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@rsnemmen
Created November 1, 2019 12:35
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Exploring different colormaps in matplotlib
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Playing with different colormaps\n",
"===========================\n",
"\n",
"This notebook plots 2D functions $z=f(x,y)$ using different colormaps, thus illustrating and constrasting their strenghts. The following colormaps are used:\n",
"\n",
"- viridis: matplotlib's default cmap\n",
"- jet: the previous (and awful) matplotlib's default\n",
"- turbo: new proposal for [replacing the jet cmap created by Google AI](https://ai.googleblog.com/2019/08/turbo-improved-rainbow-colormap-for.html)\n",
"- parula: MATLAB's default cmap\n",
"- wolfram: Wolfram Mathematica default cmap\n",
"\n",
"Need to install the [nmmn package](https://github.com/rsnemmen/nmmn):\n",
"\n",
"\n",
" pip install nmmn"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"import nmmn.plots"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"wolfram=nmmn.plots.wolframcmap()\n",
"parula=nmmn.plots.parulacmap()\n",
"turbo=nmmn.plots.turbocmap()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## First example"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# make these smaller to increase the resolution\n",
"dx, dy = 0.02, 0.02\n",
"\n",
"# generate 2 2d grids for the x & y bounds\n",
"y, x = np.mgrid[slice(-3, 3 + dy, dy),\n",
" slice(-3, 3 + dx, dx)]\n",
"z = (1 - x / 2. + x ** 5 + y ** 3) * np.exp(-x ** 2 - y ** 2)\n",
"# x and y are bounds, so z should be the value *inside* those bounds.\n",
"# Therefore, remove the last value from the z array.\n",
"z = z[:-1, :-1]\n",
"z_min, z_max = -np.abs(z).max(), np.abs(z).max()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x126196fd0>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, vmin=z_min, vmax=z_max)\n",
"title(\"Viridis\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1260b7c90>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap='jet', vmin=z_min, vmax=z_max)\n",
"title(\"Jet\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x1272c8790>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=turbo, vmin=z_min, vmax=z_max)\n",
"title(\"Turbo\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x127915f50>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=parula, vmin=z_min, vmax=z_max)\n",
"title(\"Parula\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x127f65d10>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=wolfram, vmin=z_min, vmax=z_max)\n",
"title(\"Wolfram\")\n",
"colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Second example"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# make these smaller to increase the resolution\n",
"dx, dy = 0.02, 0.02\n",
"\n",
"# generate 2 2d grids for the x & y bounds\n",
"y, x = np.mgrid[slice(1, 5 + dy, dy),\n",
" slice(1, 5 + dx, dx)]\n",
"\n",
"z = np.sin(x)**10 + np.cos(10 + y*x) * np.cos(x)\n",
"\n",
"# x and y are bounds, so z should be the value *inside* those bounds.\n",
"# Therefore, remove the last value from the z array.\n",
"z = z[:-1, :-1]"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x12864df90>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, vmin=z_min, vmax=z_max)\n",
"title(\"Viridis\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x128790610>"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap='jet', vmin=z_min, vmax=z_max)\n",
"title(\"Jet\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x128808b90>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=turbo, vmin=z_min, vmax=z_max)\n",
"title(\"Turbo\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x128bb8c90>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=parula, vmin=z_min, vmax=z_max)\n",
"title(\"Parula\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x128f886d0>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(x, y, z, cmap=wolfram, vmin=z_min, vmax=z_max)\n",
"title(\"Wolfram\")\n",
"colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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