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Slop
For every increase in one x, the model predicts there is an average increase/decrease in y.
Y-Intercept
If the x is 0, the model predicts y would be y-intercept.
Correlation Coefficient [r]
The correlation coefficient of r indicates that there is a strong/moderate/weak positive/negative linear relationship between y and x.
Coefficient of Determination [r²]
r² percent of the variability in y can be explained by the linear model/association with x.
Standard Deviation of Residuals [s]
The standard deviation of the residuals s measures the size of a typical residual. That is, s, measures the typical distance between the actual y values and the predicted y values.