| [Projects] |
| project_name: "DREAMT: Dataset for Real-time sleep stage EstimAtion using Multisensor wearable Technology" |
| description: A curated dataset collected from 100 patients using Empatica E4; high resolution physiological signals matched to sleep stage information and sleep apnea events extracted from Polysomnography |
| license: PhysioNet Restricted Health Data License 1.5.0 |
| keywords: ["sleep disorder", "wearable", "time series classification", "biomedical"] |
|
|
| [Folders] |
| data_64Hz = folder containing all the data files sampled at 64Hz. The data files in this folder only contains Wearable E4 signals. |
|
|
| data_100Hz = folder containing all the data files sampled at 100Hz. The data files in this folder contains both Wearable E4 signals and PSG signals. |
|
|
| [Files] |
| participant_info.csv = information of all the recruited participants |
| - columns: |
| column_name: "SID", |
| description: id number of each participant, |
| acronym: "", |
| notes: No acronym used. |
|
|
| column_name: "Age", |
| description: Age of the participant, |
| acronym: "", |
| notes: No acronym used. |
|
|
| column_name: "GEDNER", |
| description: Gender of the participant, |
| acronyms: |
| acronym: "M", |
| full_form: "Male", |
|
|
| acronym: "F" |
| full_form: "Female", |
| notes: |
|
|
| column_name: "BMI", |
| description: Body Mass Index of the participant, |
| acronym: "BMI", |
| full_form: "Body Mass Index", |
| unit: kg/m2, |
| notes: |
|
|
| column_name: "OAHI", |
| description: Obstructive apnea-hypopnea index of the participant, |
| acronym: "OAHI", |
| full_form: "Obstructive apnea-hypopnea index", |
| unit: events/hour, |
| notes: |
|
|
| column_name: "AHI", |
| description: Apnea-hypopnea index of the participant, |
| acronym: "AHI", |
| full_form: "Apnea-hypopnea index", |
| unit: events/hour, |
| notes: |
|
|
| column_name: "Mean_SaO2", |
| description: Mean_SaO2 of the participant, |
| acronym: "", |
| unit: %, |
| notes: No acronym used. |
|
|
| column_name: "Arousal Index", |
| description: Arousal index of the participant, |
| acronym: "", |
| notes: No acronym used. |
|
|
| column_name: "MEDICAL_HISTORY", |
| description: Medical history of the participant, |
| acronyms: |
| acronym: "GERD", |
| full_form: "Gastroesophageal reflux disease", |
|
|
| acronym: "CAD" |
| full_form: "Coronary artery disease", |
| notes: Only the most commonly occurring comorbidities in the cohort is recorded |
|
|
| column_name: "Sleep_Disorders", |
| description: Sleep disorder noticed of the participant, |
| acronyms: |
| acronym: "OSA", |
| full_form: "Obstructive sleep apnea", |
|
|
| acronym: "H/O OSA" |
| full_form: "History of obstructive sleep apnea", |
|
|
| acronym: "RLS", |
| full_form: "Restless legs syndrome", |
|
|
| acronym: "EDS", |
| full_form: "Excessive daytime sleepiness", |
|
|
| acronym: "RBD", |
| full_form: "REM sleep behavior disorder", |
|
|
| acronym: "MCI", |
| full_form: "Mild cognitive impairment", |
| notes: Only the most commonly occurring disorders in the cohort is recorded |
|
|
|
|
| data_64Hz/SID_whole_df.csv = data file of wearable device data and sleep event of a participant_info |
| - columns: |
| column_name: "TIMESTAMP", |
| description: Timestamp of the recorded data, |
| acronym: "", |
| unit: s, |
| notes: No acronym used. Timestamp shifted and started with 0, with frequency of 64 Hz. |
|
|
| column_name: "BVP", |
| description: Blood Volume Pulse of the participant at each timestamp, |
| acronym: "BVP", |
| full_form: Blood Volume Pulse, |
| unit: arbitrary, |
| notes: Derived from photoplethysomography (PPG) sensor, sampled at 64 Hz |
|
|
| column_name: "IBI", |
| description: Inter-beat interval of the participant at each timestamp, |
| acronym: "IBI", |
| full_form: Inter-beat interval, |
| unit: ms, |
| notes: Derived from photoplethysomography (PPG) sensor, sampled at 64 Hz |
|
|
| column_name: "EDA", |
| description: Electrodermal activity of the participant at each timestamp, |
| acronym: "EDA", |
| full_form: Electrodermal activity, |
| unit: μS, |
| notes: Sampled at 4 Hz |
|
|
| column_name: "TEMP", |
| description: Skin temperature of the participant at each timestamp, |
| acronym: "TEMP", |
| full_form: Skin temperature, |
| unit: °C, |
| notes: Sampled at 4 Hz |
|
|
| column_name: "ACC_X", |
| description: Accelerometer data on the X axis of the participant at each timestamp, |
| acronym: "ACC_X", |
| full_form: Accelerometer data on the X axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "ACC_Y", |
| description: Accelerometer data on the Y axis of the participant at each timestamp, |
| acronym: "ACC_Y", |
| full_form: Accelerometer data on the Y axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "ACC_Z", |
| description: Accelerometer data on the Z axis of the participant at each timestamp, |
| acronym: "ACC_Z", |
| full_form: Accelerometer data on the Z axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "HR", |
| description: Heart rate of the participant at each timestamp, |
| acronym: "HR", |
| full_form: Heart rate, |
| unit: bpm, |
| notes: Sampled at 1 Hz |
|
|
| column_name: "Sleep_Stage", |
| description: Sleep stage of the participant at each timestamp, |
| acronyms: |
| acronym: "P", |
| full_form: "Preparation", |
|
|
| acronym: "W", |
| full_form: "Wake", |
|
|
| acronym: "N1", |
| full_form: "non-rapid eye-movement (NREM) stage 1", |
|
|
| acronym: "N2", |
| full_form: "non-rapid eye-movement (NREM) stage 2", |
|
|
| acronym: "N3", |
| full_form: "non-rapid eye-movement (NREM) stage 3", |
|
|
| acronym: "R", |
| full_form: "Rapid eye movement (REM)", |
|
|
| acronym: "Missing", |
| full_form: "No sleep stage labeled", |
| notes: "Preparation" stage is the stage before PSG data collection start |
|
|
| column_name: "Obstructive_Apnea", |
| description: Reporting event of obstructive apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means obstructive apnea detected. |
|
|
| column_name: "Central_Apnea", |
| description: Reporting event of central apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means central apnea detected. |
|
|
| column_name: "Hypopnea", |
| description: Reporting event of hypopnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means hypopnea detected. |
|
|
| column_name: "Mixed_Apnea", |
| description: Reporting event of mixed apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means mixed apnea detected. |
|
|
| data_100Hz/SID_PSG_df.csv = data file of PSG data, wearable device data and sleep event of a participant_info |
| - columns: |
| column_name: "TIMESTAMP", |
| description: Timestamp of the recorded data, |
| acronym: "", |
| unit: s, |
| notes: No acronym used. Timestamp shifted and started with 0, with frequency of 64 Hz. |
|
|
| column_name: "C4-M1", |
| description: Channels recording brain activity from different scalp locations, providing insights into sleep stages and cortical activity, |
| unit: μV, |
| channels: EEG |
|
|
| column_name: "F4-M1", |
| description: Channels recording brain activity from different scalp locations, providing insights into sleep stages and cortical activity, |
| unit: μV, |
| channels: EEG |
|
|
| column_name: "O2-M1", |
| description: Channels recording brain activity from different scalp locations, providing insights into sleep stages and cortical activity, |
| unit: μV, |
| channels: EEG |
|
|
| column_name: "T3-CZ", |
| description: Channels recording brain activity from different scalp locations, providing insights into sleep stages and cortical activity, |
| unit: μV, |
| channels: EEG |
|
|
| column_name: "CZ-T4", |
| description: Channels recording brain activity from different scalp locations, providing insights into sleep stages and cortical activity, |
| unit: μV, |
| channels: EEG |
|
|
| column_name: "E1", |
| description: Channel monitoring eye movements, essential for identifying rapid eye movement (REM) sleep, |
| unit: μV, |
| channels: EOG |
|
|
| column_name: "E2", |
| description: Channel monitoring eye movements, essential for identifying rapid eye movement (REM) sleep, |
| unit: μV, |
| channels: EOG |
|
|
| column_name: "CHIN", |
| description: Monitoring chin muscle activity to detect muscle tone changes during sleep, |
| unit: μV, |
| channels: EMG |
|
|
| column_name: "ECG", |
| description: "Recording the heart's electrical activity essential for detecting heart rate and rhythm variations, |
| unit: μV, |
| channels: ECG |
|
|
| column_name: "PTAF", |
| description: "Airflow monitored by pressure transducer, |
| unit: μV, |
| channels: Respiratory |
|
|
| column_name: "FLOW", |
| description: "Airflow monitored by temperature changes, |
| unit: μV, |
| channels: Respiratory |
|
|
| column_name: "THORAX", |
| description: Channel monitoring respiratory effort through chest movements, |
| unit: μV, |
| channels: Respiratory |
|
|
| column_name: "ABDOMEN", |
| description: Channel monitoring respiratory effort through abdominal movements, |
| unit: μV, |
| channels: Respiratory |
|
|
| column_name: "SNORE", |
| description: Channel monitoring snoring sounds, |
| unit: μV, |
| channels: Snoring |
|
|
| column_name: "LAT", |
| description: Monitoring left anterior tibialis muscle activity for detecting periodic leg movements, |
| unit: μV, |
| channels: Leg Movement |
|
|
| column_name: "RAT", |
| description: Monitoring right anterior tibialis muscle activity for detecting periodic leg movements, |
| unit: μV, |
| channels: Leg Movement |
|
|
| column_name: "SAO2", |
| description: Monitoring the percentage of oxygen in the blood, |
| unit: %, |
| channels: Blood Oxygen Saturation |
|
|
| column_name: "BVP", |
| description: Blood Volume Pulse of the participant at each timestamp, |
| acronym: "BVP", |
| full_form: Blood Volume Pulse, |
| unit: arbitrary, |
| notes: Derived from photoplethysomography (PPG) sensor, sampled at 64 Hz |
|
|
| column_name: "IBI", |
| description: Inter-beat interval of the participant at each timestamp, |
| acronym: "IBI", |
| full_form: Inter-beat interval, |
| unit: ms, |
| notes: Derived from photoplethysomography (PPG) sensor, sampled at 64 Hz |
|
|
| column_name: "EDA", |
| description: Electrodermal activity of the participant at each timestamp, |
| acronym: "EDA", |
| full_form: Electrodermal activity, |
| unit: μS, |
| notes: Sampled at 4 Hz |
|
|
| column_name: "TEMP", |
| description: Skin temperature of the participant at each timestamp, |
| acronym: "TEMP", |
| full_form: Skin temperature, |
| unit: °C, |
| notes: Sampled at 4 Hz |
|
|
| column_name: "ACC_X", |
| description: Accelerometer data on the X axis of the participant at each timestamp, |
| acronym: "ACC_X", |
| full_form: Accelerometer data on the X axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "ACC_Y", |
| description: Accelerometer data on the Y axis of the participant at each timestamp, |
| acronym: "ACC_Y", |
| full_form: Accelerometer data on the Y axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "ACC_Z", |
| description: Accelerometer data on the Z axis of the participant at each timestamp, |
| acronym: "ACC_Z", |
| full_form: Accelerometer data on the Z axis, |
| unit: 1/64g, |
| notes: Sampled at 32 Hz |
|
|
| column_name: "HR", |
| description: Heart rate of the participant at each timestamp, |
| acronym: "HR", |
| full_form: Heart rate, |
| unit: bpm, |
| notes: Sampled at 1 Hz |
|
|
| column_name: "Sleep_Stage", |
| description: Sleep stage of the participant at each timestamp, |
| acronyms: |
| acronym: "W", |
| full_form: "Wake", |
|
|
| acronym: "N1", |
| full_form: "non-rapid eye-movement (NREM) stage 1", |
|
|
| acronym: "N2", |
| full_form: "non-rapid eye-movement (NREM) stage 2", |
|
|
| acronym: "N3", |
| full_form: "non-rapid eye-movement (NREM) stage 3", |
|
|
| acronym: "R", |
| full_form: "Rapid eye movement (REM)", |
|
|
| acronym: "Missing", |
| full_form: "No sleep stage labeled", |
| notes: "Preparation" stage is the stage before PSG data collection start |
|
|
| column_name: "Obstructive_Apnea", |
| description: Reporting event of obstructive apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means obstructive apnea detected. |
|
|
| column_name: "Central_Apnea", |
| description: Reporting event of central apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means central apnea detected. |
|
|
| column_name: "Hypopnea", |
| description: Reporting event of hypopnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means hypopnea detected. |
|
|
| column_name: "Mixed_Apnea", |
| description: Reporting event of mixed apnea at timestamp, |
| acronym: "", |
| notes: No acronym used, 1 means mixed apnea detected. |
|
|
