Created
March 10, 2016 16:10
-
-
Save ndunn219/6471ddeb5e5ed872b9a3 to your computer and use it in GitHub Desktop.
IPython Notebook creating plots showing trend in StackExchange posts tagged Python 2 and Python 3
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"\n", | |
"pd.set_option('display.max_columns', 10)\n", | |
"pd.set_option('display.max_rows', 10)\n", | |
"pd.options.display.mpl_style = 'default'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"csv = 'http://data.stackexchange.com/stackoverflow/csv/570216'\n", | |
"posts = pd.read_csv(csv, index_col=['q','y'])\n", | |
"p2 = posts[posts.Tag == 'python-2'].NumPosts\n", | |
"p3 = posts[posts.Tag == 'python-3'].NumPosts\n", | |
"\n", | |
"p2p3 = pd.concat([p2, p3], axis=1)\n", | |
"p2p3.columns = ['Python 2', 'Python 3']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABDUAAAJ8CAYAAADu95p/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1cd6b4a09b0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt = p2p3.plot(kind='bar',\n", | |
" title = \"Python 2 v. Python 3: Number of Stack Exchange Posts\",\n", | |
" figsize=(18,9),\n", | |
" lw = 2,\n", | |
" fontsize=14) \n", | |
"\n", | |
"plt.title.set_fontsize(24)\n", | |
"\n", | |
"plt.set_xlabel('Quarter', fontsize=20)\n", | |
"plt.set_ylabel('Number of Posts', fontsize=20)\n", | |
"plt.legend(['Python 2','Python 3'], loc=\"upper left\", fontsize=20);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABFAAAAJBCAYAAABh3UE4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAOjA/w+hVxINbomFkAAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1cd6b55e198>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"pratio = p2/p3\n", | |
"plt = pratio.plot(kind='line',\n", | |
" title = \"Python 2 v. Python 3: Number of Stack Exchange Posts as Ratio\",\n", | |
" figsize=(18,9),\n", | |
" lw = 2,\n", | |
" fontsize=14,\n", | |
" marker = 'o') \n", | |
"\n", | |
"plt.title.set_fontsize(24)\n", | |
"\n", | |
"yticks = np.arange(.8,2.0,.1)\n", | |
"ytick_labels = pd.Series(yticks)\n", | |
"plt.set_yticks(yticks)\n", | |
"plt.set_yticklabels(ytick_labels)\n", | |
"\n", | |
"plt.set_xlabel('Quarter', fontsize=20)\n", | |
"plt.set_ylabel('Number of Posts', fontsize=20);" | |
] | |
} | |
], | |
"metadata": { | |
"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": "3.5.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment