Why did Europeans explore the Atlantic Ocean?

To get to the other side!

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Good, very original answer!

Unfortunately it begs another.

They went for a variety of reasons. Some merchants went to make a slightly more than modest amount of money, honest pay for honest work and risk. There were many who went for power and glory. Some claimed to go to do the work of God, and in a very few cases, I think this was quite true.