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@Hasenpfote
Created October 13, 2021 09:09
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Create discrete colormap with n colors in matplotlib.
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{
"cells": [
{
"cell_type": "markdown",
"id": "c94533e4-bdf3-47b2-a3f8-86cc0d083ab7",
"metadata": {},
"source": [
"# Create discrete colormap with n colors in matplotlib."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "773141d7-d86e-481b-b52d-bacac20f346e",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import ImageGrid"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "53fc7bfc-6f44-47bc-be5c-9f1a1e15f3eb",
"metadata": {},
"outputs": [],
"source": [
"from collections import namedtuple\n",
"\n",
"Seg = namedtuple('Seg', ['color', 'threshold', 'label'])\n",
"\n",
"segments = [Seg('#000080', 0.2, 'DeepWater'),\n",
" Seg('#191996', 0.4, 'ShallowWater'),\n",
" Seg('#f0f040', 0.5, 'Sand'),\n",
" Seg('#32dc14', 0.7, 'Grass'),\n",
" Seg('#10a000', 0.8, 'Forest'),\n",
" Seg('#808080', 0.9, 'Rock'),\n",
" Seg('#ffffff', 1.0, 'Snow'),\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "3db43752-d508-412b-a016-a74d0b1b71ed",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>terrain</strong> </div><div class=\"cmap\"><img alt=\"terrain colormap\" title=\"terrain\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#000080ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #000080ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#ffffffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ffffffff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.LinearSegmentedColormap at 0x7f6e29ec5e50>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colors = [s.color for s in segments]\n",
"cmap = mpl.colors.LinearSegmentedColormap.from_list('terrain', colors)\n",
"cmap"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b8e7c145-11cc-403e-8ad6-c386e96227c2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f6e29fb18b0>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x72 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 1))\n",
"\n",
"bounds = [0, ] + [s.threshold for s in segments]\n",
"norm = mpl.colors.BoundaryNorm(bounds, cmap.N, clip=True)\n",
"\n",
"fig.colorbar(mpl.cm.ScalarMappable(cmap=cmap, norm=norm),\n",
" cax=ax,\n",
" ticks=boundaries,\n",
" spacing='proportional',\n",
" orientation='horizontal')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "29a50382-040d-476e-ab4d-e550ed96aad0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['', 'DeepWater', 'ShallowWater', 'Sand', 'Grass', 'Forest', 'Rock', 'Snow']"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cbar_ticklabels = ['',] + [s.label for s in segments]\n",
"cbar_ticklabels"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "eeecd7ff-cea2-4d9f-bacf-848199aabf1b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.ndimage.filters import gaussian_filter\n",
"\n",
"r = np.random.RandomState(42)\n",
"z = gaussian_filter(r.random_sample([256, 256]), sigma=5, mode='wrap')\n",
"z -= np.min(z)\n",
"z /= np.max(z)\n",
"\n",
"data = [{'title': 'original', 'cmap': 'gray', 'norm': None, 'cbar_ticklabels': None},\n",
" {'title': 'customized', 'cmap': cmap, 'norm': norm, 'cbar_ticklabels': cbar_ticklabels},\n",
" ]\n",
"\n",
"fig = plt.figure(figsize=(12, 12))\n",
"grid = ImageGrid(fig, 111,\n",
" nrows_ncols=(1, len(data)),\n",
" axes_pad=0.5,\n",
" share_all=True,\n",
" label_mode='L',\n",
" cbar_location='right',\n",
" cbar_mode='each',\n",
" cbar_size='7%',\n",
" cbar_pad='2%',\n",
" )\n",
"\n",
"for ax, cax, datum in zip(grid, grid.cbar_axes, data):\n",
" ax.set_title(datum['title'])\n",
" im = ax.pcolormesh(z, cmap=datum['cmap'], norm=datum['norm'])\n",
" cbar = cax.colorbar(im, spacing='proportional')\n",
" if datum['cbar_ticklabels'] is not None:\n",
" cbar.set_ticks(cbar.get_ticks()) # Use to prevent UserWarning.\n",
" cbar.set_ticklabels(datum['cbar_ticklabels'])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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