{
  "categories": [
    {
      "id": 1,
      "name": "materials clothing",
      "description": "The team asked for a change and the payment was reviewed.",
      "product_count": 27,
      "average_price": 111.48
    },
    {
      "id": 2,
      "name": "equipment tools food",
      "description": null,
      "product_count": 23,
      "average_price": 117.41
    },
    {
      "id": 3,
      "name": "equipment materials beverages",
      "description": null,
      "product_count": 34,
      "average_price": 77.01
    },
    {
      "id": 4,
      "name": "furniture accessories tools",
      "description": "The team asked for a change and the booking was escalated.",
      "product_count": 14,
      "average_price": 85.78
    },
    {
      "id": 5,
      "name": "appliances furniture",
      "description": "A manual transfer was refunded the same day.",
      "product_count": 22,
      "average_price": 144.03
    },
    {
      "id": 6,
      "name": "materials sports furniture",
      "description": "Flagged as incomplete. Support cancelled the appointment.",
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      "average_price": 31.19
    },
    {
      "id": 7,
      "name": "automotive",
      "description": null,
      "product_count": 23,
      "average_price": 226.28
    },
    {
      "id": 8,
      "name": "equipment stationery appliances",
      "description": null,
      "product_count": 38,
      "average_price": 14.95
    },
    {
      "id": 9,
      "name": "clothing",
      "description": "Flagged as partial. An operator replaced the record.",
      "product_count": 25,
      "average_price": 10.45
    },
    {
      "id": 10,
      "name": "beverages",
      "description": "The request was completed after a manual check.",
      "product_count": 22,
      "average_price": 78.91
    },
    {
      "id": 11,
      "name": "toys",
      "description": "The account was reopened following a manual review.",
      "product_count": 22,
      "average_price": 257.63
    },
    {
      "id": 12,
      "name": "appliances supplies",
      "description": "An operator reported an urgent issue; the record was confirmed.",
      "product_count": 19,
      "average_price": 237.05
    },
    {
      "id": 13,
      "name": "tools",
      "description": "The reviewer asked for a change and the ticket was reopened.",
      "product_count": 23,
      "average_price": 20.42
    },
    {
      "id": 14,
      "name": "garden",
      "description": "The reviewer asked for a change and the booking was confirmed.",
      "product_count": 21,
      "average_price": 29.74
    },
    {
      "id": 15,
      "name": "home supplies gifts",
      "description": "The reviewer reported a standard issue; the shipment was reviewed.",
      "product_count": 20,
      "average_price": 279.24
    },
    {
      "id": 16,
      "name": "furniture automotive home",
      "description": "An operator asked for a change and the claim was resolved.",
      "product_count": 24,
      "average_price": 92.21
    },
    {
      "id": 17,
      "name": "outdoors appliances materials",
      "description": "A partial report was replaced the same day.",
      "product_count": 35,
      "average_price": 108.79
    },
    {
      "id": 18,
      "name": "garden",
      "description": "A late follow-up: the report was resolved.",
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      "average_price": 13.9
    },
    {
      "id": 19,
      "name": "garden materials",
      "description": "An operator reported an unusual issue; the booking was confirmed.",
      "product_count": 42,
      "average_price": 59.8
    },
    {
      "id": 20,
      "name": "clothing",
      "description": "No response from the team, so the appointment was delayed.",
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      "average_price": 287.58
    }
  ],
  "customers": [
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      "first_name": "Nina",
      "last_name": "Hoffmann",
      "email": "nina.hoffmann@example.net",
      "loyalty_points": 598
    },
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      "id": 2,
      "first_name": "Emma",
      "last_name": "Torres",
      "email": "emma.torres@example.org",
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    },
    {
      "id": 3,
      "first_name": "Diego",
      "last_name": "Singh",
      "email": "diego.singh@example.net",
      "loyalty_points": 443
    },
    {
      "id": 4,
      "first_name": "Theo",
      "last_name": "Ruiz",
      "email": "theo.ruiz@example.org",
      "loyalty_points": 525
    },
    {
      "id": 5,
      "first_name": "Lucas",
      "last_name": "Diaz",
      "email": "lucas.diaz@example.net",
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    },
    {
      "id": 6,
      "first_name": "Grace",
      "last_name": "Ruiz",
      "email": "grace.ruiz@example.com",
      "loyalty_points": null
    },
    {
      "id": 7,
      "first_name": "Liam",
      "last_name": "Hansen",
      "email": "liam.hansen@example.net",
      "loyalty_points": 307
    },
    {
      "id": 8,
      "first_name": "Hugo",
      "last_name": "Becker",
      "email": "hugo.becker@example.org",
      "loyalty_points": 544
    },
    {
      "id": 9,
      "first_name": "Nour",
      "last_name": "Moreau",
      "email": "nour.moreau@example.net",
      "loyalty_points": 340
    },
    {
      "id": 10,
      "first_name": "Kai",
      "last_name": "Jansen",
      "email": "kai.jansen@example.com",
      "loyalty_points": 545
    },
    {
      "id": 11,
      "first_name": "Ana",
      "last_name": "Miller",
      "email": "ana.miller@example.net",
      "loyalty_points": 555
    },
    {
      "id": 12,
      "first_name": "Elena",
      "last_name": "Weber",
      "email": "elena.weber@example.org",
      "loyalty_points": 656
    },
    {
      "id": 13,
      "first_name": "Sam",
      "last_name": "Meyer",
      "email": "sam.meyer@example.org",
      "loyalty_points": null
    },
    {
      "id": 14,
      "first_name": "Ruby",
      "last_name": "Miller",
      "email": "ruby.miller@example.org",
      "loyalty_points": 449
    },
    {
      "id": 15,
      "first_name": "Ana",
      "last_name": "Flores",
      "email": "ana.flores@example.org",
      "loyalty_points": 703
    },
    {
      "id": 16,
      "first_name": "Ethan",
      "last_name": "Patel",
      "email": "ethan.patel@example.com",
      "loyalty_points": 649
    },
    {
      "id": 17,
      "first_name": "Deniz",
      "last_name": "Bennett",
      "email": "deniz.bennett@example.net",
      "loyalty_points": 539
    },
    {
      "id": 18,
      "first_name": "Priya",
      "last_name": "Reyes",
      "email": "priya.reyes@example.org",
      "loyalty_points": null
    },
    {
      "id": 19,
      "first_name": "Tomas",
      "last_name": "Almeida",
      "email": "tomas.almeida@example.net",
      "loyalty_points": 456
    },
    {
      "id": 20,
      "first_name": "Isaac",
      "last_name": "Khan",
      "email": "isaac.khan@example.net",
      "loyalty_points": 539
    },
    {
      "id": 21,
      "first_name": "Deniz",
      "last_name": "Nguyen",
      "email": "deniz.nguyen@example.com",
      "loyalty_points": null
    },
    {
      "id": 22,
      "first_name": "Mei",
      "last_name": "Diaz",
      "email": "mei.diaz@example.net",
      "loyalty_points": 356
    },
    {
      "id": 23,
      "first_name": "Elena",
      "last_name": "Hoffmann",
      "email": "elena.hoffmann@example.net",
      "loyalty_points": 427
    },
    {
      "id": 24,
      "first_name": "Isaac",
      "last_name": "Davis",
      "email": "isaac.davis@example.com",
      "loyalty_points": 524
    },
    {
      "id": 25,
      "first_name": "Carlos",
      "last_name": "Hughes",
      "email": "carlos.hughes@example.org",
      "loyalty_points": 748
    },
    {
      "id": 26,
      "first_name": "Nina",
      "last_name": "Baker",
      "email": "nina.baker@example.net",
      "loyalty_points": 458
    },
    {
      "id": 27,
      "first_name": "Karim",
      "last_name": "Bennett",
      "email": "karim.bennett@example.net",
      "loyalty_points": 458
    },
    {
      "id": 28,
      "first_name": "Noah",
      "last_name": "Wagner",
      "email": "noah.wagner@example.com",
      "loyalty_points": 547
    },
    {
      "id": 29,
      "first_name": "Mia",
      "last_name": "Castro",
      "email": "mia.castro@example.com",
      "loyalty_points": 476
    },
    {
      "id": 30,
      "first_name": "Felix",
      "last_name": "Oliveira",
      "email": "felix.oliveira@example.org",
      "loyalty_points": 240
    },
    {
      "id": 31,
      "first_name": "Olivia",
      "last_name": "Young",
      "email": "olivia.young@example.net",
      "loyalty_points": 209
    },
    {
      "id": 32,
      "first_name": "Pedro",
      "last_name": "Mendes",
      "email": "pedro.mendes@example.org",
      "loyalty_points": 584
    },
    {
      "id": 33,
      "first_name": "Elena",
      "last_name": "Wright",
      "email": "elena.wright@example.com",
      "loyalty_points": 690
    },
    {
      "id": 34,
      "first_name": "Ethan",
      "last_name": "Taylor",
      "email": "ethan.taylor@example.org",
      "loyalty_points": 670
    },
    {
      "id": 35,
      "first_name": "Grace",
      "last_name": "Wright",
      "email": "grace.wright@example.com",
      "loyalty_points": 279
    },
    {
      "id": 36,
      "first_name": "Pedro",
      "last_name": "Lopez",
      "email": "pedro.lopez@example.com",
      "loyalty_points": 286
    },
    {
      "id": 37,
      "first_name": "Ana",
      "last_name": "Zhang",
      "email": "ana.zhang@example.com",
      "loyalty_points": null
    },
    {
      "id": 38,
      "first_name": "Maria",
      "last_name": "Jensen",
      "email": "maria.jensen@example.net",
      "loyalty_points": 683
    },
    {
      "id": 39,
      "first_name": "Elena",
      "last_name": "Evans",
      "email": "elena.evans@example.com",
      "loyalty_points": null
    },
    {
      "id": 40,
      "first_name": "Zara",
      "last_name": "Patel",
      "email": "zara.patel@example.org",
      "loyalty_points": 372
    },
    {
      "id": 41,
      "first_name": "Maja",
      "last_name": "Jensen",
      "email": "maja.jensen@example.org",
      "loyalty_points": 299
    },
    {
      "id": 42,
      "first_name": "Julia",
      "last_name": "Miller",
      "email": "julia.miller@example.net",
      "loyalty_points": 432
    },
    {
      "id": 43,
      "first_name": "Rafael",
      "last_name": "Carter",
      "email": "rafael.carter@example.com",
      "loyalty_points": 617
    },
    {
      "id": 44,
      "first_name": "Felix",
      "last_name": "Wang",
      "email": "felix.wang@example.com",
      "loyalty_points": 311
    },
    {
      "id": 45,
      "first_name": "Fatima",
      "last_name": "Larsen",
      "email": "fatima.larsen@example.org",
      "loyalty_points": 484
    },
    {
      "id": 46,
      "first_name": "Anna",
      "last_name": "Andersen",
      "email": "anna.andersen@example.com",
      "loyalty_points": 462
    },
    {
      "id": 47,
      "first_name": "Oscar",
      "last_name": "Klein",
      "email": "oscar.klein@example.net",
      "loyalty_points": 384
    },
    {
      "id": 48,
      "first_name": "Hannah",
      "last_name": "Sousa",
      "email": "hannah.sousa@example.org",
      "loyalty_points": 574
    },
    {
      "id": 49,
      "first_name": "Sara",
      "last_name": "Yilmaz",
      "email": "sara.yilmaz@example.org",
      "loyalty_points": 636
    },
    {
      "id": 50,
      "first_name": "Zara",
      "last_name": "Davis",
      "email": "zara.davis@example.org",
      "loyalty_points": 750
    },
    {
      "id": 51,
      "first_name": "Marco",
      "last_name": "Lee",
      "email": "marco.lee@example.org",
      "loyalty_points": 364
    },
    {
      "id": 52,
      "first_name": "Zoe",
      "last_name": "Weber",
      "email": "zoe.weber@example.com",
      "loyalty_points": 315
    },
    {
      "id": 53,
      "first_name": "Yusuf",
      "last_name": "Taylor",
      "email": "yusuf.taylor@example.org",
      "loyalty_points": 290
    },
    {
      "id": 54,
      "first_name": "Arjun",
      "last_name": "Clark",
      "email": "arjun.clark@example.org",
      "loyalty_points": 635
    },
    {
      "id": 55,
      "first_name": "Yusuf",
      "last_name": "Reyes",
      "email": "yusuf.reyes@example.com",
      "loyalty_points": 523
    },
    {
      "id": 56,
      "first_name": "Lucas",
      "last_name": "Rossi",
      "email": "lucas.rossi@example.com",
      "loyalty_points": 554
    },
    {
      "id": 57,
      "first_name": "Noah",
      "last_name": "Becker",
      "email": "noah.becker@example.net",
      "loyalty_points": 438
    },
    {
      "id": 58,
      "first_name": "Tomas",
      "last_name": "Nakamura",
      "email": "tomas.nakamura@example.com",
      "loyalty_points": 440
    },
    {
      "id": 59,
      "first_name": "Noah",
      "last_name": "Vargas",
      "email": "noah.vargas@example.org",
      "loyalty_points": 372
    },
    {
      "id": 60,
      "first_name": "Karim",
      "last_name": "Novak",
      "email": "karim.novak@example.net",
      "loyalty_points": 528
    },
    {
      "id": 61,
      "first_name": "Diego",
      "last_name": "Sato",
      "email": "diego.sato@example.org",
      "loyalty_points": 648
    },
    {
      "id": 62,
      "first_name": "Omar",
      "last_name": "Larsen",
      "email": "omar.larsen@example.org",
      "loyalty_points": 428
    },
    {
      "id": 63,
      "first_name": "Priya",
      "last_name": "Demir",
      "email": "priya.demir@example.org",
      "loyalty_points": null
    },
    {
      "id": 64,
      "first_name": "Ruby",
      "last_name": "Wagner",
      "email": "ruby.wagner@example.org",
      "loyalty_points": 586
    },
    {
      "id": 65,
      "first_name": "Jack",
      "last_name": "Jansen",
      "email": "jack.jansen@example.org",
      "loyalty_points": 528
    },
    {
      "id": 66,
      "first_name": "Mei",
      "last_name": "Young",
      "email": "mei.young@example.org",
      "loyalty_points": 560
    },
    {
      "id": 67,
      "first_name": "Mei",
      "last_name": "Meyer",
      "email": "mei.meyer@example.com",
      "loyalty_points": 446
    },
    {
      "id": 68,
      "first_name": "Selin",
      "last_name": "Becker",
      "email": "selin.becker@example.net",
      "loyalty_points": 353
    },
    {
      "id": 69,
      "first_name": "Zoe",
      "last_name": "Carter",
      "email": "zoe.carter@example.net",
      "loyalty_points": 610
    },
    {
      "id": 70,
      "first_name": "Laura",
      "last_name": "Cruz",
      "email": "laura.cruz@example.net",
      "loyalty_points": 173
    },
    {
      "id": 71,
      "first_name": "Arjun",
      "last_name": "Shah",
      "email": "arjun.shah@example.com",
      "loyalty_points": null
    },
    {
      "id": 72,
      "first_name": "Yara",
      "last_name": "Silva",
      "email": "yara.silva@example.com",
      "loyalty_points": 507
    },
    {
      "id": 73,
      "first_name": "Selin",
      "last_name": "Larsen",
      "email": "selin.larsen@example.com",
      "loyalty_points": 773
    },
    {
      "id": 74,
      "first_name": "Diego",
      "last_name": "Adams",
      "email": "diego.adams@example.com",
      "loyalty_points": 704
    },
    {
      "id": 75,
      "first_name": "Arjun",
      "last_name": "Hoffmann",
      "email": "arjun.hoffmann@example.net",
      "loyalty_points": 404
    },
    {
      "id": 76,
      "first_name": "Jade",
      "last_name": "Chen",
      "email": "jade.chen@example.com",
      "loyalty_points": 431
    },
    {
      "id": 77,
      "first_name": "Mateo",
      "last_name": "Schneider",
      "email": "mateo.schneider@example.com",
      "loyalty_points": 523
    },
    {
      "id": 78,
      "first_name": "Karim",
      "last_name": "Kumar",
      "email": "karim.kumar@example.org",
      "loyalty_points": 385
    },
    {
      "id": 79,
      "first_name": "Grace",
      "last_name": "Cruz",
      "email": "grace.cruz@example.net",
      "loyalty_points": 384
    },
    {
      "id": 80,
      "first_name": "Chloe",
      "last_name": "Young",
      "email": "chloe.young@example.org",
      "loyalty_points": 806
    },
    {
      "id": 81,
      "first_name": "Felix",
      "last_name": "Smith",
      "email": "felix.smith@example.com",
      "loyalty_points": 409
    },
    {
      "id": 82,
      "first_name": "Amir",
      "last_name": "Ibrahim",
      "email": "amir.ibrahim@example.net",
      "loyalty_points": 310
    },
    {
      "id": 83,
      "first_name": "Fatima",
      "last_name": "Hughes",
      "email": "fatima.hughes@example.net",
      "loyalty_points": null
    },
    {
      "id": 84,
      "first_name": "Hannah",
      "last_name": "Reyes",
      "email": "hannah.reyes@example.org",
      "loyalty_points": 295
    },
    {
      "id": 85,
      "first_name": "Priya",
      "last_name": "Garcia",
      "email": "priya.garcia@example.org",
      "loyalty_points": 365
    },
    {
      "id": 86,
      "first_name": "Ravi",
      "last_name": "Evans",
      "email": "ravi.evans@example.org",
      "loyalty_points": 441
    },
    {
      "id": 87,
      "first_name": "Jack",
      "last_name": "Walker",
      "email": "jack.walker@example.com",
      "loyalty_points": 386
    },
    {
      "id": 88,
      "first_name": "Marco",
      "last_name": "Flores",
      "email": "marco.flores@example.net",
      "loyalty_points": 678
    },
    {
      "id": 89,
      "first_name": "Maya",
      "last_name": "Adams",
      "email": "maya.adams@example.com",
      "loyalty_points": 779
    },
    {
      "id": 90,
      "first_name": "Fatima",
      "last_name": "Almeida",
      "email": "fatima.almeida@example.com",
      "loyalty_points": 655
    },
    {
      "id": 91,
      "first_name": "Ivan",
      "last_name": "Khan",
      "email": "ivan.khan@example.org",
      "loyalty_points": 405
    },
    {
      "id": 92,
      "first_name": "Carla",
      "last_name": "Almeida",
      "email": "carla.almeida@example.com",
      "loyalty_points": 647
    },
    {
      "id": 93,
      "first_name": "Felix",
      "last_name": "Hassan",
      "email": "felix.hassan@example.org",
      "loyalty_points": 556
    },
    {
      "id": 94,
      "first_name": "Zara",
      "last_name": "Kaya",
      "email": "zara.kaya@example.org",
      "loyalty_points": 516
    },
    {
      "id": 95,
      "first_name": "Nour",
      "last_name": "Lopez",
      "email": "nour.lopez@example.net",
      "loyalty_points": null
    },
    {
      "id": 96,
      "first_name": "Ibrahim",
      "last_name": "Wang",
      "email": "ibrahim.wang@example.net",
      "loyalty_points": 601
    },
    {
      "id": 97,
      "first_name": "Pedro",
      "last_name": "Singh",
      "email": "pedro.singh@example.net",
      "loyalty_points": null
    },
    {
      "id": 98,
      "first_name": "Tomas",
      "last_name": "Costa",
      "email": "tomas.costa@example.com",
      "loyalty_points": 640
    },
    {
      "id": 99,
      "first_name": "Yara",
      "last_name": "Costa",
      "email": "yara.costa@example.net",
      "loyalty_points": 596
    },
    {
      "id": 100,
      "first_name": "Nina",
      "last_name": "Castro",
      "email": "nina.castro@example.org",
      "loyalty_points": 283
    },
    {
      "id": 101,
      "first_name": "Rafael",
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