It depends on who put it on. In addition to what you've already removed, you need to take off the timing pointer, another bolt, the front pulley, and the harmonic balancer. It will come down to what sort and how much of adhesive the previous guy used to get it unstuck from the block.
Most likely it wont be that bad.
Reinstalling may be a bit of a trick. The crank goes through the timing cover. You want to put the front stuff back on and use that to get the cover centered around the crank. That way it seals up better and you dont get a leak. And then you get to re-seal the oil pan since that seals up against the bottom of the timing cover.
Be careful. The 3 most expensive words in this hobby are "while you're there". As in, I'm replacing the water pump, but while you're there, go ahead and do the timing cover. And that turns into, "i'm replacing the timing cover, while i'm there, i should probably replace the worn out timing chain. What starts out as a $50 water pump turns into a stroker project with a super charger.