This book aims to improve the reader's pandas skills to a professional-level through two hundred exercises. Reuven Lerner tests 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.
<ASIN:1617299723 >
Author: Reuven Lerner Publisher: Manning Date: May 2024 Pages: 440 ISBN: 978-1617299728 Print: 1617299723 Kindle: B0CZ9XQ6SL Audience: Python developers interested in data analysis Level: Intermediate Category: Python
Exercises include:
- 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
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