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@gazzar
Created February 14, 2013 11:37
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IPython notebook demonstrating some windrose-like plots
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{
"metadata": {
"name": "windrose examples"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"from numpy import pi\n",
"import matplotlib.cm as cm\n",
"from matplotlib.pyplot import figure, show, rc\n",
"\n",
"# force square figure and square axes (looks better for polar, IMHO)\n",
"fig = figure(figsize=(8,8))\n",
"ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)\n",
"\n",
"segments = 2*pi*np.r_[0.3,0.2,0.1,0.4] # angles\n",
"radii = np.r_[2,5,7,8] # heights\n",
"angles = np.hstack((0,np.cumsum(segments)[:-1]))\n",
"\n",
"# Create the bar plot\n",
"bars = ax.bar(angles, radii, segments, bottom=1)\n",
"\n",
"# Step through bars (a list of Rectangle objects) and\n",
"# change color based on its height and set its alpha transparency to 0.5\n",
"\n",
"for r,bar in zip(radii, bars):\n",
" bar.set_facecolor( cm.jet(r/10.))\n",
" bar.set_alpha(0.5)\n",
"\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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SOjpdQqlcRUUFVq9ejaNHj+Lnn3/G119/DT09PdJhEVFVVYW//voLc+fOBVCTVLx69Qod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\nhBBCCGEVEjKEEEIIYRX/D4l3Kimpp8L8AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"from numpy import pi\n",
"import matplotlib.cm as cm\n",
"from matplotlib.pyplot import figure, show, rc, grid, tick_params\n",
"\n",
"# force square figure and square axes (looks better for polar, IMHO)\n",
"fig = figure(figsize=(8,8))\n",
"ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)\n",
"ax.set_theta_offset(np.pi/2) # global offset to 0 angle\n",
"\n",
"segments = 2*pi*np.r_[0.3,0.2,0.1,0.4] # angles\n",
"radii = np.r_[2,5,7,8] # heights\n",
"angles = np.hstack((0,np.cumsum(segments)[:-1]))\n",
"\n",
"# Create the bar plot\n",
"bars = ax.bar(angles, radii, segments, bottom=0, linewidth=0)\n",
"grid('off')\n",
"tick_params(bottom='off')\n",
"\n",
"# Step through bars (a list of Rectangle objects) and\n",
"# change color based on its height and set its alpha transparency to 0.5\n",
"\n",
"for r,bar in zip(radii, bars):\n",
" bar.set_facecolor( cm.jet(r/10.))\n",
" bar.set_alpha(0.5)\n",
"\n",
" # put np.savefig('blah.png') here\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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bG8Sx/RIRyZK9jRU+jbsPs2bORFFRkeg4ksdFo82QmZmJAQMGIDU1FZ06dRId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\nBBEREbRr105XETi506dPs3LlSmJiYoiPj6dVq1ZERETQo0cPgoODjY4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}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"from numpy import pi\n",
"import matplotlib.cm as cm\n",
"from matplotlib.pyplot import figure, show, rc, grid, tick_params, axis\n",
"\n",
"# force square figure and square axes (looks better for polar, IMHO)\n",
"fig = figure(figsize=(8,8))\n",
"ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], polar=True)\n",
"ax.set_theta_offset(np.pi/2)\n",
"\n",
"segments = 2*pi*np.r_[0.3,0.2,0.1,0.4] # angles\n",
"radii = np.r_[2,5,7,8] # heights\n",
"angles = np.hstack((0,np.cumsum(segments)[:-1]))\n",
"\n",
"# Create the bar plot\n",
"bars = ax.bar(angles, radii, segments, linewidth=0)\n",
"#ax.set_xticklabels([]) # Turn off angle values\n",
"#ax.set_yticklabels([]) # Turn off height values\n",
"\n",
"grid('off')\n",
"axis('off')\n",
"tick_params(bottom='off')\n",
"\n",
"# Step through bars (a list of Rectangle objects) and\n",
"# change color based on its height and set its alpha transparency to 0.5\n",
"\n",
"for r,bar in zip(radii, bars):\n",
" bar.set_facecolor( cm.jet(r/10.))\n",
" #bar.set_alpha(0.5)\n",
"\n",
" # put np.savefig('blah.png') here\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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0uUqkSy/oNyb0ikgZHIrEAk5jEINDz5A6Z/S9MGhs6BXKgnM+B7l0Xxk2OBSJ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\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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