Book Image

Geospatial Development By Example with Python

By : Pablo Carreira
5 (1)
Book Image

Geospatial Development By Example with Python

5 (1)
By: Pablo Carreira

Overview of this book

From Python programming good practices to the advanced use of analysis packages, this book teaches you how to write applications that will perform complex geoprocessing tasks that can be replicated and reused. Much more than simple scripts, you will write functions to import data, create Python classes that represent your features, and learn how to combine and filter them. With pluggable mechanisms, you will learn how to visualize data and the results of analysis in beautiful maps that can be batch-generated and embedded into documents or web pages. Finally, you will learn how to consume and process an enormous amount of data very efficiently by using advanced tools and modern computers’ parallel processing capabilities.
Table of Contents (17 chapters)
Geospatial Development By Example with Python
Credits
About the Author
About the Reviewers
www.PacktPub.com
Preface
Index

Working with satellite images


Satellite images are a form of remote sensing data. They are composed of the information collected by satellites and are made available to users as image files. Just like the digital elevation model that we worked on before, these images are made of pixels, each one representing the value of a given attribute for a given geographic extent.

These images can be used to visualize features on Earth using real colors or they can be used to identify a variety of characteristics using parts of the light spectrum invisible to the human eyes.

In order to follow the examples, we will use images from the Landsat 8 satellite. They are available for free on the Internet. Let's take a look at some of the characteristics of this satellite.

Landsat 8 carries two instruments: the Operational Land Imager (OLI) and the Thermal Infrared Sensor (TIRS).

These sensors can collect data in a total of 10 different bands processed in a resolution of 4096 possible levels (12-bit). The data...