{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "\n", "cmaps = [('Perceptually Uniform Sequential', [\n", " 'viridis', 'plasma', 'inferno', 'magma', 'cividis']),\n", " ('Sequential', [\n", " 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n", " 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu',\n", " 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']),\n", " ('Sequential (2)', [\n", " 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n", " 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n", " 'hot', 'afmhot', 'gist_heat', 'copper']),\n", " ('Diverging', [\n", " 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n", " 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']),\n", " ('Cyclic', ['twilight', 'twilight_shifted', 'hsv']),\n", " ('Qualitative', [\n", " 'Pastel1', 'Pastel2', 'Paired', 'Accent',\n", " 'Dark2', 'Set1', 'Set2', 'Set3',\n", " 'tab10', 'tab20', 'tab20b', 'tab20c']),\n", " ('Miscellaneous', [\n", " 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n", " 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg',\n", " 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])]\n", "\n", "\n", "gradient = np.linspace(0, 1, 256)\n", "gradient = np.vstack((gradient, gradient))\n", "\n", "\n", "def plot_color_gradients(cmap_category, cmap_list):\n", " # Create figure and adjust figure height to number of colormaps\n", " nrows = len(cmap_list)\n", " figh = 0.35 + 0.15 + (nrows + (nrows-1)*0.1)*0.22\n", " fig, axes = plt.subplots(nrows=nrows, figsize=(6.4, figh))\n", " fig.subplots_adjust(top=1-.35/figh, bottom=.15/figh, left=0.2, right=0.99)\n", "\n", " axes[0].set_title(cmap_category + ' colormaps', fontsize=14)\n", "\n", " for ax, name in zip(axes, cmap_list):\n", " ax.imshow(gradient, aspect='auto', cmap=plt.get_cmap(name))\n", " ax.text(-.01, .5, name, va='center', ha='right', fontsize=10,\n", " transform=ax.transAxes)\n", "\n", " # Turn off *all* ticks & spines, not just the ones with colormaps.\n", " for ax in axes:\n", " ax.set_axis_off()\n", "\n", "\n", "for cmap_category, cmap_list in cmaps:\n", " plot_color_gradients(cmap_category, cmap_list)\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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }