Use Xarray, Dask and hvPlot from the HoloViz tool suite to explore the National Water Modle Reanalysis Version 2. We read from a cloud-optimized Zarr dataset that is part of the AWS Open Data Program, and we use a Dask cluster to parallelize computation and reading of data chunks.
import xarray as xr
import fsspec
import numpy as np
import hvplot.pandas
import hvplot.xarray
import geoviews as gv
from holoviews.operation.datashader import rasterize
import cartopy.crs as ccrs