python - having OneHotEncoder to manage unseen values at transform step -


i using sklearn.preprocessing.onehotencoder encode categorical data of form

a=array([[1,4,1],[0,3,2]]) b=array([[1,4,7],[0,3,2]])

suppose use a @ .fit(a) step , b @ point new data .transform(b). if b contains unseen values in respect a, doing produces feature out of bounds error. possible have b containing new unseen values such transform step sets binaries 0 concerned value?

valueerror: feature out of bounds. try setting n_values.

i understand can change feature bounds @ .fit time. if using a training data, each time got new set b predict, have mess initial encoding.

thanks.

is possible have b containing new unseen values such transform step sets binaries 0 concerned value?

no, nice if onehotencoder did that, i've opened issue this. now, you'll have set n_values bit higher.


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