Tchak91 commited on
Commit
6b89604
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verified ·
1 Parent(s): 0af8bd1

Multi-label preprocessed data with smote and undersampling

Browse files
multilabel_v5/disease_classes.json ADDED
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+ {
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+ "classes": [
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+ "Myocarditis",
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+ "Cardiomyopathy",
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+ "Kawasaki",
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+ "CHD",
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+ "Healthy"
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+ ],
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+ "class_idx": {
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+ "Myocarditis": 0,
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+ "Cardiomyopathy": 1,
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+ "Kawasaki": 2,
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+ "CHD": 3,
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+ "Healthy": 4
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+ },
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+ "icd_map": {
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+ "I40.0": "Myocarditis",
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+ "I40.9": "Myocarditis",
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+ "I41.4": "Myocarditis",
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+ "I42.0": "Cardiomyopathy",
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+ "I42.2": "Cardiomyopathy",
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+ "I42.9": "Cardiomyopathy",
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+ "Q28.4": "Cardiomyopathy",
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+ "M30.3": "Kawasaki",
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+ "Q21.1": "CHD",
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+ "Q21.2": "CHD",
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+ "Q21.3": "CHD",
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+ "Q22.1": "CHD",
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+ "Q25.0": "CHD",
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+ "Q25.6": "CHD",
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+ "I27.9": "CHD"
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+ },
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+ "data_format": "hdf5",
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+ "hdf5_files": {
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+ "raw": "ecg_windows_raw.h5",
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+ "balanced": "ecg_data_smote.h5"
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+ },
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+ "balancing": {
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+ "smote_classes": [
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+ "Cardiomyopathy",
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+ "Kawasaki"
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+ ],
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+ "undersampled_classes": [
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+ "Healthy"
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+ ],
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+ "target_samples": {
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+ "Myocarditis": null,
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+ "Cardiomyopathy": 1011,
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+ "Kawasaki": 1011,
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+ "CHD": null,
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+ "Healthy": 5000
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+ }
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+ }
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+ }
multilabel_v5/ecg_data_smote.h5 ADDED
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multilabel_v5/ecg_data_smote_temp.h5 ADDED
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multilabel_v5/ecg_windows_raw.h5 ADDED
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multilabel_v5/qc_summary.csv ADDED
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+ Filename,disease,qc_pass,n_windows,original_channels
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+ P00/P00001/P00001_E01,Healthy,True,2,9
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+ P00/P00002/P00002_E01,Healthy,True,5,12
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+ P00/P00003/P00003_E01,Healthy,True,3,12
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+ P00/P00004/P00004_E01,CHD,True,4,9
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+ P00/P00005/P00005_E01,CHD,True,5,12
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+ P00/P00006/P00006_E03,Healthy,True,5,12