diff --git a/notebooks/animation.ipynb b/notebooks/animation.ipynb index 9650064..89274cb 100644 --- a/notebooks/animation.ipynb +++ b/notebooks/animation.ipynb @@ -58,15 +58,7 @@ "outputs_hidden": false } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Updating file 'registry.txt' from 'https://github.com/NCAR/GeoCAT-datafiles/raw/main/registry.txt' to '/Users/anissaz/Library/Caches/geocat'.\n" - ] - } - ], + "outputs": [], "source": [ "import cartopy.crs as ccrs\n", "import matplotlib.animation as animation\n", @@ -105,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -140,38 +132,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "im_dir = \"./data/goes16_hr/\"\n", - "im_paths = sorted([p for p in os.listdir(im_dir) if p.endswith(\".jpg\")])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Creating a list of artists\n", - "Now that we have a list of the filepaths for all the images we want to plot, we can use `imshow` to plot each image and save the resulting artist object to a list." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "ims = [[ax.imshow(Image.open(im_dir + im_path), animated=True)] for im_path in im_paths]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A couple of things to note here:\n", - "- You may notice that we're using list generation to create our final list, `ims`. But what might not be obvious is that we're actually making a list of lists. Each created `implot` object is put into its own one-item list, and then all of those lists are used to create `ims`. This is because `ArtistAnimation` expects a list of lists, where each inner list is a list of artists to be plotted in a single frame.\n", - "- We're using a kwarg you may not have seen before using `imshow`: `animated=True`. This allows the artist to only be drawn when called as part of an animation. This is a kwarg that is common to all artist objects." + "im_paths = sorted([p for p in os.listdir(im_dir) if p.endswith(\".jpg\")])" ] }, { @@ -184,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -219,13 +185,81 @@ "Then, we create the axes object using `fig.add_axes([0, 0, 1, 1])`. This adds axes to our figure that span the entire range of the figure, allowing the images plot on these axes to take up the entire figure space.\n", "\n", "Finally, we turn off the axes using `ax.axis(\"off\")`. This is because we don't want to see axes on our final image plot.\n", - "\n" + "\n", + "Running the above cell should have produced a blank figure in the jupyter notebook. This is expected since we've only created a blank figure to plot on, but haven't actually plotted anything yet.\n", + "\n", + ":::{tip}\n", + "Customizing the figure size, dpi, and axes is not necessary for creating an artist animation, but it will make our end result look nicer.\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating a list of artists\n", + "Now that we have a list of the filepaths for all the images we want to plot and axes to plot them on, we can use `imshow` to plot each image and save the resulting artist object to a list." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [], + "source": [ + "ims = [[ax.imshow(Image.open(im_dir + im_path), animated=True)] for im_path in im_paths]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A couple of things to note here:\n", + "- You may notice that we're using list generation to create our final list, `ims`. But what might not be obvious is that we're actually making a list of lists. Each created `implot` object is put into its own one-item list, and then all of those lists are used to create `ims`. This is because `ArtistAnimation` expects a list of lists, where each inner list is a list of artists to be plotted in a single frame.\n", + "- We're using a kwarg you may not have seen before using `imshow`: `animated=True`. This allows the artist to only be drawn when called as part of an animation. This is a kwarg that is common to all artist objects." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the artist animation\n", + "Now that we've set up our figure and list (of lists) of artists, we can create the animation using `ArtistAnimation`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "ani = animation.ArtistAnimation(fig, ims, interval=150, repeat_delay=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`ArtistAnimation` takes two required arguments: \n", + "- the figure to plot on (`fig` in our case) and \n", + "- the list of pre-created artist objects (`ims`) to plot. \n", + "\n", + "We've also provided a few optional arguments:\n", + "- `interval`: The time between frames in milliseconds. We've set this to 150 milliseconds, or 0.15 seconds.\n", + "- `repeat_delay`: The time in milliseconds to wait before repeating the animation. We've set this to 1000 milliseconds, or 1 second." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And that's it! We've created an animation in matplotlib using artist animation. Let's take a look at it." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -415,42 +449,42 @@ "\n", "\n", "
\n", - " \n", + " \n", "
\n", - " \n", + " oninput=\"anim2040b86f397e40cb93b48194e742a588.set_frame(parseInt(this.value));\">\n", "
\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", "
\n", - "
\n", - " \n", - " \n", - " Once\n", + " \n", - " \n", - " Loop\n", + " \n", - " \n", + " \n", "
\n", "
\n", "
\n", @@ -460,9 +494,9 @@ " /* Instantiate the Animation class. */\n", " /* The IDs given should match those used in the template above. */\n", " (function() {\n", - " var img_id = \"_anim_img80a46f01b7e64e4996a903e4c88d31c8\";\n", - " var slider_id = \"_anim_slider80a46f01b7e64e4996a903e4c88d31c8\";\n", - " var loop_select_id = \"_anim_loop_select80a46f01b7e64e4996a903e4c88d31c8\";\n", + " var img_id = \"_anim_img2040b86f397e40cb93b48194e742a588\";\n", + " var slider_id = \"_anim_slider2040b86f397e40cb93b48194e742a588\";\n", + " var loop_select_id = \"_anim_loop_select2040b86f397e40cb93b48194e742a588\";\n", " var frames = new Array(24);\n", " \n", " frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaAAAAD6CAYAAADnVJN8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n", @@ -102917,59 +102951,111 @@ " /* set a timeout to make sure all the above elements are created before\n", " the object is initialized. */\n", " setTimeout(function() {\n", - " anim80a46f01b7e64e4996a903e4c88d31c8 = new Animation(frames, img_id, slider_id, 80.0,\n", + " anim2040b86f397e40cb93b48194e742a588 = new Animation(frames, img_id, slider_id, 149.0,\n", " loop_select_id);\n", " }, 0);\n", " })()\n", "\n" ], "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ani = animation.ArtistAnimation(fig, ims, interval=80, blit=True, repeat_delay=1000)\n", "ani" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving the animation\n", + "If displaying your animation in a jupyter notebook was your end goal, then you're done! But if you want to save your animation to a file for later use, you can use the `save` method of the `ArtistAnimation` object." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MovieWriter ffmpeg unavailable; using Pillow instead.\n" + ] + } + ], + "source": [ + "ani.save(\"goes16_hr.gif\")" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function animation\n", "\n", - "The steps for function animation in matplotlib are generally:\n", + "The steps for function animation in matplotlib are:\n", "1. Set up all the artists that will be used in the animation and the initial frame of the animation\n", "2. Create a function that updates the data in the plot to create each frame of the animation\n", "3. Create a `FuncAnimation` object with the the previously created elements\n", - "4. Save and/or display the animation\n" + "4. Display and save the animation\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data\n", + "For this example, we're going to be looking at sample surface temperature data from our sample data repository, [geocat-datafiles](https://github.com/NCAR/geocat-datafiles)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ds = xr.open_dataset(gdf.get(\"netcdf_files/meccatemp.cdf\"))\n", - "tas = ds.t" + "t = ds.t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the figure\n", + "The first step in creating a function animation is to create the figure that will be used to plot the animation.\n", + "\n", + "Since we're working with data represented by latitude and longitude coordinates, we're going to set up our figure and axes using [Cartopy](https://scitools.org.uk/cartopy/docs/latest/)." ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" ] }, "metadata": {}, @@ -102980,14 +103066,49 @@ "# Set up Axes with Cartopy Projection\n", "fig = plt.figure()\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", - "ax.coastlines(linewidths=0.5)\n", + "ax.coastlines()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just like before, we used `plt.figure()` to create the figure. Then, we used `plt.axes` with the `projection` kwarg set to `ccrs.PlateCarree()` to create the axes object. This sets up the axes to use the [Plate Carree](https://scitools.org.uk/cartopy/docs/latest/reference/projections.html#cartopy.crs.PlateCarree) projection.\n", "\n", - "vmin = tas.min()\n", - "vmax = tas.max()\n", + "Finally, we used `ax.coastlines()` to add coastlines to the plot." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the initial frame\n", + "Now that we have our figure and axes set up, we can plot the initial frame of our animation." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vmin = t.min()\n", + "vmax = t.max()\n", "levels = 30\n", "\n", "# create initial plot that we will update\n", - "tas[0, :, :].plot.contourf(\n", + "t[0, :, :].plot.contourf(\n", " ax=ax,\n", " transform=ccrs.PlateCarree(),\n", " vmin=vmin,\n", @@ -102997,14 +103118,36 @@ " cbar_kwargs={\n", " \"location\": \"bottom\",\n", " },\n", - ")\n", - "\n", - "plt.tight_layout()\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In addition to plotting the initial frame, we also set up the colorbar. In order for every frame of the animation to use the same colorbar, we need to create the colorbar before we create the animation.\n", "\n", + "The `vmin` and `vmax` arguments of `plt.contourf` are set to the minimum and maximum values of the data, instead of each individual time slice. This ensures that the colorbar remains consistent across all frames of the animation. We also set a `levels` kwarg to similarly ensure that the contour levels are consistent, as well." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the update function\n", + "Now that we have our initial frame, we need to create an update function that will update the data in the plot to create each frame of the animation. This function will be passed in as an argument to `FuncAnimation`, which expects a function that takes in a single argument, `i`, which is the frame number of the animation. The argument `i` is used to index into the data to get the data for the current frame to plot." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ "# create function to update plot\n", "def animate(i):\n", " # Plot the new frame\n", - " tas[i, :, :].plot.contourf(\n", + " t[i, :, :].plot.contourf(\n", " ax=ax,\n", " transform=ccrs.PlateCarree(),\n", " vmin=vmin,\n", @@ -103012,16 +103155,51 @@ " levels=levels,\n", " cmap=\"inferno\",\n", " add_colorbar=False,\n", - " )\n", + " )\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note here that that the only differences from our initial frame set up are the indexing on the data to plot and the `add_colorbar = False` kwarg in `plt.contourf`. This is because we've already created a colorbar in the initial frame that we want to use for all frames of the animation.\n", + "\n", + ":::{warning}\n", + "You can accidentally create some funny looking animations if you forget the `add_colorbar = False` kwarg in the update function.\n", "\n", + "\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating the animation\n", + "Now it's time to create the animation using `FuncAnimation`." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "ani = animation.FuncAnimation(fig, animate, frames=len(t), interval=150, repeat_delay=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This function looks similar to `ArtistAnimation`, but with one main difference: instead of a list of artists to plot, `FuncAnimation` takes the update function we created as the second argument. Also, we've provided the `frames` kwarg, which is the number of times the update function will be called. We've set it to the number of time slices in the data to make sure the FuncAnimation object does not try to go outside the bounds of the data.\n", "\n", - "# create animation\n", - "ani = animation.FuncAnimation(fig, animate, frames=31, interval=200)" + "And that's it! We've created a function animation in matplotlib. Let's take a look at it.\n" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -103212,42 +103390,42 @@ "\n", "\n", "
\n", - " \n", + " \n", "
\n", - " \n", + " oninput=\"anim3ea34f9dd6e94931b0ab6c4125e4d044.set_frame(parseInt(this.value));\">\n", "
\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", "
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\n", - " \n", - " \n", - " Once\n", + " \n", - " \n", - " Loop\n", + " \n", - " \n", + " \n", "
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\n", "
\n", @@ -103257,44892 +103435,41370 @@ " /* Instantiate the Animation class. */\n", " /* The IDs given should match those used in the template above. */\n", " (function() {\n", - " var img_id = \"_anim_img63541d1f9dbf43b49be883f1c64767cf\";\n", - " var slider_id = \"_anim_slider63541d1f9dbf43b49be883f1c64767cf\";\n", - " var loop_select_id = \"_anim_loop_select63541d1f9dbf43b49be883f1c64767cf\";\n", + " var img_id = \"_anim_img3ea34f9dd6e94931b0ab6c4125e4d044\";\n", + " var slider_id = \"_anim_slider3ea34f9dd6e94931b0ab6c4125e4d044\";\n", + " var loop_select_id = \"_anim_loop_select3ea34f9dd6e94931b0ab6c4125e4d044\";\n", " var frames = new Array(31);\n", " \n", " frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n", "bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9h\\\n", - "AAAPYQGoP6dpAAEAAElEQVR4nOyddXwc17mwn5lZZjFZtmXLzHGYOQ03KabcW2a6/Zpy01tubzlt\\\n", - 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{}, "output_type": "execute_result" } @@ -148151,12 +144807,39 @@ "ani" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving the animation\n", + "Just like with `ArtistAnimation`, we can save the animation using the `save` method of the `FuncAnimation` object." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MovieWriter ffmpeg unavailable; using Pillow instead.\n" + ] + } + ], + "source": [ + "ani.save(\"temp.gif\")" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", + "We learned the two ways to make animations in matplotlib: artist animation and function animation, how to display them in jupyter notebooks, and how to save them to a file.\n", + "\n", "### What's next?\n" ] }, diff --git a/notebooks/images/animation_colorbar_oops.gif b/notebooks/images/animation_colorbar_oops.gif index bf5f783..3965cb4 100644 Binary files a/notebooks/images/animation_colorbar_oops.gif and b/notebooks/images/animation_colorbar_oops.gif differ