Coverage for lasso/dimred/svd/keyword_types.py: 100%

1import typing 

2 

3 

4class ClusterType: 

5 """Specifies names of specific clustering algorithms 

6 

7 Attributes 

8 ---------- 

9 OPTICS: str 

10 OPTICS 

11 DBSCAN: str 

12 DBSCAN 

13 KMeans: str 

14 KMeans 

15 SpectralClustering: str 

16 SpectralClustering 

17 """ 

18 

19 OPTICS = "OPTICS" 

20 DBSCAN = "DBSCAN" 

21 KMeans = "KMeans" 

22 SpectralClustering = "SpectralClustering" 

23 

24 @staticmethod 

25 def get_cluster_type_name() -> typing.List[str]: 

26 """Get the name of the clustering algorithms""" 

27 return [ 

28 ClusterType.OPTICS, 

29 ClusterType.DBSCAN, 

30 ClusterType.KMeans, 

31 ClusterType.SpectralClustering, 

32 ] 

33 

34 

35class DetectorType: 

36 """Specifies names of different outlier detector algorythms 

37 

38 Attributes 

39 ---------- 

40 IsolationForest: str 

41 IsolationForest 

42 OneClassSVM: str 

43 OneClassSVM 

44 LocalOutlierFactor: str 

45 LocalOutlierFactor 

46 """ 

47 

48 IsolationForest = "IsolationForest" 

49 OneClassSVM = "OneClassSVM" 

50 LocalOutlierFactor = "LocalOutlierFactor" 

51 # Experimental = "Experimental" 

52 

53 @staticmethod 

54 def get_detector_type_name() -> typing.List[str]: 

55 """Get the name of the detector algorithms""" 

56 return [ 

57 DetectorType.IsolationForest, 

58 DetectorType.OneClassSVM, 

59 DetectorType.LocalOutlierFactor, 

60 ]