Using KNNImputer to impute values weighted by gps coordinate distance

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import numpy as np
import pandas as pd

new= (-110.5718404,44.4165098)
q1 = (-110.5,44.25)
q2 =(-110.5,44.5)
q3 =(-110.75,44.25)
q4 =(-110.75,44.5)

q1_value = 90
q2


                      
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