Hello all,

As part of the ongoing scipy.stats improvements we are pondering the deprecation of `stats.threshold` (and its masked array counterpart: `mstats.threshold`) for the following reasons.
Of course, before we deprecate anything, we would like to know if anyone in the community is a regular user of this function and/or if you guys may have a use case where it may be preferable to use `stats.threshold` over `np.clip`.

Please reply if you have any objections to this deprecation.

You can find the corresponding PR here: gh-4976

Regards,
Abraham.


PS. For reference, both `np.clip` and `stats.threshold` replace the values outside a threshold from an array_like input. The difference is that `stats.threshold` replaces all values below the minimum or above the maximum with the same new value whereas `np.clip` uses the minimum to replace those below and the maximum for those above.

Example:

>>> a = np.arange(10)

>>> a

array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])


>>> np.clip(a, 3, 7)

array([3, 3, 3, 3, 4, 5, 6, 7, 7, 7])


>>> stats.threshold(a, 3, 7, -1)

array([-1, -1, -1,  3,  4,  5,  6,  7, -1, -1])