{
  "customers": [
    {
      "id": 1,
      "first_name": "Adolph",
      "last_name": "Larson",
      "email": "adolph.larson@example.net",
      "city": "New York",
      "registered_on": "2019-07-21"
    },
    {
      "id": 2,
      "first_name": "Faustino",
      "last_name": "Kuhn",
      "email": "faustino.kuhn54@example.org",
      "city": "Chicago",
      "registered_on": "2023-02-02"
    },
    {
      "id": 3,
      "first_name": "Geraldine",
      "last_name": "Beatty",
      "email": "geraldine_beatty@example.com",
      "city": "Detroit",
      "registered_on": "2025-11-04"
    },
    {
      "id": 4,
      "first_name": "Julien",
      "last_name": "Gutmann",
      "email": "julien_gutmann96@example.net",
      "city": "Phoenix",
      "registered_on": "2020-04-02"
    },
    {
      "id": 5,
      "first_name": "Anderson",
      "last_name": "Corwin",
      "email": "anderson.corwin40@example.com",
      "city": "Portland",
      "registered_on": "2020-09-03"
    },
    {
      "id": 6,
      "first_name": "Judd",
      "last_name": "Hauck",
      "email": "judd.hauck90@example.net",
      "city": "Los Angeles",
      "registered_on": "2025-08-14"
    },
    {
      "id": 7,
      "first_name": "Amanda",
      "last_name": "McKenzie",
      "email": "amanda_mckenzie34@example.com",
      "city": "Chicago",
      "registered_on": "2024-05-28"
    },
    {
      "id": 8,
      "first_name": "Jerel",
      "last_name": "Abbott",
      "email": "jerel_abbott63@example.com",
      "city": "Chicago",
      "registered_on": "2025-01-24"
    },
    {
      "id": 9,
      "first_name": "Raul",
      "last_name": "Gerlach",
      "email": "raul_gerlach@example.com",
      "city": "San Francisco",
      "registered_on": "2020-07-23"
    },
    {
      "id": 10,
      "first_name": "Magnolia",
      "last_name": "Rutherford",
      "email": "magnolia_rutherford@example.com",
      "city": "Philadelphia",
      "registered_on": "2019-11-03"
    },
    {
      "id": 11,
      "first_name": "Daisy",
      "last_name": "Hodkiewicz",
      "email": "daisy.hodkiewicz@example.com",
      "city": "Denver",
      "registered_on": "2022-05-18"
    },
    {
      "id": 12,
      "first_name": "Carlie",
      "last_name": "Romaguera",
      "email": "carlie.romaguera@example.org",
      "city": "Los Angeles",
      "registered_on": "2024-01-19"
    },
    {
      "id": 13,
      "first_name": "Taylor",
      "last_name": "Kulas",
      "email": "taylor.kulas18@example.com",
      "city": "Portland",
      "registered_on": "2025-11-08"
    },
    {
      "id": 14,
      "first_name": "Fay",
      "last_name": "Rogahn",
      "email": "fay_rogahn@example.com",
      "city": "New York",
      "registered_on": "2019-12-06"
    },
    {
      "id": 15,
      "first_name": "Alexys",
      "last_name": "Murphy",
      "email": "alexys_murphy69@example.com",
      "city": "Los Angeles",
      "registered_on": "2020-11-16"
    },
    {
      "id": 16,
      "first_name": "Freeman",
      "last_name": "Little",
      "email": "freeman_little@example.com",
      "city": "Houston",
      "registered_on": "2025-05-10"
    },
    {
      "id": 17,
      "first_name": "Linnie",
      "last_name": "Spinka",
      "email": "linnie.spinka@example.com",
      "city": "Boston",
      "registered_on": "2025-09-11"
    },
    {
      "id": 18,
      "first_name": "Rupert",
      "last_name": "Sauer",
      "email": "rupert_sauer12@example.org",
      "city": "Los Angeles",
      "registered_on": "2023-09-10"
    },
    {
      "id": 19,
      "first_name": "Mariane",
      "last_name": "Rutherford",
      "email": "mariane.rutherford91@example.net",
      "city": "Los Angeles",
      "registered_on": "2021-02-19"
    },
    {
      "id": 20,
      "first_name": "Oren",
      "last_name": "Gorczany",
      "email": "oren.gorczany7@example.org",
      "city": "San Antonio",
      "registered_on": "2025-03-09"
    },
    {
      "id": 21,
      "first_name": "Hilton",
      "last_name": "Kohler",
      "email": "hilton.kohler30@example.com",
      "city": "Houston",
      "registered_on": "2021-06-11"
    },
    {
      "id": 22,
      "first_name": "Tania",
      "last_name": "Johns",
      "email": "tania.johns53@example.net",
      "city": "New York",
      "registered_on": "2024-08-02"
    },
    {
      "id": 23,
      "first_name": "Shanny",
      "last_name": "Bartell",
      "email": "shanny_bartell86@example.com",
      "city": "Dallas",
      "registered_on": "2023-03-21"
    },
    {
      "id": 24,
      "first_name": "Myles",
      "last_name": "Prosacco",
      "email": "myles_prosacco29@example.org",
      "city": "Los Angeles",
      "registered_on": "2025-06-02"
    },
    {
      "id": 25,
      "first_name": "Trycia",
      "last_name": "Keebler",
      "email": "trycia.keebler@example.org",
      "city": "Los Angeles",
      "registered_on": "2020-07-05"
    },
    {
      "id": 26,
      "first_name": "Cynthia",
      "last_name": "Tremblay",
      "email": "cynthia.tremblay@example.net",
      "city": "San Diego",
      "registered_on": "2020-10-17"
    },
    {
      "id": 27,
      "first_name": "Curt",
      "last_name": "Brekke",
      "email": "curt.brekke@example.org",
      "city": "Chicago",
      "registered_on": "2024-04-27"
    },
    {
      "id": 28,
      "first_name": "Amina",
      "last_name": "Wunsch",
      "email": "amina_wunsch@example.org",
      "city": "Atlanta",
      "registered_on": "2020-03-29"
    },
    {
      "id": 29,
      "first_name": "Cristian",
      "last_name": "Rowe",
      "email": "cristian_rowe@example.org",
      "city": "Los Angeles",
      "registered_on": "2025-05-08"
    },
    {
      "id": 30,
      "first_name": "Regan",
      "last_name": "McLaughlin",
      "email": "regan_mclaughlin@example.org",
      "city": "Phoenix",
      "registered_on": "2019-09-13"
    },
    {
      "id": 31,
      "first_name": "Dillon",
      "last_name": "Pfannerstill",
      "email": "dillon.pfannerstill@example.net",
      "city": "Phoenix",
      "registered_on": "2021-05-07"
    },
    {
      "id": 32,
      "first_name": "Zion",
      "last_name": "Breitenberg",
      "email": "zion.breitenberg@example.org",
      "city": "Chicago",
      "registered_on": "2025-09-16"
    },
    {
      "id": 33,
      "first_name": "Imelda",
      "last_name": "Rohan",
      "email": "imelda.rohan12@example.org",
      "city": "Dallas",
      "registered_on": "2025-10-02"
    },
    {
      "id": 34,
      "first_name": "Sarina",
      "last_name": "Leuschke",
      "email": "sarina.leuschke@example.org",
      "city": "Los Angeles",
      "registered_on": "2019-11-09"
    },
    {
      "id": 35,
      "first_name": "Nadia",
      "last_name": "Lehner",
      "email": "nadia.lehner83@example.com",
      "city": "Phoenix",
      "registered_on": "2023-08-26"
    },
    {
      "id": 36,
      "first_name": "Micaela",
      "last_name": "Zboncak",
      "email": "micaela.zboncak@example.com",
      "city": "New York",
      "registered_on": "2021-02-08"
    },
    {
      "id": 37,
      "first_name": "Ofelia",
      "last_name": "Koss",
      "email": "ofelia.koss82@example.org",
      "city": "Detroit",
      "registered_on": "2022-12-13"
    },
    {
      "id": 38,
      "first_name": "Joelle",
      "last_name": "Robel",
      "email": "joelle.robel0@example.com",
      "city": "Los Angeles",
      "registered_on": "2022-07-12"
    },
    {
      "id": 39,
      "first_name": "Calista",
      "last_name": "Nicolas",
      "email": "calista.nicolas@example.org",
      "city": "New York",
      "registered_on": "2019-03-29"
    },
    {
      "id": 40,
      "first_name": "Kara",
      "last_name": "Herman-Terry",
      "email": "kara_herman-terry@example.net",
      "city": "Salt Lake City",
      "registered_on": "2023-11-01"
    },
    {
      "id": 41,
      "first_name": "Nora",
      "last_name": "Bosco",
      "email": "nora.bosco65@example.org",
      "city": "Miami",
      "registered_on": "2022-07-21"
    },
    {
      "id": 42,
      "first_name": "Margarett",
      "last_name": "Feeney",
      "email": "margarett.feeney@example.com",
      "city": "New York",
      "registered_on": "2022-09-13"
    },
    {
      "id": 43,
      "first_name": "Regan",
      "last_name": "Bergstrom-Gorczany",
      "email": "regan.bergstrom-gorczany53@example.net",
      "city": "Los Angeles",
      "registered_on": "2019-11-18"
    },
    {
      "id": 44,
      "first_name": "Tyree",
      "last_name": "Tremblay",
      "email": "tyree_tremblay82@example.net",
      "city": "San Diego",
      "registered_on": "2022-11-04"
    },
    {
      "id": 45,
      "first_name": "Katarina",
      "last_name": "Thiel",
      "email": "katarina.thiel@example.net",
      "city": "San Francisco",
      "registered_on": "2025-03-11"
    },
    {
      "id": 46,
      "first_name": "Carissa",
      "last_name": "Borer",
      "email": "carissa.borer91@example.net",
      "city": "New York",
      "registered_on": "2020-05-02"
    },
    {
      "id": 47,
      "first_name": "Marcellus",
      "last_name": "Von",
      "email": "marcellus.von20@example.net",
      "city": "New York",
      "registered_on": "2022-04-10"
    },
    {
      "id": 48,
      "first_name": "Adeline",
      "last_name": "Hyatt",
      "email": "adeline.hyatt@example.org",
      "city": "Chicago",
      "registered_on": "2022-04-19"
    },
    {
      "id": 49,
      "first_name": "Harvey",
      "last_name": "Smitham",
      "email": "harvey_smitham57@example.org",
      "city": "San Antonio",
      "registered_on": "2023-02-02"
    },
    {
      "id": 50,
      "first_name": "Wyman",
      "last_name": "O'Hara",
      "email": "wyman.ohara53@example.com",
      "city": "Denver",
      "registered_on": "2025-05-12"
    },
    {
      "id": 51,
      "first_name": "Kyleigh",
      "last_name": "Blanda",
      "email": "kyleigh_blanda@example.org",
      "city": "Seattle",
      "registered_on": "2019-09-11"
    },
    {
      "id": 52,
      "first_name": "Wyatt",
      "last_name": "Borer",
      "email": "wyatt.borer79@example.com",
      "city": "Boston",
      "registered_on": "2022-06-05"
    },
    {
      "id": 53,
      "first_name": "Rigoberto",
      "last_name": "Marvin",
      "email": "rigoberto_marvin@example.org",
      "city": "Los Angeles",
      "registered_on": "2019-06-27"
    },
    {
      "id": 54,
      "first_name": "Marie",
      "last_name": "McClure",
      "email": "marie.mcclure9@example.com",
      "city": "New York",
      "registered_on": "2020-02-11"
    },
    {
      "id": 55,
      "first_name": "Alva",
      "last_name": "Koelpin",
      "email": "alva.koelpin@example.net",
      "city": "Denver",
      "registered_on": "2022-10-05"
    },
    {
      "id": 56,
      "first_name": "Shaniya",
      "last_name": "Cassin",
      "email": "shaniya_cassin@example.org",
      "city": "New York",
      "registered_on": "2023-11-06"
    },
    {
      "id": 57,
      "first_name": "Terrance",
      "last_name": "Green",
      "email": "terrance.green@example.net",
      "city": "Chicago",
      "registered_on": "2022-02-03"
    },
    {
      "id": 58,
      "first_name": "Maximus",
      "last_name": "Oberbrunner",
      "email": "maximus_oberbrunner14@example.com",
      "city": "Phoenix",
      "registered_on": "2024-02-04"
    },
    {
      "id": 59,
      "first_name": "Maya",
      "last_name": "Nienow",
      "email": "maya.nienow@example.com",
      "city": "New York",
      "registered_on": "2023-03-23"
    },
    {
      "id": 60,
      "first_name": "Cloyd",
      "last_name": "Miller",
      "email": "cloyd_miller55@example.org",
      "city": "Miami",
      "registered_on": "2024-07-23"
    },
    {
      "id": 61,
      "first_name": "Rodger",
      "last_name": "McCullough",
      "email": "rodger_mccullough30@example.com",
      "city": "Houston",
      "registered_on": "2024-01-04"
    },
    {
      "id": 62,
      "first_name": "Hattie",
      "last_name": "Pollich",
      "email": "hattie_pollich@example.net",
      "city": "Philadelphia",
      "registered_on": "2025-10-26"
    },
    {
      "id": 63,
      "first_name": "Graciela",
      "last_name": "Breitenberg",
      "email": "graciela_breitenberg@example.com",
      "city": "Detroit",
      "registered_on": "2024-04-11"
    },
    {
      "id": 64,
      "first_name": "Lou",
      "last_name": "Weissnat",
      "email": "lou.weissnat@example.org",
      "city": "Los Angeles",
      "registered_on": "2025-08-16"
    },
    {
      "id": 65,
      "first_name": "Jazmyne",
      "last_name": "Daniel",
      "email": "jazmyne.daniel@example.com",
      "city": "Detroit",
      "registered_on": "2022-02-25"
    },
    {
      "id": 66,
      "first_name": "Madyson",
      "last_name": "Bayer",
      "email": "madyson_bayer99@example.com",
      "city": "Los Angeles",
      "registered_on": "2025-07-25"
    },
    {
      "id": 67,
      "first_name": "Freida",
      "last_name": "Franecki-Rolfson",
      "email": "freida_franecki-rolfson75@example.com",
      "city": "Atlanta",
      "registered_on": "2020-05-14"
    },
    {
      "id": 68,
      "first_name": "Kayli",
      "last_name": "Rogahn",
      "email": "kayli_rogahn2@example.net",
      "city": "New York",
      "registered_on": "2019-07-30"
    },
    {
      "id": 69,
      "first_name": "Rusty",
      "last_name": "Christiansen",
      "email": "rusty_christiansen@example.net",
      "city": "Detroit",
      "registered_on": "2019-05-11"
    },
    {
      "id": 70,
      "first_name": "Ethan",
      "last_name": "Goodwin",
      "email": "ethan_goodwin@example.org",
      "city": "Chicago",
      "registered_on": "2022-10-03"
    },
    {
      "id": 71,
      "first_name": "Wendy",
      "last_name": "Schamberger",
      "email": "wendy.schamberger@example.org",
      "city": "Atlanta",
      "registered_on": "2020-12-02"
    },
    {
      "id": 72,
      "first_name": "Miller",
      "last_name": "Gerlach",
      "email": "miller_gerlach@example.com",
      "city": "New York",
      "registered_on": "2023-05-11"
    },
    {
      "id": 73,
      "first_name": "Rolando",
      "last_name": "Blanda",
      "email": "rolando_blanda81@example.org",
      "city": "Detroit",
      "registered_on": "2023-08-31"
    },
    {
      "id": 74,
      "first_name": "Kaci",
      "last_name": "Nitzsche",
      "email": "kaci_nitzsche41@example.net",
      "city": "Salt Lake City",
      "registered_on": "2020-07-08"
    },
    {
      "id": 75,
      "first_name": "Dawson",
      "last_name": "Thompson",
      "email": "dawson.thompson92@example.org",
      "city": "Denver",
      "registered_on": "2022-09-29"
    },
    {
      "id": 76,
      "first_name": "Shanie",
      "last_name": "Jerde",
      "email": "shanie.jerde28@example.net",
      "city": "Los Angeles",
      "registered_on": "2025-08-07"
    },
    {
      "id": 77,
      "first_name": "Owen",
      "last_name": "Prohaska",
      "email": "owen_prohaska@example.com",
      "city": "New York",
      "registered_on": "2025-08-03"
    },
    {
      "id": 78,
      "first_name": "Jocelyn",
      "last_name": "Koelpin",
      "email": "jocelyn_koelpin86@example.com",
      "city": "Houston",
      "registered_on": "2024-12-08"
    },
    {
      "id": 79,
      "first_name": "Felipe",
      "last_name": "Glover",
      "email": "felipe_glover@example.com",
      "city": "New York",
      "registered_on": "2019-05-20"
    },
    {
      "id": 80,
      "first_name": "Whitney",
      "last_name": "Lynch",
      "email": "whitney_lynch@example.net",
      "city": "Seattle",
      "registered_on": "2021-10-22"
    },
    {
      "id": 81,
      "first_name": "Chyna",
      "last_name": "Rowe",
      "email": "chyna.rowe@example.org",
      "city": "Houston",
      "registered_on": "2023-10-07"
    },
    {
      "id": 82,
      "first_name": "Laila",
      "last_name": "Stark",
      "email": "laila.stark@example.org",
      "city": "Phoenix",
      "registered_on": "2025-06-25"
    },
    {
      "id": 83,
      "first_name": "Mariela",
      "last_name": "Balistreri",
      "email": "mariela_balistreri@example.com",
      "city": "Chicago",
      "registered_on": "2019-03-26"
    },
    {
      "id": 84,
      "first_name": "Mortimer",
      "last_name": "Gottlieb",
      "email": "mortimer_gottlieb@example.com",
      "city": "Boston",
      "registered_on": "2020-10-27"
    },
    {
      "id": 85,
      "first_name": "Zoe",
      "last_name": "Rau",
      "email": "zoe.rau37@example.org",
      "city": "Boston",
      "registered_on": "2024-12-02"
    },
    {
      "id": 86,
      "first_name": "Danny",
      "last_name": "Roob",
      "email": "danny.roob29@example.com",
      "city": "Chicago",
      "registered_on": "2024-07-31"
    },
    {
      "id": 87,
      "first_name": "Hershel",
      "last_name": "Hauck",
      "email": "hershel_hauck@example.org",
      "city": "Salt Lake City",
      "registered_on": "2024-09-28"
    },
    {
      "id": 88,
      "first_name": "Braulio",
      "last_name": "Bauch",
      "email": "braulio_bauch@example.net",
      "city": "Portland",
      "registered_on": "2023-12-04"
    },
    {
      "id": 89,
      "first_name": "Arlene",
      "last_name": "Haag",
      "email": "arlene_haag@example.net",
      "city": "Los Angeles",
      "registered_on": "2025-08-23"
    },
    {
      "id": 90,
      "first_name": "Nakia",
      "last_name": "Johnson",
      "email": "nakia.johnson@example.org",
      "city": "Atlanta",
      "registered_on": "2019-08-06"
    },
    {
      "id": 91,
      "first_name": "Shemar",
      "last_name": "Dicki",
      "email": "shemar.dicki@example.com",
      "city": "Portland",
      "registered_on": "2020-09-01"
    },
    {
      "id": 92,
      "first_name": "Clementina",
      "last_name": "Larson",
      "email": "clementina_larson60@example.com",
      "city": "Dallas",
      "registered_on": "2019-04-21"
    },
    {
      "id": 93,
      "first_name": "Lisandro",
      "last_name": "Deckow",
      "email": "lisandro_deckow@example.org",
      "city": "Los Angeles",
      "registered_on": "2024-11-24"
    },
    {
      "id": 94,
      "first_name": "Laurence",
      "last_name": "Von",
      "email": "laurence_von51@example.org",
      "city": "Seattle",
      "registered_on": "2020-07-13"
    },
    {
      "id": 95,
      "first_name": "Jeff",
      "last_name": "Ruecker-Harris",
      "email": "jeff_ruecker-harris@example.org",
      "city": "Charlotte",
      "registered_on": "2019-09-30"
    },
    {
      "id": 96,
      "first_name": "Jamar",
      "last_name": "Boehm",
      "email": "jamar_boehm@example.net",
      "city": "Charlotte",
      "registered_on": "2022-10-13"
    },
    {
      "id": 97,
      "first_name": "Christa",
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