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@jakevdp
Last active April 1, 2024 21:22
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Quick example of an animation with ipywidgets and PIL
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Image Sequences with PIL and ipywidgets\n",
"\n",
"This is a quick demo of using [PIL/pillow](https://python-pillow.org/) to display images in a Jupyter notebook in a lightweight manner, alon with [ipywidgets](https://ipywidgets.readthedocs.io/) to scan through a set of images interactively.\n",
"\n",
"To install the packages used here, use either\n",
"\n",
"```\n",
"$ conda install numpy pillow ipywidgets\n",
"```\n",
"\n",
"or\n",
"\n",
"```\n",
"$ pip install numpy pillow ipywidgets\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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07MnOYrT6liyugmWldedrUqObDPKoUGHDzuJtUpctkyH0rnCVYxHrKQyEB57w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\noa7UvnEyEO8sb/hICMJOPEuHtAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=200x200 at 0x10D405710>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"from PIL import Image\n",
"\n",
"def display_image(x):\n",
" x_scaled = np.uint8(255 * (x - x.min()) / x.ptp())\n",
" return Image.fromarray(x_scaled)\n",
"\n",
"display_image(np.random.rand(200, 200))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a7df42e03b6f4de6a4aed3f27a044633",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"A Jupyter Widget"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ipywidgets import interact\n",
"\n",
"def display_sequence(images):\n",
" def _show(frame=(0, len(images)-1)):\n",
" return display_image(images[frame])\n",
" return interact(_show)\n",
"\n",
"# Make some images\n",
"images = [np.random.rand(200, 200) for i in range(150)]\n",
"for i, image in enumerate(images):\n",
" image[i:i+50, i:i+50] = 0\n",
"\n",
"# Note: this will only display with a live kernel\n",
"display_sequence(images);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above will only display with a live kernel; the result in a live notebook looks something like this:\n",
"\n",
"<img src=\"PIL-ipywidgets.gif\" alt='[PIL-ipywidgets.gif]'>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note: if you'd like to save the images to an animated gif directly, the [imageio](http://imageio.github.io) package gives you an easy route:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import imageio\n",
"images_scaled = [np.uint8(255 * image) for image in images]\n",
"imageio.mimsave('movie.gif', images_scaled, format='gif', fps=60)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The output looks like this:\n",
"\n",
"<img src='movie.gif' alt='[movie.gif]'>"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "python (conda-root)",
"language": "python",
"name": "conda-root"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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