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Co-authored-by: Jonathan Taylor <jonathan.taylor@stanford.edu>
See: pandas-dev/pandas#53805 Passing html literal strings is deprecated. Wrap literal string/bytes input in ``io.StringIO``/``io.BytesIO`` instead.
* test of datasets * docstring fix, fix labels of confusion matrix * flexible level for CIs in summarize
* improved plot for 2-class SVM * added margin as well
Adds the `__sklearn_tags__` method to the `sklearn_sm` and `sklearn_selected` wrappers. This allows scikit-learn to correctly identify the estimator type (regressor or classifier) based on the statsmodels model. This change enables the use of scikit-learn's cross-validation and model selection tools with these wrappers. Tests have been added to verify that OLS and GLM Binomial models are correctly identified.
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sklearn has introduced the sklearn_tags() method. this change uses the functions is_regressor/is_classifier instead of checking private attribute.