Occasionally the car won't shut off when the key is off

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I replaced the alternator last spring and now intermittently the car won't shut off. I hear a ticking in the steering column. A couple times I was in the house and heard the horn beep and when I got in the car the red engine light was on and it was ticking though the key was in the house and the car had been sitting