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You're reading from  Analytics for the Internet of Things (IoT)

Product typeBook
Published inJul 2017
Reading LevelIntermediate
PublisherPackt
ISBN-139781787120730
Edition1st Edition
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Author (1)
Andrew Minteer
Andrew Minteer
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Andrew Minteer

Andrew Minteer is currently the senior director, data science and research at a leading global retail company. Prior to that, he served as the director, IoT Analytics and Machine Learning at a Fortune 500 manufacturing company. He has an MBA from Indiana University with a background in statistics, software development, database design, cloud architecture, and has led analytics teams for over 10 years. He first taught himself to program on an Atari 800 computer at the age of 11 and fondly remembers the frustration of waiting through 20 minutes of beeps and static to load a 100-line program. He now thoroughly enjoys launching a 1 TB GPU-backed cloud instance in a few minutes and getting right to work. Andrew is a private pilot who looks forward to spending some time in the air sometime soon. He enjoys kayaking, camping, traveling the world, and playing around with his six-year-old son and three-year-old daughter.
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Raster-based methods


Raster consists of a grid of cells arranged in rows and columns. Think of raster like pixels on a screen, except each pixel is defined using a set ground distance. There is a lot in common between raster files and image files. Raster files are sometimes saved using the same formats as image files. Images are often created straight from raster files; you see such examples all the time, from weather forecasts to terrain maps.

The size of the cells in the grid is similar in concept to the resolution of an image. Unlike vector data, a raster contains information for the entire area it covers. It is useful for things that have values for an entire area, such as elevation and temperature. The downside is the resulting large file sizes.

Multiple values per cell can be stored as different bands in the dataset. This is similar in concept to RGB values for a color image. The SRTM and Digital Elevation Model (DEM) datasets discussed in Chapter 7, Decorating Your Data - Adding External...

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Analytics for the Internet of Things (IoT)
Published in: Jul 2017Publisher: PacktISBN-13: 9781787120730

Author (1)

author image
Andrew Minteer

Andrew Minteer is currently the senior director, data science and research at a leading global retail company. Prior to that, he served as the director, IoT Analytics and Machine Learning at a Fortune 500 manufacturing company. He has an MBA from Indiana University with a background in statistics, software development, database design, cloud architecture, and has led analytics teams for over 10 years. He first taught himself to program on an Atari 800 computer at the age of 11 and fondly remembers the frustration of waiting through 20 minutes of beeps and static to load a 100-line program. He now thoroughly enjoys launching a 1 TB GPU-backed cloud instance in a few minutes and getting right to work. Andrew is a private pilot who looks forward to spending some time in the air sometime soon. He enjoys kayaking, camping, traveling the world, and playing around with his six-year-old son and three-year-old daughter.
Read more about Andrew Minteer