Introduction to data systems : building from Python / Thomas Bressoud, David White.

Part I Foundation
1. Introduction
2. File Systems and File Processing
3. Python Native Data Structures
4. Regular Expressions
Part II Data Systems: The Data Models
5. Data Systems Models
6. Tabular Model: Structure and Formats
7. Tabular Model: Access Operations and pandas
8. Tabular Model: Advanced Operations and pandas
9. Tabular Model: Transformations and Constraints
10. Relational Model: Structure and Architecture
11. Relational Operations: Single Table
12. Relational Operations: Multiple Tables
13. Relational Database Programming
14. Relational Model: Design, Constraints, and Creation
15. Hierarchical Model: Structure and Formats
16. Hierarchical Model: Operations and Programming
17. Hierarchical Model: Constraints
Part III Data Systems: The Data Sources
18. Overview of Data Systems Sources
19. Networking and Client-Server
20. The HyperText Transfer Protocol
21. Interlude: Client Data Acquisition
22. Web Scraping
23. RESTful Application Programming Interfaces
24. Authentication and Authorization.