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Building Data-Driven Applications with Danfo.js

Building Data-Driven Applications with Danfo.js

By : Odegua, Oni
3.8 (4)
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Building Data-Driven Applications with Danfo.js

Building Data-Driven Applications with Danfo.js

3.8 (4)
By: Odegua, Oni

Overview of this book

Most data analysts use Python and pandas for data processing for the convenience and performance these libraries provide. However, JavaScript developers have always wanted to use machine learning in the browser as well. This book focuses on how Danfo.js brings data processing, analysis, and ML tools to JavaScript developers and how to make the most of this library to build data-driven applications. Starting with an overview of modern JavaScript, you’ll cover data analysis and transformation with Danfo.js and Dnotebook. The book then shows you how to load different datasets, combine and analyze them by performing operations such as handling missing values and string manipulations. You’ll also get to grips with data plotting, visualization, aggregation, and group operations by combining Danfo.js with Plotly. As you advance, you’ll create a no-code data analysis and handling system and create-react-app, react-table, react-chart, Draggable.js, and tailwindcss, and understand how to use TensorFlow.js and Danfo.js to build a recommendation system. Finally, you’ll build a Twitter analytics dashboard powered by Danfo.js, Next.js, node-nlp, and Twit.js. By the end of this app development book, you’ll be able to build and embed data analytics, visualization, and ML capabilities into any JavaScript app in server-side Node.js or the browser.
Table of Contents (18 chapters)
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1
Section 1: The Basics
3
Section 2: Data Analysis and Manipulation with Danfo.js and Dnotebook
10
Section 3: Building Data-Driven Applications

Setting up the project environment

React.js is used for the project, and to set up the React app, we will use the create-react-app package to automatically generate a frontend build pipeline for us. But first, make sure you have Node.js and npm installed in order to use npx, a package runner tool that comes with npm 5.2+.

Before we dive into setting up our environment, here are the tools needed and that will be installed in this chapter:

  • React.js: A JavaScript framework for building the UI
  • Draggable: A drag-and-drop library that makes it possible to move HTML elements around
  • React-chart-js: A React library for chart components
  • React-table-v6: A React library for displaying tables

The following are some alternatives to the preceding tools:

  • Vue.js: A JavaScript library for building the UI
  • rechart.js: A composable charting library built on React.js
  • Material-table: A data table for React based on material-UI

To create a React app pipeline...

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