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@EthanRosenthal
Created February 17, 2017 16:01
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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HJHFO1bL89cNlLN24x+2QjDHFSYV6cOt30KgnTHsIJt/jjIcKUfldMd2NM536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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x15135a0b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(howard.loc['2016-10-11 18:00:00':'2016-10-11 19:00:00']\n",
" .available_bikes\n",
" .plot());\n",
"(macdougal.loc['2016-10-11 18:00:00':'2016-10-11 19:00:00']\n",
" .available_bikes\n",
" .plot());\n",
"plt.xlabel('Time');\n",
"plt.ylabel('Avaialble Bikes');\n",
"plt.title('10/11/2016');\n",
"plt.legend(['Howard', 'Macdougal']);"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [Root]",
"language": "python",
"name": "Python [Root]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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