Means and mean error

Three sets of synthetic data:

Set L is a linear function increasing in value with each year.  Set R is a random normal distribution, and Set S is a sine function.  Do they RMSEs in and of themselves tell us anything about these functions? No.  Only by looking at the actual data would we be able to see this.