FIG. 1 is a perspective view of a tapered drive shaft housing according to our new design; FIG. 2 is another perspective view thereof; FIG. 3 is a top plan view thereof; FIG. 4 is a bottom plan view thereof; FIG. 5 is a left side elevation view thereof; FIG. 6 is a right side elevation view thereof; FIG. 7 is a rear elevation view thereof; and, FIG. 8 is a front elevation view thereof. The broken lines shown herein are for illustrative purposes only and form no part of the claimed design.