What are some factors to consider when choosing between a scatter plot, pairplot, correlation matrix, and heatmap?

  • Just the number of variables
  • Just the type of data
  • Number of variables, Type of data, Audience's familiarity with the plots, All of these
  • Only the audience's familiarity with the plots
Choosing between a scatter plot, pairplot, correlation matrix, and heatmap depends on several factors including: the number of variables you want to visualize, the type of data you're working with, and the level of familiarity your audience has with these types of plots.
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