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@ekellbuch
Created December 21, 2019 21:10
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Subplot-shared_cmap.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Subplot-shared_cmap.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/ekellbuch/2bfa0542d6cacc29310b0da243639c8e/subplot-shared_cmap.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "rGTd5SmHD1a6",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "1323a449-9262-4b6f-b877-f4c1cce83980"
},
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable\n",
"import numpy as np\n",
"import matplotlib.colorbar as colorbar\n",
"num_plots = 3\n",
"# sample data\n",
"arr = np.random.rand(num_plots,64,64)\n",
"arr[1] = 100\n",
"print(arr.shape)"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"(3, 64, 64)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fgbRan5tI9NN",
"colab_type": "code",
"colab": {}
},
"source": [
"params = {\n",
" 'text.latex.preamble': ['\\\\usepackage{gensymb}'],\n",
" 'image.origin': 'lower',\n",
" 'image.interpolation': 'nearest',\n",
" 'image.cmap': 'jet',\n",
" 'axes.grid': False,\n",
" 'savefig.dpi': 150, # to adjust notebook inline plot size\n",
" 'axes.labelsize': 10, # fontsize for x and y labels (was 10)\n",
" 'axes.titlesize': 12,\n",
" 'font.size': 12, # was 10\n",
" 'legend.fontsize': 10, # was 10\n",
" 'xtick.labelsize': 10,\n",
" 'ytick.labelsize': 10,\n",
" #'text.usetex': True,\n",
" 'figure.figsize': [3.39, 2.10],\n",
" 'font.family': 'serif',\n",
"}\n",
"matplotlib.rcParams.update(params)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "eYRkUDtVQR81",
"colab_type": "text"
},
"source": [
"### Shated colorbars\n",
"If you need shared colorbars pass vmin and vmax!"
]
},
{
"cell_type": "code",
"metadata": {
"id": "uZE_5-zyQRaR",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 401
},
"outputId": "bde8bf47-a6ba-48c5-9cec-4948375277a8"
},
"source": [
"fig, axarr = plt.subplots(1,num_plots ,figsize=(12,4),constrained_layout=True)\n",
"for ax, data in zip(axarr, arr):\n",
" ax.set_title('min {:.2f} max {:.2f}'.format(data.min(), data.max()))\n",
" im = ax.imshow(data, interpolation='none')\n",
"\n",
"# most common suggestion on google maps to last arr only\n",
"cbar = fig.colorbar(im, ax=axarr.flat)\n",
"plt.show()\n",
"print(cbar.get_clim())"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
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fvJV3Wje+EGW7N8/+s9uCBOiupHTcjBVUoH16Hd4wjD8wBKo/peOaUEIBf41098lxeje1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\nQRfS0uCnwK7Scp2jcEy8oijKveTbSwVRbqeTZ+W0lbKNvfy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I8wNz3nFOyasUNgjYCX0D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\ngyYiIiIiIlIT/wPTcQdivMBPlwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"(0.00042620358660028224, 0.9999819180333511)\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:8: MatplotlibDeprecationWarning: \n",
"The get_clim function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.get_clim instead.\n",
" \n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LKP5yAy-SIrl",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 401
},
"outputId": "04409d53-416f-42da-d7ac-c6deb0af0a09"
},
"source": [
"fig, axarr = plt.subplots(1,num_plots ,figsize=(12,4),constrained_layout=True)\n",
"for ax, data in zip(axarr, arr):\n",
" ax.set_title('min {:.2f} max {:.2f}'.format(data.min(), data.max()))\n",
" im = ax.imshow(data, interpolation='none', vmin= arr.min(), vmax=arr.max())\n",
"\n",
"# this is mapping to last arr only\n",
"cbar = fig.colorbar(im, ax=axarr.flat)\n",
"plt.show()\n",
"print(cbar.get_clim())"
],
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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jkLHWaj4ZUShEtCwK04gqFg2XZypR1VbDlOpDJTMVODOP5TNhE9H38fAl/x6u21rRa/je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\ngv4AwBb6AwApFAmpUzxL7v7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2AZgf+gQAW+gPANQjxLFKcYDm7r9tZt87ePlsSRd1yz9i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\nr+7+vfbPy8z+nqQz3P313UsnS3qbNnN+PiDpGDM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"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"(0.00042620358660028224, 100.0)\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:9: MatplotlibDeprecationWarning: \n",
"The get_clim function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.get_clim instead.\n",
" if __name__ == '__main__':\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9B0NoNyzISG8",
"colab_type": "text"
},
"source": [
"### Vanilla Plot"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bQfejs1lEAhc",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 293
},
"outputId": "6b8b412e-0202-493f-b659-4a7b59564559"
},
"source": [
"fig, axarr = plt.subplots(1,num_plots,figsize=(12,4))\n",
"for ax, data in zip(axarr, arr):\n",
" im = ax.imshow(data, interpolation='none')\n",
" axd = make_axes_locatable(ax)\n",
" cax = axd.append_axes(\"bottom\", size=\"7%\", pad=\"10%\")\n",
" cbar = plt.colorbar(im, cax=cax, orientation='horizontal') \n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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2BTLfeuZayLxMloVED5wJfWIFCWybUuivC/q79p38+/vvtpnTy6i20w2PIjyp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\nksozuEiSJEkq7xXgAGG6EIBuPgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x288 with 6 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_rTOYHWWQmci",
"colab_type": "text"
},
"source": [
"### Not so vanilla plot"
]
},
{
"cell_type": "code",
"metadata": {
"id": "nAjPh7NMGAK3",
"colab_type": "code",
"colab": {}
},
"source": [
"def digits(f):\n",
" \"\"\"\n",
" FInd the digits\n",
" \"\"\"\n",
" return len(str(f).split('.')[1].rstrip('0'))\n",
"\n",
"\n",
"def colorbar(mappable,\n",
" cax=None,\n",
" cbar_orientation='horizontal',\n",
" format_tile='%.2f',\n",
" sig_digits=2,\n",
" cbar_spacing='uniform',\n",
" cbar_ticks=None,\n",
" cbar_ticks_number=5):\n",
"\n",
" if cbar_orientation == 'horizontal':\n",
" cbar_direction = 'bottom'\n",
" elif cbar_orientation == 'vertical':\n",
" cbar_direction = 'right'\n",
"\n",
" if cax is None:\n",
" ax = mappable.axes\n",
" fig = ax.figure\n",
" divider = make_axes_locatable(ax)\n",
" cax = divider.append_axes(cbar_direction, size=\"7%\", pad=\"10%\")\n",
"\n",
" if cbar_ticks is not None:\n",
" cbar_ticks = np.round(cbar_ticks, 4)\n",
" cbar_ticks_labels = [format_tile % (cbar_) for cbar_ in cbar_ticks]\n",
" vmin, vmax = cbar_ticks[0], cbar_ticks[-1]\n",
"\n",
" cbar = plt.colorbar(mappable,\n",
" cax=cax,\n",
" orientation=cbar_orientation,\n",
" spacing=cbar_spacing,\n",
" format=format_tile,\n",
" ticks=cbar_ticks)\n",
"\n",
" if not cbar_direction == 'bottom':\n",
" cax.yaxis.set_ticks_position(cbar_direction)\n",
"\n",
" if cbar_ticks is None:\n",
" cbar_ticks = cbar.get_clim()\n",
"\n",
" if cbar_ticks_number is not None:\n",
" cbar_ticks = np.linspace(min(cbar_ticks), max(cbar_ticks),\n",
" cbar_ticks_number)\n",
" endpoint = cbar_ticks[-1]\n",
"\n",
" startpoint = cbar_ticks[0]\n",
"\n",
" cbar_ticks = [np.round(tick, sig_digits) for tick in cbar_ticks]\n",
"\n",
" #print(cbar_ticks)\n",
" # round endpoint down\n",
" cbar_ticks[-1] = np.floor(endpoint * 10**(sig_digits)) / 10**(sig_digits)\n",
" cbar_ticks[0] = np.ceil(startpoint * 10**(sig_digits)) / 10**(sig_digits)\n",
"\n",
" n_digits = [digits(x) for x in cbar_ticks]\n",
"\n",
" cbar_ticklabels = [\n",
" str.format('{0:.' + str(ndig) + 'f}', cdig)\n",
" for ndig, cdig in zip(n_digits, cbar_ticks)\n",
" ]\n",
" cbar.set_ticks(cbar_ticks)\n",
" cbar.set_ticklabels(cbar_ticklabels)\n",
" return"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Ft37AoISQNp2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 347
},
"outputId": "91629066-18a1-4a81-85ca-d9676088d0de"
},
"source": [
"fig, axarr = plt.subplots(1,num_plots,figsize=(12,4))\n",
"for ax, data in zip(axarr, arr):\n",
" im = ax.imshow(data, interpolation='none')\n",
" colorbar(im)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:44: MatplotlibDeprecationWarning: \n",
"The get_clim function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.get_clim instead.\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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hD92cVji9YQE8q8d3k5/JtoPVpX9PfI5vWI23syZOtDmblPN7+/H+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jv7SS7NxSLMAaDrzAnO3ryD3ll/pZZ++BeZ/SNZiFIV6bbvW7IfZ0JhR/PR+/rHffK9V4+peRbd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\nAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x288 with 6 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4Qy9fTEDRMBG",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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