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Chess Game Analytics

White Player Ratings vs Game Outcomes

Scatter plot of white player ratings against encoded game outcomes (1: White, 2: Black, 3: Draw).

Coefficient: -45.37
Intercept: 1665.65
Train/Test MSE: ~84,526/~82,320
Train/Test R²: ~0.008/~0.01

Player Ratings vs Number of Turns

Positive correlation between player ratings and number of turns, highlighted by a linear regression line.

Coefficient: 1.14
Intercept: 1526.48
Train/Test MSE: ~83,764/~81,935
Train/Test R²: ~0.017/~0.015

Game Turns vs Time Increments

Scatter plot exploring how game turns vary with time increments. Linear regression predicts the relationship.

Coefficient: -0.124
Intercept: 62.12
Train/Test MSE: ~1,122/~1,126
Train/Test R²: ~0.004/~0.001

Key Insights