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If you’ve ever used Google Maps to get the directions between two addresses, that’s basically what we had to do here.Except this time, we needed to look up 2,450 directions to get the “true” distance between all 50 landmarks — a monumental task if we had to do it by hand.I’ll leave the interpretation of that fact to the reader.Here’s the Google Maps of the route: [1] [2] [3] [4] [5] [6] Here’s the full list of cities in order: If you’d like to customize your own road trip, I’ve released the Python code I used in this project with an open source license and instructions for how to optimize your custom road trip. I’ve made another version for Europe here and for South America here.This means finding the route that backtracks as little as possible, which is especially difficult when visiting Florida and the Northeast.If you read my Where’s Waldo article, you’re already aware of how difficult it can be to solve route optimization problems like this one.With 50 landmarks to put in order, we would have to exhaustively evaluate 3 x 10 years — long after the Sun has entered its red giant phase and devoured the Earth.This complication is why Google Map’s route optimization service only optimizes routes of up 10 waypoints, and the best free route optimization service only optimizes 20 waypoints unless you pay them a lot of money to dedicate some bigger computers to it.

All the algorithm needs are the distances travelled between every stop so it can try to compute the optimal route. Generally, I write about data visualization and machine learning, and sometimes explore out-of-the-box projects at the intersection of the two. If you would like to use one of my graphs on your website or in a publication, please feel free to do so with appropriate attribution, but I would appreciate it if you email me first to let me know.

The road trip below stops at the Trip Advisor-rated Best City to Visit in every contiguous U. This road trip will more-or-less follow the same path as the major U. landmarks trip, covering a slightly shorter 12,290 mile (19,780 km) route around the U. Some larger states — like California and Texas — may have multiple cities you’d like to visit, so it’s probably worthwhile to stop at other larger cities along the route.

You may note that cities from North Dakota, Vermont, and West Virginia are missing.

state has long been on my bucket list, so I jumped on the opportunity and opened up my machine learning tool box for another quick weekend project. is, it’s especially difficult to make a road trip that will appeal to everyone.

All that was left was to figure out the path that would minimize our time spent driving and maximize our time spent enjoying the landmarks.

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