Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Pandas Cookbook

You're reading from   Pandas Cookbook Practical recipes for scientific computing, time series, and exploratory data analysis using Python

Arrow left icon
Product type Paperback
Published in Oct 2024
Publisher Packt
ISBN-13 9781836205876
Length 404 pages
Edition 3rd Edition
Languages
Tools
Arrow right icon
Authors (2):
Arrow left icon
William Ayd William Ayd
Author Profile Icon William Ayd
William Ayd
Matthew Harrison Matthew Harrison
Author Profile Icon Matthew Harrison
Matthew Harrison
Arrow right icon
View More author details
Toc

Table of Contents (13) Chapters Close

Preface 1. pandas Foundations FREE CHAPTER 2. Selection and Assignment 3. Data Types 4. The pandas I/O System 5. Algorithms and How to Apply Them 6. Visualization 7. Reshaping DataFrames 8. Group By 9. Temporal Data Types and Algorithms 10. General Usage and Performance Tips 11. The pandas Ecosystem 12. Index

Exploring categorical data

The adjective categorical is applied to data that, in a broad sense, is used to classify and help navigate your data, but whose values serve little to no purpose when aggregated. For example, if you were working with a dataset that contained a field called eye color with values of Brown, Green, Hazel, Blue, etc., you could use this field to navigate your dataset and answer questions like, For rows where the eye color is X, what is the average pupil diameter? However, you would not ask a question like, What is the summation of eye color?, as a formula like "Hazel" + "Blue would not make sense in this context.

By contrast, the adjective continuous is applied to data that you typically aggregate. With a question like, What is the average pupil diamenter?, the pupil diameter column would be considered continuous. There is value to knowing what it aggregates to (i.e., minimum, maximum, average, standard deviation, etc.), and there are a theoretically...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime