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Subject  >  Statistics  >  Exploring Data

Module One: Exploring Data

  Constructing and interpreting graphical displays of distributions of univariate data:

  • Dotplot, stemplot, histogram, cumulative frequency plot
  • Center and spread
  • Clusters and gaps
  • Outliners and other unusual features
  • Shape

  Summarizing distributions of univariate data:

  • Measuring center: median, mean
  • Measuring spread: range, interquartile range, standard deviation
  • Measuring position: quartiles, percentiles, standardized scores (z-scores)
  • Using box plots
  • The effect of changing units on summary measures

  Comparing distributions of univariate data:

  • Dotplots, back-to-back stemplots, parallel boxplots
  • Comparing center and spread: within group, between group variation
  • Comparing clusters and gaps
  • Comparing outliners and other unusual features
  • Comparing shapes

  Exploring bivariate data:

  • Analyzing patterns in scatterplots
  • Correlation and linearity
  • Least-squares regression line
  • Residual plots, outliners, and influential points
  • Transformations to achieve linearity: logarithmic and power transformations

  Exploring of categorical data:

  • Frequency tables and bar charts
  • Marginal and joint frequencies for two-way tables
  • Conditional relative frequencies and association
  • Comparing distributions using bar charts

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