Does anyone from Fuelly actually read this forum?
Take a look at the 2017 CR-V fuel-up statistics:
2017 Honda CR-V MPG - Actual MPG from 73 2017 Honda CR-V owners
You will see 2 bell-shaped curves side by side; the one on the left from the 2 cars that aren't 2017 CR-Vs, and the one on the right from cars that are.
If manual intervention isn't allowed, at least you could filter out fuel-ups from prior to the model year (or even 2 years prior to the model year) as an algorithmic way of removing bad data.