earth2studio.data.ARCO#

class earth2studio.data.ARCO(cache=True, verbose=True, async_timeout=600)[source]#

Analysis-Ready, Cloud Optimized (ARCO) is a data store of ERA5 re-analysis data currated by Google. This data is stored in Zarr format and contains 31 surface variables, pressure level variables defined on 37 pressure levels, and model level variables defined on the 137 native ERA5 vertical levels, all on a 0.25 degree lat lon grid. Temporal resolution is 1 hour.

Parameters:
  • cache (bool, optional) – Cache data source on local memory, by default True

  • verbose (bool, optional) – Print download progress, by default True

  • async_timeout (int, optional) – Time in sec after which download will be cancelled if not finished successfully, by default 600

Warning

This is a remote data source and can potentially download a large amount of data to your local machine for large requests.

Note

Additional information on the data repository can be referenced here:

The data source will automatically use Multi-Storage Client (MSC) if available, otherwise it will fallback to using gcsfs directly. MSC can provide better performance for cloud storage access.

__call__(time, variable)[source]#

Function to get data

Parameters:
  • time (datetime | list[datetime] | TimeArray) – Timestamps to return data for (UTC).

  • variable (str | list[str] | VariableArray) – String, list of strings or array of strings that refer to variables to return. Must be in the ARCO lexicon.

Returns:

ERA5 weather data array from ARCO

Return type:

xr.DataArray

async fetch(time, variable)[source]#

Async function to get data

Parameters:
  • time (datetime | list[datetime] | TimeArray) – Timestamps to return data for (UTC).

  • variable (str | list[str] | VariableArray) – String, list of strings or array of strings that refer to variables to return. Must be in the ARCO lexicon.

Returns:

ERA5 weather data array from ARCO

Return type:

xr.DataArray

classmethod available(time)[source]#

Checks if given date time is avaliable in the ARCO data source

Parameters:

time (datetime | np.datetime64) – Date time to access

Returns:

If date time is avaiable

Return type:

bool

Examples using earth2studio.data.ARCO#

Running StormCast Ensemble Inference

Running StormCast Ensemble Inference

Tropical Cyclone Tracking

Tropical Cyclone Tracking

Running DLESyM Inference

Running DLESyM Inference

Extending Data Sources

Extending Data Sources