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About vectorized operations, I suggested using vectorized operations as much as you can by going through its documentation so you can check out what's been added. For example, instead of using shapley.LineString in a python for-loop, you can use shapely.linestrings and pass the iterator directly to this function to take advantage of the much faster vectorized for-loop in shapely.
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