premise: A young lady with an umbrella is walking by while two women are adoring the adorable puppy one gentleman was walking. hypothesis: a bunch of people walking outside.
entailment: A lady walking, two women adoring and one gentleman walking are referenced as a bunch of people. It can be assumed that they are all outside , because  their activities are almost always outdoor activities.