pdtransform 0.2

安装

$ pip install pdtransform

一个小包，包含一些转换器，用于在Sklearn管道中处理Pandas数据框，这是我经常自己编写的。示例用法

from pdtransform import DFTransform, DFFeatureUnion

pipeline = Pipeline([
    ('ordinal_to_nums', DFTransform(_ordinal_to_nums, copy=True)),
    ('union', DFFeatureUnion([
        ('categorical', Pipeline([
            ('select', DFTransform(lambda X: X.select_dtypes(include=['object']))),
            ('fill_na', DFTransform(lambda X: X.fillna('NA'))),
            ('one_hot', DFTransform(_one_hot_encode)),
        ])),
        ('numerical', Pipeline([
            ('select', DFTransform(lambda X: X.select_dtypes(exclude=['object']))),
            ('fill_median', DFTransform(lambda X: X.fillna(X.median()))),
            ('add_features', DFTransform(_add_features, copy=True)),
            ('remove_skew', DFTransform(_remove_skew, copy=True)),
            ('find_outliers', DFTransform(_find_outliers, copy=True)),
            ('normalize', DFTransform(lambda X: X.div(X.max())))
        ])),
    ])),
])

有关更多信息，请阅读这篇博客文章。