Out of Stock items showing in Commerce

Out of Stock items showing in Commerce

I have over 6000 items and most are not in stock, but all items are showing up in Commerce whether they are inventory or not.   What option or feature can you use to hide items in Commerce at zero or negative quantities?  I currently am using Commerce for customer ordering and Books for my inventory management. 
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