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A python package that combines several key ideas to make data analysis faster, easier, and more reliable:

  1. Declarative, concise, composable functional-programming style data analysis
  2. Defensive data analysis through the likes of bulwark
  3. Minimization of boilerplate code, e.g. for plotting in matplotlib and seaborn
  4. Common data operations in pandas, e.g. normalizing by group
  5. Common i/o operations like managing paths

Checkout the demo notebook for a complete example of what's possible