Created
November 21, 2017 17:03
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Populating the interactive namespace from numpy and matplotlib\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"import json" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data = None\n", | |
"with open('res.json', 'r') as fp:\n", | |
" data = json.load(fp)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"{u'x': [u'19 Nov 22:00',\n", | |
" u'19 Nov 22:30',\n", | |
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" u'20 Nov 06:00',\n", | |
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" u'20 Nov 18:00',\n", | |
" u'20 Nov 18:30',\n", | |
" u'20 Nov 19:00',\n", | |
" u'20 Nov 19:30',\n", | |
" u'20 Nov 20:00',\n", | |
" u'20 Nov 20:30',\n", | |
" u'20 Nov 21:00',\n", | |
" u'20 Nov 21:30',\n", | |
" u'20 Nov 22:00'],\n", | |
" u'y': [275,\n", | |
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" 436]}" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[<matplotlib.lines.Line2D at 0x7f4683df2790>]" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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lmg4tDK66CuONVjVgSKy1KlYbmk9EZYxRJhlVnlY1AAAAYOKcz5UHuqLauMim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BuIpAgfTuRX9z6jGBf0+kYzw304WVjN3oyybuctqW2UbjKiV7GBXhzqpvu9GLiiaovsf2LA3EzS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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f4683b87290>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(20,10))\n", | |
"plt.plot(data['x'], data['y'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.12" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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