[
  {
    "customer_id": 1001,
    "name": "Omar Dijkstra",
    "email": "omar.dijkstra40@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-01-18",
    "loyalty_points": 4446
  },
  {
    "customer_id": 1002,
    "name": "Ada Chen",
    "email": "ada.chen46@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2024-11-04",
    "loyalty_points": 1972
  },
  {
    "customer_id": 1003,
    "name": "Ivan Novak",
    "email": "ivan.novak2@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2025-08-05",
    "loyalty_points": 3968
  },
  {
    "customer_id": 1004,
    "name": "Amit Weber",
    "email": "amit.weber85@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2026-07-12",
    "loyalty_points": 1487
  },
  {
    "customer_id": 1005,
    "name": "Tim Kim",
    "email": "tim.kim43@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2025-01-19",
    "loyalty_points": 2494
  },
  {
    "customer_id": 1006,
    "name": "Edsger Chen",
    "email": "edsger.chen51@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2025-12-23",
    "loyalty_points": 2970
  },
  {
    "customer_id": 1007,
    "name": "Amit Hopper",
    "email": "amit.hopper24@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2024-09-27",
    "loyalty_points": 2237
  },
  {
    "customer_id": 1008,
    "name": "Donald Chen",
    "email": "donald.chen24@example.com",
    "city": "Boston",
    "state": "MA",
    "signup_date": "2026-01-25",
    "loyalty_points": 4654
  },
  {
    "customer_id": 1009,
    "name": "Ivan Lovelace",
    "email": "ivan.lovelace24@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2025-05-20",
    "loyalty_points": 2339
  },
  {
    "customer_id": 1010,
    "name": "Radia Hamilton",
    "email": "radia.hamilton83@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2026-06-18",
    "loyalty_points": 84
  },
  {
    "customer_id": 1011,
    "name": "Omar Lovelace",
    "email": "omar.lovelace12@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-06-24",
    "loyalty_points": 619
  },
  {
    "customer_id": 1012,
    "name": "Omar Turing",
    "email": "omar.turing29@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2026-06-05",
    "loyalty_points": 1145
  },
  {
    "customer_id": 1013,
    "name": "Amit Garcia",
    "email": "amit.garcia14@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2024-12-01",
    "loyalty_points": 2493
  },
  {
    "customer_id": 1014,
    "name": "Yuki Okafor",
    "email": "yuki.okafor1@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2025-09-28",
    "loyalty_points": 1820
  },
  {
    "customer_id": 1015,
    "name": "Donald Rossi",
    "email": "donald.rossi17@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2025-06-05",
    "loyalty_points": 2254
  },
  {
    "customer_id": 1016,
    "name": "Yuki Hamilton",
    "email": "yuki.hamilton55@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-05-13",
    "loyalty_points": 3762
  },
  {
    "customer_id": 1017,
    "name": "Radia Johnson",
    "email": "radia.johnson17@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2026-07-19",
    "loyalty_points": 1955
  },
  {
    "customer_id": 1018,
    "name": "Ada Perlman",
    "email": "ada.perlman67@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2025-02-28",
    "loyalty_points": 1281
  },
  {
    "customer_id": 1019,
    "name": "Edsger Johnson",
    "email": "edsger.johnson11@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2024-09-20",
    "loyalty_points": 989
  },
  {
    "customer_id": 1020,
    "name": "Omar Rossi",
    "email": "omar.rossi46@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-04-26",
    "loyalty_points": 1411
  },
  {
    "customer_id": 1021,
    "name": "Radia Johnson",
    "email": "radia.johnson65@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2026-01-20",
    "loyalty_points": 3141
  },
  {
    "customer_id": 1022,
    "name": "Ada Chen",
    "email": "ada.chen27@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2026-07-14",
    "loyalty_points": 444
  },
  {
    "customer_id": 1023,
    "name": "Grace Rossi",
    "email": "grace.rossi62@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2025-08-01",
    "loyalty_points": 838
  },
  {
    "customer_id": 1024,
    "name": "Wei Silva",
    "email": "wei.silva76@example.com",
    "city": "Seattle",
    "state": "WA",
    "signup_date": "2024-11-18",
    "loyalty_points": 4687
  },
  {
    "customer_id": 1025,
    "name": "Wei Turing",
    "email": "wei.turing86@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-02-07",
    "loyalty_points": 2475
  },
  {
    "customer_id": 1026,
    "name": "Margaret Khan",
    "email": "margaret.khan55@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2025-07-27",
    "loyalty_points": 3926
  },
  {
    "customer_id": 1027,
    "name": "Tim Johnson",
    "email": "tim.johnson24@example.com",
    "city": "Boston",
    "state": "MA",
    "signup_date": "2026-06-23",
    "loyalty_points": 1705
  },
  {
    "customer_id": 1028,
    "name": "Grace Khan",
    "email": "grace.khan87@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2026-02-07",
    "loyalty_points": 2339
  },
  {
    "customer_id": 1029,
    "name": "Barbara Knuth",
    "email": "barbara.knuth12@example.com",
    "city": "Seattle",
    "state": "WA",
    "signup_date": "2026-05-18",
    "loyalty_points": 3738
  },
  {
    "customer_id": 1030,
    "name": "Edsger Berg",
    "email": "edsger.berg52@example.com",
    "city": "Seattle",
    "state": "WA",
    "signup_date": "2026-01-18",
    "loyalty_points": 3532
  },
  {
    "customer_id": 1031,
    "name": "Katherine Okafor",
    "email": "katherine.okafor67@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-08-17",
    "loyalty_points": 4662
  },
  {
    "customer_id": 1032,
    "name": "Barbara Patel",
    "email": "barbara.patel17@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2024-12-03",
    "loyalty_points": 2765
  },
  {
    "customer_id": 1033,
    "name": "Priya Rossi",
    "email": "priya.rossi52@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2026-06-20",
    "loyalty_points": 2654
  },
  {
    "customer_id": 1034,
    "name": "Yuki Kim",
    "email": "yuki.kim25@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-11-29",
    "loyalty_points": 3133
  },
  {
    "customer_id": 1035,
    "name": "Barbara Rossi",
    "email": "barbara.rossi57@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2026-02-26",
    "loyalty_points": 1803
  },
  {
    "customer_id": 1036,
    "name": "Grace Berg",
    "email": "grace.berg78@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2024-11-10",
    "loyalty_points": 860
  },
  {
    "customer_id": 1037,
    "name": "Yuki Perlman",
    "email": "yuki.perlman42@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2025-04-01",
    "loyalty_points": 1202
  },
  {
    "customer_id": 1038,
    "name": "Grace Novak",
    "email": "grace.novak97@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-03-18",
    "loyalty_points": 1708
  },
  {
    "customer_id": 1039,
    "name": "Fatima Berg",
    "email": "fatima.berg40@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2024-11-30",
    "loyalty_points": 4487
  },
  {
    "customer_id": 1040,
    "name": "Wei Kim",
    "email": "wei.kim43@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2025-04-08",
    "loyalty_points": 2380
  },
  {
    "customer_id": 1041,
    "name": "Alan Novak",
    "email": "alan.novak44@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-07-21",
    "loyalty_points": 1854
  },
  {
    "customer_id": 1042,
    "name": "Amit Hopper",
    "email": "amit.hopper97@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-06-01",
    "loyalty_points": 4353
  },
  {
    "customer_id": 1043,
    "name": "Grace Chen",
    "email": "grace.chen71@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-11-18",
    "loyalty_points": 3481
  },
  {
    "customer_id": 1044,
    "name": "Barbara Chen",
    "email": "barbara.chen93@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-01-06",
    "loyalty_points": 1931
  },
  {
    "customer_id": 1045,
    "name": "Katherine Kim",
    "email": "katherine.kim97@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2024-11-24",
    "loyalty_points": 272
  },
  {
    "customer_id": 1046,
    "name": "Yuki Johnson",
    "email": "yuki.johnson82@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2026-03-21",
    "loyalty_points": 535
  },
  {
    "customer_id": 1047,
    "name": "Yuki Hamilton",
    "email": "yuki.hamilton88@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2024-11-24",
    "loyalty_points": 4767
  },
  {
    "customer_id": 1048,
    "name": "Sofia Rossi",
    "email": "sofia.rossi47@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2025-06-27",
    "loyalty_points": 4873
  },
  {
    "customer_id": 1049,
    "name": "Edsger Khan",
    "email": "edsger.khan77@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-09-20",
    "loyalty_points": 972
  },
  {
    "customer_id": 1050,
    "name": "Donald Rossi",
    "email": "donald.rossi21@example.com",
    "city": "Austin",
    "state": "TX",
    "signup_date": "2026-06-04",
    "loyalty_points": 3855
  },
  {
    "customer_id": 1051,
    "name": "Omar Knuth",
    "email": "omar.knuth78@example.com",
    "city": "Miami",
    "state": "FL",
    "signup_date": "2025-12-24",
    "loyalty_points": 1233
  },
  {
    "customer_id": 1052,
    "name": "Barbara Perlman",
    "email": "barbara.perlman4@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2025-02-05",
    "loyalty_points": 1513
  },
  {
    "customer_id": 1053,
    "name": "Alan Chen",
    "email": "alan.chen40@example.com",
    "city": "Nashville",
    "state": "TN",
    "signup_date": "2025-02-12",
    "loyalty_points": 580
  },
  {
    "customer_id": 1054,
    "name": "Margaret Garcia",
    "email": "margaret.garcia66@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2025-09-12",
    "loyalty_points": 1389
  },
  {
    "customer_id": 1055,
    "name": "Radia Weber",
    "email": "radia.weber46@example.com",
    "city": "Chicago",
    "state": "IL",
    "signup_date": "2026-01-21",
    "loyalty_points": 2203
  },
  {
    "customer_id": 1056,
    "name": "Chloe Berg",
    "email": "chloe.berg20@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2026-05-06",
    "loyalty_points": 436
  },
  {
    "customer_id": 1057,
    "name": "Ivan Liskov",
    "email": "ivan.liskov17@example.com",
    "city": "Portland",
    "state": "OR",
    "signup_date": "2024-09-16",
    "loyalty_points": 1107
  },
  {
    "customer_id": 1058,
    "name": "Alan Johnson",
    "email": "alan.johnson38@example.com",
    "city": "Denver",
    "state": "CO",
    "signup_date": "2025-06-16",
    "loyalty_points": 2473
  },
  {
    "customer_id": 1059,
    "name": "Chloe Lovelace",
    "email": "chloe.lovelace49@example.com",
    "city": "Boston",
    "state": "MA",
    "signup_date": "2026-02-17",
    "loyalty_points": 664
  },
  {
    "customer_id": 1060,
    "name": "Omar Perlman",
    "email": "omar.perlman30@example.com",
    "city": "Boston",
    "state": "MA",
    "signup_date": "2025-12-21",
    "loyalty_points": 1911
  }
]