JuanBarros2/contagem-de-palavras-no-moby-dick.ipynb

## contagem-de-palavras-no-moby-dick.ipynb
{
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  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Contagem de Palavras no Moby Dick.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/JuanBarros2/a519eff3ea83bb19d7431f39020a48e6/contagem-de-palavras-no-moby-dick.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MEg1z9k4wuO_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "outputId": "07848e42-acd3-40df-db29-d5bde2add33e"
      },
      "source": [
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "nltk.download('stopwords')\n",
        "sw = stopwords.words('english')"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I3zjbTAofBL5",
        "colab_type": "text"
      },
      "source": [
        "## The prince\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "YbyEJybwexrE",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "f5a56374-ef58-46ee-9f26-edcf065c00a0"
      },
      "source": [
        "def processbook(url):\n",
        "  r = requests.get(url)\n",
        "\n",
        "  r.encoding = 'utf-8'\n",
        "\n",
        "  html = r.text\n",
        "\n",
        "  print(html[0:2000])\n",
        "\n",
        "  soup = BeautifulSoup(html, 'html.parser')\n",
        "\n",
        "  text = soup.get_text()\n",
        "\n",
        "  print(text[32000:34000])\n",
        "  tokenizer = nltk.tokenize.RegexpTokenizer('\\w+')\n",
        "\n",
        "  tokens = tokenizer.tokenize(text)\n",
        "\n",
        "  print(tokens[0:8])\n",
        "\n",
        "\n",
        "  words = []\n",
        "\n",
        "  for word in tokens:\n",
        "    words.append(word.lower())\n",
        "\n",
        "  print(words[0:8])\n",
        "  words_ns =  [word for word in words if word not in sw]\n",
        "  print(words_ns[0:8])\n",
        "  freqdist = nltk.FreqDist(words_ns)\n",
        "  freqdist\n",
        "  rankedwords = []\n",
        "  for word in freqdist:\n",
        "    rankedwords.append((word, freqdist[word]))\n",
        "  rankedwords.sort(reverse=True, key=lambda w: w[1])\n",
        "  print(rankedwords[0:10])\n",
        "  %matplotlib inline\n",
        "\n",
        "  freqdist.plot(100)\n",
        "processbook(\"https://www.gutenberg.org/files/1232/1232-h/1232-h.htm\")"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<?xml version=\"1.0\" encoding=\"us-ascii\"?>\n",
            "\n",
            "<!DOCTYPE html\n",
            "   PUBLIC \"-//W3C//DTD XHTML 1.0 Strict//EN\"\n",
            "   \"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd\" >\n",
            "\n",
            "<html xmlns=\"http://www.w3.org/1999/xhtml\" lang=\"en\">\n",
            "  <head>\n",
            "    <title>\n",
            "      The Prince, by Nicolo Machiavelli\n",
            "    </title>\n",
            "    <style type=\"text/css\" xml:space=\"preserve\">\n",
            "\n",
            "    body { margin:5%; background:#faebd7; text-align:justify}\n",
            "    P { text-indent: 1em; margin-top: .25em; margin-bottom: .25em; }\n",
            "    H1,H2,H3,H4,H5,H6 { text-align: center; margin-left: 15%; margin-right: 15%; }\n",
            "    hr  { width: 50%; text-align: center;}\n",
            "    .foot { margin-left: 20%; margin-right: 20%; text-align: justify; text-indent: -3em; font-size: 90%; }\n",
            "    blockquote {font-size: 97%; font-style: italic; margin-left: 10%; margin-right: 10%;}\n",
            "    .mynote    {background-color: #DDE; color: #000; padding: .5em; margin-left: 10%; margin-right: 10%; font-family: sans-serif; font-size: 95%;}\n",
            "    .toc       { margin-left: 10%; margin-bottom: .75em;}\n",
            "    .toc2      { margin-left: 20%;}\n",
            "    div.fig { display:block; margin:0 auto; text-align:center; }\n",
            "    .figleft   {float: left; margin-left: 0%; margin-right: 1%;}\n",
            "    .figright  {float: right; margin-right: 0%; margin-left: 1%;}\n",
            "    pre     { font-style: italic; font-size: 90%; margin-left: 10%;}\n",
            "\n",
            "</style>\n",
            "  </head>\n",
            "  <body>\n",
            "<pre xml:space=\"preserve\">\n",
            "\n",
            "The Project Gutenberg EBook of The Prince, by Nicolo Machiavelli\n",
            "\n",
            "This eBook is for the use of anyone anywhere at no cost and with\n",
            "almost no restrictions whatsoever.  You may copy it, give it away or\n",
            "re-use it under the terms of the Project Gutenberg License included\n",
            "with this eBook or online at www.gutenberg.org\n",
            "\n",
            "\n",
            "Title: The Prince\n",
            "\n",
            "Author: Nicolo Machiavelli\n",
            "\n",
            "Translator: W. K. Marriott\n",
            "\n",
            "Release Date: February 11, 2006 [EBook #1232]\n",
            "Last updated: August 26, 2016\n",
            "\n",
            "Language: English\n",
            "\n",
            "Character set encoding: ASCII\n",
            "\n",
            "*** START OF THIS PROJECT GUTENBERG EBOOK THE PRINCE ***\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "Produced by John Bickers, David Widger and Others\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "</pre>\n",
            "  \n",
            " you, you will learn my extreme desire that you should attain\n",
            "     that greatness which fortune and your other attributes promise.\n",
            "     And if your Magnificence from the summit of your greatness will\n",
            "     sometimes turn your eyes to these lower regions, you will see how\n",
            "     unmeritedly I suffer a great and continued malignity of fortune.\n",
            "\n",
            "\n",
            "\n",
            " \n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "      THE PRINCE\n",
            "    \n",
            "\n",
            "\n",
            " \n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "      CHAPTER I — HOW MANY KINDS OF PRINCIPALITIES THERE ARE, AND BY WHAT\n",
            "      MEANS THEY ARE ACQUIRED\n",
            "    \n",
            "\n",
            "      All states, all powers, that have held and hold rule over men have been\n",
            "      and are either republics or principalities.\n",
            "    \n",
            "\n",
            "      Principalities are either hereditary, in which the family has been long\n",
            "      established; or they are new.\n",
            "    \n",
            "\n",
            "      The new are either entirely new, as was Milan to Francesco Sforza, or they\n",
            "      are, as it were, members annexed to the hereditary state of the prince who\n",
            "      has acquired them, as was the kingdom of Naples to that of the King of\n",
            "      Spain.\n",
            "    \n",
            "\n",
            "      Such dominions thus acquired are either accustomed to live under a prince,\n",
            "      or to live in freedom; and are acquired either by the arms of the prince\n",
            "      himself, or of others, or else by fortune or by ability.\n",
            "    \n",
            "\n",
            "\n",
            " \n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "      CHAPTER II — CONCERNING HEREDITARY PRINCIPALITIES\n",
            "    \n",
            "\n",
            "      I will leave out all discussion on republics, inasmuch as in another place\n",
            "      I have written of them at length, and will address myself only to\n",
            "      principalities. In doing so I will keep to the order indicated above, and\n",
            "      discuss how such principalities are to be ruled and preserved.\n",
            "    \n",
            "\n",
            "      I say at once there are fewer difficulties in holding hereditary states,\n",
            "      and those long accustomed to the family of their prince, than new ones;\n",
            "      for it is sufficient only not to transgress the customs of his ancestors,\n",
            "      and to deal prudently with circumstances as they arise, for a prince of\n",
            "      average powers to maintain himself in his state, unless he be depriv\n",
            "['The', 'Prince', 'by', 'Nicolo', 'Machiavelli', 'body', 'margin', '5']\n",
            "['the', 'prince', 'by', 'nicolo', 'machiavelli', 'body', 'margin', '5']\n",
            "['prince', 'nicolo', 'machiavelli', 'body', 'margin', '5', 'background', 'faebd7']\n",
            "[('one', 309), ('prince', 226), ('men', 171), ('would', 165), ('castruccio', 143), ('people', 116), ('may', 111), ('many', 104), ('others', 97), ('time', 96)]\n"
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        },
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1xn5XhOtfGOh",
        "colab_type": "text"
      },
      "source": [
        "## Hamlet\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z4lC4y_Izzce",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e195dc98-e52a-4809-e5d1-3199aced62ae"
      },
      "source": [
        "processbook(\"https://www.gutenberg.org/files/1524/1524-h/1524-h.htm\")"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<?xml version=\"1.0\" encoding=\"utf-8\"?>\r\n",
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            "<html xmlns=\"http://www.w3.org/1999/xhtml\">\r\n",
            "<head>\r\n",
            "<title> Hamlet, by William Shakespeare </title>\r\n",
            "<style type=\"text/css\" xml:space=\"preserve\">\r\n",
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            "      margin-left: 15%;\r\n",
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            "div.fig { display:block;\r\n",
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            "</head>\r\n",
            "<body>\r\n",
            "\r\n",
            "<pre xml:space=\"preserve\">\r\n",
            "\r\n",
            "Project Gutenberg EBook of Hamlet, by William Shakespeare\r\n",
            "\r\n",
            "This eBook is for the use of anyone anywhere in the United States and\r\n",
            "most other parts of the world at no cost and with almost no restrictions\r\n",
            "whatsoever.  You may copy it, give it away or re-use it under the terms\r\n",
            "of the Project Gutenberg License included with this eBook or online at\r\n",
            "www.gutenberg.org.  If you are not located in the United States, you&rsquo;ll\r\n",
            "have to check the laws of the country where you are located before using\r\n",
            "this ebook.\r\n",
            "\r\n",
            "\r\n",
            "\r\n",
            "Title: Hamlet\r\n",
            "\r\n",
            "Author: William Shakespeare\r\n",
            "\r\n",
            "Release Date: November 1998 [EBook #1524]\r\n",
            "Last Updated: September 30, 2019\r\n",
            "\r\n",
            "ministers of grace defend us!\r\n",
            "Be thou a spirit of health or goblin damn’d,\r\n",
            "Bring with thee airs from heaven or blasts from hell,\r\n",
            "Be thy intents wicked or charitable,\r\n",
            "Thou com’st in such a questionable shape\r\n",
            "That I will speak to thee. I’ll call thee Hamlet,\r\n",
            "King, father, royal Dane. O, answer me!\r\n",
            "Let me not burst in ignorance; but tell\r\n",
            "Why thy canoniz’d bones, hearsed in death,\r\n",
            "Have burst their cerements; why the sepulchre,\r\n",
            "Wherein we saw thee quietly inurn’d,\r\n",
            "Hath op’d his ponderous and marble jaws\r\n",
            "To cast thee up again! What may this mean,\r\n",
            "That thou, dead corse, again in complete steel,\r\n",
            "Revisit’st thus the glimpses of the moon,\r\n",
            "Making night hideous, and we fools of nature\r\n",
            "So horridly to shake our disposition\r\n",
            "With thoughts beyond the reaches of our souls?\r\n",
            "Say, why is this? Wherefore? What should we do?\n",
            "\n",
            " [Ghost beckons\r\n",
            "Hamlet.]\n",
            "HORATIO.\r\n",
            "It beckons you to go away with it,\r\n",
            "As if it some impartment did desire\r\n",
            "To you alone.\n",
            "\n",
            "MARCELLUS.\r\n",
            "Look with what courteous action\r\n",
            "It waves you to a more removed ground.\r\n",
            "But do not go with it.\n",
            "\n",
            "HORATIO.\r\n",
            "No, by no means.\n",
            "\n",
            "HAMLET.\r\n",
            "It will not speak; then will I follow it.\n",
            "\n",
            "HORATIO.\r\n",
            "Do not, my lord.\n",
            "\n",
            "HAMLET.\r\n",
            "Why, what should be the fear?\r\n",
            "I do not set my life at a pin’s fee;\r\n",
            "And for my soul, what can it do to that,\r\n",
            "Being a thing immortal as itself?\r\n",
            "It waves me forth again. I’ll follow it.\n",
            "\n",
            "HORATIO.\r\n",
            "What if it tempt you toward the flood, my lord,\r\n",
            "Or to the dreadful summit of the cliff\r\n",
            "That beetles o’er his base into the sea,\r\n",
            "And there assume some other horrible form\r\n",
            "Which might deprive your sovereignty of reason,\r\n",
            "And draw you into madness? Think of it.\r\n",
            "The very place puts toys of desperation,\r\n",
            "Without more motive, into every brain\r\n",
            "That looks so many fadoms to the sea\r\n",
            "And hears it roar beneath.\n",
            "\n",
            "HAMLET.\r\n",
            "It waves me still.\r\n",
            "Go on, I’ll follow thee.\n",
            "\n",
            "MARCELLUS.\r\n",
            "You shall not go, my lord.\n",
            "\n",
            "HAMLET.\r\n",
            "Hold off your hands.\n",
            "\n",
            "HORATIO.\r\n",
            "Be rul’d; you shall not go.\n",
            "\n",
            "HAMLET.\r\n",
            "My fate cries out,\r\n",
            "And makes each\n",
            "['Hamlet', 'by', 'William', 'Shakespeare', 'body', 'margin', 'right', '15']\n",
            "['hamlet', 'by', 'william', 'shakespeare', 'body', 'margin', 'right', '15']\n",
            "['hamlet', 'william', 'shakespeare', 'body', 'margin', 'right', '15', 'margin']\n",
            "[('hamlet', 480), ('lord', 223), ('king', 205), ('horatio', 156), ('polonius', 125), ('queen', 120), ('shall', 116), ('good', 110), ('laertes', 108), ('thou', 107)]\n"
          ],
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        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mSsitvFugB79",
        "colab_type": "text"
      },
      "source": [
        "## War and Peace\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "m051qEooeyIX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "cb4c3555-fa70-4392-dd24-366599525d29"
      },
      "source": [
        "processbook(\"https://www.gutenberg.org/files/2600/2600-h/2600-h.htm\")"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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            "\r\n",
            "<!DOCTYPE html\r\n",
            "   PUBLIC \"-//W3C//DTD XHTML 1.0 Strict//EN\"\r\n",
            "   \"http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd\" >\r\n",
            "\r\n",
            "<html xmlns=\"http://www.w3.org/1999/xhtml\" lang=\"en\">\r\n",
            "  <head>\r\n",
            "    <title>\r\n",
            "      War and Peace, by Leo Tolstoy\r\n",
            "    </title>\r\n",
            "<link rel=\"coverpage\" href=\"images/cover.jpg\" />\r\n",
            "    <style type=\"text/css\" xml:space=\"preserve\">\r\n",
            "\r\n",
            "    body { margin:5%; background:#faebd0; text-align:justify}\r\n",
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            "    H1,H2,H3,H4,H5,H6 { text-align: center; margin-left: 15%; margin-right: 15%; }\r\n",
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            "    .toc       { margin-left: 10%; margin-bottom: .75em;}\r\n",
            "    .toc2      { margin-left: 20%;}\r\n",
            "    div.fig { display:block; margin:0 auto; text-align:center; }\r\n",
            "    .figleft   {float: left; margin-left: 0%; margin-right: 1%;}\r\n",
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            "\r\n",
            "</style>\r\n",
            "  </head>\r\n",
            "  <body>\r\n",
            "<pre xml:space=\"preserve\">\r\n",
            "\r\n",
            "The Project Gutenberg EBook of War and Peace, by Leo Tolstoy\r\n",
            "\r\n",
            "This eBook is for the use of anyone anywhere at no cost and with\r\n",
            "almost no restrictions whatsoever.  You may copy it, give it away or\r\n",
            "re-use it under the terms of the Project Gutenberg License included\r\n",
            "with this eBook or online at www.gutenberg.org\r\n",
            "\r\n",
            "\r\n",
            "Title: War and Peace\r\n",
            "\r\n",
            "Author: Leo Tolstoy\r\n",
            "\r\n",
            "Translators: Louise and Aylmer Maude\r\n",
            "\r\n",
            "Posting Date: January 10, 2009 [EBook #2600]\r\n",
            "Last Updated: January 21, 2019\r\n",
            "\r\n",
            "Language: English\r\n",
            "\r\n",
            "Character set encoding: UTF-8\r\n",
            "\r\n",
            "*** START OF THIS PROJECT G\n",
            "and\n",
            "      the vicomte was served up to the company in the choicest and most\n",
            "      advantageous style, like a well-garnished joint of roast beef on a hot\n",
            "      dish.\n",
            "    \n",
            "\n",
            "      The vicomte wished to begin his story and gave a subtle smile.\n",
            "    \n",
            "\n",
            "      “Come over here, Hélène, dear,” said Anna Pávlovna to the beautiful young\n",
            "      princess who was sitting some way off, the center of another group.\n",
            "    \n",
            "\n",
            "      The princess smiled. She rose with the same unchanging smile with which\n",
            "      she had first entered the room—the smile of a perfectly beautiful\n",
            "      woman. With a slight rustle of her white dress trimmed with moss and ivy,\n",
            "      with a gleam of white shoulders, glossy hair, and sparkling diamonds, she\n",
            "      passed between the men who made way for her, not looking at any of them\n",
            "      but smiling on all, as if graciously allowing each the privilege of\n",
            "      admiring her beautiful figure and shapely shoulders, back, and bosom—which\n",
            "      in the fashion of those days were very much exposed—and she seemed\n",
            "      to bring the glamour of a ballroom with her as she moved toward Anna\n",
            "      Pávlovna. Hélène was so lovely that not only did she not show any trace of\n",
            "      coquetry, but on the contrary she even appeared shy of her unquestionable\n",
            "      and all too victorious beauty. She seemed to wish, but to be unable, to\n",
            "      diminish its effect.\n",
            "    \n",
            "\n",
            "      “How lovely!” said everyone who saw her; and the vicomte lifted his\n",
            "      shoulders and dropped his eyes as if startled by something extraordinary\n",
            "      when she took her seat opposite and beamed upon him also with her\n",
            "      unchanging smile.\n",
            "    \n",
            "\n",
            "      “Madame, I doubt my ability before such an audience,” said he, smilingly\n",
            "      inclining his head.\n",
            "    \n",
            "\n",
            "      The princess rested her bare round arm on a little table and considered a\n",
            "      reply unnecessary. She smilingly waited. All the time the story was being\n",
            "      told she sat upright, glancing now at her beautiful round arm, al\n",
            "['War', 'and', 'Peace', 'by', 'Leo', 'Tolstoy', 'body', 'margin']\n",
            "['war', 'and', 'peace', 'by', 'leo', 'tolstoy', 'body', 'margin']\n",
            "['war', 'peace', 'leo', 'tolstoy', 'body', 'margin', '5', 'background']\n",
            "[('said', 2842), ('one', 2134), ('pierre', 1963), ('prince', 1929), ('would', 1366), ('natásha', 1213), ('man', 1189), ('andrew', 1144), ('could', 1116), ('time', 929)]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}