{"id":27477,"library":"tsdb","title":"TSDB - Time Series Data Beans","description":"TSDB (Time Series Data Beans) is a Python toolbox that provides easy access to 172 open-source time-series datasets. Current version 0.8, updated September 2023. Release cadence is irregular.","status":"active","version":"0.8","language":"python","source_language":"en","source_url":"https://github.com/WenjieDu/TSDB","tags":["time-series","dataset","benchmark"],"install":[{"cmd":"pip install tsdb","lang":"bash","label":"Install from PyPI"}],"dependencies":[],"imports":[{"wrong":"from tsdb import load_dataset","symbol":"load","correct":"from tsdb import load"}],"quickstart":{"code":"from tsdb import load_dataset\ndata = load_dataset('Wadi')  # Load a sample dataset\nprint(data.keys())","lang":"python","description":"Load a dataset by name. The function returns a dict with keys 'X_train', 'y_train', etc."},"warnings":[{"fix":"Check the list of datasets via `from tsdb import list_datasets; print(list_datasets())`.","message":"Dataset names are case-sensitive. Use exact names from the official list (e.g., 'Wadi', not 'wadi').","severity":"gotcha","affected_versions":"all"},{"fix":"Read the dataset-specific documentation or raise an issue on GitHub.","message":"Some datasets may require additional download steps (e.g., authentication or manual download).","severity":"gotcha","affected_versions":"all"}],"env_vars":null,"search_vec":"'0.8':30 '172':20 '2023':33 'access':18 'bean':5,10 'benchmark':42 'cadenc':35 'current':28 'data':4,9 'dataset':27,41 'easi':17 'irregular':37 'open':22 'open-sourc':21 'provid':16 'python':13 'releas':34 'septemb':32 'seri':3,8,26,40 'sourc':23 'time':2,7,25,39 'time-seri':24,38 'toolbox':14 'tsdb':1,6 'updat':31 'version':29","created_at":"2026-05-01T17:46:28.417376+00:00","updated_at":"2026-05-01T17:46:28.417376+00:00","problems":null,"ecosystem":"pypi","meta_description":null,"install_score":null,"quickstart_score":null,"quickstart_tag":null,"pypi_latest":null,"cli_name":"","cli_version":null,"type":"library","homepage":"https://pypots.com","github":"https://github.com/WenjieDu/TSDB","docs":"https://docs.pypots.com","changelog":null,"pypi":"https://pypi.org/project/tsdb/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"categories":["data"],"base_url":null,"auth_type":null,"provenance":{"verified_status":"passing","verified_at":"2026-07-03","last_verified":"2026-07-03","next_check":"2026-08-02","install_tag":null}}