Answer :
Scatter plot diagrams are made by plotting the data plots gathered in an x-y diagram. Then, the data points are fitted to an equation. Correlations come from this made equations. They are deemed legitimate through the coefficient of correlation r-squared. If it is as high as around 0.99, then the equation is a good correlation for the behavior of the data.
Therefore, correlations should always be reported with scatter diagrams because they help us determine the direction of the correlation, distinguish between association and causation, and assess the impact of outliers on the correlation coefficient.
A diagram is a picture that shows how certain systems, structures, and connections exist. Even if they go by the names "map," "chart," or "graph," some diagrams kinds also go by those names. A diagram is a drawing that demonstrates the various components of something and how they interact.
A diagram uses visualization techniques to portray information symbolically. Diagrams have been utilized on cave walls since the Stone Age, but they gained popularity during the Enlightenment.
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