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import geoviews as gv
import geoviews.feature as gf
import xarray as xr
from cartopy import crs

gv.extension('matplotlib')


    

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ensemble = xr.open_dataset('../../data/ensemble.nc')
dataset = gv.Dataset(ensemble, ['longitude', 'latitude', 'time'], 'surface_temperature', crs=crs.PlateCarree())
images = dataset.to(gv.Image)
# Equivalent full definition:
# images = dataset.to(gv.Image, ['longitude', 'latitude'], 'surface_temperature', 'time')


    

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images.opts(cmap='viridis', colorbar=True, fig_size=250) * gf.coastline