1']=df['level_1'].map(lambda x: df2.loc[x]['description'])\n",
        "  return df"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1Vc-gYGzHgpD"
      },
      "source": [
        "def match(df1, df2, kind='year',show_result=True):\n",
        "  # Tạo index\n",
        "  print('Indexing...')\n",
        "  indexer = recordlinkage.Index()\n",
        "  if kind=='year':\n",
        "    indexer.block('year','year')\n",
        "  else:\n",
        "    indexer.full()\n",
        "  candidates = indexer.index(df1, df2)\n",
        "  print('Number of candidate: {}'.format(len(candidates)))\n",
        "\n",
        "  # Compare\n",
        "  print('Comparing...')\n",
        "  compare = recordlinkage.Compare()\n",
        "  compare.string('title',\n",
        "              'title',\n",
        "              threshold=0.9,\n",
        "              label='title')\n",
        "  features = compare.compute(candidates, df1, df2)\n",
        "  potential_features=features[features['title']==1].reset_index()\n",
        "  print('Number of potential matches: {}'.format(len(potential_features)))\n",
        "\n",
        "  potential_features['is_duplicate']=potential_features.apply(lambda x: check_duplicate(df1,df2,x),axis=1)\n",
        "  match=potential_features[potential_features['is_duplicate']==1]\n",
        "  print('Number of matches: {}'.format(len(match)))\n",
        "  if show_result==True:\n",
        "    match = show_results(match,df1,df2)\n",
        "  \n",
        "  # # Merge\n",
        "  # print('Merging...')\n",
        "  # general = merger(df1,df2, list(match['level_0']), list(match['level_1']))\n",
        "  # print('Complete!')\n",
        "  return match"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NocySUggOW5n"
      },
      "source": [
        "def match_and_merge(df1, df2, match=None, kind='year',show_result=False):\n",
        "  if match is None:\n",
        "    match=match(df1, df2, kind='year',show_result=show_result)\n",
        "  # Merge\n",
        "  print('Merging...')\n",
        "  general = merger(df1,df2, list(match['level_0']), list(match['level_1']))\n",
        "  print('Complete!')\n",
        "  return general"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mCU003ONP6-4"
      },
      "source": [
        "# general = imdb + plex"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "T3CyNhREKO1M",
        "outputId": "2cfad36a-911d-405d-d592-e8769098161a"
      },
      "source": [
        "match_result=match(imdb,plex,kind='year',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "Number of candidate: 1381977\n",
            "Comparing...\n",
            "Number of potential matches: 43\n",
            "Number of matches: 38\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
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              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5527</td>\n",
              "      <td>1166</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Rise of Sir Longbottom</td>\n",
              "      <td>The Rise of Sir Longbottom</td>\n",
              "      <td>[Clay Moffatt]</td>\n",
              "      <td>[Clay Moffatt]</td>\n",
              "      <td>[Rachel Grace, Mark Speno, Phoenix Jd Gabe]</td>\n",
              "      <td>[Jeremy Behie]</td>\n",
              "      <td>Pocketman, Cargoboy and all your favorite agen...</td>\n",
              "      <td>Pocketman, Cargoboy and all your favorite agen...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>7155</td>\n",
              "      <td>769</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Murder Manual</td>\n",
              "      <td>Murder Manual</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Nour Wazzi, Toni Kristian Tikkanen, Michael E...</td>\n",
              "      <td>[Emilia Clarke, Hadley Fraser, Sylvia Panacione]</td>\n",
              "      <td>[Emilia Clarke, Hadley Fraser, Sylvia Panacion...</td>\n",
              "      <td>Creepy, terrifying chapters from our book of h...</td>\n",
              "      <td>Creepy, terrifying chapters from our book of h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>10385</td>\n",
              "      <td>993</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>In Corpore</td>\n",
              "      <td>In Corpore</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Sarah Jayne, Ivan Malekin]</td>\n",
              "      <td>[Clara Francesca, Naomi Said, Kelsey Gillis]</td>\n",
              "      <td>[Naomi Said, Kelsey Gillis, Christopher Dingli...</td>\n",
              "      <td>An exploration of contemporary relationships s...</td>\n",
              "      <td>Four couples deal with love and lust, commitme...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>10980</td>\n",
              "      <td>224</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bad Roomies</td>\n",
              "      <td>Bad Roomies</td>\n",
              "      <td>[Jason Schnell]</td>\n",
              "      <td>[Jason Schnell]</td>\n",
              "      <td>[Patrick Renna, Tommy Savas, Annie Monroe]</td>\n",
              "      <td>[Patrick Renna, Tommy Savas, Annie Monroe, Jac...</td>\n",
              "      <td>Losing a roomie, another is found by the two r...</td>\n",
              "      <td>Losing a roomie, another is found by the two r...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>10575</td>\n",
              "      <td>80</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bad Johnson</td>\n",
              "      <td>Bad Johnson</td>\n",
              "      <td>[Huck Botko]</td>\n",
              "      <td>[Huck Botko]</td>\n",
              "      <td>[Jamie Chung, Cam Gigandet, Katherine Cunningham]</td>\n",
              "      <td>[Cam Gigandet, Jamie Chung, Casey Tutton, Kath...</td>\n",
              "      <td>A charismatic womanizer receives his comeuppan...</td>\n",
              "      <td>A charismatic womanizer receives his comeuppan...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>14046</td>\n",
              "      <td>343</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Summer of 8</td>\n",
              "      <td>Summer of 8</td>\n",
              "      <td>[Ryan Schwartz]</td>\n",
              "      <td>[Ryan Schwartz]</td>\n",
              "      <td>[Carter Jenkins, Michael Grant, Matt Shively]</td>\n",
              "      <td>[Carter Jenkins, Shelley Hennig, Matt Shively,...</td>\n",
              "      <td>Eight close friends soak up their last day of ...</td>\n",
              "      <td>Eight close friends soak up their last day of ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10071</td>\n",
              "      <td>106</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Black Eagle</td>\n",
              "      <td>Black Eagle</td>\n",
              "      <td>[Eric Karson]</td>\n",
              "      <td>[Eric Karson]</td>\n",
              "      <td>[Shô Kosugi, Jean-Claude Van Damme, Doran Clark]</td>\n",
              "      <td>[Sho Kosugi, Jean-Claude Van Damme, Doran Clar...</td>\n",
              "      <td>CIA agent must outrace KGB agent in searching ...</td>\n",
              "      <td>One of the US Air Force's most modern tactical...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>12065</td>\n",
              "      <td>523</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>American Kamasutra</td>\n",
              "      <td>American Kamasutra</td>\n",
              "      <td>[Jacky St. James]</td>\n",
              "      <td>[Jacky St. James]</td>\n",
              "      <td>[Ashlynn Yennie, Justin Berti, Raylin Joy]</td>\n",
              "      <td>[Ashlynn Yennie, Justin Berti, Victoria Levine...</td>\n",
              "      <td>A young woman finds herself involved in a dang...</td>\n",
              "      <td>A young woman finds herself involved in a dang...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12371</td>\n",
              "      <td>335</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Snapshots</td>\n",
              "      <td>Snapshots</td>\n",
              "      <td>[Melanie Mayron]</td>\n",
              "      <td>[Melanie Mayron]</td>\n",
              "      <td>[Piper Laurie, Brooke Adams, Emily Baldoni]</td>\n",
              "      <td>[Piper Laurie, Brooke Adams, Emily Baldoni, Br...</td>\n",
              "      <td>When a grandmother's secret past collides with...</td>\n",
              "      <td>When a grandmother's secret past collides with...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>9474</td>\n",
              "      <td>20</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bomb City</td>\n",
              "      <td>Bomb City</td>\n",
              "      <td>[Jameson Brooks]</td>\n",
              "      <td>[Jameson Brooks]</td>\n",
              "      <td>[Dave Davis, Glenn Morshower, Luke Shelton]</td>\n",
              "      <td>[Dave Davis, Glenn Morshower, Logan Huffman, E...</td>\n",
              "      <td>Bomb City is a crime-thriller, about the cultu...</td>\n",
              "      <td>Bomb City is a crime-thriller, about the cultu...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>12200</td>\n",
              "      <td>439</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Lost in Florence</td>\n",
              "      <td>Lost in Florence</td>\n",
              "      <td>[Evan Oppenheimer]</td>\n",
              "      <td>[Evan Oppenheimer]</td>\n",
              "      <td>[Brett Dalton, Stana Katic, Alessandra Mastron...</td>\n",
              "      <td>[Brett Dalton, Emily Atack, Stana Katic, Aless...</td>\n",
              "      <td>A heartbroken American in Florence gets involv...</td>\n",
              "      <td>Eric Lazard is a heartbroken former college fo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>13764</td>\n",
              "      <td>41</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Demon Seed</td>\n",
              "      <td>Demon Seed</td>\n",
              "      <td>[Donald Cammell]</td>\n",
              "      <td>[Donald Cammell]</td>\n",
              "      <td>[Julie Christie, Fritz Weaver, Gerrit Graham]</td>\n",
              "      <td>[Julie Christie, Fritz Weaver, Gerrit Graham, ...</td>\n",
              "      <td>A scientist creates Proteus--an organic super ...</td>\n",
              "      <td>A scientist creates Proteus--an organic super ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>9380</td>\n",
              "      <td>42</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>BMX Bandits</td>\n",
              "      <td>BMX Bandits</td>\n",
              "      <td>[Brian Trenchard-Smith]</td>\n",
              "      <td>[Brian Trenchard-Smith]</td>\n",
              "      <td>[David Argue, John Ley, Nicole Kidman]</td>\n",
              "      <td>[Nicole Kidman, James Lugton, Angelo D'Angelo,...</td>\n",
              "      <td>A trio of teen BMX enthusiasts become entangle...</td>\n",
              "      <td>Three teenagers discover a stash of walkie tal...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>3319</td>\n",
              "      <td>57</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Last House on the Left</td>\n",
              "      <td>The Last House on the Left</td>\n",
              "      <td>[Wes Craven]</td>\n",
              "      <td>[Wes Craven]</td>\n",
              "      <td>[Sandra Peabody, Lucy Grantham, David Hess]</td>\n",
              "      <td>[Sandra Peabody, Lucy Grantham, David Hess, Fr...</td>\n",
              "      <td>Two teenage girls heading to a rock concert fo...</td>\n",
              "      <td>Two teenage girls heading to a rock concert fo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>4688</td>\n",
              "      <td>201</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Vampire Circus</td>\n",
              "      <td>Vampire Circus</td>\n",
              "      <td>[Robert Young]</td>\n",
              "      <td>[Robert Young]</td>\n",
              "      <td>[Adrienne Corri, Thorley Walters, Anthony Higg...</td>\n",
              "      <td>[Adrienne Corri, Thorley Walters, Anthony Higg...</td>\n",
              "      <td>As the plague sweeps the countryside, a quaran...</td>\n",
              "      <td>As the plague sweeps the countryside, a quaran...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>9741</td>\n",
              "      <td>93</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Tales from the Crypt</td>\n",
              "      <td>Tales from the Crypt</td>\n",
              "      <td>[Freddie Francis]</td>\n",
              "      <td>[Freddie Francis]</td>\n",
              "      <td>[Joan Collins, Peter Cushing, Ralph Richardson]</td>\n",
              "      <td>[Joan Collins, Peter Cushing, Ian Hendry, Ralp...</td>\n",
              "      <td>Five strangers get lost in a crypt and, after ...</td>\n",
              "      <td>Five strangers get lost in a crypt and, after ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>8544</td>\n",
              "      <td>86</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Terror Train</td>\n",
              "      <td>Terror Train</td>\n",
              "      <td>[Roger Spottiswoode]</td>\n",
              "      <td>[Roger Spottiswoode]</td>\n",
              "      <td>[Ben Johnson, Jamie Lee Curtis, Hart Bochner]</td>\n",
              "      <td>[Jamie Lee Curtis, Ben Johnson, Hart Bochner, ...</td>\n",
              "      <td>Three years after a prank went terribly awry, ...</td>\n",
              "      <td>A college fraternity prank goes wrong and a st...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>9809</td>\n",
              "      <td>33</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Wheels on Meals</td>\n",
              "      <td>Wheels on Meals</td>\n",
              "      <td>[Sammo Kam-Bo Hung]</td>\n",
              "      <td>[Sammo Hung]</td>\n",
              "      <td>[Jackie Chan, Biao Yuen, Sammo Kam-Bo Hung]</td>\n",
              "      <td>[Jackie Chan, Yuen Biao, Lola Forner, Sammo Hu...</td>\n",
              "      <td>Two Chinese friends, who operate a food truck ...</td>\n",
              "      <td>Two Chinese friends, who operate a food truck ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>12853</td>\n",
              "      <td>513</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>They're Playing with Fire</td>\n",
              "      <td>They're Playing with Fire</td>\n",
              "      <td>[Howard Avedis]</td>\n",
              "      <td>[Howard Avedis]</td>\n",
              "      <td>[Sybil Danning, Eric Brown, Andrew Prine]</td>\n",
              "      <td>[Sybil Danning, Eric Brown, Andrew Prine, Paul...</td>\n",
              "      <td>A married college professor decides to seduce ...</td>\n",
              "      <td>A married college professor decides to seduce ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>5550</td>\n",
              "      <td>11</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Coffy</td>\n",
              "      <td>Coffy</td>\n",
              "      <td>[Jack Hill]</td>\n",
              "      <td>[Jack Hill]</td>\n",
              "      <td>[Pam Grier, Booker Bradshaw, Robert DoQui]</td>\n",
              "      <td>[Pam Grier, Robert DoQui, Sid Haig, Booker Bra...</td>\n",
              "      <td>A sexy black nurse takes vigilante justice aga...</td>\n",
              "      <td>Nurse \"Coffy\" Coffin leads a double life. Duri...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>5729</td>\n",
              "      <td>122</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Walking Tall</td>\n",
              "      <td>Walking Tall</td>\n",
              "      <td>[Phil Karlson]</td>\n",
              "      <td>[Phil Karlson]</td>\n",
              "      <td>[Joe Don Baker, Elizabeth Hartman, Leif Garrett]</td>\n",
              "      <td>[Joe Don Baker, Elizabeth Hartman, Leif Garret...</td>\n",
              "      <td>Based on the life of Tennessee sheriff Buford ...</td>\n",
              "      <td>Buford Pusser's a wrestler, whose wife wants h...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>7212</td>\n",
              "      <td>136</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Invasion of the Bee Girls</td>\n",
              "      <td>Invasion of the Bee Girls</td>\n",
              "      <td>[Denis Sanders]</td>\n",
              "      <td>[Denis Sanders]</td>\n",
              "      <td>[William Smith, Anitra Ford, Victoria Vetri]</td>\n",
              "      <td>[William Smith, Anitra Ford, Victoria Vetri, C...</td>\n",
              "      <td>A powerful cosmic force is turning Earth women...</td>\n",
              "      <td>In the small town of Peckham, California, many...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>12346</td>\n",
              "      <td>213</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Messiah of Evil</td>\n",
              "      <td>Messiah of Evil</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Willard Huyck, Gloria Katz]</td>\n",
              "      <td>[Michael Greer, Marianna Hill, Joy Bang]</td>\n",
              "      <td>[Michael Greer, Marianna Hill, Joy Bang, Anitr...</td>\n",
              "      <td>A young woman goes searching for her missing a...</td>\n",
              "      <td>After losing contact with her artist father, A...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>8046</td>\n",
              "      <td>25</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Fitzcarraldo</td>\n",
              "      <td>Fitzcarraldo</td>\n",
              "      <td>[Werner Herzog]</td>\n",
              "      <td>[Werner Herzog]</td>\n",
              "      <td>[Klaus Kinski, Claudia Cardinale, José Lewgoy]</td>\n",
              "      <td>[Klaus Kinski, Claudia Cardinale, José Lewgoy,...</td>\n",
              "      <td>The story of Brian Sweeney Fitzgerald, an extr...</td>\n",
              "      <td>Fitzcarraldo is an obsessed opera lover who wa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>9722</td>\n",
              "      <td>184</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Parasite</td>\n",
              "      <td>Parasite</td>\n",
              "      <td>[Charles Band]</td>\n",
              "      <td>[Charles Band]</td>\n",
              "      <td>[Robert Glaudini, Demi Moore, Luca Bercovici]</td>\n",
              "      <td>[Robert Glaudini, Demi Moore, Luca Bercovici, ...</td>\n",
              "      <td>In a post-apocalyptic USA, a doctor/scientist ...</td>\n",
              "      <td>Paul Dean has created a deadly parasite that i...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>10849</td>\n",
              "      <td>130</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Silent Rage</td>\n",
              "      <td>Silent Rage</td>\n",
              "      <td>[Michael Miller]</td>\n",
              "      <td>[Michael Miller]</td>\n",
              "      <td>[Chuck Norris, Ron Silver, Steven Keats]</td>\n",
              "      <td>[Chuck Norris, Ron Silver, Steven Keats, Toni ...</td>\n",
              "      <td>A sheriff tries to stop the killing spree of a...</td>\n",
              "      <td>A mentally ill man in a small Texas town goes ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>5806</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Attack of the Killer Tomatoes!</td>\n",
              "      <td>Attack of the Killer Tomatoes!</td>\n",
              "      <td>[John De Bello]</td>\n",
              "      <td>[John De Bello]</td>\n",
              "      <td>[David Miller, George Wilson, Sharon Taylor]</td>\n",
              "      <td>[David Miller, George Wilson, Sharon Taylor, J...</td>\n",
              "      <td>A group of scientists band together to save th...</td>\n",
              "      <td>Attack of the Killer Tomatoes is a 1978 comedy...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>9206</td>\n",
              "      <td>34</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Convoy</td>\n",
              "      <td>Convoy</td>\n",
              "      <td>[Sam Peckinpah]</td>\n",
              "      <td>[Sam Peckinpah]</td>\n",
              "      <td>[Kris Kristofferson, Ali MacGraw, Ernest Borgn...</td>\n",
              "      <td>[Kris Kristofferson, Ali MacGraw, Ernest Borgn...</td>\n",
              "      <td>Truckers form a mile long \"convoy\" in support ...</td>\n",
              "      <td>Truckers form a mile long \"convoy\" in support ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>14106</td>\n",
              "      <td>118</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Laserblast</td>\n",
              "      <td>Laserblast</td>\n",
              "      <td>[Michael Rae]</td>\n",
              "      <td>[Michael Rae]</td>\n",
              "      <td>[Kim Milford, Cheryl Smith, Gianni Russo]</td>\n",
              "      <td>[Kim Milford, Cheryl Smith, Gianni Russo, Ron ...</td>\n",
              "      <td>A teenager stumbles upon an alien weapon, whic...</td>\n",
              "      <td>Alien creatures kill a mutated alien creature ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>8552</td>\n",
              "      <td>35</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Black Christmas</td>\n",
              "      <td>Black Christmas</td>\n",
              "      <td>[Bob Clark]</td>\n",
              "      <td>[Bob Clark]</td>\n",
              "      <td>[Olivia Hussey, Keir Dullea, Margot Kidder]</td>\n",
              "      <td>[Olivia Hussey, Keir Dullea, Margot Kidder, Jo...</td>\n",
              "      <td>During their Christmas break, a group of soror...</td>\n",
              "      <td>During their Christmas break, a group of soror...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>13301</td>\n",
              "      <td>104</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Escape to Athena</td>\n",
              "      <td>Escape to Athena</td>\n",
              "      <td>[George P. Cosmatos]</td>\n",
              "      <td>[George P. Cosmatos]</td>\n",
              "      <td>[Roger Moore, Telly Savalas, David Niven]</td>\n",
              "      <td>[Roger Moore, Telly Savalas, David Niven, Stef...</td>\n",
              "      <td>A World War II adventure involving a group of ...</td>\n",
              "      <td>During World War II, the prisoners of a German...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>5632</td>\n",
              "      <td>74</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>A Boy and His Dog</td>\n",
              "      <td>A Boy and His Dog</td>\n",
              "      <td>[L.Q. Jones]</td>\n",
              "      <td>[L. Q. Jones]</td>\n",
              "      <td>[Don Johnson, Jason Robards, Susanne Benton]</td>\n",
              "      <td>[Don Johnson, Susanne Benton, Jason Robards, T...</td>\n",
              "      <td>A young man and his telepathic dog wander a po...</td>\n",
              "      <td>Set in the year 2024 in post-apocalyptic Ameri...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>10561</td>\n",
              "      <td>88</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Giant Spider Invasion</td>\n",
              "      <td>The Giant Spider Invasion</td>\n",
              "      <td>[Bill Rebane]</td>\n",
              "      <td>[Bill Rebane]</td>\n",
              "      <td>[Steve Brodie, Barbara Hale, Robert Easton]</td>\n",
              "      <td>[Steve Brodie, Barbara Hale, Robert Easton, Le...</td>\n",
              "      <td>Giant spiders from another dimension invade Wi...</td>\n",
              "      <td>A black hole hits North Wisconsin and opens a ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>11553</td>\n",
              "      <td>99</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bite the Bullet</td>\n",
              "      <td>Bite the Bullet</td>\n",
              "      <td>[Richard Brooks]</td>\n",
              "      <td>[Richard Brooks]</td>\n",
              "      <td>[Gene Hackman, Candice Bergen, James Coburn]</td>\n",
              "      <td>[Gene Hackman, Candice Bergen, James Coburn, B...</td>\n",
              "      <td>A pair of ex-Rough Riders, a former prostitute...</td>\n",
              "      <td>At the beginning of the 20th century, a newspa...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>5956</td>\n",
              "      <td>171</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Valdez Is Coming</td>\n",
              "      <td>Valdez Is Coming</td>\n",
              "      <td>[Edwin Sherin]</td>\n",
              "      <td>[Edwin Sherin]</td>\n",
              "      <td>[Burt Lancaster, Susan Clark, Frank Silvera]</td>\n",
              "      <td>[Burt Lancaster, Susan Clark, Frank Silvera, J...</td>\n",
              "      <td>A Mexican-American sheriff must resort to viol...</td>\n",
              "      <td>The town constable, Bob Valdez, is forced to k...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>6937</td>\n",
              "      <td>219</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Hunting Party</td>\n",
              "      <td>The Hunting Party</td>\n",
              "      <td>[Don Medford]</td>\n",
              "      <td>[Don Medford]</td>\n",
              "      <td>[Oliver Reed, Candice Bergen, Gene Hackman]</td>\n",
              "      <td>[Oliver Reed, Gene Hackman, Candice Bergen, Si...</td>\n",
              "      <td>A ruthless rancher and his gang use extremely ...</td>\n",
              "      <td>A ruthless rancher, and his gang, use extremel...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>1010</td>\n",
              "      <td>44</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Rio Lobo</td>\n",
              "      <td>Rio Lobo</td>\n",
              "      <td>[Howard Hawks]</td>\n",
              "      <td>[Howard Hawks]</td>\n",
              "      <td>[John Wayne, Jorge Rivero, Jennifer O'Neill]</td>\n",
              "      <td>[John Wayne, Jorge Rivero, Jennifer O'Neill, J...</td>\n",
              "      <td>After the Civil War, Cord McNally searches for...</td>\n",
              "      <td>After the Civil War, Cord McNally searches for...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>12423</td>\n",
              "      <td>82</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>A Man Called Horse</td>\n",
              "      <td>A Man Called Horse</td>\n",
              "      <td>[Elliot Silverstein]</td>\n",
              "      <td>[Elliot Silverstein]</td>\n",
              "      <td>[Richard Harris, Judith Anderson, Jean Gascon]</td>\n",
              "      <td>[Richard Harris, Judith Anderson, Manu Tupou, ...</td>\n",
              "      <td>In 1825, an English aristocrat is captured by ...</td>\n",
              "      <td>In 1825, an English aristocrat is captured by ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    level_0  ...                                             desc_1\n",
              "0      5527  ...  Pocketman, Cargoboy and all your favorite agen...\n",
              "1      7155  ...  Creepy, terrifying chapters from our book of h...\n",
              "2     10385  ...  Four couples deal with love and lust, commitme...\n",
              "4     10980  ...  Losing a roomie, another is found by the two r...\n",
              "5     10575  ...  A charismatic womanizer receives his comeuppan...\n",
              "8     14046  ...  Eight close friends soak up their last day of ...\n",
              "9     10071  ...  One of the US Air Force's most modern tactical...\n",
              "10    12065  ...  A young woman finds herself involved in a dang...\n",
              "11    12371  ...  When a grandmother's secret past collides with...\n",
              "13     9474  ...  Bomb City is a crime-thriller, about the cultu...\n",
              "14    12200  ...  Eric Lazard is a heartbroken former college fo...\n",
              "15    13764  ...  A scientist creates Proteus--an organic super ...\n",
              "16     9380  ...  Three teenagers discover a stash of walkie tal...\n",
              "17     3319  ...  Two teenage girls heading to a rock concert fo...\n",
              "18     4688  ...  As the plague sweeps the countryside, a quaran...\n",
              "19     9741  ...  Five strangers get lost in a crypt and, after ...\n",
              "20     8544  ...  A college fraternity prank goes wrong and a st...\n",
              "21     9809  ...  Two Chinese friends, who operate a food truck ...\n",
              "22    12853  ...  A married college professor decides to seduce ...\n",
              "23     5550  ...  Nurse \"Coffy\" Coffin leads a double life. Duri...\n",
              "24     5729  ...  Buford Pusser's a wrestler, whose wife wants h...\n",
              "25     7212  ...  In the small town of Peckham, California, many...\n",
              "26    12346  ...  After losing contact with her artist father, A...\n",
              "27     8046  ...  Fitzcarraldo is an obsessed opera lover who wa...\n",
              "28     9722  ...  Paul Dean has created a deadly parasite that i...\n",
              "29    10849  ...  A mentally ill man in a small Texas town goes ...\n",
              "30     5806  ...  Attack of the Killer Tomatoes is a 1978 comedy...\n",
              "31     9206  ...  Truckers form a mile long \"convoy\" in support ...\n",
              "32    14106  ...  Alien creatures kill a mutated alien creature ...\n",
              "34     8552  ...  During their Christmas break, a group of soror...\n",
              "35    13301  ...  During World War II, the prisoners of a German...\n",
              "36     5632  ...  Set in the year 2024 in post-apocalyptic Ameri...\n",
              "37    10561  ...  A black hole hits North Wisconsin and opens a ...\n",
              "38    11553  ...  At the beginning of the 20th century, a newspa...\n",
              "39     5956  ...  The town constable, Bob Valdez, is forced to k...\n",
              "40     6937  ...  A ruthless rancher, and his gang, use extremel...\n",
              "41     1010  ...  After the Civil War, Cord McNally searches for...\n",
              "42    12423  ...  In 1825, an English aristocrat is captured by ...\n",
              "\n",
              "[38 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FQ9NkBzbN-1y",
        "outputId": "cde03cfb-2e48-4280-edb7-16e7b25a5794"
      },
      "source": [
        "general = match_and_merge(imdb,plex,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KFtADDa6TNru"
      },
      "source": [
        "# general = general + amazon\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 845
        },
        "id": "vx0_9OkgTNr8",
        "outputId": "5b6fdbad-75d8-4afe-c8b0-53a797e08b47"
      },
      "source": [
        "match_result=match(general,amazon,kind='year',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "Number of candidate: 5638061\n",
            "Comparing...\n",
            "Number of potential matches: 649\n",
            "Number of matches: 611\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
              "      <th>is_duplicate</th>\n",
              "      <th>title_0</th>\n",
              "      <th>title_1</th>\n",
              "      <th>directors_0</th>\n",
              "      <th>directors_1</th>\n",
              "      <th>actors_0</th>\n",
              "      <th>actors_1</th>\n",
              "      <th>desc_0</th>\n",
              "      <th>desc_1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>244</td>\n",
              "      <td>5756</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Tom Clancy's Without Remorse</td>\n",
              "      <td>Tom Clancy's Without Remorse</td>\n",
              "      <td>[Stefano Sollima]</td>\n",
              "      <td>[Stefano Sollima]</td>\n",
              "      <td>[Michael B. Jordan, Jodie Turner-Smith, Jamie ...</td>\n",
              "      <td>[Michael B. Jordan, Jamie Bell, Jodie Turner-S...</td>\n",
              "      <td>An elite Navy SEAL, goes on a path to avenge h...</td>\n",
              "      <td>An elite Navy SEAL uncovers an international c...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>881</td>\n",
              "      <td>91</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Map of Tiny Perfect Things</td>\n",
              "      <td>The Map of Tiny Perfect Things</td>\n",
              "      <td>[Ian Samuels]</td>\n",
              "      <td>[Ian Samuels]</td>\n",
              "      <td>[Kathryn Newton, Kyle Allen, Jermaine Harris]</td>\n",
              "      <td>[KATHRYN NEWTON, KYLE ALLEN, AL MADRIGAL]</td>\n",
              "      <td>Two teens who live the same day repeatedly, en...</td>\n",
              "      <td>Quick-witted teen Mark (Kyle Allen) is content...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1038</td>\n",
              "      <td>327</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bliss</td>\n",
              "      <td>Bliss</td>\n",
              "      <td>[Mike Cahill]</td>\n",
              "      <td>[Mike Cahill]</td>\n",
              "      <td>[Owen Wilson, Salma Hayek, Nesta Cooper]</td>\n",
              "      <td>[Salma Hayek, Owen Wilson, Madeline Zima]</td>\n",
              "      <td>A mind-bending love story following Greg who, ...</td>\n",
              "      <td>Bliss is a mind-bending love story following G...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1666</td>\n",
              "      <td>45</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>One Night in Miami...</td>\n",
              "      <td>One Night in Miami...</td>\n",
              "      <td>[Regina King]</td>\n",
              "      <td>[Regina King]</td>\n",
              "      <td>[Kingsley Ben-Adir, Eli Goree, Aldis Hodge]</td>\n",
              "      <td>[Kingsley Ben-Adir, Eli Goree, Aldis Hodge, Le...</td>\n",
              "      <td>A fictional account of one incredible night wh...</td>\n",
              "      <td>One Night in Miami is a fictional account of o...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1682</td>\n",
              "      <td>898</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Underground Railroad</td>\n",
              "      <td>The Underground Railroad</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Thuso Mbedu, Chase Dillon, Joel Edgerton]</td>\n",
              "      <td>[Thuso Mbedu, Chase W. Dillon, Joel Edgerton]</td>\n",
              "      <td>A young woman named Cora makes an amazing disc...</td>\n",
              "      <td>From Academy Award® winner Barry Jenkins and b...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>644</th>\n",
              "      <td>14475</td>\n",
              "      <td>58</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Proud Rebel</td>\n",
              "      <td>The Proud Rebel</td>\n",
              "      <td>[Michael Curtiz]</td>\n",
              "      <td>[Michael Curtiz]</td>\n",
              "      <td>[Alan Ladd, Olivia de Havilland, Dean Jagger, ...</td>\n",
              "      <td>[Alan Ladd, Olivia de Havilland, Harry Dean St...</td>\n",
              "      <td>A Confederate veteran living in the Yankee Nor...</td>\n",
              "      <td>A Confederate veteran (Alan Ladd of 'Shane') l...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>645</th>\n",
              "      <td>14362</td>\n",
              "      <td>2369</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Man Who Cheated Himself</td>\n",
              "      <td>The Man Who Cheated Himself</td>\n",
              "      <td>[Felix E. Feist]</td>\n",
              "      <td>[Felix E. Feist]</td>\n",
              "      <td>[Lee J. Cobb, Jane Wyatt, John Dall, Lisa Howa...</td>\n",
              "      <td>[Lee J. Cobb, Jane Wyatt, John Dall]</td>\n",
              "      <td>A veteran homicide detective who has witnessed...</td>\n",
              "      <td>A wealthy socialite in the process of divorce ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>646</th>\n",
              "      <td>14312</td>\n",
              "      <td>2358</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Suddenly</td>\n",
              "      <td>Suddenly</td>\n",
              "      <td>[Lewis Allen]</td>\n",
              "      <td>[Lewis Allen]</td>\n",
              "      <td>[Frank Sinatra, Sterling Hayden, James Gleason...</td>\n",
              "      <td>[Frank Sinatra, Sterling Hayden, James Gleason]</td>\n",
              "      <td>The tranquility of a small town is marred only...</td>\n",
              "      <td>Proceeding a presidential visit, a trio of imp...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>647</th>\n",
              "      <td>14373</td>\n",
              "      <td>7554</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Cause for Alarm!</td>\n",
              "      <td>Cause for Alarm</td>\n",
              "      <td>[Tay Garnett]</td>\n",
              "      <td>[Tay Garnett]</td>\n",
              "      <td>[Loretta Young, Barry Sullivan, Bruce Cowling,...</td>\n",
              "      <td>[Loretta Young, Barry Sullivan, Bruce Cowling]</td>\n",
              "      <td>An invalid husband wrongly believes his wife a...</td>\n",
              "      <td>An invalid husband wrongly believes his wife a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>648</th>\n",
              "      <td>14512</td>\n",
              "      <td>6285</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Mesa of Lost Women</td>\n",
              "      <td>Mesa of Lost Women</td>\n",
              "      <td>[Ron Ormond, Herbert Tevos]</td>\n",
              "      <td>[Ron Ormond, Herbert Tevos]</td>\n",
              "      <td>[Jackie Coogan, Allan Nixon, Richard Travis, L...</td>\n",
              "      <td>[Jackie Coogan, Lyle Talbot, Paula Hill]</td>\n",
              "      <td>A mad scientist, Dr. Aranya (Jackie Coogan), h...</td>\n",
              "      <td>After their plane is hijacked by a madman with...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>611 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     level_0  ...                                             desc_1\n",
              "0        244  ...  An elite Navy SEAL uncovers an international c...\n",
              "1        881  ...  Quick-witted teen Mark (Kyle Allen) is content...\n",
              "2       1038  ...  Bliss is a mind-bending love story following G...\n",
              "3       1666  ...  One Night in Miami is a fictional account of o...\n",
              "4       1682  ...  From Academy Award® winner Barry Jenkins and b...\n",
              "..       ...  ...                                                ...\n",
              "644    14475  ...  A Confederate veteran (Alan Ladd of 'Shane') l...\n",
              "645    14362  ...  A wealthy socialite in the process of divorce ...\n",
              "646    14312  ...  Proceeding a presidential visit, a trio of imp...\n",
              "647    14373  ...  An invalid husband wrongly believes his wife a...\n",
              "648    14512  ...  After their plane is hijacked by a madman with...\n",
              "\n",
              "[611 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8UentkeRTNr9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "993a1396-bf13-4c2f-f62c-5bc8b629e36f"
      },
      "source": [
        "general = match_and_merge(general,amazon,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f1gvKTp4ZXsS",
        "outputId": "51e3b7bb-0d8f-4549-9c08-3dae3ffc1507"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==3:\n",
        "    print(general['urls'].loc[ind])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['https://www.imdb.com/title/tt12384178/?ref_=adv_li_i', 'https://watch.plex.tv/movie/murder-manual', 'https://www.primevideo.com/detail/0FJYE8RVEWDLXMXEQYPGOSKWCP/ref=atv_dl_rdr']\n",
            "['https://www.imdb.com/title/tt0081617/?ref_=adv_li_i', 'https://watch.plex.tv/movie/terror-train', 'https://www.primevideo.com/detail/0MJF0MZSL04N3IRXXFVGWAL6FG/ref=atv_dl_rdr']\n",
            "['https://www.imdb.com/title/tt0094750/?ref_=adv_li_i', 'https://watch.plex.tv/movie/black-eagle', 'https://www.primevideo.com/detail/0PQHG41H1WYYA0U2WWO5A1GLWZ/ref=atv_dl_rdr']\n",
            "['https://www.imdb.com/title/tt7089314/?ref_=adv_li_i', 'https://watch.plex.tv/movie/in-corpore', 'https://www.primevideo.com/detail/0OJWTI2PY3GMO2A1WXBHBCHKCH/ref=atv_dl_rdr']\n",
            "['https://www.imdb.com/title/tt9459550/?ref_=adv_li_i', 'https://watch.plex.tv/movie/american-kamasutra', 'https://www.primevideo.com/detail/0I9Z1HK1T7O26R9M0BAPNCG96Q/ref=atv_dl_rdr']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8Nw8JQUPTN2o"
      },
      "source": [
        "# general = general + appleitunes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ugMtUv9hTN2p",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 828
        },
        "outputId": "12c581bf-280c-43a8-ee6b-ab7c74d08365"
      },
      "source": [
        "match_result=match(general,appleitunes,kind='year',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "Number of candidate: 6991600\n",
            "Comparing...\n",
            "Number of potential matches: 2252\n",
            "Number of matches: 2197\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
              "      <th>is_duplicate</th>\n",
              "      <th>title_0</th>\n",
              "      <th>title_1</th>\n",
              "      <th>directors_0</th>\n",
              "      <th>directors_1</th>\n",
              "      <th>actors_0</th>\n",
              "      <th>actors_1</th>\n",
              "      <th>desc_0</th>\n",
              "      <th>desc_1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>5</td>\n",
              "      <td>3516</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Zack Snyder's Justice League</td>\n",
              "      <td>Zack Snyder’s Justice League</td>\n",
              "      <td>[Zack Snyder]</td>\n",
              "      <td>[Zack Snyder]</td>\n",
              "      <td>[Henry Cavill, Ben Affleck, Gal Gadot]</td>\n",
              "      <td>[Ben Affleck, Henry Cavill, Amy Adams, Gal Gad...</td>\n",
              "      <td>Determined to ensure Superman's ultimate sacri...</td>\n",
              "      <td>In ZACK SNYDER’S JUSTICE LEAGUE, determined to...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>107</td>\n",
              "      <td>4296</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Little Things</td>\n",
              "      <td>The Little Things</td>\n",
              "      <td>[John Lee Hancock]</td>\n",
              "      <td>[John Lee Hancock]</td>\n",
              "      <td>[Denzel Washington, Rami Malek, Jared Leto]</td>\n",
              "      <td>[Denzel Washington, Rami Malek, Jared Leto, Ch...</td>\n",
              "      <td>Kern County Deputy Sheriff Joe Deacon is sent ...</td>\n",
              "      <td>Kern County Deputy Sheriff Joe “Deke” Deacon (...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>252</td>\n",
              "      <td>1779</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Barb and Star Go to Vista Del Mar</td>\n",
              "      <td>Barb and Star Go to Vista Del Mar</td>\n",
              "      <td>[Josh Greenbaum]</td>\n",
              "      <td>[Josh Greenbaum]</td>\n",
              "      <td>[Kristen Wiig, Annie Mumolo, Jamie Dornan]</td>\n",
              "      <td>[Kristen Wiig, Annie Mumolo, Jamie Dornan, Dam...</td>\n",
              "      <td>Lifelong friends Barb and Star embark on the a...</td>\n",
              "      <td>Take a trip and break out of your shell with B...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1076</td>\n",
              "      <td>3941</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Saint Maud</td>\n",
              "      <td>Saint Maud</td>\n",
              "      <td>[Rose Glass]</td>\n",
              "      <td>[Rose Glass]</td>\n",
              "      <td>[Morfydd Clark, Caoilfhionn Dunne, Jennifer Ehle]</td>\n",
              "      <td>[Morfydd Clark, Jennifer Ehle, Lily Frazer, Li...</td>\n",
              "      <td>Follows a pious nurse who becomes dangerously ...</td>\n",
              "      <td>Maud, a young religious private carer, becomes...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1849</td>\n",
              "      <td>3873</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Justice Society: World War II</td>\n",
              "      <td>Justice Society: World War II</td>\n",
              "      <td>[Jeff Wamester]</td>\n",
              "      <td>[Jeff Wamester]</td>\n",
              "      <td>[Stana Katic, Matt Bomer, Omid Abtahi]</td>\n",
              "      <td>[Stana Katic, Matt Bomer, Omid Abtahi, Geoffre...</td>\n",
              "      <td>The Justice Society of America , a group of he...</td>\n",
              "      <td>Barry Allen’s relaxing trip to Metropolis is a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2247</th>\n",
              "      <td>14281</td>\n",
              "      <td>1594</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Man of the West</td>\n",
              "      <td>Man of the West</td>\n",
              "      <td>[Anthony Mann]</td>\n",
              "      <td>[Anthony Mann]</td>\n",
              "      <td>[Gary Cooper, Julie London, Lee J. Cobb, Arthu...</td>\n",
              "      <td>[Gary Cooper, Julie London, Lee J. Cobb, Arthu...</td>\n",
              "      <td>On his way to hire a schoolteacher, a homestea...</td>\n",
              "      <td>Gary Cooper, in his last great role, portrays ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2248</th>\n",
              "      <td>14332</td>\n",
              "      <td>2828</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Apache</td>\n",
              "      <td>Apache</td>\n",
              "      <td>[Robert Aldrich]</td>\n",
              "      <td>[Robert Aldrich]</td>\n",
              "      <td>[Burt Lancaster, Jean Peters, John McIntire, C...</td>\n",
              "      <td>[Burt Lancaster, Jean Peters, John McIntire, C...</td>\n",
              "      <td>Following the surrender of Geronimo, Massai, t...</td>\n",
              "      <td>One of Geronimo's subchiefs, Massai, is the on...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2249</th>\n",
              "      <td>17242</td>\n",
              "      <td>1806</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Angel and the Badman</td>\n",
              "      <td>Angel and the Badman</td>\n",
              "      <td>[James Edward Grant]</td>\n",
              "      <td>[James Edward Grant]</td>\n",
              "      <td>[John Wayne, Gail Russell, Harry Carey]</td>\n",
              "      <td>[John Wayne, Gail Russell, Harry Carey, Bruce ...</td>\n",
              "      <td>Quirt Evans, notorious gunman played by John W...</td>\n",
              "      <td>Quirt Evans, notorious gunman played by John W...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2250</th>\n",
              "      <td>14487</td>\n",
              "      <td>2850</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Sam Whiskey</td>\n",
              "      <td>Sam Whiskey</td>\n",
              "      <td>[Arnold Laven]</td>\n",
              "      <td>[Arnold Laven]</td>\n",
              "      <td>[Burt Reynolds, Angie Dickinson, Clint Walker,...</td>\n",
              "      <td>[Burt Reynolds, Clint Walker, Ossie Davis, Ang...</td>\n",
              "      <td>Sam Whiskey is an all-round talent, but when t...</td>\n",
              "      <td>Welcome to America's Wild and very wacky West!...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2251</th>\n",
              "      <td>18671</td>\n",
              "      <td>1982</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Padosan</td>\n",
              "      <td>Padosan</td>\n",
              "      <td>[Jyoti Swaroop]</td>\n",
              "      <td>[Jyoti Swaroop]</td>\n",
              "      <td>[Sunil Dutt, Saira Banu, Mehmood]</td>\n",
              "      <td>[Saira Banu, Mehmood, Kishore Kumar, Om Prakas...</td>\n",
              "      <td>A simpleton Bhola falls in love with his fashi...</td>\n",
              "      <td>Padosan 1968, is the hilarious story of how de...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2197 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      level_0  ...                                             desc_1\n",
              "0           5  ...  In ZACK SNYDER’S JUSTICE LEAGUE, determined to...\n",
              "1         107  ...  Kern County Deputy Sheriff Joe “Deke” Deacon (...\n",
              "2         252  ...  Take a trip and break out of your shell with B...\n",
              "3        1076  ...  Maud, a young religious private carer, becomes...\n",
              "4        1849  ...  Barry Allen’s relaxing trip to Metropolis is a...\n",
              "...       ...  ...                                                ...\n",
              "2247    14281  ...  Gary Cooper, in his last great role, portrays ...\n",
              "2248    14332  ...  One of Geronimo's subchiefs, Massai, is the on...\n",
              "2249    17242  ...  Quirt Evans, notorious gunman played by John W...\n",
              "2250    14487  ...  Welcome to America's Wild and very wacky West!...\n",
              "2251    18671  ...  Padosan 1968, is the hilarious story of how de...\n",
              "\n",
              "[2197 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ut54fPF_TN2p",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "eb79b45a-690f-413c-fae5-4ab1578a642d"
      },
      "source": [
        "general = match_and_merge(general,appleitunes,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wu0NjPvJbEyU",
        "outputId": "b4f93c2d-1028-4b1a-c98e-1ba1b5e53e30"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==3:\n",
        "    for i in general['urls'].loc[ind]:\n",
        "      print(i)\n",
        "    print()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.imdb.com/title/tt0068646/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0QX1EUXLLBS07CXIW1KY9F1K68/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather/id534906082?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0473705/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0IMNQ4D0948JRTZBBLUYXBC3ML/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/state-of-play/id686802525?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0077631/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0T1UB07APZEX87YS5MFDP6RQPG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/grease/id566864929\n",
            "\n",
            "https://www.imdb.com/title/tt0099674/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R9TRR0Q8Y60OQUM54NKFJDGPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather-part-iii/id534962393?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1187043/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0LH1GMRIWABG6AFSW62O3BJJHH/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/3-idiots/id1530853319?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0109444/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0KVN88MY6FPTGUPBZZ6FCF16RT/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/clear-and-present-danger/id268768002\n",
            "\n",
            "https://www.imdb.com/title/tt0250797/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HBTFTRG4UE2D8BSKQARL3P86C/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/unfaithful/id294407996?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1179933/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0I5OLOJHF2KRRZNN29HGCW75IS/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/10-cloverfield-lane/id1085933051\n",
            "\n",
            "https://www.imdb.com/title/tt1340138/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HOLTGD9H7E2PLNYZ59X1RTG18/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/terminator-genisys/id1001311062\n",
            "\n",
            "https://www.imdb.com/title/tt3640424/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSFL8S5YE5TWON102XSZYYFZT/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/allied/id1172058573\n",
            "\n",
            "https://www.imdb.com/title/tt2872732/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0ND7Y71UEBCZB0EV0P5ZAWWZBD/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/lucy/id933287318?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0432283/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NHG64SVZNOS6V3SB8D2M5XCJ8/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/fantastic-mr-fox/id336288777?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1323594/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TAAD1YBUGD3ZH3KPUX8XJKFIA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/despicable-me/id571997237?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0362227/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0ST9HAOV9Q3I5OYVWQLT4ZW8DN/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-terminal/id315301372?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0360717/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H7IVORV437ICBBRNC2X9TGA27/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/king-kong/id532597774?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1229238/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0SGG9DSD4QUFB1P66K9DSEN48H/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/mission-impossible-ghost-protocol/id536303023\n",
            "\n",
            "https://www.imdb.com/title/tt0083866/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N4MU82F5XSNKXNC8MCN8YO59V/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/e-t-the-extra-terrestrial/id550702697?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0258463/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TN52516Z4JHPGRY9JLTN3GXP2/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-bourne-identity/id568021622?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0454848/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MW5SKN7AUSCLEV9P4UUCKGPPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inside-man/id532004471?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0822854/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P0U1W2CZQRK7W8G4VM4HAA2H7/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/shooter/id599140460\n",
            "\n",
            "https://www.imdb.com/title/tt0162222/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSCUWO6PFHAW28RCJ6IW4XQ01/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/cast-away/id345881964?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0117060/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0K1VO111PC05ETVSHCORSGN2RD/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/mission-impossible/id536472010\n",
            "\n",
            "https://www.imdb.com/title/tt0816711/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PZ035FMKPSQRXC3SZ51LYPPL9/ref=atv_dl_rdr\n",
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            "\n",
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            "https://www.primevideo.com/detail/0TIVLWEJCEQV3NZH3ZYNXQDRXO/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-purge-anarchy/id920041172\n",
            "\n",
            "https://www.imdb.com/title/tt0357277/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FBBYTXUK5LRJ4QCEYN5VZELHZ/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/elektra/id310816709?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt3553442/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P9GSD4LRJ9QOKIKV2M0AJ1F5Y/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/whiskey-tango-foxtrot/id1081996990?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0770703/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0QOJE4QB963BTN638PRFCA5GJR/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/whats-your-number/id470153614?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0421729/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0SKQVWLMZPM3XJ4SUDSW3RS3I6/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/big-mommas-house-2/id291587831?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt7208564/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0LPM0IEVMTBZKDDTLS1N992PJB/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/blood-fest/id1409015420?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0265087/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TABL8UNVSA1X61115MU40QJZL/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/black-knight/id287793295?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1464174/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R1BY6NVWFTRJPCTQSM36G9DQI/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/big-mommas-like-father-like-son/id417340327?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0087578/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/wheels-on-meals\n",
            "https://itunes.apple.com/ph/movie/wheels-on-meals/id1481427726\n",
            "\n",
            "https://www.imdb.com/title/tt0094750/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/black-eagle\n",
            "https://www.primevideo.com/detail/0PQHG41H1WYYA0U2WWO5A1GLWZ/ref=atv_dl_rdr\n",
            "\n",
            "https://www.imdb.com/title/tt0097289/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0JGM79IJMQYQNDTRQAUC4A4IOB/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/erik-the-viking/id1538556197?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt7089314/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/in-corpore\n",
            "https://www.primevideo.com/detail/0OJWTI2PY3GMO2A1WXBHBCHKCH/ref=atv_dl_rdr\n",
            "\n",
            "https://www.imdb.com/title/tt2091325/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/bad-johnson\n",
            "https://itunes.apple.com/ph/movie/bad-johnson/id839922061?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt1392197/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0L47BZBGT8KQH23C20PAUFCBPN/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/marmaduke/id376493166?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt4832640/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0RZEG1T2RQ0MVN1NC9SOV322G0/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/sultan/id1140028395?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt8493776/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N4Q48U7I7AFT8UOQ0IUO9B8AC/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/2-in-the-bush-a-love-story/id1486562578?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0347304/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0Q374E5V0RUL6CHL90JIR6L9BA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/kal-ho-naa-ho/id699481532?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt9459550/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/american-kamasutra\n",
            "https://www.primevideo.com/detail/0I9Z1HK1T7O26R9M0BAPNCG96Q/ref=atv_dl_rdr\n",
            "\n",
            "https://www.imdb.com/title/tt2178470/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NU7MBRU958PX2QUTM0F3GG5TP/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/yeh-jawaani-hai-deewani/id1109019810?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0120797/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N8X9JG5DAJY8RIG2FWPN5NXWO/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/pushing-tin/id292922576?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0104850/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0G563RLHNAUO5ES5MRZ47RZKK5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/memoirs-of-an-invisible-man/id679411221?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0282687/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P9DYKRGUKABCLR93R6PW6KVN3/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/life-or-something-like-it/id287545624?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt2358925/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0G5555DTCQ4EBMRPJ5DW92X4F1/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/unfinished-business/id967132990?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt4110568/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0RZECX999TBLKKMXKAMMVY67M3/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/dil-dhadakne-do/id1024028689?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0765476/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJV2VRQ0ZJYVR66BBE2XI5VDH/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/meet-dave/id295147548?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0372237/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0JXKTUCTQVKKGLKA53RDDIP3WY/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/guess-who/id1049940855?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0408985/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TEJSDG9U7P5CJGVISY88ED4XF/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/last-holiday/id696320833?ign-mpt=uo%3D4\n",
            "\n",
            "https://www.imdb.com/title/tt0103016/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJVAVT2SBI1A21IP5ZN7SZ39K/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/switch/id669937473?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/inner-worlds-outer-worlds\n",
            "https://www.primevideo.com/detail/0OSD34HRYFVG44L1MFHTGRH4T9/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inner-worlds-outer-worlds/id1190497067?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/jhoom-barabar-jhoom\n",
            "https://www.primevideo.com/detail/0SGG60CU84RO1H4NII0H1W9LIU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/jhoom-barabar-jhoom/id1113848744?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/the-matchbreaker\n",
            "https://www.primevideo.com/detail/0J3Q7ZSV1A84C1VA9ZX65CNPGA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-matchbreaker/id1164270469?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/barkhaa\n",
            "https://www.primevideo.com/detail/0LCRDMM2KR0UDCU9AWFOTHCEWM/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/barkhaa/id1022640520?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/sweetiee-weds-nri-2017\n",
            "https://www.primevideo.com/detail/0NHHKX3OIAFZEX1GVI77FWCSZE/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/sweetiee-weds-nri/id1316828939?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/blink-of-an-eye-2019\n",
            "https://www.primevideo.com/detail/0IZJMP5SLLZED4HLX1MCK788Y0/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/blink-of-an-eye/id1476799618?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/escaping-freedom\n",
            "https://www.primevideo.com/detail/0TN6KB75268YNCC8LTT4ENR8DW/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/escaping-freedom/id1519860949?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/freddie-mercury-the-king-of-queen\n",
            "https://www.primevideo.com/detail/0J80WNARG1YS6FHVP61RBZXGJO/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/freddie-mercury-the-king-of-queen/id1327585044?ign-mpt=uo%3D4\n",
            "\n",
            "https://watch.plex.tv/movie/diagnosing-healthcare\n",
            "https://www.primevideo.com/detail/0T65LA0O2780SHW0MVSE2KY0MR/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/diagnosing-healthcare/id1547739001\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hHlcAbEcTN_E"
      },
      "source": [
        "# general = general + googleplay"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ysVswfmtTN_F",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 828
        },
        "outputId": "ad346da7-a521-4ae3-9e32-80769a7ba26c"
      },
      "source": [
        "match_result=match(general,googleplay,kind='year',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "Number of candidate: 3749708\n",
            "Comparing...\n",
            "Number of potential matches: 2579\n",
            "Number of matches: 2538\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "\n",
              "    .dataframe thead th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
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              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
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              "      <th>0</th>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Zack Snyder's Justice League</td>\n",
              "      <td>Zack Snyder's Justice League</td>\n",
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              "      <td>[Zack Snyder]</td>\n",
              "      <td>[Henry Cavill, Ben Affleck, Gal Gadot]</td>\n",
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              "      <td>Determined to ensure Superman's ultimate sacri...</td>\n",
              "      <td>In ZACK SNYDER’S JUSTICE LEAGUE, determined to...</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>107</td>\n",
              "      <td>886</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Little Things</td>\n",
              "      <td>The Little Things</td>\n",
              "      <td>[John Lee Hancock]</td>\n",
              "      <td>[John Lee Hancock]</td>\n",
              "      <td>[Denzel Washington, Rami Malek, Jared Leto]</td>\n",
              "      <td>[Denzel Washington, Rami Malek, Jared Leto, Ch...</td>\n",
              "      <td>Kern County Deputy Sheriff Joe Deacon is sent ...</td>\n",
              "      <td>Kern County Deputy Sheriff Joe “Deke” Deacon (...</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>114</td>\n",
              "      <td>2171</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>Judas and the Black Messiah</td>\n",
              "      <td>Judas and the Black Messiah</td>\n",
              "      <td>[Shaka King]</td>\n",
              "      <td>[Shaka King]</td>\n",
              "      <td>[Daniel Kaluuya, LaKeith Stanfield, Jesse Plem...</td>\n",
              "      <td>[Daniel Kaluuya, Lakeith Stanfield, Jesse Plem...</td>\n",
              "      <td>Offered a plea deal by the FBI, William O'Neal...</td>\n",
              "      <td>FBI informant William O'Neal infiltrates the I...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>252</td>\n",
              "      <td>2306</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>Barb and Star Go to Vista Del Mar</td>\n",
              "      <td>Barb and Star Go To Vista Del Mar</td>\n",
              "      <td>[Josh Greenbaum]</td>\n",
              "      <td>[Josh Greenbaum]</td>\n",
              "      <td>[Kristen Wiig, Annie Mumolo, Jamie Dornan]</td>\n",
              "      <td>[Kristen Wiig, Annie Mumolo, Wendi McLendon-Co...</td>\n",
              "      <td>Lifelong friends Barb and Star embark on the a...</td>\n",
              "      <td>Take a trip and break out of your shell with B...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1849</td>\n",
              "      <td>100</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Justice Society: World War II</td>\n",
              "      <td>Justice Society: World War II</td>\n",
              "      <td>[Jeff Wamester]</td>\n",
              "      <td>[Jeff Wamester]</td>\n",
              "      <td>[Stana Katic, Matt Bomer, Omid Abtahi]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>The Justice Society of America , a group of he...</td>\n",
              "      <td>Barry Allen’s relaxing trip to Metropolis is a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>2574</th>\n",
              "      <td>27310</td>\n",
              "      <td>1466</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>Hang 'Em High</td>\n",
              "      <td>Hang 'Em High</td>\n",
              "      <td>[Ted Post]</td>\n",
              "      <td>[Ted Post]</td>\n",
              "      <td>[Clint Eastwood, Inger Stevens, Ed Begley, Ben...</td>\n",
              "      <td>[Clint Eastwood, Inger Stevens, Ed Gegley, Ben...</td>\n",
              "      <td>Jed Cooper (Clint Eastwood), an ex-lawman turn...</td>\n",
              "      <td>In this American version of a spaghetti Wester...</td>\n",
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              "    <tr>\n",
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              "      <td>27390</td>\n",
              "      <td>1551</td>\n",
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              "      <td>The Scalphunters</td>\n",
              "      <td>The Scalphunters</td>\n",
              "      <td>[Sydney Pollack]</td>\n",
              "      <td>[Sydney Pollack]</td>\n",
              "      <td>[Burt Lancaster, Shelley Winters, Telly Savala...</td>\n",
              "      <td>[Burt Lancaster, Shelley Winters, Telly Savala...</td>\n",
              "      <td>When trapper Joe Bass (Lancaster) is bushwhack...</td>\n",
              "      <td>When trapper Joe Bass (Lancaster) is bushwhack...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2576</th>\n",
              "      <td>28593</td>\n",
              "      <td>1278</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Bullitt</td>\n",
              "      <td>Bullitt</td>\n",
              "      <td>[Peter Yates]</td>\n",
              "      <td>[Peter Yates]</td>\n",
              "      <td>[Steve McQueen, Robert Vaughn, Jacqueline Biss...</td>\n",
              "      <td>[Steve Mc Queen, Simon Oakland, Don Gordon, Ro...</td>\n",
              "      <td>Action star Steve McQueen (\"The Getaway,\" \"The...</td>\n",
              "      <td>Frank Bullitt is selected by Chalmers, a polit...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2577</th>\n",
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              "      <td>1998</td>\n",
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              "      <td>Inspector Clouseau</td>\n",
              "      <td>Inspector Clouseau</td>\n",
              "      <td>[Bud Yorkin]</td>\n",
              "      <td>[Bud Yorkin]</td>\n",
              "      <td>[Alan Arkin, Frank Finlay, Delia Boccardo, Pat...</td>\n",
              "      <td>[Alan Arkin, Beryl Reid, Patrick Cargill]</td>\n",
              "      <td>For only this “Pink Panther” series film, the ...</td>\n",
              "      <td>Detective Inspector is borrowed from the Suret...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2578</th>\n",
              "      <td>25885</td>\n",
              "      <td>455</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Snow White and the Seven Dwarfs</td>\n",
              "      <td>Snow White And The Seven Dwarfs</td>\n",
              "      <td>[David Hand]</td>\n",
              "      <td>[David Hand]</td>\n",
              "      <td>[Adriana Caselotti, Harry Stockwell, Lucille L...</td>\n",
              "      <td>[Pinto Colvig]</td>\n",
              "      <td>Walt Disney's Animated Classic Snow White and ...</td>\n",
              "      <td>Walt Disney's Animated Classic SNOW WHITE AND ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2538 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      level_0  ...                                             desc_1\n",
              "0           5  ...  In ZACK SNYDER’S JUSTICE LEAGUE, determined to...\n",
              "1         107  ...  Kern County Deputy Sheriff Joe “Deke” Deacon (...\n",
              "2         114  ...  FBI informant William O'Neal infiltrates the I...\n",
              "3         252  ...  Take a trip and break out of your shell with B...\n",
              "4        1849  ...  Barry Allen’s relaxing trip to Metropolis is a...\n",
              "...       ...  ...                                                ...\n",
              "2574    27310  ...  In this American version of a spaghetti Wester...\n",
              "2575    27390  ...  When trapper Joe Bass (Lancaster) is bushwhack...\n",
              "2576    28593  ...  Frank Bullitt is selected by Chalmers, a polit...\n",
              "2577    29643  ...  Detective Inspector is borrowed from the Suret...\n",
              "2578    25885  ...  Walt Disney's Animated Classic SNOW WHITE AND ...\n",
              "\n",
              "[2538 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zDDa7-XyTN_F",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b58aaadb-cc24-4e48-d232-766b43a73dfa"
      },
      "source": [
        "general = match_and_merge(general,googleplay,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U1js8jN1cdcT",
        "outputId": "8758e1d8-5cae-48ca-8a10-5f52d2747627"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==4:\n",
        "    for i in general['urls'].loc[ind]:\n",
        "      print(i)\n",
        "    print()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.imdb.com/title/tt0068646/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0QX1EUXLLBS07CXIW1KY9F1K68/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather/id534906082?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather?gl=PH&hl=en&id=mJLWydHPkMw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0077631/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0T1UB07APZEX87YS5MFDP6RQPG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/grease/id566864929\n",
            "https://play.google.com/store/movies/details/Grease?gl=PH&hl=en&id=9LI1ZBIRATA&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0099674/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R9TRR0Q8Y60OQUM54NKFJDGPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather-part-iii/id534962393?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather_Part_III?gl=PH&hl=en&id=90RYHkj2Lgw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0109444/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0KVN88MY6FPTGUPBZZ6FCF16RT/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/clear-and-present-danger/id268768002\n",
            "https://play.google.com/store/movies/details/Clear_and_Present_Danger?gl=PH&hl=en&id=rk6qH-rfMqw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0250797/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HBTFTRG4UE2D8BSKQARL3P86C/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/unfaithful/id294407996?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Unfaithful?gl=PH&hl=en&id=itw4gYgNZnU&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1179933/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0I5OLOJHF2KRRZNN29HGCW75IS/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/10-cloverfield-lane/id1085933051\n",
            "https://play.google.com/store/movies/details/10_Cloverfield_Lane?gl=PH&hl=en&id=46uOz2PAEHY&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1340138/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HOLTGD9H7E2PLNYZ59X1RTG18/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/terminator-genisys/id1001311062\n",
            "https://play.google.com/store/movies/details/Terminator_Genisys?gl=PH&hl=en&id=DvDFA3eLzLc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt3640424/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSFL8S5YE5TWON102XSZYYFZT/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/allied/id1172058573\n",
            "https://play.google.com/store/movies/details/Allied?gl=PH&hl=en&id=pC1kAPq1Msg&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt2872732/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0ND7Y71UEBCZB0EV0P5ZAWWZBD/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/lucy/id933287318?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Lucy?gl=PH&hl=en&id=yoMlqcww3xA&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0432283/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NHG64SVZNOS6V3SB8D2M5XCJ8/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/fantastic-mr-fox/id336288777?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Fantastic_Mr_Fox?gl=PH&hl=en&id=Jl1jdplsBtc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1323594/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TAAD1YBUGD3ZH3KPUX8XJKFIA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/despicable-me/id571997237?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Despicable_Me?gl=PH&hl=en&id=C4oXdSgUMFE&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0362227/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0ST9HAOV9Q3I5OYVWQLT4ZW8DN/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-terminal/id315301372?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Terminal?gl=PH&hl=en&id=D9ugPJOF8oo&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0360717/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H7IVORV437ICBBRNC2X9TGA27/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/king-kong/id532597774?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/King_Kong?gl=PH&hl=en&id=W8WBsxI7LqM&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1229238/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0SGG9DSD4QUFB1P66K9DSEN48H/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/mission-impossible-ghost-protocol/id536303023\n",
            "https://play.google.com/store/movies/details/Mission_Impossible_Ghost_Protocol?gl=PH&hl=en&id=zT8cNSa2q40&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0083866/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N4MU82F5XSNKXNC8MCN8YO59V/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/e-t-the-extra-terrestrial/id550702697?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/E_T_The_Extra_Terrestrial?gl=PH&hl=en&id=8NtOYUIe5X0&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0258463/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TN52516Z4JHPGRY9JLTN3GXP2/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-bourne-identity/id568021622?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Bourne_Identity?gl=PH&hl=en&id=rudboZG3c1s&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0454848/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MW5SKN7AUSCLEV9P4UUCKGPPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inside-man/id532004471?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Inside_Man?gl=PH&hl=en&id=DfXYjnAdg9U&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0822854/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P0U1W2CZQRK7W8G4VM4HAA2H7/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/shooter/id599140460\n",
            "https://play.google.com/store/movies/details/Shooter?gl=PH&hl=en&id=T8n8Z7lK2Pk&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0162222/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSCUWO6PFHAW28RCJ6IW4XQ01/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/cast-away/id345881964?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Cast_Away?gl=PH&hl=en&id=CDPhHq77530&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0117060/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0K1VO111PC05ETVSHCORSGN2RD/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/mission-impossible/id536472010\n",
            "https://play.google.com/store/movies/details/Mission_Impossible?gl=PH&hl=en&id=IsAgp0TOjcI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0816711/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PZ035FMKPSQRXC3SZ51LYPPL9/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/world-war-z/id688781884?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/World_War_Z?gl=PH&hl=en&id=mmqnQw7WnJk&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0086960/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MJBKDY777MFB28Y11QAGQNX9J/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/beverly-hills-cop/id292813166\n",
            "https://play.google.com/store/movies/details/Beverly_Hills_Cop?gl=PH&hl=en&id=mVIfu7cCM9c&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1637688/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TIU98O83X5MR0C6I7P1GNB2X1/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/in-time/id476869088?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/In_Time?gl=PH&hl=en&id=m3IPjsPsUqA&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0073195/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N4N2W6A1ZY84LLAZXOME4WIK5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/jaws/id550726574\n",
            "https://play.google.com/store/movies/details/Jaws?gl=PH&hl=en&id=P61m4uWZET4&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt2660888/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0OO4JGMGAHRO9I4LQXGYP9EGDV/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/star-trek-beyond/id1128461468\n",
            "https://play.google.com/store/movies/details/Star_Trek_Beyond?gl=PH&hl=en&id=3-fazH9p3K0&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0125439/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H7LJF99S2OBGXWY9RVI7UVEZ8/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/notting-hill/id643857831?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Notting_Hill?gl=PH&hl=en&id=1KCo4UU-DDs&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0109830/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NHF7IFLIDER9XNBFBK2HLMQXC/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/forrest-gump/id314029341\n",
            "https://play.google.com/store/movies/details/Forrest_Gump?gl=PH&hl=en&id=77ij5gCTjYU&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0361748/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0OO2I8SGWJ128GHUY1404Z1V5P/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inglourious-basterds/id645198536?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Inglourious_Basterds?gl=PH&hl=en&id=LO78cZXiyHc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0114898/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0LPHDUUAAL9JSL855HCCCUNROY/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/waterworld/id897636597\n",
            "https://play.google.com/store/movies/details/Waterworld?gl=PH&hl=en&id=tiTIj3Yhxuk&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0088128/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HSTG2WUUUS90STD4MQCCP41C8/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/sixteen-candles/id862934741?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Sixteen_Candles?gl=PH&hl=en&id=mnWdAlV80Qs&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0317919/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0Q377VARTLIUFLWEAD5WOTYN77/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/mission-impossible-iii/id538422993\n",
            "https://play.google.com/store/movies/details/Mission_Impossible_III?gl=PH&hl=en&id=gOphrHN4Enw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0489099/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MRVHHTAXKS83U44TXDJF07AR2/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/jumper/id276580756?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Jumper?gl=PH&hl=en&id=sZamqFzguZY&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0118928/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H39QSJKONFQ19PS5FZW1LLSKG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/dantes-peak/id691182062?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Dante_s_Peak?gl=PH&hl=en&id=AP4HFVvYDD4&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1243974/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HG3EZBDIHDO0MWY42U756XZPJ/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/aloha/id996648877?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Aloha?gl=PH&hl=en&id=xEHsFAULr-Q&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1911658/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GQIMDI3ZVFF7USOWFV9ZPNOGP/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/penguins-of-madagascar/id1337224399?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Penguins_of_Madagascar?gl=PH&hl=en&id=1EKLmbYKXeo&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0901476/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0ND6PU4OXREPPUO9P03K5DRTUA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/bride-wars/id302809491?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Bride_Wars?gl=PH&hl=en&id=YlHnLk2fHuk&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0822832/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0L8GM88GFFU5S403RGF3WY40Z8/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/marley-me/id300783706?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Marley_Me?gl=PH&hl=en&id=_JrrsamqceU&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0466342/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0KAD6QCLYIBH1HANUJM8TZUHVI/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/date-movie/id290364120?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Date_Movie?gl=PH&hl=en&id=g9-0gN51yUc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0952640/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PQG0CX04E9KLGY4YKSX5MF46V/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/alvin-and-the-chipmunks/id271994300?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Alvin_and_the_Chipmunks?gl=PH&hl=en&id=y9QP-XARPoc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1013743/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NHG4POTDEILOTU6RBMA27NS8I/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/knight-and-day/id388746493?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Knight_and_Day?gl=PH&hl=en&id=7czi1dVIdQA&PAffiliateID=110l4uj\n",
            "\n",
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            "https://www.primevideo.com/detail/0G563RLHNAUO5ES5MRZ47RZKK5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/memoirs-of-an-invisible-man/id679411221?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Memoirs_of_an_Invisible_Man?gl=PH&hl=en&id=uUY9HXIFICI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0282687/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P9DYKRGUKABCLR93R6PW6KVN3/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/life-or-something-like-it/id287545624?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Life_Or_Something_Like_It?gl=PH&hl=en&id=3HrkcWHyZC8&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0765476/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJV2VRQ0ZJYVR66BBE2XI5VDH/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/meet-dave/id295147548?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Meet_Dave?gl=PH&hl=en&id=M2AqyTchnow&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0408985/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TEJSDG9U7P5CJGVISY88ED4XF/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/last-holiday/id696320833?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Last_Holiday?gl=PH&hl=en&id=HQqKOR58emo&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0103016/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJVAVT2SBI1A21IP5ZN7SZ39K/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/switch/id669937473?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Switch?gl=PH&hl=en&id=28zfSvPvubA&PAffiliateID=110l4uj\n",
            "\n",
            "https://watch.plex.tv/movie/the-matchbreaker\n",
            "https://www.primevideo.com/detail/0J3Q7ZSV1A84C1VA9ZX65CNPGA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-matchbreaker/id1164270469?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Matchbreaker?gl=PH&hl=en&id=zAXpK0nvlHM&PAffiliateID=110l4uj\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n-ccwRDjTOIe"
      },
      "source": [
        "# general = general + netflix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vQPxJdsBTOIf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 828
        },
        "outputId": "bfa05639-2ab5-4f12-d888-74e77798a23c"
      },
      "source": [
        "match_result=match(general,netflix,kind='year',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "Number of candidate: 6991178\n",
            "Comparing...\n",
            "Number of potential matches: 1533\n",
            "Number of matches: 1431\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
              "      <th>is_duplicate</th>\n",
              "      <th>title_0</th>\n",
              "      <th>title_1</th>\n",
              "      <th>directors_0</th>\n",
              "      <th>directors_1</th>\n",
              "      <th>actors_0</th>\n",
              "      <th>actors_1</th>\n",
              "      <th>desc_0</th>\n",
              "      <th>desc_1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3</td>\n",
              "      <td>3438</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Shadow and Bone</td>\n",
              "      <td>Shadow and Bone</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Jessie Mei Li, Ben Barnes, Archie Renaux]</td>\n",
              "      <td>[Jessie Mei Li, Archie Renaux, Ben Barnes, Fre...</td>\n",
              "      <td>Dark forces conspire against orphan mapmaker A...</td>\n",
              "      <td>Dark forces conspire against orphan mapmaker A...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>65</td>\n",
              "      <td>1443</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>I Care a Lot</td>\n",
              "      <td>I Care a Lot</td>\n",
              "      <td>[J Blakeson]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Rosamund Pike, Peter Dinklage, Eiza González]</td>\n",
              "      <td>[Rosamund Pike, Peter Dinklage, Eiza González,...</td>\n",
              "      <td>A crooked legal guardian who drains the saving...</td>\n",
              "      <td>A court-appointed legal guardian defrauds her ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>99</td>\n",
              "      <td>657</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Irregulars</td>\n",
              "      <td>The Irregulars</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[McKell David, Thaddea Graham, Jojo Macari]</td>\n",
              "      <td>[McKell David, Thaddea Graham, Jojo Macari, Ha...</td>\n",
              "      <td>Set in Victorian London, the series follows a ...</td>\n",
              "      <td>A crew of misfits investigates a series of sup...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>113</td>\n",
              "      <td>451</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Thunder Force</td>\n",
              "      <td>Thunder Force</td>\n",
              "      <td>[Ben Falcone]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Melissa McCarthy, Octavia Spencer, Jason Bate...</td>\n",
              "      <td>[Melissa McCarthy, Octavia Spencer, Jason Bate...</td>\n",
              "      <td>In a world where supervillains are commonplace...</td>\n",
              "      <td>Two childhood best friends reunite as an unlik...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>144</td>\n",
              "      <td>1609</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Ginny &amp; Georgia</td>\n",
              "      <td>Ginny &amp; Georgia</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Brianne Howey, Antonia Gentry, Diesel La Torr...</td>\n",
              "      <td>[Brianne Howey, Antonia Gentry, Diesel La Torr...</td>\n",
              "      <td>Ginny Miller, an angsty fifteen-year-old, ofte...</td>\n",
              "      <td>Free-spirited Georgia and her two kids, Ginny ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1528</th>\n",
              "      <td>3901</td>\n",
              "      <td>4064</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Kramer vs. Kramer</td>\n",
              "      <td>Kramer vs. Kramer</td>\n",
              "      <td>[Robert Benton]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Dustin Hoffman, Meryl Streep, Jane Alexander]</td>\n",
              "      <td>[Dustin Hoffman, Meryl Streep, Jane Alexander,...</td>\n",
              "      <td>Ted Kramer's wife leaves him, allowing for a l...</td>\n",
              "      <td>Ted is a career-driven yuppie whose wife leave...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1529</th>\n",
              "      <td>4478</td>\n",
              "      <td>1613</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Monty Python's Life of Brian</td>\n",
              "      <td>Monty Python's Life of Brian</td>\n",
              "      <td>[Terry Jones]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Graham Chapman, John Cleese, Michael Palin]</td>\n",
              "      <td>[Graham Chapman, John Cleese, Terry Gilliam, E...</td>\n",
              "      <td>Born on the original Christmas in the stable n...</td>\n",
              "      <td>Born in a stable in Judea, Brian grows up to j...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1530</th>\n",
              "      <td>5165</td>\n",
              "      <td>643</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Monty Python and the Holy Grail</td>\n",
              "      <td>Monty Python and the Holy Grail</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Graham Chapman, John Cleese, Eric Idle]</td>\n",
              "      <td>[Graham Chapman, John Cleese, Eric Idle, Terry...</td>\n",
              "      <td>King Arthur and his Knights of the Round Table...</td>\n",
              "      <td>The Monty Python comedy clan skewers King Arth...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1531</th>\n",
              "      <td>3784</td>\n",
              "      <td>3795</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Love Story</td>\n",
              "      <td>Love Story</td>\n",
              "      <td>[Arthur Hiller]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Ali MacGraw, Ryan O'Neal, John Marley]</td>\n",
              "      <td>[Ali MacGraw, Ryan O'Neal, John Marley, Ray Mi...</td>\n",
              "      <td>A boy and a girl from different backgrounds fa...</td>\n",
              "      <td>Privileged Harvard jock Oliver sparks the ange...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1532</th>\n",
              "      <td>8910</td>\n",
              "      <td>2163</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Marathon Man</td>\n",
              "      <td>Marathon Man</td>\n",
              "      <td>[John Schlesinger]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Dustin Hoffman, Laurence Olivier, Roy Scheider]</td>\n",
              "      <td>[Dustin Hoffman, Laurence Olivier, Roy Scheide...</td>\n",
              "      <td>A history student becomes caught in the middle...</td>\n",
              "      <td>When his CIA agent brother is killed, a studen...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1431 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      level_0  ...                                             desc_1\n",
              "0           3  ...  Dark forces conspire against orphan mapmaker A...\n",
              "1          65  ...  A court-appointed legal guardian defrauds her ...\n",
              "2          99  ...  A crew of misfits investigates a series of sup...\n",
              "3         113  ...  Two childhood best friends reunite as an unlik...\n",
              "4         144  ...  Free-spirited Georgia and her two kids, Ginny ...\n",
              "...       ...  ...                                                ...\n",
              "1528     3901  ...  Ted is a career-driven yuppie whose wife leave...\n",
              "1529     4478  ...  Born in a stable in Judea, Brian grows up to j...\n",
              "1530     5165  ...  The Monty Python comedy clan skewers King Arth...\n",
              "1531     3784  ...  Privileged Harvard jock Oliver sparks the ange...\n",
              "1532     8910  ...  When his CIA agent brother is killed, a studen...\n",
              "\n",
              "[1431 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BVFM58-ATOIf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "98ec2a79-2f5e-452f-eac1-b8fcf3d8f030"
      },
      "source": [
        "general = match_and_merge(general,netflix,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5lAACsHkdTd6",
        "outputId": "274682a0-1f3b-408e-baf4-bce5eccbe3a5"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==5:\n",
        "    for i in general['urls'].loc[ind]:\n",
        "      print(i)\n",
        "    print()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.imdb.com/title/tt0068646/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0QX1EUXLLBS07CXIW1KY9F1K68/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather/id534906082?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather?gl=PH&hl=en&id=mJLWydHPkMw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60011152\n",
            "\n",
            "https://www.imdb.com/title/tt0077631/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0T1UB07APZEX87YS5MFDP6RQPG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/grease/id566864929\n",
            "https://play.google.com/store/movies/details/Grease?gl=PH&hl=en&id=9LI1ZBIRATA&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60000577\n",
            "\n",
            "https://www.imdb.com/title/tt0099674/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R9TRR0Q8Y60OQUM54NKFJDGPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather-part-iii/id534962393?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather_Part_III?gl=PH&hl=en&id=90RYHkj2Lgw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60011153\n",
            "\n",
            "https://www.imdb.com/title/tt1323594/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TAAD1YBUGD3ZH3KPUX8XJKFIA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/despicable-me/id571997237?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Despicable_Me?gl=PH&hl=en&id=C4oXdSgUMFE&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70115629\n",
            "\n",
            "https://www.imdb.com/title/tt0360717/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H7IVORV437ICBBRNC2X9TGA27/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/king-kong/id532597774?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/King_Kong?gl=PH&hl=en&id=W8WBsxI7LqM&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70021664\n",
            "\n",
            "https://www.imdb.com/title/tt0454848/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MW5SKN7AUSCLEV9P4UUCKGPPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inside-man/id532004471?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Inside_Man?gl=PH&hl=en&id=DfXYjnAdg9U&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70044379\n",
            "\n",
            "https://www.imdb.com/title/tt0162222/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSCUWO6PFHAW28RCJ6IW4XQ01/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/cast-away/id345881964?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Cast_Away?gl=PH&hl=en&id=CDPhHq77530&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60020683\n",
            "\n",
            "https://www.imdb.com/title/tt0816711/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PZ035FMKPSQRXC3SZ51LYPPL9/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/world-war-z/id688781884?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/World_War_Z?gl=PH&hl=en&id=mmqnQw7WnJk&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70262639\n",
            "\n",
            "https://www.imdb.com/title/tt0086960/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MJBKDY777MFB28Y11QAGQNX9J/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/beverly-hills-cop/id292813166\n",
            "https://play.google.com/store/movies/details/Beverly_Hills_Cop?gl=PH&hl=en&id=mVIfu7cCM9c&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60010139\n",
            "\n",
            "https://www.imdb.com/title/tt2109248/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GM8R89PRZ5XBLA90650K2SX0E/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/transformers-age-of-extinction/id889044299\n",
            "https://play.google.com/store/movies/details/Transformers_Age_of_Extinction?gl=PH&hl=en&id=ykSg38UGyKI&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70299855\n",
            "\n",
            "https://www.imdb.com/title/tt0163025/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PYXOIRH1YYPCIIQKK5EAAKA0L/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/jurassic-park-iii/id621442702\n",
            "https://play.google.com/store/movies/details/Jurassic_Park_III?gl=PH&hl=en&id=40wsQwcq4z8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60004473\n",
            "\n",
            "https://www.imdb.com/title/tt0106220/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0G9EOEZMJLSPYYZS93FBZ4JCN5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/addams-family-values/id329165439?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Addams_Family_Values?gl=PH&hl=en&id=PPUzojgkYNw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/217303\n",
            "\n",
            "https://www.imdb.com/title/tt2279373/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NLQG9L9M746FABQVSOOT685UI/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-spongebob-movie-sponge-out-of-water/id958352442?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Spongebob_Movie_Sponge_Out_of_Water?gl=PH&hl=en&id=vEwmcrn7woQ&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80011621\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fOY0c2DlTOSr"
      },
      "source": [
        "# general = general + iflix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cMNb5QqeTOSs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "outputId": "69f120d1-2113-472b-ea49-af5815d2e7b7"
      },
      "source": [
        "match_result=match(general,iflix,kind='full',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "WARNING:recordlinkage:indexing - performance warning - A full index can result in large number of record pairs.\n",
            "Number of candidate: 46117950\n",
            "Comparing...\n",
            "Number of potential matches: 278\n",
            "Number of matches: 176\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
              "      <th>is_duplicate</th>\n",
              "      <th>title_0</th>\n",
              "      <th>title_1</th>\n",
              "      <th>directors_0</th>\n",
              "      <th>directors_1</th>\n",
              "      <th>actors_0</th>\n",
              "      <th>actors_1</th>\n",
              "      <th>desc_0</th>\n",
              "      <th>desc_1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>30</td>\n",
              "      <td>449</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Harry Potter and the Sorcerer's Stone</td>\n",
              "      <td>Harry Potter And The Sorcerers Stone</td>\n",
              "      <td>[Chris Columbus]</td>\n",
              "      <td>[Chris Columbus]</td>\n",
              "      <td>[Daniel Radcliffe, Rupert Grint, Richard Harris]</td>\n",
              "      <td>[Daniel Radcliffe, Emma Watson, Rupert Grint]</td>\n",
              "      <td>An orphaned boy enrolls in a school of wizardr...</td>\n",
              "      <td>Rescued from the outrageous neglect of his aun...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>166</td>\n",
              "      <td>598</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Vampire Diaries</td>\n",
              "      <td>The Vampire Diaries</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Nina Dobrev, Paul Wesley, Ian Somerhalder]</td>\n",
              "      <td>[Nina Dobrev, Paul Wesley, Ian Somerhalder]</td>\n",
              "      <td>The lives, loves, dangers and disasters in the...</td>\n",
              "      <td>In the fictional small town of Mystic Falls in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>186</td>\n",
              "      <td>651</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The 100</td>\n",
              "      <td>The 100</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Eliza Taylor, Bob Morley, Marie Avgeropoulos]</td>\n",
              "      <td>[Eliza Taylor, Paige Turco, Thomas McDonell]</td>\n",
              "      <td>Set ninety-seven years after a nuclear war has...</td>\n",
              "      <td>Fast forward to the future -- a nuclear war re...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>195</td>\n",
              "      <td>629</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Big Bang Theory</td>\n",
              "      <td>The Big Bang Theory</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Johnny Galecki, Jim Parsons, Kaley Cuoco]</td>\n",
              "      <td>[Johnny Galecki, Jim Parsons, Kaley Cuoco, Sim...</td>\n",
              "      <td>A woman who moves into an apartment across the...</td>\n",
              "      <td>Four turbonerd know-it-alls discover that alth...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>254</td>\n",
              "      <td>624</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Mom</td>\n",
              "      <td>Mom</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Allison Janney, Anna Faris, Mimi Kennedy]</td>\n",
              "      <td>[Anna Faris, Allison Janney, Nate Corddry]</td>\n",
              "      <td>A newly sober single mom tries to pull her lif...</td>\n",
              "      <td>Christy Plunkett is a single mom who’s been th...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>258</th>\n",
              "      <td>31890</td>\n",
              "      <td>701</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>100 Tula Para Kay Stella</td>\n",
              "      <td>100 Tula Para Kay Stella</td>\n",
              "      <td>[Jason Paul Laxamana]</td>\n",
              "      <td>[Jason Paul Laxamana]</td>\n",
              "      <td>[Bela Padilla, JC Santos, Prince Stefan, Caleb...</td>\n",
              "      <td>[Bela Padilla, JC Santos]</td>\n",
              "      <td>Throughout his four years in college, Fidel, a...</td>\n",
              "      <td>Throughout his four years in college, Fidel, a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>259</th>\n",
              "      <td>31913</td>\n",
              "      <td>1244</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Girlfriend For Hire</td>\n",
              "      <td>Girlfriend For Hire</td>\n",
              "      <td>[Vanessa De Leon]</td>\n",
              "      <td>[Vanessa De Leon]</td>\n",
              "      <td>[Clarinda Luna, Yassi Pressman, Andre Paras, S...</td>\n",
              "      <td>[Yassi Pressman, Andre Paras]</td>\n",
              "      <td>A rich guy hires an orphaned poor girl to be h...</td>\n",
              "      <td>A rich young man hires his classmate to preten...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>260</th>\n",
              "      <td>31925</td>\n",
              "      <td>1249</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>In Your Eyes</td>\n",
              "      <td>In Your Eyes</td>\n",
              "      <td>[Mac Alejandre]</td>\n",
              "      <td>[Mac Alejandre]</td>\n",
              "      <td>[Anne Curtis, Claudine Baretto, Richard Gutier...</td>\n",
              "      <td>[Anne Curtis, Claudine Baretto, Richard Gutier...</td>\n",
              "      <td>Ciara (Claudine Barretto) is a senior physical...</td>\n",
              "      <td>Ciara goes to US fulfilling a lifelong dream t...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>32405</td>\n",
              "      <td>669</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Assassination Classroom</td>\n",
              "      <td>Assassination Classroom</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Jun Fukuyama, Tomokazu Sugita, Shizuka Ito, N...</td>\n",
              "      <td>[Jun Fukuyama, Nobuhiko Okamoto, Mai Fuchigami...</td>\n",
              "      <td>A destructive alien who is threatening Earth b...</td>\n",
              "      <td>When a mysterious creature chops the moon down...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>277</th>\n",
              "      <td>34633</td>\n",
              "      <td>622</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Oh My Venus</td>\n",
              "      <td>Oh My Venus</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Shin Mina, So Ji-sub, Jung Gyu-woon, Yoo In-y...</td>\n",
              "      <td>[Ji-seob So, Min-a Shin, Sung Hoon]</td>\n",
              "      <td>Dumped by her boyfriend of 15 years for gainin...</td>\n",
              "      <td>Kim Young-ho, a.k.a. John Kim, is a personal t...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>176 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     level_0  ...                                             desc_1\n",
              "0         30  ...  Rescued from the outrageous neglect of his aun...\n",
              "1        166  ...  In the fictional small town of Mystic Falls in...\n",
              "2        186  ...  Fast forward to the future -- a nuclear war re...\n",
              "3        195  ...  Four turbonerd know-it-alls discover that alth...\n",
              "4        254  ...  Christy Plunkett is a single mom who’s been th...\n",
              "..       ...  ...                                                ...\n",
              "258    31890  ...  Throughout his four years in college, Fidel, a...\n",
              "259    31913  ...  A rich young man hires his classmate to preten...\n",
              "260    31925  ...  Ciara goes to US fulfilling a lifelong dream t...\n",
              "264    32405  ...  When a mysterious creature chops the moon down...\n",
              "277    34633  ...  Kim Young-ho, a.k.a. John Kim, is a personal t...\n",
              "\n",
              "[176 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rbCZO03PTOSs",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "37866c56-8b67-448f-84b2-3a4e8c334ed7"
      },
      "source": [
        "general = match_and_merge(general,iflix,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wVlFZrxzgpqb",
        "outputId": "ef68877a-7519-43fe-9a1f-02438bc5006e"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==4:\n",
        "    for i in general['urls'].loc[ind]:\n",
        "      print(i)\n",
        "    print()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.imdb.com/title/tt0448115/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/shazam/id1456295500\n",
            "https://play.google.com/store/movies/details/Shazam?gl=PH&hl=en&id=uE1m71spHdA.P&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/81030627\n",
            "\n",
            "https://www.imdb.com/title/tt0473705/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0IMNQ4D0948JRTZBBLUYXBC3ML/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/state-of-play/id686802525?ign-mpt=uo%3D4\n",
            "https://www.netflix.com/vn-en/title/70102779\n",
            "\n",
            "https://www.imdb.com/title/tt1201607/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/harry-potter-and-the-deathly-hallows-part-2/id455832983\n",
            "https://play.google.com/store/movies/details/Harry_Potter_and_the_Deathly_Hallows_Part_2?gl=PH&hl=en&id=nf3EUJT9pjY&PAffiliateID=110l4uj\n",
            "https://piay.iflix.com/movies/harry-potter-and-the-deathly-hallows---part-2-12107\n",
            "\n",
            "https://www.imdb.com/title/tt0107290/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/jurassic-park/id533002176\n",
            "https://play.google.com/store/movies/details/Jurassic_Park?gl=PH&hl=en&id=Gvy7K3c2Nk0&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60002360\n",
            "\n",
            "https://www.imdb.com/title/tt3397884/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/sicario/id1040631578\n",
            "https://play.google.com/store/movies/details/Sicario?gl=PH&hl=en&id=s0UDHKY-6Gk&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80046311\n",
            "\n",
            "https://www.imdb.com/title/tt0758758/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/into-the-wild/id599171344?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Into_The_Wild?gl=PH&hl=en&id=NTgEFi8rHAY.P&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70075064\n",
            "\n",
            "https://www.imdb.com/title/tt3659388/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/the-martian/id1039587313\n",
            "https://play.google.com/store/movies/details/The_Martian?gl=PH&hl=en&id=8GLnq6bqn10&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80058399\n",
            "\n",
            "https://www.imdb.com/title/tt0120382/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0IV6IR29W05WXJ1W7HFERZFE1P/ref=atv_dl_rdr\n",
            "https://play.google.com/store/movies/details/The_Truman_Show?gl=PH&hl=en&id=LFTz6_lqWhg&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/11819086\n",
            "\n",
            "https://www.imdb.com/title/tt0112573/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/braveheart/id875149353\n",
            "https://play.google.com/store/movies/details/Braveheart?gl=PH&hl=en&id=q1kMJbs166c&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60000540\n",
            "\n",
            "https://www.imdb.com/title/tt0926084/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/harry-potter-and-the-deathly-hallows-part-1/id421072264\n",
            "https://play.google.com/store/movies/details/Harry_Potter_and_the_Deathly_Hallows_Part_1?gl=PH&hl=en&id=yU1v1JxJfRI&PAffiliateID=110l4uj\n",
            "https://piay.iflix.com/movies/harry-potter-and-the-deathly-hallows---part-1-12106\n",
            "\n",
            "https://www.imdb.com/title/tt2798920/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/annihilation/id1449247117\n",
            "https://play.google.com/store/movies/details/Annihilation?gl=PH&hl=en&id=2YmEyL48RbA&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80206300\n",
            "\n",
            "https://www.imdb.com/title/tt3385516/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/x-men-apocalypse/id1109513562\n",
            "https://play.google.com/store/movies/details/X_Men_Apocalypse?gl=PH&hl=en&id=5vrtljzm3fc&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80092417\n",
            "\n",
            "https://www.imdb.com/title/tt0298148/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/shrek-2/id1343006748?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Shrek_2?gl=PH&hl=en&id=Tyw3lVV7v8k&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60034572\n",
            "\n",
            "https://www.imdb.com/title/tt1187043/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0LH1GMRIWABG6AFSW62O3BJJHH/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/3-idiots/id1530853319?ign-mpt=uo%3D4\n",
            "https://www.netflix.com/vn-en/title/70121522\n",
            "\n",
            "https://www.imdb.com/title/tt0119528/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/liar-liar/id860446101?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Liar_Liar?gl=PH&hl=en&id=c7Baf-wrLDM&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/1152469\n",
            "\n",
            "https://www.imdb.com/title/tt0109444/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0KVN88MY6FPTGUPBZZ6FCF16RT/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/clear-and-present-danger/id268768002\n",
            "https://play.google.com/store/movies/details/Clear_and_Present_Danger?gl=PH&hl=en&id=rk6qH-rfMqw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0120669/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/fear-and-loathing-in-las-vegas/id897474493?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Fear_and_Loathing_in_Las_Vegas?gl=PH&hl=en&id=7szAVwCTp-s&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/11819434\n",
            "\n",
            "https://www.imdb.com/title/tt0413300/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/spider-man-3/id535911929\n",
            "https://play.google.com/store/movies/details/Spider_Man_3?gl=PH&hl=en&id=s_OphrlEZLo&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70047101\n",
            "\n",
            "https://www.imdb.com/title/tt0250797/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HBTFTRG4UE2D8BSKQARL3P86C/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/unfaithful/id294407996?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Unfaithful?gl=PH&hl=en&id=itw4gYgNZnU&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1634106/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/bloodshot/id1499927976\n",
            "https://play.google.com/store/movies/details/Bloodshot?gl=PH&hl=en&id=t88WmDOZNDI.P&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/81171201\n",
            "\n",
            "https://www.imdb.com/title/tt7401588/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/instant-family/id1440863372\n",
            "https://play.google.com/store/movies/details/Instant_Family?gl=PH&hl=en&id=PF3Z659__n0.P&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/81018383\n",
            "\n",
            "https://www.imdb.com/title/tt0441773/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/batman-begins/id534463913\n",
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            "https://itunes.apple.com/ph/movie/jumanji-the-next-level/id1488964698\n",
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            "\n",
            "https://www.imdb.com/title/tt0107211/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/indecent-proposal/id303609201?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Indecent_Proposal?gl=PH&hl=en&id=atmyjKxvF5s&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60022417\n",
            "\n",
            "https://www.imdb.com/title/tt0758752/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/love-other-drugs/id399423384?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Love_Other_Drugs?gl=PH&hl=en&id=n1TKRFCJWNw.P&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0278488/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/how-high/id688565368?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/How_High?gl=PH&hl=en&id=-oW3kfm8KY0&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60021993\n",
            "\n",
            "https://www.imdb.com/title/tt1053424/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/repo-men/id375600368?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Repo_Men?gl=PH&hl=en&id=8t2Ih05Mol4&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70116990\n",
            "\n",
            "https://www.imdb.com/title/tt0469903/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/the-express/id300564233?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Express?gl=PH&hl=en&id=aHR9sNlTd-Y&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70104637\n",
            "\n",
            "https://www.imdb.com/title/tt2436386/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0S3PNIU9P9ANAOHPK6OZ3I5UNN/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/project-almanac/id959068560?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Project_Almanac?gl=PH&hl=en&id=EILUJtgbSXw&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0361620/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0S3OTOP9CWALEIDH2O4SZXX5KX/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/first-daughter/id292032353?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/First_Daughter?gl=PH&hl=en&id=3c5DWUxNz3I&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt3095734/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GQJ7M3HOTHRKR41PRPSQ78DOG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/monster-trucks/id1181629316\n",
            "https://play.google.com/store/movies/details/Monster_Trucks?gl=PH&hl=en&id=c0daVY5YzhI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0775552/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0HX40ZFI9OZ4WQEN9T5VULZJL4/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/aliens-in-the-attic/id324480040?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Aliens_in_the_Attic?gl=PH&hl=en&id=sScrXi18W6w&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0067921/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/valdez-is-coming\n",
            "https://itunes.apple.com/ph/movie/valdez-is-coming/id258452529?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Valdez_is_Coming?gl=PH&hl=en&id=i6icF7vzCX8&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1389139/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/when-the-bough-breaks/id1146038628\n",
            "https://play.google.com/store/movies/details/When_The_Bough_Breaks?gl=PH&hl=en&id=_MQynWHn6a8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80103337\n",
            "\n",
            "https://www.imdb.com/title/tt0995039/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/ghost-town/id295409753?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Ghost_Town?gl=PH&hl=en&id=WN5s6f_B2yY&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70101370\n",
            "\n",
            "https://www.imdb.com/title/tt0099044/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/another-48-hrs/id291822123?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Another_48_Hrs?gl=PH&hl=en&id=Wkii4k0KfIc&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/262068\n",
            "\n",
            "https://www.imdb.com/title/tt7424200/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/teen-titans-go-to-the-movies/id1411335509\n",
            "https://play.google.com/store/movies/details/Teen_Titans_Go_To_the_Movies?gl=PH&hl=en&id=_6Yy8TudjrM.P&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80235947\n",
            "\n",
            "https://www.imdb.com/title/tt2364841/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GDNX6H5738LC62E93W9BXE67V/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/runner-runner/id764628255?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Runner_Runner?gl=PH&hl=en&id=zA-f3YUp7Qs&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0067224/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/the-hunting-party-1971\n",
            "https://itunes.apple.com/ph/movie/the-hunting-party/id259566965?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Hunting_Party?gl=PH&hl=en&id=6qxTZpZZx5E&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0106770/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/dragon-the-bruce-lee-story/id739261081?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Dragon_The_Bruce_Lee_Story?gl=PH&hl=en&id=RhamMH2IhnM&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/459378\n",
            "\n",
            "https://www.imdb.com/title/tt0309530/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0LCQ7YQMBWE95YLE9279Q4CYTB/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/down-with-love/id289066467?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Down_With_Love?gl=PH&hl=en&id=wupQoWOgWH4&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1666186/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MW54FC81MFYMCC5Y4J3MSWM8A/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/vampires-suck/id388378471?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Vampires_Suck?gl=PH&hl=en&id=XMkt6onXAog&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1231580/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0JTBD4UCEWQWC496NQ5F5DRWZW/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/alvin-and-the-chipmunks-the-squeakquel/id346350886?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Alvin_and_the_Chipmunks_The_Squeakquel?gl=PH&hl=en&id=VyTeM0nHnm4&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0257756/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/high-crimes/id287668257?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/High_Crimes?gl=PH&hl=en&id=JB13KYlGLhI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0325805/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/matchstick-men/id592736552?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Matchstick_Men?gl=PH&hl=en&id=2VKJg3kMOTg&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60031202\n",
            "\n",
            "https://www.imdb.com/title/tt0472181/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/the-smurfs/id533733247\n",
            "https://play.google.com/store/movies/details/The_Smurfs?gl=PH&hl=en&id=Dl6vwTpf_m8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70141972\n",
            "\n",
            "https://www.imdb.com/title/tt0240515/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0L8GKI0MDZXGZ0WFZCQXNQYGWQ/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/freddy-got-fingered/id287425529?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Freddy_Got_Fingered?gl=PH&hl=en&id=uDDcgJBitfU&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt7388562/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/paul-apostle-of-christ/id1358794478?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Paul_Apostle_Of_Christ?gl=PH&hl=en&id=yRiSgZVvCq8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80217054\n",
            "\n",
            "https://www.imdb.com/title/tt1073498/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0RZFLZJJQFXEPYR29JOK6240CS/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/meet-the-spartans/id280315054?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Meet_the_Spartans?gl=PH&hl=en&id=mkysIODjhzE&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0137494/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0JTB4Y6PTTW6RIKG4BXX7XADVO/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/entrapment/id289445986?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Entrapment?gl=PH&hl=en&id=Pc5uBDXnSVQ&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0443274/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/vantage-point/id534094141?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Vantage_Point?gl=PH&hl=en&id=NAbPDJd5SHo&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70060005\n",
            "\n",
            "https://www.imdb.com/title/tt0397078/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/just-my-luck/id289171226?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Just_My_Luck?gl=PH&hl=en&id=_UtMpVo-cF4&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1126618/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/morning-glory/id413617620?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Morning_Glory?gl=PH&hl=en&id=Nm8iNinRJz4&PAffiliateID=110l4uj\n",
            "https://piay.iflix.com/movies/morning-glory-10189\n",
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            "https://www.imdb.com/title/tt0465624/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/my-super-ex-girlfriend/id304827608?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/My_Super_Ex_Girlfriend?gl=PH&hl=en&id=B1RO74JrFnI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0817230/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/valentines-day/id562254891?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Valentine_s_Day?gl=PH&hl=en&id=PtSLpVz5IZk&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70124804\n",
            "\n",
            "https://www.imdb.com/title/tt0448694/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/puss-in-boots/id1342846709?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Puss_in_Boots?gl=PH&hl=en&id=uaOASZtNNT8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70202053\n",
            "\n",
            "https://www.imdb.com/title/tt0372588/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/team-america-world-police/id631863253?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Team_America_World_Police?gl=PH&hl=en&id=l2-LqxwWH5M&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70011195\n",
            "\n",
            "https://www.imdb.com/title/tt0091129/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/the-golden-child/id209064779\n",
            "https://play.google.com/store/movies/details/The_Golden_Child?gl=PH&hl=en&id=WsiiG7_GZnw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/550518\n",
            "\n",
            "https://www.imdb.com/title/tt0758766/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/music-and-lyrics/id518482186?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Music_and_Lyrics?gl=PH&hl=en&id=cRHAqr7vXrA&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70052703\n",
            "\n",
            "https://www.imdb.com/title/tt3553442/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P9GSD4LRJ9QOKIKV2M0AJ1F5Y/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/whiskey-tango-foxtrot/id1081996990?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Whiskey_Tango_Foxtrot?gl=PH&hl=en&id=t98PLHgA_4s&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0770703/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/whats-your-number/id470153614?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/What_s_Your_Number?gl=PH&hl=en&id=9rajXWJof7I&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt6205872/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/assassination-nation/id1453315939\n",
            "https://play.google.com/store/movies/details/Assassination_Nation?gl=PH&hl=en&id=55y9AJes7zk&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80240319\n",
            "\n",
            "https://www.imdb.com/title/tt0116136/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/dragonheart/id686972190?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Dragonheart?gl=PH&hl=en&id=mCGFvpWM6YU&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60029363\n",
            "\n",
            "https://www.imdb.com/title/tt0421729/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0SKQVWLMZPM3XJ4SUDSW3RS3I6/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/big-mommas-house-2/id291587831?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Big_Momma_s_House_2?gl=PH&hl=en&id=WFJsGL1XMsc&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0265087/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TABL8UNVSA1X61115MU40QJZL/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/black-knight/id287793295?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Black_Knight?gl=PH&hl=en&id=utJHvyX9J8U&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1464174/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R1BY6NVWFTRJPCTQSM36G9DQI/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/big-mommas-like-father-like-son/id417340327?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Big_Mommas_Like_Father_Like_Son?gl=PH&hl=en&id=YK1k1WYTerA&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0087578/?ref_=adv_li_i\n",
            "https://watch.plex.tv/movie/wheels-on-meals\n",
            "https://itunes.apple.com/ph/movie/wheels-on-meals/id1481427726\n",
            "https://www.netflix.com/vn-en/title/17371369\n",
            "\n",
            "https://www.imdb.com/title/tt1287468/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/cats-dogs-the-revenge-of-kitty-galore/id521430959?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Cats_Dogs_The_Revenge_of_Kitty_Galore?gl=PH&hl=en&id=36jllYOOijs&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70132722\n",
            "\n",
            "https://www.imdb.com/title/tt1392197/?ref_=adv_li_i\n",
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            "https://itunes.apple.com/ph/movie/marmaduke/id376493166?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Marmaduke?gl=PH&hl=en&id=63ig2nG1N3A&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt1160368/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/12-rounds/id316685120?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/12_Rounds?gl=PH&hl=en&id=SAOcEb2tuk8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70108016\n",
            "\n",
            "https://www.imdb.com/title/tt4867110/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/swiped/id1436778495?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Swiped?gl=PH&hl=en&id=q5SoDKlT41w&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/81060038\n",
            "\n",
            "https://www.imdb.com/title/tt0347304/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0Q374E5V0RUL6CHL90JIR6L9BA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/kal-ho-naa-ho/id699481532?ign-mpt=uo%3D4\n",
            "https://www.netflix.com/vn-en/title/60036735\n",
            "\n",
            "https://www.imdb.com/title/tt0120797/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0N8X9JG5DAJY8RIG2FWPN5NXWO/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/pushing-tin/id292922576?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Pushing_Tin?gl=PH&hl=en&id=RD50YP5Jezg&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0104850/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0G563RLHNAUO5ES5MRZ47RZKK5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/memoirs-of-an-invisible-man/id679411221?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Memoirs_of_an_Invisible_Man?gl=PH&hl=en&id=uUY9HXIFICI&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0282687/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0P9DYKRGUKABCLR93R6PW6KVN3/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/life-or-something-like-it/id287545624?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Life_Or_Something_Like_It?gl=PH&hl=en&id=3HrkcWHyZC8&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt4110568/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0RZECX999TBLKKMXKAMMVY67M3/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/dil-dhadakne-do/id1024028689?ign-mpt=uo%3D4\n",
            "https://www.netflix.com/vn-en/title/80057585\n",
            "\n",
            "https://www.imdb.com/title/tt0765476/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJV2VRQ0ZJYVR66BBE2XI5VDH/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/meet-dave/id295147548?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Meet_Dave?gl=PH&hl=en&id=M2AqyTchnow&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0450405/?ref_=adv_li_i\n",
            "https://itunes.apple.com/ph/movie/cirque-du-freak-the-vampires-assistant/id883926075?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Cirque_du_Freak_The_Vampire_s_Assistant?gl=PH&hl=en&id=d68FvFbz9oM&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70114022\n",
            "\n",
            "https://www.imdb.com/title/tt0408985/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TEJSDG9U7P5CJGVISY88ED4XF/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/last-holiday/id696320833?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Last_Holiday?gl=PH&hl=en&id=HQqKOR58emo&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.imdb.com/title/tt0103016/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FJVAVT2SBI1A21IP5ZN7SZ39K/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/switch/id669937473?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Switch?gl=PH&hl=en&id=28zfSvPvubA&PAffiliateID=110l4uj\n",
            "\n",
            "https://watch.plex.tv/movie/the-matchbreaker\n",
            "https://www.primevideo.com/detail/0J3Q7ZSV1A84C1VA9ZX65CNPGA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-matchbreaker/id1164270469?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Matchbreaker?gl=PH&hl=en&id=zAXpK0nvlHM&PAffiliateID=110l4uj\n",
            "\n",
            "https://www.primevideo.com/detail/0LLAAZGFX5FFP6TRRBIS4VDF1X/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/shrek/id1338530881\n",
            "https://play.google.com/store/movies/details/Shrek?gl=PH&hl=en&id=7vN2_QLhPjw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60020686\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2QIGDOaCTOjw"
      },
      "source": [
        "# general = general + popcornflix"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fhURhly-TOjw",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 896
        },
        "outputId": "a12301bb-3752-4577-cc01-ea27f68287d7"
      },
      "source": [
        "match_result=match(general,popcornflix,kind='full',show_result=True)\n",
        "match_result"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Indexing...\n",
            "WARNING:recordlinkage:indexing - performance warning - A full index can result in large number of record pairs.\n",
            "Number of candidate: 64487038\n",
            "Comparing...\n",
            "Number of potential matches: 621\n",
            "Number of matches: 330\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>level_0</th>\n",
              "      <th>level_1</th>\n",
              "      <th>title</th>\n",
              "      <th>is_duplicate</th>\n",
              "      <th>title_0</th>\n",
              "      <th>title_1</th>\n",
              "      <th>directors_0</th>\n",
              "      <th>directors_1</th>\n",
              "      <th>actors_0</th>\n",
              "      <th>actors_1</th>\n",
              "      <th>desc_0</th>\n",
              "      <th>desc_1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>425</td>\n",
              "      <td>4</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>3rd Rock from the Sun</td>\n",
              "      <td>3rd Rock from the Sun</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Terry Hughes, Robert Berlinger]</td>\n",
              "      <td>[John Lithgow, Jane Curtin, Kristen Johnston]</td>\n",
              "      <td>[John Lithgow, Joseph Gordon-Levitt, Kristen J...</td>\n",
              "      <td>A group of aliens are sent to Earth, disguised...</td>\n",
              "      <td>The high commander of an alien expedition land...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>831</td>\n",
              "      <td>1131</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Chinatown</td>\n",
              "      <td>Chinatown</td>\n",
              "      <td>[Roman Polanski]</td>\n",
              "      <td>[Roman Polanski]</td>\n",
              "      <td>[Jack Nicholson, Faye Dunaway, John Huston]</td>\n",
              "      <td>[Faye Dunaway, Jack Nicholson, John Huston]</td>\n",
              "      <td>A private detective hired to expose an adulter...</td>\n",
              "      <td>A private detective hired to expose an adulter...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1049</td>\n",
              "      <td>763</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Monster</td>\n",
              "      <td>Monster</td>\n",
              "      <td>[Patty Jenkins]</td>\n",
              "      <td>[Patty Jenkins]</td>\n",
              "      <td>[Charlize Theron, Christina Ricci, Bruce Dern]</td>\n",
              "      <td>[Bruce Dern, Annie Corley, Lee Tergesen, Chris...</td>\n",
              "      <td>Based on the life of</td>\n",
              "      <td>Abused and unloved, Aileen immersed herself in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1453</td>\n",
              "      <td>665</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Zodiac</td>\n",
              "      <td>Zodiac</td>\n",
              "      <td>[David Fincher]</td>\n",
              "      <td>[David Fincher]</td>\n",
              "      <td>[Jake Gyllenhaal, Robert Downey Jr., Mark Ruff...</td>\n",
              "      <td>[Mark Ruffalo, Robert Downey Jr., Jake Gyllenh...</td>\n",
              "      <td>In the late 1960s/early 1970s, a San Francisco...</td>\n",
              "      <td>In the late 1960s/early 1970s, a San Francisco...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1494</td>\n",
              "      <td>336</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Merlin</td>\n",
              "      <td>Merlin</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[David Moore]</td>\n",
              "      <td>[John Hurt, Colin Morgan, Bradley James]</td>\n",
              "      <td>[Angel Coulby, Anthony Head, John Hurt, Colin ...</td>\n",
              "      <td>These are the brand new adventures of Merlin, ...</td>\n",
              "      <td>Deep beneath Camelot an ancient evil stirs and...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>613</th>\n",
              "      <td>35609</td>\n",
              "      <td>478</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Elizabeth Blue</td>\n",
              "      <td>Elizabeth Blue</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Vincent Sabella]</td>\n",
              "      <td>[Anna Schafer, Ryan Vincent, Adewale Akinnuoye...</td>\n",
              "      <td>[Anna Schafer, Ryan Vincent, Adewale Akinnuoye...</td>\n",
              "      <td>After being released from a mental hospital, w...</td>\n",
              "      <td>Recently released from a psychiatric hospital,...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>614</th>\n",
              "      <td>35630</td>\n",
              "      <td>344</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Daisy Winters</td>\n",
              "      <td>Daisy Winters</td>\n",
              "      <td>[Beth LaMure]</td>\n",
              "      <td>[Beth LaMure]</td>\n",
              "      <td>[Iwan Rheon, Brooke Shields, Sterling Jerins]</td>\n",
              "      <td>[Paul Blackthorne, Iwan Rheon, Brooke Shields]</td>\n",
              "      <td>Daisy Winters is about an eleven year-old girl...</td>\n",
              "      <td>Daisy Winters is about an eleven year old girl...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>616</th>\n",
              "      <td>35741</td>\n",
              "      <td>998</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Nocturna</td>\n",
              "      <td>Nocturna</td>\n",
              "      <td>[Buz Alexander]</td>\n",
              "      <td>[Buz Alexander]</td>\n",
              "      <td>[Mike Doyle, Estella Warren, Massimo Dobrovic]</td>\n",
              "      <td>[Estella Warren, Mike Doyle, Massimo Dobrovic]</td>\n",
              "      <td>A rookie detective in New Orleans finds himsel...</td>\n",
              "      <td>Two New Orleans detectives become embroiled in...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>617</th>\n",
              "      <td>35801</td>\n",
              "      <td>562</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>Unearthed And Untold The Path To Pet Sematary</td>\n",
              "      <td>Unearthed and Untold - The Path to Pet Sematary</td>\n",
              "      <td>[John Campopiano, Justin White]</td>\n",
              "      <td>[John Campopiano, Justin White]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Blaze Berdahl, Dale Midkiff, Miko Hughes, Bra...</td>\n",
              "      <td>The origins and legacy of Stephen King's book ...</td>\n",
              "      <td>This documentary is a detailed look into the m...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>619</th>\n",
              "      <td>35836</td>\n",
              "      <td>1534</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>God Grew Tired Of Us</td>\n",
              "      <td>God Grew Tired of Us</td>\n",
              "      <td>[Christopher Dillon Quinn]</td>\n",
              "      <td>[Tommy Walker, Christopher Dillon Quinn]</td>\n",
              "      <td>[Panther Bior, John Bul Dau, Nicole Kidman]</td>\n",
              "      <td>[Nicole Kidman, John Bul Dau, Panther Bior]</td>\n",
              "      <td>GOD GREW TIRED OF US explores the indomitable ...</td>\n",
              "      <td>Four boys from Sudan embark on a journey to Am...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>330 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     level_0  ...                                             desc_1\n",
              "1        425  ...  The high commander of an alien expedition land...\n",
              "7        831  ...  A private detective hired to expose an adulter...\n",
              "11      1049  ...  Abused and unloved, Aileen immersed herself in...\n",
              "16      1453  ...  In the late 1960s/early 1970s, a San Francisco...\n",
              "18      1494  ...  Deep beneath Camelot an ancient evil stirs and...\n",
              "..       ...  ...                                                ...\n",
              "613    35609  ...  Recently released from a psychiatric hospital,...\n",
              "614    35630  ...  Daisy Winters is about an eleven year old girl...\n",
              "616    35741  ...  Two New Orleans detectives become embroiled in...\n",
              "617    35801  ...  This documentary is a detailed look into the m...\n",
              "619    35836  ...  Four boys from Sudan embark on a journey to Am...\n",
              "\n",
              "[330 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ISAQHzrfTOjw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9e645e62-8006-45a4-d931-d8730c7c3276"
      },
      "source": [
        "general = match_and_merge(general,popcornflix,match=match_result)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Merging...\n",
            "Complete!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ULt-gDrZlxMa",
        "outputId": "899e78e8-7444-4cde-cd84-47284d24b1d6"
      },
      "source": [
        "for ind in general.index:\n",
        "  if len(general['urls'].loc[ind])==5:\n",
        "    for i in general['urls'].loc[ind]:\n",
        "      print(i)\n",
        "    print()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "https://www.imdb.com/title/tt0068646/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0QX1EUXLLBS07CXIW1KY9F1K68/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather/id534906082?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather?gl=PH&hl=en&id=mJLWydHPkMw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60011152\n",
            "\n",
            "https://www.imdb.com/title/tt0077631/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0T1UB07APZEX87YS5MFDP6RQPG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/grease/id566864929\n",
            "https://play.google.com/store/movies/details/Grease?gl=PH&hl=en&id=9LI1ZBIRATA&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60000577\n",
            "\n",
            "https://www.imdb.com/title/tt0099674/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0R9TRR0Q8Y60OQUM54NKFJDGPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-godfather-part-iii/id534962393?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Godfather_Part_III?gl=PH&hl=en&id=90RYHkj2Lgw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60011153\n",
            "\n",
            "https://www.imdb.com/title/tt1323594/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0TAAD1YBUGD3ZH3KPUX8XJKFIA/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/despicable-me/id571997237?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Despicable_Me?gl=PH&hl=en&id=C4oXdSgUMFE&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70115629\n",
            "\n",
            "https://www.imdb.com/title/tt0360717/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0H7IVORV437ICBBRNC2X9TGA27/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/king-kong/id532597774?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/King_Kong?gl=PH&hl=en&id=W8WBsxI7LqM&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70021664\n",
            "\n",
            "https://www.imdb.com/title/tt0454848/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MW5SKN7AUSCLEV9P4UUCKGPPU/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/inside-man/id532004471?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Inside_Man?gl=PH&hl=en&id=DfXYjnAdg9U&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70044379\n",
            "\n",
            "https://www.imdb.com/title/tt0162222/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0FSCUWO6PFHAW28RCJ6IW4XQ01/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/cast-away/id345881964?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Cast_Away?gl=PH&hl=en&id=CDPhHq77530&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60020683\n",
            "\n",
            "https://www.imdb.com/title/tt0816711/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PZ035FMKPSQRXC3SZ51LYPPL9/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/world-war-z/id688781884?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/World_War_Z?gl=PH&hl=en&id=mmqnQw7WnJk&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70262639\n",
            "\n",
            "https://www.imdb.com/title/tt0086960/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0MJBKDY777MFB28Y11QAGQNX9J/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/beverly-hills-cop/id292813166\n",
            "https://play.google.com/store/movies/details/Beverly_Hills_Cop?gl=PH&hl=en&id=mVIfu7cCM9c&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60010139\n",
            "\n",
            "https://www.imdb.com/title/tt2109248/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GM8R89PRZ5XBLA90650K2SX0E/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/transformers-age-of-extinction/id889044299\n",
            "https://play.google.com/store/movies/details/Transformers_Age_of_Extinction?gl=PH&hl=en&id=ykSg38UGyKI&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/70299855\n",
            "\n",
            "https://www.imdb.com/title/tt0163025/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0PYXOIRH1YYPCIIQKK5EAAKA0L/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/jurassic-park-iii/id621442702\n",
            "https://play.google.com/store/movies/details/Jurassic_Park_III?gl=PH&hl=en&id=40wsQwcq4z8&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/60004473\n",
            "\n",
            "https://www.imdb.com/title/tt0106220/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0G9EOEZMJLSPYYZS93FBZ4JCN5/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/addams-family-values/id329165439?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/Addams_Family_Values?gl=PH&hl=en&id=PPUzojgkYNw&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/217303\n",
            "\n",
            "https://www.imdb.com/title/tt3095734/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0GQJ7M3HOTHRKR41PRPSQ78DOG/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/monster-trucks/id1181629316\n",
            "https://play.google.com/store/movies/details/Monster_Trucks?gl=PH&hl=en&id=c0daVY5YzhI&PAffiliateID=110l4uj\n",
            "https://www.popcornflix.com/movie/18-wu2dfnrnvamc-monster-trucks\n",
            "\n",
            "https://www.imdb.com/title/tt2279373/?ref_=adv_li_i\n",
            "https://www.primevideo.com/detail/0NLQG9L9M746FABQVSOOT685UI/ref=atv_dl_rdr\n",
            "https://itunes.apple.com/ph/movie/the-spongebob-movie-sponge-out-of-water/id958352442?ign-mpt=uo%3D4\n",
            "https://play.google.com/store/movies/details/The_Spongebob_Movie_Sponge_Out_of_Water?gl=PH&hl=en&id=vEwmcrn7woQ&PAffiliateID=110l4uj\n",
            "https://www.netflix.com/vn-en/title/80011621\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Atb2ThiFHNYt"
      },
      "source": [
        "# Change NaN to None"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 756
        },
        "id": "b6WXomzsmanb",
        "outputId": "25ddcd8a-9ec8-41ae-ae2b-7a93fbaf223a"
      },
      "source": [
        "general"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>year</th>\n",
              "      <th>genres</th>\n",
              "      <th>actors</th>\n",
              "      <th>directors</th>\n",
              "      <th>description</th>\n",
              "      <th>duration</th>\n",
              "      <th>rating</th>\n",
              "      <th>image</th>\n",
              "      <th>urls</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Godzilla vs. Kong</td>\n",
              "      <td>2021.0</td>\n",
              "      <td>[Action, Sci-Fi, Thriller]</td>\n",
              "      <td>[Alexander Skarsgård, Millie Bobby Brown, Rebe...</td>\n",
              "      <td>[Adam Wingard]</td>\n",
              "      <td>The epic next chapter in the cinematic Monster...</td>\n",
              "      <td>1h 53min</td>\n",
              "      <td>6.5</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZmYzMz...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5034838/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Love and Monsters</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Action, Adventure, Comedy]</td>\n",
              "      <td>[Dylan O'Brien, Jessica Henwick, Michael Rooker]</td>\n",
              "      <td>[Michael Matthews]</td>\n",
              "      <td>Seven years after he survived the monster apoc...</td>\n",
              "      <td>1h 49min</td>\n",
              "      <td>7.0</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BYWVkMW...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2222042/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Sound of Metal</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Drama, Music]</td>\n",
              "      <td>[Riz Ahmed, Olivia Cooke, Paul Raci]</td>\n",
              "      <td>[Darius Marder]</td>\n",
              "      <td>A heavy-metal drummer's life is thrown into fr...</td>\n",
              "      <td>2h</td>\n",
              "      <td>7.8</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNjcyYj...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5363618/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Shadow and Bone</td>\n",
              "      <td>2021.0</td>\n",
              "      <td>[Action, Adventure, Drama]</td>\n",
              "      <td>[Jessie Mei Li, Ben Barnes, Archie Renaux]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Dark forces conspire against orphan mapmaker A...</td>\n",
              "      <td>1 Season</td>\n",
              "      <td>7.9</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNTNhY2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2403776/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Big Sky</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>[Crime, Drama, Mystery]</td>\n",
              "      <td>[Katheryn Winnick, Kylie Bunbury, Brian Geraghty]</td>\n",
              "      <td>NaN</td>\n",
              "      <td>A private detective teams up with an ex-cop to...</td>\n",
              "      <td>1h</td>\n",
              "      <td>6.7</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZWY1N2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt11794642/?ref_=a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37437</th>\n",
              "      <td>Sacrifice</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Michael Madsen, Bokeem Woodbine.]</td>\n",
              "      <td>[Mark L. Lester]</td>\n",
              "      <td>A felon escapes as he is being transported to ...</td>\n",
              "      <td>5220</td>\n",
              "      <td>NaN</td>\n",
              "      <td>http://imghost.device.screenmedia.net/cf45abc2...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-cf45abc2...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37438</th>\n",
              "      <td>Dream Warrior</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Lance Henricksen, and Sherilyn Fenn, Daniel G...</td>\n",
              "      <td>[Zachary Weintraub]</td>\n",
              "      <td>In the wake of a lethal meteor strike, normal ...</td>\n",
              "      <td>5520</td>\n",
              "      <td>NaN</td>\n",
              "      <td>http://imghost.device.screenmedia.net/ee3daf88...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-ee3daf88...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37439</th>\n",
              "      <td>Black Thunder</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Catherine Bell, Richard Norton, Michael Dudik...</td>\n",
              "      <td>[Rick Jacobson]</td>\n",
              "      <td>Libyan terrorists have taken control of the Ma...</td>\n",
              "      <td>5100</td>\n",
              "      <td>NaN</td>\n",
              "      <td>http://imghost.device.screenmedia.net/d0907fd9...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-d0907fd9...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37440</th>\n",
              "      <td>Fire From Below</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Kevin Sorbo, Gigi Erneta]</td>\n",
              "      <td>[Andrew Stevens]</td>\n",
              "      <td>Seeking a powerful alternative energy source, ...</td>\n",
              "      <td>5400</td>\n",
              "      <td>NaN</td>\n",
              "      <td>http://imghost.device.screenmedia.net/0c490bb9...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-0c490bb9...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37441</th>\n",
              "      <td>Players</td>\n",
              "      <td>NaN</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[James DeBello, Freddy Rodriguez, Carmine Giov...</td>\n",
              "      <td>[Lee Madsen]</td>\n",
              "      <td>Five high school friends insist on pretending ...</td>\n",
              "      <td>5340</td>\n",
              "      <td>NaN</td>\n",
              "      <td>http://imghost.device.screenmedia.net/83fc2075...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-83fc2075...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>37442 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   title  ...                                               urls\n",
              "0      Godzilla vs. Kong  ...  [https://www.imdb.com/title/tt5034838/?ref_=ad...\n",
              "1      Love and Monsters  ...  [https://www.imdb.com/title/tt2222042/?ref_=ad...\n",
              "2         Sound of Metal  ...  [https://www.imdb.com/title/tt5363618/?ref_=ad...\n",
              "3        Shadow and Bone  ...  [https://www.imdb.com/title/tt2403776/?ref_=ad...\n",
              "4                Big Sky  ...  [https://www.imdb.com/title/tt11794642/?ref_=a...\n",
              "...                  ...  ...                                                ...\n",
              "37437          Sacrifice  ...  [https://www.popcornflix.com/movie/18-cf45abc2...\n",
              "37438      Dream Warrior  ...  [https://www.popcornflix.com/movie/18-ee3daf88...\n",
              "37439      Black Thunder  ...  [https://www.popcornflix.com/movie/18-d0907fd9...\n",
              "37440    Fire From Below  ...  [https://www.popcornflix.com/movie/18-0c490bb9...\n",
              "37441            Players  ...  [https://www.popcornflix.com/movie/18-83fc2075...\n",
              "\n",
              "[37442 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 60
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AJwn4rkCHRNs"
      },
      "source": [
        "general = general.where(pd.notnull(general), None)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 756
        },
        "id": "xz8XfcBPmg_y",
        "outputId": "e666b2e7-3cf4-4383-d077-6cfae086ef03"
      },
      "source": [
        "general"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>year</th>\n",
              "      <th>genres</th>\n",
              "      <th>actors</th>\n",
              "      <th>directors</th>\n",
              "      <th>description</th>\n",
              "      <th>duration</th>\n",
              "      <th>rating</th>\n",
              "      <th>image</th>\n",
              "      <th>urls</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Godzilla vs. Kong</td>\n",
              "      <td>2021</td>\n",
              "      <td>[Action, Sci-Fi, Thriller]</td>\n",
              "      <td>[Alexander Skarsgård, Millie Bobby Brown, Rebe...</td>\n",
              "      <td>[Adam Wingard]</td>\n",
              "      <td>The epic next chapter in the cinematic Monster...</td>\n",
              "      <td>1h 53min</td>\n",
              "      <td>6.5</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZmYzMz...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5034838/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Love and Monsters</td>\n",
              "      <td>2020</td>\n",
              "      <td>[Action, Adventure, Comedy]</td>\n",
              "      <td>[Dylan O'Brien, Jessica Henwick, Michael Rooker]</td>\n",
              "      <td>[Michael Matthews]</td>\n",
              "      <td>Seven years after he survived the monster apoc...</td>\n",
              "      <td>1h 49min</td>\n",
              "      <td>7</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BYWVkMW...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2222042/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Sound of Metal</td>\n",
              "      <td>2020</td>\n",
              "      <td>[Drama, Music]</td>\n",
              "      <td>[Riz Ahmed, Olivia Cooke, Paul Raci]</td>\n",
              "      <td>[Darius Marder]</td>\n",
              "      <td>A heavy-metal drummer's life is thrown into fr...</td>\n",
              "      <td>2h</td>\n",
              "      <td>7.8</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNjcyYj...</td>\n",
              "      <td>[https://www.imdb.com/title/tt5363618/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Shadow and Bone</td>\n",
              "      <td>2021</td>\n",
              "      <td>[Action, Adventure, Drama]</td>\n",
              "      <td>[Jessie Mei Li, Ben Barnes, Archie Renaux]</td>\n",
              "      <td>None</td>\n",
              "      <td>Dark forces conspire against orphan mapmaker A...</td>\n",
              "      <td>1 Season</td>\n",
              "      <td>7.9</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BNTNhY2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt2403776/?ref_=ad...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Big Sky</td>\n",
              "      <td>2020</td>\n",
              "      <td>[Crime, Drama, Mystery]</td>\n",
              "      <td>[Katheryn Winnick, Kylie Bunbury, Brian Geraghty]</td>\n",
              "      <td>None</td>\n",
              "      <td>A private detective teams up with an ex-cop to...</td>\n",
              "      <td>1h</td>\n",
              "      <td>6.7</td>\n",
              "      <td>https://m.media-amazon.com/images/M/MV5BZWY1N2...</td>\n",
              "      <td>[https://www.imdb.com/title/tt11794642/?ref_=a...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37437</th>\n",
              "      <td>Sacrifice</td>\n",
              "      <td>None</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Michael Madsen, Bokeem Woodbine.]</td>\n",
              "      <td>[Mark L. Lester]</td>\n",
              "      <td>A felon escapes as he is being transported to ...</td>\n",
              "      <td>5220</td>\n",
              "      <td>None</td>\n",
              "      <td>http://imghost.device.screenmedia.net/cf45abc2...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-cf45abc2...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37438</th>\n",
              "      <td>Dream Warrior</td>\n",
              "      <td>None</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Lance Henricksen, and Sherilyn Fenn, Daniel G...</td>\n",
              "      <td>[Zachary Weintraub]</td>\n",
              "      <td>In the wake of a lethal meteor strike, normal ...</td>\n",
              "      <td>5520</td>\n",
              "      <td>None</td>\n",
              "      <td>http://imghost.device.screenmedia.net/ee3daf88...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-ee3daf88...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37439</th>\n",
              "      <td>Black Thunder</td>\n",
              "      <td>None</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Catherine Bell, Richard Norton, Michael Dudik...</td>\n",
              "      <td>[Rick Jacobson]</td>\n",
              "      <td>Libyan terrorists have taken control of the Ma...</td>\n",
              "      <td>5100</td>\n",
              "      <td>None</td>\n",
              "      <td>http://imghost.device.screenmedia.net/d0907fd9...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-d0907fd9...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37440</th>\n",
              "      <td>Fire From Below</td>\n",
              "      <td>None</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[Kevin Sorbo, Gigi Erneta]</td>\n",
              "      <td>[Andrew Stevens]</td>\n",
              "      <td>Seeking a powerful alternative energy source, ...</td>\n",
              "      <td>5400</td>\n",
              "      <td>None</td>\n",
              "      <td>http://imghost.device.screenmedia.net/0c490bb9...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-0c490bb9...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37441</th>\n",
              "      <td>Players</td>\n",
              "      <td>None</td>\n",
              "      <td>[Action, Thriller]</td>\n",
              "      <td>[James DeBello, Freddy Rodriguez, Carmine Giov...</td>\n",
              "      <td>[Lee Madsen]</td>\n",
              "      <td>Five high school friends insist on pretending ...</td>\n",
              "      <td>5340</td>\n",
              "      <td>None</td>\n",
              "      <td>http://imghost.device.screenmedia.net/83fc2075...</td>\n",
              "      <td>[https://www.popcornflix.com/movie/18-83fc2075...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>37442 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                   title  ...                                               urls\n",
              "0      Godzilla vs. Kong  ...  [https://www.imdb.com/title/tt5034838/?ref_=ad...\n",
              "1      Love and Monsters  ...  [https://www.imdb.com/title/tt2222042/?ref_=ad...\n",
              "2         Sound of Metal  ...  [https://www.imdb.com/title/tt5363618/?ref_=ad...\n",
              "3        Shadow and Bone  ...  [https://www.imdb.com/title/tt2403776/?ref_=ad...\n",
              "4                Big Sky  ...  [https://www.imdb.com/title/tt11794642/?ref_=a...\n",
              "...                  ...  ...                                                ...\n",
              "37437          Sacrifice  ...  [https://www.popcornflix.com/movie/18-cf45abc2...\n",
              "37438      Dream Warrior  ...  [https://www.popcornflix.com/movie/18-ee3daf88...\n",
              "37439      Black Thunder  ...  [https://www.popcornflix.com/movie/18-d0907fd9...\n",
              "37440    Fire From Below  ...  [https://www.popcornflix.com/movie/18-0c490bb9...\n",
              "37441            Players  ...  [https://www.popcornflix.com/movie/18-83fc2075...\n",
              "\n",
              "[37442 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 62
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t4AqmbDzjwal",
        "outputId": "8e98f9ed-78d4-4ac3-a7e8-08dde0355dc9"
      },
      "source": [
        "db.general.insert_many(general.to_dict('record'))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pymongo.results.InsertManyResult at 0x7fdc57fe3870>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7NbMIZoAmmLl",
        "outputId": "85baa0e7-c0c4-4aa7-87b4-d5b0ceb40ee8"
      },
      "source": [
        "n_records=len(imdb)+len(plex)+len(amazon)+len(appleitunes)+len(googleplay)+len(netflix)+len(popcornflix)+len(iflix)\n",
        "n_not_duplicate_records=len(general)\n",
        "n_duplicate_records=n_records-n_not_duplicate_records\n",
        "print('Number of records: {}'.format(n_records))\n",
        "print('Number of records (after remove duplicates): {}'.format(n_not_duplicate_records))\n",
        "print('Number of duplicate records: {}'.format(n_duplicate_records))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of records: 44726\n",
            "Number of records (after remove duplicates): 37442\n",
            "Number of duplicate records: 7284\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lcEWQQ6dnSCq"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}