Residuals are normally distributed - shapiro wilk value of 0.859 and residual normal quantile plot looks normal. Regression meets assumptions of normality with the graphs found. There is independence among errors because the residual by row plot looks random. Equal variance across X is also seen with the residual by predicted plot having the points equally spread above and below 0 Can you talk about the discussion based on the results ?