hytest-org / hytest

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ARCO - Evapotranspiration datasets? #303

Open sfoks opened 1 year ago

sfoks commented 1 year ago

Hi @amsnyder @alamotte-usgs I was wondering if we have any cloud optimized evapotranspiration (AET) datasets on OSN or NHGF s3? The eval team is looking specifically for CONUS-wide coverage, daily to monthly timestep.

We are hoping for: SSEBop daily (1-km MODIS or 30-m LandSat if available), Gleam v3.7, and potentially month water balance model (mwbm) ET. We may modify this list with time but wanted to work with something to get started. Thanks!

amsnyder commented 1 year ago

First check open cloud data catalogs:

The only data that NHGF has processed so far is PRISM.

amsnyder commented 1 year ago

You can also check the GDP to see if you can access it from an OPeNDAP endoint (not ARCO, but another access point):

If you want to know if a dataset has been turned into a zarr store, @gzt5142 is probably your best point of contact.

sfoks commented 1 year ago

Monthly and annual in the NHGF Catalog & GDP, but daily is not. We can put daily SSEBop MODIS 1-km on OSN and chunk if needed later (if taking a long time to load/work with). Unchunked, it's ~85 gb for 2000-2021.

@rsignell-usgs @gzt5142 can I sit sometime as a fly on the wall again watching "a rechunk in progress" (in case we need to rechunk SSEBop)?

amsnyder commented 1 year ago

Or better yet - another use case for the chunking tutorial...

We probably have an old recording from January when Rich did the rechunking demo if you ever need it.

rsignell-usgs commented 1 year ago

This recent amazon blog post is basically taking the same rechunking approach that we do -- doing the rechunking one time chunk at a time. The only difference is that we use kerchunk instead of open_mfdataset and set up an empty zarr dataset and insert the chunks instead of appending: https://aws.amazon.com/blogs/publicsector/decrease-geospatial-query-latency-minutes-seconds-using-zarr-amazon-s3/