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idegen
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csts

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Time-series
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Tags:
timeseries
timeseries clustering
changepoint-detection
correlation-structure
Synthetic
benchmark
Libraries:
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Dask
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idegen commited on
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  1. README.md +117 -16
README.md CHANGED
@@ -4,8 +4,8 @@ configs:
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  - config_name: correlated_complete_data
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  data_files:
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  - split: exploratory
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- path: "exploratory/normal/*-data.parquet"
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- features: &id001
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  - name: subject_id
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  dtype: string
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  - name: datetime
@@ -20,8 +20,8 @@ configs:
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  - config_name: correlated_complete_labels
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  data_files:
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  - split: exploratory
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- path: "exploratory/normal/*-labels.parquet"
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- features: &id002
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  - name: subject_id
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  dtype: string
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  - name: id
@@ -47,33 +47,134 @@ configs:
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  - config_name: nonnormal_complete_data
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  data_files:
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  - split: exploratory
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- path: "exploratory/non_normal/*-data.parquet"
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- features: *id001
 
 
 
 
 
 
 
 
 
 
 
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  - config_name: nonnormal_complete_labels
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  data_files:
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  - split: exploratory
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- path: "exploratory/non_normal/*-labels.parquet"
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- features: *id002
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - config_name: correlated_complete_data
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  data_files:
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  - split: confirmatory
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- path: "confirmatory/normal/*-data.parquet"
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- features: *id001
 
 
 
 
 
 
 
 
 
 
 
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  - config_name: correlated_complete_labels
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  data_files:
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  - split: confirmatory
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- path: "confirmatory/normal/*-labels.parquet"
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- features: *id002
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - config_name: nonnormal_complete_data
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  data_files:
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  - split: confirmatory
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- path: "confirmatory/non_normal/*-data.parquet"
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- features: *id001
 
 
 
 
 
 
 
 
 
 
 
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  - config_name: nonnormal_complete_labels
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  data_files:
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  - split: confirmatory
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- path: "confirmatory/non_normal/*-labels.parquet"
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- features: *id002
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  # CSTS - Correlation Structures in Time Series
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  - config_name: correlated_complete_data
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  data_files:
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  - split: exploratory
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+ path: exploratory/normal/*-data.parquet
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+ features:
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  - name: subject_id
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  dtype: string
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  - name: datetime
 
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  - config_name: correlated_complete_labels
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  data_files:
22
  - split: exploratory
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+ path: exploratory/normal/*-labels.parquet
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+ features:
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  - name: subject_id
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  dtype: string
27
  - name: id
 
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  - config_name: nonnormal_complete_data
48
  data_files:
49
  - split: exploratory
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+ path: exploratory/non_normal/*-data.parquet
51
+ features:
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+ - name: subject_id
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+ dtype: string
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+ - name: datetime
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+ dtype: string
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+ type: timestamp
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+ - name: iob
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+ dtype: float32
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+ - name: cob
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+ dtype: float32
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+ - name: ig
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+ dtype: float32
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  - config_name: nonnormal_complete_labels
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  data_files:
65
  - split: exploratory
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+ path: exploratory/non_normal/*-labels.parquet
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+ features:
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+ - name: subject_id
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+ dtype: string
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+ - name: id
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+ dtype: int32
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+ - name: start idx
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+ dtype: int32
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+ - name: end idx
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+ dtype: int32
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+ - name: length
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+ dtype: int32
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+ - name: cluster_id
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+ dtype: int32
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+ - name: correlation to model
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+ dtype: string
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+ - name: correlation achieved
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+ dtype: string
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+ - name: correlation achieved with tolerance
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+ dtype: string
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+ - name: MAE
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+ dtype: float32
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+ - name: relaxed MAE
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+ dtype: float32
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  - config_name: correlated_complete_data
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  data_files:
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  - split: confirmatory
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+ path: confirmatory/normal/*-data.parquet
94
+ features:
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+ - name: subject_id
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+ dtype: string
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+ - name: datetime
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+ dtype: string
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+ type: timestamp
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+ - name: iob
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+ dtype: float32
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+ - name: cob
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+ dtype: float32
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+ - name: ig
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+ dtype: float32
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  - config_name: correlated_complete_labels
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  data_files:
108
  - split: confirmatory
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+ path: confirmatory/normal/*-labels.parquet
110
+ features:
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+ - name: subject_id
112
+ dtype: string
113
+ - name: id
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+ dtype: int32
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+ - name: start idx
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+ dtype: int32
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+ - name: end idx
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+ dtype: int32
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+ - name: length
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+ dtype: int32
121
+ - name: cluster_id
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+ dtype: int32
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+ - name: correlation to model
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+ dtype: string
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+ - name: correlation achieved
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+ dtype: string
127
+ - name: correlation achieved with tolerance
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+ dtype: string
129
+ - name: MAE
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+ dtype: float32
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+ - name: relaxed MAE
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+ dtype: float32
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  - config_name: nonnormal_complete_data
134
  data_files:
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  - split: confirmatory
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+ path: confirmatory/non_normal/*-data.parquet
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+ features:
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+ - name: subject_id
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+ dtype: string
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+ - name: datetime
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+ dtype: string
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+ type: timestamp
143
+ - name: iob
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+ dtype: float32
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+ - name: cob
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+ dtype: float32
147
+ - name: ig
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+ dtype: float32
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  - config_name: nonnormal_complete_labels
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  data_files:
151
  - split: confirmatory
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+ path: confirmatory/non_normal/*-labels.parquet
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+ features:
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+ - name: subject_id
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+ dtype: string
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+ - name: id
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+ dtype: int32
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+ - name: start idx
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+ dtype: int32
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+ - name: end idx
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+ dtype: int32
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+ - name: length
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+ dtype: int32
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+ - name: cluster_id
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+ dtype: int32
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+ - name: correlation to model
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+ dtype: string
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+ - name: correlation achieved
169
+ dtype: string
170
+ - name: correlation achieved with tolerance
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+ dtype: string
172
+ - name: MAE
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+ dtype: float32
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+ - name: relaxed MAE
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+ dtype: float32
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+ tags:
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+ - timeseries
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  ---
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  # CSTS - Correlation Structures in Time Series
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