Correlation analysis and performance distribution of student success metrics.

Description

The heatmap reveals strong positive associations between study hours, attendance, and final grades, which are further characterized by linear regression models showing a direct relationship between engagement and academic outcomes. These results suggest that both consistent attendance and dedicated study time are primary drivers of higher student achievement.

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