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NBA Analytics Textbook
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P: The Analytics Revolution in Basketball
1: Setting Up Your Analytics Environment
2: NBA Data Sources and APIs
3: Data Wrangling with tidyverse and pandas
4: Data Visualization Fundamentals
5: Statistical Foundations for Analytics
6: Box Score Statistics Deep Dive
7: Shooting Efficiency Metrics (TS%, eFG%)
8: Rebounding and Possession Metrics
9: Playmaking and Assist Metrics
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Topics
Foundations & Setup
Metrics & Statistics
Tracking Data
Machine Learning
Visualization
Draft Analytics
Betting & Fantasy
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Win Shares Quiz
Win Shares Quiz
Assess your understanding of Win Shares calculation.
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