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To handle these problems, we put forward PTB-XL, the to-date biggest freely available clinical 12-lead ECG-waveform dataset comprising 21837 records from 18885 customers of 10 seconds length. The ECG-waveform data ended up being annotated by up to two cardiologists as a multi-label dataset, where diagnostic labels were additional aggregated into awesome and subclasses. The dataset addresses a broad range of diagnostic courses including, in particular, a big fraction of heal