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Web Application Development with R Using Shiny Second Edition

Web Application Development with R Using Shiny Second Edition

By : Chris Beeley
3.5 (10)
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Web Application Development with R Using Shiny Second Edition

Web Application Development with R Using Shiny Second Edition

3.5 (10)
By: Chris Beeley

Overview of this book

R is a highly flexible and powerful tool for analyzing and visualizing data. Most of the applications built using various libraries with R are desktop-based. But what if you want to go on the web? Here comes Shiny to your rescue! Shiny allows you to create interactive web applications using the excellent analytical and graphical capabilities of R. This book will guide you through basic data management and analysis with R through your first Shiny application, and then show you how to integrate Shiny applications with your own web pages. Finally, you will learn how to finely control the inputs and outputs of your application, along with using other packages to build state-of-the-art applications, including dashboards.
Table of Contents (9 chapters)
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8
Index

Progress bars


It is quite common within Shiny applications and in analytics generally, to have computations or data fetches that take a long time. Later in the chapter, you will learn some of the ways in which you can control the reactive relationships within an application in order to reduce unnecessary processing.

However, even using all these tools, it will sometimes be necessary for the user to wait some time before their output is returned. In cases like this, it is a good practice to do two things: first, to inform that the server is processing the request and has not simply crashed or otherwise failed, and second, to give the user some idea of how much time has elapsed because they requested the output and how much time they have remaining to wait.

This is achieved very simply in Shiny using the withProgress() function. This function defaults to measuring progress on a scale from 0 to 1 and produces a loading bar at the top of the application with the information from the message and...

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