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Wiktionary
hit the road

vb. 1 (context idiomatic English) To begin traveling in an automobile or other road vehicle. 2 (context idiomatic English) To leave a place; to go away.

Wikipedia
Hit the Road

Hit the Road (1941) is a crime comedy film featuring the Dead End Kids.