Tabular Data Analysis

• Basic Data Analysis with Pandas
  • Row and Column Labels
  • Data Types
  • Reading from a File
    • Data Cleaning
  • Expanding
  • Slicing
    • Slicing by Position
    • Slicing by Label
  • Sorting
  • Merging
  • Multi-level Column and Index Values
    • Stacking and Unstacking
  • Grouping
    • Aggregation
    • Transformation
• Crosstab and Pivot Tables
  • Simple Pivot Tables
  • Marginals
  • Aggregation Functions
  • Using Binning of Continuous Variables
• Linear Regression
  • Piecewise Linear Functions
  • Polynomial Functions