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(xarray)=
# Xarray
Xarray will use flox by default (if installed) for DataArrays containing numpy and dask arrays. The default choice is `method="cohorts"` which generalizes
the best. Pass flox-specific kwargs to the specific reduction method:
```python
ds.groupby("time.month").mean(method="map-reduce", engine="flox")
ds.groupby_bins("lon", bins=[0, 10, 20]).mean(method="map-reduce")
ds.resample(time="M").mean(method="blockwise")
```
{py:func}`flox.xarray.xarray_reduce` used to provide extra functionality, but now Xarray's GroupBy object has been upgraded to match those capabilities with better API!
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