genai-for-marketing/infra/aux_data/customers_aux_data.py [16:1515]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
channel = [{
  "channel": "email"
}, {
  "channel": "other"
}, {
  "channel": "inbound"
}, {
  "channel": "in-store"
}, {
  "channel": "outbound"
}, {
  "channel": "mobile-app"
}, {
  "channel": "online-store"
}]


locations = [{
  "city": "Harrisburg",
  "state": "Pennsylvania"
}, {
  "city": "Washington",
  "state": "District of Columbia"
}, {
  "city": "El Paso",
  "state": "Texas"
}, {
  "city": "Punta Gorda",
  "state": "Florida"
}, {
  "city": "Newport News",
  "state": "Virginia"
}, {
  "city": "Houston",
  "state": "Texas"
}, {
  "city": "New Haven",
  "state": "Connecticut"
}, {
  "city": "Clearwater",
  "state": "Florida"
}, {
  "city": "Evansville",
  "state": "Indiana"
}, {
  "city": "Lexington",
  "state": "Kentucky"
}, {
  "city": "Los Angeles",
  "state": "California"
}, {
  "city": "Fort Wayne",
  "state": "Indiana"
}, {
  "city": "Saint Petersburg",
  "state": "Florida"
}, {
  "city": "North Las Vegas",
  "state": "Nevada"
}, {
  "city": "Lubbock",
  "state": "Texas"
}, {
  "city": "Portland",
  "state": "Oregon"
}, {
  "city": "Glendale",
  "state": "California"
}, {
  "city": "Wilmington",
  "state": "Delaware"
}, {
  "city": "Boston",
  "state": "Massachusetts"
}, {
  "city": "Chula Vista",
  "state": "California"
}, {
  "city": "Las Vegas",
  "state": "Nevada"
}, {
  "city": "Madison",
  "state": "Wisconsin"
}, {
  "city": "Knoxville",
  "state": "Tennessee"
}, {
  "city": "Atlanta",
  "state": "Georgia"
}, {
  "city": "Cleveland",
  "state": "Ohio"
}, {
  "city": "Cincinnati",
  "state": "Ohio"
}, {
  "city": "Honolulu",
  "state": "Hawaii"
}, {
  "city": "Indianapolis",
  "state": "Indiana"
}, {
  "city": "Huntington",
  "state": "West Virginia"
}, {
  "city": "Dayton",
  "state": "Ohio"
}, {
  "city": "Miami",
  "state": "Florida"
}, {
  "city": "Jacksonville",
  "state": "Florida"
}, {
  "city": "Whittier",
  "state": "California"
}, {
  "city": "Tampa",
  "state": "Florida"
}, {
  "city": "Akron",
  "state": "Ohio"
}, {
  "city": "Lancaster",
  "state": "California"
}, {
  "city": "Orlando",
  "state": "Florida"
}, {
  "city": "Englewood",
  "state": "Colorado"
}, {
  "city": "Riverside",
  "state": "California"
}, {
  "city": "Monroe",
  "state": "Louisiana"
}, {
  "city": "Tyler",
  "state": "Texas"
}, {
  "city": "Metairie",
  "state": "Louisiana"
}, {
  "city": "Greensboro",
  "state": "North Carolina"
}, {
  "city": "Bethesda",
  "state": "Maryland"
}, {
  "city": "New York City",
  "state": "New York"
}, {
  "city": "Birmingham",
  "state": "Alabama"
}, {
  "city": "Irving",
  "state": "Texas"
}, {
  "city": "Oklahoma City",
  "state": "Oklahoma"
}, {
  "city": "Shawnee Mission",
  "state": "Kansas"
}, {
  "city": "San Jose",
  "state": "California"
}, {
  "city": "Alexandria",
  "state": "Virginia"
}, {
  "city": "Nashville",
  "state": "Tennessee"
}, {
  "city": "Fort Lauderdale",
  "state": "Florida"
}, {
  "city": "Alexandria",
  "state": "Louisiana"
}, {
  "city": "Odessa",
  "state": "Texas"
}, {
  "city": "San Diego",
  "state": "California"
}, {
  "city": "Oakland",
  "state": "California"
}, {
  "city": "Salt Lake City",
  "state": "Utah"
}, {
  "city": "Lafayette",
  "state": "Indiana"
}, {
  "city": "Melbourne",
  "state": "Florida"
}, {
  "city": "Trenton",
  "state": "New Jersey"
}, {
  "city": "West Palm Beach",
  "state": "Florida"
}, {
  "city": "Norfolk",
  "state": "Virginia"
}, {
  "city": "Kansas City",
  "state": "Missouri"
}, {
  "city": "Sacramento",
  "state": "California"
}, {
  "city": "Stockton",
  "state": "California"
}, {
  "city": "Chandler",
  "state": "Arizona"
}, {
  "city": "Charlotte",
  "state": "North Carolina"
}, {
  "city": "Bronx",
  "state": "New York"
}, {
  "city": "Wilkes Barre",
  "state": "Pennsylvania"
}, {
  "city": "Boulder",
  "state": "Colorado"
}, {
  "city": "San Angelo",
  "state": "Texas"
}, {
  "city": "Colorado Springs",
  "state": "Colorado"
}, {
  "city": "Baltimore",
  "state": "Maryland"
}, {
  "city": "Hartford",
  "state": "Connecticut"
}, {
  "city": "Phoenix",
  "state": "Arizona"
}, {
  "city": "Portsmouth",
  "state": "New Hampshire"
}, {
  "city": "Louisville",
  "state": "Kentucky"
}, {
  "city": "San Francisco",
  "state": "California"
}, {
  "city": "Gainesville",
  "state": "Florida"
}, {
  "city": "Omaha",
  "state": "Nebraska"
}, {
  "city": "Tulsa",
  "state": "Oklahoma"
}, {
  "city": "Buffalo",
  "state": "New York"
}, {
  "city": "Memphis",
  "state": "Tennessee"
}, {
  "city": "Gatesville",
  "state": "Texas"
}, {
  "city": "Anchorage",
  "state": "Alaska"
}, {
  "city": "Monticello",
  "state": "Minnesota"
}, {
  "city": "Pensacola",
  "state": "Florida"
}, {
  "city": "Cape Coral",
  "state": "Florida"
}, {
  "city": "Richmond",
  "state": "Virginia"
}, {
  "city": "Fullerton",
  "state": "California"
}, {
  "city": "Augusta",
  "state": "Georgia"
}, {
  "city": "Lees Summit",
  "state": "Missouri"
}, {
  "city": "Detroit",
  "state": "Michigan"
}, {
  "city": "Garland",
  "state": "Texas"
}, {
  "city": "Columbus",
  "state": "Georgia"
}, {
  "city": "Loretto",
  "state": "Minnesota"
}, {
  "city": "Denver",
  "state": "Colorado"
}, {
  "city": "Juneau",
  "state": "Alaska"
}, {
  "city": "San Antonio",
  "state": "Texas"
}, {
  "city": "Seattle",
  "state": "Washington"
}, {
  "city": "San Rafael",
  "state": "California"
}, {
  "city": "Chicago",
  "state": "Illinois"
}, {
  "city": "Baton Rouge",
  "state": "Louisiana"
}, {
  "city": "Boise",
  "state": "Idaho"
}, {
  "city": "Greeley",
  "state": "Colorado"
}, {
  "city": "Rochester",
  "state": "New York"
}, {
  "city": "Philadelphia",
  "state": "Pennsylvania"
}, {
  "city": "Palm Bay",
  "state": "Florida"
}, {
  "city": "Dallas",
  "state": "Texas"
}, {
  "city": "Topeka",
  "state": "Kansas"
}, {
  "city": "Shreveport",
  "state": "Louisiana"
}, {
  "city": "Inglewood",
  "state": "California"
}, {
  "city": "Boynton Beach",
  "state": "Florida"
}, {
  "city": "Spokane",
  "state": "Washington"
}, {
  "city": "Springfield",
  "state": "Illinois"
}, {
  "city": "Sterling",
  "state": "Virginia"
}, {
  "city": "Tacoma",
  "state": "Washington"
}, {
  "city": "Saint Louis",
  "state": "Missouri"
}, {
  "city": "Decatur",
  "state": "Illinois"
}, {
  "city": "Sarasota",
  "state": "Florida"
}, {
  "city": "Olympia",
  "state": "Washington"
}, {
  "city": "Winston Salem",
  "state": "North Carolina"
}, {
  "city": "Texarkana",
  "state": "Texas"
}, {
  "city": "Arlington",
  "state": "Texas"
}, {
  "city": "Worcester",
  "state": "Massachusetts"
}, {
  "city": "Santa Fe",
  "state": "New Mexico"
}, {
  "city": "Corona",
  "state": "California"
}, {
  "city": "Pittsburgh",
  "state": "Pennsylvania"
}, {
  "city": "Newark",
  "state": "New Jersey"
}, {
  "city": "Erie",
  "state": "Pennsylvania"
}, {
  "city": "Missoula",
  "state": "Montana"
}, {
  "city": "Flushing",
  "state": "New York"
}, {
  "city": "Minneapolis",
  "state": "Minnesota"
}, {
  "city": "Long Beach",
  "state": "California"
}, {
  "city": "Ocala",
  "state": "Florida"
}, {
  "city": "Mc Keesport",
  "state": "Pennsylvania"
}, {
  "city": "Florence",
  "state": "South Carolina"
}, {
  "city": "Waterbury",
  "state": "Connecticut"
}, {
  "city": "Austin",
  "state": "Texas"
}, {
  "city": "Brooklyn",
  "state": "New York"
}, {
  "city": "Anaheim",
  "state": "California"
}, {
  "city": "Jefferson City",
  "state": "Missouri"
}, {
  "city": "Fresno",
  "state": "California"
}, {
  "city": "Des Moines",
  "state": "Iowa"
}, {
  "city": "Biloxi",
  "state": "Mississippi"
}, {
  "city": "Billings",
  "state": "Montana"
}, {
  "city": "Paterson",
  "state": "New Jersey"
}, {
  "city": "Columbia",
  "state": "South Carolina"
}, {
  "city": "Apache Junction",
  "state": "Arizona"
}, {
  "city": "Reno",
  "state": "Nevada"
}, {
  "city": "Silver Spring",
  "state": "Maryland"
}, {
  "city": "New Orleans",
  "state": "Louisiana"
}, {
  "city": "Tucson",
  "state": "Arizona"
}, {
  "city": "Hollywood",
  "state": "Florida"
}, {
  "city": "Bloomington",
  "state": "Illinois"
}, {
  "city": "Norcross",
  "state": "Georgia"
}, {
  "city": "Newark",
  "state": "Delaware"
}, {
  "city": "Anderson",
  "state": "South Carolina"
}, {
  "city": "Mobile",
  "state": "Alabama"
}, {
  "city": "Savannah",
  "state": "Georgia"
}, {
  "city": "Kent",
  "state": "Washington"
}, {
  "city": "Cheyenne",
  "state": "Wyoming"
}, {
  "city": "Albany",
  "state": "New York"
}, {
  "city": "Southfield",
  "state": "Michigan"
}, {
  "city": "Spartanburg",
  "state": "South Carolina"
}, {
  "city": "Bradenton",
  "state": "Florida"
}, {
  "city": "Migrate",
  "state": "Kentucky"
}, {
  "city": "Waco",
  "state": "Texas"
}, {
  "city": "Grand Rapids",
  "state": "Michigan"
}, {
  "city": "Arlington",
  "state": "Virginia"
}, {
  "city": "Youngstown",
  "state": "Ohio"
}, {
  "city": "Montgomery",
  "state": "Alabama"
}, {
  "city": "Idaho Falls",
  "state": "Idaho"
}, {
  "city": "Fredericksburg",
  "state": "Virginia"
}, {
  "city": "Cedar Rapids",
  "state": "Iowa"
}, {
  "city": "Johnson City",
  "state": "Tennessee"
}, {
  "city": "Santa Barbara",
  "state": "California"
}, {
  "city": "Fort Worth",
  "state": "Texas"
}, {
  "city": "Roanoke",
  "state": "Virginia"
}, {
  "city": "Lake Charles",
  "state": "Louisiana"
}, {
  "city": "Helena",
  "state": "Montana"
}, {
  "city": "Troy",
  "state": "Michigan"
}, {
  "city": "Gulfport",
  "state": "Mississippi"
}, {
  "city": "Irvine",
  "state": "California"
}, {
  "city": "Hagerstown",
  "state": "Maryland"
}, {
  "city": "Port Charlotte",
  "state": "Florida"
}, {
  "city": "Albuquerque",
  "state": "New Mexico"
}, {
  "city": "Raleigh",
  "state": "North Carolina"
}, {
  "city": "Scottsdale",
  "state": "Arizona"
}, {
  "city": "Laurel",
  "state": "Maryland"
}, {
  "city": "Midland",
  "state": "Michigan"
}, {
  "city": "Carson City",
  "state": "Nevada"
}, {
  "city": "Fargo",
  "state": "North Dakota"
}, {
  "city": "Killeen",
  "state": "Texas"
}, {
  "city": "Hot Springs National Park",
  "state": "Arkansas"
}, {
  "city": "Lawrenceville",
  "state": "Georgia"
}, {
  "city": "Bonita Springs",
  "state": "Florida"
}, {
  "city": "Hattiesburg",
  "state": "Mississippi"
}, {
  "city": "Lansing",
  "state": "Michigan"
}, {
  "city": "Amarillo",
  "state": "Texas"
}, {
  "city": "Rockville",
  "state": "Maryland"
}, {
  "city": "Charlottesville",
  "state": "Virginia"
}, {
  "city": "Saint Paul",
  "state": "Minnesota"
}, {
  "city": "San Bernardino",
  "state": "California"
}, {
  "city": "Jackson",
  "state": "Mississippi"
}, {
  "city": "Peoria",
  "state": "Illinois"
}, {
  "city": "Salem",
  "state": "Oregon"
}, {
  "city": "Fayetteville",
  "state": "North Carolina"
}, {
  "city": "Saint Augustine",
  "state": "Florida"
}, {
  "city": "Alpharetta",
  "state": "Georgia"
}, {
  "city": "Staten Island",
  "state": "New York"
}, {
  "city": "Lincoln",
  "state": "Nebraska"
}, {
  "city": "Springfield",
  "state": "Ohio"
}, {
  "city": "Waterloo",
  "state": "Iowa"
}, {
  "city": "Vancouver",
  "state": "Washington"
}, {
  "city": "Van Nuys",
  "state": "California"
}, {
  "city": "Toledo",
  "state": "Ohio"
}, {
  "city": "Stamford",
  "state": "Connecticut"
}, {
  "city": "Plano",
  "state": "Texas"
}, {
  "city": "South Bend",
  "state": "Indiana"
}, {
  "city": "Wichita",
  "state": "Kansas"
}, {
  "city": "Littleton",
  "state": "Colorado"
}, {
  "city": "Manchester",
  "state": "New Hampshire"
}, {
  "city": "Modesto",
  "state": "California"
}, {
  "city": "Macon",
  "state": "Georgia"
}, {
  "city": "Sparks",
  "state": "Nevada"
}, {
  "city": "Battle Creek",
  "state": "Michigan"
}, {
  "city": "Joliet",
  "state": "Illinois"
}, {
  "city": "Lakewood",
  "state": "Washington"
}, {
  "city": "Montpelier",
  "state": "Vermont"
}, {
  "city": "Greenville",
  "state": "South Carolina"
}, {
  "city": "North Little Rock",
  "state": "Arkansas"
}, {
  "city": "Mesa",
  "state": "Arizona"
}, {
  "city": "Canton",
  "state": "Ohio"
}, {
  "city": "Gilbert",
  "state": "Arizona"
}, {
  "city": "Schaumburg",
  "state": "Illinois"
}, {
  "city": "Pompano Beach",
  "state": "Florida"
}, {
  "city": "Concord",
  "state": "California"
}, {
  "city": "Pasadena",
  "state": "California"
}, {
  "city": "New Brunswick",
  "state": "New Jersey"
}, {
  "city": "Jamaica",
  "state": "New York"
}, {
  "city": "Tallahassee",
  "state": "Florida"
}, {
  "city": "Watertown",
  "state": "Massachusetts"
}, {
  "city": "Athens",
  "state": "Georgia"
}, {
  "city": "Muncie",
  "state": "Indiana"
}, {
  "city": "Lakeland",
  "state": "Florida"
}, {
  "city": "San Luis Obispo",
  "state": "California"
}, {
  "city": "Fort Collins",
  "state": "Colorado"
}, {
  "city": "Huntsville",
  "state": "Alabama"
}, {
  "city": "West Hartford",
  "state": "Connecticut"
}, {
  "city": "Champaign",
  "state": "Illinois"
}, {
  "city": "Young America",
  "state": "Minnesota"
}, {
  "city": "Newton",
  "state": "Massachusetts"
}, {
  "city": "Crawfordsville",
  "state": "Indiana"
}, {
  "city": "Spring",
  "state": "Texas"
}, {
  "city": "Camden",
  "state": "New Jersey"
}, {
  "city": "Chico",
  "state": "California"
}, {
  "city": "Fairfield",
  "state": "Connecticut"
}, {
  "city": "Bakersfield",
  "state": "California"
}, {
  "city": "Rockford",
  "state": "Illinois"
}, {
  "city": "Torrance",
  "state": "California"
}, {
  "city": "Lynchburg",
  "state": "Virginia"
}, {
  "city": "Temple",
  "state": "Texas"
}, {
  "city": "Simi Valley",
  "state": "California"
}, {
  "city": "Lancaster",
  "state": "Pennsylvania"
}, {
  "city": "Saint Cloud",
  "state": "Minnesota"
}, {
  "city": "Fort Smith",
  "state": "Arkansas"
}, {
  "city": "Duluth",
  "state": "Georgia"
}, {
  "city": "Saginaw",
  "state": "Michigan"
}, {
  "city": "Ogden",
  "state": "Utah"
}, {
  "city": "Lima",
  "state": "Ohio"
}, {
  "city": "Davenport",
  "state": "Iowa"
}, {
  "city": "Longview",
  "state": "Texas"
}, {
  "city": "Pinellas Park",
  "state": "Florida"
}, {
  "city": "Redwood City",
  "state": "California"
}, {
  "city": "Reading",
  "state": "Pennsylvania"
}, {
  "city": "Lehigh Acres",
  "state": "Florida"
}, {
  "city": "Santa Clara",
  "state": "California"
}, {
  "city": "Kansas City",
  "state": "Kansas"
}, {
  "city": "Green Bay",
  "state": "Wisconsin"
}, {
  "city": "Santa Monica",
  "state": "California"
}, {
  "city": "Iowa City",
  "state": "Iowa"
}, {
  "city": "Pueblo",
  "state": "Colorado"
}, {
  "city": "Brea",
  "state": "California"
}, {
  "city": "Bowie",
  "state": "Maryland"
}, {
  "city": "Norman",
  "state": "Oklahoma"
}, {
  "city": "Sioux Falls",
  "state": "South Dakota"
}, {
  "city": "Frankfort",
  "state": "Kentucky"
}, {
  "city": "Fort Pierce",
  "state": "Florida"
}, {
  "city": "Corpus Christi",
  "state": "Texas"
}, {
  "city": "Burbank",
  "state": "California"
}, {
  "city": "Little Rock",
  "state": "Arkansas"
}, {
  "city": "York",
  "state": "Pennsylvania"
}, {
  "city": "Warren",
  "state": "Ohio"
}, {
  "city": "Gastonia",
  "state": "North Carolina"
}, {
  "city": "Fairbanks",
  "state": "Alaska"
}, {
  "city": "Largo",
  "state": "Florida"
}, {
  "city": "Santa Ana",
  "state": "California"
}, {
  "city": "Valdosta",
  "state": "Georgia"
}, {
  "city": "Valley Forge",
  "state": "Pennsylvania"
}, {
  "city": "Naples",
  "state": "Florida"
}, {
  "city": "Oxnard",
  "state": "California"
}, {
  "city": "Zephyrhills",
  "state": "Florida"
}, {
  "city": "Petaluma",
  "state": "California"
}, {
  "city": "Northridge",
  "state": "California"
}, {
  "city": "Kingsport",
  "state": "Tennessee"
}, {
  "city": "Columbia",
  "state": "Missouri"
}, {
  "city": "Carlsbad",
  "state": "California"
}, {
  "city": "Arvada",
  "state": "Colorado"
}, {
  "city": "Henderson",
  "state": "Nevada"
}, {
  "city": "Abilene",
  "state": "Texas"
}, {
  "city": "Everett",
  "state": "Washington"
}, {
  "city": "Chattanooga",
  "state": "Tennessee"
}, {
  "city": "Elmira",
  "state": "New York"
}, {
  "city": "Santa Cruz",
  "state": "California"
}, {
  "city": "Virginia Beach",
  "state": "Virginia"
}, {
  "city": "Sandy",
  "state": "Utah"
}, {
  "city": "Kalamazoo",
  "state": "Michigan"
}, {
  "city": "Charleston",
  "state": "South Carolina"
}, {
  "city": "Conroe",
  "state": "Texas"
}, {
  "city": "Muskegon",
  "state": "Michigan"
}, {
  "city": "Ventura",
  "state": "California"
}, {
  "city": "Eugene",
  "state": "Oregon"
}, {
  "city": "Charleston",
  "state": "West Virginia"
}, {
  "city": "Vero Beach",
  "state": "Florida"
}, {
  "city": "Columbus",
  "state": "Ohio"
}, {
  "city": "Maple Plain",
  "state": "Minnesota"
}, {
  "city": "Tuscaloosa",
  "state": "Alabama"
}, {
  "city": "Providence",
  "state": "Rhode Island"
}, {
  "city": "Brooksville",
  "state": "Florida"
}, {
  "city": "Fairfax",
  "state": "Virginia"
}, {
  "city": "Milwaukee",
  "state": "Wisconsin"
}, {
  "city": "Hialeah",
  "state": "Florida"
}, {
  "city": "Denton",
  "state": "Texas"
}, {
  "city": "Laredo",
  "state": "Texas"
}, {
  "city": "New Castle",
  "state": "Pennsylvania"
}, {
  "city": "Manassas",
  "state": "Virginia"
}, {
  "city": "Flint",
  "state": "Michigan"
}, {
  "city": "Mount Vernon",
  "state": "New York"
}, {
  "city": "Oceanside",
  "state": "California"
}, {
  "city": "Lake Worth",
  "state": "Florida"
}, {
  "city": "San Mateo",
  "state": "California"
}, {
  "city": "Moreno Valley",
  "state": "California"
}, {
  "city": "Norwalk",
  "state": "Connecticut"
}, {
  "city": "Rochester",
  "state": "Minnesota"
}, {
  "city": "Sunnyvale",
  "state": "California"
}, {
  "city": "Bryan",
  "state": "Texas"
}, {
  "city": "South Lake Tahoe",
  "state": "California"
}, {
  "city": "Racine",
  "state": "Wisconsin"
}, {
  "city": "Pomona",
  "state": "California"
}, {
  "city": "Las Cruces",
  "state": "New Mexico"
}, {
  "city": "North Hollywood",
  "state": "California"
}, {
  "city": "Newport Beach",
  "state": "California"
}, {
  "city": "Jackson",
  "state": "Tennessee"
}, {
  "city": "Albany",
  "state": "Georgia"
}, {
  "city": "Marietta",
  "state": "Georgia"
}, {
  "city": "Port Saint Lucie",
  "state": "Florida"
}, {
  "city": "Jeffersonville",
  "state": "Indiana"
}, {
  "city": "Gainesville",
  "state": "Georgia"
}, {
  "city": "White Plains",
  "state": "New York"
}, {
  "city": "New Hyde Park",
  "state": "New York"
}, {
  "city": "Cambridge",
  "state": "Massachusetts"
}, {
  "city": "Wilmington",
  "state": "North Carolina"
}, {
  "city": "Winter Haven",
  "state": "Florida"
}, {
  "city": "Syracuse",
  "state": "New York"
}, {
  "city": "Lafayette",
  "state": "Louisiana"
}, {
  "city": "Meridian",
  "state": "Mississippi"
}, {
  "city": "Santa Rosa",
  "state": "California"
}, {
  "city": "Mansfield",
  "state": "Ohio"
}, {
  "city": "Yakima",
  "state": "Washington"
}, {
  "city": "Huntsville",
  "state": "Texas"
}, {
  "city": "Daytona Beach",
  "state": "Florida"
}, {
  "city": "Berkeley",
  "state": "California"
}, {
  "city": "Springfield",
  "state": "Missouri"
}, {
  "city": "Garden Grove",
  "state": "California"
}, {
  "city": "Hyattsville",
  "state": "Maryland"
}, {
  "city": "Bethlehem",
  "state": "Pennsylvania"
}, {
  "city": "Seminole",
  "state": "Florida"
}, {
  "city": "Ann Arbor",
  "state": "Michigan"
}, {
  "city": "Boca Raton",
  "state": "Florida"
}, {
  "city": "Myrtle Beach",
  "state": "South Carolina"
}, {
  "city": "Brockton",
  "state": "Massachusetts"
}, {
  "city": "Midland",
  "state": "Texas"
}, {
  "city": "Palmdale",
  "state": "California"
}, {
  "city": "Saint Joseph",
  "state": "Missouri"
}, {
  "city": "Evanston",
  "state": "Illinois"
}, {
  "city": "North Port",
  "state": "Florida"
}, {
  "city": "New Bedford",
  "state": "Massachusetts"
}, {
  "city": "Fort Myers",
  "state": "Florida"
}, {
  "city": "Port Washington",
  "state": "New York"
}, {
  "city": "Gaithersburg",
  "state": "Maryland"
}, {
  "city": "Tempe",
  "state": "Arizona"
}, {
  "city": "Columbus",
  "state": "Mississippi"
}, {
  "city": "Beaverton",
  "state": "Oregon"
}, {
  "city": "Panama City",
  "state": "Florida"
}, {
  "city": "Peoria",
  "state": "Arizona"
}, {
  "city": "Springfield",
  "state": "Massachusetts"
}, {
  "city": "Great Neck",
  "state": "New York"
}, {
  "city": "Richmond",
  "state": "California"
}, {
  "city": "Escondido",
  "state": "California"
}, {
  "city": "Spring Hill",
  "state": "Florida"
}, {
  "city": "Aiken",
  "state": "South Carolina"
}, {
  "city": "Suffolk",
  "state": "Virginia"
}, {
  "city": "Carol Stream",
  "state": "Illinois"
}, {
  "city": "Warren",
  "state": "Michigan"
}, {
  "city": "Beaumont",
  "state": "Texas"
}, {
  "city": "Pocatello",
  "state": "Idaho"
}, {
  "city": "Ashburn",
  "state": "Virginia"
}, {
  "city": "Elizabeth",
  "state": "New Jersey"
}, {
  "city": "Merrifield",
  "state": "Virginia"
}, {
  "city": "Palo Alto",
  "state": "California"
}, {
  "city": "Glendale",
  "state": "Arizona"
}, {
  "city": "Salinas",
  "state": "California"
}, {
  "city": "Naperville",
  "state": "Illinois"
}, {
  "city": "Aurora",
  "state": "Colorado"
}, {
  "city": "Cumming",
  "state": "Georgia"
}, {
  "city": "Sioux City",
  "state": "Iowa"
}, {
  "city": "Vienna",
  "state": "Virginia"
}, {
  "city": "Durham",
  "state": "North Carolina"
}, {
  "city": "Levittown",
  "state": "Pennsylvania"
}, {
  "city": "Scranton",
  "state": "Pennsylvania"
}, {
  "city": "Aurora",
  "state": "Illinois"
}, {
  "city": "Portsmouth",
  "state": "Virginia"
}, {
  "city": "Edmond",
  "state": "Oklahoma"
}, {
  "city": "Provo",
  "state": "Utah"
}, {
  "city": "Asheville",
  "state": "North Carolina"
}, {
  "city": "Wichita Falls",
  "state": "Texas"
}, {
  "city": "Prescott",
  "state": "Arizona"
}, {
  "city": "Miami Beach",
  "state": "Florida"
}, {
  "city": "Hampton",
  "state": "Virginia"
}, {
  "city": "Herndon",
  "state": "Virginia"
}, {
  "city": "Gary",
  "state": "Indiana"
}, {
  "city": "Bridgeport",
  "state": "Connecticut"
}, {
  "city": "Bloomington",
  "state": "Indiana"
}, {
  "city": "Anderson",
  "state": "Indiana"
}, {
  "city": "Huntington Beach",
  "state": "California"
}, {
  "city": "Kissimmee",
  "state": "Florida"
}, {
  "city": "Hicksville",
  "state": "New York"
}, {
  "city": "College Station",
  "state": "Texas"
}, {
  "city": "Waltham",
  "state": "Massachusetts"
}, {
  "city": "Anniston",
  "state": "Alabama"
}, {
  "city": "Duluth",
  "state": "Minnesota"
}, {
  "city": "Bismarck",
  "state": "North Dakota"
}, {
  "city": "Terre Haute",
  "state": "Indiana"
}, {
  "city": "Alhambra",
  "state": "California"
}, {
  "city": "Orange",
  "state": "California"
}, {
  "city": "Mesquite",
  "state": "Texas"
}, {
  "city": "East Saint Louis",
  "state": "Illinois"
}, {
  "city": "Pasadena",
  "state": "Texas"
}, {
  "city": "Katy",
  "state": "Texas"
}, {
  "city": "Chesapeake",
  "state": "Virginia"
}, {
  "city": "Round Rock",
  "state": "Texas"
}, {
  "city": "Dearborn",
  "state": "Michigan"
}, {
  "city": "Annapolis",
  "state": "Maryland"
}, {
  "city": "Danbury",
  "state": "Connecticut"
}, {
  "city": "Gadsden",
  "state": "Alabama"
}, {
  "city": "Reston",
  "state": "Virginia"
}, {
  "city": "Yonkers",
  "state": "New York"
}, {
  "city": "Dulles",
  "state": "Virginia"
}, {
  "city": "Johnstown",
  "state": "Pennsylvania"
}, {
  "city": "Bellevue",
  "state": "Washington"
}, {
  "city": "Allentown",
  "state": "Pennsylvania"
}, {
  "city": "Decatur",
  "state": "Georgia"
}, {
  "city": "High Point",
  "state": "North Carolina"
}, {
  "city": "Lynn",
  "state": "Massachusetts"
}, {
  "city": "London",
  "state": "Kentucky"
}, {
  "city": "Frederick",
  "state": "Maryland"
}, {
  "city": "Visalia",
  "state": "California"
}, {
  "city": "Utica",
  "state": "New York"
}, {
  "city": "Independence",
  "state": "Missouri"
}, {
  "city": "Murfreesboro",
  "state": "Tennessee"
}, {
  "city": "Portland",
  "state": "Maine"
}, {
  "city": "Springfield",
  "state": "Virginia"
}, {
  "city": "Grand Junction",
  "state": "Colorado"
}, {
  "city": "Ridgely",
  "state": "Maryland"
}, {
  "city": "Humble",
  "state": "Texas"
}, {
  "city": "Schenectady",
  "state": "New York"
}, {
  "city": "Jersey City",
  "state": "New Jersey"
}, {
  "city": "Morgantown",
  "state": "West Virginia"
}, {
  "city": "Mountain View",
  "state": "California"
}, {
  "city": "Appleton",
  "state": "Wisconsin"
}, {
  "city": "Palatine",
  "state": "Illinois"
}, {
  "city": "Delray Beach",
  "state": "Florida"
}, {
  "city": "Hayward",
  "state": "California"
}, {
  "city": "Galveston",
  "state": "Texas"
}, {
  "city": "Homestead",
  "state": "Florida"
}, {
  "city": "Falls Church",
  "state": "Virginia"
}, {
  "city": "Hamilton",
  "state": "Ohio"
}, {
  "city": "Grand Forks",
  "state": "North Dakota"
}, {
  "city": "Beaufort",
  "state": "South Carolina"
}, {
  "city": "Bozeman",
  "state": "Montana"
}, {
  "city": "Farmington",
  "state": "Michigan"
}, {
  "city": "Woburn",
  "state": "Massachusetts"
}]
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -



genai-for-marketing/installation_scripts/aux_data/customers_aux_data.py [16:1515]:
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
channel = [{
  "channel": "email"
}, {
  "channel": "other"
}, {
  "channel": "inbound"
}, {
  "channel": "in-store"
}, {
  "channel": "outbound"
}, {
  "channel": "mobile-app"
}, {
  "channel": "online-store"
}]


locations = [{
  "city": "Harrisburg",
  "state": "Pennsylvania"
}, {
  "city": "Washington",
  "state": "District of Columbia"
}, {
  "city": "El Paso",
  "state": "Texas"
}, {
  "city": "Punta Gorda",
  "state": "Florida"
}, {
  "city": "Newport News",
  "state": "Virginia"
}, {
  "city": "Houston",
  "state": "Texas"
}, {
  "city": "New Haven",
  "state": "Connecticut"
}, {
  "city": "Clearwater",
  "state": "Florida"
}, {
  "city": "Evansville",
  "state": "Indiana"
}, {
  "city": "Lexington",
  "state": "Kentucky"
}, {
  "city": "Los Angeles",
  "state": "California"
}, {
  "city": "Fort Wayne",
  "state": "Indiana"
}, {
  "city": "Saint Petersburg",
  "state": "Florida"
}, {
  "city": "North Las Vegas",
  "state": "Nevada"
}, {
  "city": "Lubbock",
  "state": "Texas"
}, {
  "city": "Portland",
  "state": "Oregon"
}, {
  "city": "Glendale",
  "state": "California"
}, {
  "city": "Wilmington",
  "state": "Delaware"
}, {
  "city": "Boston",
  "state": "Massachusetts"
}, {
  "city": "Chula Vista",
  "state": "California"
}, {
  "city": "Las Vegas",
  "state": "Nevada"
}, {
  "city": "Madison",
  "state": "Wisconsin"
}, {
  "city": "Knoxville",
  "state": "Tennessee"
}, {
  "city": "Atlanta",
  "state": "Georgia"
}, {
  "city": "Cleveland",
  "state": "Ohio"
}, {
  "city": "Cincinnati",
  "state": "Ohio"
}, {
  "city": "Honolulu",
  "state": "Hawaii"
}, {
  "city": "Indianapolis",
  "state": "Indiana"
}, {
  "city": "Huntington",
  "state": "West Virginia"
}, {
  "city": "Dayton",
  "state": "Ohio"
}, {
  "city": "Miami",
  "state": "Florida"
}, {
  "city": "Jacksonville",
  "state": "Florida"
}, {
  "city": "Whittier",
  "state": "California"
}, {
  "city": "Tampa",
  "state": "Florida"
}, {
  "city": "Akron",
  "state": "Ohio"
}, {
  "city": "Lancaster",
  "state": "California"
}, {
  "city": "Orlando",
  "state": "Florida"
}, {
  "city": "Englewood",
  "state": "Colorado"
}, {
  "city": "Riverside",
  "state": "California"
}, {
  "city": "Monroe",
  "state": "Louisiana"
}, {
  "city": "Tyler",
  "state": "Texas"
}, {
  "city": "Metairie",
  "state": "Louisiana"
}, {
  "city": "Greensboro",
  "state": "North Carolina"
}, {
  "city": "Bethesda",
  "state": "Maryland"
}, {
  "city": "New York City",
  "state": "New York"
}, {
  "city": "Birmingham",
  "state": "Alabama"
}, {
  "city": "Irving",
  "state": "Texas"
}, {
  "city": "Oklahoma City",
  "state": "Oklahoma"
}, {
  "city": "Shawnee Mission",
  "state": "Kansas"
}, {
  "city": "San Jose",
  "state": "California"
}, {
  "city": "Alexandria",
  "state": "Virginia"
}, {
  "city": "Nashville",
  "state": "Tennessee"
}, {
  "city": "Fort Lauderdale",
  "state": "Florida"
}, {
  "city": "Alexandria",
  "state": "Louisiana"
}, {
  "city": "Odessa",
  "state": "Texas"
}, {
  "city": "San Diego",
  "state": "California"
}, {
  "city": "Oakland",
  "state": "California"
}, {
  "city": "Salt Lake City",
  "state": "Utah"
}, {
  "city": "Lafayette",
  "state": "Indiana"
}, {
  "city": "Melbourne",
  "state": "Florida"
}, {
  "city": "Trenton",
  "state": "New Jersey"
}, {
  "city": "West Palm Beach",
  "state": "Florida"
}, {
  "city": "Norfolk",
  "state": "Virginia"
}, {
  "city": "Kansas City",
  "state": "Missouri"
}, {
  "city": "Sacramento",
  "state": "California"
}, {
  "city": "Stockton",
  "state": "California"
}, {
  "city": "Chandler",
  "state": "Arizona"
}, {
  "city": "Charlotte",
  "state": "North Carolina"
}, {
  "city": "Bronx",
  "state": "New York"
}, {
  "city": "Wilkes Barre",
  "state": "Pennsylvania"
}, {
  "city": "Boulder",
  "state": "Colorado"
}, {
  "city": "San Angelo",
  "state": "Texas"
}, {
  "city": "Colorado Springs",
  "state": "Colorado"
}, {
  "city": "Baltimore",
  "state": "Maryland"
}, {
  "city": "Hartford",
  "state": "Connecticut"
}, {
  "city": "Phoenix",
  "state": "Arizona"
}, {
  "city": "Portsmouth",
  "state": "New Hampshire"
}, {
  "city": "Louisville",
  "state": "Kentucky"
}, {
  "city": "San Francisco",
  "state": "California"
}, {
  "city": "Gainesville",
  "state": "Florida"
}, {
  "city": "Omaha",
  "state": "Nebraska"
}, {
  "city": "Tulsa",
  "state": "Oklahoma"
}, {
  "city": "Buffalo",
  "state": "New York"
}, {
  "city": "Memphis",
  "state": "Tennessee"
}, {
  "city": "Gatesville",
  "state": "Texas"
}, {
  "city": "Anchorage",
  "state": "Alaska"
}, {
  "city": "Monticello",
  "state": "Minnesota"
}, {
  "city": "Pensacola",
  "state": "Florida"
}, {
  "city": "Cape Coral",
  "state": "Florida"
}, {
  "city": "Richmond",
  "state": "Virginia"
}, {
  "city": "Fullerton",
  "state": "California"
}, {
  "city": "Augusta",
  "state": "Georgia"
}, {
  "city": "Lees Summit",
  "state": "Missouri"
}, {
  "city": "Detroit",
  "state": "Michigan"
}, {
  "city": "Garland",
  "state": "Texas"
}, {
  "city": "Columbus",
  "state": "Georgia"
}, {
  "city": "Loretto",
  "state": "Minnesota"
}, {
  "city": "Denver",
  "state": "Colorado"
}, {
  "city": "Juneau",
  "state": "Alaska"
}, {
  "city": "San Antonio",
  "state": "Texas"
}, {
  "city": "Seattle",
  "state": "Washington"
}, {
  "city": "San Rafael",
  "state": "California"
}, {
  "city": "Chicago",
  "state": "Illinois"
}, {
  "city": "Baton Rouge",
  "state": "Louisiana"
}, {
  "city": "Boise",
  "state": "Idaho"
}, {
  "city": "Greeley",
  "state": "Colorado"
}, {
  "city": "Rochester",
  "state": "New York"
}, {
  "city": "Philadelphia",
  "state": "Pennsylvania"
}, {
  "city": "Palm Bay",
  "state": "Florida"
}, {
  "city": "Dallas",
  "state": "Texas"
}, {
  "city": "Topeka",
  "state": "Kansas"
}, {
  "city": "Shreveport",
  "state": "Louisiana"
}, {
  "city": "Inglewood",
  "state": "California"
}, {
  "city": "Boynton Beach",
  "state": "Florida"
}, {
  "city": "Spokane",
  "state": "Washington"
}, {
  "city": "Springfield",
  "state": "Illinois"
}, {
  "city": "Sterling",
  "state": "Virginia"
}, {
  "city": "Tacoma",
  "state": "Washington"
}, {
  "city": "Saint Louis",
  "state": "Missouri"
}, {
  "city": "Decatur",
  "state": "Illinois"
}, {
  "city": "Sarasota",
  "state": "Florida"
}, {
  "city": "Olympia",
  "state": "Washington"
}, {
  "city": "Winston Salem",
  "state": "North Carolina"
}, {
  "city": "Texarkana",
  "state": "Texas"
}, {
  "city": "Arlington",
  "state": "Texas"
}, {
  "city": "Worcester",
  "state": "Massachusetts"
}, {
  "city": "Santa Fe",
  "state": "New Mexico"
}, {
  "city": "Corona",
  "state": "California"
}, {
  "city": "Pittsburgh",
  "state": "Pennsylvania"
}, {
  "city": "Newark",
  "state": "New Jersey"
}, {
  "city": "Erie",
  "state": "Pennsylvania"
}, {
  "city": "Missoula",
  "state": "Montana"
}, {
  "city": "Flushing",
  "state": "New York"
}, {
  "city": "Minneapolis",
  "state": "Minnesota"
}, {
  "city": "Long Beach",
  "state": "California"
}, {
  "city": "Ocala",
  "state": "Florida"
}, {
  "city": "Mc Keesport",
  "state": "Pennsylvania"
}, {
  "city": "Florence",
  "state": "South Carolina"
}, {
  "city": "Waterbury",
  "state": "Connecticut"
}, {
  "city": "Austin",
  "state": "Texas"
}, {
  "city": "Brooklyn",
  "state": "New York"
}, {
  "city": "Anaheim",
  "state": "California"
}, {
  "city": "Jefferson City",
  "state": "Missouri"
}, {
  "city": "Fresno",
  "state": "California"
}, {
  "city": "Des Moines",
  "state": "Iowa"
}, {
  "city": "Biloxi",
  "state": "Mississippi"
}, {
  "city": "Billings",
  "state": "Montana"
}, {
  "city": "Paterson",
  "state": "New Jersey"
}, {
  "city": "Columbia",
  "state": "South Carolina"
}, {
  "city": "Apache Junction",
  "state": "Arizona"
}, {
  "city": "Reno",
  "state": "Nevada"
}, {
  "city": "Silver Spring",
  "state": "Maryland"
}, {
  "city": "New Orleans",
  "state": "Louisiana"
}, {
  "city": "Tucson",
  "state": "Arizona"
}, {
  "city": "Hollywood",
  "state": "Florida"
}, {
  "city": "Bloomington",
  "state": "Illinois"
}, {
  "city": "Norcross",
  "state": "Georgia"
}, {
  "city": "Newark",
  "state": "Delaware"
}, {
  "city": "Anderson",
  "state": "South Carolina"
}, {
  "city": "Mobile",
  "state": "Alabama"
}, {
  "city": "Savannah",
  "state": "Georgia"
}, {
  "city": "Kent",
  "state": "Washington"
}, {
  "city": "Cheyenne",
  "state": "Wyoming"
}, {
  "city": "Albany",
  "state": "New York"
}, {
  "city": "Southfield",
  "state": "Michigan"
}, {
  "city": "Spartanburg",
  "state": "South Carolina"
}, {
  "city": "Bradenton",
  "state": "Florida"
}, {
  "city": "Migrate",
  "state": "Kentucky"
}, {
  "city": "Waco",
  "state": "Texas"
}, {
  "city": "Grand Rapids",
  "state": "Michigan"
}, {
  "city": "Arlington",
  "state": "Virginia"
}, {
  "city": "Youngstown",
  "state": "Ohio"
}, {
  "city": "Montgomery",
  "state": "Alabama"
}, {
  "city": "Idaho Falls",
  "state": "Idaho"
}, {
  "city": "Fredericksburg",
  "state": "Virginia"
}, {
  "city": "Cedar Rapids",
  "state": "Iowa"
}, {
  "city": "Johnson City",
  "state": "Tennessee"
}, {
  "city": "Santa Barbara",
  "state": "California"
}, {
  "city": "Fort Worth",
  "state": "Texas"
}, {
  "city": "Roanoke",
  "state": "Virginia"
}, {
  "city": "Lake Charles",
  "state": "Louisiana"
}, {
  "city": "Helena",
  "state": "Montana"
}, {
  "city": "Troy",
  "state": "Michigan"
}, {
  "city": "Gulfport",
  "state": "Mississippi"
}, {
  "city": "Irvine",
  "state": "California"
}, {
  "city": "Hagerstown",
  "state": "Maryland"
}, {
  "city": "Port Charlotte",
  "state": "Florida"
}, {
  "city": "Albuquerque",
  "state": "New Mexico"
}, {
  "city": "Raleigh",
  "state": "North Carolina"
}, {
  "city": "Scottsdale",
  "state": "Arizona"
}, {
  "city": "Laurel",
  "state": "Maryland"
}, {
  "city": "Midland",
  "state": "Michigan"
}, {
  "city": "Carson City",
  "state": "Nevada"
}, {
  "city": "Fargo",
  "state": "North Dakota"
}, {
  "city": "Killeen",
  "state": "Texas"
}, {
  "city": "Hot Springs National Park",
  "state": "Arkansas"
}, {
  "city": "Lawrenceville",
  "state": "Georgia"
}, {
  "city": "Bonita Springs",
  "state": "Florida"
}, {
  "city": "Hattiesburg",
  "state": "Mississippi"
}, {
  "city": "Lansing",
  "state": "Michigan"
}, {
  "city": "Amarillo",
  "state": "Texas"
}, {
  "city": "Rockville",
  "state": "Maryland"
}, {
  "city": "Charlottesville",
  "state": "Virginia"
}, {
  "city": "Saint Paul",
  "state": "Minnesota"
}, {
  "city": "San Bernardino",
  "state": "California"
}, {
  "city": "Jackson",
  "state": "Mississippi"
}, {
  "city": "Peoria",
  "state": "Illinois"
}, {
  "city": "Salem",
  "state": "Oregon"
}, {
  "city": "Fayetteville",
  "state": "North Carolina"
}, {
  "city": "Saint Augustine",
  "state": "Florida"
}, {
  "city": "Alpharetta",
  "state": "Georgia"
}, {
  "city": "Staten Island",
  "state": "New York"
}, {
  "city": "Lincoln",
  "state": "Nebraska"
}, {
  "city": "Springfield",
  "state": "Ohio"
}, {
  "city": "Waterloo",
  "state": "Iowa"
}, {
  "city": "Vancouver",
  "state": "Washington"
}, {
  "city": "Van Nuys",
  "state": "California"
}, {
  "city": "Toledo",
  "state": "Ohio"
}, {
  "city": "Stamford",
  "state": "Connecticut"
}, {
  "city": "Plano",
  "state": "Texas"
}, {
  "city": "South Bend",
  "state": "Indiana"
}, {
  "city": "Wichita",
  "state": "Kansas"
}, {
  "city": "Littleton",
  "state": "Colorado"
}, {
  "city": "Manchester",
  "state": "New Hampshire"
}, {
  "city": "Modesto",
  "state": "California"
}, {
  "city": "Macon",
  "state": "Georgia"
}, {
  "city": "Sparks",
  "state": "Nevada"
}, {
  "city": "Battle Creek",
  "state": "Michigan"
}, {
  "city": "Joliet",
  "state": "Illinois"
}, {
  "city": "Lakewood",
  "state": "Washington"
}, {
  "city": "Montpelier",
  "state": "Vermont"
}, {
  "city": "Greenville",
  "state": "South Carolina"
}, {
  "city": "North Little Rock",
  "state": "Arkansas"
}, {
  "city": "Mesa",
  "state": "Arizona"
}, {
  "city": "Canton",
  "state": "Ohio"
}, {
  "city": "Gilbert",
  "state": "Arizona"
}, {
  "city": "Schaumburg",
  "state": "Illinois"
}, {
  "city": "Pompano Beach",
  "state": "Florida"
}, {
  "city": "Concord",
  "state": "California"
}, {
  "city": "Pasadena",
  "state": "California"
}, {
  "city": "New Brunswick",
  "state": "New Jersey"
}, {
  "city": "Jamaica",
  "state": "New York"
}, {
  "city": "Tallahassee",
  "state": "Florida"
}, {
  "city": "Watertown",
  "state": "Massachusetts"
}, {
  "city": "Athens",
  "state": "Georgia"
}, {
  "city": "Muncie",
  "state": "Indiana"
}, {
  "city": "Lakeland",
  "state": "Florida"
}, {
  "city": "San Luis Obispo",
  "state": "California"
}, {
  "city": "Fort Collins",
  "state": "Colorado"
}, {
  "city": "Huntsville",
  "state": "Alabama"
}, {
  "city": "West Hartford",
  "state": "Connecticut"
}, {
  "city": "Champaign",
  "state": "Illinois"
}, {
  "city": "Young America",
  "state": "Minnesota"
}, {
  "city": "Newton",
  "state": "Massachusetts"
}, {
  "city": "Crawfordsville",
  "state": "Indiana"
}, {
  "city": "Spring",
  "state": "Texas"
}, {
  "city": "Camden",
  "state": "New Jersey"
}, {
  "city": "Chico",
  "state": "California"
}, {
  "city": "Fairfield",
  "state": "Connecticut"
}, {
  "city": "Bakersfield",
  "state": "California"
}, {
  "city": "Rockford",
  "state": "Illinois"
}, {
  "city": "Torrance",
  "state": "California"
}, {
  "city": "Lynchburg",
  "state": "Virginia"
}, {
  "city": "Temple",
  "state": "Texas"
}, {
  "city": "Simi Valley",
  "state": "California"
}, {
  "city": "Lancaster",
  "state": "Pennsylvania"
}, {
  "city": "Saint Cloud",
  "state": "Minnesota"
}, {
  "city": "Fort Smith",
  "state": "Arkansas"
}, {
  "city": "Duluth",
  "state": "Georgia"
}, {
  "city": "Saginaw",
  "state": "Michigan"
}, {
  "city": "Ogden",
  "state": "Utah"
}, {
  "city": "Lima",
  "state": "Ohio"
}, {
  "city": "Davenport",
  "state": "Iowa"
}, {
  "city": "Longview",
  "state": "Texas"
}, {
  "city": "Pinellas Park",
  "state": "Florida"
}, {
  "city": "Redwood City",
  "state": "California"
}, {
  "city": "Reading",
  "state": "Pennsylvania"
}, {
  "city": "Lehigh Acres",
  "state": "Florida"
}, {
  "city": "Santa Clara",
  "state": "California"
}, {
  "city": "Kansas City",
  "state": "Kansas"
}, {
  "city": "Green Bay",
  "state": "Wisconsin"
}, {
  "city": "Santa Monica",
  "state": "California"
}, {
  "city": "Iowa City",
  "state": "Iowa"
}, {
  "city": "Pueblo",
  "state": "Colorado"
}, {
  "city": "Brea",
  "state": "California"
}, {
  "city": "Bowie",
  "state": "Maryland"
}, {
  "city": "Norman",
  "state": "Oklahoma"
}, {
  "city": "Sioux Falls",
  "state": "South Dakota"
}, {
  "city": "Frankfort",
  "state": "Kentucky"
}, {
  "city": "Fort Pierce",
  "state": "Florida"
}, {
  "city": "Corpus Christi",
  "state": "Texas"
}, {
  "city": "Burbank",
  "state": "California"
}, {
  "city": "Little Rock",
  "state": "Arkansas"
}, {
  "city": "York",
  "state": "Pennsylvania"
}, {
  "city": "Warren",
  "state": "Ohio"
}, {
  "city": "Gastonia",
  "state": "North Carolina"
}, {
  "city": "Fairbanks",
  "state": "Alaska"
}, {
  "city": "Largo",
  "state": "Florida"
}, {
  "city": "Santa Ana",
  "state": "California"
}, {
  "city": "Valdosta",
  "state": "Georgia"
}, {
  "city": "Valley Forge",
  "state": "Pennsylvania"
}, {
  "city": "Naples",
  "state": "Florida"
}, {
  "city": "Oxnard",
  "state": "California"
}, {
  "city": "Zephyrhills",
  "state": "Florida"
}, {
  "city": "Petaluma",
  "state": "California"
}, {
  "city": "Northridge",
  "state": "California"
}, {
  "city": "Kingsport",
  "state": "Tennessee"
}, {
  "city": "Columbia",
  "state": "Missouri"
}, {
  "city": "Carlsbad",
  "state": "California"
}, {
  "city": "Arvada",
  "state": "Colorado"
}, {
  "city": "Henderson",
  "state": "Nevada"
}, {
  "city": "Abilene",
  "state": "Texas"
}, {
  "city": "Everett",
  "state": "Washington"
}, {
  "city": "Chattanooga",
  "state": "Tennessee"
}, {
  "city": "Elmira",
  "state": "New York"
}, {
  "city": "Santa Cruz",
  "state": "California"
}, {
  "city": "Virginia Beach",
  "state": "Virginia"
}, {
  "city": "Sandy",
  "state": "Utah"
}, {
  "city": "Kalamazoo",
  "state": "Michigan"
}, {
  "city": "Charleston",
  "state": "South Carolina"
}, {
  "city": "Conroe",
  "state": "Texas"
}, {
  "city": "Muskegon",
  "state": "Michigan"
}, {
  "city": "Ventura",
  "state": "California"
}, {
  "city": "Eugene",
  "state": "Oregon"
}, {
  "city": "Charleston",
  "state": "West Virginia"
}, {
  "city": "Vero Beach",
  "state": "Florida"
}, {
  "city": "Columbus",
  "state": "Ohio"
}, {
  "city": "Maple Plain",
  "state": "Minnesota"
}, {
  "city": "Tuscaloosa",
  "state": "Alabama"
}, {
  "city": "Providence",
  "state": "Rhode Island"
}, {
  "city": "Brooksville",
  "state": "Florida"
}, {
  "city": "Fairfax",
  "state": "Virginia"
}, {
  "city": "Milwaukee",
  "state": "Wisconsin"
}, {
  "city": "Hialeah",
  "state": "Florida"
}, {
  "city": "Denton",
  "state": "Texas"
}, {
  "city": "Laredo",
  "state": "Texas"
}, {
  "city": "New Castle",
  "state": "Pennsylvania"
}, {
  "city": "Manassas",
  "state": "Virginia"
}, {
  "city": "Flint",
  "state": "Michigan"
}, {
  "city": "Mount Vernon",
  "state": "New York"
}, {
  "city": "Oceanside",
  "state": "California"
}, {
  "city": "Lake Worth",
  "state": "Florida"
}, {
  "city": "San Mateo",
  "state": "California"
}, {
  "city": "Moreno Valley",
  "state": "California"
}, {
  "city": "Norwalk",
  "state": "Connecticut"
}, {
  "city": "Rochester",
  "state": "Minnesota"
}, {
  "city": "Sunnyvale",
  "state": "California"
}, {
  "city": "Bryan",
  "state": "Texas"
}, {
  "city": "South Lake Tahoe",
  "state": "California"
}, {
  "city": "Racine",
  "state": "Wisconsin"
}, {
  "city": "Pomona",
  "state": "California"
}, {
  "city": "Las Cruces",
  "state": "New Mexico"
}, {
  "city": "North Hollywood",
  "state": "California"
}, {
  "city": "Newport Beach",
  "state": "California"
}, {
  "city": "Jackson",
  "state": "Tennessee"
}, {
  "city": "Albany",
  "state": "Georgia"
}, {
  "city": "Marietta",
  "state": "Georgia"
}, {
  "city": "Port Saint Lucie",
  "state": "Florida"
}, {
  "city": "Jeffersonville",
  "state": "Indiana"
}, {
  "city": "Gainesville",
  "state": "Georgia"
}, {
  "city": "White Plains",
  "state": "New York"
}, {
  "city": "New Hyde Park",
  "state": "New York"
}, {
  "city": "Cambridge",
  "state": "Massachusetts"
}, {
  "city": "Wilmington",
  "state": "North Carolina"
}, {
  "city": "Winter Haven",
  "state": "Florida"
}, {
  "city": "Syracuse",
  "state": "New York"
}, {
  "city": "Lafayette",
  "state": "Louisiana"
}, {
  "city": "Meridian",
  "state": "Mississippi"
}, {
  "city": "Santa Rosa",
  "state": "California"
}, {
  "city": "Mansfield",
  "state": "Ohio"
}, {
  "city": "Yakima",
  "state": "Washington"
}, {
  "city": "Huntsville",
  "state": "Texas"
}, {
  "city": "Daytona Beach",
  "state": "Florida"
}, {
  "city": "Berkeley",
  "state": "California"
}, {
  "city": "Springfield",
  "state": "Missouri"
}, {
  "city": "Garden Grove",
  "state": "California"
}, {
  "city": "Hyattsville",
  "state": "Maryland"
}, {
  "city": "Bethlehem",
  "state": "Pennsylvania"
}, {
  "city": "Seminole",
  "state": "Florida"
}, {
  "city": "Ann Arbor",
  "state": "Michigan"
}, {
  "city": "Boca Raton",
  "state": "Florida"
}, {
  "city": "Myrtle Beach",
  "state": "South Carolina"
}, {
  "city": "Brockton",
  "state": "Massachusetts"
}, {
  "city": "Midland",
  "state": "Texas"
}, {
  "city": "Palmdale",
  "state": "California"
}, {
  "city": "Saint Joseph",
  "state": "Missouri"
}, {
  "city": "Evanston",
  "state": "Illinois"
}, {
  "city": "North Port",
  "state": "Florida"
}, {
  "city": "New Bedford",
  "state": "Massachusetts"
}, {
  "city": "Fort Myers",
  "state": "Florida"
}, {
  "city": "Port Washington",
  "state": "New York"
}, {
  "city": "Gaithersburg",
  "state": "Maryland"
}, {
  "city": "Tempe",
  "state": "Arizona"
}, {
  "city": "Columbus",
  "state": "Mississippi"
}, {
  "city": "Beaverton",
  "state": "Oregon"
}, {
  "city": "Panama City",
  "state": "Florida"
}, {
  "city": "Peoria",
  "state": "Arizona"
}, {
  "city": "Springfield",
  "state": "Massachusetts"
}, {
  "city": "Great Neck",
  "state": "New York"
}, {
  "city": "Richmond",
  "state": "California"
}, {
  "city": "Escondido",
  "state": "California"
}, {
  "city": "Spring Hill",
  "state": "Florida"
}, {
  "city": "Aiken",
  "state": "South Carolina"
}, {
  "city": "Suffolk",
  "state": "Virginia"
}, {
  "city": "Carol Stream",
  "state": "Illinois"
}, {
  "city": "Warren",
  "state": "Michigan"
}, {
  "city": "Beaumont",
  "state": "Texas"
}, {
  "city": "Pocatello",
  "state": "Idaho"
}, {
  "city": "Ashburn",
  "state": "Virginia"
}, {
  "city": "Elizabeth",
  "state": "New Jersey"
}, {
  "city": "Merrifield",
  "state": "Virginia"
}, {
  "city": "Palo Alto",
  "state": "California"
}, {
  "city": "Glendale",
  "state": "Arizona"
}, {
  "city": "Salinas",
  "state": "California"
}, {
  "city": "Naperville",
  "state": "Illinois"
}, {
  "city": "Aurora",
  "state": "Colorado"
}, {
  "city": "Cumming",
  "state": "Georgia"
}, {
  "city": "Sioux City",
  "state": "Iowa"
}, {
  "city": "Vienna",
  "state": "Virginia"
}, {
  "city": "Durham",
  "state": "North Carolina"
}, {
  "city": "Levittown",
  "state": "Pennsylvania"
}, {
  "city": "Scranton",
  "state": "Pennsylvania"
}, {
  "city": "Aurora",
  "state": "Illinois"
}, {
  "city": "Portsmouth",
  "state": "Virginia"
}, {
  "city": "Edmond",
  "state": "Oklahoma"
}, {
  "city": "Provo",
  "state": "Utah"
}, {
  "city": "Asheville",
  "state": "North Carolina"
}, {
  "city": "Wichita Falls",
  "state": "Texas"
}, {
  "city": "Prescott",
  "state": "Arizona"
}, {
  "city": "Miami Beach",
  "state": "Florida"
}, {
  "city": "Hampton",
  "state": "Virginia"
}, {
  "city": "Herndon",
  "state": "Virginia"
}, {
  "city": "Gary",
  "state": "Indiana"
}, {
  "city": "Bridgeport",
  "state": "Connecticut"
}, {
  "city": "Bloomington",
  "state": "Indiana"
}, {
  "city": "Anderson",
  "state": "Indiana"
}, {
  "city": "Huntington Beach",
  "state": "California"
}, {
  "city": "Kissimmee",
  "state": "Florida"
}, {
  "city": "Hicksville",
  "state": "New York"
}, {
  "city": "College Station",
  "state": "Texas"
}, {
  "city": "Waltham",
  "state": "Massachusetts"
}, {
  "city": "Anniston",
  "state": "Alabama"
}, {
  "city": "Duluth",
  "state": "Minnesota"
}, {
  "city": "Bismarck",
  "state": "North Dakota"
}, {
  "city": "Terre Haute",
  "state": "Indiana"
}, {
  "city": "Alhambra",
  "state": "California"
}, {
  "city": "Orange",
  "state": "California"
}, {
  "city": "Mesquite",
  "state": "Texas"
}, {
  "city": "East Saint Louis",
  "state": "Illinois"
}, {
  "city": "Pasadena",
  "state": "Texas"
}, {
  "city": "Katy",
  "state": "Texas"
}, {
  "city": "Chesapeake",
  "state": "Virginia"
}, {
  "city": "Round Rock",
  "state": "Texas"
}, {
  "city": "Dearborn",
  "state": "Michigan"
}, {
  "city": "Annapolis",
  "state": "Maryland"
}, {
  "city": "Danbury",
  "state": "Connecticut"
}, {
  "city": "Gadsden",
  "state": "Alabama"
}, {
  "city": "Reston",
  "state": "Virginia"
}, {
  "city": "Yonkers",
  "state": "New York"
}, {
  "city": "Dulles",
  "state": "Virginia"
}, {
  "city": "Johnstown",
  "state": "Pennsylvania"
}, {
  "city": "Bellevue",
  "state": "Washington"
}, {
  "city": "Allentown",
  "state": "Pennsylvania"
}, {
  "city": "Decatur",
  "state": "Georgia"
}, {
  "city": "High Point",
  "state": "North Carolina"
}, {
  "city": "Lynn",
  "state": "Massachusetts"
}, {
  "city": "London",
  "state": "Kentucky"
}, {
  "city": "Frederick",
  "state": "Maryland"
}, {
  "city": "Visalia",
  "state": "California"
}, {
  "city": "Utica",
  "state": "New York"
}, {
  "city": "Independence",
  "state": "Missouri"
}, {
  "city": "Murfreesboro",
  "state": "Tennessee"
}, {
  "city": "Portland",
  "state": "Maine"
}, {
  "city": "Springfield",
  "state": "Virginia"
}, {
  "city": "Grand Junction",
  "state": "Colorado"
}, {
  "city": "Ridgely",
  "state": "Maryland"
}, {
  "city": "Humble",
  "state": "Texas"
}, {
  "city": "Schenectady",
  "state": "New York"
}, {
  "city": "Jersey City",
  "state": "New Jersey"
}, {
  "city": "Morgantown",
  "state": "West Virginia"
}, {
  "city": "Mountain View",
  "state": "California"
}, {
  "city": "Appleton",
  "state": "Wisconsin"
}, {
  "city": "Palatine",
  "state": "Illinois"
}, {
  "city": "Delray Beach",
  "state": "Florida"
}, {
  "city": "Hayward",
  "state": "California"
}, {
  "city": "Galveston",
  "state": "Texas"
}, {
  "city": "Homestead",
  "state": "Florida"
}, {
  "city": "Falls Church",
  "state": "Virginia"
}, {
  "city": "Hamilton",
  "state": "Ohio"
}, {
  "city": "Grand Forks",
  "state": "North Dakota"
}, {
  "city": "Beaufort",
  "state": "South Carolina"
}, {
  "city": "Bozeman",
  "state": "Montana"
}, {
  "city": "Farmington",
  "state": "Michigan"
}, {
  "city": "Woburn",
  "state": "Massachusetts"
}]
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