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Datasets:
On-Point-Rnd
/
ESdB-Embeddings-for-Sequential-data-Benchmark

Tasks:
Tabular Classification
Tabular Regression
Time Series Forecasting
Modalities:
Tabular
Text
Time-series
Formats:
parquet
Languages:
English
Size:
1M - 10M
Tags:
event-sequences
timeseries
anomaly-detection
benchmark
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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  2. 30music/train/part-0.parquet +3 -0
  3. README.md +126 -0
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  23. ett/test/part-0.parquet +3 -0
  24. ett/train/part-0.parquet +3 -0
  25. favorita/test/part-0.parquet +3 -0
  26. favorita/train/part-0.parquet +3 -0
  27. rossman/test/part-0.parquet +3 -0
  28. rossman/train/part-0.parquet +3 -0
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+ ---
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+ pretty_name: "ESdB: Embeddings for Sequential Data Benchmark"
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+ license: cc-by-4.0
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+ language:
5
+ - en
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+ task_categories:
7
+ - tabular-classification
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+ - tabular-regression
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+ - time-series-forecasting
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+ configs:
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+ - config_name: 30music
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+ data_files:
13
+ - split: train
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+ path: 30music/train/*.parquet
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+ - split: test
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+ path: 30music/test/*.parquet
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+ - config_name: age
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+ data_files:
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+ - split: train
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+ path: age/train/*.parquet
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+ - split: test
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+ path: age/test/*.parquet
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+ - config_name: alpha
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+ data_files:
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+ - split: train
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+ path: alpha/train/*.parquet
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+ - split: test
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+ path: alpha/test/*.parquet
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+ - config_name: electric_devices
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+ data_files:
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+ - split: train
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+ path: electric_devices/train/*.parquet
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+ - split: test
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+ path: electric_devices/test/*.parquet
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+ - config_name: ett
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+ data_files:
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+ - split: train
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+ path: ett/train/*.parquet
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+ - split: test
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+ path: ett/test/*.parquet
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+ - config_name: favorita
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+ data_files:
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+ - split: train
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+ path: favorita/train/*.parquet
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+ - split: test
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+ path: favorita/test/*.parquet
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+ - config_name: rossman
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+ data_files:
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+ - split: train
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+ path: rossman/train/*.parquet
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+ - split: test
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+ path: rossman/test/*.parquet
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+ - config_name: taobao
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+ data_files:
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+ - split: train
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+ path: taobao/train/*.parquet
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+ - split: test
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+ path: taobao/test/*.parquet
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+ - config_name: twitter
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+ data_files:
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+ - split: train
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+ path: twitter/train/*.parquet
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+ - split: test
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+ path: twitter/test/*.parquet
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+ - config_name: x5-retail
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+ data_files:
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+ - split: train
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+ path: x5-retail/train/*.parquet
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+ - split: test
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+ path: x5-retail/test/*.parquet
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+ - config_name: yambda
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+ data_files:
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+ - split: train
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+ path: yambda/train/*.parquet
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+ - split: test
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+ path: yambda/test/*.parquet
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+ - config_name: zvuk
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+ data_files:
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+ - split: train
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+ path: zvuk/train/*.parquet
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+ - split: test
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+ path: zvuk/test/*.parquet
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+ tags:
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+ - event-sequences
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+ - timeseries
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+ - anomaly-detection
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+ - benchmark
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+ ---
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+
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+ # ESdB: Embeddings for Sequential Data Benchmark
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+
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+ ESdB provides reproducible splits, evaluation shifts, and downstream targets
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+ for benchmarking representations of sequential data.
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+
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+ This repository contains benchmark annotations only. It does not redistribute
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+ the original events or input features. Original datasets must be obtained from
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+ their respective sources and can be reproduced with the preprocessing code in
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+ the [ESdB repository](https://github.com/On-Point-RND/ESdB-Embeddings-for-Sequential-data-Benchmark).
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+
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+ ## Structure
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+
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+ Each dataset contains `train` and `test` Parquet directories:
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+
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+ ```text
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+ <dataset>/train/
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+ <dataset>/test/
107
+ ```
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+
109
+ The files contain:
110
+
111
+ - an identifier inherited from the source dataset;
112
+ - `shifts`: positions used to construct local downstream targets;
113
+ - `global_train`: the global-task train/test assignment;
114
+ - `target__*`: source-provided or ESdB-derived downstream targets.
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+
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+ ## Datasets
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+
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+ `30music`, `age`, `alpha`, `electric_devices`, `ett`, `favorita`, `rossman`,
119
+ `taobao`, `twitter`, `x5-retail`, `yambda`, and `zvuk`.
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+
121
+ ## License
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+
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+ CC BY 4.0 applies to the benchmark annotations, split definitions, evaluation
124
+ shifts, and documentation created by the ESdB authors. It does not relicense
125
+ the original source datasets. Source-provided identifiers and labels remain
126
+ subject to their respective source terms.
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