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@mrocklin
Created June 27, 2024 16:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e3c8b9ed-93f7-4dc8-9070-eaa75f275845",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"def explode(data):\n",
" size = np.array(data.shape)*2\n",
" data_e = np.zeros(size - 1, dtype=data.dtype)\n",
" data_e[::2, ::2, ::2] = data\n",
" return data_e\n",
"\n",
"facecolors = np.random.choice(['#FFD65DEE', '#7A88CCEE'], size=(10, 10, 10))\n",
"filled = np.ones(facecolors.shape)\n",
"\n",
"# upscale the above voxel image, leaving gaps\n",
"filled_2 = explode(filled)\n",
"fcolors_2 = explode(facecolors)\n",
"\n",
"# Shrink the gaps\n",
"x, y, z = np.indices(np.array(filled_2.shape) + 1).astype(float) // 2\n",
"x[0::2, :, :] += 0.05\n",
"y[:, 0::2, :] += 0.05\n",
"z[:, :, 0::2] += 0.05\n",
"x[1::2, :, :] += 0.95\n",
"y[:, 1::2, :] += 0.95\n",
"z[:, :, 1::2] += 0.95\n",
"\n",
"ax = plt.figure().add_subplot(projection='3d')\n",
"ax.voxels(x, y, z, filled_2, facecolors=fcolors_2)\n",
"ax.set_aspect('equal')\n",
"ax.set_axis_off()\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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