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sklearn.neighbors.LocalOutlierFactor
Per chat with @jcsg, I briefly tried the LocalOutlierFactor
model. Posting early, will spend some more time for a detailed analysis of both the model and the results.
Per https://stackoverflow.com/a/36869611/3453958
The NearestNeighbors class is unsupervised and can not be used for classification but only for nearest neighbor searches.
Neighbors for an inlier (good highway)
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Neighbors for an outlier (harmful highway)
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