Created
March 19, 2025 19:42
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Streaming GMAO data using fsspec and Xarray
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#!/usr/bin/env python | |
import fsspec | |
from fsspec.implementations.http import HTTPFile, HTTPFileSystem | |
import xarray as xr | |
url = "https://portal.nccs.nasa.gov/datashare/gmao/geos-fp/das/Y2025/M03/D18/GEOS.fp.asm.inst1_2d_lfo_Nx.20250318_0000.V01.nc4" | |
fs = HTTPFileSystem() | |
file = fs.open(url) | |
ds = xr.open_dataset(file, engine="h5netcdf") | |
# Select a value at a location | |
ds.isel(lon=500, lat=360)["PS"].values | |
################################################################################ | |
# Eventually, we would build API structured like this | |
def open_geospf_data_https(start_date, end_date) -> xr.Dataset: | |
# Generate URLs | |
if cache: | |
return read_from_cache() | |
urls = generate_urls_from_dates(start_date, end_date) | |
files = [fs.open(url) for url in urls] | |
# ds = xr.open_mfdataset(files, engine="h5netcdf") | |
ds = fancy_rust_implementation_of_mfdataset(files) #... | |
return ds | |
@fastapi(...) | |
def get_geospf_timeseries(ds: xr.Dataset, start_date, end_date, lon, lat): | |
return ds.sel(lon=lon, lat=lat, time=slice(start_date, end_date)).values | |
@fastapi(...) | |
def get_geospf_map(ds: xr.Dataset, bbox, datetime): | |
# Generate URLs | |
... | |
@fastapi(...) | |
def get_geospf_map(datetime, bbox): | |
# Generate URLs | |
... |
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