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Switch from the deprecated `interp2d` to `RectBivariateSpline `

The purpose of this MR is to switch from the deprecated interp2d to RectBivariateSpline. As part of this MR we have introduced a modified version of scipy.interpolate.RectBivariateSpline to add kwargs that were previously available in interp2d. This is related to !793 (merged) and reverts !796 (merged).

Edited by Charlie Hoy

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