How do you evaluate the distance of where a competitor is located to set up a similar business?

I found a lot that would be the perfect spot and location for an indoor sporting complex in a cold climate city where something like this could be beneficial. But there is already one 45 min south of it (with out traffic), in a totally different demographic. How do I figure if this is a good idea to pursue?