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@lkluft
Created August 15, 2016 06:50
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Extract a colormap from an PNG image.
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{
"cells": [
{
"metadata": {
"collapsed": false,
"scrolled": false,
"trusted": true,
"ExecuteTime": {
"start_time": "2016-08-15T08:49:19.539577",
"end_time": "2016-08-15T08:49:22.655974"
}
},
"cell_type": "code",
"source": "%matplotlib inline\nimport glob\nimport numpy as np\nimport matplotlib.pyplot as plt\n\n\ndef cmap_from_png(filename, landscape=False, discrete=False):\n \"\"\"Extract colormap from image.\n \n Parameters:\n filename (str): Path to image.\n discrete (bool): Input cmap is discrete,\n skip equal values.\n \n Returns:\n LinearSegmentedColormap\n \n \"\"\"\n from scipy.misc import imread\n from matplotlib import colors\n \n def _unique_rows(v):\n \"\"\"Remove duplicate rows form array.\"\"\"\n uniques = [(-999, -999, -999, -999)]\n for n, row in enumerate(v):\n if not np.allclose(row, uniques[-1]):\n uniques.append(row)\n return np.array(uniques[1:])\n\n img = imread(filename)\n\n if landscape:\n img = np.transpose(img, axes=[1, 0, 2])\n\n img = np.flipud(np.median(img, axis = 1) / 255)\n\n if discrete:\n img = _unique_rows(img)\n \n return colors.LinearSegmentedColormap.from_list(filename, img)\n\n\nx = np.linspace(0, 2 * np.pi, 500)\ny = np.linspace(0, 1, 500)[:, np.newaxis]\nz = np.sin(x**2) * np.exp(y)\n\nfor n, image in enumerate(glob.glob('cmap*.png')):\n fig, ax = plt.subplots(figsize=(10, 6.1))\n pcm = ax.pcolormesh(x, y, z, cmap=cmap_from_png(image, discrete=False, landscape=False))\n ax.set_xlim(x.min(), x.max())\n ax.set_title(image)\n fig.colorbar(pcm)",
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f56ae9d8748>",
"image/png": 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2bnjTxbW9yBnpQkOGI7NeCerEopgJJD7lotEJx0s1onL2qu1SQJhGriaTWXgH0YLZ2dit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\nFy4lQymV4QAAAABJRU5ErkJggg==\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f56a7550c88>",
"image/png": 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cbs/0qQIkzO22r4nVkgKZOBZeb0e2nnADKeV9SNYTv9wSw8i4umeBmuDpgl8c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APAe4noPiJ6f7EWd0LMgPSpdH1pqH2TgbnCtP3529TPDcVGL0/v28bMqGrbpgLcDJ6h61V0Na6j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\nbD4RKvx4s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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f56a742eda0>",
"image/png": 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2D1FwBMdFa88MOZnwvAazVttqk0eqz5L+F+mOyc37Ifd90QTGKvAyNPrjuX20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\nY3rs3N3K49Mz93bv6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},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7f56a7380748>",
"image/png": 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pihHv/6SkLRFxmaTvkvRf7dn6h+lcrsuOJ6VzT53+73fulM45p/i2ZQQ3mawFk0UBM+p4\nDHqvhsGMw/bj3ALGCgLwZV6mg3Fw4Hup55vTlq3QnoP7h74/9/TX3YL7jKQT5/81qeeDOkXEx2yf\nPWoTSau6j1dJejJiyAlXEC0pOWpYa8pUC2QNQQFTjqbsx6J5K6ffO7fpxBXfKDWnfY7C3iVpne3H\nJH1W0jtm/cD2BClPTdFoNOlNBjNpaRiLKYjVqLtmWoK5r7/RsIA8Ow3Io6jUFZLuj4gzJH27pHfb\nXjnLB9Ldk7OiXT6ZFfRLvUSHoiEB36TaflGYpBszJ5mdgwOl/Buamm+mNWFFc9Pmrdr04NYyvvkt\nkv4/SYqIL9r+kqSLJf3jtB9IkJKrCMkFWnraftGbpypmjaFUFy5cpK3PbSm0LevBoC02XLpOGy5d\nd+T5xj/98KjN3f03yCOSXivpH2yvkXShpB2zpK093T1NNG5xt7IDlIr7rBtjWK2m//ixls2xcg6w\nBx3zxd8z7Hel2F2cU35MLb+klp4S2P6QpI9LutD2o7bfYvsnbP94d5P/JOnl3SnKd0n6hYh4apbv\npKrQBIOaOht4ggCoSerlSdGWZcwkIt405v3HNXqK8sQIUsaZZNrbngPSyppu5T2sEMmpJtRWqV8A\nRii8SNheS2sL5MXe1qWa8+5cploXOdZDBuyvWehMQV6//Axt3r+73HSNknH+rB37bmZ09yAbjBFA\nI1BxmA/2ayMVClJsX2n7IdsP275uwPsvsH237c90l8P9nvKTioEiBp+cw15PUP8qnlUs4T0o4Knl\ndva9xyiT45WTqVeInYecj28KaZ90SYi6pbDPGmBsqWx7iToLtFwhab2ka21f3LfZr0r6s4h4kaRr\nJb2n7IRiDC52+coooKwE+yMtHIvpse9mVqTqeLmk7RHxSEQckHSTpKv7tjks6aTu42+W9OXykpiZ\nOkfol1G4s5CbpHJXwQWOGHV+MnsOOE6RIOVMSbt6nu/uvtZro6Qfsr1L0u2Sfqqc5AFHcZNBAGiX\nIiMRB3UE9lcHrpV0Y0T8lu2XSvoTdbqGjnPD5puPPN6wZp02rFk3aLN2mPUmgynI9I6tgwKe1G5n\nD7RVzi2Zmz71WW361GfrTkZjFAlSdkta2/P8LEmP9W3zY+rOjY6IT9r+JturI2Jv/4fdcOkbp01r\nPYpOnQQApKnCytSGy79NGy7/tiPPN77nT6r78gYq0t1zn6TzbZ9te7mkayTd1rfN4lK4sn2JpBWD\nAhQAOAZjoCCWF8BwY4OUiDgk6W2S7pS0RdJNEbHN9kbbV3U3+zlJb7X9gKQPSnrzvBKcPAa/AQBQ\nikLha0TcIemivteu73m8TdJ3lps0AKmhxgugSu1ZcZY71s4mxZufzVFSi4Chg64hoHXaE6TMYp6D\nrih4MQ555HhjgubzVtHik1OrV8rLC+S0H5uoXUHKUxVltlxbHbgY5iHh/EVwUJ1aL55zLitoycSi\ndgUpKF9u99PATFKu8QJoHoIUtE4tNVBaqY5KuCUIGZnknCqhMlXLDUhBkIKCmFqNhmjLGANavcrB\nfqwXQUoKqGUfh1oLRmpK0DzDuZ/bxbPxwSEthHPBlWAemlKAIk0l5q/GXzhQi2kHUFM5QT9yBMpV\n1QyqGeRWAy0bF4LxCN6ANFBaFcEMFqAx2h6kFjJJN1Smd0KfFHdJrwdByrzk1j+Z2LgYCoRq1HLB\npju0lUrLa3MqW2k9SxNBCrJCQYJp0c3VInVUugi+54KzNhWJtWQgAy1pZgfm4bRlrGqbA6qlRT0j\n6cS6E4GkZZJH1i8/Q5v37647GUnr7ZqYugVmx5PSuaeWlKJ2oJu3JLkNNxiBIAUQXQFA2124cJG2\nPrel7mSUo0FdT5TMyMqsg+8Y0zI99h3QJ4MlF3JHkDIvDYpkgdwsDCjZ6EpoCMrWViFISUmLB88y\niG2IzPLEoOAADbbvMOtIYa4oUpDdhTALDRq4Nkxp43gSz3+0wAAdtt9n+wnbm4e8/ybbn7X9gO2P\n2X7hrN/ZriBlPxF/2w0b01LJhWieF+MK+sZZqRVNsmaB1tsp3CjpihHv75D0yoi4TNJ/kvQ/Zv1C\nRv0AuaKZHUCFIuJjts8e8f4ne55+UtKZs35nu1pSpOlrnFwQSjPtHVIXJTvLJNM8kuz+BGbVgm7X\nhP0HSR+d9UMonVLDAlAAcrHngKQ8g3MctWn7Nm3a/lBpn2f7uyS9RdJ3zvpZBCnAPOw5IK1sdp93\nzgNKl3mZDsbBupPRWDnN8lrqJToU7W5x2XDBJdpwwSVHnm+849apP8v2pZLeK+nKiPjqrGnLKCuh\nyQYNYhs2e4QBnJNjincFariXEl11qIE1pPnM9lpJH5b0QxHxxTK+jBw+iUzuzVKZQYUyM6iy06jl\nwHGcum/5QEtFc9j+kKQNkk61/aik6yUtlxQR8V5JvybpFEnvsW1JByLi8lm+kyAFAACMFRFvGvP+\nWyW9tczvpLsnRYkvbgX0alpXEl0oDcIS+tkjSJknpr9Jkk5ffaj0z+RCkpEEb8KWxLimEiojtfyO\nhlWiRg0Ap5ypH0EKkpXz7JGmobBGGchHmBRBCpCqhtVYc5FEK8sYkwyGrTvYr/v7kTeCFIxHt1V5\nCDzKVcO0X+AIZjPOHUFKqqq6mGV60ZymttuIpuYpA0ZuplaBTG+LcIzcKiRzLr9yaFVrOoKUSUxa\nCDV9ZHkTCmVIGh/AUVhjGv0zv8hHmBRBCtCnaVNq541WmhEybamUlHfa0RgEKchWWd03da/ICUza\nzcJgVLQFpfOkJh2oN0sfbyo1mZK7req6+VgjmpqHHQsG8AFpSKXcbgiClDbjZGqt/taj5AM48mo1\nmjCOjrzSKO0LUqhxAlBDZnuhcuetIt9UqX1BChpjkto/F6QG6e1CZYYZ0GgEKWg9BiGONpcAL9H1\nOGoLZmfoZhmU5lSCcmZ+YVYEKfPWhD7eGo2beTOPwnjuBSt95klIfhxOS6QSUDXKMzP+Swi5o624\nULba+uVnaPP+3XUnA8A8NKgblJaUKiTatN0ms9Sapx4ol9lxH1ajpcUhPxMfs8Rqz8AigpTU0eKB\n3GU0oy7HgCzHNANFEaRMqkHNaIUk3hpQpICmzzsRvbX1WcZqNWGcV4srH/3nY6pBFuVGGghSkLQi\nM28oTACgmQhSplF1/23Zta4W1+Iw3CQ12tLvd1RTnpwkwM39xpMD0//UhAE+ZQcqRpACzEsTuiUA\noEYEKVXgYlWbZV6WbJ93ipLsOqux9j5Vi1H/OC5aH46R8vnYm/9TTmebEKQgexcuXJTmxRVJyL2b\npoje/M+5gCYhSKnKrLNkyqqNTfo5w1qBWFdhvqh9V4LacldNsxZLCag4VxqNIAWNRY1yfrjfEYAq\nEKTkhBrDSIOCknE15dJnqWSuv+us1EAv0TWGCGarl+o+L9KytkCRUSl2d5s0OMih2R6zGnThzKXF\nqDf/DzsXUr8jcUoVhlSDqDZKJ1fkJNEaITqFy+K/WjRkrE6t+7AGRX5r4Yt8TbP5cjtmc5l5V0JF\nbNA+nDiAanCFsGrtDFImXcCoDGUVXC3M/NPWsGhdmR37sIA6yhOgBravtP2Q7YdtXzdkmx+wvcX2\ng7b/ZNbvbGeQgkbK6oI6TbCZ+H2UADSX7SWS3iXpCknrJV1r++K+bc6XdJ2kl0XECyX9x1m/lyCl\nSnVeZFp2USwasBQZc1D5QLmaW8tqC/bm9LvHddMs/t6sgtzMpb6vU09fTS6XtD0iHomIA5JuknR1\n3zZvlfTuiHhakiJi76xfWqj4raOJByO0sMsH1UuioCavF3bhwkVpHLPMsQ+HOlPSrp7nu7uv9bpQ\n0kW2P2b747avmPVLx3am9jTxvEbSY5Lus31rRDzUs01vE8/TtlfPmjCUaB4FfaKDhylgytG2/Tj3\n37vjSencU2f+mNOWrdCeg/tLSNAUSi5H+vd5LjOpmmjTo9u0addD4zYbVOhH3/Nlks6X9EpJayX9\nb9vrF1tWplFkxNeRJh5Jsr3YxNP7i0pv4sEYJRV6AIDRmh5AbVh7iTasveTI842fuGXQZrvVCTwW\nnaVOw0X/Np+IiMOSdtr+vKQLJH162rQV6e6ppYkHWNTYAmJQzXRUbbXkqa0prUuBrtSmsKfa3Zbq\neLlU01WO+ySdb/ts28slXSPptr5tbpH0aknq9qhcIGnHLF9apJSatInnTZL+wPZJsyQMBcy7AOHu\nzUDjnLeqpCnTKV2QUw2mGiQiDkl6m6Q7JW2RdFNEbLO90fZV3W3+RtKTtrdI+jtJPxcRX53le4vk\n1lKbeG7YfPORxxvWrNOGNesmTXO+9hyQVla86iMnb7X2WlrbE8PvOyytpMWisN5uTPLuzMa2lu1P\nc2xZdp6RdGLn4abNW7Xpwa3St5xQa5LmISLukHRR32vX9z3/WUk/W9Z3FglSjjTxSHpcnSaea/u2\nuaX72vvHNfHccOkbp09tE3DRAtqN4Gs+EtmvGy5dpw2XrjsSbG98D5NdZzH2allXEw8K2vHk8LEN\niZy0GKH3GFV8vBo71idVOZ+POae9LuyzUhTqnKyjiQcTopk8X8zUOhb5d6g1CzVMQS7heCz1Eh2K\nEsew1NF1Pg3y8sy46USTcEJU76ll0ikHZ/8cjl07NOk4M7D+eLkETxlhcMS0UpsqWLaURu4DmApd\nesUwHT9dtKRUjUh7KqU3F6uigonjPdw0g8ibHjwnupJzlpqeV0Zp0J25CR9RngadGE102rJygiVq\nnQCqwlUFADBX65efoc37d9edjPnpXx+pbg1a/6adVaL9rrfW3+ZmSKBpZr0gUB4AQ7UzSEGSyuqO\nADADgiYkhCAFg42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},
"metadata": {}
}
]
}
],
"metadata": {
"language_info": {
"mimetype": "text/x-python",
"name": "python",
"version": "3.5.2",
"pygments_lexer": "ipython3",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"toc_number_sections": true,
"toc_threshold": 6,
"toc_cell": false,
"toc_window_display": false
},
"gist": {
"id": "5368226e3afccc91375a29418436248c",
"data": {
"description": "Extract a colormap from an PNG image.",
"public": true
}
},
"kernelspec": {
"name": "conda-root-py",
"display_name": "Python [conda root]",
"language": "python"
},
"anaconda-cloud": {},
"_draft": {
"nbviewer_url": "https://gist.github.com/5368226e3afccc91375a29418436248c"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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