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Predicting the Difficulty and Enjoyment Rating of Backpacking Trails

Here, I build machine learning models to predict the difficulty and enjoyment rating of backpacking trails I am personally interested in hiking. The base dataset a list of ~3000 trails in USA National Parks, scraped from Alltrails.com. I include data from trails I've hiked myself as well. I add a feature to keep track of which trails are mine, to help fine-tune the model to my preferences. A historical weather API is used to get climate data for each trail.

Open TrailGenie.ipynb for more information.

Open images for more plots.

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Predicting the Difficulty and Enjoyment Rating of Backpacking Trails

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