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? ? ? ? Basic Charts Outline - Distributions & Histograms - PowerPoint PPT Presentation

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Basic Charts ? ? ? ? Basic Charts Outline - Distributions & Histograms - Mean, Mode, Average - Chart types - Uncertainty - Pie Charts Distributions Distributions: Binning Distributions: Binning Bin Distributions Distributions

  3. Basic Charts ? ? ? ?

  4. Basic Charts

  5. Outline - Distributions & Histograms - Mean, Mode, Average - Chart types - Uncertainty - Pie Charts

  6. Distributions

  7. Distributions: Binning

  8. Distributions: Binning Bin

  9. Distributions

  10. Distributions

  11. Distributions

  12. Distributions

  13. Histogram Binning

  14. Histogram Binning

  15. Histogram Binning

  16. Descriptive Statistics Mode: Median: Mean:

  17. Descriptive Statistics Mode: Median: Mean:

  18. Descriptive Statistics Mode: Median: Mean:

  19. Descriptive Statistics Mode Median Mean

  20. Standard deviation High Low

  21. Visualizing Distributions

  22. Plotting Distributions Bar charts + Box plots Dot plot/ Violin plots error bars Beeswarm plot

  23. Violin plots

  24. Violin plots: measures

  25. Violin plots: measures

  26. Violin plots: measures

  27. Violin plots: example shapes

  28. Violin plots for comparison

  29. Box plots http://www.stat.cmu.edu/~rnugent/PCMI2016/ papers/ViolinPlots.pdf

  31. Bar plots + Error bars = ?

  32. Uncertainty

  33. Uncertainty

  34. Comparing plots ! !

  35. A word on pie charts...

  36. Bad Pie Charts - Too many values - Differences hard to understand - Distribution? - (Confusing colors)

  37. Bad Pie Charts - Too many values - Not adding up to 100% - Differences hard to understand - Distribution? - (Confusing colors)

  38. Pie Charts

  39. Pie Charts

  40. Alternatives? Stacked bars Bar chart Pie chart Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  41. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  42. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  43. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  44. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  45. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  46. Pie Chart Alternatives Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019. Wilke, Claus O. Fundamentals of data visualization: a primer on making informative and compelling figures . O'Reilly Media, 2019.

  47. Line Charts vs. Bar Charts

  48. Line Charts vs. Bar Charts? Continuous values Discrete values https://online-behavior.com/analytics/data-visualization

  49. Wrap up - Choose appropriate bin-sizes - violin plots for compare distributions - Label error bars - Don't confound box plots and error bars - Avoid pie charts - Line charts for continuous data

  50. Further Readings Fundamentals of data visualization: a primer on making informative and compelling figures Hypothetical outcome plots outperform error bars and violin plots for inferences about reliability of variable ordering Arcs, angles, or areas: Individual data encodings in pie and donut charts The truthful art: data, charts, and maps for communication

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