(Answered) Typically, ratio data should be visualized withas the starting point.Typically, ratio data should…

3.
How do I choose chart types when ratio variables are my starting point?
Choose charts that match the ratio feature and your question. Use histograms or density plots to show distribution, boxplots to display spread and outliers, scatterplots for relationships between two ratio variables, and line graphs for time series. Apply log scales for skewed data and label axes with units.