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Join tests (#248)

* implement numpy.join unjoin ops and add tests

claude used to discover itertools.accumulate for prefix sum calculations
and implement Stack.unjoin

* implement dask unjoin and add tests
* use claude to unify numpy/dask join test funcs
* implement xarray merge unjoin

implemented only for dataarray and dataset inputs, despite
merge accepting dicts too. The implementation should
preserve attributes.

* add tests for xarray LatLonInterpolate

claude used to reduce redundant test code.
also moved input checking to class init instead of in the join method

* complete tests for xarray join
* covers Concatenate InterpLike GeospatialTimeSeriesMerge
* updated doc strings on unimplemented unjoins


AI Usage Summary: Claude Opus and Sonnet 4.6 used to write numpy unjoin methods and clean up my hand-written test code. Also used for general queries e.g. (what does x do).

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