Home >Backend Development >Python Tutorial >How Does Marker Size (Parameter `s`) Work in Matplotlib Scatter Plots?
In creating scatter plots using Pyplot, the documentation specifies a parameter s that determines the size of the markers. This parameter takes values in a unit called "points^2." This can be puzzling, leaving you wondering what exactly this unit represents.
What is a "Point^2"?
A "point^2" is a measurement of area. It does not directly correspond to the pixel dimensions of the marker. Instead, it specifies the area that the marker occupies, regardless of its shape. For example, a circular marker with radius r has an area of πr^2. If you set s to 100, it means that the area of the marker is 100 "points^2."
Scaling the Marker Size
Understanding the unit "points^2" is crucial for scaling the marker size appropriately. To double the width or height of a circular marker, you need to increase s by a factor of 4. This is because the area of a circle increases quadratically with its radius.
Visualizing the Marker Size
To illustrate this concept, consider the following two scatter plots:
Customizing the Marker Size
The exact value of a "point" is arbitrary and can be adjusted to suit your needs. By scaling the values of s by a constant, you can achieve the desired marker size without worrying about the exact meaning of the "points^2" unit.
Additional Notes:
Note that the above discussion pertains to circular markers. For other shapes, the relationship between s and the apparent marker size can differ.
To visualize this relationship for different size functions, consider the following scatter plot:
This plot shows how exponential, square, and linear size functions affect the apparent size of the markers.
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