The HMDB dataset was obtained from the following website: (). Files from the "peak_list" folder were filtered to include only 2D NMR files, which were then manually curated, reformatted, and cleaned. This process involved correcting spaci ng errors, removing assignment tables provided for some data samples, and standardizing column labels (e.g., "F2ppm" vs "F2 (ppm)").