diff --git a/sjohn248.ipynb b/sjohn248.ipynb new file mode 100644 index 0000000..708eed3 --- /dev/null +++ b/sjohn248.ipynb @@ -0,0 +1,205 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assignment 1\n", + "\n", + "1. Compare word frequencies between two works of a single author.\n", + "1. Compare word frequencies between works of two authors.\n", + "1. Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Extra credit\n", + "\n", + "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", + "\n", + "Project Gutenberg is a good source of for fiction and non-fiction.\n", + "\n", + "E.g below are two most popular books from Project Gutenberg:\n", + "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", + "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'We', 'I', 'the', 'The' , 'would','could','said', 'chapter']\n", + "\n", + "\n", + "def cleanWord (w):\n", + " wn = re.sub('[,\"\\.\\'&\\|:@>*;/=]', \"\", w)\n", + " return re.sub('^[0-9\\.]*$', \"\", wn)\n", + "\n", + "def cleanHTML(html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "def getFreq(URL):\n", + " r = requests.get(URL)\n", + " t = cleanHTML(r.text).lower()\n", + " \n", + " words = re .split('\\s+',t)\n", + " for i in range(len(words)):\n", + " words[i] = cleanWord(words[i])\n", + " \n", + " \n", + " wf = Counter (words)\n", + " \n", + " for k in stop_words:\n", + " wf.pop(k, None)\n", + " \n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " return (wfs [ 0:ml ] [::-1], tw)\n", + "\n", + "(wf_ee, tw_ee) = getFreq('http://www.gutenberg.org/ebooks/2600.txt.utf-8')\n", + "(wf_bu, tw_bu) = getFreq('http://www.gutenberg.org/ebooks/3567.txt.utf-8')\n", + "\n", + "\n", + "f = plt.figure (figsize=(10, 6))\n", + "f .suptitle (\"Difference between War and Peace and Memoirs of Napoleon Bonaparte\", fontsize=20)\n", + "\n", + "\n", + "\n", + "ax1 = f.add_subplot (121)\n", + "plt .subplots_adjust (wspace=.5)\n", + "\n", + "pos = np .arange (len(wf_ee)) \n", + "ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + "pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + "ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + "ax2 = f .add_subplot (122)\n", + "ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + "pos = np .arange (len(wf_bu)) \n", + "pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + "ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "(wfBookThree, reg) = getFreq('http://www.gutenberg.org/ebooks/1938.txt.utf-8')\n", + "\n", + "f = plt.figure (figsize=(10, 6))\n", + "f .suptitle (\"Difference between War and Peace and Resurrection by Leo Tolstoy\", fontsize=20)\n", + "\n", + "\n", + "ax1 = f.add_subplot (121)\n", + "plt .subplots_adjust (wspace=.5)\n", + "\n", + "\n", + "pos = np .arange (len(wf_ee)) \n", + "ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + "pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + "ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + "\n", + "\n", + "ax4 = f .add_subplot (122)\n", + "ax4 .tick_params (axis='both', which='major', labelsize=14)\n", + "pos = np .arange (len(wfBookThree)) \n", + "pylab .yticks (pos, [ x [0] for x in wfBookThree ])\n", + "ax4 .barh (range (len(wfBookThree)), [ x [1] for x in wfBookThree ], align='center')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}