I’m a data scientist who watched Oostende’s club die in 2024—not as a tragedy, but as a statistical inflection point. Diksmuide-Oostende didn’t inherit its name or debt; it rebuilt its identity through clean data: location, roster, and fan loyalty redefined by Bayesian priors. This isn’t legacy—it’s likelihood distribution in motion.