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This is going to be a bad starter. I suggest that you take the starter off the car and have it tested. Autozone will test the starter out of the car for free.
Mechanic
The solenoid is a part of the starter. Yes, either the solenoid is bad or the starter is stuck (you would hear a click on either one).