ratio is still a bit of a weird parameters. Here is a proposal for further development:
remove the deprecation regarding float as ratio which is a valid parameter with binary target.
'all' in over-sampling should be changed to 'not majority'. This is currently doing the same process but this is weird for the user.
cleaning methods should have their own ratio type. str should be accepted but dict should be replaced by a list since we cannot select how many sample to select. Also float would not be accepted for the exact same reason.
ratio should also be renamed. My proposal sampling_target?
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