diff --git a/contrib/plotting-visualization/index.md b/contrib/plotting-visualization/index.md
index 3192f03..7e43d9b 100644
--- a/contrib/plotting-visualization/index.md
+++ b/contrib/plotting-visualization/index.md
@@ -5,5 +5,6 @@
 - [Bar Plots in Matplotlib](matplotlib-bar-plots.md)
 - [Pie Charts in Matplotlib](matplotlib-pie-charts.md)
 - [Line Charts in Matplotlib](matplotlib-line-plots.md)
+- [Scatter Plots in Matplotlib](matplotlib-scatter-plot.md)
 - [Introduction to Seaborn and Installation](seaborn-intro.md)
 - [Getting started with Seaborn](seaborn-basics.md)