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=101+2+3+4=10
DC bin rowThe role label is tied to a checked basis.samples=1,2,3,4basis=1,1,1,1dotSum=10binRole=dc

The alternating basis cancels this ramp

The same samples can give a negative dot when the basis signs alternate.

12+34=21\mathbin{-}2+3\mathbin{-}4=\mathbin{-}2
Alternating bin rowThe dot sum follows products, not role prose.samples=1,2,3,4basis=1,-1,1,-1dotSum=-2binRole=alternating

A third reviewed basis gives its own finite dot

The table compares three checked roles on the same sample row.

roledotdc10alternating2two-cycle4\begin{array}{c|c}\text{role}&\text{dot}\\\text{dc}&10\\\text{alternating}&\mathbin{-}2\\\text{two-cycle}&\mathbin{-}4\\\end{array}
Two-cycle bin rowNo continuous spectrum is inferred from the finite rows.samples=1,2,3,4basis=2,0,-2,0dotSum=-4binRole=two-cycle