What is the difference between "Soul" and "Spirit" as mentioned in the Bible?

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What is the difference between these two? Many believe that these words mean something invisible and immortal that exists inside us. They think that at death this invisible part of a human leaves the body and lives on. Is this what the Bible teaches? Can it be proven, along with the difference between the two terms?