dataeval.core.ClusterStats¶

class dataeval.core.ClusterStats¶

Pre-calculated statistics for adaptive outlier detection.

cluster_ids¶

Array of unique cluster IDs (excluding -1)

Type:¶

NDArray[np.int64]

centers¶

Cluster centers, shape (n_clusters, n_features)

Type:¶

NDArray[np.floating]

cluster_distances_mean¶

Mean distance from points to their cluster center, shape (n_clusters,)

Type:¶

NDArray[np.floating]

cluster_distances_std¶

Standard deviation of distances within each cluster, shape (n_clusters,)

Type:¶

NDArray[np.floating]

distances¶

Distance from each point to its nearest cluster center, shape (n_samples,)

Type:¶

NDArray[np.floating]

nearest_cluster_idx¶

Index of nearest cluster center for each point, shape (n_samples,)

Type:¶

NDArray[np.int64]