{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hazard: Tropical cyclones\n", "\n", "Tropical cyclones tracks are gathered in the class `TCTracks` and then provided to the hazard `TropCyclone` which computes the wind gusts at each centroid. `TropCyclone` inherits from `Hazard` and has an associated hazard type `TC`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TCTracks class\n", "\n", "`TCTracks` reads and handles historical tropical cyclone tracks of the [IBTrACS](https://www.ncdc.noaa.gov/ibtracs/) repository. It also generates synthetic tracks from the historical ones using Wiener processes.\n", "\n", "The tracks are stored in the attribute `data`, which is a list of `xarray`'s `Dataset` (see [xarray.Dataset](http://xarray.pydata.org/en/stable/generated/xarray.Dataset.html)). Each `Dataset` contains the following variables:\n", "\n", " - time (coords)\n", " - lat (coords)\n", " - lon (coords)\n", " - time_step\n", " - radius_max_wind\n", " - max_sustained_wind\n", " - central_pressure\n", " - environmental_pressure\n", " - max_sustained_wind_unit (attrs)\n", " - central_pressure_unit (attrs)\n", " - sid (attrs)\n", " - name (attrs)\n", " - orig_event_flag (attrs)\n", " - data_provider (attrs)\n", " - basin (attrs)\n", " - id_no (attrs)\n", " - category (attrs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HISTORICAL EVENTS\n", "\n", "The method `read_ibtracs_netcdf()` generates the `Datasets` for tracks selected by [IBTrACS](https://www.ncdc.noaa.gov/ibtracs/) id, or by basin and year range. To achieve this, it downloads the first time the [IBTrACS data v4 in netcdf format](ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/IBTrACS.ALL.v04r00.nc) and stores it in `climada_python/data/system`. The tracks can be accessed later either using the attribute `data` or using `get_track()`, which allows to select tracks by its name or id. Use the method `append()` to extend the `data` list.\n", "\n", "If you get an error downloading the IBTrACS data, try to manually access [ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/](ftp://eclipse.ncdc.noaa.gov/pub/ibtracs//v04r00/provisional/netcdf/), connect as a *Guest* and copy the file `IBTrACS.ALL.v04r00.nc` to `climada_python/data/system`.\n", "\n", "To visualize the tracks use `plot()`.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:17,260 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n", "2019-10-29 20:55:22,577 - climada.hazard.tc_tracks - INFO - Reading 2017242N16333: IRMA\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:27,156 - climada.hazard.tc_tracks - INFO - Reading 1993162N10245: ADRIAN\n", "2019-10-29 20:55:27,318 - climada.hazard.tc_tracks - INFO - Reading 1993169N13265: BEATRIZ\n", "2019-10-29 20:55:27,464 - climada.hazard.tc_tracks - INFO - Reading 1993178N14265: NOT_NAMED\n", "2019-10-29 20:55:27,604 - climada.hazard.tc_tracks - WARNING - Skipping 1993178N14265. No usable data.\n", "2019-10-29 20:55:27,673 - climada.hazard.tc_tracks - INFO - Reading 1993186N13262: CALVIN\n", "2019-10-29 20:55:27,839 - climada.hazard.tc_tracks - INFO - Reading 1993196N11241: DORA\n", "2019-10-29 20:55:28,003 - climada.hazard.tc_tracks - INFO - Reading 1993197N11247: EUGENE\n", "2019-10-29 20:55:28,149 - climada.hazard.tc_tracks - INFO - Reading 1993221N12216: KEONI\n", "2019-10-29 20:55:28,293 - climada.hazard.tc_tracks - WARNING - Skipping 1993221N12216. No usable data.\n", "2019-10-29 20:55:28,295 - climada.hazard.tc_tracks - INFO - Reading 1993221N13256: FERNANDA\n", "2019-10-29 20:55:28,438 - climada.hazard.tc_tracks - INFO - Reading 1993223N07185: NOT_NAMED\n", "2019-10-29 20:55:28,568 - climada.hazard.tc_tracks - WARNING - Skipping 1993223N07185. No usable data.\n", "2019-10-29 20:55:28,570 - climada.hazard.tc_tracks - INFO - Reading 1993227N15258: GREG\n", "2019-10-29 20:55:28,717 - climada.hazard.tc_tracks - INFO - Reading 1993229N13265: HILARY\n", "2019-10-29 20:55:28,862 - climada.hazard.tc_tracks - INFO - Reading 1993233N13260: IRWIN\n", "2019-10-29 20:55:29,006 - climada.hazard.tc_tracks - INFO - Reading 1993241N14264: JOVA\n", "2019-10-29 20:55:29,155 - climada.hazard.tc_tracks - INFO - Reading 1993249N12253: KENNETH\n", "2019-10-29 20:55:29,306 - climada.hazard.tc_tracks - INFO - Reading 1993252N11265: LIDIA\n", "2019-10-29 20:55:29,455 - climada.hazard.tc_tracks - INFO - Reading 1993273N11245: MAX\n", "2019-10-29 20:55:29,617 - climada.hazard.tc_tracks - INFO - Reading 1993276N13249: NORMA\n", "2019-10-29 20:55:29,761 - climada.hazard.tc_tracks - INFO - Reading 1993285N12192: HATTIE\n", "2019-10-29 20:55:29,903 - climada.hazard.tc_tracks - WARNING - Skipping 1993285N12192. No usable data.\n", "2019-10-29 20:55:29,905 - climada.hazard.tc_tracks - INFO - Reading 1993285N16239: NOT_NAMED\n", "2019-10-29 20:55:30,081 - climada.hazard.tc_tracks - WARNING - Skipping 1993285N16239. No usable data.\n", "2019-10-29 20:55:30,088 - climada.hazard.tc_tracks - INFO - Reading 1994169N13240: ALETTA\n", "2019-10-29 20:55:30,267 - climada.hazard.tc_tracks - INFO - Reading 1994178N16248: BUD\n", "2019-10-29 20:55:30,426 - climada.hazard.tc_tracks - INFO - Reading 1994180N12255: CARLOTTA\n", "2019-10-29 20:55:30,566 - climada.hazard.tc_tracks - INFO - Reading 1994190N13239: DANIEL\n", "2019-10-29 20:55:30,714 - climada.hazard.tc_tracks - INFO - Reading 1994197N09229: EMILIA\n", "2019-10-29 20:55:30,874 - climada.hazard.tc_tracks - INFO - Reading 1994200N13235: FABIO\n", "2019-10-29 20:55:31,027 - climada.hazard.tc_tracks - INFO - Reading 1994202N11238: GILMA\n", "2019-10-29 20:55:31,222 - climada.hazard.tc_tracks - INFO - Reading 1994212N11240: LI\n", "2019-10-29 20:55:31,412 - climada.hazard.tc_tracks - WARNING - Skipping 1994212N11240. No usable data.\n", "2019-10-29 20:55:31,415 - climada.hazard.tc_tracks - INFO - Reading 1994219N19252: HECTOR\n", "2019-10-29 20:55:31,580 - climada.hazard.tc_tracks - INFO - Reading 1994221N15215: NOT_NAMED\n", "2019-10-29 20:55:31,732 - climada.hazard.tc_tracks - WARNING - Skipping 1994221N15215. No usable data.\n", "2019-10-29 20:55:31,735 - climada.hazard.tc_tracks - INFO - Reading 1994222N11267: JOHN\n", "2019-10-29 20:55:31,925 - climada.hazard.tc_tracks - INFO - Reading 1994223N15253: ILEANA\n", "2019-10-29 20:55:32,086 - climada.hazard.tc_tracks - INFO - Reading 1994224N16240: NOT_NAMED\n", "2019-10-29 20:55:32,248 - climada.hazard.tc_tracks - WARNING - Skipping 1994224N16240. No usable data.\n", "2019-10-29 20:55:32,250 - climada.hazard.tc_tracks - INFO - Reading 1994241N14236: KRISTY\n", "2019-10-29 20:55:32,427 - climada.hazard.tc_tracks - INFO - Reading 1994247N18251: LANE\n", "2019-10-29 20:55:32,610 - climada.hazard.tc_tracks - INFO - Reading 1994249N11200: MELE\n", "2019-10-29 20:55:32,772 - climada.hazard.tc_tracks - WARNING - Skipping 1994249N11200. No usable data.\n", "2019-10-29 20:55:32,774 - climada.hazard.tc_tracks - INFO - Reading 1994249N21220: LANE\n", "2019-10-29 20:55:32,966 - climada.hazard.tc_tracks - INFO - Reading 1994259N13244: MIRIAM\n", "2019-10-29 20:55:33,119 - climada.hazard.tc_tracks - INFO - Reading 1994262N16249: NORMAN\n", "2019-10-29 20:55:33,253 - climada.hazard.tc_tracks - INFO - Reading 1994265N13251: OLIVIA\n", "2019-10-29 20:55:33,392 - climada.hazard.tc_tracks - INFO - Reading 1994268N15232: PAUL\n", "2019-10-29 20:55:33,528 - climada.hazard.tc_tracks - INFO - Reading 1994282N17247: ROSA\n", "2019-10-29 20:55:33,671 - climada.hazard.tc_tracks - INFO - Reading 1994294N13203: NONA\n", "2019-10-29 20:55:33,803 - climada.hazard.tc_tracks - WARNING - Skipping 1994294N13203. No usable data.\n", "2019-10-29 20:55:33,805 - climada.hazard.tc_tracks - INFO - Reading 1994295N25188: YURI\n", "2019-10-29 20:55:33,941 - climada.hazard.tc_tracks - WARNING - Skipping 1994295N25188. No usable data.\n", "Number of tracks: 32\n", "2019-10-29 20:55:37,812 - climada.hazard.tc_tracks - INFO - Reading 2007314N10093: SIDR\n", "2019-10-29 20:55:41,236 - climada.hazard.tc_tracks - INFO - Reading 2016138N10081: ROANU\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from climada.hazard import TCTracks\n", "\n", "tr_irma = TCTracks()\n", "tr_irma.read_ibtracs_netcdf(provider='usa', storm_id='2017242N16333') # IRMA 2017\n", "ax = tr_irma.plot()\n", "ax.set_title('IRMA') # set title\n", "\n", "# other ibtracs selection options\n", "from climada.hazard import TCTracks\n", "sel_ibtracs = TCTracks()\n", "# years 1993 and 1994 in basin EP. \n", "# correct_pres ignores tracks with not enough data. For statistics (frequency of events), these should be considered as well\n", "sel_ibtracs.read_ibtracs_netcdf(provider='usa', year_range=(1993, 1994), basin='EP', correct_pres=False)\n", "print('Number of tracks:', sel_ibtracs.size)\n", "ax = sel_ibtracs.plot()\n", "ax.get_legend()._loc = 2 # correct legend location\n", "ax.set_title('1993-1994, EP') # set title\n", "\n", "track1 = TCTracks()\n", "track1.read_ibtracs_netcdf(provider='usa', storm_id='2007314N10093') # SIDR 2007\n", "track2 = TCTracks()\n", "track2.read_ibtracs_netcdf(provider='usa', storm_id='2016138N10081') # ROANU 2016\n", "track1.append(track2.data) # put both tracks together\n", "ax = track1.plot()\n", "ax.get_legend()._loc = 2 # correct legend location\n", "ax.set_title('SIDR and ROANU'); # set title" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 123)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-08-30 ... 2017-09-13T12:00:00\n", " lat (time) float32 16.1 16.147842 ... 36.495224 36.8\n", " lon (time) float32 -26.9 -27.592503 ... -89.794334 -90.1\n", "Data variables:\n", " radius_max_wind (time) float64 60.0 60.0 60.0 ... 60.0 60.0 60.0\n", " max_sustained_wind (time) float64 30.0 32.0 35.0 ... 15.0 15.0 15.0\n", " central_pressure (time) float64 1.008e+03 1.007e+03 ... 1.005e+03\n", " environmental_pressure (time) float64 1.012e+03 1.012e+03 ... 1.008e+03\n", " time_step (time) float64 3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0 3.0\n", "Attributes:\n", " max_sustained_wind_unit: kn\n", " central_pressure_unit: mb\n", " name: IRMA\n", " sid: 2017242N16333\n", " orig_event_flag: True\n", " data_provider: usa\n", " basin: NA\n", " id_no: 2017242016333.0\n", " category: 5" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr_irma.get_track('2017242N16333')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PROBABILISTIC EVENTS\n", "\n", "Once tracks are present in `TCTracks`, one can generate synthetic tracks for each present track using `calc_random_walk()` and interpolate all the tracks to the same timestep using `equal_timestep()`.\n", "\n", "`calc_random_walk()` generates random tracks within a configurable angle of variation. The wind intensities are decayed after landfall following an exponential decay. The decay coefficients are computed for each category (Saffir-Simpson scale) of the historical events and applied to the corresponding synthetic tracks." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:44,097 - climada.hazard.tc_tracks - INFO - Computing 5 synthetic tracks.\n", "2019-10-29 20:55:46,135 - climada.hazard.tc_tracks - DEBUG - No historical track of category Tropical Depression with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-10-29 20:55:46,136 - climada.hazard.tc_tracks - DEBUG - No historical track of category Tropical Storm with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-10-29 20:55:46,137 - climada.hazard.tc_tracks - DEBUG - No historical track of category Hurrican Cat. 1 with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-10-29 20:55:46,138 - climada.hazard.tc_tracks - DEBUG - No historical track of category Hurrican Cat. 2 with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-10-29 20:55:46,140 - climada.hazard.tc_tracks - DEBUG - No historical track of category Hurrican Cat. 4 with landfall. Decay parameters from category Hurrican Cat. 5 taken.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# select number of synthetic tracks to generate per present tracks. \n", "# see more configutration options (e.g. opening angle)\n", "tr_irma.calc_random_walk(ens_size=5)\n", "tr_irma.plot()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 123)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-08-30 ... 2017-09-13T12:00:00\n", " lat (time) float64 15.39 15.49 15.6 ... 34.59 34.79 35.0\n", " lon (time) float64 -27.64 -28.42 ... -97.51 -97.84\n", "Data variables:\n", " radius_max_wind (time) float64 60.0 60.0 60.0 ... 60.0 60.0 60.0\n", " max_sustained_wind (time) float64 30.0 32.0 35.0 ... 12.01 11.31 10.58\n", " central_pressure (time) float64 1.008e+03 1.007e+03 ... 999.2 999.8\n", " environmental_pressure (time) float64 1.012e+03 1.012e+03 ... 1.008e+03\n", " time_step (time) float64 3.0 3.0 3.0 3.0 ... 3.0 3.0 3.0 3.0\n", " on_land (time) bool False False False ... True True True\n", " dist_since_lf (time) float64 nan nan nan nan ... 804.3 838.2 875.9\n", "Attributes:\n", " max_sustained_wind_unit: kn\n", " central_pressure_unit: mb\n", " name: IRMA_gen5\n", " sid: 2017242N16333_gen5\n", " orig_event_flag: False\n", " data_provider: usa\n", " basin: NA\n", " id_no: 2017242016333.05\n", " category: 5" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tr_irma.data[-1] # last synthetic track. notice the value of orig_event_flag and name" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:48,232 - climada.hazard.tc_tracks - INFO - Interpolating 6 tracks to 1h time steps.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tr_irma.equal_timestep(time_step_h=1) # interpolate properties to 1 hour time step\n", "tr_irma.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### EXERCISE\n", "\n", "Using the first synthetic track generated,\n", "\n", "1. Which is the time frequency of the data?\n", "2. Compute the maximum sustained wind for each day." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Put your code here\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean time frequency in hours: 1.0\n", "Std time frequency in hours: 0.0\n", "\n", "Daily max sustained wind: \n", "array([100. , 100. , 100. , 123.333333, 155. , 155. ,\n", " 150. , 144. , 145. , 130.291495, 113.852824, 92.890059,\n", " 76.949128, 54. , 99. ])\n", "Coordinates:\n", " * day (day) int64 1 2 3 4 5 6 7 8 9 10 11 12 13 30 31\n" ] } ], "source": [ "# SOLUTION:\n", "import numpy as np\n", "# select the track\n", "tc_syn = tr_irma.get_track('2017242N16333_gen1')\n", "\n", "# 1. Which is the time frequency of the data?\n", "# The values of a DataArray are numpy.arrays. \n", "# The nummpy.ediff1d computes the different between elements in an array\n", "diff_time_ns = np.ediff1d(tc_syn.time)\n", "diff_time_h = diff_time_ns.astype(int)/1000/1000/1000/60/60\n", "print('Mean time frequency in hours:', diff_time_h.mean())\n", "print('Std time frequency in hours:', diff_time_h.std())\n", "print()\n", "\n", "# 2. Compute the maximum sustained wind for each day.\n", "print('Daily max sustained wind:', tc_syn.max_sustained_wind.groupby('time.day').max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TropCyclone class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `TropCyclone` class is a derived class of [Hazard](climada_hazard_Hazard.ipynb). As such, it contains all the attributes and methods of a `Hazard`. Additionally, it contains the method `set_from_tracks()` to model tropical cyclones from tracks contained in a `TCTracks` instance. \n", "\n", "When setting tropical cyclones from tracks, the centroids where to map the wind gusts (the hazard intensity) can be provided. If no centroids are provided, the global centroids `GLB_NatID_grid_0360as_adv_2.mat` are used. \n", "\n", "From the track properties the 1 min sustained peak gusts are computed in each centroid as the sum of a circular wind field (following Holland, 2008) and the translational wind speed that arises from the storm movement. We incorporate the decline of the translational component from the cyclone centre by multiplying it by an attenuation factor. See [CLIMADA v1](https://www.geosci-model-dev.net/12/3085/2019/) and references therein for more information." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:51,366 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n", "2019-10-29 20:55:51,489 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 3822 points.\n", "2019-10-29 20:55:52,291 - climada.hazard.trop_cyclone - INFO - Mapping 6 tracks to 3822 centroids.\n", "2019-10-29 20:55:56,710 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:55:56,724 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard import Centroids, TropCyclone\n", "\n", "# construct centroids\n", "min_lat, max_lat, min_lon, max_lon = 16.99375, 21.95625, -72.48125, -61.66875\n", "cent = Centroids()\n", "cent.set_raster_from_pnt_bounds((min_lon, min_lat, max_lon, max_lat), res=0.12)\n", "cent.check()\n", "cent.plot()\n", "\n", "# construct tropical cyclones\n", "tc_irma = TropCyclone()\n", "tc_irma.set_from_tracks(tr_irma, centroids=cent)\n", "#tc_irma.set_from_tracks(tr_irma) # try without given centroids\n", "tc_irma.check()\n", "tc_irma.plot_intensity('2017242N16333') # IRMA\n", "tc_irma.plot_intensity('2017242N16333_gen2') # IRMA's synthetic track 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementing climate change\n", "\n", "'set_climate_scenario_knu' implements the changes on intensity and frequency due to climate change described in *Global projections of intense tropical cyclone activity for the late twenty-first century from dynamical downscaling of CMIP5/RCP4.5 scenarios* of Knutson et al 2015. Other RCP scenarios are approximated from the RCP 4.5 values by interpolating them according to their relative radiative forcing." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:55:59,741 - climada.hazard.trop_cyclone - INFO - Mapping 6 tracks to 3822 centroids.\n", "2019-10-29 20:56:00,485 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:00,498 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# an Irma event-like in 2055 under RCP 4.5:\n", "tc_irma = TropCyclone()\n", "tc_irma.set_from_tracks(tr_irma, centroids=cent)\n", "tc_irma_cc = tc_irma.set_climate_scenario_knu(ref_year=2055, rcp_scenario=45)\n", "tc_irma_cc.plot_intensity('2017242N16333')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiprocessing - improving performance for big computations\n", "\n", "Multiprocessing is implemented in the tropical cyclones. When dealing with a big amount of data, you might consider using it as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# execute these lines in a console, outside Jupyter Notebook\n", "\n", "from climada.hazard import TCTracks, Centroids, TropCyclone\n", "from pathos.pools import ProcessPool as Pool\n", "\n", "pool = Pool() # start a pathos pool\n", "\n", "tc_track = TCTracks(pool) # provide the pool in the constructor \n", "tc_track.read_ibtracs_netcdf(provider='usa', year_range=(1992, 1994), basin='EP')\n", "tc_track.calc_random_walk()\n", "tc_track.equal_timestep()\n", "\n", "lon_min, lat_min, lon_max, lat_max = -160, 10, -100, 36\n", "centr = Centroids()\n", "centr.set_raster_from_pnt_bounds((lon_min, lat_min, lon_max, lat_max), 0.1)\n", "\n", "tc_haz = TropCyclone(pool) # provide the pool in the constructor \n", "tc_haz.set_from_tracks(tc_track, centr)\n", "tc_haz.check()\n", "\n", "pool.close()\n", "pool.join()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making videos\n", "\n", "Videos of a tropical cyclone hitting specific centroids are done automatically using the method `video_intensity()`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 20:56:01,489 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n", "2019-10-29 20:56:01,959 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 12183 points.\n", "2019-10-29 20:56:04,357 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:04,538 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:04,547 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:04,557 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:04,647 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:04,651 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:04,656 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:04,750 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:04,755 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:04,759 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:04,847 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:04,852 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:04,856 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:04,941 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:04,947 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:04,952 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,037 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,042 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,046 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,127 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,131 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,135 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,215 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,220 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,225 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,303 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,308 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,312 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,396 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,401 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,405 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,482 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,487 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,491 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,567 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,573 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,577 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,653 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,659 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,663 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,759 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,765 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,770 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,852 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,858 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,862 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:05,939 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:05,945 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:05,949 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,033 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,039 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,044 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,122 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,128 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,132 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,210 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,216 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,220 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,301 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,308 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,312 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,386 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,393 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,399 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,483 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,489 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,494 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,569 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,575 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,579 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,655 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,662 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,667 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,743 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,749 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,753 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:06,955 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:06,962 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:06,967 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,045 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,051 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,056 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,132 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,139 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,144 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,222 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,229 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,233 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,336 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,349 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,364 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,500 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,510 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,514 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,621 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,630 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,635 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,739 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,746 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,750 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,840 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,847 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,851 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:07,949 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:07,956 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:07,961 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:08,055 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:08,062 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:08,067 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:08,165 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:08,173 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:08,177 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:08,270 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:08,276 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:08,280 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 12183 centroids.\n", "2019-10-29 20:56:08,375 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 20:56:08,380 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 20:56:08,385 - climada.hazard.trop_cyclone - INFO - Generating video ./results/irma_tc_fl.gif\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "40it [04:38, 12.84s/it] \n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lon_min, lat_min, lon_max, lat_max = -83.5, 24.4, -79.8, 29.6\n", "centr_video = Centroids()\n", "centr_video.set_raster_from_pnt_bounds((lon_min, lat_min, lon_max, lat_max), 0.04)\n", "centr_video.check()\n", "\n", "track_name = '2017242N16333' # '2016273N13300' # '1992230N11325'\n", "tc_video = TropCyclone()\n", "# use file_name='' to not to write the video\n", "tc_list, tr_coord = tc_video.video_intensity(track_name, tr_irma, centr_video, file_name='./results/irma_tc_fl.gif')\n", "# tc_list contains a list with TropCyclone instances plotted at each time step\n", "# tr_coord contains a list with the track path coordinates plotted at each time step\n", "\n", "# mp4 occupies much less space! To use it:\n", "# conda install ffmpeg\n", "# in code:\n", "# plt.rcParams['animation.ffmpeg_path']='path/to/climada_env/bin/ffmpeg'\n", "# writer=animation.FFMpegWriter(bitrate=500)\n", "# tc_list, tr_coord = tc_video.video_intensity(track_name, tr_irma, centr_video, file_name='./results/irma_tc_fl.gif', writer=writer)" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }