Book Image

Analytics for the Internet of Things (IoT)

By : Andrew Minteer
5 (1)
Book Image

Analytics for the Internet of Things (IoT)

5 (1)
By: Andrew Minteer

Overview of this book

We start with the perplexing task of extracting value from huge amounts of barely intelligible data. The data takes a convoluted route just to be on the servers for analysis, but insights can emerge through visualization and statistical modeling techniques. You will learn to extract value from IoT big data using multiple analytic techniques. Next we review how IoT devices generate data and how the information travels over networks. You’ll get to know strategies to collect and store the data to optimize the potential for analytics, and strategies to handle data quality concerns. Cloud resources are a great match for IoT analytics, so Amazon Web Services, Microsoft Azure, and PTC ThingWorx are reviewed in detail next. Geospatial analytics is then introduced as a way to leverage location information. Combining IoT data with environmental data is also discussed as a way to enhance predictive capability. We’ll also review the economics of IoT analytics and you’ll discover ways to optimize business value. By the end of the book, you’ll know how to handle scale for both data storage and analytics, how Apache Spark can be leveraged to handle scalability, and how R and Python can be used for analytic modeling.
Table of Contents (20 chapters)
Title Page
Credits
About the Author
About the Reviewer
www.PacktPub.com
Customer Feedback
Preface

Creating a dashboard with Tableau


Tableau makes it easy to assemble a dashboard from the visual analysis tabs you have already created. We will use it to build from the weather station data example in Chapter 6, Getting to Know Your Data - Exploring IoT Data. We will also walk-through the hierarchy of questions process in the course of building the dashboard.

The dashboard walk-through

There is also web server software for Tableau, called Tableau Server, that allows you to easily publish a dashboard from the desktop software so that it is viewable through a browser. Other users can then easily interact with it. Although Tableau Server is outside the scope of this book, you would most likely want to publish the dashboards you create to it.

Hierarchy of Questions example

For this simple example, let's assume the audience is a government water use planning group for the State of Colorado. The group wants to understand how many weather stations are reporting precipitation information and a sense...