Why is it important to visualize the relationship in a scatterplot before performing a correlation?
A scatterplot is a type of data display that shows the relationship between two numerical variables. Each member of the dataset gets plotted as a point whose (x, y)(x,y)left parenthesis, x, comma, y, right parenthesis coordinates relates to its values for the two variables.
The scatter plot tells us three things:
STRENGTH:strong or weak
FORM-linear or any relationship.
DIRECTION-positive,negative,no correlation.
This helps us to decide the approximate correlation between the two variables under study.
Hence its important to visualize the relationship in a scatterplot before performing a correlation.
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