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It looks like this only supports a single band for now [1]. This could pretty easily be extended to 3 dims (most common for geoscience cases) by assuming a 3D array (with appropriate 2D support). I'd be happy to look into this in the near term as this is something that would help me.
@robintw, do you have any interest in connecting this with pydata/xarray#1070 ?
[1] https://github.com/robintw/XArrayAndRasterio/blob/master/rasterio_to_xarray.py#L26
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