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How we incorporate the polyline in machine learnning tools

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Suppose I have to predict the traffic of a road segment based on available data such as number of houses and business along the road segment. Which machine learning tool would be the option to use that can incorporate the road segment (polylines) through coordinates in the attributes.

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