{ "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": [ "The method `read_ibtracs_netcdf()` generates the `Datasets` for tracks selected by 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": [ "2019-05-16 22:07:25,528 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n", "2019-05-16 22:07:30,009 - climada.hazard.tc_tracks - INFO - Reading 2017242N16333: IRMA\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/anaconda3/envs/climada_up/lib/python3.7/site-packages/matplotlib/tight_layout.py:176: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " warnings.warn('Tight layout not applied. The left and right margins '\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2019-05-16 22:07:34,240 - climada.hazard.tc_tracks - INFO - Reading 1993162N10245: ADRIAN\n", "2019-05-16 22:07:34,464 - climada.hazard.tc_tracks - INFO - Reading 1993169N13265: BEATRIZ\n", "2019-05-16 22:07:34,664 - climada.hazard.tc_tracks - INFO - Reading 1993178N14265: NOT_NAMED\n", "2019-05-16 22:07:34,809 - climada.hazard.tc_tracks - WARNING - Skipping 1993178N14265. No usable data.\n", "2019-05-16 22:07:34,811 - climada.hazard.tc_tracks - INFO - Reading 1993186N13262: CALVIN\n", "2019-05-16 22:07:35,022 - climada.hazard.tc_tracks - INFO - Reading 1993196N11241: DORA\n", "2019-05-16 22:07:35,234 - climada.hazard.tc_tracks - INFO - Reading 1993197N11247: EUGENE\n", "2019-05-16 22:07:35,449 - climada.hazard.tc_tracks - INFO - Reading 1993221N12216: KEONI\n", "2019-05-16 22:07:35,596 - climada.hazard.tc_tracks - WARNING - Skipping 1993221N12216. No usable data.\n", "2019-05-16 22:07:35,599 - climada.hazard.tc_tracks - INFO - Reading 1993221N13256: FERNANDA\n", "2019-05-16 22:07:35,824 - climada.hazard.tc_tracks - INFO - Reading 1993223N07185: NOT_NAMED\n", "2019-05-16 22:07:35,968 - climada.hazard.tc_tracks - WARNING - Skipping 1993223N07185. No usable data.\n", "2019-05-16 22:07:35,971 - climada.hazard.tc_tracks - INFO - Reading 1993227N15258: GREG\n", "2019-05-16 22:07:36,192 - climada.hazard.tc_tracks - INFO - Reading 1993229N13265: HILARY\n", "2019-05-16 22:07:36,407 - climada.hazard.tc_tracks - INFO - Reading 1993233N13260: IRWIN\n", "2019-05-16 22:07:36,629 - climada.hazard.tc_tracks - INFO - Reading 1993241N14264: JOVA\n", "2019-05-16 22:07:36,905 - climada.hazard.tc_tracks - INFO - Reading 1993249N12253: KENNETH\n", "2019-05-16 22:07:37,117 - climada.hazard.tc_tracks - INFO - Reading 1993252N11265: LIDIA\n", "2019-05-16 22:07:37,338 - climada.hazard.tc_tracks - INFO - Reading 1993273N11245: MAX\n", "2019-05-16 22:07:37,549 - climada.hazard.tc_tracks - INFO - Reading 1993276N13249: NORMA\n", "2019-05-16 22:07:37,762 - climada.hazard.tc_tracks - INFO - Reading 1993285N12192: HATTIE\n", "2019-05-16 22:07:37,907 - climada.hazard.tc_tracks - WARNING - Skipping 1993285N12192. No usable data.\n", "2019-05-16 22:07:37,909 - climada.hazard.tc_tracks - INFO - Reading 1993285N16239: NOT_NAMED\n", "2019-05-16 22:07:38,049 - climada.hazard.tc_tracks - WARNING - Skipping 1993285N16239. No usable data.\n", "2019-05-16 22:07:38,052 - climada.hazard.tc_tracks - INFO - Reading 1994169N13240: ALETTA\n", "2019-05-16 22:07:38,260 - climada.hazard.tc_tracks - INFO - Reading 1994178N16248: BUD\n", "2019-05-16 22:07:38,474 - climada.hazard.tc_tracks - INFO - Reading 1994180N12255: CARLOTTA\n", "2019-05-16 22:07:38,697 - climada.hazard.tc_tracks - INFO - Reading 1994190N13239: DANIEL\n", "2019-05-16 22:07:38,899 - climada.hazard.tc_tracks - INFO - Reading 1994197N09229: EMILIA\n", "2019-05-16 22:07:39,119 - climada.hazard.tc_tracks - INFO - Reading 1994200N13235: FABIO\n", "2019-05-16 22:07:39,337 - climada.hazard.tc_tracks - INFO - Reading 1994202N11238: GILMA\n", "2019-05-16 22:07:39,550 - climada.hazard.tc_tracks - INFO - Reading 1994212N11240: LI\n", "2019-05-16 22:07:39,697 - climada.hazard.tc_tracks - WARNING - Skipping 1994212N11240. No usable data.\n", "2019-05-16 22:07:39,699 - climada.hazard.tc_tracks - INFO - Reading 1994219N19252: HECTOR\n", "2019-05-16 22:07:39,913 - climada.hazard.tc_tracks - INFO - Reading 1994221N15215: NOT_NAMED\n", "2019-05-16 22:07:40,052 - climada.hazard.tc_tracks - WARNING - Skipping 1994221N15215. No usable data.\n", "2019-05-16 22:07:40,055 - climada.hazard.tc_tracks - INFO - Reading 1994222N11267: JOHN\n", "2019-05-16 22:07:40,291 - climada.hazard.tc_tracks - INFO - Reading 1994223N15253: ILEANA\n", "2019-05-16 22:07:40,502 - climada.hazard.tc_tracks - INFO - Reading 1994224N16240: NOT_NAMED\n", "2019-05-16 22:07:40,637 - climada.hazard.tc_tracks - WARNING - Skipping 1994224N16240. No usable data.\n", "2019-05-16 22:07:40,639 - climada.hazard.tc_tracks - INFO - Reading 1994241N14236: KRISTY\n", "2019-05-16 22:07:40,848 - climada.hazard.tc_tracks - INFO - Reading 1994247N18251: LANE\n", "2019-05-16 22:07:41,149 - climada.hazard.tc_tracks - INFO - Reading 1994249N11200: MELE\n", "2019-05-16 22:07:41,285 - climada.hazard.tc_tracks - WARNING - Skipping 1994249N11200. No usable data.\n", "2019-05-16 22:07:41,287 - climada.hazard.tc_tracks - INFO - Reading 1994249N21220: LANE\n", "2019-05-16 22:07:41,499 - climada.hazard.tc_tracks - INFO - Reading 1994259N13244: MIRIAM\n", "2019-05-16 22:07:41,707 - climada.hazard.tc_tracks - INFO - Reading 1994262N16249: NORMAN\n", "2019-05-16 22:07:41,911 - climada.hazard.tc_tracks - INFO - Reading 1994265N13251: OLIVIA\n", "2019-05-16 22:07:42,134 - climada.hazard.tc_tracks - INFO - Reading 1994268N15232: PAUL\n", "2019-05-16 22:07:42,344 - climada.hazard.tc_tracks - INFO - Reading 1994282N17247: ROSA\n", "2019-05-16 22:07:42,562 - climada.hazard.tc_tracks - INFO - Reading 1994294N13203: NONA\n", "2019-05-16 22:07:42,697 - climada.hazard.tc_tracks - WARNING - Skipping 1994294N13203. No usable data.\n", "2019-05-16 22:07:42,699 - climada.hazard.tc_tracks - INFO - Reading 1994295N25188: YURI\n", "2019-05-16 22:07:42,835 - climada.hazard.tc_tracks - WARNING - Skipping 1994295N25188. No usable data.\n", "Number of tracks: 32\n", "2019-05-16 22:07:46,391 - climada.hazard.tc_tracks - INFO - Reading 2007314N10093: SIDR\n", "2019-05-16 22:07:50,507 - 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", 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" ] }, "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", "fig, 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", "sel_ibtracs.read_ibtracs_netcdf(provider='usa', year_range=(1993, 1994), basin='EP') # years 1993 and 1994 in basin EP\n", "print('Number of tracks:', sel_ibtracs.size)\n", "fig, 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", "fig, 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 0.0 0.0 0.0 20.0 ... 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": [ "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()`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-05-16 22:07:54,136 - climada.hazard.tc_tracks - INFO - Computing 5 synthetic tracks.\n", "2019-05-16 22:07:56,393 - climada.hazard.tc_tracks - DEBUG - No historical track of category Tropical Depression with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-05-16 22:07:56,393 - climada.hazard.tc_tracks - DEBUG - No historical track of category Tropical Storm with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-05-16 22:07:56,394 - climada.hazard.tc_tracks - DEBUG - No historical track of category Hurrican Cat. 1 with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-05-16 22:07:56,395 - climada.hazard.tc_tracks - DEBUG - No historical track of category Hurrican Cat. 2 with landfall. Decay parameters from category Hurrican Cat. 3 taken.\n", "2019-05-16 22:07:56,397 - 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": [ "(
,\n", " )" ] }, "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": [ "tr_irma.calc_random_walk(ens_size=5) # select number of synthetic tracks to generate per present tracks\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 0.0 0.0 0.0 20.0 ... 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": [ "2019-05-16 22:07:58,986 - climada.hazard.tc_tracks - INFO - Interpolating 6 tracks to 1h time steps.\n" ] }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "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) # select number of synthetic tracks to generate per present tracks\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. The method used to calculate the wind gusts can also be configured. The default is the method of Holland 2008." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-05-16 22:08:03,175 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 3822 points.\n", "2019-05-16 22:08:03,508 - climada.hazard.trop_cyclone - INFO - Mapping 6 tracks to 3822 centroids.\n", "2019-05-16 22:08:08,918 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-05-16 22:08:08,933 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n" ] }, { "data": { "text/plain": [ "(
,\n", " array([[]],\n", " dtype=object))" ] }, "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", "resol = 50\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": [ "## 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()" ] } ], "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": 2 }