Chicago Blackhawks @ Buffalo Sabres
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GAME PREDICTION REPORT
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Buffalo Sabres vs Chicago Blackhawks

WINNER: Buffalo Sabres
Win Probability: 63.4%
Predicted Score: 3.0 - 2.3
Predicted Goal Difference: 0.7 goals

Game Flow Probabilities:
- Regulation Time: 75.6%
- Overtime: 18.8%
- Shootout: 5.5%

Period-by-Period Analysis:

Period 1:
- Home Win: 39.8%
- Away Win: 26.5%
- Tie: 33.7%
- Expected Goals: 1.7

Period 2:
- Home Win: 39.3%
- Away Win: 27.0%
- Tie: 33.8%
- Expected Goals: 1.7

Period 3:
- Home Win: 38.8%
- Away Win: 27.6%
- Tie: 33.6%
- Expected Goals: 1.7

Key Statistics:
High-Danger Chances:
- Buffalo Sabres: 7.2
- Chicago Blackhawks: 5.5

Power Play Opportunities:
- Buffalo Sabres: 3.0
- Chicago Blackhawks: 3.0

Advanced Metrics:
- Expected Game Length: 61.0 minutes
- Close Game Probability: 52.3%
- Expected Momentum Changes: 0

Confidence Metrics:
- Model Confidence: 101.0%
- 95% Confidence Interval: -3.49 to 4.90 goals

Environmental Factors:
- Ice Quality Impact: 1.01
- Home Ice Advantage: 1.01

Goalies:
- Home Goalie: Ukko-Pekka Luukkonen
- Away Goalie: Petr Mrazek

Analysis Based On:
- Team-level data (all_teams.csv)
- Current season goalie data (goalies.csv)
- Starting goalie (starting_goalies.csv)
- Special teams logic (5v5, 5v4, 4v5 breakdown)
- Recent form (last 10 games)
- Head-to-head matchups
- Home/Away performance
- Rest advantages
- Environmental factors
- Playoff implications
                
    ACCURACY METRICS
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    Overall Accuracy: 47.4%
    Win Prediction Accuracy: 50.0%
    Score Prediction Accuracy: 29.6%
    Goal Difference Accuracy: 10.1%
    Overtime Prediction Accuracy: 100.0%
    
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