Principal component analysis for fractional quantum Hall states in bilayer systems

•A first PCA study on bilayer FQH systems without explicit knowledge of states.•Common PCA feature to identify phase transition even with open spectral gap.•Numerical evidence for single-layer property of bilayer system at large tunneling.•General PCA approaches extendable to study phases of other unfamiliar systems.