CODEWITHSUNDEEP
multiple-regressionpythonscikit-learn
Konstantin Solomatov
Konstantin Solomatov

Reputation: 10332

Summary of regression in scikit_learn

If I perform a linear regression in R, I get a nice summary of the resulting model, $R^2$, p-values for different features, etc.

If I do the same in scikit_learn, I get nothing of this. Are there any ways to print summary of the model there?

Upvotes: 2

Views: 6692

Answers (1)

ansonw
ansonw

Reputation: 1609

Scikit-learn does not, to my knowledge, have a summary function like R. However, statmodels, another Python package, does. Plus, it's implementation is much more similar to R. 

from statsmodels.formula.api  import ols
#you need a Pandas dataframe df with columns labeled Y, X, & X2
est = ols(formula = 'Y ~  X + X2', data = df).fit()
est.summary()

Upvotes: 6

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