import fileinput
import os
from os import path
from os import listdir
import sys
import string
import re
from datetime import datetime
from datetime import timedelta
import time
import math # for cosine similarity
from collections import Counter # for frequency counts in cosine similarity
# import jellyfish # for string comparisons
# File listing
import glob
import random

# Global variables
global root_folder
global common_folder

global log_file
global freq_folder
global slash
global crlf
global debug
global verbose
global age_tolerance
global tab_delimiter
global indent

global US_states
global RE_US_state_codes
global RE_US_state_names
global RE_ages
global state_name
global state_code

# 1940 codes
global genders_1940
global ethnicities_1940
global birthplaces_1940
global state_fips_1940
# global counties_1940
global current_state_1940
global current_county_1940
global current_valueh_1940
global current_ownershp_1940

global US_counties
global ICPSR_counties
global county_fips
global icpsr_fips


global machine
global user
global sub_folder

def alert():
	os.system("osascript '/Users/miguel/Documents/Programming/AppleScript/Utilities/Alert.scpt'")


def set_globals():
	
	# Check which machine and user is running this
	# either laptop (development), Windows (debug at cambridge) or cluster (full-speed)
	
	global machine
	global user
	global slash
	global root_folder
	global common_folder
	
	# Miguel's mac laptop: os.name = "posix" and os.getenv("HOSTNAME") = "None"
	os_name = os.name
	os_host = os.getenv("HOSTNAME")
	
	if (os.name == "posix" and os_host == None):
		user 		= "miguel"
		machine		= "laptop"
		slash		= "/"
		root_folder	= "/Volumes/morin research/(shadow)"
		log_folder	= "/Volumes/morin research/dropbox"
	
	elif (os.name == "nt" and os_host == None):
		user 		= "miguel"
		machine		= "desktop"
		slash 		= "\\"
		root_folder	= "E:"
		log_folder 	= "N:\morin research\dropbox" 
	
	# All UNCC hosts end in uncc.edu, but they may be vpr-c101, etc..
	elif (os.name == "posix" and ("uncc.edu" in os_host)):
		user 		= "???"
		machine 	= "unc_cluster"
		root_folder	= "/projects/ipums100"
		log_folder	= "/projects/ipums100/logs"
		slash 		= "/"

	# Sub-folder that has the UMN-IPUMS data
	global sub_folder
	if (machine == "unc_cluster"):
		sub_folder = "raw_ipums_data"
	elif(machine == "laptop" or machine == "desktop"):
		sub_folder = "umnData"

	
	global debug
	debug = True
	
	global verbose
	verbose = True
	
	global crlf
	crlf = "\r\n"
	
	global indent
	indent = "	 "
	
	global tab_delimiter
	tab_delimiter = "|"
	
	global log_file
	try:
		log_file		= log_folder + slash + "python_extractor" + str(ext_year) + "_" + str(ext_type) + "_log.txt"
	except:
		log_file		= log_folder + slash + "python_extractor_log.txt"

	# Remove old log file
	if (path.exists(log_file)):
		os.remove(log_file)

	printout("Paths and globals defined")
	printout("root_folder = " + root_folder)

	
	set_1940_dictionaries()
	
	global US_states
	US_states = [["AL", "Alabama"],
				["AK", "Alaska"],
				["AZ", "Arizona"],
				["AR", "Arkansas"],
				["CA", "California"],
				["CO", "Colorado"],
				["CT", "Connecticut"],
				["DE", "Delaware"],
				["DC", "District of Columbia"],
				["FL", "Florida"],
				["GA", "Georgia"],
				["HI", "Hawaii"],
				["ID", "Idaho"],
				["IL", "Illinois"],
				["IN", "Indiana"],
				["IA", "Iowa"],
				["KS", "Kansas"],
				["KY", "Kentucky"],
				["LA", "Louisiana"],
				["ME", "Maine"],
				["MD", "Maryland"],
				["MA", "Massachusetts"],
				["MI", "Michigan"],
				["MN", "Minnesota"],
				["MS", "Mississippi"],
				["MO", "Missouri"],
				["MT", "Montana"],
				["NE", "Nebraska"],
				["NV", "Nevada"],
				["NH", "New Hampshire"],
				["NJ", "New Jersey"],
				["NM", "New Mexico"],
				["NY", "New York"],
				["NC", "North Carolina"],
				["ND", "North Dakota"],
				["OH", "Ohio"],
				["OK", "Oklahoma"],
				["OR", "Oregon"],
				["PA", "Pennsylvania"],
				["RI", "Rhode Island"],
				["SC", "South Carolina"],
				["SD", "South Dakota"],
				["TN", "Tennessee"],
				["TX", "Texas"],
				["UT", "Utah"],
				["VT", "Vermont"],
				["VA", "Virginia"],
				["WA", "Washington"],
				["WV", "West Virginia"],
				["WI", "Wisconsin"],
				["WY", "Wyoming"]]
	
	global ICPSR_counties
	ICPSR_counties = [		["al_10", "1001"],
		["al_30", "1003"],
		["al_50", "1005"],
		["al_70", "1007"],
		["al_90", "1009"],
		["al_110", "1011"],
		["al_130", "1013"],
		["al_170", "1017"],
		["al_190", "1019"],
		["al_230", "1023"],
		["al_250", "1025"],
		["al_270", "1027"],
		["al_290", "1029"],
		["al_310", "1031"],
		["al_330", "1033"],
		["al_350", "1035"],
		["al_370", "1037"],
		["al_390", "1039"],
		["al_410", "1041"],
		["al_430", "1043"],
		["al_450", "1045"],
		["al_470", "1047"],
		["al_490", "1049"],
		["al_490", "1049"],
		["al_510", "1051"],
		["al_530", "1053"],
		["al_550", "1055"],
		["al_570", "1057"],
		["al_590", "1059"],
		["al_610", "1061"],
		["al_630", "1063"],
		["al_650", "1065"],
		["al_670", "1067"],
		["al_690", "1069"],
		["al_710", "1071"],
		["al_730", "1073"],
		["al_730", "1073"],
		["al_770", "1077"],
		["al_790", "1079"],
		["al_810", "1081"],
		["al_830", "1083"],
		["al_850", "1085"],
		["al_870", "1087"],
		["al_890", "1089"],
		["al_910", "1091"],
		["al_930", "1093"],
		["al_950", "1095"],
		["al_970", "1097"],
		["al_990", "1099"],
		["al_1010", "1101"],
		["al_1050", "1105"],
		["al_1050", "1105"],
		["al_1070", "1107"],
		["al_1090", "1109"],
		["al_1110", "1111"],
		["al_1130", "1113"],
		["al_1150", "1115"],
		["al_1150", "1115"],
		["al_1170", "1117"],
		["al_1190", "1119"],
		["al_1210", "1121"],
		["al_1210", "1121"],
		["al_1230", "1123"],
		["al_1250", "1125"],
		["al_1270", "1127"],
		["al_1290", "1129"],
		["al_1310", "1131"],
		["az_10", "4001"],
		["az_30", "4003"],
		["az_50", "4005"],
		["az_70", "4007"],
		["az_90", "4009"],
		["az_110", "4011"],
		["az_130", "4013"],
		["az_130", "4013"],
		["az_150", "4015"],
		["az_170", "4017"],
		["az_190", "4019"],
		["az_210", "4021"],
		["az_230", "4023"],
		["az_250", "4025"],
		["az_270", "4027"],
		["ar_10", "5001"],
		["ar_30", "5003"],
		["ar_50", "5005"],
		["ar_70", "5007"],
		["ar_90", "5009"],
		["ar_110", "5011"],
		["ar_130", "5013"],
		["ar_150", "5015"],
		["ar_170", "5017"],
		["ar_170", "5017"],
		["ar_190", "5019"],
		["ar_210", "5021"],
		["ar_230", "5023"],
		["ar_270", "5027"],
		["ar_290", "5029"],
		["ar_310", "5031"],
		["ar_330", "5033"],
		["ar_350", "5035"],
		["ar_370", "5037"],
		["ar_390", "5039"],
		["ar_410", "5041"],
		["ar_430", "5043"],
		["ar_450", "5045"],
		["ar_470", "5047"],
		["ar_490", "5049"],
		["ar_510", "5051"],
		["ar_530", "5053"],
		["ar_550", "5055"],
		["ar_570", "5057"],
		["ar_590", "5059"],
		["ar_590", "5059"],
		["ar_610", "5061"],
		["ar_630", "5063"],
		["ar_650", "5065"],
		["ar_670", "5067"],
		["ar_690", "5069"],
		["ar_710", "5071"],
		["ar_730", "5073"],
		["ar_750", "5075"],
		["ar_770", "5077"],
		["ar_790", "5079"],
		["ar_810", "5081"],
		["ar_830", "5083"],
		["ar_850", "5085"],
		["ar_870", "5087"],
		["ar_890", "5089"],
		["ar_910", "5091"],
		["ar_930", "5093"],
		["ar_950", "5095"],
		["ar_970", "5097"],
		["ar_990", "5099"],
		["ar_1010", "5101"],
		["ar_1030", "5103"],
		["ar_1050", "5105"],
		["ar_1070", "5107"],
		["ar_1090", "5109"],
		["ar_1110", "5111"],
		["ar_1130", "5113"],
		["ar_1150", "5115"],
		["ar_1170", "5117"],
		["ar_1190", "5119"],
		["ar_1210", "5121"],
		["ar_1230", "5123"],
		["ar_1230", "5123"],
		["ar_1250", "5125"],
		["ar_1270", "5127"],
		["ar_1290", "5129"],
		["ar_1310", "5131"],
		["ar_1330", "5133"],
		["ar_1350", "5135"],
		["ar_1370", "5137"],
		["ar_1390", "5139"],
		["ar_1410", "5141"],
		["ar_1430", "5143"],
		["ar_1450", "5145"],
		["ar_1470", "5147"],
		["ar_1490", "5149"],
		["ca_10", "6001"],
		["ca_30", "6003"],
		["ca_50", "6005"],
		["ca_70", "6007"],
		["ca_90", "6009"],
		["ca_110", "6011"],
		["ca_130", "6013"],
		["ca_150", "6015"],
		["ca_170", "6017"],
		["ca_190", "6019"],
		["ca_210", "6021"],
		["ca_230", "6023"],
		["ca_250", "6025"],
		["ca_270", "6027"],
		["ca_290", "6029"],
		["ca_310", "6031"],
		["ca_330", "6033"],
		["ca_350", "6035"],
		["ca_370", "6037"],
		["ca_370", "6037"],
		["ca_390", "6039"],
		["ca_410", "6041"],
		["ca_430", "6043"],
		["ca_450", "6045"],
		["ca_470", "6047"],
		["ca_490", "6049"],
		["ca_510", "6051"],
		["ca_530", "6053"],
		["ca_550", "6055"],
		["ca_570", "6057"],
		["ca_590", "6059"],
		["ca_590", "6059"],
		["ca_610", "6061"],
		["ca_630", "6063"],
		["ca_650", "6065"],
		["ca_650", "6065"],
		["ca_670", "6067"],
		["ca_690", "6069"],
		["ca_710", "6071"],
		["ca_710", "6071"],
		["ca_730", "6073"],
		["ca_730", "6073"],
		["ca_750", "6075"],
		["ca_750", "6075"],
		["ca_770", "6077"],
		["ca_790", "6079"],
		["ca_810", "6081"],
		["ca_810", "6081"],
		["ca_830", "6083"],
		["ca_850", "6085"],
		["ca_870", "6087"],
		["ca_890", "6089"],
		["ca_910", "6091"],
		["ca_930", "6093"],
		["ca_950", "6095"],
		["ca_970", "6097"],
		["ca_990", "6099"],
		["ca_1010", "6101"],
		["ca_1030", "6103"],
		["ca_1050", "6105"],
		["ca_1070", "6107"],
		["ca_1090", "6109"],
		["ca_1110", "6111"],
		["ca_1130", "6113"],
		["ca_1150", "6115"],
		["co_10", "8001"],
		["co_30", "8003"],
		["co_50", "8005"],
		["co_70", "8007"],
		["co_90", "8009"],
		["co_110", "8011"],
		["co_130", "8013"],
		["co_150", "8015"],
		["co_170", "8017"],
		["co_190", "8019"],
		["co_210", "8021"],
		["co_230", "8023"],
		["co_250", "8025"],
		["co_270", "8027"],
		["co_290", "8029"],
		["co_310", "8031"],
		["co_330", "8033"],
		["co_350", "8035"],
		["co_370", "8037"],
		["co_390", "8039"],
		["co_410", "8041"],
		["co_410", "8041"],
		["co_430", "8043"],
		["co_450", "8045"],
		["co_470", "8047"],
		["co_490", "8049"],
		["co_510", "8051"],
		["co_530", "8053"],
		["co_550", "8055"],
		["co_570", "8057"],
		["co_590", "8059"],
		["co_610", "8061"],
		["co_630", "8063"],
		["co_650", "8065"],
		["co_670", "8067"],
		["co_690", "8069"],
		["co_710", "8071"],
		["co_710", "8071"],
		["co_730", "8073"],
		["co_750", "8075"],
		["co_770", "8077"],
		["co_790", "8079"],
		["co_810", "8081"],
		["co_830", "8083"],
		["co_850", "8085"],
		["co_870", "8087"],
		["co_890", "8089"],
		["co_910", "8091"],
		["co_930", "8093"],
		["co_950", "8095"],
		["co_970", "8097"],
		["co_990", "8099"],
		["co_1010", "8101"],
		["co_1030", "8103"],
		["co_1050", "8105"],
		["co_1070", "8107"],
		["co_1090", "8109"],
		["co_1110", "8111"],
		["co_1130", "8113"],
		["co_1150", "8115"],
		["co_1170", "8117"],
		["co_1190", "8119"],
		["co_1210", "8121"],
		["co_1230", "8123"],
		["co_1250", "8125"],
		["ct_10", "9001"],
		["ct_30", "9003"],
		["ct_50", "9005"],
		["ct_70", "9007"],
		["ct_90", "9009"],
		["ct_110", "9011"],
		["ct_130", "9013"],
		["ct_150", "9015"],
		["de_10", "10001"],
		["de_30", "10003"],
		["de_50", "10005"],
		["dc_10", "11001"],
		["dc_10", "11001"],
		["fl_10", "12001"],
		["fl_30", "12003"],
		["fl_50", "12005"],
		["fl_110", "12011"],
		["fl_110", "12011"],
		["fl_130", "12013"],
		["fl_150", "12015"],
		["fl_170", "12017"],
		["fl_190", "12019"],
		["fl_210", "12021"],
		["fl_230", "12023"],
		["fl_250", "12025"],
		["fl_270", "12027"],
		["fl_270", "12027"],
		["fl_270", "12027"],
		["fl_290", "12029"],
		["fl_310", "12031"],
		["fl_330", "12033"],
		["fl_350", "12035"],
		["fl_370", "12037"],
		["fl_390", "12039"],
		["fl_410", "12041"],
		["fl_430", "12043"],
		["fl_450", "12045"],
		["fl_470", "12047"],
		["fl_490", "12049"],
		["fl_510", "12051"],
		["fl_550", "12055"],
		["fl_570", "12057"],
		["fl_570", "12057"],
		["fl_570", "12057"],
		["fl_590", "12059"],
		["fl_610", "12061"],
		["fl_630", "12063"],
		["fl_650", "12065"],
		["fl_670", "12067"],
		["fl_690", "12069"],
		["fl_710", "12071"],
		["fl_730", "12073"],
		["fl_750", "12075"],
		["fl_770", "12077"],
		["fl_790", "12079"],
		["fl_810", "12081"],
		["fl_830", "12083"],
		["fl_850", "12085"],
		["fl_870", "12087"],
		["fl_890", "12089"],
		["fl_910", "12091"],
		["fl_930", "12093"],
		["fl_970", "12097"],
		["fl_970", "12097"],
		["fl_990", "12099"],
		["fl_1010", "12101"],
		["fl_1030", "12103"],
		["fl_1050", "12105"],
		["fl_1070", "12107"],
		["fl_1090", "12109"],
		["fl_1090", "12109"],
		["fl_1110", "12111"],
		["fl_1110", "12111"],
		["fl_1130", "12113"],
		["fl_1150", "12115"],
		["fl_1170", "12117"],
		["fl_1190", "12119"],
		["fl_1210", "12121"],
		["fl_1230", "12123"],
		["fl_1250", "12125"],
		["fl_1270", "12127"],
		["fl_1290", "12129"],
		["fl_1310", "12131"],
		["fl_1330", "12133"],
		["ga_10", "13001"],
		["ga_30", "13003"],
		["ga_50", "13005"],
		["ga_70", "13007"],
		["ga_90", "13009"],
		["ga_110", "13011"],
		["ga_130", "13013"],
		["ga_170", "13017"],
		["ga_190", "13019"],
		["ga_210", "13021"],
		["ga_230", "13023"],
		["ga_230", "13023"],
		["ga_250", "13025"],
		["ga_270", "13027"],
		["ga_290", "13029"],
		["ga_310", "13031"],
		["ga_330", "13033"],
		["ga_350", "13035"],
		["ga_370", "13037"],
		["ga_390", "13039"],
		["ga_410", "13041"],
		["ga_430", "13043"],
		["ga_450", "13045"],
		["ga_470", "13047"],
		["ga_490", "13049"],
		["ga_510", "13051"],
		["ga_530", "13053"],
		["ga_550", "13055"],
		["ga_570", "13057"],
		["ga_590", "13059"],
		["ga_590", "13059"],
		["ga_610", "13061"],
		["ga_630", "13063"],
		["ga_650", "13065"],
		["ga_670", "13067"],
		["ga_690", "13069"],
		["ga_710", "13071"],
		["ga_730", "13073"],
		["ga_750", "13075"],
		["ga_770", "13077"],
		["ga_790", "13079"],
		["ga_810", "13081"],
		["ga_830", "13083"],
		["ga_850", "13085"],
		["ga_870", "13087"],
		["ga_890", "13089"],
		["ga_890", "13089"],
		["ga_910", "13091"],
		["ga_930", "13093"],
		["ga_950", "13095"],
		["ga_950", "13095"],
		["ga_970", "13097"],
		["ga_990", "13099"],
		["ga_1010", "13101"],
		["ga_1030", "13103"],
		["ga_1050", "13105"],
		["ga_1070", "13107"],
		["ga_1090", "13109"],
		["ga_1110", "13111"],
		["ga_1130", "13113"],
		["ga_1150", "13115"],
		["ga_1170", "13117"],
		["ga_1190", "13119"],
		["ga_1210", "13121"],
		["ga_1230", "13123"],
		["ga_1250", "13125"],
		["ga_1270", "13127"],
		["ga_1290", "13129"],
		["ga_1310", "13131"],
		["ga_1330", "13133"],
		["ga_1350", "13135"],
		["ga_1370", "13137"],
		["ga_1390", "13139"],
		["ga_1410", "13141"],
		["ga_1430", "13143"],
		["ga_1450", "13145"],
		["ga_1470", "13147"],
		["ga_1490", "13149"],
		["ga_1510", "13151"],
		["ga_1530", "13153"],
		["ga_1550", "13155"],
		["ga_1570", "13157"],
		["ga_1590", "13159"],
		["ga_1610", "13161"],
		["ga_1630", "13163"],
		["ga_1650", "13165"],
		["ga_1670", "13167"],
		["ga_1690", "13169"],
		["ga_1710", "13171"],
		["ga_1730", "13173"],
		["ga_1750", "13175"],
		["ga_1770", "13177"],
		["ga_1790", "13179"],
		["ga_1810", "13181"],
		["ga_1830", "13183"],
		["ga_1850", "13185"],
		["ga_1870", "13187"],
		["ga_1890", "13189"],
		["ga_1910", "13191"],
		["ga_1930", "13193"],
		["ga_1950", "13195"],
		["ga_1970", "13197"],
		["ga_1990", "13199"],
		["ga_1990", "13199"],
		["ga_2010", "13201"],
		["ga_2030", "13203"],
		["ga_2050", "13205"],
		["ga_2070", "13207"],
		["ga_2090", "13209"],
		["ga_2110", "13211"],
		["ga_2130", "13213"],
		["ga_2150", "13215"],
		["ga_2170", "13217"],
		["ga_2190", "13219"],
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		["ky_1350", "21135"],
		["ky_1370", "21137"],
		["ky_1390", "21139"],
		["ky_1410", "21141"],
		["ky_1430", "21143"],
		["ky_1450", "21145"],
		["ky_1470", "21147"],
		["ky_1490", "21149"],
		["ky_1490", "21149"],
		["ky_1510", "21151"],
		["ky_1530", "21153"],
		["ky_1550", "21155"],
		["ky_1550", "21155"],
		["ky_1570", "21157"],
		["ky_1590", "21159"],
		["ky_1610", "21161"],
		["ky_1630", "21163"],
		["ky_1650", "21165"],
		["ky_1670", "21167"],
		["ky_1690", "21169"],
		["ky_1710", "21171"],
		["ky_1730", "21173"],
		["ky_1750", "21175"],
		["ky_1770", "21177"],
		["ky_1790", "21179"],
		["ky_1810", "21181"],
		["ky_1830", "21183"],
		["ky_1850", "21185"],
		["ky_1870", "21187"],
		["ky_1890", "21189"],
		["ky_1910", "21191"],
		["ky_1930", "21193"],
		["ky_1950", "21195"],
		["ky_1970", "21197"],
		["ky_1990", "21199"],
		["ky_2010", "21201"],
		["ky_2030", "21203"],
		["ky_2050", "21205"],
		["ky_2070", "21207"],
		["ky_2090", "21209"],
		["ky_2110", "21211"],
		["ky_2130", "21213"],
		["ky_2150", "21215"],
		["ky_2170", "21217"],
		["ky_2190", "21219"],
		["ky_2210", "21221"],
		["ky_2230", "21223"],
		["ky_2250", "21225"],
		["ky_2270", "21227"],
		["ky_2270", "21227"],
		["ky_2290", "21229"],
		["ky_2310", "21231"],
		["ky_2330", "21233"],
		["ky_2350", "21235"],
		["ky_2370", "21237"],
		["ky_2390", "21239"],
		["la_10", "22001"],
		["la_10", "22001"],
		["la_30", "22003"],
		["la_50", "22005"],
		["la_70", "22007"],
		["la_90", "22009"],
		["la_110", "22011"],
		["la_130", "22013"],
		["la_150", "22015"],
		["la_170", "22017"],
		["la_170", "22017"],
		["la_190", "22019"],
		["la_190", "22019"],
		["la_210", "22021"],
		["la_230", "22023"],
		["la_250", "22025"],
		["la_270", "22027"],
		["la_290", "22029"],
		["la_310", "22031"],
		["la_310", "22031"],
		["la_330", "22033"],
		["la_330", "22033"],
		["la_370", "22037"],
		["la_390", "22039"],
		["la_410", "22041"],
		["la_430", "22043"],
		["la_450", "22045"],
		["la_450", "22045"],
		["la_470", "22047"],
		["la_490", "22049"],
		["la_510", "22051"],
		["la_530", "22053"],
		["la_550", "22055"],
		["la_550", "22055"],
		["la_570", "22057"],
		["la_590", "22059"],
		["la_590", "22059"],
		["la_610", "22061"],
		["la_630", "22063"],
		["la_650", "22065"],
		["la_670", "22067"],
		["la_690", "22069"],
		["la_710", "22071"],
		["la_710", "22071"],
		["la_730", "22073"],
		["la_730", "22073"],
		["la_730", "22073"],
		["la_750", "22075"],
		["la_770", "22077"],
		["la_770", "22077"],
		["la_790", "22079"],
		["la_810", "22081"],
		["la_830", "22083"],
		["la_850", "22085"],
		["la_870", "22087"],
		["la_890", "22089"],
		["la_910", "22091"],
		["la_930", "22093"],
		["la_950", "22095"],
		["la_950", "22095"],
		["la_970", "22097"],
		["la_990", "22099"],
		["la_1010", "22101"],
		["la_1030", "22103"],
		["la_1050", "22105"],
		["la_1050", "22105"],
		["la_1070", "22107"],
		["la_1090", "22109"],
		["la_1110", "22111"],
		["la_1130", "22113"],
		["la_1130", "22113"],
		["la_1150", "22115"],
		["la_1170", "22117"],
		["la_1170", "22117"],
		["la_1190", "22119"],
		["la_1210", "22121"],
		["la_1210", "22121"],
		["la_1230", "22123"],
		["la_1250", "22125"],
		["la_1270", "22127"],
		["me_10", "23001"],
		["me_30", "23003"],
		["me_50", "23005"],
		["me_50", "23005"],
		["me_50", "23005"],
		["me_70", "23007"],
		["me_90", "23009"],
		["me_110", "23011"],
		["me_130", "23013"],
		["me_150", "23015"],
		["me_170", "23017"],
		["me_190", "23019"],
		["me_210", "23021"],
		["me_230", "23023"],
		["me_250", "23025"],
		["me_270", "23027"],
		["me_290", "23029"],
		["me_310", "23031"],
		["md_10", "24001"],
		["md_30", "24003"],
		["md_50", "24005"],
		["md_50", "24005"],
		["md_50", "24005"],
		["md_70", "24009"],
		["md_90", "24011"],
		["md_110", "24013"],
		["md_130", "24015"],
		["md_150", "24017"],
		["md_170", "24019"],
		["md_190", "24021"],
		["md_210", "24023"],
		["md_230", "24025"],
		["md_250", "24027"],
		["md_270", "24029"],
		["md_290", "24031"],
		["md_310", "24033"],
		["md_310", "24033"],
		["md_310", "24033"],
		["md_330", "24035"],
		["md_330", "24035"],
		["md_330", "24035"],
		["md_330", "24035"],
		["md_370", "24037"],
		["md_370", "24037"],
		["md_370", "24037"],
		["md_350", "24039"],
		["md_390", "24041"],
		["md_410", "24043"],
		["md_430", "24045"],
		["md_450", "24047"],
		["md_5100", "24510"],
		["md_5100", "24510"],
		["ma_10", "25001"],
		["ma_30", "25003"],
		["ma_50", "25005"],
		["ma_70", "25007"],
		["ma_90", "25009"],
		["ma_110", "25011"],
		["ma_130", "25013"],
		["ma_150", "25015"],
		["ma_170", "25017"],
		["ma_190", "25019"],
		["ma_210", "25021"],
		["ma_210", "25021"],
		["ma_230", "25023"],
		["ma_250", "25025"],
		["ma_270", "25027"],
		["mi_10", "26001"],
		["mi_30", "26003"],
		["mi_50", "26005"],
		["mi_70", "26007"],
		["mi_90", "26009"],
		["mi_110", "26011"],
		["mi_130", "26013"],
		["mi_150", "26015"],
		["mi_170", "26017"],
		["mi_190", "26019"],
		["mi_210", "26021"],
		["mi_230", "26023"],
		["mi_250", "26025"],
		["mi_270", "26027"],
		["mi_290", "26029"],
		["mi_310", "26031"],
		["mi_330", "26033"],
		["mi_350", "26035"],
		["mi_370", "26037"],
		["mi_390", "26039"],
		["mi_410", "26041"],
		["mi_430", "26043"],
		["mi_450", "26045"],
		["mi_470", "26047"],
		["mi_490", "26049"],
		["mi_490", "26049"],
		["mi_510", "26051"],
		["mi_530", "26053"],
		["mi_550", "26055"],
		["mi_570", "26057"],
		["mi_590", "26059"],
		["mi_610", "26061"],
		["mi_630", "26063"],
		["mi_650", "26065"],
		["mi_670", "26067"],
		["mi_690", "26069"],
		["mi_710", "26071"],
		["mi_730", "26073"],
		["mi_730", "26073"],
		["mi_750", "26075"],
		["mi_770", "26077"],
		["mi_790", "26079"],
		["mi_810", "26081"],
		["mi_830", "26083"],
		["mi_850", "26085"],
		["mi_870", "26087"],
		["mi_890", "26089"],
		["mi_910", "26091"],
		["mi_930", "26093"],
		["mi_950", "26095"],
		["mi_990", "26099"],
		["mi_1010", "26101"],
		["mi_1030", "26103"],
		["mi_1050", "26105"],
		["mi_1070", "26107"],
		["mi_1090", "26109"],
		["mi_1110", "26111"],
		["mi_1130", "26113"],
		["mi_1150", "26115"],
		["mi_1170", "26117"],
		["mi_1190", "26119"],
		["mi_1210", "26121"],
		["mi_1230", "26123"],
		["mi_1250", "26125"],
		["mi_1270", "26127"],
		["mi_1290", "26129"],
		["mi_1310", "26131"],
		["mi_1330", "26133"],
		["mi_1350", "26135"],
		["mi_1370", "26137"],
		["mi_1390", "26139"],
		["mi_1410", "26141"],
		["mi_1430", "26143"],
		["mi_1450", "26145"],
		["mi_1470", "26147"],
		["mi_1470", "26147"],
		["mi_1470", "26147"],
		["mi_1490", "26149"],
		["mi_1490", "26149"],
		["mi_1490", "26149"],
		["mi_1510", "26151"],
		["mi_1530", "26153"],
		["mi_1550", "26155"],
		["mi_1570", "26157"],
		["mi_1590", "26159"],
		["mi_1610", "26161"],
		["mi_1630", "26163"],
		["mi_1650", "26165"],
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		["mn_90", "27009"],
		["mn_110", "27011"],
		["mn_130", "27013"],
		["mn_150", "27015"],
		["mn_170", "27017"],
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		["mn_210", "27021"],
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		["mn_270", "27027"],
		["mn_290", "27029"],
		["mn_310", "27031"],
		["mn_330", "27033"],
		["mn_350", "27035"],
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		["mn_390", "27039"],
		["mn_410", "27041"],
		["mn_430", "27043"],
		["mn_450", "27045"],
		["mn_470", "27047"],
		["mn_490", "27049"],
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		["mn_610", "27061"],
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		["mn_670", "27067"],
		["mn_710", "27071"],
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		["mn_790", "27079"],
		["mn_810", "27081"],
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		["mn_890", "27089"],
		["mn_910", "27091"],
		["mn_930", "27093"],
		["mn_950", "27095"],
		["mn_970", "27097"],
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		["mn_1170", "27117"],
		["mn_1190", "27119"],
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		["mn_1390", "27139"],
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		["mn_1550", "27155"],
		["mn_1570", "27157"],
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		["mn_1610", "27161"],
		["mn_1630", "27163"],
		["mn_1650", "27165"],
		["mn_1690", "27169"],
		["mn_1710", "27171"],
		["mn_1730", "27173"],
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		["ms_770", "28077"],
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		["ms_1170", "28117"],
		["ms_1190", "28119"],
		["ms_1210", "28121"],
		["ms_1230", "28123"],
		["ms_1250", "28125"],
		["ms_1270", "28127"],
		["ms_1290", "28129"],
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		["ms_1390", "28139"],
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		["mo_70", "29007"],
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		["mt_50", "30005"],
		["mt_70", "30007"],
		["mt_90", "30009"],
		["mt_110", "30011"],
		["mt_130", "30013"],
		["mt_150", "30015"],
		["mt_170", "30017"],
		["mt_190", "30019"],
		["mt_210", "30021"],
		["mt_230", "30023"],
		["mt_250", "30025"],
		["mt_270", "30027"],
		["mt_290", "30029"],
		["mt_310", "30031"],
		["mt_330", "30033"],
		["mt_350", "30035"],
		["mt_370", "30037"],
		["mt_390", "30039"],
		["mt_410", "30041"],
		["mt_430", "30043"],
		["mt_450", "30045"],
		["mt_470", "30047"],
		["mt_490", "30049"],
		["mt_510", "30051"],
		["mt_530", "30053"],
		["mt_550", "30055"],
		["mt_570", "30057"],
		["mt_590", "30059"],
		["mt_610", "30061"],
		["mt_630", "30063"],
		["mt_650", "30065"],
		["mt_670", "30067"],
		["mt_690", "30069"],
		["mt_710", "30071"],
		["mt_730", "30073"],
		["mt_750", "30075"],
		["mt_770", "30077"],
		["mt_790", "30079"],
		["mt_810", "30081"],
		["mt_830", "30083"],
		["mt_850", "30085"],
		["mt_870", "30087"],
		["mt_890", "30089"],
		["mt_910", "30091"],
		["mt_930", "30093"],
		["mt_950", "30095"],
		["mt_970", "30097"],
		["mt_990", "30099"],
		["mt_1010", "30101"],
		["mt_1030", "30103"],
		["mt_1050", "30105"],
		["mt_1070", "30107"],
		["mt_1090", "30109"],
		["mt_1110", "30111"],
		["ne_10", "31001"],
		["ne_30", "31003"],
		["ne_50", "31005"],
		["ne_70", "31007"],
		["ne_90", "31009"],
		["ne_110", "31011"],
		["ne_130", "31013"],
		["ne_150", "31015"],
		["ne_170", "31017"],
		["ne_190", "31019"],
		["ne_210", "31021"],
		["ne_230", "31023"],
		["ne_250", "31025"],
		["ne_270", "31027"],
		["ne_290", "31029"],
		["ne_310", "31031"],
		["ne_330", "31033"],
		["ne_350", "31035"],
		["ne_370", "31037"],
		["ne_390", "31039"],
		["ne_410", "31041"],
		["ne_430", "31043"],
		["ne_450", "31045"],
		["ne_470", "31047"],
		["ne_490", "31049"],
		["ne_510", "31051"],
		["ne_530", "31053"],
		["ne_550", "31055"],
		["ne_570", "31057"],
		["ne_590", "31059"],
		["ne_610", "31061"],
		["ne_630", "31063"],
		["ne_650", "31065"],
		["ne_670", "31067"],
		["ne_690", "31069"],
		["ne_710", "31071"],
		["ne_730", "31073"],
		["ne_750", "31075"],
		["ne_770", "31077"],
		["ne_790", "31079"],
		["ne_810", "31081"],
		["ne_830", "31083"],
		["ne_850", "31085"],
		["ne_870", "31087"],
		["ne_890", "31089"],
		["ne_910", "31091"],
		["ne_930", "31093"],
		["ne_950", "31095"],
		["ne_990", "31099"],
		["ne_1010", "31101"],
		["ne_1030", "31103"],
		["ne_1050", "31105"],
		["ne_1090", "31109"],
		["ne_1110", "31111"],
		["ne_1130", "31113"],
		["ne_1150", "31115"],
		["ne_1170", "31117"],
		["ne_1190", "31119"],
		["ne_1210", "31121"],
		["ne_1230", "31123"],
		["ne_1250", "31125"],
		["ne_1270", "31127"],
		["ne_1290", "31129"],
		["ne_1310", "31131"],
		["ne_1330", "31133"],
		["ne_1350", "31135"],
		["ne_1370", "31137"],
		["ne_1390", "31139"],
		["ne_1410", "31141"],
		["ne_1430", "31143"],
		["ne_1450", "31145"],
		["ne_1470", "31147"],
		["ne_1490", "31149"],
		["ne_1510", "31151"],
		["ne_1530", "31153"],
		["ne_1550", "31155"],
		["ne_1570", "31157"],
		["ne_1590", "31159"],
		["ne_1610", "31161"],
		["ne_1630", "31163"],
		["ne_1650", "31165"],
		["ne_1670", "31167"],
		["ne_1690", "31169"],
		["ne_1710", "31171"],
		["ne_1730", "31173"],
		["ne_1750", "31175"],
		["ne_1770", "31177"],
		["ne_1790", "31179"],
		["ne_1810", "31181"],
		["ne_1830", "31183"],
		["ne_1850", "31185"],
		["nv_10", "32001"],
		["nv_30", "32003"],
		["nv_50", "32005"],
		["nv_70", "32007"],
		["nv_90", "32009"],
		["nv_110", "32011"],
		["nv_130", "32013"],
		["nv_150", "32015"],
		["nv_170", "32017"],
		["nv_190", "32019"],
		["nv_210", "32021"],
		["nv_230", "32023"],
		["nv_250", "32027"],
		["nv_290", "32029"],
		["nv_310", "32031"],
		["nv_330", "32033"],
		["nh_10", "33001"],
		["nh_30", "33003"],
		["nh_50", "33005"],
		["nh_70", "33007"],
		["nh_90", "33009"],
		["nh_110", "33011"],
		["nh_130", "33013"],
		["nh_150", "33015"],
		["nh_170", "33017"],
		["nh_190", "33019"],
		["nj_10", "34001"],
		["nj_30", "34003"],
		["nj_50", "34005"],
		["nj_70", "34007"],
		["nj_90", "34009"],
		["nj_110", "34011"],
		["nj_130", "34013"],
		["nj_150", "34015"],
		["nj_170", "34017"],
		["nj_190", "34019"],
		["nj_210", "34021"],
		["nj_210", "34021"],
		["nj_230", "34023"],
		["nj_250", "34025"],
		["nj_250", "34025"],
		["nj_270", "34027"],
		["nj_290", "34029"],
		["nj_310", "34031"],
		["nj_330", "34033"],
		["nj_350", "34035"],
		["nj_370", "34037"],
		["nj_390", "34039"],
		["nj_410", "34041"],
		["nm_10", "35001"],
		["nm_10", "35001"],
		["nm_30", "35003"],
		["nm_50", "35005"],
		["nm_50", "35005"],
		["nm_70", "35007"],
		["nm_90", "35009"],
		["nm_110", "35011"],
		["nm_110", "35011"],
		["nm_130", "35013"],
		["nm_150", "35015"],
		["nm_170", "35017"],
		["nm_190", "35019"],
		["nm_210", "35021"],
		["nm_230", "35023"],
		["nm_250", "35025"],
		["nm_270", "35027"],
		["nm_290", "35029"],
		["nm_310", "35031"],
		["nm_330", "35033"],
		["nm_350", "35035"],
		["nm_370", "35037"],
		["nm_390", "35039"],
		["nm_410", "35041"],
		["nm_430", "35043"],
		["nm_450", "35045"],
		["nm_470", "35047"],
		["nm_490", "35049"],
		["nm_510", "35051"],
		["nm_530", "35053"],
		["nm_550", "35055"],
		["nm_570", "35057"],
		["nm_590", "35059"],
		["nm_610", "35061"],
		["ny_10", "36001"],
		["ny_30", "36003"],
		["ny_30", "36003"],
		["ny_30", "36003"],
		["ny_50", "36005"],
		["ny_50", "36005"],
		["ny_70", "36007"],
		["ny_90", "36009"],
		["ny_90", "36009"],
		["ny_110", "36011"],
		["ny_130", "36013"],
		["ny_150", "36015"],
		["ny_170", "36017"],
		["ny_190", "36019"],
		["ny_210", "36021"],
		["ny_210", "36021"],
		["ny_230", "36023"],
		["ny_250", "36025"],
		["ny_270", "36027"],
		["ny_290", "36029"],
		["ny_290", "36029"],
		["ny_310", "36031"],
		["ny_330", "36033"],
		["ny_350", "36035"],
		["ny_370", "36037"],
		["ny_390", "36039"],
		["ny_410", "36041"],
		["ny_430", "36043"],
		["ny_450", "36045"],
		["ny_450", "36045"],
		["ny_470", "36047"],
		["ny_490", "36049"],
		["ny_510", "36051"],
		["ny_510", "36051"],
		["ny_530", "36053"],
		["ny_550", "36055"],
		["ny_570", "36057"],
		["ny_590", "36059"],
		["ny_610", "36061"],
		["ny_610", "36061"],
		["ny_610", "36061"],
		["ny_610", "36061"],
		["ny_630", "36063"],
		["ny_650", "36065"],
		["ny_670", "36067"],
		["ny_690", "36069"],
		["ny_690", "36069"],
		["ny_710", "36071"],
		["ny_730", "36073"],
		["ny_750", "36075"],
		["ny_770", "36077"],
		["ny_770", "36077"],
		["ny_790", "36079"],
		["ny_810", "36081"],
		["ny_830", "36083"],
		["ny_830", "36083"],
		["ny_850", "36085"],
		["ny_870", "36087"],
		["ny_890", "36089"],
		["ny_890", "36089"],
		["ny_890", "36089"],
		["ny_910", "36091"],
		["ny_930", "36093"],
		["ny_930", "36093"],
		["ny_950", "36095"],
		["ny_970", "36097"],
		["ny_990", "36099"],
		["ny_1010", "36101"],
		["ny_1030", "36103"],
		["ny_1030", "36103"],
		["ny_1050", "36105"],
		["ny_1070", "36107"],
		["ny_1090", "36109"],
		["ny_1110", "36111"],
		["ny_1130", "36113"],
		["ny_1150", "36115"],
		["ny_1170", "36117"],
		["ny_1190", "36119"],
		["ny_1190", "36119"],
		["ny_1190", "36119"],
		["ny_1210", "36121"],
		["ny_1230", "36123"],
		["nc_10", "37001"],
		["nc_30", "37003"],
		["nc_50", "37005"],
		["nc_70", "37007"],
		["nc_90", "37009"],
		["nc_110", "37011"],
		["nc_130", "37013"],
		["nc_150", "37015"],
		["nc_170", "37017"],
		["nc_190", "37019"],
		["nc_210", "37021"],
		["nc_210", "37021"],
		["nc_230", "37023"],
		["nc_250", "37025"],
		["nc_250", "37025"],
		["nc_270", "37027"],
		["nc_290", "37029"],
		["nc_310", "37031"],
		["nc_330", "37033"],
		["nc_350", "37035"],
		["nc_370", "37037"],
		["nc_390", "37039"],
		["nc_410", "37041"],
		["nc_430", "37043"],
		["nc_450", "37045"],
		["nc_470", "37047"],
		["nc_490", "37049"],
		["nc_510", "37051"],
		["nc_530", "37053"],
		["nc_550", "37055"],
		["nc_570", "37057"],
		["nc_590", "37059"],
		["nc_610", "37061"],
		["nc_630", "37063"],
		["nc_650", "37065"],
		["nc_670", "37067"],
		["nc_670", "37067"],
		["nc_690", "37069"],
		["nc_710", "37071"],
		["nc_730", "37073"],
		["nc_750", "37075"],
		["nc_770", "37077"],
		["nc_790", "37079"],
		["nc_810", "37081"],
		["nc_810", "37081"],
		["nc_830", "37083"],
		["nc_830", "37083"],
		["nc_850", "37085"],
		["nc_870", "37087"],
		["nc_890", "37089"],
		["nc_910", "37091"],
		["nc_910", "37091"],
		["nc_930", "37093"],
		["nc_950", "37095"],
		["nc_970", "37097"],
		["nc_990", "37099"],
		["nc_1010", "37101"],
		["nc_1030", "37103"],
		["nc_1050", "37105"],
		["nc_1070", "37107"],
		["nc_1090", "37109"],
		["nc_1110", "37111"],
		["nc_1130", "37113"],
		["nc_1150", "37115"],
		["nc_1170", "37117"],
		["nc_1190", "37119"],
		["nc_1210", "37121"],
		["nc_1230", "37123"],
		["nc_1250", "37125"],
		["nc_1270", "37127"],
		["nc_1290", "37129"],
		["nc_1310", "37131"],
		["nc_1330", "37133"],
		["nc_1350", "37135"],
		["nc_1370", "37137"],
		["nc_1390", "37139"],
		["nc_1410", "37141"],
		["nc_1430", "37143"],
		["nc_1450", "37145"],
		["nc_1470", "37147"],
		["nc_1490", "37149"],
		["nc_1510", "37151"],
		["nc_1530", "37153"],
		["nc_1550", "37155"],
		["nc_1570", "37157"],
		["nc_1590", "37159"],
		["nc_1610", "37161"],
		["nc_1630", "37163"],
		["nc_1650", "37165"],
		["nc_1670", "37167"],
		["nc_1670", "37167"],
		["nc_1690", "37169"],
		["nc_1710", "37171"],
		["nc_1730", "37173"],
		["nc_1750", "37175"],
		["nc_1770", "37177"],
		["nc_1790", "37179"],
		["nc_1810", "37181"],
		["nc_1810", "37181"],
		["nc_1830", "37183"],
		["nc_1850", "37185"],
		["nc_1870", "37187"],
		["nc_1890", "37189"],
		["nc_1910", "37191"],
		["nc_1930", "37193"],
		["nc_1950", "37195"],
		["nc_1970", "37197"],
		["nc_1990", "37199"],
		["nd_10", "38001"],
		["nd_30", "38003"],
		["nd_50", "38005"],
		["nd_70", "38007"],
		["nd_90", "38009"],
		["nd_110", "38011"],
		["nd_130", "38013"],
		["nd_150", "38015"],
		["nd_170", "38017"],
		["nd_190", "38019"],
		["nd_210", "38021"],
		["nd_230", "38023"],
		["nd_250", "38025"],
		["nd_270", "38027"],
		["nd_290", "38029"],
		["nd_310", "38031"],
		["nd_330", "38033"],
		["nd_350", "38035"],
		["nd_370", "38037"],
		["nd_390", "38039"],
		["nd_410", "38041"],
		["nd_430", "38043"],
		["nd_450", "38045"],
		["nd_450", "38045"],
		["nd_470", "38047"],
		["nd_490", "38049"],
		["nd_510", "38051"],
		["nd_530", "38053"],
		["nd_550", "38055"],
		["nd_570", "38057"],
		["nd_590", "38059"],
		["nd_610", "38061"],
		["nd_630", "38063"],
		["nd_650", "38065"],
		["nd_670", "38067"],
		["nd_690", "38069"],
		["nd_710", "38071"],
		["nd_730", "38073"],
		["nd_750", "38075"],
		["nd_770", "38077"],
		["nd_790", "38079"],
		["nd_810", "38081"],
		["nd_830", "38083"],
		["nd_850", "38085"],
		["nd_870", "38087"],
		["nd_890", "38089"],
		["nd_910", "38091"],
		["nd_930", "38093"],
		["nd_950", "38095"],
		["nd_970", "38097"],
		["nd_990", "38099"],
		["nd_1010", "38101"],
		["nd_1030", "38103"],
		["nd_1050", "38105"],
		["oh_10", "39001"],
		["oh_30", "39003"],
		["oh_30", "39003"],
		["oh_50", "39005"],
		["oh_70", "39007"],
		["oh_90", "39009"],
		["oh_110", "39011"],
		["oh_110", "39011"],
		["oh_110", "39011"],
		["oh_130", "39013"],
		["oh_150", "39015"],
		["oh_170", "39017"],
		["oh_190", "39019"],
		["oh_210", "39021"],
		["oh_230", "39023"],
		["oh_250", "39025"],
		["oh_270", "39027"],
		["oh_290", "39029"],
		["oh_310", "39031"],
		["oh_330", "39033"],
		["oh_350", "39035"],
		["oh_370", "39037"],
		["oh_390", "39039"],
		["oh_410", "39041"],
		["oh_430", "39043"],
		["oh_450", "39045"],
		["oh_470", "39047"],
		["oh_490", "39049"],
		["oh_510", "39051"],
		["oh_530", "39053"],
		["oh_550", "39055"],
		["oh_570", "39057"],
		["oh_590", "39059"],
		["oh_610", "39061"],
		["oh_630", "39063"],
		["oh_650", "39065"],
		["oh_670", "39067"],
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		["oh_710", "39071"],
		["oh_730", "39073"],
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		["oh_790", "39079"],
		["oh_810", "39081"],
		["oh_810", "39081"],
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		["ok_370", "40037"],
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		["ok_410", "40041"],
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		["ok_550", "40055"],
		["ok_570", "40057"],
		["ok_590", "40059"],
		["ok_610", "40061"],
		["ok_630", "40063"],
		["ok_650", "40065"],
		["ok_670", "40067"],
		["ok_690", "40069"],
		["ok_710", "40071"],
		["ok_730", "40073"],
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		["ok_790", "40079"],
		["ok_790", "40079"],
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		["ok_830", "40083"],
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		["ok_870", "40087"],
		["ok_890", "40089"],
		["ok_910", "40091"],
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		["ok_950", "40095"],
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		["ok_990", "40099"],
		["ok_1010", "40101"],
		["ok_1030", "40103"],
		["ok_1050", "40105"],
		["ok_1070", "40107"],
		["ok_1090", "40109"],
		["ok_1090", "40109"],
		["ok_1110", "40111"],
		["ok_1130", "40113"],
		["ok_1150", "40115"],
		["ok_1170", "40117"],
		["ok_1190", "40119"],
		["ok_1210", "40121"],
		["ok_1230", "40123"],
		["ok_1230", "40123"],
		["ok_1250", "40125"],
		["ok_1250", "40125"],
		["ok_1270", "40127"],
		["ok_1290", "40129"],
		["ok_1310", "40131"],
		["ok_1330", "40133"],
		["ok_1350", "40135"],
		["ok_1370", "40137"],
		["ok_1370", "40137"],
		["ok_1390", "40139"],
		["ok_1410", "40141"],
		["ok_1430", "40143"],
		["ok_1450", "40145"],
		["ok_1470", "40147"],
		["ok_1490", "40149"],
		["ok_1510", "40151"],
		["ok_1530", "40153"],
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		["or_30", "41003"],
		["or_50", "41005"],
		["or_70", "41007"],
		["or_90", "41009"],
		["or_110", "41011"],
		["or_130", "41013"],
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		["or_250", "41025"],
		["or_270", "41027"],
		["or_290", "41029"],
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		["or_330", "41033"],
		["or_350", "41035"],
		["or_350", "41035"],
		["or_370", "41037"],
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		["or_410", "41041"],
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		["or_510", "41051"],
		["or_510", "41051"],
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		["or_605", "41061"],
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		["or_650", "41065"],
		["or_670", "41067"],
		["or_690", "41069"],
		["or_710", "41071"],
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		["pa_30", "42003"],
		["pa_30", "42003"],
		["pa_30", "42003"],
		["pa_50", "42005"],
		["pa_70", "42007"],
		["pa_90", "42009"],
		["pa_110", "42011"],
		["pa_130", "42013"],
		["pa_150", "42015"],
		["pa_170", "42017"],
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		["pa_690", "42069"],
		["pa_690", "42069"],
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		["pa_750", "42075"],
		["pa_750", "42075"],
		["pa_770", "42077"],
		["pa_770", "42077"],
		["pa_790", "42079"],
		["pa_810", "42081"],
		["pa_830", "42083"],
		["pa_830", "42083"],
		["pa_830", "42083"],
		["pa_850", "42085"],
		["pa_870", "42087"],
		["pa_890", "42089"],
		["pa_910", "42091"],
		["pa_910", "42091"],
		["pa_930", "42093"],
		["pa_950", "42095"],
		["pa_970", "42097"],
		["pa_970", "42097"],
		["pa_990", "42099"],
		["pa_1010", "42101"],
		["pa_1010", "42101"],
		["pa_1010", "42101"],
		["pa_1010", "42101"],
		["pa_1030", "42103"],
		["pa_1050", "42105"],
		["pa_1070", "42107"],
		["pa_1090", "42109"],
		["pa_1110", "42111"],
		["pa_1130", "42113"],
		["pa_1150", "42115"],
		["pa_1170", "42117"],
		["pa_1190", "42119"],
		["pa_1210", "42121"],
		["pa_1230", "42123"],
		["pa_1250", "42125"],
		["pa_1270", "42127"],
		["pa_1290", "42129"],
		["pa_1290", "42129"],
		["pa_1290", "42129"],
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		["sc_770", "45077"],
		["sc_790", "45079"],
		["sc_810", "45081"],
		["sc_830", "45083"],
		["sc_850", "45085"],
		["sc_870", "45087"],
		["sc_890", "45089"],
		["sc_910", "45091"],
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		["sd_90", "46009"],
		["sd_110", "46011"],
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		["sd_190", "46019"],
		["sd_210", "46021"],
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		["sd_270", "46027"],
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		["sd_1130", "46113"],
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		["sd_1190", "46119"],
		["sd_1210", "46121"],
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		["tx_4450", "48445"],
		["tx_4470", "48447"],
		["tx_4490", "48449"],
		["tx_4510", "48451"],
		["tx_4530", "48453"],
		["tx_4550", "48455"],
		["tx_4570", "48457"],
		["tx_4590", "48459"],
		["tx_4610", "48461"],
		["tx_4630", "48463"],
		["tx_4650", "48465"],
		["tx_4670", "48467"],
		["tx_4690", "48469"],
		["tx_4710", "48471"],
		["tx_4730", "48473"],
		["tx_4750", "48475"],
		["tx_4770", "48477"],
		["tx_4790", "48479"],
		["tx_4810", "48481"],
		["tx_4830", "48483"],
		["tx_4850", "48485"],
		["tx_4870", "48487"],
		["tx_4890", "48489"],
		["tx_4910", "48491"],
		["tx_4930", "48493"],
		["tx_4950", "48495"],
		["tx_4970", "48497"],
		["tx_4990", "48499"],
		["tx_5010", "48501"],
		["tx_5030", "48503"],
		["tx_5050", "48505"],
		["ut_10", "49001"],
		["ut_30", "49003"],
		["ut_50", "49005"],
		["ut_50", "49005"],
		["ut_70", "49007"],
		["ut_90", "49009"],
		["ut_110", "49011"],
		["ut_130", "49013"],
		["ut_150", "49015"],
		["ut_170", "49017"],
		["ut_190", "49019"],
		["ut_210", "49021"],
		["ut_230", "49023"],
		["ut_250", "49025"],
		["ut_270", "49027"],
		["ut_290", "49029"],
		["ut_310", "49031"],
		["ut_330", "49033"],
		["ut_350", "49035"],
		["ut_370", "49037"],
		["ut_390", "49039"],
		["ut_410", "49041"],
		["ut_430", "49043"],
		["ut_450", "49045"],
		["ut_470", "49047"],
		["ut_490", "49049"],
		["ut_510", "49051"],
		["ut_530", "49053"],
		["ut_550", "49055"],
		["ut_570", "49057"],
		["vt_10", "50001"],
		["vt_30", "50003"],
		["vt_50", "50005"],
		["vt_70", "50007"],
		["vt_90", "50009"],
		["vt_110", "50011"],
		["vt_130", "50013"],
		["vt_150", "50015"],
		["vt_170", "50017"],
		["vt_190", "50019"],
		["vt_210", "50021"],
		["vt_230", "50023"],
		["vt_250", "50025"],
		["vt_270", "50027"],
		["va_10", "51001"],
		["va_10", "51001"],
		["va_30", "51003"],
		["va_50", "51005"],
		["va_50", "51005"],
		["va_50", "51005"],
		["va_70", "51007"],
		["va_90", "51009"],
		["va_110", "51011"],
		["va_150", "51015"],
		["va_150", "51015"],
		["va_170", "51017"],
		["va_190", "51019"],
		["va_210", "51021"],
		["va_230", "51023"],
		["va_250", "51025"],
		["va_270", "51027"],
		["va_290", "51029"],
		["va_310", "51031"],
		["va_330", "51033"],
		["va_350", "51035"],
		["va_360", "51036"],
		["va_370", "51037"],
		["va_410", "51041"],
		["va_430", "51043"],
		["va_450", "51045"],
		["va_470", "51047"],
		["va_490", "51049"],
		["va_510", "51051"],
		["va_530", "51053"],
		["va_550", "51055"],
		["va_550", "51055"],
		["va_570", "51057"],
		["va_590", "51059"],
		["va_590", "51059"],
		["va_610", "51061"],
		["va_630", "51063"],
		["va_650", "51065"],
		["va_670", "51067"],
		["va_690", "51069"],
		["va_710", "51071"],
		["va_730", "51073"],
		["va_750", "51075"],
		["va_770", "51077"],
		["va_790", "51079"],
		["va_810", "51081"],
		["va_830", "51083"],
		["va_850", "51085"],
		["va_870", "51087"],
		["va_890", "51089"],
		["va_910", "51091"],
		["va_930", "51093"],
		["va_950", "51095"],
		["va_970", "51097"],
		["va_990", "51099"],
		["va_1010", "51101"],
		["va_1030", "51103"],
		["va_1050", "51105"],
		["va_1070", "51107"],
		["va_1070", "51107"],
		["va_1090", "51109"],
		["va_1110", "51111"],
		["va_1130", "51113"],
		["va_1150", "51115"],
		["va_1150", "51115"],
		["va_1150", "51115"],
		["va_1170", "51117"],
		["va_1190", "51119"],
		["va_1210", "51121"],
		["va_1230", "51123"],
		["va_1230", "51123"],
		["va_1250", "51125"],
		["va_1270", "51127"],
		["va_1290", "51129"],
		["va_1310", "51131"],
		["va_1330", "51133"],
		["va_1350", "51135"],
		["va_1370", "51137"],
		["va_1390", "51139"],
		["va_1410", "51141"],
		["va_1430", "51143"],
		["va_1450", "51145"],
		["va_1470", "51147"],
		["va_1490", "51149"],
		["va_1490", "51149"],
		["va_1510", "51151"],
		["va_1530", "51153"],
		["va_1550", "51155"],
		["va_1570", "51157"],
		["va_1590", "51159"],
		["va_1610", "51161"],
		["va_1630", "51163"],
		["va_1650", "51165"],
		["va_1670", "51167"],
		["va_1690", "51169"],
		["va_1710", "51171"],
		["va_1730", "51173"],
		["va_1750", "51175"],
		["va_1770", "51177"],
		["va_1790", "51179"],
		["va_1810", "51181"],
		["va_1830", "51183"],
		["va_1850", "51185"],
		["va_1870", "51187"],
		["va_1875", "51189"],
		["va_1875", "51189"],
		["va_1910", "51191"],
		["va_1930", "51193"],
		["va_1930", "51193"],
		["va_1950", "51195"],
		["va_1970", "51197"],
		["va_1990", "51199"],
		["va_5100", "51510"],
		["va_5100", "51510"],
		["va_5100", "51510"],
		["va_6500", "51650"],
		["va_6500", "51650"],
		["va_6500", "51650"],
		["va_7100", "51710"],
		["va_7100", "51710"],
		["va_7500", "51750"],
		["va_7500", "51750"],
		["va_7500", "51750"],
		["va_7600", "51760"],
		["va_7600", "51760"],
		["va_7700", "51770"],
		["va_7700", "51770"],
		["va_8300", "51830"],
		["va_8300", "51830"],
		["wa_10", "53001"],
		["wa_30", "53003"],
		["wa_50", "53005"],
		["wa_70", "53007"],
		["wa_90", "53009"],
		["wa_110", "53011"],
		["wa_130", "53013"],
		["wa_150", "53015"],
		["wa_170", "53017"],
		["wa_190", "53019"],
		["wa_210", "53021"],
		["wa_230", "53023"],
		["wa_250", "53025"],
		["wa_290", "53029"],
		["wa_310", "53031"],
		["wa_330", "53033"],
		["wa_350", "53035"],
		["wa_370", "53037"],
		["wa_390", "53039"],
		["wa_390", "53039"],
		["wa_410", "53041"],
		["wa_430", "53043"],
		["wa_450", "53045"],
		["wa_470", "53047"],
		["wa_490", "53049"],
		["wa_510", "53051"],
		["wa_530", "53053"],
		["wa_550", "53055"],
		["wa_570", "53057"],
		["wa_590", "53059"],
		["wa_610", "53061"],
		["wa_630", "53063"],
		["wa_650", "53065"],
		["wa_670", "53067"],
		["wa_690", "53069"],
		["wa_710", "53071"],
		["wa_730", "53073"],
		["wa_750", "53075"],
		["wa_770", "53077"],
		["wv_10", "54001"],
		["wv_30", "54003"],
		["wv_30", "54003"],
		["wv_50", "54005"],
		["wv_70", "54007"],
		["wv_90", "54009"],
		["wv_110", "54011"],
		["wv_130", "54013"],
		["wv_150", "54015"],
		["wv_170", "54017"],
		["wv_190", "54019"],
		["wv_210", "54021"],
		["wv_230", "54023"],
		["wv_250", "54025"],
		["wv_270", "54027"],
		["wv_290", "54029"],
		["wv_310", "54031"],
		["wv_330", "54033"],
		["wv_350", "54035"],
		["wv_370", "54037"],
		["wv_390", "54039"],
		["wv_410", "54041"],
		["wv_430", "54043"],
		["wv_450", "54045"],
		["wv_470", "54047"],
		["wv_490", "54049"],
		["wv_510", "54051"],
		["wv_530", "54053"],
		["wv_550", "54055"],
		["wv_570", "54057"],
		["wv_590", "54059"],
		["wv_610", "54061"],
		["wv_610", "54061"],
		["wv_630", "54063"],
		["wv_650", "54065"],
		["wv_670", "54067"],
		["wv_690", "54069"],
		["wv_710", "54071"],
		["wv_730", "54073"],
		["wv_750", "54075"],
		["wv_770", "54077"],
		["wv_790", "54079"],
		["wv_810", "54081"],
		["wv_830", "54083"],
		["wv_850", "54085"],
		["wv_870", "54087"],
		["wv_890", "54089"],
		["wv_910", "54091"],
		["wv_930", "54093"],
		["wv_950", "54095"],
		["wv_970", "54097"],
		["wv_990", "54099"],
		["wv_1010", "54101"],
		["wv_1030", "54103"],
		["wv_1050", "54105"],
		["wv_1070", "54107"],
		["wv_1090", "54109"],
		["wi_10", "55001"],
		["wi_30", "55003"],
		["wi_90", "55009"],
		["wi_110", "55011"],
		["wi_130", "55013"],
		["wi_150", "55015"],
		["wi_170", "55017"],
		["wi_190", "55019"],
		["wi_210", "55021"],
		["wi_230", "55023"],
		["wi_250", "55025"],
		["wi_270", "55027"],
		["wi_290", "55029"],
		["wi_310", "55031"],
		["wi_330", "55033"],
		["wi_350", "55035"],
		["wi_370", "55037"],
		["wi_390", "55039"],
		["wi_390", "55039"],
		["wi_390", "55039"],
		["wi_410", "55041"],
		["wi_430", "55043"],
		["wi_450", "55045"],
		["wi_470", "55047"],
		["wi_490", "55049"],
		["wi_510", "55051"],
		["wi_530", "55053"],
		["wi_550", "55055"],
		["wi_570", "55057"],
		["wi_590", "55059"],
		["wi_610", "55061"],
		["wi_630", "55063"],
		["wi_630", "55063"],
		["wi_650", "55065"],
		["wi_670", "55067"],
		["wi_690", "55069"],
		["wi_710", "55071"],
		["wi_730", "55073"],
		["wi_750", "55075"],
		["wi_770", "55077"],
		["wi_790", "55079"],
		["wi_790", "55079"],
		["wi_810", "55081"],
		["wi_830", "55083"],
		["wi_850", "55085"],
		["wi_870", "55087"],
		["wi_890", "55089"],
		["wi_910", "55091"],
		["wi_930", "55093"],
		["wi_950", "55095"],
		["wi_970", "55097"],
		["wi_990", "55099"],
		["wi_1010", "55101"],
		["wi_1030", "55103"],
		["wi_1050", "55105"],
		["wi_1070", "55107"],
		["wi_1090", "55109"],
		["wi_1090", "55109"],
		["wi_1110", "55111"],
		["wi_1130", "55113"],
		["wi_1150", "55115"],
		["wi_1170", "55117"],
		["wi_1190", "55119"],
		["wi_1210", "55121"],
		["wi_1250", "55125"],
		["wi_1270", "55127"],
		["wi_1290", "55129"],
		["wi_1310", "55131"],
		["wi_1330", "55133"],
		["wi_1350", "55135"],
		["wi_1370", "55137"],
		["wi_1390", "55139"],
		["wi_1410", "55141"],
		["wy_10", "56001"],
		["wy_30", "56003"],
		["wy_50", "56005"],
		["wy_70", "56007"],
		["wy_90", "56009"],
		["wy_110", "56011"],
		["wy_130", "56013"],
		["wy_150", "56015"],
		["wy_170", "56017"],
		["wy_190", "56019"],
		["wy_210", "56021"],
		["wy_230", "56023"],
		["wy_250", "56025"],
		["wy_270", "56027"],
		["wy_290", "56029"],
		["wy_310", "56031"],
		["wy_330", "56033"],
		["wy_350", "56035"],
		["wy_370", "56037"],
		["wy_390", "56039"],
		["wy_410", "56041"],
		["wy_430", "56043"],
		["wy_450", "56045"],
		]
	
	global US_counties # output from Stata code "setup counties" and AppleScript into a dictionary
	US_counties = [		["al_autauga", "1001"],
		["al_baldwin", "1003"],
		["al_barbour", "1005"],
		["al_bibb", "1007"],
		["al_blount", "1009"],
		["al_bullock", "1011"],
		["al_butler", "1013"],
		["al_chambers", "1017"],
		["al_cherokee", "1019"],
		["al_choctaw", "1023"],
		["al_clarke", "1025"],
		["al_clay", "1027"],
		["al_cleburne", "1029"],
		["al_coffee", "1031"],
		["al_colbert", "1033"],
		["al_conecuh", "1035"],
		["al_coosa", "1037"],
		["al_covington", "1039"],
		["al_crenshaw", "1041"],
		["al_cullman", "1043"],
		["al_dale", "1045"],
		["al_dallas", "1047"],
		["al_de kalb", "1049"],
		["al_dekalb", "1049"],
		["al_elmore", "1051"],
		["al_escambia", "1053"],
		["al_etowah", "1055"],
		["al_fayette", "1057"],
		["al_franklin", "1059"],
		["al_geneva", "1061"],
		["al_greene", "1063"],
		["al_hale", "1065"],
		["al_henry", "1067"],
		["al_houston", "1069"],
		["al_jackson", "1071"],
		["al_jefferson", "1073"],
		["al_jafferson", "1073"],
		["al_lauderdale", "1077"],
		["al_lawrence", "1079"],
		["al_lee", "1081"],
		["al_limestone", "1083"],
		["al_lowndes", "1085"],
		["al_macon", "1087"],
		["al_madison", "1089"],
		["al_marengo", "1091"],
		["al_marion", "1093"],
		["al_marshall", "1095"],
		["al_mobile", "1097"],
		["al_monroe", "1099"],
		["al_montgomery", "1101"],
		["al_perry", "1105"],
		["al_parry", "1105"],
		["al_pickens", "1107"],
		["al_pike", "1109"],
		["al_randolph", "1111"],
		["al_russell", "1113"],
		["al_st clair", "1115"],
		["al_st. clair", "1115"],
		["al_shelby", "1117"],
		["al_sumter", "1119"],
		["al_talladega", "1121"],
		["al_talledega", "1121"],
		["al_tallapoosa", "1123"],
		["al_tuscaloosa", "1125"],
		["al_walker", "1127"],
		["al_washington", "1129"],
		["al_wilcox", "1131"],
		["az_apache", "4001"],
		["az_cochise", "4003"],
		["az_coconino", "4005"],
		["az_gila", "4007"],
		["az_graham", "4009"],
		["az_greenlee", "4011"],
		["az_maricopa", "4013"],
		["az_mericopa", "4013"],
		["az_mohave", "4015"],
		["az_navajo", "4017"],
		["az_pima", "4019"],
		["az_pinal", "4021"],
		["az_santa cruz", "4023"],
		["az_yavapai", "4025"],
		["az_yuma", "4027"],
		["ar_arkansas", "5001"],
		["ar_ashley", "5003"],
		["ar_baxter", "5005"],
		["ar_benton", "5007"],
		["ar_boone", "5009"],
		["ar_bradley", "5011"],
		["ar_calhoun", "5013"],
		["ar_carroll", "5015"],
		["ar_chicot", "5017"],
		["ar_chico", "5017"],
		["ar_clark", "5019"],
		["ar_clay", "5021"],
		["ar_cleburne", "5023"],
		["ar_columbia", "5027"],
		["ar_conway", "5029"],
		["ar_craighead", "5031"],
		["ar_crawford", "5033"],
		["ar_crittenden", "5035"],
		["ar_cross", "5037"],
		["ar_dallas", "5039"],
		["ar_desha", "5041"],
		["ar_drew", "5043"],
		["ar_faulkner", "5045"],
		["ar_franklin", "5047"],
		["ar_fulton", "5049"],
		["ar_garland", "5051"],
		["ar_grant", "5053"],
		["ar_greene", "5055"],
		["ar_hempstead", "5057"],
		["ar_hot spring", "5059"],
		["ar_hot springs", "5059"],
		["ar_howard", "5061"],
		["ar_independence", "5063"],
		["ar_izard", "5065"],
		["ar_jackson", "5067"],
		["ar_jefferson", "5069"],
		["ar_johnson", "5071"],
		["ar_lafayette", "5073"],
		["ar_lawrence", "5075"],
		["ar_lee", "5077"],
		["ar_lincoln", "5079"],
		["ar_little river", "5081"],
		["ar_logan", "5083"],
		["ar_lonoke", "5085"],
		["ar_madison", "5087"],
		["ar_marion", "5089"],
		["ar_miller", "5091"],
		["ar_mississippi", "5093"],
		["ar_monroe", "5095"],
		["ar_montgomery", "5097"],
		["ar_nevada", "5099"],
		["ar_newton", "5101"],
		["ar_ouachita", "5103"],
		["ar_perry", "5105"],
		["ar_phillips", "5107"],
		["ar_pike", "5109"],
		["ar_poinsett", "5111"],
		["ar_polk", "5113"],
		["ar_pope", "5115"],
		["ar_prairie", "5117"],
		["ar_pulaski", "5119"],
		["ar_randolph", "5121"],
		["ar_st francis", "5123"],
		["ar_st. francis", "5123"],
		["ar_saline", "5125"],
		["ar_scott", "5127"],
		["ar_searcy", "5129"],
		["ar_sebastian", "5131"],
		["ar_sevier", "5133"],
		["ar_sharp", "5135"],
		["ar_stone", "5137"],
		["ar_union", "5139"],
		["ar_van buren", "5141"],
		["ar_washington", "5143"],
		["ar_white", "5145"],
		["ar_woodruff", "5147"],
		["ar_yell", "5149"],
		["ca_alameda", "6001"],
		["ca_alpine", "6003"],
		["ca_amador", "6005"],
		["ca_butte", "6007"],
		["ca_calaveras", "6009"],
		["ca_colusa", "6011"],
		["ca_contra costa", "6013"],
		["ca_del norte", "6015"],
		["ca_el dorado", "6017"],
		["ca_fresno", "6019"],
		["ca_glenn", "6021"],
		["ca_humboldt", "6023"],
		["ca_imperial", "6025"],
		["ca_inyo", "6027"],
		["ca_kern", "6029"],
		["ca_kings", "6031"],
		["ca_lake", "6033"],
		["ca_lassen", "6035"],
		["ca_los angeles", "6037"],
		["ca_los-angeles", "6037"],
		["ca_madera", "6039"],
		["ca_marin", "6041"],
		["ca_mariposa", "6043"],
		["ca_mendocino", "6045"],
		["ca_merced", "6047"],
		["ca_modoc", "6049"],
		["ca_mono", "6051"],
		["ca_monterey", "6053"],
		["ca_napa", "6055"],
		["ca_nevada", "6057"],
		["ca_orange", "6059"],
		["ca_orenge", "6059"],
		["ca_placer", "6061"],
		["ca_plumas", "6063"],
		["ca_riverside", "6065"],
		["ca_reverside", "6065"],
		["ca_sacramento", "6067"],
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		["mi_grand traverse", "26055"],
		["mi_gratiot", "26057"],
		["mi_hillsdale", "26059"],
		["mi_houghton", "26061"],
		["mi_huron", "26063"],
		["mi_ingham", "26065"],
		["mi_ionia", "26067"],
		["mi_iosco", "26069"],
		["mi_iron", "26071"],
		["mi_isabella", "26073"],
		["mi_isabell", "26073"],
		["mi_jackson", "26075"],
		["mi_kalamazoo", "26077"],
		["mi_kalkaska", "26079"],
		["mi_kent", "26081"],
		["mi_keweenaw", "26083"],
		["mi_lake", "26085"],
		["mi_lapeer", "26087"],
		["mi_leelanau", "26089"],
		["mi_lenawee", "26091"],
		["mi_livingston", "26093"],
		["mi_luce", "26095"],
		["mi_macomb", "26099"],
		["mi_manistee", "26101"],
		["mi_marquette", "26103"],
		["mi_mason", "26105"],
		["mi_mecosta", "26107"],
		["mi_menominee", "26109"],
		["mi_midland", "26111"],
		["mi_missaukee", "26113"],
		["mi_monroe", "26115"],
		["mi_montcalm", "26117"],
		["mi_montmorency", "26119"],
		["mi_muskegon", "26121"],
		["mi_newaygo", "26123"],
		["mi_oakland", "26125"],
		["mi_oceana", "26127"],
		["mi_ogemaw", "26129"],
		["mi_ontonagon", "26131"],
		["mi_osceola", "26133"],
		["mi_oscoda", "26135"],
		["mi_otsego", "26137"],
		["mi_ottawa", "26139"],
		["mi_presque isle", "26141"],
		["mi_roscommon", "26143"],
		["mi_saginaw", "26145"],
		["mi_st clair", "26147"],
		["mi_saint clair", "26147"],
		["mi_st. clair", "26147"],
		["mi_st joseph", "26149"],
		["mi_saint joseph", "26149"],
		["mi_st. joseph", "26149"],
		["mi_sanilac", "26151"],
		["mi_schoolcraft", "26153"],
		["mi_shiawassee", "26155"],
		["mi_tuscola", "26157"],
		["mi_van buren", "26159"],
		["mi_washtenaw", "26161"],
		["mi_wayne", "26163"],
		["mi_wexford", "26165"],
		["mn_aitkin", "27001"],
		["mn_anoka", "27003"],
		["mn_becker", "27005"],
		["mn_beltrami", "27007"],
		["mn_benton", "27009"],
		["mn_big stone", "27011"],
		["mn_blue earth", "27013"],
		["mn_brown", "27015"],
		["mn_carlton", "27017"],
		["mn_carver", "27019"],
		["mn_cass", "27021"],
		["mn_chippewa", "27023"],
		["mn_chisago", "27025"],
		["mn_clay", "27027"],
		["mn_clearwater", "27029"],
		["mn_cook", "27031"],
		["mn_cottonwood", "27033"],
		["mn_crow wing", "27035"],
		["mn_dakota", "27037"],
		["mn_dodge", "27039"],
		["mn_douglas", "27041"],
		["mn_faribault", "27043"],
		["mn_fillmore", "27045"],
		["mn_freeborn", "27047"],
		["mn_goodhue", "27049"],
		["mn_grant", "27051"],
		["mn_hennepin", "27053"],
		["mn_henn", "27053"],
		["mn_hennenin", "27053"],
		["mn_henn.", "27053"],
		["mn_houston", "27055"],
		["mn_hubbard", "27057"],
		["mn_isanti", "27059"],
		["mn_itasca", "27061"],
		["mn_jackson", "27063"],
		["mn_kanabec", "27065"],
		["mn_kandiyohi", "27067"],
		["mn_koochiching", "27071"],
		["mn_lac qui parle", "27073"],
		["mn_lake", "27075"],
		["mn_lake of the woods", "27077"],
		["mn_le sueur", "27079"],
		["mn_lesueur", "27079"],
		["mn_lincoln", "27081"],
		["mn_lyon", "27083"],
		["mn_mcleod", "27085"],
		["mn_mahnomen", "27087"],
		["mn_marshall", "27089"],
		["mn_martin", "27091"],
		["mn_meeker", "27093"],
		["mn_mille lacs", "27095"],
		["mn_morrison", "27097"],
		["mn_mower", "27099"],
		["mn_murray", "27101"],
		["mn_nicollet", "27103"],
		["mn_nobles", "27105"],
		["mn_norman", "27107"],
		["mn_olmsted", "27109"],
		["mn_otter tail", "27111"],
		["mn_ottertail", "27111"],
		["mn_pennington", "27113"],
		["mn_pine", "27115"],
		["mn_pipestone", "27117"],
		["mn_polk", "27119"],
		["mn_pope", "27121"],
		["mn_ramsey", "27123"],
		["mn_red lake", "27125"],
		["mn_redwood", "27127"],
		["mn_renville", "27129"],
		["mn_rice", "27131"],
		["mn_rock", "27133"],
		["mn_roseau", "27135"],
		["mn_st louis", "27137"],
		["mn_st. louis", "27137"],
		["mn_scott", "27139"],
		["mn_sherburne", "27141"],
		["mn_sibley", "27143"],
		["mn_stearns", "27145"],
		["mn_steams", "27145"],
		["mn_steele", "27147"],
		["mn_stevens", "27149"],
		["mn_swift", "27151"],
		["mn_todd", "27153"],
		["mn_traverse", "27155"],
		["mn_wabasha", "27157"],
		["mn_wadena", "27159"],
		["mn_waseca", "27161"],
		["mn_washington", "27163"],
		["mn_watonwan", "27165"],
		["mn_winona", "27169"],
		["mn_wright", "27171"],
		["mn_yellow medicine", "27173"],
		["ms_adams", "28001"],
		["ms_alcorn", "28003"],
		["ms_amite", "28005"],
		["ms_attala", "28007"],
		["ms_benton", "28009"],
		["ms_bolivar", "28011"],
		["ms_calhoun", "28013"],
		["ms_carroll", "28015"],
		["ms_chickasaw", "28017"],
		["ms_choctaw", "28019"],
		["ms_claiborne", "28021"],
		["ms_clarke", "28023"],
		["ms_clay", "28025"],
		["ms_coahoma", "28027"],
		["ms_cahoma", "28027"],
		["ms_copiah", "28029"],
		["ms_covington", "28031"],
		["ms_de soto", "28033"],
		["ms_desoto", "28033"],
		["ms_forrest", "28035"],
		["ms_franklin", "28037"],
		["ms_george", "28039"],
		["ms_greene", "28041"],
		["ms_grenada", "28043"],
		["ms_hancock", "28045"],
		["ms_harrison", "28047"],
		["ms_hinds", "28049"],
		["ms_holmes", "28051"],
		["ms_humphreys", "28053"],
		["ms_issaquena", "28055"],
		["ms_itawamba", "28057"],
		["ms_jackson", "28059"],
		["ms_jasper", "28061"],
		["ms_jefferson", "28063"],
		["ms_jefferson davis", "28065"],
		["ms_jefferson donis", "28065"],
		["ms_jones", "28067"],
		["ms_kemper", "28069"],
		["ms_lafayette", "28071"],
		["ms_lamar", "28073"],
		["ms_lauderdale", "28075"],
		["ms_lawrence", "28077"],
		["ms_lowrence", "28077"],
		["ms_leake", "28079"],
		["ms_lee", "28081"],
		["ms_leflore", "28083"],
		["ms_leflores", "28083"],
		["ms_lincoln", "28085"],
		["ms_lowndes", "28087"],
		["ms_madison", "28089"],
		["ms_marion", "28091"],
		["ms_marian", "28091"],
		["ms_marshall", "28093"],
		["ms_monroe", "28095"],
		["ms_montgomery", "28097"],
		["ms_neshoba", "28099"],
		["ms_newton", "28101"],
		["ms_noxubee", "28103"],
		["ms_oktibbeha", "28105"],
		["ms_panola", "28107"],
		["ms_pearl river", "28109"],
		["ms_perry", "28111"],
		["ms_pike", "28113"],
		["ms_pontotoc", "28115"],
		["ms_prentiss", "28117"],
		["ms_quitman", "28119"],
		["ms_rankin", "28121"],
		["ms_scott", "28123"],
		["ms_sharkey", "28125"],
		["ms_simpson", "28127"],
		["ms_smith", "28129"],
		["ms_stone", "28131"],
		["ms_sunflower", "28133"],
		["ms_tallahatchie", "28135"],
		["ms_tate", "28137"],
		["ms_tippah", "28139"],
		["ms_tishomingo", "28141"],
		["ms_tunica", "28143"],
		["ms_union", "28145"],
		["ms_walthall", "28147"],
		["ms_warren", "28149"],
		["ms_washington", "28151"],
		["ms_wayne", "28153"],
		["ms_webster", "28155"],
		["ms_wilkinson", "28157"],
		["ms_winston", "28159"],
		["ms_yalobusha", "28161"],
		["ms_yazoo", "28163"],
		["mo_adair", "29001"],
		["mo_andrew", "29003"],
		["mo_atchison", "29005"],
		["mo_audrain", "29007"],
		["mo_andrain", "29007"],
		["mo_barry", "29009"],
		["mo_barton", "29011"],
		["mo_bates", "29013"],
		["mo_benton", "29015"],
		["mo_bollinger", "29017"],
		["mo_boone", "29019"],
		["mo_buchanan", "29021"],
		["mo_euchanan", "29021"],
		["mo_butler", "29023"],
		["mo_caldwell", "29025"],
		["mo_callaway", "29027"],
		["mo_calloway", "29027"],
		["mo_camden", "29029"],
		["mo_cape girardeau", "29031"],
		["mo_carroll", "29033"],
		["mo_carter", "29035"],
		["mo_cedar", "29039"],
		["mo_chariton", "29041"],
		["mo_charlton", "29041"],
		["mo_christian", "29043"],
		["mo_clark", "29045"],
		["mo_clay", "29047"],
		["mo_clinton", "29049"],
		["mo_cole", "29051"],
		["mo_cooper", "29053"],
		["mo_crawford", "29055"],
		["mo_dade", "29057"],
		["mo_dallas", "29059"],
		["mo_daviess", "29061"],
		["mo_dekalb", "29063"],
		["mo_de kalb", "29063"],
		["mo_dent", "29065"],
		["mo_douglas", "29067"],
		["mo_dunklin", "29069"],
		["mo_franklin", "29071"],
		["mo_gasconade", "29073"],
		["mo_gentry", "29075"],
		["mo_greene", "29077"],
		["mo_grundy", "29079"],
		["mo_harrison", "29081"],
		["mo_hickory", "29085"],
		["mo_holt", "29087"],
		["mo_howard", "29089"],
		["mo_howell", "29091"],
		["mo_iron", "29093"],
		["mo_jackson", "29095"],
		["mo_jasper", "29097"],
		["mo_jefferson", "29099"],
		["mo_johnson", "29101"],
		["mo_knox", "29103"],
		["mo_laclede", "29105"],
		["mo_lafayette", "29107"],
		["mo_lawrence", "29109"],
		["mo_lawrance", "29109"],
		["mo_lewis", "29111"],
		["mo_lincoln", "29113"],
		["mo_linn", "29115"],
		["mo_livingston", "29117"],
		["mo_mcdonald", "29119"],
		["mo_macon", "29121"],
		["mo_madison", "29123"],
		["mo_maries", "29125"],
		["mo_marion", "29127"],
		["mo_mercer", "29129"],
		["mo_miller", "29131"],
		["mo_mississippi", "29133"],
		["mo_moniteau", "29135"],
		["mo_monroe", "29137"],
		["mo_montgomery", "29139"],
		["mo_morgan", "29141"],
		["mo_new madrid", "29143"],
		["mo_newton", "29145"],
		["mo_nodaway", "29147"],
		["mo_oregon", "29149"],
		["mo_osage", "29151"],
		["mo_ozark", "29153"],
		["mo_pemiscot", "29155"],
		["mo_perry", "29157"],
		["mo_berry", "29157"],
		["mo_pettis", "29159"],
		["mo_phelps", "29161"],
		["mo_pike", "29163"],
		["mo_platte", "29165"],
		["mo_polk", "29167"],
		["mo_pulaski", "29169"],
		["mo_putnam", "29171"],
		["mo_ralls", "29173"],
		["mo_randolph", "29175"],
		["mo_ray", "29177"],
		["mo_reynolds", "29179"],
		["mo_ripley", "29181"],
		["mo_st charles", "29183"],
		["mo_st. charles", "29183"],
		["mo_st clair", "29185"],
		["mo_st. clair", "29185"],
		["mo_ste genevieve", "29186"],
		["mo_ste. genevieve", "29186"],
		["mo_st francois", "29187"],
		["mo_st. francois", "29187"],
		["mo_st ffnancois", "29187"],
		["mo_st louis", "29189"],
		["mo_saint louis", "29189"],
		["mo_st. louis", "29189"],
		["mo_saline", "29195"],
		["mo_galine", "29195"],
		["mo_schuyler", "29197"],
		["mo_scotland", "29199"],
		["mo_scott", "29201"],
		["mo_shannon", "29203"],
		["mo_shelby", "29205"],
		["mo_stoddard", "29207"],
		["mo_stone", "29209"],
		["mo_sullivan", "29211"],
		["mo_taney", "29213"],
		["mo_toney", "29213"],
		["mo_texas", "29215"],
		["mo_vernon", "29217"],
		["mo_warren", "29219"],
		["mo_washington", "29221"],
		["mo_wayne", "29223"],
		["mo_webster", "29225"],
		["mo_nebster", "29225"],
		["mo_worth", "29227"],
		["mo_wright", "29229"],
		["mo_st louis city", "29510"],
		["mo_saint louis city", "29510"],
		["mo_st. louis city", "29510"],
		["mo_st louis (independent city)", "29510"],
		["mt_beaverhead", "30001"],
		["mt_big horn", "30003"],
		["mt_blaine", "30005"],
		["mt_broadwater", "30007"],
		["mt_carbon", "30009"],
		["mt_carter", "30011"],
		["mt_cascade", "30013"],
		["mt_chouteau", "30015"],
		["mt_custer", "30017"],
		["mt_daniels", "30019"],
		["mt_dawson", "30021"],
		["mt_deer lodge", "30023"],
		["mt_fallon", "30025"],
		["mt_fergus", "30027"],
		["mt_flathead", "30029"],
		["mt_gallatin", "30031"],
		["mt_garfield", "30033"],
		["mt_glacier", "30035"],
		["mt_golden valley", "30037"],
		["mt_granite", "30039"],
		["mt_hill", "30041"],
		["mt_jefferson", "30043"],
		["mt_judith basin", "30045"],
		["mt_lake", "30047"],
		["mt_lewis and clark", "30049"],
		["mt_liberty", "30051"],
		["mt_lincoln", "30053"],
		["mt_mccone", "30055"],
		["mt_madison", "30057"],
		["mt_meagher", "30059"],
		["mt_mineral", "30061"],
		["mt_missoula", "30063"],
		["mt_musselshell", "30065"],
		["mt_park", "30067"],
		["mt_petroleum", "30069"],
		["mt_phillips", "30071"],
		["mt_pondera", "30073"],
		["mt_powder river", "30075"],
		["mt_powell", "30077"],
		["mt_prairie", "30079"],
		["mt_ravalli", "30081"],
		["mt_richland", "30083"],
		["mt_roosevelt", "30085"],
		["mt_rosebud", "30087"],
		["mt_sanders", "30089"],
		["mt_sheridan", "30091"],
		["mt_silver bow", "30093"],
		["mt_stillwater", "30095"],
		["mt_sweet grass", "30097"],
		["mt_teton", "30099"],
		["mt_toole", "30101"],
		["mt_treasure", "30103"],
		["mt_valley", "30105"],
		["mt_wheatland", "30107"],
		["mt_wibaux", "30109"],
		["mt_yellowstone", "30111"],
		["ne_adams", "31001"],
		["ne_antelope", "31003"],
		["ne_arthur", "31005"],
		["ne_banner", "31007"],
		["ne_blaine", "31009"],
		["ne_boone", "31011"],
		["ne_box butte", "31013"],
		["ne_boyd", "31015"],
		["ne_brown", "31017"],
		["ne_buffalo", "31019"],
		["ne_burt", "31021"],
		["ne_butler", "31023"],
		["ne_cass", "31025"],
		["ne_cedar", "31027"],
		["ne_chase", "31029"],
		["ne_cherry", "31031"],
		["ne_cheyenne", "31033"],
		["ne_clay", "31035"],
		["ne_colfax", "31037"],
		["ne_cuming", "31039"],
		["ne_custer", "31041"],
		["ne_dakota", "31043"],
		["ne_dawes", "31045"],
		["ne_dawson", "31047"],
		["ne_deuel", "31049"],
		["ne_dixon", "31051"],
		["ne_dodge", "31053"],
		["ne_douglas", "31055"],
		["ne_dundy", "31057"],
		["ne_fillmore", "31059"],
		["ne_franklin", "31061"],
		["ne_frontier", "31063"],
		["ne_furnas", "31065"],
		["ne_gage", "31067"],
		["ne_garden", "31069"],
		["ne_garfield", "31071"],
		["ne_gosper", "31073"],
		["ne_grant", "31075"],
		["ne_greeley", "31077"],
		["ne_hall", "31079"],
		["ne_hamilton", "31081"],
		["ne_harlan", "31083"],
		["ne_hayes", "31085"],
		["ne_hitchcock", "31087"],
		["ne_holt", "31089"],
		["ne_hooker", "31091"],
		["ne_howard", "31093"],
		["ne_jefferson", "31095"],
		["ne_kearney", "31099"],
		["ne_keith", "31101"],
		["ne_keya paha", "31103"],
		["ne_kimball", "31105"],
		["ne_lancaster", "31109"],
		["ne_lincoln", "31111"],
		["ne_logan", "31113"],
		["ne_loup", "31115"],
		["ne_mcpherson", "31117"],
		["ne_madison", "31119"],
		["ne_merrick", "31121"],
		["ne_morrill", "31123"],
		["ne_nance", "31125"],
		["ne_nemaha", "31127"],
		["ne_nuckolls", "31129"],
		["ne_otoe", "31131"],
		["ne_pawnee", "31133"],
		["ne_perkins", "31135"],
		["ne_phelps", "31137"],
		["ne_pierce", "31139"],
		["ne_platte", "31141"],
		["ne_polk", "31143"],
		["ne_red willow", "31145"],
		["ne_richardson", "31147"],
		["ne_rock", "31149"],
		["ne_saline", "31151"],
		["ne_sarpy", "31153"],
		["ne_saunders", "31155"],
		["ne_scotts bluff", "31157"],
		["ne_seward", "31159"],
		["ne_sheridan", "31161"],
		["ne_sherman", "31163"],
		["ne_sioux", "31165"],
		["ne_stanton", "31167"],
		["ne_thayer", "31169"],
		["ne_thomas", "31171"],
		["ne_thurston", "31173"],
		["ne_valley", "31175"],
		["ne_washington", "31177"],
		["ne_wayne", "31179"],
		["ne_webster", "31181"],
		["ne_wheeler", "31183"],
		["ne_york", "31185"],
		["nv_churchill", "32001"],
		["nv_clark", "32003"],
		["nv_douglas", "32005"],
		["nv_elko", "32007"],
		["nv_esmeralda", "32009"],
		["nv_eureka", "32011"],
		["nv_humboldt", "32013"],
		["nv_lander", "32015"],
		["nv_lincoln", "32017"],
		["nv_lyon", "32019"],
		["nv_mineral", "32021"],
		["nv_nye", "32023"],
		["nv_pershing", "32027"],
		["nv_storey", "32029"],
		["nv_washoe", "32031"],
		["nv_white pine", "32033"],
		["nh_belknap", "33001"],
		["nh_carroll", "33003"],
		["nh_cheshire", "33005"],
		["nh_coos", "33007"],
		["nh_grafton", "33009"],
		["nh_hillsborough", "33011"],
		["nh_merrimack", "33013"],
		["nh_rockingham", "33015"],
		["nh_strafford", "33017"],
		["nh_sullivan", "33019"],
		["nj_atlantic", "34001"],
		["nj_bergen", "34003"],
		["nj_burlington", "34005"],
		["nj_camden", "34007"],
		["nj_cape may", "34009"],
		["nj_cumberland", "34011"],
		["nj_essex", "34013"],
		["nj_gloucester", "34015"],
		["nj_hudson", "34017"],
		["nj_hunterdon", "34019"],
		["nj_mercer", "34021"],
		["nj_mercar", "34021"],
		["nj_middlesex", "34023"],
		["nj_monmouth", "34025"],
		["nj_monmoth", "34025"],
		["nj_morris", "34027"],
		["nj_ocean", "34029"],
		["nj_passaic", "34031"],
		["nj_salem", "34033"],
		["nj_somerset", "34035"],
		["nj_sussex", "34037"],
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		["nm_dona ana", "35013"],
		["nm_eddy", "35015"],
		["nm_grant", "35017"],
		["nm_guadalupe", "35019"],
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		["nm_hidalgo", "35023"],
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		["nm_lincoln", "35027"],
		["nm_luna", "35029"],
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		["nm_otero", "35035"],
		["nm_quay", "35037"],
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		["nm_sandoval", "35043"],
		["nm_san juan", "35045"],
		["nm_san miguel", "35047"],
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		["nm_sierra", "35051"],
		["nm_socorro", "35053"],
		["nm_taos", "35055"],
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		["ny_columbia", "36021"],
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		["ok_ottawa", "40115"],
		["ok_pawnee", "40117"],
		["ok_payne", "40119"],
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		["ok_pontotoc", "40123"],
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		["ok_pottawatomie", "40125"],
		["ok_pottowatomie", "40125"],
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		["ok_tulsa", "40143"],
		["ok_wagoner", "40145"],
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		["or_jackson", "41029"],
		["or_jefferson", "41031"],
		["or_josephine", "41033"],
		["or_klamath", "41035"],
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		["or_lane", "41039"],
		["or_lincoln", "41041"],
		["or_linn", "41043"],
		["or_malheur", "41045"],
		["or_marion", "41047"],
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		["or_multnomah", "41051"],
		["or_multhomah", "41051"],
		["or_mult.", "41051"],
		["or_polk", "41053"],
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		["or_tillamook", "41057"],
		["or_umatilla", "41059"],
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		["or_wallowa", "41063"],
		["or_wasco", "41065"],
		["or_washington", "41067"],
		["or_wheeler", "41069"],
		["or_yamhill", "41071"],
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		["pa_allegheny", "42003"],
		["pa_alleg", "42003"],
		["pa_ally", "42003"],
		["pa_armstrong", "42005"],
		["pa_beaver", "42007"],
		["pa_bedford", "42009"],
		["pa_berks", "42011"],
		["pa_blair", "42013"],
		["pa_bradford", "42015"],
		["pa_bucks", "42017"],
		["pa_butler", "42019"],
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		["pa_philadelphia", "42101"],
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		["pa_potter", "42105"],
		["pa_schuylkill", "42107"],
		["pa_snyder", "42109"],
		["pa_somerset", "42111"],
		["pa_sullivan", "42113"],
		["pa_susquehanna", "42115"],
		["pa_tioga", "42117"],
		["pa_union", "42119"],
		["pa_venango", "42121"],
		["pa_warren", "42123"],
		["pa_washington", "42125"],
		["pa_wayne", "42127"],
		["pa_westmoreland", "42129"],
		["pa_westmorland", "42129"],
		["pa_westm'd", "42129"],
		["pa_wyoming", "42131"],
		["pa_york", "42133"],
		["ri_bristol", "44001"],
		["ri_kent", "44003"],
		["ri_newport", "44005"],
		["ri_providence", "44007"],
		["ri_washington", "44009"],
		["sc_abbeville", "45001"],
		["sc_aiken", "45003"],
		["sc_allendale", "45005"],
		["sc_anderson", "45007"],
		["sc_bamberg", "45009"],
		["sc_barnwell", "45011"],
		["sc_beaufort", "45013"],
		["sc_berkeley", "45015"],
		["sc_calhoun", "45017"],
		["sc_charleston", "45019"],
		["sc_cherokee", "45021"],
		["sc_chester", "45023"],
		["sc_chesterfield", "45025"],
		["sc_clarendon", "45027"],
		["sc_clarandon", "45027"],
		["sc_colleton", "45029"],
		["sc_darlington", "45031"],
		["sc_dillon", "45033"],
		["sc_dorchester", "45035"],
		["sc_edgefield", "45037"],
		["sc_fairfield", "45039"],
		["sc_florence", "45041"],
		["sc_georgetown", "45043"],
		["sc_greenville", "45045"],
		["sc_greenwood", "45047"],
		["sc_hampton", "45049"],
		["sc_horry", "45051"],
		["sc_jasper", "45053"],
		["sc_kershaw", "45055"],
		["sc_lancaster", "45057"],
		["sc_laurens", "45059"],
		["sc_lee", "45061"],
		["sc_lexington", "45063"],
		["sc_mccormick", "45065"],
		["sc_marion", "45067"],
		["sc_marlboro", "45069"],
		["sc_newberry", "45071"],
		["sc_oconee", "45073"],
		["sc_orangeburg", "45075"],
		["sc_pickens", "45077"],
		["sc_richland", "45079"],
		["sc_saluda", "45081"],
		["sc_spartanburg", "45083"],
		["sc_sumter", "45085"],
		["sc_union", "45087"],
		["sc_williamsburg", "45089"],
		["sc_york", "45091"],
		["sd_armstrong", "46001"],
		["sd_aurora", "46003"],
		["sd_beadle", "46005"],
		["sd_bennett", "46007"],
		["sd_bon homme", "46009"],
		["sd_brookings", "46011"],
		["sd_brown", "46013"],
		["sd_brule", "46015"],
		["sd_buffalo", "46017"],
		["sd_butte", "46019"],
		["sd_campbell", "46021"],
		["sd_charles mix", "46023"],
		["sd_clark", "46025"],
		["sd_clay", "46027"],
		["sd_codington", "46029"],
		["sd_corson", "46031"],
		["sd_custer", "46033"],
		["sd_davison", "46035"],
		["sd_day", "46037"],
		["sd_deuel", "46039"],
		["sd_dewey", "46041"],
		["sd_douglas", "46043"],
		["sd_edmunds", "46045"],
		["sd_fall river", "46047"],
		["sd_faulk", "46049"],
		["sd_grant", "46051"],
		["sd_gregory", "46053"],
		["sd_haakon", "46055"],
		["sd_hamlin", "46057"],
		["sd_hand", "46059"],
		["sd_hanson", "46061"],
		["sd_harding", "46063"],
		["sd_hughes", "46065"],
		["sd_hutchinson", "46067"],
		["sd_hyde", "46069"],
		["sd_jackson", "46071"],
		["sd_jerauld", "46073"],
		["sd_jones", "46075"],
		["sd_kingsbury", "46077"],
		["sd_lake", "46079"],
		["sd_lawrence", "46081"],
		["sd_lincoln", "46083"],
		["sd_lyman", "46085"],
		["sd_mccook", "46087"],
		["sd_mcpherson", "46089"],
		["sd_marshall", "46091"],
		["sd_meade", "46093"],
		["sd_mellette", "46095"],
		["sd_miner", "46097"],
		["sd_minnehaha", "46099"],
		["sd_moody", "46101"],
		["sd_pennington", "46103"],
		["sd_potter", "46107"],
		["sd_sanborn", "46111"],
		["sd_shannon", "46113"],
		["sd_spink", "46115"],
		["sd_stanley", "46117"],
		["sd_sully", "46119"],
		["sd_todd", "46121"],
		["sd_tripp", "46123"],
		["sd_turner", "46125"],
		["sd_union", "46127"],
		["sd_walworth", "46129"],
		["sd_washabaugh", "46131"],
		["sd_washington", "46133"],
		["sd_yankton", "46135"],
		["sd_ziebach", "46137"],
		["tn_anderson", "47001"],
		["tn_bedford", "47003"],
		["tn_benton", "47005"],
		["tn_bledsoe", "47007"],
		["tn_blount", "47009"],
		["tn_bradley", "47011"],
		["tn_campbell", "47013"],
		["tn_cannon", "47015"],
		["tn_carroll", "47017"],
		["tn_carter", "47019"],
		["tn_cheatham", "47021"],
		["tn_chester", "47023"],
		["tn_claiborne", "47025"],
		["tn_clay", "47027"],
		["tn_cocke", "47029"],
		["tn_coffee", "47031"],
		["tn_crockett", "47033"],
		["tn_cumberland", "47035"],
		["tn_davidson", "47037"],
		["tn_decatur", "47039"],
		["tn_dekalb", "47041"],
		["tn_de kalb", "47041"],
		["tn_dickson", "47043"],
		["tn_dyer", "47045"],
		["tn_fayette", "47047"],
		["tn_fentress", "47049"],
		["tn_franklin", "47051"],
		["tn_gibson", "47053"],
		["tn_giles", "47055"],
		["tn_grainger", "47057"],
		["tn_greene", "47059"],
		["tn_grundy", "47061"],
		["tn_hamblen", "47063"],
		["tn_hamilton", "47065"],
		["tn_hancock", "47067"],
		["tn_hardeman", "47069"],
		["tn_hardin", "47071"],
		["tn_hawkins", "47073"],
		["tn_haywood", "47075"],
		["tn_henderson", "47077"],
		["tn_henry", "47079"],
		["tn_hickman", "47081"],
		["tn_houston", "47083"],
		["tn_humphreys", "47085"],
		["tn_jackson", "47087"],
		["tn_jefferson", "47089"],
		["tn_johnson", "47091"],
		["tn_knox", "47093"],
		["tn_lake", "47095"],
		["tn_lauderdale", "47097"],
		["tn_lawrence", "47099"],
		["tn_lewis", "47101"],
		["tn_lincoln", "47103"],
		["tn_loudon", "47105"],
		["tn_mcminn", "47107"],
		["tn_mcnairy", "47109"],
		["tn_macon", "47111"],
		["tn_madison", "47113"],
		["tn_marion", "47115"],
		["tn_marshall", "47117"],
		["tn_maury", "47119"],
		["tn_meigs", "47121"],
		["tn_monroe", "47123"],
		["tn_montgomery", "47125"],
		["tn_montagomery", "47125"],
		["tn_moore", "47127"],
		["tn_morgan", "47129"],
		["tn_obion", "47131"],
		["tn_overton", "47133"],
		["tn_perry", "47135"],
		["tn_pickett", "47137"],
		["tn_polk", "47139"],
		["tn_putnam", "47141"],
		["tn_rhea", "47143"],
		["tn_roane", "47145"],
		["tn_robertson", "47147"],
		["tn_rutherford", "47149"],
		["tn_scott", "47151"],
		["tn_sequatchie", "47153"],
		["tn_sevier", "47155"],
		["tn_shelby", "47157"],
		["tn_smith", "47159"],
		["tn_stewart", "47161"],
		["tn_sullivan", "47163"],
		["tn_sumner", "47165"],
		["tn_tipton", "47167"],
		["tn_trousdale", "47169"],
		["tn_unicoi", "47171"],
		["tn_union", "47173"],
		["tn_van buren", "47175"],
		["tn_warren", "47177"],
		["tn_washington", "47179"],
		["tn_wayne", "47181"],
		["tn_weakley", "47183"],
		["tn_white", "47185"],
		["tn_williamson", "47187"],
		["tn_wilson", "47189"],
		["tx_anderson", "48001"],
		["tx_andrews", "48003"],
		["tx_angelina", "48005"],
		["tx_aransas", "48007"],
		["tx_archer", "48009"],
		["tx_armstrong", "48011"],
		["tx_atascosa", "48013"],
		["tx_austin", "48015"],
		["tx_bailey", "48017"],
		["tx_bandera", "48019"],
		["tx_bastrop", "48021"],
		["tx_baylor", "48023"],
		["tx_bee", "48025"],
		["tx_bell", "48027"],
		["tx_bexar", "48029"],
		["tx_blanco", "48031"],
		["tx_borden", "48033"],
		["tx_bosque", "48035"],
		["tx_bowie", "48037"],
		["tx_brazoria", "48039"],
		["tx_brazos", "48041"],
		["tx_brewster", "48043"],
		["tx_brewater", "48043"],
		["tx_briscoe", "48045"],
		["tx_brooks", "48047"],
		["tx_brown", "48049"],
		["tx_burleson", "48051"],
		["tx_burnet", "48053"],
		["tx_caldwell", "48055"],
		["tx_calhoun", "48057"],
		["tx_callahan", "48059"],
		["tx_cameron", "48061"],
		["tx_camp", "48063"],
		["tx_carson", "48065"],
		["tx_castro", "48069"],
		["tx_chambers", "48071"],
		["tx_cherokee", "48073"],
		["tx_childress", "48075"],
		["tx_clay", "48077"],
		["tx_cochran", "48079"],
		["tx_coke", "48081"],
		["tx_coleman", "48083"],
		["tx_collin", "48085"],
		["tx_collins", "48085"],
		["tx_collingsworth", "48087"],
		["tx_colorado", "48089"],
		["tx_colerado", "48089"],
		["tx_comal", "48091"],
		["tx_comanche", "48093"],
		["tx_concho", "48095"],
		["tx_cooke", "48097"],
		["tx_coryell", "48099"],
		["tx_cottle", "48101"],
		["tx_crane", "48103"],
		["tx_crockett", "48105"],
		["tx_crosby", "48107"],
		["tx_culberson", "48109"],
		["tx_dallam", "48111"],
		["tx_dallas", "48113"],
		["tx_dawson", "48115"],
		["tx_deaf smith", "48117"],
		["tx_delta", "48119"],
		["tx_denton", "48121"],
		["tx_de witt", "48123"],
		["tx_dewitt", "48123"],
		["tx_dickens", "48125"],
		["tx_dimmit", "48127"],
		["tx_donley", "48129"],
		["tx_duval", "48131"],
		["tx_eastland", "48133"],
		["tx_ector", "48135"],
		["tx_edwards", "48137"],
		["tx_ellis", "48139"],
		["tx_el paso", "48141"],
		["tx_erath", "48143"],
		["tx_falls", "48145"],
		["tx_fannin", "48147"],
		["tx_fayette", "48149"],
		["tx_fisher", "48151"],
		["tx_floyd", "48153"],
		["tx_foard", "48155"],
		["tx_ft bend", "48157"],
		["tx_fort bend", "48157"],
		["tx_franklin", "48159"],
		["tx_freestone", "48161"],
		["tx_free stone", "48161"],
		["tx_frio", "48163"],
		["tx_gaines", "48165"],
		["tx_galveston", "48167"],
		["tx_garza", "48169"],
		["tx_gillespie", "48171"],
		["tx_glasscock", "48173"],
		["tx_goliad", "48175"],
		["tx_gonzales", "48177"],
		["tx_gray", "48179"],
		["tx_grayson", "48181"],
		["tx_gregg", "48183"],
		["tx_grimes", "48185"],
		["tx_guadalupe", "48187"],
		["tx_hale", "48189"],
		["tx_hall", "48191"],
		["tx_hamilton", "48193"],
		["tx_hansford", "48195"],
		["tx_hardeman", "48197"],
		["tx_hardin", "48199"],
		["tx_harris", "48201"],
		["tx_harrison", "48203"],
		["tx_hartley", "48205"],
		["tx_haskell", "48207"],
		["tx_hays", "48209"],
		["tx_hayes", "48209"],
		["tx_hemphill", "48211"],
		["tx_henderson", "48213"],
		["tx_hidalgo", "48215"],
		["tx_hill", "48217"],
		["tx_hockley", "48219"],
		["tx_hood", "48221"],
		["tx_hopkins", "48223"],
		["tx_houston", "48225"],
		["tx_howard", "48227"],
		["tx_hudspeth", "48229"],
		["tx_hunt", "48231"],
		["tx_hutchinson", "48233"],
		["tx_irion", "48235"],
		["tx_jack", "48237"],
		["tx_jackson", "48239"],
		["tx_jasper", "48241"],
		["tx_jeff davis", "48243"],
		["tx_jefferson", "48245"],
		["tx_jim hogg", "48247"],
		["tx_jim wells", "48249"],
		["tx_johnson", "48251"],
		["tx_jones", "48253"],
		["tx_karnes", "48255"],
		["tx_kaufman", "48257"],
		["tx_kendall", "48259"],
		["tx_kenedy", "48261"],
		["tx_kent", "48263"],
		["tx_kerr", "48265"],
		["tx_kimble", "48267"],
		["tx_king", "48269"],
		["tx_kinney", "48271"],
		["tx_kleberg", "48273"],
		["tx_knox", "48275"],
		["tx_lamar", "48277"],
		["tx_lamb", "48279"],
		["tx_lampasas", "48281"],
		["tx_la salle", "48283"],
		["tx_lasalle", "48283"],
		["tx_lavaca", "48285"],
		["tx_lee", "48287"],
		["tx_leon", "48289"],
		["tx_liberty", "48291"],
		["tx_limestone", "48293"],
		["tx_lipscomb", "48295"],
		["tx_live oak", "48297"],
		["tx_llano", "48299"],
		["tx_loving", "48301"],
		["tx_lubbock", "48303"],
		["tx_lynn", "48305"],
		["tx_mcculloch", "48307"],
		["tx_mclennan", "48309"],
		["tx_mcmullen", "48311"],
		["tx_madison", "48313"],
		["tx_marion", "48315"],
		["tx_martin", "48317"],
		["tx_mason", "48319"],
		["tx_matagorda", "48321"],
		["tx_maverick", "48323"],
		["tx_medina", "48325"],
		["tx_menard", "48327"],
		["tx_midland", "48329"],
		["tx_milam", "48331"],
		["tx_mills", "48333"],
		["tx_mitchell", "48335"],
		["tx_montague", "48337"],
		["tx_montgomery", "48339"],
		["tx_moore", "48341"],
		["tx_morris", "48343"],
		["tx_motley", "48345"],
		["tx_nacogdoches", "48347"],
		["tx_navarro", "48349"],
		["tx_newton", "48351"],
		["tx_nolan", "48353"],
		["tx_nueces", "48355"],
		["tx_ochiltree", "48357"],
		["tx_oldham", "48359"],
		["tx_orange", "48361"],
		["tx_palo pinto", "48363"],
		["tx_panola", "48365"],
		["tx_parker", "48367"],
		["tx_parmer", "48369"],
		["tx_pecos", "48371"],
		["tx_polk", "48373"],
		["tx_potter", "48375"],
		["tx_presidio", "48377"],
		["tx_rains", "48379"],
		["tx_randall", "48381"],
		["tx_reagan", "48383"],
		["tx_real", "48385"],
		["tx_red river", "48387"],
		["tx_reeves", "48389"],
		["tx_refugio", "48391"],
		["tx_roberts", "48393"],
		["tx_robertson", "48395"],
		["tx_rockwall", "48397"],
		["tx_runnels", "48399"],
		["tx_rusk", "48401"],
		["tx_sabine", "48403"],
		["tx_san augustine", "48405"],
		["tx_san jacinto", "48407"],
		["tx_san patricio", "48409"],
		["tx_san saba", "48411"],
		["tx_schleicher", "48413"],
		["tx_scurry", "48415"],
		["tx_shackelford", "48417"],
		["tx_shelby", "48419"],
		["tx_sherman", "48421"],
		["tx_smith", "48423"],
		["tx_somervell", "48425"],
		["tx_starr", "48427"],
		["tx_sterling", "48431"],
		["tx_stonewall", "48433"],
		["tx_sutton", "48435"],
		["tx_swisher", "48437"],
		["tx_tarrant", "48439"],
		["tx_taylor", "48441"],
		["tx_terrell", "48443"],
		["tx_terry", "48445"],
		["tx_throckmorton", "48447"],
		["tx_titus", "48449"],
		["tx_tom green", "48451"],
		["tx_travis", "48453"],
		["tx_trinity", "48455"],
		["tx_tyler", "48457"],
		["tx_upshur", "48459"],
		["tx_upton", "48461"],
		["tx_uvalde", "48463"],
		["tx_val verde", "48465"],
		["tx_van zandt", "48467"],
		["tx_victoria", "48469"],
		["tx_walker", "48471"],
		["tx_waller", "48473"],
		["tx_ward", "48475"],
		["tx_washington", "48477"],
		["tx_webb", "48479"],
		["tx_wharton", "48481"],
		["tx_wheeler", "48483"],
		["tx_wichita", "48485"],
		["tx_wilbarger", "48487"],
		["tx_willacy", "48489"],
		["tx_williamson", "48491"],
		["tx_wilson", "48493"],
		["tx_winkler", "48495"],
		["tx_wise", "48497"],
		["tx_wood", "48499"],
		["tx_yoakum", "48501"],
		["tx_young", "48503"],
		["tx_zapata", "48505"],
		["ut_beaver", "49001"],
		["ut_box elder", "49003"],
		["ut_cache", "49005"],
		["ut_cache county", "49005"],
		["ut_carbon", "49007"],
		["ut_daggett", "49009"],
		["ut_davis", "49011"],
		["ut_duchesne", "49013"],
		["ut_emery", "49015"],
		["ut_garfield", "49017"],
		["ut_grand", "49019"],
		["ut_iron", "49021"],
		["ut_juab", "49023"],
		["ut_kane", "49025"],
		["ut_millard", "49027"],
		["ut_morgan", "49029"],
		["ut_piute", "49031"],
		["ut_rich", "49033"],
		["ut_salt lake", "49035"],
		["ut_san juan", "49037"],
		["ut_sanpete", "49039"],
		["ut_sevier", "49041"],
		["ut_summit", "49043"],
		["ut_tooele", "49045"],
		["ut_uintah", "49047"],
		["ut_utah", "49049"],
		["ut_wasatch", "49051"],
		["ut_washington", "49053"],
		["ut_wayne", "49055"],
		["ut_weber", "49057"],
		["vt_addison", "50001"],
		["vt_bennington", "50003"],
		["vt_caledonia", "50005"],
		["vt_chittenden", "50007"],
		["vt_essex", "50009"],
		["vt_franklin", "50011"],
		["vt_grand isle", "50013"],
		["vt_lamoille", "50015"],
		["vt_orange", "50017"],
		["vt_orleans", "50019"],
		["vt_rutland", "50021"],
		["vt_washington", "50023"],
		["vt_windham", "50025"],
		["vt_windsor", "50027"],
		["va_accomack", "51001"],
		["va_accomac", "51001"],
		["va_albemarle", "51003"],
		["va_alleghany", "51005"],
		["va_allegheny", "51005"],
		["va_allgehany", "51005"],
		["va_amelia", "51007"],
		["va_amherst", "51009"],
		["va_appomattox", "51011"],
		["va_augusta", "51015"],
		["va_augusts", "51015"],
		["va_bath", "51017"],
		["va_bedford", "51019"],
		["va_bland", "51021"],
		["va_botetourt", "51023"],
		["va_brunswick", "51025"],
		["va_buchanan", "51027"],
		["va_buckingham", "51029"],
		["va_campbell", "51031"],
		["va_caroline", "51033"],
		["va_carroll", "51035"],
		["va_charles city", "51036"],
		["va_charlotte", "51037"],
		["va_chesterfield", "51041"],
		["va_clarke", "51043"],
		["va_craig", "51045"],
		["va_culpeper", "51047"],
		["va_cumberland", "51049"],
		["va_dickenson", "51051"],
		["va_dinwiddie", "51053"],
		["va_elizabeth city", "51055"],
		["va_elizabeth", "51055"],
		["va_essex", "51057"],
		["va_fairfax", "51059"],
		["va_fairfox", "51059"],
		["va_fauquier", "51061"],
		["va_floyd", "51063"],
		["va_fluvanna", "51065"],
		["va_franklin", "51067"],
		["va_frederick", "51069"],
		["va_giles", "51071"],
		["va_gloucester", "51073"],
		["va_goochland", "51075"],
		["va_grayson", "51077"],
		["va_greene", "51079"],
		["va_greensville", "51081"],
		["va_halifax", "51083"],
		["va_hanover", "51085"],
		["va_henrico", "51087"],
		["va_henry", "51089"],
		["va_highland", "51091"],
		["va_isle of wight", "51093"],
		["va_james city", "51095"],
		["va_king and queen", "51097"],
		["va_king george", "51099"],
		["va_king william", "51101"],
		["va_lancaster", "51103"],
		["va_lee", "51105"],
		["va_loudoun", "51107"],
		["va_laudoun", "51107"],
		["va_louisa", "51109"],
		["va_lunenburg", "51111"],
		["va_madison", "51113"],
		["va_mathews", "51115"],
		["va_matthews", "51115"],
		["va_mathew", "51115"],
		["va_mecklenburg", "51117"],
		["va_middlesex", "51119"],
		["va_montgomery", "51121"],
		["va_nansemond", "51123"],
		["va_nansemonds", "51123"],
		["va_nelson", "51125"],
		["va_new kent", "51127"],
		["va_norfolk", "51129"],
		["va_northampton", "51131"],
		["va_northumberland", "51133"],
		["va_nottoway", "51135"],
		["va_orange", "51137"],
		["va_page", "51139"],
		["va_patrick", "51141"],
		["va_pittsylvania", "51143"],
		["va_powhatan", "51145"],
		["va_prince edward", "51147"],
		["va_prince george", "51149"],
		["va_prince georges", "51149"],
		["va_princess anne", "51151"],
		["va_prince william", "51153"],
		["va_pulaski", "51155"],
		["va_rappahannock", "51157"],
		["va_richmond", "51159"],
		["va_roanoke", "51161"],
		["va_rockbridge", "51163"],
		["va_rockingham", "51165"],
		["va_russell", "51167"],
		["va_scott", "51169"],
		["va_shenandoah", "51171"],
		["va_smyth", "51173"],
		["va_southampton", "51175"],
		["va_spotsylvania", "51177"],
		["va_stafford", "51179"],
		["va_surry", "51181"],
		["va_sussex", "51183"],
		["va_tazewell", "51185"],
		["va_warren", "51187"],
		["va_warwick", "51189"],
		["va_warwilk", "51189"],
		["va_washington", "51191"],
		["va_westmoreland", "51193"],
		["va_westmorland", "51193"],
		["va_wise", "51195"],
		["va_wythe", "51197"],
		["va_york", "51199"],
		["va_alexandria city", "51510"],
		["va_alexandria", "51510"],
		["va_alexandria (independent city)", "51510"],
		["va_hampton city", "51650"],
		["va_hampton", "51650"],
		["va_hampton (independent city)", "51650"],
		["va_norfolk city", "51710"],
		["va_norfolk (independent city)", "51710"],
		["va_radford", "51750"],
		["va_radford city", "51750"],
		["va_radford (independent city)", "51750"],
		["va_richmond city", "51760"],
		["va_richmond (independent city)", "51760"],
		["va_roanoke city", "51770"],
		["va_roanoke (independent city)", "51770"],
		["va_williamsburg city", "51830"],
		["va_williamsburg (independent city)", "51830"],
		["wa_adams", "53001"],
		["wa_asotin", "53003"],
		["wa_benton", "53005"],
		["wa_chelan", "53007"],
		["wa_clallam", "53009"],
		["wa_clark", "53011"],
		["wa_columbia", "53013"],
		["wa_cowlitz", "53015"],
		["wa_douglas", "53017"],
		["wa_ferry", "53019"],
		["wa_franklin", "53021"],
		["wa_garfield", "53023"],
		["wa_grant", "53025"],
		["wa_island", "53029"],
		["wa_jefferson", "53031"],
		["wa_king", "53033"],
		["wa_kitsap", "53035"],
		["wa_kittitas", "53037"],
		["wa_klickitat", "53039"],
		["wa_klikatat", "53039"],
		["wa_lewis", "53041"],
		["wa_lincoln", "53043"],
		["wa_mason", "53045"],
		["wa_okanogan", "53047"],
		["wa_pacific", "53049"],
		["wa_pend oreille", "53051"],
		["wa_pierce", "53053"],
		["wa_san juan", "53055"],
		["wa_skagit", "53057"],
		["wa_skamania", "53059"],
		["wa_snohomish", "53061"],
		["wa_spokane", "53063"],
		["wa_stevens", "53065"],
		["wa_thurston", "53067"],
		["wa_wahkiakum", "53069"],
		["wa_walla walla", "53071"],
		["wa_whatcom", "53073"],
		["wa_whitman", "53075"],
		["wa_yakima", "53077"],
		["wv_barbour", "54001"],
		["wv_berkeley", "54003"],
		["wv_berkley", "54003"],
		["wv_boone", "54005"],
		["wv_braxton", "54007"],
		["wv_brooke", "54009"],
		["wv_cabell", "54011"],
		["wv_calhoun", "54013"],
		["wv_clay", "54015"],
		["wv_doddridge", "54017"],
		["wv_fayette", "54019"],
		["wv_gilmer", "54021"],
		["wv_grant", "54023"],
		["wv_greenbrier", "54025"],
		["wv_hampshire", "54027"],
		["wv_hancock", "54029"],
		["wv_hardy", "54031"],
		["wv_harrison", "54033"],
		["wv_jackson", "54035"],
		["wv_jefferson", "54037"],
		["wv_kanawha", "54039"],
		["wv_lewis", "54041"],
		["wv_lincoln", "54043"],
		["wv_logan", "54045"],
		["wv_mcdowell", "54047"],
		["wv_marion", "54049"],
		["wv_marshall", "54051"],
		["wv_mason", "54053"],
		["wv_mercer", "54055"],
		["wv_mineral", "54057"],
		["wv_mingo", "54059"],
		["wv_monongalia", "54061"],
		["wv_monongahela", "54061"],
		["wv_monroe", "54063"],
		["wv_morgan", "54065"],
		["wv_nicholas", "54067"],
		["wv_ohio", "54069"],
		["wv_pendleton", "54071"],
		["wv_pleasants", "54073"],
		["wv_pocahontas", "54075"],
		["wv_preston", "54077"],
		["wv_putnam", "54079"],
		["wv_raleigh", "54081"],
		["wv_randolph", "54083"],
		["wv_ritchie", "54085"],
		["wv_roane", "54087"],
		["wv_summers", "54089"],
		["wv_taylor", "54091"],
		["wv_tucker", "54093"],
		["wv_tyler", "54095"],
		["wv_upshur", "54097"],
		["wv_wayne", "54099"],
		["wv_webster", "54101"],
		["wv_wetzel", "54103"],
		["wv_wirt", "54105"],
		["wv_wood", "54107"],
		["wv_wyoming", "54109"],
		["wi_adams", "55001"],
		["wi_ashland", "55003"],
		["wi_brown", "55009"],
		["wi_buffalo", "55011"],
		["wi_burnett", "55013"],
		["wi_calumet", "55015"],
		["wi_chippewa", "55017"],
		["wi_clark", "55019"],
		["wi_columbia", "55021"],
		["wi_crawford", "55023"],
		["wi_dane", "55025"],
		["wi_dodge", "55027"],
		["wi_door", "55029"],
		["wi_douglas", "55031"],
		["wi_dunn", "55033"],
		["wi_eau claire", "55035"],
		["wi_florence", "55037"],
		["wi_fond du lac", "55039"],
		["wi_fond de lac", "55039"],
		["wi_fonddu lac", "55039"],
		["wi_forest", "55041"],
		["wi_grant", "55043"],
		["wi_green", "55045"],
		["wi_green lake", "55047"],
		["wi_iowa", "55049"],
		["wi_iron", "55051"],
		["wi_jackson", "55053"],
		["wi_jefferson", "55055"],
		["wi_juneau", "55057"],
		["wi_kenosha", "55059"],
		["wi_kewaunee", "55061"],
		["wi_la crosse", "55063"],
		["wi_lacrosse", "55063"],
		["wi_lafayette", "55065"],
		["wi_langlade", "55067"],
		["wi_lincoln", "55069"],
		["wi_manitowoc", "55071"],
		["wi_marathon", "55073"],
		["wi_marinette", "55075"],
		["wi_marquette", "55077"],
		["wi_milwaukee", "55079"],
		["wi_milw", "55079"],
		["wi_monroe", "55081"],
		["wi_oconto", "55083"],
		["wi_oneida", "55085"],
		["wi_outagamie", "55087"],
		["wi_ozaukee", "55089"],
		["wi_pepin", "55091"],
		["wi_pierce", "55093"],
		["wi_polk", "55095"],
		["wi_portage", "55097"],
		["wi_price", "55099"],
		["wi_racine", "55101"],
		["wi_richland", "55103"],
		["wi_rock", "55105"],
		["wi_rusk", "55107"],
		["wi_st croix", "55109"],
		["wi_st. croix", "55109"],
		["wi_sauk", "55111"],
		["wi_sawyer", "55113"],
		["wi_shawano", "55115"],
		["wi_sheboygan", "55117"],
		["wi_taylor", "55119"],
		["wi_trempealeau", "55121"],
		["wi_vilas", "55125"],
		["wi_walworth", "55127"],
		["wi_washburn", "55129"],
		["wi_washington", "55131"],
		["wi_waukesha", "55133"],
		["wi_waupaca", "55135"],
		["wi_waushara", "55137"],
		["wi_winnebago", "55139"],
		["wi_wood", "55141"],
		["wy_albany", "56001"],
		["wy_big horn", "56003"],
		["wy_campbell", "56005"],
		["wy_carbon", "56007"],
		["wy_converse", "56009"],
		["wy_crook", "56011"],
		["wy_fremont", "56013"],
		["wy_goshen", "56015"],
		["wy_hot springs", "56017"],
		["wy_johnson", "56019"],
		["wy_laramie", "56021"],
		["wy_lincoln", "56023"],
		["wy_natrona", "56025"],
		["wy_niobrara", "56027"],
		["wy_park", "56029"],
		["wy_platte", "56031"],
		["wy_sheridan", "56033"],
		["wy_sublette", "56035"],
		["wy_sweetwater", "56037"],
		["wy_teton", "56039"],
		["wy_uinta", "56041"],
		["wy_washakie", "56043"],
		["wy_weston", "56045"],
		]
	
	compile_US_states_and_counties()
		
	
def set_1940_dictionaries():

	state_fips_1940_list = [[ 1, "Alabama"],
		[ 2, "Alaska"],
		[ 4, "Arizona"],
		[ 5, "Arkansas"],
		[ 6, "California"],
		[ 8, "Colorado"],
		[ 9, "Connecticut"],
		[ 10, "Delaware"],
		[ 11, "District of Columbia"],
		[ 12, "Florida"],
		[ 13, "Georgia"],
		[ 15, "Hawaii"],
		[ 16, "Idaho"],
		[ 17, "Illinois"],
		[ 18, "Indiana"],
		[ 19, "Iowa"],
		[ 20, "Kansas"],
		[ 21, "Kentucky"],
		[ 22, "Louisiana"],
		[ 23, "Maine"],
		[ 24, "Maryland"],
		[ 25, "Massachusetts"],
		[ 26, "Michigan"],
		[ 27, "Minnesota"],
		[ 28, "Mississippi"],
		[ 29, "Missouri"],
		[ 30, "Montana"],
		[ 31, "Nebraska"],
		[ 32, "Nevada"],
		[ 33, "New Hampshire"],
		[ 34, "New Jersey"],
		[ 35, "New Mexico"],
		[ 36, "New York"],
		[ 37, "North Carolina"],
		[ 38, "North Dakota"],
		[ 39, "Ohio"],
		[ 40, "Oklahoma"],
		[ 41, "Oregon"],
		[ 42, "Pennsylvania"],
		[ 44, "Rhode Island"],
		[ 45, "South Carolina"],
		[ 46, "South Dakota"],
		[ 47, "Tennessee"],
		[ 48, "Texas"],
		[ 49, "Utah"],
		[ 50, "Vermont"],
		[ 51, "Virginia"],
		[ 53, "Washington"],
		[ 54, "West Virginia"],
		[ 55, "Wisconsin"],
		[ 56, "Wyoming"],
		[ 61, "Maine-New Hampshire-Vermont"],
		[ 62, "Massachusetts-Rhode Island"],
		[ 63, "Minnesota-Iowa-Missouri-Kansas-Nebraska-S. Dakota-N. Dakota"],
		[ 64, "Maryland-Delaware"],
		[ 65, "Montana-Idaho-Wyoming"],
		[ 66, "Utah-Nevada"],
		[ 67, "Arizona-New Mexico"],
		[ 68, "Alaska-Hawaii"],
		[ 72, "Puerto Rico"],
		[ 78, "Virgin Islands (in 1990 internal census data)"],
		[ 93, "Dakota Territory"],
		[ 94, "Indian Territory"],
		[ 97, "Overseas Military Installations"],
		[ 99, "State not identified"],
		]

	genders_1940_list = [[ 1, "Male"],
		[ 2, "Female"],
		[ 8, "Illegible"],
		[ 9, "Missing/blank"],
		]
	
	ethnicities_1940_list = [[ 100, "White"],
		[ 110, "Spanish write_in"],
		[ 120, "Blank (white)"],
		[ 130, "Portuguese"],
		[ 140, "Mexican (1930)"],
		[ 150, "Puerto Rican"],
		[ 200, "Black/Negro"],
		[ 210, "Mulatto"],
		[ 300, "American Indian/Alaska Native (AIAN)"],
		[ 302, "Apache"],
		[ 303, "Blackfoot"],
		[ 304, "Cherokee"],
		[ 305, "Cheyenne"],
		[ 306, "Chickasaw"],
		[ 307, "Chippewa"],
		[ 308, "Choctaw"],
		[ 309, "Comanche"],
		[ 310, "Creek"],
		[ 311, "Crow"],
		[ 312, "Iroquois"],
		[ 313, "Kiowa"],
		[ 314, "Lumbee"],
		[ 315, "Navajo"],
		[ 316, "Osage"],
		[ 317, "Paiute"],
		[ 318, "Pima"],
		[ 319, "Potawatomi"],
		[ 320, "Pueblo"],
		[ 321, "Seminole"],
		[ 322, "Shoshone"],
		[ 323, "Sioux"],
		[ 324, "Tlingit (Tlingit_Haida, 2000, ACS)"],
		[ 325, "Tohono O'Odham"],
		[ 326, "All other tribes (1990)"],
		[ 328, "Hopi"],
		[ 350, "Delaware"],
		[ 351, "Latin American Indian"],
		[ 352, "Puget Sound Salish"],
		[ 353, "Yakama"],
		[ 354, "Yaqui"],
		[ 355, "Colville"],
		[ 356, "Houma"],
		[ 357, "Menominee"],
		[ 358, "Yuman"],
		[ 359, "South American Indian"],
		[ 360, "Mexican American Indian"],
		[ 361, "Other Specified AI tribe (2000,ACS)"],
		[ 362, "Two or more AI tribes (2000,ACS)"],
		[ 370, "Alaskan Athabaskan"],
		[ 371, "Aleut"],
		[ 372, "Eskimo"],
		[ 373, "Alaskan mixed"],
		[ 374, "Inupiat"],
		[ 375, "Yup'ik"],
		[ 379, "Other AN tribe(s) (2000,ACS)"],
		[ 398, "Both AI and AN (2000,ACS)"],
		[ 399, "AIAN, tribe not specified"],
		[ 400, "Chinese"],
		[ 410, "Taiwanese"],
		[ 420, "Chinese and Taiwanese"],
		[ 500, "Japanese"],
		[ 600, "Filipino"],
		[ 610, "Asian Indian (Hindu 1920_1940)"],
		[ 620, "Korean"],
		[ 630, "Native Hawaiian"],
		[ 631, "Asiatic Hawaiian (1920)"],
		[ 632, "Caucasian Hawaiian (1920)"],
		[ 634, "Hawaiian mixed"],
		[ 640, "Vietnamese"],
		[ 641, "Bhutanese"],
		[ 642, "Mongolian"],
		[ 643, "Nepalese"],
		[ 650, "Other Asian or Pacific Islander (1980)"],
		[ 651, "Asian only (CPS)"],
		[ 652, "Pacific Islander only (CPS)"],
		[ 653, "Asian or Pacific Islander, n.s. (1990 Internal Census files)"],
		[ 660, "Cambodian"],
		[ 661, "Hmong"],
		[ 662, "Laotian"],
		[ 663, "Thai"],
		[ 664, "Bangladeshi"],
		[ 665, "Burmese"],
		[ 666, "Indonesian"],
		[ 667, "Malaysian"],
		[ 668, "Okinawan"],
		[ 669, "Pakistani"],
		[ 670, "Sri Lankan"],
		[ 671, "All other Asian, n.e.c."],
		[ 672, "Asian, not specified"],
		[ 673, "Chinese and Japanese"],
		[ 674, "Chinese and Filipino"],
		[ 675, "Chinese and Vietnamese"],
		[ 676, "Chinese and Asian write_in; Chinese and Other Asian"],
		[ 677, "Japanese and Filipino"],
		[ 678, "Asian Indian and Asian write_in"],
		[ 679, "Other Asian race combinations"],
		[ 680, "Samoan"],
		[ 681, "Tahitian"],
		[ 682, "Tongan"],
		[ 683, "Other Polynesian (1990)"],
		[ 684, "One or more other Polynesian races (2000,ACS)"],
		[ 685, "Guamanian/Chamorro"],
		[ 686, "Northern Mariana Islander"],
		[ 687, "Palauan"],
		[ 688, "Other Micronesian (1990)"],
		[ 689, "One or more other Micronesian races (2000,ACS)"],
		[ 690, "Fijian"],
		[ 691, "Other Melanesian (1990)"],
		[ 692, "One or more Melanesian races (2000,ACS)"],
		[ 698, "Two or more PI races from multiple regions"],
		[ 699, "Pacific Islander (PI), n.s."],
		[ 700, "Other race, n.e.c."],
		[ 801, "White and Black"],
		[ 802, "White and AIAN"],
		[ 810, "White and Asian"],
		[ 811, "White and Chinese"],
		[ 812, "White and Japanese"],
		[ 813, "White and Filipino"],
		[ 814, "White and Asian Indian"],
		[ 815, "White and Korean"],
		[ 816, "White and Vietnamese"],
		[ 817, "White and Asian write_in"],
		[ 818, "White and other Asian race(s)"],
		[ 819, "White and two or more Asian groups"],
		[ 820, "White and PI:"],
		[ 821, "White and Native Hawaiian"],
		[ 822, "White and Samoan"],
		[ 823, "White and Guamanian/Chamorro"],
		[ 824, "White and PI write_in"],
		[ 825, "White and other PI race(s)"],
		[ 826, "White and 'other race' write_in"],
		[ 827, "White and one or more major race groups, n.e.c."],
		[ 830, "Black and AIAN"],
		[ 831, "Black and Asian"],
		[ 832, "Black and Chinese"],
		[ 833, "Black and Japanese"],
		[ 834, "Black and Filipino"],
		[ 835, "Black and Asian Indian"],
		[ 836, "Black and Korean"],
		[ 837, "Black and Asian write_in"],
		[ 838, "Black and other Asian race(s)"],
		[ 840, "Black and Pacific Islander"],
		[ 841, "Black and Pacific Islander write_in"],
		[ 842, "Black and other PI race(s)"],
		[ 845, "Black and 'other race' write_in"],
		[ 850, "AIAN and Asian"],
		[ 851, "AIAN and Filipino (2000 1%)"],
		[ 852, "AIAN and Asian Indian"],
		[ 853, "AIAN and Asian write_in (2000 1%)"],
		[ 854, "AIAN and other Asian race(s)"],
		[ 855, "AIAN and Pacific Islander"],
		[ 856, "AIAN and 'other race' write_in"],
		[ 860, "Asian and Pacific Islander"],
		[ 861, "Chinese and Native Hawaiian"],
		[ 862, "Chinese, Filipino, and Native Hawaiian (2000 1%)"],
		[ 863, "Japanese and Native Hawaiian (2000 1%)"],
		[ 864, "Filipino and Native Hawaiian"],
		[ 865, "Filipino and PI write_in"],
		[ 866, "Asian Indian and PI write_in (2000 1%)"],
		[ 867, "Asian write_in and PI write_in"],
		[ 868, "Other Asian race(s) and PI race(s)"],
		[ 869, "Japanese and Korean (ACS)"],
		[ 880, "Asian and 'other race' write_in"],
		[ 881, "Chinese and 'other race' write_in"],
		[ 882, "Japanese and 'other race' write_in (2000 1%)"],
		[ 883, "Filipino and 'other race' write_in"],
		[ 884, "Asian Indian and 'other race' write_in"],
		[ 885, "Asian write_in and 'other race' write_in"],
		[ 886, "Other Asian race(s) and 'other race' write_in"],
		[ 887, "Chinese and Korean"],
		[ 890, "PI and 'other race' write_in"],
		[ 891, "PI write_in and 'other race' write_in"],
		[ 892, "Other PI race(s) and 'other race' write_in"],
		[ 893, "Native Hawaiian or PI other race(s)"],
		[ 899, "Asian/Pacific Islander and 'other race' write_in"],
		[ 901, "White, Black, and AIAN"],
		[ 902, "White and Black and Asian"],
		[ 903, "White and Black and Pacific Islander"],
		[ 904, "White and Black and 'other race' write_in"],
		[ 905, "White and American Indian/Alaska Native and Asian"],
		[ 906, "White and American Indian/Alaska Native and Pacific Islander"],
		[ 907, "White and American Indian/Alaska Native and 'other race' write_in"],
		[ 910, "White and Asian and Pacific Islander:"],
		[ 911, "White and Chinese and Native Hawaiian"],
		[ 912, "White and Chinese and Filipino and Native Hawaiian (2000 1%, 2012 ACS)"],
		[ 913, "White and Japanese and Native Hawaiian (2000 1%)"],
		[ 914, "White and Filipino and Native Hawaiian"],
		[ 915, "Other White and Asian race(s) and Pacific Islander race(s)"],
		[ 916, "White, AIAN and Filipino"],
		[ 917, "White, Black, and Filipino"],
		[ 920, "White and Asian and 'other race' write_in:"],
		[ 921, "White and Filipino and 'other race' write_in (2000 1%)"],
		[ 922, "White and Asian write_in and 'other race' write_in (2000 1%)"],
		[ 923, "Other White and Asian race(s) and 'other race' write_in (2000 1%)"],
		[ 925, "White and Pacific Islander and 'other race' write_in"],
		[ 926, "White, Chinese, Filipino"],
		[ 930, "Black and American Indian/Alaska Native and Asian"],
		[ 931, "Black and American Indian/Alaska Native and Pacific Islander"],
		[ 932, "Black and American Indian/Alaska Native and 'other race' write_in"],
		[ 933, "Black and Asian and Pacific Islander"],
		[ 934, "Black and Asian and 'other race' write_in"],
		[ 935, "Black and Pacific Islander and 'other race' write_in"],
		[ 940, "American Indian/Alaska Native and Asian and Pacific Islander"],
		[ 941, "American Indian/Alaska Native and Asian and 'other race' write_in"],
		[ 942, "American Indian/Alaska Native and Pacific Islander and 'other race' write_in"],
		[ 943, "Asian and Pacific Islander and 'other race' write_in"],
		[ 944, "Asian (Chinese, Japanese, Korean, Vietnamese); and Native Hawaiian or PI; and Other"],
		[ 949, "Two or three major race groups, unspecified (CPS)"],
		[ 950, "White and Black and American Indian/Alaska Native and Asian"],
		[ 951, "White and Black and American Indian/Alaska Native and Pacific Islander"],
		[ 952, "White and Black and American Indian/Alaska Native and 'other race' write_in"],
		[ 953, "White and Black and Asian and Pacific Islander"],
		[ 954, "White and Black and Asian and 'other race' write_in"],
		[ 955, "White and Black and Pacific Islander and 'other race' write_in"],
		[ 960, "White and American Indian/Alaska Native and Asian and Pacific Islander"],
		[ 961, "White and American Indian/Alaska Native and Asian and 'other race' write_in"],
		[ 962, "White and American Indian/Alaska Native and Pacific Islander and 'other race' write_in"],
		[ 963, "White and Asian and Pacific Islander and 'other race' write_in"],
		[ 964, "White, Chinese, Japanese, Native Hawaiian"],
		[ 970, "Black and American Indian/Alaska Native and Asian and Pacific Islander"],
		[ 971, "Black and American Indian/Alaska Native and Asian and 'other race' write_in"],
		[ 972, "Black and American Indian/Alaska Native and Pacific Islander and 'other race' write_in"],
		[ 973, "Black and Asian and Pacific Islander and 'other race' write_in"],
		[ 974, "American Indian/Alaska Native and Asian and Pacific Islander and 'other race' write_in"],
		[ 975, "American Indian and Alaska Native race; Asian groups and/or Native Hawaiian and Other Pacific Islander groups and/or Some other race"],
		[ 976, "Two specified Asian (Chinese and other Asian, Chinese and Japanese, Japanese and other Asian, Korean and other Asian); Native Hawaiian/PI; and Other Race"],
		[ 980, "White and Black and American Indian/Alaska Native and Asian and Pacific Islander"],
		[ 981, "White and Black and American Indian/Alaska Native and Asian and 'other race' write_in"],
		[ 982, "White and Black and American Indian/Alaska Native and Pacific Islander and 'other race' write_in"],
		[ 983, "White and Black and Asian and Pacific Islander and 'other race' write_in"],
		[ 984, "White and American Indian/Alaska Native and Asian and Pacific Islander and 'other race' write_in"],
		[ 985, "Black and American Indian/Alaska Native and Asian and Pacific Islander and 'other race' write_in"],
		[ 986, "Black or African American race; American Indian and Alaska Native race; Asian groups and/or Native Hawaiian and Other Pacific Islander groups and/or Some other race"],
		[ 989, "Four or five major race groups, unspecified (CPS)"],
		[ 990, "White and Black and American Indian/Alaska Native and Asian and Pacific Islander and 'other race' write_in"],
		[ 991, "White race; Some other race; Black or African American race and/or American Indian and Alaska Native race and/or Asian groups and/or Native Hawaiian and Other Pacific Islander groups"],
		[ 996, "Two or more major race groups, n.e.c. (CPS)"],
		[ 997, "Unknown"],
		[ 998, "Illegible"],
		[ 999, "Missing"],
		]
	
	birthplaces_1940_list = [[ 100, "Alabama"],
		[ 200, "Alaska"],
		[ 400, "Arizona"],
		[ 500, "Arkansas"],
		[ 600, "California"],
		[ 800, "Colorado"],
		[ 900, "Connecticut"],
		[ 1000, "Delaware"],
		[ 1100, "District of Columbia"],
		[ 1200, "Florida"],
		[ 1300, "Georgia"],
		[ 1500, "Hawaii"],
		[ 1600, "Idaho"],
		[ 1610, "Idaho Territory"],
		[ 1700, "Illinois"],
		[ 1800, "Indiana"],
		[ 1900, "Iowa"],
		[ 2000, "Kansas"],
		[ 2100, "Kentucky"],
		[ 2200, "Louisiana"],
		[ 2300, "Maine"],
		[ 2400, "Maryland"],
		[ 2500, "Massachusetts"],
		[ 2600, "Michigan"],
		[ 2700, "Minnesota"],
		[ 2800, "Mississippi"],
		[ 2900, "Missouri"],
		[ 3000, "Montana"],
		[ 3100, "Nebraska"],
		[ 3200, "Nevada"],
		[ 3300, "New Hampshire"],
		[ 3400, "New Jersey"],
		[ 3500, "New Mexico"],
		[ 3510, "New Mexico Territory"],
		[ 3600, "New York"],
		[ 3700, "North Carolina"],
		[ 3800, "North Dakota"],
		[ 3900, "Ohio"],
		[ 4000, "Oklahoma"],
		[ 4010, "Indian Territory"],
		[ 4100, "Oregon"],
		[ 4200, "Pennsylvania"],
		[ 4400, "Rhode Island"],
		[ 4500, "South Carolina"],
		[ 4600, "South Dakota"],
		[ 4610, "Dakota Territory"],
		[ 4700, "Tennessee"],
		[ 4800, "Texas"],
		[ 4900, "Utah"],
		[ 4910, "Utah Territory"],
		[ 5000, "Vermont"],
		[ 5100, "Virginia"],
		[ 5300, "Washington"],
		[ 5400, "West Virginia"],
		[ 5500, "Wisconsin"],
		[ 5600, "Wyoming"],
		[ 5610, "Wyoming Territory"],
		[ 9000, "Native American"],
		[ 9900, "United States, n.s."],
		[ 10000, "American Samoa"],
		[ 10010, "Samoa, 1940-1950"],
		[ 10500, "Guam"],
		[ 11000, "Puerto Rico"],
		[ 11500, "U.S. Virgin Islands"],
		[ 11510, "St. Croix"],
		[ 11520, "St. John"],
		[ 11530, "St. Thomas"],
		[ 12000, "Other US Possessions"],
		[ 12010, "Johnston Atoll"],
		[ 12020, "Midway Islands"],
		[ 12030, "Wake Island"],
		[ 12040, "Other US Caribbean Is."],
		[ 12041, "Navassa Island"],
		[ 12050, "Other US Pacific Is."],
		[ 12051, "Baker Island"],
		[ 12052, "Howland Island"],
		[ 12053, "Jarvis Island"],
		[ 12054, "Kingman Reef"],
		[ 12055, "Palmyra Atoll"],
		[ 12090, "US outlying areas, n.s."],
		[ 12091, "US possessions, n.s."],
		[ 12092, "US territory, n.s."],
		[ 15000, "Canada"],
		[ 15010, "English Canada"],
		[ 15011, "British Columbia"],
		[ 15013, "Alberta"],
		[ 15015, "Saskatchewan"],
		[ 15017, "Northwest"],
		[ 15019, "Rupert's Land"],
		[ 15020, "Manitoba"],
		[ 15021, "Red River"],
		[ 15030, "Ontario/Upper Canada"],
		[ 15031, "Upper Canada"],
		[ 15032, "Canada West"],
		[ 15040, "New Brunswick"],
		[ 15050, "Nova Scotia"],
		[ 15051, "Cape Breton"],
		[ 15052, "Halifax"],
		[ 15060, "Prince Edward Island"],
		[ 15070, "Newfoundland"],
		[ 15080, "French Canada"],
		[ 15081, "Quebec"],
		[ 15082, "Lower Canada"],
		[ 15083, "Canada East"],
		[ 15500, "St. Pierre and Miquelon"],
		[ 16000, "Atlantic Islands"],
		[ 16010, "Bermuda"],
		[ 16020, "Cape Verde"],
		[ 16030, "Falkland Islands"],
		[ 16040, "Greenland"],
		[ 16050, "St. Helena and Ascension"],
		[ 16060, "Canary Islands"],
		[ 19900, "North America, n.s. / n.e.c."],
		[ 20000, "Mexico"],
		[ 21000, "Central America"],
		[ 21010, "Belize/British Honduras"],
		[ 21020, "Costa Rica"],
		[ 21030, "El Salvador"],
		[ 21040, "Guatemala"],
		[ 21050, "Honduras"],
		[ 21060, "Nicaragua"],
		[ 21070, "Panama"],
		[ 21071, "Canal Zone"],
		[ 21090, "Central America, n.s."],
		[ 25000, "Cuba"],
		[ 26000, "West Indies"],
		[ 26010, "Dominican Republic"],
		[ 26020, "Haiti"],
		[ 26030, "Jamaica"],
		[ 26040, "British West Indies"],
		[ 26041, "Anguilla"],
		[ 26042, "Antigua-Barbuda"],
		[ 26043, "Bahamas"],
		[ 26044, "Barbados"],
		[ 26045, "British Virgin Islands"],
		[ 26046, "Anegada"],
		[ 26047, "Cooper"],
		[ 26048, "Jost Van Dyke"],
		[ 26049, "Peter"],
		[ 26050, "Tortola"],
		[ 26051, "Virgin Gorda"],
		[ 26052, "British Virgin Islands, n.s./ n.e.c."],
		[ 26053, "Cayman Isles"],
		[ 26054, "Dominica"],
		[ 26055, "Grenada"],
		[ 26056, "Montserrat"],
		[ 26057, "St. Kitts-Nevis"],
		[ 26058, "St. Lucia"],
		[ 26059, "St. Vincent"],
		[ 26060, "Trinidad and Tobago"],
		[ 26061, "Turks and Caicos"],
		[ 26069, "British West Indies, n.s./ n.e.c."],
		[ 26070, "Other West Indies"],
		[ 26071, "Aruba"],
		[ 26072, "Netherlands Antilles"],
		[ 26073, "Bonaire"],
		[ 26074, "Curacao"],
		[ 26075, "Dutch St. Maarten"],
		[ 26076, "Saba"],
		[ 26077, "St. Eustatius"],
		[ 26079, "Dutch Caribbean, n.s./ n.e.c."],
		[ 26080, "French St. Maarten"],
		[ 26081, "Guadeloupe"],
		[ 26082, "Martinique"],
		[ 26083, "St. Barthelemy"],
		[ 26089, "French Caribbean, n.s."],
		[ 26090, "Antilles, n.s."],
		[ 26091, "Caribbean, n.s. / n.e.c."],
		[ 26092, "Latin America, n.s."],
		[ 26093, "Leeward Islands, n.s."],
		[ 26094, "West Indies, n.s."],
		[ 26095, "Windward Islands, n.s."],
		[ 29900, "Americas, n.s."],
		[ 30000, "SOUTH AMERICA"],
		[ 30005, "Argentina"],
		[ 30010, "Bolivia"],
		[ 30015, "Brazil"],
		[ 30020, "Chile"],
		[ 30025, "Colombia"],
		[ 30030, "Ecuador"],
		[ 30035, "French Guiana"],
		[ 30040, "Guyana/British Guiana"],
		[ 30045, "Paraguay"],
		[ 30050, "Peru"],
		[ 30055, "Suriname"],
		[ 30060, "Uruguay"],
		[ 30065, "Venezuela"],
		[ 30090, "South America, n.s."],
		[ 30091, "South and Central America, n.s."],
		[ 40000, "Denmark"],
		[ 40010, "Faroe Islands"],
		[ 40100, "Finland"],
		[ 40200, "Iceland"],
		[ 40300, "Lapland, n.s."],
		[ 40400, "Norway"],
		[ 40410, "Svalbard and Jan Meyen"],
		[ 40411, "Svalbard"],
		[ 40412, "Jan Meyen"],
		[ 40500, "Sweden"],
		[ 41000, "England"],
		[ 41010, "Channel Islands"],
		[ 41011, "Guernsey"],
		[ 41012, "Jersey"],
		[ 41020, "Isle of Man"],
		[ 41100, "Scotland"],
		[ 41200, "Wales"],
		[ 41300, "United Kingdom, n.s./ n.e.c."],
		[ 41400, "Ireland"],
		[ 41410, "Northern Ireland"],
		[ 41900, "Northern Europe, n.s."],
		[ 42000, "Belgium"],
		[ 42100, "France"],
		[ 42110, "Alsace-Lorraine"],
		[ 42111, "Alsace"],
		[ 42112, "Lorraine"],
		[ 42200, "Liechtenstein"],
		[ 42300, "Luxembourg"],
		[ 42400, "Monaco"],
		[ 42500, "Netherlands"],
		[ 42600, "Switzerland"],
		[ 42900, "Western Europe, n.s."],
		[ 43000, "Albania"],
		[ 43100, "Andorra"],
		[ 43200, "Gibraltar"],
		[ 43300, "Greece"],
		[ 43310, "Dodecanese Islands"],
		[ 43320, "Turkey Greece"],
		[ 43330, "Macedonia"],
		[ 43400, "Italy"],
		[ 43500, "Malta"],
		[ 43600, "Portugal"],
		[ 43610, "Azores"],
		[ 43620, "Madeira Islands"],
		[ 43630, "Cape Verde Islands"],
		[ 43640, "St. Miguel"],
		[ 43700, "San Marino"],
		[ 43800, "Spain"],
		[ 43900, "Vatican City"],
		[ 44000, "Southern Europe, n.s."],
		[ 45000, "Austria"],
		[ 45010, "Austria-Hungary"],
		[ 45020, "Austria-Graz"],
		[ 45030, "Austria-Linz"],
		[ 45040, "Austria-Salzburg"],
		[ 45050, "Austria-Tyrol"],
		[ 45060, "Austria-Vienna"],
		[ 45070, "Austria-Kaernten"],
		[ 45080, "Austria-Neustadt"],
		[ 45100, "Bulgaria"],
		[ 45200, "Czechoslovakia"],
		[ 45210, "Bohemia"],
		[ 45211, "Bohemia-Moravia"],
		[ 45212, "Slovakia"],
		[ 45213, "Czech Republic"],
		[ 45300, "Germany"],
		[ 45301, "Berlin"],
		[ 45302, "West Berlin"],
		[ 45303, "East Berlin"],
		[ 45310, "West Germany, n.e.c."],
		[ 45311, "Baden"],
		[ 45312, "Bavaria"],
		[ 45313, "Braunschweig"],
		[ 45314, "Bremen"],
		[ 45315, "Hamburg"],
		[ 45316, "Hanover"],
		[ 45317, "Hessen"],
		[ 45318, "Hesse-Nassau"],
		[ 45319, "Lippe"],
		[ 45320, "Lubeck"],
		[ 45321, "Oldenburg"],
		[ 45322, "Rhineland"],
		[ 45323, "Schaumburg-Lippe"],
		[ 45324, "Schleswig"],
		[ 45325, "Sigmaringen"],
		[ 45327, "Westphalia"],
		[ 45328, "Wurttemberg"],
		[ 45329, "Waldecker"],
		[ 45330, "Wittenberg"],
		[ 45331, "Frankfurt"],
		[ 45332, "Saarland"],
		[ 45333, "Nordheim-Westfalen"],
		[ 45340, "East Germany, n.e.c."],
		[ 45341, "Anhalt"],
		[ 45342, "Brandenburg"],
		[ 45344, "Kingdom of Saxony"],
		[ 45345, "Mecklinburg"],
		[ 45346, "Saxony"],
		[ 45347, "Thuringian States"],
		[ 45350, "Probable Saxony"],
		[ 45351, "Schwerin"],
		[ 45353, "Probably Thuringian States"],
		[ 45360, "Prussia, n.e.c."],
		[ 45361, "Hohenzollern"],
		[ 45362, "Niedersachsen"],
		[ 45400, "Hungary"],
		[ 45500, "Poland"],
		[ 45510, "Austrian Poland"],
		[ 45511, "Galicia"],
		[ 45520, "German Poland"],
		[ 45521, "East Prussia"],
		[ 45522, "Pomerania"],
		[ 45523, "Posen"],
		[ 45524, "Prussian Poland"],
		[ 45525, "Silesia"],
		[ 45526, "West Prussia"],
		[ 45530, "Russian Poland"],
		[ 45600, "Romania"],
		[ 45610, "Transylvania"],
		[ 45700, "Yugoslavia"],
		[ 45710, "Croatia"],
		[ 45720, "Montenegro"],
		[ 45730, "Serbia"],
		[ 45740, "Bosnia"],
		[ 45750, "Dalmatia"],
		[ 45760, "Slovonia"],
		[ 45770, "Carniola"],
		[ 45780, "Slovenia"],
		[ 45790, "Kosovo"],
		[ 45800, "Central Europe, n.s."],
		[ 45900, "Eastern Europe, n.s."],
		[ 46000, "Estonia"],
		[ 46100, "Latvia"],
		[ 46200, "Lithuania"],
		[ 46300, "Baltic States, n.s."],
		[ 46500, "Other USSR/Russia"],
		[ 46510, "Byelorussia"],
		[ 46520, "Moldavia"],
		[ 46521, "Bessarabia"],
		[ 46530, "Ukraine"],
		[ 46540, "Armenia"],
		[ 46541, "Azerbaijan"],
		[ 46542, "Republic of Georgia"],
		[ 46543, "Kazakhstan"],
		[ 46544, "Kirghizia"],
		[ 46545, "Tadzhik"],
		[ 46546, "Turkmenistan"],
		[ 46547, "Uzbekistan"],
		[ 46548, "Siberia"],
		[ 46590, "USSR, n.s./n.e.c."],
		[ 49900, "Europe, n.s."],
		[ 50000, "China"],
		[ 50010, "Hong Kong"],
		[ 50020, "Macau"],
		[ 50030, "Mongolia"],
		[ 50040, "Taiwan"],
		[ 50100, "Japan"],
		[ 50200, "Korea"],
		[ 50210, "North Korea"],
		[ 50220, "South Korea"],
		[ 50900, "East Asia, n.s."],
		[ 51000, "Brunei"],
		[ 51100, "Cambodia (Kampuchea)"],
		[ 51200, "Indonesia"],
		[ 51210, "East Indies"],
		[ 51220, "East Timor"],
		[ 51300, "Laos"],
		[ 51400, "Malaysia"],
		[ 51500, "Philippines"],
		[ 51600, "Singapore"],
		[ 51700, "Thailand"],
		[ 51800, "Vietnam"],
		[ 51900, "Southeast Asia, n.s."],
		[ 51910, "Indochina, n.s."],
		[ 52000, "Afghanistan"],
		[ 52100, "India"],
		[ 52110, "Bangladesh"],
		[ 52120, "Bhutan"],
		[ 52130, "Burma (Myanmar)"],
		[ 52140, "Pakistan"],
		[ 52150, "Sri Lanka (Ceylon)"],
		[ 52200, "Iran"],
		[ 52300, "Maldives"],
		[ 52400, "Nepal"],
		[ 53000, "Bahrain"],
		[ 53100, "Cyprus"],
		[ 53200, "Iraq"],
		[ 53210, "Mesopotamia"],
		[ 53300, "Iraq/Saudi Arabia"],
		[ 53400, "Israel/Palestine"],
		[ 53410, "Gaza Strip"],
		[ 53420, "Palestine"],
		[ 53430, "West Bank"],
		[ 53440, "Israel"],
		[ 53500, "Jordan"],
		[ 53600, "Kuwait"],
		[ 53700, "Lebanon"],
		[ 53800, "Oman"],
		[ 53900, "Qatar"],
		[ 54000, "Saudi Arabia"],
		[ 54100, "Syria"],
		[ 54200, "Turkey"],
		[ 54210, "European Turkey"],
		[ 54220, "Asian Turkey"],
		[ 54300, "United Arab Emirates"],
		[ 54400, "Yemen Arab Republic (North)"],
		[ 54500, "Yemen, PDR (South)"],
		[ 54600, "Persian Gulf States, n.s."],
		[ 54700, "Middle East, n.s."],
		[ 54800, "Southwest Asia, n.e.c./n.s."],
		[ 54900, "Asia Minor, n.s."],
		[ 55000, "South Asia, n.e.c."],
		[ 59900, "Asia, n.e.c./n.s."],
		[ 60000, "AFRICA"],
		[ 60010, "Northern Africa"],
		[ 60011, "Algeria"],
		[ 60012, "Egypt/United Arab Rep."],
		[ 60013, "Libya"],
		[ 60014, "Morocco"],
		[ 60015, "Sudan"],
		[ 60016, "Tunisia"],
		[ 60017, "Western Sahara"],
		[ 60019, "North Africa, n.s."],
		[ 60020, "Benin"],
		[ 60021, "Burkina Faso"],
		[ 60022, "Gambia"],
		[ 60023, "Ghana"],
		[ 60024, "Guinea"],
		[ 60025, "Guinea-Bissau"],
		[ 60026, "Ivory Coast"],
		[ 60027, "Liberia"],
		[ 60028, "Mali"],
		[ 60029, "Mauritania"],
		[ 60030, "Niger"],
		[ 60031, "Nigeria"],
		[ 60032, "Senegal"],
		[ 60033, "Sierra Leone"],
		[ 60034, "Togo"],
		[ 60038, "Western Africa, n.s."],
		[ 60039, "French West Africa, n.s."],
		[ 60040, "British Indian Ocean Territory"],
		[ 60041, "Burundi"],
		[ 60042, "Comoros"],
		[ 60043, "Djibouti"],
		[ 60044, "Ethiopia"],
		[ 60045, "Kenya"],
		[ 60046, "Madagascar"],
		[ 60047, "Malawi"],
		[ 60048, "Mauritius"],
		[ 60049, "Mozambique"],
		[ 60050, "Reunion"],
		[ 60051, "Rwanda"],
		[ 60052, "Seychelles"],
		[ 60053, "Somalia"],
		[ 60054, "Tanzania"],
		[ 60055, "Uganda"],
		[ 60056, "Zambia"],
		[ 60057, "Zimbabwe"],
		[ 60058, "Bassas da India"],
		[ 60059, "Europa"],
		[ 60060, "Gloriosos"],
		[ 60061, "Juan de Nova"],
		[ 60062, "Mayotte"],
		[ 60063, "Tromelin"],
		[ 60064, "Eastern Africa, n.e.c./n.s."],
		[ 60065, "Eritrea"],
		[ 60070, "Central Africa:"],
		[ 60071, "Angola"],
		[ 60072, "Cameroon"],
		[ 60073, "Central African Republic"],
		[ 60074, "Chad"],
		[ 60075, "Congo"],
		[ 60076, "Equatorial Guinea"],
		[ 60077, "Gabon"],
		[ 60078, "Sao Tome and Principe"],
		[ 60079, "Zaire"],
		[ 60080, "Central Africa, n.s."],
		[ 60081, "Equatorial Africa, n.s."],
		[ 60082, "French Equatorial Africa, n.s."],
		[ 60090, "Southern Africa:"],
		[ 60091, "Botswana"],
		[ 60092, "Lesotho"],
		[ 60093, "Namibia"],
		[ 60094, "South Africa (Union of)"],
		[ 60095, "Swaziland"],
		[ 60096, "Southern Africa, n.s."],
		[ 60099, "Africa, n.s./n.e.c."],
		[ 70000, "Australia and New Zealand"],
		[ 70010, "Australia"],
		[ 70011, "Ashmore and Cartier Islands"],
		[ 70012, "Coral Sea Islands Territory"],
		[ 70013, "Christmas Island"],
		[ 70014, "Cocos Islands"],
		[ 70020, "New Zealand"],
		[ 71000, "Pacific Islands"],
		[ 71010, "New Caledonia"],
		[ 71012, "Papua New Guinea"],
		[ 71013, "Solomon Islands"],
		[ 71014, "Vanuatu (New Hebrides)"],
		[ 71015, "Fiji"],
		[ 71016, "Melanesia, n.s."],
		[ 71017, "Norfolk Islands"],
		[ 71018, "Niue"],
		[ 71020, "Cook Islands"],
		[ 71022, "French Polynesia"],
		[ 71023, "Tonga"],
		[ 71024, "Wallis and Futuna Islands"],
		[ 71025, "Western Samoa"],
		[ 71026, "Pitcairn Island"],
		[ 71027, "Tokelau"],
		[ 71028, "Tuvalu"],
		[ 71029, "Polynesia, n.s."],
		[ 71032, "Kiribati"],
		[ 71033, "Canton and Enderbury"],
		[ 71034, "Nauru"],
		[ 71039, "Micronesia, n.s."],
		[ 71040, "US Pacific Trust Territories:"],
		[ 71041, "Marshall Islands"],
		[ 71042, "Micronesia"],
		[ 71043, "Kosrae"],
		[ 71044, "Pohnpei"],
		[ 71045, "Truk"],
		[ 71046, "Yap"],
		[ 71047, "Northern Mariana Islands"],
		[ 71048, "Palau"],
		[ 71049, "Pacific Trust Territories, n.s."],
		[ 71050, "Clipperton Island"],
		[ 71090, "Oceania, n.s./n.e.c."],
		[ 80000, "ANTARTICA, n.s./n.e.c."],
		[ 80010, "Bouvet Islands"],
		[ 80020, "British Antarctic Terr."],
		[ 80030, "Dronning Maud Land"],
		[ 80040, "French Southern and Antartic Lands"],
		[ 80050, "Heard and McDonald Islands"],
		[ 90000, "ABROAD (unknown) or at sea"],
		[ 90010, "Abroad, n.s."],
		[ 90011, "Abroad (US citizen)"],
		[ 90020, "At sea"],
		[ 90021, "At sea (US citizen)"],
		[ 90022, "At sea or abroad (U.S. citizen)"],
		[ 95000, "OTHER, n.e.c."],
		[ 99700, "Unknown"],
		[ 99800, "Illegible"],
		[ 99900, "Missing/blank"],
		[ 99999, "99999"]]
	
	state_fips_1940_list = [[ 1, "Alabama"],
		[ 2, "Alaska"],
		[ 4, "Arizona"],
		[ 5, "Arkansas"],
		[ 6, "California"],
		[ 8, "Colorado"],
		[ 9, "Connecticut"],
		[ 10, "Delaware"],
		[ 11, "District of Columbia"],
		[ 12, "Florida"],
		[ 13, "Georgia"],
		[ 15, "Hawaii"],
		[ 16, "Idaho"],
		[ 17, "Illinois"],
		[ 18, "Indiana"],
		[ 19, "Iowa"],
		[ 20, "Kansas"],
		[ 21, "Kentucky"],
		[ 22, "Louisiana"],
		[ 23, "Maine"],
		[ 24, "Maryland"],
		[ 25, "Massachusetts"],
		[ 26, "Michigan"],
		[ 27, "Minnesota"],
		[ 28, "Mississippi"],
		[ 29, "Missouri"],
		[ 30, "Montana"],
		[ 31, "Nebraska"],
		[ 32, "Nevada"],
		[ 33, "New Hampshire"],
		[ 34, "New Jersey"],
		[ 35, "New Mexico"],
		[ 36, "New York"],
		[ 37, "North Carolina"],
		[ 38, "North Dakota"],
		[ 39, "Ohio"],
		[ 40, "Oklahoma"],
		[ 41, "Oregon"],
		[ 42, "Pennsylvania"],
		[ 44, "Rhode Island"],
		[ 45, "South Carolina"],
		[ 46, "South Dakota"],
		[ 47, "Tennessee"],
		[ 48, "Texas"],
		[ 49, "Utah"],
		[ 50, "Vermont"],
		[ 51, "Virginia"],
		[ 53, "Washington"],
		[ 54, "West Virginia"],
		[ 55, "Wisconsin"],
		[ 56, "Wyoming"],
		[ 61, "Maine-New Hampshire-Vermont"],
		[ 62, "Massachusetts-Rhode Island"],
		[ 63, "Minnesota-Iowa-Missouri-Kansas-Nebraska-S. Dakota-N. Dakota"],
		[ 64, "Maryland-Delaware"],
		[ 65, "Montana-Idaho-Wyoming"],
		[ 66, "Utah-Nevada"],
		[ 67, "Arizona-New Mexico"],
		[ 68, "Alaska-Hawaii"],
		[ 72, "Puerto Rico"],
		[ 78, "Virgin Islands (in 1990 internal census data)"],
		[ 93, "Dakota Territory"],
		[ 94, "Indian Territory"],
		[ 97, "Overseas Military Installations"],
		[ 99, "State not identified"],
		]
	
	# Now compile all of this into dictionaries
	global state_fips_1940
	global genders_1940
	global ethnicities_1940
	global birthplaces_1940

	state_fips_1940 = dict()
	genders_1940 = dict()
	ethnicities_1940 = dict()
	birthplaces_1940 = dict()

	for pair in state_fips_1940_list:
		state_fips_1940[pair[0]] = pair[1]
	for pair in genders_1940_list:
		genders_1940[pair[0]] = pair[1]
	for pair in ethnicities_1940_list:
		ethnicities_1940[pair[0]] = pair[1]
	for pair in birthplaces_1940_list:
		birthplaces_1940[pair[0]] = pair[1]


	
	
def compile_US_states_and_counties():
	
	# Compile a RE list for US state codes
	global state_name
	global state_code
	global RE_ages
	
	state_code = dict()
	state_name = dict()
	for pair in US_states:
		
		# Get state code (first element) and state name (second element)
		sc = pair[0].lower()
		sn = pair[1].lower()
		
		state_code[sn] = sc
		state_name[sc] = sn

	global county_fips
	county_fips = dict()
	for pair in US_counties:
		
		# Get state code and county (first element) and county FIPS (second element
		county_fips[pair[0]] = pair[1]
		

	global icpsr_fips
	icpsr_fips = dict()
	for pair in ICPSR_counties:
		
		# Get state code and county (first element) and county FIPS (second element in the pair, normalized to today)
		icpsr_fips[pair[0]] = pair[1]
		

	# Define a regular epxression for matching states with birth place
	RE_ages	 = re.compile("^((0)|([1-9][0-9]?[0-9]?))$")

	global RE_US_state_codes
	RE_US_state_codes = re.compile("^(" + ")|(".join(state_name.keys()) + ")$", re.IGNORECASE)
	
	global RE_US_state_names
	RE_US_state_names = re.compile("^(" + ")|(".join(state_code.keys()) + ")$", re.IGNORECASE)
		
	
	
######################
######################
## indexes for text file data handling
######################
######################


class indexes:
	# shared by all	
	pid_title			 = 'pid'
	gender_title		= 'self_empty_info_gender'
	ethnicity_title	 	= 'self_empty_info_race'
	age_title			 = 'self_residence_info_age'
	birthplace_title	= 'self_birth_place_empty'
	last_name_title	 = 'self_empty_name_surname'
	first_name_title	= 'self_empty_name_given'
	
	occupation_title	= 'self_empty_info_occupation'
	industry_title		= ''
	emp_title			 = ''
	
	res_state_title	 = 'self_residence_place_state'
	res_county_title	= 'self_residence_place_county'
		
			
	def __init__(self, year):
		self.year = year
		if (year == 1940):
			self.last_name_index =	26
			self.first_name_index=	25
			self.gender_index	=	31
			self.ethnicity_index =	32
			self.age_index		 =	33
			self.birthplace_index=	38
			self.occupation_index=	51	
			
			self.occupation_title= "general_occupation"
			
		elif (year == 1930):
			
			if (machine == "laptop" or machine == "desktop"):
				# Code for Miguel's version of the 1930 data
				self.last_name_index =	 2
				self.first_name_index=	 3
				self.age_index		 =	 13
				self.ethnicity_index =	 14
				self.birthplace_index=	 15
				self.gender_index	=	 22
				
				self.occupation_index=	 106
	
				self.res_state_index	= 5
				self.res_county_index	 = 4 
	
				self.pid_index			= 74
				self.industry_index	 = 107
				self.emp_index			= 110
				
				self.res_state_title	= "general_StateAbb"
				self.pid_title			= 'general_UNIQUE_IDENTIFIER'
				self.industry_title	 = 'general_industry'
				self.emp_title			= 'general_employment'
			elif (machine == "unc_cluster"):
			
				self.last_name_index =	 11
				self.first_name_index=	 12
				self.age_index		 =	 18
				self.ethnicity_index =	 19
				self.birthplace_index=	 20
				self.gender_index	=	 25
				
				self.occupation_index=	 109
	
				self.res_state_index	= 5
				self.res_county_index	 = 6
	
				self.pid_index			= 4
				self.industry_index	 = 110
				self.emp_index			= 113
				
				self.res_state_title	= "self_residence_place_state"
				self.pid_title			= 'pid'
				self.industry_title	 = 'general_industry'
				self.emp_title			= 'general_employment'
			
			
		elif (year == 1920):
			# In 1920, the first and last name are swapped from IPUMS
			
			# Update this with new data file!
#			raise Exception("verify year 1920")
 #			 self.first_name_title	 = "self_empty_name_surname"
	#			self.last_name_title	= "self_empty_name_given"
			
			self.pid_index			= 0
			
			self.last_name_index	= 4
			self.first_name_index	 = 5
			self.res_state_index	= 8
			self.res_county_index	 = 9
			
			self.age_index			=	15
			self.ethnicity_index	=	16
			self.gender_index		 =	17
			self.birthplace_index	 =	20
			self.occupation_index	 =	79
			self.industry_index	 =	80
			
			# Different occupation name in 1920
			self.occupation_title	 = 'indexed_occupation'	
			self.industry_title	 = 'indexed_industry'
			self.pid_title			= "PID"
			
		elif (year == 1910):
			self.first_name_index	 =	5
			self.last_name_index	=	6
			self.age_index			=	16
			self.ethnicity_index	=	17
			self.gender_index		 =	18
			self.birthplace_index	 =	21
		elif (year == 1900):
			self.age_index = 11
			self.gender_index = 45
			self.ethnicity_index = 43
			self.birthplace_index = 27 
		else:
			raise Exception("UnsupportedYear")

	
######################
######################
## Person class for 
## name comparison
######################
######################
		
class person:
			
	
	# Default the text line to none, in which case it returns the header (for printout and extraction)
	def __init__(self, year, text_line = None):
		
		if (text_line == None):
			self.year 		= year
			self.pid 		= "pid"
			self.first_name = "first_name"
			self.last_name 	= "last_name"
			self.birthplace = "birthplace"
			self.ethnicity 	= "ethnicity"
			self.gender		= "gender"
			self.res_state 	= "res_state"
			self.res_county = "res_county"
			self.age 		= "age"
			self.occstr 	= "occstr"
			self.indstr		= "indstr"
			self.occ1950 	= "occ1950"
			self.ind1950	= "ind1950"
			self.occ1940	= "occ1940"
			self.ind1940	= "ind1940"
			self.wage		= "wage"
			self.classwkr	= "classwkr"
			self.valueh		= "housevalue"
			self.ownershp	= "ownershp"
			self.occupation = "occupation"
			self.industry 	= "industry"
			self.employment = "employment"
			
			
		else:
	
			if (year == 1940):
				# The file structure for the 1940b revision is different and does 
				# not use indexes as the other years
				# but fixed witch delimiting
				
				self.year = year
				self.pid = "0"
		
				# Identifiers		
				self.first_name		 = text_line[1708:1724]
				self.last_name			= text_line[1692:1708]
				
				# Get the data, recode it if possible, and put into lower case
				birthplace				= text_line[68:73];
				if (int(birthplace) in birthplaces_1940):
					birthplace = birthplaces_1940[int(birthplace)]
				self.birthplace = birthplace.lower()
							
				self.age				= text_line[53:56]
				
				# Get the data, recode it if possible, and put into lower case
				ethnicity				 = text_line[57:60]
				if (int(ethnicity) in ethnicities_1940):
					ethnicity = ethnicities_1940[int(ethnicity)]
				self.ethnicity = ethnicity.lower()
				
				# Get the data, recode it if possible, and put into lower case
				gender					= text_line[56:57]
				if (int(gender) in genders_1940):
					gender = genders_1940[int(gender)]
				self.gender = gender.lower()
				
				# More information
				self.classwkr 				= text_line[124:126]
				
				
				# Residence
				self.res_state	= current_state_1940
				self.res_county	= current_county_1940
				self.valueh		= current_valueh_1940
				self.ownershp 	= current_ownershp_1940
				
				# These two lines are only for Household records, not personal records
				# res_state			= text_line[36:38]
				# res_county		 = text_line[1134:1138]
				
	
				# Occupation and employment
				self.occupation	= text_line[645:697]
				self.industry	= text_line[2310:2313]
				self.employment	= text_line[111:113]
				self.occ1950	= text_line[114:117]
				self.ind1950	= text_line[121:124]
				
				# Income
				self.wage		= text_line[147:153]
		 
				# Other relevant variables for frequency table 
				# qocc	= text_line[295]
				# qind	= text_line[283]
				# indstr	= text_line[1724:1768]
				self.occ1940 = text_line[2307:2310]
				self.ind1940 = text_line[2310:2313]
				
				'''
				Copied from this excerpt of IPUMS' stata code, usa1940_b.do
				notice that the first number gets -1 (Python starts at 0, Stata at 1)
				but not the second number: a python slice does not include the last character
	
		long	incwage	148-153	///
				
		str	 namefrst	 1709-1724	///
		str	 namelast	 1693-1708	///
		long	bpl		69-73		///
		int	 age		54-56		///
		int	 race		 58-60		///
		byte	sex		57-57		///
		byte	statefip	 37-38		///
		int	 county	 1135-1138	///
		str	 ind1940	2311-2313	///
		byte	empstat	112-113	///
		int	 occ1950	115-117	///
		byte	qocc		 296-296	///
		str	 occstr	 646-697	///
		int	 ind1950	122-124	///
		byte	qind		 284-284	///
		str	 indstr	 1725-1768	///
		str	 occ1940	2308-2310	///
		str	 ind1940	2311-2313	///
		byte	classwkr	 125-126	///
		long	valueh	 1076-1082	///
		byte	ownershp	 80-81		///
	
		'''
	
				
				# Problem: most of these come coded to save space! So I will have to uncode them and I have
				# to do it here because Stata doesn't have enough power
				
				
			else:
				details = text_line.split(tab_delimiter)
	
				ind = indexes(year)
				self.year = year
		
				# Ancestry identifiers
				self.pid = details[ind.pid_index]
		
				# Identifiers		
				first_name = details[ind.first_name_index]
				if (0):
					# Split first name into given name and middle name
					space_index = string.find(first_name, " ")
					if (space_index != -1):
						middle_name = first_name[space_index+1:]
						first_name = first_name[:space_index]
					else:
						middle_name = ""
					self.middle_name		= string.lower(middle_name)
					self.first_name		 = string.lower(first_name)
				else:
					self.first_name = first_name 
				
				self.last_name		= details[ind.last_name_index]
				self.birthplace		= details[ind.birthplace_index]
				self.age			= details[ind.age_index]
				self.ethnicity		= details[ind.ethnicity_index]
				self.gender			= details[ind.gender_index]
				
				# Residence state (as 2-letter code)
				state_info			= details[ind.res_state_index]
				if (year == 1920 or year == 1930):
					# In 1920, state is entered with name, so transform it into a code
					if (state_info in state_code):
						self.res_state	= state_code[state_info]
					else:
						self.res_state	= state_info
					
				
				# Get county fips code from state and county name
				county_name			 = details[ind.res_county_index]
				temp					= self.res_state + "_" + county_name
				if (temp in county_fips):
					self.res_county	 = county_fips[temp]
				else:
					self.res_county	 = county_name
					
				# Backup original value
				self.debug				= county_name	
				
				# Occupation and employment
				self.occupation		 = details[ind.occupation_index]
				self.industry			 = details[ind.industry_index]
				if (self.year == 1930): 
					self.emp			= details[ind.emp_index]
		

	def to_string(self):
		return (indent + "First name: " + self.first_name + crlf + \
				# indent + "Middle name: " + self.middle_name + crlf + \
				indent + "Last name: "	+ self.last_name + crlf + \
				indent + "Age: " + self.age + crlf + \
				indent + "Birthplace: " + self.birthplace + crlf + \
				indent + "Ethnicity: " + self.ethnicity + crlf+ \
				indent + "Gender: " + self.gender + crlf + \
				indent + "Occupation: " + self.occupation + crlf)
	
	def encode_names(self):
		self.first_name_nysiis = jellyfish.nysiis(self.first_name)
		self.last_name_nysiss = jellyfish.nysiis(last_name)
			

	def extract(self):
		
		vars = [self.pid, self.last_name, self.first_name, self.birthplace, 
					self.res_state, self.res_county, self.age, self.ethnicity, self.occupation]
		if (self.year == 1930):
			vars = vars + [self.emp, self.industry]
		elif (self.year == 1920):
			vars = vars + [self.industry]
		elif (self.year == 1940):
			vars = vars + [self.occ1950, self.occ1940, self.ind1940, self.ind1950, self.wage, 
						self.classwkr, self.valueh, self.ownershp]
		
		
		# Join all fields 
		temp = tab_delimiter.join(vars)	
		
		# Clean up single and double quotes in the whole line
		temp = temp.replace("'", " ")
		temp = temp.replace('"', ' ')
		temp = temp.replace("`", " ")
		temp = temp.replace("	", " ")
		temp = temp.replace("	", " ")
		temp = temp.lower()
		return temp
			 

######################
######################
## Class to handle file titles
## such as "1920_Male_White_California_15.txt"
######################
######################

class file_title:
	delimiter = "_"
	year_index = 0
	gender_index = 1
	ethnicity_index = 2
	birthplace_index = 3
	age_index = 4
	def __init__(self, filename):
		purged_filename = filename[string.rfind(filename,slash):-1]
		purged_filename = purged_filename[1:string.find(purged_filename,".")]
		self.title = purged_filename
		details = purged_filename.split(self.delimiter)
		
		if (details[self.year_index] == ""):
			printout("Problem for file: '" + filename + "'")
			printout("Purged = '" + purged_filename + "'")
		
		self.year = int(details[self.year_index])
		self.gender = details[self.gender_index]
		self.ethnicity = details[self.ethnicity_index]
		self.birthplace = details[self.birthplace_index]
		self.age = details[self.age_index]
	
	def equals(self,f2):
		try:
			age1 = int(self.age)
			age2 = int(f2.age)
		
			# Compare four attributes of these file headers
			return ((self.gender == f2.gender) & (self.ethnicity == f2.ethnicity) & (self.birthplace == f2.birthplace) & (self.year - age1 == f2.year - age2))
		except:
			return False
		

#####################
## I/O functions
#####################
def filename(file):
	return file[file.rfind(slash)+1:]


######################
######################
## Verify header of each files
######################
######################


def verify_header(header, year):
	
	if (year == 1940):
		printout("Year 1940 has different format and headers were NOT verified")
		return False
	
	
	# Load indexes and titles for this year
	ind = indexes(year)
	
	# Split
	details = header.split("|")
	
	# Import all details:
	pid = details[ind.pid_index]
	if not(pid == ind.pid_title):
		printout("Problem with pid: read '"+pid+"' and was expecting '"+ind.pid_title + "'")
		raise Exception("Check header files")

	gender = details[ind.gender_index]
	if not(gender == ind.gender_title):
		printout("Problem with gender: read '"+gender+"' and was expecting '"+ind.gender_title + "'")
		raise Exception("Check header files")

	ethnicity = details[ind.ethnicity_index]
	if not(ethnicity == ind.ethnicity_title):
		printout("Problem with ethnicity: read '"+ethnicity+"' and was expecting "+ind.ethnicity_title + "'")
		raise Exception("Check header files")

	age = details[ind.age_index]
	if not(age == ind.age_title):
		printout("Problem with age: read '"+age+"' and was expecting '"+ind.age_title + "'")
		raise Exception("Check header files")
	
	birthplace = details[ind.birthplace_index]
	if not(birthplace == ind.birthplace_title):
		printout("Problem with birthplace: read '"+birthplace+"' and was expecting "+ind.birthplace_title + "'")
		raise Exception("Check header files")

	last_name = details[ind.last_name_index]
	if not(last_name == ind.last_name_title):
		printout("Problem with last_name: read '"+last_name+"' and was expecting '"+ind.last_name_title + "'")
		raise Exception("Check header files")

	first_name = details[ind.first_name_index]
	if not(first_name == ind.first_name_title):
		printout("Problem with first_name: read '"+first_name+"' and was expecting "+ind.first_name_title + "'")
		raise Exception("Check header files")

	occupation = details[ind.occupation_index]
	if not(occupation == ind.occupation_title):
		printout("Problem with occupation: read '"+occupation+"' and was expecting '"+ind.occupation_title + "'")
		raise Exception("Check header files")

	industry = details[ind.industry_index]
	if not(industry == ind.industry_title):
		printout("Problem with industry: read '"+industry+"' and was expecting '"+ind.industry_title + "'")
		raise Exception("Check header files")

	if (year == 1930):
		emp = details[ind.emp_index]
		if not(emp == ind.emp_title):
			printout("Problem with emp: read '"+emp+"' and was expecting '"+ind.emp_title + "'")
			raise Exception("Check header files")


	res_state = details[ind.res_state_index]
	if not(res_state == ind.res_state_title):
		printout("Problem with res_state: read '"+res_state+"' and was expecting '"+ind.res_state_title + "'")
		raise Exception("Check header files")

	res_county = details[ind.res_county_index]
	if not(res_county == ind.res_county_title):
		printout("Problem with res_county: read '"+res_county+"' and was expecting '"+ind.res_county_title + "'")
		raise Exception("Check header files")
	

	return True
		

######################
######################
# Function to printout(to screen or to file
######################
######################

def printout(out_line, reset = False, line_break = True):
	
	# Wrap the writing to the log folder in a try
	# because the network sometimes fails and then it stops the whole program
	try: 
		if (reset):
			log = open(log_file, "w+")
		else:
			log = open(log_file, "a+")
		log.write(out_line)
		if (line_break):
			log.write(crlf)
		log.close()
	except:
		# do nothing
		bla = 2
		
	finally:
		if (line_break):
			print out_line
		else:
			sys.stdout.write(out_line)

######################
######################
## Write dictionaries to file
######################
######################


def writeDict(dict, filename, sep):
	with open(filename, "w+") as f:
		for the_key in dict.iterkeys():			
			f.write(the_key + sep + str(dict[the_key]) + crlf)


###################################
###################################
## Read and extract a few lines
###################################
###################################
def sampler(year):
		
		# Define	input and output file (output for extraction of a sample)
		if (year == 1940):
			cop_file = root_folder + slash + "umnData" + slash + str(year) + slash + "us1940b_usa.dat"
		else:
			cop_file = root_folder + slash + "umnData" + slash + str(year) + slash + "Census" + str(year) + "_NewYork.txt"
		output_file = common_folder + slash + str(year) + "_sample.txt"
		
		# Verify headings for this file
		print("here")
		
		with (open(cop_file)) as cop:
			for i_cop, old_cop_line in enumerate(cop):
			
				if (i_cop == 0):
					header = old_cop_line
					if not(verify_header(header, year)):
						printout("Headers failed!")
					out = open(output_file, "w+")
	
				else:
					if (i_cop <= 1000):
						
						# Only printout(up until 1930, when headers are tab-delimited
						if (year != 1940):
							p = person(year, old_cop_line)
							printout("Line " + str(i_cop) + ": " + crlf + p.to_string())
					else:
						out.close()
						break
		
				out.write(old_cop_line)
	
		printout("Sample of " + str(year) + " saved at " + output_file)

				
		

		


# Format function for user
def format_number(num):
	num_thousands = int(num		 / 1000)
	num_millions = int(num_thousands/ 1000)
	num_billions = int(num_millions / 1000)
	num_trillions= int(num_billions / 1000)
	if (num_trillions > 0):
		return str(num_trillions) + "T"
	elif (num_billions > 0):
		return str(num_billions) + "B"
	elif (num_millions > 0):
		return str(num_millions) + "M"
	elif (num_thousands > 0):
		return str(num_thousands) + "k"
	else:
		return str(num)

def format_duration(duration):
	seconds = duration.total_seconds()
	hours = int(seconds // 3600)
	minutes = int((seconds % 3600) // 60)
	seconds = int(seconds % 60)
	if (hours == 0):
		if (minutes == 0):
			return "{} seconds".format(seconds)
		else:
			return ("{}m{}s".format(minutes, seconds))
	else:
		 return ("{}h {}m {}s".format(hours, minutes, seconds))

# Folder size
def get_folder_size(folder):
	total_size = os.path.getsize(folder)
	for item in os.listdir(folder):
		itempath = os.path.join(folder, item)
		if os.path.isfile(itempath):
			total_size += os.path.getsize(itempath)
		elif os.path.isdir(itempath):
			total_size += getFolderSize(itempath)
	return total_size



def random_sample(threshold):
	# Append all lines in file 2, except the first, to file 1
	input_folder	 = "C:\\Users\\mabm3\\Documents\\umnData\\output\\"
	output_folder	 = "N:\\morin research\CoP\\output\\"
	input_file	= input_folder + "linked_records.txt"
	output_file = input_folder + "linked_records_sample.txt"
	
	# Read file 1 and remove the first few lines (header and people from Texas that are duplicate)
	out = open(output_file, "w+")

	with open(input_file) as f:
		 for i_cop, old_cop_line in enumerate(f):
			if ((i_cop == 0) | (random.random() < threshold)):
				out.write(old_cop_line)
	
	out.close()
	
	# move file
	os.system("mv " + input_folder + " " + output_folder)
	
	print("Done!")

						

def frequency_table1940():

	print("Amend script to put frequency first and avoid problems")
	return
	
	
	folder = root_folder + slash + "umnData" + slash + "1940"
	input_file = folder + slash + "us1940b_usa.dat"
	
	freq_table = dict()
	line_table = dict()
	
	program_start = datetime.now()
	loop_timer	= program_start
	
	last_line	 = 0
		
	with (open(input_file)) as cop:
		for i_cop, cop_line in enumerate(cop):
			
			# Check that this is the record of a person, not a household
			
			if (cop_line[0] == "P"):
				
				# Check if this line has over 2337 characters: if so, the line is probably bad
				# The IPUMS Stata code does not use more than 2331 characters, but most lines have 2337 characters
				line_length = len(cop_line)
				if (line_length > 2337):
					print("### Line " +str(i_cop) + " has length " + str(line_length))
					print("### line =")
					printout(cop_line)
					
				# Build a frequency table for the length of the lines
				if (line_length in freq_table): line_table[line_length]	 += 1
				else: line_table[line_length]	 = 1
				
				
				# Extract relevant variables 
				occ1950 = cop_line[114:117]
				qocc	= cop_line[295]
				occstr	= cop_line[645:697]
				ind1950 = cop_line[121:124]
				qind	= cop_line[283]
				indstr	= cop_line[1724:1768]
				occ1940 = cop_line[2307:2310]
				ind1940 = cop_line[2310:2313]
				
				'''
				Copied from this excerpt of IPUMS' stata code, usa1940_b.do
				notice that the first number gets -1 (Python starts at 0, Stata at 1)
				but not the second number: a python slice does not include the last character
				
	int	 occ1950	115-117	///
	byte	qocc		 296-296	///
	str	 occstr	 646-697	///
	int	 ind1950	122-124	///
	byte	qind		 284-284	///
	str	 indstr	 1725-1768	///
	str	 occ1940	2308-2310	///
	str	 ind1940	2311-2313	///

	'''

				
				# Clean up occstr and indstr
				occstr = occstr.replace("'", "")
				occstr = occstr.replace('"', '')
				
				indstr = indstr.replace("'", "")
				indstr = indstr.replace('"', '')
				
				occ1940 = occ1940.replace('"', '')
				occ1940 = occ1940.replace("'", "")
				
				ind1940 = ind1940.replace('"', '')
				ind1940 = ind1940.replace("'", "")
				
				
				# Display them
				if (i_cop < 10):
					
					
					#printout("10 characters:"
					#printout(cop_line[0:9]
	
					#printout("whole line"
					#printout(cop_line
					
					# return
					
					printout("person " + str(i_cop))
					printout("occ1950 = " + occ1950)
					printout("qocc	= " + qocc)
					printout("occstr	= " + occstr)
					printout("ind1950 = " + ind1950)
					printout("qind	= " + qind)
					printout("indstr	= " + indstr)
					printout(crlf + crlf)
					
				# N-uplet contains all this information
				nuplet = (occ1950 
							+ tab_delimiter + qocc 
							+ tab_delimiter + occstr 
							+ tab_delimiter + ind1950 
							+ tab_delimiter + qind 
							+ tab_delimiter + indstr
							+ tab_delimiter + occ1940
							+ tab_delimiter + ind1940)			 
				
				# Add to frequency table
				if (nuplet in freq_table): freq_table[nuplet]	 += 1
				else: freq_table[nuplet]	 = 1
				
				# Keep track of time building the table
				micro_interval = 10000
				macro_interval = 100 * micro_interval 
				
				if ((i_cop % micro_interval == 0) & (i_cop > 0)):
					
					new_timer = datetime.now() 
					loop_elapsed =	new_timer - loop_timer
					loop_timer = new_timer
					
					# If loop_elapsed is longer than 1 second,
					# then the line probably has a problem
					if (loop_elapsed.total_seconds() >= 1):
						printout("#################################")
						printout("## Problem")
						printout("#################################")
						printout("## Lines " + str(last_line) + " - " + str(i_cop) + ": " + format_duration(loop_elapsed))
						printout("#################################")

					last_line = i_cop
					
					if (i_cop % macro_interval == 0):	
						elapsed = new_timer - program_start
						printout(format_number(i_cop) + " lines: " + format_duration(elapsed))
						
					
					# break
	
	
	# Save to output frequency table
	# Create a new file
	
	output_file = common_folder + slash + "freq_table.txt"
	out = open(output_file, "w+")
	out.write("occ1950" + tab_delimiter + "qocc" + tab_delimiter + "occstr" + tab_delimiter + "ind1950" 
				+ tab_delimiter + "qind" + tab_delimiter + "indstr" + tab_delimiter + "occ1940" + 
				tab_delimiter + "ind1940" + tab_delimiter + "frequency" + crlf)
	 
	for key in freq_table:
		out.write(key + tab_delimiter + str(freq_table[key]) + crlf)

	out.close()
	
	
	# Same for line length
	# Create a new file
	output_file = common_folder + slash + "line_table.txt"
	out = open(output_file, "w+")
	out.write("line_length" + tab_delimiter + "frequency" + crlf)
	 
	for key in line_table:
		out.write(str(key) + tab_delimiter + str(line_table[key]) + crlf)

	out.close()
	
	
	

###################################
## Main function for extracing 
## relevant lines from big files
###################################

def extractor(years = [1940], verify_headings = True, by = "", overwrite = False):

	# Initialize a frequency table with count of unique identifiers to make sure it can be relied upon
	

	# Initialize time statistics and folders to deal with
	num_lines = 0
	folders_to_treat = dict()
	folders_size = 0
	folders_read = 0	
	program_start = datetime.now()
	for year in years:
		folders_to_treat[year] = root_folder + slash + sub_folder + slash + str(year) + slash
		folders_size += get_folder_size(folders_to_treat[year])
	
	# Shortcut variable to skip some states at a point when Windows was giving problems.
	OK = True
	
	# Iterate file handling by year
	for year in years:
		
		# In 1940, you don't verify headers (all empty anyway)
		if (year == 1940):
			verify_headings = False

		output_folder = root_folder + slash + sub_folder + slash + str(year)
			
		if (by == "residence"):
			output_folder += "_extracted_res"
		elif (by == "birthplace"):
			output_folder += "_extracted_birth"
		else:
			printout("No blocking function define (e.g., residence, birthplace). If you are extracting, you'll have an error soon.")
			output_folder = False
			# this should give an error when trying to write	
		
		year_start = datetime.now()
		
		# Remove all potential output files if outside of heading verification
		if (overwrite and not(verify_headings)):
			printout("Erasing all files in " + output_folder)
			potential_files = os.path.join(output_folder, "*.txt")
			filelist = glob.glob(potential_files)
			for f in filelist:
				os.remove(f)
		
		
		# Iterate over all input files: 1940 in the desktop is a special case of a single file
		if ((year == 1940) and not (machine == "laptop")):	 
			listing = os.path.join(folders_to_treat[year], '*.dat')
		else:
			 listing = os.path.join(folders_to_treat[year], '*' + str(year) + '*.txt')
		
		for input_file in glob.glob(listing):
			
			# Shortcut variable to skip all files until this one, in case the desktop 
			# gives problems
			#if (filename(input_file) == "Census1930_Michigan.txt"):
			#	OK = True
 
			if (OK):
			
				state_start = datetime.now()
	
				# Communicate with user
				sys.stdout.write("\r")
				if (verify_headings):	 
					printout("Verifying headings for file: " + filename(input_file))
					# Note: actual verification comes down below
				else:
					printout("Going into a new file: " + filename(input_file) + ", by " + by)
					
				with (open(input_file)) as cop:
					for i_cop, old_cop_line in enumerate(cop):
				
						num_lines += 1

						if (year == 1940):
							# Call the dummy person with the headers then extract it
							# with the same method as the others (this saves a lot of bugs
							# in Stata)
							header_extracted = person(1940).extract()
							
												
						# Verify header or treat as data line?
						if ((i_cop == 0) & (year != 1940)):
							header = old_cop_line
							if not(verify_header(header, year)):
								printout("Problem with the header file...")
								return
							if (verify_headings):
								break
							
							# Compile the header for extraction
							header = person(year, old_cop_line)
							header_extracted = header.extract() 
						
						else:
							cop_line = (old_cop_line.lower()).strip(crlf)
							
							# If 1940, check if this is a data line (note: it's all lower-case now!)
							if (year == 1940):
								hh_record = (cop_line[0] == "h")
								if (hh_record):
									# Update residence state and county
									# These two lines are only for Household records, not personal records
									res_state			= cop_line[36:38]
									res_county		 = cop_line[1134:1138]

									# Use dictionaries to turn into string
									global current_state_1940
									if (int(res_state) in state_fips_1940):
										# From FIPS to name
										current_state_1940 = state_fips_1940[int(res_state)]
										# from name to code
										current_state_1940 = state_code[current_state_1940.lower()]
									else:
										current_state_1940 = res_state
									
									# County in 1940 is from ICPSR codes, which I transform into FIPS codes if possible
									global current_county_1940
									# Transform this from ICPSR county code into FIPS code
									
									temp					= current_state_1940 + "_" + str(int(res_county))
									if (temp in icpsr_fips):
										current_county_1940 = icpsr_fips[temp]
									else:
										current_county_1940 = "i" + res_county
									
										
									global current_valueh_1940
									current_valueh_1940 = cop_line[1075:1082]
									global current_ownershp_1940 
									current_ownershp_1940 = cop_line[79:81]
			
			
										
									
							else:
								hh_record = False
							
							# Read the line in years other then 1940, or if it's not a HH record
							if not((year == 1940 ) & hh_record):
										
									
								
								# Remove carriage return at the end
								'''
								test = "ABCDE" + crlf
								cop_line = test.lower()
								cop_line = test.strip(crlf)
								cop_line = test.strip(crlf).lower()
								cop_line = test.lower().strip(crlf)
								cop_line = (test.lower()).strip(crlf)
								cop_line = (test.strip(crlf)).lower()
								'''
								
								
								# Load a person
								p = person(year, cop_line)
								
							
								# Debug
								# if (i_cop < 10):
								#	printout(p.to_string()
								
								if (p.ethnicity == "w"): p.ethnicity = "white"

								# Handle age			 
								try:
									age_int = int(p.age)
								except ValueError:
									age_int = -1
								finally:
									bla = 1
									 
								
								# Treat this person depending on split
								# by residence or birth state
								if (by == "residence"):
									US_residence = RE_US_state_codes.match(p.res_state)

									if (not(US_residence)):
										state_filename = "other"
									else:
										state_filename = US_residence.group().lower() 
										# I add lowwer because the regular expression ignores the case but still returns
										# uperr case if the original is upper case
									
									# by residence: keep whole population	
									to_keep = True

									output_file_name = output_folder + slash + str(year) + "_" + state_filename + ".txt"
		 
								else:
									
									# check if gender is standardized other than 1930 and 1940
									if (year != 1940):
										if not(p.gender == "male" or p.gender == "female" or 
												p.gender == "" or p.gender == "?" or p.gender == "??" or p.gender == "unknown"
												or p.gender == "true" or p.gender == "false"):
											
											printout("*** Unknown gender: '"+ p.gender + "'", line_break = True)
											
										
									
									# Project with {Sevi and Maia} and {Rowena and Paul}: all the same sample, then restrict in Stata
									to_keep = ((p.gender == "male") & (age_int >= 15) & (age_int <= 60))
									
									
									if (to_keep):
										
										# Replace common birthplace names for 1940 in the cross-section
											
										# Most of these territories that later became states have had 
										# stable boundaries since after the Civil War, around 1866.
										# Someone born before 1866 could have been born in a location outside
										# of present boundaries if he was at least 54 years old in 1920
										# (personal note: Miguel can live with that with no problem). 
										# For the linked sample, these drop out because they would be 66 years 
										# old in 1930 and out of the sample
										
										
										# Arizona and New Mexico: stable since 1866, statehood in 1912
										if (p.birthplace == "arizona territory"): p.birthplace = "arizona"
										if (p.birthplace == "new mexico territory"): p.birthplace = "new mexico"


										# Utah territory: stable after 1866, statehood in 1896
										if (p.birthplace == "utah territory"): p.birthplace = "utah"


										# Colorado: statehood in 1876, so there should be none here
										
										# Idaho, Montana, and Wyoming: stable since 1868, statehood in 1890 (ID & WY), 1889 (MT) 
										if (p.birthplace == "montana territory"): p.birthplace = "montana"
										if (p.birthplace == "idaho territory"): p.birthplace = "idaho"
										if (p.birthplace == "wyoming territory"): p.birthplace = "wyoming"
										
										# Washington; stable since 1863, statehood in 1889
										if (p.birthplace == "washington territory"): p.birthplace = "washington"
									
										# Oregon: statehood in 1859, no need to correct

										
										
										# Elsewhere in the world: 
										if (p.birthplace == "irish free state" or
											p.birthplace == "northern ireland"): p.birthplace = "ireland"
											
										if (p.birthplace == "holland"): p.birthplace = "netherlands"
										if (p.birthplace == "ussr" or  p.birthplace == "other ussr/russia"): p.birthplace = "russia"
										
										if (p.birthplace == "english canada" or 
											p.birthplace == "canada english" or 
											p.birthplace == "canada french" or 
											p.birthplace == "french canada" or 
											p.birthplace == "nova scotia"): p.birthplace = "canada"
										
										if (p.birthplace == "azores"): p.birthplace = "portugal"
										if (p.birthplace == "bohemia"): p.birthplace = "czechoslovakia"
										
										
										# Poland was created in 1919 and was before part of russia
										if (p.birthplace == "poland russia" or p.birthplace == "galicia"): p.birthplace = "poland"
										if (p.birthplace == "slovakland"): p.birthplace = "slovakia"
										
										
										
										
										# Split by birthplace: US states (coded with initials)
										US_birth = re.match(RE_US_state_names.pattern, p.birthplace, re.IGNORECASE)
										
										if not(US_birth):
											
											# or other common countries; threshold = 20k people in any year
											other_birth = re.match(
														"(russia)|(germany)|(czechoslovakia)|(hungary)|(greece)|(netherlands)" + 
														"|(italy)|(france)|(norway)|(scotland)|(ireland)|(finland)|(denmark)" + 
														"|(mexico)|(spain)|(yugoslavia)|(puerto rico)|(poland)|(england)|(canada)" +
														"|(austria)|(sweden)|(lithuania)|(romania)|(switzerland)|(portugal)"+
														"|(turkey)|(syria)|(belgium)|(armenia)|(slovakia)" +
														"|(wales)|(croatia)",
														p.birthplace, re.IGNORECASE 
														)
											if (other_birth):
												birthplace_filename = other_birth.group().lower()
											else:
												birthplace_filename = "other"
											 
											
										else:
											birthplace_filename = state_code[US_birth.group().lower()]
												
										output_file_name = output_folder + slash + str(year) + "_" + birthplace_filename + ".txt"
										
								if (to_keep):
		
									# Produce line with relevant variables only
									
									# Check if file exists, otherwise initialize it with the header
									if not(os.path.exists(output_file_name)):
										# Create a new file
										out = open(output_file_name, "w+")
										out.write(header_extracted + crlf)
									else:
										# Append these details to the right file
										out = open(output_file_name, "a+")
										# Write the original line of the file
										out.write(p.extract() + crlf)
									out.close()
								
						if ((i_cop % 10000 == 1000) or (machine == "laptop" and (i_cop % 100 == 10))):
							#raise Exception("Test over")
							printout(".", line_break = False)

				# compute statistics at the end of each state
				if (not verify_headings):
					state_finish	= datetime.now()
					state_duration	= state_finish - state_start
					
					total_duration	= datetime.now() - program_start
					speed			 = int(1000000 * total_duration.total_seconds() / num_lines)
					
					printout("")
					printout("# " + format_duration(state_duration) + " for "+ input_file)
					printout("# Speed: {} seconds per million lines".format(speed))
	
					folders_read += os.path.getsize(input_file)
				
					if (folders_read > 0):
						try: 
						# Extrapolation statistics in year 1 from files read to files available
							done = int(100 * folders_read / folders_size)
							printout("	# done: " + str(done) + "%")
							
							remain = int(100 * (folders_size - folders_read) / folders_size) 
							printout("	# remaining: " + str(remain) + "%")
							
							factor = int((folders_size - folders_read) / folders_read)
							printout("	# factor: " + str(factor))
							
							remaining = total_duration * factor 
							printout("	# ETA: " + format_duration(remaining))
	
						except:
							printout("	# unable to compute ETA! So far: " + format_duration(total_duration) +
										" for " + str(100 * folders_read / folders_size) + "% completed" )
						finally:
							bla = 1

	printout("Done!")

	

if __name__ == "__main__":
	
	
	os_name = os.name
	os_host = os.getenv("HOSTNAME")
	
	print "os.name = " + str(os_name)
	print "os.host = " + str(os_host)
	

	# Global variables for producing different log files in the UNC server
	global ext_type
	global ext_year
	
	if (len(sys.argv) == 3):

		# General code: sequential on the faculty computer, called in parallel in the cluster 
		arg1 = sys.argv[1]
		
		if (arg1 == "all_years"):
			years = [1920, 1930, 1940]
			
		else:
			years = [int(arg1)]

			
		for year in years:
		
			ext_year = year
			ext_type = sys.argv[2]

			set_globals()
		
		
			if (ext_year != 1940):
				extractor([ext_year], verify_headings = True)
			
			printout("About to run extractor([" + str(ext_year) + "], verify_headings = False, by = " + str(ext_type) + ", overwrite = True)")
			printout("new thing")
			extractor([ext_year], verify_headings = False, by = ext_type, overwrite = True)
			
			
	else:
		ext_year = 1940
		ext_type = "residence"
		set_globals()
		extractor([ext_year], verify_headings = False, by = ext_type, overwrite = True)
			
		# extractor([ext_year], verify_headings = False, by = ext_type, overwrite = True)
		printout("No argument passed, waiting...")