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Histogram
Goal: Distribution of a numeric variable
Why: Shows shape, spread, skew
Box Plot
Goal: Outliers and spread
Why: Shows IQR, median, extremes
Scatter Plot
Goal: Relationship between two numeric variables
Why: Reveals direction and strength
Bar Chart
Goal: Distribution of a categorical variable
Why: Compares frequencies across groups
Grouped box plot
Goal: Numeric variables across categories
Why: Compares distributions side by side
Heatmap
Goals: Correlation across many variables
Why: Surface patterns quickly