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WIP: For augmentation, cast dataframe to profiled types

Remi Rampin requested to merge aug-profiler-dtype into master

Currently pandas is selecting the dtype automatically, which might not match the profiled types exactly (e.g. profiling accepts a small quantity of unclean types, and knows more types like temporal). Only the index columns are casted (in set_data_index(), for the join to work).

This will make the aggregations work as expected given the profiled data types.

See also !13 (closed) (might want to close?)

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