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the interpolation= argument to quantile was renamed to method=, which has additional options.
Users of the modes 'nearest', 'lower', 'higher', or 'midpoint' are encouraged to review the method they used. (Deprecated NumPy 1.22)
Since method= still supports 'nearest' the fix is as simple as replacing interpolation= with method=
Although this only results in a warning, it's a simple fix and would be nice not to have the warning :)