Calgary Flames @ San Jose Sharks ================================================== GAME PREDICTION REPORT ===================== San Jose Sharks vs Calgary Flames WINNER: Calgary Flames Win Probability: 61.7% Predicted Score: 2.1 - 2.7 Predicted Goal Difference: 0.6 goals Game Flow Probabilities: - Regulation Time: 73.7% - Overtime: 20.2% - Shootout: 6.1% Period-by-Period Analysis: Period 1: - Home Win: 26.1% - Away Win: 38.1% - Tie: 35.8% - Expected Goals: 1.5 Period 2: - Home Win: 26.9% - Away Win: 37.6% - Tie: 35.6% - Expected Goals: 1.6 Period 3: - Home Win: 27.2% - Away Win: 37.0% - Tie: 35.8% - Expected Goals: 1.6 Key Statistics: High-Danger Chances: - San Jose Sharks: 5.1 - Calgary Flames: 6.5 Power Play Opportunities: - San Jose Sharks: 3.0 - Calgary Flames: 3.0 Advanced Metrics: - Expected Game Length: 61.1 minutes - Close Game Probability: 55.1% - Expected Momentum Changes: 0 Confidence Metrics: - Model Confidence: 94.0% - 95% Confidence Interval: -4.85 to 3.69 goals Environmental Factors: - Ice Quality Impact: 0.96 - Home Ice Advantage: 0.92 Goalies: - Home Goalie: Yaroslav Askarov - Away Goalie: Dustin Wolf 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 =============== Overall Accuracy: 76.1% Win Prediction Accuracy: 90.0% Score Prediction Accuracy: 50.0% Goal Difference Accuracy: 64.3% Overtime Prediction Accuracy: 100.0% ==================================================