hub/scripts/crs_conversion.py

import os
import pandas as pd
import geopandas as gpd
from shapely.geometry import MultiPolygon, Polygon
from shapely.geometry.polygon import orient
import hub.helpers.constants as cte

# Dictionary of known function_c codes
known_function_codes = {
    '1000': cte.RESIDENTIAL,
    '2089': cte.INDUSTRY,
    '1921': cte.WAREHOUSE,
    '1922': cte.NON_HEATED,
    '9100': cte.NON_HEATED,
    '6000': cte.MEDIUM_OFFICE,
    '5010': cte.STAND_ALONE_RETAIL,
    '9490': cte.WAREHOUSE,
    '4299': cte.WAREHOUSE,
    '6379': cte.WAREHOUSE,
    '5533': cte.WAREHOUSE,
    '6591': cte.OFFICE_AND_ADMINISTRATION,
    '6211': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '1511': cte.DORMITORY,
    '5833': cte.HOTEL,
    '1532': cte.DORMITORY,
    '6911': cte.CONVENTION_CENTER,
    '9510': cte.RESIDENTIAL,
    '1990': cte.MID_RISE_APARTMENT,
    '1923': cte.NON_HEATED,
    '7222': cte.SPORTS_LOCATION,
    '5002': cte.STRIP_MALL,
    '6111': cte.COMMERCIAL,
    '6311': cte.MEDIUM_OFFICE,
    '6399': cte.MEDIUM_OFFICE,
    '5812': cte.FULL_SERVICE_RESTAURANT,
    '4621': cte.WAREHOUSE,
    '1541': cte.DORMITORY,
    '7214': cte.EVENT_LOCATION,
    '4821': cte.NON_HEATED,
    '9520': cte.NON_HEATED,
    '7112': cte.EVENT_LOCATION,
    '6299': cte.OUT_PATIENT_HEALTH_CARE,
    '5461': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '4632': cte.NON_HEATED,
    '7424': cte.EVENT_LOCATION,
    '5811': cte.FULL_SERVICE_RESTAURANT,
    '4113': cte.WAREHOUSE,
    '6821': cte.SECONDARY_SCHOOL,
    '6920': cte.OFFICE_AND_ADMINISTRATION,
    '6199': cte.COMMERCIAL,
    '5899': cte.WAREHOUSE,
    '5999': cte.STAND_ALONE_RETAIL,
    '5834': cte.RESIDENTIAL,
    '2699': cte.INDUSTRY,
    '6812': cte.SECONDARY_SCHOOL,
    '6649': cte.WAREHOUSE,
    '3999': cte.INDUSTRY,
    '1553': cte.OFFICE_AND_ADMINISTRATION,
    '6999': cte.WAREHOUSE,
    '6541': cte.PRIMARY_SCHOOL,
    '5831': cte.SMALL_HOTEL,
    '6919': cte.OFFICE_AND_ADMINISTRATION,
    '9900': cte.WAREHOUSE,
    '1551': cte.EVENT_LOCATION,
    '5511': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6231': cte.COMMERCIAL,
    '6221': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6599': cte.OFFICE_AND_ADMINISTRATION,
    '7119': cte.EVENT_LOCATION,
    '6214': cte.COMMERCIAL,
    '5412': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '4839': cte.WAREHOUSE,
    '6994': cte.COMMERCIAL,
    '6344': cte.WAREHOUSE,
    '6722': cte.WAREHOUSE,
    '5111': cte.WAREHOUSE,
    '6511': cte.OUT_PATIENT_HEALTH_CARE,
    '5965': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4631': cte.WAREHOUSE,
    '7451': cte.SPORTS_LOCATION,
    '1539': cte.DORMITORY,
    '6376': cte.WAREHOUSE,
    '4633': cte.NON_HEATED,
    '5813': cte.QUICK_SERVICE_RESTAURANT,
    '6339': cte.COMMERCIAL,
    '5911': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5651': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5971': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4550': cte.NON_HEATED,
    '5620': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7611': cte.NON_HEATED,
    '5531': cte.WAREHOUSE,
    '6629': cte.WAREHOUSE,
    '6521': cte.MEDIUM_OFFICE,
    '7639': cte.WAREHOUSE,
    '3399': cte.INDUSTRY,
    '3019': cte.WAREHOUSE,
    '6551': cte.MEDIUM_OFFICE,
    '5413': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5821': cte.QUICK_SERVICE_RESTAURANT,
    '6411': cte.WAREHOUSE,
    '6799': cte.OFFICE_AND_ADMINISTRATION,
    '5942': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7111': cte.OFFICE_AND_ADMINISTRATION,
    '6419': cte.WAREHOUSE,
    '6534': cte.COMMERCIAL,
    '5020': cte.WAREHOUSE,
    '6594': cte.MEDIUM_OFFICE,
    '5819': cte.STAND_ALONE_RETAIL,
    '6823': cte.SECONDARY_SCHOOL,
    '4990': cte.WAREHOUSE,
    '6759': cte.WAREHOUSE,
    '6517': cte.OUT_PATIENT_HEALTH_CARE,
    '6839': cte.SECONDARY_SCHOOL,
    '4711': cte.MEDIUM_OFFICE,
    '4111': cte.WAREHOUSE,
    '3280': cte.WAREHOUSE,
    '6721': cte.OFFICE_AND_ADMINISTRATION,
    '9459': cte.NON_HEATED,
    '7113': cte.EVENT_LOCATION,
    '4743': cte.MEDIUM_OFFICE,
    '7211': cte.EVENT_LOCATION,
    '6513': cte.HOSPITAL,
    '6813': cte.SECONDARY_SCHOOL,
    '5921': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6383': cte.COMMERCIAL,
    '5711': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6512': cte.OUT_PATIENT_HEALTH_CARE,
    '1590': cte.OFFICE_AND_ADMINISTRATION,
    '1890': cte.DORMITORY,
    '6372': cte.WAREHOUSE,
    '1600': cte.SMALL_HOTEL,
    '9451': cte.NON_HEATED,
    '6359': cte.WAREHOUSE,
    '2240': cte.INDUSTRY,
    '1559': cte.OFFICE_AND_ADMINISTRATION,
    '1543': cte.DORMITORY,
    '6760': cte.MEDIUM_OFFICE,
    '4771': cte.MOTION_PICTURE_THEATRE,
    '1552': cte.DORMITORY,
    '3994': cte.INDUSTRY,
    '6243': cte.NON_HEATED,
    '6835': cte.SECONDARY_SCHOOL,
    '5004': cte.STRIP_MALL,
    '6791': cte.OFFICE_AND_ADMINISTRATION,
    '1510': cte.DORMITORY,
    '7239': cte.OFFICE_AND_ADMINISTRATION,
    '5492': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5499': cte.STAND_ALONE_RETAIL,
    '4413': cte.WAREHOUSE,
    '5951': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5411': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '5532': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5252': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6395': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5462': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '6232': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6641': cte.WAREHOUSE,
    '7432': cte.SPORTS_LOCATION,
    '5431': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '6532': cte.OFFICE_AND_ADMINISTRATION,
    '6518': cte.OUT_PATIENT_HEALTH_CARE,
    '5199': cte.WAREHOUSE,
    '3840': cte.INDUSTRY,
    '2051': cte.MEDIUM_OFFICE,
    '7290': cte.OFFICE_AND_ADMINISTRATION,
    '5253': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5660': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5699': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6579': cte.OUT_PATIENT_HEALTH_CARE,
    '5173': cte.WAREHOUSE,
    '6431': cte.WAREHOUSE,
    '6355': cte.WAREHOUSE,
    '6263': cte.OUT_PATIENT_HEALTH_CARE,
    '5610': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5969': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '5991': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7219': cte.OFFICE_AND_ADMINISTRATION,
    '7117': cte.WAREHOUSE,
    '5005': cte.STAND_ALONE_RETAIL,
    '4561': cte.NON_HEATED,
    '5631': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4623': cte.WAREHOUSE,
    '4590': cte.WAREHOUSE,
    '3899': cte.INDUSTRY,
    '6563': cte.COMMERCIAL,
    '5399': cte.STAND_ALONE_RETAIL,
    '6241': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6351': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '2270': cte.INDUSTRY,
    '5132': cte.WAREHOUSE,
    '4221': cte.WAREHOUSE,
    '6253': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5640': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3299': cte.INDUSTRY,
    '6831': cte.SECONDARY_SCHOOL,
    '2012': cte.INDUSTRY,
    '3620': cte.INDUSTRY,
    '6519': cte.OUT_PATIENT_HEALTH_CARE,
    '2291': cte.INDUSTRY,
    '5311': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5931': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4611': cte.WAREHOUSE,
    '4719': cte.STAND_ALONE_RETAIL,
    '5693': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4490': cte.INDUSTRY,
    '5823': cte.FULL_SERVICE_RESTAURANT,
    '2045': cte.INDUSTRY,
    '6542': cte.HOSPITAL,
    '2014': cte.INDUSTRY,
    '6375': cte.WAREHOUSE,
    '2799': cte.INDUSTRY,
    '6612': cte.WAREHOUSE,
    '4222': cte.WAREHOUSE,
    '7191': cte.EVENT_LOCATION,
    '6352': cte.WAREHOUSE,
    '5836': cte.COMMERCIAL,
    '5952': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '1512': cte.DORMITORY,
    '5948': cte.WAREHOUSE,
    '3580': cte.INDUSTRY,
    '5391': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6997': cte.OFFICE_AND_ADMINISTRATION,
    '6539': cte.OFFICE_AND_ADMINISTRATION,
    '2899': cte.INDUSTRY,
    '1100': cte.SINGLE_FAMILY_HOUSE,
    '6348': cte.WAREHOUSE,
    '7499': cte.EVENT_LOCATION,
    '6373': cte.WAREHOUSE,
    '3539': cte.INDUSTRY,
    '4922': cte.WAREHOUSE,
    '6731': cte.OFFICE_AND_ADMINISTRATION,
    '6132': cte.MEDIUM_OFFICE,
    '2073': cte.INDUSTRY,
    '4761': cte.COMMERCIAL,
    '7312': cte.NON_HEATED,
    '7425': cte.SPORTS_LOCATION,
    '6634': cte.INDUSTRY,
    '6639': cte.WAREHOUSE,
    '3231': cte.INDUSTRY,
    '6569': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '2499': cte.INDUSTRY,
    '7199': cte.EVENT_LOCATION,
    '7114': cte.EVENT_LOCATION,
    '4733': cte.COMMERCIAL,
    '4112': cte.WAREHOUSE,
    '7129': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7620': cte.NON_HEATED,
    '9390': cte.WAREHOUSE,
    '1529': cte.OFFICE_AND_ADMINISTRATION,
    '7417': cte.NON_HEATED,
    '8221': cte.OUT_PATIENT_HEALTH_CARE,
    '6598': cte.OUT_PATIENT_HEALTH_CARE,
    '6515': cte.OUT_PATIENT_HEALTH_CARE,
    '3719': cte.WAREHOUSE,
    '2471': cte.INDUSTRY,
    '7433': cte.NON_HEATED,
    '6413': cte.WAREHOUSE,
    '3459': cte.INDUSTRY,
    '6152': cte.MEDIUM_OFFICE,
    '2093': cte.INDUSTRY,
    '3031': cte.INDUSTRY,
    '5251': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5394': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5141': cte.STRIP_MALL,
    '7419': cte.SPORTS_LOCATION,
    '4293': cte.WAREHOUSE,
    '6834': cte.SECONDARY_SCHOOL,
    '2092': cte.INDUSTRY,
    '2072': cte.INDUSTRY,
    '6712': cte.MEDIUM_OFFICE,
    '4411': cte.WAREHOUSE,
    '4562': cte.NON_HEATED,
    '2096': cte.INDUSTRY,
    '5997': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7212': cte.EVENT_LOCATION,
    '6713': cte.MEDIUM_OFFICE,
    '9212': cte.NON_HEATED,
    '6725': cte.OFFICE_AND_ADMINISTRATION,
    '9410': cte.RESIDENTIAL,
    '4211': cte.WAREHOUSE,
    '5230': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6141': cte.MEDIUM_OFFICE,
    '7512': cte.HEALTH_CARE,
    '5822': cte.QUICK_SERVICE_RESTAURANT,
    '5121': cte.STRIP_MALL,
    '6369': cte.SECONDARY_SCHOOL,
    '5171': cte.STRIP_MALL,
    '5003': cte.STRIP_MALL,
    '3630': cte.INDUSTRY,
    '5521': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6531': cte.OUT_PATIENT_HEALTH_CARE,
    '7413': cte.WAREHOUSE,
    '3239': cte.INDUSTRY,
    '4715': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6365': cte.UNIVERSITY,
    '6121': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6611': cte.WAREHOUSE,
    '3649': cte.INDUSTRY,
    '2892': cte.INDUSTRY,
    '6269': cte.OUT_PATIENT_HEALTH_CARE,
    '2020': cte.INDUSTRY,
    '6621': cte.WAREHOUSE,
    '6312': cte.NON_HEATED,
    '6416': cte.INDUSTRY,
    '5712': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2261': cte.INDUSTRY,
    '2931': cte.INDUSTRY,
    '3011': cte.INDUSTRY,
    '6499': cte.STAND_ALONE_RETAIL,
    '3599': cte.INDUSTRY,
    '2299': cte.INDUSTRY,
    '3831': cte.INDUSTRY,
    '2410': cte.INDUSTRY,
    '5112': cte.STRIP_MALL,
    '5941': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6822': cte.SECONDARY_SCHOOL,
    '6753': cte.WAREHOUSE,
    '5149': cte.STRIP_MALL,
    '3190': cte.INDUSTRY,
    '6414': cte.WAREHOUSE,
    '6633': cte.WAREHOUSE,
    '3895': cte.INDUSTRY,
    '5133': cte.STRIP_MALL,
    '2082': cte.INDUSTRY,
    '5512': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '9420': cte.NON_HEATED,
    '6543': cte.HOSPITAL,
    '4841': cte.INDUSTRY,
    '4851': cte.INDUSTRY,
    '5432': cte.STRIP_MALL,
    '3711': cte.INDUSTRY,
    '3460': cte.INDUSTRY,
    '2087': cte.INDUSTRY,
    '1522': cte.HALL,
    '8549': cte.INDUSTRY,
    '6242': cte.WAREHOUSE,
    '6412': cte.WAREHOUSE,
    '6811': cte.SECONDARY_SCHOOL,
    '6154': cte.WAREHOUSE,
    '7123': cte.WAREHOUSE,
    '6993': cte.MEDIUM_OFFICE,
    '6742': cte.HOSPITAL,
    '5212': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5211': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '7990': cte.HALL,
    '3714': cte.INDUSTRY,
    '6593': cte.SECONDARY_SCHOOL,
    '5172': cte.STRIP_MALL,
    '5955': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6635': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3799': cte.INDUSTRY,
    '2819': cte.INDUSTRY,
    '5894': cte.QUICK_SERVICE_RESTAURANT,
    '9530': cte.NON_HEATED,
    '3159': cte.INDUSTRY,
    '3713': cte.WAREHOUSE,
    '3894': cte.INDUSTRY,
    '5721': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '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.INDUSTRY,
    '6619': cte.WAREHOUSE,
    '6815': cte.SECONDARY_SCHOOL,
    '5320': cte.STRIP_MALL,
    '3261': cte.INDUSTRY,
    '6394': cte.WAREHOUSE,
    '2031': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '6423': cte.WAREHOUSE,
    '3162': cte.INDUSTRY,
    '5814': cte.QUICK_SERVICE_RESTAURANT,
    '6653': cte.WAREHOUSE,
    '2213': cte.INDUSTRY,
    '2046': cte.INDUSTRY,
    '6251': cte.COMMERCIAL,
    '3650': cte.INDUSTRY,
    '4799': cte.NON_HEATED,
    '5832': cte.SMALL_HOTEL,
    '4229': cte.WAREHOUSE,
    '4842': cte.WAREHOUSE,
    '5163': cte.STRIP_MALL,
    '5148': cte.STRIP_MALL,
    '2011': cte.INDUSTRY,
    '5361': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2999': cte.INDUSTRY,
    '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.INDUSTRY,
    '6219': cte.WAREHOUSE,
    '5421': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '3861': cte.INDUSTRY,
    '3919': cte.INDUSTRY,
    '6441': cte.WAREHOUSE,
    '6648': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '8199': cte.INDUSTRY,
    '6832': cte.SECONDARY_SCHOOL,
    '6992': cte.MEDIUM_OFFICE,
    '1521': cte.EVENT_LOCATION,
    '6349': cte.WAREHOUSE,
    '4921': cte.WAREHOUSE,
    '6498': cte.WAREHOUSE,
    '6415': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4122': cte.WAREHOUSE,
    '4219': cte.WAREHOUSE,
    '9440': cte.NON_HEATED,
    '4782': cte.DATACENTER,
    '2619': cte.INDUSTRY,
    '7229': cte.SPORTS_LOCATION,
    '2079': cte.INDUSTRY,
    '2320': cte.INDUSTRY,
    '3259': cte.INDUSTRY,
    '3931': cte.INDUSTRY,
    '5470': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '4890': cte.WAREHOUSE,
    '5599': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3270': cte.INDUSTRY,
    '5186': cte.STRIP_MALL,
    '2043': cte.INDUSTRY,
    '6733': cte.WAREHOUSE,
    '4311': cte.EVENT_LOCATION,
    '3451': cte.INDUSTRY,
    '2812': cte.INDUSTRY,
    '2130': cte.INDUSTRY,
    '7449': cte.WAREHOUSE,
    '2919': cte.INDUSTRY,
    '4315': cte.WAREHOUSE,
    '3569': cte.INDUSTRY,
    '7399': cte.EVENT_LOCATION,
    '6160': cte.OFFICE_AND_ADMINISTRATION,
    '7412': cte.NON_HEATED,
    '2084': cte.INDUSTRY,
    '3870': cte.INDUSTRY,
    '5001': cte.STRIP_MALL,
    '3411': cte.INDUSTRY,
    '1702': cte.NON_HEATED,
    '3243': cte.INDUSTRY,
    '4926': cte.MEDIUM_OFFICE,
    '3490': cte.INDUSTRY,
    '2219': cte.INDUSTRY,
    '2829': cte.INDUSTRY,
    '4399': cte.WAREHOUSE,
    '4319': cte.WAREHOUSE,
    '2039': cte.INDUSTRY,
    '8139': cte.GREEN_HOUSE,
    '5146': cte.STRIP_MALL,
    '3396': cte.INDUSTRY,
    '5161': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2091': cte.INDUSTRY,
    '3850': cte.INDUSTRY,
    '5241': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3049': cte.INDUSTRY,
    '5181': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2627': cte.INDUSTRY,
    '3412': cte.INDUSTRY,
    '5220': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3699': cte.INDUSTRY,
    '4929': cte.WAREHOUSE,
    '3551': cte.INDUSTRY,
    '5198': cte.STRIP_MALL,
    '6646': cte.NON_HEATED,
    '5189': cte.STRIP_MALL,
    '5312': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4214': cte.WAREHOUSE,
    '3410': cte.INDUSTRY,
    '4859': cte.WAREHOUSE,
    '2736': cte.INDUSTRY,
    '6642': cte.WAREHOUSE,
    '3921': cte.INDUSTRY,
    '5815': cte.FULL_SERVICE_RESTAURANT,
    '6514': cte.OUT_PATIENT_HEALTH_CARE,
    '8399': cte.WAREHOUSE,
    '2250': cte.INDUSTRY,
    '6378': cte.WAREHOUSE,
    '6343': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2652': cte.INDUSTRY,
    '3552': cte.INDUSTRY,
    '2891': cte.INDUSTRY,
    '6368': cte.SECONDARY_SCHOOL,
    '3559': cte.INDUSTRY,
    '5145': cte.STRIP_MALL,
    '3244': cte.INDUSTRY,
    '3292': cte.INDUSTRY,
    '4510': cte.WAREHOUSE,
    '7423': cte.SPORTS_LOCATION,
    '5370': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4824': cte.WAREHOUSE,
    '4832': cte.INDUSTRY,
    '6573': cte.HEALTH_CARE,
    '6623': cte.NON_HEATED,
    '5162': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4612': cte.WAREHOUSE,
    '2629': cte.INDUSTRY,
    '3291': cte.INDUSTRY,
    '3229': cte.INDUSTRY,
    '5829': cte.STAND_ALONE_RETAIL,
    '2932': cte.INDUSTRY,
    '5594': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2722': cte.INDUSTRY,
    '2811': cte.INDUSTRY,
    '2235': cte.INDUSTRY,
    '5953': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '3170': cte.INDUSTRY,
    '3662': cte.INDUSTRY,
    '4879': cte.WAREHOUSE,
    '2074': cte.INDUSTRY,
    '7429': cte.SPORTS_LOCATION,
    '4843': cte.WAREHOUSE,
    '6335': cte.OFFICE_AND_ADMINISTRATION,
    '4116': cte.WAREHOUSE,
    '2622': cte.INDUSTRY,
    '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.INDUSTRY,
    '4874': cte.WAREHOUSE,
    '6743': cte.DORMITORY,
    '3241': cte.INDUSTRY,
    '5123': cte.STRIP_MALL,
    '4833': cte.NON_HEATED,
    '9470': cte.NON_HEATED,
    '3932': cte.INDUSTRY,
    '4292': cte.WAREHOUSE,
    '6424': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '6139': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '2624': cte.INDUSTRY,
    '3915': cte.WAREHOUSE,
    '7233': cte.CONVENTION_CENTER,
    '5184': cte.STRIP_MALL,
    '2099': cte.INDUSTRY,
    '5129': cte.RETAIL_SHOP_WITH_REFRIGERATED_FOOD,
    '5913': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '5717': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4712': cte.NON_HEATED,
    '5142': cte.STRIP_MALL,
    '3210': cte.INDUSTRY,
    '4834': cte.WAREHOUSE,
    '3456': cte.INDUSTRY,
    '2075': cte.INDUSTRY,
    '3020': cte.INDUSTRY,
    '3821': cte.INDUSTRY,
    '6613': cte.MEDIUM_OFFICE,
    '4826': cte.WAREHOUSE,
    '5839': cte.MULTI_FAMILY_HOUSE,
    '4316': cte.WAREHOUSE,
    '6592': cte.OFFICE_AND_ADMINISTRATION,
    '3971': cte.INDUSTRY,
    '3972': cte.INDUSTRY,
    '2694': cte.INDUSTRY,
    '3882': cte.INDUSTRY,
    '3119': cte.INDUSTRY,
    '2495': cte.INDUSTRY,
    '4759': cte.MEDIUM_OFFICE,
    '6439': cte.WAREHOUSE,
    '6643': cte.WAREHOUSE,
    '3470': cte.INDUSTRY,
    '3531': cte.INDUSTRY,
    '4823': cte.NON_HEATED,
    '2293': cte.INDUSTRY,
    '3532': cte.INDUSTRY,
    '3913': cte.INDUSTRY,
    '6816': cte.OFFICE_AND_ADMINISTRATION,
    '3562': cte.INDUSTRY,
    '6496': cte.COMMERCIAL,
    '4119': cte.WAREHOUSE,
    '6533': cte.OUT_PATIENT_HEALTH_CARE,
    '6814': cte.PRIMARY_SCHOOL,
    '6353': cte.WAREHOUSE,
    '3392': cte.INDUSTRY,
    '5114': cte.STRIP_MALL,
    '5131': cte.STRIP_MALL,
    '3641': cte.INDUSTRY,
    '2614': cte.INDUSTRY,
    '3661': cte.INDUSTRY,
    '2081': cte.INDUSTRY,
    '3340': cte.INDUSTRY,
    '4928': cte.WORKSHOP,
    '3712': cte.INDUSTRY,
    '3253': cte.INDUSTRY,
    '3860': cte.INDUSTRY,
    '3892': cte.INDUSTRY,
    '2992': cte.INDUSTRY,
    '5598': cte.RETAIL_SHOP_WITHOUT_REFRIGERATED_FOOD,
    '4825': cte.NON_HEATED,
    '2071': cte.INDUSTRY,
    '6495': cte.INDUSTRY,
    '2914': cte.INDUSTRY,
    '3182': cte.INDUSTRY,
    '3791': cte.INDUSTRY,
    '3992': cte.INDUSTRY,
    '3114': cte.INDUSTRY,
    '7920': cte.OFFICE_AND_ADMINISTRATION,
    '5891': cte.RESTAURANT,
    '5835': cte.SMALL_HOTEL,
    '6565': cte.HEALTH_CARE,
    '3391': cte.INDUSTRY,
    '6615': cte.INDUSTRY,
    '3883': cte.INDUSTRY,
    '2032': cte.INDUSTRY,
    '2994': cte.INDUSTRY,
    '4871': cte.INDUSTRY,
    '5113': cte.WORKSHOP,
    '3571': cte.INDUSTRY,
    '2342': cte.INDUSTRY,
    '3911': cte.INDUSTRY,
    '7444': cte.EDUCATION,
    '2221': cte.INDUSTRY,
    '8192': cte.FARM,
    '2439': cte.INDUSTRY,
    '3891': cte.INDUSTRY,
    '6354': cte.WORKSHOP,
    '4815': cte.NON_HEATED,
    '6651': cte.WORKSHOP,
    '2822': cte.INDUSTRY,
    '2821': cte.INDUSTRY,
    '1211': cte.RESIDENTIAL,
    '8133': cte.INDUSTRY,
    '6572': cte.HEALTH_CARE,
    '2734': cte.INDUSTRY,
    '8132': cte.INDUSTRY,
    '6659': cte.INDUSTRY,
    '6332': cte.COMMERCIAL,
    '6595': cte.COMMERCIAL,
    '5393': cte.COMMERCIAL,
    '5450': cte.COMMERCIAL,
    '8127': cte.INDUSTRY,
    '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.NON_HEATED,
    '7491': cte.SPORTS_LOCATION,
    '3262': cte.INDUSTRY,
    '8543': cte.INDUSTRY,
    '6129': cte.COMMERCIAL,
    '5362': cte.COMMERCIAL,
    '8122': cte.INDUSTRY,
    '5597': cte.COMMERCIAL,
    '3269': cte.INDUSTRY,
    '5331': cte.COMMERCIAL,
    '5522': cte.COMMERCIAL,
    '7421': cte.WAREHOUSE,
    '2723': cte.INDUSTRY,
    '4822': cte.NON_HEATED,
    '6319': cte.COMMERCIAL,
    '8131': cte.INDUSTRY,
    '7422': cte.SPORTS_LOCATION,
    '3140': cte.INDUSTRY,
    '9220': cte.NON_HEATED,
    '4852': cte.NON_HEATED,
    '3694': cte.INDUSTRY,
    '6632': cte.COMMERCIAL,
    '6656': cte.WAREHOUSE,
    '8322': cte.INDUSTRY,
    '8126': cte.INDUSTRY,
    '6638': cte.COMMERCIAL,
    '2292': cte.INDUSTRY,
    '6392': cte.COMMERCIAL,
    '4313': cte.WAREHOUSE,
    '4312': cte.NON_HEATED,
    '6417': cte.COMMERCIAL,
    '6234': cte.COMMERCIAL,
    '6254': cte.COMMERCIAL,
    '7396': cte.SPORTS_LOCATION,
    '3579': cte.INDUSTRY,
    '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.INDUSTRY,
    '5732': cte.COMMERCIAL,
    '4811': cte.INDUSTRY,
    '5422': cte.COMMERCIAL,
    '5596': cte.COMMERCIAL,
    '5740': cte.COMMERCIAL,
    '3232': cte.INDUSTRY,
    '5933': cte.COMMERCIAL,
    '5992': cte.COMMERCIAL,
    '3443': cte.INDUSTRY,
    '2472': cte.INDUSTRY,
    '6151': cte.COMMERCIAL,
    '3263': cte.INDUSTRY,
    '5396': cte.COMMERCIAL,
    '3249': cte.INDUSTRY,
    '4752': cte.COMMERCIAL,
    '6836': cte.EDUCATION,
    '3934': cte.INDUSTRY,
    '4849': cte.NON_HEATED,
    '4749': cte.NON_HEATED,
    '3441': cte.INDUSTRY,
    '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.INDUSTRY,
    '3264': cte.INDUSTRY,
    '6233': cte.COMMERCIAL,
    '4819': cte.INDUSTRY,
    '5183': cte.COMMERCIAL,
    '6724': cte.OFFICE_AND_ADMINISTRATION,
    '6131': cte.COMMERCIAL,
    '8121': cte.INDUSTRY,
    '6652': cte.WAREHOUSE,
    '5983': cte.COMMERCIAL,
    '7393': cte.SPORTS_LOCATION,
    '3350': cte.INDUSTRY,
    '6397': cte.COMMERCIAL,
    '3594': cte.INDUSTRY,
    '6637': cte.WAREHOUSE,
    '5191': cte.COMMERCIAL,
    '6636': cte.WAREHOUSE,
    '2061': cte.INDUSTRY,
    '2049': cte.INDUSTRY,
    '8299': cte.WAREHOUSE,
    '8180': cte.COMMERCIAL,
    '6516': cte.HEALTH_CARE,
    '6597': cte.OFFICE_AND_ADMINISTRATION,
    '2933': cte.INDUSTRY,
    '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.INDUSTRY,
    '7415': cte.SPORTS_LOCATION,
    '4563': cte.NON_HEATED,
    '3014': cte.INDUSTRY,
    '5691': cte.COMMERCIAL,
    '3111': cte.INDUSTRY,
    '8198': cte.INDUSTRY,
    '8141': cte.INDUSTRY,
    '7452': cte.WAREHOUSE,
    '3222': cte.INDUSTRY,
    '2713': cte.INDUSTRY,
    '2088': cte.INDUSTRY,
    '6564': cte.HEALTH_CARE,
    '6622': cte.WAREHOUSE,
    '5440': cte.COMMERCIAL,
    '2894': cte.INDUSTRY,
    '6625': cte.WAREHOUSE,
    '6239': cte.COMMERCIAL,
    '8129': cte.WAREHOUSE,
    '6647': cte.WAREHOUSE,
    '8137': cte.WAREHOUSE,
    '6553': cte.COMMERCIAL,
    '3442': cte.INDUSTRY,
    '4391': cte.NON_HEATED,
    '5591': cte.COMMERCIAL,
    '5151': cte.COMMERCIAL,
    '5196': cte.COMMERCIAL,
    '6616': cte.COMMERCIAL,
    '2216': cte.INDUSTRY,
    '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.INDUSTRY,
    '7445': cte.COMMERCIAL,
    '8125': cte.WAREHOUSE,
    '4746': cte.NON_HEATED,
    '3922': cte.INDUSTRY,
    '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
}

input_dir = "../data/geojson_layers"
output_dir = "../data/updated_geojson_layers"
os.makedirs(output_dir, exist_ok=True)

def reorient_geometry(geom):
    if geom.is_empty:
        return geom
    elif geom.geom_type == 'Polygon':
        return orient(geom, sign=1.0)
    elif geom.geom_type == 'MultiPolygon':
        reoriented_polygons = [orient(polygon, sign=1.0) for polygon in geom.geoms]
        return MultiPolygon(reoriented_polygons)
    else:
        return geom

for filename in os.listdir(input_dir):
    if filename.endswith(".geojson"):
        input_file = os.path.join(input_dir, filename)
        output_file = os.path.join(output_dir, filename)

        # Read the GeoJSON
        gdf = gpd.read_file(input_file)

        # Ensure CRS
        if gdf.crs is None:
            gdf.set_crs(epsg=3857, inplace=True)

        # Reproject to EPSG:4326
        gdf = gdf.to_crs(epsg=4326)

        # Fix properties
        # 1. contr_year
        if 'contr_year' not in gdf.columns:
            gdf['contr_year'] = 2020
        else:
            gdf['contr_year'] = gdf['contr_year'].apply(lambda x: x if x else 2020)

        # 2. adjacency
        if 'adjacency' not in gdf.columns:
            gdf['adjacency'] = 'attached'
        else:
            gdf['adjacency'] = gdf['adjacency'].apply(lambda x: x if x else 'attached')

        # 3. height
        if 'height' not in gdf.columns:
            gdf['height'] = 10
        else:
            gdf['height'] = gdf['height'].apply(lambda x: x if x and not pd.isnull(x) else 10)

        # 4. function_c
        #   If function_c does not exist or is not in known_function_codes, set to 1000
        if 'function_c' not in gdf.columns:
            gdf['function_c'] = 1000
        else:
            def check_function_c(value):
                # Convert to string if needed
                if pd.isnull(value):
                    return 1000
                val_str = str(int(value)) if isinstance(value, float) else str(value)
                return val_str if val_str in known_function_codes else '1000'

            gdf['function_c'] = gdf['function_c'].apply(check_function_c)

        # Reorient geometries
        gdf['geometry'] = gdf['geometry'].apply(reorient_geometry)

        # Save to file
        gdf.to_file(output_file, driver='GeoJSON')