/opt/hostedtoolcache/Python/3.13.12/x64/lib/python3.13/site-packages/arviz/__init__.py:50: FutureWarning: 
ArviZ is undergoing a major refactor to improve flexibility and extensibility while maintaining a user-friendly interface.
Some upcoming changes may be backward incompatible.
For details and migration guidance, visit: https://python.arviz.org/en/latest/user_guide/migration_guide.html
  warn(
Initializing NUTS using jitter+adapt_diag...
Multiprocess sampling (2 chains in 2 jobs)
NUTS: [hyper, attack_rate, defense_rate]

Sampling 2 chains for 5_000 tune and 5_000 draw iterations (10_000 + 10_000 draws total) took 16 seconds.
We recommend running at least 4 chains for robust computation of convergence diagnostics

Sampling: [away_goals, home_goals]

MAE: 1.0612244897959184

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Komende wedstrijd: Were Di H3 vs Berkel-Enschot H2-O
Verwachte score: 2-3
Verwachting dat we de nul houden: 4%
Kans op thuisoverwinning: 33%
Kans op gelijkspel: 14%
Kans op uitoverwinning: 53%
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