Book Image

Mastering pandas - Second Edition

By : Ashish Kumar
Book Image

Mastering pandas - Second Edition

By: Ashish Kumar

Overview of this book

pandas is a popular Python library used by data scientists and analysts worldwide to manipulate and analyze their data. This book presents useful data manipulation techniques in pandas to perform complex data analysis in various domains. An update to our highly successful previous edition with new features, examples, updated code, and more, this book is an in-depth guide to get the most out of pandas for data analysis. Designed for both intermediate users as well as seasoned practitioners, you will learn advanced data manipulation techniques, such as multi-indexing, modifying data structures, and sampling your data, which allow for powerful analysis and help you gain accurate insights from it. With the help of this book, you will apply pandas to different domains, such as Bayesian statistics, predictive analytics, and time series analysis using an example-based approach. And not just that; you will also learn how to prepare powerful, interactive business reports in pandas using the Jupyter notebook. By the end of this book, you will learn how to perform efficient data analysis using pandas on complex data, and become an expert data analyst or data scientist in the process.
Table of Contents (21 chapters)
Free Chapter
1
Section 1: Overview of Data Analysis and pandas
4
Section 2: Data Structures and I/O in pandas
7
Section 3: Mastering Different Data Operations in pandas
12
Section 4: Going a Step Beyond with pandas

Open source APIs – Quandl

Python can be used to fetch data from open source and commercial APIs. We can use it to fetch data in several formats. Some of them output data in JSON format, some in XML, and some in tabular formats such as CSV and DataFrames. Once converted into DataFrames, this data is generally processed in pandas.

In this section, we will look at an example of fetching data from the Quandl API, which is an open source API that contains data on a variety of topics such as financial, economic, and alternative data. You can have a look at this famous data repository here: https://www.quandl.com/.

An api key is an application programming interface that acts as a mediator between a developer or any other user who wishes to access the data within the website using a computer code. An api key is a piece of code that identifies the user and their associated account...