html_url,issue_url,id,node_id,user,created_at,updated_at,author_association,body,reactions,performed_via_github_app,issue
https://github.com/pydata/xarray/issues/2804#issuecomment-470143653,https://api.github.com/repos/pydata/xarray/issues/2804,470143653,MDEyOklzc3VlQ29tbWVudDQ3MDE0MzY1Mw==,1197350,2019-03-06T15:11:35Z,2019-03-06T15:11:35Z,MEMBER,"In addition to @jhamman's comment, I am curious about these lines:
```python
spi_all  =  dset['pr'][:,:,:]
spi_lat   =  dset['lat'][:]
spi_lon   =  dset['lon'][:]
```

That's the sort of code you need to write with `netCDF4`, but not with xarray. Consider just working directly with the dataset variables, i.e. `dset.pr`, `dset.lat`, etc.
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