This is an e-book on statistics for programmers. All code examples and exercises are implemented in Python. The whole book focuses on real data sets and uses statistical thinking to solve practical problems through statistical methods such as exploratory data analysis, probability distribution, hypothesis testing, correlation and regression analysis.