It seems like a good idea to rename the quantile/percentile "interpolation" kwarg to method. This is because:

• Method seems more descriptive, "interpolation" doesn't actually capture all of the complexity (anymore)
• The old versions (except the default) were not really described in literature anyway. So this nudges users to switch to a different value.