Details zum E-Book

The Pandas Workshop. A comprehensive guide to using Python for data analysis with real-world case studies

The Pandas Workshop. A comprehensive guide to using Python for data analysis with real-world case studies

Blaine Bateman, Saikat Basak, Thomas V. Joseph, William So

E-book
The Pandas Workshop will teach you how to be more productive with data and generate real business insights to inform your decision-making. You will be guided through real-world data science problems and shown how to apply key techniques in the context of realistic examples and exercises. Engaging activities will then challenge you to apply your new skills in a way that prepares you for real data science projects.
You’ll see how experienced data scientists tackle a wide range of problems using data analysis with pandas. Unlike other Python books, which focus on theory and spend too long on dry, technical explanations, this workshop is designed to quickly get you to write clean code and build your understanding through hands-on practice. As you work through this Python pandas book, you’ll tackle various real-world scenarios, such as using an air quality dataset to understand the pattern of nitrogen dioxide emissions in a city, as well as analyzing transportation data to improve bus transportation services.
By the end of this data analytics book, you’ll have the knowledge, skills, and confidence you need to solve your own challenging data science problems with pandas.
  • 1. An Introduction to pandas
  • 2. Working with Data Structures
  • 3. Data I/O
  • 4. pandas Data Types
  • 5. Data Selection – DataFrames
  • 6. Data Selection – Series
  • 7. Data Exploration and Transformation
  • 8. Data Visualization
  • 9. Data Modeling – Preprocessing
  • 10. Data Modeling – Modeling Basics
  • 11. Data Modeling – Regression Modeling
  • 12. Using Time in pandas
  • 13. Exploring Time Series
  • 14. Applying pandas Data Processing for Case Studies
  • Titel: The Pandas Workshop. A comprehensive guide to using Python for data analysis with real-world case studies
  • Autor: Blaine Bateman, Saikat Basak, Thomas V. Joseph, William So
  • Originaler Titel: The Pandas Workshop. A comprehensive guide to using Python for data analysis with real-world case studies
  • ISBN: 9781800202870, 9781800202870
  • Veröffentlichungsdatum: 2022-06-17
  • Format: E-book
  • Artikelkennung: e_39tp
  • Verleger: Packt Publishing