{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "tobac example: Tracking of deep convection based on OLR from convection permitting model simulations\n", "==\n", "This example notebook demonstrates the use of tobac to track deep convection based on the outgoing longwave radiation (OLR) from convection permitting simulations.\n", "\n", "The simulation results used in this example were performed as part of the ACPC deep convection intercomparison case study (http://acpcinitiative.org/Docs/ACPC_DCC_Roadmap_171019.pdf) with WRF using the Morrison microphysics scheme. Simulations were performed with a horizontal grid spacing of 4.5 km.\n", "\n", "The data used in this example is downloaded from Zenodo automatically as part of the notebooks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Import libraries:**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:53.584147Z", "iopub.status.busy": "2026-02-02T20:13:53.583773Z", "iopub.status.idle": "2026-02-02T20:13:54.343757Z", "shell.execute_reply": "2026-02-02T20:13:54.343300Z" } }, "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": "2026-02-02T20:13:54.345490Z", "iopub.status.busy": "2026-02-02T20:13:54.345305Z", "iopub.status.idle": "2026-02-02T20:13:55.597642Z", "shell.execute_reply": "2026-02-02T20:13:55.597122Z" } }, "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": "2026-02-02T20:13:55.616590Z", "iopub.status.busy": "2026-02-02T20:13:55.616337Z", "iopub.status.idle": "2026-02-02T20:13:55.618527Z", "shell.execute_reply": "2026-02-02T20:13:55.618134Z" } }, "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": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:55.619826Z", "iopub.status.busy": "2026-02-02T20:13:55.619733Z", "iopub.status.idle": "2026-02-02T20:13:55.621667Z", "shell.execute_reply": "2026-02-02T20:13:55.621287Z" } }, "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": [ "**Download example data:** \n", "The actual download is only necessary once for all example notebooks.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:55.622885Z", "iopub.status.busy": "2026-02-02T20:13:55.622794Z", "iopub.status.idle": "2026-02-02T20:13:55.624270Z", "shell.execute_reply": "2026-02-02T20:13:55.623887Z" } }, "outputs": [], "source": [ "data_out=Path('../')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:55.625357Z", "iopub.status.busy": "2026-02-02T20:13:55.625281Z", "iopub.status.idle": "2026-02-02T20:13:55.628618Z", "shell.execute_reply": "2026-02-02T20:13:55.628206Z" } }, "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_model.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_model.nc'))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:55.629900Z", "iopub.status.busy": "2026-02-02T20:13:55.629816Z", "iopub.status.idle": "2026-02-02T20:13:56.298599Z", "shell.execute_reply": "2026-02-02T20:13:56.298035Z" } }, "outputs": [], "source": [ "#Load Data from downloaded file:\n", "OLR = xr.open_dataset(data_file[0]).OLR" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:56.300154Z", "iopub.status.busy": "2026-02-02T20:13:56.300001Z", "iopub.status.idle": "2026-02-02T20:13:56.306841Z", "shell.execute_reply": "2026-02-02T20:13:56.306386Z" } }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'OLR' (time: 96, south_north: 110, west_east: 132)> Size: 6MB\n",
       "[1393920 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time         (time) datetime64[ns] 768B 2013-06-19T19:05:00 ... 2013-06-2...\n",
       "  * south_north  (south_north) int64 880B 156 157 158 159 ... 262 263 264 265\n",
       "  * west_east    (west_east) int64 1kB 201 202 203 204 205 ... 329 330 331 332\n",
       "    latitude     (south_north, west_east) float32 58kB ...\n",
       "    longitude    (south_north, west_east) float32 58kB ...\n",
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       "    y            (south_north) float64 880B ...\n",
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       "Attributes:\n",
       "    units:    W m-2
" ], "text/plain": [ " Size: 6MB\n", "[1393920 values with dtype=float32]\n", "Coordinates:\n", " * time (time) datetime64[ns] 768B 2013-06-19T19:05:00 ... 2013-06-2...\n", " * south_north (south_north) int64 880B 156 157 158 159 ... 262 263 264 265\n", " * west_east (west_east) int64 1kB 201 202 203 204 205 ... 329 330 331 332\n", " latitude (south_north, west_east) float32 58kB ...\n", " longitude (south_north, west_east) float32 58kB ...\n", " x (west_east) float64 1kB ...\n", " y (south_north) float64 880B ...\n", " x_0 (west_east) int64 1kB ...\n", " y_0 (south_north) int64 880B ...\n", "Attributes:\n", " units: W m-2" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "OLR" ] }, { "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 275-300 Wm-2, while the coldest features peak around 150 Wm-2" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:56.308167Z", "iopub.status.busy": "2026-02-02T20:13:56.308069Z", "iopub.status.idle": "2026-02-02T20:13:56.620265Z", "shell.execute_reply": "2026-02-02T20:13:56.619849Z" } }, "outputs": [ { "data": { "image/png": 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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 detection:** \n", "Feature detection is performed based on OLR field and a set of thresholds informed by our data visualisation" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:56.621614Z", "iopub.status.busy": "2026-02-02T20:13:56.621513Z", "iopub.status.idle": "2026-02-02T20:13:56.646305Z", "shell.execute_reply": "2026-02-02T20:13:56.645891Z" } }, "outputs": [], "source": [ "# Determine temporal and spatial sampling:\n", "dxy, dt = tobac.get_spacings(OLR)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:56.647581Z", "iopub.status.busy": "2026-02-02T20:13:56.647502Z", "iopub.status.idle": "2026-02-02T20:13:56.649512Z", "shell.execute_reply": "2026-02-02T20:13:56.649075Z" } }, "outputs": [], "source": [ "# Dictionary containing keyword arguments for feature detection step (Keywords could also be given directly in the function call).\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": "2026-02-02T20:13:56.650583Z", "iopub.status.busy": "2026-02-02T20:13:56.650501Z", "iopub.status.idle": "2026-02-02T20:13:57.731861Z", "shell.execute_reply": "2026-02-02T20:13:57.731381Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting feature detection\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "feature detection performed and saved\n" ] } ], "source": [ "# Perform feature detection:\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')" ] }, { "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": "2026-02-02T20:13:57.733278Z", "iopub.status.busy": "2026-02-02T20:13:57.733076Z", "iopub.status.idle": "2026-02-02T20:13:57.739580Z", "shell.execute_reply": "2026-02-02T20:13:57.739106Z" } }, "outputs": [ { "data": { "text/html": [ "
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frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrsouth_northwest_eastlatitudelongitudexyx_0y_0
00562.74354759.631834925012013-06-19 19:05:002013-06-19 19:05:00218.743547260.63183430.232511-92.1714141.175093e+069.865960e+05260.631834218.743547
10867.67294653.464557625022013-06-19 19:05:002013-06-19 19:05:00223.672946254.46455730.441024-92.4594971.147341e+061.008778e+06254.464557223.672946
201173.655933130.435766525032013-06-19 19:05:002013-06-19 19:05:00229.655933331.43576630.565232-88.7793861.493711e+061.035702e+06331.435766229.655933
301274.385746122.150648625042013-06-19 19:05:002013-06-19 19:05:00230.385746323.15064830.613178-89.1725671.456428e+061.038986e+06323.150648230.385746
401764.39881449.861904822552013-06-19 19:05:002013-06-19 19:05:00220.398814250.86190430.309673-92.6344481.131129e+069.940447e+05250.861904220.398814
\n", "
" ], "text/plain": [ " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", "0 0 5 62.743547 59.631834 9 250 1 \n", "1 0 8 67.672946 53.464557 6 250 2 \n", "2 0 11 73.655933 130.435766 5 250 3 \n", "3 0 12 74.385746 122.150648 6 250 4 \n", "4 0 17 64.398814 49.861904 8 225 5 \n", "\n", " time timestr south_north west_east \\\n", "0 2013-06-19 19:05:00 2013-06-19 19:05:00 218.743547 260.631834 \n", "1 2013-06-19 19:05:00 2013-06-19 19:05:00 223.672946 254.464557 \n", "2 2013-06-19 19:05:00 2013-06-19 19:05:00 229.655933 331.435766 \n", "3 2013-06-19 19:05:00 2013-06-19 19:05:00 230.385746 323.150648 \n", "4 2013-06-19 19:05:00 2013-06-19 19:05:00 220.398814 250.861904 \n", "\n", " latitude longitude x y x_0 y_0 \n", "0 30.232511 -92.171414 1.175093e+06 9.865960e+05 260.631834 218.743547 \n", "1 30.441024 -92.459497 1.147341e+06 1.008778e+06 254.464557 223.672946 \n", "2 30.565232 -88.779386 1.493711e+06 1.035702e+06 331.435766 229.655933 \n", "3 30.613178 -89.172567 1.456428e+06 1.038986e+06 323.150648 230.385746 \n", "4 30.309673 -92.634448 1.131129e+06 9.940447e+05 250.861904 220.398814 " ] }, "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": "2026-02-02T20:13:57.740729Z", "iopub.status.busy": "2026-02-02T20:13:57.740652Z", "iopub.status.idle": "2026-02-02T20:13:57.856027Z", "shell.execute_reply": "2026-02-02T20:13:57.855635Z" } }, "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.west_east, ft.south_north, \"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": "2026-02-02T20:13:57.857464Z", "iopub.status.busy": "2026-02-02T20:13:57.857358Z", "iopub.status.idle": "2026-02-02T20:13:57.859243Z", "shell.execute_reply": "2026-02-02T20:13:57.858783Z" } }, "outputs": [], "source": [ "# Dictionary containing keyword options 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": "2026-02-02T20:13:57.860361Z", "iopub.status.busy": "2026-02-02T20:13:57.860283Z", "iopub.status.idle": "2026-02-02T20:13:58.471678Z", "shell.execute_reply": "2026-02-02T20:13:58.471231Z" } }, "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": "markdown", "metadata": {}, "source": [ "The plot below visualises the segmented areas for one time step, showing how each feature detected previously is now associated with a portion of the domain:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:13:58.473204Z", "iopub.status.busy": "2026-02-02T20:13:58.473099Z", "iopub.status.idle": "2026-02-02T20:13:58.595640Z", "shell.execute_reply": "2026-02-02T20:13:58.595029Z" } }, "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", "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": "2026-02-02T20:13:58.597096Z", "iopub.status.busy": "2026-02-02T20:13:58.596991Z", "iopub.status.idle": "2026-02-02T20:13:58.599172Z", "shell.execute_reply": "2026-02-02T20:13:58.598767Z" } }, "outputs": [], "source": [ "# Arguments for trajectory linking:\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": "2026-02-02T20:13:58.600466Z", "iopub.status.busy": "2026-02-02T20:13:58.600364Z", "iopub.status.idle": "2026-02-02T20:13:58.869878Z", "shell.execute_reply": "2026-02-02T20:13:58.869029Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 95: 12 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": "2026-02-02T20:13:58.871546Z", "iopub.status.busy": "2026-02-02T20:13:58.871412Z", "iopub.status.idle": "2026-02-02T20:13:58.873421Z", "shell.execute_reply": "2026-02-02T20:13:58.872788Z" } }, "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": "2026-02-02T20:13:58.875262Z", "iopub.status.busy": "2026-02-02T20:13:58.875149Z", "iopub.status.idle": "2026-02-02T20:14:13.881331Z", "shell.execute_reply": "2026-02-02T20:14:13.880814Z" } }, "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": "markdown", "metadata": {}, "source": [ "**Analysis**" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-02-02T20:14:13.882975Z", "iopub.status.busy": "2026-02-02T20:14:13.882861Z", "iopub.status.idle": "2026-02-02T20:14:13.940875Z", "shell.execute_reply": "2026-02-02T20:14:13.940441Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'counts')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gQTJy5EgZMGDA2ZUIAACgr8LMmDFjzN/29vYzuRsAAIB/Tc1WBw4cMAOB6+rqTgk3jz76aG+UDQAAoG/CzFNPPSX33nuvXHjhhRIdHW3G0HjoZcIMAADw6zCzbNkyWb58uSxYsKD3SwQAANDXx5mpr6+XW265pSd3BQAAcD/MaJDZtGlT75YEAACgv7qZvvnNb8qiRYtk+/btMnHiRDn33HN9tj/wwANn/JgFBQXyyCOPyIMPPijFxcVmnU4DX7p0qaxZs8a0BiUlJcmvfvUrc9ZuAACAHocZDRfnnXeeVFRUmKUjHQB8pmGmqqrKPOall17qs76wsFCKiopk/fr1MnbsWDNWJy0tTfbv3y8RERG8gwAAoGdhRg+e11u++OILuf32280MKQ0rHtoqoy00eXl5kpGRYdaVlpZKVFSUlJWVybx583j7AABAz8bM9Kb77rtPZsyYIddee+0pgUnP/ZSenu5dFxoaKikpKVJZWfmVj9fa2iqNjY0+CwAACFw9apmZO3fu125/+umnu/U4zz33nOzcudN0M3XmOYmltsR0pNcPHz78tWNvdJwNAAAIDj0KMzoYt6Pjx4/Lu+++K0ePHu3yBJRdqampMYN9dVbU4MGDv/J2HQ/I5+l+6ryuo9zcXJk/f773urbMxMXFdatMAAAgSMLMhg0bTlmnpzTIysoyJ6Hsjh07dphTIXznO9/xrjt58qRs3bpVSkpKzCBfTwtNTEyM9zZ6n86tNR1pV5QuAAAgOPTamJlzzjlHfvrTn8ovfvGLbt3+Bz/4gezZs0d2797tXSZPnmwGA+tlDUV6qoTy8nLvfdra2szsqeTk5N4qNgAACNYTTXblL3/5i5w4caJbt9Wp1RMmTPBZN2TIEBk+fLh3fXZ2tuTn50tiYqJZ9HJ4eLhkZmb2ZrEBAECwhZmOY1I841iOHDkiGzdulDlz5vRW2SQnJ0daWlpM95XnoHk6xoZjzAAAAI8QR5PIGbrmmmtO6WIaMWKEGfyrM50GDuzVBp+zogOAIyMjpaGhQYYOHdrrjx+/cKP0h0MrZvTL8wAAYNvvd49Sx+bNm3taNgAAgF51Vk0of/vb38ysI50qracb0NYZAAAAv5/NdOzYMdOdpFOmr776arnqqqskNjZW7rzzTmlubu79UgIAAPRmmNEBwDpF+r/+67/MgfJ0+f3vf2/WPfTQQz15SAAAgP7rZvrd734nv/3tbyU1NdW77vrrr5ewsDC59dZbZdWqVT0rDQAAQH+0zGhXUldH4R05ciTdTAAAwP/DzNSpU2Xx4sXy5Zdfetfp8WD0BI+6DQAAwK+7mYqLi2X69OkyatQomTRpkpnNpKcg0HMi6UHtAAAA/DrMTJw4Ud5//3159tln5c9//rM5AvCsWbPMeZV03AwAAIBfh5mCggIzZubuu+/2Wf/000+bY88sWLCgt8oHAADQ+2NmVq9eLePGjTtl/fjx4+XJJ5/syUMCAAD0X5ipra01B8zrTI8ArCecBAAA8OswExcXJ3/6059OWa/r9EjAAAAAfj1m5q677pLs7Gw5fvy4OVO2ev311yUnJ4cjAAMAAP8PMxpaPv/8c8nKypK2tjazbvDgwWbgb25ubm+XEQAAoHfDjB5XZuXKlbJo0SJ57733zHTsxMREc5wZAAAAvw8zHuedd55MmTKl90oDvxC/cGO/PM+hFTP65XkAAIGtRwOAAQAA/AVhBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFjN1TCzatUqufTSS2Xo0KFmmTp1qrz88sve7Y7jyJIlSyQ2NlbCwsIkNTVV9u7d62aRAQCAn3E1zIwaNUpWrFghb731llmmTZsmP/zhD72BpbCwUIqKiqSkpESqqqokOjpa0tLSpKmpyc1iAwAAP+JqmJk5c6Zcf/31MnbsWLMsX75czjvvPNm+fbtplSkuLpa8vDzJyMiQCRMmSGlpqTQ3N0tZWZmbxQYAAH7Eb8bMnDx5Up577jk5duyY6W6qrq6W2tpaSU9P994mNDRUUlJSpLKy8isfp7W1VRobG30WAAAQuFwPM3v27DGtMRpU7rnnHtmwYYN8+9vfNkFGRUVF+dxer3u2daWgoEAiIyO9S1xcXJ+/BgAAEMRh5lvf+pbs3r3bdC3de++9MmfOHNm3b593e0hIiM/ttfup87qOcnNzpaGhwbvU1NT0afkBAIC7Brr8/DJo0CD55je/aS5PnjzZDPT95S9/KQsWLDDrtBUmJibGe/u6urpTWms60hYeXQAAQHBwvWWmM2150XEvCQkJZvZSeXm5d1tbW5tUVFRIcnKyq2UEAAD+w9WWmUceeUSmT59uxrXodGsdALxlyxZ55ZVXTFdSdna25OfnS2Jioln0cnh4uGRmZrpZbAAA4EdcDTN//etf5Uc/+pEcOXLEDNbVA+hpkNFjyaicnBxpaWmRrKwsqa+vl6SkJNm0aZNERES4WWwAAOBHXA0za9eu/drt2jqjRwDWBQAAwIoxMwAAAGeCMAMAAKzm+tRsoD/EL9zYL89zaMWMfnkeAMD/oWUGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsNtDtAgDomfiFG/tl1x1aMaNfngcAeoqWGQAAYDXCDAAAsBphBgAAWI0wAwAArOZqmCkoKJApU6ZIRESEjBw5Um666SbZv3+/z20cx5ElS5ZIbGyshIWFSWpqquzdu9e1MgMAAP/iapipqKiQ++67T7Zv3y7l5eVy4sQJSU9Pl2PHjnlvU1hYKEVFRVJSUiJVVVUSHR0taWlp0tTU5GbRAQCAn3B1avYrr7zic33dunWmhWbHjh1y9dVXm1aZ4uJiycvLk4yMDHOb0tJSiYqKkrKyMpk3b55LJQcAAP7Cr8bMNDQ0mL/Dhg0zf6urq6W2tta01niEhoZKSkqKVFZWdvkYra2t0tjY6LMAAIDA5TdhRlth5s+fL1deeaVMmDDBrNMgo7QlpiO97tnW1TicyMhI7xIXF9cPpQcAABLsYeb++++Xd955R37961+fsi0kJOSU4NN5nUdubq5p4fEsNTU1fVZmAADgPr84ncFPfvITeemll2Tr1q0yatQo73od7Ku0FSYmJsa7vq6u7pTWmo7dULoAAIDg4GrLjLawaIvMCy+8IG+88YYkJCT4bNfrGmh0ppNHW1ubmQWVnJzsQokBAIC/cbVlRqdl66yk3//+9+ZYM55xMDrWRY8po11J2dnZkp+fL4mJiWbRy+Hh4ZKZmelm0QEAgJ9wNcysWrXK/NUD4XWeon3HHXeYyzk5OdLS0iJZWVlSX18vSUlJsmnTJhN+AAAABrrdzXQ62jqjRwDWBQAAwG9nMwEAAPQEYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACwGmEGAABYjTADAACsRpgBAABWI8wAAACrEWYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArOZqmNm6davMnDlTYmNjJSQkRF588UWf7Y7jyJIlS8z2sLAwSU1Nlb1797pWXgAA4H9cDTPHjh2TSZMmSUlJSZfbCwsLpaioyGyvqqqS6OhoSUtLk6ampn4vKwAA8E8D3Xzy6dOnm6Ur2ipTXFwseXl5kpGRYdaVlpZKVFSUlJWVybx58/q5tAAAwB/57ZiZ6upqqa2tlfT0dO+60NBQSUlJkcrKyq+8X2trqzQ2NvosAAAgcPltmNEgo7QlpiO97tnWlYKCAomMjPQucXFxfV5WAADgHr8NMx46MLhz91PndR3l5uZKQ0ODd6mpqemHUgIAgKAcM/N1dLCv0laYmJgY7/q6urpTWms60q4oXQAAQHDw25aZhIQEE2jKy8u969ra2qSiokKSk5NdLRsAAPAfrrbMfPHFF/LBBx/4DPrdvXu3DBs2TEaPHi3Z2dmSn58viYmJZtHL4eHhkpmZ6WaxAQCAH3E1zLz11ltyzTXXeK/Pnz/f/J0zZ46sX79ecnJypKWlRbKysqS+vl6SkpJk06ZNEhER4WKpAfSV+IUb+2XnHloxo1+eB0AQhBk9oq8O6P0qOtBXjwCsCwAAgFVjZgAAALqDMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNUIMwAAwGqEGQAAYDXCDAAAsBphBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAACw2kC3CwAAgSx+4cZ+eZ5DK2b0y/MA/oiWGQAAYDXCDAAAsBphBgAAWI0xMwCAM8I4IPgbWmYAAIDVCDMAAMBqhBkAAGA1wgwAALAaYQYAAFiNMAMAAKxGmAEAAFYjzAAAAKsRZgAAgNU4AjAAIOhxVGO70TIDAACsRpgBAABWI8wAAACrEWYAAIDVrAgzTzzxhCQkJMjgwYPlO9/5jmzbts3tIgEAAD/h92Hm+eefl+zsbMnLy5Ndu3bJVVddJdOnT5cPP/zQ7aIBAAA/4PdhpqioSO68806566675JJLLpHi4mKJi4uTVatWuV00AADgB/z6ODNtbW2yY8cOWbhwoc/69PR0qays7PI+ra2tZvFoaGgwfxsbG/ukjO2tzdIf+qr8XeE19RzvE3WPz1Pv4fMU3Br//++e4zinv7Hjxz7++GN9Bc6f/vQnn/XLly93xo4d2+V9Fi9ebO7Dwj6gDlAHqAPUAeqAWL8PampqTpsX/LplxiMkJMTnuqa0zus8cnNzZf78+d7r7e3t8vnnn8vw4cO7vI8mP+22qqmpkaFDh0qwYj+wL6gTfDb4nuD70p9+N/S3vqmpSWJjY097W78OMxdeeKEMGDBAamtrfdbX1dVJVFRUl/cJDQ01S0fnn3/+aZ9L34hgDjMe7Af2BXWCzwbfE3xf+svvRmRkpP0DgAcNGmSmYpeXl/us1+vJycmulQsAAPgPv26ZUdpl9KMf/UgmT54sU6dOlTVr1php2ffcc4/bRQMAAH7A78PMbbfdJp999pk89thjcuTIEZkwYYL84Q9/kDFjxvTK42uX1OLFi0/pmgo27Af2BXWCzwbfE3xf2vq7EaKjgN0uBAAAQE/59ZgZAACA0yHMAAAAqxFmAACA1QgzAADAakEdZp544glJSEiQwYMHm+PZbNu2TQJZQUGBTJkyRSIiImTkyJFy0003yf79+31uc8cdd5gjJXdcvve970mgWbJkySmvMzo62rtdx8XrbfTIk2FhYZKamip79+6VQBMfH3/KftDlvvvuC+j6sHXrVpk5c6Z5f/U1vfjiiz7bu/P+6zngfvKTn5iDew4ZMkRuvPFG+eijjySQ9sXx48dlwYIFMnHiRPMa9Tb/+I//KJ988onPY+j+6VxPZs2aJYFUJ7rzWQiEOrH1NPuhq+8LXf7t3/7N1foQtGHm+eefl+zsbMnLy5Ndu3bJVVddJdOnTzfHsAlUFRUV5kdq+/bt5sCDJ06cMCftPHbsmM/trrvuOjMN3rPoVPhANH78eJ/XuWfPHu+2wsJCc8b2kpISqaqqMkEnLS3NHFo7kOhr67gPPAeovOWWWwK6PmidnzRpknl/u9Kd91+/PzZs2CDPPfec/PGPf5QvvvhCbrjhBjl58qQEyr5obm6WnTt3yqJFi8zfF154QQ4cOGB+pDu7++67ferJ6tWrJZDqRHc+C4FQJ46dZj90fP26PP300yas3Hzzze7WBydIffe733Xuuecen3Xjxo1zFi5c6ASLuro6cxKviooK77o5c+Y4P/zhD51ApycknTRpUpfb2tvbnejoaGfFihXedV9++aUTGRnpPPnkk04ge/DBB52LL77Y7INgqQ/6GdiwYcMZvf9Hjx51zj33XOe5557zOTHuOeec47zyyitOoOyLrrz55pvmdocPH/auS0lJMXUnUHS1H073WQjEOiHdqA+6T6ZNm+azzo36EJQtM21tbbJjxw7TKtGRXq+srJRg0dDQYP4OGzbMZ/2WLVtMN9TYsWNNutZzYQWi999/3zSlalejNoEePHjQrK+urjbnA+tYP/SgUCkpKQFdP/Rz8eyzz8rcuXN9TsoaLPXBozvvv35/aBdMx9toXdKDegZyHfF8b2j96HzOu//8z/803Sva4vnwww8HXCvm6T4LwVgn/vrXv8rGjRvlzjvvPGVbf9cHvz8CcF/49NNPTbNf55NV6vXOJ7UMVBq69VQRV155pfmweWhXm3Yx6BGW9Utdm5enTZtmPqj+cJTH3pKUlCTPPPOM+VLSD+SyZcvM+b50XISnDnRVPw4fPiyBSvvGjx49asYGBFt96Kg777/eRs8dd8EFFwTVd8iXX34pCxculMzMTJ8TC95+++3mPwXaHffuu+9Kbm6uvP3226ecV89mp/ssBGOdKC0tNWMwMzIyfNa7UR+CMsx4dPzfp+cHvvO6QHX//ffLO++8Y/p1O58+wkNDjp4TSz+8mr47V1jbv5g8dHCjnvfr4osvNh9Oz6C+YKsfa9euNftF/zcZbPWhKz15/wO5jmirg7Zgtre3m8kTHWkrRcd6kpiYaOqKjrO54oorJBD09LMQyHXi6aefNsFFJ9G4XR+CsptJm74GDBhwSlrWJsPO/xsLRDra/qWXXpLNmzfLqFGjvva2MTEx5gOrXTKBTGceaKjR1+mZ1RRM9UNbHF577TW56667JNjrQ3fef72NdsvV19d/5W0CLcjceuutpkVC/3fdsVWmK/qDde655wZ0Pen8WQi2OrFt2zYzG/Z03xn9VR+CMsxoU6BOxe7c5KXXtashUOn/ELRFRmckvPHGG6YZ8HT0JJ81NTXmgxvIdErle++9Z16np3m0Y/3QLymdDRao9WPdunVmLMCMGTMk2OtDd95//f7QL+eOt9EZG9qkHmh1xBNk9IdIA+/w4cNPex/trtX7BXI96fxZCKY64WnJ1desM5/8oj44QUpHnOvI87Vr1zr79u1zsrOznSFDhjiHDh1yAtW9995rZmRs2bLFOXLkiHdpbm4225uampyHHnrIqaysdKqrq53Nmzc7U6dOdS666CKnsbHRCST6OnU/HDx40Nm+fbtzww03OBEREd73X2ey6L564YUXnD179jizZ892YmJiAm4/qJMnTzqjR492FixY4LM+kOuDvrZdu3aZRb8Gi4qKzGXPDJ3uvP86G3LUqFHOa6+95uzcudPM6NAZcidOnHACZV8cP37cufHGG83r3L17t8/3Rmtrq7n/Bx984CxdutSpqqoy9WTjxo1mZujll19u1b74uv3Q3c9CINSJptN8NlRDQ4MTHh7urFq16pT7u1UfgjbMqF/96lfOmDFjnEGDBjlXXHGFzxTlQKQVs6tl3bp1ZruGmvT0dGfEiBEm6OkPnE5H/PDDD51Ac9ttt5kfJ32dsbGxTkZGhrN3716f6bk6fVun6IaGhjpXX321+VELRK+++qqpB/v37/dZH8j1QX+Muvos6Ovr7vvf0tLi3H///c6wYcOcsLAwE4ht3Ddfty/0x+irvjf0fkpfs+4f3Q/6XapT+x944AHns88+cwJlP3T3sxAIdWLzaT4bavXq1eb16XT0ztyqDyH6T9+1+wAAAPStoBwzAwAAAgdhBgAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMACM1NVWys7O9eyM+Pl6Ki4u91/XEi2lpaeaknOeff/5Z7TU9i/CLL77oymvU59Zl9+7dvbq/usPz3Ge7/wD4GtjpOgAYVVVVJrh4/OIXvzAnztMQEBkZ2a29tGTJEhNaOgcHfZwLLrjAlT199913y2OPPSYXXnjhWT2OnrBVTyx4JvR1P//887J48eKzem4AvggzALo0YsQIn+t/+ctfzFlyExMTz3qP6Vmp3RIeHt4rzz9s2LAzvo8+b3eDIIDuo5sJQJc6djPp5d/97nfyzDPPmG6SO+64w6xvaGiQH//4xzJy5EgZOnSoTJs2Td5++22zbf369bJ06VJz3dO9ous6dzMdOnTIXP/Nb34jV111lYSFhcmUKVPkwIEDpnVo8uTJct5558l1110nf/vb33zKuG7dOrnkkktk8ODBMm7cOHniiSfO+N3csmWLef5XX31VLr/8cvP8+jrq6urk5ZdfNo+vr2327NnS3Nz8td1y+fn5MnfuXImIiJDRo0fLmjVrqF1APyDMADgtDRUaJm699VbTVfLLX/5S9By1M2bMMGNp/vCHP8iOHTvkiiuukB/84Afy+eefy2233SYPPfSQjB8/3txHF133VbTr5V/+5V9k586dMnDgQBMecnJyzHNt27bNtAw9+uij3ts/9dRTkpeXJ8uXL5f33nvPBIlFixZJaWlpj95R7RIrKSmRyspKqampMa9Vw1xZWZls3LhRysvL5fHHH//ax/j5z39uwteuXbskKytL7r33Xvnzn//co/IA6D66mQB0q8spNDTUtFp4umjeeOMN2bNnj2nB0G3qZz/7mWlx+e1vf2tabLRFRYNJd7p1Hn74Yfm7v/s7c/nBBx80Yeb111+X73//+2bdnXfe6W3ZUf/6r/9qwkNGRoa5npCQIPv27ZPVq1fLnDlzzvhdXbZsmc9z5ebmmgD1jW98w6z7+7//e9m8ebMsWLDgKx/j+uuvNyFG6e10nJG2/GirEYC+Q5gB0CPaEvPFF1/I8OHDfda3tLSYEHCmLr30Uu/lqKgo83fixIk+6zQ4Ke1u0tYTDR06oNfjxIkTPR6T0vn5dWyNJ8h41r355pvdfgztutIQ5ykzgL5DmAHQI+3t7RITE2NaHjrrydTjjjODNAh0tU6f0/Pcnq6mpKQkn8cZMGDAGT93V8/VeaZSx+fvzmN09z4Azh5hBkCP6PgYHS+j3Ug6+LUrgwYNkpMnT/b6HtZWkosuukgOHjwot99+e68/PgC7EGYA9Mi1114rU6dOlZtuuklWrlwp3/rWt+STTz4xg4F1nQ6E1ZBTXV1tjjMzatQoM8vHM77mbOmA3QceeMDMNJo+fbq0trbKW2+9JfX19TJ//nzeVSCIMJsJQI9oF4oGl6uvvtpMRx47dqzMmjXLTLX2jHm5+eabzSyoa665xgwi/vWvf91re/uuu+6Sf//3fzeDgnVsTUpKirmsA4EBBJcQR+dXAkAQ0GPDXHbZZT6naehvGrj0+DRHjx51rQxAoCHMAAiqMKPHkdGxPP/zP//jM1uqP+hUdZ1xpQf5I8wAvYcwAyBofPzxx2bquNIj9Gqo6U8ffPCBd8YV3WFA7yHMAAAAqzEAGAAAWI0wAwAArEaYAQAAViPMAAAAqxFmAACA1QgzAADAaoQZAABgNcIMAAAQm/0/IP1DFbsON74AAAAASUVORK5CYII=", "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": "2026-02-02T20:14:13.942088Z", "iopub.status.busy": "2026-02-02T20:14:13.941996Z", "iopub.status.idle": "2026-02-02T20:14:13.946489Z", "shell.execute_reply": "2026-02-02T20:14:13.946034Z" } }, "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": "2026-02-02T20:14:13.947703Z", "iopub.status.busy": "2026-02-02T20:14:13.947610Z", "iopub.status.idle": "2026-02-02T20:14:38.467530Z", "shell.execute_reply": "2026-02-02T20:14:38.466941Z" } }, "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 }