The answer choice which represents what the sentence contains is; gerund as subject.
What is a Gerund?
A gerund put simply is the continuous tense form of a verb usually playing the role of a noun or pronoun in a sentence as it plays the subject of the sentence.
Evidently, the word walking plays the role of a subject in the given sentence.
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