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@taiga4112
Created August 22, 2018 09:52
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Polar Contour Graph Example by matplotlib
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Contour Graph Example"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#-- Generate Data -----------------------------------------\n",
"# Using linspace so that the endpoint of 360 is included...\n",
"azimuths = np.radians(np.linspace(0, 360, 36))\n",
"zeniths = np.arange(0, 70, 10)\n",
"r, theta = np.meshgrid(zeniths, azimuths)\n",
"values = np.random.random((azimuths.size, zeniths.size))-0.3\n",
"\n",
"#-- Plot... ------------------------------------------------\n",
"v = np.linspace(0., 1.0, 11, endpoint=True) # colorbar range and display values setting (if value is out of this range, color is white)\n",
"fig, ax = plt.subplots(1,1,subplot_kw=dict(projection='polar'))\n",
"p = ax.contourf(theta, r, values,v, cmap=plt.cm.jet)\n",
"cbar = plt.colorbar(p)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@taiga4112
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ちょっと戸惑ったので備忘録的に...

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