1085 lines
34 KiB
Python
1085 lines
34 KiB
Python
import geopandas as gpd
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import numpy as np
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import hub.helpers.constants as cte
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import matplotlib.pyplot as plt
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input_geojson = "data/cerc_cmm_corrected.geojson"
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output_geojson = "data/cerc_cmm_corrected_with_archetype.geojson"
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function_dict = {
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'1000': cte.RESIDENTIAL,
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'2089': cte.WAREHOUSE,
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'1921': cte.WAREHOUSE,
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'1922': cte.RESIDENTIAL,
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'9100': cte.RESIDENTIAL,
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'6000': cte.MEDIUM_OFFICE,
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'5010': cte.STAND_ALONE_RETAIL,
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'9490': cte.WAREHOUSE,
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'4299': cte.WAREHOUSE,
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'6379': cte.WAREHOUSE,
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'5533': cte.WAREHOUSE,
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'6591': cte.OFFICE_AND_ADMINISTRATION,
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'6211': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'1511': cte.DORMITORY,
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'5833': cte.HOTEL,
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'1532': cte.DORMITORY,
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'6911': cte.CONVENTION_CENTER,
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'9510': cte.RESIDENTIAL,
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'1990': cte.MID_RISE_APARTMENT,
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'1923': cte.RESIDENTIAL,
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'7222': cte.SPORTS_LOCATION,
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'5002': cte.STRIP_MALL,
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'6111': cte.COMMERCIAL,
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'6311': cte.MEDIUM_OFFICE,
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'6399': cte.MEDIUM_OFFICE,
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'5812': cte.FULL_SERVICE_RESTAURANT,
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'4621': cte.WAREHOUSE,
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'1541': cte.DORMITORY,
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'7214': cte.WAREHOUSE,
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'4821': cte.RESIDENTIAL,
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'9520': cte.RESIDENTIAL,
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'7112': cte.WAREHOUSE,
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'6299': cte.OUT_PATIENT_HEALTH_CARE,
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'5461': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'4632': cte.RESIDENTIAL,
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'7424': cte.WAREHOUSE,
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'5811': cte.FULL_SERVICE_RESTAURANT,
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'4113': cte.WAREHOUSE,
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'6821': cte.SECONDARY_SCHOOL,
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'6920': cte.OFFICE_AND_ADMINISTRATION,
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'6199': cte.COMMERCIAL,
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'5899': cte.WAREHOUSE,
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'5999': cte.STAND_ALONE_RETAIL,
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'5834': cte.RESIDENTIAL,
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'2699': cte.WAREHOUSE,
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'6812': cte.SECONDARY_SCHOOL,
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'6649': cte.WAREHOUSE,
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'3999': cte.WAREHOUSE,
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'1553': cte.OFFICE_AND_ADMINISTRATION,
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'6999': cte.WAREHOUSE,
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'6541': cte.PRIMARY_SCHOOL,
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'5831': cte.SMALL_HOTEL,
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'6919': cte.OFFICE_AND_ADMINISTRATION,
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'9900': cte.WAREHOUSE,
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'1551': cte.WAREHOUSE,
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'5511': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6231': cte.COMMERCIAL,
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'6221': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6599': cte.OFFICE_AND_ADMINISTRATION,
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'7119': cte.WAREHOUSE,
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'6214': cte.COMMERCIAL,
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'5412': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'4839': cte.WAREHOUSE,
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'6994': cte.COMMERCIAL,
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'6344': cte.WAREHOUSE,
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'6722': cte.WAREHOUSE,
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'5111': cte.WAREHOUSE,
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'6511': cte.OUT_PATIENT_HEALTH_CARE,
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'5965': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'4631': cte.WAREHOUSE,
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'7451': cte.SPORTS_LOCATION,
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'1539': cte.DORMITORY,
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'6376': cte.WAREHOUSE,
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'4633': cte.RESIDENTIAL,
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'5813': cte.QUICK_SERVICE_RESTAURANT,
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'6339': cte.COMMERCIAL,
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'5911': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5651': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5971': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'4550': cte.RESIDENTIAL,
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'5620': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'7611': cte.RESIDENTIAL,
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'5531': cte.WAREHOUSE,
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'6629': cte.WAREHOUSE,
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'6521': cte.MEDIUM_OFFICE,
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'7639': cte.WAREHOUSE,
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'3399': cte.WAREHOUSE,
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'3019': cte.WAREHOUSE,
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'6551': cte.MEDIUM_OFFICE,
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'5413': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5821': cte.QUICK_SERVICE_RESTAURANT,
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'6411': cte.WAREHOUSE,
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'6799': cte.OFFICE_AND_ADMINISTRATION,
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'5942': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'7111': cte.OFFICE_AND_ADMINISTRATION,
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'6419': cte.WAREHOUSE,
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'6534': cte.COMMERCIAL,
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'5020': cte.WAREHOUSE,
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'6594': cte.MEDIUM_OFFICE,
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'5819': cte.STAND_ALONE_RETAIL,
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'6823': cte.SECONDARY_SCHOOL,
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'4990': cte.WAREHOUSE,
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'6759': cte.WAREHOUSE,
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'6517': cte.OUT_PATIENT_HEALTH_CARE,
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'6839': cte.SECONDARY_SCHOOL,
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'4711': cte.MEDIUM_OFFICE,
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'4111': cte.WAREHOUSE,
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'3280': cte.WAREHOUSE,
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'6721': cte.OFFICE_AND_ADMINISTRATION,
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'9459': cte.RESIDENTIAL,
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'7113': cte.WAREHOUSE,
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'4743': cte.MEDIUM_OFFICE,
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'7211': cte.WAREHOUSE,
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'6513': cte.HOSPITAL,
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'6813': cte.SECONDARY_SCHOOL,
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'5921': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6383': cte.COMMERCIAL,
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'5711': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6512': cte.OUT_PATIENT_HEALTH_CARE,
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'1590': cte.OFFICE_AND_ADMINISTRATION,
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'1890': cte.DORMITORY,
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'6372': cte.WAREHOUSE,
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'1600': cte.SMALL_HOTEL,
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'9451': cte.RESIDENTIAL,
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'6359': cte.WAREHOUSE,
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'2240': cte.WAREHOUSE,
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'1559': cte.OFFICE_AND_ADMINISTRATION,
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'1543': cte.DORMITORY,
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'6760': cte.MEDIUM_OFFICE,
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'4771': cte.MOTION_PICTURE_THEATRE,
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'1552': cte.DORMITORY,
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'3994': cte.WAREHOUSE,
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'6243': cte.RESIDENTIAL,
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'6835': cte.SECONDARY_SCHOOL,
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'5004': cte.STRIP_MALL,
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'6791': cte.OFFICE_AND_ADMINISTRATION,
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'1510': cte.DORMITORY,
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'7239': cte.OFFICE_AND_ADMINISTRATION,
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'5492': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5499': cte.STAND_ALONE_RETAIL,
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'4413': cte.WAREHOUSE,
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'5951': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5411': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'5532': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5252': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6395': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5462': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'6232': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6641': cte.WAREHOUSE,
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'7432': cte.SPORTS_LOCATION,
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'5431': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'6532': cte.OFFICE_AND_ADMINISTRATION,
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'6518': cte.OUT_PATIENT_HEALTH_CARE,
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'5199': cte.WAREHOUSE,
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'3840': cte.WAREHOUSE,
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'2051': cte.MEDIUM_OFFICE,
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'7290': cte.OFFICE_AND_ADMINISTRATION,
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'5253': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5660': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5699': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6579': cte.OUT_PATIENT_HEALTH_CARE,
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'5173': cte.WAREHOUSE,
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'6431': cte.WAREHOUSE,
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'6355': cte.WAREHOUSE,
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'6263': cte.OUT_PATIENT_HEALTH_CARE,
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'5610': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5969': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'5991': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'7219': cte.OFFICE_AND_ADMINISTRATION,
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'7117': cte.WAREHOUSE,
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'5005': cte.STAND_ALONE_RETAIL,
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'4561': cte.RESIDENTIAL,
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'5631': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'4623': cte.WAREHOUSE,
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'4590': cte.WAREHOUSE,
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'3899': cte.WAREHOUSE,
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'6563': cte.COMMERCIAL,
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'5399': cte.STAND_ALONE_RETAIL,
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'6241': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6351': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'2270': cte.WAREHOUSE,
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'5132': cte.WAREHOUSE,
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'4221': cte.WAREHOUSE,
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'6253': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5640': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'3299': cte.WAREHOUSE,
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'6831': cte.SECONDARY_SCHOOL,
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'2012': cte.WAREHOUSE,
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'3620': cte.WAREHOUSE,
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'6519': cte.OUT_PATIENT_HEALTH_CARE,
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'2291': cte.WAREHOUSE,
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'5311': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5931': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'4611': cte.WAREHOUSE,
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'4719': cte.STAND_ALONE_RETAIL,
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'5693': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'4490': cte.WAREHOUSE,
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'5823': cte.FULL_SERVICE_RESTAURANT,
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'2045': cte.WAREHOUSE,
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'6542': cte.HOSPITAL,
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'2014': cte.WAREHOUSE,
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'6375': cte.WAREHOUSE,
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'2799': cte.WAREHOUSE,
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'6612': cte.WAREHOUSE,
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'4222': cte.WAREHOUSE,
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'7191': cte.WAREHOUSE,
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'6352': cte.WAREHOUSE,
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'5836': cte.COMMERCIAL,
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'5952': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'1512': cte.DORMITORY,
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'5948': cte.WAREHOUSE,
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'3580': cte.WAREHOUSE,
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'5391': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6997': cte.OFFICE_AND_ADMINISTRATION,
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'6539': cte.OFFICE_AND_ADMINISTRATION,
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'2899': cte.WAREHOUSE,
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'1100': cte.SINGLE_FAMILY_HOUSE,
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'6348': cte.WAREHOUSE,
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'7499': cte.WAREHOUSE,
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'6373': cte.WAREHOUSE,
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'3539': cte.WAREHOUSE,
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'4922': cte.WAREHOUSE,
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'6731': cte.OFFICE_AND_ADMINISTRATION,
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'6132': cte.MEDIUM_OFFICE,
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'2073': cte.WAREHOUSE,
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'4761': cte.COMMERCIAL,
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'7312': cte.RESIDENTIAL,
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'7425': cte.SPORTS_LOCATION,
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'6634': cte.WAREHOUSE,
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'6639': cte.WAREHOUSE,
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'3231': cte.WAREHOUSE,
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'6569': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
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'2499': cte.WAREHOUSE,
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'7199': cte.WAREHOUSE,
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'7114': cte.WAREHOUSE,
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'4733': cte.COMMERCIAL,
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'4112': cte.WAREHOUSE,
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'7129': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'7620': cte.RESIDENTIAL,
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'9390': cte.WAREHOUSE,
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'1529': cte.OFFICE_AND_ADMINISTRATION,
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'7417': cte.RESIDENTIAL,
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'8221': cte.OUT_PATIENT_HEALTH_CARE,
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'6598': cte.OUT_PATIENT_HEALTH_CARE,
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'6515': cte.OUT_PATIENT_HEALTH_CARE,
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'3719': cte.WAREHOUSE,
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'2471': cte.WAREHOUSE,
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'7433': cte.WAREHOUSE,
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'6413': cte.WAREHOUSE,
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'3459': cte.WAREHOUSE,
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'6152': cte.MEDIUM_OFFICE,
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'2093': cte.WAREHOUSE,
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'3031': cte.WAREHOUSE,
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'5251': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5394': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'5141': cte.STRIP_MALL,
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'7419': cte.SPORTS_LOCATION,
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'4293': cte.WAREHOUSE,
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'6834': cte.SECONDARY_SCHOOL,
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'2092': cte.WAREHOUSE,
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'2072': cte.WAREHOUSE,
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'6712': cte.MEDIUM_OFFICE,
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'4411': cte.WAREHOUSE,
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'4562': cte.RESIDENTIAL,
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'2096': cte.WAREHOUSE,
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'5997': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'7212': cte.WAREHOUSE,
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'6713': cte.MEDIUM_OFFICE,
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'9212': cte.RESIDENTIAL,
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'6725': cte.OFFICE_AND_ADMINISTRATION,
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'9410': cte.RESIDENTIAL,
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'4211': cte.WAREHOUSE,
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'5230': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6141': cte.MEDIUM_OFFICE,
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'7512': cte.HEALTH_CARE,
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'5822': cte.QUICK_SERVICE_RESTAURANT,
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'5121': cte.STRIP_MALL,
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'6369': cte.SECONDARY_SCHOOL,
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'5171': cte.STRIP_MALL,
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'5003': cte.STRIP_MALL,
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'3630': cte.WAREHOUSE,
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'5521': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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'6531': cte.OUT_PATIENT_HEALTH_CARE,
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|
'7413': cte.WAREHOUSE,
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|
'3239': cte.WAREHOUSE,
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|
'4715': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'6365': cte.UNIVERSITY,
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|
'6121': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'6611': cte.WAREHOUSE,
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|
'3649': cte.WAREHOUSE,
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|
'2892': cte.WAREHOUSE,
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|
'6269': cte.OUT_PATIENT_HEALTH_CARE,
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|
'2020': cte.WAREHOUSE,
|
|
'6621': cte.WAREHOUSE,
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|
'6312': cte.RESIDENTIAL,
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|
'6416': cte.WAREHOUSE,
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|
'5712': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'2261': cte.WAREHOUSE,
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|
'2931': cte.WAREHOUSE,
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|
'3011': cte.WAREHOUSE,
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|
'6499': cte.STAND_ALONE_RETAIL,
|
|
'3599': cte.WAREHOUSE,
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|
'2299': cte.WAREHOUSE,
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|
'3831': cte.WAREHOUSE,
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|
'2410': cte.WAREHOUSE,
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|
'5112': cte.STRIP_MALL,
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|
'5941': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'6822': cte.SECONDARY_SCHOOL,
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|
'6753': cte.WAREHOUSE,
|
|
'5149': cte.STRIP_MALL,
|
|
'3190': cte.WAREHOUSE,
|
|
'6414': cte.WAREHOUSE,
|
|
'6633': cte.WAREHOUSE,
|
|
'3895': cte.WAREHOUSE,
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|
'5133': cte.STRIP_MALL,
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|
'2082': cte.WAREHOUSE,
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|
'5512': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'9420': cte.RESIDENTIAL,
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|
'6543': cte.HOSPITAL,
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|
'4841': cte.WAREHOUSE,
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|
'4851': cte.WAREHOUSE,
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|
'5432': cte.STRIP_MALL,
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|
'3711': cte.WAREHOUSE,
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|
'3460': cte.WAREHOUSE,
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|
'2087': cte.WAREHOUSE,
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|
'1522': cte.HALL,
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|
'8549': cte.WAREHOUSE,
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|
'6242': cte.WAREHOUSE,
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|
'6412': cte.WAREHOUSE,
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|
'6811': cte.SECONDARY_SCHOOL,
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|
'6154': cte.WAREHOUSE,
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|
'7123': cte.WAREHOUSE,
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|
'6993': cte.MEDIUM_OFFICE,
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|
'6742': cte.HOSPITAL,
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|
'5212': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'5211': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'7990': cte.HALL,
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|
'3714': cte.WAREHOUSE,
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|
'6593': cte.SECONDARY_SCHOOL,
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|
'5172': cte.STRIP_MALL,
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|
'5955': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
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|
'6635': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3799': cte.WAREHOUSE,
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|
'2819': cte.WAREHOUSE,
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|
'5894': cte.QUICK_SERVICE_RESTAURANT,
|
|
'9530': cte.RESIDENTIAL,
|
|
'3159': cte.WAREHOUSE,
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|
'3713': cte.WAREHOUSE,
|
|
'3894': cte.WAREHOUSE,
|
|
'5721': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
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'5169': cte.STRIP_MALL,
|
|
'5593': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'6631': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'5731': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2739': cte.WAREHOUSE,
|
|
'6619': cte.WAREHOUSE,
|
|
'6815': cte.SECONDARY_SCHOOL,
|
|
'5320': cte.STRIP_MALL,
|
|
'3261': cte.WAREHOUSE,
|
|
'6394': cte.WAREHOUSE,
|
|
'2031': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
|
|
'6423': cte.WAREHOUSE,
|
|
'3162': cte.WAREHOUSE,
|
|
'5814': cte.QUICK_SERVICE_RESTAURANT,
|
|
'6653': cte.WAREHOUSE,
|
|
'2213': cte.WAREHOUSE,
|
|
'2046': cte.WAREHOUSE,
|
|
'6251': cte.COMMERCIAL,
|
|
'3650': cte.WAREHOUSE,
|
|
'4799': cte.RESIDENTIAL,
|
|
'5832': cte.SMALL_HOTEL,
|
|
'4229': cte.WAREHOUSE,
|
|
'4842': cte.WAREHOUSE,
|
|
'5163': cte.STRIP_MALL,
|
|
'5148': cte.STRIP_MALL,
|
|
'2011': cte.WAREHOUSE,
|
|
'5361': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2999': cte.WAREHOUSE,
|
|
'6522': cte.MEDIUM_OFFICE,
|
|
'7121': cte.MUSEUM,
|
|
'7221': cte.SPORTS_LOCATION,
|
|
'1549': cte.OFFICE_AND_ADMINISTRATION,
|
|
'5652': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3331': cte.WAREHOUSE,
|
|
'6219': cte.WAREHOUSE,
|
|
'5421': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
|
|
'3861': cte.WAREHOUSE,
|
|
'3919': cte.WAREHOUSE,
|
|
'6441': cte.WAREHOUSE,
|
|
'6648': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'8199': cte.WAREHOUSE,
|
|
'6832': cte.SECONDARY_SCHOOL,
|
|
'6992': cte.MEDIUM_OFFICE,
|
|
'1521': cte.WAREHOUSE,
|
|
'6349': cte.WAREHOUSE,
|
|
'4921': cte.WAREHOUSE,
|
|
'6498': cte.WAREHOUSE,
|
|
'6415': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4122': cte.WAREHOUSE,
|
|
'4219': cte.WAREHOUSE,
|
|
'9440': cte.RESIDENTIAL,
|
|
'4782': cte.DATACENTER,
|
|
'2619': cte.WAREHOUSE,
|
|
'7229': cte.SPORTS_LOCATION,
|
|
'2079': cte.WAREHOUSE,
|
|
'2320': cte.WAREHOUSE,
|
|
'3259': cte.WAREHOUSE,
|
|
'3931': cte.WAREHOUSE,
|
|
'5470': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
|
|
'4890': cte.WAREHOUSE,
|
|
'5599': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3270': cte.WAREHOUSE,
|
|
'5186': cte.STRIP_MALL,
|
|
'2043': cte.WAREHOUSE,
|
|
'6733': cte.WAREHOUSE,
|
|
'4311': cte.WAREHOUSE,
|
|
'3451': cte.WAREHOUSE,
|
|
'2812': cte.WAREHOUSE,
|
|
'2130': cte.WAREHOUSE,
|
|
'7449': cte.WAREHOUSE,
|
|
'2919': cte.WAREHOUSE,
|
|
'4315': cte.WAREHOUSE,
|
|
'3569': cte.WAREHOUSE,
|
|
'7399': cte.WAREHOUSE,
|
|
'6160': cte.OFFICE_AND_ADMINISTRATION,
|
|
'7412': cte.RESIDENTIAL,
|
|
'2084': cte.WAREHOUSE,
|
|
'3870': cte.WAREHOUSE,
|
|
'5001': cte.STRIP_MALL,
|
|
'3411': cte.WAREHOUSE,
|
|
'1702': cte.RESIDENTIAL,
|
|
'3243': cte.WAREHOUSE,
|
|
'4926': cte.MEDIUM_OFFICE,
|
|
'3490': cte.WAREHOUSE,
|
|
'2219': cte.WAREHOUSE,
|
|
'2829': cte.WAREHOUSE,
|
|
'4399': cte.WAREHOUSE,
|
|
'4319': cte.WAREHOUSE,
|
|
'2039': cte.WAREHOUSE,
|
|
'8139': cte.GREEN_HOUSE,
|
|
'5146': cte.STRIP_MALL,
|
|
'3396': cte.WAREHOUSE,
|
|
'5161': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2091': cte.WAREHOUSE,
|
|
'3850': cte.WAREHOUSE,
|
|
'5241': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3049': cte.WAREHOUSE,
|
|
'5181': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2627': cte.WAREHOUSE,
|
|
'3412': cte.WAREHOUSE,
|
|
'5220': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3699': cte.WAREHOUSE,
|
|
'4929': cte.WAREHOUSE,
|
|
'3551': cte.WAREHOUSE,
|
|
'5198': cte.STRIP_MALL,
|
|
'6646': cte.RESIDENTIAL,
|
|
'5189': cte.STRIP_MALL,
|
|
'5312': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4214': cte.WAREHOUSE,
|
|
'3410': cte.WAREHOUSE,
|
|
'4859': cte.WAREHOUSE,
|
|
'2736': cte.WAREHOUSE,
|
|
'6642': cte.WAREHOUSE,
|
|
'3921': cte.WAREHOUSE,
|
|
'5815': cte.FULL_SERVICE_RESTAURANT,
|
|
'6514': cte.OUT_PATIENT_HEALTH_CARE,
|
|
'8399': cte.WAREHOUSE,
|
|
'2250': cte.WAREHOUSE,
|
|
'6378': cte.WAREHOUSE,
|
|
'6343': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2652': cte.WAREHOUSE,
|
|
'3552': cte.WAREHOUSE,
|
|
'2891': cte.WAREHOUSE,
|
|
'6368': cte.SECONDARY_SCHOOL,
|
|
'3559': cte.WAREHOUSE,
|
|
'5145': cte.STRIP_MALL,
|
|
'3244': cte.WAREHOUSE,
|
|
'3292': cte.WAREHOUSE,
|
|
'4510': cte.WAREHOUSE,
|
|
'7423': cte.SPORTS_LOCATION,
|
|
'5370': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4824': cte.WAREHOUSE,
|
|
'4832': cte.WAREHOUSE,
|
|
'6573': cte.HEALTH_CARE,
|
|
'6623': cte.RESIDENTIAL,
|
|
'5162': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4612': cte.WAREHOUSE,
|
|
'2629': cte.WAREHOUSE,
|
|
'3291': cte.WAREHOUSE,
|
|
'3229': cte.WAREHOUSE,
|
|
'5829': cte.STAND_ALONE_RETAIL,
|
|
'2932': cte.WAREHOUSE,
|
|
'5594': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2722': cte.WAREHOUSE,
|
|
'2811': cte.WAREHOUSE,
|
|
'2235': cte.WAREHOUSE,
|
|
'5953': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'3170': cte.WAREHOUSE,
|
|
'3662': cte.WAREHOUSE,
|
|
'4879': cte.WAREHOUSE,
|
|
'2074': cte.WAREHOUSE,
|
|
'7429': cte.SPORTS_LOCATION,
|
|
'4843': cte.WAREHOUSE,
|
|
'6335': cte.OFFICE_AND_ADMINISTRATION,
|
|
'4116': cte.WAREHOUSE,
|
|
'2622': cte.WAREHOUSE,
|
|
'6112': cte.OFFICE_AND_ADMINISTRATION,
|
|
'4875': cte.WAREHOUSE,
|
|
'4792': cte.WAREHOUSE_REFRIGERATED,
|
|
'6391': cte.UNIVERSITY,
|
|
'6425': cte.WAREHOUSE,
|
|
'6212': cte.WAREHOUSE,
|
|
'5147': cte.STRIP_MALL,
|
|
'2460': cte.WAREHOUSE,
|
|
'4874': cte.WAREHOUSE,
|
|
'6743': cte.DORMITORY,
|
|
'3241': cte.WAREHOUSE,
|
|
'5123': cte.STRIP_MALL,
|
|
'4833': cte.RESIDENTIAL,
|
|
'9470': cte.RESIDENTIAL,
|
|
'3932': cte.WAREHOUSE,
|
|
'4292': cte.WAREHOUSE,
|
|
'6424': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'6139': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'2624': cte.WAREHOUSE,
|
|
'3915': cte.WAREHOUSE,
|
|
'7233': cte.CONVENTION_CENTER,
|
|
'5184': cte.STRIP_MALL,
|
|
'2099': cte.WAREHOUSE,
|
|
'5129': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
|
|
'5913': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'5717': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4712': cte.RESIDENTIAL,
|
|
'5142': cte.STRIP_MALL,
|
|
'3210': cte.WAREHOUSE,
|
|
'4834': cte.WAREHOUSE,
|
|
'3456': cte.WAREHOUSE,
|
|
'2075': cte.WAREHOUSE,
|
|
'3020': cte.WAREHOUSE,
|
|
'3821': cte.WAREHOUSE,
|
|
'6613': cte.MEDIUM_OFFICE,
|
|
'4826': cte.WAREHOUSE,
|
|
'5839': cte.MULTI_FAMILY_HOUSE,
|
|
'4316': cte.WAREHOUSE,
|
|
'6592': cte.OFFICE_AND_ADMINISTRATION,
|
|
'3971': cte.WAREHOUSE,
|
|
'3972': cte.WAREHOUSE,
|
|
'2694': cte.WAREHOUSE,
|
|
'3882': cte.WAREHOUSE,
|
|
'3119': cte.WAREHOUSE,
|
|
'2495': cte.WAREHOUSE,
|
|
'4759': cte.MEDIUM_OFFICE,
|
|
'6439': cte.WAREHOUSE,
|
|
'6643': cte.WAREHOUSE,
|
|
'3470': cte.WAREHOUSE,
|
|
'3531': cte.WAREHOUSE,
|
|
'4823': cte.RESIDENTIAL,
|
|
'2293': cte.WAREHOUSE,
|
|
'3532': cte.WAREHOUSE,
|
|
'3913': cte.WAREHOUSE,
|
|
'6816': cte.OFFICE_AND_ADMINISTRATION,
|
|
'3562': cte.WAREHOUSE,
|
|
'6496': cte.COMMERCIAL,
|
|
'4119': cte.WAREHOUSE,
|
|
'6533': cte.OUT_PATIENT_HEALTH_CARE,
|
|
'6814': cte.PRIMARY_SCHOOL,
|
|
'6353': cte.WAREHOUSE,
|
|
'3392': cte.WAREHOUSE,
|
|
'5114': cte.STRIP_MALL,
|
|
'5131': cte.STRIP_MALL,
|
|
'3641': cte.WAREHOUSE,
|
|
'2614': cte.WAREHOUSE,
|
|
'3661': cte.WAREHOUSE,
|
|
'2081': cte.WAREHOUSE,
|
|
'3340': cte.WAREHOUSE,
|
|
'4928': cte.WORKSHOP,
|
|
'3712': cte.WAREHOUSE,
|
|
'3253': cte.WAREHOUSE,
|
|
'3860': cte.WAREHOUSE,
|
|
'3892': cte.WAREHOUSE,
|
|
'2992': cte.WAREHOUSE,
|
|
'5598': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
|
|
'4825': cte.RESIDENTIAL,
|
|
'2071': cte.WAREHOUSE,
|
|
'6495': cte.WAREHOUSE,
|
|
'2914': cte.WAREHOUSE,
|
|
'3182': cte.WAREHOUSE,
|
|
'3791': cte.WAREHOUSE,
|
|
'3992': cte.WAREHOUSE,
|
|
'3114': cte.WAREHOUSE,
|
|
'7920': cte.OFFICE_AND_ADMINISTRATION,
|
|
'5891': cte.RESTAURANT,
|
|
'5835': cte.SMALL_HOTEL,
|
|
'6565': cte.HEALTH_CARE,
|
|
'3391': cte.WAREHOUSE,
|
|
'6615': cte.WAREHOUSE,
|
|
'3883': cte.WAREHOUSE,
|
|
'2032': cte.WAREHOUSE,
|
|
'2994': cte.WAREHOUSE,
|
|
'4871': cte.WAREHOUSE,
|
|
'5113': cte.WORKSHOP,
|
|
'3571': cte.WAREHOUSE,
|
|
'2342': cte.WAREHOUSE,
|
|
'3911': cte.WAREHOUSE,
|
|
'7444': cte.EDUCATION,
|
|
'2221': cte.WAREHOUSE,
|
|
'8192': cte.FARM,
|
|
'2439': cte.WAREHOUSE,
|
|
'3891': cte.WAREHOUSE,
|
|
'6354': cte.WORKSHOP,
|
|
'4815': cte.RESIDENTIAL,
|
|
'6651': cte.WORKSHOP,
|
|
'2822': cte.WAREHOUSE,
|
|
'2821': cte.WAREHOUSE,
|
|
'1211': cte.RESIDENTIAL,
|
|
'8133': cte.WAREHOUSE,
|
|
'6572': cte.HEALTH_CARE,
|
|
'2734': cte.WAREHOUSE,
|
|
'8132': cte.WAREHOUSE,
|
|
'6659': cte.WAREHOUSE,
|
|
'6332': cte.COMMERCIAL,
|
|
'6595': cte.COMMERCIAL,
|
|
'5393': cte.COMMERCIAL,
|
|
'5450': cte.COMMERCIAL,
|
|
'8127': cte.WAREHOUSE,
|
|
'5595': cte.COMMERCIAL,
|
|
'6571': cte.HEALTH_CARE,
|
|
'5030': cte.COMMERCIAL,
|
|
'9460': cte.WAREHOUSE,
|
|
'7516': cte.SPORTS_LOCATION,
|
|
'5523': cte.COMMERCIAL,
|
|
'5722': cte.COMMERCIAL,
|
|
'4732': cte.RESIDENTIAL,
|
|
'7491': cte.SPORTS_LOCATION,
|
|
'3262': cte.WAREHOUSE,
|
|
'8543': cte.WAREHOUSE,
|
|
'6129': cte.COMMERCIAL,
|
|
'5362': cte.COMMERCIAL,
|
|
'8122': cte.WAREHOUSE,
|
|
'5597': cte.COMMERCIAL,
|
|
'3269': cte.WAREHOUSE,
|
|
'5331': cte.COMMERCIAL,
|
|
'5522': cte.COMMERCIAL,
|
|
'7421': cte.WAREHOUSE,
|
|
'2723': cte.WAREHOUSE,
|
|
'4822': cte.RESIDENTIAL,
|
|
'6319': cte.COMMERCIAL,
|
|
'8131': cte.WAREHOUSE,
|
|
'7422': cte.SPORTS_LOCATION,
|
|
'3140': cte.WAREHOUSE,
|
|
'9220': cte.RESIDENTIAL,
|
|
'4852': cte.RESIDENTIAL,
|
|
'3694': cte.WAREHOUSE,
|
|
'6632': cte.COMMERCIAL,
|
|
'6656': cte.WAREHOUSE,
|
|
'8322': cte.WAREHOUSE,
|
|
'8126': cte.WAREHOUSE,
|
|
'6638': cte.COMMERCIAL,
|
|
'2292': cte.WAREHOUSE,
|
|
'6392': cte.COMMERCIAL,
|
|
'4313': cte.WAREHOUSE,
|
|
'4312': cte.RESIDENTIAL,
|
|
'6417': cte.COMMERCIAL,
|
|
'6234': cte.COMMERCIAL,
|
|
'6254': cte.COMMERCIAL,
|
|
'7396': cte.SPORTS_LOCATION,
|
|
'3579': cte.WAREHOUSE,
|
|
'6596': cte.COMMERCIAL,
|
|
'5397': cte.COMMERCIAL,
|
|
'5946': cte.COMMERCIAL,
|
|
'6657': cte.COMMERCIAL,
|
|
'6995': cte.COMMERCIAL,
|
|
'6711': cte.OFFICE_AND_ADMINISTRATION,
|
|
'5713': cte.COMMERCIAL,
|
|
'5954': cte.COMMERCIAL,
|
|
'6342': cte.COMMERCIAL,
|
|
'6333': cte.COMMERCIAL,
|
|
'5932': cte.COMMERCIAL,
|
|
'5332': cte.COMMERCIAL,
|
|
'3510': cte.WAREHOUSE,
|
|
'5732': cte.COMMERCIAL,
|
|
'4811': cte.WAREHOUSE,
|
|
'5422': cte.COMMERCIAL,
|
|
'5596': cte.COMMERCIAL,
|
|
'5740': cte.COMMERCIAL,
|
|
'3232': cte.WAREHOUSE,
|
|
'5933': cte.COMMERCIAL,
|
|
'5992': cte.COMMERCIAL,
|
|
'3443': cte.WAREHOUSE,
|
|
'2472': cte.WAREHOUSE,
|
|
'6151': cte.COMMERCIAL,
|
|
'3263': cte.WAREHOUSE,
|
|
'5396': cte.COMMERCIAL,
|
|
'3249': cte.WAREHOUSE,
|
|
'4752': cte.COMMERCIAL,
|
|
'6836': cte.EDUCATION,
|
|
'3934': cte.WAREHOUSE,
|
|
'4849': cte.RESIDENTIAL,
|
|
'4749': cte.RESIDENTIAL,
|
|
'3441': cte.WAREHOUSE,
|
|
'7441': cte.SPORTS_LOCATION,
|
|
'6320': cte.COMMERCIAL,
|
|
'6191': cte.COMMERCIAL,
|
|
'6561': cte.HEALTH_CARE,
|
|
'5185': cte.COMMERCIAL,
|
|
'4731': cte.COMMERCIAL,
|
|
'5680': cte.COMMERCIAL,
|
|
'9458': cte.COMMERCIAL,
|
|
'2737': cte.WAREHOUSE,
|
|
'3264': cte.WAREHOUSE,
|
|
'6233': cte.COMMERCIAL,
|
|
'4819': cte.WAREHOUSE,
|
|
'5183': cte.COMMERCIAL,
|
|
'6724': cte.OFFICE_AND_ADMINISTRATION,
|
|
'6131': cte.COMMERCIAL,
|
|
'8121': cte.WAREHOUSE,
|
|
'6652': cte.WAREHOUSE,
|
|
'5983': cte.COMMERCIAL,
|
|
'7393': cte.SPORTS_LOCATION,
|
|
'3350': cte.WAREHOUSE,
|
|
'6397': cte.COMMERCIAL,
|
|
'3594': cte.WAREHOUSE,
|
|
'6637': cte.WAREHOUSE,
|
|
'5191': cte.COMMERCIAL,
|
|
'6636': cte.WAREHOUSE,
|
|
'2061': cte.WAREHOUSE,
|
|
'2049': cte.WAREHOUSE,
|
|
'8299': cte.WAREHOUSE,
|
|
'8180': cte.COMMERCIAL,
|
|
'6516': cte.HEALTH_CARE,
|
|
'6597': cte.OFFICE_AND_ADMINISTRATION,
|
|
'2933': cte.WAREHOUSE,
|
|
'5154': cte.COMMERCIAL,
|
|
'6371': cte.WAREHOUSE,
|
|
'5995': cte.COMMERCIAL,
|
|
'4772': cte.COMMERCIAL,
|
|
'4760': cte.COMMERCIAL,
|
|
'6493': cte.COMMERCIAL,
|
|
'5947': cte.COMMERCIAL,
|
|
'5242': cte.COMMERCIAL,
|
|
'5892': cte.COMMERCIAL,
|
|
'5719': cte.COMMERCIAL,
|
|
'2895': cte.WAREHOUSE,
|
|
'7415': cte.SPORTS_LOCATION,
|
|
'4563': cte.RESIDENTIAL,
|
|
'3014': cte.WAREHOUSE,
|
|
'5691': cte.COMMERCIAL,
|
|
'3111': cte.WAREHOUSE,
|
|
'8198': cte.WAREHOUSE,
|
|
'8141': cte.WAREHOUSE,
|
|
'7452': cte.WAREHOUSE,
|
|
'3222': cte.WAREHOUSE,
|
|
'2713': cte.WAREHOUSE,
|
|
'2088': cte.WAREHOUSE,
|
|
'6564': cte.HEALTH_CARE,
|
|
'6622': cte.WAREHOUSE,
|
|
'5440': cte.COMMERCIAL,
|
|
'2894': cte.WAREHOUSE,
|
|
'6625': cte.WAREHOUSE,
|
|
'6239': cte.COMMERCIAL,
|
|
'8129': cte.WAREHOUSE,
|
|
'6647': cte.WAREHOUSE,
|
|
'8137': cte.WAREHOUSE,
|
|
'6553': cte.COMMERCIAL,
|
|
'3442': cte.WAREHOUSE,
|
|
'4391': cte.RESIDENTIAL,
|
|
'5591': cte.COMMERCIAL,
|
|
'5151': cte.COMMERCIAL,
|
|
'5196': cte.COMMERCIAL,
|
|
'6616': cte.COMMERCIAL,
|
|
'2216': cte.WAREHOUSE,
|
|
'8191': cte.WAREHOUSE,
|
|
'6422': cte.COMMERCIAL,
|
|
'1212': cte.RESIDENTIAL,
|
|
'8134': cte.WAREHOUSE,
|
|
'5194': cte.COMMERCIAL,
|
|
'6658': cte.WAREHOUSE,
|
|
'8123': cte.WAREHOUSE,
|
|
'6346': cte.COMMERCIAL,
|
|
'2731': cte.WAREHOUSE,
|
|
'7445': cte.COMMERCIAL,
|
|
'8125': cte.WAREHOUSE,
|
|
'4746': cte.RESIDENTIAL,
|
|
'3922': cte.WAREHOUSE,
|
|
'5360': cte.WAREHOUSE,
|
|
'3330': cte.WAREHOUSE,
|
|
'7610': cte.WAREHOUSE,
|
|
'6142': cte.WAREHOUSE,
|
|
'4610': cte.WAREHOUSE,
|
|
'6552': cte.WAREHOUSE,
|
|
'8120': cte.WAREHOUSE,
|
|
'6313': cte.WAREHOUSE,
|
|
'6398': cte.WAREHOUSE,
|
|
'6730': cte.WAREHOUSE,
|
|
'6153': cte.WAREHOUSE,
|
|
'3013': cte.WAREHOUSE,
|
|
'5187': cte.WAREHOUSE,
|
|
'5182': cte.WAREHOUSE,
|
|
'6336': cte.WAREHOUSE,
|
|
'5122': cte.WAREHOUSE,
|
|
'3914': cte.WAREHOUSE,
|
|
'3480': cte.WAREHOUSE,
|
|
'8135': cte.WAREHOUSE,
|
|
'3979': cte.WAREHOUSE,
|
|
'8319': cte.WAREHOUSE,
|
|
'6155': cte.WAREHOUSE,
|
|
'5998': cte.WAREHOUSE,
|
|
'3016': cte.WAREHOUSE,
|
|
'5333': cte.WAREHOUSE,
|
|
'6381': cte.WAREHOUSE,
|
|
'5912': cte.WAREHOUSE,
|
|
'4829': cte.WAREHOUSE,
|
|
'2732': cte.WAREHOUSE,
|
|
'5993': cte.WAREHOUSE,
|
|
'2735': cte.WAREHOUSE,
|
|
'6421': cte.WAREHOUSE,
|
|
'5981': cte.WAREHOUSE,
|
|
'7213': cte.WAREHOUSE,
|
|
'5994': cte.WAREHOUSE,
|
|
'3940': cte.WAREHOUSE,
|
|
'3893': cte.WAREHOUSE,
|
|
'6729': cte.WAREHOUSE,
|
|
'3152': cte.WAREHOUSE,
|
|
'6991': cte.WAREHOUSE,
|
|
'6626': cte.WAREHOUSE,
|
|
'6149': cte.WAREHOUSE,
|
|
'4764': cte.WAREHOUSE,
|
|
'7511': cte.WAREHOUSE,
|
|
'6655': cte.WAREHOUSE,
|
|
'8229': cte.WAREHOUSE,
|
|
'6418': cte.WAREHOUSE,
|
|
'6356': cte.WAREHOUSE,
|
|
'6562': cte.WAREHOUSE,
|
|
'6654': cte.WAREHOUSE,
|
|
'5164': cte.WAREHOUSE,
|
|
'5188': cte.WAREHOUSE,
|
|
'6996': cte.WAREHOUSE,
|
|
'3221': cte.WAREHOUSE,
|
|
'8124': cte.WAREHOUSE,
|
|
'2494': cte.WAREHOUSE,
|
|
'6215': cte.WAREHOUSE,
|
|
'6644': cte.WAREHOUSE,
|
|
'6262': cte.WAREHOUSE,
|
|
'4927': cte.WAREHOUSE,
|
|
'3991': cte.WAREHOUSE,
|
|
'2215': cte.WAREHOUSE,
|
|
'5144': cte.WAREHOUSE,
|
|
'2740': cte.WAREHOUSE,
|
|
'5670': cte.WAREHOUSE,
|
|
'6442': cte.WAREHOUSE,
|
|
'3612': cte.WAREHOUSE,
|
|
'5990': cte.WAREHOUSE,
|
|
'5193': cte.WAREHOUSE,
|
|
'5197': cte.WAREHOUSE,
|
|
'3974': cte.WAREHOUSE,
|
|
'2019': cte.WAREHOUSE,
|
|
'7314': cte.WAREHOUSE,
|
|
'3542': cte.WAREHOUSE,
|
|
'5165': cte.WAREHOUSE,
|
|
'4291': cte.WAREHOUSE,
|
|
'1913': cte.WAREHOUSE,
|
|
'5270': cte.WAREHOUSE,
|
|
'7481': cte.WAREHOUSE,
|
|
'4855': cte.WAREHOUSE,
|
|
'6261': cte.WAREHOUSE,
|
|
'2733': cte.WAREHOUSE,
|
|
'5943': cte.WAREHOUSE,
|
|
'7522': cte.WAREHOUSE,
|
|
'5714': cte.WAREHOUSE,
|
|
'5653': cte.WAREHOUSE,
|
|
'2640': cte.WAREHOUSE,
|
|
'4813': cte.WAREHOUSE,
|
|
'6345': cte.WAREHOUSE,
|
|
'5177': cte.WAREHOUSE,
|
|
'4789': cte.WAREHOUSE,
|
|
'5195': cte.WAREHOUSE,
|
|
'3017': cte.WAREHOUSE,
|
|
'4872': cte.WAREHOUSE,
|
|
'7411': cte.WAREHOUSE,
|
|
'3973': cte.WAREHOUSE,
|
|
'3039': cte.WAREHOUSE,
|
|
'6159': cte.WAREHOUSE,
|
|
'5982': cte.WAREHOUSE,
|
|
'5539': cte.WAREHOUSE,
|
|
'8542': cte.WAREHOUSE,
|
|
'2222': cte.WAREHOUSE,
|
|
'8312': cte.WAREHOUSE,
|
|
'3832': cte.WAREHOUSE,
|
|
'3592': cte.WAREHOUSE,
|
|
'8128': cte.WAREHOUSE,
|
|
'6523': cte.WAREHOUSE,
|
|
'3430': cte.WAREHOUSE,
|
|
'5395': cte.WAREHOUSE,
|
|
'3716': cte.WAREHOUSE,
|
|
'7223': cte.WAREHOUSE,
|
|
'7521': cte.WAREHOUSE,
|
|
'2738': cte.WAREHOUSE,
|
|
'2217': cte.WAREHOUSE,
|
|
'8311': cte.WAREHOUSE,
|
|
'3693': cte.WAREHOUSE,
|
|
'6123': cte.WAREHOUSE,
|
|
'7115': cte.WAREHOUSE,
|
|
'4567': cte.WAREHOUSE,
|
|
'4742': cte.WAREHOUSE,
|
|
'5159': cte.WAREHOUSE,
|
|
'5192': cte.WAREHOUSE,
|
|
'5178': cte.WAREHOUSE,
|
|
'5716': cte.WAREHOUSE,
|
|
'7392': cte.WAREHOUSE,
|
|
'2913': cte.WAREHOUSE,
|
|
'4854': cte.WAREHOUSE,
|
|
'2062': cte.WAREHOUSE,
|
|
'5363': cte.WAREHOUSE,
|
|
'6347': cte.WAREHOUSE,
|
|
'1914': cte.WAREHOUSE,
|
|
'7519': cte.WAREHOUSE,
|
|
'2094': cte.WAREHOUSE,
|
|
'6645': cte.WAREHOUSE,
|
|
'7414': cte.WAREHOUSE,
|
|
'6732': cte.WAREHOUSE,
|
|
'6554': cte.WAREHOUSE,
|
|
'7394': cte.WAREHOUSE,
|
|
'6222': cte.WAREHOUSE,
|
|
'3520': cte.WAREHOUSE,
|
|
'6741': cte.WAREHOUSE,
|
|
'7116': cte.WAREHOUSE,
|
|
'8099': cte.WAREHOUSE,
|
|
'3642': cte.WAREHOUSE,
|
|
'6614': cte.WAREHOUSE,
|
|
'6252': cte.WAREHOUSE,
|
|
'2452': cte.WAREHOUSE,
|
|
'3251': cte.WAREHOUSE,
|
|
'5115': cte.WAREHOUSE,
|
|
'6366': cte.WAREHOUSE,
|
|
'5143': cte.WAREHOUSE,
|
|
'5493': cte.WAREHOUSE,
|
|
'7395': cte.WAREHOUSE,
|
|
'6363': cte.WAREHOUSE,
|
|
'6393': cte.WAREHOUSE,
|
|
'6244': cte.WAREHOUSE
|
|
}
|
|
|
|
gdf = gpd.read_file(input_geojson)
|
|
|
|
# Fix missing attributes
|
|
if 'function_c' not in gdf.columns:
|
|
gdf['function_c'] = '1921'
|
|
else:
|
|
gdf['function_c'] = gdf['function_c'].apply(lambda x: '1921' if (x is None or (isinstance(x, float) and np.isnan(x))) else x)
|
|
|
|
if 'height' not in gdf.columns:
|
|
gdf['height'] = 5.0
|
|
else:
|
|
gdf['height'] = gdf['height'].apply(lambda x: 5.0 if (x is None or (isinstance(x, float) and np.isnan(x))) else x)
|
|
|
|
if 'contr_year' not in gdf.columns:
|
|
gdf['contr_year'] = 1980
|
|
else:
|
|
def fix_year(val):
|
|
if val is None:
|
|
return 1980
|
|
if isinstance(val, str):
|
|
val = val.strip()
|
|
if val == '' or not val.isdigit():
|
|
return 1980
|
|
return int(val)
|
|
if isinstance(val, float) and np.isnan(val):
|
|
return 1980
|
|
return int(val)
|
|
gdf['contr_year'] = gdf['contr_year'].apply(fix_year)
|
|
|
|
if 'adjacency' not in gdf.columns:
|
|
gdf['adjacency'] = 'attached'
|
|
else:
|
|
gdf['adjacency'] = gdf['adjacency'].apply(lambda x: 'attached' if (x is None or (isinstance(x, str) and x.strip() == '') or (isinstance(x, float) and np.isnan(x))) else x)
|
|
|
|
gdf['function_c_str'] = gdf['function_c'].astype(str).apply(lambda x: str(int(float(x))) if x.replace('.', '', 1).isdigit() else x)
|
|
|
|
def map_function(function_code):
|
|
# If code not found in dictionary, default to warehouse
|
|
return function_dict.get(function_code, cte.WAREHOUSE)
|
|
|
|
gdf['function_category'] = gdf['function_c_str'].apply(map_function)
|
|
|
|
def determine_usage(function_category, height, adjacency, year):
|
|
fcat = function_category.lower() if function_category and isinstance(function_category, str) else ''
|
|
adj = adjacency.lower() if adjacency else 'detached'
|
|
h = height if height else 0.0
|
|
y = year if year else 2000
|
|
|
|
# Check custom archetypes
|
|
if 'hospital' in fcat:
|
|
return "Hospitals post 1980" if y > 1980 else "Hospitals pre 1980"
|
|
elif 'school' in fcat or 'education' in fcat or 'university' in fcat or 'primary_school' in fcat or 'secondary_school' in fcat:
|
|
return "Schools post 1980" if y > 1980 else "Schools pre 1980"
|
|
elif 'strip_mall' in fcat:
|
|
return "Strip mall post 1980" if y > 1980 else "Strip mall pre 1980"
|
|
|
|
# Fallback logic for other types
|
|
if 'residential' in fcat or 'multifamily' in fcat or 'single family' in fcat or 'single_family_house' in fcat:
|
|
if h < 6 and adj == 'detached':
|
|
return 'Single Family'
|
|
elif h < 6 and adj in ['attached', 'semi-detached']:
|
|
return 'Row house'
|
|
elif 6 <= h <= 10 and adj == 'detached':
|
|
return 'Duplex/triplex'
|
|
elif 6 <= h <= 10 and adj in ['attached', 'semi-detached']:
|
|
return 'Small MURBs'
|
|
elif 10 < h <= 15:
|
|
return 'Medium MURBs'
|
|
elif h > 15:
|
|
return 'Large MURBs'
|
|
else:
|
|
return "No Archetype!"
|
|
elif 'office' in fcat or 'office_and_administration' in fcat:
|
|
return 'Office'
|
|
elif 'commercial' in fcat or 'retail' in fcat or 'stand_alone_retail' in fcat or 'strip_mall' in fcat:
|
|
if adj in ['attached', 'semi-detached']:
|
|
return 'Commercial attached'
|
|
else:
|
|
return 'Commercial detached'
|
|
else:
|
|
return "No Archetype!"
|
|
|
|
def determine_vintage(year):
|
|
if year <= 1947:
|
|
return 'Pre 1947'
|
|
elif 1947 < year <= 1983:
|
|
return '1947-1983'
|
|
elif 1983 < year <= 2010:
|
|
return '1984-2010'
|
|
else:
|
|
return 'Post 2010'
|
|
|
|
def get_archetype_key(row):
|
|
usage = determine_usage(row['function_category'], float(row['height']), row['adjacency'], int(row['contr_year']))
|
|
y = int(row['contr_year'])
|
|
|
|
# If still "No Archetype!", default to warehouse
|
|
if usage == "No Archetype!":
|
|
usage = "Warehouse post 1980" if y > 1980 else "Warehouse pre 1980"
|
|
return usage
|
|
|
|
# If usage already specifies post/pre 1980, return it
|
|
if "post 1980" in usage.lower() or "pre 1980" in usage.lower():
|
|
return usage
|
|
else:
|
|
# Determine vintage and add to usage
|
|
vintage = determine_vintage(y)
|
|
full_archetype = f"{usage} {vintage}"
|
|
|
|
# If still starts with 'No Archetype!' (unlikely now), default to warehouse
|
|
if full_archetype.lower().startswith("no archetype!"):
|
|
return "Warehouse post 1980" if y > 1980 else "Warehouse pre 1980"
|
|
|
|
return full_archetype
|
|
|
|
gdf['archetype_key'] = gdf.apply(get_archetype_key, axis=1)
|
|
|
|
gdf.to_file(output_geojson, driver='GeoJSON')
|
|
print(f"Archetype keys updated. Saved to {output_geojson}")
|
|
|
|
# Plotting the distribution
|
|
archetype_counts = gdf['archetype_key'].value_counts()
|
|
|
|
fig, ax = plt.subplots(figsize=(10,6))
|
|
archetype_counts.plot(kind='bar', ax=ax, color='skyblue', edgecolor='black')
|
|
|
|
ax.set_title("Number of Buildings per Archetype", fontsize=16, fontweight='bold')
|
|
ax.set_xlabel("Archetype", fontsize=12)
|
|
ax.set_ylabel("Count of Buildings", fontsize=12)
|
|
plt.xticks(rotation=45, ha='right')
|
|
|
|
plt.tight_layout()
|
|
plt.show()
|