{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "tobac example: Tracking deep convection based on OLR from geostationary satellite retrievals\n", "==\n", "\n", "This example notebook demonstrates the use of tobac to track isolated deep convective clouds based on outgoing longwave radiation (OLR) calculated based on a combination of two different channels of the GOES-13 imaging instrument.\n", "\n", "The data used in this example is downloaded from \"zenodo link\" automatically as part of the notebooks (This only has to be done once for all the tobac example notebooks)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:47.953528Z", "iopub.status.busy": "2026-02-02T20:12:47.953202Z", "iopub.status.idle": "2026-02-02T20:12:48.652963Z", "shell.execute_reply": "2026-02-02T20:12:48.652518Z" } }, "outputs": [], "source": [ "# Import a range of python libraries used in this notebook:\n", "import datetime\n", "import shutil\n", "from pathlib import Path\n", "from six.moves import urllib\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:48.654726Z", "iopub.status.busy": "2026-02-02T20:12:48.654554Z", "iopub.status.idle": "2026-02-02T20:12:49.860518Z", "shell.execute_reply": "2026-02-02T20:12:49.860027Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "using tobac version 1.6.2\n" ] } ], "source": [ "# Import tobac itself:\n", "import tobac\n", "print('using tobac version', str(tobac.__version__))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:49.878643Z", "iopub.status.busy": "2026-02-02T20:12:49.878422Z", "iopub.status.idle": "2026-02-02T20:12:49.880532Z", "shell.execute_reply": "2026-02-02T20:12:49.880108Z" } }, "outputs": [], "source": [ "# Disable a few warnings:\n", "import warnings\n", "warnings.filterwarnings('ignore', category=UserWarning, append=True)\n", "warnings.filterwarnings('ignore', category=RuntimeWarning, append=True)\n", "warnings.filterwarnings('ignore', category=FutureWarning, append=True)\n", "warnings.filterwarnings('ignore',category=pd.io.pytables.PerformanceWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Download example data:** \n", "This has to be done only once for all tobac examples." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:49.881865Z", "iopub.status.busy": "2026-02-02T20:12:49.881770Z", "iopub.status.idle": "2026-02-02T20:12:49.883247Z", "shell.execute_reply": "2026-02-02T20:12:49.882894Z" } }, "outputs": [], "source": [ "data_out=Path('../')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:49.884447Z", "iopub.status.busy": "2026-02-02T20:12:49.884356Z", "iopub.status.idle": "2026-02-02T20:12:49.889156Z", "shell.execute_reply": "2026-02-02T20:12:49.888705Z" } }, "outputs": [], "source": [ "# Download the data: This only has to be done once for all tobac examples and can take a while\n", "data_file = list(data_out.rglob('data/Example_input_OLR_satellite.nc'))\n", "if len(data_file) == 0:\n", " file_path='https://zenodo.org/records/3195910/files/climate-processes/tobac_example_data-v1.0.1.zip'\n", " #file_path='http://zenodo..'\n", " tempfile=Path('temp.zip')\n", " print('start downloading data')\n", " request=urllib.request.urlretrieve(file_path, tempfile)\n", " print('start extracting data')\n", " shutil.unpack_archive(tempfile, data_out)\n", " tempfile.unlink()\n", " print('data extracted')\n", " data_file = list(data_out.rglob('data/Example_input_OLR_satellite.nc'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Load data:**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:49.890330Z", "iopub.status.busy": "2026-02-02T20:12:49.890254Z", "iopub.status.idle": "2026-02-02T20:12:50.613577Z", "shell.execute_reply": "2026-02-02T20:12:50.613066Z" } }, "outputs": [], "source": [ "#Load Data from downloaded file:\n", "OLR = xr.open_dataset(data_file[0]).olr" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.615098Z", "iopub.status.busy": "2026-02-02T20:12:50.614947Z", "iopub.status.idle": "2026-02-02T20:12:50.621809Z", "shell.execute_reply": "2026-02-02T20:12:50.621425Z" } }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'olr' (time: 54, lat: 131, lon: 184)> Size: 10MB\n",
       "[1301616 values with dtype=float64]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 432B 2013-06-19T19:02:22 ... 2013-06-20T02...\n",
       "  * lat      (lat) float64 1kB 28.03 28.07 28.11 28.15 ... 32.92 32.96 32.99\n",
       "  * lon      (lon) float64 1kB -94.99 -94.95 -94.91 ... -88.08 -88.04 -88.01\n",
       "Attributes:\n",
       "    long_name:  OLR\n",
       "    units:      W m^-2
" ], "text/plain": [ " Size: 10MB\n", "[1301616 values with dtype=float64]\n", "Coordinates:\n", " * time (time) datetime64[ns] 432B 2013-06-19T19:02:22 ... 2013-06-20T02...\n", " * lat (lat) float64 1kB 28.03 28.07 28.11 28.15 ... 32.92 32.96 32.99\n", " * lon (lon) float64 1kB -94.99 -94.95 -94.91 ... -88.08 -88.04 -88.01\n", "Attributes:\n", " long_name: OLR\n", " units: W m^-2" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display information about the input data cube:\n", "display(OLR)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.623102Z", "iopub.status.busy": "2026-02-02T20:12:50.622999Z", "iopub.status.idle": "2026-02-02T20:12:50.624951Z", "shell.execute_reply": "2026-02-02T20:12:50.624555Z" } }, "outputs": [], "source": [ "#Set up directory to save output and plots:\n", "savedir=Path(\"Save\")\n", "if not savedir.is_dir():\n", " savedir.mkdir()\n", "plot_dir=Path(\"Plot\")\n", "if not plot_dir.is_dir():\n", " plot_dir.mkdir()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Data visualisation**\n", "\n", "We can take a look at our data both by plotting an individual time step, and by plotting a histogram of the values as shown below:\n", "\n", "Visualising the data like this can help make suitable choices for the parameters used in the detection and tracking of features. In this dataset, we can see that the background values range from 300 Wm-2, while the coldest features peak around 150 Wm-2" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.626175Z", "iopub.status.busy": "2026-02-02T20:12:50.626087Z", "iopub.status.idle": "2026-02-02T20:12:50.930621Z", "shell.execute_reply": "2026-02-02T20:12:50.930037Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "\n", "ax1 = plt.subplot(1,2,1)\n", "OLR[42].plot(ax=ax1)\n", "\n", "ax2 = plt.subplot(1,2,2)\n", "OLR.plot(ax=ax2, bins=100)\n", "plt.yscale(\"log\")\n", "\n", "plt.subplots_adjust(wspace=0.35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Feature identification:** \n", "Identify features based on OLR field and a set of threshold values" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.931920Z", "iopub.status.busy": "2026-02-02T20:12:50.931815Z", "iopub.status.idle": "2026-02-02T20:12:50.950378Z", "shell.execute_reply": "2026-02-02T20:12:50.949882Z" } }, "outputs": [], "source": [ "# Determine temporal and spatial sampling of the input data:\n", "dxy, dt = tobac.get_spacings(OLR, grid_spacing=4000)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.951796Z", "iopub.status.busy": "2026-02-02T20:12:50.951712Z", "iopub.status.idle": "2026-02-02T20:12:50.953780Z", "shell.execute_reply": "2026-02-02T20:12:50.953309Z" } }, "outputs": [], "source": [ "# Keyword arguments for the feature detection step\n", "parameters_features={}\n", "parameters_features['position_threshold']='weighted_diff'\n", "parameters_features['sigma_threshold']=0.5\n", "parameters_features['n_min_threshold']=4\n", "parameters_features['target']='minimum'\n", "parameters_features['threshold']=[250,225,200,175,150]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:50.954875Z", "iopub.status.busy": "2026-02-02T20:12:50.954791Z", "iopub.status.idle": "2026-02-02T20:12:51.988449Z", "shell.execute_reply": "2026-02-02T20:12:51.987887Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting feature detection\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "feature detection performed and saved\n" ] } ], "source": [ "# Feature detection and save results to file:\n", "print('starting feature detection')\n", "Features=tobac.feature_detection_multithreshold(OLR,dxy,**parameters_features)\n", "Features.to_hdf(savedir / 'Features.h5','table')\n", "print('feature detection performed and saved')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Feature detection returns a dataframe containing information about each detected object, as shown below:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:51.990161Z", "iopub.status.busy": "2026-02-02T20:12:51.989934Z", "iopub.status.idle": "2026-02-02T20:12:51.995837Z", "shell.execute_reply": "2026-02-02T20:12:51.995348Z" } }, "outputs": [ { "data": { "text/html": [ "
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrlatlon
0012.574109154.214477925012013-06-19 19:02:222013-06-19 19:02:2228.131008-89.103851
1033.354292162.980569925022013-06-19 19:02:222013-06-19 19:02:2228.160780-88.769332
20837.479003146.971379625032013-06-19 19:02:222013-06-19 19:02:2229.462995-89.380251
3022106.638010145.2514121425042013-06-19 19:02:222013-06-19 19:02:2232.102135-89.445885
4024108.354401152.894109725052013-06-19 19:02:222013-06-19 19:02:2232.167634-89.154237
\n", "
" ], "text/plain": [ " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", "0 0 1 2.574109 154.214477 9 250 1 \n", "1 0 3 3.354292 162.980569 9 250 2 \n", "2 0 8 37.479003 146.971379 6 250 3 \n", "3 0 22 106.638010 145.251412 14 250 4 \n", "4 0 24 108.354401 152.894109 7 250 5 \n", "\n", " time timestr lat lon \n", "0 2013-06-19 19:02:22 2013-06-19 19:02:22 28.131008 -89.103851 \n", "1 2013-06-19 19:02:22 2013-06-19 19:02:22 28.160780 -88.769332 \n", "2 2013-06-19 19:02:22 2013-06-19 19:02:22 29.462995 -89.380251 \n", "3 2013-06-19 19:02:22 2013-06-19 19:02:22 32.102135 -89.445885 \n", "4 2013-06-19 19:02:22 2013-06-19 19:02:22 32.167634 -89.154237 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Features.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also compare the detected features to the input field to judge whether feature detection has done a good job. Below, we can see that the use of multiple thresholds has allowed the most prominent features (blue) to be detected, as well as less prominent features surrounding them which may represent earlier stages of convective storms" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:51.997073Z", "iopub.status.busy": "2026-02-02T20:12:51.996982Z", "iopub.status.idle": "2026-02-02T20:12:52.137295Z", "shell.execute_reply": "2026-02-02T20:12:52.136821Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frame=42\n", "OLR[frame].plot(cmap=\"binary\")\n", "points = {\n", " threshold:plt.plot(ft.lon, ft.lat, \"o\")[0]\n", " for threshold, ft in Features[Features.frame==frame].groupby(\"threshold_value\")\n", "}\n", "plt.legend(list(points.values()), list(points.keys()), title=\"OLR [W m-2]\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Segmentation:** \n", "The segmentation step is performed to find an area of the input domain that is associated with each detected feature. Segmentation is performed with watershedding based on the detected features and a single threshold value. Unlike feature detection, the watershed operation can distinguish objects which neighbour one another when dividing the domain. Segmentation returns both a mask, with the same dimensions as the input field, showing the region associated with each feature, along with an updated dataframe with information about the segments." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.138628Z", "iopub.status.busy": "2026-02-02T20:12:52.138529Z", "iopub.status.idle": "2026-02-02T20:12:52.140378Z", "shell.execute_reply": "2026-02-02T20:12:52.139959Z" } }, "outputs": [], "source": [ "# Keyword arguments for the segmentation step:\n", "parameters_segmentation={}\n", "parameters_segmentation['target']='minimum'\n", "parameters_segmentation['method']='watershed'\n", "parameters_segmentation['threshold']=250" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.141761Z", "iopub.status.busy": "2026-02-02T20:12:52.141656Z", "iopub.status.idle": "2026-02-02T20:12:52.676672Z", "shell.execute_reply": "2026-02-02T20:12:52.676216Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting segmentation based on OLR.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "segmentation OLR performed, start saving results to files\n", "segmentation OLR performed and saved\n" ] } ], "source": [ "# Perform segmentation and save results:\n", "print('Starting segmentation based on OLR.')\n", "Mask_OLR, Features_OLR = tobac.segmentation_2D(Features, OLR, dxy, **parameters_segmentation)\n", "print('segmentation OLR performed, start saving results to files')\n", "Mask_OLR.to_netcdf(savedir / 'Mask_Segmentation_OLR.nc', encoding={\"segmentation_mask\":{\"zlib\":True, \"complevel\":4}})\n", "Features_OLR.to_hdf(savedir / 'Features_OLR.h5', 'table')\n", "print('segmentation OLR performed and saved')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.677882Z", "iopub.status.busy": "2026-02-02T20:12:52.677786Z", "iopub.status.idle": "2026-02-02T20:12:52.801850Z", "shell.execute_reply": "2026-02-02T20:12:52.801479Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8.8, 4.8))\n", "OLR[frame].plot(cmap=\"binary\", cbar_kwargs=dict(pad=0.1))\n", "Mask_OLR[frame].where(Mask_OLR[frame]>0).plot(cmap=\"tab20\", alpha=0.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Trajectory linking:** \n", "The detected features are linked into cloud trajectories using the trackpy library (http://soft-matter.github.io/trackpy). This takes the feature positions determined in the feature detection step into account but does not include information on the shape of the identified objects." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.803244Z", "iopub.status.busy": "2026-02-02T20:12:52.803150Z", "iopub.status.idle": "2026-02-02T20:12:52.805149Z", "shell.execute_reply": "2026-02-02T20:12:52.804701Z" } }, "outputs": [], "source": [ "# keyword arguments for linking step\n", "parameters_linking={}\n", "parameters_linking['v_max']=20\n", "parameters_linking['stubs']=2\n", "parameters_linking['order']=1\n", "parameters_linking['extrapolate']=0\n", "parameters_linking['memory']=0\n", "parameters_linking['adaptive_stop']=0.2\n", "parameters_linking['adaptive_step']=0.95\n", "parameters_linking['subnetwork_size']=100\n", "parameters_linking['method_linking']= 'predict'" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.806195Z", "iopub.status.busy": "2026-02-02T20:12:52.806117Z", "iopub.status.idle": "2026-02-02T20:12:52.958646Z", "shell.execute_reply": "2026-02-02T20:12:52.958130Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 53: 11 trajectories present.\n" ] } ], "source": [ "# Perform linking and save results to file:\n", "Track=tobac.linking_trackpy(Features,OLR,dt=dt,dxy=dxy,**parameters_linking)\n", "Track.to_hdf(savedir / 'Track.h5','table')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Visualisation:** " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.960009Z", "iopub.status.busy": "2026-02-02T20:12:52.959930Z", "iopub.status.idle": "2026-02-02T20:12:52.961647Z", "shell.execute_reply": "2026-02-02T20:12:52.961215Z" } }, "outputs": [], "source": [ "# Set extent of maps created in the following cells:\n", "axis_extent=[-95,-89,28,32] " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:12:52.962868Z", "iopub.status.busy": "2026-02-02T20:12:52.962793Z", "iopub.status.idle": "2026-02-02T20:13:12.753406Z", "shell.execute_reply": "2026-02-02T20:13:12.752950Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot map with all individual tracks:\n", "import cartopy.crs as ccrs\n", "fig_map,ax_map=plt.subplots(figsize=(10,10),subplot_kw={'projection': ccrs.PlateCarree()})\n", "ax_map=tobac.map_tracks(Track,axis_extent=axis_extent,axes=ax_map)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:12.754918Z", "iopub.status.busy": "2026-02-02T20:13:12.754811Z", "iopub.status.idle": "2026-02-02T20:13:12.822734Z", "shell.execute_reply": "2026-02-02T20:13:12.822250Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'counts')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Lifetimes of tracked clouds:\n", "fig_lifetime,ax_lifetime=plt.subplots()\n", "tobac.plot_lifetime_histogram_bar(Track,axes=ax_lifetime,bin_edges=np.arange(0,200,20),density=False,width_bar=10)\n", "ax_lifetime.set_xlabel('lifetime (min)')\n", "ax_lifetime.set_ylabel('counts')\n", " " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:12.824179Z", "iopub.status.busy": "2026-02-02T20:13:12.824064Z", "iopub.status.idle": "2026-02-02T20:13:12.828595Z", "shell.execute_reply": "2026-02-02T20:13:12.828245Z" } }, "outputs": [], "source": [ "# Create animation of tracked clouds and outlines with OLR as a background field\n", "animation_test_tobac=tobac.animation_mask_field(\n", " Track, Features, OLR, Mask_OLR,\n", " axis_extent=axis_extent,\n", " vmin=80, vmax=330,\n", " plot_outline=True, plot_marker=True, marker_track='x',\n", " plot_number=True, plot_features=True\n", ")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:12.829957Z", "iopub.status.busy": "2026-02-02T20:13:12.829866Z", "iopub.status.idle": "2026-02-02T20:13:31.476936Z", "shell.execute_reply": "2026-02-02T20:13:31.476530Z" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display animation:\n", "from IPython.display import HTML, Image, display\n", "HTML(animation_test_tobac.to_html5_video())" ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 4 }