MIMIC PERform Datasets

The MIMIC PERform datasets are a series of datasets extracted from the MIMIC III Waveform Database. Each dataset contains recordings of physiological signals from critically-ill patients during routine clinical care. Specifically, the datasets contain the following signals:

• electrocardiogram (ECG)
• photoplethysmogram (PPG)
• impedance pneumography (imp), also known as respiratory (resp)

Further details of the datasets are provided in the documentation accompanying the ppg-beats project, which is available at: https://ppg-beats.readthedocs.io/en/latest/ . In particular, documentation is provided on the following datasets:

• MIMIC PERform AF Dataset: Recordings from 35 critically-ill adults during routine clinical care, categorised as either AF (atrial fibrillation, 19 subjects) or non-AF (16 subjects).
  • Matlab format (all data, adults, neonates)
  • WFDB format (all data, adults, neonates)
  • CSV format (all data, adults, neonates)
• MIMIC PERform Training Dataset: Recordings from 200 patients during routine clinical care, who are categorised as either adults (100 subjects) or neonates (100 subjects).
  • Matlab format (all data, adults, neonates)
  • WFDB format (all data, adults, neonates)
  • CSV format (all data, adults, neonates)
• MIMIC PERform Testing Dataset: Recordings from 200 patients during routine clinical care, who are categorised as either adults (100 subjects) or neonates (100 subjects).
  • Matlab format (AF subjects, non-AF subjects)
  • WFDB format (AF subjects, non-AF subjects)
  • CSV format (AF subjects, non-AF subjects)

Each dataset is accompanied by a licence which acknowledges the source(s) of the data - please see the individual licenses for these acknowledgements.