WindBorne Systems API Reference

Introduction

Windborne is a pip installable library built to interact with Data and Forecasts APIs, that comes with a Command Line Interface (CLI) out of the box.

WindBorne uses API keys to authenticate API requests. If an API request is not properly authenticated, it will fail. To get an API key, email data@windbornesystems.com.

The windborne python library is designed to be predictable, performant, and easy to use.

To ensure the library works correctly, you must set your Windborne Systems API credentials as environment variables. Follow the steps for your operating system to configure them. This setup will make your API keys available to the library every time you start a new terminal session.

Need access?

Email data@windbornesystems.com

Installation

Python

pip install windborne

Set Credentials on macos and linux

Bash

# Determine your shell and it's configuration file
# Some common configuration files are: ~/.bashrc, ~/.bash_profile, ~/.zshrc
echo $SHELL
# Edit your shell configuration file adding these two lines
export WB_CLIENT_ID='your_client_id'
export WB_API_KEY='your_api_key'
# Reload the shell configuration to apply changes immediately or restart

Set Credentials on windows

Bash

1. Press Win + X and select "System"
2. Click "Advanced system settings" on the right
3. Click "Environment Variables" at the bottom
4. Under "User variables", click "New" and add
Variable name: WB_CLIENT_ID
Variable value: your_client_id
Variable name: WB_API_KEY
Variable value: your_api_key

windborne super-observations

Fetches super observations data within a time range and saves them to specified file(s).

It accepts the following arguments:

Name	Type	Description
start_time	string	A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the starting time of fetching data.
end_time	string	Optional. A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the end time of fetching data. If not provided, current time is used as end time.
-i	integer	Optional. Interval in seconds between polls when a empty page is received (default: 60)
-b	int	Optional. Size of time buckets in hours. Defaults to 6 hours.
save_to_file	string	Optional. Saves all data to a single file instead of bucketing. Supported formats are '.csv', '.json', '.little_r' and '.nc'
output_format	string	Optional. Format to save data in separate files. Can be 'csv', 'json', 'netcdf' or 'little_r'.
-d	string	Optional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.

Example

Bash

# Save to multiple csv files
windborne super-observations 2024-12-18_00:00 csv
# Save to multiple csv files within specified folder
windborne super-observations -d /my_wb_data_folder 2024-12-18_00:00 csv
# Save to multiple little_r files
windborne super-observations 2024-12-18_00:00 little_r
# Save to multiple json files
windborne super-observations 2024-12-18_00:00 json
# Save to single file
windborne super-observations 2024-12-18_12:00 2024-12-18_14:00 my_wb_data_folder/output.csv
windborne super-observations 2024-12-18_12:00 2024-12-18_14:00 /docs-assets/my_wb_data_folder/output.json
windborne super-observations 2024-12-18_12:00 2024-12-18_14:00 output.little_r
# Optional args
windborne super-observations -i 120 -b 12 2024-12-18_12:00 2024-12-18_14:00 output.json

windborne observations

Fetches observations data within a time range and saves them to specified file(s).

It accepts the following arguments:

Name	Type	Description
start_time	string	A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the starting time of fetching data.
end_time	string	Optional. A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the end time of fetching data. If not provided, current time is used as end time.
-mt	string	Optional. Filter observations data taken after this time.
-xt	string	Optional. Filter observations data take prior to this time.
-id	boolean	Optional. Include observation IDs in response.
-u	boolean	Optional. Include update timestamps in response.
-m	string	Optional. Filter observations by mission ID.
-ml	float	Optional.Minimum latitude boundary.
-xl	float	Optional. Maximum latitude boundary.
-mg	float	Optional. Minimum longitude boundary.
-xg	float	Optional. Maximum longitude boundary.
-i	integer	Optional. Interval in seconds between polls when a empty page is received (default: 60)
-b	int	Optional. Size of time buckets in hours. Defaults to 6 hours.
save_to_file	string	Optional. Saves all data to a single file instead of bucketing. Supported formats are '.csv', '.json', '.little_r' and '.nc'
output_format	string	Optional. Format to save data in separate files. Can be 'csv', 'json', 'netcdf' or 'little_r'.
-d	string	Optional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.

Example

Bash

# Save to multiple csv files
windborne observations 2024-12-18_00:00 csv
# Save to multiple csv files using different time formats
windborne observations '2024-12-18 00:00:00' csv
# Save to multiple csv files within specified folder
windborne observations -d my_wb_data_folder '2024-12-18 00:00:00' csv
windborne observations 2025-01-14T15:00:00.000Z csv
# Save to multiple little_r files
windborne observations 2024-12-18_00:00 little_r
# Save to multiple json files
windborne observations 2024-12-18_00:00 json
# Save to single file
windborne observations 2025-01-16_14:00 my_wb_data_folder/output.csv
windborne observations 2024-12-18_12:00 2024-12-18_14:00 output.json
windborne observations 2024-12-18_12:00 2024-12-18_14:00 output.little_r
# Optional args
windborne observations -i 120 -b 12 2024-12-18_12:00 2024-12-18_14:00 output.json

windborne poll-super-observations

Polls super observations data continuously saves them to specified files.

It accepts the following arguments:

Name	Type	Description
start_time	string	A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the starting time of fetching data.
-i	integer	Optional. Interval in seconds between polls when a empty page is received (default: 60)
-b	int	Optional. Size of time buckets in hours. Defaults to 6 hours.
output_format	string	Optional. Format to save data in separate files. Can be 'csv', 'json', 'netcdf' or 'little_r'.
-d	string	Optional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.

Example

Bash

# Save to multiple csv files
windborne poll-super-observations 2024-12-18_00:00 csv
# Save to multiple csv files within specified folder
windborne poll-super-observations -d /my_wb_data_folder 2024-12-18_00:00 csv
# Save to multiple little_r files
windborne poll-super-observations 2024-12-18_00:00 little_r
# Save to multiple json files
windborne poll-super-observations 2024-12-18_00:00 json
# Optional args
windborne poll-super-observations -i 120 -b 12 2024-12-18_12:00 json

windborne poll-observations

Polls observations data continuously and saves them to specified files.

It accepts the following arguments:

Name	Type	Description
start_time	string	A date string, supporting formats 'YYYY-MM-DD HH:MM:SS', YYYY-MM-DD_HH:MM and ISO strings, representing the starting time of fetching data.
-mt	string	Optional. Filter observations data taken after this time.
-xt	string	Optional. Filter observations data take prior to this time.
-id	boolean	Optional. Include observation IDs in response.
-u	boolean	Optional. Include update timestamps in response.
-m	string	Optional. Filter observations by mission ID.
-ml	float	Optional.Minimum latitude boundary.
-xl	float	Optional. Maximum latitude boundary.
-mg	float	Optional. Minimum longitude boundary.
-xg	float	Optional. Maximum longitude boundary.
-i	integer	Optional. Interval in seconds between polls when a empty page is received (default: 60)
-b	int	Optional. Size of time buckets in hours. Defaults to 6 hours.
output_format	string	Optional. Format to save data in separate files. Can be 'csv', 'json', 'netcdf' or 'little_r'.
-d	string	Optional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.

Example

Bash

# Save to multiple csv files
windborne poll-observations 2024-12-18_00:00 csv
# Save to multiple csv files using different time formats
windborne poll-observations '2024-12-18 00:00:00' csv
# Save to multiple csv files within specified folder
windborne poll-observations -d my_wb_data_folder '2024-12-18 00:00:00' csv
windborne poll-observations 2025-01-14T15:00:00.000Z csv
# Save to multiple little_r files
windborne poll-observations 2024-12-18_00:00 little_r
# Save to multiple json files
windborne poll-observations 2024-12-18_00:00 json
# Optional args
windborne poll-observations -i 120 -b 12 2024-12-18_12:00 json

windborne super-observations-page

Retrieves a super observations page based on specified filters.

It accepts the following arguments:

Name	Type	Description
since	string	Start time of fetching observations data.
-mt	string	Optional. Filter observations data taken after this time.
-xt	string	Optional. Filter observations data take prior to this time.
-id	boolean	Include observation IDs in response.
-mn	boolean	Include mission names in response.
-u	boolean	Include update timestamps in response.
-m	string	Filter observations by mission ID.
save_to_file	string	Optional. Path to save the response data in .csv/.json format.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# Different formats
windborne super-observations-page 2024-12-18_00:00 output.csv
windborne super-observations-page 2024-12-18_00:00 output.json
# With filters
windborne super-observations-page -id -mn -u 2024-12-18_00:00 output.csv

windborne observations-page

Retrieves an observations page based on specified filters including geographical bounds.

It accepts the following arguments:

Name	Type	Description
since	string	Start time of fetching observations data.
min_time	string	Optional. Filter observations data taken after this time.
max_time	string	Optional. Filter observations data take prior to this time.
-id	boolean	Optional. Include observation IDs in response.
-mn	boolean	Optional. Include mission names in response.
-ml	float	Optional.Minimum latitude boundary.
-xl	float	Optional. Maximum latitude boundary.
-mg	float	Optional. Minimum longitude boundary.
-xg	float	Optional. Maximum longitude boundary.
-u	boolean	Optional. Include update timestamps in response.
-m	string	Optional. Filter observations by mission ID.
save_to_file	string	Optional. Save the response data in .csv / .json format.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# Basic usage with .csv and .json formats
windborne observations-page 2024-12-18_00:00 output.csv
windborne observations-page 2024-12-18_00:00 output.json
# Geographic filters
windborne observations-page -ml 45.0 -xl 50.0 -mg -120.0 -xg 110.0 2024-12-18_00:00  output.csv

windborne flying-missions

Retrieves a list of currently flying missions.

It accepts the following argument:

Name	Type	Description
save_to_file	string	Optional. Path to save the response data. If provided, saves the data in CSV or JSON format.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# To display currently flying missions in your console
windborne flying-missions
# To save fllying missions in file
windborne flying-missions output.json # or .csv

windborne launch-site

Retrieves launch site information for a specified mission.

It accepts the following arguments:

Name	Type	Description
mission_id	string	The mission for which to obtain launch site.
save_to_file	string	Optional. Path to save the response data. If provided, saves the data in CSV or JSON format.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# Display launch site on terminal for missionID e.g. 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0
windborne launch-site 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0
# Save launch site for missionID e.g. 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0 in file
windborne launch-site 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0 output.json # or .csv

windborne predict-path

Fetches the predicted flight path for a given mission currently flying.

It accepts the following arguments:

Name	Type	Description
mission_id	string	The mission for which to obtain predicted flight path.
save_to_file	string	Optional. Path to save the response data. If provided, saves the data in CSV or JSON format.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# Save predicted flight path for missionID e.g. 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0 in file
windborne predict-path 494f8cb2-5fed-4c81-b3c4-5eacaa2ba4e0 output.json  # or .csv

windborne points

This command allows getting the forecast at a given point or set of points. This runs WindBorne's custom point forecasting model, making it more accurate than simple interpolation of the gridded output.

Available initialization times for point forecasts can be found using windborne init_times.

It accepts the following arguments:

Name	Type	Description
coordinates	string	A semi-colon separated list of latitude,longitude tuples, eg `37,-121;40.3,-100`
min_forecast_time	string	Optional. An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the minimum forecast time to calculate point forecasts for.
max_forecast_time	string	Optional. An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the maximum forecast time to calculate point forecasts for.
min_forecast_hour	integer	Optional. The minimum forecast hour to calculate point forecasts for.
max_forecast_hour	integer	Optional. The maximum forecast hour to calculate point forecasts for.
initialization_time	string	Optional. An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time at which the forecast was made. This looks solely at the date and the hour; minutes and seconds are discarded. If nothing is provided, the latest forecast is used.

It returns the response of API or saves the response data in save_to_file.

Example

Bash

# Single point
windborne points "40.7,-74.0" -i 2024121600 output.csv
# Set of points, seperated by semicolon
windborne points "40.7,-74.0;34.0,-118.2" -i 2024121600 output.csv
# Set initialization time and min, max forecast hours
windborne points "40.7,-74.0" -mh 0 -xh 24 -i 2024121600 output.csv
# Set initialization time and min, max forecast time
windborne points "40.7,-74.0" -mt 2024121606 -xt 2024121612 -i 2024121600 output.csv

windborne init_times

This command allows getting available initialization times for point forecasts.

It doesn't accept any arguments.

It returns the following:

Name	Type	Description
available	[string]	An array of ISO8601 timestamps of available initialization times for point forecasts, ordered from newest to oldest.
latest	string	The ISO8601 timestamp of latest available initialization time for point forecasts.

Example

Bash

windborne init_times

windborne grid_temp_2m

This command allows getting the gridded output of global 2m temperature forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_temp_2m 2025010800 filename

windborne grid_wind_u_10m

This command allows getting the gridded output of global 10m u-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_wind_u_10m 2025010800 filename

windborne grid_wind_v_10m

This command allows getting the gridded output of global 10m v-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_wind_v_10m 2025010800 filename

windborne grid_pressure_msl

This command allows getting the gridded output of global mean sea level pressure forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_pressure_msl 2025010800 filename

windborne grid_500hpa_temperature

This command allows getting the gridded output of global 500hPa temperature forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_500hpa_temperature 2025010800 filename

windborne grid_850hpa_temperature

This command allows getting the gridded output of global 850hPa temperature forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_850hpa_temperature 2025010800 filename

windborne grid_500hpa_wind_u

This command allows getting the gridded output of global 500hPa u-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_500hpa_wind_u 2025010800 filename

windborne grid_500hpa_wind_v

This command allows getting the gridded output of global 500hPa v-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If there is no forecast available within an hour of the requested time, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded.
save_to_file	string	Path to save the file.

EXAMPLE

Python

windborne grid_500hpa_wind_v 2025010800 filename

hist_temp_2m

This command allows getting the historical output of global 2m temperature forecasts. These outputs are returned as a netCDF (.nc) file.

If the requested forecast is not available, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded. If there is no forecast available within an hour of the requested time, it will return a 404.
hour	integer	How many hours after the run time the forecast is valid at.
save_to_file	string	Path to save the file.

EXAMPLE

Bash

windborne hist_temp_2m 2025010800 4 filename

hist_500hpa_geopotential

This command allows getting the historical output of global 500hPa geopotential forecasts. These outputs are returned as a netCDF (.nc) file.

If the requested forecast is not available, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded. If there is no forecast available within an hour of the requested time, it will return a 404.
hour	integer	How many hours after the run time the forecast is valid at.
save_to_file	string	Path to save the file.

EXAMPLE

Bash

windborne hist_500hpa_geopotential 2025010800 4 filename

hist_500hpa_wind_u

This command allows getting the historical output of global 500hPa u-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If the requested forecast is not available, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded. If there is no forecast available within an hour of the requested time, it will return a 404.
hour	integer	How many hours after the run time the forecast is valid at.
save_to_file	string	Path to save the file.

EXAMPLE

Bash

windborne hist_500hpa_wind_u 2025010800 4 filename

hist_500hpa_wind_v

This command allows getting the historical output of global 500hPa v-component of wind forecasts. These outputs are returned as a netCDF (.nc) file.

If the requested forecast is not available, a 404 status code will be displayed.

It accepts the following arguments:

Name	Type	Description
time	string	An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time for which to get the forecast. This looks solely at the date and the hour; minutes and seconds are discarded. If there is no forecast available within an hour of the requested time, it will return a 404.
hour	integer	How many hours after the run time the forecast is valid at.
save_to_file	string	Path to save the file.

EXAMPLE

Bash

windborne hist_500hpa_wind_v 2025010800 4 filename

Tropical Cyclones

This endpoint allows getting the predicted ground track of active tropical cyclones.

It accepts the following arguments:

Name	Type	Description
initialization_time	string	Optional. An ISO 8601 date string, supporting formats YYYYMMDDHH, YYYY-MM-DDTHH, and YYYY-MM-DDTHH:mm:ss., representing the time at which the forecast was made. This looks solely at the date and the hour; minutes and seconds are discarded. If nothing is provided, the latest forecast is used.
-b	string	Optional. A string indicating the tropical cyclones basins to be filtered in the response. If not set, all tropical cyclones will be included.
save_to_file	string	Optional. Path to save the response data. If provided, saves the data in .json, .csv, .gpx, .geojson, .kml, .little_r format.

The basin parameter defines specific geographical regions where tropical cyclones are present:

Name	Type	Description
NA	string	North Atlantic Basin spanning from African Coast (20°E) to 140°W and Equator to 90°N.
EP	string	Eastern Pacific Basin spanning from 140°W to 180°W and Equator to 90°N.
WP	string	Western Pacific Basin spanning from 100°E to 180°E and Equator to 60°N.
NI	string	North Indian Ocean Basin spanning from 45°E to 100°E and Equator to 90°N.
SI	string	South-West Indian Ocean Basin spanning from 20°E to 90°E and 40°S to Equator.
AU	string	Australian Region Basin spanning from 90°E to 160°E and 36°S to Equator.
SP	string	South Pacific Basin spanning from 160°E to 120°W and 40°S to Equator.

It returns an object (dictionary) with keys being tropical cyclone IDs and values being arrays of ground track points. Each ground track point is of the form:

Name	Type	Description
latitude	number	The latitude where the tropical cyclone is predicted to be
longitude	number	The longitude where the tropical cyclone is predicted to be
time	string	The ISO8601 timestamp of when this forecast point is valid

Example

Bash

# Display cyclones for latest initialization time
windborne cyclones
# Display cyclones for given initialization time
windborne cyclones 2024121912
# Display cyclones for given initialization time within basin
windborne cyclones -b NA 2024121912
# Save cyclones in file
windborne cyclones 2024121912 my_cyclone_data.json
windborne cyclones -b NA 2024121912 my_cyclone_data.csv
windborne cyclones 2024121912 my_cyclone_data.kml
windborne cyclones 2024121912 my_cyclone_data.geojson
windborne cyclones 2024121912 my_cyclone_data.little_r
windborne cyclones 2024121912 my_cyclone_data.gpx