Datasets:
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README.md
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---
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pretty_name: pyrregular
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license:
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- cc-by-4.0
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- cc-by-nc-sa-4.0
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- cc0-1.0
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- odbl
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- odc-by
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- other
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- unknown
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license_name: dataset-specific
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---
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# pyrregular datasets
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Irregular time series datasets converted to the format of the
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[pyrregular](https://github.com/fspinna/pyrregular) library ([paper](https://openreview.net/forum?id=qetBM8nLkf)).
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```python
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from pyrregular import load_dataset
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df = load_dataset("Garment.h5")
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```
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The files are versioned with git tags (`data-v1`, ...); each pyrregular release
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downloads one fixed version.
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## Licenses
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Each dataset keeps the license of its original source; we redistribute it in a
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converted format, with attribution. `unknown` means the source states no license
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(most of these come from the UEA & UCR time series archive). If you hold the rights
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to a dataset and want it removed or its attribution changed, please open an issue
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at https://github.com/fspinna/pyrregular/issues.
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| Dataset | License | Source | Citation |
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|---|---|---|---|
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| Abf | CC-BY-4.0 | source | [cite](https://arxiv.org/abs/2505.06047) |
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| Ais | [CC-BY-4.0](https://zenodo.org/records/8064564) | [source](https://zenodo.org/records/8064564) | [cite](https://doi.org/10.5281/zenodo.8064564) |
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| AllGestureWiimoteX | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AllGestureWiimoteX) |
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| AllGestureWiimoteY | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AllGestureWiimoteY) |
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| AllGestureWiimoteZ | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AllGestureWiimoteZ) |
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| Animals | [other](https://research.fs.usda.gov/pnw/projects/starkeyproject) | [source](https://dl.acm.org/doi/pdf/10.1145/3167132.3167225) | [cite](https://doi.org/10.1145/3167132.3167225) |
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| AsphaltObstaclesCoordinates | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AsphaltObstaclesCoordinates) |
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| AsphaltPavementTypeCoordinates | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AsphaltPavementTypeCoordinates) |
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| AsphaltRegularityCoordinates | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=AsphaltRegularityCoordinates) |
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| CharacterTrajectories | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/175/character+trajectories) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C58G7V) |
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| CombinedTrajectories | [CC-BY-NC-SA-4.0](https://www.kaggle.com/datasets/donotmess/combined-trajectories) | [source](https://www.kaggle.com/datasets/donotmess/combined-trajectories) | [cite](https://www.kaggle.com/datasets/donotmess/combined-trajectories) |
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| DodgerLoopDay | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/157/dodgers+loop+sensor) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C51P50) |
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| DodgerLoopGame | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/157/dodgers+loop+sensor) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C51P50) |
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| DodgerLoopWeekend | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/157/dodgers+loop+sensor) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C51P50) |
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| Garment | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/597/productivity+prediction+of+garment+employees) | [source](https://archive.ics.uci.edu/dataset/597/productivity+prediction+of+garment+employees) | [cite](https://doi.org/10.24432/C51S6D) |
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| Geolife | [unknown](https://www.microsoft.com/en-us/download/details.aspx?id=52367) | [source](https://www.microsoft.com/en-us/download/details.aspx?id=52367) | [cite](https://www.microsoft.com/en-us/research/publication/geolife-gps-trajectory-dataset-user-guide/) |
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| GeolifeSupervised | [unknown](https://www.microsoft.com/en-us/download/details.aspx?id=52367) | [source](https://www.microsoft.com/en-us/download/details.aspx?id=52367) | [cite](https://www.microsoft.com/en-us/research/publication/geolife-gps-trajectory-dataset-user-guide/) |
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| GestureMidAirD1 | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=GestureMidAirD1) |
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| GestureMidAirD2 | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=GestureMidAirD2) |
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| GestureMidAirD3 | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=GestureMidAirD3) |
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| GesturePebbleZ1 | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=GesturePebbleZ1) |
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| GesturePebbleZ2 | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=GesturePebbleZ2) |
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| InsectWingbeat | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=InsectWingbeat) |
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| JapaneseVowels | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/128/japanese+vowels) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C5NS47) |
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| Ldfpa | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/196/localization+data+for+person+activity) | [source](https://archive.ics.uci.edu/dataset/196/localization+data+for+person+activity) | [cite](https://doi.org/10.24432/C57G8X) |
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| MelbournePedestrian | [CC-BY-4.0](https://data.melbourne.vic.gov.au/explore/dataset/pedestrian-counting-system-monthly-counts-per-hour/) | [source](https://timeseriesclassification.com/) | [cite](https://data.melbourne.vic.gov.au/explore/dataset/pedestrian-counting-system-monthly-counts-per-hour/) |
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| Mimic3 | [ODbL-1.0](https://physionet.org/content/mimiciii-demo/1.4/) | [source](https://physionet.org/content/mimiciii-demo/1.4/) | [cite](https://doi.org/10.13026/C2HM2Q) |
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| PLAID | [CC-BY-4.0](https://figshare.com/articles/PLAID_2014/11605074) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.6084/m9.figshare.11605074) |
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| Pamap2 | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/231/pamap2+physical+activity+monitoring) | [source](https://archive.ics.uci.edu/dataset/231/pamap2+physical+activity+monitoring) | [cite](https://doi.org/10.24432/C5NW2H) |
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| Physionet2012 | [ODC-By-1.0](https://physionet.org/content/challenge-2012/1.0.0/) | [source](https://physionet.org/content/challenge-2012/1.0.0/) | [cite](https://physionet.org/content/challenge-2012/1.0.0/) |
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| Physionet2019 | [CC-BY-4.0](https://physionet.org/content/challenge-2019/1.0.0/) | [source](https://physionet.org/content/challenge-2019/1.0.0/) | [cite](https://doi.org/10.13026/v64v-d857) |
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| PickupGestureWiimoteZ | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=PickupGestureWiimoteZ) |
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| Seabirds | [CC0-1.0](https://datadryad.org/dataset/doi:10.5061/dryad.t7ck5) | [source](https://doi.org/10.5061/dryad.t7ck5) | [cite](https://doi.org/10.5061/dryad.t7ck5) |
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| ShakeGestureWiimoteZ | unknown | [source](https://timeseriesclassification.com/) | [cite](https://timeseriesclassification.com/description.php?Dataset=ShakeGestureWiimoteZ) |
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| SpokenArabicDigits | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/195/spoken+arabic+digit) | [source](https://timeseriesclassification.com/) | [cite](https://doi.org/10.24432/C52C9Q) |
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| TDrive | [unknown](https://www.microsoft.com/en-us/research/publication/t-drive-trajectory-data-sample/) | [source](https://www.microsoft.com/en-us/research/publication/t-drive-trajectory-data-sample/) | [cite](https://doi.org/10.1145/2020408.2020462) |
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| Taxi | [CC-BY-4.0](https://archive.ics.uci.edu/dataset/339/taxi+service+trajectory+prediction+challenge+ecml+pkdd+2015) | [source](https://archive.ics.uci.edu/dataset/339/taxi+service+trajectory+prediction+challenge+ecml+pkdd+2015) | [cite](https://doi.org/10.24432/C55W25) |
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| Vehicles | unknown | [source](https://dl.acm.org/doi/pdf/10.1145/3167132.3167225) | [cite](https://doi.org/10.1145/3167132.3167225) |
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## Citation
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Please cite the original source of each dataset (Citation column) and pyrregular:
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```bibtex
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@inproceedings{
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spinnato2026pyrregular,
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title={{PYRREGULAR}: A Unified Framework for Irregular Time Series, with Classification Benchmarks},
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author={Francesco Spinnato and Cristiano Landi},
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booktitle={The Fourteenth International Conference on Learning Representations},
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year={2026},
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url={https://openreview.net/forum?id=qetBM8nLkf}
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}
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```
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