Data dictionary v0
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└── silent-cchs-ecg
├── csv
│ ├── lead-samples-count.csv
│ └── rwma-outcomes.csv
└── npy
├── MDC_ECG_LEAD_AVF.npy
├── MDC_ECG_LEAD_AVL.npy
├── MDC_ECG_LEAD_AVR.npy
├── MDC_ECG_LEAD_III.npy
├── MDC_ECG_LEAD_II.npy
├── MDC_ECG_LEAD_I.npy
├── MDC_ECG_LEAD_V1.npy
├── MDC_ECG_LEAD_V2.npy
├── MDC_ECG_LEAD_V3.npy
├── MDC_ECG_LEAD_V4.npy
├── MDC_ECG_LEAD_V5.npy
└── MDC_ECG_LEAD_V6.npy
ECG
rwma-outcomes.csv
Each of the 5,000 unique patients in the dataset v0
had a cardiac ultrasound within a year prior to the ECG.
Column Name | Description | Sample Data |
---|---|---|
ecg_id | Unique identifier for each ECG | 33955 |
rwma | Flag indicating whether regional wall motion abnormality (RWMA) was identified in the patient’s cardiac ultrasound report (the cardiac ultrasound was preformed within a year prior to the ECG.) 0 : No 1 : Yes | 1 |
npy_index | NumPy index of ECG | 669 |
Lead waveforms
The ECG waveforms were shared with us as XML files. These XML files were parsed and stored in NumPy arrays. The waveforms of each lead are stored in separate NumPy arrays and contain the waveforms for that lead for all the ECGs in the dataset. The shape of each array is ({number of ECGs},1,5500). Each waveform should have 5,500 sample points. If there are less then 5,500 point the array is filled with zeroes.
Sample rate: 500 Hz
Lead amplitude units: Microvolts [uV]
lead-samples-count.csv
Column Name | Description | Sample Data |
---|---|---|
ecg_id | Unique identifier for each ECG | 33955 |
npy_index | NumPy index of ECG | 669 |
MDC_ECG_LEAD_I | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_II | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_III | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_AVR | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_AVL | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_AVF | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_V1 | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_V2 | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_V3 | Number of samples for this lead | 5500 |
MDC_ECG_LEAD_V4 | Number of samples for this lead | 5203 |
MDC_ECG_LEAD_V5 | Number of samples for this lead | 5500 |