Reviewed finite basis roles are scanned by exact dot products. Exact arithmetic here means exact results for the stated model inputs; measured inputs still carry uncertainty and significant-figure limits.
highlighted = computed this step
The dc basis adds all samples
With basis all ones, the dot sum is ten.
1+2+3+4=10
The alternating basis cancels this ramp
The same samples can give a negative dot when the basis signs alternate.
1−2+3−4=−2
A third reviewed basis gives its own finite dot
The table compares three checked roles on the same sample row.