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Is the provided data univariate, bivariate, or multivariate? By Peyton…
Is the provided data univariate, bivariate, or multivariate? By Peyton Snyder
Univariate
What data type do you have: Categorical or numerical?
If Categorical: Are the categories in an ordered fashion?
If yes: Use Bar Plots or Mosaic Plots
If no: Use Mosaic Plots or Word Clouds
If Numerical: Use regular visualizations for numeric data
Multivariate
What is the learning goal for the data?
If the goal is to focus on distributions with multiple numeric variables: Use Scatter Plots or Violin Plots
If the goal is to visualize categorical distributions: Use Mosaic Plots
Bivariate
Which variable is the response variable?
If Categorical response: Use a Mosaic Plot or a Bar Plot
If Numerical response: What is the overall interest of the data?
If the goal is to look at relationships in data: Use Scatter Plots
If the goal is to just observe distributions or patterns: Use Histograms or Violin Plots
Are there repeated measure in the subjects of the data?
If yes: Use Line Plots or Violin Plots
If no: Follow the rest of this flow chart with the appropriate answers to the questions to help best choose the appropriate visualization for the data
Assignment by Peyton Snyder