The Bobbsey Twins and Baby May

This is a children's adventure story involving, as the title suggests, a missing baby.
The Bobbsey twins are Nan and Bert who also have younger twin siblings, Flossie and Freddie. When the story begins all four children are about to go home from school in a torrential downpour of rain.