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: <strong>MIMIC PERform AF Dataset: </strong>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) <strong>MIMIC PERform Training Dataset: </strong>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) <strong>MIMIC PERform Testing Dataset: </strong>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.MIMIC PERform数据集是一系列从MIMIC III波形数据库中提取的数据集。每个数据集均收录了重症患者在常规临床护理期间采集的生理信号记录。具体而言，本系列数据集包含以下信号：心电图（electrocardiogram, ECG）、光电容积描记图（photoplethysmogram, PPG）、阻抗呼吸描记法（impedance pneumography, imp，又称呼吸信号（resp））。 该系列数据集的更多细节可查阅ppg-beats项目附带的官方文档，文档地址为：https://ppg-beats.readthedocs.io/en/latest/。其中针对以下三类数据集提供了专门说明： <strong>MIMIC PERform AF 数据集：</strong>收录35名重症成人在常规临床护理期间的信号记录，按心房颤动（atrial fibrillation, AF）状态分为AF组（19名受试者）与非AF组（16名受试者）。数据提供三种格式：Matlab格式（覆盖全部数据、成人数据、新生儿数据）、WFDB格式（覆盖全部数据、成人数据、新生儿数据）、CSV格式（覆盖全部数据、成人数据、新生儿数据）。 <strong>MIMIC PERform 训练数据集：</strong>收录200名患者在常规临床护理期间的信号记录，按人群分为成人组（100名受试者）与新生儿组（100名受试者）。数据提供三种格式：Matlab格式（覆盖全部数据、成人数据、新生儿数据）、WFDB格式（覆盖全部数据、成人数据、新生儿数据）、CSV格式（覆盖全部数据、成人数据、新生儿数据）。 <strong>MIMIC PERform 测试数据集：</strong>收录200名患者在常规临床护理期间的信号记录，按人群分为成人组（100名受试者）与新生儿组（100名受试者）。数据提供三种格式：Matlab格式（覆盖AF患者数据、非AF患者数据）、WFDB格式（覆盖AF患者数据、非AF患者数据）、CSV格式（覆盖AF患者数据、非AF患者数据）。 每个数据集均附带许可文件，用于标注数据来源，相关来源说明请查阅各数据集对应的许可文件。