{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Embed Matplotlib Scatter Plot Animation in Jupyter Notebooks\n", "\n", "In this notebook, I will be replicating Louis Tiao's [Embedding Matplotlib Animations in Jupyter Notebooks](http://louistiao.me/posts/notebooks/embedding-matplotlib-animations-in-jupyter-notebooks/) and applying it to scatter plots, and more notably, using a [Cartopy](https://scitools.org.uk/cartopy/docs/latest/) map." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we will create a basic scatter plot with some test data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(1,1,1)\n", "ax.grid(True, linestyle='-', color='0.75')\n", "ax.set_ylim([-50, 200])\n", "ax.set_xlim([-50, 200])\n", "\n", "x = [0, 50, 100]\n", "y = [0, 0, 0]\n", "\n", "# parameter 'c' specifies the color sequence\n", "# parameter 's' specifies the size of the mark\n", "scat = ax.scatter(x=x, y=y, c=x, s=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will create an animation function and animation object. The function will be called on each frame of the animation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def animate(i, scat):\n", " # We use the set_offsets() function on the scatter plot object `scat`\n", " # to pass in the new data as a tuple of the [x, y] coordinates we want to use\n", " scat.set_offsets(\n", " ([0, i], [50, i / 2], [100, i * 3])\n", " )\n", " return scat, # Make sure to add the comma, this function must return a tuple" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from matplotlib import animation\n", "\n", "# call the animator. blit=True means only re-draw the parts that have changed.\n", "anim = animation.FuncAnimation(\n", " fig, animate,\n", " fargs=(scat,), # fargs will pass these objects into the animate() function as arguments\n", " # Must be a tuple, hence (scat,)\n", " frames=100, interval=20, blit=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And to animate it, use the HTML function from IPython's `display` module." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML(anim.to_html5_video())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example using a Cartopy Map" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import cartopy.crs as ccrs\n", "import random" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a basic Cartopy map" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 10))\n", "ax = fig.add_subplot(1,1,1, projection=ccrs.PlateCarree())\n", "\n", "ax.coastlines()\n", "ax.set_global()\n", "\n", "lats = [random.randint(-90, 90) for x in range(40)]\n", "lons = [random.randint(-180, 180) for x in range(40)]\n", "\n", "scat = ax.scatter(x=lons, y=lats, transform=ccrs.PlateCarree(), c=lons)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And to animate it, follow the same steps as above." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# animation function. This is called sequentially\n", "def animate(i, scat):\n", " scat.set_offsets(\n", " tuple((x, y+i) for x, y in zip(lons, lats))\n", " )\n", " return scat, # Dont forget the comma" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "anim = animation.FuncAnimation(\n", " fig, animate,\n", " fargs=(scat,),\n", " frames=100, interval=50,\n", " blit=True\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(anim.to_html5_video())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 4 }