{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Examples of plotting TrackRun subsets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import the necessary modules" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note** Examples below require `cartopy` package to be installed" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cartopy\n", "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "import xarray as xr\n", "\n", "from octant.core import TrackRun, OctantTrack" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To save time, in this example `lcc_map` function is used to create a map in Lambert Conformal Conic projection." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def lcc_map(fig, subplot_grd=111, clon=None, clat=None, coast=None, extent=None):\n", " \"\"\"Create cartopy axes in Lambert Conformal projection.\"\"\"\n", " proj = ccrs.LambertConformal(central_longitude=clon, central_latitude=clat)\n", "\n", " # Draw a set of axes with coastlines:\n", " ax = fig.add_subplot(subplot_grd, projection=proj)\n", " if isinstance(extent, list):\n", " ax.set_extent(extent, crs=ccrs.PlateCarree())\n", " if isinstance(coast, dict):\n", " feature = cartopy.feature.NaturalEarthFeature(\n", " name=\"coastline\", category=\"physical\", **coast\n", " )\n", " ax.add_feature(feature)\n", " return ax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some useful declarations for plotting..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"figure.figsize\"] = (15, 10) # change the default figure size\n", "COAST = dict(scale=\"50m\", alpha=0.5, edgecolor=\"#333333\", facecolor=\"#AAAAAA\")\n", "clon = 10\n", "clat = 75\n", "extent = [-20, 50, 65, 85]\n", "LCC_KW = dict(clon=clon, clat=clat, coast=COAST, extent=extent)\n", "\n", "mapkw = dict(transform=ccrs.PlateCarree())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the common data directory" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sample_dir = Path(\".\") / \"sample_data\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data are usually organised in hierarchical directory structure. Here, the relevant parameters are defined." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dataset = \"era5\"\n", "period = \"test\"\n", "run_id = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct the full path" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "track_res_dir = sample_dir / dataset / f\"run{run_id:03d}\" / period" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load land-sea mask array from ERA5 dataset:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "lsm = xr.open_dataarray(sample_dir / dataset / \"lsm.nc\")\n", "lsm = lsm.squeeze() # remove singular time dimension" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now load the cyclone tracks themselves" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "tr = TrackRun(track_res_dir)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Cyclone tracking results
Number of tracks671
Data columnslon, lat, vo, time, area, vortex_type
Sources
sample_data/era5/run000/test
\n", " " ], "text/plain": [ " [671 tracks]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "conditions = [\n", " (\"long_lived\", [lambda ot: ot.lifetime_h >= 6]),\n", " (\n", " \"far_travelled_and_very_long_lived\",\n", " [lambda ot: ot.lifetime_h >= 36, lambda ot: ot.gen_lys_dist_km > 300.0],\n", " ),\n", " (\"strong\", [lambda x: x.max_vort > 1e-3]),\n", "]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "tr.classify(conditions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and classify them" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are the indices of \"strong\" cyclones?" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Int64Index([93, 182, 252, 569, 631], dtype='int64', name='track_idx')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr[\"strong\"].index.get_level_values(\"track_idx\").unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simple track plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Select an `OctantTrack` by its absolute index" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "random_track = tr[\"strong\"].loc[182]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the variable `random_track` is a subclass of `pandas.DataFrame`, and it has the following additional attributes and methods:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'area',\n", " 'average_speed',\n", " 'coord_view',\n", " 'from_df',\n", " 'from_mux_df',\n", " 'gb',\n", " 'gen_lys_dist_km',\n", " 'lat',\n", " 'lifetime_h',\n", " 'lon',\n", " 'lonlat',\n", " 'lonlat_c',\n", " 'max_vort',\n", " 'plot_track',\n", " 'time',\n", " 'total_dist_km',\n", " 'tridlonlat',\n", " 'tridlonlat_c',\n", " 'vo',\n", " 'vortex_type',\n", " 'within_rectangle'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(random_track.__dir__()).difference(set(pd.DataFrame().__dir__()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of them is `plot_track()` method, which is a small wrapper around `matplotlib.pyplot.plot()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The important (optional) parameter is `ax=`, via which a track can be plotted in the given axes. For example, below a figure `fig` is created along with `ax`, geo-referenced axes, and then the chosen track is added to the plot. The remaining parameters that can be passed to `plot_track` are keyword arguments of `matplotlib.pyplot.plot(*args, **kwargs)` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot a single track on a map" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = lcc_map(fig, **LCC_KW)\n", "random_track.plot_track(ax=ax, color=None);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot a single track without a map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### a) In the given Axes" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "random_track.plot_track(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### b) Or automatically create figure and axes in the `PlateCarree` projection" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "random_track.plot_track();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function returns matplotlib axes object, so it can be used for further plotting." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax1 = random_track.plot_track(color='xkcd:stormy blue',\n", " linewidth=3,\n", " label=f'track 3317')\n", "ax1.legend(loc=4)\n", "ax1.set_title('My plot');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot all tracks from TrackRun" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "subsets_and_colors = [(\"long_lived\", \"#424242\"), (\"far_travelled_and_very_long_lived\", \"C0\"), (\"strong\", \"C1\")]" ] }, { "cell_type": "code", "execution_count": 21, "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 = lcc_map(fig, **LCC_KW)\n", "\n", "handles, labels = [], []\n", "for subset_label, color in subsets_and_colors:\n", " for (_, track) in tr[subset_label].gb:\n", " track.plot_track(ax=ax, color=color, label=subset_label)\n", "\n", "labels, handles = [\n", " list(getattr({j: i for i, j in zip(*ax.get_legend_handles_labels())}, m)())\n", " for m in [\"keys\", \"values\"]\n", "]\n", "ax.legend(handles, labels, fontsize=\"x-large\", loc=1);" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:test_env]", "language": "python", "name": "conda-env-test_env-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }