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@dsaint31x
Last active January 21, 2024 12:12
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matplotlib_how-to-use-plot_surface.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyOAQkCVZhPe8Fz1ikCd2emN",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/dsaint31x/bf88f3dfc2491aa6594a1fe8c17f4754/matplotlib_how-to-use-plot_surface.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"id": "uXbLhtkM6Ihb",
"outputId": "358c4609-50c6-47af-d823-30f3692c4189"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"h=768,w=1024\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 400x400 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
],
"source": [
"from scipy import datasets\n",
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"img = datasets.face()\n",
"img_gray = img[...,0]\n",
"# img_gray = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
"h,w = img_gray.shape\n",
"x,y =np.mgrid[0:h,0:w]\n",
"print(f'{h=},{w=}')\n",
"\n",
"fig =plt.figure(figsize=(4,4))\n",
"ax = fig.add_subplot(1,1,1,projection='3d')\n",
"surf = ax.plot_surface(\n",
" x,y,img_gray,\n",
" cmap=plt.cm.gray,\n",
" rstride=15, cstride=15,\n",
" )\n",
"\n",
"#ax.set_zticks([]);ax.set_yticks([]);ax.set_xticks([])\n",
"ax.set_xlabel(r'$x$', fontsize=11)\n",
"ax.set_ylabel(r'$y$', fontsize=11)\n",
"ax.set_zlabel(r'$z$', fontsize=11)\n",
"\n",
"\n",
"# 80 : the elevation angle in the z plane (in degrees).\n",
"# 20 : the azimuth angle in the (x, y) plane (in degrees).\n",
"ax.view_init(80,20)\n",
"cb = fig.colorbar(surf, ax=ax, shrink=.5)"
]
},
{
"cell_type": "code",
"source": [
"ax = plt.figure().gca(projection='3d')\n",
"surf = ax.plot_surface(x,y,img_gray,cmap=plt.cm.gray)\n",
"ax.set_zticks([]);ax.set_yticks([]);ax.set_xticks([])\n",
"ax.view_init(87,20)\n",
"plt.gcf().colorbar(surf,shrink=1,aspect=10)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 325
},
"id": "bf0ZJtsX6JXz",
"outputId": "52f9ddea-6101-451c-e6a9-c535e41de4f8"
},
"execution_count": 27,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "FigureBase.gca() got an unexpected keyword argument 'projection'",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-27-e43aaf72b586>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgca\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprojection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'3d'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0msurf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_surface\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mimg_gray\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_zticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_yticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview_init\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m87\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgcf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msurf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mshrink\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maspect\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mTypeError\u001b[0m: FigureBase.gca() got an unexpected keyword argument 'projection'"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"ax = plt.figure().gca(projection='3d')\n",
"surf = ax.plot_surface(x,y,img_gray,cmap=plt.cm.gray)\n",
"ax.set_zticks([]);ax.set_yticks([]);ax.set_xticks([])\n",
"ax.view_init(90,0)\n",
"plt.gcf().colorbar(surf,shrink=1,aspect=10)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 266
},
"id": "f_7R2t3q6gJR",
"outputId": "8c3c1ed5-02c5-40ed-b22b-45e41a63284d"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f27f4fefb90>"
]
},
"metadata": {},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"plt.imshow(img_gray, cmap='gray')\n",
"plt.axis('off')"
],
"metadata": {
"id": "4MhKSWRy6sip",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 266
},
"outputId": "b4222764-afd6-4927-e713-e5ee845357c1"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(-0.5, 1023.5, 767.5, -0.5)"
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "P-ngVPQ17Y55"
},
"execution_count": null,
"outputs": []
}
]
}
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