Introduction

WindBorne releases a pip installable library built to interact with Data and Forecasts APIs that comes with a Command Line Interface (CLI) out of the box. The CLI functions match the described in the Data API and Forecasts API documentation.

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.

In order to authenticate with the api, you must set the following environment variables:

  1. WB_CLIENT_ID
  2. WB_API_KEY
On unix systems (mac and linux), you can add these to your shell configuration file (e.g. ~/.bashrc, ~/.bash_profile, ~/.zshrc). On windows, you can set these as user environment variables. See the instructions on the right for examples of how to do this.

Need access?

Email data@windbornesystems.com
Installation
Bash
Set Credentials on mac and linux
Bash
Set Credentials on windows

windborne super-observations

Fetches super observations within a time range and saves them to specified file(s). If a single filename is provided, it will save data to that file. Otherwise, it will automatically break up the super observations by timestamp and mission id and save them to separate files.

It accepts the following arguments:

NameTypeDescription
start_timestringA 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_timestringOptional. 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, it will fetch until the present.
outputstringIf a file, saves all data to this file rather than splitting by time and mission. Supported formats are '.csv', '.json', '.little_r' and '.nc'.

Alternatively, can be 'csv', 'json', 'netcdf' or 'little_r' to save as separate files.
-dstringOptional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.
-bintegerOptional. Size of time buckets in hours. Defaults to 6 hours.
-mstringOptional. Restrict observations to the provided mission id.

Example
Bash

windborne observations

Fetches observations within a time range and saves them to specified file(s). If a single filename is provided, it will save data to that file. Otherwise, it will automatically break up the observations by timestamp and mission id and save them to separate files.

It accepts the following arguments:

NameTypeDescription
start_timestringA 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_timestringOptional. 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.
outputstringIf a file, saves all data to this file rather than splitting by time and mission. Supported formats are '.csv', '.json', '.little_r' and '.nc'.

Alternatively, can be 'csv', 'json', 'netcdf' or 'little_r' to save as separate files.
-dstringOptional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.
-mtstringOptional. Filter observations data taken after this time.
-xtstringOptional. Filter observations data take prior to this time.
-ubooleanOptional. Include update timestamps in response.
-mstringOptional. Restrict observations to the provided mission id.
-mlfloatOptional.Minimum latitude boundary.
-xlfloatOptional. Maximum latitude boundary.
-mgfloatOptional. Minimum longitude boundary.
-xgfloatOptional. Maximum longitude boundary.
-bintegerOptional. Size of time buckets in hours. Defaults to 6 hours.

Example
Bash

windborne poll-super-observations

Run super observation fetching in an infinite loop, continuously saving this outputs.

It accepts the following arguments:

NameTypeDescription
start_timestringA 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_timestringOptional. 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, it will fetch until the present.
outputstringIf a file, saves all data to this file rather than splitting by time and mission. Supported formats are '.csv', '.json', '.little_r' and '.nc'.

Alternatively, can be 'csv', 'json', 'netcdf' or 'little_r' to save as separate files.
-dstringOptional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.
-bintegerOptional. Size of time buckets in hours. Defaults to 6 hours.
-mstringOptional. Restrict observations to the provided mission id.

Example
Bash

windborne poll-observations

Run observation fetching in an infinite loop, continuously saving this outputs.

It accepts the following arguments:

NameTypeDescription
start_timestringA 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_timestringOptional. 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.
outputstringIf a file, saves all data to this file rather than splitting by time and mission. Supported formats are '.csv', '.json', '.little_r' and '.nc'.

Alternatively, can be 'csv', 'json', 'netcdf' or 'little_r' to save as separate files.
-dstringOptional. Directory path where the separate files should be saved. If not provided, files will be saved in current directory.
-mtstringOptional. Filter observations data taken after this time.
-xtstringOptional. Filter observations data take prior to this time.
-ubooleanOptional. Include update timestamps in response.
-mstringOptional. Restrict observations to the provided mission id.
-mlfloatOptional.Minimum latitude boundary.
-xlfloatOptional. Maximum latitude boundary.
-mgfloatOptional. Minimum longitude boundary.
-xgfloatOptional. Maximum longitude boundary.
-bintegerOptional. Size of time buckets in hours. Defaults to 6 hours.

Example
Bash

windborne super-observations-page

Retrieves a single page of super observations and either prints it or saves it to a file.

It accepts the following arguments:

NameTypeDescription
sincestringStart time of fetching observations data.
-mtstringOptional. Filter observations data taken after this time.
-xtstringOptional. Filter observations data take prior to this time.
-idbooleanInclude observation IDs in response.
-mnbooleanInclude mission names in response.
-ubooleanInclude update timestamps in response.
-mstringFilter observations by mission ID.
save_to_filestringOptional. Path to save the response data in .csv/.json format.

Example
Bash

windborne observations-page

Retrieves a single page of observations and either prints it or saves it to a file.

It accepts the following arguments:

NameTypeDescription
sincestringStart time of fetching observations data.
min_timestringOptional. Filter observations data taken after this time.
max_timestringOptional. Filter observations data take prior to this time.
-idbooleanOptional. Include observation IDs in response.
-mnbooleanOptional. Include mission names in response.
-mlfloatOptional.Minimum latitude boundary.
-xlfloatOptional. Maximum latitude boundary.
-mgfloatOptional. Minimum longitude boundary.
-xgfloatOptional. Maximum longitude boundary.
-ubooleanOptional. Include update timestamps in response.
-mstringOptional. Filter observations by mission ID.
save_to_filestringOptional. Save the response data in .csv / .json format.

Example
Bash

windborne flying-missions

Retrieves a list of currently flying missions. This mirrors the flying missions API.

It accepts the following argument:

NameTypeDescription
save_to_filestringOptional. Path to save the response data. If provided, saves the data in CSV or JSON format.

Example
Bash

windborne launch-site

Retrieves launch site information for a specified mission. This mirrors the mission launch site API.

It accepts the following arguments:

NameTypeDescription
mission_idstringThe mission for which to obtain launch site.
save_to_filestringOptional. Path to save the response data. If provided, saves the data in CSV or JSON format.

Example
Bash

windborne predict-path

Fetches the predicted flight path for a given mission currently flying and saves it to a file. The format matches the predicted flight path API.

It accepts the following arguments:

NameTypeDescription
mission_idstringThe mission for which to obtain predicted flight path.
save_to_filestringRequired. Path to save the response data, which may end in either .csv or .json

Example
Bash

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

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

It accepts the following arguments:

NameTypeDescription
coordinatesstringA semi-colon separated list of latitude,longitude tuples, eg 37,-121;40.3,-100
-mt, --min-timestringOptional. 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.
-xt, --max-timestringOptional. 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.
-mh, --min-hourintegerOptional. The minimum forecast hour to calculate point forecasts for.
-xh, --max-hourintegerOptional. The maximum forecast hour to calculate point forecasts for.
-i, --init-timestringOptional. 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.
output_filestringOptional. The file to which the response will be written. If not provided, the response will be printed to stdout.

Example
Bash

windborne init_times

This command allows getting available initialization times for point forecasts.

It doesn't accept any arguments.

It returns the following:

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

Example
Bash

windborne grid_full

This command allows getting the full gridded output of global forecasts, including data for all variables at all levels. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_temp_2m

This command allows getting the gridded output of global 2m temperature forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_wind_u_10m

This command allows getting the gridded output of global 10m u-component of wind forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_wind_v_10m

This command allows getting the gridded output of global 10m v-component of wind forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_pressure_msl

This command allows getting the gridded output of global mean sea level pressure forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_500hpa_temperature

This command allows getting the gridded output of global 500hPa temperature forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_850hpa_temperature

This command allows getting the gridded output of global 850hPa temperature forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_500hpa_wind_u

This command allows getting the gridded output of global 500hPa u-component of wind forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

windborne grid_500hpa_wind_v

This command allows getting the gridded output of global 500hPa v-component of wind forecasts. These outputs are saved 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:

NameTypeDescription
timestringAn 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_filestringPath to save the file.

EXAMPLE
Bash

hist_temp_2m

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

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

It accepts the following arguments:

NameTypeDescription
initialization_timestringAn 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.
forecast_hourintegerHow many hours after the run time the forecast is valid at.
output_filestringPath to save the file.

EXAMPLE
Bash

hist_500hpa_geopotential

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

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

It accepts the following arguments:

NameTypeDescription
initialization_timestringAn 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.
forecast_hourintegerHow many hours after the run time the forecast is valid at.
output_filestringPath to save the file.

EXAMPLE
Bash

hist_500hpa_wind_u

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

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

It accepts the following arguments:

NameTypeDescription
initialization_timestringAn 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.
forecast_hourintegerHow many hours after the run time the forecast is valid at.
output_filestringPath to save the file.

EXAMPLE
Bash

hist_500hpa_wind_v

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

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

It accepts the following arguments:

NameTypeDescription
initialization_timestringAn 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.
forecast_hourintegerHow many hours after the run time the forecast is valid at.
output_filestringPath to save the file.

EXAMPLE
Bash

Tropical Cyclones

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

It accepts the following arguments:

NameTypeDescription
initialization_timestringOptional. 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.
-bstringOptional. A string indicating the tropical cyclones basins to be filtered in the response. If not set, all tropical cyclones will be included.
output_filestringOptional. Path to save the response data. If provided, saves the data in .json, .csv, .gpx, .geojson, .kml, or .little_r format.

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

NameTypeDescription
NAstringNorth Atlantic Basin spanning from African Coast (20°E) to 140°W and Equator to 90°N.
EPstringEastern Pacific Basin spanning from 140°W to 180°W and Equator to 90°N.
WPstringWestern Pacific Basin spanning from 100°E to 180°E and Equator to 60°N.
NIstringNorth Indian Ocean Basin spanning from 45°E to 100°E and Equator to 90°N.
SIstringSouth-West Indian Ocean Basin spanning from 20°E to 90°E and 40°S to Equator.
AUstringAustralian Region Basin spanning from 90°E to 160°E and 36°S to Equator.
SPstringSouth 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:

NameTypeDescription
latitudenumberThe latitude where the tropical cyclone is predicted to be
longitudenumberThe longitude where the tropical cyclone is predicted to be
timestringThe ISO8601 timestamp of when this forecast point is valid

Example
Bash