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zgulde/scaling.py

Created October 11, 2019 01:49
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scaling.py
In [148]: def various_scales(s: pd.Series):
...: df = pd.DataFrame()
...: df['original'] = s
...: df['min_max'] = MinMaxScaler().fit_transform(s.values.reshape(-1, 1))
...: df['percentile'] = s.rank(pct=True)
...: df['rank'] = s.rank()
...: df['z_score'] = StandardScaler().fit_transform(s.values.reshape(-1, 1))
...: return df
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