residual plot (residual = actual y - predicted y)
r = 0.998: a very strong positive linear relationship, and r-squared = 0.995 means the line explains 99.5% of the variation in y. Check the residual plot below: a pattern there means a line is the wrong model no matter how good r looks.
Regression influential-point explorer · free from StatsLearn