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004_comission/Man1130/jupyter/Man1130-python-comission/tryout/jupyter-voila-helloworld/ipynb/ipympl.ipynb
louiscklaw fc6f79b133 update,
2025-01-31 20:57:47 +08:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# So easy, *voilà*!\n",
"\n",
"In this example notebook, we demonstrate how Voilà can render custom interactive matplotlib figures using the [ipympl](https://github.com/matplotlib/ipympl) widget."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "40858bbe7a7f4dce9083ac13763d3b85",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib widget\n",
"import ipympl\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"x = np.linspace(0, 2 * np.pi, 500)\n",
"y1 = np.sin(x)\n",
"y2 = np.sin(3 * x)\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.fill(x, y1, 'b', x, y2, 'r', alpha=0.3)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e0595036fd9340e7bb0d9fe974d1cc9f",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.style.use('ggplot')\n",
"\n",
"fig, axes = plt.subplots(ncols=2, nrows=2)\n",
"ax1, ax2, ax3, ax4 = axes.ravel()\n",
"\n",
"# scatter plot (Note: `plt.scatter` doesn't use default colors)\n",
"x, y = np.random.normal(size=(2, 200))\n",
"ax1.plot(x, y, 'o')\n",
"\n",
"# sinusoidal lines with colors from default color cycle\n",
"L = 2 * np.pi\n",
"x = np.linspace(0, L)\n",
"ncolors = len(plt.rcParams['axes.prop_cycle'])\n",
"shift = np.linspace(0, L, ncolors, endpoint=False)\n",
"for s in shift:\n",
" ax2.plot(x, np.sin(x + s), '-')\n",
"ax2.margins(0)\n",
"\n",
"# bar graphs\n",
"x = np.arange(5)\n",
"y1, y2 = np.random.randint(1, 25, size=(2, 5))\n",
"width = 0.25\n",
"ax3.bar(x, y1, width)\n",
"ax3.bar(x + width, y2, width,\n",
" color=list(plt.rcParams['axes.prop_cycle'])[2]['color'])\n",
"ax3.set_xticks(x + width)\n",
"ax3.set_xticklabels(['a', 'b', 'c', 'd', 'e'])\n",
"\n",
"# circles with colors from default color cycle\n",
"for i, color in enumerate(plt.rcParams['axes.prop_cycle']):\n",
" xy = np.random.normal(size=2)\n",
" ax4.add_patch(plt.Circle(xy, radius=0.3, color=color['color']))\n",
"\n",
"ax4.axis('equal')\n",
"ax4.margins(0)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}