Data Analysis in Python

• Introduction
  • Resources
  • Why Python?
  • How to start using Python
  • Essential libraries
  • Data sources
• Python basics
  • Your first program
  • Native Data Types
  • Indexing
  • Control flow
  • Functions
  • Classes
  • Modules and Packages
  • Documenenting your code
• NumPy. Manipulations with numerical data
  • Array creation
  • Indexing, Slicing
  • Copies and Views
  • Array manipulations
  • Reductions
• Pandas. Data processing
  • Data structures
  • Basic functionality
  • Function application
  • Reindexing and altering labels
  • Sorting by index and value
  • Indexing and selecting data
• Data I/O
  • Data import
  • Data export
• Data crunching examples
• Data visualization
  • Matplotlib
  • Seaborn
  • Bokeh
  • Plotly
• What’s missing