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Support weighted quantiles in cut #423

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This requires adding an extension point for StatsBase. Unfortunately more copies of the data and weights are done than necessary as StatsBase does not support in-place weighted quantile! on pre-sorted data nor taking a view of weights vectors (JuliaStats/StatsBase.jl#723).

Supersedes #209. On top of #422.

This requires adding an extension point for StatsBase.
Unfortunately more copies of the data and weights are done than necessary
as StatsBase does not support in-place weighted quantile! on pre-sorted data
nor taking a view of weights vectors (JuliaStats/StatsBase.jl#723).
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Looks good

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