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Geospatial Development By Example with Python

You're reading from   Geospatial Development By Example with Python Build your first interactive map and build location-aware applications using cutting-edge examples in Python

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Product type Paperback
Published in Jan 2016
Publisher
ISBN-13 9781785282355
Length 340 pages
Edition 1st Edition
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Author (1):
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Pablo Carreira Pablo Carreira
Author Profile Icon Pablo Carreira
Pablo Carreira
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Table of Contents (12) Chapters Close

Preface 1. Preparing the Work Environment 2. The Geocaching App FREE CHAPTER 3. Combining Multiple Data Sources 4. Improving the App Search Capabilities 5. Making Maps 6. Working with Remote Sensing Images 7. Extract Information from Raster Data 8. Data Miner App 9. Processing Big Images 10. Parallel Processing Index

Storing information on a database


In the previous chapters, the basic workflow was to import all the data into memory as Python objects every time we ran the code. That's perfectly fine and efficient when we work with small pieces of data.

At some point, you may have noticed that the performance of our code was debilitated, especially when we started importing country boundaries along with all the attributes. This happened because importing attributes is slow.

Secondly, although our filtering mechanisms worked pretty well, we may have problems when dealing with huge datasets.

The formula to solve these problems is very simple and consists of only two basic ingredients:

  • Get only what you need

  • Use indexed searches

The first point is about getting only the records you need, as well as getting only the attributes that are desired for a given analysis.

The second point is about how things are found. In our method, a loop tests every record for a condition until the desired one is found (that is, the...

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