about the technology Mastering pandas means working out your new skills until they become like reflexes.

This book gives you lots of pandas practice by working through the kind of scenarios you''ll face in the real world. Whether you''re a data scientist or a programmer handling large quantities of data, you''ll soon overcome pandas''s learning curve and start solving complex problems in less time.

about the book Pandas Workout hones your pandas skills to a professional-level through 50 hands-on exercises, along with 150 bonus challenges to really test your skills.

Expert Python trainer Reuven Lerner coaches you through essentials like data frames and reveals pandas''s rich functionality for string and date/time handling, complex indexing, and visualization. Clear explanations and detailed Jupyter Notebooks accompany every exercise, along with comparisons of different possible solutions.

Work through this book, and you''ll be ready to flex your muscles against even the trickiest pandas problems!

RETAIL SELLING POINTS 

 • Clean your data for accurate analysis 

• Work with rows and columns for retrieving and assigning data• Handle indexes, including hierarchical indexes

 • Read and write data with a number of common formats, such as CSV and JSON 

• Process and manipulate textual data from within pandas

 • Work with dates and times in pandas 

• Perform aggregate calculations on selected subsets of data 

AUDIENCE 

For Python programmers and data analysts, with basic knowledge of pandas.