TP1_N2.ipynb

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  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        " Removiendo stopwords, ¿Cúal es el top 10 stems más comunes?"
      ],
      "metadata": {
        "id": "AP-YYmENNu3m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import nltk"
      ],
      "metadata": {
        "id": "QOmOFsiciGa9"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk import word_tokenize\n",
        "nltk.download('punkt')\n",
        "nltk.download('wordnet')\n",
        "nltk.download('stopwords')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g9rijPNdiHAn",
        "outputId": "9fc21ee0-ac41-4ecf-a957-3de8f77c933d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n",
            "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
            "[nltk_data]   Package wordnet is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4UNw3Cs0fHOg"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "movies = pd.read_csv('/content/drive/MyDrive/Movie dataset/movies.csv')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Me quedo con las pelliculas que tengan una descripcción\n",
        "movies=movies[movies['overview'].notna()]"
      ],
      "metadata": {
        "id": "vEEslHre8rm_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Cargo las descripcciones en una lista \n",
        "descripccion = list(movies['overview'])"
      ],
      "metadata": {
        "id": "GM5TENimfNJF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk.stem.porter import PorterStemmer"
      ],
      "metadata": {
        "id": "kXH5ff-QiBL1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from nltk import regexp_tokenize"
      ],
      "metadata": {
        "id": "46WILnR6mc3A"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Agarro cada descripccion y la tokenizo y para cada uno de esos arrays que me genera le hago un stem quedandome con la raiz de la palabra\n",
        "porter = PorterStemmer()\n",
        "palabras = []\n",
        "for overview in descripccion:\n",
        "  for palabra in regexp_tokenize(overview, pattern=r\"\\s|[\\.,;']\", gaps=True): #Uso regexp_tokenize ya que no incluye los caracteres especiales\n",
        "    palabras.append(porter.stem(palabra))\n",
        "palabras"
      ],
      "metadata": {
        "id": "x8VaZjS3iJDV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2a7ee2e3-f60a-4a0e-8009-5528f3f9bc4d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['led',\n",
              " 'by',\n",
              " 'woodi',\n",
              " 'andi',\n",
              " 's',\n",
              " 'toy',\n",
              " 'live',\n",
              " 'happili',\n",
              " 'in',\n",
              " 'hi',\n",
              " 'room',\n",
              " 'until',\n",
              " 'andi',\n",
              " 's',\n",
              " 'birthday',\n",
              " 'bring',\n",
              " 'buzz',\n",
              " 'lightyear',\n",
              " 'onto',\n",
              " 'the',\n",
              " 'scene',\n",
              " 'afraid',\n",
              " 'of',\n",
              " 'lose',\n",
              " 'hi',\n",
              " 'place',\n",
              " 'in',\n",
              " 'andi',\n",
              " 's',\n",
              " 'heart',\n",
              " 'woodi',\n",
              " 'plot',\n",
              " 'against',\n",
              " 'buzz',\n",
              " 'but',\n",
              " 'when',\n",
              " 'circumst',\n",
              " 'separ',\n",
              " 'buzz',\n",
              " 'and',\n",
              " 'woodi',\n",
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              " 'owner',\n",
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              " 'duo',\n",
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              " 'learn',\n",
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              " 'mental',\n",
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              " 'is',\n",
              " 'held',\n",
              " 'by',\n",
              " 'her',\n",
              " 'murder',\n",
              " 'uncl',\n",
              " 'dawg',\n",
              " 'her',\n",
              " 'crew',\n",
              " 'is',\n",
              " 'skeptic',\n",
              " 'of',\n",
              " 'her',\n",
              " 'leadership',\n",
              " 'abil',\n",
              " 'so',\n",
              " 'she',\n",
              " 'must',\n",
              " 'complet',\n",
              " 'her',\n",
              " 'quest',\n",
              " 'befor',\n",
              " 'they',\n",
              " 'mutini',\n",
              " 'against',\n",
              " 'her',\n",
              " 'thi',\n",
              " 'is',\n",
              " 'made',\n",
              " 'yet',\n",
              " 'more',\n",
              " 'difficult',\n",
              " 'by',\n",
              " 'the',\n",
              " 'effort',\n",
              " 'of',\n",
              " 'the',\n",
              " 'british',\n",
              " 'crown',\n",
              " 'to',\n",
              " 'end',\n",
              " 'her',\n",
              " 'pirat',\n",
              " 'raid',\n",
              " 'the',\n",
              " 'life',\n",
              " 'of',\n",
              " 'the',\n",
              " 'gambl',\n",
              " 'paradis',\n",
              " '–',\n",
              " 'la',\n",
              " 'vega',\n",
              " '–',\n",
              " 'and',\n",
              " 'it',\n",
              " 'dark',\n",
              " 'mafia',\n",
              " 'underbelli',\n",
              " 'rich',\n",
              " 'mr',\n",
              " 'dashwood',\n",
              " 'die',\n",
              " 'leav',\n",
              " 'hi',\n",
              " 'second',\n",
              " 'wife',\n",
              " 'and',\n",
              " 'her',\n",
              " 'daughter',\n",
              " 'poor',\n",
              " 'by',\n",
              " 'the',\n",
              " 'rule',\n",
              " 'of',\n",
              " 'inherit',\n",
              " 'two',\n",
              " 'daughter',\n",
              " 'are',\n",
              " 'the',\n",
              " 'titular',\n",
              " 'opposit',\n",
              " 'it',\n",
              " 's',\n",
              " 'ted',\n",
              " 'the',\n",
              " 'bellhop',\n",
              " 's',\n",
              " 'first',\n",
              " 'night',\n",
              " 'on',\n",
              " 'the',\n",
              " 'job',\n",
              " 'and',\n",
              " 'the',\n",
              " 'hotel',\n",
              " 's',\n",
              " 'veri',\n",
              " 'unusu',\n",
              " 'guest',\n",
              " 'are',\n",
              " 'about',\n",
              " 'to',\n",
              " 'place',\n",
              " 'him',\n",
              " 'in',\n",
              " 'some',\n",
              " 'outrag',\n",
              " 'predica',\n",
              " 'it',\n",
              " 'seem',\n",
              " 'that',\n",
              " 'thi',\n",
              " 'even',\n",
              " 's',\n",
              " 'room',\n",
              " 'servic',\n",
              " 'is',\n",
              " 'serv',\n",
              " 'up',\n",
              " 'one',\n",
              " 'unbeliev',\n",
              " 'happen',\n",
              " 'after',\n",
              " 'anoth',\n",
              " 'summon',\n",
              " 'from',\n",
              " 'an',\n",
              " 'ashram',\n",
              " 'in',\n",
              " 'tibet',\n",
              " 'ace',\n",
              " 'find',\n",
              " 'himself',\n",
              " 'on',\n",
              " 'a',\n",
              " 'peril',\n",
              " 'journey',\n",
              " 'into',\n",
              " 'the',\n",
              " 'jungl',\n",
              " 'of',\n",
              " 'africa',\n",
              " 'to',\n",
              " 'find',\n",
              " 'shikaka',\n",
              " 'the',\n",
              " 'miss',\n",
              " 'sacr',\n",
              " 'anim',\n",
              " 'of',\n",
              " 'the',\n",
              " 'friendli',\n",
              " 'wachati',\n",
              " 'tribe',\n",
              " 'he',\n",
              " 'must',\n",
              " 'accomplish',\n",
              " 'thi',\n",
              " 'befor',\n",
              " 'the',\n",
              " 'wed',\n",
              " 'of',\n",
              " 'the',\n",
              " 'wachati',\n",
              " 's',\n",
              " 'princess',\n",
              " 'to',\n",
              " 'the',\n",
              " 'princ',\n",
              " 'of',\n",
              " 'the',\n",
              " 'warrior',\n",
              " 'wachootoo',\n",
              " 'if',\n",
              " 'ace',\n",
              " 'fail',\n",
              " 'the',\n",
              " 'result',\n",
              " 'will',\n",
              " 'be',\n",
              " 'a',\n",
              " 'viciou',\n",
              " 'tribal',\n",
              " 'war',\n",
              " 'a',\n",
              " 'veng',\n",
              " 'new',\n",
              " 'york',\n",
              " 'transit',\n",
              " 'cop',\n",
              " 'decid',\n",
              " 'to',\n",
              " 'steal',\n",
              " 'a',\n",
              " 'trainload',\n",
              " 'of',\n",
              " 'subway',\n",
              " 'fare',\n",
              " 'hi',\n",
              " 'foster',\n",
              " 'brother',\n",
              " 'a',\n",
              " 'fellow',\n",
              " 'cop',\n",
              " 'tri',\n",
              " 'to',\n",
              " 'protect',\n",
              " 'him',\n",
              " 'chili',\n",
              " 'palmer',\n",
              " 'is',\n",
              " 'a',\n",
              " 'miami',\n",
              " 'mobster',\n",
              " 'who',\n",
              " 'get',\n",
              " 'sent',\n",
              " 'by',\n",
              " 'hi',\n",
              " 'boss',\n",
              " 'the',\n",
              " 'psychopath',\n",
              " '\"bones\"',\n",
              " 'barboni',\n",
              " 'to',\n",
              " 'collect',\n",
              " 'a',\n",
              " 'bad',\n",
              " 'debt',\n",
              " 'from',\n",
              " 'harri',\n",
              " 'zimm',\n",
              " 'a',\n",
              " 'hollywood',\n",
              " 'produc',\n",
              " 'who',\n",
              " 'special',\n",
              " 'in',\n",
              " 'cheesi',\n",
              " 'horror',\n",
              " 'film',\n",
              " 'when',\n",
              " 'chili',\n",
              " 'meet',\n",
              " 'harri',\n",
              " 's',\n",
              " 'lead',\n",
              " 'ladi',\n",
              " 'the',\n",
              " 'romant',\n",
              " 'spark',\n",
              " 'fli',\n",
              " 'after',\n",
              " 'pitch',\n",
              " 'hi',\n",
              " 'own',\n",
              " 'life',\n",
              " 'stori',\n",
              " 'as',\n",
              " 'a',\n",
              " 'movi',\n",
              " 'idea',\n",
              " 'chili',\n",
              " 'learn',\n",
              " 'that',\n",
              " 'be',\n",
              " 'a',\n",
              " 'mobster',\n",
              " 'and',\n",
              " 'be',\n",
              " 'a',\n",
              " 'hollywood',\n",
              " 'produc',\n",
              " 'realli',\n",
              " 'aren',\n",
              " 't',\n",
              " 'all',\n",
              " 'that',\n",
              " 'differ',\n",
              " 'an',\n",
              " 'agoraphob',\n",
              " 'psychologist',\n",
              " 'and',\n",
              " 'a',\n",
              " 'femal',\n",
              " 'detect',\n",
              " 'must',\n",
              " 'work',\n",
              " 'togeth',\n",
              " 'to',\n",
              " 'take',\n",
              " 'down',\n",
              " 'a',\n",
              " 'serial',\n",
              " 'killer',\n",
              " 'who',\n",
              " 'copi',\n",
              " 'serial',\n",
              " 'killer',\n",
              " 'from',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Uso stopwords de ambos idiomas para asegurarme \n",
        "from nltk.corpus import stopwords\n",
        "stopwordsEsp = set(stopwords.words('spanish'))\n",
        "stopwordsEng = set(stopwords.words('english'))"
      ],
      "metadata": {
        "id": "Zksx94W9gp7i"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#A todas las palabras que enontramos le elimino las stopwords en ingles y español\n",
        "palabras_sin_stopwords = []\n",
        "for palabra in palabras:\n",
        "    if ((palabra not in stopwordsEsp) & (palabra not in stopwordsEng)):\n",
        "      palabras_sin_stopwords.append(palabra)\n",
        "palabras_sin_stopwords"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mMP4PaMdgDB8",
        "outputId": "5043f995-5513-4b04-b13a-58e386475056"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['led',\n",
              " 'woodi',\n",
              " 'andi',\n",
              " 'toy',\n",
              " 'live',\n",
              " 'happili',\n",
              " 'hi',\n",
              " 'room',\n",
              " 'andi',\n",
              " 'birthday',\n",
              " 'bring',\n",
              " 'buzz',\n",
              " 'lightyear',\n",
              " 'onto',\n",
              " 'scene',\n",
              " 'afraid',\n",
              " 'lose',\n",
              " 'hi',\n",
              " 'place',\n",
              " 'andi',\n",
              " 'heart',\n",
              " 'woodi',\n",
              " 'plot',\n",
              " 'buzz',\n",
              " 'circumst',\n",
              " 'separ',\n",
              " 'buzz',\n",
              " 'woodi',\n",
              " 'owner',\n",
              " 'duo',\n",
              " 'eventu',\n",
              " 'learn',\n",
              " 'put',\n",
              " 'asid',\n",
              " 'differ',\n",
              " 'sibl',\n",
              " 'judi',\n",
              " 'peter',\n",
              " 'discov',\n",
              " 'enchant',\n",
              " 'board',\n",
              " 'game',\n",
              " 'open',\n",
              " 'door',\n",
              " 'magic',\n",
              " 'world',\n",
              " 'unwittingli',\n",
              " 'invit',\n",
              " 'alan',\n",
              " '--',\n",
              " 'adult',\n",
              " 'trap',\n",
              " 'insid',\n",
              " 'game',\n",
              " '26',\n",
              " 'year',\n",
              " '--',\n",
              " 'live',\n",
              " 'room',\n",
              " 'alan',\n",
              " 'onli',\n",
              " 'hope',\n",
              " 'freedom',\n",
              " 'finish',\n",
              " 'game',\n",
              " 'prove',\n",
              " 'riski',\n",
              " 'three',\n",
              " 'find',\n",
              " 'themselv',\n",
              " 'run',\n",
              " 'giant',\n",
              " 'rhinoceros',\n",
              " 'evil',\n",
              " 'monkey',\n",
              " 'terrifi',\n",
              " 'creatur',\n",
              " 'famili',\n",
              " 'wed',\n",
              " 'reignit',\n",
              " 'ancient',\n",
              " 'feud',\n",
              " 'next-door',\n",
              " 'neighbor',\n",
              " 'fish',\n",
              " 'buddi',\n",
              " 'john',\n",
              " 'max',\n",
              " 'meanwhil',\n",
              " 'sultri',\n",
              " 'italian',\n",
              " 'divorcé',\n",
              " 'open',\n",
              " 'restaur',\n",
              " 'local',\n",
              " 'bait',\n",
              " 'shop',\n",
              " 'alarm',\n",
              " 'local',\n",
              " 'worri',\n",
              " 'scare',\n",
              " 'fish',\n",
              " 'away',\n",
              " 'less',\n",
              " 'interest',\n",
              " 'seafood',\n",
              " 'cook',\n",
              " 'hot',\n",
              " 'time',\n",
              " 'max',\n",
              " 'cheat',\n",
              " 'mistreat',\n",
              " 'step',\n",
              " 'women',\n",
              " 'hold',\n",
              " 'breath',\n",
              " 'wait',\n",
              " 'elus',\n",
              " '\"good',\n",
              " 'man\"',\n",
              " 'break',\n",
              " 'string',\n",
              " 'less-than-stellar',\n",
              " 'lover',\n",
              " 'friend',\n",
              " 'confid',\n",
              " 'vannah',\n",
              " 'berni',\n",
              " 'glo',\n",
              " 'robin',\n",
              " 'talk',\n",
              " 'determin',\n",
              " 'find',\n",
              " 'better',\n",
              " 'way',\n",
              " 'breath',\n",
              " 'georg',\n",
              " 'bank',\n",
              " 'recov',\n",
              " 'hi',\n",
              " 'daughter',\n",
              " 'wed',\n",
              " 'receiv',\n",
              " 'news',\n",
              " 'pregnant',\n",
              " 'georg',\n",
              " 'wife',\n",
              " 'nina',\n",
              " 'expect',\n",
              " 'wa',\n",
              " 'plan',\n",
              " 'sell',\n",
              " 'home',\n",
              " 'plan',\n",
              " '--',\n",
              " 'like',\n",
              " 'georg',\n",
              " '--',\n",
              " 'chang',\n",
              " 'arriv',\n",
              " 'grandchild',\n",
              " 'kid',\n",
              " 'hi',\n",
              " 'obsess',\n",
              " 'master',\n",
              " 'thief',\n",
              " 'neil',\n",
              " 'mccauley',\n",
              " 'lead',\n",
              " 'top-notch',\n",
              " 'crew',\n",
              " 'variou',\n",
              " 'insan',\n",
              " 'heist',\n",
              " 'throughout',\n",
              " 'angel',\n",
              " 'mental',\n",
              " 'unstabl',\n",
              " 'detect',\n",
              " 'vincent',\n",
              " 'hanna',\n",
              " 'pursu',\n",
              " 'without',\n",
              " 'rest',\n",
              " 'man',\n",
              " 'recogn',\n",
              " 'respect',\n",
              " 'abil',\n",
              " 'dedic',\n",
              " 'even',\n",
              " 'though',\n",
              " 'awar',\n",
              " 'cat-and-mous',\n",
              " 'game',\n",
              " 'may',\n",
              " 'end',\n",
              " 'violenc',\n",
              " 'ugli',\n",
              " 'duckl',\n",
              " 'undergon',\n",
              " 'remark',\n",
              " 'chang',\n",
              " 'still',\n",
              " 'harbor',\n",
              " 'feel',\n",
              " 'crush:',\n",
              " 'carefre',\n",
              " 'playboy',\n",
              " 'befor',\n",
              " 'hi',\n",
              " 'business-focus',\n",
              " 'brother',\n",
              " 'someth',\n",
              " 'say',\n",
              " 'mischiev',\n",
              " 'young',\n",
              " 'boy',\n",
              " 'tom',\n",
              " 'sawyer',\n",
              " 'wit',\n",
              " 'murder',\n",
              " 'deadli',\n",
              " 'injun',\n",
              " 'joe',\n",
              " 'tom',\n",
              " 'becom',\n",
              " 'friend',\n",
              " 'huckleberri',\n",
              " 'finn',\n",
              " 'boy',\n",
              " 'futur',\n",
              " 'famili',\n",
              " 'tom',\n",
              " 'choos',\n",
              " 'honor',\n",
              " 'friendship',\n",
              " 'honor',\n",
              " 'oath',\n",
              " 'becaus',\n",
              " 'town',\n",
              " 'alcohol',\n",
              " 'accus',\n",
              " 'murder',\n",
              " 'tom',\n",
              " 'huck',\n",
              " 'go',\n",
              " 'sever',\n",
              " 'adventur',\n",
              " 'tri',\n",
              " 'retriev',\n",
              " 'evid',\n",
              " 'intern',\n",
              " 'action',\n",
              " 'superstar',\n",
              " 'jean',\n",
              " 'claud',\n",
              " 'van',\n",
              " 'damm',\n",
              " 'team',\n",
              " 'power',\n",
              " 'booth',\n",
              " 'tension-pack',\n",
              " 'suspens',\n",
              " 'thriller',\n",
              " 'set',\n",
              " 'back-drop',\n",
              " 'stanley',\n",
              " 'cup',\n",
              " 'game',\n",
              " 'van',\n",
              " 'damm',\n",
              " 'portray',\n",
              " 'father',\n",
              " 'whose',\n",
              " 'daughter',\n",
              " 'suddenli',\n",
              " 'taken',\n",
              " 'dure',\n",
              " 'championship',\n",
              " 'hockey',\n",
              " 'game',\n",
              " 'captor',\n",
              " 'demand',\n",
              " 'billion',\n",
              " 'dollar',\n",
              " 'game',\n",
              " 'end',\n",
              " 'van',\n",
              " 'damm',\n",
              " 'frantic',\n",
              " 'set',\n",
              " 'plan',\n",
              " 'motion',\n",
              " 'rescu',\n",
              " 'hi',\n",
              " 'daughter',\n",
              " 'abort',\n",
              " 'impend',\n",
              " 'explos',\n",
              " 'befor',\n",
              " 'final',\n",
              " 'buzzer',\n",
              " 'jame',\n",
              " 'bond',\n",
              " 'must',\n",
              " 'unmask',\n",
              " 'mysteri',\n",
              " 'head',\n",
              " 'janu',\n",
              " 'syndic',\n",
              " 'prevent',\n",
              " 'leader',\n",
              " 'util',\n",
              " 'goldeney',\n",
              " 'weapon',\n",
              " 'system',\n",
              " 'inflict',\n",
              " 'devast',\n",
              " 'reveng',\n",
              " 'britain',\n",
              " 'widow',\n",
              " 'u',\n",
              " 'presid',\n",
              " 'andrew',\n",
              " 'shepherd',\n",
              " 'one',\n",
              " 'world',\n",
              " 'power',\n",
              " 'men',\n",
              " 'anyth',\n",
              " 'want',\n",
              " '--',\n",
              " 'covet',\n",
              " 'sydney',\n",
              " 'ellen',\n",
              " 'wade',\n",
              " 'washington',\n",
              " 'lobbyist',\n",
              " 'shepherd',\n",
              " 'attempt',\n",
              " 'court',\n",
              " 'spark',\n",
              " 'wild',\n",
              " 'rumor',\n",
              " 'decim',\n",
              " 'hi',\n",
              " 'approv',\n",
              " 'rate',\n",
              " 'lawyer',\n",
              " 'show',\n",
              " 'vampir',\n",
              " 'doorstep',\n",
              " 'fall',\n",
              " 'prey',\n",
              " 'hi',\n",
              " 'charm',\n",
              " 'join',\n",
              " 'hi',\n",
              " 'search',\n",
              " 'fresh',\n",
              " 'blood',\n",
              " 'enter',\n",
              " 'dr',\n",
              " 'van',\n",
              " 'hels',\n",
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              " 'one',\n",
              " 'abl',\n",
              " 'vanquish',\n",
              " 'count',\n",
              " 'outcast',\n",
              " 'half-wolf',\n",
              " 'risk',\n",
              " 'hi',\n",
              " 'life',\n",
              " 'prevent',\n",
              " 'deadli',\n",
              " 'epidem',\n",
              " 'ravag',\n",
              " 'nome',\n",
              " 'alaska',\n",
              " 'all-star',\n",
              " 'cast',\n",
              " 'power',\n",
              " 'thi',\n",
              " 'epic',\n",
              " 'look',\n",
              " 'american',\n",
              " 'presid',\n",
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              " 'nixon',\n",
              " 'man',\n",
              " 'carri',\n",
              " 'fate',\n",
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              " 'hi',\n",
              " 'shoulder',\n",
              " 'battl',\n",
              " 'self-destruct',\n",
              " 'demand',\n",
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              " 'span',\n",
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              " 'troubl',\n",
              " 'boyhood',\n",
              " 'california',\n",
              " 'shock',\n",
              " 'waterg',\n",
              " 'scandal',\n",
              " 'would',\n",
              " 'end',\n",
              " 'hi',\n",
              " 'presid',\n",
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              " 'adam',\n",
              " 'slave',\n",
              " 'william',\n",
              " 'shaw',\n",
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              " 'complet',\n",
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              " 'life',\n",
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              " 'paradis',\n",
              " '–',\n",
              " 'vega',\n",
              " '–',\n",
              " 'dark',\n",
              " 'mafia',\n",
              " 'underbelli',\n",
              " 'rich',\n",
              " 'mr',\n",
              " 'dashwood',\n",
              " 'die',\n",
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              " 'second',\n",
              " 'wife',\n",
              " 'daughter',\n",
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              " 'inherit',\n",
              " 'two',\n",
              " 'daughter',\n",
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              " 'ted',\n",
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              " 'first',\n",
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              " 'veri',\n",
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              " 'guest',\n",
              " 'place',\n",
              " 'outrag',\n",
              " 'predica',\n",
              " 'seem',\n",
              " 'thi',\n",
              " 'even',\n",
              " 'room',\n",
              " 'servic',\n",
              " 'serv',\n",
              " 'one',\n",
              " 'unbeliev',\n",
              " 'happen',\n",
              " 'anoth',\n",
              " 'summon',\n",
              " 'ashram',\n",
              " 'tibet',\n",
              " 'ace',\n",
              " 'find',\n",
              " 'peril',\n",
              " 'journey',\n",
              " 'jungl',\n",
              " 'africa',\n",
              " 'find',\n",
              " 'shikaka',\n",
              " 'miss',\n",
              " 'sacr',\n",
              " 'anim',\n",
              " 'friendli',\n",
              " 'wachati',\n",
              " 'tribe',\n",
              " 'must',\n",
              " 'accomplish',\n",
              " 'thi',\n",
              " 'befor',\n",
              " 'wed',\n",
              " 'wachati',\n",
              " 'princess',\n",
              " 'princ',\n",
              " 'warrior',\n",
              " 'wachootoo',\n",
              " 'ace',\n",
              " 'fail',\n",
              " 'result',\n",
              " 'viciou',\n",
              " 'tribal',\n",
              " 'war',\n",
              " 'veng',\n",
              " 'new',\n",
              " 'york',\n",
              " 'transit',\n",
              " 'cop',\n",
              " 'decid',\n",
              " 'steal',\n",
              " 'trainload',\n",
              " 'subway',\n",
              " 'fare',\n",
              " 'hi',\n",
              " 'foster',\n",
              " 'brother',\n",
              " 'fellow',\n",
              " 'cop',\n",
              " 'tri',\n",
              " 'protect',\n",
              " 'chili',\n",
              " 'palmer',\n",
              " 'miami',\n",
              " 'mobster',\n",
              " 'get',\n",
              " 'sent',\n",
              " 'hi',\n",
              " 'boss',\n",
              " 'psychopath',\n",
              " '\"bones\"',\n",
              " 'barboni',\n",
              " 'collect',\n",
              " 'bad',\n",
              " 'debt',\n",
              " 'harri',\n",
              " 'zimm',\n",
              " 'hollywood',\n",
              " 'produc',\n",
              " 'special',\n",
              " 'cheesi',\n",
              " 'horror',\n",
              " 'film',\n",
              " 'chili',\n",
              " 'meet',\n",
              " 'harri',\n",
              " 'lead',\n",
              " 'ladi',\n",
              " 'romant',\n",
              " 'spark',\n",
              " 'fli',\n",
              " 'pitch',\n",
              " 'hi',\n",
              " 'life',\n",
              " 'stori',\n",
              " 'movi',\n",
              " 'idea',\n",
              " 'chili',\n",
              " 'learn',\n",
              " 'mobster',\n",
              " 'hollywood',\n",
              " 'produc',\n",
              " 'realli',\n",
              " 'differ',\n",
              " 'agoraphob',\n",
              " 'psychologist',\n",
              " 'femal',\n",
              " 'detect',\n",
              " 'must',\n",
              " 'work',\n",
              " 'togeth',\n",
              " 'take',\n",
              " 'serial',\n",
              " 'killer',\n",
              " 'copi',\n",
              " 'serial',\n",
              " 'killer',\n",
              " 'past',\n",
              " 'assassin',\n",
              " 'robert',\n",
              " 'rath',\n",
              " 'arriv',\n",
              " 'funer',\n",
              " 'kill',\n",
              " 'promin',\n",
              " 'mobster',\n",
              " 'onli',\n",
              " 'wit',\n",
              " 'rival',\n",
              " 'hire',\n",
              " 'gun',\n",
              " 'complet',\n",
              " 'job',\n",
              " '--',\n",
              " 'grisli',\n",
              " 'result',\n",
              " 'horrifi',\n",
              " 'murder',\n",
              " 'innoc',\n",
              " 'bystand',\n",
              " 'rath',\n",
              " 'decid',\n",
              " 'take',\n",
              " 'one',\n",
              " 'last',\n",
              " 'job',\n",
              " 'return',\n",
              " 'civilian',\n",
              " 'life',\n",
              " 'find',\n",
              " 'hi',\n",
              " 'way',\n",
              " 'world',\n",
              " 'contract',\n",
              " 'kill',\n",
              " 'grow',\n",
              " 'ever',\n",
              " 'danger',\n",
              " 'rath',\n",
              " 'fall',\n",
              " 'hi',\n",
              " 'femal',\n",
              " 'target',\n",
              " 'becom',\n",
              " 'mark',\n",
              " 'man',\n",
              " 'harass',\n",
              " 'classmat',\n",
              " 'accept',\n",
              " 'hi',\n",
              " 'shock',\n",
              " 'appear',\n",
              " 'shi',\n",
              " 'young',\n",
              " 'man',\n",
              " 'known',\n",
              " '\"powder\"',\n",
              " 'struggl',\n",
              " 'fit',\n",
              " 'cruel',\n",
              " 'taunt',\n",
              " 'stop',\n",
              " 'powder',\n",
              " 'display',\n",
              " 'mysteri',\n",
              " 'power',\n",
              " 'allow',\n",
              " 'incred',\n",
              " 'thing',\n",
              " 'thi',\n",
              " 'phenomenon',\n",
              " 'chang',\n",
              " 'live',\n",
              " 'around',\n",
              " 'way',\n",
              " 'never',\n",
              " 'could',\n",
              " 'imagin',\n",
              " 'ben',\n",
              " 'sanderson',\n",
              " 'alcohol',\n",
              " 'hollywood',\n",
              " 'screenwrit',\n",
              " 'lost',\n",
              " 'everyth',\n",
              " 'becaus',\n",
              " 'hi',\n",
              " 'drink',\n",
              " 'arriv',\n",
              " 'vega',\n",
              " 'drink',\n",
              " 'death',\n",
              " 'meet',\n",
              " 'form',\n",
              " 'uneasi',\n",
              " 'friendship',\n",
              " 'non-interfer',\n",
              " 'pact',\n",
              " 'prostitut',\n",
              " 'sera',\n",
              " 'evil',\n",
              " 'iago',\n",
              " 'pretend',\n",
              " 'friend',\n",
              " 'othello',\n",
              " 'order',\n",
              " 'manipul',\n",
              " 'serv',\n",
              " 'hi',\n",
              " 'end',\n",
              " 'film',\n",
              " 'version',\n",
              " 'thi',\n",
              " 'shakespear',\n",
              " 'classic',\n",
              " 'wax',\n",
              " 'nostalg',\n",
              " 'bittersweet',\n",
              " 'passag',\n",
              " 'childhood',\n",
              " 'puberti',\n",
              " 'thi',\n",
              " 'tender',\n",
              " 'coming-of-ag',\n",
              " 'tale',\n",
              " 'four',\n",
              " 'childhood',\n",
              " 'girlfriend',\n",
              " '--',\n",
              " 'teeni',\n",
              " 'chrissi',\n",
              " 'samantha',\n",
              " 'roberta',\n",
              " '--',\n",
              " 'recal',\n",
              " 'magic',\n",
              " 'summer',\n",
              " '1970',\n",
              " 'dure',\n",
              " 'walk',\n",
              " 'memori',\n",
              " 'lane',\n",
              " 'reconcil',\n",
              " 'experi',\n",
              " 'boy',\n",
              " 'secret',\n",
              " 'bulli',\n",
              " 'thi',\n",
              " 'film',\n",
              " 'adapt',\n",
              " 'jane',\n",
              " 'austen',\n",
              " 'last',\n",
              " 'novel',\n",
              " 'follow',\n",
              " 'ann',\n",
              " 'elliot',\n",
              " 'daughter',\n",
              " 'financi',\n",
              " 'troubl',\n",
              " 'aristocrat',\n",
              " 'famili',\n",
              " 'persuad',\n",
              " 'break',\n",
              " 'engag',\n",
              " 'frederick',\n",
              " 'wentworth',\n",
              " 'young',\n",
              " 'captain',\n",
              " 'meager',\n",
              " 'mean',\n",
              " 'year',\n",
              " 'later',\n",
              " 'money',\n",
              " 'troubl',\n",
              " 'forc',\n",
              " 'ann',\n",
              " 'father',\n",
              " 'rent',\n",
              " 'famili',\n",
              " 'estat',\n",
              " 'admir',\n",
              " 'croft',\n",
              " 'ann',\n",
              " 'thrown',\n",
              " 'compani',\n",
              " 'frederick',\n",
              " '--',\n",
              " 'rich',\n",
              " 'success',\n",
              " 'perhap',\n",
              " 'still',\n",
              " 'love',\n",
              " 'ann',\n",
              " 'scientist',\n",
              " 'surrealist',\n",
              " 'societi',\n",
              " 'kidnap',\n",
              " 'children',\n",
              " 'steal',\n",
              " 'dream',\n",
              " 'hope',\n",
              " 'slow',\n",
              " 'hi',\n",
              " 'age',\n",
              " 'process',\n",
              " 'provinci',\n",
              " 'boy',\n",
              " 'relat',\n",
              " 'shanghai',\n",
              " 'crime',\n",
              " 'famili',\n",
              " 'recruit',\n",
              " 'hi',\n",
              " 'uncl',\n",
              " 'cosmopolitan',\n",
              " 'shanghai',\n",
              " '1930',\n",
              " 'servant',\n",
              " 'ganglord',\n",
              " 'mistress',\n",
              " 'former',\n",
              " 'marin',\n",
              " 'louann',\n",
              " 'johnson',\n",
              " 'land',\n",
              " 'gig',\n",
              " 'teach',\n",
              " 'pilot',\n",
              " 'program',\n",
              " 'bright',\n",
              " 'underachiev',\n",
              " 'teen',\n",
              " 'notori',\n",
              " 'inner-c',\n",
              " 'high',\n",
              " 'school',\n",
              " 'terribl',\n",
              " 'first',\n",
              " 'day',\n",
              " 'decid',\n",
              " 'must',\n",
              " 'throw',\n",
              " 'decorum',\n",
              " 'wind',\n",
              " 'johnson',\n",
              " 'return',\n",
              " 'classroom',\n",
              " 'doe',\n",
              " 'arm',\n",
              " 'no-nonsens',\n",
              " 'attitud',\n",
              " 'inform',\n",
              " 'militari',\n",
              " 'train',\n",
              " 'fearless',\n",
              " 'determin',\n",
              " 'better',\n",
              " 'live',\n",
              " 'student',\n",
              " '--',\n",
              " 'matter',\n",
              " 'cost',\n",
              " 'year',\n",
              " '2035',\n",
              " 'convict',\n",
              " 'jame',\n",
              " 'cole',\n",
              " 'reluctantli',\n",
              " 'volunt',\n",
              " 'sent',\n",
              " 'back',\n",
              " 'time',\n",
              " 'discov',\n",
              " 'origin',\n",
              " 'deadli',\n",
              " 'viru',\n",
              " 'wipe',\n",
              " 'nearli',\n",
              " 'earth',\n",
              " 'popul',\n",
              " 'forc',\n",
              " 'survivor',\n",
              " 'underground',\n",
              " 'commun',\n",
              " 'cole',\n",
              " 'mistakenli',\n",
              " 'sent',\n",
              " '1990',\n",
              " 'instead',\n",
              " '1996',\n",
              " 'arrest',\n",
              " 'lock',\n",
              " 'mental',\n",
              " 'hospit',\n",
              " 'meet',\n",
              " 'psychiatrist',\n",
              " 'dr',\n",
              " 'kathryn',\n",
              " 'railli',\n",
              " 'patient',\n",
              " 'jeffrey',\n",
              " 'goin',\n",
              " 'famou',\n",
              " 'viru',\n",
              " 'expert',\n",
              " 'may',\n",
              " 'hold',\n",
              " 'key',\n",
              " 'mysteri',\n",
              " 'rogu',\n",
              " 'group',\n",
              " 'armi',\n",
              " '12',\n",
              " 'monkey',\n",
              " 'thought',\n",
              " 'respons',\n",
              " 'unleash',\n",
              " 'killer',\n",
              " 'diseas',\n",
              " 'babe',\n",
              " 'littl',\n",
              " 'pig',\n",
              " 'quit',\n",
              " 'know',\n",
              " 'hi',\n",
              " 'place',\n",
              " 'world',\n",
              " 'bunch',\n",
              " 'odd',\n",
              " 'friend',\n",
              " 'like',\n",
              " 'ferdinand',\n",
              " 'duck',\n",
              " 'think',\n",
              " 'rooster',\n",
              " 'fli',\n",
              " 'dog',\n",
              " 'call',\n",
              " 'mom',\n",
              " 'babe',\n",
              " 'realiz',\n",
              " 'make',\n",
              " 'becom',\n",
              " 'greatest',\n",
              " 'sheep',\n",
              " 'pig',\n",
              " 'time',\n",
              " 'farmer',\n",
              " 'hogget',\n",
              " 'know',\n",
              " 'help',\n",
              " 'sheep',\n",
              " 'dog',\n",
              " 'babe',\n",
              " 'learn',\n",
              " 'pig',\n",
              " 'anyth',\n",
              " 'want',\n",
              " 'stori',\n",
              " 'relationship',\n",
              " 'painter',\n",
              " 'dora',\n",
              " 'carrington',\n",
              " 'author',\n",
              " 'lytton',\n",
              " 'strachey',\n",
              " 'world',\n",
              " 'war',\n",
              " 'one',\n",
              " 'england',\n",
              " 'cottag',\n",
              " 'countrysid',\n",
              " 'although',\n",
              " 'platon',\n",
              " 'due',\n",
              " 'strachey',\n",
              " 'homosexu',\n",
              " 'relationship',\n",
              " 'wa',\n",
              " 'nevertheless',\n",
              " 'deep',\n",
              " 'complic',\n",
              " 'one',\n",
              " 'carrington',\n",
              " 'develop',\n",
              " 'physic',\n",
              " 'relationship',\n",
              " 'soldier',\n",
              " 'ralph',\n",
              " 'partridg',\n",
              " 'strachey',\n",
              " 'wa',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Creo un dataframe para encontrar las 10 que mas se usan\n",
        "df = pd.DataFrame()\n",
        "df['Palabras'] = palabras_sin_stopwords"
      ],
      "metadata": {
        "id": "d4Buc5BGkkzh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Me quedo con las 10 que mas se usan\n",
        "stemsComunes = df['Palabras'].value_counts().nlargest(10)"
      ],
      "metadata": {
        "id": "4o6E7ifyjUZS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "stemsComunes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6YES7ztSNHVT",
        "outputId": "841cddc6-a723-4d8c-c835-2217022dd8f4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "hi       36201\n",
              "life      7397\n",
              "thi       7358\n",
              "one       7330\n",
              "film      6802\n",
              "find      6750\n",
              "young     6391\n",
              "love      5945\n",
              "live      5804\n",
              "new       5580\n",
              "Name: Palabras, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Qx6c7GSzNPIT"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}