Penalty and Discipline Recalibration
Penalty taking is recalculated over five seasons with a volume-aware conversion model and Spearman-stable technical inference for limited or absent attempts. Discipline is recalculated retrospectively across all five historical seasons and the frozen current-season snapshot using the revised foul, card-severity and dismissal hierarchy.