Every time the goalscorer board is built, each skater's probability is saved before puck drop. Once games are final they're graded from the boxscore. This is how we find out whether the model is any good — and it feeds the auto-calibration (switches on after 300 graded predictions). No backfill: past season stats can't be rewound, so this fills in from the first night you load the board.