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findStationsPerProvince.py
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findStationsPerProvince.py
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import os
import pandas as pd
from shapely.geometry import Point
from shapely.geometry.polygon import Polygon
# Done for all processes
trainStations = pd.read_csv('data/trainStations.csv')
# trainStations['code'] = trainStations['code'].astype(str)
provincesNL = [
["52.842698,5.716049","52.844150,5.724804","52.839588,5.749008","52.817184,5.784199","52.804007,5.789692","52.817392,5.819389","52.813242,5.824196","52.811686,5.833981","52.808261,5.837070","52.805563,5.844109","52.806809,5.856812","52.804214,5.866081","52.800686,5.878441","52.808261,5.898010","52.815109,5.911743","52.823512,5.923931","52.832017,5.924789","52.837410,5.946419","52.833055,5.955517","52.840210,5.959808","52.842284,5.973026","52.821956,5.987961","52.817081,5.996201","52.822579,6.025040","52.815213,6.031391","52.825691,6.060402","52.837306,6.053020","52.838965,6.082031","52.854102,6.119625","52.890367,6.207172","52.913146,6.233265","52.920392,6.245281","52.927636,6.256096","52.925256,6.302788","52.906417,6.334373","52.932810,6.393597","52.971594,6.427586","53.034091,6.362526","53.067627,6.367676","53.081034,6.305534","53.093921,6.315147","53.099487,6.291115","53.114121,6.262104","53.115460,6.204597","53.135135,6.175587","53.168180,6.177475","53.193590,6.199276","53.200069,6.208717","53.222171,6.230175","53.239332,6.213352","53.245187,6.230862","53.256485,6.232922","53.270860,6.255581","53.287898,6.252834","53.290771,6.268456","53.303390,6.279442","53.308109,6.294891","53.313032,6.280643","53.341533,6.287167","53.348604,6.250259","53.342661,6.235153","53.357519,6.218330","53.364485,6.178333","53.390290,6.168034","53.411374,6.191723","53.403290,6.138680","53.407997,6.093018","53.407485,6.069157","53.402982,6.021435","53.394283,5.969250","53.385888,5.919468","53.388755,5.891315","53.377389,5.850975","53.362333,5.806515","53.347477,5.747807","53.328720,5.683434","53.309955,5.619061","53.300518,5.586960","53.284922,5.561039","53.273631,5.554687","53.253096,5.516750","53.240667,5.483105","53.226180,5.461304","53.209528,5.438473","53.185362,5.422337","53.175074,5.409805","53.167665,5.415813","53.147079,5.411007","53.125247,5.405685","53.107938,5.379078","53.094539,5.377361","53.069174,5.390579","53.075362,5.366203","53.055557,5.375816","53.033059,5.393326","53.029858,5.400021","53.023870,5.398132","53.019224,5.409290","52.995674,5.398476","52.972937,5.408947","52.959910,5.408432","52.948845,5.409634","52.942845,5.396587","52.922358,5.408432","52.906003,5.401051","52.897616,5.369122","52.886742,5.355904","52.873067,5.366718","52.866435,5.383884","52.854620,5.402870","52.848712,5.426285","52.854828,5.452721","52.845705,5.500099","52.832743,5.551083","52.835129,5.570995","52.840313,5.580608","52.848504,5.584213","52.850578,5.617344","52.860114,5.643093","52.854724,5.655109","52.843942,5.658199","52.845809,5.684978","52.838343,5.703346","52.842284,5.715019"],
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]
provinceOrder = ['Friesland', 'Groningen', 'Overijssel', 'Drenthe', 'Gelderland', 'Flevoland', 'Utrecht', 'Noord-Holland', 'Zuid-Holland', 'Zeeland', 'Noord-Brabant', 'Limburg']
provinceShapes = {}
for (index, province) in enumerate(provinceOrder):
coords = [map(float, x.split(',')) for x in provincesNL[index]]
provinceShapes[province] = Polygon(coords)
provincesPerStation = ["" for x in range(len(trainStations))]
for (index, station) in trainStations.iterrows():
point = Point(station['geo_lat'], station['geo_lng'])
for province in provinceShapes:
if provinceShapes[province].contains(point):
provincesPerStation[index] = province
break
trainStations['province'] = provincesPerStation
trainStations.to_csv('./data/trainStationsWithProvince.csv', index=False)