updated tags for dataset card

README.md

@@ -4,10 +4,10 @@ configs:
 - config_name: raw_complete_data
   data_files:
   - split: exploratory
-    path: "exploratory/raw/*-data.parquet"
+    path: exploratory/raw/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/raw/*-data.parquet"
-  features: &id004
+    path: confirmatory/raw/*-data.parquet
+  features:
   - name: subject_id
     dtype: string
   - name: datetime
@@ -22,10 +22,10 @@ configs:
 - config_name: raw_complete_labels
   data_files:
   - split: exploratory
-    path: "exploratory/raw/*-labels.parquet"
+    path: exploratory/raw/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/raw/*-labels.parquet"
-  features: &id001
+    path: confirmatory/raw/*-labels.parquet
+  features:
   - name: subject_id
     dtype: string
   - name: id
@@ -51,10 +51,10 @@ configs:
 - config_name: raw_complete_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/raw/bad_partitions/*-labels.parquet"
+    path: exploratory/raw/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/raw/bad_partitions/*-labels.parquet"
-  features: &id002
+    path: confirmatory/raw/bad_partitions/*-labels.parquet
+  features:
   - name: subject_id
     dtype: string
   - name: clustering_desc
@@ -82,10 +82,10 @@ configs:
 - config_name: raw_partial_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/raw/*-data.parquet"
+    path: exploratory/irregular_p30/raw/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/raw/*-data.parquet"
-  features: &id003
+    path: confirmatory/irregular_p30/raw/*-data.parquet
+  features:
   - name: subject_id
     dtype: string
   - name: old id
@@ -102,480 +102,1104 @@ configs:
 - config_name: raw_partial_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/raw/*-labels.parquet"
+    path: exploratory/irregular_p30/raw/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/raw/*-labels.parquet"
-  features: *id001
+    path: confirmatory/irregular_p30/raw/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: raw_partial_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/raw/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p30/raw/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/raw/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: confirmatory/irregular_p30/raw/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: raw_sparse_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/raw/*-data.parquet"
+    path: exploratory/irregular_p90/raw/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/raw/*-data.parquet"
-  features: *id003
+    path: confirmatory/irregular_p90/raw/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: old id
+    dtype: int64
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: raw_sparse_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/raw/*-labels.parquet"
+    path: exploratory/irregular_p90/raw/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/raw/*-labels.parquet"
-  features: *id001
+    path: confirmatory/irregular_p90/raw/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: raw_sparse_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/raw/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p90/raw/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/raw/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: confirmatory/irregular_p90/raw/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_complete_data
   data_files:
   - split: exploratory
-    path: "exploratory/normal/*-data.parquet"
+    path: exploratory/normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/normal/*-data.parquet"
+    path: confirmatory/normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/normal/*-data.parquet"
+    path: exploratory/reduced-data/clusters_dropped_12/normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/normal/*-data.parquet"
+    path: exploratory/reduced-data/clusters_dropped_17/normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/normal/*-data.parquet"
+    path: exploratory/reduced-data/segments_dropped_50/normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/normal/*-data.parquet"
+    path: exploratory/reduced-data/segments_dropped_75/normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/normal/*-data.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_12/normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/normal/*-data.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_17/normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/normal/*-data.parquet"
+    path: confirmatory/reduced-data/segments_dropped_50/normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/normal/*-data.parquet"
-  features: *id004
+    path: confirmatory/reduced-data/segments_dropped_75/normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: correlated_complete_labels
   data_files:
   - split: exploratory
-    path: "exploratory/normal/*-labels.parquet"
+    path: exploratory/normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/normal/*-labels.parquet"
+    path: confirmatory/normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/normal/*-labels.parquet"
+    path: exploratory/reduced-data/clusters_dropped_12/normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/normal/*-labels.parquet"
+    path: exploratory/reduced-data/clusters_dropped_17/normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/normal/*-labels.parquet"
+    path: exploratory/reduced-data/segments_dropped_50/normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/normal/*-labels.parquet"
+    path: exploratory/reduced-data/segments_dropped_75/normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/normal/*-labels.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_12/normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/normal/*-labels.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_17/normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/normal/*-labels.parquet"
+    path: confirmatory/reduced-data/segments_dropped_50/normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/normal/*-labels.parquet"
-  features: *id001
+    path: confirmatory/reduced-data/segments_dropped_75/normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_complete_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/normal/bad_partitions/*-labels.parquet"
+    path: exploratory/normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_partial_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/normal/*-data.parquet"
+    path: exploratory/irregular_p30/normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/normal/*-data.parquet"
+    path: confirmatory/irregular_p30/normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/*-data.parquet"
-  features: *id003
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: old id
+    dtype: int64
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: correlated_partial_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/normal/*-labels.parquet"
+    path: exploratory/irregular_p30/normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/normal/*-labels.parquet"
+    path: confirmatory/irregular_p30/normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/*-labels.parquet"
-  features: *id001
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_partial_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_sparse_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/normal/*-data.parquet"
+    path: exploratory/irregular_p90/normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/normal/*-data.parquet"
+    path: confirmatory/irregular_p90/normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/*-data.parquet"
-  features: *id003
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: old id
+    dtype: int64
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: correlated_sparse_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/normal/*-labels.parquet"
+    path: exploratory/irregular_p90/normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/normal/*-labels.parquet"
+    path: confirmatory/irregular_p90/normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/*-labels.parquet"
-  features: *id001
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: correlated_sparse_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_complete_data
   data_files:
   - split: exploratory
-    path: "exploratory/non_normal/*-data.parquet"
+    path: exploratory/non_normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/non_normal/*-data.parquet"
+    path: confirmatory/non_normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/non_normal/*-data.parquet"
+    path: exploratory/reduced-data/clusters_dropped_12/non_normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/non_normal/*-data.parquet"
+    path: exploratory/reduced-data/clusters_dropped_17/non_normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/non_normal/*-data.parquet"
+    path: exploratory/reduced-data/segments_dropped_50/non_normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/non_normal/*-data.parquet"
+    path: exploratory/reduced-data/segments_dropped_75/non_normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/non_normal/*-data.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_12/non_normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/non_normal/*-data.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_17/non_normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/non_normal/*-data.parquet"
+    path: confirmatory/reduced-data/segments_dropped_50/non_normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/non_normal/*-data.parquet"
-  features: *id004
+    path: confirmatory/reduced-data/segments_dropped_75/non_normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: nonnormal_complete_labels
   data_files:
   - split: exploratory
-    path: "exploratory/non_normal/*-labels.parquet"
+    path: exploratory/non_normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/non_normal/*-labels.parquet"
+    path: confirmatory/non_normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/non_normal/*-labels.parquet"
+    path: exploratory/reduced-data/clusters_dropped_12/non_normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/non_normal/*-labels.parquet"
+    path: exploratory/reduced-data/clusters_dropped_17/non_normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/non_normal/*-labels.parquet"
+    path: exploratory/reduced-data/segments_dropped_50/non_normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/non_normal/*-labels.parquet"
+    path: exploratory/reduced-data/segments_dropped_75/non_normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/non_normal/*-labels.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_12/non_normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/non_normal/*-labels.parquet"
+    path: confirmatory/reduced-data/clusters_dropped_17/non_normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/non_normal/*-labels.parquet"
+    path: confirmatory/reduced-data/segments_dropped_50/non_normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/non_normal/*-labels.parquet"
-  features: *id001
+    path: confirmatory/reduced-data/segments_dropped_75/non_normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_complete_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/non_normal/bad_partitions/*-labels.parquet"
+    path: exploratory/non_normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/non_normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/non_normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/non_normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_partial_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/non_normal/*-data.parquet"
+    path: exploratory/irregular_p30/non_normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/non_normal/*-data.parquet"
+    path: confirmatory/irregular_p30/non_normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-data.parquet"
-  features: *id003
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: old id
+    dtype: int64
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: nonnormal_partial_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/non_normal/*-labels.parquet"
+    path: exploratory/irregular_p30/non_normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/non_normal/*-labels.parquet"
+    path: confirmatory/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-labels.parquet"
-  features: *id001
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_partial_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p30/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p30/non_normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_sparse_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/non_normal/*-data.parquet"
+    path: exploratory/irregular_p90/non_normal/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/non_normal/*-data.parquet"
+    path: confirmatory/irregular_p90/non_normal/*-data.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-data.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-data.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-data.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-data.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-data.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-data.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-data.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-data.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-data.parquet"
-  features: *id003
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: old id
+    dtype: int64
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: nonnormal_sparse_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/non_normal/*-labels.parquet"
+    path: exploratory/irregular_p90/non_normal/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/non_normal/*-labels.parquet"
+    path: confirmatory/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-labels.parquet"
-  features: *id001
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: nonnormal_sparse_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: confirmatory/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_exploratory
-    path: "exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_50/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_exploratory
-    path: "exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      exploratory/reduced-data/segments_dropped_75/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_11_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_12/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_6_clusters_confirmatory
-    path: "confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/clusters_dropped_17/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_50_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
+    path: >-
+      confirmatory/reduced-data/segments_dropped_50/irregular_p90/non_normal/bad_partitions/*-labels.parquet
   - split: reduced_25_segments_confirmatory
-    path: "confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: >-
+      confirmatory/reduced-data/segments_dropped_75/irregular_p90/non_normal/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_complete_data
   data_files:
   - split: exploratory
-    path: "exploratory/resampled_1min/*-data.parquet"
+    path: exploratory/resampled_1min/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/resampled_1min/*-data.parquet"
-  features: *id004
+    path: confirmatory/resampled_1min/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: downsampled_complete_labels
   data_files:
   - split: exploratory
-    path: "exploratory/resampled_1min/*-labels.parquet"
+    path: exploratory/resampled_1min/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/resampled_1min/*-labels.parquet"
-  features: *id001
+    path: confirmatory/resampled_1min/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_complete_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/resampled_1min/bad_partitions/*-labels.parquet"
+    path: exploratory/resampled_1min/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/resampled_1min/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: confirmatory/resampled_1min/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_partial_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/resampled_1min/*-data.parquet"
+    path: exploratory/irregular_p30/resampled_1min/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/resampled_1min/*-data.parquet"
-  features: &id005
+    path: confirmatory/irregular_p30/resampled_1min/*-data.parquet
+  features:
   - name: subject_id
     dtype: string
   - name: datetime
@@ -592,38 +1216,151 @@ configs:
 - config_name: downsampled_partial_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/resampled_1min/*-labels.parquet"
+    path: exploratory/irregular_p30/resampled_1min/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/resampled_1min/*-labels.parquet"
-  features: *id001
+    path: confirmatory/irregular_p30/resampled_1min/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_partial_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: confirmatory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_sparse_data
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/resampled_1min/*-data.parquet"
+    path: exploratory/irregular_p90/resampled_1min/*-data.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/resampled_1min/*-data.parquet"
-  features: *id005
+    path: confirmatory/irregular_p90/resampled_1min/*-data.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: datetime
+    dtype: string
+    type: timestamp
+  - name: original_index
+    dtype: float64
+  - name: iob
+    dtype: float64
+  - name: cob
+    dtype: float64
+  - name: ig
+    dtype: float64
 - config_name: downsampled_sparse_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/resampled_1min/*-labels.parquet"
+    path: exploratory/irregular_p90/resampled_1min/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/resampled_1min/*-labels.parquet"
-  features: *id001
+    path: confirmatory/irregular_p90/resampled_1min/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
 - config_name: downsampled_sparse_badclustering_labels
   data_files:
   - split: exploratory
-    path: "exploratory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet"
+    path: exploratory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet
   - split: confirmatory
-    path: "confirmatory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet"
-  features: *id002
+    path: confirmatory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet
+  features:
+  - name: subject_id
+    dtype: string
+  - name: clustering_desc
+    dtype: string
+  - name: id
+    dtype: int32
+  - name: start idx
+    dtype: int32
+  - name: end idx
+    dtype: int32
+  - name: length
+    dtype: int32
+  - name: cluster_id
+    dtype: int32
+  - name: correlation to model
+    dtype: string
+  - name: correlation achieved
+    dtype: string
+  - name: correlation achieved with tolerance
+    dtype: string
+  - name: MAE
+    dtype: float32
+  - name: relaxed MAE
+    dtype: float32
+tags:
+- timeseries
+- timeseries clustering
+- changepoint-detection
+- correlation-structure
+- synthetic
+- benchmark
+pretty_name: 'CSTS: Correlation Structures in Time Series'
 ---
 
 # CSTS - Correlation Structures in Time Series