"横ばい" means "the situation has not changed" or something like that, so the sentence means "The number of newborn babies has not changed for the last 10 years."
I think that you could come to think of "a straight horizontal line" if you hear of "横ばい".
I hope that my explanation will help you, my English is not good though. :)