{
  "customers": [
    {
      "id": 1,
      "first_name": "Chaya",
      "last_name": "Schmitt",
      "email": "chaya.schmitt@example.net",
      "signed_up_on": "2025-02-16"
    },
    {
      "id": 2,
      "first_name": "Celine",
      "last_name": "Olson",
      "email": "celine_olson56@example.net",
      "signed_up_on": "2025-05-28"
    },
    {
      "id": 3,
      "first_name": "Pearlie",
      "last_name": "Frami",
      "email": "pearlie_frami@example.com",
      "signed_up_on": "2025-03-02"
    },
    {
      "id": 4,
      "first_name": "Sage",
      "last_name": "Treutel",
      "email": "sage_treutel@example.com",
      "signed_up_on": "2025-01-14"
    },
    {
      "id": 5,
      "first_name": "Mona",
      "last_name": "Schaefer",
      "email": "mona.schaefer@example.com",
      "signed_up_on": "2025-01-29"
    },
    {
      "id": 6,
      "first_name": "Gust",
      "last_name": "Walter",
      "email": "gust_walter@example.org",
      "signed_up_on": "2025-05-02"
    },
    {
      "id": 7,
      "first_name": "Tania",
      "last_name": "Schulist",
      "email": "tania_schulist@example.org",
      "signed_up_on": "2025-05-14"
    },
    {
      "id": 8,
      "first_name": "Stewart",
      "last_name": "King",
      "email": "stewart.king@example.org",
      "signed_up_on": "2025-01-06"
    },
    {
      "id": 9,
      "first_name": "Maria",
      "last_name": "Gleason",
      "email": "maria_gleason64@example.org",
      "signed_up_on": "2025-05-24"
    },
    {
      "id": 10,
      "first_name": "Derick",
      "last_name": "Ebert",
      "email": "derick_ebert@example.net",
      "signed_up_on": "2025-01-21"
    },
    {
      "id": 11,
      "first_name": "Ada",
      "last_name": "Murphy",
      "email": "ada_murphy@example.net",
      "signed_up_on": "2025-01-10"
    },
    {
      "id": 12,
      "first_name": "Darion",
      "last_name": "Stiedemann",
      "email": "darion_stiedemann@example.com",
      "signed_up_on": "2025-04-12"
    },
    {
      "id": 13,
      "first_name": "Duane",
      "last_name": "Hilpert",
      "email": "duane_hilpert@example.net",
      "signed_up_on": "2025-05-14"
    },
    {
      "id": 14,
      "first_name": "Erick",
      "last_name": "Willms",
      "email": "erick.willms@example.net",
      "signed_up_on": "2025-04-02"
    },
    {
      "id": 15,
      "first_name": "Kamille",
      "last_name": "O'Keefe",
      "email": "kamille_okeefe26@example.net",
      "signed_up_on": "2025-05-08"
    },
    {
      "id": 16,
      "first_name": "Gertrude",
      "last_name": "Schoen",
      "email": "gertrude.schoen@example.net",
      "signed_up_on": "2025-04-02"
    },
    {
      "id": 17,
      "first_name": "Marietta",
      "last_name": "Conroy",
      "email": "marietta_conroy@example.com",
      "signed_up_on": "2025-01-24"
    },
    {
      "id": 18,
      "first_name": "Bryce",
      "last_name": "Schimmel",
      "email": "bryce.schimmel39@example.net",
      "signed_up_on": "2025-04-30"
    },
    {
      "id": 19,
      "first_name": "Lane",
      "last_name": "Weissnat-Schaden",
      "email": "lane_weissnat-schaden97@example.net",
      "signed_up_on": "2025-05-01"
    },
    {
      "id": 20,
      "first_name": "Terrill",
      "last_name": "Haag",
      "email": "terrill.haag93@example.org",
      "signed_up_on": "2025-03-22"
    },
    {
      "id": 21,
      "first_name": "Emily",
      "last_name": "DuBuque",
      "email": "emily_dubuque@example.net",
      "signed_up_on": "2025-05-04"
    },
    {
      "id": 22,
      "first_name": "Kavon",
      "last_name": "Rath",
      "email": "kavon_rath71@example.net",
      "signed_up_on": "2025-05-16"
    },
    {
      "id": 23,
      "first_name": "Claudie",
      "last_name": "Gulgowski",
      "email": "claudie.gulgowski11@example.net",
      "signed_up_on": "2025-02-07"
    },
    {
      "id": 24,
      "first_name": "Sharon",
      "last_name": "Kovacek",
      "email": "sharon_kovacek15@example.org",
      "signed_up_on": "2025-03-20"
    },
    {
      "id": 25,
      "first_name": "Cody",
      "last_name": "Runolfsson",
      "email": "cody_runolfsson@example.com",
      "signed_up_on": "2025-02-13"
    },
    {
      "id": 26,
      "first_name": "Romaine",
      "last_name": "Yost",
      "email": "romaine_yost@example.net",
      "signed_up_on": "2025-05-25"
    },
    {
      "id": 27,
      "first_name": "Constance",
      "last_name": "Hettinger",
      "email": "constance.hettinger@example.net",
      "signed_up_on": "2025-03-11"
    },
    {
      "id": 28,
      "first_name": "Quentin",
      "last_name": "Bailey",
      "email": "quentin_bailey64@example.com",
      "signed_up_on": "2025-03-03"
    },
    {
      "id": 29,
      "first_name": "Antonia",
      "last_name": "Runolfsson",
      "email": "antonia_runolfsson70@example.net",
      "signed_up_on": "2025-03-30"
    },
    {
      "id": 30,
      "first_name": "Stevie",
      "last_name": "Barton",
      "email": "stevie.barton@example.com",
      "signed_up_on": "2025-04-22"
    },
    {
      "id": 31,
      "first_name": "Kody",
      "last_name": "Rempel",
      "email": "kody_rempel76@example.org",
      "signed_up_on": "2025-05-27"
    },
    {
      "id": 32,
      "first_name": "Belle",
      "last_name": "Funk",
      "email": "belle.funk41@example.org",
      "signed_up_on": "2025-01-09"
    },
    {
      "id": 33,
      "first_name": "Dalton",
      "last_name": "Gislason",
      "email": "dalton_gislason33@example.org",
      "signed_up_on": "2025-02-03"
    },
    {
      "id": 34,
      "first_name": "Isaac",
      "last_name": "Marquardt",
      "email": "isaac.marquardt19@example.net",
      "signed_up_on": "2025-05-22"
    },
    {
      "id": 35,
      "first_name": "Lorna",
      "last_name": "Kuvalis",
      "email": "lorna.kuvalis@example.net",
      "signed_up_on": "2025-05-15"
    },
    {
      "id": 36,
      "first_name": "Maymie",
      "last_name": "Orn",
      "email": "maymie.orn@example.org",
      "signed_up_on": "2025-04-03"
    },
    {
      "id": 37,
      "first_name": "Candelario",
      "last_name": "Leffler",
      "email": "candelario_leffler@example.com",
      "signed_up_on": "2025-02-20"
    },
    {
      "id": 38,
      "first_name": "Marianne",
      "last_name": "Skiles",
      "email": "marianne.skiles@example.org",
      "signed_up_on": "2025-04-12"
    },
    {
      "id": 39,
      "first_name": "Ignacio",
      "last_name": "Satterfield",
      "email": "ignacio_satterfield96@example.org",
      "signed_up_on": "2025-04-08"
    },
    {
      "id": 40,
      "first_name": "Claudia",
      "last_name": "Purdy",
      "email": "claudia_purdy73@example.org",
      "signed_up_on": "2025-05-20"
    },
    {
      "id": 41,
      "first_name": "Evie",
      "last_name": "Crona",
      "email": "evie_crona@example.net",
      "signed_up_on": "2025-01-19"
    },
    {
      "id": 42,
      "first_name": "Maribel",
      "last_name": "Williamson",
      "email": "maribel.williamson@example.net",
      "signed_up_on": "2025-01-22"
    },
    {
      "id": 43,
      "first_name": "Elyssa",
      "last_name": "Brekke",
      "email": "elyssa_brekke91@example.org",
      "signed_up_on": "2025-02-07"
    },
    {
      "id": 44,
      "first_name": "Blanca",
      "last_name": "Schowalter",
      "email": "blanca.schowalter@example.com",
      "signed_up_on": "2025-04-16"
    },
    {
      "id": 45,
      "first_name": "Dakota",
      "last_name": "Hegmann",
      "email": "dakota.hegmann24@example.com",
      "signed_up_on": "2025-04-27"
    },
    {
      "id": 46,
      "first_name": "Merlin",
      "last_name": "Hodkiewicz",
      "email": "merlin_hodkiewicz@example.org",
      "signed_up_on": "2025-03-04"
    },
    {
      "id": 47,
      "first_name": "Boris",
      "last_name": "Towne",
      "email": "boris_towne60@example.org",
      "signed_up_on": "2025-03-29"
    },
    {
      "id": 48,
      "first_name": "Carroll",
      "last_name": "O'Conner",
      "email": "carroll.oconner87@example.org",
      "signed_up_on": "2025-03-12"
    },
    {
      "id": 49,
      "first_name": "Burdette",
      "last_name": "Turner",
      "email": "burdette.turner8@example.com",
      "signed_up_on": "2025-03-31"
    },
    {
      "id": 50,
      "first_name": "Pierre",
      "last_name": "Von",
      "email": "pierre_von@example.com",
      "signed_up_on": "2025-05-08"
    },
    {
      "id": 51,
      "first_name": "Kristine",
      "last_name": "McGlynn",
      "email": "kristine_mcglynn@example.net",
      "signed_up_on": "2025-05-07"
    },
    {
      "id": 52,
      "first_name": "Hildegard",
      "last_name": "Lueilwitz",
      "email": "hildegard.lueilwitz92@example.com",
      "signed_up_on": "2025-01-15"
    },
    {
      "id": 53,
      "first_name": "Newell",
      "last_name": "Mills",
      "email": "newell.mills93@example.org",
      "signed_up_on": "2025-01-16"
    },
    {
      "id": 54,
      "first_name": "Aiden",
      "last_name": "Breitenberg",
      "email": "aiden_breitenberg55@example.net",
      "signed_up_on": "2025-02-20"
    },
    {
      "id": 55,
      "first_name": "Harvey",
      "last_name": "Herman-Rempel",
      "email": "harvey_herman-rempel8@example.com",
      "signed_up_on": "2025-05-17"
    },
    {
      "id": 56,
      "first_name": "Gregoria",
      "last_name": "Rodriguez",
      "email": "gregoria.rodriguez@example.net",
      "signed_up_on": "2025-05-30"
    },
    {
      "id": 57,
      "first_name": "Demario",
      "last_name": "Jacobs",
      "email": "demario.jacobs39@example.net",
      "signed_up_on": "2025-02-18"
    },
    {
      "id": 58,
      "first_name": "Jacob",
      "last_name": "Gulgowski",
      "email": "jacob_gulgowski94@example.net",
      "signed_up_on": "2025-02-28"
    },
    {
      "id": 59,
      "first_name": "Spencer",
      "last_name": "Fisher",
      "email": "spencer_fisher16@example.net",
      "signed_up_on": "2025-04-02"
    },
    {
      "id": 60,
      "first_name": "Jailyn",
      "last_name": "Johnson",
      "email": "jailyn_johnson@example.org",
      "signed_up_on": "2025-02-21"
    },
    {
      "id": 61,
      "first_name": "Felipa",
      "last_name": "Corkery",
      "email": "felipa.corkery@example.net",
      "signed_up_on": "2025-02-03"
    },
    {
      "id": 62,
      "first_name": "Loraine",
      "last_name": "Jacobi",
      "email": "loraine_jacobi@example.org",
      "signed_up_on": "2025-01-07"
    },
    {
      "id": 63,
      "first_name": "Alf",
      "last_name": "Feest-Willms",
      "email": "alf_feest-willms17@example.org",
      "signed_up_on": "2025-05-11"
    },
    {
      "id": 64,
      "first_name": "Shyann",
      "last_name": "Towne",
      "email": "shyann.towne@example.com",
      "signed_up_on": "2025-01-22"
    },
    {
      "id": 65,
      "first_name": "Shemar",
      "last_name": "Kreiger",
      "email": "shemar_kreiger0@example.com",
      "signed_up_on": "2025-05-20"
    },
    {
      "id": 66,
      "first_name": "Leone",
      "last_name": "Rogahn",
      "email": "leone_rogahn29@example.net",
      "signed_up_on": "2025-02-18"
    },
    {
      "id": 67,
      "first_name": "Augustine",
      "last_name": "Jacobs",
      "email": "augustine.jacobs12@example.com",
      "signed_up_on": "2025-05-01"
    },
    {
      "id": 68,
      "first_name": "Brigitte",
      "last_name": "McKenzie-Fahey",
      "email": "brigitte_mckenzie-fahey@example.org",
      "signed_up_on": "2025-01-23"
    },
    {
      "id": 69,
      "first_name": "Winston",
      "last_name": "Flatley",
      "email": "winston_flatley@example.com",
      "signed_up_on": "2025-03-14"
    },
    {
      "id": 70,
      "first_name": "Garnet",
      "last_name": "Larson",
      "email": "garnet.larson41@example.org",
      "signed_up_on": "2025-02-16"
    },
    {
      "id": 71,
      "first_name": "Angel",
      "last_name": "Abbott",
      "email": "angel_abbott30@example.net",
      "signed_up_on": "2025-04-17"
    },
    {
      "id": 72,
      "first_name": "Norberto",
      "last_name": "Quitzon",
      "email": "norberto.quitzon39@example.org",
      "signed_up_on": "2025-03-05"
    },
    {
      "id": 73,
      "first_name": "Zane",
      "last_name": "Marquardt",
      "email": "zane_marquardt2@example.com",
      "signed_up_on": "2025-02-28"
    },
    {
      "id": 74,
      "first_name": "Chesley",
      "last_name": "Smitham",
      "email": "chesley_smitham31@example.com",
      "signed_up_on": "2025-04-28"
    },
    {
      "id": 75,
      "first_name": "Elliott",
      "last_name": "Dicki",
      "email": "elliott.dicki99@example.net",
      "signed_up_on": "2025-02-19"
    },
    {
      "id": 76,
      "first_name": "Afton",
      "last_name": "Altenwerth",
      "email": "afton.altenwerth55@example.com",
      "signed_up_on": "2025-03-05"
    },
    {
      "id": 77,
      "first_name": "Leo",
      "last_name": "Casper",
      "email": "leo_casper@example.net",
      "signed_up_on": "2025-01-20"
    },
    {
      "id": 78,
      "first_name": "Jeremiah",
      "last_name": "Daugherty",
      "email": "jeremiah.daugherty@example.com",
      "signed_up_on": "2025-05-30"
    },
    {
      "id": 79,
      "first_name": "Arnoldo",
      "last_name": "Hintz",
      "email": "arnoldo_hintz@example.com",
      "signed_up_on": "2025-05-12"
    },
    {
      "id": 80,
      "first_name": "Enid",
      "last_name": "Reichert",
      "email": "enid_reichert@example.net",
      "signed_up_on": "2025-03-05"
    },
    {
      "id": 81,
      "first_name": "Burnice",
      "last_name": "Wunsch",
      "email": "burnice.wunsch44@example.net",
      "signed_up_on": "2025-04-15"
    },
    {
      "id": 82,
      "first_name": "Aurelio",
      "last_name": "Mertz",
      "email": "aurelio.mertz@example.net",
      "signed_up_on": "2025-02-14"
    },
    {
      "id": 83,
      "first_name": "Lauren",
      "last_name": "Johnson",
      "email": "lauren_johnson@example.net",
      "signed_up_on": "2025-03-10"
    },
    {
      "id": 84,
      "first_name": "Karelle",
      "last_name": "Stoltenberg",
      "email": "karelle_stoltenberg24@example.com",
      "signed_up_on": "2025-03-10"
    },
    {
      "id": 85,
      "first_name": "Dan",
      "last_name": "Flatley",
      "email": "dan.flatley68@example.org",
      "signed_up_on": "2025-05-28"
    },
    {
      "id": 86,
      "first_name": "Noe",
      "last_name": "Goodwin",
      "email": "noe_goodwin66@example.com",
      "signed_up_on": "2025-04-07"
    },
    {
      "id": 87,
      "first_name": "Barrett",
      "last_name": "O'Hara",
      "email": "barrett_ohara90@example.net",
      "signed_up_on": "2025-04-05"
    },
    {
      "id": 88,
      "first_name": "Clementine",
      "last_name": "Johnston",
      "email": "clementine.johnston88@example.org",
      "signed_up_on": "2025-03-30"
    },
    {
      "id": 89,
      "first_name": "Delmer",
      "last_name": "Sauer",
      "email": "delmer.sauer84@example.org",
      "signed_up_on": "2025-05-17"
    },
    {
      "id": 90,
      "first_name": "River",
      "last_name": "Casper",
      "email": "river_casper89@example.org",
      "signed_up_on": "2025-04-17"
    },
    {
      "id": 91,
      "first_name": "Willie",
      "last_name": "Lindgren",
      "email": "willie.lindgren@example.net",
      "signed_up_on": "2025-05-19"
    },
    {
      "id": 92,
      "first_name": "Sunny",
      "last_name": "Sawayn",
      "email": "sunny.sawayn45@example.org",
      "signed_up_on": "2025-01-23"
    },
    {
      "id": 93,
      "first_name": "Titus",
      "last_name": "Green",
      "email": "titus.green65@example.org",
      "signed_up_on": "2025-03-15"
    },
    {
      "id": 94,
      "first_name": "Victor",
      "last_name": "Emmerich",
      "email": "victor.emmerich@example.org",
      "signed_up_on": "2025-02-25"
    },
    {
      "id": 95,
      "first_name": "Destin",
      "last_name": "Nienow",
      "email": "destin.nienow@example.org",
      "signed_up_on": "2025-04-28"
    },
    {
      "id": 96,
      "first_name": "Erik",
      "last_name": "Schinner",
      "email": "erik.schinner94@example.net",
      "signed_up_on": "2025-04-21"
    },
    {
      "id": 97,
      "first_name": "Cordie",
      "last_name": "Kuphal",
      "email": "cordie.kuphal23@example.org",
      "signed_up_on": "2025-03-20"
    },
    {
      "id": 98,
      "first_name": "Camylle",
      "last_name": "Graham",
      "email": "camylle_graham@example.net",
      "signed_up_on": "2025-01-20"
    },
    {
      "id": 99,
      "first_name": "Dortha",
      "last_name": "Grimes",
      "email": "dortha.grimes@example.org",
      "signed_up_on": "2025-03-02"
    },
    {
      "id": 100,
      "first_name": "Myrtis",
      "last_name": "Keebler",
      "email": "myrtis_keebler45@example.com",
      "signed_up_on": "2025-05-01"
    },
    {
      "id": 101,
      "first_name": "Neil",
      "last_name": "Padberg",
      "email": "neil.padberg@example.org",
      "signed_up_on": "2025-05-05"
    },
    {
      "id": 102,
      "first_name": "Abdiel",
      "last_name": "Greenfelder",
      "email": "abdiel_greenfelder62@example.com",
      "signed_up_on": "2025-02-28"
    },
    {
      "id": 103,
      "first_name": "Rylan",
      "last_name": "Dooley",
      "email": "rylan.dooley56@example.org",
      "signed_up_on": "2025-03-20"
    },
    {
      "id": 104,
      "first_name": "Alan",
      "last_name": "White",
      "email": "alan_white26@example.net",
      "signed_up_on": "2025-05-16"
    },
    {
      "id": 105,
      "first_name": "Esther",
      "last_name": "Thiel",
      "email": "esther_thiel35@example.org",
      "signed_up_on": "2025-04-01"
    },
    {
      "id": 106,
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