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@kain88-de
Created March 26, 2015 11:08
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ipython 3d plot
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{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "source": "%matplotlib inline\nfrom mpl_toolkits.mplot3d import axes3d\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport time\n\ndef generate(X, Y, phi):\n R = 1 - np.sqrt(X**2 + Y**2)\n return np.cos(2 * np.pi * X + phi) * R\n\nplt.ion()\nfig = plt.figure()\nax = fig.add_subplot(111, projection='3d')\n\nxs = np.linspace(-1, 1, 50)\nys = np.linspace(-1, 1, 50)\nX, Y = np.meshgrid(xs, ys)\nZ = generate(X, Y, 0.0)\n\nwframe = None\ntstart = time.time()\nfor phi in np.linspace(0, 360 / 2 / np.pi, 100):\n\n oldcol = wframe\n\n Z = generate(X, Y, phi)\n wframe = ax.plot_wireframe(X, Y, Z, rstride=2, cstride=2)\n\n # Remove old line collection before drawing\n if oldcol is not None:\n ax.collections.remove(oldcol)\n\n plt.pause(.001)\n\nprint ('FPS: %f' % (100 / (time.time() - tstart)))", "outputs": [{"output_type": "stream", "name": "stdout", "text": "FPS: 217.391399\n"}, {"output_type": "display_data", "data": {"image/png": 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bpjkIgC6K4teiKO4ihIBS6kXNvhfVKrq2bSfouj6YUtqCEOIXBGEpz/OCbds7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\nUOikDz7Ifys3l6y33hp+05w5RSsmT3afM/0lvYfHMHMj2RxQZ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