From d69caea27c4cbe5c8249bcedb9165aee62215122 Mon Sep 17 00:00:00 2001 From: tplunke1 Date: Wed, 10 Sep 2014 12:13:06 -0400 Subject: [PATCH] Added solution for Assignment 1 --- .../Assignment1-checkpoint.ipynb | 357 ++++++++++++++++++ Assignment1.ipynb | 119 +++++- 2 files changed, 470 insertions(+), 6 deletions(-) create mode 100644 .ipynb_checkpoints/Assignment1-checkpoint.ipynb diff --git a/.ipynb_checkpoints/Assignment1-checkpoint.ipynb b/.ipynb_checkpoints/Assignment1-checkpoint.ipynb new file mode 100644 index 0000000..a8a3c2e --- /dev/null +++ b/.ipynb_checkpoints/Assignment1-checkpoint.ipynb @@ -0,0 +1,357 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:e1292da9d0122909c4b2719d09afbde06014f416f74db5ef41c75f2a0cee63f6" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Written text as operational data\n", + "\n", + "Written text is one type of data\n", + "\n", + "### Why people write?\n", + "\n", + " - To communicate: their thoughts, feelings, urgency, needs, information\n", + "\n", + "### Why people communicate?\n", + "\n", + "1. To express emotions\n", + "1. To share information\n", + "1. To enable or elicit an action\n", + "1. ...\n", + "\n", + "### We will use written text for the purpose other than \n", + "1. To experience emotion\n", + "1. To learn something the author intended us to learn\n", + "1. To do what the author intended us to do\n", + "\n", + "### Instead, we will use written text to recognize who wrote it\n", + " - By calculating and comparing word frequencies in written documents" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 1. Dictionaries in python (associative arrays)\n", + "\n", + "Plot the frequency distribution of words on a web page." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import requests, re\n", + "# re is a module for regular expressions: to detect various combinations of characters\n", + "import operator\n", + "\n", + "# Start from a simple document\n", + "r = requests .get('http://eecs.utk.edu')\n", + "\n", + "# What comes back includes headers and other HTTP stuff, get just the body of the response\n", + "t = r.text\n", + "\n", + "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n", + "wds = re.split('\\s+',t)\n", + "\n", + "# now populate a dictionary (wf)\n", + "wf = {}\n", + "for w in wds:\n", + " if w in wf: wf [w] = wf [w] + 1\n", + " else: wf[w] = 1\n", + "\n", + "# dictionaries can not be sorted, so lets get a sorted *list* \n", + "wfs = sorted (wf .iteritems(), key = operator .itemgetter (1), reverse=True) \n", + "\n", + "# lets just have no more than 15 words \n", + "ml = min(len(wfs),15)\n", + "for i in range(1,ml,1):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) " + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\t32\n", + "of\t32\n", + "the\t23\n", + "and\t20\n", + "\t16\n", + "Computer\t16\n", + "Engineering\t15\n", + "=\t14\n", + "\t14\n", + "in\t12\n", + "a\t11\n", + "var\t11\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 2\n", + "\n", + "Lots of markup in the output, lets remove it --- \n", + "\n", + "use BeautifulSoup and nltk modules and practice some regular expressions." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import requests, re, nltk\n", + "from BeautifulSoup import BeautifulStoneSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "nltk .download ('stopwords')\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " return BeautifulStoneSoup(clean_html(html),\n", + " convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (URL):\n", + " # first get the web page\n", + " r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('http://eecs.utk.edu')\n", + "(wf_bu, tw_bu) = get_wf('http://bus.utk.edu')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[nltk_data] Downloading package 'stopwords' to /home/cosc/nltk_data...\n", + "[nltk_data] Unzipping corpora/stopwords.zip." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(10, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \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)+1) \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", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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MY97ueP/RWoPeR88mvXHYN7W9iW7SfJ30gRtWzlqkvDqOfWCcHT+hazlbo7tz/ELG5jVn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+ "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "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": "markdown", + "metadata": {}, + "source": [ + "Qestion 1:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2852/2852-h/2852-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and The Hounds of Baskervilles')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": 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kmjnnIs65bv7vMyqQiZjhz/urhOEP+MMfr6wwi4iIiIhILeFnKNLORPilEIXO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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question 2:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and Moby Dick')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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37t3NfffdZ4wxZsiQIWby5MmmTp065uuvvzYHDhwwtWrVMsuWLTNZWVnGcRyz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+ "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question 3:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Yes, for instance the word \"said\" was among the top 3 most common words for both of Doyle's books mentioned but failed to even make the top 14 in Moby Dick (Herman Melville). Since words of the form \"to say\" are common, the difference liklely lies in writing styles specific to the authors." + ] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/Assignment1.ipynb b/Assignment1.ipynb index 59f83a7..a8a3c2e 100644 --- a/Assignment1.ipynb +++ b/Assignment1.ipynb @@ -1,6 +1,7 @@ { "metadata": { - "name": "" + "name": "", + "signature": "sha256:e1292da9d0122909c4b2719d09afbde06014f416f74db5ef41c75f2a0cee63f6" }, "nbformat": 3, "nbformat_minor": 0, @@ -78,6 +79,26 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\t32\n", + "of\t32\n", + "the\t23\n", + "and\t20\n", + "\t16\n", + "Computer\t16\n", + "Engineering\t15\n", + "=\t14\n", + "\t14\n", + "in\t12\n", + "a\t11\n", + "var\t11\n" + ] + } ], "prompt_number": 1 }, @@ -166,8 +187,23 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "[nltk_data] Downloading package 'stopwords' to /home/cosc/nltk_data...\n", + "[nltk_data] Unzipping corpora/stopwords.zip." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "\n" + ] + } ], - "prompt_number": 11 + "prompt_number": 2 }, { "cell_type": "code", @@ -210,8 +246,16 @@ "language": "python", "metadata": {}, "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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5w+jRo9m/fz8RERHcfPPNvP76677OlhCiCLgam+D9gTTBC+ET0gTvz6QJXoi8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\nItnw047iD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+ "text": [ + "" + ] + } ], - "prompt_number": 1 + "prompt_number": 3 }, { "cell_type": "markdown", @@ -234,14 +278,77 @@ "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Qestion 1:" + ] + }, { "cell_type": "code", "collapsed": false, - "input": [], + "input": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2852/2852-h/2852-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and The Hounds of Baskervilles')" + ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 1 + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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kmjnnIs65bv7vMyqQiZjhz/urhOEP+MMfr6wwi4iIiIhILeFnKNLORPilEIXO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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question 2:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and Moby Dick')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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37t3NfffdZ4wxZsiQIWby5MmmTp065uuvvzYHDhwwtWrVMsuWLTNZWVnGcRyz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\nXjYteZCQUInDh/dHejNEpAhQ2Vk4Kk+lqCiNZ7LG+csXjUclwaFx/oo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+ "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Question 3:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Yes, for instance the word \"said\" was among the top 3 most common words for both of Doyle's books mentioned but failed to even make the top 14 in Moby Dick (Herman Melville). Since words of the form \"to say\" are common, the difference liklely lies in writing styles specific to the authors." + ] } ], "metadata": {}