---
pretty_name: "ESdB: Embeddings for Sequential Data Benchmark"
license: cc-by-4.0
language:
  - en
task_categories:
  - tabular-classification
  - tabular-regression
  - time-series-forecasting
configs:
  - config_name: 30music
    data_files:
      - split: train
        path: 30music/train/*.parquet
      - split: test
        path: 30music/test/*.parquet
  - config_name: age
    data_files:
      - split: train
        path: age/train/*.parquet
      - split: test
        path: age/test/*.parquet
  - config_name: alpha
    data_files:
      - split: train
        path: alpha/train/*.parquet
      - split: test
        path: alpha/test/*.parquet
  - config_name: electric_devices
    data_files:
      - split: train
        path: electric_devices/train/*.parquet
      - split: test
        path: electric_devices/test/*.parquet
  - config_name: ett
    data_files:
      - split: train
        path: ett/train/*.parquet
      - split: test
        path: ett/test/*.parquet
  - config_name: favorita
    data_files:
      - split: train
        path: favorita/train/*.parquet
      - split: test
        path: favorita/test/*.parquet
  - config_name: rossman
    data_files:
      - split: train
        path: rossman/train/*.parquet
      - split: test
        path: rossman/test/*.parquet
  - config_name: taobao
    data_files:
      - split: train
        path: taobao/train/*.parquet
      - split: test
        path: taobao/test/*.parquet
  - config_name: twitter
    data_files:
      - split: train
        path: twitter/train/*.parquet
      - split: test
        path: twitter/test/*.parquet
  - config_name: x5-retail
    data_files:
      - split: train
        path: x5-retail/train/*.parquet
      - split: test
        path: x5-retail/test/*.parquet
  - config_name: yambda
    data_files:
      - split: train
        path: yambda/train/*.parquet
      - split: test
        path: yambda/test/*.parquet
  - config_name: zvuk
    data_files:
      - split: train
        path: zvuk/train/*.parquet
      - split: test
        path: zvuk/test/*.parquet
tags:
  - event-sequences
  - timeseries
  - anomaly-detection
  - benchmark
---

# ESdB: Embeddings for Sequential Data Benchmark

ESdB provides reproducible splits, evaluation shifts, and downstream targets
for benchmarking representations of sequential data.

This repository contains benchmark annotations only. It does not redistribute
the original events or input features. Original datasets must be obtained from
their respective sources and can be reproduced with the preprocessing code in
the [ESdB repository](https://github.com/On-Point-RND/ESdB-Embeddings-for-Sequential-data-Benchmark).

## Structure

Each dataset contains `train` and `test` Parquet directories:

```text
<dataset>/train/
<dataset>/test/
```

The files contain:

- an identifier inherited from the source dataset;
- `shifts`: positions used to construct local downstream targets;
- `global_train`: the global-task train/test assignment;
- `target__*`: source-provided or ESdB-derived downstream targets.

## Datasets

`30music`, `age`, `alpha`, `electric_devices`, `ett`, `favorita`, `rossman`,
`taobao`, `twitter`, `x5-retail`, `yambda`, and `zvuk`.

## License

CC BY 4.0 applies to the benchmark annotations, split definitions, evaluation
shifts, and documentation created by the ESdB authors. It does not relicense
the original source datasets. Source-provided identifiers and labels remain
subject to their respective source terms.