{
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  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "CNC Router Spares",
  "subcategory_slug": "cnc-router-spares",
  "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).",
  "public_url": "https://8i.co.za/guide/amcoza/reviews/cnc-router-spares.json",
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      "review": "We bought a large format printer from Advanced Machinery and have been very happy with it.The print quality is excellent,especially for our banners and signage.It has made our production much easier because we no longer have to outsource every large job.",
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      "date": "2026-08-20T17:54:19+02:00",
      "rating": 5,
      "review": "My experience with the sublimation printer machine from Advanced Machinery has been nothing short of excellent. The machine delivers high quality prints with impressive clarity and consistency, making it ideal for both everyday printing and important projects. I would highly recommend it to anyone looking for a reliable, efficient, and high quality printing solution.",
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      "name": "Erfan Ahmed",
      "date": "2026-07-08T11:19:29+02:00",
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      "review": "Amazing service. Showroom for their product is fantastic",
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      "name": "Samkelo Ndlela",
      "date": "2026-04-12T12:32:44+02:00",
      "rating": 5,
      "review": "5 stars  At last a company that does what it says it will do and does it well.",
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      "name": "Senzo Solontyi",
      "date": "2026-04-12T10:37:51+02:00",
      "rating": 5,
      "review": "Such friendly efficient professional service. A refreshingly pleasant experience all round. Thank you Advanced Machinery.",
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      "name": "SFISO SOLONTYI",
      "date": "2026-04-12T10:31:11+02:00",
      "rating": 5,
      "review": "Done on the installation of my printer, very clean in fact. Will definitely use them again.",
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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": "Nqobile Rasegwete",
      "date": "2026-03-02T18:40:18+02:00",
      "rating": 5,
      "review": "You guys come highly recommended",
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      "name": "Alwande Qiqimana",
      "date": "2026-03-01T15:15:16+02:00",
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      "review": "I had a wonderful experience at Advanced Machinery.. I couldn t believe the best deals they offered us Very affordable.",
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      "rating": 5,
      "review": "A big THANK YOU toTarisai   Tapiwa from Am  Awesome service and most important of all very friendly and helpful. Keep up the awesome work guys",
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      "review": "I ve dealt with various support teams. This one from AM stands out for how kind and clear they are.",
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      "rating": 5,
      "review": "Lovely, friendly chaps. All the departments worked well together to sell me the UV DTF printer. Thank you so much.",
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      "name": "Lumka Noruwana",
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      "review": "I have always purchased from your store and I am very happy with the good service and leading machinery in the sign industry.Your man Walter is a very professional and nice gentleman.He explained everything I asked him about the different vinyl cutters the AM stocks.Thank you so much for taking care of me.",
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      "name": "Mpumelelo Lelo",
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      "review": "It was my first time working with Hamilton and he did an excellent job installing my printer.",
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      "name": "Neo",
      "date": "2025-12-13T21:50:31+02:00",
      "rating": 5,
      "review": "Excellent service from Walter. He helped clarify a lot of my questions about the heat press machine that I would like to purchase. Thank you",
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      "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",
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      "name": "Ndumiso Sharkul",
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      "name": "Hope",
      "date": "2025-10-31T16:37:43+02:00",
      "rating": 5,
      "review": "Walter is such a valuable employee I m very with the work that he did on my co2 laser cutter.",
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}