Data preprocessing with Python
Data preparation in Python
- Missing data imputation
- Discretization
- Sampling
- Transformation using functions
- String operations
- Regular expressions, intro to regular expressions
- Vectorized operations in Pandas
Additional reading
- https://www.kdnuggets.com/2017/06/7-steps-mastering-data-preparation-python.html
Assignment
- Cleaning data for analysis from “Cleaning Data in Python” (DataCamp)
Home Assignment
- Complete “Cleaning data” section from Pandas Puzzles
- Complete regex excercise book. Submit to insis text file with the list of solutions to excercise no. 8.