diff --git a/notebooks/data_sources/US_Census.ipynb b/notebooks/data_sources/US_Census.ipynb new file mode 100644 index 0000000..a3c789a --- /dev/null +++ b/notebooks/data_sources/US_Census.ipynb @@ -0,0 +1,3607 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "US Census.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "code", + "metadata": { + "id": "G7231Vj7MK8o", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import pandas as pd\n", + "\n", + "URL = 'https://api.census.gov/data/2019/pep/population?get=LASTUPDATE,POP,DENSITY&for=county:*&in=state:*&key=5436a8b95e523baaa40c22ec906af88a93f405eb'\n", + "API_KEY = '5436a8b95e523baaa40c22ec906af88a93f405eb'\n", + "\n", + "STATE_FIPS_CODES = {\n", + " '01': {'iso': 'AK', 'full_name': 'Alaska'},\n", + " '02': {'iso': 'AL', 'full_name': 'Alabama'},\n", + " '04': {'iso': 'AZ', 'full_name': 'Arizona'},\n", + " '05': {'iso': 'AR', 'full_name': 'Arkansas'},\n", + " '06': {'iso': 'CA', 'full_name': 'California'},\n", + " '08': {'iso': 'CO', 'full_name': 'Colorado'},\n", + " '09': {'iso': 'CT', 'full_name': 'Connecticut'},\n", + " '10': {'iso': 'DE', 'full_name': 'Delaware'},\n", + " '11': {'iso': 'DC', 'full_name': 'District of Columbia'},\n", + " '12': {'iso': 'FL', 'full_name': 'Florida'},\n", + " '13': {'iso': 'GA', 'full_name': 'Georgia'},\n", + " '15': {'iso': 'HI', 'full_name': 'Hawaii'},\n", + " '16': {'iso': 'ID', 'full_name': 'Idaho'},\n", + " '17': {'iso': 'IL', 'full_name': 'Illinois'},\n", + " '18': {'iso': 'IN', 'full_name': 'Indiana'},\n", + " '19': {'iso': 'IA', 'full_name': 'Iowa'},\n", + " '20': {'iso': 'KS', 'full_name': 'Kansas'},\n", + " '21': {'iso': 'KY', 'full_name': 'Kentucky'},\n", + " '22': {'iso': 'LA', 'full_name': 'Louisiana'},\n", + " '23': {'iso': 'ME', 'full_name': 'Maine'},\n", + " '24': {'iso': 'MD', 'full_name': 'Maryland'},\n", + " '25': {'iso': 'MA', 'full_name': 'Massachusetts'},\n", + " '26': {'iso': 'MI', 'full_name': 'Michigan'},\n", + " '27': {'iso': 'MN', 'full_name': 'Minnesota'},\n", + " '28': {'iso': 'MS', 'full_name': 'Mississippi'},\n", + " '29': {'iso': 'MO', 'full_name': 'Missouri'},\n", + " '30': {'iso': 'MT', 'full_name': 'Montana'},\n", + " '31': {'iso': 'NE', 'full_name': 'Nebraska'},\n", + " '32': {'iso': 'NV', 'full_name': 'Nevada'},\n", + " '33': {'iso': 'NH', 'full_name': 'New Hampshire'},\n", + " '34': {'iso': 'NJ', 'full_name': 'New Jersey'},\n", + " '35': {'iso': 'NM', 'full_name': 'New Mexico'},\n", + " '36': {'iso': 'NY', 'full_name': 'New York'},\n", + " '37': {'iso': 'NC', 'full_name': 'North Carolina'},\n", + " '38': {'iso': 'ND', 'full_name': 'North Dakota'},\n", + " '39': {'iso': 'OH', 'full_name': 'Ohio'},\n", + " '40': {'iso': 'OK', 'full_name': 'Oklahoma'},\n", + " '41': {'iso': 'OR', 'full_name': 'Oregon'},\n", + " '42': {'iso': 'PA', 'full_name': 'Pennsylvania'},\n", + " '44': {'iso': 'RI', 'full_name': 'Rhode Island'},\n", + " '45': {'iso': 'SC', 'full_name': 'South Carolina'},\n", + " '46': {'iso': 'SD', 'full_name': 'South Dakota'},\n", + " '47': {'iso': 'TN', 'full_name': 'Tennessee'},\n", + " '48': {'iso': 'TX', 'full_name': 'Texas'},\n", + " '49': {'iso': 'UT', 'full_name': 'Utah'},\n", + " '50': {'iso': 'VT', 'full_name': 'Vermont'},\n", + " '51': {'iso': 'VA', 'full_name': 'Virginia'},\n", + " '53': {'iso': 'WA', 'full_name': 'Washington'},\n", + " '54': {'iso': 'WV', 'full_name': 'West Virginia'},\n", + " '55': {'iso': 'WI', 'full_name': 'Wisconsin'},\n", + " '56': {'iso': 'WY', 'full_name': 'Wyoming'},\n", + " '60': {'iso': 'AS', 'full_name': 'American Samoa'},\n", + " '66': {'iso': 'GU', 'full_name': 'Guam'},\n", + " '72': {'iso': 'PR', 'full_name': 'Puerto Rico'},\n", + " '78': {'iso': 'VI', 'full_name': 'Virgin Islands'},\n", + "}\n", + "\n", + "COUNTY_FIPS_CODES = {\n", + " '01001': 'Autauga',\n", + " '01003': 'Baldwin',\n", + " '01005': 'Barbour',\n", + " '01007': 'Bibb',\n", + " '01009': 'Blount',\n", + " '01011': 'Bullock',\n", + " '01013': 'Butler',\n", + " '01015': 'Calhoun',\n", + " '01017': 'Chambers',\n", + " '01019': 'Cherokee',\n", + " '01021': 'Chilton',\n", + " '01023': 'Choctaw',\n", + " '01025': 'Clarke',\n", + " '01027': 'Clay',\n", + " '01029': 'Cleburne',\n", + " '01031': 'Coffee',\n", + " '01033': 'Colbert',\n", + " '01035': 'Conecuh',\n", + " '01037': 'Coosa',\n", + " '01039': 'Covington',\n", + " '01041': 'Crenshaw',\n", + " '01043': 'Cullman',\n", + " '01045': 'Dale',\n", + " '01047': 'Dallas',\n", + " '01049': 'De Kalb',\n", + " '01051': 'Elmore',\n", + " '01053': 'Escambia',\n", + " '01055': 'Etowah',\n", + " '01057': 'Fayette',\n", + " '01059': 'Franklin',\n", + " '01061': 'Geneva',\n", + " '01063': 'Greene',\n", + " '01065': 'Hale',\n", + " '01067': 'Henry',\n", + " '01069': 'Houston',\n", + " '01071': 'Jackson',\n", + " '01073': 'Jefferson',\n", + " '01075': 'Lamar',\n", + " '01077': 'Lauderdale',\n", + " '01079': 'Lawrence',\n", + " '01081': 'Lee',\n", + " '01083': 'Limestone',\n", + " '01085': 'Lowndes',\n", + " '01087': 'Macon',\n", + " '01089': 'Madison',\n", + " '01091': 'Marengo',\n", + " '01093': 'Marion',\n", + " '01095': 'Marshall',\n", + " '01097': 'Mobile',\n", + " '01099': 'Monroe',\n", + " '01101': 'Montgomery',\n", + " '01103': 'Morgan',\n", + " '01105': 'Perry',\n", + " '01107': 'Pickens',\n", + " '01109': 'Pike',\n", + " '01111': 'Randolph',\n", + " '01113': 'Russell',\n", + " '01115': 'St Clair',\n", + " '01117': 'Shelby',\n", + " '01119': 'Sumter',\n", + " '01121': 'Talladega',\n", + " '01123': 'Tallapoosa',\n", + " '01125': 'Tuscaloosa',\n", + " '01127': 'Walker',\n", + " '01129': 'Washington',\n", + " '01131': 'Wilcox',\n", + " '01133': 'Winston',\n", + " '02013': 'Aleutians East',\n", + " '02016': 'Aleutians West',\n", + " '02020': 'Anchorage',\n", + " '02050': 'Bethel',\n", + " '02060': 'Bristol Bay',\n", + " '02068': 'Denali',\n", + " '02070': 'Dillingham',\n", + " '02090': 'Fairbanks North Star',\n", + " '02100': 'Haines',\n", + " '02110': 'Juneau',\n", + " '02122': 'Kenai Peninsula',\n", + " '02130': 'Ketchikan Gateway',\n", + " '02150': 'Kodiak Island',\n", + " '02164': 'Lake and Peninsula',\n", + " '02170': 'Matanuska-Susitna',\n", + " '02180': 'Nome',\n", + " '02185': 'North Slope',\n", + " '02188': 'Northwest Arctic',\n", + " '02201': 'Prince of Wales-Outer Ketchikan',\n", + " '02220': 'Sitka',\n", + " '02232': 'Skagway-Hoonah-Angoon',\n", + " '02240': 'Southeast Fairbanks',\n", + " '02261': 'Valdez-Cordova',\n", + " '02270': 'Wade Hampton',\n", + " '02280': 'Wrangell-Petersburg',\n", + " '02282': 'Yakutat',\n", + " '02290': 'Yukon-Koyukuk',\n", + " '04001': 'Apache',\n", + " '04003': 'Cochise',\n", + " '04005': 'Coconino',\n", + " '04007': 'Gila',\n", + " '04009': 'Graham',\n", + " '04011': 'Greenlee',\n", + " '04012': 'La Paz',\n", + " '04013': 'Maricopa',\n", + " '04015': 'Mohave',\n", + " '04017': 'Navajo',\n", + " '04019': 'Pima',\n", + " '04021': 'Pinal',\n", + " '04023': 'Santa Cruz',\n", + " '04025': 'Yavapai',\n", + " '04027': 'Yuma',\n", + " '05001': 'Arkansas',\n", + " '05003': 'Ashley',\n", + " '05005': 'Baxter',\n", + " '05007': 'Benton',\n", + " '05009': 'Boone',\n", + " '05011': 'Bradley',\n", + " '05013': 'Calhoun',\n", + " '05015': 'Carroll',\n", + " '05017': 'Chicot',\n", + " '05019': 'Clark',\n", + " '05021': 'Clay',\n", + " '05023': 'Cleburne',\n", + " '05025': 'Cleveland',\n", + " '05027': 'Columbia',\n", + " '05029': 'Conway',\n", + " '05031': 'Craighead',\n", + " '05033': 'Crawford',\n", + " '05035': 'Crittenden',\n", + " '05037': 'Cross',\n", + " '05039': 'Dallas',\n", + " '05041': 'Desha',\n", + " '05043': 'Drew',\n", + " '05045': 'Faulkner',\n", + " '05047': 'Franklin',\n", + " '05049': 'Fulton',\n", + " '05051': 'Garland',\n", + " '05053': 'Grant',\n", + " '05055': 'Greene',\n", + " '05057': 'Hempstead',\n", + " '05059': 'Hot Spring',\n", + " '05061': 'Howard',\n", + " '05063': 'Independence',\n", + " '05065': 'Izard',\n", + " '05067': 'Jackson',\n", + " '05069': 'Jefferson',\n", + " '05071': 'Johnson',\n", + " '05073': 'Lafayette',\n", + " '05075': 'Lawrence',\n", + " '05077': 'Lee',\n", + " '05079': 'Lincoln',\n", + " '05081': 'Little River',\n", + " '05083': 'Logan',\n", + " '05085': 'Lonoke',\n", + " '05087': 'Madison',\n", + " '05089': 'Marion',\n", + " '05091': 'Miller',\n", + " '05093': 'Mississippi',\n", + " '05095': 'Monroe',\n", + " '05097': 'Montgomery',\n", + " '05099': 'Nevada',\n", + " '05101': 'Newton',\n", + " '05103': 'Ouachita',\n", + " '05105': 'Perry',\n", + " '05107': 'Phillips',\n", + " '05109': 'Pike',\n", + " '05111': 'Poinsett',\n", + " '05113': 'Polk',\n", + " '05115': 'Pope',\n", + " '05117': 'Prairie',\n", + " '05119': 'Pulaski',\n", + " '05121': 'Randolph',\n", + " '05123': 'St Francis',\n", + " '05125': 'Saline',\n", + " '05127': 'Scott',\n", + " '05129': 'Searcy',\n", + " '05131': 'Sebastian',\n", + " '05133': 'Sevier',\n", + " '05135': 'Sharp',\n", + " '05137': 'Stone',\n", + " '05139': 'Union',\n", + " '05141': 'Van Buren',\n", + " '05143': 'Washington',\n", + " '05145': 'White',\n", + " '05147': 'Woodruff',\n", + " '05149': 'Yell',\n", + " '06001': 'Alameda',\n", + " '06003': 'Alpine',\n", + " '06005': 'Amador',\n", + " '06007': 'Butte',\n", + " '06009': 'Calaveras',\n", + " '06011': 'Colusa',\n", + " '06013': 'Contra Costa',\n", + " '06015': 'Del Norte',\n", + " '06017': 'El Dorado',\n", + " '06019': 'Fresno',\n", + " '06021': 'Glenn',\n", + " '06023': 'Humboldt',\n", + " '06025': 'Imperial',\n", + " '06027': 'Inyo',\n", + " '06029': 'Kern',\n", + " '06031': 'Kings',\n", + " '06033': 'Lake',\n", + " '06035': 'Lassen',\n", + " '06037': 'Los Angeles',\n", + " '06039': 'Madera',\n", + " '06041': 'Marin',\n", + " '06043': 'Mariposa',\n", + " '06045': 'Mendocino',\n", + " '06047': 'Merced',\n", + " '06049': 'Modoc',\n", + " '06051': 'Mono',\n", + " '06053': 'Monterey',\n", + " '06055': 'Napa',\n", + " '06057': 'Nevada',\n", + " '06059': 'Orange',\n", + " '06061': 'Placer',\n", + " '06063': 'Plumas',\n", + " '06065': 'Riverside',\n", + " '06067': 'Sacramento',\n", + " '06069': 'San Benito',\n", + " '06071': 'San Bernardino',\n", + " '06073': 'San Diego',\n", + " '06075': 'San Francisco',\n", + " '06077': 'San Joaquin',\n", + " '06079': 'San Luis Obispo',\n", + " '06081': 'San Mateo',\n", + " '06083': 'Santa Barbara',\n", + " '06085': 'Santa Clara',\n", + " '06087': 'Santa Cruz',\n", + " '06089': 'Shasta',\n", + " '06091': 'Sierra',\n", + " '06093': 'Siskiyou',\n", + " '06095': 'Solano',\n", + " '06097': 'Sonoma',\n", + " '06099': 'Stanislaus',\n", + " '06101': 'Sutter',\n", + " '06103': 'Tehama',\n", + " '06105': 'Trinity',\n", + " '06107': 'Tulare',\n", + " '06109': 'Tuolumne',\n", + " '06111': 'Ventura',\n", + " '06113': 'Yolo',\n", + " '06115': 'Yuba',\n", + " '08001': 'Adams',\n", + " '08003': 'Alamosa',\n", + " '08005': 'Arapahoe',\n", + " '08007': 'Archuleta',\n", + " '08009': 'Baca',\n", + " '08011': 'Bent',\n", + " '08013': 'Boulder',\n", + " '08015': 'Chaffee',\n", + " '08017': 'Cheyenne',\n", + " '08019': 'Clear Creek',\n", + " '08021': 'Conejos',\n", + " '08023': 'Costilla',\n", + " '08025': 'Crowley',\n", + " '08027': 'Custer',\n", + " '08029': 'Delta',\n", + " '08031': 'Denver',\n", + " '08033': 'Dolores',\n", + " '08035': 'Douglas',\n", + " '08037': 'Eagle',\n", + " '08039': 'Elbert',\n", + " '08041': 'El Paso',\n", + " '08043': 'Fremont',\n", + " '08045': 'Garfield',\n", + " '08047': 'Gilpin',\n", + " '08049': 'Grand',\n", + " '08051': 'Gunnison',\n", + " '08053': 'Hinsdale',\n", + " '08055': 'Huerfano',\n", + " '08057': 'Jackson',\n", + " '08059': 'Jefferson',\n", + " '08061': 'Kiowa',\n", + " '08063': 'Kit Carson',\n", + " '08065': 'Lake',\n", + " '08067': 'La Plata',\n", + " '08069': 'Larimer',\n", + " '08071': 'Las Animas',\n", + " '08073': 'Lincoln',\n", + " '08075': 'Logan',\n", + " '08077': 'Mesa',\n", + " '08079': 'Mineral',\n", + " '08081': 'Moffat',\n", + " '08083': 'Montezuma',\n", + " '08085': 'Montrose',\n", + " '08087': 'Morgan',\n", + " '08089': 'Otero',\n", + " '08091': 'Ouray',\n", + " '08093': 'Park',\n", + " '08095': 'Phillips',\n", + " '08097': 'Pitkin',\n", + " '08099': 'Prowers',\n", + " '08101': 'Pueblo',\n", + " '08103': 'Rio Blanco',\n", + " '08105': 'Rio Grande',\n", + " '08107': 'Routt',\n", + " '08109': 'Saguache',\n", + " '08111': 'San Juan',\n", + " '08113': 'San Miguel',\n", + " '08115': 'Sedgwick',\n", + " '08117': 'Summit',\n", + " '08119': 'Teller',\n", + " '08121': 'Washington',\n", + " '08123': 'Weld',\n", + " '08125': 'Yuma',\n", + " '09001': 'Fairfield',\n", + " '09003': 'Hartford',\n", + " '09005': 'Litchfield',\n", + " '09007': 'Middlesex',\n", + " '09009': 'New Haven',\n", + " '09011': 'New London',\n", + " '09013': 'Tolland',\n", + " '09015': 'Windham',\n", + " '10001': 'Kent',\n", + " '10003': 'New Castle',\n", + " '10005': 'Sussex',\n", + " '11001': 'Washington',\n", + " '12001': 'Alachua',\n", + " '12003': 'Baker',\n", + " '12005': 'Bay',\n", + " '12007': 'Bradford',\n", + " '12009': 'Brevard',\n", + " '12011': 'Broward',\n", + " '12013': 'Calhoun',\n", + " '12015': 'Charlotte',\n", + " '12017': 'Citrus',\n", + " '12019': 'Clay',\n", + " '12021': 'Collier',\n", + " '12023': 'Columbia',\n", + " '12027': 'De Soto',\n", + " '12029': 'Dixie',\n", + " '12031': 'Duval',\n", + " '12033': 'Escambia',\n", + " '12035': 'Flagler',\n", + " '12037': 'Franklin',\n", + " '12039': 'Gadsden',\n", + " '12041': 'Gilchrist',\n", + " '12043': 'Glades',\n", + " '12045': 'Gulf',\n", + " '12047': 'Hamilton',\n", + " '12049': 'Hardee',\n", + " '12051': 'Hendry',\n", + " '12053': 'Hernando',\n", + " '12055': 'Highlands',\n", + " '12057': 'Hillsborough',\n", + " '12059': 'Holmes',\n", + " '12061': 'Indian River',\n", + " '12063': 'Jackson',\n", + " '12065': 'Jefferson',\n", + " '12067': 'Lafayette',\n", + " '12069': 'Lake',\n", + " '12071': 'Lee',\n", + " '12073': 'Leon',\n", + " '12075': 'Levy',\n", + " '12077': 'Liberty',\n", + " '12079': 'Madison',\n", + " '12081': 'Manatee',\n", + " '12083': 'Marion',\n", + " '12085': 'Martin',\n", + " '12086': 'Miami-Dade',\n", + " '12087': 'Monroe',\n", + " '12089': 'Nassau',\n", + " '12091': 'Okaloosa',\n", + " '12093': 'Okeechobee',\n", + " '12095': 'Orange',\n", + " '12097': 'Osceola',\n", + " '12099': 'Palm Beach',\n", + " '12101': 'Pasco',\n", + " '12103': 'Pinellas',\n", + " '12105': 'Polk',\n", + " '12107': 'Putnam',\n", + " '12109': 'St Johns',\n", + " '12111': 'St Lucie',\n", + " '12113': 'Santa Rosa',\n", + " '12115': 'Sarasota',\n", + " '12117': 'Seminole',\n", + " '12119': 'Sumter',\n", + " '12121': 'Suwannee',\n", + " '12123': 'Taylor',\n", + " '12125': 'Union',\n", + " '12127': 'Volusia',\n", + " '12129': 'Wakulla',\n", + " '12131': 'Walton',\n", + " '12133': 'Washington',\n", + " '13001': 'Appling',\n", + " '13003': 'Atkinson',\n", + " '13005': 'Bacon',\n", + " '13007': 'Baker',\n", + " '13009': 'Baldwin',\n", + " '13011': 'Banks',\n", + " '13013': 'Barrow',\n", + " '13015': 'Bartow',\n", + " '13017': 'Ben Hill',\n", + " '13019': 'Berrien',\n", + " '13021': 'Bibb',\n", + " '13023': 'Bleckley',\n", + " '13025': 'Brantley',\n", + " '13027': 'Brooks',\n", + " '13029': 'Bryan',\n", + " '13031': 'Bulloch',\n", + " '13033': 'Burke',\n", + " '13035': 'Butts',\n", + " '13037': 'Calhoun',\n", + " '13039': 'Camden',\n", + " '13043': 'Candler',\n", + " '13045': 'Carroll',\n", + " '13047': 'Catoosa',\n", + " '13049': 'Charlton',\n", + " '13051': 'Chatham',\n", + " '13053': 'Chattahoochee',\n", + " '13055': 'Chattooga',\n", + " '13057': 'Cherokee',\n", + " '13059': 'Clarke',\n", + " '13061': 'Clay',\n", + " '13063': 'Clayton',\n", + " '13065': 'Clinch',\n", + " '13067': 'Cobb',\n", + " '13069': 'Coffee',\n", + " '13071': 'Colquitt',\n", + " '13073': 'Columbia',\n", + " '13075': 'Cook',\n", + " '13077': 'Coweta',\n", + " '13079': 'Crawford',\n", + " '13081': 'Crisp',\n", + " '13083': 'Dade',\n", + " '13085': 'Dawson',\n", + " '13087': 'Decatur',\n", + " '13089': 'De Kalb',\n", + " '13091': 'Dodge',\n", + " '13093': 'Dooly',\n", + " '13095': 'Dougherty',\n", + " '13097': 'Douglas',\n", + " '13099': 'Early',\n", + " '13101': 'Echols',\n", + " '13103': 'Effingham',\n", + " '13105': 'Elbert',\n", + " '13107': 'Emanuel',\n", + " '13109': 'Evans',\n", + " '13111': 'Fannin',\n", + " '13113': 'Fayette',\n", + " '13115': 'Floyd',\n", + " '13117': 'Forsyth',\n", + " '13119': 'Franklin',\n", + " '13121': 'Fulton',\n", + " '13123': 'Gilmer',\n", + " '13125': 'Glascock',\n", + " '13127': 'Glynn',\n", + " '13129': 'Gordon',\n", + " '13131': 'Grady',\n", + " '13133': 'Greene',\n", + " '13135': 'Gwinnett',\n", + " '13137': 'Habersham',\n", + " '13139': 'Hall',\n", + " '13141': 'Hancock',\n", + " '13143': 'Haralson',\n", + " '13145': 'Harris',\n", + " '13147': 'Hart',\n", + " '13149': 'Heard',\n", + " '13151': 'Henry',\n", + " '13153': 'Houston',\n", + " '13155': 'Irwin',\n", + " '13157': 'Jackson',\n", + " '13159': 'Jasper',\n", + " '13161': 'Jeff Davis',\n", + " '13163': 'Jefferson',\n", + " '13165': 'Jenkins',\n", + " '13167': 'Johnson',\n", + " '13169': 'Jones',\n", + " '13171': 'Lamar',\n", + " '13173': 'Lanier',\n", + " '13175': 'Laurens',\n", + " '13177': 'Lee',\n", + " '13179': 'Liberty',\n", + " '13181': 'Lincoln',\n", + " '13183': 'Long',\n", + " '13185': 'Lowndes',\n", + " '13187': 'Lumpkin',\n", + " '13189': 'McDuffie',\n", + " '13191': 'McIntosh',\n", + " '13193': 'Macon',\n", + " '13195': 'Madison',\n", + " '13197': 'Marion',\n", + " '13199': 'Meriwether',\n", + " '13201': 'Miller',\n", + " '13205': 'Mitchell',\n", + " '13207': 'Monroe',\n", + " '13209': 'Montgomery',\n", + " '13211': 'Morgan',\n", + " '13213': 'Murray',\n", + " '13215': 'Muscogee',\n", + " '13217': 'Newton',\n", + " '13219': 'Oconee',\n", + " '13221': 'Oglethorpe',\n", + " '13223': 'Paulding',\n", + " '13225': 'Peach',\n", + " '13227': 'Pickens',\n", + " '13229': 'Pierce',\n", + " '13231': 'Pike',\n", + " '13233': 'Polk',\n", + " '13235': 'Pulaski',\n", + " '13237': 'Putnam',\n", + " '13239': 'Quitman',\n", + " '13241': 'Rabun',\n", + " '13243': 'Randolph',\n", + " '13245': 'Richmond',\n", + " '13247': 'Rockdale',\n", + " '13249': 'Schley',\n", + " '13251': 'Screven',\n", + " '13253': 'Seminole',\n", + " '13255': 'Spalding',\n", + " '13257': 'Stephens',\n", + " '13259': 'Stewart',\n", + " '13261': 'Sumter',\n", + " '13263': 'Talbot',\n", + " '13265': 'Taliaferro',\n", + " '13267': 'Tattnall',\n", + " '13269': 'Taylor',\n", + " '13271': 'Telfair',\n", + " '13273': 'Terrell',\n", + " '13275': 'Thomas',\n", + " '13277': 'Tift',\n", + " '13279': 'Toombs',\n", + " '13281': 'Towns',\n", + " '13283': 'Treutlen',\n", + " '13285': 'Troup',\n", + " '13287': 'Turner',\n", + " '13289': 'Twiggs',\n", + " '13291': 'Union',\n", + " '13293': 'Upson',\n", + " '13295': 'Walker',\n", + " '13297': 'Walton',\n", + " '13299': 'Ware',\n", + " '13301': 'Warren',\n", + " '13303': 'Washington',\n", + " '13305': 'Wayne',\n", + " '13307': 'Webster',\n", + " '13309': 'Wheeler',\n", + " '13311': 'White',\n", + " '13313': 'Whitfield',\n", + " '13315': 'Wilcox',\n", + " '13317': 'Wilkes',\n", + " '13319': 'Wilkinson',\n", + " '13321': 'Worth',\n", + " '15001': 'Hawaii',\n", + " '15003': 'Honolulu',\n", + " '15007': 'Kauai',\n", + " '15009': 'Maui',\n", + " '16001': 'Ada',\n", + " '16003': 'Adams',\n", + " '16005': 'Bannock',\n", + " '16007': 'Bear Lake',\n", + " '16009': 'Benewah',\n", + " '16011': 'Bingham',\n", + " '16013': 'Blaine',\n", + " '16015': 'Boise',\n", + " '16017': 'Bonner',\n", + " '16019': 'Bonneville',\n", + " '16021': 'Boundary',\n", + " '16023': 'Butte',\n", + " '16025': 'Camas',\n", + " '16027': 'Canyon',\n", + " '16029': 'Caribou',\n", + " '16031': 'Cassia',\n", + " '16033': 'Clark',\n", + " '16035': 'Clearwater',\n", + " '16037': 'Custer',\n", + " '16039': 'Elmore',\n", + " '16041': 'Franklin',\n", + " '16043': 'Fremont',\n", + " '16045': 'Gem',\n", + " '16047': 'Gooding',\n", + " '16049': 'Idaho',\n", + " '16051': 'Jefferson',\n", + " '16053': 'Jerome',\n", + " '16055': 'Kootenai',\n", + " '16057': 'Latah',\n", + " '16059': 'Lemhi',\n", + " '16061': 'Lewis',\n", + " '16063': 'Lincoln',\n", + " '16065': 'Madison',\n", + " '16067': 'Minidoka',\n", + " '16069': 'Nez Perce',\n", + " '16071': 'Oneida',\n", + " '16073': 'Owyhee',\n", + " '16075': 'Payette',\n", + " '16077': 'Power',\n", + " '16079': 'Shoshone',\n", + " '16081': 'Teton',\n", + " '16083': 'Twin Falls',\n", + " '16085': 'Valley',\n", + " '16087': 'Washington',\n", + " '17001': 'Adams',\n", + " '17003': 'Alexander',\n", + " '17005': 'Bond',\n", + " '17007': 'Boone',\n", + " '17009': 'Brown',\n", + " '17011': 'Bureau',\n", + " '17013': 'Calhoun',\n", + " '17015': 'Carroll',\n", + " '17017': 'Cass',\n", + " '17019': 'Champaign',\n", + " '17021': 'Christian',\n", + " '17023': 'Clark',\n", + " '17025': 'Clay',\n", + " '17027': 'Clinton',\n", + " '17029': 'Coles',\n", + " '17031': 'Cook',\n", + " '17033': 'Crawford',\n", + " '17035': 'Cumberland',\n", + " '17037': 'De Kalb',\n", + " '17039': 'De Witt',\n", + " '17041': 'Douglas',\n", + " '17043': 'Du Page',\n", + " '17045': 'Edgar',\n", + " '17047': 'Edwards',\n", + " '17049': 'Effingham',\n", + " '17051': 'Fayette',\n", + " '17053': 'Ford',\n", + " '17055': 'Franklin',\n", + " '17057': 'Fulton',\n", + " '17059': 'Gallatin',\n", + " '17061': 'Greene',\n", + " '17063': 'Grundy',\n", + " '17065': 'Hamilton',\n", + " '17067': 'Hancock',\n", + " '17069': 'Hardin',\n", + " '17071': 'Henderson',\n", + " '17073': 'Henry',\n", + " '17075': 'Iroquois',\n", + " '17077': 'Jackson',\n", + " '17079': 'Jasper',\n", + " '17081': 'Jefferson',\n", + " '17083': 'Jersey',\n", + " '17085': 'Jo Daviess',\n", + " '17087': 'Johnson',\n", + " '17089': 'Kane',\n", + " '17091': 'Kankakee',\n", + " '17093': 'Kendall',\n", + " '17095': 'Knox',\n", + " '17097': 'Lake',\n", + " '17099': 'La Salle',\n", + " '17101': 'Lawrence',\n", + " '17103': 'Lee',\n", + " '17105': 'Livingston',\n", + " '17107': 'Logan',\n", + " '17109': 'McDonough',\n", + " '17111': 'McHenry',\n", + " '17113': 'McLean',\n", + " '17115': 'Macon',\n", + " '17117': 'Macoupin',\n", + " '17119': 'Madison',\n", + " '17121': 'Marion',\n", + " '17123': 'Marshall',\n", + " '17125': 'Mason',\n", + " '17127': 'Massac',\n", + " '17129': 'Menard',\n", + " '17131': 'Mercer',\n", + " '17133': 'Monroe',\n", + " '17135': 'Montgomery',\n", + " '17137': 'Morgan',\n", + " '17139': 'Moultrie',\n", + " '17141': 'Ogle',\n", + " '17143': 'Peoria',\n", + " '17145': 'Perry',\n", + " '17147': 'Piatt',\n", + " '17149': 'Pike',\n", + " '17151': 'Pope',\n", + " '17153': 'Pulaski',\n", + " '17155': 'Putnam',\n", + " '17157': 'Randolph',\n", + " '17159': 'Richland',\n", + " '17161': 'Rock Island',\n", + " '17163': 'St Clair',\n", + " '17165': 'Saline',\n", + " '17167': 'Sangamon',\n", + " '17169': 'Schuyler',\n", + " '17171': 'Scott',\n", + " '17173': 'Shelby',\n", + " '17175': 'Stark',\n", + " '17177': 'Stephenson',\n", + " '17179': 'Tazewell',\n", + " '17181': 'Union',\n", + " '17183': 'Vermilion',\n", + " '17185': 'Wabash',\n", + " '17187': 'Warren',\n", + " '17189': 'Washington',\n", + " '17191': 'Wayne',\n", + " '17193': 'White',\n", + " '17195': 'Whiteside',\n", + " '17197': 'Will',\n", + " '17199': 'Williamson',\n", + " '17201': 'Winnebago',\n", + " '17203': 'Woodford',\n", + " '18001': 'Adams',\n", + " '18003': 'Allen',\n", + " '18005': 'Bartholomew',\n", + " '18007': 'Benton',\n", + " '18009': 'Blackford',\n", + " '18011': 'Boone',\n", + " '18013': 'Brown',\n", + " '18015': 'Carroll',\n", + " '18017': 'Cass',\n", + " '18019': 'Clark',\n", + " '18021': 'Clay',\n", + " '18023': 'Clinton',\n", + " '18025': 'Crawford',\n", + " '18027': 'Daviess',\n", + " '18029': 'Dearborn',\n", + " '18031': 'Decatur',\n", + " '18033': 'De Kalb',\n", + " '18035': 'Delaware',\n", + " '18037': 'Dubois',\n", + " '18039': 'Elkhart',\n", + " '18041': 'Fayette',\n", + " '18043': 'Floyd',\n", + " '18045': 'Fountain',\n", + " '18047': 'Franklin',\n", + " '18049': 'Fulton',\n", + " '18051': 'Gibson',\n", + " '18053': 'Grant',\n", + " '18055': 'Greene',\n", + " '18057': 'Hamilton',\n", + " '18059': 'Hancock',\n", + " '18061': 'Harrison',\n", + " '18063': 'Hendricks',\n", + " '18065': 'Henry',\n", + " '18067': 'Howard',\n", + " '18069': 'Huntington',\n", + " '18071': 'Jackson',\n", + " '18073': 'Jasper',\n", + " '18075': 'Jay',\n", + " '18077': 'Jefferson',\n", + " '18079': 'Jennings',\n", + " '18081': 'Johnson',\n", + " '18083': 'Knox',\n", + " '18085': 'Kosciusko',\n", + " '18087': 'La Grange',\n", + " '18089': 'Lake',\n", + " '18091': 'La Porte',\n", + " '18093': 'Lawrence',\n", + " '18095': 'Madison',\n", + " '18097': 'Marion',\n", + " '18099': 'Marshall',\n", + " '18101': 'Martin',\n", + " '18103': 'Miami',\n", + " '18105': 'Monroe',\n", + " '18107': 'Montgomery',\n", + " '18109': 'Morgan',\n", + " '18111': 'Newton',\n", + " '18113': 'Noble',\n", + " '18115': 'Ohio',\n", + " '18117': 'Orange',\n", + " '18119': 'Owen',\n", + " '18121': 'Parke',\n", + " '18123': 'Perry',\n", + " '18125': 'Pike',\n", + " '18127': 'Porter',\n", + " '18129': 'Posey',\n", + " '18131': 'Pulaski',\n", + " '18133': 'Putnam',\n", + " '18135': 'Randolph',\n", + " '18137': 'Ripley',\n", + " '18139': 'Rush',\n", + " '18141': 'St Joseph',\n", + " '18143': 'Scott',\n", + " '18145': 'Shelby',\n", + " '18147': 'Spencer',\n", + " '18149': 'Starke',\n", + " '18151': 'Steuben',\n", + " '18153': 'Sullivan',\n", + " '18155': 'Switzerland',\n", + " '18157': 'Tippecanoe',\n", + " '18159': 'Tipton',\n", + " '18161': 'Union',\n", + " '18163': 'Vanderburgh',\n", + " '18165': 'Vermillion',\n", + " '18167': 'Vigo',\n", + " '18169': 'Wabash',\n", + " '18171': 'Warren',\n", + " '18173': 'Warrick',\n", + " '18175': 'Washington',\n", + " '18177': 'Wayne',\n", + " '18179': 'Wells',\n", + " '18181': 'White',\n", + " '18183': 'Whitley',\n", + " '19001': 'Adair',\n", + " '19003': 'Adams',\n", + " '19005': 'Allamakee',\n", + " '19007': 'Appanoose',\n", + " '19009': 'Audubon',\n", + " '19011': 'Benton',\n", + " '19013': 'Black Hawk',\n", + " '19015': 'Boone',\n", + " '19017': 'Bremer',\n", + " '19019': 'Buchanan',\n", + " '19021': 'Buena Vista',\n", + " '19023': 'Butler',\n", + " '19025': 'Calhoun',\n", + " '19027': 'Carroll',\n", + " '19029': 'Cass',\n", + " '19031': 'Cedar',\n", + " '19033': 'Cerro Gordo',\n", + " '19035': 'Cherokee',\n", + " '19037': 'Chickasaw',\n", + " '19039': 'Clarke',\n", + " '19041': 'Clay',\n", + " '19043': 'Clayton',\n", + " '19045': 'Clinton',\n", + " '19047': 'Crawford',\n", + " '19049': 'Dallas',\n", + " '19051': 'Davis',\n", + " '19053': 'Decatur',\n", + " '19055': 'Delaware',\n", + " '19057': 'Des Moines',\n", + " '19059': 'Dickinson',\n", + " '19061': 'Dubuque',\n", + " '19063': 'Emmet',\n", + " '19065': 'Fayette',\n", + " '19067': 'Floyd',\n", + " '19069': 'Franklin',\n", + " '19071': 'Fremont',\n", + " '19073': 'Greene',\n", + " '19075': 'Grundy',\n", + " '19077': 'Guthrie',\n", + " '19079': 'Hamilton',\n", + " '19081': 'Hancock',\n", + " '19083': 'Hardin',\n", + " '19085': 'Harrison',\n", + " '19087': 'Henry',\n", + " '19089': 'Howard',\n", + " '19091': 'Humboldt',\n", + " '19093': 'Ida',\n", + " '19095': 'Iowa',\n", + " '19097': 'Jackson',\n", + " '19099': 'Jasper',\n", + " '19101': 'Jefferson',\n", + " '19103': 'Johnson',\n", + " '19105': 'Jones',\n", + " '19107': 'Keokuk',\n", + " '19109': 'Kossuth',\n", + " '19111': 'Lee',\n", + " '19113': 'Linn',\n", + " '19115': 'Louisa',\n", + " '19117': 'Lucas',\n", + " '19119': 'Lyon',\n", + " '19121': 'Madison',\n", + " '19123': 'Mahaska',\n", + " '19125': 'Marion',\n", + " '19127': 'Marshall',\n", + " '19129': 'Mills',\n", + " '19131': 'Mitchell',\n", + " '19133': 'Monona',\n", + " '19135': 'Monroe',\n", + " '19137': 'Montgomery',\n", + " '19139': 'Muscatine',\n", + " '19141': 'O Brien',\n", + " '19143': 'Osceola',\n", + " '19145': 'Page',\n", + " '19147': 'Palo Alto',\n", + " '19149': 'Plymouth',\n", + " '19151': 'Pocahontas',\n", + " '19153': 'Polk',\n", + " '19155': 'Pottawattamie',\n", + " '19157': 'Poweshiek',\n", + " '19159': 'Ringgold',\n", + " '19161': 'Sac',\n", + " '19163': 'Scott',\n", + " '19165': 'Shelby',\n", + " '19167': 'Sioux',\n", + " '19169': 'Story',\n", + " '19171': 'Tama',\n", + " '19173': 'Taylor',\n", + " '19175': 'Union',\n", + " '19177': 'Van Buren',\n", + " '19179': 'Wapello',\n", + " '19181': 'Warren',\n", + " '19183': 'Washington',\n", + " '19185': 'Wayne',\n", + " '19187': 'Webster',\n", + " '19189': 'Winnebago',\n", + " '19191': 'Winneshiek',\n", + " '19193': 'Woodbury',\n", + " '19195': 'Worth',\n", + " '19197': 'Wright',\n", + " '20001': 'Allen',\n", + " '20003': 'Anderson',\n", + " '20005': 'Atchison',\n", + " '20007': 'Barber',\n", + " '20009': 'Barton',\n", + " '20011': 'Bourbon',\n", + " '20013': 'Brown',\n", + " '20015': 'Butler',\n", + " '20017': 'Chase',\n", + " '20019': 'Chautauqua',\n", + " '20021': 'Cherokee',\n", + " '20023': 'Cheyenne',\n", + " '20025': 'Clark',\n", + " '20027': 'Clay',\n", + " '20029': 'Cloud',\n", + " '20031': 'Coffey',\n", + " '20033': 'Comanche',\n", + " '20035': 'Cowley',\n", + " '20037': 'Crawford',\n", + " '20039': 'Decatur',\n", + " '20041': 'Dickinson',\n", + " '20043': 'Doniphan',\n", + " '20045': 'Douglas',\n", + " '20047': 'Edwards',\n", + " '20049': 'Elk',\n", + " '20051': 'Ellis',\n", + " '20053': 'Ellsworth',\n", + " '20055': 'Finney',\n", + " '20057': 'Ford',\n", + " '20059': 'Franklin',\n", + " '20061': 'Geary',\n", + " '20063': 'Gove',\n", + " '20065': 'Graham',\n", + " '20067': 'Grant',\n", + " '20069': 'Gray',\n", + " '20071': 'Greeley',\n", + " '20073': 'Greenwood',\n", + " '20075': 'Hamilton',\n", + " '20077': 'Harper',\n", + " '20079': 'Harvey',\n", + " '20081': 'Haskell',\n", + " '20083': 'Hodgeman',\n", + " '20085': 'Jackson',\n", + " '20087': 'Jefferson',\n", + " '20089': 'Jewell',\n", + " '20091': 'Johnson',\n", + " '20093': 'Kearny',\n", + " '20095': 'Kingman',\n", + " '20097': 'Kiowa',\n", + " '20099': 'Labette',\n", + " '20101': 'Lane',\n", + " '20103': 'Leavenworth',\n", + " '20105': 'Lincoln',\n", + " '20107': 'Linn',\n", + " '20109': 'Logan',\n", + " '20111': 'Lyon',\n", + " '20113': 'McPherson',\n", + " '20115': 'Marion',\n", + " '20117': 'Marshall',\n", + " '20119': 'Meade',\n", + " '20121': 'Miami',\n", + " '20123': 'Mitchell',\n", + " '20125': 'Montgomery',\n", + " '20127': 'Morris',\n", + " '20129': 'Morton',\n", + " '20131': 'Nemaha',\n", + " '20133': 'Neosho',\n", + " '20135': 'Ness',\n", + " '20137': 'Norton',\n", + " '20139': 'Osage',\n", + " '20141': 'Osborne',\n", + " '20143': 'Ottawa',\n", + " '20145': 'Pawnee',\n", + " '20147': 'Phillips',\n", + " '20149': 'Pottawatomie',\n", + " '20151': 'Pratt',\n", + " '20153': 'Rawlins',\n", + " '20155': 'Reno',\n", + " '20157': 'Republic',\n", + " '20159': 'Rice',\n", + " '20161': 'Riley',\n", + " '20163': 'Rooks',\n", + " '20165': 'Rush',\n", + " '20167': 'Russell',\n", + " '20169': 'Saline',\n", + " '20171': 'Scott',\n", + " '20173': 'Sedgwick',\n", + " '20175': 'Seward',\n", + " '20177': 'Shawnee',\n", + " '20179': 'Sheridan',\n", + " '20181': 'Sherman',\n", + " '20183': 'Smith',\n", + " '20185': 'Stafford',\n", + " '20187': 'Stanton',\n", + " '20189': 'Stevens',\n", + " '20191': 'Sumner',\n", + " '20193': 'Thomas',\n", + " '20195': 'Trego',\n", + " '20197': 'Wabaunsee',\n", + " '20199': 'Wallace',\n", + " '20201': 'Washington',\n", + " '20203': 'Wichita',\n", + " '20205': 'Wilson',\n", + " '20207': 'Woodson',\n", + " '20209': 'Wyandotte',\n", + " '21001': 'Adair',\n", + " '21003': 'Allen',\n", + " '21005': 'Anderson',\n", + " '21007': 'Ballard',\n", + " '21009': 'Barren',\n", + " '21011': 'Bath',\n", + " '21013': 'Bell',\n", + " '21015': 'Boone',\n", + " '21017': 'Bourbon',\n", + " '21019': 'Boyd',\n", + " '21021': 'Boyle',\n", + " '21023': 'Bracken',\n", + " '21025': 'Breathitt',\n", + " '21027': 'Breckinridge',\n", + " '21029': 'Bullitt',\n", + " '21031': 'Butler',\n", + " '21033': 'Caldwell',\n", + " '21035': 'Calloway',\n", + " '21037': 'Campbell',\n", + " '21039': 'Carlisle',\n", + " '21041': 'Carroll',\n", + " '21043': 'Carter',\n", + " '21045': 'Casey',\n", + " '21047': 'Christian',\n", + " '21049': 'Clark',\n", + " '21051': 'Clay',\n", + " '21053': 'Clinton',\n", + " '21055': 'Crittenden',\n", + " '21057': 'Cumberland',\n", + " '21059': 'Daviess',\n", + " '21061': 'Edmonson',\n", + " '21063': 'Elliott',\n", + " '21065': 'Estill',\n", + " '21067': 'Fayette',\n", + " '21069': 'Fleming',\n", + " '21071': 'Floyd',\n", + " '21073': 'Franklin',\n", + " '21075': 'Fulton',\n", + " '21077': 'Gallatin',\n", + " '21079': 'Garrard',\n", + " '21081': 'Grant',\n", + " '21083': 'Graves',\n", + " '21085': 'Grayson',\n", + " '21087': 'Green',\n", + " '21089': 'Greenup',\n", + " '21091': 'Hancock',\n", + " '21093': 'Hardin',\n", + " '21095': 'Harlan',\n", + " '21097': 'Harrison',\n", + " '21099': 'Hart',\n", + " '21101': 'Henderson',\n", + " '21103': 'Henry',\n", + " '21105': 'Hickman',\n", + " '21107': 'Hopkins',\n", + " '21109': 'Jackson',\n", + " '21111': 'Jefferson',\n", + " '21113': 'Jessamine',\n", + " '21115': 'Johnson',\n", + " '21117': 'Kenton',\n", + " '21119': 'Knott',\n", + " '21121': 'Knox',\n", + " '21123': 'Larue',\n", + " '21125': 'Laurel',\n", + " '21127': 'Lawrence',\n", + " '21129': 'Lee',\n", + " '21131': 'Leslie',\n", + " '21133': 'Letcher',\n", + " '21135': 'Lewis',\n", + " '21137': 'Lincoln',\n", + " '21139': 'Livingston',\n", + " '21141': 'Logan',\n", + " '21143': 'Lyon',\n", + " '21145': 'McCracken',\n", + " '21147': 'McCreary',\n", + " '21149': 'McLean',\n", + " '21151': 'Madison',\n", + " '21153': 'Magoffin',\n", + " '21155': 'Marion',\n", + " '21157': 'Marshall',\n", + " '21159': 'Martin',\n", + " '21161': 'Mason',\n", + " '21163': 'Meade',\n", + " '21165': 'Menifee',\n", + " '21167': 'Mercer',\n", + " '21169': 'Metcalfe',\n", + " '21171': 'Monroe',\n", + " '21173': 'Montgomery',\n", + " '21175': 'Morgan',\n", + " '21177': 'Muhlenberg',\n", + " '21179': 'Nelson',\n", + " '21181': 'Nicholas',\n", + " '21183': 'Ohio',\n", + " '21185': 'Oldham',\n", + " '21187': 'Owen',\n", + " '21189': 'Owsley',\n", + " '21191': 'Pendleton',\n", + " '21193': 'Perry',\n", + " '21195': 'Pike',\n", + " '21197': 'Powell',\n", + " '21199': 'Pulaski',\n", + " '21201': 'Robertson',\n", + " '21203': 'Rockcastle',\n", + " '21205': 'Rowan',\n", + " '21207': 'Russell',\n", + " '21209': 'Scott',\n", + " '21211': 'Shelby',\n", + " '21213': 'Simpson',\n", + " '21215': 'Spencer',\n", + " '21217': 'Taylor',\n", + " '21219': 'Todd',\n", + " '21221': 'Trigg',\n", + " '21223': 'Trimble',\n", + " '21225': 'Union',\n", + " '21227': 'Warren',\n", + " '21229': 'Washington',\n", + " '21231': 'Wayne',\n", + " '21233': 'Webster',\n", + " '21235': 'Whitley',\n", + " '21237': 'Wolfe',\n", + " '21239': 'Woodford',\n", + " '22001': 'Acadia',\n", + " '22003': 'Allen',\n", + " '22005': 'Ascension',\n", + " '22007': 'Assumption',\n", + " '22009': 'Avoyelles',\n", + " '22011': 'Beauregard',\n", + " '22013': 'Bienville',\n", + " '22015': 'Bossier',\n", + " '22017': 'Caddo',\n", + " '22019': 'Calcasieu',\n", + " '22021': 'Caldwell',\n", + " '22023': 'Cameron',\n", + " '22025': 'Catahoula',\n", + " '22027': 'Claiborne',\n", + " '22029': 'Concordia',\n", + " '22031': 'De Soto',\n", + " '22033': 'East Baton Rouge',\n", + " '22035': 'East Carroll',\n", + " '22037': 'East Feliciana',\n", + " '22039': 'Evangeline',\n", + " '22041': 'Franklin',\n", + " '22043': 'Grant',\n", + " '22045': 'Iberia',\n", + " '22047': 'Iberville',\n", + " '22049': 'Jackson',\n", + " '22051': 'Jefferson',\n", + " '22053': 'Jefferson Davis',\n", + " '22055': 'Lafayette',\n", + " '22057': 'Lafourche',\n", + " '22059': 'La Salle',\n", + " '22061': 'Lincoln',\n", + " '22063': 'Livingston',\n", + " '22065': 'Madison',\n", + " '22067': 'Morehouse',\n", + " '22069': 'Natchitoches',\n", + " '22071': 'Orleans',\n", + " '22073': 'Ouachita',\n", + " '22075': 'Plaquemines',\n", + " '22077': 'Pointe Coupee',\n", + " '22079': 'Rapides',\n", + " '22081': 'Red River',\n", + " '22083': 'Richland',\n", + " '22085': 'Sabine',\n", + " '22087': 'St Bernard',\n", + " '22089': 'St Charles',\n", + " '22091': 'St Helena',\n", + " '22093': 'St James',\n", + " '22095': 'St John the Baptist',\n", + " '22097': 'St Landry',\n", + " '22099': 'St Martin',\n", + " '22101': 'St Mary',\n", + " '22103': 'St Tammany',\n", + " '22105': 'Tangipahoa',\n", + " '22107': 'Tensas',\n", + " '22109': 'Terrebonne',\n", + " '22111': 'Union',\n", + " '22113': 'Vermilion',\n", + " '22115': 'Vernon',\n", + " '22117': 'Washington',\n", + " '22119': 'Webster',\n", + " '22121': 'West Baton Rouge',\n", + " '22123': 'West Carroll',\n", + " '22125': 'West Feliciana',\n", + " '22127': 'Winn',\n", + " '23001': 'Androscoggin',\n", + " '23003': 'Aroostook',\n", + " '23005': 'Cumberland',\n", + " '23007': 'Franklin',\n", + " '23009': 'Hancock',\n", + " '23011': 'Kennebec',\n", + " '23013': 'Knox',\n", + " '23015': 'Lincoln',\n", + " '23017': 'Oxford',\n", + " '23019': 'Penobscot',\n", + " '23021': 'Piscataquis',\n", + " '23023': 'Sagadahoc',\n", + " '23025': 'Somerset',\n", + " '23027': 'Waldo',\n", + " '23029': 'Washington',\n", + " '23031': 'York',\n", + " '24001': 'Allegany',\n", + " '24003': 'Anne Arundel',\n", + " '24005': 'Baltimore',\n", + " '24009': 'Calvert',\n", + " '24011': 'Caroline',\n", + " '24013': 'Carroll',\n", + " '24015': 'Cecil',\n", + " '24017': 'Charles',\n", + " '24019': 'Dorchester',\n", + " '24021': 'Frederick',\n", + " '24023': 'Garrett',\n", + " '24025': 'Harford',\n", + " '24027': 'Howard',\n", + " '24029': 'Kent',\n", + " '24031': 'Montgomery',\n", + " '24033': 'Prince Georges',\n", + " '24035': 'Queen Annes',\n", + " '24037': 'St Marys',\n", + " '24039': 'Somerset',\n", + " '24041': 'Talbot',\n", + " '24043': 'Washington',\n", + " '24045': 'Wicomico',\n", + " '24047': 'Worcester',\n", + " '24510': 'Baltimore City',\n", + " '25001': 'Barnstable',\n", + " '25003': 'Berkshire',\n", + " '25005': 'Bristol',\n", + " '25007': 'Dukes',\n", + " '25009': 'Essex',\n", + " '25011': 'Franklin',\n", + " '25013': 'Hampden',\n", + " '25015': 'Hampshire',\n", + " '25017': 'Middlesex',\n", + " '25019': 'Nantucket',\n", + " '25021': 'Norfolk',\n", + " '25023': 'Plymouth',\n", + " '25025': 'Suffolk',\n", + " '25027': 'Worcester',\n", + " '26001': 'Alcona',\n", + " '26003': 'Alger',\n", + " '26005': 'Allegan',\n", + " '26007': 'Alpena',\n", + " '26009': 'Antrim',\n", + " '26011': 'Arenac',\n", + " '26013': 'Baraga',\n", + " '26015': 'Barry',\n", + " '26017': 'Bay',\n", + " '26019': 'Benzie',\n", + " '26021': 'Berrien',\n", + " '26023': 'Branch',\n", + " '26025': 'Calhoun',\n", + " '26027': 'Cass',\n", + " '26029': 'Charlevoix',\n", + " '26031': 'Cheboygan',\n", + " '26033': 'Chippewa',\n", + " '26035': 'Clare',\n", + " '26037': 'Clinton',\n", + " '26039': 'Crawford',\n", + " '26041': 'Delta',\n", + " '26043': 'Dickinson',\n", + " '26045': 'Eaton',\n", + " '26047': 'Emmet',\n", + " '26049': 'Genesee',\n", + " '26051': 'Gladwin',\n", + " '26053': 'Gogebic',\n", + " '26055': 'Grand Traverse',\n", + " '26057': 'Gratiot',\n", + " '26059': 'Hillsdale',\n", + " '26061': 'Houghton',\n", + " '26063': 'Huron',\n", + " '26065': 'Ingham',\n", + " '26067': 'Ionia',\n", + " '26069': 'Iosco',\n", + " '26071': 'Iron',\n", + " '26073': 'Isabella',\n", + " '26075': 'Jackson',\n", + " '26077': 'Kalamazoo',\n", + " '26079': 'Kalkaska',\n", + " '26081': 'Kent',\n", + " '26083': 'Keweenaw',\n", + " '26085': 'Lake',\n", + " '26087': 'Lapeer',\n", + " '26089': 'Leelanau',\n", + " '26091': 'Lenawee',\n", + " '26093': 'Livingston',\n", + " '26095': 'Luce',\n", + " '26097': 'Mackinac',\n", + " '26099': 'Macomb',\n", + " '26101': 'Manistee',\n", + " '26103': 'Marquette',\n", + " '26105': 'Mason',\n", + " '26107': 'Mecosta',\n", + " '26109': 'Menominee',\n", + " '26111': 'Midland',\n", + " '26113': 'Missaukee',\n", + " '26115': 'Monroe',\n", + " '26117': 'Montcalm',\n", + " '26119': 'Montmorency',\n", + " '26121': 'Muskegon',\n", + " '26123': 'Newaygo',\n", + " '26125': 'Oakland',\n", + " '26127': 'Oceana',\n", + " '26129': 'Ogemaw',\n", + " '26131': 'Ontonagon',\n", + " '26133': 'Osceola',\n", + " '26135': 'Oscoda',\n", + " '26137': 'Otsego',\n", + " '26139': 'Ottawa',\n", + " '26141': 'Presque Isle',\n", + " '26143': 'Roscommon',\n", + " '26145': 'Saginaw',\n", + " '26147': 'St Clair',\n", + " '26149': 'St Joseph',\n", + " '26151': 'Sanilac',\n", + " '26153': 'Schoolcraft',\n", + " '26155': 'Shiawassee',\n", + " '26157': 'Tuscola',\n", + " '26159': 'Van Buren',\n", + " '26161': 'Washtenaw',\n", + " '26163': 'Wayne',\n", + " '26165': 'Wexford',\n", + " '27001': 'Aitkin',\n", + " '27003': 'Anoka',\n", + " '27005': 'Becker',\n", + " '27007': 'Beltrami',\n", + " '27009': 'Benton',\n", + " '27011': 'Big Stone',\n", + " '27013': 'Blue Earth',\n", + " '27015': 'Brown',\n", + " '27017': 'Carlton',\n", + " '27019': 'Carver',\n", + " '27021': 'Cass',\n", + " '27023': 'Chippewa',\n", + " '27025': 'Chisago',\n", + " '27027': 'Clay',\n", + " '27029': 'Clearwater',\n", + " '27031': 'Cook',\n", + " '27033': 'Cottonwood',\n", + " '27035': 'Crow Wing',\n", + " '27037': 'Dakota',\n", + " '27039': 'Dodge',\n", + " '27041': 'Douglas',\n", + " '27043': 'Faribault',\n", + " '27045': 'Fillmore',\n", + " '27047': 'Freeborn',\n", + " '27049': 'Goodhue',\n", + " '27051': 'Grant',\n", + " '27053': 'Hennepin',\n", + " '27055': 'Houston',\n", + " '27057': 'Hubbard',\n", + " '27059': 'Isanti',\n", + " '27061': 'Itasca',\n", + " '27063': 'Jackson',\n", + " '27065': 'Kanabec',\n", + " '27067': 'Kandiyohi',\n", + " '27069': 'Kittson',\n", + " '27071': 'Koochiching',\n", + " '27073': 'Lac qui Parle',\n", + " '27075': 'Lake',\n", + " '27077': 'Lake of the Woods',\n", + " '27079': 'Le Sueur',\n", + " '27081': 'Lincoln',\n", + " '27083': 'Lyon',\n", + " '27085': 'McLeod',\n", + " '27087': 'Mahnomen',\n", + " '27089': 'Marshall',\n", + " '27091': 'Martin',\n", + " '27093': 'Meeker',\n", + " '27095': 'Mille Lacs',\n", + " '27097': 'Morrison',\n", + " '27099': 'Mower',\n", + " '27101': 'Murray',\n", + " '27103': 'Nicollet',\n", + " '27105': 'Nobles',\n", + " '27107': 'Norman',\n", + " '27109': 'Olmsted',\n", + " '27111': 'Otter Tail',\n", + " '27113': 'Pennington',\n", + " '27115': 'Pine',\n", + " '27117': 'Pipestone',\n", + " '27119': 'Polk',\n", + " '27121': 'Pope',\n", + " '27123': 'Ramsey',\n", + " '27125': 'Red Lake',\n", + " '27127': 'Redwood',\n", + " '27129': 'Renville',\n", + " '27131': 'Rice',\n", + " '27133': 'Rock',\n", + " '27135': 'Roseau',\n", + " '27137': 'St Louis',\n", + " '27139': 'Scott',\n", + " '27141': 'Sherburne',\n", + " '27143': 'Sibley',\n", + " '27145': 'Stearns',\n", + " '27147': 'Steele',\n", + " '27149': 'Stevens',\n", + " '27151': 'Swift',\n", + " '27153': 'Todd',\n", + " '27155': 'Traverse',\n", + " '27157': 'Wabasha',\n", + " '27159': 'Wadena',\n", + " '27161': 'Waseca',\n", + " '27163': 'Washington',\n", + " '27165': 'Watonwan',\n", + " '27167': 'Wilkin',\n", + " '27169': 'Winona',\n", + " '27171': 'Wright',\n", + " '27173': 'Yellow Medicine',\n", + " '28001': 'Adams',\n", + " '28003': 'Alcorn',\n", + " '28005': 'Amite',\n", + " '28007': 'Attala',\n", + " '28009': 'Benton',\n", + " '28011': 'Bolivar',\n", + " '28013': 'Calhoun',\n", + " '28015': 'Carroll',\n", + " '28017': 'Chickasaw',\n", + " '28019': 'Choctaw',\n", + " '28021': 'Claiborne',\n", + " '28023': 'Clarke',\n", + " '28025': 'Clay',\n", + " '28027': 'Coahoma',\n", + " '28029': 'Copiah',\n", + " '28031': 'Covington',\n", + " '28033': 'De Soto',\n", + " '28035': 'Forrest',\n", + " '28037': 'Franklin',\n", + " '28039': 'George',\n", + " '28041': 'Greene',\n", + " '28043': 'Grenada',\n", + " '28045': 'Hancock',\n", + " '28047': 'Harrison',\n", + " '28049': 'Hinds',\n", + " '28051': 'Holmes',\n", + " '28053': 'Humphreys',\n", + " '28055': 'Issaquena',\n", + " '28057': 'Itawamba',\n", + " '28059': 'Jackson',\n", + " '28061': 'Jasper',\n", + " '28063': 'Jefferson',\n", + " '28065': 'Jefferson Davis',\n", + " '28067': 'Jones',\n", + " '28069': 'Kemper',\n", + " '28071': 'Lafayette',\n", + " '28073': 'Lamar',\n", + " '28075': 'Lauderdale',\n", + " '28077': 'Lawrence',\n", + " '28079': 'Leake',\n", + " '28081': 'Lee',\n", + " '28083': 'Leflore',\n", + " '28085': 'Lincoln',\n", + " '28087': 'Lowndes',\n", + " '28089': 'Madison',\n", + " '28091': 'Marion',\n", + " '28093': 'Marshall',\n", + " '28095': 'Monroe',\n", + " '28097': 'Montgomery',\n", + " '28099': 'Neshoba',\n", + " '28101': 'Newton',\n", + " '28103': 'Noxubee',\n", + " '28105': 'Oktibbeha',\n", + " '28107': 'Panola',\n", + " '28109': 'Pearl River',\n", + " '28111': 'Perry',\n", + " '28113': 'Pike',\n", + " '28115': 'Pontotoc',\n", + " '28117': 'Prentiss',\n", + " '28119': 'Quitman',\n", + " '28121': 'Rankin',\n", + " '28123': 'Scott',\n", + " '28125': 'Sharkey',\n", + " '28127': 'Simpson',\n", + " '28129': 'Smith',\n", + " '28131': 'Stone',\n", + " '28133': 'Sunflower',\n", + " '28135': 'Tallahatchie',\n", + " '28137': 'Tate',\n", + " '28139': 'Tippah',\n", + " '28141': 'Tishomingo',\n", + " '28143': 'Tunica',\n", + " '28145': 'Union',\n", + " '28147': 'Walthall',\n", + " '28149': 'Warren',\n", + " '28151': 'Washington',\n", + " '28153': 'Wayne',\n", + " '28155': 'Webster',\n", + " '28157': 'Wilkinson',\n", + " '28159': 'Winston',\n", + " '28161': 'Yalobusha',\n", + " '28163': 'Yazoo',\n", + " '29001': 'Adair',\n", + " '29003': 'Andrew',\n", + " '29005': 'Atchison',\n", + " '29007': 'Audrain',\n", + " '29009': 'Barry',\n", + " '29011': 'Barton',\n", + " '29013': 'Bates',\n", + " '29015': 'Benton',\n", + " '29017': 'Bollinger',\n", + " '29019': 'Boone',\n", + " '29021': 'Buchanan',\n", + " '29023': 'Butler',\n", + " '29025': 'Caldwell',\n", + " '29027': 'Callaway',\n", + " '29029': 'Camden',\n", + " '29031': 'Cape Girardeau',\n", + " '29033': 'Carroll',\n", + " '29035': 'Carter',\n", + " '29037': 'Cass',\n", + " '29039': 'Cedar',\n", + " '29041': 'Chariton',\n", + " '29043': 'Christian',\n", + " '29045': 'Clark',\n", + " '29047': 'Clay',\n", + " '29049': 'Clinton',\n", + " '29051': 'Cole',\n", + " '29053': 'Cooper',\n", + " '29055': 'Crawford',\n", + " '29057': 'Dade',\n", + " '29059': 'Dallas',\n", + " '29061': 'Daviess',\n", + " '29063': 'De Kalb',\n", + " '29065': 'Dent',\n", + " '29067': 'Douglas',\n", + " '29069': 'Dunklin',\n", + " '29071': 'Franklin',\n", + " '29073': 'Gasconade',\n", + " '29075': 'Gentry',\n", + " '29077': 'Greene',\n", + " '29079': 'Grundy',\n", + " '29081': 'Harrison',\n", + " '29083': 'Henry',\n", + " '29085': 'Hickory',\n", + " '29087': 'Holt',\n", + " '29089': 'Howard',\n", + " '29091': 'Howell',\n", + " '29093': 'Iron',\n", + " '29095': 'Jackson',\n", + " '29097': 'Jasper',\n", + " '29099': 'Jefferson',\n", + " '29101': 'Johnson',\n", + " '29103': 'Knox',\n", + " '29105': 'Laclede',\n", + " '29107': 'Lafayette',\n", + " '29109': 'Lawrence',\n", + " '29111': 'Lewis',\n", + " '29113': 'Lincoln',\n", + " '29115': 'Linn',\n", + " '29117': 'Livingston',\n", + " '29119': 'McDonald',\n", + " '29121': 'Macon',\n", + " '29123': 'Madison',\n", + " '29125': 'Maries',\n", + " '29127': 'Marion',\n", + " '29129': 'Mercer',\n", + " '29131': 'Miller',\n", + " '29133': 'Mississippi',\n", + " '29135': 'Moniteau',\n", + " '29137': 'Monroe',\n", + " '29139': 'Montgomery',\n", + " '29141': 'Morgan',\n", + " '29143': 'New Madrid',\n", + " '29145': 'Newton',\n", + " '29147': 'Nodaway',\n", + " '29149': 'Oregon',\n", + " '29151': 'Osage',\n", + " '29153': 'Ozark',\n", + " '29155': 'Pemiscot',\n", + " '29157': 'Perry',\n", + " '29159': 'Pettis',\n", + " '29161': 'Phelps',\n", + " '29163': 'Pike',\n", + " '29165': 'Platte',\n", + " '29167': 'Polk',\n", + " '29169': 'Pulaski',\n", + " '29171': 'Putnam',\n", + " '29173': 'Ralls',\n", + " '29175': 'Randolph',\n", + " '29177': 'Ray',\n", + " '29179': 'Reynolds',\n", + " '29181': 'Ripley',\n", + " '29183': 'St Charles',\n", + " '29185': 'St Clair',\n", + " '29186': 'Ste. Genevieve',\n", + " '29187': 'St Francois',\n", + " '29189': 'St Louis',\n", + " '29195': 'Saline',\n", + " '29197': 'Schuyler',\n", + " '29199': 'Scotland',\n", + " '29201': 'Scott',\n", + " '29203': 'Shannon',\n", + " '29205': 'Shelby',\n", + " '29207': 'Stoddard',\n", + " '29209': 'Stone',\n", + " '29211': 'Sullivan',\n", + " '29213': 'Taney',\n", + " '29215': 'Texas',\n", + " '29217': 'Vernon',\n", + " '29219': 'Warren',\n", + " '29221': 'Washington',\n", + " '29223': 'Wayne',\n", + " '29225': 'Webster',\n", + " '29227': 'Worth',\n", + " '29229': 'Wright',\n", + " '29510': 'St Louis City',\n", + " '30001': 'Beaverhead',\n", + " '30003': 'Big Horn',\n", + " '30005': 'Blaine',\n", + " '30007': 'Broadwater',\n", + " '30009': 'Carbon',\n", + " '30011': 'Carter',\n", + " '30013': 'Cascade',\n", + " '30015': 'Chouteau',\n", + " '30017': 'Custer',\n", + " '30019': 'Daniels',\n", + " '30021': 'Dawson',\n", + " '30023': 'Deer Lodge',\n", + " '30025': 'Fallon',\n", + " '30027': 'Fergus',\n", + " '30029': 'Flathead',\n", + " '30031': 'Gallatin',\n", + " '30033': 'Garfield',\n", + " '30035': 'Glacier',\n", + " '30037': 'Golden Valley',\n", + " '30039': 'Granite',\n", + " '30041': 'Hill',\n", + " '30043': 'Jefferson',\n", + " '30045': 'Judith Basin',\n", + " '30047': 'Lake',\n", + " '30049': 'Lewis and Clark',\n", + " '30051': 'Liberty',\n", + " '30053': 'Lincoln',\n", + " '30055': 'McCone',\n", + " '30057': 'Madison',\n", + " '30059': 'Meagher',\n", + " '30061': 'Mineral',\n", + " '30063': 'Missoula',\n", + " '30065': 'Musselshell',\n", + " '30067': 'Park',\n", + " '30069': 'Petroleum',\n", + " '30071': 'Phillips',\n", + " '30073': 'Pondera',\n", + " '30075': 'Powder River',\n", + " '30077': 'Powell',\n", + " '30079': 'Prairie',\n", + " '30081': 'Ravalli',\n", + " '30083': 'Richland',\n", + " '30085': 'Roosevelt',\n", + " '30087': 'Rosebud',\n", + " '30089': 'Sanders',\n", + " '30091': 'Sheridan',\n", + " '30093': 'Silver Bow',\n", + " '30095': 'Stillwater',\n", + " '30097': 'Sweet Grass',\n", + " '30099': 'Teton',\n", + " '30101': 'Toole',\n", + " '30103': 'Treasure',\n", + " '30105': 'Valley',\n", + " '30107': 'Wheatland',\n", + " '30109': 'Wibaux',\n", + " '30111': 'Yellowstone',\n", + " '30113': 'Yellowstone Nat Park',\n", + " '31001': 'Adams',\n", + " '31003': 'Antelope',\n", + " '31005': 'Arthur',\n", + " '31007': 'Banner',\n", + " '31009': 'Blaine',\n", + " '31011': 'Boone',\n", + " '31013': 'Box Butte',\n", + " '31015': 'Boyd',\n", + " '31017': 'Brown',\n", + " '31019': 'Buffalo',\n", + " '31021': 'Burt',\n", + " '31023': 'Butler',\n", + " '31025': 'Cass',\n", + " '31027': 'Cedar',\n", + " '31029': 'Chase',\n", + " '31031': 'Cherry',\n", + " '31033': 'Cheyenne',\n", + " '31035': 'Clay',\n", + " '31037': 'Colfax',\n", + " '31039': 'Cuming',\n", + " '31041': 'Custer',\n", + " '31043': 'Dakota',\n", + " '31045': 'Dawes',\n", + " '31047': 'Dawson',\n", + " '31049': 'Deuel',\n", + " '31051': 'Dixon',\n", + " '31053': 'Dodge',\n", + " '31055': 'Douglas',\n", + " '31057': 'Dundy',\n", + " '31059': 'Fillmore',\n", + " '31061': 'Franklin',\n", + " '31063': 'Frontier',\n", + " '31065': 'Furnas',\n", + " '31067': 'Gage',\n", + " '31069': 'Garden',\n", + " '31071': 'Garfield',\n", + " '31073': 'Gosper',\n", + " '31075': 'Grant',\n", + " '31077': 'Greeley',\n", + " '31079': 'Hall',\n", + " '31081': 'Hamilton',\n", + " '31083': 'Harlan',\n", + " '31085': 'Hayes',\n", + " '31087': 'Hitchcock',\n", + " '31089': 'Holt',\n", + " '31091': 'Hooker',\n", + " '31093': 'Howard',\n", + " '31095': 'Jefferson',\n", + " '31097': 'Johnson',\n", + " '31099': 'Kearney',\n", + " '31101': 'Keith',\n", + " '31103': 'Keya Paha',\n", + " '31105': 'Kimball',\n", + " '31107': 'Knox',\n", + " '31109': 'Lancaster',\n", + " '31111': 'Lincoln',\n", + " '31113': 'Logan',\n", + " '31115': 'Loup',\n", + " '31117': 'McPherson',\n", + " '31119': 'Madison',\n", + " '31121': 'Merrick',\n", + " '31123': 'Morrill',\n", + " '31125': 'Nance',\n", + " '31127': 'Nemaha',\n", + " '31129': 'Nuckolls',\n", + " '31131': 'Otoe',\n", + " '31133': 'Pawnee',\n", + " '31135': 'Perkins',\n", + " '31137': 'Phelps',\n", + " '31139': 'Pierce',\n", + " '31141': 'Platte',\n", + " '31143': 'Polk',\n", + " '31145': 'Red Willow',\n", + " '31147': 'Richardson',\n", + " '31149': 'Rock',\n", + " '31151': 'Saline',\n", + " '31153': 'Sarpy',\n", + " '31155': 'Saunders',\n", + " '31157': 'Scotts Bluff',\n", + " '31159': 'Seward',\n", + " '31161': 'Sheridan',\n", + " '31163': 'Sherman',\n", + " '31165': 'Sioux',\n", + " '31167': 'Stanton',\n", + " '31169': 'Thayer',\n", + " '31171': 'Thomas',\n", + " '31173': 'Thurston',\n", + " '31175': 'Valley',\n", + " '31177': 'Washington',\n", + " '31179': 'Wayne',\n", + " '31181': 'Webster',\n", + " '31183': 'Wheeler',\n", + " '31185': 'York',\n", + " '32001': 'Churchill',\n", + " '32003': 'Clark',\n", + " '32005': 'Douglas',\n", + " '32007': 'Elko',\n", + " '32009': 'Esmeralda',\n", + " '32011': 'Eureka',\n", + " '32013': 'Humboldt',\n", + " '32015': 'Lander',\n", + " '32017': 'Lincoln',\n", + " '32019': 'Lyon',\n", + " '32021': 'Mineral',\n", + " '32023': 'Nye',\n", + " '32027': 'Pershing',\n", + " '32029': 'Storey',\n", + " '32031': 'Washoe',\n", + " '32033': 'White Pine',\n", + " '32510': 'Carson City',\n", + " '33001': 'Belknap',\n", + " '33003': 'Carroll',\n", + " '33005': 'Cheshire',\n", + " '33007': 'Coos',\n", + " '33009': 'Grafton',\n", + " '33011': 'Hillsborough',\n", + " '33013': 'Merrimack',\n", + " '33015': 'Rockingham',\n", + " '33017': 'Strafford',\n", + " '33019': 'Sullivan',\n", + " '34001': 'Atlantic',\n", + " '34003': 'Bergen',\n", + " '34005': 'Burlington',\n", + " '34007': 'Camden',\n", + " '34009': 'Cape May',\n", + " '34011': 'Cumberland',\n", + " '34013': 'Essex',\n", + " '34015': 'Gloucester',\n", + " '34017': 'Hudson',\n", + " '34019': 'Hunterdon',\n", + " '34021': 'Mercer',\n", + " '34023': 'Middlesex',\n", + " '34025': 'Monmouth',\n", + " '34027': 'Morris',\n", + " '34029': 'Ocean',\n", + " '34031': 'Passaic',\n", + " '34033': 'Salem',\n", + " '34035': 'Somerset',\n", + " '34037': 'Sussex',\n", + " '34039': 'Union',\n", + " '34041': 'Warren',\n", + " '35001': 'Bernalillo',\n", + " '35003': 'Catron',\n", + " '35005': 'Chaves',\n", + " '35006': 'Cibola',\n", + " '35007': 'Colfax',\n", + " '35009': 'Curry',\n", + " '35011': 'De Baca',\n", + " '35013': 'Dona Ana',\n", + " '35015': 'Eddy',\n", + " '35017': 'Grant',\n", + " '35019': 'Guadalupe',\n", + " '35021': 'Harding',\n", + " '35023': 'Hidalgo',\n", + " '35025': 'Lea',\n", + " '35027': 'Lincoln',\n", + " '35028': 'Los Alamos',\n", + " '35029': 'Luna',\n", + " '35031': 'McKinley',\n", + " '35033': 'Mora',\n", + " '35035': 'Otero',\n", + " '35037': 'Quay',\n", + " '35039': 'Rio Arriba',\n", + " '35041': 'Roosevelt',\n", + " '35043': 'Sandoval',\n", + " '35045': 'San Juan',\n", + " '35047': 'San Miguel',\n", + " '35049': 'Santa Fe',\n", + " '35051': 'Sierra',\n", + " '35053': 'Socorro',\n", + " '35055': 'Taos',\n", + " '35057': 'Torrance',\n", + " '35059': 'Union',\n", + " '35061': 'Valencia',\n", + " '36001': 'Albany',\n", + " '36003': 'Allegany',\n", + " '36005': 'Bronx',\n", + " '36007': 'Broome',\n", + " '36009': 'Cattaraugus',\n", + " '36011': 'Cayuga',\n", + " '36013': 'Chautauqua',\n", + " '36015': 'Chemung',\n", + " '36017': 'Chenango',\n", + " '36019': 'Clinton',\n", + " '36021': 'Columbia',\n", + " '36023': 'Cortland',\n", + " '36025': 'Delaware',\n", + " '36027': 'Dutchess',\n", + " '36029': 'Erie',\n", + " '36031': 'Essex',\n", + " '36033': 'Franklin',\n", + " '36035': 'Fulton',\n", + " '36037': 'Genesee',\n", + " '36039': 'Greene',\n", + " '36041': 'Hamilton',\n", + " '36043': 'Herkimer',\n", + " '36045': 'Jefferson',\n", + " '36047': 'Kings',\n", + " '36049': 'Lewis',\n", + " '36051': 'Livingston',\n", + " '36053': 'Madison',\n", + " '36055': 'Monroe',\n", + " '36057': 'Montgomery',\n", + " '36059': 'Nassau',\n", + " '36061': 'New York',\n", + " '36063': 'Niagara',\n", + " '36065': 'Oneida',\n", + " '36067': 'Onondaga',\n", + " '36069': 'Ontario',\n", + " '36071': 'Orange',\n", + " '36073': 'Orleans',\n", + " '36075': 'Oswego',\n", + " '36077': 'Otsego',\n", + " '36079': 'Putnam',\n", + " '36081': 'Queens',\n", + " '36083': 'Rensselaer',\n", + " '36085': 'Richmond',\n", + " '36087': 'Rockland',\n", + " '36089': 'St Lawrence',\n", + " '36091': 'Saratoga',\n", + " '36093': 'Schenectady',\n", + " '36095': 'Schoharie',\n", + " '36097': 'Schuyler',\n", + " '36099': 'Seneca',\n", + " '36101': 'Steuben',\n", + " '36103': 'Suffolk',\n", + " '36105': 'Sullivan',\n", + " '36107': 'Tioga',\n", + " '36109': 'Tompkins',\n", + " '36111': 'Ulster',\n", + " '36113': 'Warren',\n", + " '36115': 'Washington',\n", + " '36117': 'Wayne',\n", + " '36119': 'Westchester',\n", + " '36121': 'Wyoming',\n", + " '36123': 'Yates',\n", + " '37001': 'Alamance',\n", + " '37003': 'Alexander',\n", + " '37005': 'Alleghany',\n", + " '37007': 'Anson',\n", + " '37009': 'Ashe',\n", + " '37011': 'Avery',\n", + " '37013': 'Beaufort',\n", + " '37015': 'Bertie',\n", + " '37017': 'Bladen',\n", + " '37019': 'Brunswick',\n", + " '37021': 'Buncombe',\n", + " '37023': 'Burke',\n", + " '37025': 'Cabarrus',\n", + " '37027': 'Caldwell',\n", + " '37029': 'Camden',\n", + " '37031': 'Carteret',\n", + " '37033': 'Caswell',\n", + " '37035': 'Catawba',\n", + " '37037': 'Chatham',\n", + " '37039': 'Cherokee',\n", + " '37041': 'Chowan',\n", + " '37043': 'Clay',\n", + " '37045': 'Cleveland',\n", + " '37047': 'Columbus',\n", + " '37049': 'Craven',\n", + " '37051': 'Cumberland',\n", + " '37053': 'Currituck',\n", + " '37055': 'Dare',\n", + " '37057': 'Davidson',\n", + " '37059': 'Davie',\n", + " '37061': 'Duplin',\n", + " '37063': 'Durham',\n", + " '37065': 'Edgecombe',\n", + " '37067': 'Forsyth',\n", + " '37069': 'Franklin',\n", + " '37071': 'Gaston',\n", + " '37073': 'Gates',\n", + " '37075': 'Graham',\n", + " '37077': 'Granville',\n", + " '37079': 'Greene',\n", + " '37081': 'Guilford',\n", + " '37083': 'Halifax',\n", + " '37085': 'Harnett',\n", + " '37087': 'Haywood',\n", + " '37089': 'Henderson',\n", + " '37091': 'Hertford',\n", + " '37093': 'Hoke',\n", + " '37095': 'Hyde',\n", + " '37097': 'Iredell',\n", + " '37099': 'Jackson',\n", + " '37101': 'Johnston',\n", + " '37103': 'Jones',\n", + " '37105': 'Lee',\n", + " '37107': 'Lenoir',\n", + " '37109': 'Lincoln',\n", + " '37111': 'McDowell',\n", + " '37113': 'Macon',\n", + " '37115': 'Madison',\n", + " '37117': 'Martin',\n", + " '37119': 'Mecklenburg',\n", + " '37121': 'Mitchell',\n", + " '37123': 'Montgomery',\n", + " '37125': 'Moore',\n", + " '37127': 'Nash',\n", + " '37129': 'New Hanover',\n", + " '37131': 'Northampton',\n", + " '37133': 'Onslow',\n", + " '37135': 'Orange',\n", + " '37137': 'Pamlico',\n", + " '37139': 'Pasquotank',\n", + " '37141': 'Pender',\n", + " '37143': 'Perquimans',\n", + " '37145': 'Person',\n", + " '37147': 'Pitt',\n", + " '37149': 'Polk',\n", + " '37151': 'Randolph',\n", + " '37153': 'Richmond',\n", + " '37155': 'Robeson',\n", + " '37157': 'Rockingham',\n", + " '37159': 'Rowan',\n", + " '37161': 'Rutherford',\n", + " '37163': 'Sampson',\n", + " '37165': 'Scotland',\n", + " '37167': 'Stanly',\n", + " '37169': 'Stokes',\n", + " '37171': 'Surry',\n", + " '37173': 'Swain',\n", + " '37175': 'Transylvania',\n", + " '37177': 'Tyrrell',\n", + " '37179': 'Union',\n", + " '37181': 'Vance',\n", + " '37183': 'Wake',\n", + " '37185': 'Warren',\n", + " '37187': 'Washington',\n", + " '37189': 'Watauga',\n", + " '37191': 'Wayne',\n", + " '37193': 'Wilkes',\n", + " '37195': 'Wilson',\n", + " '37197': 'Yadkin',\n", + " '37199': 'Yancey',\n", + " '38001': 'Adams',\n", + " '38003': 'Barnes',\n", + " '38005': 'Benson',\n", + " '38007': 'Billings',\n", + " '38009': 'Bottineau',\n", + " '38011': 'Bowman',\n", + " '38013': 'Burke',\n", + " '38015': 'Burleigh',\n", + " '38017': 'Cass',\n", + " '38019': 'Cavalier',\n", + " '38021': 'Dickey',\n", + " '38023': 'Divide',\n", + " '38025': 'Dunn',\n", + " '38027': 'Eddy',\n", + " '38029': 'Emmons',\n", + " '38031': 'Foster',\n", + " '38033': 'Golden Valley',\n", + " '38035': 'Grand Forks',\n", + " '38037': 'Grant',\n", + " '38039': 'Griggs',\n", + " '38041': 'Hettinger',\n", + " '38043': 'Kidder',\n", + " '38045': 'La Moure',\n", + " '38047': 'Logan',\n", + " '38049': 'McHenry',\n", + " '38051': 'McIntosh',\n", + " '38053': 'McKenzie',\n", + " '38055': 'McLean',\n", + " '38057': 'Mercer',\n", + " '38059': 'Morton',\n", + " '38061': 'Mountrail',\n", + " '38063': 'Nelson',\n", + " '38065': 'Oliver',\n", + " '38067': 'Pembina',\n", + " '38069': 'Pierce',\n", + " '38071': 'Ramsey',\n", + " '38073': 'Ransom',\n", + " '38075': 'Renville',\n", + " '38077': 'Richland',\n", + " '38079': 'Rolette',\n", + " '38081': 'Sargent',\n", + " '38083': 'Sheridan',\n", + " '38085': 'Sioux',\n", + " '38087': 'Slope',\n", + " '38089': 'Stark',\n", + " '38091': 'Steele',\n", + " '38093': 'Stutsman',\n", + " '38095': 'Towner',\n", + " '38097': 'Traill',\n", + " '38099': 'Walsh',\n", + " '38101': 'Ward',\n", + " '38103': 'Wells',\n", + " '38105': 'Williams',\n", + " '39001': 'Adams',\n", + " '39003': 'Allen',\n", + " '39005': 'Ashland',\n", + " '39007': 'Ashtabula',\n", + " '39009': 'Athens',\n", + " '39011': 'Auglaize',\n", + " '39013': 'Belmont',\n", + " '39015': 'Brown',\n", + " '39017': 'Butler',\n", + " '39019': 'Carroll',\n", + " '39021': 'Champaign',\n", + " '39023': 'Clark',\n", + " '39025': 'Clermont',\n", + " '39027': 'Clinton',\n", + " '39029': 'Columbiana',\n", + " '39031': 'Coshocton',\n", + " '39033': 'Crawford',\n", + " '39035': 'Cuyahoga',\n", + " '39037': 'Darke',\n", + " '39039': 'Defiance',\n", + " '39041': 'Delaware',\n", + " '39043': 'Erie',\n", + " '39045': 'Fairfield',\n", + " '39047': 'Fayette',\n", + " '39049': 'Franklin',\n", + " '39051': 'Fulton',\n", + " '39053': 'Gallia',\n", + " '39055': 'Geauga',\n", + " '39057': 'Greene',\n", + " '39059': 'Guernsey',\n", + " '39061': 'Hamilton',\n", + " '39063': 'Hancock',\n", + " '39065': 'Hardin',\n", + " '39067': 'Harrison',\n", + " '39069': 'Henry',\n", + " '39071': 'Highland',\n", + " '39073': 'Hocking',\n", + " '39075': 'Holmes',\n", + " '39077': 'Huron',\n", + " '39079': 'Jackson',\n", + " '39081': 'Jefferson',\n", + " '39083': 'Knox',\n", + " '39085': 'Lake',\n", + " '39087': 'Lawrence',\n", + " '39089': 'Licking',\n", + " '39091': 'Logan',\n", + " '39093': 'Lorain',\n", + " '39095': 'Lucas',\n", + " '39097': 'Madison',\n", + " '39099': 'Mahoning',\n", + " '39101': 'Marion',\n", + " '39103': 'Medina',\n", + " '39105': 'Meigs',\n", + " '39107': 'Mercer',\n", + " '39109': 'Miami',\n", + " '39111': 'Monroe',\n", + " '39113': 'Montgomery',\n", + " '39115': 'Morgan',\n", + " '39117': 'Morrow',\n", + " '39119': 'Muskingum',\n", + " '39121': 'Noble',\n", + " '39123': 'Ottawa',\n", + " '39125': 'Paulding',\n", + " '39127': 'Perry',\n", + " '39129': 'Pickaway',\n", + " '39131': 'Pike',\n", + " '39133': 'Portage',\n", + " '39135': 'Preble',\n", + " '39137': 'Putnam',\n", + " '39139': 'Richland',\n", + " '39141': 'Ross',\n", + " '39143': 'Sandusky',\n", + " '39145': 'Scioto',\n", + " '39147': 'Seneca',\n", + " '39149': 'Shelby',\n", + " '39151': 'Stark',\n", + " '39153': 'Summit',\n", + " '39155': 'Trumbull',\n", + " '39157': 'Tuscarawas',\n", + " '39159': 'Union',\n", + " '39161': 'Van Wert',\n", + " '39163': 'Vinton',\n", + " '39165': 'Warren',\n", + " '39167': 'Washington',\n", + " '39169': 'Wayne',\n", + " '39171': 'Williams',\n", + " '39173': 'Wood',\n", + " '39175': 'Wyandot',\n", + " '40001': 'Adair',\n", + " '40003': 'Alfalfa',\n", + " '40005': 'Atoka',\n", + " '40007': 'Beaver',\n", + " '40009': 'Beckham',\n", + " '40011': 'Blaine',\n", + " '40013': 'Bryan',\n", + " '40015': 'Caddo',\n", + " '40017': 'Canadian',\n", + " '40019': 'Carter',\n", + " '40021': 'Cherokee',\n", + " '40023': 'Choctaw',\n", + " '40025': 'Cimarron',\n", + " '40027': 'Cleveland',\n", + " '40029': 'Coal',\n", + " '40031': 'Comanche',\n", + " '40033': 'Cotton',\n", + " '40035': 'Craig',\n", + " '40037': 'Creek',\n", + " '40039': 'Custer',\n", + " '40041': 'Delaware',\n", + " '40043': 'Dewey',\n", + " '40045': 'Ellis',\n", + " '40047': 'Garfield',\n", + " '40049': 'Garvin',\n", + " '40051': 'Grady',\n", + " '40053': 'Grant',\n", + " '40055': 'Greer',\n", + " '40057': 'Harmon',\n", + " '40059': 'Harper',\n", + " '40061': 'Haskell',\n", + " '40063': 'Hughes',\n", + " '40065': 'Jackson',\n", + " '40067': 'Jefferson',\n", + " '40069': 'Johnston',\n", + " '40071': 'Kay',\n", + " '40073': 'Kingfisher',\n", + " '40075': 'Kiowa',\n", + " '40077': 'Latimer',\n", + " '40079': 'Le Flore',\n", + " '40081': 'Lincoln',\n", + " '40083': 'Logan',\n", + " '40085': 'Love',\n", + " '40087': 'McClain',\n", + " '40089': 'McCurtain',\n", + " '40091': 'McIntosh',\n", + " '40093': 'Major',\n", + " '40095': 'Marshall',\n", + " '40097': 'Mayes',\n", + " '40099': 'Murray',\n", + " '40101': 'Muskogee',\n", + " '40103': 'Noble',\n", + " '40105': 'Nowata',\n", + " '40107': 'Okfuskee',\n", + " '40109': 'Oklahoma',\n", + " '40111': 'Okmulgee',\n", + " '40113': 'Osage',\n", + " '40115': 'Ottawa',\n", + " '40117': 'Pawnee',\n", + " '40119': 'Payne',\n", + " '40121': 'Pittsburg',\n", + " '40123': 'Pontotoc',\n", + " '40125': 'Pottawatomie',\n", + " '40127': 'Pushmataha',\n", + " '40129': 'Roger Mills',\n", + " '40131': 'Rogers',\n", + " '40133': 'Seminole',\n", + " '40135': 'Sequoyah',\n", + " '40137': 'Stephens',\n", + " '40139': 'Texas',\n", + " '40141': 'Tillman',\n", + " '40143': 'Tulsa',\n", + " '40145': 'Wagoner',\n", + " '40147': 'Washington',\n", + " '40149': 'Washita',\n", + " '40151': 'Woods',\n", + " '40153': 'Woodward',\n", + " '41001': 'Baker',\n", + " '41003': 'Benton',\n", + " '41005': 'Clackamas',\n", + " '41007': 'Clatsop',\n", + " '41009': 'Columbia',\n", + " '41011': 'Coos',\n", + " '41013': 'Crook',\n", + " '41015': 'Curry',\n", + " '41017': 'Deschutes',\n", + " '41019': 'Douglas',\n", + " '41021': 'Gilliam',\n", + " '41023': 'Grant',\n", + " '41025': 'Harney',\n", + " '41027': 'Hood River',\n", + " '41029': 'Jackson',\n", + " '41031': 'Jefferson',\n", + " '41033': 'Josephine',\n", + " '41035': 'Klamath',\n", + " '41037': 'Lake',\n", + " '41039': 'Lane',\n", + " '41041': 'Lincoln',\n", + " '41043': 'Linn',\n", + " '41045': 'Malheur',\n", + " '41047': 'Marion',\n", + " '41049': 'Morrow',\n", + " '41051': 'Multnomah',\n", + " '41053': 'Polk',\n", + " '41055': 'Sherman',\n", + " '41057': 'Tillamook',\n", + " '41059': 'Umatilla',\n", + " '41061': 'Union',\n", + " '41063': 'Wallowa',\n", + " '41065': 'Wasco',\n", + " '41067': 'Washington',\n", + " '41069': 'Wheeler',\n", + " '41071': 'Yamhill',\n", + " '42001': 'Adams',\n", + " '42003': 'Allegheny',\n", + " '42005': 'Armstrong',\n", + " '42007': 'Beaver',\n", + " '42009': 'Bedford',\n", + " '42011': 'Berks',\n", + " '42013': 'Blair',\n", + " '42015': 'Bradford',\n", + " '42017': 'Bucks',\n", + " '42019': 'Butler',\n", + " '42021': 'Cambria',\n", + " '42023': 'Cameron',\n", + " '42025': 'Carbon',\n", + " '42027': 'Centre',\n", + " '42029': 'Chester',\n", + " '42031': 'Clarion',\n", + " '42033': 'Clearfield',\n", + " '42035': 'Clinton',\n", + " '42037': 'Columbia',\n", + " '42039': 'Crawford',\n", + " '42041': 'Cumberland',\n", + " '42043': 'Dauphin',\n", + " '42045': 'Delaware',\n", + " '42047': 'Elk',\n", + " '42049': 'Erie',\n", + " '42051': 'Fayette',\n", + " '42053': 'Forest',\n", + " '42055': 'Franklin',\n", + " '42057': 'Fulton',\n", + " '42059': 'Greene',\n", + " '42061': 'Huntingdon',\n", + " '42063': 'Indiana',\n", + " '42065': 'Jefferson',\n", + " '42067': 'Juniata',\n", + " '42069': 'Lackawanna',\n", + " '42071': 'Lancaster',\n", + " '42073': 'Lawrence',\n", + " '42075': 'Lebanon',\n", + " '42077': 'Lehigh',\n", + " '42079': 'Luzerne',\n", + " '42081': 'Lycoming',\n", + " '42083': 'McKean',\n", + " '42085': 'Mercer',\n", + " '42087': 'Mifflin',\n", + " '42089': 'Monroe',\n", + " '42091': 'Montgomery',\n", + " '42093': 'Montour',\n", + " '42095': 'Northampton',\n", + " '42097': 'Northumberland',\n", + " '42099': 'Perry',\n", + " '42101': 'Philadelphia',\n", + " '42103': 'Pike',\n", + " '42105': 'Potter',\n", + " '42107': 'Schuylkill',\n", + " '42109': 'Snyder',\n", + " '42111': 'Somerset',\n", + " '42113': 'Sullivan',\n", + " '42115': 'Susquehanna',\n", + " '42117': 'Tioga',\n", + " '42119': 'Union',\n", + " '42121': 'Venango',\n", + " '42123': 'Warren',\n", + " '42125': 'Washington',\n", + " '42127': 'Wayne',\n", + " '42129': 'Westmoreland',\n", + " '42131': 'Wyoming',\n", + " '42133': 'York',\n", + " '44001': 'Bristol',\n", + " '44003': 'Kent',\n", + " '44005': 'Newport',\n", + " '44007': 'Providence',\n", + " '44009': 'Washington',\n", + " '45001': 'Abbeville',\n", + " '45003': 'Aiken',\n", + " '45005': 'Allendale',\n", + " '45007': 'Anderson',\n", + " '45009': 'Bamberg',\n", + " '45011': 'Barnwell',\n", + " '45013': 'Beaufort',\n", + " '45015': 'Berkeley',\n", + " '45017': 'Calhoun',\n", + " '45019': 'Charleston',\n", + " '45021': 'Cherokee',\n", + " '45023': 'Chester',\n", + " '45025': 'Chesterfield',\n", + " '45027': 'Clarendon',\n", + " '45029': 'Colleton',\n", + " '45031': 'Darlington',\n", + " '45033': 'Dillon',\n", + " '45035': 'Dorchester',\n", + " '45037': 'Edgefield',\n", + " '45039': 'Fairfield',\n", + " '45041': 'Florence',\n", + " '45043': 'Georgetown',\n", + " '45045': 'Greenville',\n", + " '45047': 'Greenwood',\n", + " '45049': 'Hampton',\n", + " '45051': 'Horry',\n", + " '45053': 'Jasper',\n", + " '45055': 'Kershaw',\n", + " '45057': 'Lancaster',\n", + " '45059': 'Laurens',\n", + " '45061': 'Lee',\n", + " '45063': 'Lexington',\n", + " '45065': 'McCormick',\n", + " '45067': 'Marion',\n", + " '45069': 'Marlboro',\n", + " '45071': 'Newberry',\n", + " '45073': 'Oconee',\n", + " '45075': 'Orangeburg',\n", + " '45077': 'Pickens',\n", + " '45079': 'Richland',\n", + " '45081': 'Saluda',\n", + " '45083': 'Spartanburg',\n", + " '45085': 'Sumter',\n", + " '45087': 'Union',\n", + " '45089': 'Williamsburg',\n", + " '45091': 'York',\n", + " '46003': 'Aurora',\n", + " '46005': 'Beadle',\n", + " '46007': 'Bennett',\n", + " '46009': 'Bon Homme',\n", + " '46011': 'Brookings',\n", + " '46013': 'Brown',\n", + " '46015': 'Brule',\n", + " '46017': 'Buffalo',\n", + " '46019': 'Butte',\n", + " '46021': 'Campbell',\n", + " '46023': 'Charles Mix',\n", + " '46025': 'Clark',\n", + " '46027': 'Clay',\n", + " '46029': 'Codington',\n", + " '46031': 'Corson',\n", + " '46033': 'Custer',\n", + " '46035': 'Davison',\n", + " '46037': 'Day',\n", + " '46039': 'Deuel',\n", + " '46041': 'Dewey',\n", + " '46043': 'Douglas',\n", + " '46045': 'Edmunds',\n", + " '46047': 'Fall River',\n", + " '46049': 'Faulk',\n", + " '46051': 'Grant',\n", + " '46053': 'Gregory',\n", + " '46055': 'Haakon',\n", + " '46057': 'Hamlin',\n", + " '46059': 'Hand',\n", + " '46061': 'Hanson',\n", + " '46063': 'Harding',\n", + " '46065': 'Hughes',\n", + " '46067': 'Hutchinson',\n", + " '46069': 'Hyde',\n", + " '46071': 'Jackson',\n", + " '46073': 'Jerauld',\n", + " '46075': 'Jones',\n", + " '46077': 'Kingsbury',\n", + " '46079': 'Lake',\n", + " '46081': 'Lawrence',\n", + " '46083': 'Lincoln',\n", + " '46085': 'Lyman',\n", + " '46087': 'McCook',\n", + " '46089': 'McPherson',\n", + " '46091': 'Marshall',\n", + " '46093': 'Meade',\n", + " '46095': 'Mellette',\n", + " '46097': 'Miner',\n", + " '46099': 'Minnehaha',\n", + " '46101': 'Moody',\n", + " '46103': 'Pennington',\n", + " '46105': 'Perkins',\n", + " '46107': 'Potter',\n", + " '46109': 'Roberts',\n", + " '46111': 'Sanborn',\n", + " '46113': 'Shannon',\n", + " '46115': 'Spink',\n", + " '46117': 'Stanley',\n", + " '46119': 'Sully',\n", + " '46121': 'Todd',\n", + " '46123': 'Tripp',\n", + " '46125': 'Turner',\n", + " '46127': 'Union',\n", + " '46129': 'Walworth',\n", + " '46135': 'Yankton',\n", + " '46137': 'Ziebach',\n", + " '47001': 'Anderson',\n", + " '47003': 'Bedford',\n", + " '47005': 'Benton',\n", + " '47007': 'Bledsoe',\n", + " '47009': 'Blount',\n", + " '47011': 'Bradley',\n", + " '47013': 'Campbell',\n", + " '47015': 'Cannon',\n", + " '47017': 'Carroll',\n", + " '47019': 'Carter',\n", + " '47021': 'Cheatham',\n", + " '47023': 'Chester',\n", + " '47025': 'Claiborne',\n", + " '47027': 'Clay',\n", + " '47029': 'Cocke',\n", + " '47031': 'Coffee',\n", + " '47033': 'Crockett',\n", + " '47035': 'Cumberland',\n", + " '47037': 'Davidson',\n", + " '47039': 'Decatur',\n", + " '47041': 'De Kalb',\n", + " '47043': 'Dickson',\n", + " '47045': 'Dyer',\n", + " '47047': 'Fayette',\n", + " '47049': 'Fentress',\n", + " '47051': 'Franklin',\n", + " '47053': 'Gibson',\n", + " '47055': 'Giles',\n", + " '47057': 'Grainger',\n", + " '47059': 'Greene',\n", + " '47061': 'Grundy',\n", + " '47063': 'Hamblen',\n", + " '47065': 'Hamilton',\n", + " '47067': 'Hancock',\n", + " '47069': 'Hardeman',\n", + " '47071': 'Hardin',\n", + " '47073': 'Hawkins',\n", + " '47075': 'Haywood',\n", + " '47077': 'Henderson',\n", + " '47079': 'Henry',\n", + " '47081': 'Hickman',\n", + " '47083': 'Houston',\n", + " '47085': 'Humphreys',\n", + " '47087': 'Jackson',\n", + " '47089': 'Jefferson',\n", + " '47091': 'Johnson',\n", + " '47093': 'Knox',\n", + " '47095': 'Lake',\n", + " '47097': 'Lauderdale',\n", + " '47099': 'Lawrence',\n", + " '47101': 'Lewis',\n", + " '47103': 'Lincoln',\n", + " '47105': 'Loudon',\n", + " '47107': 'McMinn',\n", + " '47109': 'McNairy',\n", + " '47111': 'Macon',\n", + " '47113': 'Madison',\n", + " '47115': 'Marion',\n", + " '47117': 'Marshall',\n", + " '47119': 'Maury',\n", + " '47121': 'Meigs',\n", + " '47123': 'Monroe',\n", + " '47125': 'Montgomery',\n", + " '47127': 'Moore',\n", + " '47129': 'Morgan',\n", + " '47131': 'Obion',\n", + " '47133': 'Overton',\n", + " '47135': 'Perry',\n", + " '47137': 'Pickett',\n", + " '47139': 'Polk',\n", + " '47141': 'Putnam',\n", + " '47143': 'Rhea',\n", + " '47145': 'Roane',\n", + " '47147': 'Robertson',\n", + " '47149': 'Rutherford',\n", + " '47151': 'Scott',\n", + " '47153': 'Sequatchie',\n", + " '47155': 'Sevier',\n", + " '47157': 'Shelby',\n", + " '47159': 'Smith',\n", + " '47161': 'Stewart',\n", + " '47163': 'Sullivan',\n", + " '47165': 'Sumner',\n", + " '47167': 'Tipton',\n", + " '47169': 'Trousdale',\n", + " '47171': 'Unicoi',\n", + " '47173': 'Union',\n", + " '47175': 'Van Buren',\n", + " '47177': 'Warren',\n", + " '47179': 'Washington',\n", + " '47181': 'Wayne',\n", + " '47183': 'Weakley',\n", + " '47185': 'White',\n", + " '47187': 'Williamson',\n", + " '47189': 'Wilson',\n", + " '48001': 'Anderson',\n", + " '48003': 'Andrews',\n", + " '48005': 'Angelina',\n", + " '48007': 'Aransas',\n", + " '48009': 'Archer',\n", + " '48011': 'Armstrong',\n", + " '48013': 'Atascosa',\n", + " '48015': 'Austin',\n", + " '48017': 'Bailey',\n", + " '48019': 'Bandera',\n", + " '48021': 'Bastrop',\n", + " '48023': 'Baylor',\n", + " '48025': 'Bee',\n", + " '48027': 'Bell',\n", + " '48029': 'Bexar',\n", + " '48031': 'Blanco',\n", + " '48033': 'Borden',\n", + " '48035': 'Bosque',\n", + " '48037': 'Bowie',\n", + " '48039': 'Brazoria',\n", + " '48041': 'Brazos',\n", + " '48043': 'Brewster',\n", + " '48045': 'Briscoe',\n", + " '48047': 'Brooks',\n", + " '48049': 'Brown',\n", + " '48051': 'Burleson',\n", + " '48053': 'Burnet',\n", + " '48055': 'Caldwell',\n", + " '48057': 'Calhoun',\n", + " '48059': 'Callahan',\n", + " '48061': 'Cameron',\n", + " '48063': 'Camp',\n", + " '48065': 'Carson',\n", + " '48067': 'Cass',\n", + " '48069': 'Castro',\n", + " '48071': 'Chambers',\n", + " '48073': 'Cherokee',\n", + " '48075': 'Childress',\n", + " '48077': 'Clay',\n", + " '48079': 'Cochran',\n", + " '48081': 'Coke',\n", + " '48083': 'Coleman',\n", + " '48085': 'Collin',\n", + " '48087': 'Collingsworth',\n", + " '48089': 'Colorado',\n", + " '48091': 'Comal',\n", + " '48093': 'Comanche',\n", + " '48095': 'Concho',\n", + " '48097': 'Cooke',\n", + " '48099': 'Coryell',\n", + " '48101': 'Cottle',\n", + " '48103': 'Crane',\n", + " '48105': 'Crockett',\n", + " '48107': 'Crosby',\n", + " '48109': 'Culberson',\n", + " '48111': 'Dallam',\n", + " '48113': 'Dallas',\n", + " '48115': 'Dawson',\n", + " '48117': 'Deaf Smith',\n", + " '48119': 'Delta',\n", + " '48121': 'Denton',\n", + " '48123': 'De Witt',\n", + " '48125': 'Dickens',\n", + " '48127': 'Dimmit',\n", + " '48129': 'Donley',\n", + " '48131': 'Duval',\n", + " '48133': 'Eastland',\n", + " '48135': 'Ector',\n", + " '48137': 'Edwards',\n", + " '48139': 'Ellis',\n", + " '48141': 'El Paso',\n", + " '48143': 'Erath',\n", + " '48145': 'Falls',\n", + " '48147': 'Fannin',\n", + " '48149': 'Fayette',\n", + " '48151': 'Fisher',\n", + " '48153': 'Floyd',\n", + " '48155': 'Foard',\n", + " '48157': 'Fort Bend',\n", + " '48159': 'Franklin',\n", + " '48161': 'Freestone',\n", + " '48163': 'Frio',\n", + " '48165': 'Gaines',\n", + " '48167': 'Galveston',\n", + " '48169': 'Garza',\n", + " '48171': 'Gillespie',\n", + " '48173': 'Glasscock',\n", + " '48175': 'Goliad',\n", + " '48177': 'Gonzales',\n", + " '48179': 'Gray',\n", + " '48181': 'Grayson',\n", + " '48183': 'Gregg',\n", + " '48185': 'Grimes',\n", + " '48187': 'Guadalupe',\n", + " '48189': 'Hale',\n", + " '48191': 'Hall',\n", + " '48193': 'Hamilton',\n", + " '48195': 'Hansford',\n", + " '48197': 'Hardeman',\n", + " '48199': 'Hardin',\n", + " '48201': 'Harris',\n", + " '48203': 'Harrison',\n", + " '48205': 'Hartley',\n", + " '48207': 'Haskell',\n", + " '48209': 'Hays',\n", + " '48211': 'Hemphill',\n", + " '48213': 'Henderson',\n", + " '48215': 'Hidalgo',\n", + " '48217': 'Hill',\n", + " '48219': 'Hockley',\n", + " '48221': 'Hood',\n", + " '48223': 'Hopkins',\n", + " '48225': 'Houston',\n", + " '48227': 'Howard',\n", + " '48229': 'Hudspeth',\n", + " '48231': 'Hunt',\n", + " '48233': 'Hutchinson',\n", + " '48235': 'Irion',\n", + " '48237': 'Jack',\n", + " '48239': 'Jackson',\n", + " '48241': 'Jasper',\n", + " '48243': 'Jeff Davis',\n", + " '48245': 'Jefferson',\n", + " '48247': 'Jim Hogg',\n", + " '48249': 'Jim Wells',\n", + " '48251': 'Johnson',\n", + " '48253': 'Jones',\n", + " '48255': 'Karnes',\n", + " '48257': 'Kaufman',\n", + " '48259': 'Kendall',\n", + " '48261': 'Kenedy',\n", + " '48263': 'Kent',\n", + " '48265': 'Kerr',\n", + " '48267': 'Kimble',\n", + " '48269': 'King',\n", + " '48271': 'Kinney',\n", + " '48273': 'Kleberg',\n", + " '48275': 'Knox',\n", + " '48277': 'Lamar',\n", + " '48279': 'Lamb',\n", + " '48281': 'Lampasas',\n", + " '48283': 'La Salle',\n", + " '48285': 'Lavaca',\n", + " '48287': 'Lee',\n", + " '48289': 'Leon',\n", + " '48291': 'Liberty',\n", + " '48293': 'Limestone',\n", + " '48295': 'Lipscomb',\n", + " '48297': 'Live Oak',\n", + " '48299': 'Llano',\n", + " '48301': 'Loving',\n", + " '48303': 'Lubbock',\n", + " '48305': 'Lynn',\n", + " '48307': 'McCulloch',\n", + " '48309': 'McLennan',\n", + " '48311': 'McMullen',\n", + " '48313': 'Madison',\n", + " '48315': 'Marion',\n", + " '48317': 'Martin',\n", + " '48319': 'Mason',\n", + " '48321': 'Matagorda',\n", + " '48323': 'Maverick',\n", + " '48325': 'Medina',\n", + " '48327': 'Menard',\n", + " '48329': 'Midland',\n", + " '48331': 'Milam',\n", + " '48333': 'Mills',\n", + " '48335': 'Mitchell',\n", + " '48337': 'Montague',\n", + " '48339': 'Montgomery',\n", + " '48341': 'Moore',\n", + " '48343': 'Morris',\n", + " '48345': 'Motley',\n", + " '48347': 'Nacogdoches',\n", + " '48349': 'Navarro',\n", + " '48351': 'Newton',\n", + " '48353': 'Nolan',\n", + " '48355': 'Nueces',\n", + " '48357': 'Ochiltree',\n", + " '48359': 'Oldham',\n", + " '48361': 'Orange',\n", + " '48363': 'Palo Pinto',\n", + " '48365': 'Panola',\n", + " '48367': 'Parker',\n", + " '48369': 'Parmer',\n", + " '48371': 'Pecos',\n", + " '48373': 'Polk',\n", + " '48375': 'Potter',\n", + " '48377': 'Presidio',\n", + " '48379': 'Rains',\n", + " '48381': 'Randall',\n", + " '48383': 'Reagan',\n", + " '48385': 'Real',\n", + " '48387': 'Red River',\n", + " '48389': 'Reeves',\n", + " '48391': 'Refugio',\n", + " '48393': 'Roberts',\n", + " '48395': 'Robertson',\n", + " '48397': 'Rockwall',\n", + " '48399': 'Runnels',\n", + " '48401': 'Rusk',\n", + " '48403': 'Sabine',\n", + " '48405': 'San Augustine',\n", + " '48407': 'San Jacinto',\n", + " '48409': 'San Patricio',\n", + " '48411': 'San Saba',\n", + " '48413': 'Schleicher',\n", + " '48415': 'Scurry',\n", + " '48417': 'Shackelford',\n", + " '48419': 'Shelby',\n", + " '48421': 'Sherman',\n", + " '48423': 'Smith',\n", + " '48425': 'Somervell',\n", + " '48427': 'Starr',\n", + " '48429': 'Stephens',\n", + " '48431': 'Sterling',\n", + " '48433': 'Stonewall',\n", + " '48435': 'Sutton',\n", + " '48437': 'Swisher',\n", + " '48439': 'Tarrant',\n", + " '48441': 'Taylor',\n", + " '48443': 'Terrell',\n", + " '48445': 'Terry',\n", + " '48447': 'Throckmorton',\n", + " '48449': 'Titus',\n", + " '48451': 'Tom Green',\n", + " '48453': 'Travis',\n", + " '48455': 'Trinity',\n", + " '48457': 'Tyler',\n", + " '48459': 'Upshur',\n", + " '48461': 'Upton',\n", + " '48463': 'Uvalde',\n", + " '48465': 'Val Verde',\n", + " '48467': 'Van Zandt',\n", + " '48469': 'Victoria',\n", + " '48471': 'Walker',\n", + " '48473': 'Waller',\n", + " '48475': 'Ward',\n", + " '48477': 'Washington',\n", + " '48479': 'Webb',\n", + " '48481': 'Wharton',\n", + " '48483': 'Wheeler',\n", + " '48485': 'Wichita',\n", + " '48487': 'Wilbarger',\n", + " '48489': 'Willacy',\n", + " '48491': 'Williamson',\n", + " '48493': 'Wilson',\n", + " '48495': 'Winkler',\n", + " '48497': 'Wise',\n", + " '48499': 'Wood',\n", + " '48501': 'Yoakum',\n", + " '48503': 'Young',\n", + " '48505': 'Zapata',\n", + " '48507': 'Zavala',\n", + " '49001': 'Beaver',\n", + " '49003': 'Box Elder',\n", + " '49005': 'Cache',\n", + " '49007': 'Carbon',\n", + " '49009': 'Daggett',\n", + " '49011': 'Davis',\n", + " '49013': 'Duchesne',\n", + " '49015': 'Emery',\n", + " '49017': 'Garfield',\n", + " '49019': 'Grand',\n", + " '49021': 'Iron',\n", + " '49023': 'Juab',\n", + " '49025': 'Kane',\n", + " '49027': 'Millard',\n", + " '49029': 'Morgan',\n", + " '49031': 'Piute',\n", + " '49033': 'Rich',\n", + " '49035': 'Salt Lake',\n", + " '49037': 'San Juan',\n", + " '49039': 'Sanpete',\n", + " '49041': 'Sevier',\n", + " '49043': 'Summit',\n", + " '49045': 'Tooele',\n", + " '49047': 'Uintah',\n", + " '49049': 'Utah',\n", + " '49051': 'Wasatch',\n", + " '49053': 'Washington',\n", + " '49055': 'Wayne',\n", + " '49057': 'Weber',\n", + " '50001': 'Addison',\n", + " '50003': 'Bennington',\n", + " '50005': 'Caledonia',\n", + " '50007': 'Chittenden',\n", + " '50009': 'Essex',\n", + " '50011': 'Franklin',\n", + " '50013': 'Grand Isle',\n", + " '50015': 'Lamoille',\n", + " '50017': 'Orange',\n", + " '50019': 'Orleans',\n", + " '50021': 'Rutland',\n", + " '50023': 'Washington',\n", + " '50025': 'Windham',\n", + " '50027': 'Windsor',\n", + " '51001': 'Accomack',\n", + " '51003': 'Albemarle',\n", + " '51005': 'Alleghany',\n", + " '51007': 'Amelia',\n", + " '51009': 'Amherst',\n", + " '51011': 'Appomattox',\n", + " '51013': 'Arlington',\n", + " '51015': 'Augusta',\n", + " '51017': 'Bath',\n", + " '51019': 'Bedford',\n", + " '51021': 'Bland',\n", + " '51023': 'Botetourt',\n", + " '51025': 'Brunswick',\n", + " '51027': 'Buchanan',\n", + " '51029': 'Buckingham',\n", + " '51031': 'Campbell',\n", + " '51033': 'Caroline',\n", + " '51035': 'Carroll',\n", + " '51036': 'Charles City',\n", + " '51037': 'Charlotte',\n", + " '51041': 'Chesterfield',\n", + " '51043': 'Clarke',\n", + " '51045': 'Craig',\n", + " '51047': 'Culpeper',\n", + " '51049': 'Cumberland',\n", + " '51051': 'Dickenson',\n", + " '51053': 'Dinwiddie',\n", + " '51057': 'Essex',\n", + " '51059': 'Fairfax',\n", + " '51061': 'Fauquier',\n", + " '51063': 'Floyd',\n", + " '51065': 'Fluvanna',\n", + " '51067': 'Franklin',\n", + " '51069': 'Frederick',\n", + " '51071': 'Giles',\n", + " '51073': 'Gloucester',\n", + " '51075': 'Goochland',\n", + " '51077': 'Grayson',\n", + " '51079': 'Greene',\n", + " '51081': 'Greensville',\n", + " '51083': 'Halifax',\n", + " '51085': 'Hanover',\n", + " '51087': 'Henrico',\n", + " '51089': 'Henry',\n", + " '51091': 'Highland',\n", + " '51093': 'Isle of Wight',\n", + " '51095': 'James City',\n", + " '51097': 'King and Queen',\n", + " '51099': 'King George',\n", + " '51101': 'King William',\n", + " '51103': 'Lancaster',\n", + " '51105': 'Lee',\n", + " '51107': 'Loudoun',\n", + " '51109': 'Louisa',\n", + " '51111': 'Lunenburg',\n", + " '51113': 'Madison',\n", + " '51115': 'Mathews',\n", + " '51117': 'Mecklenburg',\n", + " '51119': 'Middlesex',\n", + " '51121': 'Montgomery',\n", + " '51125': 'Nelson',\n", + " '51127': 'New Kent',\n", + " '51131': 'Northampton',\n", + " '51133': 'Northumberland',\n", + " '51135': 'Nottoway',\n", + " '51137': 'Orange',\n", + " '51139': 'Page',\n", + " '51141': 'Patrick',\n", + " '51143': 'Pittsylvania',\n", + " '51145': 'Powhatan',\n", + " '51147': 'Prince Edward',\n", + " '51149': 'Prince George',\n", + " '51153': 'Prince William',\n", + " '51155': 'Pulaski',\n", + " '51157': 'Rappahannock',\n", + " '51159': 'Richmond',\n", + " '51161': 'Roanoke',\n", + " '51163': 'Rockbridge',\n", + " '51165': 'Rockingham',\n", + " '51167': 'Russell',\n", + " '51169': 'Scott',\n", + " '51171': 'Shenandoah',\n", + " '51173': 'Smyth',\n", + " '51175': 'Southampton',\n", + " '51177': 'Spotsylvania',\n", + " '51179': 'Stafford',\n", + " '51181': 'Surry',\n", + " '51183': 'Sussex',\n", + " '51185': 'Tazewell',\n", + " '51187': 'Warren',\n", + " '51191': 'Washington',\n", + " '51193': 'Westmoreland',\n", + " '51195': 'Wise',\n", + " '51197': 'Wythe',\n", + " '51199': 'York',\n", + " '51510': 'Alexandria City',\n", + " '51515': 'Bedford City',\n", + " '51520': 'Bristol City',\n", + " '51530': 'Buena Vista City',\n", + " '51540': 'Charlottesville City',\n", + " '51550': 'Chesapeake City',\n", + " '51560': 'Clifton Forge City',\n", + " '51570': 'Colonial Heights Cit',\n", + " '51580': 'Covington City',\n", + " '51590': 'Danville City',\n", + " '51595': 'Emporia City',\n", + " '51600': 'Fairfax City',\n", + " '51610': 'Falls Church City',\n", + " '51620': 'Franklin City',\n", + " '51630': 'Fredericksburg City',\n", + " '51640': 'Galax City',\n", + " '51650': 'Hampton City',\n", + " '51660': 'Harrisonburg City',\n", + " '51670': 'Hopewell City',\n", + " '51678': 'Lexington City',\n", + " '51680': 'Lynchburg City',\n", + " '51683': 'Manassas City',\n", + " '51685': 'Manassas Park City',\n", + " '51690': 'Martinsville City',\n", + " '51700': 'Newport News City',\n", + " '51710': 'Norfolk City',\n", + " '51720': 'Norton City',\n", + " '51730': 'Petersburg City',\n", + " '51735': 'Poquoson City',\n", + " '51740': 'Portsmouth City',\n", + " '51750': 'Radford City',\n", + " '51760': 'Richmond City',\n", + " '51770': 'Roanoke City',\n", + " '51775': 'Salem City',\n", + " '51780': 'South Boston City',\n", + " '51790': 'Staunton City',\n", + " '51800': 'Suffolk City',\n", + " '51810': 'Virginia Beach City',\n", + " '51820': 'Waynesboro City',\n", + " '51830': 'Williamsburg City',\n", + " '51840': 'Winchester City',\n", + " '53001': 'Adams',\n", + " '53003': 'Asotin',\n", + " '53005': 'Benton',\n", + " '53007': 'Chelan',\n", + " '53009': 'Clallam',\n", + " '53011': 'Clark',\n", + " '53013': 'Columbia',\n", + " '53015': 'Cowlitz',\n", + " '53017': 'Douglas',\n", + " '53019': 'Ferry',\n", + " '53021': 'Franklin',\n", + " '53023': 'Garfield',\n", + " '53025': 'Grant',\n", + " '53027': 'Grays Harbor',\n", + " '53029': 'Island',\n", + " '53031': 'Jefferson',\n", + " '53033': 'King',\n", + " '53035': 'Kitsap',\n", + " '53037': 'Kittitas',\n", + " '53039': 'Klickitat',\n", + " '53041': 'Lewis',\n", + " '53043': 'Lincoln',\n", + " '53045': 'Mason',\n", + " '53047': 'Okanogan',\n", + " '53049': 'Pacific',\n", + " '53051': 'Pend Oreille',\n", + " '53053': 'Pierce',\n", + " '53055': 'San Juan',\n", + " '53057': 'Skagit',\n", + " '53059': 'Skamania',\n", + " '53061': 'Snohomish',\n", + " '53063': 'Spokane',\n", + " '53065': 'Stevens',\n", + " '53067': 'Thurston',\n", + " '53069': 'Wahkiakum',\n", + " '53071': 'Walla Walla',\n", + " '53073': 'Whatcom',\n", + " '53075': 'Whitman',\n", + " '53077': 'Yakima',\n", + " '54001': 'Barbour',\n", + " '54003': 'Berkeley',\n", + " '54005': 'Boone',\n", + " '54007': 'Braxton',\n", + " '54009': 'Brooke',\n", + " '54011': 'Cabell',\n", + " '54013': 'Calhoun',\n", + " '54015': 'Clay',\n", + " '54017': 'Doddridge',\n", + " '54019': 'Fayette',\n", + " '54021': 'Gilmer',\n", + " '54023': 'Grant',\n", + " '54025': 'Greenbrier',\n", + " '54027': 'Hampshire',\n", + " '54029': 'Hancock',\n", + " '54031': 'Hardy',\n", + " '54033': 'Harrison',\n", + " '54035': 'Jackson',\n", + " '54037': 'Jefferson',\n", + " '54039': 'Kanawha',\n", + " '54041': 'Lewis',\n", + " '54043': 'Lincoln',\n", + " '54045': 'Logan',\n", + " '54047': 'McDowell',\n", + " '54049': 'Marion',\n", + " '54051': 'Marshall',\n", + " '54053': 'Mason',\n", + " '54055': 'Mercer',\n", + " '54057': 'Mineral',\n", + " '54059': 'Mingo',\n", + " '54061': 'Monongalia',\n", + " '54063': 'Monroe',\n", + " '54065': 'Morgan',\n", + " '54067': 'Nicholas',\n", + " '54069': 'Ohio',\n", + " '54071': 'Pendleton',\n", + " '54073': 'Pleasants',\n", + " '54075': 'Pocahontas',\n", + " '54077': 'Preston',\n", + " '54079': 'Putnam',\n", + " '54081': 'Raleigh',\n", + " '54083': 'Randolph',\n", + " '54085': 'Ritchie',\n", + " '54087': 'Roane',\n", + " '54089': 'Summers',\n", + " '54091': 'Taylor',\n", + " '54093': 'Tucker',\n", + " '54095': 'Tyler',\n", + " '54097': 'Upshur',\n", + " '54099': 'Wayne',\n", + " '54101': 'Webster',\n", + " '54103': 'Wetzel',\n", + " '54105': 'Wirt',\n", + " '54107': 'Wood',\n", + " '54109': 'Wyoming',\n", + " '55001': 'Adams',\n", + " '55003': 'Ashland',\n", + " '55005': 'Barron',\n", + " '55007': 'Bayfield',\n", + " '55009': 'Brown',\n", + " '55011': 'Buffalo',\n", + " '55013': 'Burnett',\n", + " '55015': 'Calumet',\n", + " '55017': 'Chippewa',\n", + " '55019': 'Clark',\n", + " '55021': 'Columbia',\n", + " '55023': 'Crawford',\n", + " '55025': 'Dane',\n", + " '55027': 'Dodge',\n", + " '55029': 'Door',\n", + " '55031': 'Douglas',\n", + " '55033': 'Dunn',\n", + " '55035': 'Eau Claire',\n", + " '55037': 'Florence',\n", + " '55039': 'Fond du Lac',\n", + " '55041': 'Forest',\n", + " '55043': 'Grant',\n", + " '55045': 'Green',\n", + " '55047': 'Green Lake',\n", + " '55049': 'Iowa',\n", + " '55051': 'Iron',\n", + " '55053': 'Jackson',\n", + " '55055': 'Jefferson',\n", + " '55057': 'Juneau',\n", + " '55059': 'Kenosha',\n", + " '55061': 'Kewaunee',\n", + " '55063': 'La Crosse',\n", + " '55065': 'Lafayette',\n", + " '55067': 'Langlade',\n", + " '55069': 'Lincoln',\n", + " '55071': 'Manitowoc',\n", + " '55073': 'Marathon',\n", + " '55075': 'Marinette',\n", + " '55077': 'Marquette',\n", + " '55078': 'Menominee',\n", + " '55079': 'Milwaukee',\n", + " '55081': 'Monroe',\n", + " '55083': 'Oconto',\n", + " '55085': 'Oneida',\n", + " '55087': 'Outagamie',\n", + " '55089': 'Ozaukee',\n", + " '55091': 'Pepin',\n", + " '55093': 'Pierce',\n", + " '55095': 'Polk',\n", + " '55097': 'Portage',\n", + " '55099': 'Price',\n", + " '55101': 'Racine',\n", + " '55103': 'Richland',\n", + " '55105': 'Rock',\n", + " '55107': 'Rusk',\n", + " '55109': 'St Croix',\n", + " '55111': 'Sauk',\n", + " '55113': 'Sawyer',\n", + " '55115': 'Shawano',\n", + " '55117': 'Sheboygan',\n", + " '55119': 'Taylor',\n", + " '55121': 'Trempealeau',\n", + " '55123': 'Vernon',\n", + " '55125': 'Vilas',\n", + " '55127': 'Walworth',\n", + " '55129': 'Washburn',\n", + " '55131': 'Washington',\n", + " '55133': 'Waukesha',\n", + " '55135': 'Waupaca',\n", + " '55137': 'Waushara',\n", + " '55139': 'Winnebago',\n", + " '55141': 'Wood',\n", + " '56001': 'Albany',\n", + " '56003': 'Big Horn',\n", + " '56005': 'Campbell',\n", + " '56007': 'Carbon',\n", + " '56009': 'Converse',\n", + " '56011': 'Crook',\n", + " '56013': 'Fremont',\n", + " '56015': 'Goshen',\n", + " '56017': 'Hot Springs',\n", + " '56019': 'Johnson',\n", + " '56021': 'Laramie',\n", + " '56023': 'Lincoln',\n", + " '56025': 'Natrona',\n", + " '56027': 'Niobrara',\n", + " '56029': 'Park',\n", + " '56031': 'Platte',\n", + " '56033': 'Sheridan',\n", + " '56035': 'Sublette',\n", + " '56037': 'Sweetwater',\n", + " '56039': 'Teton',\n", + " '56041': 'Uinta',\n", + " '56043': 'Washakie',\n", + " '56045': 'Weston',\n", + " '60010': 'Unknown',\n", + " '60020': 'Manua',\n", + " '60050': 'Tutuila',\n", + " '66010': 'Cocos Island',\n", + " '69100': 'Rota',\n", + " '69110': 'Saipan',\n", + " '69120': 'Aguijan',\n", + " '72001': 'Adjuntas',\n", + " '72003': 'Aguada',\n", + " '72005': 'Aguadilla',\n", + " '72007': 'Aguas Buenas',\n", + " '72009': 'Aibonito',\n", + " '72011': 'Anasco',\n", + " '72013': 'Arecibo',\n", + " '72015': 'Arroyo',\n", + " '72017': 'Barceloneta',\n", + " '72019': 'Barranquitas',\n", + " '72021': 'Bayamon',\n", + " '72023': 'Cabo Rojo',\n", + " '72025': 'Caguas',\n", + " '72027': 'Camuy',\n", + " '72029': 'Canovanas',\n", + " '72031': 'Carolina',\n", + " '72033': 'Catano',\n", + " '72035': 'Cayey',\n", + " '72037': 'Ceiba',\n", + " '72041': 'Cidra',\n", + " '72043': 'Coamo',\n", + " '72045': 'Comerio',\n", + " '72047': 'Corozal',\n", + " '72049': 'Culebra',\n", + " '72051': 'Dorado',\n", + " '72053': 'Fajardo',\n", + " '72054': 'Florida',\n", + " '72055': 'Guanica',\n", + " '72057': 'Guayama',\n", + " '72059': 'Guayanilla',\n", + " '72061': 'Guaynabo',\n", + " '72063': 'Gurabo',\n", + " '72065': 'Hatillo',\n", + " '72067': 'Hormigueros',\n", + " '72071': 'Isabela',\n", + " '72073': 'Jayuya',\n", + " '72075': 'Juana Diaz',\n", + " '72077': 'Juncos',\n", + " '72079': 'Lajas',\n", + " '72081': 'Lares',\n", + " '72083': 'Las Marias',\n", + " '72085': 'Las Piedras',\n", + " '72087': 'Loiza',\n", + " '72089': 'Luquillo',\n", + " '72091': 'Manati',\n", + " '72093': 'Maricao',\n", + " '72095': 'Maunabo',\n", + " '72097': 'Mayaguez',\n", + " '72099': 'Moca',\n", + " '72101': 'Morovis',\n", + " '72103': 'Nabuabo',\n", + " '72105': 'Naranjito',\n", + " '72107': 'Orocovis',\n", + " '72109': 'Patillas',\n", + " '72111': 'Penuelas',\n", + " '72113': 'Ponce',\n", + " '72115': 'Quebradillas',\n", + " '72117': 'Rincon',\n", + " '72119': 'Rio Grande',\n", + " '72121': 'Sabana Grande',\n", + " '72123': 'Salinas',\n", + " '72125': 'San German',\n", + " '72127': 'San Juan',\n", + " '72129': 'San Lorenzo',\n", + " '72131': 'San Sabastian',\n", + " '72133': 'Santa Isabel',\n", + " '72135': 'Toa Alta',\n", + " '72137': 'Toa Baja',\n", + " '72139': 'Trujillo Alto',\n", + " '72141': 'Utuado',\n", + " '72143': 'Vega Alta',\n", + " '72145': 'Vega Baja',\n", + " '72147': 'Vieques',\n", + " '72149': 'Villalba',\n", + " '72151': 'Yabucoa',\n", + " '72153': 'Yauco',\n", + " '78010': 'St. Croix',\n", + " '78020': 'St. John',\n", + " '78030': 'St. Thomas',\n", + "}\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "b18sWihVMYoS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def us_census_formatter(data):\n", + " \"\"\"Formatter for US Census.\n", + "\n", + " Arguments:\n", + " data(pandas.DataFrame): Data as returned by us_census_connector.\n", + "\n", + " Description:\n", + " - Set columns\n", + " - Rename and lower column names\n", + " - Format dates\n", + " - Enrich state and county data\n", + "\n", + " Returns:\n", + " pandas.DataFrame\n", + " \"\"\"\n", + " \n", + " columns = list(data.iloc[0].map(lambda column: column.lower()))\n", + " columns[columns.index('lastupdate')] = 'last_update'\n", + " columns[columns.index('pop')] = 'population_estimate'\n", + " data.columns = columns\n", + " data.drop(0, inplace=True)\n", + " data[\"county\"] = data[\"state\"] + data[\"county\"]\n", + " data[\"county\"] = data[\"county\"].apply(\n", + " lambda county : COUNTY_FIPS_CODES[county] if county in COUNTY_FIPS_CODES else 'Unknown')\n", + " data[\"state\"] = data[\"state\"].apply(lambda state : STATE_FIPS_CODES[state][\"full_name\"])\n", + " data[\"country\"] = 'USA'\n", + " data['last_update'] = pd.to_datetime(data.last_update)\n", + " cols_ordered = [\n", + " 'country', 'state', 'county',\n", + " 'last_update', 'population_estimate', 'density',\n", + " ]\n", + " data = data.reindex(columns=cols_ordered)\n", + "\n", + "\n", + " return data" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "c_TU2rDVMVty", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def us_census_connector():\n", + " \"\"\"Extract data from the US Census.\n", + "\n", + "\n", + " Description:\n", + " - Opens the zip file URL and extracts the correct CSV\n", + " - Correct CSV: ACS 5Y Statistics\n", + "\n", + " Returns:\n", + " data (DataFrame with CSV Data)\n", + " \"\"\"\n", + "\n", + " data = pd.read_json(URL)\n", + " return data" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xa35zhCgMQyW", + "colab_type": "code", + "colab": {} + }, + "source": [ + "def us_census():\n", + " \"\"\"Data Source for the US census.\n", + "\n", + " Arguments:\n", + " None\n", + "\n", + " Returns:\n", + " pandas.DataFrame\n", + " \"\"\"\n", + " df = us_census_connector()\n", + " return us_census_formatter(df)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "mE9UzdycMjn0", + "colab_type": "code", + "outputId": "c9358a6d-5afd-491e-f221-1a6bd3bb4f5a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 419 + } + }, + "source": [ + "census = us_census()\n", + "census" + ], + "execution_count": 148, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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countrystatecountylast_updatepopulation_estimatedensity
1USAAlaskaAutauga2020-03-265586993.985346015
2USAAlaskaBaldwin2020-03-26223234140.41440206
3USAAlaskaBarbour2020-03-262468627.89353269
4USAAlaskaBibb2020-03-262239435.976529818
5USAAlaskaBlount2020-03-265782689.676246572
.....................
3216USAPuerto RicoVega Baja2020-03-2650023None
3217USAPuerto RicoVieques2020-03-268386None
3218USAPuerto RicoVillalba2020-03-2621372None
3219USAPuerto RicoYabucoa2020-03-2632282None
3220USAPuerto RicoYauco2020-03-2633575None
\n", + "

3220 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " country state ... population_estimate density\n", + "1 USA Alaska ... 55869 93.985346015\n", + "2 USA Alaska ... 223234 140.41440206\n", + "3 USA Alaska ... 24686 27.89353269\n", + "4 USA Alaska ... 22394 35.976529818\n", + "5 USA Alaska ... 57826 89.676246572\n", + "... ... ... ... ... ...\n", + "3216 USA Puerto Rico ... 50023 None\n", + "3217 USA Puerto Rico ... 8386 None\n", + "3218 USA Puerto Rico ... 21372 None\n", + "3219 USA Puerto Rico ... 32282 None\n", + "3220 USA Puerto Rico ... 33575 None\n", + "\n", + "[3220 rows x 6 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 148 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "YsbmQPxpMp-i", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/task_geo/common/fips_codes.py b/task_geo/common/fips_codes.py new file mode 100644 index 0000000..8842f12 --- /dev/null +++ b/task_geo/common/fips_codes.py @@ -0,0 +1,3296 @@ +STATE_FIPS_CODES = { + '01': {'iso': 'AK', 'full_name': 'Alaska'}, + '02': {'iso': 'AL', 'full_name': 'Alabama'}, + '04': {'iso': 'AZ', 'full_name': 'Arizona'}, + '05': {'iso': 'AR', 'full_name': 'Arkansas'}, + '06': {'iso': 'CA', 'full_name': 'California'}, + '08': {'iso': 'CO', 'full_name': 'Colorado'}, + '09': {'iso': 'CT', 'full_name': 'Connecticut'}, + '10': {'iso': 'DE', 'full_name': 'Delaware'}, + '11': {'iso': 'DC', 'full_name': 'District of Columbia'}, + '12': {'iso': 'FL', 'full_name': 'Florida'}, + '13': {'iso': 'GA', 'full_name': 'Georgia'}, + '15': {'iso': 'HI', 'full_name': 'Hawaii'}, + '16': {'iso': 'ID', 'full_name': 'Idaho'}, + '17': {'iso': 'IL', 'full_name': 'Illinois'}, + '18': {'iso': 'IN', 'full_name': 'Indiana'}, + '19': {'iso': 'IA', 'full_name': 'Iowa'}, + '20': {'iso': 'KS', 'full_name': 'Kansas'}, + '21': {'iso': 'KY', 'full_name': 'Kentucky'}, + '22': {'iso': 'LA', 'full_name': 'Louisiana'}, + '23': {'iso': 'ME', 'full_name': 'Maine'}, + '24': {'iso': 'MD', 'full_name': 'Maryland'}, + '25': {'iso': 'MA', 'full_name': 'Massachusetts'}, + '26': {'iso': 'MI', 'full_name': 'Michigan'}, + '27': {'iso': 'MN', 'full_name': 'Minnesota'}, + '28': {'iso': 'MS', 'full_name': 'Mississippi'}, + '29': {'iso': 'MO', 'full_name': 'Missouri'}, + '30': {'iso': 'MT', 'full_name': 'Montana'}, + '31': {'iso': 'NE', 'full_name': 'Nebraska'}, + '32': {'iso': 'NV', 'full_name': 'Nevada'}, + '33': {'iso': 'NH', 'full_name': 'New Hampshire'}, + '34': {'iso': 'NJ', 'full_name': 'New Jersey'}, + '35': {'iso': 'NM', 'full_name': 'New Mexico'}, + '36': {'iso': 'NY', 'full_name': 'New York'}, + '37': {'iso': 'NC', 'full_name': 'North Carolina'}, + '38': {'iso': 'ND', 'full_name': 'North Dakota'}, + '39': {'iso': 'OH', 'full_name': 'Ohio'}, + '40': {'iso': 'OK', 'full_name': 'Oklahoma'}, + '41': {'iso': 'OR', 'full_name': 'Oregon'}, + '42': {'iso': 'PA', 'full_name': 'Pennsylvania'}, + '44': {'iso': 'RI', 'full_name': 'Rhode Island'}, + '45': {'iso': 'SC', 'full_name': 'South Carolina'}, + '46': {'iso': 'SD', 'full_name': 'South Dakota'}, + '47': {'iso': 'TN', 'full_name': 'Tennessee'}, + '48': {'iso': 'TX', 'full_name': 'Texas'}, + '49': {'iso': 'UT', 'full_name': 'Utah'}, + '50': {'iso': 'VT', 'full_name': 'Vermont'}, + '51': {'iso': 'VA', 'full_name': 'Virginia'}, + '53': {'iso': 'WA', 'full_name': 'Washington'}, + '54': {'iso': 'WV', 'full_name': 'West Virginia'}, + '55': {'iso': 'WI', 'full_name': 'Wisconsin'}, + '56': {'iso': 'WY', 'full_name': 'Wyoming'}, + '60': {'iso': 'AS', 'full_name': 'American Samoa'}, + '66': {'iso': 'GU', 'full_name': 'Guam'}, + '72': {'iso': 'PR', 'full_name': 'Puerto Rico'}, + '78': {'iso': 'VI', 'full_name': 'Virgin Islands'}, +} + +COUNTY_FIPS_CODES = { + '01001': 'Autauga', + '01003': 'Baldwin', + '01005': 'Barbour', + '01007': 'Bibb', + '01009': 'Blount', + '01011': 'Bullock', + '01013': 'Butler', + '01015': 'Calhoun', + '01017': 'Chambers', + '01019': 'Cherokee', + '01021': 'Chilton', + '01023': 'Choctaw', + '01025': 'Clarke', + '01027': 'Clay', + '01029': 'Cleburne', + '01031': 'Coffee', + '01033': 'Colbert', + '01035': 'Conecuh', + '01037': 'Coosa', + '01039': 'Covington', + '01041': 'Crenshaw', + '01043': 'Cullman', + '01045': 'Dale', + '01047': 'Dallas', + '01049': 'De Kalb', + '01051': 'Elmore', + '01053': 'Escambia', + '01055': 'Etowah', + '01057': 'Fayette', + '01059': 'Franklin', + '01061': 'Geneva', + '01063': 'Greene', + '01065': 'Hale', + '01067': 'Henry', + '01069': 'Houston', + '01071': 'Jackson', + '01073': 'Jefferson', + '01075': 'Lamar', + '01077': 'Lauderdale', + '01079': 'Lawrence', + '01081': 'Lee', + '01083': 'Limestone', + '01085': 'Lowndes', + '01087': 'Macon', + '01089': 'Madison', + '01091': 'Marengo', + '01093': 'Marion', + '01095': 'Marshall', + '01097': 'Mobile', + '01099': 'Monroe', + '01101': 'Montgomery', + '01103': 'Morgan', + '01105': 'Perry', + '01107': 'Pickens', + '01109': 'Pike', + '01111': 'Randolph', + '01113': 'Russell', + '01115': 'St Clair', + '01117': 'Shelby', + '01119': 'Sumter', + '01121': 'Talladega', + '01123': 'Tallapoosa', + '01125': 'Tuscaloosa', + '01127': 'Walker', + '01129': 'Washington', + '01131': 'Wilcox', + '01133': 'Winston', + '02013': 'Aleutians East', + '02016': 'Aleutians West', + '02020': 'Anchorage', + '02050': 'Bethel', + '02060': 'Bristol Bay', + '02068': 'Denali', + '02070': 'Dillingham', + '02090': 'Fairbanks North Star', + '02100': 'Haines', + '02110': 'Juneau', + '02122': 'Kenai Peninsula', + '02130': 'Ketchikan Gateway', + '02150': 'Kodiak Island', + '02164': 'Lake and Peninsula', + '02170': 'Matanuska-Susitna', + '02180': 'Nome', + '02185': 'North Slope', + '02188': 'Northwest Arctic', + '02201': 'Prince of Wales-Outer Ketchikan', + '02220': 'Sitka', + '02232': 'Skagway-Hoonah-Angoon', + '02240': 'Southeast Fairbanks', + '02261': 'Valdez-Cordova', + '02270': 'Wade Hampton', + '02280': 'Wrangell-Petersburg', + '02282': 'Yakutat', + '02290': 'Yukon-Koyukuk', + '04001': 'Apache', + '04003': 'Cochise', + '04005': 'Coconino', + '04007': 'Gila', + '04009': 'Graham', + '04011': 'Greenlee', + '04012': 'La Paz', + '04013': 'Maricopa', + '04015': 'Mohave', + '04017': 'Navajo', + '04019': 'Pima', + '04021': 'Pinal', + '04023': 'Santa Cruz', + '04025': 'Yavapai', + '04027': 'Yuma', + '05001': 'Arkansas', + '05003': 'Ashley', + '05005': 'Baxter', + '05007': 'Benton', + '05009': 'Boone', + '05011': 'Bradley', + '05013': 'Calhoun', + '05015': 'Carroll', + '05017': 'Chicot', + '05019': 'Clark', + '05021': 'Clay', + '05023': 'Cleburne', + '05025': 'Cleveland', + '05027': 'Columbia', + '05029': 'Conway', + '05031': 'Craighead', + '05033': 'Crawford', + '05035': 'Crittenden', + '05037': 'Cross', + '05039': 'Dallas', + '05041': 'Desha', + '05043': 'Drew', + '05045': 'Faulkner', + '05047': 'Franklin', + '05049': 'Fulton', + '05051': 'Garland', + '05053': 'Grant', + '05055': 'Greene', + '05057': 'Hempstead', + '05059': 'Hot Spring', + '05061': 'Howard', + '05063': 'Independence', + '05065': 'Izard', + '05067': 'Jackson', + '05069': 'Jefferson', + '05071': 'Johnson', + '05073': 'Lafayette', + '05075': 'Lawrence', + '05077': 'Lee', + '05079': 'Lincoln', + '05081': 'Little River', + '05083': 'Logan', + '05085': 'Lonoke', + '05087': 'Madison', + '05089': 'Marion', + '05091': 'Miller', + '05093': 'Mississippi', + '05095': 'Monroe', + '05097': 'Montgomery', + '05099': 'Nevada', + '05101': 'Newton', + '05103': 'Ouachita', + '05105': 'Perry', + '05107': 'Phillips', + '05109': 'Pike', + '05111': 'Poinsett', + '05113': 'Polk', + '05115': 'Pope', + '05117': 'Prairie', + '05119': 'Pulaski', + '05121': 'Randolph', + '05123': 'St Francis', + '05125': 'Saline', + '05127': 'Scott', + '05129': 'Searcy', + '05131': 'Sebastian', + '05133': 'Sevier', + '05135': 'Sharp', + '05137': 'Stone', + '05139': 'Union', + '05141': 'Van Buren', + '05143': 'Washington', + '05145': 'White', + '05147': 'Woodruff', + '05149': 'Yell', + '06001': 'Alameda', + '06003': 'Alpine', + '06005': 'Amador', + '06007': 'Butte', + '06009': 'Calaveras', + '06011': 'Colusa', + '06013': 'Contra Costa', + '06015': 'Del Norte', + '06017': 'El Dorado', + '06019': 'Fresno', + '06021': 'Glenn', + '06023': 'Humboldt', + '06025': 'Imperial', + '06027': 'Inyo', + '06029': 'Kern', + '06031': 'Kings', + '06033': 'Lake', + '06035': 'Lassen', + '06037': 'Los Angeles', + '06039': 'Madera', + '06041': 'Marin', + '06043': 'Mariposa', + '06045': 'Mendocino', + '06047': 'Merced', + '06049': 'Modoc', + '06051': 'Mono', + '06053': 'Monterey', + '06055': 'Napa', + '06057': 'Nevada', + '06059': 'Orange', + '06061': 'Placer', + '06063': 'Plumas', + '06065': 'Riverside', + '06067': 'Sacramento', + '06069': 'San Benito', + '06071': 'San Bernardino', + '06073': 'San Diego', + '06075': 'San Francisco', + '06077': 'San Joaquin', + '06079': 'San Luis Obispo', + '06081': 'San Mateo', + '06083': 'Santa Barbara', + '06085': 'Santa Clara', + '06087': 'Santa Cruz', + '06089': 'Shasta', + '06091': 'Sierra', + '06093': 'Siskiyou', + '06095': 'Solano', + '06097': 'Sonoma', + '06099': 'Stanislaus', + '06101': 'Sutter', + '06103': 'Tehama', + '06105': 'Trinity', + '06107': 'Tulare', + '06109': 'Tuolumne', + '06111': 'Ventura', + '06113': 'Yolo', + '06115': 'Yuba', + '08001': 'Adams', + '08003': 'Alamosa', + '08005': 'Arapahoe', + '08007': 'Archuleta', + '08009': 'Baca', + '08011': 'Bent', + '08013': 'Boulder', + '08015': 'Chaffee', + '08017': 'Cheyenne', + '08019': 'Clear Creek', + '08021': 'Conejos', + '08023': 'Costilla', + '08025': 'Crowley', + '08027': 'Custer', + '08029': 'Delta', + '08031': 'Denver', + '08033': 'Dolores', + '08035': 'Douglas', + '08037': 'Eagle', + '08039': 'Elbert', + '08041': 'El Paso', + '08043': 'Fremont', + '08045': 'Garfield', + '08047': 'Gilpin', + '08049': 'Grand', + '08051': 'Gunnison', + '08053': 'Hinsdale', + '08055': 'Huerfano', + '08057': 'Jackson', + '08059': 'Jefferson', + '08061': 'Kiowa', + '08063': 'Kit Carson', + '08065': 'Lake', + '08067': 'La Plata', + '08069': 'Larimer', + '08071': 'Las Animas', + '08073': 'Lincoln', + '08075': 'Logan', + '08077': 'Mesa', + '08079': 'Mineral', + '08081': 'Moffat', + '08083': 'Montezuma', + '08085': 'Montrose', + '08087': 'Morgan', + '08089': 'Otero', + '08091': 'Ouray', + '08093': 'Park', + '08095': 'Phillips', + '08097': 'Pitkin', + '08099': 'Prowers', + '08101': 'Pueblo', + '08103': 'Rio Blanco', + '08105': 'Rio Grande', + '08107': 'Routt', + '08109': 'Saguache', + '08111': 'San Juan', + '08113': 'San Miguel', + '08115': 'Sedgwick', + '08117': 'Summit', + '08119': 'Teller', + '08121': 'Washington', + '08123': 'Weld', + '08125': 'Yuma', + '09001': 'Fairfield', + '09003': 'Hartford', + '09005': 'Litchfield', + '09007': 'Middlesex', + '09009': 'New Haven', + '09011': 'New London', + '09013': 'Tolland', + '09015': 'Windham', + '10001': 'Kent', + '10003': 'New Castle', + '10005': 'Sussex', + '11001': 'Washington', + '12001': 'Alachua', + '12003': 'Baker', + '12005': 'Bay', + '12007': 'Bradford', + '12009': 'Brevard', + '12011': 'Broward', + '12013': 'Calhoun', + '12015': 'Charlotte', + '12017': 'Citrus', + '12019': 'Clay', + '12021': 'Collier', + '12023': 'Columbia', + '12027': 'De Soto', + '12029': 'Dixie', + '12031': 'Duval', + '12033': 'Escambia', + '12035': 'Flagler', + '12037': 'Franklin', + '12039': 'Gadsden', + '12041': 'Gilchrist', + '12043': 'Glades', + '12045': 'Gulf', + '12047': 'Hamilton', + '12049': 'Hardee', + '12051': 'Hendry', + '12053': 'Hernando', + '12055': 'Highlands', + '12057': 'Hillsborough', + '12059': 'Holmes', + '12061': 'Indian River', + '12063': 'Jackson', + '12065': 'Jefferson', + '12067': 'Lafayette', + '12069': 'Lake', + '12071': 'Lee', + '12073': 'Leon', + '12075': 'Levy', + '12077': 'Liberty', + '12079': 'Madison', + '12081': 'Manatee', + '12083': 'Marion', + '12085': 'Martin', + '12086': 'Miami-Dade', + '12087': 'Monroe', + '12089': 'Nassau', + '12091': 'Okaloosa', + '12093': 'Okeechobee', + '12095': 'Orange', + '12097': 'Osceola', + '12099': 'Palm Beach', + '12101': 'Pasco', + '12103': 'Pinellas', + '12105': 'Polk', + '12107': 'Putnam', + '12109': 'St Johns', + '12111': 'St Lucie', + '12113': 'Santa Rosa', + '12115': 'Sarasota', + '12117': 'Seminole', + '12119': 'Sumter', + '12121': 'Suwannee', + '12123': 'Taylor', + '12125': 'Union', + '12127': 'Volusia', + '12129': 'Wakulla', + '12131': 'Walton', + '12133': 'Washington', + '13001': 'Appling', + '13003': 'Atkinson', + '13005': 'Bacon', + '13007': 'Baker', + '13009': 'Baldwin', + '13011': 'Banks', + '13013': 'Barrow', + '13015': 'Bartow', + '13017': 'Ben Hill', + '13019': 'Berrien', + '13021': 'Bibb', + '13023': 'Bleckley', + '13025': 'Brantley', + '13027': 'Brooks', + '13029': 'Bryan', + '13031': 'Bulloch', + '13033': 'Burke', + '13035': 'Butts', + '13037': 'Calhoun', + '13039': 'Camden', + '13043': 'Candler', + '13045': 'Carroll', + '13047': 'Catoosa', + '13049': 'Charlton', + '13051': 'Chatham', + '13053': 'Chattahoochee', + '13055': 'Chattooga', + '13057': 'Cherokee', + '13059': 'Clarke', + '13061': 'Clay', + '13063': 'Clayton', + '13065': 'Clinch', + '13067': 'Cobb', + '13069': 'Coffee', + '13071': 'Colquitt', + '13073': 'Columbia', + '13075': 'Cook', + '13077': 'Coweta', + '13079': 'Crawford', + '13081': 'Crisp', + '13083': 'Dade', + '13085': 'Dawson', + '13087': 'Decatur', + '13089': 'De Kalb', + '13091': 'Dodge', + '13093': 'Dooly', + '13095': 'Dougherty', + '13097': 'Douglas', + '13099': 'Early', + '13101': 'Echols', + '13103': 'Effingham', + '13105': 'Elbert', + '13107': 'Emanuel', + '13109': 'Evans', + '13111': 'Fannin', + '13113': 'Fayette', + '13115': 'Floyd', + '13117': 'Forsyth', + '13119': 'Franklin', + '13121': 'Fulton', + '13123': 'Gilmer', + '13125': 'Glascock', + '13127': 'Glynn', + '13129': 'Gordon', + '13131': 'Grady', + '13133': 'Greene', + '13135': 'Gwinnett', + '13137': 'Habersham', + '13139': 'Hall', + '13141': 'Hancock', + '13143': 'Haralson', + '13145': 'Harris', + '13147': 'Hart', + '13149': 'Heard', + '13151': 'Henry', + '13153': 'Houston', + '13155': 'Irwin', + '13157': 'Jackson', + '13159': 'Jasper', + '13161': 'Jeff Davis', + '13163': 'Jefferson', + '13165': 'Jenkins', + '13167': 'Johnson', + '13169': 'Jones', + '13171': 'Lamar', + '13173': 'Lanier', + '13175': 'Laurens', + '13177': 'Lee', + '13179': 'Liberty', + '13181': 'Lincoln', + '13183': 'Long', + '13185': 'Lowndes', + '13187': 'Lumpkin', + '13189': 'McDuffie', + '13191': 'McIntosh', + '13193': 'Macon', + '13195': 'Madison', + '13197': 'Marion', + '13199': 'Meriwether', + '13201': 'Miller', + '13205': 'Mitchell', + '13207': 'Monroe', + '13209': 'Montgomery', + '13211': 'Morgan', + '13213': 'Murray', + '13215': 'Muscogee', + '13217': 'Newton', + '13219': 'Oconee', + '13221': 'Oglethorpe', + '13223': 'Paulding', + '13225': 'Peach', + '13227': 'Pickens', + '13229': 'Pierce', + '13231': 'Pike', + '13233': 'Polk', + '13235': 'Pulaski', + '13237': 'Putnam', + '13239': 'Quitman', + '13241': 'Rabun', + '13243': 'Randolph', + '13245': 'Richmond', + '13247': 'Rockdale', + '13249': 'Schley', + '13251': 'Screven', + '13253': 'Seminole', + '13255': 'Spalding', + '13257': 'Stephens', + '13259': 'Stewart', + '13261': 'Sumter', + '13263': 'Talbot', + '13265': 'Taliaferro', + '13267': 'Tattnall', + '13269': 'Taylor', + '13271': 'Telfair', + '13273': 'Terrell', + '13275': 'Thomas', + '13277': 'Tift', + '13279': 'Toombs', + '13281': 'Towns', + '13283': 'Treutlen', + '13285': 'Troup', + '13287': 'Turner', + '13289': 'Twiggs', + '13291': 'Union', + '13293': 'Upson', + '13295': 'Walker', + '13297': 'Walton', + '13299': 'Ware', + '13301': 'Warren', + '13303': 'Washington', + '13305': 'Wayne', + '13307': 'Webster', + '13309': 'Wheeler', + '13311': 'White', + '13313': 'Whitfield', + '13315': 'Wilcox', + '13317': 'Wilkes', + '13319': 'Wilkinson', + '13321': 'Worth', + '15001': 'Hawaii', + '15003': 'Honolulu', + '15007': 'Kauai', + '15009': 'Maui', + '16001': 'Ada', + '16003': 'Adams', + '16005': 'Bannock', + '16007': 'Bear Lake', + '16009': 'Benewah', + '16011': 'Bingham', + '16013': 'Blaine', + '16015': 'Boise', + '16017': 'Bonner', + '16019': 'Bonneville', + '16021': 'Boundary', + '16023': 'Butte', + '16025': 'Camas', + '16027': 'Canyon', + '16029': 'Caribou', + '16031': 'Cassia', + '16033': 'Clark', + '16035': 'Clearwater', + '16037': 'Custer', + '16039': 'Elmore', + '16041': 'Franklin', + '16043': 'Fremont', + '16045': 'Gem', + '16047': 'Gooding', + '16049': 'Idaho', + '16051': 'Jefferson', + '16053': 'Jerome', + '16055': 'Kootenai', + '16057': 'Latah', + '16059': 'Lemhi', + '16061': 'Lewis', + '16063': 'Lincoln', + '16065': 'Madison', + '16067': 'Minidoka', + '16069': 'Nez Perce', + '16071': 'Oneida', + '16073': 'Owyhee', + '16075': 'Payette', + '16077': 'Power', + '16079': 'Shoshone', + '16081': 'Teton', + '16083': 'Twin Falls', + '16085': 'Valley', + '16087': 'Washington', + '17001': 'Adams', + '17003': 'Alexander', + '17005': 'Bond', + '17007': 'Boone', + '17009': 'Brown', + '17011': 'Bureau', + '17013': 'Calhoun', + '17015': 'Carroll', + '17017': 'Cass', + '17019': 'Champaign', + '17021': 'Christian', + '17023': 'Clark', + '17025': 'Clay', + '17027': 'Clinton', + '17029': 'Coles', + '17031': 'Cook', + '17033': 'Crawford', + '17035': 'Cumberland', + '17037': 'De Kalb', + '17039': 'De Witt', + '17041': 'Douglas', + '17043': 'Du Page', + '17045': 'Edgar', + '17047': 'Edwards', + '17049': 'Effingham', + '17051': 'Fayette', + '17053': 'Ford', + '17055': 'Franklin', + '17057': 'Fulton', + '17059': 'Gallatin', + '17061': 'Greene', + '17063': 'Grundy', + '17065': 'Hamilton', + '17067': 'Hancock', + '17069': 'Hardin', + '17071': 'Henderson', + '17073': 'Henry', + '17075': 'Iroquois', + '17077': 'Jackson', + '17079': 'Jasper', + '17081': 'Jefferson', + '17083': 'Jersey', + '17085': 'Jo Daviess', + '17087': 'Johnson', + '17089': 'Kane', + '17091': 'Kankakee', + '17093': 'Kendall', + '17095': 'Knox', + '17097': 'Lake', + '17099': 'La Salle', + '17101': 'Lawrence', + '17103': 'Lee', + '17105': 'Livingston', + '17107': 'Logan', + '17109': 'McDonough', + '17111': 'McHenry', + '17113': 'McLean', + '17115': 'Macon', + '17117': 'Macoupin', + '17119': 'Madison', + '17121': 'Marion', + '17123': 'Marshall', + '17125': 'Mason', + '17127': 'Massac', + '17129': 'Menard', + '17131': 'Mercer', + '17133': 'Monroe', + '17135': 'Montgomery', + '17137': 'Morgan', + '17139': 'Moultrie', + '17141': 'Ogle', + '17143': 'Peoria', + '17145': 'Perry', + '17147': 'Piatt', + '17149': 'Pike', + '17151': 'Pope', + '17153': 'Pulaski', + '17155': 'Putnam', + '17157': 'Randolph', + '17159': 'Richland', + '17161': 'Rock Island', + '17163': 'St Clair', + '17165': 'Saline', + '17167': 'Sangamon', + '17169': 'Schuyler', + '17171': 'Scott', + '17173': 'Shelby', + '17175': 'Stark', + '17177': 'Stephenson', + '17179': 'Tazewell', + '17181': 'Union', + '17183': 'Vermilion', + '17185': 'Wabash', + '17187': 'Warren', + '17189': 'Washington', + '17191': 'Wayne', + '17193': 'White', + '17195': 'Whiteside', + '17197': 'Will', + '17199': 'Williamson', + '17201': 'Winnebago', + '17203': 'Woodford', + '18001': 'Adams', + '18003': 'Allen', + '18005': 'Bartholomew', + '18007': 'Benton', + '18009': 'Blackford', + '18011': 'Boone', + '18013': 'Brown', + '18015': 'Carroll', + '18017': 'Cass', + '18019': 'Clark', + '18021': 'Clay', + '18023': 'Clinton', + '18025': 'Crawford', + '18027': 'Daviess', + '18029': 'Dearborn', + '18031': 'Decatur', + '18033': 'De Kalb', + '18035': 'Delaware', + '18037': 'Dubois', + '18039': 'Elkhart', + '18041': 'Fayette', + '18043': 'Floyd', + '18045': 'Fountain', + '18047': 'Franklin', + '18049': 'Fulton', + '18051': 'Gibson', + '18053': 'Grant', + '18055': 'Greene', + '18057': 'Hamilton', + '18059': 'Hancock', + '18061': 'Harrison', + '18063': 'Hendricks', + '18065': 'Henry', + '18067': 'Howard', + '18069': 'Huntington', + '18071': 'Jackson', + '18073': 'Jasper', + '18075': 'Jay', + '18077': 'Jefferson', + '18079': 'Jennings', + '18081': 'Johnson', + '18083': 'Knox', + '18085': 'Kosciusko', + '18087': 'La Grange', + '18089': 'Lake', + '18091': 'La Porte', + '18093': 'Lawrence', + '18095': 'Madison', + '18097': 'Marion', + '18099': 'Marshall', + '18101': 'Martin', + '18103': 'Miami', + '18105': 'Monroe', + '18107': 'Montgomery', + '18109': 'Morgan', + '18111': 'Newton', + '18113': 'Noble', + '18115': 'Ohio', + '18117': 'Orange', + '18119': 'Owen', + '18121': 'Parke', + '18123': 'Perry', + '18125': 'Pike', + '18127': 'Porter', + '18129': 'Posey', + '18131': 'Pulaski', + '18133': 'Putnam', + '18135': 'Randolph', + '18137': 'Ripley', + '18139': 'Rush', + '18141': 'St Joseph', + '18143': 'Scott', + '18145': 'Shelby', + '18147': 'Spencer', + '18149': 'Starke', + '18151': 'Steuben', + '18153': 'Sullivan', + '18155': 'Switzerland', + '18157': 'Tippecanoe', + '18159': 'Tipton', + '18161': 'Union', + '18163': 'Vanderburgh', + '18165': 'Vermillion', + '18167': 'Vigo', + '18169': 'Wabash', + '18171': 'Warren', + '18173': 'Warrick', + '18175': 'Washington', + '18177': 'Wayne', + '18179': 'Wells', + '18181': 'White', + '18183': 'Whitley', + '19001': 'Adair', + '19003': 'Adams', + '19005': 'Allamakee', + '19007': 'Appanoose', + '19009': 'Audubon', + '19011': 'Benton', + '19013': 'Black Hawk', + '19015': 'Boone', + '19017': 'Bremer', + '19019': 'Buchanan', + '19021': 'Buena Vista', + '19023': 'Butler', + '19025': 'Calhoun', + '19027': 'Carroll', + '19029': 'Cass', + '19031': 'Cedar', + '19033': 'Cerro Gordo', + '19035': 'Cherokee', + '19037': 'Chickasaw', + '19039': 'Clarke', + '19041': 'Clay', + '19043': 'Clayton', + '19045': 'Clinton', + '19047': 'Crawford', + '19049': 'Dallas', + '19051': 'Davis', + '19053': 'Decatur', + '19055': 'Delaware', + '19057': 'Des Moines', + '19059': 'Dickinson', + '19061': 'Dubuque', + '19063': 'Emmet', + '19065': 'Fayette', + '19067': 'Floyd', + '19069': 'Franklin', + '19071': 'Fremont', + '19073': 'Greene', + '19075': 'Grundy', + '19077': 'Guthrie', + '19079': 'Hamilton', + '19081': 'Hancock', + '19083': 'Hardin', + '19085': 'Harrison', + '19087': 'Henry', + '19089': 'Howard', + '19091': 'Humboldt', + '19093': 'Ida', + '19095': 'Iowa', + '19097': 'Jackson', + '19099': 'Jasper', + '19101': 'Jefferson', + '19103': 'Johnson', + '19105': 'Jones', + '19107': 'Keokuk', + '19109': 'Kossuth', + '19111': 'Lee', + '19113': 'Linn', + '19115': 'Louisa', + '19117': 'Lucas', + '19119': 'Lyon', + '19121': 'Madison', + '19123': 'Mahaska', + '19125': 'Marion', + '19127': 'Marshall', + '19129': 'Mills', + '19131': 'Mitchell', + '19133': 'Monona', + '19135': 'Monroe', + '19137': 'Montgomery', + '19139': 'Muscatine', + '19141': 'O Brien', + '19143': 'Osceola', + '19145': 'Page', + '19147': 'Palo Alto', + '19149': 'Plymouth', + '19151': 'Pocahontas', + '19153': 'Polk', + '19155': 'Pottawattamie', + '19157': 'Poweshiek', + '19159': 'Ringgold', + '19161': 'Sac', + '19163': 'Scott', + '19165': 'Shelby', + '19167': 'Sioux', + '19169': 'Story', + '19171': 'Tama', + '19173': 'Taylor', + '19175': 'Union', + '19177': 'Van Buren', + '19179': 'Wapello', + '19181': 'Warren', + '19183': 'Washington', + '19185': 'Wayne', + '19187': 'Webster', + '19189': 'Winnebago', + '19191': 'Winneshiek', + '19193': 'Woodbury', + '19195': 'Worth', + '19197': 'Wright', + '20001': 'Allen', + '20003': 'Anderson', + '20005': 'Atchison', + '20007': 'Barber', + '20009': 'Barton', + '20011': 'Bourbon', + '20013': 'Brown', + '20015': 'Butler', + '20017': 'Chase', + '20019': 'Chautauqua', + '20021': 'Cherokee', + '20023': 'Cheyenne', + '20025': 'Clark', + '20027': 'Clay', + '20029': 'Cloud', + '20031': 'Coffey', + '20033': 'Comanche', + '20035': 'Cowley', + '20037': 'Crawford', + '20039': 'Decatur', + '20041': 'Dickinson', + '20043': 'Doniphan', + '20045': 'Douglas', + '20047': 'Edwards', + '20049': 'Elk', + '20051': 'Ellis', + '20053': 'Ellsworth', + '20055': 'Finney', + '20057': 'Ford', + '20059': 'Franklin', + '20061': 'Geary', + '20063': 'Gove', + '20065': 'Graham', + '20067': 'Grant', + '20069': 'Gray', + '20071': 'Greeley', + '20073': 'Greenwood', + '20075': 'Hamilton', + '20077': 'Harper', + '20079': 'Harvey', + '20081': 'Haskell', + '20083': 'Hodgeman', + '20085': 'Jackson', + '20087': 'Jefferson', + '20089': 'Jewell', + '20091': 'Johnson', + '20093': 'Kearny', + '20095': 'Kingman', + '20097': 'Kiowa', + '20099': 'Labette', + '20101': 'Lane', + '20103': 'Leavenworth', + '20105': 'Lincoln', + '20107': 'Linn', + '20109': 'Logan', + '20111': 'Lyon', + '20113': 'McPherson', + '20115': 'Marion', + '20117': 'Marshall', + '20119': 'Meade', + '20121': 'Miami', + '20123': 'Mitchell', + '20125': 'Montgomery', + '20127': 'Morris', + '20129': 'Morton', + '20131': 'Nemaha', + '20133': 'Neosho', + '20135': 'Ness', + '20137': 'Norton', + '20139': 'Osage', + '20141': 'Osborne', + '20143': 'Ottawa', + '20145': 'Pawnee', + '20147': 'Phillips', + '20149': 'Pottawatomie', + '20151': 'Pratt', + '20153': 'Rawlins', + '20155': 'Reno', + '20157': 'Republic', + '20159': 'Rice', + '20161': 'Riley', + '20163': 'Rooks', + '20165': 'Rush', + '20167': 'Russell', + '20169': 'Saline', + '20171': 'Scott', + '20173': 'Sedgwick', + '20175': 'Seward', + '20177': 'Shawnee', + '20179': 'Sheridan', + '20181': 'Sherman', + '20183': 'Smith', + '20185': 'Stafford', + '20187': 'Stanton', + '20189': 'Stevens', + '20191': 'Sumner', + '20193': 'Thomas', + '20195': 'Trego', + '20197': 'Wabaunsee', + '20199': 'Wallace', + '20201': 'Washington', + '20203': 'Wichita', + '20205': 'Wilson', + '20207': 'Woodson', + '20209': 'Wyandotte', + '21001': 'Adair', + '21003': 'Allen', + '21005': 'Anderson', + '21007': 'Ballard', + '21009': 'Barren', + '21011': 'Bath', + '21013': 'Bell', + '21015': 'Boone', + '21017': 'Bourbon', + '21019': 'Boyd', + '21021': 'Boyle', + '21023': 'Bracken', + '21025': 'Breathitt', + '21027': 'Breckinridge', + '21029': 'Bullitt', + '21031': 'Butler', + '21033': 'Caldwell', + '21035': 'Calloway', + '21037': 'Campbell', + '21039': 'Carlisle', + '21041': 'Carroll', + '21043': 'Carter', + '21045': 'Casey', + '21047': 'Christian', + '21049': 'Clark', + '21051': 'Clay', + '21053': 'Clinton', + '21055': 'Crittenden', + '21057': 'Cumberland', + '21059': 'Daviess', + '21061': 'Edmonson', + '21063': 'Elliott', + '21065': 'Estill', + '21067': 'Fayette', + '21069': 'Fleming', + '21071': 'Floyd', + '21073': 'Franklin', + '21075': 'Fulton', + '21077': 'Gallatin', + '21079': 'Garrard', + '21081': 'Grant', + '21083': 'Graves', + '21085': 'Grayson', + '21087': 'Green', + '21089': 'Greenup', + '21091': 'Hancock', + '21093': 'Hardin', + '21095': 'Harlan', + '21097': 'Harrison', + '21099': 'Hart', + '21101': 'Henderson', + '21103': 'Henry', + '21105': 'Hickman', + '21107': 'Hopkins', + '21109': 'Jackson', + '21111': 'Jefferson', + '21113': 'Jessamine', + '21115': 'Johnson', + '21117': 'Kenton', + '21119': 'Knott', + '21121': 'Knox', + '21123': 'Larue', + '21125': 'Laurel', + '21127': 'Lawrence', + '21129': 'Lee', + '21131': 'Leslie', + '21133': 'Letcher', + '21135': 'Lewis', + '21137': 'Lincoln', + '21139': 'Livingston', + '21141': 'Logan', + '21143': 'Lyon', + '21145': 'McCracken', + '21147': 'McCreary', + '21149': 'McLean', + '21151': 'Madison', + '21153': 'Magoffin', + '21155': 'Marion', + '21157': 'Marshall', + '21159': 'Martin', + '21161': 'Mason', + '21163': 'Meade', + '21165': 'Menifee', + '21167': 'Mercer', + '21169': 'Metcalfe', + '21171': 'Monroe', + '21173': 'Montgomery', + '21175': 'Morgan', + '21177': 'Muhlenberg', + '21179': 'Nelson', + '21181': 'Nicholas', + '21183': 'Ohio', + '21185': 'Oldham', + '21187': 'Owen', + '21189': 'Owsley', + '21191': 'Pendleton', + '21193': 'Perry', + '21195': 'Pike', + '21197': 'Powell', + '21199': 'Pulaski', + '21201': 'Robertson', + '21203': 'Rockcastle', + '21205': 'Rowan', + '21207': 'Russell', + '21209': 'Scott', + '21211': 'Shelby', + '21213': 'Simpson', + '21215': 'Spencer', + '21217': 'Taylor', + '21219': 'Todd', + '21221': 'Trigg', + '21223': 'Trimble', + '21225': 'Union', + '21227': 'Warren', + '21229': 'Washington', + '21231': 'Wayne', + '21233': 'Webster', + '21235': 'Whitley', + '21237': 'Wolfe', + '21239': 'Woodford', + '22001': 'Acadia', + '22003': 'Allen', + '22005': 'Ascension', + '22007': 'Assumption', + '22009': 'Avoyelles', + '22011': 'Beauregard', + '22013': 'Bienville', + '22015': 'Bossier', + '22017': 'Caddo', + '22019': 'Calcasieu', + '22021': 'Caldwell', + '22023': 'Cameron', + '22025': 'Catahoula', + '22027': 'Claiborne', + '22029': 'Concordia', + '22031': 'De Soto', + '22033': 'East Baton Rouge', + '22035': 'East Carroll', + '22037': 'East Feliciana', + '22039': 'Evangeline', + '22041': 'Franklin', + '22043': 'Grant', + '22045': 'Iberia', + '22047': 'Iberville', + '22049': 'Jackson', + '22051': 'Jefferson', + '22053': 'Jefferson Davis', + '22055': 'Lafayette', + '22057': 'Lafourche', + '22059': 'La Salle', + '22061': 'Lincoln', + '22063': 'Livingston', + '22065': 'Madison', + '22067': 'Morehouse', + '22069': 'Natchitoches', + '22071': 'Orleans', + '22073': 'Ouachita', + '22075': 'Plaquemines', + '22077': 'Pointe Coupee', + '22079': 'Rapides', + '22081': 'Red River', + '22083': 'Richland', + '22085': 'Sabine', + '22087': 'St Bernard', + '22089': 'St Charles', + '22091': 'St Helena', + '22093': 'St James', + '22095': 'St John the Baptist', + '22097': 'St Landry', + '22099': 'St Martin', + '22101': 'St Mary', + '22103': 'St Tammany', + '22105': 'Tangipahoa', + '22107': 'Tensas', + '22109': 'Terrebonne', + '22111': 'Union', + '22113': 'Vermilion', + '22115': 'Vernon', + '22117': 'Washington', + '22119': 'Webster', + '22121': 'West Baton Rouge', + '22123': 'West Carroll', + '22125': 'West Feliciana', + '22127': 'Winn', + '23001': 'Androscoggin', + '23003': 'Aroostook', + '23005': 'Cumberland', + '23007': 'Franklin', + '23009': 'Hancock', + '23011': 'Kennebec', + '23013': 'Knox', + '23015': 'Lincoln', + '23017': 'Oxford', + '23019': 'Penobscot', + '23021': 'Piscataquis', + '23023': 'Sagadahoc', + '23025': 'Somerset', + '23027': 'Waldo', + '23029': 'Washington', + '23031': 'York', + '24001': 'Allegany', + '24003': 'Anne Arundel', + '24005': 'Baltimore', + '24009': 'Calvert', + '24011': 'Caroline', + '24013': 'Carroll', + '24015': 'Cecil', + '24017': 'Charles', + '24019': 'Dorchester', + '24021': 'Frederick', + '24023': 'Garrett', + '24025': 'Harford', + '24027': 'Howard', + '24029': 'Kent', + '24031': 'Montgomery', + '24033': 'Prince Georges', + '24035': 'Queen Annes', + '24037': 'St Marys', + '24039': 'Somerset', + '24041': 'Talbot', + '24043': 'Washington', + '24045': 'Wicomico', + '24047': 'Worcester', + '24510': 'Baltimore City', + '25001': 'Barnstable', + '25003': 'Berkshire', + '25005': 'Bristol', + '25007': 'Dukes', + '25009': 'Essex', + '25011': 'Franklin', + '25013': 'Hampden', + '25015': 'Hampshire', + '25017': 'Middlesex', + '25019': 'Nantucket', + '25021': 'Norfolk', + '25023': 'Plymouth', + '25025': 'Suffolk', + '25027': 'Worcester', + '26001': 'Alcona', + '26003': 'Alger', + '26005': 'Allegan', + '26007': 'Alpena', + '26009': 'Antrim', + '26011': 'Arenac', + '26013': 'Baraga', + '26015': 'Barry', + '26017': 'Bay', + '26019': 'Benzie', + '26021': 'Berrien', + '26023': 'Branch', + '26025': 'Calhoun', + '26027': 'Cass', + '26029': 'Charlevoix', + '26031': 'Cheboygan', + '26033': 'Chippewa', + '26035': 'Clare', + '26037': 'Clinton', + '26039': 'Crawford', + '26041': 'Delta', + '26043': 'Dickinson', + '26045': 'Eaton', + '26047': 'Emmet', + '26049': 'Genesee', + '26051': 'Gladwin', + '26053': 'Gogebic', + '26055': 'Grand Traverse', + '26057': 'Gratiot', + '26059': 'Hillsdale', + '26061': 'Houghton', + '26063': 'Huron', + '26065': 'Ingham', + '26067': 'Ionia', + '26069': 'Iosco', + '26071': 'Iron', + '26073': 'Isabella', + '26075': 'Jackson', + '26077': 'Kalamazoo', + '26079': 'Kalkaska', + '26081': 'Kent', + '26083': 'Keweenaw', + '26085': 'Lake', + '26087': 'Lapeer', + '26089': 'Leelanau', + '26091': 'Lenawee', + '26093': 'Livingston', + '26095': 'Luce', + '26097': 'Mackinac', + '26099': 'Macomb', + '26101': 'Manistee', + '26103': 'Marquette', + '26105': 'Mason', + '26107': 'Mecosta', + '26109': 'Menominee', + '26111': 'Midland', + '26113': 'Missaukee', + '26115': 'Monroe', + '26117': 'Montcalm', + '26119': 'Montmorency', + '26121': 'Muskegon', + '26123': 'Newaygo', + '26125': 'Oakland', + '26127': 'Oceana', + '26129': 'Ogemaw', + '26131': 'Ontonagon', + '26133': 'Osceola', + '26135': 'Oscoda', + '26137': 'Otsego', + '26139': 'Ottawa', + '26141': 'Presque Isle', + '26143': 'Roscommon', + '26145': 'Saginaw', + '26147': 'St Clair', + '26149': 'St Joseph', + '26151': 'Sanilac', + '26153': 'Schoolcraft', + '26155': 'Shiawassee', + '26157': 'Tuscola', + '26159': 'Van Buren', + '26161': 'Washtenaw', + '26163': 'Wayne', + '26165': 'Wexford', + '27001': 'Aitkin', + '27003': 'Anoka', + '27005': 'Becker', + '27007': 'Beltrami', + '27009': 'Benton', + '27011': 'Big Stone', + '27013': 'Blue Earth', + '27015': 'Brown', + '27017': 'Carlton', + '27019': 'Carver', + '27021': 'Cass', + '27023': 'Chippewa', + '27025': 'Chisago', + '27027': 'Clay', + '27029': 'Clearwater', + '27031': 'Cook', + '27033': 'Cottonwood', + '27035': 'Crow Wing', + '27037': 'Dakota', + '27039': 'Dodge', + '27041': 'Douglas', + '27043': 'Faribault', + '27045': 'Fillmore', + '27047': 'Freeborn', + '27049': 'Goodhue', + '27051': 'Grant', + '27053': 'Hennepin', + '27055': 'Houston', + '27057': 'Hubbard', + '27059': 'Isanti', + '27061': 'Itasca', + '27063': 'Jackson', + '27065': 'Kanabec', + '27067': 'Kandiyohi', + '27069': 'Kittson', + '27071': 'Koochiching', + '27073': 'Lac qui Parle', + '27075': 'Lake', + '27077': 'Lake of the Woods', + '27079': 'Le Sueur', + '27081': 'Lincoln', + '27083': 'Lyon', + '27085': 'McLeod', + '27087': 'Mahnomen', + '27089': 'Marshall', + '27091': 'Martin', + '27093': 'Meeker', + '27095': 'Mille Lacs', + '27097': 'Morrison', + '27099': 'Mower', + '27101': 'Murray', + '27103': 'Nicollet', + '27105': 'Nobles', + '27107': 'Norman', + '27109': 'Olmsted', + '27111': 'Otter Tail', + '27113': 'Pennington', + '27115': 'Pine', + '27117': 'Pipestone', + '27119': 'Polk', + '27121': 'Pope', + '27123': 'Ramsey', + '27125': 'Red Lake', + '27127': 'Redwood', + '27129': 'Renville', + '27131': 'Rice', + '27133': 'Rock', + '27135': 'Roseau', + '27137': 'St Louis', + '27139': 'Scott', + '27141': 'Sherburne', + '27143': 'Sibley', + '27145': 'Stearns', + '27147': 'Steele', + '27149': 'Stevens', + '27151': 'Swift', + '27153': 'Todd', + '27155': 'Traverse', + '27157': 'Wabasha', + '27159': 'Wadena', + '27161': 'Waseca', + '27163': 'Washington', + '27165': 'Watonwan', + '27167': 'Wilkin', + '27169': 'Winona', + '27171': 'Wright', + '27173': 'Yellow Medicine', + '28001': 'Adams', + '28003': 'Alcorn', + '28005': 'Amite', + '28007': 'Attala', + '28009': 'Benton', + '28011': 'Bolivar', + '28013': 'Calhoun', + '28015': 'Carroll', + '28017': 'Chickasaw', + '28019': 'Choctaw', + '28021': 'Claiborne', + '28023': 'Clarke', + '28025': 'Clay', + '28027': 'Coahoma', + '28029': 'Copiah', + '28031': 'Covington', + '28033': 'De Soto', + '28035': 'Forrest', + '28037': 'Franklin', + '28039': 'George', + '28041': 'Greene', + '28043': 'Grenada', + '28045': 'Hancock', + '28047': 'Harrison', + '28049': 'Hinds', + '28051': 'Holmes', + '28053': 'Humphreys', + '28055': 'Issaquena', + '28057': 'Itawamba', + '28059': 'Jackson', + '28061': 'Jasper', + '28063': 'Jefferson', + '28065': 'Jefferson Davis', + '28067': 'Jones', + '28069': 'Kemper', + '28071': 'Lafayette', + '28073': 'Lamar', + '28075': 'Lauderdale', + '28077': 'Lawrence', + '28079': 'Leake', + '28081': 'Lee', + '28083': 'Leflore', + '28085': 'Lincoln', + '28087': 'Lowndes', + '28089': 'Madison', + '28091': 'Marion', + '28093': 'Marshall', + '28095': 'Monroe', + '28097': 'Montgomery', + '28099': 'Neshoba', + '28101': 'Newton', + '28103': 'Noxubee', + '28105': 'Oktibbeha', + '28107': 'Panola', + '28109': 'Pearl River', + '28111': 'Perry', + '28113': 'Pike', + '28115': 'Pontotoc', + '28117': 'Prentiss', + '28119': 'Quitman', + '28121': 'Rankin', + '28123': 'Scott', + '28125': 'Sharkey', + '28127': 'Simpson', + '28129': 'Smith', + '28131': 'Stone', + '28133': 'Sunflower', + '28135': 'Tallahatchie', + '28137': 'Tate', + '28139': 'Tippah', + '28141': 'Tishomingo', + '28143': 'Tunica', + '28145': 'Union', + '28147': 'Walthall', + '28149': 'Warren', + '28151': 'Washington', + '28153': 'Wayne', + '28155': 'Webster', + '28157': 'Wilkinson', + '28159': 'Winston', + '28161': 'Yalobusha', + '28163': 'Yazoo', + '29001': 'Adair', + '29003': 'Andrew', + '29005': 'Atchison', + '29007': 'Audrain', + '29009': 'Barry', + '29011': 'Barton', + '29013': 'Bates', + '29015': 'Benton', + '29017': 'Bollinger', + '29019': 'Boone', + '29021': 'Buchanan', + '29023': 'Butler', + '29025': 'Caldwell', + '29027': 'Callaway', + '29029': 'Camden', + '29031': 'Cape Girardeau', + '29033': 'Carroll', + '29035': 'Carter', + '29037': 'Cass', + '29039': 'Cedar', + '29041': 'Chariton', + '29043': 'Christian', + '29045': 'Clark', + '29047': 'Clay', + '29049': 'Clinton', + '29051': 'Cole', + '29053': 'Cooper', + '29055': 'Crawford', + '29057': 'Dade', + '29059': 'Dallas', + '29061': 'Daviess', + '29063': 'De Kalb', + '29065': 'Dent', + '29067': 'Douglas', + '29069': 'Dunklin', + '29071': 'Franklin', + '29073': 'Gasconade', + '29075': 'Gentry', + '29077': 'Greene', + '29079': 'Grundy', + '29081': 'Harrison', + '29083': 'Henry', + '29085': 'Hickory', + '29087': 'Holt', + '29089': 'Howard', + '29091': 'Howell', + '29093': 'Iron', + '29095': 'Jackson', + '29097': 'Jasper', + '29099': 'Jefferson', + '29101': 'Johnson', + '29103': 'Knox', + '29105': 'Laclede', + '29107': 'Lafayette', + '29109': 'Lawrence', + '29111': 'Lewis', + '29113': 'Lincoln', + '29115': 'Linn', + '29117': 'Livingston', + '29119': 'McDonald', + '29121': 'Macon', + '29123': 'Madison', + '29125': 'Maries', + '29127': 'Marion', + '29129': 'Mercer', + '29131': 'Miller', + '29133': 'Mississippi', + '29135': 'Moniteau', + '29137': 'Monroe', + '29139': 'Montgomery', + '29141': 'Morgan', + '29143': 'New Madrid', + '29145': 'Newton', + '29147': 'Nodaway', + '29149': 'Oregon', + '29151': 'Osage', + '29153': 'Ozark', + '29155': 'Pemiscot', + '29157': 'Perry', + '29159': 'Pettis', + '29161': 'Phelps', + '29163': 'Pike', + '29165': 'Platte', + '29167': 'Polk', + '29169': 'Pulaski', + '29171': 'Putnam', + '29173': 'Ralls', + '29175': 'Randolph', + '29177': 'Ray', + '29179': 'Reynolds', + '29181': 'Ripley', + '29183': 'St Charles', + '29185': 'St Clair', + '29186': 'Ste. Genevieve', + '29187': 'St Francois', + '29189': 'St Louis', + '29195': 'Saline', + '29197': 'Schuyler', + '29199': 'Scotland', + '29201': 'Scott', + '29203': 'Shannon', + '29205': 'Shelby', + '29207': 'Stoddard', + '29209': 'Stone', + '29211': 'Sullivan', + '29213': 'Taney', + '29215': 'Texas', + '29217': 'Vernon', + '29219': 'Warren', + '29221': 'Washington', + '29223': 'Wayne', + '29225': 'Webster', + '29227': 'Worth', + '29229': 'Wright', + '29510': 'St Louis City', + '30001': 'Beaverhead', + '30003': 'Big Horn', + '30005': 'Blaine', + '30007': 'Broadwater', + '30009': 'Carbon', + '30011': 'Carter', + '30013': 'Cascade', + '30015': 'Chouteau', + '30017': 'Custer', + '30019': 'Daniels', + '30021': 'Dawson', + '30023': 'Deer Lodge', + '30025': 'Fallon', + '30027': 'Fergus', + '30029': 'Flathead', + '30031': 'Gallatin', + '30033': 'Garfield', + '30035': 'Glacier', + '30037': 'Golden Valley', + '30039': 'Granite', + '30041': 'Hill', + '30043': 'Jefferson', + '30045': 'Judith Basin', + '30047': 'Lake', + '30049': 'Lewis and Clark', + '30051': 'Liberty', + '30053': 'Lincoln', + '30055': 'McCone', + '30057': 'Madison', + '30059': 'Meagher', + '30061': 'Mineral', + '30063': 'Missoula', + '30065': 'Musselshell', + '30067': 'Park', + '30069': 'Petroleum', + '30071': 'Phillips', + '30073': 'Pondera', + '30075': 'Powder River', + '30077': 'Powell', + '30079': 'Prairie', + '30081': 'Ravalli', + '30083': 'Richland', + '30085': 'Roosevelt', + '30087': 'Rosebud', + '30089': 'Sanders', + '30091': 'Sheridan', + '30093': 'Silver Bow', + '30095': 'Stillwater', + '30097': 'Sweet Grass', + '30099': 'Teton', + '30101': 'Toole', + '30103': 'Treasure', + '30105': 'Valley', + '30107': 'Wheatland', + '30109': 'Wibaux', + '30111': 'Yellowstone', + '30113': 'Yellowstone Nat Park', + '31001': 'Adams', + '31003': 'Antelope', + '31005': 'Arthur', + '31007': 'Banner', + '31009': 'Blaine', + '31011': 'Boone', + '31013': 'Box Butte', + '31015': 'Boyd', + '31017': 'Brown', + '31019': 'Buffalo', + '31021': 'Burt', + '31023': 'Butler', + '31025': 'Cass', + '31027': 'Cedar', + '31029': 'Chase', + '31031': 'Cherry', + '31033': 'Cheyenne', + '31035': 'Clay', + '31037': 'Colfax', + '31039': 'Cuming', + '31041': 'Custer', + '31043': 'Dakota', + '31045': 'Dawes', + '31047': 'Dawson', + '31049': 'Deuel', + '31051': 'Dixon', + '31053': 'Dodge', + '31055': 'Douglas', + '31057': 'Dundy', + '31059': 'Fillmore', + '31061': 'Franklin', + '31063': 'Frontier', + '31065': 'Furnas', + '31067': 'Gage', + '31069': 'Garden', + '31071': 'Garfield', + '31073': 'Gosper', + '31075': 'Grant', + '31077': 'Greeley', + '31079': 'Hall', + '31081': 'Hamilton', + '31083': 'Harlan', + '31085': 'Hayes', + '31087': 'Hitchcock', + '31089': 'Holt', + '31091': 'Hooker', + '31093': 'Howard', + '31095': 'Jefferson', + '31097': 'Johnson', + '31099': 'Kearney', + '31101': 'Keith', + '31103': 'Keya Paha', + '31105': 'Kimball', + '31107': 'Knox', + '31109': 'Lancaster', + '31111': 'Lincoln', + '31113': 'Logan', + '31115': 'Loup', + '31117': 'McPherson', + '31119': 'Madison', + '31121': 'Merrick', + '31123': 'Morrill', + '31125': 'Nance', + '31127': 'Nemaha', + '31129': 'Nuckolls', + '31131': 'Otoe', + '31133': 'Pawnee', + '31135': 'Perkins', + '31137': 'Phelps', + '31139': 'Pierce', + '31141': 'Platte', + '31143': 'Polk', + '31145': 'Red Willow', + '31147': 'Richardson', + '31149': 'Rock', + '31151': 'Saline', + '31153': 'Sarpy', + '31155': 'Saunders', + '31157': 'Scotts Bluff', + '31159': 'Seward', + '31161': 'Sheridan', + '31163': 'Sherman', + '31165': 'Sioux', + '31167': 'Stanton', + '31169': 'Thayer', + '31171': 'Thomas', + '31173': 'Thurston', + '31175': 'Valley', + '31177': 'Washington', + '31179': 'Wayne', + '31181': 'Webster', + '31183': 'Wheeler', + '31185': 'York', + '32001': 'Churchill', + '32003': 'Clark', + '32005': 'Douglas', + '32007': 'Elko', + '32009': 'Esmeralda', + '32011': 'Eureka', + '32013': 'Humboldt', + '32015': 'Lander', + '32017': 'Lincoln', + '32019': 'Lyon', + '32021': 'Mineral', + '32023': 'Nye', + '32027': 'Pershing', + '32029': 'Storey', + '32031': 'Washoe', + '32033': 'White Pine', + '32510': 'Carson City', + '33001': 'Belknap', + '33003': 'Carroll', + '33005': 'Cheshire', + '33007': 'Coos', + '33009': 'Grafton', + '33011': 'Hillsborough', + '33013': 'Merrimack', + '33015': 'Rockingham', + '33017': 'Strafford', + '33019': 'Sullivan', + '34001': 'Atlantic', + '34003': 'Bergen', + '34005': 'Burlington', + '34007': 'Camden', + '34009': 'Cape May', + '34011': 'Cumberland', + '34013': 'Essex', + '34015': 'Gloucester', + '34017': 'Hudson', + '34019': 'Hunterdon', + '34021': 'Mercer', + '34023': 'Middlesex', + '34025': 'Monmouth', + '34027': 'Morris', + '34029': 'Ocean', + '34031': 'Passaic', + '34033': 'Salem', + '34035': 'Somerset', + '34037': 'Sussex', + '34039': 'Union', + '34041': 'Warren', + '35001': 'Bernalillo', + '35003': 'Catron', + '35005': 'Chaves', + '35006': 'Cibola', + '35007': 'Colfax', + '35009': 'Curry', + '35011': 'De Baca', + '35013': 'Dona Ana', + '35015': 'Eddy', + '35017': 'Grant', + '35019': 'Guadalupe', + '35021': 'Harding', + '35023': 'Hidalgo', + '35025': 'Lea', + '35027': 'Lincoln', + '35028': 'Los Alamos', + '35029': 'Luna', + '35031': 'McKinley', + '35033': 'Mora', + '35035': 'Otero', + '35037': 'Quay', + '35039': 'Rio Arriba', + '35041': 'Roosevelt', + '35043': 'Sandoval', + '35045': 'San Juan', + '35047': 'San Miguel', + '35049': 'Santa Fe', + '35051': 'Sierra', + '35053': 'Socorro', + '35055': 'Taos', + '35057': 'Torrance', + '35059': 'Union', + '35061': 'Valencia', + '36001': 'Albany', + '36003': 'Allegany', + '36005': 'Bronx', + '36007': 'Broome', + '36009': 'Cattaraugus', + '36011': 'Cayuga', + '36013': 'Chautauqua', + '36015': 'Chemung', + '36017': 'Chenango', + '36019': 'Clinton', + '36021': 'Columbia', + '36023': 'Cortland', + '36025': 'Delaware', + '36027': 'Dutchess', + '36029': 'Erie', + '36031': 'Essex', + '36033': 'Franklin', + '36035': 'Fulton', + '36037': 'Genesee', + '36039': 'Greene', + '36041': 'Hamilton', + '36043': 'Herkimer', + '36045': 'Jefferson', + '36047': 'Kings', + '36049': 'Lewis', + '36051': 'Livingston', + '36053': 'Madison', + '36055': 'Monroe', + '36057': 'Montgomery', + '36059': 'Nassau', + '36061': 'New York', + '36063': 'Niagara', + '36065': 'Oneida', + '36067': 'Onondaga', + '36069': 'Ontario', + '36071': 'Orange', + '36073': 'Orleans', + '36075': 'Oswego', + '36077': 'Otsego', + '36079': 'Putnam', + '36081': 'Queens', + '36083': 'Rensselaer', + '36085': 'Richmond', + '36087': 'Rockland', + '36089': 'St Lawrence', + '36091': 'Saratoga', + '36093': 'Schenectady', + '36095': 'Schoharie', + '36097': 'Schuyler', + '36099': 'Seneca', + '36101': 'Steuben', + '36103': 'Suffolk', + '36105': 'Sullivan', + '36107': 'Tioga', + '36109': 'Tompkins', + '36111': 'Ulster', + '36113': 'Warren', + '36115': 'Washington', + '36117': 'Wayne', + '36119': 'Westchester', + '36121': 'Wyoming', + '36123': 'Yates', + '37001': 'Alamance', + '37003': 'Alexander', + '37005': 'Alleghany', + '37007': 'Anson', + '37009': 'Ashe', + '37011': 'Avery', + '37013': 'Beaufort', + '37015': 'Bertie', + '37017': 'Bladen', + '37019': 'Brunswick', + '37021': 'Buncombe', + '37023': 'Burke', + '37025': 'Cabarrus', + '37027': 'Caldwell', + '37029': 'Camden', + '37031': 'Carteret', + '37033': 'Caswell', + '37035': 'Catawba', + '37037': 'Chatham', + '37039': 'Cherokee', + '37041': 'Chowan', + '37043': 'Clay', + '37045': 'Cleveland', + '37047': 'Columbus', + '37049': 'Craven', + '37051': 'Cumberland', + '37053': 'Currituck', + '37055': 'Dare', + '37057': 'Davidson', + '37059': 'Davie', + '37061': 'Duplin', + '37063': 'Durham', + '37065': 'Edgecombe', + '37067': 'Forsyth', + '37069': 'Franklin', + '37071': 'Gaston', + '37073': 'Gates', + '37075': 'Graham', + '37077': 'Granville', + '37079': 'Greene', + '37081': 'Guilford', + '37083': 'Halifax', + '37085': 'Harnett', + '37087': 'Haywood', + '37089': 'Henderson', + '37091': 'Hertford', + '37093': 'Hoke', + '37095': 'Hyde', + '37097': 'Iredell', + '37099': 'Jackson', + '37101': 'Johnston', + '37103': 'Jones', + '37105': 'Lee', + '37107': 'Lenoir', + '37109': 'Lincoln', + '37111': 'McDowell', + '37113': 'Macon', + '37115': 'Madison', + '37117': 'Martin', + '37119': 'Mecklenburg', + '37121': 'Mitchell', + '37123': 'Montgomery', + '37125': 'Moore', + '37127': 'Nash', + '37129': 'New Hanover', + '37131': 'Northampton', + '37133': 'Onslow', + '37135': 'Orange', + '37137': 'Pamlico', + '37139': 'Pasquotank', + '37141': 'Pender', + '37143': 'Perquimans', + '37145': 'Person', + '37147': 'Pitt', + '37149': 'Polk', + '37151': 'Randolph', + '37153': 'Richmond', + '37155': 'Robeson', + '37157': 'Rockingham', + '37159': 'Rowan', + '37161': 'Rutherford', + '37163': 'Sampson', + '37165': 'Scotland', + '37167': 'Stanly', + '37169': 'Stokes', + '37171': 'Surry', + '37173': 'Swain', + '37175': 'Transylvania', + '37177': 'Tyrrell', + '37179': 'Union', + '37181': 'Vance', + '37183': 'Wake', + '37185': 'Warren', + '37187': 'Washington', + '37189': 'Watauga', + '37191': 'Wayne', + '37193': 'Wilkes', + '37195': 'Wilson', + '37197': 'Yadkin', + '37199': 'Yancey', + '38001': 'Adams', + '38003': 'Barnes', + '38005': 'Benson', + '38007': 'Billings', + '38009': 'Bottineau', + '38011': 'Bowman', + '38013': 'Burke', + '38015': 'Burleigh', + '38017': 'Cass', + '38019': 'Cavalier', + '38021': 'Dickey', + '38023': 'Divide', + '38025': 'Dunn', + '38027': 'Eddy', + '38029': 'Emmons', + '38031': 'Foster', + '38033': 'Golden Valley', + '38035': 'Grand Forks', + '38037': 'Grant', + '38039': 'Griggs', + '38041': 'Hettinger', + '38043': 'Kidder', + '38045': 'La Moure', + '38047': 'Logan', + '38049': 'McHenry', + '38051': 'McIntosh', + '38053': 'McKenzie', + '38055': 'McLean', + '38057': 'Mercer', + '38059': 'Morton', + '38061': 'Mountrail', + '38063': 'Nelson', + '38065': 'Oliver', + '38067': 'Pembina', + '38069': 'Pierce', + '38071': 'Ramsey', + '38073': 'Ransom', + '38075': 'Renville', + '38077': 'Richland', + '38079': 'Rolette', + '38081': 'Sargent', + '38083': 'Sheridan', + '38085': 'Sioux', + '38087': 'Slope', + '38089': 'Stark', + '38091': 'Steele', + '38093': 'Stutsman', + '38095': 'Towner', + '38097': 'Traill', + '38099': 'Walsh', + '38101': 'Ward', + '38103': 'Wells', + '38105': 'Williams', + '39001': 'Adams', + '39003': 'Allen', + '39005': 'Ashland', + '39007': 'Ashtabula', + '39009': 'Athens', + '39011': 'Auglaize', + '39013': 'Belmont', + '39015': 'Brown', + '39017': 'Butler', + '39019': 'Carroll', + '39021': 'Champaign', + '39023': 'Clark', + '39025': 'Clermont', + '39027': 'Clinton', + '39029': 'Columbiana', + '39031': 'Coshocton', + '39033': 'Crawford', + '39035': 'Cuyahoga', + '39037': 'Darke', + '39039': 'Defiance', + '39041': 'Delaware', + '39043': 'Erie', + '39045': 'Fairfield', + '39047': 'Fayette', + '39049': 'Franklin', + '39051': 'Fulton', + '39053': 'Gallia', + '39055': 'Geauga', + '39057': 'Greene', + '39059': 'Guernsey', + '39061': 'Hamilton', + '39063': 'Hancock', + '39065': 'Hardin', + '39067': 'Harrison', + '39069': 'Henry', + '39071': 'Highland', + '39073': 'Hocking', + '39075': 'Holmes', + '39077': 'Huron', + '39079': 'Jackson', + '39081': 'Jefferson', + '39083': 'Knox', + '39085': 'Lake', + '39087': 'Lawrence', + '39089': 'Licking', + '39091': 'Logan', + '39093': 'Lorain', + '39095': 'Lucas', + '39097': 'Madison', + '39099': 'Mahoning', + '39101': 'Marion', + '39103': 'Medina', + '39105': 'Meigs', + '39107': 'Mercer', + '39109': 'Miami', + '39111': 'Monroe', + '39113': 'Montgomery', + '39115': 'Morgan', + '39117': 'Morrow', + '39119': 'Muskingum', + '39121': 'Noble', + '39123': 'Ottawa', + '39125': 'Paulding', + '39127': 'Perry', + '39129': 'Pickaway', + '39131': 'Pike', + '39133': 'Portage', + '39135': 'Preble', + '39137': 'Putnam', + '39139': 'Richland', + '39141': 'Ross', + '39143': 'Sandusky', + '39145': 'Scioto', + '39147': 'Seneca', + '39149': 'Shelby', + '39151': 'Stark', + '39153': 'Summit', + '39155': 'Trumbull', + '39157': 'Tuscarawas', + '39159': 'Union', + '39161': 'Van Wert', + '39163': 'Vinton', + '39165': 'Warren', + '39167': 'Washington', + '39169': 'Wayne', + '39171': 'Williams', + '39173': 'Wood', + '39175': 'Wyandot', + '40001': 'Adair', + '40003': 'Alfalfa', + '40005': 'Atoka', + '40007': 'Beaver', + '40009': 'Beckham', + '40011': 'Blaine', + '40013': 'Bryan', + '40015': 'Caddo', + '40017': 'Canadian', + '40019': 'Carter', + '40021': 'Cherokee', + '40023': 'Choctaw', + '40025': 'Cimarron', + '40027': 'Cleveland', + '40029': 'Coal', + '40031': 'Comanche', + '40033': 'Cotton', + '40035': 'Craig', + '40037': 'Creek', + '40039': 'Custer', + '40041': 'Delaware', + '40043': 'Dewey', + '40045': 'Ellis', + '40047': 'Garfield', + '40049': 'Garvin', + '40051': 'Grady', + '40053': 'Grant', + '40055': 'Greer', + '40057': 'Harmon', + '40059': 'Harper', + '40061': 'Haskell', + '40063': 'Hughes', + '40065': 'Jackson', + '40067': 'Jefferson', + '40069': 'Johnston', + '40071': 'Kay', + '40073': 'Kingfisher', + '40075': 'Kiowa', + '40077': 'Latimer', + '40079': 'Le Flore', + '40081': 'Lincoln', + '40083': 'Logan', + '40085': 'Love', + '40087': 'McClain', + '40089': 'McCurtain', + '40091': 'McIntosh', + '40093': 'Major', + '40095': 'Marshall', + '40097': 'Mayes', + '40099': 'Murray', + '40101': 'Muskogee', + '40103': 'Noble', + '40105': 'Nowata', + '40107': 'Okfuskee', + '40109': 'Oklahoma', + '40111': 'Okmulgee', + '40113': 'Osage', + '40115': 'Ottawa', + '40117': 'Pawnee', + '40119': 'Payne', + '40121': 'Pittsburg', + '40123': 'Pontotoc', + '40125': 'Pottawatomie', + '40127': 'Pushmataha', + '40129': 'Roger Mills', + '40131': 'Rogers', + '40133': 'Seminole', + '40135': 'Sequoyah', + '40137': 'Stephens', + '40139': 'Texas', + '40141': 'Tillman', + '40143': 'Tulsa', + '40145': 'Wagoner', + '40147': 'Washington', + '40149': 'Washita', + '40151': 'Woods', + '40153': 'Woodward', + '41001': 'Baker', + '41003': 'Benton', + '41005': 'Clackamas', + '41007': 'Clatsop', + '41009': 'Columbia', + '41011': 'Coos', + '41013': 'Crook', + '41015': 'Curry', + '41017': 'Deschutes', + '41019': 'Douglas', + '41021': 'Gilliam', + '41023': 'Grant', + '41025': 'Harney', + '41027': 'Hood River', + '41029': 'Jackson', + '41031': 'Jefferson', + '41033': 'Josephine', + '41035': 'Klamath', + '41037': 'Lake', + '41039': 'Lane', + '41041': 'Lincoln', + '41043': 'Linn', + '41045': 'Malheur', + '41047': 'Marion', + '41049': 'Morrow', + '41051': 'Multnomah', + '41053': 'Polk', + '41055': 'Sherman', + '41057': 'Tillamook', + '41059': 'Umatilla', + '41061': 'Union', + '41063': 'Wallowa', + '41065': 'Wasco', + '41067': 'Washington', + '41069': 'Wheeler', + '41071': 'Yamhill', + '42001': 'Adams', + '42003': 'Allegheny', + '42005': 'Armstrong', + '42007': 'Beaver', + '42009': 'Bedford', + '42011': 'Berks', + '42013': 'Blair', + '42015': 'Bradford', + '42017': 'Bucks', + '42019': 'Butler', + '42021': 'Cambria', + '42023': 'Cameron', + '42025': 'Carbon', + '42027': 'Centre', + '42029': 'Chester', + '42031': 'Clarion', + '42033': 'Clearfield', + '42035': 'Clinton', + '42037': 'Columbia', + '42039': 'Crawford', + '42041': 'Cumberland', + '42043': 'Dauphin', + '42045': 'Delaware', + '42047': 'Elk', + '42049': 'Erie', + '42051': 'Fayette', + '42053': 'Forest', + '42055': 'Franklin', + '42057': 'Fulton', + '42059': 'Greene', + '42061': 'Huntingdon', + '42063': 'Indiana', + '42065': 'Jefferson', + '42067': 'Juniata', + '42069': 'Lackawanna', + '42071': 'Lancaster', + '42073': 'Lawrence', + '42075': 'Lebanon', + '42077': 'Lehigh', + '42079': 'Luzerne', + '42081': 'Lycoming', + '42083': 'McKean', + '42085': 'Mercer', + '42087': 'Mifflin', + '42089': 'Monroe', + '42091': 'Montgomery', + '42093': 'Montour', + '42095': 'Northampton', + '42097': 'Northumberland', + '42099': 'Perry', + '42101': 'Philadelphia', + '42103': 'Pike', + '42105': 'Potter', + '42107': 'Schuylkill', + '42109': 'Snyder', + '42111': 'Somerset', + '42113': 'Sullivan', + '42115': 'Susquehanna', + '42117': 'Tioga', + '42119': 'Union', + '42121': 'Venango', + '42123': 'Warren', + '42125': 'Washington', + '42127': 'Wayne', + '42129': 'Westmoreland', + '42131': 'Wyoming', + '42133': 'York', + '44001': 'Bristol', + '44003': 'Kent', + '44005': 'Newport', + '44007': 'Providence', + '44009': 'Washington', + '45001': 'Abbeville', + '45003': 'Aiken', + '45005': 'Allendale', + '45007': 'Anderson', + '45009': 'Bamberg', + '45011': 'Barnwell', + '45013': 'Beaufort', + '45015': 'Berkeley', + '45017': 'Calhoun', + '45019': 'Charleston', + '45021': 'Cherokee', + '45023': 'Chester', + '45025': 'Chesterfield', + '45027': 'Clarendon', + '45029': 'Colleton', + '45031': 'Darlington', + '45033': 'Dillon', + '45035': 'Dorchester', + '45037': 'Edgefield', + '45039': 'Fairfield', + '45041': 'Florence', + '45043': 'Georgetown', + '45045': 'Greenville', + '45047': 'Greenwood', + '45049': 'Hampton', + '45051': 'Horry', + '45053': 'Jasper', + '45055': 'Kershaw', + '45057': 'Lancaster', + '45059': 'Laurens', + '45061': 'Lee', + '45063': 'Lexington', + '45065': 'McCormick', + '45067': 'Marion', + '45069': 'Marlboro', + '45071': 'Newberry', + '45073': 'Oconee', + '45075': 'Orangeburg', + '45077': 'Pickens', + '45079': 'Richland', + '45081': 'Saluda', + '45083': 'Spartanburg', + '45085': 'Sumter', + '45087': 'Union', + '45089': 'Williamsburg', + '45091': 'York', + '46003': 'Aurora', + '46005': 'Beadle', + '46007': 'Bennett', + '46009': 'Bon Homme', + '46011': 'Brookings', + '46013': 'Brown', + '46015': 'Brule', + '46017': 'Buffalo', + '46019': 'Butte', + '46021': 'Campbell', + '46023': 'Charles Mix', + '46025': 'Clark', + '46027': 'Clay', + '46029': 'Codington', + '46031': 'Corson', + '46033': 'Custer', + '46035': 'Davison', + '46037': 'Day', + '46039': 'Deuel', + '46041': 'Dewey', + '46043': 'Douglas', + '46045': 'Edmunds', + '46047': 'Fall River', + '46049': 'Faulk', + '46051': 'Grant', + '46053': 'Gregory', + '46055': 'Haakon', + '46057': 'Hamlin', + '46059': 'Hand', + '46061': 'Hanson', + '46063': 'Harding', + '46065': 'Hughes', + '46067': 'Hutchinson', + '46069': 'Hyde', + '46071': 'Jackson', + '46073': 'Jerauld', + '46075': 'Jones', + '46077': 'Kingsbury', + '46079': 'Lake', + '46081': 'Lawrence', + '46083': 'Lincoln', + '46085': 'Lyman', + '46087': 'McCook', + '46089': 'McPherson', + '46091': 'Marshall', + '46093': 'Meade', + '46095': 'Mellette', + '46097': 'Miner', + '46099': 'Minnehaha', + '46101': 'Moody', + '46103': 'Pennington', + '46105': 'Perkins', + '46107': 'Potter', + '46109': 'Roberts', + '46111': 'Sanborn', + '46113': 'Shannon', + '46115': 'Spink', + '46117': 'Stanley', + '46119': 'Sully', + '46121': 'Todd', + '46123': 'Tripp', + '46125': 'Turner', + '46127': 'Union', + '46129': 'Walworth', + '46135': 'Yankton', + '46137': 'Ziebach', + '47001': 'Anderson', + '47003': 'Bedford', + '47005': 'Benton', + '47007': 'Bledsoe', + '47009': 'Blount', + '47011': 'Bradley', + '47013': 'Campbell', + '47015': 'Cannon', + '47017': 'Carroll', + '47019': 'Carter', + '47021': 'Cheatham', + '47023': 'Chester', + '47025': 'Claiborne', + '47027': 'Clay', + '47029': 'Cocke', + '47031': 'Coffee', + '47033': 'Crockett', + '47035': 'Cumberland', + '47037': 'Davidson', + '47039': 'Decatur', + '47041': 'De Kalb', + '47043': 'Dickson', + '47045': 'Dyer', + '47047': 'Fayette', + '47049': 'Fentress', + '47051': 'Franklin', + '47053': 'Gibson', + '47055': 'Giles', + '47057': 'Grainger', + '47059': 'Greene', + '47061': 'Grundy', + '47063': 'Hamblen', + '47065': 'Hamilton', + '47067': 'Hancock', + '47069': 'Hardeman', + '47071': 'Hardin', + '47073': 'Hawkins', + '47075': 'Haywood', + '47077': 'Henderson', + '47079': 'Henry', + '47081': 'Hickman', + '47083': 'Houston', + '47085': 'Humphreys', + '47087': 'Jackson', + '47089': 'Jefferson', + '47091': 'Johnson', + '47093': 'Knox', + '47095': 'Lake', + '47097': 'Lauderdale', + '47099': 'Lawrence', + '47101': 'Lewis', + '47103': 'Lincoln', + '47105': 'Loudon', + '47107': 'McMinn', + '47109': 'McNairy', + '47111': 'Macon', + '47113': 'Madison', + '47115': 'Marion', + '47117': 'Marshall', + '47119': 'Maury', + '47121': 'Meigs', + '47123': 'Monroe', + '47125': 'Montgomery', + '47127': 'Moore', + '47129': 'Morgan', + '47131': 'Obion', + '47133': 'Overton', + '47135': 'Perry', + '47137': 'Pickett', + '47139': 'Polk', + '47141': 'Putnam', + '47143': 'Rhea', + '47145': 'Roane', + '47147': 'Robertson', + '47149': 'Rutherford', + '47151': 'Scott', + '47153': 'Sequatchie', + '47155': 'Sevier', + '47157': 'Shelby', + '47159': 'Smith', + '47161': 'Stewart', + '47163': 'Sullivan', + '47165': 'Sumner', + '47167': 'Tipton', + '47169': 'Trousdale', + '47171': 'Unicoi', + '47173': 'Union', + '47175': 'Van Buren', + '47177': 'Warren', + '47179': 'Washington', + '47181': 'Wayne', + '47183': 'Weakley', + '47185': 'White', + '47187': 'Williamson', + '47189': 'Wilson', + '48001': 'Anderson', + '48003': 'Andrews', + '48005': 'Angelina', + '48007': 'Aransas', + '48009': 'Archer', + '48011': 'Armstrong', + '48013': 'Atascosa', + '48015': 'Austin', + '48017': 'Bailey', + '48019': 'Bandera', + '48021': 'Bastrop', + '48023': 'Baylor', + '48025': 'Bee', + '48027': 'Bell', + '48029': 'Bexar', + '48031': 'Blanco', + '48033': 'Borden', + '48035': 'Bosque', + '48037': 'Bowie', + '48039': 'Brazoria', + '48041': 'Brazos', + '48043': 'Brewster', + '48045': 'Briscoe', + '48047': 'Brooks', + '48049': 'Brown', + '48051': 'Burleson', + '48053': 'Burnet', + '48055': 'Caldwell', + '48057': 'Calhoun', + '48059': 'Callahan', + '48061': 'Cameron', + '48063': 'Camp', + '48065': 'Carson', + '48067': 'Cass', + '48069': 'Castro', + '48071': 'Chambers', + '48073': 'Cherokee', + '48075': 'Childress', + '48077': 'Clay', + '48079': 'Cochran', + '48081': 'Coke', + '48083': 'Coleman', + '48085': 'Collin', + '48087': 'Collingsworth', + '48089': 'Colorado', + '48091': 'Comal', + '48093': 'Comanche', + '48095': 'Concho', + '48097': 'Cooke', + '48099': 'Coryell', + '48101': 'Cottle', + '48103': 'Crane', + '48105': 'Crockett', + '48107': 'Crosby', + '48109': 'Culberson', + '48111': 'Dallam', + '48113': 'Dallas', + '48115': 'Dawson', + '48117': 'Deaf Smith', + '48119': 'Delta', + '48121': 'Denton', + '48123': 'De Witt', + '48125': 'Dickens', + '48127': 'Dimmit', + '48129': 'Donley', + '48131': 'Duval', + '48133': 'Eastland', + '48135': 'Ector', + '48137': 'Edwards', + '48139': 'Ellis', + '48141': 'El Paso', + '48143': 'Erath', + '48145': 'Falls', + '48147': 'Fannin', + '48149': 'Fayette', + '48151': 'Fisher', + '48153': 'Floyd', + '48155': 'Foard', + '48157': 'Fort Bend', + '48159': 'Franklin', + '48161': 'Freestone', + '48163': 'Frio', + '48165': 'Gaines', + '48167': 'Galveston', + '48169': 'Garza', + '48171': 'Gillespie', + '48173': 'Glasscock', + '48175': 'Goliad', + '48177': 'Gonzales', + '48179': 'Gray', + '48181': 'Grayson', + '48183': 'Gregg', + '48185': 'Grimes', + '48187': 'Guadalupe', + '48189': 'Hale', + '48191': 'Hall', + '48193': 'Hamilton', + '48195': 'Hansford', + '48197': 'Hardeman', + '48199': 'Hardin', + '48201': 'Harris', + '48203': 'Harrison', + '48205': 'Hartley', + '48207': 'Haskell', + '48209': 'Hays', + '48211': 'Hemphill', + '48213': 'Henderson', + '48215': 'Hidalgo', + '48217': 'Hill', + '48219': 'Hockley', + '48221': 'Hood', + '48223': 'Hopkins', + '48225': 'Houston', + '48227': 'Howard', + '48229': 'Hudspeth', + '48231': 'Hunt', + '48233': 'Hutchinson', + '48235': 'Irion', + '48237': 'Jack', + '48239': 'Jackson', + '48241': 'Jasper', + '48243': 'Jeff Davis', + '48245': 'Jefferson', + '48247': 'Jim Hogg', + '48249': 'Jim Wells', + '48251': 'Johnson', + '48253': 'Jones', + '48255': 'Karnes', + '48257': 'Kaufman', + '48259': 'Kendall', + '48261': 'Kenedy', + '48263': 'Kent', + '48265': 'Kerr', + '48267': 'Kimble', + '48269': 'King', + '48271': 'Kinney', + '48273': 'Kleberg', + '48275': 'Knox', + '48277': 'Lamar', + '48279': 'Lamb', + '48281': 'Lampasas', + '48283': 'La Salle', + '48285': 'Lavaca', + '48287': 'Lee', + '48289': 'Leon', + '48291': 'Liberty', + '48293': 'Limestone', + '48295': 'Lipscomb', + '48297': 'Live Oak', + '48299': 'Llano', + '48301': 'Loving', + '48303': 'Lubbock', + '48305': 'Lynn', + '48307': 'McCulloch', + '48309': 'McLennan', + '48311': 'McMullen', + '48313': 'Madison', + '48315': 'Marion', + '48317': 'Martin', + '48319': 'Mason', + '48321': 'Matagorda', + '48323': 'Maverick', + '48325': 'Medina', + '48327': 'Menard', + '48329': 'Midland', + '48331': 'Milam', + '48333': 'Mills', + '48335': 'Mitchell', + '48337': 'Montague', + '48339': 'Montgomery', + '48341': 'Moore', + '48343': 'Morris', + '48345': 'Motley', + '48347': 'Nacogdoches', + '48349': 'Navarro', + '48351': 'Newton', + '48353': 'Nolan', + '48355': 'Nueces', + '48357': 'Ochiltree', + '48359': 'Oldham', + '48361': 'Orange', + '48363': 'Palo Pinto', + '48365': 'Panola', + '48367': 'Parker', + '48369': 'Parmer', + '48371': 'Pecos', + '48373': 'Polk', + '48375': 'Potter', + '48377': 'Presidio', + '48379': 'Rains', + '48381': 'Randall', + '48383': 'Reagan', + '48385': 'Real', + '48387': 'Red River', + '48389': 'Reeves', + '48391': 'Refugio', + '48393': 'Roberts', + '48395': 'Robertson', + '48397': 'Rockwall', + '48399': 'Runnels', + '48401': 'Rusk', + '48403': 'Sabine', + '48405': 'San Augustine', + '48407': 'San Jacinto', + '48409': 'San Patricio', + '48411': 'San Saba', + '48413': 'Schleicher', + '48415': 'Scurry', + '48417': 'Shackelford', + '48419': 'Shelby', + '48421': 'Sherman', + '48423': 'Smith', + '48425': 'Somervell', + '48427': 'Starr', + '48429': 'Stephens', + '48431': 'Sterling', + '48433': 'Stonewall', + '48435': 'Sutton', + '48437': 'Swisher', + '48439': 'Tarrant', + '48441': 'Taylor', + '48443': 'Terrell', + '48445': 'Terry', + '48447': 'Throckmorton', + '48449': 'Titus', + '48451': 'Tom Green', + '48453': 'Travis', + '48455': 'Trinity', + '48457': 'Tyler', + '48459': 'Upshur', + '48461': 'Upton', + '48463': 'Uvalde', + '48465': 'Val Verde', + '48467': 'Van Zandt', + '48469': 'Victoria', + '48471': 'Walker', + '48473': 'Waller', + '48475': 'Ward', + '48477': 'Washington', + '48479': 'Webb', + '48481': 'Wharton', + '48483': 'Wheeler', + '48485': 'Wichita', + '48487': 'Wilbarger', + '48489': 'Willacy', + '48491': 'Williamson', + '48493': 'Wilson', + '48495': 'Winkler', + '48497': 'Wise', + '48499': 'Wood', + '48501': 'Yoakum', + '48503': 'Young', + '48505': 'Zapata', + '48507': 'Zavala', + '49001': 'Beaver', + '49003': 'Box Elder', + '49005': 'Cache', + '49007': 'Carbon', + '49009': 'Daggett', + '49011': 'Davis', + '49013': 'Duchesne', + '49015': 'Emery', + '49017': 'Garfield', + '49019': 'Grand', + '49021': 'Iron', + '49023': 'Juab', + '49025': 'Kane', + '49027': 'Millard', + '49029': 'Morgan', + '49031': 'Piute', + '49033': 'Rich', + '49035': 'Salt Lake', + '49037': 'San Juan', + '49039': 'Sanpete', + '49041': 'Sevier', + '49043': 'Summit', + '49045': 'Tooele', + '49047': 'Uintah', + '49049': 'Utah', + '49051': 'Wasatch', + '49053': 'Washington', + '49055': 'Wayne', + '49057': 'Weber', + '50001': 'Addison', + '50003': 'Bennington', + '50005': 'Caledonia', + '50007': 'Chittenden', + '50009': 'Essex', + '50011': 'Franklin', + '50013': 'Grand Isle', + '50015': 'Lamoille', + '50017': 'Orange', + '50019': 'Orleans', + '50021': 'Rutland', + '50023': 'Washington', + '50025': 'Windham', + '50027': 'Windsor', + '51001': 'Accomack', + '51003': 'Albemarle', + '51005': 'Alleghany', + '51007': 'Amelia', + '51009': 'Amherst', + '51011': 'Appomattox', + '51013': 'Arlington', + '51015': 'Augusta', + '51017': 'Bath', + '51019': 'Bedford', + '51021': 'Bland', + '51023': 'Botetourt', + '51025': 'Brunswick', + '51027': 'Buchanan', + '51029': 'Buckingham', + '51031': 'Campbell', + '51033': 'Caroline', + '51035': 'Carroll', + '51036': 'Charles City', + '51037': 'Charlotte', + '51041': 'Chesterfield', + '51043': 'Clarke', + '51045': 'Craig', + '51047': 'Culpeper', + '51049': 'Cumberland', + '51051': 'Dickenson', + '51053': 'Dinwiddie', + '51057': 'Essex', + '51059': 'Fairfax', + '51061': 'Fauquier', + '51063': 'Floyd', + '51065': 'Fluvanna', + '51067': 'Franklin', + '51069': 'Frederick', + '51071': 'Giles', + '51073': 'Gloucester', + '51075': 'Goochland', + '51077': 'Grayson', + '51079': 'Greene', + '51081': 'Greensville', + '51083': 'Halifax', + '51085': 'Hanover', + '51087': 'Henrico', + '51089': 'Henry', + '51091': 'Highland', + '51093': 'Isle of Wight', + '51095': 'James City', + '51097': 'King and Queen', + '51099': 'King George', + '51101': 'King William', + '51103': 'Lancaster', + '51105': 'Lee', + '51107': 'Loudoun', + '51109': 'Louisa', + '51111': 'Lunenburg', + '51113': 'Madison', + '51115': 'Mathews', + '51117': 'Mecklenburg', + '51119': 'Middlesex', + '51121': 'Montgomery', + '51125': 'Nelson', + '51127': 'New Kent', + '51131': 'Northampton', + '51133': 'Northumberland', + '51135': 'Nottoway', + '51137': 'Orange', + '51139': 'Page', + '51141': 'Patrick', + '51143': 'Pittsylvania', + '51145': 'Powhatan', + '51147': 'Prince Edward', + '51149': 'Prince George', + '51153': 'Prince William', + '51155': 'Pulaski', + '51157': 'Rappahannock', + '51159': 'Richmond', + '51161': 'Roanoke', + '51163': 'Rockbridge', + '51165': 'Rockingham', + '51167': 'Russell', + '51169': 'Scott', + '51171': 'Shenandoah', + '51173': 'Smyth', + '51175': 'Southampton', + '51177': 'Spotsylvania', + '51179': 'Stafford', + '51181': 'Surry', + '51183': 'Sussex', + '51185': 'Tazewell', + '51187': 'Warren', + '51191': 'Washington', + '51193': 'Westmoreland', + '51195': 'Wise', + '51197': 'Wythe', + '51199': 'York', + '51510': 'Alexandria City', + '51515': 'Bedford City', + '51520': 'Bristol City', + '51530': 'Buena Vista City', + '51540': 'Charlottesville City', + '51550': 'Chesapeake City', + '51560': 'Clifton Forge City', + '51570': 'Colonial Heights Cit', + '51580': 'Covington City', + '51590': 'Danville City', + '51595': 'Emporia City', + '51600': 'Fairfax City', + '51610': 'Falls Church City', + '51620': 'Franklin City', + '51630': 'Fredericksburg City', + '51640': 'Galax City', + '51650': 'Hampton City', + '51660': 'Harrisonburg City', + '51670': 'Hopewell City', + '51678': 'Lexington City', + '51680': 'Lynchburg City', + '51683': 'Manassas City', + '51685': 'Manassas Park City', + '51690': 'Martinsville City', + '51700': 'Newport News City', + '51710': 'Norfolk City', + '51720': 'Norton City', + '51730': 'Petersburg City', + '51735': 'Poquoson City', + '51740': 'Portsmouth City', + '51750': 'Radford City', + '51760': 'Richmond City', + '51770': 'Roanoke City', + '51775': 'Salem City', + '51780': 'South Boston City', + '51790': 'Staunton City', + '51800': 'Suffolk City', + '51810': 'Virginia Beach City', + '51820': 'Waynesboro City', + '51830': 'Williamsburg City', + '51840': 'Winchester City', + '53001': 'Adams', + '53003': 'Asotin', + '53005': 'Benton', + '53007': 'Chelan', + '53009': 'Clallam', + '53011': 'Clark', + '53013': 'Columbia', + '53015': 'Cowlitz', + '53017': 'Douglas', + '53019': 'Ferry', + '53021': 'Franklin', + '53023': 'Garfield', + '53025': 'Grant', + '53027': 'Grays Harbor', + '53029': 'Island', + '53031': 'Jefferson', + '53033': 'King', + '53035': 'Kitsap', + '53037': 'Kittitas', + '53039': 'Klickitat', + '53041': 'Lewis', + '53043': 'Lincoln', + '53045': 'Mason', + '53047': 'Okanogan', + '53049': 'Pacific', + '53051': 'Pend Oreille', + '53053': 'Pierce', + '53055': 'San Juan', + '53057': 'Skagit', + '53059': 'Skamania', + '53061': 'Snohomish', + '53063': 'Spokane', + '53065': 'Stevens', + '53067': 'Thurston', + '53069': 'Wahkiakum', + '53071': 'Walla Walla', + '53073': 'Whatcom', + '53075': 'Whitman', + '53077': 'Yakima', + '54001': 'Barbour', + '54003': 'Berkeley', + '54005': 'Boone', + '54007': 'Braxton', + '54009': 'Brooke', + '54011': 'Cabell', + '54013': 'Calhoun', + '54015': 'Clay', + '54017': 'Doddridge', + '54019': 'Fayette', + '54021': 'Gilmer', + '54023': 'Grant', + '54025': 'Greenbrier', + '54027': 'Hampshire', + '54029': 'Hancock', + '54031': 'Hardy', + '54033': 'Harrison', + '54035': 'Jackson', + '54037': 'Jefferson', + '54039': 'Kanawha', + '54041': 'Lewis', + '54043': 'Lincoln', + '54045': 'Logan', + '54047': 'McDowell', + '54049': 'Marion', + '54051': 'Marshall', + '54053': 'Mason', + '54055': 'Mercer', + '54057': 'Mineral', + '54059': 'Mingo', + '54061': 'Monongalia', + '54063': 'Monroe', + '54065': 'Morgan', + '54067': 'Nicholas', + '54069': 'Ohio', + '54071': 'Pendleton', + '54073': 'Pleasants', + '54075': 'Pocahontas', + '54077': 'Preston', + '54079': 'Putnam', + '54081': 'Raleigh', + '54083': 'Randolph', + '54085': 'Ritchie', + '54087': 'Roane', + '54089': 'Summers', + '54091': 'Taylor', + '54093': 'Tucker', + '54095': 'Tyler', + '54097': 'Upshur', + '54099': 'Wayne', + '54101': 'Webster', + '54103': 'Wetzel', + '54105': 'Wirt', + '54107': 'Wood', + '54109': 'Wyoming', + '55001': 'Adams', + '55003': 'Ashland', + '55005': 'Barron', + '55007': 'Bayfield', + '55009': 'Brown', + '55011': 'Buffalo', + '55013': 'Burnett', + '55015': 'Calumet', + '55017': 'Chippewa', + '55019': 'Clark', + '55021': 'Columbia', + '55023': 'Crawford', + '55025': 'Dane', + '55027': 'Dodge', + '55029': 'Door', + '55031': 'Douglas', + '55033': 'Dunn', + '55035': 'Eau Claire', + '55037': 'Florence', + '55039': 'Fond du Lac', + '55041': 'Forest', + '55043': 'Grant', + '55045': 'Green', + '55047': 'Green Lake', + '55049': 'Iowa', + '55051': 'Iron', + '55053': 'Jackson', + '55055': 'Jefferson', + '55057': 'Juneau', + '55059': 'Kenosha', + '55061': 'Kewaunee', + '55063': 'La Crosse', + '55065': 'Lafayette', + '55067': 'Langlade', + '55069': 'Lincoln', + '55071': 'Manitowoc', + '55073': 'Marathon', + '55075': 'Marinette', + '55077': 'Marquette', + '55078': 'Menominee', + '55079': 'Milwaukee', + '55081': 'Monroe', + '55083': 'Oconto', + '55085': 'Oneida', + '55087': 'Outagamie', + '55089': 'Ozaukee', + '55091': 'Pepin', + '55093': 'Pierce', + '55095': 'Polk', + '55097': 'Portage', + '55099': 'Price', + '55101': 'Racine', + '55103': 'Richland', + '55105': 'Rock', + '55107': 'Rusk', + '55109': 'St Croix', + '55111': 'Sauk', + '55113': 'Sawyer', + '55115': 'Shawano', + '55117': 'Sheboygan', + '55119': 'Taylor', + '55121': 'Trempealeau', + '55123': 'Vernon', + '55125': 'Vilas', + '55127': 'Walworth', + '55129': 'Washburn', + '55131': 'Washington', + '55133': 'Waukesha', + '55135': 'Waupaca', + '55137': 'Waushara', + '55139': 'Winnebago', + '55141': 'Wood', + '56001': 'Albany', + '56003': 'Big Horn', + '56005': 'Campbell', + '56007': 'Carbon', + '56009': 'Converse', + '56011': 'Crook', + '56013': 'Fremont', + '56015': 'Goshen', + '56017': 'Hot Springs', + '56019': 'Johnson', + '56021': 'Laramie', + '56023': 'Lincoln', + '56025': 'Natrona', + '56027': 'Niobrara', + '56029': 'Park', + '56031': 'Platte', + '56033': 'Sheridan', + '56035': 'Sublette', + '56037': 'Sweetwater', + '56039': 'Teton', + '56041': 'Uinta', + '56043': 'Washakie', + '56045': 'Weston', + '60010': 'Unknown', + '60020': 'Manua', + '60050': 'Tutuila', + '66010': 'Cocos Island', + '69100': 'Rota', + '69110': 'Saipan', + '69120': 'Aguijan', + '72001': 'Adjuntas', + '72003': 'Aguada', + '72005': 'Aguadilla', + '72007': 'Aguas Buenas', + '72009': 'Aibonito', + '72011': 'Anasco', + '72013': 'Arecibo', + '72015': 'Arroyo', + '72017': 'Barceloneta', + '72019': 'Barranquitas', + '72021': 'Bayamon', + '72023': 'Cabo Rojo', + '72025': 'Caguas', + '72027': 'Camuy', + '72029': 'Canovanas', + '72031': 'Carolina', + '72033': 'Catano', + '72035': 'Cayey', + '72037': 'Ceiba', + '72041': 'Cidra', + '72043': 'Coamo', + '72045': 'Comerio', + '72047': 'Corozal', + '72049': 'Culebra', + '72051': 'Dorado', + '72053': 'Fajardo', + '72054': 'Florida', + '72055': 'Guanica', + '72057': 'Guayama', + '72059': 'Guayanilla', + '72061': 'Guaynabo', + '72063': 'Gurabo', + '72065': 'Hatillo', + '72067': 'Hormigueros', + '72071': 'Isabela', + '72073': 'Jayuya', + '72075': 'Juana Diaz', + '72077': 'Juncos', + '72079': 'Lajas', + '72081': 'Lares', + '72083': 'Las Marias', + '72085': 'Las Piedras', + '72087': 'Loiza', + '72089': 'Luquillo', + '72091': 'Manati', + '72093': 'Maricao', + '72095': 'Maunabo', + '72097': 'Mayaguez', + '72099': 'Moca', + '72101': 'Morovis', + '72103': 'Nabuabo', + '72105': 'Naranjito', + '72107': 'Orocovis', + '72109': 'Patillas', + '72111': 'Penuelas', + '72113': 'Ponce', + '72115': 'Quebradillas', + '72117': 'Rincon', + '72119': 'Rio Grande', + '72121': 'Sabana Grande', + '72123': 'Salinas', + '72125': 'San German', + '72127': 'San Juan', + '72129': 'San Lorenzo', + '72131': 'San Sabastian', + '72133': 'Santa Isabel', + '72135': 'Toa Alta', + '72137': 'Toa Baja', + '72139': 'Trujillo Alto', + '72141': 'Utuado', + '72143': 'Vega Alta', + '72145': 'Vega Baja', + '72147': 'Vieques', + '72149': 'Villalba', + '72151': 'Yabucoa', + '72153': 'Yauco', + '78010': 'St. Croix', + '78020': 'St. John', + '78030': 'St. Thomas', +} + + +def county_fips_to_name(fips_code): + return COUNTY_FIPS_CODES[fips_code] if fips_code in COUNTY_FIPS_CODES else 'Unknown' + + +def state_fips_to_name(fips_code): + return STATE_FIPS_CODES[fips_code]["full_name"] diff --git a/task_geo/data_sources/demographics/us_census/__main__.py b/task_geo/data_sources/demographics/us_census/__main__.py index e9b3d34..2d04f7b 100644 --- a/task_geo/data_sources/demographics/us_census/__main__.py +++ b/task_geo/data_sources/demographics/us_census/__main__.py @@ -6,11 +6,27 @@ - Converts and exports to CSV """ +import argparse + from task_geo.data_sources.demographics.us_census import us_census +def get_argparser(): + parser = argparse.ArgumentParser() + + parser.add_argument( + '-o', '--output', required=True, + help='Destination file to store the processed dataset.') + + return parser + + def main(): - us_census().to_csv("us-census-data.csv", header=True) + parser = get_argparser() + args = parser.parse_args() + + dataset = us_census() + dataset.to_csv(args.output, index=False, header=True) if __name__ == '__main__': diff --git a/task_geo/data_sources/demographics/us_census/audit.md b/task_geo/data_sources/demographics/us_census/audit.md new file mode 100644 index 0000000..0b501a7 --- /dev/null +++ b/task_geo/data_sources/demographics/us_census/audit.md @@ -0,0 +1,44 @@ +# US Census + +## General information + +- **Description**: Annual Population Estimates for the United States, States and Counties: April 1, 2010 to July 1, 2019. +- **Credits**: The United States Census Bureau https://data.census.gov/. +- **Source**: [API Source](https://api.census.gov/data/2019/pep/population?get=LASTUPDATE,POP,DENSITY,UNIVERSE&for=county:*&in=state:*) + +## Description + +**last_update** +- Description: Last update of estimation +- Type: datetime + +**population_estimate** +- Description: Population estimate of county +- Type: integer + +**density** +- Description: Population density of county +- Type: float + +**state** +- Description: FIPS Code of county state +- Type: string + +**county** +- Description: FIPS Code of county +- Type: string + +**state_name** +- Description: Name of county state +- Type: string + +**county_name** +- Description: Name of county +- Type: string + +## Transformations applied + +- Remove columns from first rows and set them to the dataframe +- Rename "lastupdate" and "pop" columns well formatted and with more explicit names +- Create a column "state_name" with the state name of the FIPS code in "state" column +- Create a column "county_name" with the state name of the FIPS code in "county" column diff --git a/task_geo/data_sources/demographics/us_census/datapackage.json b/task_geo/data_sources/demographics/us_census/datapackage.json new file mode 100644 index 0000000..3d4235c --- /dev/null +++ b/task_geo/data_sources/demographics/us_census/datapackage.json @@ -0,0 +1,48 @@ +{ + "title": "United States Census Bureau Population Estimation", + "description": "Annual Population Estimates for the United States, States and Counties: April 1, 2010 to July 1, 2019", + "licenses": [{"name": "copyright-authors"}], + "fields": [ + { + "name": "last_update", + "description": "Last update of estimation", + "type": "datetime" + }, + { + "name": "population_estimate", + "description": "Population estimate of county", + "type": "integer" + }, + { + "name": "density", + "description": "Population density of county", + "type": "float" + }, + { + "name": "state", + "description": "FIPS Code of county state", + "type": "string" + }, + { + "name": "county", + "description": "FIPS Code of county", + "type": "string" + }, + { + "name": "state_name", + "description": "Name of county state", + "type": "string" + }, + { + "name": "county_name", + "description": "Name of county", + "type": "string" + } + ], + "keywords": [ + "US", + "population", + "estimation", + "census" + ] +} diff --git a/task_geo/data_sources/demographics/us_census/us_census.py b/task_geo/data_sources/demographics/us_census/us_census.py index 0515163..39b8b18 100644 --- a/task_geo/data_sources/demographics/us_census/us_census.py +++ b/task_geo/data_sources/demographics/us_census/us_census.py @@ -2,21 +2,21 @@ us_census.py Functions: - - us_census_connector: Extracts data from CSV URL - - us_census_formatter: Cleans CSV data + - us_census_connector: Extracts data from JSON URL + - us_census_formatter: Cleans and format data - us_census: Combines the two previous functions Data Credits: The United States Census Bureau https://data.census.gov/ """ - -import urllib.request -import zipfile - import pandas as pd -url = 'https://data.census.gov/api/access/table/download?download_id=iuGrLXEBm-bIwvlxENnx' +from task_geo.common.fips_codes import county_fips_to_name, state_fips_to_name + +URL = 'https://api.census.gov/data/2019/pep/population?get=LASTUPDATE,POP,' \ + 'DENSITY&for=county:*&in=state:*&key=5436a8b95e523baaa40c22ec906af88a93f405eb ' +API_KEY = '5436a8b95e523baaa40c22ec906af88a93f405eb' def us_census(): @@ -37,22 +37,13 @@ def us_census_connector(): Description: - - Opens the zip file URL and extracts the correct CSV - - Correct CSV: ACS 5Y Statistics + - Read the dataset in JSON format Returns: data (DataFrame with CSV Data) """ - urllib.request.urlretrieve(url, "uscensus.zip") - - with zipfile.ZipFile("uscensus.zip") as myzip: - - listFiles = myzip.namelist() - - myzip.extract(listFiles[5]) - data = pd.read_csv(listFiles[5], low_memory=False) - + data = pd.read_json(URL) return data @@ -63,26 +54,33 @@ def us_census_formatter(data): data(pandas.DataFrame): Data as returned by us_census_connector. Description: - - Drop unnecessary columns and set index to county - - Make column values more readable + - Set columns + - Rename and lower column names + - Format dates + - Enrich state and county data Returns: pandas.DataFrame """ - - data.columns = data.iloc[0] + columns = list(data.iloc[0].map(lambda column: column.lower())) + columns[columns.index('lastupdate')] = 'last_update' + columns[columns.index('pop')] = 'population_estimate' + data.columns = columns data.drop(0, inplace=True) - data.drop("id", axis=1, inplace=True) - data = data.set_index('Geographic Area Name') - - cols = [c for c in data.columns if '2018' in c] - data = data[cols] - data.columns = [x.split("!!")[-1] for x in data.columns] - - data = data.replace("N", 0.0) - data.columns = [x.lower() for x in data.columns] - - data.drop(data.columns[-1], axis=1, inplace=True) - data.drop(data.columns[-1], axis=1, inplace=True) + data["county"] = data["state"] + data["county"] + data["sub_region"] = data["county"].apply( + lambda county: county_fips_to_name(county)) + data["region"] = data["state"].apply(lambda state: state_fips_to_name(state)) + data["country"] = 'USA' + data['last_update'] = pd.to_datetime(data.last_update) + cols_ordered = [ + 'country', 'region', 'sub_region', + 'last_update', 'population_estimate', 'density', + ] + data = data.reindex(columns=cols_ordered) + data = data.astype({ + 'population_estimate': 'float32', + 'density': 'float32' + }) return data diff --git a/tests/data_sources/us_census/test_formatter.py b/tests/data_sources/us_census/test_formatter.py new file mode 100644 index 0000000..94bffa6 --- /dev/null +++ b/tests/data_sources/us_census/test_formatter.py @@ -0,0 +1,20 @@ +from unittest import TestCase + +import pandas as pd + +from task_geo.data_sources.demographics.us_census.us_census import us_census_formatter +from task_geo.testing import check_dataset_format + + +class TestUsCensusFormatter(TestCase): + + def test_formatter(self): + """Validate formatter output for datasource US census.""" + # Setup + fixture = pd.read_json('tests/fixtures/us_census.json') + + # Run + data = us_census_formatter(fixture) + + # Check + check_dataset_format(data) diff --git a/tests/fixtures/us_census.json b/tests/fixtures/us_census.json new file mode 100644 index 0000000..6b49a72 --- /dev/null +++ b/tests/fixtures/us_census.json @@ -0,0 +1,3221 @@ +[["LASTUPDATE","POP","DENSITY","state","county"], +["Mar. 26, 2020","55869","93.985346015","01","001"], +["Mar. 26, 2020","223234","140.41440206","01","003"], +["Mar. 26, 2020","24686","27.89353269","01","005"], +["Mar. 26, 2020","22394","35.976529818","01","007"], +["Mar. 26, 2020","57826","89.676246572","01","009"], +["Mar. 26, 2020","10101","16.218372794","01","011"], +["Mar. 26, 2020","19448","25.034802814","01","013"], +["Mar. 26, 2020","113605","187.50731202","01","015"], +["Mar. 26, 2020","33254","55.74284076","01","017"], +["Mar. 26, 2020","26196","47.325768735","01","019"], +["Mar. 26, 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