Book Image

Pandas Cookbook

By : Theodore Petrou
Book Image

Pandas Cookbook

By: Theodore Petrou

Overview of this book

This book will provide you with unique, idiomatic, and fun recipes for both fundamental and advanced data manipulation tasks with pandas 0.20. Some recipes focus on achieving a deeper understanding of basic principles, or comparing and contrasting two similar operations. Other recipes will dive deep into a particular dataset, uncovering new and unexpected insights along the way. The pandas library is massive, and it's common for frequent users to be unaware of many of its more impressive features. The official pandas documentation, while thorough, does not contain many useful examples of how to piece together multiple commands like one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through practical situations that you are highly likely to encounter. Many advanced recipes combine several different features across the pandas 0.20 library to generate results.
Table of Contents (12 chapters)

Connecting to SQL databases

To become a serious data analyst, you will almost certainly have to learn some amount of SQL. Much of the world's data is stored in databases that accept SQL statements. There are many dozens of relational database management systems, with SQLite being one of the most popular and easy to use.

Getting ready

We will be exploring the Chinook sample database provided by SQLite that contains 11 tables of data for a music store. One of the best things to do when first diving into a proper relational database is to study a database diagram (sometimes called an entity relationship diagram) to better understand how tables are related. The following diagram will be immensely helpful when navigating...