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🔬 Advanced Analytics

Deep dive into NHL statistics and patterns

Analytics Overview

🔮 Per-Game Prediction

Pick an upcoming game, see the model's win probability and the full feature contribution breakdown — Elo, xG, rest, playoff shrink.

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🏆 Playoff Bracket (Monte Carlo)

Game-by-game series simulation over 10,000 runs. Per-matchup round-1 prices, per-team Conference Final and Cup probabilities. Backtest mode re-runs the current model against past playoffs.

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🥅 Goalie Vulnerability

Any goalie's save % by rink zone, shooter hand, and shot type — compared to league average. Find where the starter tonight is exploitable.

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🎯 Player Scoring Predictions

For an upcoming game: per-player P(goal) and P(point), using each shooter's season rate scaled by the opponent's goals-allowed factor. Poisson model.

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🎯 Shot Location Analysis

Analyze where goals are scored from across an entire season. Identify high-danger areas and scoring patterns.

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🔄 Pass Sequence Analysis

Understand how many passes lead to goals. Analyze play patterns and offensive strategies.

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⚖️ Team Comparison

Compare teams across multiple statistical categories. Find strengths and weaknesses.

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📈 Advanced Metrics

Calculate advanced hockey analytics like Corsi, Fenwick, and other predictive metrics.

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🗺️ Shot Heat Map

Visualize all shots and goals on the ice with interactive heat maps.

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🔍 Player Search

Find and compare individual player statistics across teams and seasons.

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📊 Historical Comparison

Compare team performance across multiple seasons to track progress.

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⚡ Expected Goals (xG)

Analyze shot quality and expected goal value using advanced metrics.

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📺 Live Dashboard

Real-time NHL scores and team performance with auto-refresh.

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📥 Export Data

Download NHL data in CSV or JSON format for further analysis.

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How It Works

1. Data Collection: We fetch play-by-play data from all games in a season using the NHL API.

2. Event Processing: Each event (shot, goal, pass) is extracted with its coordinates and metadata.

3. Analysis: We aggregate and analyze patterns across hundreds of games.

4. Visualization: Results are displayed as heat maps, charts, and detailed statistics.