{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Introduction\n", "\n", "You all know word clouds:\n", "\n", "![](resources/constitution.png) \n", "\n", "\n", "They give you a quick overview of the top topics of your blog, book, source code – or presentation. The latter was the one that got me thinking: How cool would it be if you start your presentation with a word cloud of the main topics of your talk? And: How easy is it to do that completely automated with Python?!\n", "\n", "So let's go crazy this time with **word cloud computing** for different data sources like texts, web sites, source code and PowerPoint presentations!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Idea\n", "The main idea is to read any text in any format, preprocess it and throw it against a word cloud producing library. For this, we need some main libraries that do all the work for us:\n", "\n", "* [nltk](http://www.nltk.org/) for some big texts and for cleaning up our input texts\n", "* [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/) for getting raw texts from HTML websites\n", "* [pygments](http://pygments.org/) for retrieving identifiers from source code\n", "* [python-pptx](https://python-pptx.readthedocs.io/en/latest/) for extracting texts from PowerPoint slides\n", "* [wordcloud](https://github.com/amueller/word_cloud) for producing, well, a word cloud\n", "\n", "So let's get started!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic example\n", "In this section, I demonstrate how easy it is to produce a word cloud from some given text with wordcloud. We import the WordCloud class and use it directly to generate a word cloud with two words." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from wordcloud import WordCloud\n", "WordCloud().generate(\"Hello reader!\").to_image()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We see that wordcloud just did some text preprocessing (like removing the \"!\") and rendered the texts.\n", "\n", "That's it!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced example\n", "The example above wasn't very impressive and expressive. So we use nltk to retrieve some big texts from a corpus. In the following word cloud, we want to display the main topics of some movie reviews. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['plot', ':', 'two', 'teen', 'couples', 'go', 'to', 'a', 'church', 'party']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from nltk.corpus import movie_reviews\n", "movie_reviews.words()[:10]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We also need some basic text preprocessing: removing the language's common words via a stop list for that language. The stop list is just a different kind of corpus – a list of text tokens." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from nltk.corpus import stopwords\n", "english_stopword_tokens = stopwords.words('english')\n", "english_stopword_tokens[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do some basic text preprocessing by only keeping alphabetic characters and removing the stop words." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['plot', 'two', 'teen', 'couples', 'go']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movie_reviews_tokens = [s for s in movie_reviews.words() \n", " if s.isalpha() and \n", " not s in english_stopword_tokens]\n", "movie_reviews_tokens[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We join the text array together to get a long string and display it as word cloud." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SK6WVowiFErHb+C4jt2VDcPVyv912tvZiKjU6dYZ47ASipEyUm4cplKiYRGhK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FWhsZROW9u451/Jbj7nifKGy0il3uSY6ncNe3SM9jpSqRcFNovpaXLQrV+uvXBxepUsKyz42dfH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oAAlDFWtgIm6hs1QChqMkQQHA6qnOl+qZWGtEU1RFUUmGBJAxyDRuwSQA4aZgYisGu83WRHG0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\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movie_reviews_texts = \" \".join(movie_reviews_tokens)\n", "WordCloud().generate(movie_reviews_texts).to_image()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's move on to some more interesting visualizations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# HTML webpage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can read any website via Python's built-in request library. In this example, we read the [aim42](http://aim42.org/) (a guide for software architecture improvement; very valuable and interesting!) directly from the guide's website. We just need to get the response's text, that delivers the website as pure HTML." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'\\n\\n\\n\\n