Albert, the Dog Who Liked to Ride in Taxis — Cynthia Zarin

Always Albert hopes for rain. On rainy days Mrs. Crabtree takes him with her for taxi rides. So much better than walks.
One day -- brilliantly sunny, for a surprise -- Albert hops a taxi alone. More than one taxi, actually.
You will never guess where he goes!