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55import numpy as np # type: ignore
66import pytest # type: ignore
7+ from scipy .stats import PermutationMethod # type: ignore
78
9+ from frouros .detectors .data_drift .batch import (
10+ AndersonDarlingTest ,
11+ BWSTest ,
12+ ChiSquareTest ,
13+ CVMTest ,
14+ KSTest ,
15+ MannWhitneyUTest ,
16+ WelchTTest ,
17+ )
818from frouros .detectors .data_drift .batch import (
919 BhattacharyyaDistance ,
1020 EMD ,
1626 KL ,
1727 MMD ,
1828)
19- from frouros .detectors .data_drift .batch import (
20- AndersonDarlingTest ,
21- BWSTest ,
22- ChiSquareTest ,
23- CVMTest ,
24- KSTest ,
25- MannWhitneyUTest ,
26- WelchTTest ,
27- )
2829from frouros .detectors .data_drift .batch .base import BaseDataDriftBatch
2930from frouros .detectors .data_drift .streaming import ( # noqa: N811
3031 IncrementalKSTest ,
3132 MMD as MMDStreaming ,
3233)
3334
34- from scipy .stats import PermutationMethod # type: ignore
35-
3635
3736@pytest .mark .parametrize (
3837 "detector, expected_statistic, expected_p_value" ,
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