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February 22, 2018 21:19
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Plot polarity (sentiment) of tweets using TextBlob
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| { | |
| "metadata": { | |
| "name": "Twitter Polarity" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "# Analysis of Twitter sentiment using TextBlob\nimport pandas as pd\nfrom textblob import TextBlob\n\ndef sentiment(text):\n\t'''Compute sentiment from utf8 string, returns polarity'''\n\treturn TextBlob(str(text).decode('utf8')).sentiment[0]\n\ndf = pd.read_csv('/tmp/tw2.csv', parse_dates='created_at') # Read, with datetime as index\ndf['polarity'] = df['text'].apply(sentiment) # Analyse\n\n# plot\nax = df.plot(y='polarity', x='created_at', figsize=(12,8), title='Time series of Twitter message polarity (10,000 tweets)', rot=45) \nax.set_ylabel('Polarity (positive/negative)')\nax.set_xlabel('Tweet date')", | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 2, | |
| "text": "<matplotlib.text.Text at 0x6057e10>" | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": 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4aQJgKYtKbebFlV63b2AyyFzXZvqoNGZEkQll9DK8Vqq9MuZS8arcIvG5eqmP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\n8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UK3r70uVLlneOmOGwe89Vb4dRdfDFx9NfDKKzRy2EaKF/VK0b18mYYZDBZ4Zp0oy0TW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\n2AAAAABJRU5ErkJggg==\n" | |
| } | |
| ], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": "", | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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