In the table you set the distance to 10, how the predicted value of 40 was calculated, and the error with a value of 20?
This is a typo. It should be 4 instead of 10. Refer to the video at 1:35 mins:
During the rest of the session, it consistently shows the weight instead of the independable variable Distance.