The top 10 US cities for software engineers

After doing some research on US cities we came up with a list of the 10 best cities in the US for software engineers. Of course engineers live and breath data so this list is a bit more data driven than your typical post.

So what did we look for? Well median salary for software engineers is obviously a must. Work availability goes in there as well. Average commute time is good to put up there, as well as average rent price for a one bedroom apartment. Another point we look at is weather and sunny days per year. Finally to end the recipe, we joined in data for gender ratio.
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