to create runnable documentation 2. help pythonistas to learn pandas quickly with hands on Bug fixing 1. automatic encoding for pandas.read_csv that helps developers and users Docs fixing 1. flake8 issue for basics.rst with approved PR 2. issues from validation_docstr ing to support pandas dev 3