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@ahartikainen
Created June 4, 2018 21:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import scipy.stats as stats\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def create_image(cmap=None, xlim=None, ylim=None, z=None, n=1000, dz=3, mu=None, cov=None, figsize=(10,10)):\n",
" if xlim is None:\n",
" xlim = -10, 10\n",
" if ylim is None:\n",
" ylim = -10, 10\n",
" if z is None:\n",
" z, = np.random.randint(5,95,1)\n",
" if mu is None:\n",
" xdiff, = np.diff(xlim)\n",
" ydiff, = np.diff(ylim)\n",
" mu = np.random.rand(2)*np.array([xdiff*3/4, ydiff*3/4]) + np.array([xlim[0]+xdiff/4, ylim[0]+ydiff/4])\n",
" if cov is None:\n",
" cov = np.random.rand(2) * np.array([xdiff*4, ydiff*4])\n",
" covnum = (np.random.rand(1)*2-1)\n",
" covnum += np.sign(covnum+1e-16)*0.5\n",
" covnum /= 1.5\n",
" cov_ = np.multiply(*(np.sqrt(cov))) * covnum\n",
" cov = np.array([[cov[0], cov_],[cov_, cov[1]]])\n",
" if cmap is None:\n",
" rule = np.random.rand()\n",
" if rule > 0.5:\n",
" cmap = 'viridis'\n",
" else:\n",
" cmap = 'jet'\n",
" \n",
" # create image\n",
" x, y = np.linspace(*xlim, n+1), np.linspace(*ylim, n+1)\n",
" x_, y_ = np.linspace(*xlim, n), np.linspace(*ylim, n)\n",
" X, Y = np.meshgrid(x, y)\n",
" X_, Y_ = np.meshgrid(x_, y_)\n",
" \n",
" dist = stats.multivariate_normal(mean=mu, cov=cov)\n",
" Z = dist.pdf(np.dstack((X_,Y_))) \n",
" Z /= Z.max()\n",
" Z *= (100-dz)\n",
" Z[Z > z] += dz\n",
" \n",
" plt.figure(figsize=figsize)\n",
" plt.pcolormesh(X, Y, Z, cmap=cmap, vmin=0, vmax=100)\n",
" plt.colorbar()\n",
" plt.axis('off')\n",
" return cmap, z"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('viridis', 24)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_image('viridis')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('viridis', 89)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_image('viridis')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('jet', 60)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_image('jet')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('jet', 60)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"create_image('jet')"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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