Diamondoids in petroleum: Their potential as source and maturity indicators

•Pyrolysis experiments on four organic matter types simulate diamondoid evolution.•Principal component analysis explains the main factors affecting diamondoid indices.•PCA-Fisher discriminant analysis model objectively identifies oil source types.•PCA-regression analysis model quantitatively predicts oil thermal maturity.