{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Heat Press Spares",
  "subcategory_slug": "heat-press-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).",
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      "rating": 5,
      "review": "I am writing in response to our service today.Raymond has been to our home before on other calls and has provided us with the best service ever.We are very pleased with him.Can t thank you enough.",
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      "review": "Great Service , Great Quality Prints From The Machines I ve Purchased .. Also had great after sales service from pride  Technician  .. He always helps me out whenever i need help with regards to my machine settings and updating the software  .. No questions asked  does everything remotely via teamviewer",
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      "rating": 5,
      "review": "Fungai was great  Very well mannered and such a professional. He made the installation of my printer look so easy. Happy for the best service",
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      "review": "Excellent service yet again. Thank you ya ll .",
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      "name": "Carene Pretorius",
      "date": "2025-11-25T14:28:21+02:00",
      "rating": 5,
      "review": "Takalani and Lethu installed the machine and did a very good introduction to the machine as well as the software.  These two guys did a brilliant job and are so well mannered.",
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      "name": "khaya khumalo",
      "date": "2025-11-25T13:34:03+02:00",
      "rating": 5,
      "review": "The installation of our UV DTF printer went so well. Thank you Walter for the job that you did on this machine and for answering all of our questions.",
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      "name": "Ian Amukelani",
      "date": "2025-11-19T14:04:14+02:00",
      "rating": 5,
      "review": "Had a problem with my AM.CO Vinyl cutter v  series 1310 not communicating with the vinylcut software. Thanks to  Mr Lethu from AM.CO tech support for quickly identifying the problem and getting the business up and running again in no time.  I highly appreciate the quick assistance  and resolution.",
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      "name": "Hope",
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      "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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}