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Python pipeline for in/on-line UV-Vis monitoring of hydrometallurgical NdFeB magnet recycling. It predicts Nd(III) and Pr(III) concentrations with PLS regression and classifies Fe(III) as High or Low with PLS-DA, from absorbance spectra of chloride and nitrate leachates.