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Your all-in equity is the amount of money you would have won if you won the same % of the profit as you had equity % in the pot.
So if you went in all in and got called resulting in a $10 pot and you had 40% equity, you'd be allocated $4 in EV (expected value) as in the long run that's what you'd earn.
Over a small sample, and even over a big sample, EV isn't all that helpful - it would be best to learn to just ignore it. The only time you'll ever really see it is people posting that they have earnt less than EV and complaining about how bad they run, which isn't good for their game.
In the short run, yes, in the situations you have been all in you've had the worst hand and got lucky more times than you should have meaning you're running $16 "above EV". All-in EV ignores a lot of situations - you can get it in with quads against better quads and get $0 added to your EV line because you had 0% equity, or you can play a hand awfully and hit your only card on the river but because all the money went in on the river all the money goes towards your EV line.
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