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@ndunn219
Created March 10, 2016 16:10
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IPython Notebook creating plots showing trend in StackExchange posts tagged Python 2 and Python 3
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{
"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": 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JSWLt2rXC1dVVdO/eXe125fkcO3XqVNGwYUOxY8cOkZycLB48eCAuXLggZs+eLaysrMSC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\nr2JRg4iIiIiIiIiMEosaemZK/SWZVZqYVZqYVZp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"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": 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+9uwZdu3ahX//+98q53/w4AH69euHTZs2Yc+ePRg+fDj+97//qT126tSpg7i4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\n4zOBun4S/kXu5iFzM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"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
}
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