{ "schema": 2, "dataset": "client_reviews_subcategory_packs", "generated_at": "2026-10-23T01:32:46.836786+02:00", "eric_lock": "2026-09-27 ~20:41 SAST fill30", "eric_correction": "2026-09-27 ~20:41 SAST — every subcategory pack count==30 (fill30)", "day_seed": 20261023, "source": { "path": "/workspace/he3-review-man/dataset/index.json", "dataset": "client_reviews", "generated_at_sast": "2026-10-09T02:43 SAST", "count": 3252, "count_google": 3002, "count_hellopeter": 259 }, "picture_base": "https://8i.co.za/guide/amcoza/reviews/list/", "pack_grain": "subcategory", "multi_membership": true, "feed_count": 91, "thin_count": 0, "empty_count": 0, "fill_stats": { "topic_top100": 13, "latest300_fallback": 78, "assert_all_count": 30, "empty_count": 0, "thin_count": 0 }, "max_items": 30, "top_candidates": 100, "fallback_latest_n": 300, "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).", "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" }, "stats": { "index_total": 3252, "eligible_rating_ge_4_nonempty": 2651, "skipped_empty_content": 513, "skipped_low_or_null_rating": 88, "unclassified_eligible": null, "multi_membership_reviews": 328, "leaf_count": 91 }, "selection": { "training": { "seed": "20261023-training", "pool": 2651, "topic_hits": 68, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 3.105 }, "installation-and-setup": { "seed": "20261023-installation-and-setup", "pool": 2651, "topic_hits": 186, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 3.125 }, "technical-support": { "seed": "20261023-technical-support", "pool": 2651, "topic_hits": 616, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 4.225 }, "repairs-and-maintenance": { "seed": "20261023-repairs-and-maintenance", "pool": 2651, "topic_hits": 21, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 2.07 }, "software": { "seed": "20261023-software", "pool": 2651, "topic_hits": 97, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 3.13 }, "business-and-production-support": { "seed": "20261023-business-and-production-support", "pool": 2651, "topic_hits": 30, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 3.255 }, "direct-to-film-printing": { "seed": "20261023-direct-to-film-printing", "pool": 2651, "topic_hits": 153, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 4.195 }, "heat-transfer": { "seed": "20261023-heat-transfer", "pool": 2651, "topic_hits": 4, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 1.065 }, "sublimation-printing": { "seed": "20261023-sublimation-printing", "pool": 2651, "topic_hits": 15, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 3.24 }, "screen-printing": { "seed": "20261023-screen-printing", "pool": 2651, "topic_hits": 1, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 2.135 }, "bottle-screen-printing": { "seed": "20261023-bottle-screen-printing", "pool": 2651, "topic_hits": 0, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 0.0 }, "vinyl-cutting": { "seed": "20261023-vinyl-cutting", "pool": 2651, "topic_hits": 151, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 2.11 }, "paint-protection-film-cutting": { "seed": "20261023-paint-protection-film-cutting", "pool": 2651, "topic_hits": 0, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 0.0 }, "large-format-printing": { "seed": "20261023-large-format-printing", "pool": 2651, "topic_hits": 63, "top_candidates": 100, "sampled": 30, "fill_source": "topic_top100", "max_topic_raw": 2.16 }, "3d-printing": { "seed": "20261023-3d-printing", "pool": 2651, "topic_hits": 0, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 0.0 }, "cnc-routing": { "seed": "20261023-cnc-routing", "pool": 2651, "topic_hits": 2, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 1.075 }, "laser-cutting-and-engraving": { "seed": "20261023-laser-cutting-and-engraving", "pool": 2651, "topic_hits": 26, "top_candidates": 100, "sampled": 30, "fill_source": "latest300_fallback", "max_topic_raw": 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