For the costs of operating$$ machinery, the most suitable base for allocating costs to the finished products when using activity$-$based costing would be the$\_\_\_\_\_\_\_\_.$

A$.$

number of set ups

B$.$

machine hours

C$.$

direct labor hours or costs

D$.$

cost of raw materials purchased