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Exploratory Data Analysis with Python Cookbook

You're reading from   Exploratory Data Analysis with Python Cookbook Over 50 recipes to analyze, visualize, and extract insights from structured and unstructured data

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Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781803231105
Length 382 pages
Edition 1st Edition
Languages
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Author (1):
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Ayodele Oluleye Ayodele Oluleye
Author Profile Icon Ayodele Oluleye
Ayodele Oluleye
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Table of Contents (13) Chapters Close

Preface 1. Chapter 1: Generating Summary Statistics 2. Chapter 2: Preparing Data for EDA FREE CHAPTER 3. Chapter 3: Visualizing Data in Python 4. Chapter 4: Performing Univariate Analysis in Python 5. Chapter 5: Performing Bivariate Analysis in Python 6. Chapter 6: Performing Multivariate Analysis in Python 7. Chapter 7: Analyzing Time Series Data in Python 8. Chapter 8: Analysing Text Data in Python 9. Chapter 9: Dealing with Outliers and Missing Values 10. Chapter 10: Performing Automated Exploratory Data Analysis in Python 11. Index 12. Other Books You May Enjoy

Creating a crosstab/two-way table on bivariate data

A crosstab displays the relationship between categorical variables in a matrix format. The rows of the crosstab are typically the categories within the first categorical variable, while the columns are the categories of the second categorical variable. The values within the crosstab are either the frequency of occurrence or the percentage of occurrence. It is also known as a two-way table or contingency table. With the crosstab, we can easily uncover trends and patterns, especially as they relate to specific categories within our dataset.

In this recipe, we will explore how to create crosstabs in pandas. The crosstab method in pandas can be used for this.

Getting ready

We will work with the Palmer Archipelago (Antarctica) penguin data from Kaggle in this recipe. You can retrieve all the files from the GitHub repository.

How to do it…

We will learn how to create a crosstab using the pandas library:

  1. Import...
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