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"https://8i.co.za/guide/amcoza/reviews/dampers.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "wipers", "label": "Wipers", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/wipers.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "ink-filters", "label": "Ink Filters", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/ink-filters.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "vinyl-rolls", "label": "Vinyl Rolls", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/vinyl-rolls.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "heat-transfer-vinyl", "label": "Heat-Transfer Vinyl", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/heat-transfer-vinyl.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 2, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "self-adhesive-vinyl", "label": "Self-Adhesive Vinyl", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/self-adhesive-vinyl.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "printable-vinyl", "label": "Printable Vinyl", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/printable-vinyl.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "paint-protection-film", "label": "Paint Protection Film", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/paint-protection-film.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "laminating-film", "label": "Laminating Film", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/laminating-film.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "application-tape", "label": "Application Tape", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/application-tape.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "banner-material", "label": "Banner Material", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/banner-material.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "canvas", "label": "Canvas", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/canvas.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "wallpaper-media", "label": "Wallpaper Media", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/wallpaper-media.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "laser-tubes", "label": "Laser Tubes", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/laser-tubes.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 3, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "lenses", "label": "Lenses", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/lenses.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "mirrors", "label": "Mirrors", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/mirrors.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "nozzles", "label": "Nozzles", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/nozzles.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "cnc-router-bits", "label": "CNC Router Bits", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/cnc-router-bits.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "cutting-blades", "label": "Cutting Blades", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/cutting-blades.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "plasma-electrodes-and-tips", "label": "Plasma Electrodes and Tips", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/plasma-electrodes-and-tips.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "filament", "label": "Filament", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/filament.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "pellets", "label": "Pellets", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/pellets.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" }, { "slug": "resin", "label": "Resin", "major": "spares-consumables-materials", "major_label": "Spares, consumables and materials", "url": "https://8i.co.za/guide/amcoza/reviews/resin.json", "count": 30, "max_items": 30, "pool": 2651, "topic_hits": 0, "fill_source": "latest300_fallback", "thin": false, "schema": 1, "dataset": "client_reviews_subcategory_pack" } ], "thin_packs": [], "fallback_packs": [ "repairs-and-maintenance", "heat-transfer", "sublimation-printing", "screen-printing", "bottle-screen-printing", "paint-protection-film-cutting", "3d-printing", "cnc-routing", "laser-cutting-and-engraving", "fibre-laser-marking", "fibre-laser-cleaning", "fibre-laser-welding", "plasma-cutting", "offset-printers", "screen-printers", "flatbed-printers", "hybrid-printers", "portable-printers", "flatbed-cutters", "laminators", "embroidery-machines", "air-compressors", "co2-laser-machines", "fibre-laser-cutting-machines", "fibre-laser-marking-machines", "fibre-laser-processing-machines", "special-laser-machines", "desktop-cnc-routers", "signage-cnc-routers", "furniture-cnc-routers", "plasma-cutters", "filament-3d-printers", "pellet-3d-printers", "resin-3d-printers", "printer-spares", "laser-spares", "cnc-router-spares", "cutter-spares", "heat-press-spares", "3d-printer-spares", "dtf-inks", "uv-dtf-inks", "uv-inks", "sublimation-inks", "eco-solvent-inks", "solvent-inks", "textile-inks", "screen-printing-inks", "dtf-film", "dtf-powder", "uv-dtf-film", "sublimation-paper", "transfer-paper", "cleaning-solutions", "printheads", "dampers", "wipers", "ink-filters", "vinyl-rolls", "heat-transfer-vinyl", "self-adhesive-vinyl", "printable-vinyl", "paint-protection-film", "laminating-film", "application-tape", "banner-material", "canvas", "wallpaper-media", "laser-tubes", "lenses", "mirrors", "nozzles", "cnc-router-bits", "cutting-blades", "plasma-electrodes-and-tips", "filament", "pellets", "resin" ], "superseded_major_packs": [ "application-areas", "machine-categories", "spares-consumables-materials", "services-training-software" ], "pick_rules_summary": "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).", "manifest": "manifest.json", "taxonomy": "taxonomy.json", "scoring": { "topic_weight": 0.7, "recency_weight": 0.3, "top_candidates": 100, "sample_size": 30, "fallback_latest_n": 300, "seed_formula": "YYYYMMDD(SAST) + '-' + subcategory_slug", "recency_decay": "exp(-years_from_newest / 3.0)", "fill_rule": "score all eligible topic*0.7+recency*0.3 → top 100 → random 30; if scored<100 or topic_hits<30 → latest 300 → random 30; assert count==30" } }