{
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  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Application Tape",
  "subcategory_slug": "application-tape",
  "generated_at": "2026-10-23T01:32:46.836786+02:00",
  "max_items": 30,
  "count": 30,
  "fill_source": "latest300_fallback",
  "pick_rules": "Eligible: rating>=4 with non-empty review text (disabled excluded). Per subcategory leaf, score EVERY eligible review: topic_relevance (~0.7) from that leaf's taxonomy keywords on title+content (name lightly) + recency (~0.3) with smooth decay vs newest date in corpus — even tiny topic weight still ranks. Sort by combined score desc; take top 100; random-sample exactly 30 with seeded RNG (seed = YYYYMMDD SAST + subcategory slug). If fewer than 100 scored candidates somehow, OR topic pool too weak to reach 30 (topic_hits<30): take the latest 300 eligible reviews (date desc), random-sample 30. Never ship count 0 or <30 — assert count==30 for every subcategory slug before publish. Same review id MAY appear in multiple subcategory packs (multi-membership).",
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      "rating": 5,
      "review": "Such a pleasure doing business with you",
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      "name": "Ntombi Mahlangu",
      "date": "2026-07-29T14:21:31+02:00",
      "rating": 5,
      "review": "Thanks a million for a printer that is easy to operate. The training gave me an even better understanding of how to use the machine. Thank you and have a great day.",
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      "name": "Azwinndini K",
      "date": "2026-07-13T11:32:59+02:00",
      "rating": 5,
      "review": "The heat press and printer combination we purchased has been a game changer. The print quality is incredible, and the equipment is easy to use.",
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      "name": "Chrisma Faulkner",
      "date": "2026-07-06T11:15:55+02:00",
      "rating": 4,
      "review": "I just want to thank Tabiso for his great service. I sorted out everything in minutes.",
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      "source": "google",
      "name": "Lumkile Mateki",
      "date": "2026-03-04T15:58:59+02:00",
      "rating": 5,
      "review": "Your products are worth every penny. Superb quality and perfection",
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      "name": "Nothile Sanele",
      "date": "2026-03-04T13:32:59+02:00",
      "rating": 5,
      "review": "The sales staff did an incredible job in answering my questions.Now I know which printer to buy for my business.",
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      "name": "umbali",
      "date": "2026-03-04T13:30:04+02:00",
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      "review": "Hamilton was knowledgeable and easy to work with.Made the process seamless.I m happy.",
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      "name": "Sbusiso Mnguni",
      "date": "2026-03-03T14:18:21+02:00",
      "rating": 5,
      "review": "Katlego was very helpful in sorting out an issue that I had with my CNC Router. He was so quick and such a pleasure to work with. Thank you.",
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      "source": "google",
      "name": "Nqobile Rasegwete",
      "date": "2026-03-02T18:40:18+02:00",
      "rating": 5,
      "review": "You guys come highly recommended",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25wNlduZElXbEZzUzJoUE0xZE1Ta1pNWlVKQlJIYxAB__Nqobile_Rasegwete.jpg",
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      "source": "google",
      "name": "Ayanda Nano",
      "date": "2026-02-24T15:12:57+02:00",
      "rating": 5,
      "review": "Katlego s effective problem solving skills shine through when he successfully trains and resolves complex customer concerns.",
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      "name": "Mlungisi Mazilazila",
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      "date": "2026-02-18T11:10:01+02:00",
      "rating": 4,
      "review": "Was assisted by Lethu , did a great job with my large format.  Now I can print",
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      "name": "Anita van Coller",
      "date": "2026-02-09T12:11:24+02:00",
      "rating": 5,
      "review": "Today Tafara an Tarisai assisted us with replacing a UV lamp. Best and friendly service from both. We struggled with a setting on the cutter and they without hesitation helped us. Very satisfied...",
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      "name": "Yanasagren CHETTY",
      "date": "2026-02-03T15:33:56+02:00",
      "rating": 5,
      "review": "Takalani   Raymond was super great with giving me training on my new laser machine. Communication was clear. Gave me a few tests and guided me through. Made me understand all elements of the machine.",
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      "name": "Thando Lindo",
      "date": "2026-01-15T18:30:11+02:00",
      "rating": 5,
      "review": "What an awesome experience from Advanced Machinery. Got to their warehouse and left with my new vinyl cutting machine. Everything was processed quickly and professionally. I m so happy about this.",
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      "name": "Owami Mthethwa",
      "date": "2026-01-08T22:21:48+02:00",
      "rating": 5,
      "review": "I ve trusted Advanced Machinery for the past 3 years with all my machine purchases and installations as well as repairs. They have never disappointed. They have taken great care of me and always give the best advice on how to maintain my machines. I recommend this company.",
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      "name": "Siyabonga Nkosi",
      "date": "2025-12-24T20:31:46+02:00",
      "rating": 5,
      "review": "I ve tried out different shops but these guys are just the best  They managed to do some magic and got me up and running before the holidays all thanks to the AM team.",
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      "name": "Sgqe Bongza",
      "date": "2025-12-21T15:19:30+02:00",
      "rating": 5,
      "review": "Very impressed with my technician Hamilton and the work that he did on my CNC Router.",
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      "name": "Kwanele Mokwane",
      "date": "2025-12-14T18:58:01+02:00",
      "rating": 5,
      "review": "I was really impressed with how professional and attentive the team was. They made the process simple",
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      "source": "google",
      "name": "Jan Geldenhuys",
      "date": "2025-12-10T17:50:00+02:00",
      "rating": 5,
      "review": "Thank you  Sello for the great service and willingness to assist.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGNlgxWXlSMlJCVTBORk1YSjVTa1ZxYURaWGRWRRAB__AM_Customer.jpg",
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      "name": "Naledi Mosheledi",
      "date": "2025-12-03T20:43:22+02:00",
      "rating": 5,
      "review": "Got myself a printer and ink from Advanced Machinery. I am blown away by the quality considering the amount that I paid. Highly recommend them.",
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      "source": "google",
      "name": "Siphiwe Mbotini",
      "date": "2025-12-03T18:22:35+02:00",
      "rating": 5,
      "review": "Keep up the great work and efficient service team.",
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      "source": "google",
      "name": "Tiro Zinhle",
      "date": "2025-12-03T17:10:49+02:00",
      "rating": 5,
      "review": "Absolutely happy with the service that I got",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2podU1HMXZiMmxQWjNSMGRqWnFVSEJKTm0xbGNIYxAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Halalisani",
      "date": "2025-12-02T12:53:20+02:00",
      "rating": 5,
      "review": "Thank you for the quick response. I needed my machine asap. Thank you guys. I really appreciate it",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25aWlEzb3dRbUpMYUVaUGRXVjZXWFZLYUZGUU5sRRAB__Halalisani.jpg",
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      "source": "google",
      "name": "Snenhlanhla Nkutha",
      "date": "2025-12-02T12:20:21+02:00",
      "rating": 5,
      "review": "Thank you very much for your prompt service this morning. After experiencing terrible during Black Friday shopping last week, it was a pleasure to receive such professional and effortless assistance.",
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      "source": "google",
      "name": "Majuba Makatini",
      "date": "2025-11-29T19:37:41+02:00",
      "rating": 5,
      "review": "What a lifesaver Raymond is  He is always ready and available to assist.",
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      "name": "Karabo Mvubu",
      "date": "2025-11-25T13:31:22+02:00",
      "rating": 5,
      "review": "Positive experience with this company from start to finish. Thank you Guys",
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}