Comments (1)
Hi @tomicapretto! I thought about this a bit over the weekend, and here is my proposal. Let me know what you think.
Rather than adding a commutative
option to Operator
objects, I propose to instead allow Term
instances to override how resulting columns are named. This would allow you to subclass Term
to say RandomEffectTerm
. Random effect operators would then generated RandomEffectTerm
instances instead of Term
instances, but honour the same API. The result might look a bit like this (untested code):
data = pandas.DataFrame({'a': [1,2,3], 'b': ['a','b','c']})
class RandomEffectTerm(Term):
def __init__(group_factors, group):
self.group_factors = set(group_factors)
self.group = group
@property
def factors(self):
return self.group_factors | {self.group}
def get_column_name(self, features):
# features would look something like:
# {'a': 'a', 'b': 'b[T.a]'}
return ":".join(sorted(v for k, v in features.values if k != self.group.expr)) + "|" + features[self.group.expr]
model_matrix("(a|b)") -> columns of {"a|b[T.a]", "a|b[T.b]", ...}
If this looks good to you, I'll code it up when I get a chance. The last piece would then be to formalise how to surface the different segments of the model matrix (or perhaps how to store multiple of them), in order to get the "fixed effect" and "random effect" parts... but we can deal with that as a separate thread.
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Related Issues (20)
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