Datasets:

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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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+
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+ # pyrregular datasets
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+
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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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+
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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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+
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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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+
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+ ## Licenses
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+
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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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+
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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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+
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+ ## Citation
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+
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+ Please cite the original source of each dataset (Citation column) and pyrregular:
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+
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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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+