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on January 6, 2023

Creating n randomly distributed points within given (multi)polygon with PyQGIS?

Hiking & Activities

Creating N Randomly Distributed Points Within a Polygon Using PyQGIS: A Practical Guide

Ever needed to sprinkle some random points inside a map polygon? Maybe you’re simulating where new businesses might pop up, creating a test dataset for a spatial model, or running a Monte Carlo simulation. Whatever the reason, being able to randomly scatter points within a specific geographical area is a seriously useful skill. And that’s where PyQGIS, the Python sidekick to the mighty QGIS, comes in. It’s got the muscle and flexibility to get the job done. Let’s walk through how to do it.

The Tricky Part

Here’s the thing: you can’t just throw darts at a map. You need to make absolutely sure every single point lands inside your polygon. A simple “generate random coordinates” approach within the polygon’s boxy outline? Nope, you’ll end up with points all over the place, especially outside the lines. So, we need a smarter way – usually involving a bit of clever rejection (don’t worry, we’ll explain).

What You’ll Need

Before we get coding, make sure you’ve got these covered:

  • QGIS, the free and open-source GIS powerhouse, installed and ready to roll.
  • Some basic Python know-how. You don’t need to be a guru, but knowing your way around syntax and data structures helps.
  • PyQGIS all set up. This means your Python environment can actually talk to QGIS. Usually, it’s a matter of tweaking your PYTHONPATH to point to the QGIS libraries. A little setup now saves headaches later.

The Plan of Attack

We’re going to use something called “rejection sampling.” Sounds fancy, but it’s pretty straightforward. Think of it like this: we’re going to throw a bunch of darts, but only the ones that hit the target count.

  • First, we figure out the rectangle that perfectly encloses our polygon (the bounding box).
  • Then, we randomly pick a spot inside that rectangle.
  • Now, the big question: does that spot fall inside the actual polygon?
  • If yes, great! We keep it. If not, we toss it out and try again.
  • We keep throwing darts until we’ve got the number of points we need.
  • Let’s See Some Code!

    Alright, let’s turn this plan into a PyQGIS script. This snippet shows you how to create those random points inside your polygon layer:

    python

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