Multi-label preprocessed data with smote and undersampling
Browse files
multilabel_v5/disease_classes.json
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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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}
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multilabel_v5/ecg_data_smote.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:0ef146d0b9f8d3e4ab20642d86bba4793c03784169f1442b63b844f3d13a2021
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size 5795291804
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multilabel_v5/ecg_data_smote_temp.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:a850d140bf141b9c8fadebdadd54e34f38a8879cc50cb5c723c1d2664a75ebec
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size 14497824616
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multilabel_v5/ecg_windows_raw.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:7150ba2b6371d8b70e504e3788b78a59c4a6145e0ec8399295e659dc83850082
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size 9602848
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multilabel_v5/qc_summary.csv
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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/P00004/P00004_E02,CHD,True,5,9
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P00/P00005/P00005_E01,CHD,True,5,12
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P00/P00005/P00005_E02,CHD,True,1,9
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P00/P00006/P00006_E01,Healthy,True,5,12
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P00/P00006/P00006_E02,Healthy,True,5,12
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P00/P00006/P00006_E03,Healthy,True,5,12
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