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@joelotz
Created April 20, 2013 19:26
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A python implementation of Heatmap
{
"metadata": {
"name": "Heatmap Example"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": "-------------------------------------------------------------------------------\nFilename : heatmap.py\nDate : 2013-04-19\nAuthor : Joe Lotz\nDescription: My attempt at reproducing the FlowingData graphic in Python\nSource : http://flowingdata.com/2010/01/21/how-to-make-a-heatmap-a-quick-and-easy-solution/\n\nOther Links:\n http://stackoverflow.com/questions/14391959/heatmap-in-matplotlib-with-pcolor\n \n-------------------------------------------------------------------------------"
},
{
"cell_type": "code",
"collapsed": false,
"input": "import matplotlib.pyplot as plt\nimport pandas as pd\nfrom urllib2 import urlopen \nimport numpy as np",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "page = urlopen(\"http://datasets.flowingdata.com/ppg2008.csv\")\nnba = pd.read_csv(page, index_col=0)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "# Normalize data columns\nnba_norm = (nba - nba.mean()) / (nba.max() - nba.min())\n# Sort data according to Points, lowest to highest\n# This was just a design choice made by Yau\nnba_sort = nba_norm.sort('PTS',ascending=True, inplace=True)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "# Plot it out\nfig, ax = plt.subplots()\nheatmap = ax.pcolor(nba_sort, cmap=plt.cm.Blues, alpha=0.8)\n\n##################################################\n## FORMAT ##\n##################################################\n\nfig = plt.gcf()\nfig.set_size_inches(8,11)\n\n# turn off the frame\nax.set_frame_on(False)\n\n# put the major ticks at the middle of each cell\nax.set_yticks(np.arange(nba_sort.shape[0])+0.5, minor=False)\nax.set_xticks(np.arange(nba_sort.shape[1])+0.5, minor=False)\n\n# want a more natural, table-like display\nax.invert_yaxis()\nax.xaxis.tick_top()\n\n# Set the labels\n\n# label source:https://en.wikipedia.org/wiki/Basketball_statistics\nlabels = ['Games','Minutes','Points','Field goals made','Field goal attempts','Field goal percentage','Free throws made','Free throws attempts','Free throws percentage','Three-pointers made','Three-point attempt','Three-point percentage','Offensive rebounds','Defensive rebounds','Total rebounds','Assists','Steals','Blocks','Turnover','Personal foul']\n\n# note I could have used nba_sort.columns but made \"labels\" instead\nax.set_xticklabels(labels, minor=False) \nax.set_yticklabels(nba_sort.index, minor=False)\n\n# rotate the \nplt.xticks(rotation=90)\n\nax.grid(False)\n\n# Turn off all the ticks\nax = plt.gca()\n\nfor t in ax.xaxis.get_major_ticks(): \n t.tick1On = False \n t.tick2On = False \nfor t in ax.yaxis.get_major_ticks(): \n t.tick1On = False \n t.tick2On = False ",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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JiYlISUl57y4lBoMPWNLCYLyHVatWITIysoELrKxJi4Tt27cL4gILAO7u7rC3t0deXh6+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\nlXYAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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