- 01. Introduction
- 02. Gapminder Data
- 03. One-Dimensional Data in NumPy and Pandas
- 04. NumPy Arrays
- 05. Vectorized Operations
- 06. Multiplying by a Scalar
- 07. Calculate Overall Completion Rate
- 08. Standardizing Data
- 09. NumPy Index Arrays
- 10. + vs. +=
- 11. In-Place vs. Not In-Place
- 12. Pandas Series
- 13. Series Indexes
- 14. Vectorized Operations and Series Indexes
- 15. Filling Missing Values
- 16. Pandas Series apply()
- 17. Plotting in Pandas
- 18. Conclusion