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@wehlutyk
Created May 24, 2018 07:14
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.path import Path\n",
"from matplotlib.spines import Spine\n",
"from matplotlib.projections.polar import PolarAxes\n",
"from matplotlib.projections import register_projection\n",
"\n",
"\n",
"def radar_factory(num_vars, frame='circle'):\n",
" \"\"\"Create a radar chart with `num_vars` axes.\n",
"\n",
" This function creates a RadarAxes projection and registers it.\n",
"\n",
" Parameters\n",
" ----------\n",
" num_vars : int\n",
" Number of variables for radar chart.\n",
" frame : {'circle' | 'polygon'}\n",
" Shape of frame surrounding axes.\n",
"\n",
" \"\"\"\n",
" # calculate evenly-spaced axis angles\n",
" theta = np.linspace(0, 2*np.pi, num_vars, endpoint=False)\n",
"\n",
" def draw_poly_patch(self):\n",
" # rotate theta such that the first axis is at the top\n",
" verts = unit_poly_verts(theta + np.pi / 2)\n",
" return plt.Polygon(verts, closed=True, edgecolor='k')\n",
"\n",
" def draw_circle_patch(self):\n",
" # unit circle centered on (0.5, 0.5)\n",
" return plt.Circle((0.5, 0.5), 0.5)\n",
"\n",
" patch_dict = {'polygon': draw_poly_patch, 'circle': draw_circle_patch}\n",
" if frame not in patch_dict:\n",
" raise ValueError('unknown value for `frame`: %s' % frame)\n",
"\n",
" class RadarAxes(PolarAxes):\n",
"\n",
" name = 'radar'\n",
" # use 1 line segment to connect specified points\n",
" RESOLUTION = 1\n",
" # define draw_frame method\n",
" draw_patch = patch_dict[frame]\n",
"\n",
" def __init__(self, *args, **kwargs):\n",
" super(RadarAxes, self).__init__(*args, **kwargs)\n",
" # rotate plot such that the first axis is at the top\n",
" self.set_theta_zero_location('N')\n",
"\n",
" def fill(self, *args, **kwargs):\n",
" \"\"\"Override fill so that line is closed by default\"\"\"\n",
" closed = kwargs.pop('closed', True)\n",
" return super(RadarAxes, self).fill(closed=closed, *args, **kwargs)\n",
"\n",
" def plot(self, *args, **kwargs):\n",
" \"\"\"Override plot so that line is closed by default\"\"\"\n",
" lines = super(RadarAxes, self).plot(*args, **kwargs)\n",
" for line in lines:\n",
" self._close_line(line)\n",
"\n",
" def _close_line(self, line):\n",
" x, y = line.get_data()\n",
" # FIXME: markers at x[0], y[0] get doubled-up\n",
" if x[0] != x[-1]:\n",
" x = np.concatenate((x, [x[0]]))\n",
" y = np.concatenate((y, [y[0]]))\n",
" line.set_data(x, y)\n",
"\n",
" def set_varlabels(self, labels):\n",
" self.set_thetagrids(np.degrees(theta), labels)\n",
"\n",
" def _gen_axes_patch(self):\n",
" return self.draw_patch()\n",
"\n",
" def _gen_axes_spines(self):\n",
" if frame == 'circle':\n",
" return PolarAxes._gen_axes_spines(self)\n",
" # The following is a hack to get the spines (i.e. the axes frame)\n",
" # to draw correctly for a polygon frame.\n",
"\n",
" # spine_type must be 'left', 'right', 'top', 'bottom', or `circle`.\n",
" spine_type = 'circle'\n",
" verts = unit_poly_verts(theta + np.pi / 2)\n",
" # close off polygon by repeating first vertex\n",
" verts.append(verts[0])\n",
" path = Path(verts)\n",
"\n",
" spine = Spine(self, spine_type, path)\n",
" spine.set_transform(self.transAxes)\n",
" return {'polar': spine}\n",
"\n",
" register_projection(RadarAxes)\n",
" return theta\n",
"\n",
"\n",
"def unit_poly_verts(theta):\n",
" \"\"\"Return vertices of polygon for subplot axes.\n",
"\n",
" This polygon is circumscribed by a unit circle centered at (0.5, 0.5)\n",
" \"\"\"\n",
" x0, y0, r = [0.5] * 3\n",
" verts = [(r*np.cos(t) + x0, r*np.sin(t) + y0) for t in theta]\n",
" return verts\n",
"\n",
"\n",
"def example_data():\n",
" # The following data is from the Denver Aerosol Sources and Health study.\n",
" # See doi:10.1016/j.atmosenv.2008.12.017\n",
" #\n",
" # The data are pollution source profile estimates for five modeled\n",
" # pollution sources (e.g., cars, wood-burning, etc) that emit 7-9 chemical\n",
" # species. The radar charts are experimented with here to see if we can\n",
" # nicely visualize how the modeled source profiles change across four\n",
" # scenarios:\n",
" # 1) No gas-phase species present, just seven particulate counts on\n",
" # Sulfate\n",
" # Nitrate\n",
" # Elemental Carbon (EC)\n",
" # Organic Carbon fraction 1 (OC)\n",
" # Organic Carbon fraction 2 (OC2)\n",
" # Organic Carbon fraction 3 (OC3)\n",
" # Pyrolized Organic Carbon (OP)\n",
" # 2)Inclusion of gas-phase specie carbon monoxide (CO)\n",
" # 3)Inclusion of gas-phase specie ozone (O3).\n",
" # 4)Inclusion of both gas-phase species is present...\n",
" data = [\n",
" ['Sulfate', 'Nitrate', 'EC', 'OC1', 'OC2', 'OC3', 'OP', 'CO', 'O3', 'XX'],\n",
" ('Basecase', [\n",
" [0.88, 0.01, 0.03, 0.03, 0.00, 0.06, 0.01, 0.00, 0.00, .5],\n",
" [0.07, 0.95, 0.04, 0.05, 0.00, 0.02, 0.01, 0.00, 0.00, .3],\n",
" [0.01, 0.02, 0.85, 0.19, 0.05, 0.10, 0.00, 0.00, 0.00, .7],\n",
" [0.02, 0.01, 0.07, 0.01, 0.21, 0.12, 0.98, 0.00, 0.00, .2],\n",
" [0.01, 0.01, 0.02, 0.71, 0.74, 0.70, 0.00, 0.00, 0.00, .4]]),\n",
" ]\n",
" return data\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" data = example_data()\n",
" spoke_labels = data.pop(0)\n",
" \n",
" N = len(spoke_labels)\n",
" theta = radar_factory(N, frame='polygon')\n",
"\n",
" fig, ax = plt.subplots(figsize=(9, 9), nrows=1, ncols=1,\n",
" subplot_kw=dict(projection='radar'))\n",
" #fig.subplots_adjust(wspace=0.25, hspace=0.20, top=0.85, bottom=0.05)\n",
"\n",
" colors = ['b', 'r', 'g', 'm', 'y']\n",
" # Plot the four cases from the example data on separate axes\n",
" #for ax, (title, case_data) in zip(axes.flatten(), data):\n",
" title, case_data = data.pop(0)\n",
" ax.set_rgrids([0.2, 0.4, 0.6, 0.8])\n",
" ax.set_title(title, weight='bold', size='medium', position=(0.5, 1.1),\n",
" horizontalalignment='center', verticalalignment='center')\n",
" for d, color in zip(case_data, colors):\n",
" ax.plot(theta, d, color=color)\n",
" ax.fill(theta, d, facecolor=color, alpha=0.25)\n",
" ax.set_varlabels(spoke_labels)\n",
"\n",
" # add legend relative to top-left plot\n",
" #ax = axes[0, 0]\n",
" labels = ('Factor 1', 'Factor 2', 'Factor 3', 'Factor 4', 'Factor 5')\n",
" legend = ax.legend(labels, loc=(0.9, .95),\n",
" labelspacing=0.1, fontsize='small')\n",
"\n",
" #fig.text(0.5, 0.965, '5-Factor Solution Profiles Across Four Scenarios',\n",
" # horizontalalignment='center', color='black', weight='bold',\n",
" # size='large')\n",
"\n",
" plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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