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slope
The predicted (y-context) increases/decreases by (slope value) for each additional (x-context).
y-intercept
The predicted (y-context) when (x-context) = 0 is (y-intercept).
correlation (r)
The correlation of (r= ) indicates that the linear relationship between (x-context) and (y-context) is (DUFS).
residual
The actual (y-context) was (residual value A-P) less than/ greater than the predicted value based on (x-context).
coefficient of determination
About (r^2 value as a %) of the variability in (y-context) is accounted for by the least squares regression line with x=(x-context).