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I don't know if am alone but I have problem distinguishing cars. When I see cars passing the street, all I can remember is the color. I am looking for website or book that can teach a woman like me to recognize a car in the first view.  

I would recommend going through an auto trading website like this 1, automotive.com.  Automotive.com should be helpful since they'll provide pictures and information of just about any car you can think of.  This way you can look at a car that's available now and see what the previous model looked 10 years ago or maybe look at a competing model from another brand so that way you can learn the difference between the two.