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Building Data-Driven Applications with Danfo.js

You're reading from   Building Data-Driven Applications with Danfo.js A practical guide to data analysis and machine learning using JavaScript

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Product type Paperback
Published in Sep 2021
Publisher Packt
ISBN-13 9781801070850
Length 476 pages
Edition 1st Edition
Languages
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Authors (2):
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Stephen Oni Stephen Oni
Author Profile Icon Stephen Oni
Stephen Oni
Rising Odegua Rising Odegua
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Rising Odegua
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Table of Contents (18) Chapters Close

Preface 1. Section 1: The Basics
2. Chapter 1: An Overview of Modern JavaScript FREE CHAPTER 3. Section 2: Data Analysis and Manipulation with Danfo.js and Dnotebook
4. Chapter 2: Dnotebook - An Interactive Computing Environment for JavaScript 5. Chapter 3: Getting Started with Danfo.js 6. Chapter 4: Data Analysis, Wrangling, and Transformation 7. Chapter 5: Data Visualization with Plotly.js 8. Chapter 6: Data Visualization with Danfo.js 9. Chapter 7: Data Aggregation and Group Operations 10. Section 3: Building Data-Driven Applications
11. Chapter 8: Creating a No-Code Data Analysis/Handling System 12. Chapter 9: Basics of Machine Learning 13. Chapter 10: Introduction to TensorFlow.js 14. Chapter 11: Building a Recommendation System with Danfo.js and TensorFlow.js 15. Chapter 12: Building a Twitter Analysis Dashboard 16. Chapter 13: Appendix: Essential JavaScript Concepts 17. Other Books You May Enjoy

Chapter 4: Data Analysis, Wrangling, and Transformation

Data analysis, wrangling, and transformation are important aspects of any data-driven project, and the majority of your time as a data analyst/scientist will be spent doing one form of data processing or the other. While JavaScript is a flexible language with good features for manipulating data structures, it is quite tedious to write utility functions to perform data wrangling operations all the time. As such, we have built powerful data wrangling and transformation features into Danfo.js, and this can greatly reduce the time that's spent on this stage.

In this chapter, we will show you how to practically use Danfo.js on real-world datasets. You'll learn how to load different types of datasets and analyze them by performing operations such as handling missing values, calculating descriptive statistics, performing mathematical operations, combining datasets, and performing string manipulations.

In this chapter...

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