{
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  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Heat-Transfer Vinyl",
  "subcategory_slug": "heat-transfer-vinyl",
  "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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      "name": "kellyprice himself",
      "date": "2026-09-07T21:44:02+02:00",
      "rating": 5,
      "review": "AM.CO.ZA are absolute professionals  I purchased a machine from them and was extremely impressed with the excellent customer service from start to finish. The staff were knowledgeable, helpful and always available to assist with any questions I had. I bought the machine and had Jeffrey set it up for me so well, and he made sure I understood how everything worked. This company s after sales support is outstanding and made the entire buying experience smooth and stress free. I m very happy with my purchase and will definitely be doing business with them again",
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      "name": "Nthabiseng Zofa",
      "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": "Martin Kruger",
      "date": "2026-06-15T09:52:12+02:00",
      "rating": 5,
      "review": "Great service and awesome display room.",
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      "source": "google",
      "name": "Ayamaah Nkosi",
      "date": "2026-03-02T18:39:12+02:00",
      "rating": 5,
      "review": "I would definitely recommend them for customer service and durable products.",
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      "source": "google",
      "name": "Nompi Amelia",
      "date": "2026-02-24T15:26:34+02:00",
      "rating": 5,
      "review": "Sello was very professional, knowledgeable and had a lovely attitude. He taught us a lot on how to operate a CNC Router machine.",
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    {
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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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25sTk1URk9VRmMwUlhCa2VYaE5ORlpDVGpaRE4wRRAB__Yanasagren_CHETTY.jpg",
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      "name": "Thinavhuyo Mudimeli",
      "date": "2026-01-31T11:04:08+02:00",
      "rating": 5,
      "review": "Great service from Sello and Zivai.",
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      "name": "Arnold Muller",
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      "rating": 5,
      "review": "We were assisted promply and efficiently. Never did they make me feel like my problem is to small. I know only little and had a very pleasant assistance experience. Thank you AM",
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      "name": "Naledi Khouphe",
      "date": "2026-01-21T06:51:39+02:00",
      "rating": 5,
      "review": "Prompt and efficient",
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:53:03+02:00",
      "rating": 5,
      "review": "We have been using Advanced Machinery a couple of years for both our home based and office based business. This company has always been on time, professional and reasonably priced.",
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      "source": "google",
      "name": "Thando Lindo",
      "date": "2026-01-15T18:31:53+02:00",
      "rating": 5,
      "review": "Highly recommend this company",
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      "source": "google",
      "name": "Sizwe Karabo",
      "date": "2026-01-11T14:09:20+02:00",
      "rating": 5,
      "review": "Customer satisfaction is the team s main focus  Thank you AM.",
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      "name": "Langelihle Nkosi",
      "date": "2026-01-07T11:00:18+02:00",
      "rating": 5,
      "review": "I wholeheartedly recommend this company for reasonable priced signage machinery",
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      "name": "Zintle Mqoco",
      "date": "2025-12-28T22:23:33+02:00",
      "rating": 5,
      "review": "Talented team of technicians",
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      "name": "Naledi Magana",
      "date": "2025-12-27T22:23:14+02:00",
      "rating": 5,
      "review": "Friendly staff and very helpful",
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      "name": "Noluthando Skosana",
      "date": "2025-12-24T12:52:35+02:00",
      "rating": 5,
      "review": "Great service and quick response from fhe AM team,after purchasing my CNC Router. Hamilton made the installation compliant. I am impressed with their machinery and services. I had Walter fix my printer at my house,I was very happy with his services and up to now I ve had no issues with my machine.",
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      "source": "google",
      "name": "Thando Hlatshwayo",
      "date": "2025-12-23T18:41:43+02:00",
      "rating": 5,
      "review": "We use Advanced Machinery for all our signage needs because they keep durable machines and spare parts.",
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      "source": "google",
      "name": "Tyma Yaga Mogomotsi",
      "date": "2025-12-05T10:11:34+02:00",
      "rating": 5,
      "review": "Great experience I had. The service is best, from the security to reception, from reception to sales, and from sales to dispatch... I m happy, 10 10",
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      "source": "google",
      "name": "Thato Matsoso",
      "date": "2025-12-03T09:44:29+02:00",
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21WQ2NYRmtjR1JCUzJSVlpXaDJUMkZNUTFwcFFrRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Jason Vusi",
      "date": "2025-11-30T09:59:11+02:00",
      "rating": 5,
      "review": "I received a 5 start service from Walter. He was indeed helpful every way.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pGck1tZ3pRVnBWTkZZeVYxSXRXa0pTUWxCd05IYxAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Nompumelelo Mohale",
      "date": "2025-11-29T19:42:11+02:00",
      "rating": 5,
      "review": "Awesome customer support  Walter was quick to get an issue resolved",
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      "source": "google",
      "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",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25sSVFpMUVjV042VVd0eVFVOHhUREJ5VjNSQmMwRRAB__AM_Customer.jpg",
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    {
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      "source": "google",
      "name": "sfiso maepa",
      "date": "2025-11-25T11:40:06+02:00",
      "rating": 5,
      "review": "Got my DTF printer last most. It works very well. It prints very quickly. I ll be personalising a lot of Xmas items and selling them next month.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tSVVEzSnpObFF5YkdVeFdqazROelZ4Uld4UFMwRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Thabo Pheko",
      "date": "2025-11-17T12:02:37+02:00",
      "rating": 5,
      "review": "Lethu  Assisted me with the re installation og my Cutter s software and made sure it is properly working, his help was much appriciated",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0blpIWTNiRlJmTWtKclJ6ZDFia3RQTjBneU1FRRAB__AM_Customer.jpg",
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      "source": "google",
      "name": "Ndumiso Sharkul",
      "date": "2025-11-04T18:54:26+02:00",
      "rating": 5,
      "review": "Overall interaction with the whole staff was extremely pleasant. Thoroughly enjoyed myself.",
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      "source": "google",
      "name": "kabelo phokane",
      "date": "2025-11-04T18:19:58+02:00",
      "rating": 5,
      "review": "The service i got was thee best. Thank you AM",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xodlRVTkRRMk5MVjBGcGFHZEpjVVp6UTB4S00wRRAB__AM_Customer.jpg",
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      "source": "google",
      "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.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWSGNtNDJNa1Y2VHpBekxVVkJiekEwVG14SlVuYxAB__AM_Customer.jpg",
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}