Created
September 24, 2014 03:37
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gadfly-ish seaborn
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:8c3a7a5d75bdcb111d055d6e97baee9b5e7aa6c01f1ad02822b5771096cd85bb" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import pandas\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"import seaborn\n", | |
"seaborn.set(style='ticks', palette='deep', rc={'text.usetex': False})\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def make_dc_data():\n", | |
" np.random.seed(0)\n", | |
"\n", | |
" dl_map = {\n", | |
" 'A': 0.1, 'B': 0.2, 'C': 0.3, 'D': 0.4,\n", | |
" 'E': 0.1, 'F': 0.2, 'G': 0.3, 'H': 0.4,\n", | |
" }\n", | |
"\n", | |
" index = pandas.MultiIndex.from_product([\n", | |
" list('ABCD'),\n", | |
" list('1234567890'),\n", | |
" ['GA', 'AL', 'OR', 'CA'],\n", | |
" ['Inflow', 'Outflow', 'Reference']\n", | |
" ], names=['param', 'bmp', 'state', 'loc'])\n", | |
" \n", | |
" array = np.random.normal(loc=0.75, scale=1.25, size=(len(index),2))\n", | |
" data = pandas.DataFrame(data=array, index=index, columns=['res1', 'res2'])\n", | |
"\n", | |
" return data.reset_index()\n", | |
"\n", | |
"data = make_dc_data()\n", | |
"data.head()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>param</th>\n", | |
" <th>bmp</th>\n", | |
" <th>state</th>\n", | |
" <th>loc</th>\n", | |
" <th>res1</th>\n", | |
" <th>res2</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td> A</td>\n", | |
" <td> 1</td>\n", | |
" <td> GA</td>\n", | |
" <td> Inflow</td>\n", | |
" <td> 2.955065</td>\n", | |
" <td> 1.250197</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td> A</td>\n", | |
" <td> 1</td>\n", | |
" <td> GA</td>\n", | |
" <td> Outflow</td>\n", | |
" <td> 1.973422</td>\n", | |
" <td> 3.551116</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td> A</td>\n", | |
" <td> 1</td>\n", | |
" <td> GA</td>\n", | |
" <td> Reference</td>\n", | |
" <td> 3.084447</td>\n", | |
" <td>-0.471597</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td> A</td>\n", | |
" <td> 1</td>\n", | |
" <td> AL</td>\n", | |
" <td> Inflow</td>\n", | |
" <td> 1.937611</td>\n", | |
" <td> 0.560803</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td> A</td>\n", | |
" <td> 1</td>\n", | |
" <td> AL</td>\n", | |
" <td> Outflow</td>\n", | |
" <td> 0.620976</td>\n", | |
" <td> 1.263248</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
" param bmp state loc res1 res2\n", | |
"0 A 1 GA Inflow 2.955065 1.250197\n", | |
"1 A 1 GA Outflow 1.973422 3.551116\n", | |
"2 A 1 GA Reference 3.084447 -0.471597\n", | |
"3 A 1 AL Inflow 1.937611 0.560803\n", | |
"4 A 1 AL Outflow 0.620976 1.263248" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def snsplot(data=None, x=None, y=None, colgroup=None, rowgroup=None, huegroup=None, **kwargs):\n", | |
" fg = seaborn.FacetGrid(data, row=rowgroup, col=colgroup, hue=huegroup)\n", | |
" fg.map(plt.plot, x, y, **kwargs)\n", | |
" return fg\n", | |
"\n", | |
"fg = snsplot(data.reset_index(), x='res1', y='res2', colgroup='param', rowgroup='state', huegroup='loc', linestyle='none', marker='o')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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tw55VanZJO0vfkVZRdlaivL9rZa9xlma80jT50DC7oJl9S9JF7v50GCc0s7+U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76wjyKAtKOTlXGstahOMI3OF0ukWZTxzEADapX058vA1s26+JbLdfEtl2tg6+ZhP2MfRQBpR7og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\nfNvMFkkapeInHNKNK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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x9833978>" | |
] | |
} | |
], | |
"prompt_number": 13 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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