{ "metadata": { "name": "Corpus Analysis (new)" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Corpus Analysis\n", "\n", "## Overview\n", "\n", "In this section we'll look at the characteristics of the collected corpus." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import book_classification as bc\n", "import pandas\n", "import shelve\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "myShelf = shelve.open(\"storage_new.db\")\n", "aBookCollection = myShelf['aBookCollection']\n", "aDataFrame = aBookCollection.as_dataframe()\n", "del myShelf" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "aDataFrame.icol([0, 1]).describe()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/david/.local/lib/python3.3/site-packages/pandas/core/config.py:570: DeprecationWarning: height has been deprecated.\n", "\n", " warnings.warn(d.msg, DeprecationWarning)\n", "/home/david/.local/lib/python3.3/site-packages/pandas/core/config.py:570: DeprecationWarning: height has been deprecated.\n", "\n", " warnings.warn(d.msg, DeprecationWarning)\n" ] }, { "html": [ "
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TitleAuthor
count 597 597
unique 586 47
top A Christmas Carol Nathaniel Hawthorne
freq 5 94
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" ], "output_type": "pyout", "prompt_number": 3, "text": [ " Title Author\n", "count 597 597\n", "unique 586 47\n", "top A Christmas Carol Nathaniel Hawthorne\n", "freq 5 94" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Books and Authors\n", "\n", "Some authors have more books than others, something that might impact the classification." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sort(aDataFrame.groupby('Author').size()).plot(kind='bar', figsize=(15, 6))\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "output_type": "display_data", "png": 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AAMBJ536AxvzfistI1RxPXaxyPHXxluOpi1WOpy7ecjx1scrx1MVbjqcuVjme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\n5ZdfHlPOwYMHtXjxYrVs2VIXX3yxdu/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HNKXy37ENe1a/Jk2a6LbbblPz5s1L9Qmz9uHF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qrQdNLS0lBaWko0Bm2FLDFo2LAhMjIyUF5eLiggRRtiWRWdO3dG586dcenSJS5zkJSUhKSkJEGZ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\nif8H7IsoFIqwSEcAAAAASUVORK5CYII=\n" } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the distribution of book counts over authors." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#aDataFrame.groupby('Author').size().plot(kind='kde', figsize=(6, 5))\n", "aDataFrame.groupby('Author').size().hist()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vocabularies and Authors\n", "\n", "When talking about \"vocabulary\", an implicit tokenization scheme is also there. In this case, we chose tokens consisting of alphabetic symbols and longer than 2 characters. That `BasicTokenizer` uses *NLTK*." ] }, { "cell_type": "code", "collapsed": false, "input": [ "tokenizer = bc.BasicTokenizer()\n", "aBookAnalysis = bc.BookCollectionAnalysis(aBookCollection, tokenizer)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vocabulary size (unique words) for each book." ] }, { "cell_type": "code", "collapsed": false, "input": [ "aBookAnalysis.vocabulary_size_by_book().set_index('Book').sort(['Unique words']).plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "output_type": "display_data", "png": 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WUADQq1cvLFy4EACwcOFC9OnTRz2+dOlSXLhwAaWlpSgpKUFGRgZCQ0Ph7e2NLVu2QESw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\n5OTkYbkvvV5PZrN5WEZMoVCQTqejoqIiMhqNw64HvV5P/v7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} ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The vocabulary size (unique words) for each author." ] }, { "cell_type": "code", "collapsed": false, "input": [ "dataframe = aBookAnalysis.vocabulary_size_by_author().set_index('Author').sort(['Unique words'])\n", "dataframe.plot(kind='bar', figsize=(15, 6))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "output_type": "display_data", "png": 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PqrNVIiIiIiLSD9G8j93KlSuRlpYWOstWUFCAyZMnY8+ePbj55ptRUFAAAKisrMS6detQ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} ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shared words by authors\n", "\n", "Here we'll explore vocabulary intersections among authors by number of words.\n", "\n", "These are totals (each observation corresponds to the amount of words present in exactly the intersection of that many authors)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pandas.Series(aBookAnalysis.shared_words_by_authors()).apply(math.log10).plot(figsize=(6, 4))\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 89, "text": [ "" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 89 }, { "cell_type": "code", "collapsed": false, "input": [ "pandas.Series(aBookAnalysis.shared_words_by_books()).apply(math.log10).plot(figsize=(8, 4))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "output_type": "display_data", "png": 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V/Pgj3QCcLWDR2Eg2k6yxnp3t5INsgb59KX4p3r6u0/HFF61/z+LFlNf/xz8a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\n/wOFkzfKwZrFtwAAAABJRU5ErkJggg==\n" } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are cumulative totals (observations represent the number of words that appear in N authors or less)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pandas.Series(aBookAnalysis.shared_words_by_authors()).cumsum().apply(math.log).plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 143, "text": [ "" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 143 }, { "cell_type": "code", "collapsed": false, "input": [ "pandas.Series(aBookAnalysis.shared_words_by_books()).cumsum().apply(math.log).plot()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 142, "text": [ "" ] }, { "output_type": "display_data", "png": 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ObNiwofMA7DESUT/otx5jeno6CgsL22xzOBzIy8vD/Pnzu9xv+PDhKCoqQnl5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\nSjS1fQAAAABJRU5ErkJggg==\n" } ], "prompt_number": 142 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sparsity in feature matrix" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vocabularySizes = aBookAnalysis.vocabulary_size_by_book()['Unique words'] / len(aBookAnalysis.vocabulary().total())\n", "vocabularySizes.hist(bins=100,figsize=(10,5))\n", "#vocabularySizes.plot(kind='kde')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 79, "text": [ "" ] }, { "output_type": "display_data", "png": 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WLFgQSFEAAADFyNcnVmVlZXriiSe0cuVKnTt3Ths2bKCpAgAAkZe3ldcBAACi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\nAAJCYwUAABAQGisAAICA0FgBAAAE5P8BmcP7uVu8S7oAAAAASUVORK5CYII=\n" } ], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "print(vocabularySizes.sum() / len(vocabularySizes))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0365571297371\n" ] } ], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Entropies vs Frequencies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the differences between them. Note that the logarithm was applied to frequencies, so they are in the same scale as entropies." ] }, { "cell_type": "code", "collapsed": false, "input": [ "frequenciesExtractor = bc.FrequenciesExtractor(tokenizer)\n", "entropiesExtractor = bc.EntropiesExtractor(tokenizer, bc.FixedGrouper(500))\n", "frequencies = bc.CollectionHierarchialFeatures.from_book_collection(aBookCollection, frequenciesExtractor)\n", "entropies = bc.CollectionHierarchialFeatures.from_book_collection(aBookCollection, entropiesExtractor)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "df_input = []\n", "for word in aBookAnalysis._vocabulary.total().keys():\n", " df_input.append([math.log(frequencies.total()[word]), entropies.total()[word]])\n", "df_input.sort()\n", "entropies_vs_frequencies = pandas.DataFrame(df_input, columns=[\"Frequencies\", \"Entropies\"])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "entropies_vs_frequencies.plot(kind='kde', figsize=(8, 8), subplots=True, sharex=False)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 36, "text": [ "array([,\n", " ], dtype=object)" ] }, { "output_type": "display_data", "png": 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CZmYmDAYDysvLsWnTJsTGxtba7/r16/jll18watQopUIhQbCnTkSkLMWm352cnLB06VIM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\nkJaWBpVKBYVC8VShDwkJgZ+fH29WQzRGcaRORjt06BDu3Lm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} ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we plot both distributions individually, we can't see the difference (apart from the scales). But by sorting pairs according to one of them (in this case frequencies), it's clear that entropies aren't the same.\n", "\n", "More over, the maximum grows in a similar fashion as frequencies, but it can't explain the additional variations. So entropy seems to have more information about the words than frequency." ] }, { "cell_type": "code", "collapsed": false, "input": [ "#entropies_vs_frequencies[\"Entropies\"].plot(figsize=(12, 4))\n", "plt.figsize(12,5)\n", "fig = plt.figure()\n", "l=len(entropies_vs_frequencies[\"Entropies\"])\n", "plt.axis([0,l,0,1])\n", "scatter(range(l),entropies_vs_frequencies[\"Entropies\"],s=1,alpha=0.05,figure=fig)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 77, "text": [ "" ] }, { "output_type": "display_data", "png": 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Sbgdsb++G4rW1OocO2VQqE5jmEMMImJ2dJJdL4TgO7faAtbUNXNcklUoRCoUw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\n2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} ], "prompt_number": 77 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By zooming at the tail (> 140000) we see the pattern continues." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figsize(12,5)\n", "l=len(entropies_vs_frequencies[\"Entropies\"])\n", "plt.axis([140000,l,0,1])\n", "scatter(range(l),entropies_vs_frequencies[\"Entropies\"],s=1,alpha=0.2)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 96, "text": [ "" ] }, { "output_type": "display_data", "png": 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Jh6NEo0lyuRypVIqBgWHKy/0YjcZz3o/M+AohhBBCiMtOURR+/OOn+Pa3/43BwRBgIL+8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8r0tJ9MJoHHY6evrx6TyYTZXPa+3r8/T0dHuVLc29v0MPlAT7FY5Pr1UVwuU2UinNls5tlnjwDl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eK/Etl8uoVCY6O30S0lgul3E4PJhMUpUln8/jdLagVktfv379OvfubRIIrIivyeVy8QE6N7fM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\nsJhxc5zZX3/V6ejRWvbMAgAAYEyN+R3fjo4OuVwuJSQ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} ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figsize(12,5)\n", "l=len(entropies_vs_frequencies[\"Entropies\"])\n", "plt.axis([130000,150000,0,1])\n", "scatter(range(l),entropies_vs_frequencies[\"Entropies\"],s=1,alpha=0.2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 97, "text": [ "" ] }, { "output_type": "display_data", "png": 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VmkBBgZ9nnjlLfPw4+fkF+P2ZGAxumptDlJWVUV9/gpMnG4hGbbz//QtwOOKZPn0ar722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DAAAg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\nygpu3FjB2NgmrFYqhexwaKDXUxE5sViMz33umYpjOTk5jbNnb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xrAoUPVdbqNRmNVbeBw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\n" } ], "prompt_number": 97 }, { "cell_type": "code", "collapsed": false, "input": [ "# TODO: get a decent density plot of x=freq,y=entr with log color map\n", "\n", "#figure(figsize(10, 10))\n", "#scatter(entropies_vs_frequencies[\"Frequencies\"], entropies_vs_frequencies[\"Entropies\"])\n", "#figure(figsize(5, 5))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 108 }, { "cell_type": "markdown", "metadata": {}, "source": [ "They seem to be almost equal many times, but increasingly more often informative words appear (which higher frequencies).\n", "\n", "The following distribution of differences in the entropy series (sorted by increasing frequencies) indicates variation of entropy between words with essentialy the same frequency." ] }, { "cell_type": "code", "collapsed": false, "input": [ "entropies_vs_frequencies[\"Entropies\"].diff().dropna().apply(abs).hist(log=True)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 105, "text": [ "" ] }, { "output_type": "display_data", "png": 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8cOBA9md++MMfytraWtnc3Cxff/11x3VNyfe3v/1Nbt++XW7fvl3eeeed2vL9\n4x//kKFQSN5yyy1y48aNMhwOy0uXLtmua0o+U/bfAw88IG+77TbZ0tLyf5dtmLD/7PKZsv/6+/vl\nnXfeKVtaWuSXv/xlOTk56biuKfkK3X/aPvOFiMhU/MwXIqI8bIxERHnYGImI8rAxEhHlYWMkIsrz\nP3lVp7A8w9TXAAAAAElFTkSuQmCC\n" } ], "prompt_number": 105 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cutting the distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to ignore rare words (that appear in few books and authors), we can make the distribution looke more \"gaussian\".\n", "\n", "The analysis is in another file, so that both can be compared." ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }