diff --git a/guide/english/certifications/data-visualization/data-visualization-projects/visualize-data-with-a-scatterplot-graph/index.md b/guide/english/certifications/data-visualization/data-visualization-projects/visualize-data-with-a-scatterplot-graph/index.md
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 ## Visualize Data with a Scatterplot Graph
 
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+
+**The Use of a Scatterplot Graph**
+
+Scatterplots are a visualization intended for `numerical` data. That is, they display the relationship between one numerical distribution and another. For instance, a scatter plot may be useful in plotting the relationship between number of groceries bought and the total amount paid for them at checkout. 
+
+Scatterplots are particularly beneficial in uncovering an association between two numerical variables. Associations can be `positive` (if both variables are increasing together towards high values) or `negative` (while one variable increases, the other's values decrease). If we see some points isolated from the rest, then we can understand that outliers are also present in the data.