Datasets:
Formats:
parquet
Size:
100M - 1B
ArXiv:
Tags:
timeseries
timeseries clustering
changepoint-detection
correlation-structure
Synthetic
benchmark
DOI:
License:
Trying a much simpler configuration to start with
Browse files
README.md
CHANGED
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@@ -1,10 +1,10 @@
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---
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license: cc-by-4.0
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configs:
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-
- config_name:
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data_files:
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- split: exploratory
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-
path: "exploratory/
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features: &id001
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- name: subject_id
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dtype: string
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@@ -17,10 +17,10 @@ configs:
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dtype: float32
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- name: ig
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dtype: float32
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-
- config_name:
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data_files:
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- split: exploratory
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-
path: "exploratory/
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features: &id002
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- name: subject_id
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dtype: string
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@@ -44,110 +44,6 @@ configs:
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dtype: float32
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- name: relaxed MAE
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dtype: float32
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| 47 |
-
- config_name: raw_complete_badclustering_labels
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| 48 |
-
data_files:
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| 49 |
-
- split: exploratory
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-
path: "exploratory/raw/bad_partitions/*-labels.parquet"
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-
features: &id003
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-
- name: subject_id
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-
dtype: string
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-
- name: cluster_desc
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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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| 72 |
-
- name: MAE
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-
dtype: float32
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| 74 |
-
- name: relaxed MAE
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| 75 |
-
dtype: float32
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| 76 |
-
- config_name: raw_partial_data
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| 77 |
-
data_files:
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| 78 |
-
- split: exploratory
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| 79 |
-
path: "exploratory/irregular_p30/raw/*-data.parquet"
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| 80 |
-
features: *id001
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| 81 |
-
- config_name: raw_partial_labels
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| 82 |
-
data_files:
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| 83 |
-
- split: exploratory
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| 84 |
-
path: "exploratory/irregular_p30/raw/*-labels.parquet"
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| 85 |
-
features: *id002
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| 86 |
-
- config_name: raw_partial_badclustering_labels
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| 87 |
-
data_files:
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| 88 |
-
- split: exploratory
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| 89 |
-
path: "exploratory/irregular_p30/raw/bad_partitions/*-labels.parquet"
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| 90 |
-
features: *id003
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| 91 |
-
- config_name: raw_sparse_data
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| 92 |
-
data_files:
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-
- split: exploratory
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| 94 |
-
path: "exploratory/irregular_p90/raw/*-data.parquet"
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-
features: *id001
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| 96 |
-
- config_name: raw_sparse_labels
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-
data_files:
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-
- split: exploratory
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| 99 |
-
path: "exploratory/irregular_p90/raw/*-labels.parquet"
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| 100 |
-
features: *id002
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| 101 |
-
- config_name: raw_sparse_badclustering_labels
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| 102 |
-
data_files:
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| 103 |
-
- split: exploratory
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| 104 |
-
path: "exploratory/irregular_p90/raw/bad_partitions/*-labels.parquet"
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| 105 |
-
features: *id003
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| 106 |
-
- config_name: correlated_complete_data
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| 107 |
-
data_files:
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| 108 |
-
- split: exploratory
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| 109 |
-
path: "exploratory/normal/*-data.parquet"
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| 110 |
-
features: *id001
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| 111 |
-
- config_name: correlated_complete_labels
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| 112 |
-
data_files:
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| 113 |
-
- split: exploratory
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| 114 |
-
path: "exploratory/normal/*-labels.parquet"
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| 115 |
-
features: *id002
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| 116 |
-
- config_name: correlated_complete_badclustering_labels
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| 117 |
-
data_files:
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| 118 |
-
- split: exploratory
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| 119 |
-
path: "exploratory/normal/bad_partitions/*-labels.parquet"
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| 120 |
-
features: *id003
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| 121 |
-
- config_name: correlated_partial_data
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| 122 |
-
data_files:
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| 123 |
-
- split: exploratory
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| 124 |
-
path: "exploratory/irregular_p30/normal/*-data.parquet"
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| 125 |
-
features: *id001
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| 126 |
-
- config_name: correlated_partial_labels
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| 127 |
-
data_files:
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| 128 |
-
- split: exploratory
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| 129 |
-
path: "exploratory/irregular_p30/normal/*-labels.parquet"
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| 130 |
-
features: *id002
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| 131 |
-
- config_name: correlated_partial_badclustering_labels
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| 132 |
-
data_files:
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| 133 |
-
- split: exploratory
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| 134 |
-
path: "exploratory/irregular_p30/normal/bad_partitions/*-labels.parquet"
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| 135 |
-
features: *id003
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| 136 |
-
- config_name: correlated_sparse_data
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| 137 |
-
data_files:
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| 138 |
-
- split: exploratory
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| 139 |
-
path: "exploratory/irregular_p90/normal/*-data.parquet"
|
| 140 |
-
features: *id001
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| 141 |
-
- config_name: correlated_sparse_labels
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| 142 |
-
data_files:
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| 143 |
-
- split: exploratory
|
| 144 |
-
path: "exploratory/irregular_p90/normal/*-labels.parquet"
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| 145 |
-
features: *id002
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| 146 |
-
- config_name: correlated_sparse_badclustering_labels
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| 147 |
-
data_files:
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| 148 |
-
- split: exploratory
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| 149 |
-
path: "exploratory/irregular_p90/normal/bad_partitions/*-labels.parquet"
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| 150 |
-
features: *id003
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| 151 |
- config_name: nonnormal_complete_data
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data_files:
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- split: exploratory
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|
@@ -158,131 +54,6 @@ configs:
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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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| 161 |
-
- config_name: nonnormal_complete_badclustering_labels
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| 162 |
-
data_files:
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| 163 |
-
- split: exploratory
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| 164 |
-
path: "exploratory/non_normal/bad_partitions/*-labels.parquet"
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| 165 |
-
features: *id003
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| 166 |
-
- config_name: nonnormal_partial_data
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| 167 |
-
data_files:
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| 168 |
-
- split: exploratory
|
| 169 |
-
path: "exploratory/irregular_p30/non_normal/*-data.parquet"
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| 170 |
-
features: *id001
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| 171 |
-
- config_name: nonnormal_partial_labels
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| 172 |
-
data_files:
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| 173 |
-
- split: exploratory
|
| 174 |
-
path: "exploratory/irregular_p30/non_normal/*-labels.parquet"
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| 175 |
-
features: *id002
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| 176 |
-
- config_name: nonnormal_partial_badclustering_labels
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| 177 |
-
data_files:
|
| 178 |
-
- split: exploratory
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| 179 |
-
path: "exploratory/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
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| 180 |
-
features: *id003
|
| 181 |
-
- config_name: nonnormal_sparse_data
|
| 182 |
-
data_files:
|
| 183 |
-
- split: exploratory
|
| 184 |
-
path: "exploratory/irregular_p90/non_normal/*-data.parquet"
|
| 185 |
-
features: *id001
|
| 186 |
-
- config_name: nonnormal_sparse_labels
|
| 187 |
-
data_files:
|
| 188 |
-
- split: exploratory
|
| 189 |
-
path: "exploratory/irregular_p90/non_normal/*-labels.parquet"
|
| 190 |
-
features: *id002
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| 191 |
-
- config_name: nonnormal_sparse_badclustering_labels
|
| 192 |
-
data_files:
|
| 193 |
-
- split: exploratory
|
| 194 |
-
path: "exploratory/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
|
| 195 |
-
features: *id003
|
| 196 |
-
- config_name: downsampled_complete_data
|
| 197 |
-
data_files:
|
| 198 |
-
- split: exploratory
|
| 199 |
-
path: "exploratory/resampled_1min/*-data.parquet"
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| 200 |
-
features: *id001
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| 201 |
-
- config_name: downsampled_complete_labels
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| 202 |
-
data_files:
|
| 203 |
-
- split: exploratory
|
| 204 |
-
path: "exploratory/resampled_1min/*-labels.parquet"
|
| 205 |
-
features: *id002
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| 206 |
-
- config_name: downsampled_complete_badclustering_labels
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| 207 |
-
data_files:
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| 208 |
-
- split: exploratory
|
| 209 |
-
path: "exploratory/resampled_1min/bad_partitions/*-labels.parquet"
|
| 210 |
-
features: *id003
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| 211 |
-
- config_name: downsampled_partial_data
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| 212 |
-
data_files:
|
| 213 |
-
- split: exploratory
|
| 214 |
-
path: "exploratory/irregular_p30/resampled_1min/*-data.parquet"
|
| 215 |
-
features: *id001
|
| 216 |
-
- config_name: downsampled_partial_labels
|
| 217 |
-
data_files:
|
| 218 |
-
- split: exploratory
|
| 219 |
-
path: "exploratory/irregular_p30/resampled_1min/*-labels.parquet"
|
| 220 |
-
features: *id002
|
| 221 |
-
- config_name: downsampled_partial_badclustering_labels
|
| 222 |
-
data_files:
|
| 223 |
-
- split: exploratory
|
| 224 |
-
path: "exploratory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet"
|
| 225 |
-
features: *id003
|
| 226 |
-
- config_name: downsampled_sparse_data
|
| 227 |
-
data_files:
|
| 228 |
-
- split: exploratory
|
| 229 |
-
path: "exploratory/irregular_p90/resampled_1min/*-data.parquet"
|
| 230 |
-
features: *id001
|
| 231 |
-
- config_name: downsampled_sparse_labels
|
| 232 |
-
data_files:
|
| 233 |
-
- split: exploratory
|
| 234 |
-
path: "exploratory/irregular_p90/resampled_1min/*-labels.parquet"
|
| 235 |
-
features: *id002
|
| 236 |
-
- config_name: downsampled_sparse_badclustering_labels
|
| 237 |
-
data_files:
|
| 238 |
-
- split: exploratory
|
| 239 |
-
path: "exploratory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet"
|
| 240 |
-
features: *id003
|
| 241 |
-
- config_name: raw_complete_data
|
| 242 |
-
data_files:
|
| 243 |
-
- split: confirmatory
|
| 244 |
-
path: "confirmatory/raw/*-data.parquet"
|
| 245 |
-
features: *id001
|
| 246 |
-
- config_name: raw_complete_labels
|
| 247 |
-
data_files:
|
| 248 |
-
- split: confirmatory
|
| 249 |
-
path: "confirmatory/raw/*-labels.parquet"
|
| 250 |
-
features: *id002
|
| 251 |
-
- config_name: raw_complete_badclustering_labels
|
| 252 |
-
data_files:
|
| 253 |
-
- split: confirmatory
|
| 254 |
-
path: "confirmatory/raw/bad_partitions/*-labels.parquet"
|
| 255 |
-
features: *id003
|
| 256 |
-
- config_name: raw_partial_data
|
| 257 |
-
data_files:
|
| 258 |
-
- split: confirmatory
|
| 259 |
-
path: "confirmatory/irregular_p30/raw/*-data.parquet"
|
| 260 |
-
features: *id001
|
| 261 |
-
- config_name: raw_partial_labels
|
| 262 |
-
data_files:
|
| 263 |
-
- split: confirmatory
|
| 264 |
-
path: "confirmatory/irregular_p30/raw/*-labels.parquet"
|
| 265 |
-
features: *id002
|
| 266 |
-
- config_name: raw_partial_badclustering_labels
|
| 267 |
-
data_files:
|
| 268 |
-
- split: confirmatory
|
| 269 |
-
path: "confirmatory/irregular_p30/raw/bad_partitions/*-labels.parquet"
|
| 270 |
-
features: *id003
|
| 271 |
-
- config_name: raw_sparse_data
|
| 272 |
-
data_files:
|
| 273 |
-
- split: confirmatory
|
| 274 |
-
path: "confirmatory/irregular_p90/raw/*-data.parquet"
|
| 275 |
-
features: *id001
|
| 276 |
-
- config_name: raw_sparse_labels
|
| 277 |
-
data_files:
|
| 278 |
-
- split: confirmatory
|
| 279 |
-
path: "confirmatory/irregular_p90/raw/*-labels.parquet"
|
| 280 |
-
features: *id002
|
| 281 |
-
- config_name: raw_sparse_badclustering_labels
|
| 282 |
-
data_files:
|
| 283 |
-
- split: confirmatory
|
| 284 |
-
path: "confirmatory/irregular_p90/raw/bad_partitions/*-labels.parquet"
|
| 285 |
-
features: *id003
|
| 286 |
- config_name: correlated_complete_data
|
| 287 |
data_files:
|
| 288 |
- split: confirmatory
|
|
@@ -293,41 +64,6 @@ configs:
|
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| 293 |
- split: confirmatory
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| 294 |
path: "confirmatory/normal/*-labels.parquet"
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| 295 |
features: *id002
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| 296 |
-
- config_name: correlated_complete_badclustering_labels
|
| 297 |
-
data_files:
|
| 298 |
-
- split: confirmatory
|
| 299 |
-
path: "confirmatory/normal/bad_partitions/*-labels.parquet"
|
| 300 |
-
features: *id003
|
| 301 |
-
- config_name: correlated_partial_data
|
| 302 |
-
data_files:
|
| 303 |
-
- split: confirmatory
|
| 304 |
-
path: "confirmatory/irregular_p30/normal/*-data.parquet"
|
| 305 |
-
features: *id001
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| 306 |
-
- config_name: correlated_partial_labels
|
| 307 |
-
data_files:
|
| 308 |
-
- split: confirmatory
|
| 309 |
-
path: "confirmatory/irregular_p30/normal/*-labels.parquet"
|
| 310 |
-
features: *id002
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| 311 |
-
- config_name: correlated_partial_badclustering_labels
|
| 312 |
-
data_files:
|
| 313 |
-
- split: confirmatory
|
| 314 |
-
path: "confirmatory/irregular_p30/normal/bad_partitions/*-labels.parquet"
|
| 315 |
-
features: *id003
|
| 316 |
-
- config_name: correlated_sparse_data
|
| 317 |
-
data_files:
|
| 318 |
-
- split: confirmatory
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| 319 |
-
path: "confirmatory/irregular_p90/normal/*-data.parquet"
|
| 320 |
-
features: *id001
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| 321 |
-
- config_name: correlated_sparse_labels
|
| 322 |
-
data_files:
|
| 323 |
-
- split: confirmatory
|
| 324 |
-
path: "confirmatory/irregular_p90/normal/*-labels.parquet"
|
| 325 |
-
features: *id002
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| 326 |
-
- config_name: correlated_sparse_badclustering_labels
|
| 327 |
-
data_files:
|
| 328 |
-
- split: confirmatory
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| 329 |
-
path: "confirmatory/irregular_p90/normal/bad_partitions/*-labels.parquet"
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| 330 |
-
features: *id003
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| 331 |
- config_name: nonnormal_complete_data
|
| 332 |
data_files:
|
| 333 |
- split: confirmatory
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|
@@ -338,86 +74,6 @@ configs:
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- split: confirmatory
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| 339 |
path: "confirmatory/non_normal/*-labels.parquet"
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| 340 |
features: *id002
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| 341 |
-
- config_name: nonnormal_complete_badclustering_labels
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| 342 |
-
data_files:
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| 343 |
-
- split: confirmatory
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| 344 |
-
path: "confirmatory/non_normal/bad_partitions/*-labels.parquet"
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| 345 |
-
features: *id003
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| 346 |
-
- config_name: nonnormal_partial_data
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| 347 |
-
data_files:
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| 348 |
-
- split: confirmatory
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| 349 |
-
path: "confirmatory/irregular_p30/non_normal/*-data.parquet"
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| 350 |
-
features: *id001
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| 351 |
-
- config_name: nonnormal_partial_labels
|
| 352 |
-
data_files:
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-
- split: confirmatory
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-
path: "confirmatory/irregular_p30/non_normal/*-labels.parquet"
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-
features: *id002
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| 356 |
-
- config_name: nonnormal_partial_badclustering_labels
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| 357 |
-
data_files:
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| 358 |
-
- split: confirmatory
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-
path: "confirmatory/irregular_p30/non_normal/bad_partitions/*-labels.parquet"
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| 360 |
-
features: *id003
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| 361 |
-
- config_name: nonnormal_sparse_data
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| 362 |
-
data_files:
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-
- split: confirmatory
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-
path: "confirmatory/irregular_p90/non_normal/*-data.parquet"
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| 365 |
-
features: *id001
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-
- config_name: nonnormal_sparse_labels
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| 367 |
-
data_files:
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| 368 |
-
- split: confirmatory
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-
path: "confirmatory/irregular_p90/non_normal/*-labels.parquet"
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| 370 |
-
features: *id002
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| 371 |
-
- config_name: nonnormal_sparse_badclustering_labels
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| 372 |
-
data_files:
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| 373 |
-
- split: confirmatory
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| 374 |
-
path: "confirmatory/irregular_p90/non_normal/bad_partitions/*-labels.parquet"
|
| 375 |
-
features: *id003
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| 376 |
-
- config_name: downsampled_complete_data
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| 377 |
-
data_files:
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| 378 |
-
- split: confirmatory
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| 379 |
-
path: "confirmatory/resampled_1min/*-data.parquet"
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| 380 |
-
features: *id001
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| 381 |
-
- config_name: downsampled_complete_labels
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| 382 |
-
data_files:
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| 383 |
-
- split: confirmatory
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| 384 |
-
path: "confirmatory/resampled_1min/*-labels.parquet"
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| 385 |
-
features: *id002
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| 386 |
-
- config_name: downsampled_complete_badclustering_labels
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| 387 |
-
data_files:
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| 388 |
-
- split: confirmatory
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| 389 |
-
path: "confirmatory/resampled_1min/bad_partitions/*-labels.parquet"
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| 390 |
-
features: *id003
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| 391 |
-
- config_name: downsampled_partial_data
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| 392 |
-
data_files:
|
| 393 |
-
- split: confirmatory
|
| 394 |
-
path: "confirmatory/irregular_p30/resampled_1min/*-data.parquet"
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| 395 |
-
features: *id001
|
| 396 |
-
- config_name: downsampled_partial_labels
|
| 397 |
-
data_files:
|
| 398 |
-
- split: confirmatory
|
| 399 |
-
path: "confirmatory/irregular_p30/resampled_1min/*-labels.parquet"
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features: *id002
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- config_name: downsampled_partial_badclustering_labels
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| 402 |
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data_files:
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| 403 |
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- split: confirmatory
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| 404 |
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path: "confirmatory/irregular_p30/resampled_1min/bad_partitions/*-labels.parquet"
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features: *id003
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- config_name: downsampled_sparse_data
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| 407 |
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data_files:
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| 408 |
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- split: confirmatory
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| 409 |
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path: "confirmatory/irregular_p90/resampled_1min/*-data.parquet"
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features: *id001
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- config_name: downsampled_sparse_labels
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data_files:
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| 413 |
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- split: confirmatory
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path: "confirmatory/irregular_p90/resampled_1min/*-labels.parquet"
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features: *id002
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- config_name: downsampled_sparse_badclustering_labels
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| 417 |
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data_files:
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| 418 |
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- split: confirmatory
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| 419 |
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path: "confirmatory/irregular_p90/resampled_1min/bad_partitions/*-labels.parquet"
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features: *id003
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| 421 |
---
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| 422 |
# CSTS - Correlation Structures in Time Series
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| 1 |
---
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license: cc-by-4.0
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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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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:
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| 22 |
- 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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dtype: float32
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- name: relaxed MAE
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dtype: float32
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| 47 |
- config_name: nonnormal_complete_data
|
| 48 |
data_files:
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| 49 |
- split: exploratory
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|
| 54 |
- split: exploratory
|
| 55 |
path: "exploratory/non_normal/*-labels.parquet"
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| 56 |
features: *id002
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| 57 |
- config_name: correlated_complete_data
|
| 58 |
data_files:
|
| 59 |
- split: confirmatory
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|
| 64 |
- split: confirmatory
|
| 65 |
path: "confirmatory/normal/*-labels.parquet"
|
| 66 |
features: *id002
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| 67 |
- config_name: nonnormal_complete_data
|
| 68 |
data_files:
|
| 69 |
- split: confirmatory
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|
| 74 |
- split: confirmatory
|
| 75 |
path: "confirmatory/non_normal/*-labels.parquet"
|
| 76 |
features: *id002
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|
| 77 |
---
|
| 78 |
# CSTS - Correlation Structures in Time Series
|
| 79 |
|