- 440 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
About this book
Practice makes perfect pandas! Work out your pandas skills against dozens of real-world challenges, each carefully designed to build an intuitive knowledge of essential pandas tasks. In Pandas Workout you'll learn how to:
- 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
- Produce attractive and useful visualizations that make your data come alive
Pandas Workout hones your pandas skills to a professional-level through two hundred exercises, each designed to strengthen your pandas skills. You'll test your abilities against common pandas challenges such as importing and exporting, data cleaning, visualization, and performance optimization. Each exercise utilizes a real-world scenario based on real-world data, from tracking the parking tickets in New York City, to working out which country makes the best wines. You'll soon find your pandas skills becoming second nature—no more trips to StackOverflow for what is now a natural part of your skillset. About the technology Python's pandas library can massively reduce the time you spend analyzing, cleaning, exploring, and manipulating data. And the only path to pandas mastery is practice, practice, and, you guessed it, more practice. In this book, Python guru Reuven Lerner is your personal trainer and guide through over 200 exercises guaranteed to boost your pandas skills. About the book Pandas Workout is a thoughtful collection of practice problems, challenges, and mini-projects designed to build your data analysis skills using Python and pandas. The workouts use realistic data from many sources: the New York taxi fleet, Olympic athletes, SAT scores, oil prices, and more. Each can be completed in ten minutes or less. You'll explore pandas' rich functionality for string and date/time handling, complex indexing, and visualization, along with practical tips for every stage of a data analysis project. What's inside
- Clean data with less manual labor
- Retrieving and assigning data
- Process and manipulate text
- Calculations on selected data subsets
About the reader For Python programmers and data analysts. About the author Reuven M. Lerner teaches Python and data science around the world and publishes the "Bamboo Weekly" newsletter. He is the author of Manning's Python Workout (2020). Table of Contents 1 Series
2 Data frames
3 Importing and exporting data
4 Indexes
5 Cleaning data
6 Grouping, joining, and sorting
7 Advanced grouping, joining, and sorting
8 Midway project
9 Strings
10 Dates and times
11 Visualization
12 Performance
13 Final project
Frequently asked questions
- Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
- Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Information
Table of contents
- Pandas Workout
- Copyright
- dedication
- contents
- front matter
- 1 Series
- 2 Data frames
- 3 Importing and exporting data
- 4 Indexes
- 5 Cleaning data
- 6 Grouping, joining, and sorting
- 7 Advanced grouping, joining, and sorting
- 8 Midway project
- 9 Strings
- 10 Dates and times
- 11 Visualization
- 12 Performance
- 13 Final project
- index