{
  "customers": [
    {
      "id": 1,
      "first_name": "Lucas",
      "last_name": "Baker",
      "email": "lucas.baker@example.org",
      "signup_date": "2021-01-12"
    },
    {
      "id": 2,
      "first_name": "Ruby",
      "last_name": "Costa",
      "email": "ruby.costa@example.net",
      "signup_date": "2023-10-27"
    },
    {
      "id": 3,
      "first_name": "Ana",
      "last_name": "Demir",
      "email": "ana.demir@example.org",
      "signup_date": "2022-11-11"
    },
    {
      "id": 4,
      "first_name": "Carlos",
      "last_name": "Demir",
      "email": "carlos.demir@example.net",
      "signup_date": "2022-05-11"
    },
    {
      "id": 5,
      "first_name": "Ines",
      "last_name": "Kumar",
      "email": "ines.kumar@example.com",
      "signup_date": "2023-08-31"
    },
    {
      "id": 6,
      "first_name": "Rafael",
      "last_name": "Patel",
      "email": "rafael.patel@example.com",
      "signup_date": "2022-02-23"
    },
    {
      "id": 7,
      "first_name": "Yara",
      "last_name": "Reyes",
      "email": "yara.reyes@example.com",
      "signup_date": "2022-11-25"
    },
    {
      "id": 8,
      "first_name": "Ravi",
      "last_name": "Singh",
      "email": "ravi.singh@example.org",
      "signup_date": "2022-04-16"
    },
    {
      "id": 9,
      "first_name": "Lucas",
      "last_name": "Miller",
      "email": "lucas.miller@example.com",
      "signup_date": "2022-05-06"
    },
    {
      "id": 10,
      "first_name": "Hugo",
      "last_name": "Mendes",
      "email": "hugo.mendes@example.org",
      "signup_date": "2023-04-07"
    },
    {
      "id": 11,
      "first_name": "Theo",
      "last_name": "Ali",
      "email": "theo.ali@example.org",
      "signup_date": "2022-10-12"
    },
    {
      "id": 12,
      "first_name": "Maria",
      "last_name": "Hansen",
      "email": "maria.hansen@example.com",
      "signup_date": "2023-11-16"
    },
    {
      "id": 13,
      "first_name": "Tomas",
      "last_name": "Demir",
      "email": "tomas.demir@example.net",
      "signup_date": "2023-07-20"
    },
    {
      "id": 14,
      "first_name": "Anna",
      "last_name": "Larsen",
      "email": "anna.larsen@example.org",
      "signup_date": "2023-07-24"
    },
    {
      "id": 15,
      "first_name": "Fatima",
      "last_name": "Yilmaz",
      "email": "fatima.yilmaz@example.com",
      "signup_date": "2020-03-30"
    },
    {
      "id": 16,
      "first_name": "Zara",
      "last_name": "Khan",
      "email": "zara.khan@example.org",
      "signup_date": "2023-05-05"
    },
    {
      "id": 17,
      "first_name": "Elena",
      "last_name": "Weber",
      "email": "elena.weber@example.net",
      "signup_date": "2023-11-26"
    },
    {
      "id": 18,
      "first_name": "Rosa",
      "last_name": "Hansen",
      "email": "rosa.hansen@example.org",
      "signup_date": "2021-05-16"
    },
    {
      "id": 19,
      "first_name": "Grace",
      "last_name": "Taylor",
      "email": "grace.taylor@example.net",
      "signup_date": "2023-04-09"
    },
    {
      "id": 20,
      "first_name": "Sven",
      "last_name": "Mendes",
      "email": "sven.mendes@example.org",
      "signup_date": "2022-03-01"
    },
    {
      "id": 21,
      "first_name": "Victor",
      "last_name": "Demir",
      "email": "victor.demir@example.org",
      "signup_date": "2023-09-20"
    },
    {
      "id": 22,
      "first_name": "Zara",
      "last_name": "Klein",
      "email": "zara.klein@example.org",
      "signup_date": "2020-12-13"
    },
    {
      "id": 23,
      "first_name": "Amir",
      "last_name": "Bennett",
      "email": "amir.bennett@example.com",
      "signup_date": "2022-12-16"
    },
    {
      "id": 24,
      "first_name": "Tariq",
      "last_name": "Nguyen",
      "email": "tariq.nguyen@example.com",
      "signup_date": "2021-11-14"
    },
    {
      "id": 25,
      "first_name": "Jonas",
      "last_name": "Davis",
      "email": "jonas.davis@example.net",
      "signup_date": "2021-05-16"
    },
    {
      "id": 26,
      "first_name": "Mei",
      "last_name": "Martin",
      "email": "mei.martin@example.net",
      "signup_date": "2023-09-27"
    },
    {
      "id": 27,
      "first_name": "Tariq",
      "last_name": "Kowalski",
      "email": "tariq.kowalski@example.net",
      "signup_date": "2022-03-18"
    },
    {
      "id": 28,
      "first_name": "Nour",
      "last_name": "Miller",
      "email": "nour.miller@example.org",
      "signup_date": "2023-10-30"
    },
    {
      "id": 29,
      "first_name": "Ben",
      "last_name": "Yilmaz",
      "email": "ben.yilmaz@example.net",
      "signup_date": "2021-05-14"
    },
    {
      "id": 30,
      "first_name": "Elena",
      "last_name": "Brown",
      "email": "elena.brown@example.org",
      "signup_date": "2023-08-01"
    },
    {
      "id": 31,
      "first_name": "Ibrahim",
      "last_name": "Bauer",
      "email": "ibrahim.bauer@example.org",
      "signup_date": "2022-08-06"
    },
    {
      "id": 32,
      "first_name": "Nina",
      "last_name": "Bennett",
      "email": "nina.bennett@example.org",
      "signup_date": "2022-11-25"
    },
    {
      "id": 33,
      "first_name": "Deniz",
      "last_name": "Andersen",
      "email": "deniz.andersen@example.com",
      "signup_date": "2021-07-16"
    },
    {
      "id": 34,
      "first_name": "Jade",
      "last_name": "Nakamura",
      "email": "jade.nakamura@example.org",
      "signup_date": "2022-07-10"
    },
    {
      "id": 35,
      "first_name": "Uma",
      "last_name": "Castro",
      "email": "uma.castro@example.org",
      "signup_date": "2020-06-07"
    },
    {
      "id": 36,
      "first_name": "Liam",
      "last_name": "Ahmed",
      "email": "liam.ahmed@example.com",
      "signup_date": "2023-10-17"
    },
    {
      "id": 37,
      "first_name": "Ivan",
      "last_name": "Rossi",
      "email": "ivan.rossi@example.com",
      "signup_date": "2023-08-22"
    },
    {
      "id": 38,
      "first_name": "Sam",
      "last_name": "Weber",
      "email": "sam.weber@example.net",
      "signup_date": "2020-02-26"
    },
    {
      "id": 39,
      "first_name": "Oscar",
      "last_name": "Kaya",
      "email": "oscar.kaya@example.org",
      "signup_date": "2022-02-18"
    },
    {
      "id": 40,
      "first_name": "Carlos",
      "last_name": "Baker",
      "email": "carlos.baker@example.com",
      "signup_date": "2021-03-19"
    },
    {
      "id": 41,
      "first_name": "Mateo",
      "last_name": "Wilson",
      "email": "mateo.wilson@example.com",
      "signup_date": "2023-11-07"
    },
    {
      "id": 42,
      "first_name": "Theo",
      "last_name": "Bennett",
      "email": "theo.bennett@example.net",
      "signup_date": "2021-06-01"
    },
    {
      "id": 43,
      "first_name": "Tariq",
      "last_name": "Adams",
      "email": "tariq.adams@example.com",
      "signup_date": "2020-03-21"
    },
    {
      "id": 44,
      "first_name": "Jack",
      "last_name": "Sousa",
      "email": "jack.sousa@example.com",
      "signup_date": "2023-05-10"
    },
    {
      "id": 45,
      "first_name": "Nadia",
      "last_name": "Brown",
      "email": "nadia.brown@example.com",
      "signup_date": "2022-08-26"
    },
    {
      "id": 46,
      "first_name": "Omar",
      "last_name": "Dubois",
      "email": "omar.dubois@example.com",
      "signup_date": "2021-09-12"
    },
    {
      "id": 47,
      "first_name": "Nina",
      "last_name": "Jensen",
      "email": "nina.jensen@example.net",
      "signup_date": "2023-06-25"
    },
    {
      "id": 48,
      "first_name": "Sofia",
      "last_name": "Andersen",
      "email": "sofia.andersen@example.org",
      "signup_date": "2022-01-28"
    },
    {
      "id": 49,
      "first_name": "Leo",
      "last_name": "Shah",
      "email": "leo.shah@example.net",
      "signup_date": "2021-06-04"
    },
    {
      "id": 50,
      "first_name": "David",
      "last_name": "Patel",
      "email": "david.patel@example.net",
      "signup_date": "2020-08-26"
    },
    {
      "id": 51,
      "first_name": "Isaac",
      "last_name": "Hughes",
      "email": "isaac.hughes@example.com",
      "signup_date": "2023-12-14"
    },
    {
      "id": 52,
      "first_name": "Carla",
      "last_name": "Kim",
      "email": "carla.kim@example.org",
      "signup_date": "2023-01-21"
    },
    {
      "id": 53,
      "first_name": "Elif",
      "last_name": "Hoffmann",
      "email": "elif.hoffmann@example.org",
      "signup_date": "2020-04-23"
    },
    {
      "id": 54,
      "first_name": "Ruby",
      "last_name": "Schmidt",
      "email": "ruby.schmidt@example.net",
      "signup_date": "2022-10-05"
    },
    {
      "id": 55,
      "first_name": "Yara",
      "last_name": "Moreau",
      "email": "yara.moreau@example.org",
      "signup_date": "2020-08-05"
    },
    {
      "id": 56,
      "first_name": "Isaac",
      "last_name": "Park",
      "email": "isaac.park@example.org",
      "signup_date": "2023-05-04"
    },
    {
      "id": 57,
      "first_name": "Rafael",
      "last_name": "Fischer",
      "email": "rafael.fischer@example.com",
      "signup_date": "2020-09-13"
    },
    {
      "id": 58,
      "first_name": "Hana",
      "last_name": "Klein",
      "email": "hana.klein@example.com",
      "signup_date": "2021-02-26"
    },
    {
      "id": 59,
      "first_name": "Pedro",
      "last_name": "Carter",
      "email": "pedro.carter@example.com",
      "signup_date": "2021-12-29"
    },
    {
      "id": 60,
      "first_name": "Jonas",
      "last_name": "Bauer",
      "email": "jonas.bauer@example.com",
      "signup_date": "2020-07-10"
    },
    {
      "id": 61,
      "first_name": "Sara",
      "last_name": "Kowalski",
      "email": "sara.kowalski@example.com",
      "signup_date": "2023-06-28"
    },
    {
      "id": 62,
      "first_name": "Nina",
      "last_name": "Andersen",
      "email": "nina.andersen@example.com",
      "signup_date": "2020-03-25"
    },
    {
      "id": 63,
      "first_name": "Carla",
      "last_name": "Becker",
      "email": "carla.becker@example.net",
      "signup_date": "2023-12-21"
    },
    {
      "id": 64,
      "first_name": "Julia",
      "last_name": "Wilson",
      "email": "julia.wilson@example.net",
      "signup_date": "2022-01-09"
    },
    {
      "id": 65,
      "first_name": "Deniz",
      "last_name": "Martin",
      "email": "deniz.martin@example.org",
      "signup_date": "2022-08-07"
    },
    {
      "id": 66,
      "first_name": "Liam",
      "last_name": "Jansen",
      "email": "liam.jansen@example.com",
      "signup_date": "2021-12-18"
    },
    {
      "id": 67,
      "first_name": "Marco",
      "last_name": "Nguyen",
      "email": "marco.nguyen@example.net",
      "signup_date": "2020-01-18"
    },
    {
      "id": 68,
      "first_name": "Laura",
      "last_name": "Johnson",
      "email": "laura.johnson@example.com",
      "signup_date": "2023-09-06"
    },
    {
      "id": 69,
      "first_name": "Oscar",
      "last_name": "Young",
      "email": "oscar.young@example.org",
      "signup_date": "2022-09-04"
    },
    {
      "id": 70,
      "first_name": "Mila",
      "last_name": "Mendes",
      "email": "mila.mendes@example.com",
      "signup_date": "2022-04-11"
    },
    {
      "id": 71,
      "first_name": "Arjun",
      "last_name": "Meyer",
      "email": "arjun.meyer@example.com",
      "signup_date": "2023-06-11"
    },
    {
      "id": 72,
      "first_name": "Carla",
      "last_name": "Shah",
      "email": "carla.shah@example.net",
      "signup_date": "2021-11-16"
    },
    {
      "id": 73,
      "first_name": "James",
      "last_name": "Klein",
      "email": "james.klein@example.org",
      "signup_date": "2021-02-23"
    },
    {
      "id": 74,
      "first_name": "Karim",
      "last_name": "Nguyen",
      "email": "karim.nguyen@example.net",
      "signup_date": "2021-05-09"
    },
    {
      "id": 75,
      "first_name": "Leo",
      "last_name": "Young",
      "email": "leo.young@example.net",
      "signup_date": "2020-07-19"
    },
    {
      "id": 76,
      "first_name": "Chloe",
      "last_name": "Wagner",
      "email": "chloe.wagner@example.net",
      "signup_date": "2022-07-21"
    },
    {
      "id": 77,
      "first_name": "David",
      "last_name": "Kowalski",
      "email": "david.kowalski@example.com",
      "signup_date": "2021-09-24"
    },
    {
      "id": 78,
      "first_name": "Lena",
      "last_name": "Evans",
      "email": "lena.evans@example.com",
      "signup_date": "2023-06-14"
    },
    {
      "id": 79,
      "first_name": "Chen",
      "last_name": "Novak",
      "email": "chen.novak@example.com",
      "signup_date": "2022-02-11"
    },
    {
      "id": 80,
      "first_name": "Ruby",
      "last_name": "Evans",
      "email": "ruby.evans@example.com",
      "signup_date": "2022-12-13"
    },
    {
      "id": 81,
      "first_name": "Sven",
      "last_name": "Gupta",
      "email": "sven.gupta@example.com",
      "signup_date": "2023-09-22"
    },
    {
      "id": 82,
      "first_name": "David",
      "last_name": "Johnson",
      "email": "david.johnson@example.net",
      "signup_date": "2022-11-04"
    },
    {
      "id": 83,
      "first_name": "Zara",
      "last_name": "Lopez",
      "email": "zara.lopez@example.com",
      "signup_date": "2021-01-19"
    },
    {
      "id": 84,
      "first_name": "Theo",
      "last_name": "Chen",
      "email": "theo.chen@example.com",
      "signup_date": "2022-05-19"
    },
    {
      "id": 85,
      "first_name": "Chloe",
      "last_name": "Walker",
      "email": "chloe.walker@example.net",
      "signup_date": "2023-01-07"
    },
    {
      "id": 86,
      "first_name": "Rosa",
      "last_name": "Khan",
      "email": "rosa.khan@example.com",
      "signup_date": "2022-01-29"
    },
    {
      "id": 87,
      "first_name": "Sofia",
      "last_name": "Patel",
      "email": "sofia.patel@example.com",
      "signup_date": "2022-02-04"
    },
    {
      "id": 88,
      "first_name": "Ines",
      "last_name": "Khan",
      "email": "ines.khan@example.org",
      "signup_date": "2023-08-26"
    },
    {
      "id": 89,
      "first_name": "Deniz",
      "last_name": "Ibrahim",
      "email": "deniz.ibrahim@example.net",
      "signup_date": "2021-02-10"
    },
    {
      "id": 90,
      "first_name": "Ibrahim",
      "last_name": "Baker",
      "email": "ibrahim.baker@example.com",
      "signup_date": "2022-10-02"
    },
    {
      "id": 91,
      "first_name": "Victor",
      "last_name": "Adams",
      "email": "victor.adams@example.com",
      "signup_date": "2023-04-14"
    },
    {
      "id": 92,
      "first_name": "Ravi",
      "last_name": "Hansen",
      "email": "ravi.hansen@example.net",
      "signup_date": "2021-05-26"
    },
    {
      "id": 93,
      "first_name": "Paula",
      "last_name": "Wilson",
      "email": "paula.wilson@example.net",
      "signup_date": "2021-08-05"
    },
    {
      "id": 94,
      "first_name": "Karim",
      "last_name": "Sato",
      "email": "karim.sato@example.org",
      "signup_date": "2021-11-13"
    },
    {
      "id": 95,
      "first_name": "Andre",
      "last_name": "Hansen",
      "email": "andre.hansen@example.org",
      "signup_date": "2020-02-24"
    },
    {
      "id": 96,
      "first_name": "Grace",
      "last_name": "Kaya",
      "email": "grace.kaya@example.net",
      "signup_date": "2023-05-10"
    },
    {
      "id": 97,
      "first_name": "Chloe",
      "last_name": "Carter",
      "email": "chloe.carter@example.com",
      "signup_date": "2020-04-12"
    },
    {
      "id": 98,
      "first_name": "Carla",
      "last_name": "Gupta",
      "email": "carla.gupta@example.net",
      "signup_date": "2023-08-15"
    },
    {
      "id": 99,
      "first_name": "Mia",
      "last_name": "Young",
      "email": "mia.young@example.net",
      "signup_date": "2020-08-04"
    },
    {
      "id": 100,
      "first_name": "Karim",
      "last_name": "Taylor",
      "email": "karim.taylor@example.com",
      "signup_date": "2023-05-17"
    },
    {
      "id": 101,
      "first_name": "Priya",
      "last_name": "Lopez",
      "email": "priya.lopez@example.com",
      "signup_date": "2023-08-25"
    },
    {
      "id": 102,
      "first_name": "Wei",
      "last_name": "Meyer",
      "email": "wei.meyer@example.net",
      "signup_date": "2021-09-11"
    },
    {
      "id": 103,
      "first_name": "Ethan",
      "last_name": "Yilmaz",
      "email": "ethan.yilmaz@example.org",
      "signup_date": "2022-10-22"
    },
    {
      "id": 104,
      "first_name": "Uma",
      "last_name": "Garcia",
      "email": "uma.garcia@example.org",
      "signup_date": "2023-05-09"
    },
    {
      "id": 105,
      "first_name": "Deniz",
      "last_name": "Tanaka",
      "email": "deniz.tanaka@example.net",
      "signup_date": "2021-10-04"
    },
    {
      "id": 106,
      "first_name": "Ivan",
      "last_name": "Flores",
      "email": "ivan.flores@example.org",
      "signup_date": "2022-11-03"
    },
    {
      "id": 107,
      "first_name": "Ines",
      "last_name": "Nakamura",
      "email": "ines.nakamura@example.org",
      "signup_date": "2023-09-09"
    },
    {
      "id": 108,
      "first_name": "Felix",
      "last_name": "Patel",
      "email": "felix.patel@example.net",
      "signup_date": "2021-03-24"
    },
    {
      "id": 109,
      "first_name": "Wei",
      "last_name": "Hansen",
      "email": "wei.hansen@example.net",
      "signup_date": "2023-02-15"
    },
    {
      "id": 110,
      "first_name": "Theo",
      "last_name": "Oliveira",
      "email": "theo.oliveira@example.net",
      "signup_date": "2022-06-02"
    },
    {
      "id": 111,
      "first_name": "Julia",
      "last_name": "Patel",
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