replay_rng = np.random.default_rng(SEED) replayed_first_draw = replay_rng.integers(0, 20, size=8) print("seed:", SEED) print("first draw:", first_draw) print("next draw:", next_draw) print("replayed first draw:", replayed_first_draw) print("replay matches first:", np.array_equal(replayed_first_draw, first_draw)) print("next draw differs:", not np.array_equal(next_draw, first_draw))