Best bet is to take it out so you can get to the wires comfortably and do a nice install. The last thing you want is loose or shady connections.
Your amp should have line-out inputs, or you'll need a line-out convertor to go in between the deck and amp.
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01 SE 6cyl 5spd Solar Yellow