Restructuring Data into a Tidy Form

In this chapter, we will cover the following topics:

  • Tidying variable values as column names with stack
  • Tidying variable values as column names with melt
  • Stacking multiple groups of variables simultaneously
  • Inverting stacked data
  • Unstacking after a groupby aggregation
  • Replicating pivot_table with a groupby aggregation
  • Renaming axis levels for easy reshaping
  • Tidying when multiple variables are stored as column names
  • Tidying when multiple variables are stored as column values
  • Tidying when two or more values are stored in the same cell
  • Tidying when variables are stored in column names and values
  • Tidying when multiple observational units are stored in the same table
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