{
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  "dataset": "client_reviews_subcategory_pack",
  "category": "machine-categories",
  "subcategory": "Fibre Laser Processing Machines",
  "subcategory_slug": "fibre-laser-processing-machines",
  "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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      "review": "Nice new branch. You guys made it very easy for us Durbanites to come in and view the machines. Also, very happy with the demo from last week. You have been such a pleasure to deal with.",
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      "review": "They did an amazing job for my business  From the first meeting when I had my appointment right up to the installation, everything was perfect. Jatin did an amazing job for me. I will definitely recommend them.",
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      "review": "What a fantastic team at Advanced Machinery  I had an issue with my vinyl cutting machine and they managed to resolve it within minutes. Their service was quick, friendly and incredibly helpful. I would definitely recommend them.",
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      "date": "2026-08-18T13:09:23+02:00",
      "rating": 5,
      "review": "I need to recurrect my old sign business and upgrade all equipment. Can you assist me with dimensions and prices",
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      "name": "Pems Plates",
      "date": "2026-08-13T14:56:09+02:00",
      "rating": 5,
      "review": "THANKS FOR YOUR PATIENCE AND ASSISTANCE THABISO   AM.CO.ZA GREAT JOB",
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      "name": "Thomas Mthethwa",
      "date": "2026-07-26T15:05:24+02:00",
      "rating": 5,
      "review": "We want to thank you so much for your fantastic service . we will definitely be buying from you again.",
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      "name": "Erfan Ahmed",
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      "review": "If there is one thing about Am.co.za is that they are always prompt professional and excel at customer service.",
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      "review": "Thank you Lethu for you good customer service and helping with moving software from one pc to the other.",
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      "name": "Angela Amanda Bouwer",
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      "review": "Vusani you were absolutely fantastic  Thank you for your time, patience and help. Appreciate it",
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      "name": "Lethukukhanya Jele",
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      "name": "Kagisano Mokhosi",
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      "name": "Lwazi Nkosi",
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      "rating": 5,
      "review": "Would definitely recommend to anyone whose looking for any sort of signage...",
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      "name": "Thando Hlatshwayo",
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      "rating": 5,
      "review": "We use Advanced Machinery for all our signage needs because they keep durable machines and spare parts.",
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      "name": "lizzy sidu",
      "date": "2025-12-13T22:27:11+02:00",
      "rating": 5,
      "review": "Hamiliton is a very professional, competent and nice man to deal with. He had my printer installed and working in such a short period of time. He is amazing.",
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      "name": "Katlego Bapela",
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      "review": "Your team is always great to have on site. They re polite, respectful, and always willing to help.",
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      "name": "Majuba Makatini",
      "date": "2025-11-29T19:39:58+02:00",
      "rating": 5,
      "review": "I had a great experience with Advanced Machinery. The customer Service was excellent, and the DTF printer worked better than I expected. I highly recommend them",
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      "review": "I have never had a problem with any of their machines.They work excellently.",
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      "title": "Best machines",
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  ]
}