Is Shoving the River the Best Play?

Here’s a pretty interesting hand I played today. Villain’s stats:

VPIP BB: 34%
VPIP SB: 73%
3Bet: 12%
Checkraise: 14%
He’s somewhat aggressive on the flop, but calms down on later streets.