{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Mining Twitter Data Using Python / Tweepy

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Main script that parses the stream of tweets based on a filter word" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "run_control": { "read_only": false } }, "outputs": [], "source": [ "#Import the necessary methods from tweepy library\n", "from tweepy.streaming import StreamListener\n", "from tweepy import OAuthHandler\n", "from tweepy import Stream\n", "\n", "#Variables that contains the user credentials to access Twitter API \n", "access_token = \"your_access_token\"\n", "access_token_secret = \"your_access_secret_token\"\n", "consumer_key = \"your_consumer_key\"\n", "consumer_secret = \"your_consumer_secret\"\n", "\n", "\n", "#This is a basic listener that just prints received tweets to stdout.\n", "class StdOutListener(StreamListener):\n", "\n", " def on_data(self, data):\n", " print(data)\n", " return True\n", "\n", " def on_error(self, status):\n", " print(status)\n", "\n", "\n", "if __name__ == '__main__':\n", "\n", " #This handles Twitter authetification and the connection to Twitter Streaming API\n", " l = StdOutListener()\n", " auth = OAuthHandler(consumer_key, consumer_secret)\n", " auth.set_access_token(access_token, access_token_secret)\n", " stream = Stream(auth, l)\n", "\n", " #This line filter Twitter Streams to capture data by the keywords: 'honda'\n", " stream.filter(track=['honda'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Then from your terminal, execute this script with output piped to a text file: your_script.py > tweets_data.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Then run this script below to create a Python dataframe of the tweets data text file" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "run_control": { "read_only": false } }, "outputs": [], "source": [ "%matplotlib inline\n", "import json\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from os import path\n", "pd.set_option(\"display.max_rows\",1000)\n", "pd.set_option(\"display.max_columns\",20)\n", "pd.set_option(\"display.max_colwidth\",150)\n", "\n", "d = path.dirname('/home/pybokeh/temp/')\n", "#text = open(path.join(d, 'twitter_data.txt')).read()\n", "\n", "tweets_data = []\n", "tweets_file = open(path.join(d, 'honda_heritage.txt'),'r')\n", "for line in tweets_file:\n", " try:\n", " tweet = json.loads(line)\n", " if len(tweet) > 10: # Ensure json data is complete\n", " tweets_data.append(tweet)\n", " except:\n", " continue\n", "\n", "print(len(tweets_data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create pandas dataframe" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "run_control": { "read_only": false } }, "outputs": [], "source": [ "tweets = pd.DataFrame()\n", "tweets['text'] = [tweet['text'].lower() for tweet in tweets_data]\n", "tweets['lang'] = [tweet['lang'] for tweet in tweets_data]\n", "tweets['sample'] = [tweet['text'][:20] for tweet in tweets_data]\n", "tweets['retweeted'] = [tweet['retweeted'] for tweet in tweets_data]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### You may be wondering why did I create a \"sample\" column? The reason being, it will be used to determine if a tweet is a duplicate to another tweet. Basically, my logic is, if the first 20 characters are the same between tweets, then I am assuming they are the exact same. Whether or not this is a good logic to use, I dont' know, but seems to be the easiest way I can think of." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's remove redundant tweets, retweets, duplicates, and limit to English tweets" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "run_control": { "read_only": false } }, "outputs": [], "source": [ "english_tweets = tweets[(tweets['lang']=='en') & (tweets['retweeted']==False)]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "run_control": { "read_only": false } }, "outputs": [], "source": [ "english_tweets = english_tweets.drop_duplicates(subset='sample');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "run_control": { "read_only": false } }, "outputs": [], "source": [ "text = ''\n", "for line in english_tweets['text']:\n", " text = text + ' ' + line.replace(\"'s\", \" \") # Replace 's with a space since I don't care about the possessive form\n", " # of the noun" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now create the word cloud" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "run_control": { "read_only": false } }, "outputs": [ { "data": { "image/png": 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Z1tvEg0MVEr6pnylMqpO6G5g5XDk+vquBR8r2r+plpG9zRb95QSc9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\nxlVhkq3d9qlymw/cF01JOr5mXzYlcSsSjSkDVYL6VGsawQ5ao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jfLTbvmPrs5+PS7zIkU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\nSH3TAAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from os import path\n", "import matplotlib.pyplot as plt\n", "from matplotlib.ticker import NullLocator\n", "from wordcloud import WordCloud, STOPWORDS\n", "d = path.dirname('/home/pybokeh/Downloads/')\n", "\n", "additional_words = [\n", " 'rt',\n", " 'ebay',\n", " 't',\n", " 'https',\n", " 'co',\n", " 't',\n", " 'amp',\n", " 's',\n", " 'tcot',\n", " 'de'\n", "]\n", "\n", "for word in additional_words:\n", " STOPWORDS.add(word)\n", "\n", "wc = WordCloud(width=800, height=600).generate(text)\n", "\n", "# store to file\n", "wc.to_file(path.join(d, \"civic.png\"))\n", "\n", "# show\n", "plt.imshow(wc)\n", "plt.axis(\"off\")\n", "plt.gca().xaxis.set_major_locator(NullLocator()) # remove white space\n", "plt.gca().yaxis.set_major_locator(NullLocator()) # remove white space\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What caught my eye was that \"crosstour\" was the 6th most mentioned word, which is interesting since quite frankly, the Crosstour is not a very popular Honda model." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "run_control": { "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "[('honda', 1.0),\n", " ('new', 0.15517241379310345),\n", " ('civic', 0.1532567049808429),\n", " ('car', 0.0772669220945083),\n", " ('accord', 0.07471264367816093),\n", " ('crosstour', 0.0561941251596424),\n", " ('fit', 0.05108556832694764),\n", " ('ex', 0.037037037037037035),\n", " ('motorcycle', 0.03384418901660281),\n", " ('used', 0.032567049808429116)]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wc.process_text(text)[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### So...let's see what the hoopla is about with the Honda Crosstour.

Let's limit our data to just tweets containing \"crosstour\"." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true, "run_control": { "read_only": false } }, "outputs": [], "source": [ "tweets = pd.DataFrame()\n", "tweets['text'] = [tweet['text'].lower() for tweet in tweets_data]\n", "tweets['lang'] = [tweet['lang'] for tweet in tweets_data]\n", "tweets['sample'] = [tweet['text'][:20] for tweet in tweets_data]\n", "tweets['retweeted'] = [tweet['retweeted'] for tweet in tweets_data]\n", "english_tweets = tweets[(tweets['lang']=='en') & (tweets['retweeted']==False)]\n", "english_tweets = english_tweets.drop_duplicates(subset='sample')\n", "english_tweets = english_tweets[english_tweets['text'].str.contains('crosstour')]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ouch...it turns out Honda is ending production of the Crosstour. Now it makes sense why Crosstour was getting a lot of tweets. Bye bye Crosstour, it was nice knowing ya." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "run_control": { "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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textlangsampleretweeted
19it's official: honda kills crosstour as new suvs take over http://t.co/mcym7t1onq http://t.co/5rybfblfklenIt's Official: HondaFalse
24honda killing off crosstour in big production shift http://t.co/frjmtz22ofenHonda killing off CrFalse
60bad news everyone. the honda crosstour is dead http://t.co/fyg4r70hhe http://t.co/gge5pkimk7enBad news everyone. TFalse
61end of the road for honda crosstour http://t.co/6dokzagnh1 http://t.co/vojtnxqgdjenEnd of the road forFalse
99rt @jalopnik: bad news everyone. the honda crosstour is dead http://t.co/fyg4r70hhe http://t.co/gge5pkimk7enRT @Jalopnik: Bad neFalse
156dtn autos: honda to drop crosstour, move accord hybrid output to japan: honda will stop producing the crosstou... http://t.co/oxogaj44tvenDTN Autos: Honda toFalse
203ну такое \"@jalopnik: bad news everyone. the honda crosstour is dead http://t.co/jam0xnttij http://t.co/peeturoqba\"enНу такое \"@Jalopnik:False
297honda to drop crosstour, move accord hybrid output to japan: honda will stop producing the crosstour, a… http://t.co/wmnb3welc7enHonda to drop CrosstFalse
329#rt honda killing off crosstour in big production shift: the hatchback never caught on with consumers\\n... http://t.co/ui63andlwn #followen#rt Honda killing ofFalse
394dead: honda crosstour: the honda crosstour , one of the homeliest vehicles on the road and a sad sub... http://t.co/a5eybhf5xd #automczaenDead: Honda CrosstouFalse
447the honda crosstour is no more http://t.co/ccjqca0vtgenThe Honda CrosstourFalse
458ab: the honda crosstour is no more http://t.co/adrqzhuicgenAB: The Honda CrosstFalse
483rt @autofile_canada: end of the road for honda crosstour http://t.co/y08swddwha http://t.co/2ohwbn0gm5enRT @Autofile_Canada:False
513http://t.co/1cfinyumgx : the honda crosstour is no more http://t.co/fjmh1x6wax thanks to autoblogenhttp://t.co/1CFiNYumFalse
537long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical but dorky mercedes ... http://t.co/pkc02fgjakenLong-Suffering HondaFalse
558c&d: long-suffering honda crosstour given sweet release, killed for 2016 http://t.co/bde4vu9nnaenC&D: Long-SufferFalse
563#automotivenews : long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical b... http://t.co/imgpfmcmdven#AutomotiveNews : LoFalse
565#carsautos long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical but dork... http://t.co/76lutscngxen#carsautos Long-SuffFalse
594honda crosstour axed: honda crosstour axedhonda has announced that the crosstour is being axed.  more http://t.co/0mpiuo3mcsenHonda Crosstour AxedFalse
629autoblog: the honda crosstour is no more. http://t.co/hooceipr7uenAutoblog: The HondaFalse
\n", "
" ], "text/plain": [ " text \\\n", "19 it's official: honda kills crosstour as new suvs take over http://t.co/mcym7t1onq http://t.co/5rybfblfkl \n", "24 honda killing off crosstour in big production shift http://t.co/frjmtz22of \n", "60 bad news everyone. the honda crosstour is dead http://t.co/fyg4r70hhe http://t.co/gge5pkimk7 \n", "61 end of the road for honda crosstour http://t.co/6dokzagnh1 http://t.co/vojtnxqgdj \n", "99 rt @jalopnik: bad news everyone. the honda crosstour is dead http://t.co/fyg4r70hhe http://t.co/gge5pkimk7 \n", "156 dtn autos: honda to drop crosstour, move accord hybrid output to japan: honda will stop producing the crosstou... http://t.co/oxogaj44tv \n", "203 ну такое \"@jalopnik: bad news everyone. the honda crosstour is dead http://t.co/jam0xnttij http://t.co/peeturoqba\" \n", "297 honda to drop crosstour, move accord hybrid output to japan: honda will stop producing the crosstour, a… http://t.co/wmnb3welc7 \n", "329 #rt honda killing off crosstour in big production shift: the hatchback never caught on with consumers\\n... http://t.co/ui63andlwn #follow \n", "394 dead: honda crosstour: the honda crosstour , one of the homeliest vehicles on the road and a sad sub... http://t.co/a5eybhf5xd #automcza \n", "447 the honda crosstour is no more http://t.co/ccjqca0vtg \n", "458 ab: the honda crosstour is no more http://t.co/adrqzhuicg \n", "483 rt @autofile_canada: end of the road for honda crosstour http://t.co/y08swddwha http://t.co/2ohwbn0gm5 \n", "513 http://t.co/1cfinyumgx : the honda crosstour is no more http://t.co/fjmh1x6wax thanks to autoblog \n", "537 long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical but dorky mercedes ... http://t.co/pkc02fgjak \n", "558 c&d: long-suffering honda crosstour given sweet release, killed for 2016 http://t.co/bde4vu9nna \n", "563 #automotivenews : long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical b... http://t.co/imgpfmcmdv \n", "565 #carsautos long-suffering honda crosstour given sweet release, killed for 2016: -first, the practical but dork... http://t.co/76lutscngx \n", "594 honda crosstour axed: honda crosstour axedhonda has announced that the crosstour is being axed.  more http://t.co/0mpiuo3mcs \n", "629 autoblog: the honda crosstour is no more. http://t.co/hooceipr7u \n", "\n", " lang sample retweeted \n", "19 en It's Official: Honda False \n", "24 en Honda killing off Cr False \n", "60 en Bad news everyone. T False \n", "61 en End of the road for False \n", "99 en RT @Jalopnik: Bad ne False \n", "156 en DTN Autos: Honda to False \n", "203 en Ну такое \"@Jalopnik: False \n", "297 en Honda to drop Crosst False \n", "329 en #rt Honda killing of False \n", "394 en Dead: Honda Crosstou False \n", "447 en The Honda Crosstour False \n", "458 en AB: The Honda Crosst False \n", "483 en RT @Autofile_Canada: False \n", "513 en http://t.co/1CFiNYum False \n", "537 en Long-Suffering Honda False \n", "558 en C&D: Long-Suffer False \n", "563 en #AutomotiveNews : Lo False \n", "565 en #carsautos Long-Suff False \n", "594 en Honda Crosstour Axed False \n", "629 en Autoblog: The Honda False " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "english_tweets.head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's make a word cloud related to just the Honda Crosstour" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "run_control": { "read_only": false } }, "outputs": [], "source": [ "text = ''\n", "for line in english_tweets['text']:\n", " text = text + ' ' + line.replace(\"'s\", \" \")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "run_control": { "read_only": false } }, "outputs": [ { "data": { "image/png": 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znEGK+Qb2FlyKzTCSAu+n1Y7nWBAOKkztn8PDK1PQ6AWcbTXc91NytfTVhc6a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from os import path\n", "import matplotlib.pyplot as plt\n", "from wordcloud import WordCloud, STOPWORDS\n", "d = path.dirname('/home/pybokeh/Downloads/')\n", "# Read the whole text.\n", "#text = strWords\n", "#text = open(path.join(d, 'alice.txt')).read()\n", "\n", "additional_words = [\n", " 'rt',\n", " 'ebay',\n", " 't',\n", " 'https',\n", " 'co',\n", " 't',\n", " 'amp',\n", " 's',\n", " 'tcot',\n", " 'de'\n", "]\n", "\n", "for word in additional_words:\n", " STOPWORDS.add(word)\n", "\n", "wc = WordCloud(width=800, height=600).generate(text)\n", "\n", "# store to file\n", "wc.to_file(path.join(d, \"crosstour.png\"))\n", "\n", "# show\n", "plt.imshow(wc)\n", "plt.axis(\"off\")\n", "plt.gca().xaxis.set_major_locator(NullLocator()) # remove white space\n", "plt.gca().yaxis.set_major_locator(NullLocator()) # remove white space\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No surprise that \"killed\" is one of the most tweeted word as it relates to the Honda Crosstour considering what was just announced." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### So this ends my simple example on how to mine Twitter data using Python and the Tweepy package." ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }