Ex2.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "waQoRzPMldKz"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "from nltk.util import ngrams\n",
        "from collections import defaultdict\n",
        "from collections import Counter\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "6l9qHFZpotVg"
      },
      "outputs": [],
      "source": [
        "df = pd.read_csv('interstaller_comments_finall.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "buUAtztPox5Q",
        "outputId": "31bba0af-c3d4-4e20-da51-0a5d43258006"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0                                           amazing film\n",
              "1                                   malih kt follow this\n",
              "2                                                love it\n",
              "3                         my favorite monolith spaceship\n",
              "4                            i want to see that for real\n",
              "                             ...                        \n",
              "969    okay but emma stone is one of the best actress...\n",
              "970                                           emy otsuki\n",
              "971                                 valeriaclaps i agree\n",
              "972                            that was a fantastic film\n",
              "973                                moni ledesma for sure\n",
              "Name: text, Length: 974, dtype: object"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df[\"text\"]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wD3NmEvspArZ",
        "outputId": "62aecc54-2af3-468a-dd19-f003c1ddd352"
      },
      "outputs": [],
      "source": [
        "bigramsList = list()\n",
        "\n",
        "for sentence in df[\"text\"]:\n",
        "    words = sentence.split()\n",
        "    bigrams = ngrams(words, 2)\n",
        "    for bigram in bigrams:\n",
        "        bigramsList.append(bigram)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "6917\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "[('amazing', 'film'),\n",
              " ('malih', 'kt'),\n",
              " ('kt', 'follow'),\n",
              " ('follow', 'this'),\n",
              " ('love', 'it'),\n",
              " ('my', 'favorite'),\n",
              " ('favorite', 'monolith'),\n",
              " ('monolith', 'spaceship'),\n",
              " ('i', 'want'),\n",
              " ('want', 'to')]"
            ]
          },
          "execution_count": 46,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "print(len(bigramsList))\n",
        "bigramsList[:10]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Create Bigram Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hGCzHvoFtsCW",
        "outputId": "07f6aa53-01f7-419b-b095-b7459fbb5423"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "defaultdict(list,\n",
              "            {'amazing': ['film',\n",
              "              'scene',\n",
              "              'and',\n",
              "              'experience',\n",
              "              'friend',\n",
              "              'it',\n",
              "              'my',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'part',\n",
              "              'amirite'],\n",
              "             'malih': ['kt', 'kt'],\n",
              "             'kt': ['follow', 'hame'],\n",
              "             'follow': ['this',\n",
              "              'crazyvisitors',\n",
              "              'you',\n",
              "              'bachmanityinsanityint',\n",
              "              'gracias',\n",
              "              'my'],\n",
              "             'love': ['it',\n",
              "              'gravity',\n",
              "              'only',\n",
              "              'from',\n",
              "              'with',\n",
              "              'this',\n",
              "              'the',\n",
              "              'this',\n",
              "              'movies',\n",
              "              'with',\n",
              "              'space',\n",
              "              'with',\n",
              "              'with',\n",
              "              'when',\n",
              "              'it',\n",
              "              'this',\n",
              "              'you',\n",
              "              'and',\n",
              "              'between',\n",
              "              'this',\n",
              "              'you',\n",
              "              'you',\n",
              "              'look',\n",
              "              'i',\n",
              "              'and',\n",
              "              'interstellar',\n",
              "              'all',\n",
              "              'would',\n",
              "              'while',\n",
              "              'this'],\n",
              "             'my': ['favorite',\n",
              "              'favorite',\n",
              "              'life',\n",
              "              'queen',\n",
              "              'love',\n",
              "              'favourite',\n",
              "              'account',\n",
              "              'dream',\n",
              "              'god',\n",
              "              'lord',\n",
              "              'life',\n",
              "              'mind',\n",
              "              'sons',\n",
              "              'account',\n",
              "              'father',\n",
              "              'page',\n",
              "              'ig',\n",
              "              'life',\n",
              "              'life',\n",
              "              'favorite',\n",
              "              'amazing',\n",
              "              'bad',\n",
              "              'first',\n",
              "              'favourite',\n",
              "              'favourite',\n",
              "              'favourites',\n",
              "              'friends',\n",
              "              'favourite',\n",
              "              'favorite',\n",
              "              'thoughts',\n",
              "              'favorite',\n",
              "              'list',\n",
              "              'mind',\n",
              "              'top',\n",
              "              'god',\n",
              "              'favourite',\n",
              "              'favourite',\n",
              "              'daughter',\n",
              "              'point',\n",
              "              'favorite',\n",
              "              'goodness',\n",
              "              'favs',\n",
              "              'grandmother',\n",
              "              'favorite',\n",
              "              'account',\n",
              "              'dude',\n",
              "              'favorites',\n",
              "              'life',\n",
              "              'tempo',\n",
              "              'god'],\n",
              "             'favorite': ['monolith',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movies',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'recent',\n",
              "              'character'],\n",
              "             'monolith': ['spaceship'],\n",
              "             'i': ['want',\n",
              "              'see',\n",
              "              'm',\n",
              "              've',\n",
              "              've',\n",
              "              've',\n",
              "              've',\n",
              "              'bought',\n",
              "              'live',\n",
              "              've',\n",
              "              'have',\n",
              "              'confirm',\n",
              "              'don',\n",
              "              've',\n",
              "              'm',\n",
              "              'think',\n",
              "              'will',\n",
              "              'will',\n",
              "              'only',\n",
              "              'vvant',\n",
              "              'n',\n",
              "              'saw',\n",
              "              'understood',\n",
              "              'wish',\n",
              "              'saw',\n",
              "              'hope',\n",
              "              'love',\n",
              "              'watch',\n",
              "              've',\n",
              "              'm',\n",
              "              'miss',\n",
              "              'll',\n",
              "              'cross',\n",
              "              'pray',\n",
              "              'hear',\n",
              "              'promise',\n",
              "              'just',\n",
              "              'need',\n",
              "              'have',\n",
              "              'saw',\n",
              "              'decided',\n",
              "              'dont',\n",
              "              'have',\n",
              "              'would',\n",
              "              'would',\n",
              "              'introduced',\n",
              "              'promise',\n",
              "              'have',\n",
              "              'do',\n",
              "              'will',\n",
              "              'strongly',\n",
              "              'wont',\n",
              "              'watched',\n",
              "              'what',\n",
              "              'love',\n",
              "              'wish',\n",
              "              'love',\n",
              "              'love',\n",
              "              'am',\n",
              "              'could',\n",
              "              'do',\n",
              "              'work',\n",
              "              'd',\n",
              "              'think',\n",
              "              'didn',\n",
              "              'love',\n",
              "              'saw',\n",
              "              'had',\n",
              "              'saw',\n",
              "              'fell',\n",
              "              'saw',\n",
              "              'fell',\n",
              "              'combine',\n",
              "              'heard',\n",
              "              'watch',\n",
              "              'was',\n",
              "              'love',\n",
              "              'think',\n",
              "              'don',\n",
              "              'want',\n",
              "              'saw',\n",
              "              'died',\n",
              "              'have',\n",
              "              'wanna',\n",
              "              'literally',\n",
              "              'm',\n",
              "              'haven',\n",
              "              'like',\n",
              "              'really',\n",
              "              'do',\n",
              "              'really',\n",
              "              'have',\n",
              "              'am',\n",
              "              'literally',\n",
              "              'saw',\n",
              "              'm',\n",
              "              'nlove',\n",
              "              'loved',\n",
              "              'have',\n",
              "              'love',\n",
              "              'never',\n",
              "              'never',\n",
              "              'need',\n",
              "              'cried',\n",
              "              'agree',\n",
              "              'can',\n",
              "              'get',\n",
              "              'follow',\n",
              "              'mean',\n",
              "              'really',\n",
              "              'wasn',\n",
              "              'needed',\n",
              "              'loved',\n",
              "              'point',\n",
              "              'would',\n",
              "              'caaaaan',\n",
              "              'ugly',\n",
              "              'agree',\n",
              "              'have',\n",
              "              'would',\n",
              "              'watched',\n",
              "              'was',\n",
              "              'new',\n",
              "              'saw',\n",
              "              'haven',\n",
              "              'decided',\n",
              "              'watch',\n",
              "              'gi',\n",
              "              'th',\n",
              "              'wish',\n",
              "              'hadn',\n",
              "              'can',\n",
              "              'just',\n",
              "              'm',\n",
              "              'get',\n",
              "              'watch',\n",
              "              'saw',\n",
              "              'ever',\n",
              "              'was',\n",
              "              'watching',\n",
              "              'was',\n",
              "              'still',\n",
              "              'd',\n",
              "              'm',\n",
              "              'had',\n",
              "              'was',\n",
              "              'was',\n",
              "              'wish',\n",
              "              'could',\n",
              "              'cannot',\n",
              "              'don',\n",
              "              'memorized',\n",
              "              'listen',\n",
              "              'love',\n",
              "              'watch',\n",
              "              'would',\n",
              "              'd',\n",
              "              'would',\n",
              "              'would',\n",
              "              'm',\n",
              "              'm',\n",
              "              'see',\n",
              "              'know',\n",
              "              'wasn',\n",
              "              'agree',\n",
              "              'didn',\n",
              "              'don',\n",
              "              'think',\n",
              "              'love',\n",
              "              'love',\n",
              "              'will',\n",
              "              'cried',\n",
              "              'think',\n",
              "              'think',\n",
              "              'go',\n",
              "              'still',\n",
              "              'never',\n",
              "              'get',\n",
              "              'am',\n",
              "              'love',\n",
              "              'could',\n",
              "              'm',\n",
              "              've',\n",
              "              'guess',\n",
              "              'still',\n",
              "              'had',\n",
              "              'feel',\n",
              "              'agree'],\n",
              "             'want': ['to', 'a', 'to', 'to', 'to', 'to'],\n",
              "             'to': ['see',\n",
              "              'go',\n",
              "              'me',\n",
              "              'it',\n",
              "              'a',\n",
              "              'go',\n",
              "              'in',\n",
              "              'this',\n",
              "              'be',\n",
              "              'this',\n",
              "              'understand',\n",
              "              'be',\n",
              "              'give',\n",
              "              'go',\n",
              "              'experience',\n",
              "              'use',\n",
              "              'comprehend',\n",
              "              'understand',\n",
              "              'telegram',\n",
              "              'help',\n",
              "              'know',\n",
              "              'brand',\n",
              "              'kill',\n",
              "              'kill',\n",
              "              'be',\n",
              "              'kill',\n",
              "              'make',\n",
              "              'deliver',\n",
              "              'do',\n",
              "              'you',\n",
              "              'do',\n",
              "              'be',\n",
              "              'the',\n",
              "              'the',\n",
              "              'download',\n",
              "              'home',\n",
              "              'myself',\n",
              "              'even',\n",
              "              'like',\n",
              "              'cry',\n",
              "              'go',\n",
              "              'the',\n",
              "              'see',\n",
              "              'wear',\n",
              "              'watch',\n",
              "              'watch',\n",
              "              'watch',\n",
              "              'be',\n",
              "              'understand',\n",
              "              'enjoy',\n",
              "              'understand',\n",
              "              'say',\n",
              "              'connect',\n",
              "              'play',\n",
              "              'be',\n",
              "              'make',\n",
              "              'his',\n",
              "              'serve',\n",
              "              'rewatch',\n",
              "              'do',\n",
              "              'watch',\n",
              "              'me',\n",
              "              'put',\n",
              "              'murph',\n",
              "              'resist',\n",
              "              'the',\n",
              "              'me',\n",
              "              'watch',\n",
              "              'addto',\n",
              "              'watch',\n",
              "              'why',\n",
              "              'the',\n",
              "              'keep',\n",
              "              'forget',\n",
              "              'be',\n",
              "              'theatre',\n",
              "              'watch',\n",
              "              'see',\n",
              "              'see',\n",
              "              'other',\n",
              "              'this',\n",
              "              'them',\n",
              "              'when',\n",
              "              'dock',\n",
              "              'the',\n",
              "              'endurance',\n",
              "              'stay',\n",
              "              'save',\n",
              "              'stay',\n",
              "              'save',\n",
              "              'look',\n",
              "              'watch',\n",
              "              'say',\n",
              "              'be',\n",
              "              'understand',\n",
              "              'understand',\n",
              "              'have',\n",
              "              'watch',\n",
              "              'leave',\n",
              "              'leave',\n",
              "              'be',\n",
              "              'see',\n",
              "              'resupply',\n",
              "              're',\n",
              "              'be',\n",
              "              'see',\n",
              "              'come',\n",
              "              'see',\n",
              "              'randos',\n",
              "              'me',\n",
              "              'supply',\n",
              "              'it'],\n",
              "             'see': ['that',\n",
              "              'this',\n",
              "              'my',\n",
              "              'this',\n",
              "              'with',\n",
              "              'at',\n",
              "              'me',\n",
              "              'if',\n",
              "              'after',\n",
              "              'another',\n",
              "              'that',\n",
              "              'to',\n",
              "              'interstellar',\n",
              "              'her',\n",
              "              'he',\n",
              "              'that',\n",
              "              'if'],\n",
              "             'that': ['for',\n",
              "              'the',\n",
              "              'the',\n",
              "              'soundtrack',\n",
              "              'was',\n",
              "              'good',\n",
              "              'good',\n",
              "              'good',\n",
              "              'sad',\n",
              "              'good',\n",
              "              'i',\n",
              "              'this',\n",
              "              'haven',\n",
              "              'hardly',\n",
              "              'would',\n",
              "              'you',\n",
              "              'will',\n",
              "              'shows',\n",
              "              'i',\n",
              "              'i',\n",
              "              'i',\n",
              "              'for',\n",
              "              'world',\n",
              "              'doest',\n",
              "              'why',\n",
              "              'movie',\n",
              "              'before',\n",
              "              'are',\n",
              "              'appens',\n",
              "              's',\n",
              "              'can',\n",
              "              'we',\n",
              "              's',\n",
              "              'rug',\n",
              "              'good',\n",
              "              's',\n",
              "              'movie',\n",
              "              'above',\n",
              "              's',\n",
              "              'emerges',\n",
              "              'truck',\n",
              "              'scene',\n",
              "              's',\n",
              "              'since',\n",
              "              'scene',\n",
              "              'feeling',\n",
              "              'this',\n",
              "              'this',\n",
              "              'well',\n",
              "              'film',\n",
              "              'long',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'word',\n",
              "              'you',\n",
              "              'checks',\n",
              "              'part',\n",
              "              'basically',\n",
              "              'is',\n",
              "              'i',\n",
              "              'great',\n",
              "              'went',\n",
              "              'second',\n",
              "              'nolan',\n",
              "              'nasa',\n",
              "              'much',\n",
              "              'he',\n",
              "              'one',\n",
              "              'hit',\n",
              "              'so',\n",
              "              'nothing',\n",
              "              'maybe',\n",
              "              'this',\n",
              "              'with',\n",
              "              'year',\n",
              "              'guy',\n",
              "              'was'],\n",
              "             'for': ['real',\n",
              "              'the',\n",
              "              'me',\n",
              "              'years',\n",
              "              'the',\n",
              "              'the',\n",
              "              'years',\n",
              "              'some',\n",
              "              'those',\n",
              "              'sure',\n",
              "              'the',\n",
              "              'an',\n",
              "              'bollywood',\n",
              "              'the',\n",
              "              'the',\n",
              "              'this',\n",
              "              'a',\n",
              "              'the',\n",
              "              'officiallymcconaughey',\n",
              "              'a',\n",
              "              'not',\n",
              "              'you',\n",
              "              'you',\n",
              "              'future',\n",
              "              'shooting',\n",
              "              'me',\n",
              "              'space',\n",
              "              'jeff',\n",
              "              'the',\n",
              "              'a',\n",
              "              'vendetta',\n",
              "              'a',\n",
              "              'the',\n",
              "              'the',\n",
              "              'thissss',\n",
              "              'cinephile',\n",
              "              'the',\n",
              "              'incendies',\n",
              "              'me',\n",
              "              'the',\n",
              "              'the',\n",
              "              'the',\n",
              "              'unconditional',\n",
              "              'people',\n",
              "              'cinema',\n",
              "              'the',\n",
              "              'the',\n",
              "              'years',\n",
              "              'you',\n",
              "              'many',\n",
              "              'me',\n",
              "              'his',\n",
              "              'years',\n",
              "              'months',\n",
              "              'them',\n",
              "              'nearly',\n",
              "              'his',\n",
              "              'cinema',\n",
              "              'everyone',\n",
              "              'people',\n",
              "              'sure'],\n",
              "             'this': ['move',\n",
              "              'movie',\n",
              "              'this',\n",
              "              'even',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'is',\n",
              "              'song',\n",
              "              'is',\n",
              "              'part',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'wonderful',\n",
              "              'film',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'week',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'but',\n",
              "              'movie',\n",
              "              'video',\n",
              "              'movie',\n",
              "              'please',\n",
              "              'november',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'channel',\n",
              "              'please',\n",
              "              'november',\n",
              "              'movie',\n",
              "              'masterpiece',\n",
              "              'sequence',\n",
              "              'is',\n",
              "              'is',\n",
              "              'movie',\n",
              "              'even',\n",
              "              'film',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'masterpiece',\n",
              "              'movie',\n",
              "              'music',\n",
              "              'movie',\n",
              "              'universe',\n",
              "              'miniature',\n",
              "              'will',\n",
              "              'and',\n",
              "              'list',\n",
              "              'list',\n",
              "              'scene',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'film',\n",
              "              'scene',\n",
              "              'scene',\n",
              "              'film',\n",
              "              'baffled',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'rn',\n",
              "              'movie',\n",
              "              'scene',\n",
              "              'movie',\n",
              "              'film',\n",
              "              'is',\n",
              "              'scene',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'one',\n",
              "              'scene',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'post',\n",
              "              'list',\n",
              "              'songs',\n",
              "              'song',\n",
              "              'movie',\n",
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              "             'himself': ['came', 'when'],\n",
              "             'came': ['down'],\n",
              "             'down': ['on', 'one'],\n",
              "             'on': ['earth',\n",
              "              'th',\n",
              "              'it',\n",
              "              'its',\n",
              "              'that',\n",
              "              'sunday',\n",
              "              'tiktok',\n",
              "              'my',\n",
              "              'my',\n",
              "              'this',\n",
              "              'theories',\n",
              "              'google',\n",
              "              'this',\n",
              "              'dude',\n",
              "              'these',\n",
              "              'one',\n",
              "              'a',\n",
              "              'this',\n",
              "              'the',\n",
              "              'introducing',\n",
              "              'your',\n",
              "              'world',\n",
              "              'tarssssssssss',\n",
              "              'basically',\n",
              "              'all',\n",
              "              'me',\n",
              "              'the',\n",
              "              'earth',\n",
              "              'the',\n",
              "              'a',\n",
              "              'earth',\n",
              "              'which'],\n",
              "             'earth': ['entered', 'and', 'in', 'they'],\n",
              "             'entered': ['into'],\n",
              "             'into': ['nolan',\n",
              "              'that',\n",
              "              'that',\n",
              "              'that',\n",
              "              'that',\n",
              "              'one',\n",
              "              'tears',\n",
              "              'that'],\n",
              "             'nolan': ['s',\n",
              "              'seriously',\n",
              "              's',\n",
              "              'lu',\n",
              "              'for',\n",
              "              'is',\n",
              "              'is',\n",
              "              's',\n",
              "              'e',\n",
              "              'rlly',\n",
              "              'would',\n",
              "              'movies',\n",
              "              'sverse',\n",
              "              's',\n",
              "              'movies',\n",
              "              'perfection',\n",
              "              'knows',\n",
              "              'when',\n",
              "              'i',\n",
              "              'makes',\n",
              "              'is'],\n",
              "             's': ['body',\n",
              "              'very',\n",
              "              'a',\n",
              "              'my',\n",
              "              'nda',\n",
              "              'very',\n",
              "              'master',\n",
              "              'hot',\n",
              "              'a',\n",
              "              'orbit',\n",
              "              't',\n",
              "              'the',\n",
              "              'character',\n",
              "              'always',\n",
              "              'possible',\n",
              "              'necessary',\n",
              "              'movie',\n",
              "              'the',\n",
              "              'which',\n",
              "              'sci',\n",
              "              'not',\n",
              "              'no',\n",
              "              'sci',\n",
              "              'why',\n",
              "              'magic',\n",
              "              'a',\n",
              "              'very',\n",
              "              'awesome',\n",
              "              'all',\n",
              "              'fight',\n",
              "              'because',\n",
              "              'entire',\n",
              "              'movie',\n",
              "              'too',\n",
              "              'ikke',\n",
              "              'great',\n",
              "              'mainly',\n",
              "              'the',\n",
              "              'the',\n",
              "              'soundtrack',\n",
              "              'esta',\n",
              "              'hairless',\n",
              "              'in',\n",
              "              'going',\n",
              "              'i',\n",
              "              'i',\n",
              "              'no',\n",
              "              'it',\n",
              "              'beautiful',\n",
              "              'incredibly',\n",
              "              'really',\n",
              "              'dunification',\n",
              "              'animal',\n",
              "              'about',\n",
              "              'day',\n",
              "              'you',\n",
              "              'no',\n",
              "              'were',\n",
              "              'also',\n",
              "              'bon',\n",
              "              'not',\n",
              "              'amazing'],\n",
              "             'body': ['and'],\n",
              "             'made': ['this', 'up', 'for', 'it', 'by', 'age'],\n",
              "             'bcoz': ['of'],\n",
              "             'murphy': ['law'],\n",
              "             'law': ['whatever'],\n",
              "             'whatever': ['can', 'that'],\n",
              "             'can': ['happen',\n",
              "              'anyone',\n",
              "              'i',\n",
              "              't',\n",
              "              'just',\n",
              "              't',\n",
              "              't',\n",
              "              'you',\n",
              "              'see',\n",
              "              'never',\n",
              "              'i',\n",
              "              't',\n",
              "              'pass',\n",
              "              't',\n",
              "              'explain',\n",
              "              'be',\n",
              "              'make',\n",
              "              'erase',\n",
              "              't',\n",
              "              'look',\n",
              "              'we'],\n",
              "             'happen': ['will'],\n",
              "             'will': ['happen',\n",
              "              'forever',\n",
              "              'never',\n",
              "              'not',\n",
              "              'make',\n",
              "              'the',\n",
              "              'not',\n",
              "              'be',\n",
              "              'watch',\n",
              "              'be',\n",
              "              'love',\n",
              "              'maia'],\n",
              "             'mcconaughey': ['did'],\n",
              "             'did': ['such', 'you', 'they', 'u', 'okay', 'mr', 'years'],\n",
              "             'such': ['a', 'a', 'an', 'scene', 'a', 'a'],\n",
              "             'great': ['job',\n",
              "              'movieeeee',\n",
              "              'soundtrack',\n",
              "              'fascinating',\n",
              "              'movie',\n",
              "              'with',\n",
              "              'and',\n",
              "              'one',\n",
              "              'great',\n",
              "              'great',\n",
              "              'choice',\n",
              "              'glad',\n",
              "              'talents',\n",
              "              'emotion',\n",
              "              'music',\n",
              "              'film',\n",
              "              'imo',\n",
              "              'movie',\n",
              "              'they',\n",
              "              'films'],\n",
              "             'job': ['the'],\n",
              "             'film': ['wouldn',\n",
              "              'a',\n",
              "              'elmie',\n",
              "              'bayad',\n",
              "              'about',\n",
              "              'thanks',\n",
              "              'and',\n",
              "              'with',\n",
              "              'but',\n",
              "              'la',\n",
              "              'et',\n",
              "              'horrible',\n",
              "              'sdi',\n",
              "              'sobrestimada',\n",
              "              'cuts',\n",
              "              't',\n",
              "              'ever',\n",
              "              'years',\n",
              "              'would'],\n",
              "             'wouldn': ['t', 't'],\n",
              "             't': ['be',\n",
              "              'watch',\n",
              "              'u',\n",
              "              'wanna',\n",
              "              'believe',\n",
              "              'a',\n",
              "              'understand',\n",
              "              'express',\n",
              "              'a',\n",
              "              'watch',\n",
              "              'watched',\n",
              "              'n',\n",
              "              'understand',\n",
              "              'know',\n",
              "              'even',\n",
              "              'a',\n",
              "              'say',\n",
              "              'have',\n",
              "              'know',\n",
              "              'the',\n",
              "              'seen',\n",
              "              'the',\n",
              "              'watch',\n",
              "              'even',\n",
              "              'seem',\n",
              "              'matter',\n",
              "              'get',\n",
              "              'it',\n",
              "              'ready',\n",
              "              'get',\n",
              "              'just',\n",
              "              'know',\n",
              "              'know',\n",
              "              'der',\n",
              "              'and',\n",
              "              'gave',\n",
              "              'glad',\n",
              "              'seen',\n",
              "              'on',\n",
              "              'l',\n",
              "              'watched',\n",
              "              'sleep',\n",
              "              'mean',\n",
              "              'make',\n",
              "              'even',\n",
              "              'too',\n",
              "              'enough',\n",
              "              'fooled',\n",
              "              'actually',\n",
              "              'your',\n",
              "              'in',\n",
              "              'come',\n",
              "              'hate',\n",
              "              'the',\n",
              "              'speak',\n",
              "              'said',\n",
              "              'have',\n",
              "              'seen',\n",
              "              'talking',\n",
              "              'work',\n",
              "              'ever'],\n",
              "             'be': ['the',\n",
              "              'my',\n",
              "              'theory',\n",
              "              'the',\n",
              "              'f',\n",
              "              'gay',\n",
              "              'cool',\n",
              "              'honest',\n",
              "              'an',\n",
              "              'too',\n",
              "              'difficult',\n",
              "              'released',\n",
              "              'the',\n",
              "              'texas',\n",
              "              'the',\n",
              "              'our',\n",
              "              'true',\n",
              "              'forgotten',\n",
              "              'our',\n",
              "              'in',\n",
              "              'there',\n",
              "              'anyones',\n",
              "              'watched',\n",
              "              'honest',\n",
              "              'one',\n",
              "              'able',\n",
              "              'worth',\n",
              "              'present',\n",
              "              'thrilled',\n",
              "              'another',\n",
              "              'racist',\n",
              "              'complete',\n",
              "              'real',\n",
              "              'somehow'],\n",
              "             'same': ['without',\n",
              "              'as',\n",
              "              'style',\n",
              "              'positions',\n",
              "              'as',\n",
              "              'the',\n",
              "              'tbh',\n",
              "              'time',\n",
              "              'as',\n",
              "              'as',\n",
              "              'here',\n",
              "              'as'],\n",
              "             'without': ['him', 'a', 'hans', 'having'],\n",
              "             'won': ['t', 'awards', 't'],\n",
              "             'watch': ['it',\n",
              "              'all',\n",
              "              'and',\n",
              "              'the',\n",
              "              'this',\n",
              "              'another',\n",
              "              'it',\n",
              "              'it',\n",
              "              'this',\n",
              "              'it',\n",
              "              'it',\n",
              "              'better',\n",
              "              'better',\n",
              "              'this',\n",
              "              'twice',\n",
              "              'at',\n",
              "              'once',\n",
              "              'it',\n",
              "              'it',\n",
              "              'nocturnal',\n",
              "              'it',\n",
              "              'interstellar',\n",
              "              'it',\n",
              "              'interstellar',\n",
              "              'plenty',\n",
              "              'the',\n",
              "              'v',\n",
              "              'every',\n",
              "              'it',\n",
              "              'the',\n",
              "              'it',\n",
              "              'it'],\n",
              "             'right': ['now', 'now', 'because', 'fantastic'],\n",
              "             'now': ['itsjim', 'i', 'am', 'with', 'you', 'i', 'in', 'you'],\n",
              "             'quadig': ['mylisarowe'],\n",
              "             'mylisarowe': ['best'],\n",
              "             've': ['ever',\n",
              "              'seen',\n",
              "              'seen',\n",
              "              'even',\n",
              "              'ever',\n",
              "              'sa',\n",
              "              'ever',\n",
              "              'ever',\n",
              "              'never',\n",
              "              'bien',\n",
              "              'done',\n",
              "              'mentioned',\n",
              "              'watched'],\n",
              "             'ever': ['seen',\n",
              "              'i',\n",
              "              'i',\n",
              "              'seen',\n",
              "              'seen',\n",
              "              'gonna',\n",
              "              'seen',\n",
              "              'made',\n",
              "              'watched',\n",
              "              'watched',\n",
              "              'touches',\n",
              "              'watched',\n",
              "              'thanks',\n",
              "              'dallas',\n",
              "              'seen',\n",
              "              'best',\n",
              "              'made',\n",
              "              'made',\n",
              "              'this',\n",
              "              'has',\n",
              "              'gets',\n",
              "              'watched',\n",
              "              'made',\n",
              "              'seen',\n",
              "              'leave',\n",
              "              'imo',\n",
              "              'get'],\n",
              "             'kchannel': ['absolutely'],\n",
              "             'absolutely': ['i', 'masterpiece', 'incredible', 'beautiful'],\n",
              "             'so': ['many',\n",
              "              'deep',\n",
              "              'amazing',\n",
              "              'amazing',\n",
              "              'good',\n",
              "              'good',\n",
              "              'complicated',\n",
              "              'aggressive',\n",
              "              'was',\n",
              "              'amazing',\n",
              "              'fcking',\n",
              "              'it',\n",
              "              'amazing',\n",
              "              'helpful',\n",
              "              'different',\n",
              "              'it',\n",
              "              'fucking',\n",
              "              'much',\n",
              "              'strong',\n",
              "              'mobiles',\n",
              "              'i',\n",
              "              'i',\n",
              "              'freaked',\n",
              "              'much',\n",
              "              'much',\n",
              "              'maybe',\n",
              "              'now',\n",
              "              'weird',\n",
              "              'lucky',\n",
              "              'there',\n",
              "              'beautifully',\n",
              "              'he',\n",
              "              'many',\n",
              "              'far',\n",
              "              'cringe',\n",
              "              'they',\n",
              "              'true'],\n",
              "             'many': ['films', 'paradox', 'errors', 'more', 'people'],\n",
              "             'films': ['but',\n",
              "              'are',\n",
              "              'for',\n",
              "              'ever',\n",
              "              'used',\n",
              "              'you',\n",
              "              'you',\n",
              "              'about',\n",
              "              'of'],\n",
              "             'but': ['this',\n",
              "              'sounds',\n",
              "              'thats',\n",
              "              'doesn',\n",
              "              'what',\n",
              "              'most',\n",
              "              'it',\n",
              "              'lotr',\n",
              "              'only',\n",
              "              'the',\n",
              "              'not',\n",
              "              'i',\n",
              "              'ima',\n",
              "              'much',\n",
              "              'emotions',\n",
              "              'on',\n",
              "              'in',\n",
              "              'just',\n",
              "              'ill',\n",
              "              'this',\n",
              "              'gold',\n",
              "              'man',\n",
              "              'i',\n",
              "              'i',\n",
              "              'nahh',\n",
              "              'it',\n",
              "              'i',\n",
              "              'that',\n",
              "              'it',\n",
              "              'her',\n",
              "              'tune',\n",
              "              'i',\n",
              "              'the',\n",
              "              'not',\n",
              "              'the',\n",
              "              'somehow',\n",
              "              'emma'],\n",
              "             'forever': ['be'],\n",
              "             'bought': ['the', 'a'],\n",
              "             'dvd': ['of', 'of'],\n",
              "             'interstellar': ['which',\n",
              "              'not',\n",
              "              'please',\n",
              "              'soundtrack',\n",
              "              'interstellarmovie',\n",
              "              'movie',\n",
              "              'because',\n",
              "              'is',\n",
              "              'on',\n",
              "              'is',\n",
              "              'einmalig',\n",
              "              'edit',\n",
              "              'today',\n",
              "              'mattew',\n",
              "              'is',\n",
              "              'part',\n",
              "              'science',\n",
              "              'donnie',\n",
              "              'where',\n",
              "              'and',\n",
              "              'for',\n",
              "              'so',\n",
              "              'it',\n",
              "              'for',\n",
              "              'boring',\n",
              "              'amazing',\n",
              "              'capolavoro',\n",
              "              'was',\n",
              "              'her',\n",
              "              'her',\n",
              "              'her',\n",
              "              'clips',\n",
              "              'bahut',\n",
              "              'is',\n",
              "              'is'],\n",
              "             'which': ['is',\n",
              "              'one',\n",
              "              'were',\n",
              "              'was',\n",
              "              'movie',\n",
              "              'filim',\n",
              "              'platform'],\n",
              "             'first': ['time',\n",
              "              'time',\n",
              "              'time',\n",
              "              'time',\n",
              "              'love',\n",
              "              'i',\n",
              "              'thing',\n",
              "              'time',\n",
              "              'movie',\n",
              "              'time',\n",
              "              'time',\n",
              "              'time',\n",
              "              'time',\n",
              "              'part',\n",
              "              'time',\n",
              "              'language',\n",
              "              'time',\n",
              "              'hand'],\n",
              "             'time': ['ever',\n",
              "              'the',\n",
              "              'and',\n",
              "              'absolutely',\n",
              "              'of',\n",
              "              'i',\n",
              "              'for',\n",
              "              'to',\n",
              "              'to',\n",
              "              'to',\n",
              "              'that',\n",
              "              'and',\n",
              "              'makes',\n",
              "              'armine',\n",
              "              'again',\n",
              "              'for',\n",
              "              'sunday',\n",
              "              'i',\n",
              "              'i',\n",
              "              'i',\n",
              "              'one',\n",
              "              'travel',\n",
              "              'in',\n",
              "              'he'],\n",
              "             'waad': ['almuhana'],\n",
              "             'marwa': ['r'],\n",
              "             'f': ['ghoba',\n",
              "              'almaatoq',\n",
              "              'nfx',\n",
              "              're',\n",
              "              'ijaoooo',\n",
              "              'hahahahahahaha'],\n",
              "             'supernovangie': ['agree'],\n",
              "             'juliaprescott': ['matthew'],\n",
              "             'matthew': ['mcconaughey', 'is'],\n",
              "             'get': ['up',\n",
              "              'over',\n",
              "              'what',\n",
              "              'how',\n",
              "              'nightmares',\n",
              "              'scared',\n",
              "              'what',\n",
              "              'mad',\n",
              "              'tired'],\n",
              "             'up': ['there',\n",
              "              'with',\n",
              "              'nigga',\n",
              "              'of',\n",
              "              'to',\n",
              "              'for',\n",
              "              'that',\n",
              "              'with',\n",
              "              'there'],\n",
              "             'there': ['and',\n",
              "              'should',\n",
              "              'another',\n",
              "              'on',\n",
              "              'is',\n",
              "              'will',\n",
              "              'are',\n",
              "              'also',\n",
              "              'are',\n",
              "              'like',\n",
              "              'is',\n",
              "              'was',\n",
              "              's',\n",
              "              's',\n",
              "              'haha',\n",
              "              'were',\n",
              "              'would',\n",
              "              'are',\n",
              "              's',\n",
              "              'is',\n",
              "              'is',\n",
              "              'are',\n",
              "              's',\n",
              "              'won'],\n",
              "             'save': ['the', 'ukraine', 'the', 'it'],\n",
              "             'behtarin': ['filme'],\n",
              "             'filme': ['donya', 'pela', 'bom'],\n",
              "             'telling': ['your'],\n",
              "             'your': ['kids',\n",
              "              'fierce',\n",
              "              'favorite',\n",
              "              'inbox',\n",
              "              'favourite',\n",
              "              'support',\n",
              "              'kids',\n",
              "              'list',\n",
              "              'marvel',\n",
              "              'first',\n",
              "              'mom'],\n",
              "             'kids': ['that', 'life'],\n",
              "             'world': ['is',\n",
              "              'of',\n",
              "              'nolan',\n",
              "              'and',\n",
              "              'we',\n",
              "              'the',\n",
              "              'war',\n",
              "              'running'],\n",
              "             'ending': ['is', 'you', 'and'],\n",
              "             'not': ['a',\n",
              "              'a',\n",
              "              'love',\n",
              "              'complicated',\n",
              "              'just',\n",
              "              'pay',\n",
              "              'go',\n",
              "              'go',\n",
              "              'go',\n",
              "              'go',\n",
              "              'disappoint',\n",
              "              'the',\n",
              "              'disappoint',\n",
              "              'think',\n",
              "              'the',\n",
              "              'exactly',\n",
              "              'going',\n",
              "              'having',\n",
              "              'real',\n",
              "              'alone',\n",
              "              'getting',\n",
              "              'the',\n",
              "              'wanna',\n",
              "              'able',\n",
              "              'crying',\n",
              "              'go',\n",
              "              'in',\n",
              "              'much',\n",
              "              'forgetting',\n",
              "              'that',\n",
              "              'scared',\n",
              "              'the',\n",
              "              'smart',\n",
              "              'that',\n",
              "              'like',\n",
              "              'a',\n",
              "              'your',\n",
              "              'very',\n",
              "              'even',\n",
              "              'sure',\n",
              "              'christopher',\n",
              "              'the',\n",
              "              'waiting',\n",
              "              'gonna',\n",
              "              'a',\n",
              "              'its',\n",
              "              'quite',\n",
              "              'everybody',\n",
              "              'for',\n",
              "              'for',\n",
              "              'even'],\n",
              "             'good': ['choice',\n",
              "              'zk',\n",
              "              'the',\n",
              "              'night',\n",
              "              'night',\n",
              "              'men',\n",
              "              'night',\n",
              "              'night',\n",
              "              'movie',\n",
              "              'actor',\n",
              "              'for',\n",
              "              'for',\n",
              "              'cry',\n",
              "              'night',\n",
              "              'hayley',\n",
              "              'enough',\n",
              "              'attempt',\n",
              "              'ending',\n",
              "              'but',\n",
              "              'year'],\n",
              "             'he': ['s',\n",
              "              's',\n",
              "              'is',\n",
              "              's',\n",
              "              'had',\n",
              "              'played',\n",
              "              'really',\n",
              "              'was',\n",
              "              'wants',\n",
              "              'actually',\n",
              "              'wears',\n",
              "              'needs',\n",
              "              'should',\n",
              "              'finally',\n",
              "              'wanted',\n",
              "              'didn',\n",
              "              'was',\n",
              "              'put',\n",
              "              'missed',\n",
              "              'did',\n",
              "              'would',\n",
              "              'wouldn',\n",
              "              'decided',\n",
              "              'never',\n",
              "              'could',\n",
              "              'was',\n",
              "              'was',\n",
              "              'could',\n",
              "              'did',\n",
              "              'anil',\n",
              "              'dies',\n",
              "              'was',\n",
              "              'had',\n",
              "              'spent',\n",
              "              'hasnt',\n",
              "              'is',\n",
              "              'is',\n",
              "              'didnt',\n",
              "              'spent',\n",
              "              'wasnt',\n",
              "              'had',\n",
              "              'knew',\n",
              "              'was',\n",
              "              'wasn',\n",
              "              'looks',\n",
              "              'did',\n",
              "              'slept'],\n",
              "             'very': ['handsome',\n",
              "              'unbelievable',\n",
              "              'well',\n",
              "              'annoying',\n",
              "              'good',\n",
              "              'bigg',\n",
              "              'random',\n",
              "              'intelligent'],\n",
              "             'sasi': ['chemist'],\n",
              "             'chemist': ['pussy'],\n",
              "             'pussy': ['mangi'],\n",
              "             'possibly': ['the'],\n",
              "             'ive': ['ever', 'known'],\n",
              "             'h': ['thring', 'ammarloo'],\n",
              "             'cte': ['woods'],\n",
              "             'woods': ['i'],\n",
              "             'live': ['my'],\n",
              "             'life': ['to', 'ok', 'and', 'and', 'i', 'not', 'lol'],\n",
              "             'hans': ['zimmer',\n",
              "              'zimmer',\n",
              "              'zimmer',\n",
              "              'zimmer',\n",
              "              'zimmer',\n",
              "              'zimmer'],\n",
              "             'zimmer': ['soundtrack',\n",
              "              'you',\n",
              "              'chose',\n",
              "              'ne',\n",
              "              'pff',\n",
              "              's',\n",
              "              'dude'],\n",
              "             'anne': ['hathaway', 'hathaway'],\n",
              "             'hathaway': ['is', 's', 'had'],\n",
              "             'queen': ['she'],\n",
              "             'she': ['s', 'build', 'was'],\n",
              "             'amir': ['rdn', 'hossein', 'acbari'],\n",
              "             'thanks': ['for', 'buddy', 'sir', 'all', 'nolan', 'alot'],\n",
              "             'mel': ['cslno'],\n",
              "             'cslno': ['ann'],\n",
              "             'ann': ['hathwy'],\n",
              "             'th': ['best', 'anniversary', 'anniversary', 'y'],\n",
              "             'anyone': ['tell', 'here'],\n",
              "             'tell': ['me', 'me', 'me', 'me'],\n",
              "             'background': ['music', 'keeps'],\n",
              "             'camiloruah': ['tremendaaaa'],\n",
              "             'astronaut': ['nitin'],\n",
              "             'nitin': ['stay'],\n",
              "             'v': ['aakash', 'i', 'for', 'r', 'z'],\n",
              "             'aakash': ['thanks'],\n",
              "             'her': ['accounte',\n",
              "              'only',\n",
              "              'sammen',\n",
              "              'entire',\n",
              "              'heart',\n",
              "              'ad',\n",
              "              'ad',\n",
              "              'ad',\n",
              "              'i',\n",
              "              'is'],\n",
              "             'kle': ['cantik'],\n",
              "             'cantik': ['ci'],\n",
              "             'ci': ['gandiyuda', 'fossi', 'zz'],\n",
              "             'gandiyuda': ['pangps'],\n",
              "             'pangps': ['jordystefhandi'],\n",
              "             'jordystefhandi': ['theojonathan'],\n",
              "             'theojonathan': ['mirip'],\n",
              "             'mirip': ['fifi'],\n",
              "             'zahrapaasandii': ['then'],\n",
              "             'then': ['must', 'it', 'i', 'why', 'die', 'he', 'all', 'it', 'i'],\n",
              "             'must': ['watch', 'watch', 'be', 'eat', 'underrated'],\n",
              "             'all': ['movies',\n",
              "              'emotions',\n",
              "              'fo',\n",
              "              'time',\n",
              "              'very',\n",
              "              'throughout',\n",
              "              'of',\n",
              "              'the',\n",
              "              'subjective',\n",
              "              'these',\n",
              "              'nolan',\n",
              "              'time',\n",
              "              'tym',\n",
              "              'your',\n",
              "              'time',\n",
              "              'of',\n",
              "              'sides',\n",
              "              'go',\n",
              "              'five',\n",
              "              'of',\n",
              "              'dead',\n",
              "              'the',\n",
              "              'of'],\n",
              "             'movies': ['of',\n",
              "              'i',\n",
              "              'ever',\n",
              "              'cause',\n",
              "              'are',\n",
              "              'ever',\n",
              "              'need',\n",
              "              'theme',\n",
              "              'ever',\n",
              "              'just',\n",
              "              'u',\n",
              "              'made',\n",
              "              'again',\n",
              "              'in',\n",
              "              'actually'],\n",
              "             'christopher': ['nolan',\n",
              "              'nolan',\n",
              "              'nolan',\n",
              "              'nolan',\n",
              "              'nolan',\n",
              "              'nolan'],\n",
              "             'seriously': ['you'],\n",
              "             'gonna': ['confuse', 'watch', 'be', 'go', 'die'],\n",
              "             'confuse': ['which'],\n",
              "             'one': ['is',\n",
              "              'of',\n",
              "              'of',\n",
              "              'watches',\n",
              "              'of',\n",
              "              'of',\n",
              "              'talking',\n",
              "              'of',\n",
              "              'of',\n",
              "              'option',\n",
              "              'long',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of',\n",
              "              'from',\n",
              "              'is',\n",
              "              'of',\n",
              "              'great',\n",
              "              'of',\n",
              "              'everytime',\n",
              "              'can',\n",
              "              'of',\n",
              "              'of',\n",
              "              'i',\n",
              "              'of',\n",
              "              'dark',\n",
              "              'music',\n",
              "              'only',\n",
              "              'of',\n",
              "              'sending',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of'],\n",
              "             'favourite': ['film',\n",
              "              'movie',\n",
              "              'thank',\n",
              "              'movie',\n",
              "              'is',\n",
              "              'movie',\n",
              "              'film'],\n",
              "             'j': ['zf',\n",
              "              'ai',\n",
              "              'ai',\n",
              "              'avais',\n",
              "              'ai',\n",
              "              'adore',\n",
              "              'ycintha',\n",
              "              'ycintha',\n",
              "              'ycintha',\n",
              "              'ycintha',\n",
              "              'elmkies'],\n",
              "             'zf': ['annehathaway'],\n",
              "             'emotions': ['not', 'don', 'are'],\n",
              "             'sounds': ['nice', 'that'],\n",
              "             'introduce': ['for'],\n",
              "             'bout': ['interstellar'],\n",
              "             'suhaimaa': ['hafal'],\n",
              "             'hafal': ['ayat'],\n",
              "             'ayat': ['ni'],\n",
              "             'wise': ['and', 'men'],\n",
              "             'deep': ['words', 'blue'],\n",
              "             'words': ['the', 'can', 'had', 'can'],\n",
              "             'soul': ['and'],\n",
              "             'zahra': ['py'],\n",
              "             'py': ['i'],\n",
              "             'confirm': ['that'],\n",
              "             'gitme': ['o'],\n",
              "             'o': ['g', 'my', 'y', 'fica'],\n",
              "             'g': ['zel', 'n', 'nderin', 'ith', 'really'],\n",
              "             'zel': ['geceye'],\n",
              "             'geceye': ['usulca'],\n",
              "             'usulca': ['htiyarl'],\n",
              "             'htiyarl': ['k'],\n",
              "             'k': ['yanmal', 'd', 'g'],\n",
              "             'yanmal': ['ve'],\n",
              "             'sa': ['malamal'],\n",
              "             'malamal': ['g'],\n",
              "             'n': ['kapand',\n",
              "              'l',\n",
              "              'n',\n",
              "              'kar',\n",
              "              'he',\n",
              "              'b',\n",
              "              'alg',\n",
              "              'n',\n",
              "              'coi',\n",
              "              'o'],\n",
              "             'kapand': ['nda'],\n",
              "             'nda': ['fkelen'],\n",
              "             'fkelen': ['fkelen', 'n'],\n",
              "             'l': ['m', 'odyss', 'espace', 'gende', 'hai', 'i', 'disturbing'],\n",
              "             'kar': ['s'],\n",
              "             'izzyisreallights': ['innit'],\n",
              "             'whats': ['the', 'in'],\n",
              "             'name': ['the', 'the', 'of', 'of', 'of', 'of', 'of', 'please'],\n",
              "             'red': ['rackam', 'rackam', 'bull', 'planet'],\n",
              "             'u': ['see',\n",
              "              'not',\n",
              "              'know',\n",
              "              'too',\n",
              "              'c',\n",
              "              'mind',\n",
              "              'are',\n",
              "              'know',\n",
              "              'so'],\n",
              "             'account': ['rachelarasati', 'and', 'please'],\n",
              "             'song': ['name', 'is'],\n",
              "             'dust': ['interstellar', 'storms'],\n",
              "             'soundtrack': ['rachelarasati', 'by', 'gosh', 'long', 'is'],\n",
              "             'beautiful': ['video', 'scene', 'even', 'but'],\n",
              "             'dream': ['movie', 'annihilation'],\n",
              "             'nebula': ['ernanda', 'andarifanirahma'],\n",
              "             'ernanda': ['nst'],\n",
              "             'yoi': ['orion'],\n",
              "             'orion': ['nebula'],\n",
              "             'music': ['love',\n",
              "              'of',\n",
              "              'was',\n",
              "              'that',\n",
              "              'ever',\n",
              "              'then',\n",
              "              'on',\n",
              "              'too',\n",
              "              'one',\n",
              "              'of',\n",
              "              'is',\n",
              "              'el',\n",
              "              'the',\n",
              "              'and'],\n",
              "             'mini': ['jack'],\n",
              "             'jack': ['the'],\n",
              "             'champ': ['same'],\n",
              "             'oh': ['man', 'i', 'my', 'my', 'putain'],\n",
              "             'man': ['incredible', 'asheghe', 'was', 'i'],\n",
              "             'interstellarmovie': ['is'],\n",
              "             'by': ['far',\n",
              "              'hanszimmer',\n",
              "              'cryofreezing',\n",
              "              'crying',\n",
              "              'hans',\n",
              "              'my',\n",
              "              'the',\n",
              "              'the',\n",
              "              'christopher',\n",
              "              'searching',\n",
              "              'the',\n",
              "              'nolan',\n",
              "              'christopher',\n",
              "              'leaving',\n",
              "              'tawny'],\n",
              "             'far': ['the', 'dont'],\n",
              "             'course': ['a', 'the'],\n",
              "             'hanszimmer': ['to'],\n",
              "             'with': ['it',\n",
              "              'soundtrack',\n",
              "              'blinding',\n",
              "              'your',\n",
              "              'something',\n",
              "              'his',\n",
              "              'him',\n",
              "              'a',\n",
              "              'a',\n",
              "              'a',\n",
              "              'the',\n",
              "              'space',\n",
              "              'space',\n",
              "              'the',\n",
              "              'me',\n",
              "              'time',\n",
              "              'jenny',\n",
              "              'part',\n",
              "              'delusions',\n",
              "              'your',\n",
              "              'something',\n",
              "              'big',\n",
              "              'docking',\n",
              "              'just',\n",
              "              'them',\n",
              "              'the',\n",
              "              'this',\n",
              "              'food',\n",
              "              'mommy',\n",
              "              'taste'],\n",
              "             'malki': ['lakisha'],\n",
              "             'lakisha': ['this'],\n",
              "             'nice': ['space', 'music'],\n",
              "             'light': ['years', 'though', 'wild', 'and'],\n",
              "             'just': ['how',\n",
              "              'nothing',\n",
              "              'shut',\n",
              "              'tonight',\n",
              "              'sci',\n",
              "              'use',\n",
              "              'watched',\n",
              "              'watched',\n",
              "              'watched',\n",
              "              'behind',\n",
              "              'season',\n",
              "              'diferent',\n",
              "              'because',\n",
              "              'one',\n",
              "              'thinking',\n",
              "              'to',\n",
              "              'watched',\n",
              "              'feels',\n",
              "              'be',\n",
              "              'enter',\n",
              "              'watched',\n",
              "              'because',\n",
              "              'curious',\n",
              "              'seen',\n",
              "              'bc',\n",
              "              'interstaller',\n",
              "              'stop',\n",
              "              'admit',\n",
              "              'thought',\n",
              "              'before',\n",
              "              'say',\n",
              "              'walks',\n",
              "              'that',\n",
              "              'months',\n",
              "              'admit',\n",
              "              'cant'],\n",
              "             'how': ['did',\n",
              "              'did',\n",
              "              'bright',\n",
              "              'time',\n",
              "              'fascinating',\n",
              "              'shocking',\n",
              "              'sick',\n",
              "              'is',\n",
              "              'is',\n",
              "              'to',\n",
              "              'to',\n",
              "              'to',\n",
              "              'different',\n",
              "              'doyle',\n",
              "              'is',\n",
              "              'human'],\n",
              "             'make': ['it',\n",
              "              'perfect',\n",
              "              'interestellar',\n",
              "              'it',\n",
              "              'sense',\n",
              "              'it',\n",
              "              'you',\n",
              "              'a',\n",
              "              'and',\n",
              "              'up',\n",
              "              'him'],\n",
              "             'malak': ['mohammada'],\n",
              "             'incr': ['vel'],\n",
              "             'ammarloo': ['dust'],\n",
              "             'fuck': ['is', 'up', 'up', 'yourself'],\n",
              "             'coming': ['on', 'up', 'out'],\n",
              "             'akhtar': ['innolanwetrust', 'd'],\n",
              "             'aryasaboury': ['pnoro'],\n",
              "             'pnoro': ['pnazemi'],\n",
              "             'masha': ['na'],\n",
              "             'hame': ['chiz'],\n",
              "             'chiz': ['to'],\n",
              "             'mohhaka': ['in', 'miiiidunam'],\n",
              "             'filmo': ['bayad'],\n",
              "             'bayad': ['bbini', 'ye'],\n",
              "             'samiraaref': ['vaaaay'],\n",
              "             'vaaaay': ['samira'],\n",
              "             'samira': ['merci'],\n",
              "             'merci': ['man'],\n",
              "             'asheghe': ['inja'],\n",
              "             'inja': ['shodam'],\n",
              "             'lana': ['janae'],\n",
              "             'janae': ['omg'],\n",
              "             'omg': ['i'],\n",
              "             'don': ['t', 't', 't', 't', 't', 't', 't', 't', 't', 't'],\n",
              "             'wanna': ['watch', 'spoil', 'be', 'watch', 'have'],\n",
              "             'behind': ['the', 'the'],\n",
              "             'scenes': ['because', 'plus', 'wouldnt', 'hai'],\n",
              "             'because': ['then',\n",
              "              'comparing',\n",
              "              'their',\n",
              "              'of',\n",
              "              'it',\n",
              "              'you',\n",
              "              'i',\n",
              "              'of',\n",
              "              'whatever',\n",
              "              'at',\n",
              "              'they'],\n",
              "             'ruins': ['the'],\n",
              "             'effects': ['of'],\n",
              "             'blissfully': ['intoxicating'],\n",
              "             'intoxicating': ['obsessed'],\n",
              "             'big': ['bangpage', 'ones', 'ups', 'waves'],\n",
              "             'its': ['a',\n",
              "              'not',\n",
              "              'way',\n",
              "              'at',\n",
              "              'gonna',\n",
              "              'not',\n",
              "              'basically',\n",
              "              'a',\n",
              "              'complexity',\n",
              "              'still',\n",
              "              'maaaassively'],\n",
              "             'fascinating': ['movie', 'it'],\n",
              "             'baraye': ['didane'],\n",
              "             'didane': ['in'],\n",
              "             'ye': ['negahi', 'so'],\n",
              "             'negahi': ['be'],\n",
              "             'theory': ['nesbiat'],\n",
              "             'nesbiat': ['einstein'],\n",
              "             'einstein': ['bendazim'],\n",
              "             'bendazim': ['vali'],\n",
              "             'vali': ['vaghean'],\n",
              "             'vaghean': ['gira'],\n",
              "             'gira': ['bood'],\n",
              "             'rafsan': ['jr'],\n",
              "             'jr': ['yasir'],\n",
              "             'yasir': ['r'],\n",
              "             'r': ['a', 'support', 't'],\n",
              "             'devinghufranf': ['saidm'],\n",
              "             'saidm': ['faaris'],\n",
              "             'faaris': ['alaydrus'],\n",
              "             'alaydrus': ['alvaedison'],\n",
              "             'hossein': ['goudarzi', 'nirvana'],\n",
              "             'goudarzi': ['psy'],\n",
              "             'psy': ['siahchale'],\n",
              "             'em': ['raeee'],\n",
              "             'raeee': ['ever'],\n",
              "             'lululupi': ['iya'],\n",
              "             'iya': ['yaa'],\n",
              "             'yaa': ['haha'],\n",
              "             'cal': ['rijani'],\n",
              "             'zk': ['mhrrim'],\n",
              "             'most': ['amazing', 'of', 'impressive', 'fav', 'bland', 'of'],\n",
              "             'scene': ['of',\n",
              "              'on',\n",
              "              'traducci',\n",
              "              'this',\n",
              "              'for',\n",
              "              'should',\n",
              "              'in',\n",
              "              'cult',\n",
              "              'is',\n",
              "              'is',\n",
              "              'ever',\n",
              "              'and',\n",
              "              'makes',\n",
              "              'along',\n",
              "              'otherwise',\n",
              "              'undoes',\n",
              "              'a',\n",
              "              'is'],\n",
              "             'sir': ['and'],\n",
              "             'we': ['witnessed',\n",
              "              'are',\n",
              "              'want',\n",
              "              'need',\n",
              "              'need',\n",
              "              'need',\n",
              "              'are',\n",
              "              'can',\n",
              "              'are',\n",
              "              'see',\n",
              "              'ever',\n",
              "              'watched',\n",
              "              'watch'],\n",
              "             'witnessed': ['a'],\n",
              "             'blackhole': ['today'],\n",
              "             'glau': ['mm'],\n",
              "             'exotica': ['snowflakes'],\n",
              "             'snowflakes': ['dekh'],\n",
              "             'dekh': ['eta'],\n",
              "             'black': ['holes',\n",
              "              'hole',\n",
              "              'hole',\n",
              "              'holes',\n",
              "              'hole',\n",
              "              'holes',\n",
              "              'etc'],\n",
              "             'holes': ['are', 'worm', 'are', 'and'],\n",
              "             'are': ['truly',\n",
              "              'a',\n",
              "              'just',\n",
              "              'expecting',\n",
              "              'you',\n",
              "              'the',\n",
              "              'you',\n",
              "              'marshall',\n",
              "              'legendary',\n",
              "              'some',\n",
              "              'full',\n",
              "              'answer',\n",
              "              'in',\n",
              "              'basically',\n",
              "              'not',\n",
              "              'so',\n",
              "              'important',\n",
              "              'not',\n",
              "              'you',\n",
              "              'absolutely',\n",
              "              'couple',\n",
              "              'special',\n",
              "              'not',\n",
              "              'died',\n",
              "              'literally',\n",
              "              'not',\n",
              "              'forgotten'],\n",
              "             'truly': ['terrifying'],\n",
              "             'carol': ['caro'],\n",
              "             'caro': ['mira'],\n",
              "             'mira': ['mira'],\n",
              "             'lays': ['chaser'],\n",
              "             'chaser': ['payts'],\n",
              "             'from': ['iran',\n",
              "              'him',\n",
              "              'the',\n",
              "              'iran',\n",
              "              'the',\n",
              "              'the',\n",
              "              'the',\n",
              "              'scissorhands',\n",
              "              'midsommar',\n",
              "              'who',\n",
              "              'it',\n",
              "              'vietnam',\n",
              "              'my',\n",
              "              'this',\n",
              "              'a'],\n",
              "             'unbelievable': ['that'],\n",
              "             'real': ['image', 'story', 'quick', 'the', 'so', 'omg'],\n",
              "             'image': ['of'],\n",
              "             'hole': ['is', 'in'],\n",
              "             'almost': ['same'],\n",
              "             'as': ['of',\n",
              "              'this',\n",
              "              'well',\n",
              "              'peter',\n",
              "              'he',\n",
              "              'a',\n",
              "              'to',\n",
              "              'a',\n",
              "              'race',\n",
              "              'convolutedness',\n",
              "              'he',\n",
              "              'told'],\n",
              "             'weight': ['interstellar'],\n",
              "             'hollymorris': ['dont'],\n",
              "             'dont': ['know', 'wanna', 'expect', 'hold'],\n",
              "             'know': ['if',\n",
              "              'dark',\n",
              "              'very',\n",
              "              'anything',\n",
              "              'what',\n",
              "              'about',\n",
              "              'people',\n",
              "              'for',\n",
              "              'the',\n",
              "              'what',\n",
              "              'any',\n",
              "              'who',\n",
              "              'but',\n",
              "              'i'],\n",
              "             'if': ['you',\n",
              "              'i',\n",
              "              'you',\n",
              "              'someone',\n",
              "              'you',\n",
              "              'someone',\n",
              "              'other',\n",
              "              'you',\n",
              "              'you',\n",
              "              'forrest',\n",
              "              'daddy',\n",
              "              'u',\n",
              "              'he',\n",
              "              'he',\n",
              "              'he',\n",
              "              'he',\n",
              "              'only',\n",
              "              'they',\n",
              "              'it'],\n",
              "             'scifi': ['fan'],\n",
              "             'fan': ['but', 'base', 'base'],\n",
              "             'thats': ['the'],\n",
              "             'think': ['now', 'that', 'you', 'to', 'it', 'we', 'it', 'jake'],\n",
              "             'another': ['film',\n",
              "              'part',\n",
              "              'dimension',\n",
              "              'interstellar',\n",
              "              'masterpiece'],\n",
              "             'about': ['space',\n",
              "              'this',\n",
              "              'this',\n",
              "              'cinema',\n",
              "              'mud',\n",
              "              'mahsaamini',\n",
              "              'rewatching',\n",
              "              'barbra',\n",
              "              'that',\n",
              "              'world',\n",
              "              'black',\n",
              "              'love',\n",
              "              'his',\n",
              "              'the',\n",
              "              'how',\n",
              "              'that'],\n",
              "             'space': ['after',\n",
              "              'what',\n",
              "              'really',\n",
              "              'near',\n",
              "              'that',\n",
              "              'lover',\n",
              "              'ship',\n",
              "              'odyssey',\n",
              "              'odyssey',\n",
              "              'movie',\n",
              "              'films',\n",
              "              'interstellear',\n",
              "              'but'],\n",
              "             'after': ['watching', 'i', 'i', 'watching', 'watching', 'they'],\n",
              "             'watching': ['interstellar',\n",
              "              'it',\n",
              "              'it',\n",
              "              'guys',\n",
              "              'this',\n",
              "              'it',\n",
              "              'i'],\n",
              "             'comparing': ['to'],\n",
              "             'wonderful': ['work'],\n",
              "             'work': ['other', 'and', 'in', 'with'],\n",
              "             'other': ['films',\n",
              "              'people',\n",
              "              'picture',\n",
              "              'wwii',\n",
              "              'android',\n",
              "              'astronauts'],\n",
              "             'nothing': ['critics', 'else', 'is', 'makes'],\n",
              "             'critics': ['can'],\n",
              "             'shut': ['up', 'the', 'the'],\n",
              "             'nerd': ['life'],\n",
              "             'ok': ['i', 'he'],\n",
              "             'master': ['piece', 'christophernolann', 'director'],\n",
              "             'yasin': ['hesam'],\n",
              "             'loved': ['this', 'it', 'it', 'this', 'ones', 'ones', 'every'],\n",
              "             'has': ['changed', 'a', 'to', 'the', 'the', 'great', 'been'],\n",
              "             'changed': ['my', 'my'],\n",
              "             'believe': ['i', 'that'],\n",
              "             'today': ['what', 'damn', 'what', 'and'],\n",
              "             'incredible': ['movie'],\n",
              "             'left': ['me', 'me'],\n",
              "             'gosh': ['it'],\n",
              "             'was': ['a',\n",
              "              'so',\n",
              "              'one',\n",
              "              'a',\n",
              "              'the',\n",
              "              'last',\n",
              "              'the',\n",
              "              'and',\n",
              "              'super',\n",
              "              'like',\n",
              "              'a',\n",
              "              'also',\n",
              "              'a',\n",
              "              'in',\n",
              "              'beaten',\n",
              "              'not',\n",
              "              'made',\n",
              "              'carl',\n",
              "              'just',\n",
              "              'cool',\n",
              "              'sooooo',\n",
              "              'ass',\n",
              "              'boring',\n",
              "              'both',\n",
              "              'based',\n",
              "              'there',\n",
              "              'i',\n",
              "              'more',\n",
              "              'blown',\n",
              "              'the',\n",
              "              'a',\n",
              "              'the',\n",
              "              'like',\n",
              "              'so',\n",
              "              'my',\n",
              "              'so',\n",
              "              'disappointed',\n",
              "              'the',\n",
              "              'like',\n",
              "              'convoluted',\n",
              "              'solid',\n",
              "              'convoluted',\n",
              "              'the',\n",
              "              'sooo',\n",
              "              'on',\n",
              "              'very',\n",
              "              'so',\n",
              "              'the',\n",
              "              'the',\n",
              "              'my',\n",
              "              'actively',\n",
              "              'shitty',\n",
              "              'shitty',\n",
              "              'shitty',\n",
              "              'it',\n",
              "              'wally',\n",
              "              'already',\n",
              "              'yesterday',\n",
              "              'a'],\n",
              "             'tornado': ['of'],\n",
              "             'madziaanetka': ['watched'],\n",
              "             'hours': ['ago'],\n",
              "             'ago': ['now', 'loved', 'and'],\n",
              "             'am': ['speechless',\n",
              "              'auf',\n",
              "              'writing',\n",
              "              'not',\n",
              "              'i',\n",
              "              'not',\n",
              "              'interested'],\n",
              "             'doubt': ['interstellar'],\n",
              "             'fo': ['movies'],\n",
              "             'sci': ['fi', 'fi', 'fi', 'fi', 'fi', 'fi', 'fi', 'fi'],\n",
              "             'fi': ['movie',\n",
              "              'runs',\n",
              "              'it',\n",
              "              'film',\n",
              "              'movie',\n",
              "              'flicks',\n",
              "              'theme',\n",
              "              'perspective'],\n",
              "             'alireza': ['molapour'],\n",
              "             'wow': ['this', 'anything', 'you', 'no', 'i'],\n",
              "             'old': ['huh', 'age', 'girl', 'lady', 'but'],\n",
              "             'ini': ['filmnya', 'filim'],\n",
              "             'filmnya': ['keren'],\n",
              "             'keren': ['katanya', 'banget'],\n",
              "             'katanya': ['feareaz'],\n",
              "             'linalatifah': ['hayuuu'],\n",
              "             'science': ['movie', 'fiction', 'fiction', 'but', 'actually'],\n",
              "             'filim': ['gaada'],\n",
              "             'gaada': ['akhlak'],\n",
              "             'baguss': ['sangattt'],\n",
              "             'sungkem': ['aja'],\n",
              "             'aja': ['ah'],\n",
              "             'ah': ['sama', 'ok', 'gilak'],\n",
              "             'sama': ['yang'],\n",
              "             'yang': ['bikin'],\n",
              "             'theofficialdelacruz': ['yes'],\n",
              "             'yes': ['sir', 'in', 'you', 'hugely'],\n",
              "             'acbari': ['correct'],\n",
              "             'tars': ['official'],\n",
              "             'official': ['k', 'na'],\n",
              "             'vvant': ['beer'],\n",
              "             'saw': ['it',\n",
              "              'a',\n",
              "              'magic',\n",
              "              'this',\n",
              "              'this',\n",
              "              'this',\n",
              "              'this',\n",
              "              'this',\n",
              "              'the',\n",
              "              'eternal',\n",
              "              'first'],\n",
              "             'tonight': ['and'],\n",
              "             'complicated': ['my', 'i', 'it'],\n",
              "             'mind': ['is', 'just', 'being'],\n",
              "             'still': ['locked',\n",
              "              'lost',\n",
              "              'don',\n",
              "              'my',\n",
              "              'these',\n",
              "              'wanted',\n",
              "              'there',\n",
              "              'haven',\n",
              "              'alive',\n",
              "              'think'],\n",
              "             'locked': ['that'],\n",
              "             'dr': ['daniel'],\n",
              "             'daniel': ['rp'],\n",
              "             'rp': ['same'],\n",
              "             'christoper': ['nolan'],\n",
              "             'lu': ['keren'],\n",
              "             'banget': ['aslii'],\n",
              "             'week': ['fell', 'when'],\n",
              "             'fell': ['in', 'in', 'in'],\n",
              "             'long': ['ago', 'movie', 'lived'],\n",
              "             'understood': ['the', 'the'],\n",
              "             'point': ['its', 'them', 'all', 'on', 'but', 'on', 'just'],\n",
              "             'runs': ['much'],\n",
              "             'much': ['deeper',\n",
              "              'felt',\n",
              "              'at',\n",
              "              'that',\n",
              "              'excited',\n",
              "              'better',\n",
              "              'food',\n",
              "              'weight'],\n",
              "             'deeper': ['newton'],\n",
              "             'newton': ['laws'],\n",
              "             'laws': ['physics'],\n",
              "             'physics': ['emotional'],\n",
              "             'emotional': ['connection', 'highpoint', 'sc', 'still', 'scenes'],\n",
              "             'connection': ['humanity'],\n",
              "             'wish': ['this', 'he', 'i', 'i'],\n",
              "             'kirstymitchellphotography': ['just'],\n",
              "             'use': ['a', 'sounds', 'a', 'of'],\n",
              "             'hope': ['my'],\n",
              "             'sons': ['also'],\n",
              "             'also': ['see', 'an', 'awesome', 'they', 'this'],\n",
              "             'future': ['a', 'reference'],\n",
              "             'expecting': ['a'],\n",
              "             'damn': ['it'],\n",
              "             'timeless': ['masterpiece'],\n",
              "             'they': ['suddenly',\n",
              "              'do',\n",
              "              'grieved',\n",
              "              'go',\n",
              "              'look',\n",
              "              'coming',\n",
              "              'didn',\n",
              "              'wanted',\n",
              "              'took',\n",
              "              'try',\n",
              "              'have',\n",
              "              'had',\n",
              "              're',\n",
              "              'were',\n",
              "              'were',\n",
              "              'would',\n",
              "              'havent',\n",
              "              'managed',\n",
              "              'just',\n",
              "              'are',\n",
              "              'won'],\n",
              "             'suddenly': ['arrive'],\n",
              "             'arrive': ['in'],\n",
              "             'saturn': ['s'],\n",
              "             'fckng': ['stupid'],\n",
              "             'stupid': ['ending', 'to'],\n",
              "             'mean': ['human', 'others'],\n",
              "             'human': ['created', 'race', 'mental'],\n",
              "             'created': ['black'],\n",
              "             'worm': ['holes'],\n",
              "             'idiot': ['bullshit'],\n",
              "             'bullshit': ['movie', 'climax'],\n",
              "             'full': ['movie', 'movie', 'cgi', 'cgi'],\n",
              "             'link': ['https', 'bio'],\n",
              "             'https': ['www', 'youtu', 'shorturl', 'sites', 'www'],\n",
              "             'www': ['instagram', 'youtube'],\n",
              "             'instagram': ['com', 'mehr'],\n",
              "             'com': ['reel', 'view', 'watch'],\n",
              "             'reel': ['cqvaim'],\n",
              "             'cqvaim': ['rho'],\n",
              "             'rho': ['igshid'],\n",
              "             'igshid': ['ymmymta'],\n",
              "             'ymmymta': ['m'],\n",
              "             'hanifparmar': ['stop', 'you'],\n",
              "             'stop': ['being', 'hating', 'calling', 'war', 'you'],\n",
              "             'being': ['so', 'more', 'the', 'lockdown'],\n",
              "             'aggressive': ['it'],\n",
              "             'understand': ['it',\n",
              "              'this',\n",
              "              'it',\n",
              "              'but',\n",
              "              'them',\n",
              "              'nocturnal',\n",
              "              'why',\n",
              "              'the',\n",
              "              'what',\n",
              "              'tenet'],\n",
              "             'at': ['all',\n",
              "              'close',\n",
              "              'their',\n",
              "              'the',\n",
              "              'all',\n",
              "              'ijzas',\n",
              "              'the',\n",
              "              'the',\n",
              "              'least',\n",
              "              'least',\n",
              "              'least',\n",
              "              'that',\n",
              "              'the',\n",
              "              'this',\n",
              "              'the',\n",
              "              'what',\n",
              "              'least',\n",
              "              'a',\n",
              "              'all',\n",
              "              'the',\n",
              "              'him'],\n",
              "             'iam': ['watch', 'done'],\n",
              "             'mohamadali': ['iam'],\n",
              "             'done': ['what', 'the'],\n",
              "             'second': ['movie',\n",
              "              'movie',\n",
              "              'movie',\n",
              "              'part',\n",
              "              'part',\n",
              "              'reason',\n",
              "              'film',\n",
              "              'scene'],\n",
              "             'need': ['a',\n",
              "              'second',\n",
              "              'a',\n",
              "              'to',\n",
              "              'languages',\n",
              "              'to',\n",
              "              'to',\n",
              "              'to',\n",
              "              'to'],\n",
              "             'should': ['have', 'burn', 'maybe', 'be', 'have', 'have'],\n",
              "             'been': ['a', 'involved', 'the', 'no', 'waiting'],\n",
              "             'absolute': ['cinema', 'waste'],\n",
              "             'cinema': ['a',\n",
              "              'at',\n",
              "              'magic',\n",
              "              'magic',\n",
              "              'peaked',\n",
              "              'magic',\n",
              "              'perspective',\n",
              "              'magic',\n",
              "              'magic',\n",
              "              'so',\n",
              "              'magic'],\n",
              "             'brilliant': ['well'],\n",
              "             'well': ['written',\n",
              "              'worthwhile',\n",
              "              'that',\n",
              "              'worthwhile',\n",
              "              'said',\n",
              "              'now',\n",
              "              'known',\n",
              "              'at',\n",
              "              'if'],\n",
              "             'written': ['movie', 'best'],\n",
              "             'had': ['to',\n",
              "              'forked',\n",
              "              'a',\n",
              "              'me',\n",
              "              'no',\n",
              "              'ever',\n",
              "              'gone',\n",
              "              'to',\n",
              "              'just',\n",
              "              'food',\n",
              "              'an',\n",
              "              'a',\n",
              "              'the',\n",
              "              'not'],\n",
              "             'fiction': ['i', 'and'],\n",
              "             'sure': ['no', 'but', 'it', 'i'],\n",
              "             'no': ['one',\n",
              "              'lightning',\n",
              "              'words',\n",
              "              'one',\n",
              "              'it',\n",
              "              'criminal',\n",
              "              'real',\n",
              "              'away',\n",
              "              'way',\n",
              "              'from',\n",
              "              'olho',\n",
              "              'shame',\n",
              "              'way',\n",
              "              'words',\n",
              "              'se',\n",
              "              'time',\n",
              "              'hesitation',\n",
              "              'way',\n",
              "              'such',\n",
              "              'entiendo',\n",
              "              'me',\n",
              "              'chance',\n",
              "              'signs',\n",
              "              'signs',\n",
              "              'maybe',\n",
              "              'you',\n",
              "              'jodas'],\n",
              "             'watches': ['this'],\n",
              "             'doesn': ['t', 't', 't'],\n",
              "             'sequel': ['to', 'could', 'be'],\n",
              "             'perfect': ['sense'],\n",
              "             'sense': ['anne', 'in', 'isn', 'in'],\n",
              "             'character': ['is', 'such'],\n",
              "             'lost': ['in'],\n",
              "             'would': ['a',\n",
              "              'recommend',\n",
              "              'give',\n",
              "              'fit',\n",
              "              'have',\n",
              "              'be',\n",
              "              'cross',\n",
              "              've',\n",
              "              'give',\n",
              "              'have',\n",
              "              'never',\n",
              "              'always',\n",
              "              'watch',\n",
              "              'have',\n",
              "              'have',\n",
              "              'go',\n",
              "              'be'],\n",
              "             'conclusion': ['look', 'this'],\n",
              "             'look': ['like', 'thank', 'so', 'at', 'up', 'at'],\n",
              "             'like': ['like',\n",
              "              'meteors',\n",
              "              'the',\n",
              "              'the',\n",
              "              'the',\n",
              "              'that',\n",
              "              'that',\n",
              "              'michaels',\n",
              "              'where',\n",
              "              'nowww',\n",
              "              'the',\n",
              "              'the',\n",
              "              'inception',\n",
              "              'no',\n",
              "              'that',\n",
              "              'it',\n",
              "              'the',\n",
              "              'wtf',\n",
              "              'omggggggggggg',\n",
              "              'complexity',\n",
              "              'a',\n",
              "              'a',\n",
              "              'x',\n",
              "              'dust',\n",
              "              'space',\n",
              "              'your',\n",
              "              'half'],\n",
              "             'when': ['rilis',\n",
              "              'i',\n",
              "              'will',\n",
              "              'a',\n",
              "              'he',\n",
              "              'you',\n",
              "              'modern',\n",
              "              'i',\n",
              "              'he',\n",
              "              'they',\n",
              "              'reconnecting',\n",
              "              'i',\n",
              "              'i',\n",
              "              'they',\n",
              "              'i',\n",
              "              'the'],\n",
              "             'rilis': ['interstellar'],\n",
              "             're': ['release',\n",
              "              'release',\n",
              "              'release',\n",
              "              'so',\n",
              "              'release',\n",
              "              'fight',\n",
              "              'the',\n",
              "              'saying',\n",
              "              'embarrassing',\n",
              "              'too',\n",
              "              'so',\n",
              "              'right',\n",
              "              'not',\n",
              "              'not',\n",
              "              'saying',\n",
              "              'word',\n",
              "              'dead'],\n",
              "             'release': ['th', 'interstellar', 'in', 'for'],\n",
              "             'anniversary': ['in', 'worldwide', 'this', 'this'],\n",
              "             'whole': ['world', 'thing', 'time', 'sci', 'script'],\n",
              "             'part': ['of',\n",
              "              'january',\n",
              "              'in',\n",
              "              'i',\n",
              "              'wasn',\n",
              "              'too',\n",
              "              'was',\n",
              "              'is',\n",
              "              'was'],\n",
              "             'please': ['re',\n",
              "              'make',\n",
              "              'if',\n",
              "              'do',\n",
              "              'if',\n",
              "              'do',\n",
              "              'do',\n",
              "              'do',\n",
              "              'tell',\n",
              "              'be',\n",
              "              'he',\n",
              "              'tag'],\n",
              "             'where': ['is',\n",
              "              'cooper',\n",
              "              'is',\n",
              "              'do',\n",
              "              'is',\n",
              "              'is',\n",
              "              'emotions',\n",
              "              'everything',\n",
              "              'he'],\n",
              "             'secc': ['part'],\n",
              "             'buchi': ['bianchi'],\n",
              "             'bianchi': ['di'],\n",
              "             'di': ['carlo', 'follow'],\n",
              "             'carlo': ['rovelli'],\n",
              "             'nurhadi': ['yers', 'by'],\n",
              "             'hello': ['cinephiles'],\n",
              "             'cinephiles': ['check'],\n",
              "             'check': ['out', 'your'],\n",
              "             'out': ['my',\n",
              "              'from',\n",
              "              'of',\n",
              "              'with',\n",
              "              'of',\n",
              "              'of',\n",
              "              'of',\n",
              "              'by',\n",
              "              'of',\n",
              "              'on',\n",
              "              'of',\n",
              "              'loud',\n",
              "              'there'],\n",
              "             'll': ['start'],\n",
              "             'start': ['posting', 'go'],\n",
              "             'posting': ['again'],\n",
              "             'again': ['if',\n",
              "              'for',\n",
              "              'mister',\n",
              "              'by',\n",
              "              'if',\n",
              "              'again',\n",
              "              'again',\n",
              "              'for'],\n",
              "             'cross': ['followers', 'a'],\n",
              "             'followers': ['thank'],\n",
              "             'thank': ['you',\n",
              "              'you',\n",
              "              'you',\n",
              "              'you',\n",
              "              'you',\n",
              "              'u',\n",
              "              'you',\n",
              "              'you',\n",
              "              'you'],\n",
              "             'video': ['immediately'],\n",
              "             'immediately': ['https'],\n",
              "             'youtu': ['be'],\n",
              "             'nfx': ['cxjc'],\n",
              "             'cxjc': ['best'],\n",
              "             'explainer': ['here'],\n",
              "             'cryofreezing': ['for'],\n",
              "             'years': ['did',\n",
              "              'and',\n",
              "              'old',\n",
              "              'ago',\n",
              "              'there',\n",
              "              'without',\n",
              "              'for',\n",
              "              'probably',\n",
              "              'in',\n",
              "              'no',\n",
              "              'awake',\n",
              "              'only',\n",
              "              'ago',\n",
              "              'with',\n",
              "              'ever',\n",
              "              'my'],\n",
              "             'pay': ['attention'],\n",
              "             'do': ['not',\n",
              "              'not',\n",
              "              'not',\n",
              "              'not',\n",
              "              'a',\n",
              "              'a',\n",
              "              'there',\n",
              "              'not',\n",
              "              'check',\n",
              "              'take',\n",
              "              'it',\n",
              "              'you',\n",
              "              'especially',\n",
              "              'slecial',\n",
              "              'they',\n",
              "              'you',\n",
              "              'not',\n",
              "              'not',\n",
              "              'but',\n",
              "              'u',\n",
              "              'you',\n",
              "              'during'],\n",
              "             'gentle': ['into', 'into', 'into', 'into', 'into'],\n",
              "             'night': ['old', 'good', 'grave', 'rage', 'that'],\n",
              "             'age': ['should', 'not'],\n",
              "             'burn': ['and'],\n",
              "             'rave': ['at'],\n",
              "             'close': ['of'],\n",
              "             'day': ['rage', 'this', 'one', 'one', 'one'],\n",
              "             'rage': ['rage',\n",
              "              'against',\n",
              "              'rage',\n",
              "              'against',\n",
              "              'rage',\n",
              "              'against',\n",
              "              'rage',\n",
              "              'against'],\n",
              "             'against': ['the', 'the', 'the', 'the'],\n",
              "             'dying': ['of', 'of', 'of', 'of', 'but', 'slowly'],\n",
              "             'though': ['wise', 'it', 'the'],\n",
              "             'men': ['at', 'come', 'who', 'near'],\n",
              "             'their': ['end', 'words', 'frail', 'are'],\n",
              "             'end': ['know', 'it', 'to'],\n",
              "             'dark': ['is', 'and'],\n",
              "             'forked': ['no'],\n",
              "             'lightning': ['they'],\n",
              "             'come': ['on',\n",
              "              'on',\n",
              "              'back',\n",
              "              'l',\n",
              "              'and',\n",
              "              'on',\n",
              "              'back',\n",
              "              'up',\n",
              "              'back'],\n",
              "             'last': ['wave', 'week', 'night'],\n",
              "             'wave': ['by'],\n",
              "             'crying': ['how', 'i', 'you'],\n",
              "             'bright': ['their'],\n",
              "             'frail': ['deeds'],\n",
              "             'deeds': ['might'],\n",
              "             'might': ['have'],\n",
              "             'danced': ['in'],\n",
              "             'green': ['bay'],\n",
              "             'bay': ['rage'],\n",
              "             'wild': ['men'],\n",
              "             'who': ['caught',\n",
              "              'see',\n",
              "              'watched',\n",
              "              'had',\n",
              "              'worked',\n",
              "              'has',\n",
              "              'knows',\n",
              "              'ever',\n",
              "              'he',\n",
              "              'aren'],\n",
              "             'caught': ['and'],\n",
              "             'sang': ['the'],\n",
              "             'sun': ['in'],\n",
              "             'flight': ['and'],\n",
              "             'learn': ['too', 'some'],\n",
              "             'too': ['late',\n",
              "              'slow',\n",
              "              'great',\n",
              "              'painful',\n",
              "              'but',\n",
              "              'many',\n",
              "              'i',\n",
              "              'complicated',\n",
              "              'stupid',\n",
              "              'gorgeous'],\n",
              "             'late': ['they'],\n",
              "             'grieved': ['it'],\n",
              "             'way': ['do', 'that', 'i', 'cooper'],\n",
              "             'grave': ['men'],\n",
              "             'near': ['death', 'a'],\n",
              "             'death': ['who'],\n",
              "             'blinding': ['sight'],\n",
              "             'sight': ['blind'],\n",
              "             'blind': ['eyes'],\n",
              "             'eyes': ['could'],\n",
              "             'blaze': ['like'],\n",
              "             'meteors': ['and'],\n",
              "             'gay': ['rage', 'icon'],\n",
              "             'father': ['there'],\n",
              "             'sad': ['height'],\n",
              "             'height': ['curse'],\n",
              "             'curse': ['bless'],\n",
              "             'bless': ['me'],\n",
              "             'fierce': ['tears'],\n",
              "             'tears': ['i', 'were', 'when', 'with'],\n",
              "             'pray': ['do'],\n",
              "             'hear': ['a'],\n",
              "             'clock': ['tick'],\n",
              "             'tick': ['while'],\n",
              "             'while': ['wachting', 'interstellar', 'it', 'being'],\n",
              "             'wachting': ['this'],\n",
              "             'maybe': ['have', 'a', 'it', 'his', 'they'],\n",
              "             'understanding': ['of'],\n",
              "             'bible': ['if'],\n",
              "             'really': ['want',\n",
              "              'work',\n",
              "              'is',\n",
              "              'got',\n",
              "              'is',\n",
              "              'awesome',\n",
              "              'wonder',\n",
              "              'you',\n",
              "              'can',\n",
              "              'cared',\n",
              "              'felt',\n",
              "              'love',\n",
              "              'in',\n",
              "              'not',\n",
              "              'lackluster'],\n",
              "             'someone': ['sees', 'sees'],\n",
              "             'sees': ['this', 'his', 'this'],\n",
              "             'imax': ['for'],\n",
              "             'year': ['anniversary', 'anniversary', 'he', 'gave', 'for'],\n",
              "             'november': ['i', 'i'],\n",
              "             'promise': ['the', 'the'],\n",
              "             'base': ['of', 'of'],\n",
              "             'disappoint': ['and', 'and'],\n",
              "             'chsi': ['chqmagana'],\n",
              "             'chqmagana': ['xali'],\n",
              "             'were': ['worth',\n",
              "              'thought',\n",
              "              'saying',\n",
              "              'that',\n",
              "              'a',\n",
              "              'amazing',\n",
              "              'transmitting',\n",
              "              'still'],\n",
              "             'worth': ['it', 'watching', 'missing'],\n",
              "             'p': ['real', 'nh', 'gina'],\n",
              "             'announcement': ['of'],\n",
              "             'january': ['i'],\n",
              "             'krushibhakta': ['fr', 'hahahahaha'],\n",
              "             'beeflatnate': ['its'],\n",
              "             'smithsonian': ['theater'],\n",
              "             'theater': ['in'],\n",
              "             'dc': ['on'],\n",
              "             'sunday': ['dec', 'i'],\n",
              "             'honest': ['ive', 'i'],\n",
              "             'known': ['about', 'u'],\n",
              "             'didn': ['t', 't', 't', 't', 't', 't', 't', 't', 't', 't'],\n",
              "             'some': ['reason',\n",
              "              'musicians',\n",
              "              'people',\n",
              "              'physics',\n",
              "              'of',\n",
              "              'of',\n",
              "              'movies'],\n",
              "             'reason': ['until'],\n",
              "             'until': ['last'],\n",
              "             'tiktok': ['and', 'existed'],\n",
              "             'decided': ['to', 'to', 'to', 'to'],\n",
              "             'give': ['it', 'anything', 'chills', 'to'],\n",
              "             'those': ['of', 'of', 'minutes', 'cases', 'years'],\n",
              "             'masterpiece': ['like',\n",
              "              'goat',\n",
              "              'that',\n",
              "              'music',\n",
              "              'of',\n",
              "              'of',\n",
              "              'but'],\n",
              "             'story': ['is', 'not', 'is', 'kid'],\n",
              "             'lot': ['of', 'of', 'of'],\n",
              "             'impactful': ['scenes'],\n",
              "             'plus': ['it', 'du'],\n",
              "             'shows': ['you', 'a', 'how'],\n",
              "             'spoil': ['anything'],\n",
              "             'anything': ['about', 'bad', 'to', 'about', 'about', 'smart'],\n",
              "             'cuz': ['if'],\n",
              "             'decide': ['to'],\n",
              "             'sometime': ['its'],\n",
              "             'experience': ['for', 'watching', 'is', 'that'],\n",
              "             'got': ['me', 'killed', 'us'],\n",
              "             'shocking': ['it'],\n",
              "             'super': ['excellent'],\n",
              "             'excellent': ['produced'],\n",
              "             'produced': ['and'],\n",
              "             'composed': ['by'],\n",
              "             'expect': ['anything'],\n",
              "             'bad': ['from', 'choice'],\n",
              "             'always': ['coming', 'choose'],\n",
              "             'something': ['new', 'special', 'better'],\n",
              "             'new': ['and', 'world', 'about'],\n",
              "             'catchy': ['interstellar'],\n",
              "             'haven': ['t', 't', 't', 't', 't'],\n",
              "             'recommend': ['watching'],\n",
              "             'soon': ['i'],\n",
              "             'kardes': ['beni'],\n",
              "             'beni': ['ld'],\n",
              "             'ld': ['rtmay'],\n",
              "             'rtmay': ['n'],\n",
              "             'b': ['t', 'pitts', 'nazaram'],\n",
              "             'alg': ['m'],\n",
              "             'bozuldu': ['bak'],\n",
              "             'bak': ['bana', 'elim'],\n",
              "             'bana': ['ikinci'],\n",
              "             'ikinci': ['filmi'],\n",
              "             'filmi': ['g'],\n",
              "             'nderin': ['bak'],\n",
              "             'elim': ['aya'],\n",
              "             'aya': ['m'],\n",
              "             'acting': ['but', 'stop', 'and'],\n",
              "             'annoying': ['music'],\n",
              "             'hardly': ['ever'],\n",
              "             'touches': ['the'],\n",
              "             'looking': ['for'],\n",
              "             'atom': ['even'],\n",
              "             'sc': ['ne', 'ne'],\n",
              "             'ne': ['where', 'parliamo', 'bi', 'mancano'],\n",
              "             'cooper': ['sees', 'what', 'just'],\n",
              "             'his': ['daughter',\n",
              "              'best',\n",
              "              'face',\n",
              "              'best',\n",
              "              'strong',\n",
              "              'daughter',\n",
              "              'wife',\n",
              "              'daughter',\n",
              "              'crew',\n",
              "              'loved',\n",
              "              'loved',\n",
              "              'performance'],\n",
              "             'daughter': ['again', 'and', 'through', 'even'],\n",
              "             'mister': ['zimmer'],\n",
              "             'chose': ['to', 'to'],\n",
              "             'fit': ['the'],\n",
              "             'next': ['exorcist'],\n",
              "             'exorcist': ['movie'],\n",
              "             'intelligence': ['are'],\n",
              "             'two': ['opposite', 'for'],\n",
              "             'opposite': ['sides'],\n",
              "             'slow': ['to'],\n",
              "             'comprehend': ['the'],\n",
              "             'hahahahahaha': ['you'],\n",
              "             'fcking': ['dump'],\n",
              "             'dump': ['dude'],\n",
              "             'dude': ['clearly', 'that', 'for'],\n",
              "             'clearly': ['your'],\n",
              "             'possible': ['that'],\n",
              "             'may': ['be'],\n",
              "             'difficult': ['to', 'to'],\n",
              "             'introduced': ['a'],\n",
              "             'sexy': ['movie'],\n",
              "             'visit': ['this'],\n",
              "             'channel': ['aj'],\n",
              "             'aj': ['films'],\n",
              "             'bollywood': ['south'],\n",
              "             'south': ['indian'],\n",
              "             'indian': ['movie'],\n",
              "             'ad': ['ahmdz',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra',\n",
              "              'astra'],\n",
              "             'ahmdz': ['interstellar'],\n",
              "             'einmalig': ['im'],\n",
              "             'im': ['kino', 'a', 'concerned', 'love', 'm', 'm'],\n",
              "             'kino': ['am'],\n",
              "             'auf': ['instagram'],\n",
              "             'mehr': ['infos'],\n",
              "             'infos': ['michel'],\n",
              "             'michel': ['detlef'],\n",
              "             'series': ['chahiye'],\n",
              "             'chahiye': ['to'],\n",
              "             'telegram': ['group'],\n",
              "             'group': ['link'],\n",
              "             'bio': ['freeeeeee'],\n",
              "             'juandiegog': ['just'],\n",
              "             'relationship': ['between'],\n",
              "             'between': ['the', 'dom', 'bruce'],\n",
              "             'upload': ['time'],\n",
              "             'these': ['posts',\n",
              "              'miniatures',\n",
              "              'customes',\n",
              "              'comparison',\n",
              "              'fuckers',\n",
              "              'is'],\n",
              "             'posts': ['is'],\n",
              "             'code': ['that'],\n",
              "             'cuando': ['el'],\n",
              "             'el': ['reestreno', 'relato', 'film', 'cora', 'centro', 'amor'],\n",
              "             'reestreno': ['en'],\n",
              "             'en': ['cines',\n",
              "              'directe',\n",
              "              'mi',\n",
              "              'rapellais',\n",
              "              'realidad',\n",
              "              'todo',\n",
              "              'una',\n",
              "              'el'],\n",
              "             'qobildadakhonov': ['https'],\n",
              "             'shorturl': ['at'],\n",
              "             'ot': ['hs', 'hs'],\n",
              "             'hs': ['m', 'm'],\n",
              "             'doing': ['to', 'docking'],\n",
              "             'arthurvalentee': ['we'],\n",
              "             'happened': ['to'],\n",
              "             'checkout': ['the'],\n",
              "             'edit': ['on'],\n",
              "             'ig': ['page'],\n",
              "             'better': ['i', 'during', 'place', 'to', 'and', 'he'],\n",
              "             'strongly': ['believe'],\n",
              "             'wont': ['watch'],\n",
              "             'during': ['my', 'those'],\n",
              "             'caption': ['culture', 'said'],\n",
              "             'build': ['colony', 'me'],\n",
              "             'colony': ['in'],\n",
              "             'tht': ['planet'],\n",
              "             'ninth': ['time'],\n",
              "             'felt': ['like', 'thousand', 'love', 'the'],\n",
              "             'sites': ['google'],\n",
              "             'google': ['com'],\n",
              "             'view': ['youfoundviralmovie'],\n",
              "             'youfoundviralmovie': ['home'],\n",
              "             'wasely': ['jaz'],\n",
              "             'jaz': ['shut'],\n",
              "             'random': ['gc', 'but', 'i'],\n",
              "             'performance': ['is', 'for', 'in'],\n",
              "             'missing': ['killer', 'all'],\n",
              "             'killer': ['joe'],\n",
              "             'true': ['detective',\n",
              "              'detective',\n",
              "              'detective',\n",
              "              'detective',\n",
              "              'detective',\n",
              "              'detective',\n",
              "              'its',\n",
              "              'cinematic',\n",
              "              'everlasting',\n",
              "              'not'],\n",
              "             'detective': ['is', 'literally', 'worth'],\n",
              "             'unprecedented': ['and'],\n",
              "             'stays': ['like'],\n",
              "             'lion': ['is'],\n",
              "             'hungry': ['it'],\n",
              "             'jake': ['brigance', 'gyllenhaal'],\n",
              "             'brigance': ['in'],\n",
              "             'ed': ['tv'],\n",
              "             'tv': ['of', 'je'],\n",
              "             'beach': ['bum', 'bum'],\n",
              "             'connor': ['meed'],\n",
              "             'meed': ['is'],\n",
              "             'sequence': ['from'],\n",
              "             'mattew': ['macconaguey'],\n",
              "             'macconaguey': ['is'],\n",
              "             'face': ['making'],\n",
              "             'making': ['signs'],\n",
              "             'signs': ['of', 'that', 'of', 'of'],\n",
              "             'traducci': ['en'],\n",
              "             'forgot': ['frailty', 'momento'],\n",
              "             'dallas': ['buyers'],\n",
              "             'buyers': ['club'],\n",
              "             'club': ['was', 'a'],\n",
              "             'crazy': ['movie'],\n",
              "             'bigger': ['part'],\n",
              "             'wolf': ['of', 'of'],\n",
              "             'wall': ['street', 'street'],\n",
              "             'street': ['never', 'are'],\n",
              "             'magic': ['mike',\n",
              "              'hey',\n",
              "              'is',\n",
              "              'onceuponatimeinhollywood',\n",
              "              'inception'],\n",
              "             'mike': ['or'],\n",
              "             'gentlemen': ['honorable'],\n",
              "             'honorable': ['mention'],\n",
              "             'mention': ['two', 'it'],\n",
              "             'money': ['shows'],\n",
              "             'sick': ['that'],\n",
              "             'sports': ['gambling'],\n",
              "             'gambling': ['could'],\n",
              "             'gold': ['was', 'tu'],\n",
              "             'entertaining': ['movie'],\n",
              "             'played': ['the'],\n",
              "             'coach': ['in'],\n",
              "             'marshall': ['he'],\n",
              "             'talking': ['about', 'about'],\n",
              "             'boss': ['and'],\n",
              "             'else': ['in'],\n",
              "             'lastmemento': ['hell'],\n",
              "             'hell': ['yea'],\n",
              "             'literally': ['his', 'went', 'burst', 'a', 'makes'],\n",
              "             'officiallymcconaughey': ['trumpsupporter'],\n",
              "             'trumpsupporter': ['extraordinaire'],\n",
              "             'why': ['not',\n",
              "              'i',\n",
              "              'i',\n",
              "              'is',\n",
              "              'midsommar',\n",
              "              'mention',\n",
              "              'the',\n",
              "              'midsommar'],\n",
              "             'hey': ['please', 'bro'],\n",
              "             'inbox': ['d'],\n",
              "             'd': ['m', 'argue', 'ailleurs', 'uguale', 'be', 'ever', 'enjoy'],\n",
              "             'email': ['for'],\n",
              "             'partnership': ['pitch'],\n",
              "             'pitch': ['please', 'black'],\n",
              "             'take': ['a'],\n",
              "             'tropic': ['thunder'],\n",
              "             'mud': ['is'],\n",
              "             'minutes': ['in'],\n",
              "             'texas': ['chainsaw'],\n",
              "             'chainsaw': ['massacre'],\n",
              "             'intersucked': ['sorry'],\n",
              "             'power': ['too'],\n",
              "             'beanienclogs': ['season'],\n",
              "             'season': ['is'],\n",
              "             'epic': ['just'],\n",
              "             'musicians': ['that'],\n",
              "             'doest': ['even'],\n",
              "             'languages': ['to'],\n",
              "             'feel': ['what', 'us', 'old'],\n",
              "             'wants': ['to'],\n",
              "             'deliver': ['this'],\n",
              "             'shot': ['by'],\n",
              "             'friend': ['tim'],\n",
              "             'tim': ['angulo'],\n",
              "             'angulo': ['by'],\n",
              "             'analyse': ['the'],\n",
              "             'endurances': ['spin'],\n",
              "             'exactly': ['miniature'],\n",
              "             'miniature': ['best', 'space'],\n",
              "             'adnanrkhan': ['what'],\n",
              "             'place': ['to'],\n",
              "             'post': ['of', 'i', 'it'],\n",
              "             'vah': ['id'],\n",
              "             'id': ['well'],\n",
              "             'carlitos': ['braun', 'braun'],\n",
              "             'rafa': ['garcial'],\n",
              "             'garcial': ['que'],\n",
              "             'que': ['flipe',\n",
              "              'coincidencia',\n",
              "              'gran',\n",
              "              'je',\n",
              "              'llaman',\n",
              "              'viene',\n",
              "              'vea',\n",
              "              'pena',\n",
              "              'tal',\n",
              "              'fome',\n",
              "              'seguir',\n",
              "              'somos',\n",
              "              'trasciende',\n",
              "              'du'],\n",
              "             'braun': ['una'],\n",
              "             'una': ['pasada', 'lezione', 'sola', 'pel'],\n",
              "             'gebruiker': ['wtf'],\n",
              "             'practical': ['cgi'],\n",
              "             'xime': ['ec'],\n",
              "             'going': ['full', 'to'],\n",
              "             'cgi': ['that', 'shots', 'just'],\n",
              "             'nico': ['bali', 'que'],\n",
              "             'giiuliacaruso': ['a'],\n",
              "             'breve': ['comincer', 'y'],\n",
              "             'comincer': ['una'],\n",
              "             'lezione': ['su'],\n",
              "             'su': ['cristopher', 'tevuku'],\n",
              "             'cristopher': ['nolan'],\n",
              "             'e': ['hans', 'de', 'ke'],\n",
              "             'parliamo': ['a'],\n",
              "             'tu': ['per', 'me', 'me', 'su'],\n",
              "             'per': ['tu'],\n",
              "             'randy': ['nguyeen', 'nguyeen'],\n",
              "             'nguyeen': ['crazy', 'nolan'],\n",
              "             'kazuhacaca': ['how', 'cinema'],\n",
              "             'rlly': ['had'],\n",
              "             'thinking': ['he', 'about'],\n",
              "             'actually': ['filmed', 'understand', 'is', 'are'],\n",
              "             'filmed': ['in', 'in'],\n",
              "             'bro': ['i', 'download', 'comments', 'le'],\n",
              "             'writing': ['to', 'and'],\n",
              "             'iran': ['do', 'is'],\n",
              "             'mahsaamini': ['the', 'be'],\n",
              "             'government': ['of'],\n",
              "             'oppressing': ['the'],\n",
              "             'people': ['please',\n",
              "              'who',\n",
              "              'were',\n",
              "              'hate',\n",
              "              'who',\n",
              "              'get',\n",
              "              'say',\n",
              "              'with'],\n",
              "             'voice': ['of'],\n",
              "             'us': ['iranians',\n",
              "              'that',\n",
              "              'um',\n",
              "              'again',\n",
              "              'emotional',\n",
              "              'this',\n",
              "              'the'],\n",
              "             'girl': ['who', 'we', 'changed'],\n",
              "             'criminal': ['record'],\n",
              "             'record': ['got'],\n",
              "             'killed': ['by'],\n",
              "             'morality': ['police'],\n",
              "             'police': ['she'],\n",
              "             'beaten': ['in'],\n",
              "             'head': ['several'],\n",
              "             'several': ['times'],\n",
              "             'passed': ['away'],\n",
              "             'away': ['in', 'to'],\n",
              "             'hospital': ['because'],\n",
              "             'brain': ['damage'],\n",
              "             'damage': ['her'],\n",
              "             'crime': ['was'],\n",
              "             'having': ['hijab', 'to'],\n",
              "             'hijab': ['mahsaamini'],\n",
              "             'our': ['voice', 'generation', 'netflix'],\n",
              "             'celleberry': ['incredible'],\n",
              "             'allan': ['asap'],\n",
              "             'asap': ['soon'],\n",
              "             'diegogarci': ['yes'],\n",
              "             'ideal': ['world'],\n",
              "             'gamma': ['infested'],\n",
              "             'infested': ['black'],\n",
              "             'nicolas': ['lol', 'great', 'i'],\n",
              "             'shots': ['all', 'are'],\n",
              "             'throughout': ['the'],\n",
              "             'probably': ['couldn', 'the'],\n",
              "             'couldn': ['t', 't', 't'],\n",
              "             'them': ['out',\n",
              "              'i',\n",
              "              'and',\n",
              "              'all',\n",
              "              'all',\n",
              "              'and',\n",
              "              'everyyyy',\n",
              "              'that',\n",
              "              'they',\n",
              "              'to'],\n",
              "             'set': ['built', 'back'],\n",
              "             'built': ['ones'],\n",
              "             'ones': ['stop', 'but', 'on', 'are'],\n",
              "             'hating': ['cgi'],\n",
              "             'trendy': ['thing'],\n",
              "             'thing': ['to', 'in', 'but', 'carrying', 'called'],\n",
              "             'especially': ['when'],\n",
              "             'involved': ['with'],\n",
              "             'production': ['like', 'but', 'used'],\n",
              "             'slecial': ['effects'],\n",
              "             'vfx': ['and'],\n",
              "             'worked': ['on'],\n",
              "             'argue': ['good'],\n",
              "             'alessio': ['marinozzi', 'marinozzi'],\n",
              "             'marinozzi': ['it', 'oh'],\n",
              "             'wasn': ['t', 't', 't', 't', 't', 't'],\n",
              "             'paradox': ['s'],\n",
              "             'thought': ['to', 'hmm', 'you'],\n",
              "             'basically': ['a', 'just', 'her', 'means'],\n",
              "             'high': ['budgeted'],\n",
              "             'budgeted': ['imagination'],\n",
              "             'answer': ['to'],\n",
              "             'wrong': ['comment', 'not'],\n",
              "             'comment': ['cause', 'you'],\n",
              "             'cause': ['i', 'the', 'it'],\n",
              "             'say': ['it', 'me', 'it', 'so', 'you', 'he'],\n",
              "             'oterwhise': ['it'],\n",
              "             'thriller': ['signs'],\n",
              "             'every': ['nolan',\n",
              "              'time',\n",
              "              'fincher',\n",
              "              'time',\n",
              "              'time',\n",
              "              'time',\n",
              "              'category',\n",
              "              'single'],\n",
              "             'technology': ['used'],\n",
              "             'used': ['it', 'miniatures', 'shirt'],\n",
              "             'things': ['that', 'than'],\n",
              "             'appens': ['to'],\n",
              "             'realistic': ['base', 'use'],\n",
              "             'algu': ['m'],\n",
              "             'fala': ['onde'],\n",
              "             'onde': ['posso'],\n",
              "             'posso': ['assistir'],\n",
              "             'assistir': ['esse'],\n",
              "             'esse': ['filme', 'filme', 'filme'],\n",
              "             'ganeshsharma': ['x'],\n",
              "             'mastepiece': ['again'],\n",
              "             'peaked': ['here'],\n",
              "             'spintool': ['say', 'yea', 'because'],\n",
              "             'direction': ['best'],\n",
              "             'camera': ['angles'],\n",
              "             'angles': ['for'],\n",
              "             'shooting': ['best'],\n",
              "             'calling': ['it'],\n",
              "             'forgotten': ['this', 'after'],\n",
              "             'combine': ['the'],\n",
              "             'lord': ['of'],\n",
              "             'rings': ['franchise'],\n",
              "             'franchise': ['into'],\n",
              "             'option': ['since'],\n",
              "             'three': ['movies'],\n",
              "             'yea': ['there'],\n",
              "             'awesome': ['but', 'seeing', 'museum', 'tracks'],\n",
              "             'lotr': ['is'],\n",
              "             'fantastic': ['genre', 'time', 'film'],\n",
              "             'genre': ['while'],\n",
              "             'based': ['on', 'on', 'on'],\n",
              "             'theories': ['of'],\n",
              "             'download': ['link', 'the'],\n",
              "             'heard': ['this'],\n",
              "             'searching': ['this'],\n",
              "             'og': ['contact'],\n",
              "             'contact': ['was'],\n",
              "             'carl': ['sagan'],\n",
              "             'sagan': ['the'],\n",
              "             'victorpubgm': ['transformers'],\n",
              "             'transformers': ['no'],\n",
              "             'alone': ['in', 'and', 'in', 'up'],\n",
              "             'universe': ['and'],\n",
              "             'bigg': ['and'],\n",
              "             'eu': ['te', 'te', 'assisti', 'ontem'],\n",
              "             'te': ['amo', 'amo', 'faltan', 'j'],\n",
              "             ...})"
            ]
          },
          "execution_count": 48,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "bigram_model = defaultdict(list)\n",
        "for bigram in bigramsList:\n",
        "    first_word, second_word = bigram\n",
        "    bigram_model[first_word].append(second_word)\n",
        "\n",
        "bigram_model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LIoowONHuME1",
        "outputId": "34bc7ff5-2d83-4acd-e132-8fb7e8e31fdc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "11\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "['film',\n",
              " 'scene',\n",
              " 'and',\n",
              " 'experience',\n",
              " 'friend',\n",
              " 'it',\n",
              " 'my',\n",
              " 'movie',\n",
              " 'movie',\n",
              " 'part',\n",
              " 'amirite']"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def possible_next_words(current_word,model):\n",
        "    return model.get(current_word, [])\n",
        "\n",
        "current_word = 'amazing'\n",
        "next_words = possible_next_words(current_word,bigram_model)\n",
        "print(len(next_words))\n",
        "next_words"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'movie': 18.181818181818183,\n",
              " 'film': 9.090909090909092,\n",
              " 'scene': 9.090909090909092,\n",
              " 'and': 9.090909090909092,\n",
              " 'experience': 9.090909090909092,\n",
              " 'friend': 9.090909090909092,\n",
              " 'it': 9.090909090909092,\n",
              " 'my': 9.090909090909092,\n",
              " 'part': 9.090909090909092,\n",
              " 'amirite': 9.090909090909092}"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def probability(next_words):\n",
        "    word_count = len(next_words)\n",
        "    word_occurrences = {}\n",
        "    for word in next_words:\n",
        "        word_occurrences[word] = word_occurrences.get(word, 0) + 1\n",
        "    \n",
        "    percentages = {word: (count / word_count) * 100 for word, count in word_occurrences.items()}\n",
        "    sorted_percentages = dict(sorted(percentages.items(), key=lambda item: item[1], reverse=True))\n",
        "    return sorted_percentages\n",
        "\n",
        "prob = probability(next_words)\n",
        "prob"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[('best', 13.356164383561644),\n",
              " ('movie', 7.191780821917808),\n",
              " ('first', 4.4520547945205475),\n",
              " ('same', 3.0821917808219177),\n",
              " ('name', 2.054794520547945)]"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def topProbabilityWords(word,count,model):\n",
        "  next_words = possible_next_words(word,model)\n",
        "  prob = probability(next_words)\n",
        "  return list(prob.items())[:count]\n",
        "\n",
        "x = topProbabilityWords('the',5,bigram_model)\n",
        "x"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "6105\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "[('malih', 'kt', 'follow'),\n",
              " ('kt', 'follow', 'this'),\n",
              " ('my', 'favorite', 'monolith'),\n",
              " ('favorite', 'monolith', 'spaceship'),\n",
              " ('i', 'want', 'to'),\n",
              " ('want', 'to', 'see'),\n",
              " ('to', 'see', 'that'),\n",
              " ('see', 'that', 'for'),\n",
              " ('that', 'for', 'real'),\n",
              " ('i', 'see', 'this')]"
            ]
          },
          "execution_count": 49,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "thregramList = list()\n",
        "\n",
        "for sentence in df[\"text\"]:\n",
        "    words = sentence.split()\n",
        "    bigrams = ngrams(words, 3)\n",
        "    for bigram in bigrams:\n",
        "        thregramList.append(bigram)\n",
        "print(len(thregramList))\n",
        "thregramList[:10]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[('movie', 'since', 'the'), ('movie', 'suckkkkkkkkksssss', 'davidsimmons'), ('movie', 'bcoz', 'of'), ('movie', 'i', 've'), ('movie', 'ever', 'i'), ('movie', 'in', 'the'), ('movie', 'it', 's'), ('movie', 'ive', 'ever'), ('movie', 'i', 've'), ('movie', 'a', 'must'), ('movie', 'is', 'so'), ('movie', 'the', 'best'), ('movie', 'i', 've'), ('movie', 'has', 'changed'), ('movie', 'it', 'left'), ('movie', 'in', 'all'), ('movie', 'ever', 'made'), ('movie', 'in', 'history'), ('movie', 'was', 'a'), ('movie', 'what', 'i'), ('movie', 'in', 'the'), ('movie', 'and', 'bullshit'), ('movie', 'link', 'https'), ('movie', 'you', 'don'), ('movie', 'words', 'can'), ('movie', 'had', 'to'), ('movie', 'make', 'perfect'), ('movie', 'in', 'the'), ('movie', 'explainer', 'here'), ('movie', 'will', 'not'), ('movie', 'of', 'all'), ('movie', 'for', 'years'), ('movie', 'is', 'a'), ('movie', 'cuz', 'if'), ('movie', 'is', 'a'), ('movie', 'is', 'cats'), ('movie', 'may', 'be'), ('movie', 'that', 'will'), ('movie', 'on', 'my'), ('movie', 'series', 'chahiye'), ('movie', 'will', 'not'), ('movie', 'that', 'i'), ('movie', 'ever', 'thanks'), ('movie', 'https', 'sites'), ('movie', 'interstellar', 'mattew'), ('movie', 'and', 'i'), ('movie', 'with', 'him'), ('movie', 'is', 'beautiful'), ('movie', 'with', 'a'), ('movie', 'i', 'had'), ('movie', 'i', 'fell'), ('movie', 'i', 'fell'), ('movie', 'it', 's'), ('movie', 'by', 'searching'), ('movie', 'feel', 'us'), ('movie', 'ever', 'made'), ('movie', 'in', 'humanity'), ('movie', 'is', 'great'), ('movie', 'for', 'the'), ('movie', 'this', 'is'), ('movie', 'and', 'there'), ('movie', 'was', 'sooooo'), ('movie', 'was', 'ass'), ('movie', 'and', 'who'), ('movie', 'tried', 'hard'), ('movie', 'makes', 'me'), ('movie', 'like', 'the'), ('movie', 'that', 's'), ('movie', 'like', 'inception'), ('movie', 'out', 'of'), ('movie', 'on', 'the'), ('movie', 'we', 'ever'), ('movie', 'offers', 'is'), ('movie', 'is', 'kind'), ('movie', 'i', 'ever'), ('movie', 'and', 'one'), ('movie', 'dunkirk', 'by'), ('movie', 'that', 'movie'), ('movie', 'dunkirk', 'was'), ('movie', 'on', 'world'), ('movie', 'makes', 'me'), ('movie', 'at', 'all'), ('movie', 'is', 'the'), ('movie', 'but', 'that'), ('movie', 'that', 'went'), ('movie', 'never', 'existed'), ('movie', 'is', 'this'), ('movie', 'dekhi', 'hai'), ('movie', 'name', 'please'), ('movie', 'for', 'many'), ('movie', 'is', 'great'), ('movie', 'to', 'randos'), ('movie', 'from', 'a'), ('movie', 'is', 'the'), ('movie', 'evie', 'brad'), ('movie', 'of', 'the'), ('movie', 'years', 'ever'), ('movie', 'before', 'tiktok')]\n"
          ]
        }
      ],
      "source": [
        "def filter_trigrams(trigram_list, specific_word):\n",
        "    filtered_trigrams = []\n",
        "    for trigram in trigram_list:\n",
        "        if trigram[0] == specific_word:\n",
        "            filtered_trigrams.append(trigram)\n",
        "    return filtered_trigrams\n",
        "\n",
        "specific_word = 'movie' \n",
        "filtered_trigrams = filter_trigrams(thregramList, specific_word)\n",
        "print(filtered_trigrams)\n",
        " "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[('is', 11.224489795918368),\n",
              " ('i', 7.142857142857142),\n",
              " ('in', 6.122448979591836),\n",
              " ('and', 5.1020408163265305),\n",
              " ('that', 5.1020408163265305),\n",
              " ('ever', 4.081632653061225),\n",
              " ('it', 3.061224489795918),\n",
              " ('was', 3.061224489795918),\n",
              " ('for', 3.061224489795918),\n",
              " ('on', 3.061224489795918)]"
            ]
          },
          "execution_count": 50,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "def calculate_second_word_frequency(data, target_word):\n",
        "    second_word_count = defaultdict(int)\n",
        "    total_instances = 0\n",
        "    \n",
        "    for first, second, _ in data:\n",
        "        if first == target_word:\n",
        "            second_word_count[second] += 1\n",
        "            total_instances += 1\n",
        "    \n",
        "    second_word_percentage = []\n",
        "    for second, count in second_word_count.items():\n",
        "        percentage = (count / total_instances) * 100\n",
        "        second_word_percentage.append((second, percentage))\n",
        "    \n",
        "    sorted_result = sorted(second_word_percentage, key=lambda x: x[1], reverse=True)\n",
        "    \n",
        "    return sorted_result\n",
        "\n",
        "result = calculate_second_word_frequency(filtered_trigrams, specific_word)\n",
        "\n",
        "result[:10]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[(('movie', 'since'), 'the'), (('movie', 'suckkkkkkkkksssss'), 'davidsimmons'), (('movie', 'bcoz'), 'of'), (('movie', 'i'), 've'), (('movie', 'ever'), 'i'), (('movie', 'in'), 'the'), (('movie', 'it'), 's'), (('movie', 'ive'), 'ever'), (('movie', 'i'), 've'), (('movie', 'a'), 'must'), (('movie', 'is'), 'so'), (('movie', 'the'), 'best'), (('movie', 'i'), 've'), (('movie', 'has'), 'changed'), (('movie', 'it'), 'left'), (('movie', 'in'), 'all'), (('movie', 'ever'), 'made'), (('movie', 'in'), 'history'), (('movie', 'was'), 'a'), (('movie', 'what'), 'i'), (('movie', 'in'), 'the'), (('movie', 'and'), 'bullshit'), (('movie', 'link'), 'https'), (('movie', 'you'), 'don'), (('movie', 'words'), 'can'), (('movie', 'had'), 'to'), (('movie', 'make'), 'perfect'), (('movie', 'in'), 'the'), (('movie', 'explainer'), 'here'), (('movie', 'will'), 'not'), (('movie', 'of'), 'all'), (('movie', 'for'), 'years'), (('movie', 'is'), 'a'), (('movie', 'cuz'), 'if'), (('movie', 'is'), 'a'), (('movie', 'is'), 'cats'), (('movie', 'may'), 'be'), (('movie', 'that'), 'will'), (('movie', 'on'), 'my'), (('movie', 'series'), 'chahiye'), (('movie', 'will'), 'not'), (('movie', 'that'), 'i'), (('movie', 'ever'), 'thanks'), (('movie', 'https'), 'sites'), (('movie', 'interstellar'), 'mattew'), (('movie', 'and'), 'i'), (('movie', 'with'), 'him'), (('movie', 'is'), 'beautiful'), (('movie', 'with'), 'a'), (('movie', 'i'), 'had'), (('movie', 'i'), 'fell'), (('movie', 'i'), 'fell'), (('movie', 'it'), 's'), (('movie', 'by'), 'searching'), (('movie', 'feel'), 'us'), (('movie', 'ever'), 'made'), (('movie', 'in'), 'humanity'), (('movie', 'is'), 'great'), (('movie', 'for'), 'the'), (('movie', 'this'), 'is'), (('movie', 'and'), 'there'), (('movie', 'was'), 'sooooo'), (('movie', 'was'), 'ass'), (('movie', 'and'), 'who'), (('movie', 'tried'), 'hard'), (('movie', 'makes'), 'me'), (('movie', 'like'), 'the'), (('movie', 'that'), 's'), (('movie', 'like'), 'inception'), (('movie', 'out'), 'of'), (('movie', 'on'), 'the'), (('movie', 'we'), 'ever'), (('movie', 'offers'), 'is'), (('movie', 'is'), 'kind'), (('movie', 'i'), 'ever'), (('movie', 'and'), 'one'), (('movie', 'dunkirk'), 'by'), (('movie', 'that'), 'movie'), (('movie', 'dunkirk'), 'was'), (('movie', 'on'), 'world'), (('movie', 'makes'), 'me'), (('movie', 'at'), 'all'), (('movie', 'is'), 'the'), (('movie', 'but'), 'that'), (('movie', 'that'), 'went'), (('movie', 'never'), 'existed'), (('movie', 'is'), 'this'), (('movie', 'dekhi'), 'hai'), (('movie', 'name'), 'please'), (('movie', 'for'), 'many'), (('movie', 'is'), 'great'), (('movie', 'to'), 'randos'), (('movie', 'from'), 'a'), (('movie', 'is'), 'the'), (('movie', 'evie'), 'brad'), (('movie', 'of'), 'the'), (('movie', 'years'), 'ever'), (('movie', 'before'), 'tiktok')]\n"
          ]
        }
      ],
      "source": [
        "def extract_following_word(filtered_trigrams):\n",
        "    result = []\n",
        "    for trigram in filtered_trigrams:\n",
        "        if len(trigram) >= 3:\n",
        "            result.append((trigram[:2], trigram[2]))\n",
        "    return result\n",
        "\n",
        "merged_trigrams = extract_following_word(filtered_trigrams)\n",
        "print(merged_trigrams)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'since': ['the'], 'suckkkkkkkkksssss': ['davidsimmons'], 'bcoz': ['of'], 'i': ['ve', 've', 've', 'had', 'fell', 'fell', 'ever'], 'ever': ['i', 'made', 'thanks', 'made'], 'in': ['the', 'all', 'history', 'the', 'the', 'humanity'], 'it': ['s', 'left', 's'], 'ive': ['ever'], 'a': ['must'], 'is': ['so', 'a', 'a', 'cats', 'beautiful', 'great', 'kind', 'the', 'this', 'great', 'the'], 'the': ['best'], 'has': ['changed'], 'was': ['a', 'sooooo', 'ass'], 'what': ['i'], 'and': ['bullshit', 'i', 'there', 'who', 'one'], 'link': ['https'], 'you': ['don'], 'words': ['can'], 'had': ['to'], 'make': ['perfect'], 'explainer': ['here'], 'will': ['not', 'not'], 'of': ['all', 'the'], 'for': ['years', 'the', 'many'], 'cuz': ['if'], 'may': ['be'], 'that': ['will', 'i', 's', 'movie', 'went'], 'on': ['my', 'the', 'world'], 'series': ['chahiye'], 'https': ['sites'], 'interstellar': ['mattew'], 'with': ['him', 'a'], 'by': ['searching'], 'feel': ['us'], 'this': ['is'], 'tried': ['hard'], 'makes': ['me', 'me'], 'like': ['the', 'inception'], 'out': ['of'], 'we': ['ever'], 'offers': ['is'], 'dunkirk': ['by', 'was'], 'at': ['all'], 'but': ['that'], 'never': ['existed'], 'dekhi': ['hai'], 'name': ['please'], 'to': ['randos'], 'from': ['a'], 'evie': ['brad'], 'years': ['ever'], 'before': ['tiktok']}\n"
          ]
        }
      ],
      "source": [
        "def extract_second_word_following(processed_trigrams):\n",
        "    result = {}\n",
        "    for trigram in processed_trigrams:\n",
        "        first_two_words, following_word = trigram\n",
        "        second_word = first_two_words[1]\n",
        "        if second_word not in result:\n",
        "            result[second_word] = []\n",
        "        result[second_word].append(following_word)\n",
        "    return result\n",
        "\n",
        "\n",
        "processed_trigrams = extract_following_word(filtered_trigrams)\n",
        "second_word_following = extract_second_word_following(processed_trigrams)\n",
        "print(second_word_following)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[('a', 18.181818181818183),\n",
              " ('great', 18.181818181818183),\n",
              " ('the', 18.181818181818183),\n",
              " ('so', 9.090909090909092),\n",
              " ('cats', 9.090909090909092),\n",
              " ('beautiful', 9.090909090909092),\n",
              " ('kind', 9.090909090909092),\n",
              " ('this', 9.090909090909092)]"
            ]
          },
          "execution_count": 45,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def possible_words_after_second_word(processed_trigrams, specific_word, second_word):\n",
        "    following_words = []\n",
        "    total_occurrences = 0\n",
        "    word_counts = Counter()\n",
        "    \n",
        "    # Count occurrences of following words after the specific second word\n",
        "    for trigram in processed_trigrams:\n",
        "        first_two_words, following_word = trigram\n",
        "        if first_two_words[0] == specific_word and first_two_words[1] == second_word:\n",
        "            word_counts[following_word] += 1\n",
        "            total_occurrences += 1\n",
        "    \n",
        "    # Calculate percentages and sort by percentage\n",
        "    sorted_words_with_percentage = []\n",
        "    for word, count in word_counts.items():\n",
        "        percentage = (count / total_occurrences) * 100\n",
        "        sorted_words_with_percentage.append((word, percentage))\n",
        "    \n",
        "    sorted_words_with_percentage.sort(key=lambda x: x[1], reverse=True)\n",
        "    \n",
        "    return sorted_words_with_percentage\n",
        "      \n",
        "most_common_following_word = possible_words_after_second_word(processed_trigrams,specific_word,'is')\n",
        "most_common_following_word"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['movie is a', 'movie i ve', 'movie in the']"
            ]
          },
          "execution_count": 58,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "def topSentancePosible(listTrigram,fistWord,count):\n",
        "  processed_trigrams = extract_following_word(listTrigram)\n",
        "  filtered_trigrams = filter_trigrams(listTrigram, fistWord)\n",
        "  result = calculate_second_word_frequency(filtered_trigrams, fistWord)[:count]\n",
        "  sentences =list() \n",
        "  for word in result:\n",
        "     words = possible_words_after_second_word(processed_trigrams,fistWord,word[0])\n",
        "     sentences.append(fistWord+' '+ word[0]+' '+ words[0][0] )\n",
        "  return sentences\n",
        "\n",
        "x= topSentancePosible(thregramList,'movie',3)\n",
        "x"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.1"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}